From 29cf6b6d5365865f848914891982bd1ce99e1ee0 Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Thu, 18 Jan 2024 18:31:09 +0000 Subject: [PATCH 01/14] Update MIMIC-III default hyperparameters --- cmd/conf/datamodule/mimiciii.yaml | 2 +- src/fdiff/dataloaders/datamodules.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/cmd/conf/datamodule/mimiciii.yaml b/cmd/conf/datamodule/mimiciii.yaml index 0358e67..d858772 100644 --- a/cmd/conf/datamodule/mimiciii.yaml +++ b/cmd/conf/datamodule/mimiciii.yaml @@ -4,4 +4,4 @@ random_seed: ${random_seed} fourier_transform: ${fourier_transform} standardize: ${standardize} batch_size: 64 -n_feats: 50 +n_feats: 40 diff --git a/src/fdiff/dataloaders/datamodules.py b/src/fdiff/dataloaders/datamodules.py index 184d24a..1602402 100644 --- a/src/fdiff/dataloaders/datamodules.py +++ b/src/fdiff/dataloaders/datamodules.py @@ -282,7 +282,7 @@ def __init__( batch_size: int = 32, fourier_transform: bool = False, standardize: bool = False, - n_feats: int = 104, + n_feats: int = 40, ) -> None: super().__init__( data_dir=data_dir, From eda65282eee6813b6029d1e6d3c9f002dce15365 Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Thu, 18 Jan 2024 18:31:27 +0000 Subject: [PATCH 02/14] Add spectral density localization plots --- notebooks/spectral_interpretation.ipynb | 221 ++++++++++++++++++++++++ 1 file changed, 221 insertions(+) create mode 100644 notebooks/spectral_interpretation.ipynb diff --git a/notebooks/spectral_interpretation.ipynb b/notebooks/spectral_interpretation.ipynb new file mode 100644 index 0000000..d0f7957 --- /dev/null +++ b/notebooks/spectral_interpretation.ipynb @@ -0,0 +1,221 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "import pandas as pd\n", + "\n", + "from fdiff.dataloaders.datamodules import ECGDatamodule,NASDAQDatamodule, NASADatamodule, MIMICIIIDatamodule, USDroughtsDatamodule, Datamodule\n", + "from fdiff.utils.fourier import spectral_density\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = Path.cwd() / \"../data/\"\n", + "\n", + "datasets: dict[str, Datamodule] = {\n", + " \"Electrocardiograms\": ECGDatamodule(data_dir=data_path),\n", + " \"MIMIC-III\": MIMICIIIDatamodule(data_dir=data_path, n_feats=40),\n", + " \"NASDAQ-2019\": NASDAQDatamodule(data_dir=data_path),\n", + " \"NASA-Charge\": NASADatamodule(data_dir=data_path),\n", + " \"NASA-Discharge\": NASADatamodule(data_dir=data_path, subdataset=\"discharge\"),\n", + " \"US-Droughts\": USDroughtsDatamodule(data_dir=data_path)\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [], + "source": [ + "spectral_data: list[dict] = []\n", + "temporal_data: list[dict] = []\n", + "\n", + "for dataset_name, datamodule in datasets.items():\n", + " \n", + " # Prepare data\n", + " datamodule.prepare_data()\n", + " datamodule.setup()\n", + " \n", + " # Extract training features\n", + " X_train = datamodule.X_train\n", + " \n", + " # Compute specral representation\n", + " X_spec = spectral_density(X_train)\n", + " \n", + " \n", + " # Compute mean and standard error of the normalized spectral density\n", + " X_spec_norm_mean = torch.mean((X_spec.sum(dim=2, keepdim=True) / X_spec.sum(dim=(1, 2), keepdim=True)), dim=(0,2))\n", + " X_spec_norm_se = torch.std((X_spec.sum(dim=2, keepdim=True) / X_spec.sum(dim=(1, 2), keepdim=True)), dim=(0,2)) / math.sqrt(len(X_spec))\n", + " \n", + " # Compute normalized frequency\n", + " freq_norm = [k / X_spec.shape[1] for k in range(1, 1+X_spec.shape[1])]\n", + " \n", + " \n", + " # Record the spectral data\n", + " spectral_data.extend(\n", + " [\n", + " {\n", + " \"Dataset\": dataset_name,\n", + " \"Normalized Frequency\": freq_norm[k],\n", + " \"Normalized Spectral Density\": X_spec_norm_mean[k].item(),\n", + " \"SE\": X_spec_norm_se[k].item()\n", + " } for k in range(len(freq_norm))\n", + " ] \n", + " )\n", + " \n", + " # Compute the mean and standard error of the normalized energy\n", + " X_energy_mean = torch.mean((X_train**2).sum(dim=2, keepdim=True) / (X_train**2).sum(dim=(1, 2), keepdim=True), dim=(0, 2))\n", + " X_energy_std = torch.std((X_train**2).sum(dim=2, keepdim=True) / (X_train**2).sum(dim=(1, 2), keepdim=True), dim=(0, 2))\n", + " \n", + " # Compute the normalized time\n", + " time_norm = [k / X_train.shape[1] for k in range(1, 1+X_train.shape[1])]\n", + " \n", + " # Record the temporal data\n", + " temporal_data.extend(\n", + " [\n", + " {\n", + " \"Dataset\": dataset_name,\n", + " \"Normalized Time\": time_norm[k],\n", + " \"Normalized Energy\": X_energy_mean[k].item(),\n", + " \"SE\": X_energy_std[k].item()\n", + " } for k in range(len(time_norm))\n", + " ] \n", + " )\n", + " \n", + "spectral_df = pd.DataFrame(spectral_data) \n", + "temporal_df = pd.DataFrame(temporal_data)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=spectral_df,x=\"Normalized Frequency\", y=\"Normalized Spectral Density\", hue=\"Dataset\")\n", + "plt.ylabel(r\"Normalized Spectral Density $\\|\\tilde{\\mathbf{x}}_\\kappa\\|^2 / \\| \\tilde{\\mathbf{x}} \\|^2$\")\n", + "plt.hlines(0, 0, 1, colors=\"black\", linestyles=\"dashed\")\n", + "plt.xlabel(r\"Normalized Frequency $\\omega_\\kappa / \\omega_{\\mathrm{Nyq}}$\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=temporal_df, x=\"Normalized Time\", y=\"Normalized Energy\", hue=\"Dataset\") \n", + "plt.ylabel(r\"Normalized Energy $\\|\\mathbf{x}_\\tau \\|^2| / \\| \\mathbf{x} \\|^2$\")\n", + "plt.xlabel(r\"Normalized Time $\\tau / N$\")\n", + "plt.hlines(0, 0, 1, colors=\"black\", linestyles=\"dashed\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "fdiff", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 23c200208fe5bc48e7db1cd1f2ad84cd8cd3c20c Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Fri, 19 Jan 2024 17:49:14 +0000 Subject: [PATCH 03/14] Clean spectral localization plots --- notebooks/spectral_interpretation.ipynb | 176 +++++++++++++++++++++++- 1 file changed, 171 insertions(+), 5 deletions(-) diff --git a/notebooks/spectral_interpretation.ipynb b/notebooks/spectral_interpretation.ipynb index d0f7957..c359161 100644 --- a/notebooks/spectral_interpretation.ipynb +++ b/notebooks/spectral_interpretation.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 100, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 159, "metadata": {}, "outputs": [], "source": [ @@ -37,12 +37,52 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 160, + "metadata": {}, + "outputs": [], + "source": [ + "from einops import rearrange\n", + "\n", + "def localization_metrics(X: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]:\n", + "\n", + " max_len = X.shape[1]\n", + " \n", + " X_energy = torch.sum(X**2, dim=2, keepdim=True) / torch.sum(X**2, dim=(1, 2), keepdim=True)\n", + " X_energy = rearrange(X_energy, \"batch time 1 -> batch time\")\n", + " \n", + " X_spec = spectral_density(X)\n", + " # Expand spectral dimension of X via mirror symmetry\n", + " X_spec_mirror = torch.flip(X_spec[:, 1:, :], dims=(1,)) if max_len % 2 != 0 else torch.flip(X_spec[:, 1:-1, :], dims=(1,))\n", + " X_spec = torch.cat((X_spec, X_spec_mirror), dim=1)\n", + " X_spec = torch.sum(X_spec, dim=2, keepdim=True) / torch.sum(X_spec, dim=(1, 2), keepdim=True)\n", + " X_spec = rearrange(X_spec, \"batch freq 1 -> batch freq\")\n", + " assert X_spec.shape[1] == max_len, f\"Spectral density has incorrect shape at dimension 1, expected {max_len}, got {X_spec.shape[1]} instead.\"\n", + " \n", + " t = torch.arange(max_len, dtype=torch.float)\n", + " t1 = rearrange(t, \"time -> time 1 \")\n", + " t2 = rearrange(t, \"time -> 1 time \")\n", + " cyclic_distance = torch.min(torch.abs(t1 - t2), max_len - torch.abs(t1 - t2))\n", + "\n", + " X_loc = torch.einsum(\"bt, ts -> bs\", X_energy, cyclic_distance**2)\n", + " X_loc = torch.min(X_loc, dim=1)[0]\n", + " \n", + " X_spec_loc = torch.einsum(\"bt, ts -> bs\", X_spec, cyclic_distance**2)\n", + " X_spec_loc = torch.min(X_spec_loc, dim=1)[0]\n", + " \n", + " \n", + " return X_loc, X_spec_loc" + ] + }, + { + "cell_type": "code", + "execution_count": 168, "metadata": {}, "outputs": [], "source": [ "spectral_data: list[dict] = []\n", "temporal_data: list[dict] = []\n", + "localization_data: list[dict] = []\n", + "localization_data_joint: list[dict] = []\n", "\n", "for dataset_name, datamodule in datasets.items():\n", " \n", @@ -96,14 +136,50 @@ " ] \n", " )\n", " \n", + " # Compute localization metrics\n", + " X_loc, X_spec_loc = localization_metrics(X_train)\n", + " \n", + " # Record the localization data\n", + " localization_data.extend(\n", + " [\n", + " {\n", + " \"Dataset\": dataset_name,\n", + " \"Delocalization\": X_loc[b].item(),\n", + " \"Domain\": \"Time\"\n", + " } for b in range(len(X_loc))\n", + " ] \n", + " )\n", + " localization_data.extend(\n", + " [\n", + " {\n", + " \"Dataset\": dataset_name,\n", + " \"Delocalization\": X_spec_loc[b].item(),\n", + " \"Domain\": \"Frequency\"\n", + " } for b in range(len(X_spec_loc))\n", + " ] \n", + " )\n", + " \n", + " # Record the joint localization data\n", + " localization_data_joint.extend(\n", + " [\n", + " {\n", + " \"Dataset\": dataset_name,\n", + " \"Delocalization Time\": X_loc[b].item(),\n", + " \"Delocalization Frequency\": X_spec_loc[b].item()\n", + " } for b in range(len(X_loc))\n", + " ]\n", + " )\n", + " \n", "spectral_df = pd.DataFrame(spectral_data) \n", "temporal_df = pd.DataFrame(temporal_data)\n", + "localization_df = pd.DataFrame(localization_data)\n", + "localization_joint_df = pd.DataFrame(localization_data_joint)\n", " " ] }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -147,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 163, "metadata": {}, "outputs": [ { @@ -189,6 +265,96 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n" + ] + }, + { + "data": { + "text/plain": [ + "(array([0, 1, 2, 3, 4, 5]),\n", + " [Text(0, 0, 'Electrocardiograms'),\n", + " Text(1, 0, 'MIMIC-III'),\n", + " Text(2, 0, 'NASDAQ-2019'),\n", + " Text(3, 0, 'NASA-Charge'),\n", + " Text(4, 0, 'NASA-Discharge'),\n", + " Text(5, 0, 'US-Droughts')])" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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PHtQITxmuXbuGZ8+eISUlBXXq1FGmFy1aFB988MFr1XPq1ClcvXoVZmZmGtOTkpI0Tmd9+OGHMDQ0VB7b29vjwoX0juVnz56FoaEhGjZsmO067O3t0bJlS6xYsQI1a9bErl27kJSUhE8//fS1aiUiovcHA5GeK1KkSLZXlBUponmptVqtRuvWrfHDDz9kmdfe3h7h4eGvtD6VSgUR0ZiWue+PWq2Gu7s71q9fn+W1tra2yu/GxsZZlqtWqwEAhQoV+s86+vXrhx49emDWrFlYuXIlunTpgsKFC7/S30BERO8fBiJ6JW5ubvj1119RpkwZGBll3W3KlSsHY2Nj/P3333B0dAQAPH78GGFhYRotNba2toiOjlYeh4eH4+nTpxrr2bRpE4oVKwZzc/M3qrVy5cpQq9U4fPiwcsrsRZ988gmKFCmChQsXYs+ePQgMDHyjdRER0fuBnarplfj6+uLRo0fo1q0bgoKCcP36dfzxxx/o06cP0tLSYGpqir59+2L06NH466+/cPHiRXh7e8PAQHMXa9y4MebPn4/Tp08jJCQEgwYN0mjt6d69O2xsbNC2bVscOXIEEREROHz4MPz8/HDr1q1XqrVMmTLo1asX+vTpg+3btyMiIgKHDh3C5s2blXkMDQ3h7e2NsWPHoly5chqn+oiISP8wENErKVGiBI4dO4a0tDQ0b94crq6u8PPzg4WFhRJ6pk+fjgYNGqBNmzZo2rQp6tWrB3d3d43lzJgxAw4ODmjQoAE+++wzfPHFFxqnqgoXLozAwEA4OjqiQ4cOqFSpEvr06YNnz569VovRwoUL0alTJ/j4+KBixYro378/EhMTNebp27cvUlJS0KdPn7fYMkRE9D5QyYsdOiiL+Ph4WFhYIC4uLstBOSkpCREREXByckLBggV1VGHe1ahRI1SrVg2zZ8/WdSlZHDt2DI0aNcKtW7dgZ2eX47z59f/5bW7Kmlveh5u7cjtSXsT98r/ldPx+EfsQkd5JTk5GVFQUJkyYgM6dO/9nGCIiovcfT5nlQB9u3aGPNmzYgA8++ABxcXEaYy0REZH+YgtRDnx9feHr66s0udHrO3TokK5LyMLb2xve3t66LoOIiPIQthARERGR3mMgIiIiIr3HQJRLeLHe+43/v0RE7zcGoreUMahg5tGW6f2T8f/74i1DiIjo/cBO1W/J0NAQlpaWiImJAZA+sGDGXdop/xMRPH36FDExMbC0tNS4oSwREb0/GIhyQfHixQFACUX0/rG0tFT+n4mI6P3DQJQLVCoV7O3tUaxYMY07t9P7wdjYmC1DRETvOQaiXGRoaMgDJxERUT7ETtVERESk9xiIiIiISO8xEBEREZHeYyAiIiIivcdARERERHqPgYiIiIj0HgNRDgICAuDi4oIaNWrouhQiIiLSIgaiHPj6+iI0NBTBwcG6LoWIiIi0iIGIiIiI9B4DEREREek9BiIiIiLSewxEREREpPcYiIiIiEjvMRARERGR3mMgIiIiIr3HQERERER6j4GIiIiI9B4DEREREek9BiIiIiLSewxEREREpPcYiIiIiEjvGem6ACIiolfh5+eH+/fvAwBsbW0xZ84cHVdE7xMGIiIiyhfu37+Pe/fu6boMek8xEOUS99FrdF0CTk3vqesSiIhy9DafleaPE5R+HtGPE954WfyspOywDxERERHpPbYQERFRvqA2LpLt70S5gYGIiIjyhYQPvHRdAr3HeMqMiIiI9J5eBKInT56gRo0aqFatGipXroylS5fquiQiIiLKQ/TilFnhwoVx+PBhFC5cGE+fPoWrqys6dOgAa2trXZdGREREeYBetBAZGhqicOHCAICkpCSkpaVBRHRcFREREeUV+SIQBQYGonXr1ihRogRUKhW2b9+eZZ4FCxbAyckJBQsWhLu7O44cOaLxfGxsLKpWrYpSpUphzJgxsLGxeUfVExERUV6XLwJRYmIiqlativnz52f7/KZNmzB8+HCMHz8eZ86cQf369eHl5YXIyEhlHktLS5w7dw4RERH4+eefcxztNDk5GfHx8Ro/RERE9P7KF4HIy8sL3333HTp06JDt8zNnzkTfvn3Rr18/VKpUCbNnz4aDgwMWLlyYZV47OztUqVIFgYGBL12fv78/LCwslB8HB4dc+1uIiIgo78kXgSgnKSkpOHXqFJo1a6YxvVmzZjh+/DgA4N69e0orT3x8PAIDA/HBBx+8dJljx45FXFyc8hMVFaW9P4CIiIh0Lt9fZfbgwQOkpaXBzs5OY7qdnR3u3r0LALh16xb69u0LEYGIYMiQIahSpcpLl2liYgITExOt1k1ERER5R74PRBlUKpXGYxFRprm7u+Ps2bM6qIqIiIjyg3x/yszGxgaGhoZKa1CGmJiYLK1GRERERNnJ94GoQIECcHd3x/79+zWm79+/Hx999NFbLTsgIAAuLi6oUaPGWy2HiIiI8rZ8ccosISEBV69eVR5HRETg7NmzKFq0KBwdHTFy5Ej06NEDHh4eqFOnDpYsWYLIyEgMGjTordbr6+sLX19fxMfHw8LC4m3/DCIiIsqj8kUgCgkJgaenp/J45MiRAIBevXph1apV6NKlCx4+fIjJkycjOjoarq6u2L17N0qXLq2rkomIiCgfyReBqFGjRv95qw0fHx/4+Pi8o4qIiIjofZLv+xBpE/sQERER6QcGohz4+voiNDQUwcHBui6FiIiItIiBiIiIiPQeAxERERHpPQYiIiIi0nsMRERERKT3GIhywKvMiIiI9AMDUQ54lRkREZF+YCAiIiIivcdARERERHqPgYiIiIj0HgMRERER6T0GohzwKjMiIiL9wECUA15lRkREpB8YiIiIiEjvMRARERGR3mMgIiIiIr3HQERERER6j4GIiIiI9B4DUQ542T0REZF+MHoXK0lJSUFMTAzUarXGdEdHx3ex+jfm6+sLX19fxMfHw8LCQtflEBERkZZoNRCFh4ejT58+OH78uMZ0EYFKpUJaWpo2V09ERET0SrQaiLy9vWFkZIRdu3bB3t4eKpVKm6sjIiIieiNaDURnz57FqVOnULFiRW2uhoiIiOitaLVTtYuLCx48eKDNVRARERG9Na0Goh9++AFjxozBoUOH8PDhQ8THx2v8EBEREeUFWj1l1rRpUwBAkyZNNKazUzURERHlJVoNRAcPHtTm4omIiIhyhVYDUcOGDbW5eK0LCAhAQEAAW7KIiIjec1ofmDE2NhbLly/HpUuXoFKp4OLigj59+uSLgQ45MCMREZF+0Gqn6pCQEJQtWxazZs3Co0eP8ODBA8ycORNly5bF6dOntblqIiIiolem1RaiESNGoE2bNli6dCmMjNJXlZqain79+mH48OEIDAzU5uqJiIiIXolWA1FISIhGGAIAIyMjjBkzBh4eHtpcNREREdEr0+opM3Nzc0RGRmaZHhUVBTMzM22umoiIiOiVaTUQdenSBX379sWmTZsQFRWFW7duYePGjejXrx+6deumzVUTERERvTKtnjL76aefoFKp0LNnT6SmpgIAjI2NMXjwYEybNk2bqyYiIiJ6ZVoNRAUKFMCcOXPg7++Pa9euQURQrlw5FC5cWJurJSIiInotWh+HCAAKFy6MypUrv4tVEREREb22XA9EHTp0wKpVq2Bubo4OHTrkOO/WrVtze/VEREREry3XA5GFhQVUKhWA9KvMMn7Pj3jrDiIiIv2Q64Fo5cqVyu+rVq3K7cW/U7x1BxERkX7Q6mX3jRs3RmxsbJbp8fHxaNy4sTZXTURERPTKtBqIDh06hJSUlCzTk5KScOTIEW2umoiIiOiVaeUqs/Pnzyu/h4aG4u7du8rjtLQ07N27FyVLltTGqomIiIhem1YCUbVq1aBSqaBSqbI9NVaoUCHMmzdPG6smIiIiem1aCUQREREQETg7OyMoKAi2trbKcwUKFECxYsVgaGiojVUTERERvTatBKLSpUsDANRqtTYWT0RERJSr3slI1aGhoYiMjMzSwbpNmzbvYvX0Cvz8/HD//n0AgK2tLebMmaPjioiIiN4drQai69evo3379rhw4QJUKhVEBACUwRo54GHecf/+fdy7d0/XZRAREemEVgORn58fnJyc8Oeffyr9iR4+fIhRo0bhp59+0uaq9VLk5De/X1xqrDUAw///fuetluX4zYU3fi0REZEuaDUQnThxAgcOHICtrS0MDAxgYGCAevXqwd/fH8OGDcOZM2e0uXoiIiKiV6LVgRnT0tJgamoKALCxscGdO3cApHe6vnLlijZXTa+pqEkarP//U9SEpzKJiEi/aLWFyNXVFefPn4ezszNq1aqFH3/8EQUKFMCSJUvg7OyszVXTaxpXPVbXJRAREemMVgPR119/jcTERADAd999h1atWqF+/fqwtrbGpk2btLlqIiIiolem1UDUvHlz5XdnZ2eEhobi0aNHsLKyUq40IyIiItI1rfYhWrNmDUJDQzWmFS1aFMnJyVizZo02V50rAgIC4OLigho1aui6FCIiItIirQYib29v1KpVC7/++qvG9Li4OPTu3Vubq84Vvr6+CA0NRXBwsK5LISIiIi3SaiACgG+//RY9evTApEmTtL0qIiIiojei9UD0+eef48CBA1i8eDE6deqEZ8+eaXuVRERERK9Fq4Eoo+N07dq1cfLkSVy9ehUfffQRbty4oc3VEhEREb0WrQaijHuXAYCjoyOOHz+OMmXK4OOPP9bmaomIiIhei1YD0cSJE5WRqgGgcOHC2LZtG0aMGIEGDRpoc9VEREREr0yr4xBNnDgx2+nffvutNldLRERE9FpyPRDt3LkTXl5eMDY2xs6dO186n0qlQuvWrXN79URERESvLdcDUbt27XD37l0UK1YM7dq1e+l8KpUKaWm8iSgRERHpXq4HIrVane3vRERERHmV1schIiIiIsrrcr2FaO7cua8877Bhw3J79URERESvLdcD0axZs15pPpVKxUBEREREeUKuB6KIiIjcXiQRERGRVrEPEREREek9rQ7MCAC3bt3Czp07ERkZiZSUFI3nZs6cqe3VExEREf0nrQaiv/76C23atIGTkxOuXLkCV1dX3LhxAyICNzc3ba6aiIiI6JVp9ZTZ2LFjMWrUKFy8eBEFCxbEr7/+iqioKDRs2BCffvqpNldNRERE9Mq0GoguXbqEXr16AQCMjIzw7NkzmJqaYvLkyfjhhx+0uWoiIiKiV6bVQFSkSBEkJycDAEqUKIFr164pzz148ECbqyYiIiJ6ZVoNRLVr18axY8cAAC1btsSoUaMwdepU9OnTB7Vr19bmqjVERUWhUaNGcHFxQZUqVbBly5Z3tm4iIiLK+7TaqXrmzJlISEgAAEyaNAkJCQnYtGkTypUr98oDOOYGIyMjzJ49G9WqVUNMTAzc3NzwySefoEiRIu+sBiIiIsq7tBqInJ2dld8LFy6MBQsWaHN1L2Vvbw97e3sAQLFixVC0aFE8evSIgYiIiIgAaPmUWXBwME6ePJll+smTJxESEvLKywkMDETr1q1RokQJqFQqbN++Pcs8CxYsgJOTEwoWLAh3d3ccOXIk22WFhIRArVbDwcHhlddPRERE7zetBiJfX19ERUVlmX779m34+vq+8nISExNRtWpVzJ8/P9vnN23ahOHDh2P8+PE4c+YM6tevDy8vL0RGRmrM9/DhQ/Ts2RNLlix5vT+EiIiI3mtaPWUWGhqa7QCM1atXR2ho6Csvx8vLC15eXi99fubMmejbty/69esHAJg9ezb27duHhQsXwt/fHwCQnJyM9u3bY+zYsfjoo49yXF9ycrJydRwAxMfHv3KtRERElP9otYXIxMQE9+7dyzI9OjoaRka5k8VSUlJw6tQpNGvWTGN6s2bNcPz4cQCAiMDb2xuNGzdGjx49/nOZ/v7+sLCwUH54eo2IiOj9ptVA9PHHH2Ps2LGIi4tTpsXGxmLcuHH4+OOPc2UdDx48QFpaGuzs7DSm29nZ4e7duwCAY8eOYdOmTdi+fTuqVauGatWq4cKFCy9dZkbNGT/ZnfYjIiKi94dWT5nNmDEDDRo0QOnSpVG9enUAwNmzZ2FnZ4e1a9fm6rpUKpXGYxFRptWrVw9qtfqVl2ViYgITE5NcrY+IiIjyLq0GopIlS+L8+fNYv349zp07h0KFCqF3797o1q0bjI2Nc2UdNjY2MDQ0VFqDMsTExGRpNSIiIiLKjlYDEZB++44BAwZobfkFChSAu7s79u/fj/bt2yvT9+/fj7Zt277VsgMCAhAQEIC0tLS3LZOIiIjyMK0HomvXrmH27Nm4dOkSVCoVKlWqBD8/P5QtW/aVl5GQkICrV68qjyMiInD27FkULVoUjo6OGDlyJHr06AEPDw/UqVMHS5YsQWRkJAYNGvRWtfv6+sLX1xfx8fGwsLB4q2URERFR3qXVQLRv3z60adMG1apVQ926dSEiOH78OD788EP89ttvr9yxOiQkBJ6ensrjkSNHAgB69eqFVatWoUuXLnj48CEmT56M6OhouLq6Yvfu3ShdurRW/i4iIiJ6v2g1EH311VcYMWIEpk2blmX6l19++cqBqFGjRhCRHOfx8fGBj4/PG9dKRERE+kurl91funQJffv2zTK9T58+rzUwIxEREZE2aTUQ2dra4uzZs1mmnz17FsWKFdPmqnNFQEAAXFxcUKNGDV2XQkRERFqk1VNm/fv3x4ABA3D9+nV89NFHUKlUOHr0KH744QeMGjVKm6vOFexUTUREpB+0GogmTJgAMzMzzJgxA2PHjgUAlChRApMmTcKwYcO0uWoiIiKiV6bVQKRSqTBixAiMGDECT548AQCYmZlpc5VEREREr03r4xBlYBAiIiKivCrXA1H16tWz3FfsZU6fPp3bq89VHKmaiIhIP+R6IGrXrl1uL1Jn2KmaiIhIP+R6IJo4cWJuL5KIiIhIq7Tehyg2Nha//PILrl27htGjR6No0aI4ffo07OzsULJkSW2vnoiIiPIYPz8/3L9/H0D6mIVz5szRcUVaDkTnz59H06ZNYWFhgRs3bqB///4oWrQotm3bhps3b2LNmjXaXD0RERHlQffv38e9e/d0XYYGrY5UPXLkSHh7eyM8PBwFCxZUpnt5eSEwMFCbqyYiIiJ6ZVptIQoODsbixYuzTC9ZsiTu3r2rzVXnCl5lRkRE9HKRkyu/0etSY60BGP7/9ztvvBwAcPzmwhu/NjOtthAVLFgQ8fHxWaZfuXIFtra22lx1rvD19UVoaCiCg4N1XQoREdF7o6hJGqz//1PUJG80Omi1haht27aYPHkyNm/eDCB95OrIyEh89dVX6NixozZXTURERHnUuOqxui4hC622EP3000+4f/8+ihUrhmfPnqFhw4YoV64czMzMMHXqVG2umoiIiOiVabWFyNzcHEePHsXBgwdx6tQpqNVquLm5oWnTptpcLREREdFr0VogUqvVWLVqFbZu3YobN25ApVLByckJxYsXh4i88u09iIiIiLRNK6fMRARt2rRBv379cPv2bVSuXBkffvghbt68CW9vb7Rv314bqyUiIiJ6I1ppIVq1ahUCAwPx119/wdPTU+O5AwcOoF27dlizZg169uypjdXnGl52T0REpB+00kK0YcMGjBs3LksYAoDGjRvjq6++wvr167Wx6lzFy+6JiIj0g1YC0fnz59GiRYuXPu/l5YVz585pY9VEREREr00rgejRo0ews7N76fN2dnZ4/PixNlZNRERE9Nq0EojS0tJgZPTy7kmGhoZITU3VxqqJiIiIXptWOlWLCLy9vWFiYpLt88nJydpYLREREdEb0Uog6tWr13/Ok9evMCMiIiL9oZVAtHLlSm0slvSE++g1ui4Bp6YzsBMR6ROt3suMiIiIKD9gIMpBQEAAXFxcUKNGDV2XQkRERFrEQJQDDsxIRESkHxiIiIiISO8xEBEREZHeYyAiIiIivcdARERERHqPgYiIiIj0HgMRERER6T0GIiIiItJ7DERERESk9xiIiIiISO8xEBEREZHeYyDKAe9lRkREpB8YiHLAe5kRERHpBwYiIiIi0nsMRERERKT3GIiIiIhI7zEQERERkd5jICIiIiK9x0BEREREeo+BiIiIiPQeAxERERHpPQYiIiIi0nsMRERERKT3GIiIiIhI7zEQERERkd5jICIiIiK9x0BEREREeo+BKAcBAQFwcXFBjRo1dF0KERERaREDUQ58fX0RGhqK4OBgXZdCREREWsRARERERHqPgYiIiIj0HgMRERER6T0GIiIiItJ7DERERESk9xiIiIiISO8xEBEREZHeYyAiIiIivcdARERERHrPSNcFEBGRdvn5+eH+/fsAAFtbW8yZM0fHFRHlPQxERETvufv37+PevXu6LoMoT+MpMyIiItJ7DERERESk9xiIiIiISO8xEBEREZHeY6dqIqJ8IHJy5Td+bWqsNQDD//9+562W5fjNhTd+LVFexhYiIiIi0nsMRERERKT3GIiIiIhI7+lNIGrfvj2srKzQqVMnXZdCRPROFTVJg/X/f4qapOm6HKI8SW86VQ8bNgx9+vTB6tWrdV0KEdE7Na56rK5LIMrz9KaFyNPTE2ZmZroug4iIiPKgfBGIAgMD0bp1a5QoUQIqlQrbt2/PMs+CBQvg5OSEggULwt3dHUeOHHn3hRIREVG+lC8CUWJiIqpWrYr58+dn+/ymTZswfPhwjB8/HmfOnEH9+vXh5eWFyMjId1wpERER5Uf5og+Rl5cXvLy8Xvr8zJkz0bdvX/Tr1w8AMHv2bOzbtw8LFy6Ev7//a68vOTkZycnJyuP4+PjXL5qIiIjyjXzRQpSTlJQUnDp1Cs2aNdOY3qxZMxw/fvyNlunv7w8LCwvlx8HBITdKJSIiojwq3weiBw8eIC0tDXZ2dhrT7ezscPfuXeVx8+bN8emnn2L37t0oVaoUgoODX7rMsWPHIi4uTvmJiorSWv1ERESke/nilNmrUKlUGo9FRGPavn37XnlZJiYmMDExybXaiIiIKG/L9y1ENjY2MDQ01GgNAoCYmJgsrUZERERE2cn3gahAgQJwd3fH/v37Nabv378fH3300VstOyAgAC4uLqhRo8ZbLYeIiIjytnxxyiwhIQFXr15VHkdERODs2bMoWrQoHB0dMXLkSPTo0QMeHh6oU6cOlixZgsjISAwaNOit1uvr6wtfX1/Ex8fDwsLibf8MIiIiyqPyRSAKCQmBp6en8njkyJEAgF69emHVqlXo0qULHj58iMmTJyM6Ohqurq7YvXs3SpcurauSiYiIKB/JF4GoUaNGEJEc5/Hx8YGPj887qoiIiIjeJ/m+DxERERHR22IgygE7VRMREekHBqIc+Pr6IjQ0NMdBHImIiCj/YyAiIiIivcdARERERHqPgYiIiIj0HgNRDtipmoiISD8wEOWAnaqJiIj0AwMRERER6T0GIiIiItJ7DERERESk9xiIiIiISO8xEOWAV5kRERHpBwaiHPAqMyIiIv1gpOsCiIiy4+fnh/v37wMAbG1tMWfOHB1XRETvMwYiIsqT7t+/j3v37um6DCLSEzxlRkRERHqPgYiIiIj0HgMRERER6T32IcpBQEAAAgICkJaWputSKB9hZ2AiovyHgSgHvr6+8PX1RXx8PCwsLHRdDuUT7AysKXJy5Td6XWqsNQDD//9+542XAwCO31x449cSkX7gKTMiIiLSe2whIsrG27RG5FbLBls1iIjeHQYiolxW1CQt29+JiCjvYiAiymXjqsfquoT3AoMlEb1LDERElCcxWBLRu8RO1URERKT3GIiIiIhI7zEQ5SAgIAAuLi6oUaOGrkshIiIiLWIgyoGvry9CQ0MRHBys61KIiIhIixiIiIiISO8xEBEREZHeYyAiIiIivcdARERERHqPgYiIiIj0HgMRERER6T0GIiIiItJ7DERERESk9xiIiIiISO8xEOWAt+4gIiLSDwxEOeCtO4iIiPQDAxERERHpPQYiIiIi0nsMRERERKT3GIiIiIhI7zEQERERkd5jICIiIiK9Z6TrAoiIiPILPz8/3L9/HwBga2uLOXPm6Lgiyi0MRERERK/o/v37uHfvnq7LIC3gKTMiIiLSewxEREREpPd4yoyIiPRK5OTKb/za1FhrAIb///3OGy/L8ZsLb1wDaQdbiIiIiEjvsYWIiIjoFRU1Scv2d8r/GIiIiIhe0bjqsbougbSEp8xyEBAQABcXF9SoUUPXpRAREZEWMRDlwNfXF6GhoQgODtZ1KURERKRFDERERESk9xiIiIiISO8xEBEREZHeYyAiIiIivcdARERERHqPgYiIiIj0HgMRERER6T0GIiIiItJ7DERERESk9xiIiIiISO8xEBEREZHe493uX4GIAADi4+NfOk9a8rN3Vc5LPTFO03UJAHLeTq+C2zLd225HgNsyA/fJ3MNtmTv4/s49OW3LjOcyjuM5UcmrzKXnbt26BQcHB12XQURERG8gKioKpUqVynEeBqJXoFarcefOHZiZmUGlUum6nGzFx8fDwcEBUVFRMDc313U5+Rq3Ze7htswd3I65h9sy9+SHbSkiePLkCUqUKAEDg5x7CfGU2SswMDD4z2SZV5ibm+fZHTO/4bbMPdyWuYPbMfdwW+aevL4tLSwsXmk+dqomIiIivcdARERERHqPgeg9YWJigokTJ8LExETXpeR73Ja5h9syd3A75h5uy9zzvm1LdqomIiIivccWIiIiItJ7DERERESk9xiIiIiISO8xEBEREZHeYyAiIiIivcdARERERHqPgYj0Rlqa7u/KTESUl704Eo8+jczDQJSHqdVqXZfw3ggLC4Ofnx+ioqJ0Xcp7R58+MHNTxnbLvP24Ld8Mt1vuUKvVyg3M7927BwB59obm2sCbu+ZRarVauTPv2rVrUbFiRdSoUUPHVeVfjx49woIFC/D06VNMmTIFJUuW1HVJ+dIvv/yC27dvQ6VSwc3NDfXq1YNKpdLYX+m/Zd5ejx8/hkqlgpWVlV4dfHJL5m359OlTmJiYQERgZGTE/fI1ZN5W06ZNQ1RUFHr16oWaNWvquLJ3h4EoDxIRZcf86quvsHbtWgwbNgwVK1aEmZmZjqvLX5KSkmBoaIjatWsjMDAQTZo0QVpaGr7//nuGotc0ZswYrFmzBk2bNsXp06dhZGQET09PzJkzBwYGBjz4vKLM729/f3/s2rUL8fHxsLS0xKxZs1ClShUUKFBAx1XmD5n3uRkzZuDEiROIjo5GzZo14evri3Llyum4wvwjYzuOGTMGK1euxIIFC1CqVCmNeUTk/Q7tQnnWtGnTxMbGRk6fPi0pKSm6LiffuXHjhtSsWVMOHjyobL/AwEApUKCA9OzZU27duqXjCvOPbdu2iZOTkwQHB4uIyIMHD6Rnz56iUqmkR48eynxqtVpXJeY7EyZMkGLFism6devkypUr4uzsLNWqVZPbt2/rurR856uvvhIbGxtZunSpzJ8/Xz788EOpXLmyJCQk6Lq0fOXXX3+VUqVKyblz55RpsbGxcvr0aeVxWlqaLkp7J/h1Lo9KTEzEyZMnMXnyZFSvXh23b9/G7t270apVK3z77bc4c+aMrkvM80qXLo0HDx7A19cXQUFBSElJQf369fHnn39i48aNGDduHG7fvq3rMvOFsLAwlC9fHh4eHkhLS4O1tTXatWuHDz/8EPv374evry8A/epv8Daio6Oxb98+LF++HN27d0dERAQePnyIgQMHokSJEsp8wr4x/yk0NBR79uzBtm3b0K9fP5QpUwaRkZEYOnQoihQpkm1fLcpefHw8SpQogSpVqiAsLAz+/v6oXr062rVrh7Zt2wLAe90K/P7+ZfmcsbExrl+/jj/++AN79+7F0KFDMW3aNBgZGWHRokVYs2aNrkvMs+Li4hAXFwcAuHbtGgoVKoQ+ffogODiYoeg1ZRxEnj9/jidPniAmJgaGhoYAgJMnT6JcuXIYOnQoAgMDceHCBV2Wmq/ExcXhzp07+OSTT7B371506tQJP/zwAwYNGoQnT55g/vz5ABgwX0VcXBweP36MevXqYceOHejatSt+/PFH9O/fH0+fPsW6desQHx/PbfmCS5cuITk5GUD66cbIyEgULlwYiYmJaNWqFZo3b45Lly7B19cX06dPx99//40TJ07ouGot020DFYm8vAny4MGD4uTkJDY2NjJ+/HgJDAwUEZFJkyZJq1at5Pnz5++yzHzhwYMHUqxYMZkxY4Y8fvxYme7u7i4VKlSQo0ePSnJysoiknz4rUqSItG/fXu7cuaOjivOHv//+W8zNzaVPnz4yb948GT58uBQsWFAuX74sz58/F2tra/nll190XWaelN1pxKdPn0rdunWlb9++YmpqKkuXLlWeCwsLk48++kj++OOPd1lmvpDdtgwODpaGDRvK/PnzxczMTBYtWqQ8d+LECenevbvGKSBK32ZVqlSRuXPnytChQ0WlUsmNGzdERGThwoUydOhQWbdunURFRYmIyKVLl8TNzU3Onz+vy7K1joFIxzK/wQMCAqR///7y008/KW/ghIQEuXnzpjJPWlqafPzxxzJkyJB3Xmt+MXLkSClYsKAsWLDgP0PRX3/9JcWKFWO/jRc8ffpURNL3t4x9dO/evfLRRx+Jm5ub1KxZU86cOSMiIklJSfLBBx/Izz//rKty86zMX3b8/f1l9erVkpqaKklJSeLn5yfm5ubi7e2tzPP06VNp2bKleHl5vdd9Nd5E5s/KpUuXypYtW0QkfRt7eHiISqWS77//Xpnn2bNn4uXlJe3ateO2fEFaWpr4+vpK8eLFxdTUVP7++2+N51NTU5V/Y2NjpXXr1tKoUaP3fjsyEOURkydPFhsbG/nkk0+kSpUqUqdOHdm3b5/yfFxcnOzZs0datmwprq6uSusQO7H+K/ObdcKECWJoaPjSUHT8+HElFGUc/CndrFmzZPjw4XL37l0RSf9QzNi2jx49ksTERHny5Iky/6VLl6RSpUry119/6aTevCrz/njz5k1p3ry5mJqaKi1pN27ckDZt2ki1atWkS5cuMmbMGKlfv75UrlxZuQjgfT8AvarM2yEkJESaN28uZcqUkb1794qIyK1bt6RChQri7u4u/v7+Mnv2bGncuLF8+OGH3JYvyAg7q1atkqJFi4qLi4vMmTNH4uPjReTf7ZSYmCgBAQHSvHlzqV69ul5sR/Yh0pEXB12Mjo7Gb7/9ht9//x3z589H6dKlMWrUKPz5558A0s/3rl69GgYGBsolz6mpqTwvnknGpd8AMHnyZIwbNw5Dhw7Fhg0bEBsbCwAICQmBlZUV2rRpo3RML1iwoK5KznNmz56NkSNHYu/evZg/f75GnyEAsLKyQuHChWFqaoonT57gxIkT6Ny5M1xcXNC4cWMdVp73ZL6MuVOnTihSpAiKFi2Kzz//HOvXr0fp0qUxb9489OvXD/fv30dkZCTq1KmD06dPw9jYGKmpqe91B9bXkbEdJkyYgEmTJuHZs2e4f/8+hg0bhh07dqBkyZI4fvw4nJycsGPHDuzcuRPly5fH2bNnuS3/L+OzMeP9XKdOHQQFBcHT0xNr167FokWLkJiYqGynwoULw9jYGB4eHggKCtKP7ajrRKaPMifsv//+W86dOyeNGzfWOM994sQJ6dq1q1SpUkUOHTokIiLh4eHKa9l/6OUyWn5E0i/Hza6lyNPTU65evaqD6vKuixcvSp06dWTOnDkybtw4qV69uowbN05pKcrcGqlWqyUoKEg6duwon376qTL9ff72+CZ+/vlnMTU1leDgYElISJA7d+7IkCFDxNjYWNavX//S12V8i6d/LVmyRExNTeXIkSPy6NEj2bt3r3To0EEqVaokO3bsEJH0/fLJkyeSlJSkvI6flZrbICgoSC5duqR0xUhKSpIBAwaIh4eHzJgxQ549eyYiIuPGjdMYmkQf9kkGIh0aPXq0mJmZiaOjoxQpUkR5U2fI6BBYrFgxCQkJUabzoJNVxjbJeNNGR0crz2WcPlu0aJE8fPhQJ/XlB0+ePJF58+ZJWFiYiKRvtxdDUWZxcXFy+fJl5TH3y6zbYPr06VKvXj2NMPn8+XPp27evFClSRLZu3fquS8w3XtyWgwcPlg4dOmhMO3bsmDRq1EjKlSun0cUgg753KRgxYoRyWlEk/ZhTokQJKV68uDRq1EjZ/5KTk2XgwIFSo0YN6dq1qzRr1kysrKz0LkwyEL1Dmd+c58+flwoVKsixY8fkl19+kS5duoipqans379f4zWHDx+WiRMn6kU6fx2RkZGyadMmmT59ujItYxvduHFDjIyMJCAgQHlu4sSJolKpZPny5RodhUlT5m/WIv+GorFjx8q9e/dERCQiIkJiY2M15uP21PTdd99JWFiYLF26VIoUKaL0z8g4wOzfv19UKpWYm5vL7t27RYSBMrPM+9PPP/8sV69elSlTpkiNGjXkwYMHGvMuXLhQVCqVfPjhh8q2pPS+fU2bNpWqVavK0aNH5cKFC+Lk5CRHjx6Vn3/+Wfr16ycODg6yYcMGERFJSUmRKVOmyOeffy7dunVT+gzp07GHgUgHpk2bJmPGjJFx48Yp08LCwqR3795iZWWVJRRl0KcdMycXLlyQKlWqKG/cjCZekfTOlcWLF5fBgwdLWlqaxkFm6tSpEhoaqouS86zo6GiJi4tTTidmHIgyj4yeEYomTJgggYGB4ujoKGPHjtVFuXlW5gP4qlWrpEiRInLkyBG5efOm1KpVS7p37y73799X5jlz5owMGzZMfH19xcrKSrm8mTSD4ffffy+lSpWS0NBQ2bJlizg6OsrSpUuVgCkisnv3bunYsaP07t1b2rZtq7Gd9d2xY8ekS5cu4ubmJqNGjZJvv/1WeS40NFQGDx4spUqVko0bN4pI+n6c+TjDFiLSqqSkJOnbt6+oVCpp3769xnNhYWHSp08fsbGxkV27dumowrzt0qVLYmlpKePGjdNopcg4IM2aNUvGjx+vcYBikMzexIkTpXbt2lK6dGlp2LBhltM3mT8MJ02aJC4uLmJgYCCtWrV616XmG3/++aeMGDFC1q1bp0xbtGiRNGjQQFq1aiVnz56VkJAQ+eSTT6Rbt24SGhoqdnZ28uuvv+qw6rzp2rVrMmjQII2uBMOGDRNbW1uZNWuWnD59Wu7evSutWrWSb775RjZs2CAFCxZ878fKeRWZP/MOHz4sn332mVhZWcnw4cM15rt06ZIMHjxYSpcuLatWrdJ4Th9bfRmItCy7neru3bvy5ZdfipGRUZZ+Q+Hh4dK+fXtp0aLFuyox30hMTJQOHTpI//79s3TwzaBv32jelL+/vzKY4ty5c8XHx0dUKpVMnjxZEhMTlfkyvq2Hh4dLgQIF5LPPPsvyHKU7fPiwVK5cWaytrWX79u3K9NTUVFmzZo00adJEVCqVODs7i5ubm6jVann48KFUqFAh2/4v+mzLli2iUqmkVKlScvDgQY3nxowZI1WrVhUzMzMpX768VKpUSdLS0iQiIkIqVKggFy5c0E3RedihQ4ekbdu2UrRoUTlw4IDGc5cvX5Zu3bpJu3btdFRd3sFApEWZDxgpKSkap3YePnwoPj4+YmxsLL///rvG66KioniwycaTJ0+kQoUKsmLFimyff7EliC1D2UtJSREvLy+ZNm2aMk2tVsuyZcvE0NBQo1ldJP20moWFhTRv3lyZxv0zq8TERJk4caIUL15c2rZtm+34VidPnpTLly8r22/06NHi4uLCgUGz4e3tLSqVSmbOnKnx2Ski8s8//8gff/whe/fuVbaln5+fuLq66vUps8zvy4CAAPn888+Vx0ePHpVOnTpJ1apVlSuXM9y8eZPvaWEg0prMO9fs2bOldevW4unpKRMmTFCmx8bGio+PjxQoUCDbzoDcQf+VlpYm//zzj6hUKjl27JiIZN/6lpSUJD/99NO7Li9fefLkiTg7OyuBSK1WK9ty2bJlolKplD4FGVauXKn8zv3y5dvg6dOnMnnyZKlevbqMGDFCOZC/2HJ5/Phxpf9Qxojf+iqn/alz585iYWEhO3fu1OjXlllgYKD06NFDrK2t9XpbZt6Ohw8fVm7J8eWXXyrTDx06JJ07d5aqVavK4cOHc1yGPmIg0rKvvvpKSpQoIV9//bUsWLBAVCqV+Pj4KP1fYmNjZciQIaJSqeTEiRM6rjbvyTwi8u3bt8Xe3l5GjhwpCQkJ2c5/6NAhqVOnTpYrUUiTn5+fVKpUScLDw0VEMxSNHDlSqlevLjExMVla2fT9A1NEcxvs2bNHAgICZPv27coQBImJiTJhwgSpVauWjBw5UglFL462PGHCBLl06dK7LT6PybxNjh49Krt375aQkBCN8NO+fXspWrSo/Pbbb9mGojNnzkinTp14quz/Ro8eLdWrV5d+/fpJ1apVpWDBgjJ48GDl+UOHDknXrl2lePHieh0gs8NApEW//PKLlC9fXo4fPy4iIvv27ZMCBQqIsbGxdOrUSQlFjx49kp9++on9X15w584dadWqlaxZs0aZ1rlzZylatKjs2bMn2w/HcePGSZcuXXg7jv+wd+9eqVevnvj4+CiDr2UcnDZs2CDFixfXGJSN0mVulRwzZow4OjpK9erVpU6dOtK4cWOl9TIhIUG++eYb+eijj6Rv374ag4VmeFmLh77IvC3Hjh0rJUuWlEqVKkmBAgXkyy+/1Ag4HTp0kGLFismWLVuyPRWe3fbVR7t37xYLCws5cuSIiIjExMTIrFmzxNraWnx9fZX5/vjjD5kwYQK7FbyAgSgXvfjtedu2bTJ79mwRSd9RraysZOnSpXLgwAExMjKSwYMHy6NHjzRew1D0r1OnTkmLFi3E09NTuXFobGysuLm5iaOjo2zevFm5XPz27dsyevRoKVasmPzzzz86rDrv2bRpk4wfP16+/vpr+e2335TpP/zwg1SvXl2GDh2qMWr3iRMnpHLlykrrEWU1a9YscXBwUALQd999JwUKFJAqVaoonYATExNl+PDhWS4CIE3+/v5SsmRJ5SD+1VdfScGCBWXQoEEaoahhw4bi5eWlqzLzhSVLlki5cuU0AuKDBw+Ucdgynz7LfANXSsdApAV+fn4yd+5cSUpKkoiICHn06JHUqlVL/P39RSR94EAHBwdRqVQczyUbjx8/VsJlUFCQdO7cWerXr6/0a7l8+bLUqVNHjI2NpVy5clK7dm2pVauWODs7y+nTp3VZep4zZswYcXBwkPbt24uHh4dUrVpVubmoSHooqlu3rri7u8uKFStk7dq14uLiIl27dtVh1Xnbw4cPpUOHDrJ06VIREdm1a5eYm5vLyJEjxdPTU6pUqaK0Cj979kwJQzzdmFVUVJR07NhR+cKzdetWsbS0lL59+0rhwoWlT58+cvbsWWV+bsN/ZReyAwMDpVSpUllutHz69GmxsrKSIkWKiJ+fX47L0GcMRLkg8061f/9+KVOmjMYOGRYWJh988IGcPHlSRNIvux84cKCEhIQwnb/gypUrUrVqVfn222+VbXPy5Enp3Lmz1KtXT7Zs2aLMO2vWLBkxYoR4e3vL8uXL5caNG7oqO0+aP3++ODg4yN9//y0iItevX5e2bdvK6NGjNebbtWuX9OvXT6ysrKRu3brSu3dv5Tl+YGbvzJkzcu3aNTl//ryULl1a5s+fLyIiM2bMEJVKJcWLF5egoCBlfm7H7MXHx8vOnTslLi5OgoKCxMHBQebMmSMiIuPHjxdzc3Pp3r27cjsZEYaiF82dO1cZe+n69etSr1496dWrl8aXw/DwcPnss89k1qxZ4uLikm2HamIgylXbtm2T/v37K5ctZ3wI3rlzRwoXLizDhw+XAwcOSPPmzaVRo0bK8zxNli4lJUUGDBggKpVKmjdvLlOmTMk2FGV8m6SXi4mJka5du8r3338vIv/ui9OnTxc3NzdJSUnJEsbv3bun0VmdBx7N92Z2oWbu3Lni5eWl9Flbv369tGnTRqZPn84vO5m8OGp8ZnFxcSIi8vXXX0v79u2Vbfntt99K/fr1pWPHjtwXX+Lp06dSs2ZNsbOzU0bh37Vrl1SqVEk6duwoCxYskGPHjsnHH38sXbt2lbCwMLGyspJly5bpuPK8yQD0xkRE+TcsLAwzZszA5s2bER8fDwBQqVRITU2Fvb09Vq1aheXLl8PHxwfx8fH4448/oFKpICIwMjLS5Z+RZxgbG6N58+YwNDSEkZERjh49ih9//BFpaWmoWbMmRo0ahRIlSmDhwoXYsmWLrsvN0woUKIAaNWrg448/BpC+LwJAyZIlkZKSAkNDQxgaGmq8xtraGkWKFAGQvk8bGOjvx8Pt27ehVquV9+bixYsxevRofP3113jw4IHy3k9KSsLFixcREREBtVqNzZs3w93dHV988QUMDQ2Rlpamyz8jzzAwMFD2p3Xr1mHWrFlYvHgxAMDc3BxpaWmIiYlBamoqEhMTAQBnzpzBl19+iV9++QUGBgZQq9U6qz+veHEbFCpUCLt27YKbmxuaNm2K0NBQtGzZErNnz0bBggXx9ddfo3fv3njy5AlWrVqF8uXLo1y5cjA3N9fRX5DH6TSO5WPZfVvctWuXNGrUSBwcHLKMBiqSfqrsypUryrcdtgz9K/O36UGDBskXX3wh/fv3l5o1a4q/v79GS1G3bt2kcuXKsm3bNh1Vmz9kfPMW+Xd/PXTokHh4eCg3cX38+DFb3F7Qp08fcXV1VS6J//bbb6VIkSLSqVMnKVKkiNSsWVMOHTokarVaTp48KY0bN5ZixYqJi4uLVKpUSXlf8zRZ+h3q69atqzweMWKEWFtbS9WqVaVMmTLSoEED5blVq1ZJwYIFpX79+lKpUiVuyxxkdJrO2C4xMTHSrFkzKVGihHJRydOnTyU6OloiIiKU12X0KYyMjHznNecHDERvIHPz7apVq2TgwIHK4z179kizZs2kefPmylUTIll78rMJOF1cXJxycM7YJlOmTJFOnTpJYmKi+Pn5ZQlFR48eld69e7PP0BvYt2+fuLi4iEj61ScVK1aUli1b6riqvCUyMlJKlCghjRo1kqCgIOnQoYPS/+/Zs2dSvXp18fDwkKNHj4pIekhftGiRxtAZPF2W/oVv/fr1Uq5cOWnbtq3ExsZKx44d5cKFCxIXFycHDx6UDz74QKpVq6a8Zs2aNTJ27FgZP348t+VLLFu2TEqVKqUM25IRiu7duycNGjSQsmXLKmNiZThy5Ih8+umnUrx4cV54kgMGoteUOcgcOXJEevbsKYUKFdK43cGOHTukRYsW0qJFC+VDk7K6fPmyVKtWTby8vOTcuXPK7QuSk5OlbNmysnjxYnn69KkMHjxYateuLT/88IPyIfniUP6k6cXAnfF48+bNUrlyZYmJiZHKlStr3DOP38L/PfhGRUVJsWLFxMPDQxo2bKhxN/r4+Hhxc3MTd3d3OXr0aJZtzQP4v5KSkmTbtm3i7OwsNWrUkJYtWypDjaSlpcmJEyeyhCLemzBn586dkw8//FCqV6+uhKKMffDnn38WlUolZmZmGl8Yk5KS5LvvvssSlEgTA9Eb+uKLL6Ru3brSrVs3KVeunBQvXlxGjRqlPP/bb79Jy5Ytxd3dXeOyUUqXnJwsffv2FUNDQzEzM5O6detK165dlXGb5syZI0OHDhWR9MucfX19pWLFijJz5kwR4cE7J5kP0IsXL5Zz584pjw8ePChOTk5SsmRJadKkSbav0Vfnzp2THTt2KFfg3LlzR8qVKycqlUoCAwNF5N/97smTJ1KjRg1xdHSUU6dO6azmvCrz/pScnCxbt26VatWqSYkSJbLMd+LECXFxcZGSJUu+6zLzvJe9Ly9duiSurq5SuXJlJRSJpLcADx06VL788kslmPO9/eoYiN7Atm3bxNLSUrnVxr1792Ts2LHywQcfyJgxY5T5tmzZIqNGjeIO+RLBwcHSs2dPad++vQwaNEg2btwodnZ20qtXL/H09BRzc3Pl4PTo0SMZNWqUxvlwyipzUPT39xdzc3ONVsqDBw+KSqWSTz/9VJnG/VNk3bp1Uq1aNWndurWMGzdO2SZ3796VkiVLSv369ZWreDLExcVJ79692SL0gsz706lTp+TevXuSlpYmW7duFXt7e/nkk0805ler1XL48GHp1q0bt2UmL94iZtmyZbJ9+3ZlwNQrV65I5cqVxdXVVblpcPv27TW+mHN7vh4GojeQMZZD5qH3b9++LQMHDhRzc3OZOHGiMp0pXdONGzfkm2++UU55nTx5Uj777DNp0KCB7N27V2JjY2X58uXy6aefikql0hhZma1Cmv766y9ZsmSJfP311zJnzhx5/Pixcoph0aJFYm1tLfv27dN4zfXr12Xx4sXKY+6XIqtXr5ZChQrJhg0bNEaOz9iWt2/fluLFi0ujRo1eeu8xHnjSvXg7jho1asj69eslOTlZkpKSZOvWreLk5CRt2rR56eu4LTV98cUXYmtrK25ubmJhYSF16tSRJUuWiEj6XeobNmwoBQsWlNKlS0u1atX0/pYwb4OB6DVkHDy2b98uH3zwgYSEhGg8HxwcLBYWFlK2bFkZP368Mp0H8n9Nnz5dypYtK2PGjFE6UwcHB0vXrl2ldu3asnXrVmXezKd6SNOXX34pzs7OUrt2bXFycpICBQpI2bJlZfny5ZKSkiJ79+7V6NSfHYYhkYsXL4qLi4sy6nSGF8cIu3Pnjtjb20uTJk2UQfDo5aZMmSK2trayf/9+jVM6GaGobNmy0q5dOx1WmD9s2LBB7Ozs5Pjx46JWq+XixYvi6+srbm5uGvd4/OOPP+TQoUNKmGTfqzfDQJSDnM7fli1bVgYMGCA3b95Upp87d046deokY8eOlVq1asnFixffVal5XkREhPz111+SmpoqU6dOFQ8PDxk1apQSikJCQqRr165St25dWbVqlfI6HrSz+vbbb8XGxkaOHz8uz549k+fPn8u5c+ekQYMGYmpqKmvXrtV1ifnGnj17xNnZWa5cuZLtF5fM06KiokSlUsmQIUPeZYn5ilqtljt37oi7u7usW7dO47mMg3VycrJs375dChUqpNHFgLJ+3k2aNEkaN26sMe3KlSvSpUsX6dChQ7Y3tWUL25tjIHqJzDvm2rVr5dtvv5Xhw4crrUJ//fWXmJubS8+ePWXt2rVy+vRpad68uQwYMEAuX74sBgYGHN/l/27fvi02NjZSvnx52bFjh6SlpcnkyZOzDUXdunWTRo0ayfLly3Vcdd505coVqVWrluzcuVNENPfT58+fS4MGDaRMmTLy4MEDXZWYr2S0ZGTILhSFhoYqfdnu37/PA85/iIyMlOLFi8v+/ftFRHMfffbsmdy9e1fS0tLk8OHD3JYvsWHDBgkLC5MZM2ZIzZo1s7yft27dKgYGBho3Zaa3p79D0f6HjFFVv/jiC4waNQpHjhzB0aNHUbduXfz4449o3LgxduzYgdu3b2P06NHo2LEjHj16hDlz5sDJyQlVq1ZF0aJFdfxX5A1XrlzBw4cPYWlpiaVLl2L79u0YP3482rRpg8OHD2P8+PFITk5WRvgtUqQItmzZooz4Tf96/PgxwsLCULx4cQD/7qcZoyovX74cDx8+xLJly3RZZr5Rvnx5JCYm4s8//wTw74jema1atQrr169HamoqbGxsOAJ1JplHTn727BkAwNTUFGlpafj7778BQGOU6fPnz2Pjxo1ISkpCgwYNuC3/L/N2nDp1KoYMGQJDQ0N8+OGHOH/+PDZt2oTU1FRlnuLFi6NKlSq8y0Eu49bMwe7du7Fu3Tr88ccfcHV1haGhIaZOnYpp06bB3NwcgwYNwocffoinT58iISEBLi4uUKlU+PLLL/Ho0SN8+OGHuv4T8gRPT0/07t0bp06dgomJCebOnQtDQ0OMHz8eALBz506MHz8eU6dOhZubG6ZOnQobGxsOL5+Ne/fu4fnz57C2tgYApKamwsjISAlG5cqVQ/ny5fHgwQNdlplvuLu7w9DQEEuXLsUHH3wABwcHAOm3LlGpVIiPj8e1a9fQqFEjjYPPi7c90UdqtVrZ7xYuXIgHDx6gb9++KFGiBEaNGoU5c+bA3t4effv2hYGBAZ4/f44JEybAxsYGw4YNU5bDbfnvF5uIiAgkJCRg5cqVcHZ2hrOzMyZOnIhhw4YhISEB9erVQ4kSJTBp0iSYm5sr+yvlEl03UeUV33zzTZbLan/++WdlnIfMndTGjRsnVlZWcu/ePY35//77b2nXrp3Y2dlxNND/yzgd9vvvv4u3t7fs27dPOnToIHXr1tU4fVa7dm0ZOHCgMj9lLyoqSuzt7TXuSP/ilYxNmzbVuJKMspex3dauXSsmJiby+eefa4wZdvv2bfHy8pK6devy1M4LMp9a/OKLL6R48eKyevVqZTDAsLAwGT58uJiZmclnn30m/fv3l/r164urq6tyFRQvNtHcBrt37xaVSiXW1tayZ88ejflmzZolpUuXFmtra3FxcZFatWop25H9LHMPA5GInD59Wry8vLL0zF+xYoWYmZkp94TKuAtzVFSU2NnZyZ9//qkxf0JCgkyYMCFLsNI3kZGRWe4zFhMTIxUrVpT58+dLTEyMdOjQQerVq6eEoq+++ko8PT2zhEzS9PTpU+nbt6/Y29vLTz/9lOX5yMhIKVWqlDg7O0v//v3l999/5xUn2VCr1cqB5PHjx7J8+XIxMjISBwcH+eSTT6RFixZSu3Zt8fDwUA48DEWS5ZLu5cuXS4kSJSQ4OFhjemJioqSmpsrmzZuladOm0qVLFxk5cqSyL3KfzN7o0aNFpVLJrFmzsgSdsLAwCQ4OliNHjvB+mFqi94EoI+RkfNht3bpVGXDx6dOn4ubmJs2aNVPmExEJDw+XsmXLyrFjx5Rp/LaTLjIyUqytrUWlUsknn3wimzZtkitXroiIyM6dO6V+/foSExMjoaGh0qFDB/H09JTNmzdLWlqa3L9/X8fV5y3z58+X7du3y5MnTzSmR0VFSe3ataVEiRIyePBguXv3rly7dk1OnTolrq6uUr9+fRkyZIjMnTuXN3F8iYz3686dO8Xf319E0jv1+/j4SNOmTaVPnz4yb948Xsaciaenp+zevVtj2siRI6Vz584ikn4rnsWLF0v16tWlbNmysnnzZhHJ2oLBYJl+DNmzZ4988803snLlSgkLC1Oe8/HxkYIFC8r27dtzXAZbhnKfXgeiMWPGyNdffy0JCQkikn5puLm5uXz66afKcPw7d+6UGjVqSJ06deTo0aPyxx9/SKtWraRWrVp8Y2fjxo0b4uHhIXXq1BF3d3fp16+flC5dWhYtWiSbNm2SVq1aKR+q//zzjzRt2lQ++eSTLAd9fbd//36l+bx///4yevRoef78uTKg5Y0bN+Szzz4Ta2trsbCwEBsbG3F3d5fu3bvruPK8JeOy5IyDR+YvLlu2bBEjI6P/vKKR7/N0kydPVk5pZ7QUTZ8+XSpWrCg+Pj7i5uYmnTp1kjFjxsjw4cOlSJEicuvWLR64X7Bx40apU6eOuLi4iLOzs6hUKnFxcZEZM2Yo8wwcOFAKFSokO3bs0GGl+kdvA1FaWpp07dpVatasKdOnT1cOyAcOHJDy5ctLly5dlHGEDhw4II0bNxYLCwtxcXGRJk2asBk9B2FhYdKhQwdp166dbN26VbZv3y6NGjWSdu3aiUqlkpo1ayoHqsuXL2vcOJPSxcbGypAhQ2TBggWybt06cXNzk6pVq8qYMWOU0xNJSUkSFhYmixYtks2bNystmyL89iiSfuDp16+fxnbJEBYWJubm5hIQEKAxnS29Wb24TaZNmyYrVqwQkfT377hx46RmzZoyd+5cpbvAvn37pGHDhhojf5PIkiVLxMzMTAICAiQ0NFRSU1PlzJkzUrduXXFyclJaK0XSW4rMzMxk48aNOqxYv+hlIMp4g6empoqPj4/UrVtX/P39JT4+XkT+vQFm586d5cKFC8rr/vnnH41vPGxGf7nLly+Ll5eXNGvWTK5cuSIJCQly4sQJadWqlTLCKg8+L5ecnCzdunWTgQMHKtM2b94sLVu2lMKFC8vYsWM1RvXOjNs1/d53Li4uUq1aNbGzs5OBAwdqhJ/U1FTelPUVZA7WGftVly5dxMjISGOctcTEROX3lJQUadmypbRq1Yr7YiYrVqwQQ0ND+f3337M8d/36dfn444+lbNmyyo2ERUS6d++eZWBG0h69DESZ3+Rnz56V5s2bi6urq8yYMUNpKcoIRV27dpWgoKAcl0HZCwsLk2bNmkmzZs00bjBKOcvYt65duyaOjo6yfv16EUnvn2VlZSXNmzeXTp06ib29vbi6uso///yjy3LzpKSkJOnXr5/8+OOPcuPGDZk6dao4OjpKixYtZNasWfL48WON+Xngzl5KSoo8ffpU7ty5o9Ghun///lKoUCFZv369chr3yZMnsnXrVmnSpIlUrVqVV0FlcvLkSTE2Npa+ffsq0zK2S+b3e3ajd3P7vTt6GYgy+Pn5SZMmTaRJkyZSqlQpKV68uPz4449KS9GhQ4ekXLly0rx5c6VjML2esLAwadGihTRv3vw/761F/0pLS5OnT5+Kj4+PzJ07V27cuCG2trbSo0cPERF58OCBhISEyJdffqnjSvOejHATFBQkFhYWGqfMRo4cKSqVShwdHWXGjBkaF0aQpn379omPj484OjpK0aJFpXXr1hr3fOvTp48ULlxYfv75Z0lOTpbIyEgZO3asDBo0iFeTveDRo0fSvn17ady4sSxcuDBLGMroQtCjRw9p2rSpJCUlaXTHYCh6N/Q2EG3atEmsrKzk9OnTkpCQIGq1Wrp37y5Vq1bV6FO0b98+6dSpE3fItxAWFiatWrWS2rVrZ9ufQ99duXJF9uzZI4sXL5adO3dqtFZs2LBBDA0NxcTERPr166dxaiIz7p+aMrbH0KFDNW60XLlyZenUqZNMmjRJGjZsKCqVSubNm6erMvOsFStWSKlSpWTEiBEybdo0WbBggbi4uIi9vb189dVXynx9+/aVIkWKKKfP4uPjNbok0L/74sOHD6Vr167y0UcfyaJFi7KEIrVaLZ6entK/f3+d1arv9CYQvfjmXLBggVSqVEnjDZyUlCRt27aVYsWKyYwZMzTu0izCg87buHTpknTq1EnjZriUfpVOvXr1xN7eXooVKyYqlUpatGih3AdKRKRbt25Sv359dlDNwdmzZ+XChQvK6ZsMy5Ytk3LlysmdO3fEw8ND6tWrp9wX6tq1a/Lrr7+yFeMFixYtkgIFCsiGDRs0bh56+fJl6dmzp9jZ2WmMgTVo0CBRqVTyxx9/KNN4ClJTxrHjwYMH0qVLlyyhSETk6tWr0qRJkyw3xaV3R28CUYZ58+bJmTNnZNGiRVK+fHmJiYkRkX+bLC9evCgWFhZStmxZdv7NZdndmVmfjRo1SkqVKiXr16+Xq1evyr1792THjh1ia2srrq6uSiiaM2eOuLq6SnR0tIgwmL9o3bp1UqlSJRk2bFi24y61aNFCVCqVNGjQ4KVjXTEUpdu6dauoVCr57bffROTf7ZLxhTIsLEwaNGggtWrV0vhy88MPP3Ab/oeM7fPo0SPp1q2bfPTRR7Jw4ULl+ZYtW0rjxo3ZsqZD730gynzwWLBggRgYGEh4eLjExMSIjY2N9OzZU2P+48ePy6effirfffcdDzykNWPGjBFLS0s5d+5clufCwsLExsZG4+qScuXKSbdu3d5lifnCihUrpHDhwrJixQplmIwMGV9kFixYIE5OTsrgd3xfZy8pKUkGDBggZcuWlQULFijTMw7QGdtz9+7dYmBgkG3/K4ai7Me8yvg9Y1iCR48eSdeuXaVevXqyePFiadGihVSqVInDuejYex+IMgQGBsrSpUs1xnT4888/xdLSUjp06CD79u2ToKAg8fLy0rjUmTsm5bZly5aJSqWSLVu2KNNe7Hexb98+UalUSivl119/LSNGjHj3xeZhQUFB4uzsrLEdMzx58kQZXT42Nlbs7e3ZAf0V3Lp1S4YOHSq1atWSH3/8UZmelpam7KOXL1+WggULyr59+3RVZp517NgxWb16tdy9e1eZlrHdtmzZImZmZhISEiIi6X2KunfvLsbGxlK5cmUlDDFU6o5eBKLz58+LSqUSlUqVZVTaoKAgcXFxkdKlS0upUqU0bprHU2WkDY8fPxZHR0dp2LChnDlzJsvzarVa4uLipGzZsjJt2jQREeXUbsbzJLJt2zapXbu2xsFn165dMmrUKKlYsaJ07txZOWjPnz9fnJycNMYVI00Z+9Xt27fFx8cnSyjKOFBv2bJF6tatywFVX7B69WpxdnYWPz8/+fvvvzWe27lzpxgbGytjYWXuaP3dd9/xqrw8wgB6oEKFCli7di2sra1x9OhRZbparUaNGjUQEhKCffv24bfffsPx48dhbGyM1NRUqFQqHVZN75vY2FgkJSXB0tIS586dQ2RkJAYNGoTz588r84iIst8lJyfDysoKAGBra5vleX1369YtXLlyBSqVCiICPz8/TJ06FSEhIWjcuDEePHiACRMm4Pbt26hcuTKqV68OFxcXXZedZ6lUKqjVapQoUQLjxo2Dh4cHfvnlF0yfPh0AYGRkhCdPnmDlypWoWLEiSpYsqeOK8441a9Zg8ODB+OabbzB27FjUqlVLee758+e4cOECFi1aBB8fHwCAgYEB0tLSULRoUYwfPx5GRkZITU2FkZGRrv4EAvDetRC9rH9AQkKCrF69WgoUKKDRdJ5dIudpMspt8+bNk759+8qxY8eUK6EeP34sZcqUkVq1amXpS3TgwAGpU6dOtoOCUrrExERxd3eXIkWKSMmSJaV06dKycuVKuXPnjoiI/Prrr2JpaZllG7IP0ctl3jYxMTHi6+srtWrVkpkzZ4qISJs2baRq1arK5yZbK9OvDqtWrZpyejvD8+fP5caNG7xpdT7yXrUQqdVqGBik/0nbt2/H0qVLMWfOHABAkSJF8Nlnn2Hx4sWYOXMmxo4dCwDZJnJDQ8N3VzS998aMGYMZM2bA0dERlpaWKFiwIFJTU2FpaYkzZ87g3r17GDBgAM6ePQsgvSVp5MiRqFKlCmrUqKHb4vOo1NRUFC5cGIcOHcLs2bMxadIkXLp0Cd7e3rC3twcAlCpVCk5OTjA2NgaQ3roGQPmMIE0iAgMDA+zcuRPfffcdbG1tNVqKihcvjsuXLyM4OBhGRkZIS0tjayWABw8e4OHDh6hUqZIybd26dejduzeqVq2KypUrY+nSpQD+3Qcpj9JxIMs1mb+pfPnll+Lo6Ci1atWSihUrSrVq1ZQrTJ4/fy6rVq2SQoUKyeDBg3VVLumJn376SUqUKCFBQUFZvk1n7kdQunRpqVevnhw5ckRcXFzEy8tLmY/fwkXWrl0r8+fPz9I342USEhKkVatW0rJlS7YIvSBj+IvsrobasmWLGBsby7Jly5Rpt2/fls8//1xatGjBjr+Z7Nu3T9RqtYSHh0uFChVk4cKFEhkZKb179xZ3d3fp1q2bLF++XMaNGyfGxsavvO+S7rw3gSjDrFmzxN7eXrlx4/r160WlUomrq6tyWW5qaqosWLBAGjZsyIMNaU1sbKw0btxYFi1apExTq9Vy7do1WbJkiaxdu1ZOnjwpIumhyMnJSVQqlbRp00aZX98P5mq1Wm7cuCEqlUrc3NykW7du0rp1azl//rw8fPhQmSfD48eP5ciRI+Ll5cX7aWVj48aN0q9fv2xHjA8LCxNzc3ONm+BmbNuHDx/yptaZZHyJcXV1FZH0W8KULFlSrKyspEKFCrJt2zblVNn9+/elZMmSsnjxYl2WTK/gvQpE9+7dk6FDh8qGDRtERGTHjh1ibm4uM2bMkNq1a0vlypWVUJT5MlKGItKGO3fuSMmSJZVB7kREvvjiC6lfv76YmJhImTJlpHz58srdrR8/fixff/21Mi8P4v8aNGiQdOrUSc6ePStt27aVunXrStOmTWXPnj3KyNMiIpMnTxZ3d3fp2LEjr9x5waNHj8TFxUWqVasmdnZ2MnDgQI3wk5qaqnyRzCzz5yP3yXRqtVqOHTsmlSpVkoYNG4pIel+iP/74I8vx5OrVq1K9enXZs2ePDiql15GvA1F2b87du3fLnTt35Ny5c1K2bFmZP3++iKRfEqlSqaRYsWJy/fp1ZX6GIdKmpk2birOzs0yfPl0qVKggNWrUkGnTpkl8fLycOnVKateuLV999ZXGncRFeODJkNEBfdu2bdKpUyeNEeVHjx6ttKh9//33kpSUJBERERIcHMzWjGwkJSVJv3795Mcff5QbN27I1KlTxdHRUVq0aCGzZs2Sx48fa8zPz8bsZT7VeOLECSlXrpzUrFkz2y/YcXFx0qpVK45AnU/k296FmTtQr1y5Elu3bgUAeHl5wd7eHqdPn0aZMmXQuXNnAOmdqn18fNC1a1c4Ojoqy2GnQMotkqnDZGpqKoD0fbNy5crYtWsXPvroI2zcuBHDhg2DmZkZqlatikKFCiE1NVXp+JtB3zv+7t+/HyKCggULAgAaN26Ms2fPKhdDuLi44M8//0StWrXg5uaGOXPmoFy5cjh06BA8PDxgYGAAtVrNy5j/T0RgYmKCAQMGYOrUqYiOjsa4ceNw8+ZNuLi4YOTIkahatSpmzpyJ48ePA+Bn44uePHkCAMq+pVKpUKtWLaxduxZxcXFwd3dXhsW4f/8+tm/fjs6dOyMqKgp79+6FoaEh0tLSdPxXUE7y7aduxgFjzJgxmDhxIoKCgnD//n3loBQREYF//vkHBQoUwOPHj7FmzRpYWVlhzpw53DFJKy5evAi1Wg0g/epFEUGpUqWwfft27NixAytXroSzszMKFSoEIH0cnbi4OFSsWFGXZec5jx49woABA1CpUiXl/Wxubo4ff/wR4eHhuHDhAqpXrw5TU1P88ccfmDhxIv755x8MGDAAPXr0UJaj76Eys4wxhmrUqIGePXti165dynP79+9Hx44d0adPH+zcuRP16tXD/PnzdVht3rN//34MGTIEFy5cAJA1FK1atQrJycnw8vICAPz8889YuHAhSpQogZCQEGVsO17BnMfpsHXqrS1ZskRsbGzk9OnTWU4xxMTESIUKFcTCwkLKlSsnrq6uWU5LEOWW77//XlQqlYwePVrGjh0rqampWfbJjKb0Z8+eSWhoqFSpUkU6duyoi3LztIz+Ga6urlK9enVlu50+fVqqVasmhQoVkpYtW770Zrc8NZHu7NmzcuHCBeW0Y4Zly5ZJuXLl5M6dO+Lh4SH16tVT+mFdu3ZNfv31V55qfEFISIhUrFhRBg4cqHHPvIx9LyUlRbZs2SIuLi5y+vRpEUm/b9mLt+ShvC1ff4U6d+4cunfvjurVqyvfzDP+tbW1xcmTJ/Htt99i3LhxOHPmjJLSiXKbiMDCwgLly5fH8ePHUaNGDXz33XfKN0og/Vv6tWvXMGDAAPTu3RsVK1bEL7/8AuDf/ZbSt1Pt2rWxZMkSPHv2TDkVUb16dXTt2hXGxsbw9/dH8eLFAWRtCeK3cGD9+vXo1q0bli5divv372s817dvX5QrVw4lS5ZE4cKFsW3bNlhbWwMAnJ2d0aFDB2XkZErn7u6ODRs2IDg4GLNnz8Y///wD4N+WImNjY9StWxd37txBaGgoAKBSpUpKyxz3yfwhXwei8PBw3Lx5E8C/pygMDAzw7NkzhISEwNLSEn5+fujdu7cykBj7FFBuyjj12qtXL3h5eaFs2bI4dOgQOnbsiLi4OHh4eGDChAnYsWMHgPSDdbVq1fD5559j06ZNADT7w+mroKAg7NmzB0B6/ysDAwPUqFEDq1evxpMnT1CtWjWICPr06QMXFxcEBwcDYJDMzsqVKzFgwACMHj0aAwYMgIODg/Kc/P8UZJs2bVCmTBksW7YMNjY22W5HflZqqlatGpYtW4bTp09jzpw5GqEISP8sqFy5MkqVKqXxOn1/b+crOm2fekXZXXGTmpoqX3/9tXh4eMjp06c1miQjIiLE09NTjh8//i7LJD2VmpoqSUlJ0rlzZ+natasyPSwsTFQqlXz00UdSunRpadOmjSxZskQSExOVeXg1WfptSjJuvly7dm3x9vaWbdu2yc2bN0VE5OTJk+Lh4SHVq1cXEREfHx9xcnLSZcl5VlBQkDg7O8uWLVuyPPfkyRN5+vSpiKSPkWVvb69xGyN6NadPnxY3Nzfp2bOncnosJiZG2rZtK/Xr1+fpsXwsz0fXzN+eQ0NDERoaips3b8LQ0BADBgxAdHQ0JkyYgMDAQDx79gxRUVEYNmwYUlNTUbNmTR1XT++rxYsXw8nJCSICQ0NDmJiYYOrUqTh69ChOnTqFu3fvom7duujXrx82b96MrVu3IioqCuHh4ShcuLCyHH57BBwdHVG7dm24u7vD0tIS5ubm6N27Nxo3boy2bdvixIkTGDJkCGJiYtCxY0f06NEDHh4ebB3Kxu3bt1GsWDHUr19fmfb777/jiy++QI0aNeDt7Y0//vgDFhYWGD9+PDZv3oyLFy/qsOL8p3r16li5ciVu3ryJNm3aoG7dumjXrh0ePHiAv/76C4aGhtw38ymVSN69uYpkurP3uHHjsGnTJiQnJ+PJkycYPny4cifrtm3bIjU1FXfv3kXp0qUBAH///TeMjY2RlpbG87eU644ePYrevXvDysoKJ0+ehEqlQlxcHEaNGgUg/V56Xl5eWLp0qXLpeOZwL7xrvYbw8HB8+eWXSElJwdSpU+Hg4IAzZ85g3rx5ePz4MYKCgmBra4tbt25hwIABWLhwodI/g6HyX/Pnz8c333yDy5cvw9bWFsOHD0dwcDAKFCiADz/8EJcvX0ZCQgK2bt2Ka9euYc6cOdiyZQu34Ru4e/cuDhw4gEuXLqF8+fLo3r07DA0Nedf6/Eyn7VOvaMaMGWJjYyP79++X4OBgWbx4sVhYWMigQYNEJL258vDhwxIQECA7d+5Umix5pQRpS1pamvz9999SsWJFjSuh1qxZIyqVSrp06ZJl/gwc8C57V65ckebNm8vHH3+scbo7NTVVdu7cKXPmzJEuXbrwatEcJCYmiru7uxQpUkRKliwppUuXlpUrV8qdO3dEROTXX38VS0tLCQoK0ngdT93mDp4uy9/yZAtRxrc+tVoNEUH79u3x4Ycfwt/fX5ln27Zt6NKlC+bPn48BAwZkWQZbhii3xcTEoFixYsrj58+f49SpU+jVqxcKFSqEM2fOQKVS4bPPPoOpqSnmzp2rtA7RqwkPD8fQoUMBpLcKN2jQINv5nj9/nmUwS32X0TKRkJCAjRs3AgC6d++ujHsFpHdeHzRoEFasWKF0VGdLJVG6PNdOKv+/UgwALl26BENDQ9y5c0cJN8+fP0daWhrat28PX19fLF26FElJSVkGWmQYotz0/fffo1GjRujduzd2796NS5cuwdjYGLVr18b69evx/PlzVK1aFSKCjz/+GAcOHEBsbKyuy853ypcvj3nz5kGlUsHf3x/Hjh3Ldj6GIWDdunUICAjAyZMnAfx7VZipqSn69euHfv36aYShxMRETJkyBSVKlECVKlUAcDRqoszyVCDKGPkTAPz8/JRO0c2aNcPSpUsRHh4OY2Nj5dJRS0tLWFlZoWDBggxApDWxsbHYuHEjwsPDsWXLFkyfPh0eHh747LPP4O/vD2tra8ydOxcFChRAs2bN0KtXLzx79gw///yzrkvPl8qXL4+5c+fC0NAQw4cPx/nz53VdUp4iIrh58yZ69uyJFStWYM6cOWjTpg0uXLiAR48eKfNkiI2NxdGjR/Hpp58iKioK27ZtU1rgiehfeSoQZbQMXb16FQkJCdi9ezeA9DFeMg5AYWFhMDIyQnJyMo4dO6YMzkakLZaWlti6dStat24NLy8vDBw4ELt27YKNjQ3mz5+Pdu3aYcCAAShbtiz++usvuLm5YfPmzRg5cqSuS8+3ypcvj+nTp6NBgwZwdXXVdTl5ikqlQunSpTFw4EA4Ozvjyy+/hIGBAQYPHowuXbpg7969SjACgHnz5mH48OEoXLiwxm0k2JGaSFOe6EOU+Tz2unXrMHnyZFhYWOD3339X+mwcOHAAs2bNwp9//okqVarg6dOnAIDTp08rrUZs/iVtunLlCkaOHInnz59j9uzZcHFxQVJSEoKCgrB//37l32bNmmHv3r0AOOhibuF2/FdSUhIKFiyI7du3Y/369Vi/fj0KFCiAf/75B6tXr8ZPP/2E1q1bo3bt2hg5ciSio6Px4MEDuLm5wcDAgFdBEb2EzgPRi52ff/31V8yaNQv//PMPLl26pNECFBsbi99//x23b9+GmZkZ+vfvrwwxzzc4vQvh4eEYMmQIVCoVvvrqKzRq1Eh5Ljk5GY8ePYK9vT0AXlpPuWv//v1o2rSpsk/Fx8fD3d0dbdq0wYwZMyAicHd3h4mJCVq0aIGFCxfC2NgYU6ZMgbe3NwAGS6Kc6DQQ/fnnnyhevDhcXV3h5+eHQoUKYdq0adi2bRsmTJgAKysr/PLLL7Czs3vpwYVXk9G7Fh4ejmHDhkFEMGHCBNStWxeA5r7IAw/lpkePHilh59KlS8pn4bZt27By5UpMnToVPXr0gLm5OX7//XeYmZnh4cOHWLBgAcaNG8fPSKJXoJNAJCJITk6Gk5MTSpYsCRcXF/z22284dOgQqlatCgD45ZdfMHfuXBQqVAhr1qyBnZ0dL7WlPCM8PBzDhw+HWq3G6NGj0bhxY12XRO8xEcGJEycwcOBAGBsb49SpU1CpVDhz5gz69OmDK1euoHHjxli2bBmKFy+eJZDziyPRf9PJV1iVSoWCBQsiOjoa165dw6ZNm7B06VIlDAFAx44dMXToUCQnJ8Pb2xvR0dEMQ5RnlC9fHrNnz8bDhw9x6tQpXZdD7zmVSoXatWtjyZIlePbsGdzd3SEiqF69Orp27QpjY2P4+/srXQxebJ1kGCL6b+88EGVc6pmWloY7d+7AwsIC1tbWmDVrFs6ePavMp1Kp0KlTJwwZMgTXr1/Hjz/++K5LJcpR+fLlsXPnTowePVrXpdB7KCgoCHv27AEA5aqwGjVqYPXq1Xjy5IkysGKfPn3g4uKC4OBgAODl9ERv6J2eMsvcjPv777+jZs2asLW1RWpqKsqXLw87OzssXrwYVapU0egvdPLkSXh4ePBbDuVZ7EBNuengwYNo0qQJAKBWrVqoWLEi2rZtCzc3Nzg6OiIoKAi+vr5IS0vD6dOn4evriz179uD69es6rpwo/3pnLUSZR6D+8ssvMWLECCxevBgPHz6EkZERzpw5g5iYGPj4+ODUqVNISUlBy5YtMWXKFNSqVQuGhoZZRqMmyisYhig3OTo6onbt2nB3d4elpSXMzc3Ru3dvNG7cGG3btsWJEycwZMgQxMTEoGPHjujRowc8PDzYOkT0Ft55p+qffvoJ06ZNw++//w5XV1cUKVJEuWw+NjYWtWrVApA+DH1Gp0H2HSIifRMeHo4vv/wSKSkpmDp1KhwcHHDmzBnMmzcPjx8/RlBQEGxtbXHr1i0MGDAACxcuhEql4hWORG/onQaihIQEfPbZZ2jSpAn8/Pw0buKa8QaOj4/HypUrYWhoiEGDBnGcISLSW2FhYRg2bBjUajW+/fZb1KlTB0B6H8zdu3cjIiICx48fx9q1a/nFkegtvdNAlJiYiGrVqqFnz56YMGGCxnNJSUm4desWypUrpzGdl4sSkT4LDw/H0KFDAQDjxo1DgwYNsp2Pw5IQvR2ttatmdy77+fPnKF26tHKvssxZ7PLly/j+++8RFRWl8RqGISLSZ+XLl8e8efOgUqng7++PY8eOZTsfwxDR29FKIMp8Ciw8PByXLl3Cw4cPYWlpiVGjRmHt2rWYMWMGHj58CCD9lhwTJkzA/fv3UbJkSW2URESUb5UvXx5z586FoaEhhg8fjvPnz+u6JKL3Tq6fMst8+fHEiROxZcsWPH/+HE+ePMGoUaPg4+OD7du3o3fv3qhTpw7S0tKgVquRkJCAU6dOwdjYmJ0CiYiycenSJSxbtgzTp0/nZyRRLtNaH6IffvgBs2bNwrp169C0aVN06tQJgYGB2L9/P6pWrYq///4bR48eRVRUFJydneHr68sO1EREr4hfHIlyV64EotjYWFhaWgJIf5Ompqaiffv26NChA/r27YudO3eiZ8+e8Pf3x+DBg5GSkoICBQpkWQ47UBMREZEuvPXXi06dOmHQoEG4e/du+gINDJCQkIArV66gQYMGCAwMRPfu3fHDDz9g8ODBSEpKwpw5cxAWFpZlWQxDREREpAtvfW6qX79+aNOmDaysrDBx4kQUL14cRYsWRdWqVdGjRw9cvHgR8+fPh7e3N4D01qTffvsNxYoVQ4UKFd529URERERv7a1aiLZs2QJnZ2fs27cPS5Yswbfffovbt28DAD799FM8evQIHh4eShiKj49Hnz59oFKp8Pnnn7918URERES54Y1biBYtWoShQ4di3759aNy4MX7//Xe0bNkSaWlpmD59Ojp06IBr165h48aNqFixIipUqICYmBgkJycjKChIuTcZT5MRERGRrr1Rp+rFixdjyJAh2Lx5M9q3b69MP3ToEJo0aYI+ffpg1qxZMDExwalTp/DLL7/A0NAQpUqVwuDBg3k1GREREeUprx2Ili5diiFDhmDTpk1o166dMn3hwoXo378/Dhw4AC8vL/Tt2xf+/v6wtrbOsgy2DBEREVFe8lpNNIcOHcLAgQMxadIkjTDUunVr3L17F506dUKzZs2we/dutGrVCkZGRhg7diwcHBw0lsMwRERERHnJa3WqLlmyJOrVq4dTp04hJCQEQPpl95GRkdiyZQtsbW2RmpqK5s2b4/fff8eiRYvw888/a6VwIiIiotzy2qfMwsPDMWzYMBgaGiIuLg6JiYnYunUrypQpo9y2Q61W4+7du0hMTISTkxP7ChEREVGe9kadqsPDw+Hj44Pg4GAsXboUn376qcYw8s2bN8fjx48RFBQEAOxATURERHnaG9+649q1a/D19YWBgQG++uorNGjQAADwySef4Nq1a7h48SKMjY1ztVgiIiIibXire5llnD4zMDDAuHHjMHPmTFy8eFEJQ2wZIiIiovzgrUaqLl++PObOnQuVSgVPT0/8888/DENERESU7+TK3e4vX76MBQsWYObMmRx0kYiIiPKdXAlEmTEMERERUX6T64GIiIiIKL95qz5ERERERO8DBiIiIiLSewxEREREpPcYiIiIiEjvMRARERGR3mMgIiIiIr3HQEREeZa3tzdUKhVUKhWMjY1hZ2eHjz/+GCtWrIBarX7l5axatQqWlpbaK/QlvL290a5du3e+XiJ6fQxERJSntWjRAtHR0bhx4wb27NkDT09P+Pn5oVWrVkhNTdV1eUT0nmAgIqI8zcTEBMWLF0fJkiXh5uaGcePGYceOHdizZw9WrVoFAJg5cyYqV66MIkWKwMHBAT4+PkhISAAAHDp0CL1790ZcXJzS2jRp0iQAwLp16+Dh4QEzMzMUL14cn332GWJiYpR1P378GN27d4etrS0KFSqE8uXLY+XKlcrzt2/fRpcuXWBlZQVra2u0bdsWN27cAABMmjQJq1evxo4dO5T1Hjp06F1sMiJ6AwxERJTvNG7cGFWrVsXWrVsBAAYGBpg7dy4uXryI1atX48CBAxgzZgwA4KOPPsLs2bNhbm6O6OhoREdH44svvgAApKSkYMqUKTh37hy2b9+OiIgIeHt7K+uZMGECQkNDsWfPHly6dAkLFy6EjY0NAODp06fw9PSEqakpAgMDcfToUZiamqJFixZISUnBF198gc6dOystXNHR0fjoo4/e7YYiolfGm44RUb5UsWJFnD9/HgAwfPhwZbqTkxOmTJmCwYMHY8GCBShQoAAsLCygUqlQvHhxjWX06dNH+d3Z2Rlz585FzZo1kZCQAFNTU0RGRqJ69erw8PAAAJQpU0aZf+PGjTAwMMCyZcugUqkAACtXroSlpSUOHTqEZs2aoVChQkhOTs6yXiLKe9hCRET5kogoQeTgwYP4+OOPUbJkSZiZmaFnz554+PAhEhMTc1zGmTNn0LZtW5QuXRpmZmZo1KgRACAyMhIAMHjwYGzcuBHVqlXDmDFjcPz4ceW1p06dwtWrV2FmZgZTU1OYmpqiaNGiSEpKwrVr17TzRxOR1jAQEVG+dOnSJTg5OeHmzZv45JNP4Orqil9//RWnTp1CQEAAAOD58+cvfX1iYiKaNWsGU1NTrFu3DsHBwdi2bRuA9FNpAODl5YWbN29i+PDhuHPnDpo0aaKcblOr1XB3d8fZs2c1fsLCwvDZZ59p+a8notzGU2ZElO8cOHAAFy5cwIgRIxASEoLU1FTMmDEDBgbp3/E2b96sMX+BAgWQlpamMe3y5ct48OABpk2bBgcHBwBASEhIlnXZ2trC29sb3t7eqF+/PkaPHo2ffvoJbm5u2LRpE4oVKwZzc/Ns68xuvUSUN7GFiIjytOTkZNy9exe3b9/G6dOn8f3336Nt27Zo1aoVevbsibJlyyI1NRXz5s3D9evXsXbtWixatEhjGWXKlEFCQgL++usvPHjwAE+fPoWjoyMKFCigvG7nzp2YMmWKxuu++eYb7NixA1evXsU///yDXbt2oVKlSgCA7t27w8bGBm3btsWRI0cQERGBw4cPw8/PD7du3VLWe/78eVy5cgUPHjzIscWKiHRMiIjyqF69egkAASBGRkZia2srTZs2lRUrVkhaWpoy38yZM8Xe3l4KFSokzZs3lzVr1ggAefz4sTLPoEGDxNraWgDIxIkTRUTk559/ljJlyoiJiYnUqVNHdu7cKQDkzJkzIiIyZcoUqVSpkhQqVEiKFi0qbdu2levXryvLjI6Olp49e4qNjY2YmJiIs7Oz9O/fX+Li4kREJCYmRj7++GMxNTUVAHLw4EFtbzIiekMqERFdBjIiIiIiXeMpMyIiItJ7DERERESk9xiIiIiISO8xEBEREZHeYyAiIiIivcdARERERHqPgYiIiIj0HgMRERER6T0GIiIiItJ7DERERESk9xiIiIiISO8xEBEREZHe+x+CKrASHEpnLgAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.barplot(data=localization_df, x=\"Dataset\", y=\"Delocalization\", hue=\"Domain\")\n", + "ax.set_yscale('log')\n", + "plt.xticks(rotation=45, ha='right')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.scatterplot(data=localization_joint_df, x=\"Delocalization Time\", y=\"Delocalization Frequency\", hue=\"Dataset\")\n", + "ax.set_yscale('log')\n", + "ax.set_xscale('log')\n" + ] + }, { "cell_type": "code", "execution_count": null, From 9124301477fd03c7c44b9b0ee2abd0132c038bea Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Fri, 19 Jan 2024 17:49:26 +0000 Subject: [PATCH 04/14] More results --- notebooks/results.ipynb | 665 ++++++++-------------------------------- 1 file changed, 127 insertions(+), 538 deletions(-) diff --git a/notebooks/results.ipynb b/notebooks/results.ipynb index 900af59..5d25f4b 100644 --- a/notebooks/results.ipynb +++ b/notebooks/results.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 33, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -16,25 +16,33 @@ "import torch\n", "import math\n", "\n", - "from fdiff.utils.fourier import spectral_density\n", "from einops import rearrange\n", + "from typing import Any\n", "\n", "warnings.simplefilter(\"ignore\", (UserWarning, FutureWarning))" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "def infer_dataset(datamodule: str) -> str:\n", + "def infer_dataset(config: dict[str, Any]) -> str:\n", + " datamodule = config[\"datamodule\"][\"_target_\"]\n", " if \"ECG\" in datamodule:\n", " return \"ECG\"\n", " if \"MIMICIII\" in datamodule:\n", " return \"MIMIC-III\"\n", " if \"NASDAQ\" in datamodule:\n", " return \"NASDAQ-2019\"\n", + " if \"Droughts\" in datamodule:\n", + " return \"US-Droughts\"\n", + " if \"NASA\" in datamodule:\n", + " if config[\"datamodule\"][\"subdataset\"] == \"charge\":\n", + " return \"NASA-Charge\"\n", + " else:\n", + " return \"NASA-Discharge\"\n", " \n", "def infer_diffusion_domain(fourier_transform: bool) -> str:\n", " if fourier_transform:\n", @@ -60,7 +68,7 @@ " case \"NASDAQ-2019\":\n", " max_len = 252\n", " case \"MIMIC-III\":\n", - " max_len = 24\n", + " max_len = 24 \n", " case _:\n", " raise ValueError(\"Dataset not recognized\")\n", " marginals_tensor = torch.tensor(marginal_distances)\n", @@ -89,17 +97,22 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "run_list = [\"xxqse6xu\", \"na9xdfui\", \"c95j8zv7\", \"nzaxqmaz\", \"bf3lrfx9\", \"emk7nyz3\"]\n", + "run_list = [\n", + " \"wdwxc4fg\", \"amxdfaoo\", \"20d9c1kc\",\n", + " \"j5l1t49d\", \"tip2g8eh\", \"pkjeomys\",\n", + " \"qdzk36m7\", \"hxoxvper\", \"xxqse6xu\",\n", + " \"na9xdfui\", \"bf3lrfx9\", \"emk7nyz3\"\n", + " ]\n", "runs_dir = Path.cwd() / \"../lightning_logs/\"" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -133,42 +146,42 @@ " \n", " \n", " 0\n", - " 822.014838\n", - " Frequency\n", - " Marginal Wasserstein\n", - " NASDAQ-2019\n", + " 0.205126\n", + " Time\n", + " Sliced Wasserstein\n", + " MIMIC-III\n", " Frequency\n", " \n", " \n", " 1\n", - " 803.654591\n", - " Frequency\n", - " Marginal Wasserstein\n", - " NASDAQ-2019\n", + " 0.110730\n", + " Time\n", + " Sliced Wasserstein\n", + " MIMIC-III\n", " Frequency\n", " \n", " \n", " 2\n", - " 793.181182\n", - " Frequency\n", - " Marginal Wasserstein\n", - " NASDAQ-2019\n", + " 0.158600\n", + " Time\n", + " Sliced Wasserstein\n", + " MIMIC-III\n", " Frequency\n", " \n", " \n", " 3\n", - " 812.451547\n", - " Frequency\n", - " Marginal Wasserstein\n", - " NASDAQ-2019\n", + " 0.142727\n", + " Time\n", + " Sliced Wasserstein\n", + " MIMIC-III\n", " Frequency\n", " \n", " \n", " 4\n", - " 817.057671\n", - " Frequency\n", - " Marginal Wasserstein\n", - " NASDAQ-2019\n", + " 0.075877\n", + " Time\n", + " Sliced Wasserstein\n", + " MIMIC-III\n", " Frequency\n", " \n", " \n", @@ -176,22 +189,15 @@ "" ], "text/plain": [ - " Value Metric Domain Metric Dataset \\\n", - "0 822.014838 Frequency Marginal Wasserstein NASDAQ-2019 \n", - "1 803.654591 Frequency Marginal Wasserstein NASDAQ-2019 \n", - "2 793.181182 Frequency Marginal Wasserstein NASDAQ-2019 \n", - "3 812.451547 Frequency Marginal Wasserstein NASDAQ-2019 \n", - "4 817.057671 Frequency Marginal Wasserstein NASDAQ-2019 \n", - "\n", - " Diffusion Domain \n", - "0 Frequency \n", - "1 Frequency \n", - "2 Frequency \n", - "3 Frequency \n", - "4 Frequency " + " Value Metric Domain Metric Dataset Diffusion Domain\n", + "0 0.205126 Time Sliced Wasserstein MIMIC-III Frequency\n", + "1 0.110730 Time Sliced Wasserstein MIMIC-III Frequency\n", + "2 0.158600 Time Sliced Wasserstein MIMIC-III Frequency\n", + "3 0.142727 Time Sliced Wasserstein MIMIC-III Frequency\n", + "4 0.075877 Time Sliced Wasserstein MIMIC-III Frequency" ] }, - "execution_count": 13, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -201,7 +207,7 @@ "for run in run_list:\n", " with open(runs_dir / f\"{run}/train_config.yaml\", \"r\") as f:\n", " config = safe_load(f)\n", - " dataset = infer_dataset(config[\"datamodule\"][\"_target_\"])\n", + " dataset = infer_dataset(config)\n", " domain = infer_diffusion_domain(config[\"fourier_transform\"])\n", " with open(runs_dir / f\"{run}/results.yaml\", \"r\") as f:\n", " results = safe_load(f)\n", @@ -215,12 +221,42 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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hTZs2JR6nwmM+ceJEvPzyy8W28fb2LnH98ij8u83JySkScrOzs43mp5SXi4tLiT1Nhcsf9SMN3K935MiRSE1NxbFjxxAWFoZFixYZgimAUtcshMBPP/0EKysrBAYGGr328N/xg8fpYdnZ2TAxMTGcVm9ubl7sJOaHw2bhd+zatWtGYaUs37GysLKywtSpUzF16lRcunTJ0LvSo0cP/PXXX5WyT6oa7FGhSlPcP3rA/w9tPPy/vMcJDQ1FSkrKI4cJunfvjjNnzsDR0RGBgYFFHoVnKxT2bnz33XdG63///felrsfW1hbNmzc39Kg8fMG6oKAgpKSkIDU1Fa1atTKEmMIfiYdPB120aNEj99eoUSO8//778PPzw6FDh4q8rlQq0bp1a3z22WcAYGjTvXt3XL16FTqdrthjUtaQoFKpEBQUZDjl9fDhw0bv5+H//Xp7e6Nhw4b4/fffi91/YGBgkbBUUV588UUAwLfffmu0fP/+/cjIyEDHjh0rbF+dOnVCSkpKkTOphBBYvXo1vLy80KBBAwD3JweXNMnz4e+Ht7d3sZ/hx5k6dSqOHz+OESNGFOmNepi3tzeeeeYZfP/990bDRbdv38aaNWsMZwIB988Mu3z5stGZdvn5+di8ebPRNgtD+MPXTEpKSipV/SUpTQ+Xi4sLYmJi0LdvX5w4caLMw1YkL+xRoUrTtWtX1KlTBz169EDjxo2h1+tx5MgRzJ07F2q1GiNGjCjT9j744AMkJyejQ4cOeO+99+Dn54cbN25g06ZNGD16NBo3boyRI0dizZo16NChA0aNGoVmzZpBr9fj3Llz2LJlC8aMGYPWrVujS5cu6NChA8aPH4/bt28jMDAQ6enp+Oabb8pUU0hICGbPng2FQlHkWhVBQUGYP38+hBBGc2Hatm0Le3t7DBkyBFOmTIGpqSm+++47/P7770br//HHHxg+fDhee+01NGzYEGZmZti+fTv++OMPTJgwAQDwxRdfYPv27QgPD4enpyc0Go2hN6lTp04A7l+35rvvvkNYWBhGjBiBVq1awdTUFOfPn0dKSgoiIiLQq1evR77PyZMn4/z58+jYsSPq1KmDGzdu4OOPPzaaW1O/fn1YWFjgu+++g4+PD9RqNdzd3eHu7o5FixYhNDQUXbt2RUxMDJ555hlcu3YNGRkZOHToEFavXl2m415a3t7eePPNN/Hpp5/CxMQEoaGhhrN+PDw8MGrUqArb1+TJk/HTTz+hdevWmDBhAho2bIiLFy/iyy+/xP79+41Oxc7NzYWXlxdee+01dOrUCR4eHrh16xZSU1Px8ccfw8fHp8Tep4fduHEDe/fuBXA/WJw4cQJJSUnYuXMnevfubTi9/FFMTEwwa9Ys9O/fH927d8d//vMfaLVazJ49Gzdu3MCMGTMMbSMjIzF58mT06dMH48aNg0ajwSeffFJk2Ktbt25o164dxowZg7y8PLRo0QJ79uzB8uXLDft8En5+fkhNTcVPP/0ENzc3WFtbw9vbG61bt0b37t3RrFkz2NvbIyMjA998841RyKJqSsKJvFTDrVy5UvTr1080bNhQqNVqYWpqKjw9PcXAgQOLnLlTmrN+hBAiKytLxMbGCldXV2Fqairc3d1F7969xaVLlwxtbt26Jd5//33h7e0tzMzMhK2trfDz8xOjRo0SFy9eNLS7ceOGiI2NFXZ2dsLS0lJ07txZ/PXXX6U+60cIIX755RcBQCiVSpGbm2v02rVr14SJiYkAILZu3Wr02u7du0WbNm2EpaWlqF27tnj99dfFoUOHjM6auXTpkoiJiRGNGzcWVlZWQq1Wi2bNmon58+eLgoICIYQQe/bsEb169RJ169YVKpVKODo6iqCgILFhwwaj/d27d0/MmTNHPPfcc8Lc3Fyo1WrRuHFj8Z///EecOnXK0K6ks0g2btwoQkNDxTPPPCPMzMyEs7OzCAsLEzt37jRqt2LFCtG4cWNhampa5Dj+/vvvonfv3sLZ2VmYmpoKV1dX8eKLL4ovvvjC0Kaks36srKyK1PTwWSYl0el0YubMmaJRo0bC1NRUODk5iQEDBoisrCyjdkFBQaJp06ZF1i/pLJfinDp1SgwYMEC4ubmJWrVqCTs7O9GlSxexbds2o3ZarVbMmTNHhIaGCk9PT6FSqYS5ubnw8fER48ePF1evXi3V/urWrWs4a0ihUAi1Wi28vb3FwIEDxebNm4u0LzzrZ/bs2cVub/369aJ169bC3NxcWFlZiY4dO4r09PQi7X755Rfh7+8vLCwsxLPPPisWLlxY7N/HtWvXxKBBg4y+Y3v37i1yxl3huv/++6/R+omJiQKAyMzMNCw7cuSIaNeunbC0tBQADP9uTJgwQQQGBgp7e3uhUqnEs88+K0aNGiWuXLlSqmNJ8qUQooRp4URERBWs8Hot6enpaNu2rdTlUDXAoEJERJVixYoVuHDhAvz8/GBiYoK9e/di9uzZaN68ueH0ZaLH4RwVIiKqFNbW1khKSsK0adNw+/ZtuLm5ISYmBtOmTZO6NKpG2KNCREREssXTk4mIiEi2GFSIiIhIthhUiIiISLYknUzr5eVV7M2+hg4dari65qPo9XpkZ2fD2tq6wm+PTkRERJVDCIGbN2/C3d39sRf/kzSo7N+/3+hqhseOHUPnzp3x2muvlWr97OxseHh4VFZ5REREVImysrIee7NZSYNK7dq1jZ7PmDED9evXN7pR26MU3h8kKysLNjY2FV4fERERVby8vDx4eHiU6j5fsrmOSn5+Pr799luMHj26xGEcrVZrdNfOwjuK2tjYMKgQERFVM6WZtiGbybTr16/HjRs3EBMTU2Kb+Ph42NraGh4c9iEiIqrZZHPBt65du8LMzAw//fRTiW0e7lEp7DrKzc1ljwoREVE1kZeXB1tb21L9fsti6Oeff/7Br7/+irVr1z6ynUqlgkqlqqKqiIiISGqyCCqJiYlwdnZGeHi41KUQEVEF0el0uHfvntRlkARMTU2hVCorZFuSBxW9Xo/ExERER0ejVi3JyyEionISQuDixYu4ceOG1KWQhOzs7ODq6lru65xJngx+/fVXnDt3DrGxsVKXQkREFaAwpDg7O8PS0pIX5HzKCCFw584dXL58GQDg5uZWru1JHlS6dOkCmcznJSKictLpdIaQ4ujoKHU5JBELCwsAwOXLl+Hs7FyuYSDZnJ5MRETVX+GcFEtLS4krIakVfgbKO0+JQYWIiCoch3uooj4DDCpEREQkWwwqREQkSwqFAuvXrzc8/+uvv/D888/D3Nwc/v7+JS4rj9TUVCgUCp6xBGDp0qWws7OTugwGFSIiqjoxMTFQKBRQKBQwNTWFi4sLOnfujCVLlkCv1xu1zcnJQWhoqOH5lClTYGVlhRMnTmDbtm0lLiuPtm3bIicnB7a2tuXe1qOU5ThIJTIyEidPnpS6DOnP+nnaCSGg0WgqfR+Ftx5QqVSVOnZsbm7OsWkieqRu3bohMTEROp0Oly5dwqZNmzBixAj88MMP2LBhg+GaWq6urkbrnTlzBuHh4ahbt+4jl5WHmZlZkf1WltIeB6lYWFgYzt6REoOKxDQajdH/GKq75ORkWXywiUi+VCqVIQw888wzCAgIwPPPP4+OHTti6dKleP311wHcH/pZt24devbsafgP0MGDB/HBBx9gypQpmDp1apFlwcHBCAkJwfXr1w3DFkeOHEHz5s2RmZkJLy8v/PPPPxg+fDh27dqF/Px8eHl5Yfbs2QgLC0NqamqR9desWYPJkyfj9OnTcHNzw9tvv40xY8YY3o+XlxfefPNNnD59GqtXr4a9vT3ef/99vPnmmxVyHM6dO4e3334b27Ztg4mJCbp164ZPP/0ULi4uAIC4uDisX78e77zzDuLi4nDt2jUMHDgQCxcuxNy5czFv3jzo9XqMGDEC//3vfw37nzdvHhITE3H27Fk4ODigR48emDVrFtRqNYD7Qz8jR440DIMV7mfMmDGYNGkSrl+/jtDQUHz55ZewtrZ+os9CaXDoh4iIJPfiiy/iueeeK/Gebzk5OWjatCnGjBmDnJwcjB07tthlpTFs2DBotVrs2LEDR48excyZMw0/zg87ePAgevfujT59+uDo0aOIi4vDpEmTsHTpUqN2c+fORWBgIA4fPoyhQ4firbfewl9//VWmYwAUPQ5CCPTs2RPXrl1DWloatm7dijNnziAyMtJovTNnziA5ORmbNm3CihUrsGTJEoSHh+P8+fNIS0vDzJkz8f7772Pv3r2GdUxMTPDJJ5/g2LFjWLZsGbZv347x48c/sr4zZ85g/fr12LhxIzZu3Ii0tDTMmDGjzO+zLNijIjFzc3MkJydX6j40Gg169eoFAFi3bh3Mzc0rbV+VuW0iqtkaN26MP/74o9jXXF1dUatWLajVakMvhFqtLrKsNM6dO4dXXnkFfn5+AIBnn322xLbz5s1Dx44dMWnSJABAo0aNcPz4ccyePRsxMTGGdmFhYRg6dCgA4N1338X8+fORmpqKxo0bl7quQg8eh19//RV//PEHMjMz4eHhAQD45ptv0LRpU+zfvx8tW7YEcP92NEuWLIG1tTWaNGmCkJAQnDhxAr/88gtMTEzg7e2NmTNnIjU1Fc8//zwAYOTIkYZ91qtXDx9++CHeeustfP755yXWptfrsXTpUkMPysCBA7Ft2zZ89NFHZX6fpcWgIjGFQlGlQyXm5uYcmiEiWRJCVMkct3feeQdvvfUWtmzZgk6dOuGVV15Bs2bNim2bkZGBiIgIo2Xt2rXDggULoNPpDFdcfXB9hUIBV1dXwyXky+rB45CRkQEPDw9DSAGAJk2awM7ODhkZGYag4uXlZTT84uLiAqVSCRMTE6NlD9aUkpKC6dOn4/jx48jLy0NBQQE0Gg1u374NKyurYmt7eD9ubm5P/D5Li0M/REQkCxkZGahXr165tlH4w/zgrVkevjLq66+/jrNnz2LgwIE4evQoAgMD8emnnxa7veLCU3G3fTE1NTV6rlAonvjsnQePQ0nh7eHlxe3/UTX9888/CAsLg6+vL9asWYODBw/is88+A/DoK8lW5PssLQYVIiKS3Pbt23H06FG88sor5dpO7dq1Adyf01LoyJEjRdp5eHhgyJAhWLt2LcaMGYMvv/yy2O01adIEu3btMlq2e/duNGrUqFz3rynJw8ehSZMmOHfuHLKysgxtjh8/jtzcXPj4+Dzxfg4cOICCggLMnTsXzz//PBo1aoTs7Oxy118ZOPRDRERVSqvV4uLFi0an5cbHx6N79+6Iiooq17YbNGgADw8PxMXFYdq0aTh16hTmzp1r1GbkyJEIDQ1Fo0aNcP36dWzfvr3EH/0xY8agZcuW+PDDDxEZGYk9e/Zg4cKFj5zHUVqlOQ6dOnVCs2bN0L9/fyxYsAAFBQUYOnQogoKCEBgY+MT7rl+/PgoKCvDpp5+iR48eSE9PxxdffFHu91QZ2KNCRERVatOmTXBzc4OXlxe6deuGlJQUfPLJJ/jxxx/L3UthamqKFStW4K+//sJzzz2HmTNnYtq0aUZtdDodhg0bBh8fH3Tr1g3e3t4lBo+AgACsWrUKSUlJ8PX1xeTJk/HBBx8YTaR9UqU5DoVX57W3t0eHDh3QqVMnPPvss1i5cmW59u3v74958+Zh5syZ8PX1xXfffYf4+Phyv6fKoBDFDbZVE3l5ebC1tUVubi5sbGykLke27t69a7hWC69zQkSVSaPRIDMzE/Xq1eNZgE+5R30WyvL7zR4VIiIiki3OUSEiqiS8RQZR+TGoEBFVEt4ig6j8OPRDREREssUeFSKiSsJbZBCVH4MKEVEl4S0yiMqPQz9EREQkWwwqREREJFsMKkRERCRbnKNCRESS0Ol0xd6JuLIoFIoKvZFgXFwc1q9fX+xND6niMKgQEVGV0+l0ePnV15B7/VqV7dPW3gFrf1hdqrDyuAvbRUdHY+HChXj77bcrqjwqAYMKERFVOSEEcq9fw82AKEBRBbMQhB44tLzUPTg5OTmGP69cuRKTJ0/GiRMnDMssLCygVquhVqsrvFQyxjkqREQkHYUJYFIFjzKGIVdXV8PD1tYWCoWiyLK4uDj4+/sb1omJiUHPnj0xffp0uLi4wM7ODlOnTkVBQQHGjRsHBwcH1KlTB0uWLDHa14ULFxAZGQl7e3s4OjoiIiICf//9dwUc3JqBQYWIiKiCbN++HdnZ2dixYwfmzZuHuLg4dO/eHfb29ti3bx+GDBmCIUOGICsrCwBw584dhISEQK1WY8eOHdi1axfUajW6deuG/Px8id+NPDCoEBERVRAHBwd88skn8Pb2RmxsLLy9vXHnzh289957aNiwISZOnAgzMzOkp6cDAJKSkmBiYoKvvvoKfn5+8PHxQWJiIs6dO4fU1FRp34xMcI4KERFRBWnatClMTP6/D8DFxQW+vr6G50qlEo6Ojrh8+TIA4ODBgzh9+jSsra2NtqPRaHDmzJmqKVrmGFSIiIgqiKmpqdFzhUJR7DK9Xg8A0Ov1aNGiBb777rsi26pdu3blFVqNMKgQERFJJCAgACtXroSzszNsbGykLkeWOEeFiIhIIv3794eTkxMiIiKwc+dOZGZmIi0tDSNGjMD58+elLk8WGFSIiEg6Qg/oq+Ah9FK/02JZWlpix44d8PT0xMsvvwwfHx/Exsbi7t277GH5H4WoyusXV7C8vDzY2toiNzeXf6GPcPfuXYSGhgIAkpOTeRt4ohpEbt9vjUaDzMxM1KtXD+bm5iW2k/uVaan8HvVZKMvvN+eoEBFRlVMqlVj7w+pqfa8fqhoMKkREJAmGBioNzlEhIiIi2ZI8qFy4cAEDBgyAo6MjLC0t4e/vj4MHD0pdFhEREcmApEM/169fR7t27RASEoLk5GQ4OzvjzJkzsLOzk7IsIiIikglJg8rMmTPh4eGBxMREwzIvLy/pCiIiIiJZkXToZ8OGDQgMDMRrr70GZ2dnNG/eHF9++aWUJREREZGMSBpUzp49i4SEBDRs2BCbN2/GkCFD8M4772D58uXFttdqtcjLyzN6EBERUc0l6dCPXq9HYGAgpk+fDgBo3rw5/vzzTyQkJCAqKqpI+/j4eEydOrWqyyQiIiKJSNqj4ubmhiZNmhgt8/Hxwblz54ptP3HiROTm5hoeWVlZVVEmERFVAp1Oh4KCgip76HQ6qd8yPQFJe1TatWuHEydOGC07efIk6tatW2x7lUoFlUpVFaUREVEl0ul0iHztZVy5lltl+3RysMXK1WvLdKG5mJgYLFu2rMjyU6dOoUGDBhVZHpVA0qAyatQotG3bFtOnT0fv3r3x22+/YfHixVi8eLGUZRERUSUTQuDKtVx8GXQVSkXl708ngDfS8ESX7O/WrZvR2akAULt2baPn+fn5MDMzK1eNVDxJh35atmyJdevWYcWKFfD19cWHH36IBQsWoH///lKWRUREVUSpAGqZVP6jPGFIpVLB1dXV6NGxY0cMHz4co0ePhpOTEzp37gwAOH78OMLCwqBWq+Hi4oKBAwfiypUrhm3dvn0bUVFRUKvVcHNzw9y5cxEcHIyRI0ca2igUCqxfv96oBjs7OyxdutTw/MKFC4iMjIS9vT0cHR0RERGBv//+2/B6TEwMevbsiTlz5sDNzQ2Ojo4YNmwY7t27Z2ij1Woxfvx4eHh4QKVSoWHDhvj6668hhECDBg0wZ84coxqOHTsGExMTnDlz5skP5hOQ/Mq03bt3x9GjR6HRaJCRkYE33nhD6pKIiIgea9myZahVqxbS09OxaNEi5OTkICgoCP7+/jhw4AA2bdqES5cuoXfv3oZ1xo0bh5SUFKxbtw5btmxBampqma/GfufOHYSEhECtVmPHjh3YtWsX1Go1unXrhvz8fEO7lJQUnDlzBikpKVi2bBmWLl1qFHaioqKQlJSETz75BBkZGfjiiy+gVquhUCgQGxtbpBdpyZIlaN++PerXr/9kB+wJ8aaEREREj7Bx40ao1WrD89DQUABAgwYNMGvWLMPyyZMnIyAgwHAmK3D/x93DwwMnT56Eu7s7vv76ayxfvtzQA7Ns2TLUqVOnTPUkJSXBxMQEX331FRSK+11FiYmJsLOzQ2pqKrp06QIAsLe3x8KFC6FUKtG4cWOEh4dj27ZteOONN3Dy5EmsWrUKW7duRadOnQAAzz77rGEfgwYNwuTJk/Hbb7+hVatWuHfvHr799lvMnj27TLVWBAYVIiKiRwgJCUFCQoLhuZWVFfr27YvAwECjdgcPHkRKSopRqCl05swZ3L17F/n5+WjTpo1huYODA7y9vctUz8GDB3H69GlYW1sbLddoNEbDMk2bNjWaOOzm5oajR48CAI4cOQKlUomgoKBi9+Hm5obw8HAsWbIErVq1wsaNG6HRaPDaa6+VqdaKwKBCRET0CFZWVsWe4WNlZWX0XK/Xo0ePHpg5c2aRtm5ubjh16lSp9qdQKIpM+n1wboler0eLFi3w3XffFVn3wUm+pqamRbar1+sBABYWFo+t4/XXX8fAgQMxf/58JCYmIjIyEpaWlqV6DxWJQYWIiKgCBAQEYM2aNfDy8kKtWkV/Xhs0aABTU1Ps3bsXnp6eAO7fnPfkyZNGPRu1a9dGTk6O4fmpU6dw584do/2sXLkSzs7OsLGxeaJa/fz8oNfrkZaWZhj6eVhYWBisrKyQkJCA5ORk7Nix44n2VV6ST6YlIiKqCYYNG4Zr166hb9+++O2333D27Fls2bIFsbGx0Ol0UKvVGDx4MMaNG4dt27bh2LFjiImJgYmJ8U/xiy++iIULF+LQoUM4cOAAhgwZYtQ70r9/fzg5OSEiIgI7d+5EZmYm0tLSMGLECJw/f75UtXp5eSE6OhqxsbFYv349MjMzkZqailWrVhnaKJVKxMTEYOLEiWjQoIHRkFVVYlAhIiLJ6ARQoK/8h67sl08pM3d3d6Snp0On06Fr167w9fXFiBEjYGtrawgjs2fPRocOHfDSSy+hU6dOeOGFF9CiRQuj7cydOxceHh7o0KED+vXrh7FjxxoNuVhaWmLHjh3w9PTEyy+/DB8fH8TGxuLu3btl6mFJSEjAq6++iqFDh6Jx48Z44403cPv2baM2gwcPRn5+PmJjY8txZMpHIZ7k6jcykZeXB1tbW+Tm5j5x99fT4O7du4ZZ6snJyaUamySi6kFu32+NRoPMzEzUq1cP5ubmJbarLlemrQrBwcHw9/fHggULpC6liPT0dAQHB+P8+fNwcXEp07qP+iyU5febc1SIiKjKKZVKrFy99omuFPukFAqF7EKKXGm1WmRlZWHSpEno3bt3mUNKRWJQISIiSTA0yNeKFSswePBg+Pv745tvvpG0FgYVIiIiCaWmpkpdQhExMTGIiYmRugwAnExLREREMsagQkREFa4an6dBFaSiPgMMKkREVGEKr/fx4AXK6OlU+Bl4+Aq5ZcU5KkREVGGUSiXs7Oxw+fJlAPev+VF44zx6OgghcOfOHVy+fBl2dnblnjTNoEJERBXK1dUVAAxhhZ5OdnZ2hs9CeTCoEBFRhVIoFHBzc4Ozs7PRzfTo6WFqalphp58zqBARUaVQKpW8VgqVGyfTEhERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsSRpU4uLioFAojB6urq5SlkREREQyUkvqApo2bYpff/3V8FypVEpYDREREcmJ5EGlVq1a7EUhIiKiYkk+R+XUqVNwd3dHvXr10KdPH5w9e7bEtlqtFnl5eUYPIiIiqrkkDSqtW7fG8uXLsXnzZnz55Ze4ePEi2rZti6tXrxbbPj4+Hra2toaHh4dHFVdMREREVUnSoBIaGopXXnkFfn5+6NSpE37++WcAwLJly4ptP3HiROTm5hoeWVlZVVkuERERVTHJ56g8yMrKCn5+fjh16lSxr6tUKqhUqiquioiIiKQi+RyVB2m1WmRkZMDNzU3qUoiIiEgGJA0qY8eORVpaGjIzM7Fv3z68+uqryMvLQ3R0tJRlERERkUxIOvRz/vx59O3bF1euXEHt2rXx/PPPY+/evahbt66UZREREZFMSBpUkpKSpNw9ERERyZys5qgQERERPYhBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZEs2QSU+Ph4KhQIjR46UuhQiIiKSCVkElf3792Px4sVo1qyZ1KUQERGRjEgeVG7duoX+/fvjyy+/hL29vdTlEBERkYxIHlSGDRuG8PBwdOrU6bFttVot8vLyjB5ERERUc9WScudJSUk4dOgQ9u/fX6r28fHxmDp1aiVXRURERHIhWY9KVlYWRowYgW+//Rbm5ualWmfixInIzc01PLKysiq5SiIiIpKSZD0qBw8exOXLl9GiRQvDMp1Ohx07dmDhwoXQarVQKpVG66hUKqhUqqoulYiIiCQiWVDp2LEjjh49arRs0KBBaNy4Md59990iIYWIiIiePpIFFWtra/j6+hots7KygqOjY5HlRERE9HSS/KwfIiIiopJIetbPw1JTU6UugYiIiGSEPSpEREQkWwwqREREJFuyGvqRIyEENBqN1GWUy4P1V/f3Ym5uDoVCIXUZRERURRhUHkOj0SA0NFTqMipMr169pC6hXJKTk2FhYSF1GUREVEU49ENERESyxR6VMrjl3xfCpBoeMiEAfcH9P5vUAqrZ0IlCXwD1kRVSl0FERBJ4ol/dgoICpKam4syZM+jXrx+sra2RnZ0NGxsbqNXqiq5RNoRJLUBpKnUZT8hM6gKemJC6ACIikkyZg8o///yDbt264dy5c9BqtejcuTOsra0xa9YsaDQafPHFF5VRJxFRheNkeXnhZHkqTpmDyogRIxAYGIjff/8djo6OhuW9evXC66+/XqHFERFVJk6WlxdOlqfilDmo7Nq1C+np6TAzMx5KqFu3Li5cuFBhhRERERGVOajo9XrodLoiy8+fPw9ra+sKKYqIqKpxsrw0OFmeHqfM38rOnTtjwYIFWLx4MQBAoVDg1q1bmDJlCsLCwiq8QCKiqsDJ8tLgZHl6nDIHlfnz5yMkJARNmjSBRqNBv379cOrUKTg5OWHFCqZiIiIiqjhlDiru7u44cuQIVqxYgUOHDkGv12Pw4MHo378/J0ERERFRhXqiAVkLCwvExsYiNja2oushIiIiMihzUFm+fPkjX4+KinriYoiIiIge9ETXUXnQvXv3cOfOHZiZmcHS0pJBhYiIiCpMmW9KeP36daPHrVu3cOLECbzwwgucTEtEREQVqkLuntywYUPMmDGjSG8LERERUXlUSFABAKVSiezs7IraHBEREVHZ56hs2LDB6LkQAjk5OVi4cCHatWtXYYURERERlTmo9OzZ0+i5QqFA7dq18eKLL2Lu3LkVVRcRERHRk93rh4iIiKgqVNgcFSIiIqKKVqoeldGjR5d6g/PmzXviYoiIiIgeVKqgcvjw4VJtTFHNbi9ORERE8laqoJKSklLZdRAREREVwTkqREREJFtPdPfk/fv3Y/Xq1Th37hzy8/ONXlu7dm2FFEZERERU5h6VpKQktGvXDsePH8e6detw7949HD9+HNu3b4etrW1l1EhERERPqTIHlenTp2P+/PnYuHEjzMzM8PHHHyMjIwO9e/eGp6dnZdRIRERET6kyB5UzZ84gPDwcAKBSqXD79m0oFAqMGjUKixcvrvACiYiI6OlV5qDi4OCAmzdvAgCeeeYZHDt2DABw48YN3Llzp2KrIyIioqdaqYPKkSNHAADt27fH1q1bAQC9e/fGiBEj8MYbb6Bv377o2LFjpRRJRERET6dSn/UTEBCA5s2bo2fPnujbty8AYOLEiTA1NcWuXbvw8ssvY9KkSZVWKBERET19St2jkp6ejoCAAMyZMwf169fHgAEDkJaWhvHjx2PDhg2YN28e7O3tK7NWIiIiesqUOqi0adMGX375JS5evIiEhAScP38enTp1Qv369fHRRx/h/PnzlVknERERPYXKPJnWwsIC0dHRSE1NxcmTJ9G3b18sWrQI9erVQ1hYWGXUSERERE+pcl1Cv379+pgwYQL++9//wsbGBps3b66ouoiIiIiePKikpaUhOjoarq6uGD9+PF5++WWkp6eXaRsJCQlo1qwZbGxsYGNjgzZt2iA5OflJSyIiIqIapkz3+snKysLSpUuxdOlSZGZmom3btvj000/Ru3dvWFlZlXnnderUwYwZM9CgQQMAwLJlyxAREYHDhw+jadOmZd4eERER1SylDiqdO3dGSkoKateujaioKMTGxsLb27tcO+/Ro4fR848++ggJCQnYu3cvgwoRERGVPqhYWFhgzZo16N69O5RKZYUXotPpsHr1aty+fRtt2rQpto1Wq4VWqzU8z8vLq/A6iIiISD5KHVQ2bNhQKQUcPXoUbdq0gUajgVqtxrp169CkSZNi28bHx2Pq1KmVUgcRERHJT7nO+qkI3t7eOHLkCPbu3Yu33noL0dHROH78eLFtJ06ciNzcXMMjKyuriqslIiKiqlSmybSVwczMzDCZNjAwEPv378fHH3+MRYsWFWmrUqmgUqmqukQiIiKSiOQ9Kg8TQhjNQyEiIqKnl6Q9Ku+99x5CQ0Ph4eGBmzdvIikpCampqdi0aZOUZREREZFMSBpULl26hIEDByInJwe2trZo1qwZNm3ahM6dO0tZFhEREcmEpEHl66+/lnL3REREJHOym6NCREREVIhBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGRL8ivTViu6e1JX8HTicSciemoxqJSB9e9JUpdARET0VOHQDxEREckWe1TK4OZzfQClqdRlPH1099ibRUT0lGJQKQulKYMKUU3FuVDS4HGnx2BQISIC56ARyRXnqBAREZFssUeFiAicgyYZzkGjx2BQISICOAeNSKY49ENERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkRERLLFoEJERESyxaBCREREsiVpUImPj0fLli1hbW0NZ2dn9OzZEydOnJCyJCIiIpIRSYNKWloahg0bhr1792Lr1q0oKChAly5dcPv2bSnLIiIiIpmoJeXON23aZPQ8MTERzs7OOHjwIDp06CBRVURERCQXkgaVh+Xm5gIAHBwcin1dq9VCq9Uanufl5VVJXURERCQN2UymFUJg9OjReOGFF+Dr61tsm/j4eNja2hoeHh4eVVwlERERVSXZBJXhw4fjjz/+wIoVK0psM3HiROTm5hoeWVlZVVghERERVTVZDP28/fbb2LBhA3bs2IE6deqU2E6lUkGlUlVhZURERCQlSYOKEAJvv/021q1bh9TUVNSrV0/KcoiIiEhmJA0qw4YNw/fff48ff/wR1tbWuHjxIgDA1tYWFhYWUpZGREREMiDpHJWEhATk5uYiODgYbm5uhsfKlSulLIuIiIhkQvKhHyIiIqKSyOasHyIiIqKHyeKsn+pCoS9AtewDEgLQF9z/s0ktQKGQtp4yUhTWTkRETx0GlTJQHyn5Gi9ERERU8RhUiIjAHlOpsMeUHodB5THMzc2RnJwsdRnlotFo0KtXLwDAunXrYG5uLnFFT646107yxh5TInliUHkMhUJRo67pYm5uXqPeDxER1WwMKkT01GKPqbxU59qp8jCoENFTiz2mRPLH66gQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWzxgm9E/yOEgEajqfR9aLVaAIBKpYKiEm8gZ25uXqnbJyKqCgwqRP+j0WgQGhoqdRkVJjk5mVcpJaJqj0M/REREJFvsUSH6n6q4QV1V3kCON3gjopqAQYXof6r6BnW8gRwR0eNx6IeIiIhki0GFiIiIZItDP0REVOPx8gPVF4MKERHVeLz8QPXFoR8iIiKSLfaoEBFRjcfLD1RfDCpERFTj8fID1ReHfoiIiEi2GFSIiIhIthhUiIiISLYYVIiIiEi2GFSIiIhIthhUiIiISLYYVIiIiEi2GFSIiIhIthhUiIiISLYYVIiIiEi2GFSIiIhItiQNKjt27ECPHj3g7u4OhUKB9evXS1kOERERyYykQeX27dt47rnnsHDhQinLICIiIpmS9O7JoaGhCA0NlbIEIiIikjHOUSEiIiLZkrRHpay0Wi20Wq3heV5enoTVEBERUWWrVj0q8fHxsLW1NTw8PDykLomIiIgqUbUKKhMnTkRubq7hkZWVJXVJREREVImq1dCPSqWCSqWSugySiBACGo1G6jLK5cH6q/t7MTc3h0KhkLoMIqrhJA0qt27dwunTpw3PMzMzceTIETg4OMDT01PCykiONBpNjTpLrFevXlKXUC7JycmwsLCQugwiquEkDSoHDhxASEiI4fno0aMBANHR0Vi6dKlEVREREZFcSBpUgoODIYSQsgSqpha+cA0qZfX77AgB5Ovv/9nMBKhuIydanQLDdzlIXQYRPUWq1RwVokIqpYBKKXUVT8Zc6gLKpfqFQyKq3qrVWT9ERET0dGGPChERSY5n9cmLnM7qY1AhIiLJ8aw+eZHTWX0c+iEiIiLZYo8KERHJCs/qk4Zcz+pjUCEiIlnhWX1SkWc45NAPERERyRZ7VKha0uqkruDpxONORFWNQYWqpeG7HKUugYiIqgCHfoiIiEi22KNC1dLCF65W28l21ZlWx94sIqpaDCpULamUYFAhqqE4F0oacj3uDCpERCQr7LWjB3GOChEREckWe1SIiEhWOAdNGnKdg8agQtWSVqeAXK+i+Cg14RLbRJWNc9DoQQwqVC3J8X4URERU8ThHhYiIiGSLPSpUbZibmyM5OVnqMspFo9GgV69eAIB169bB3Lz63sKsOtdORNUHgwpVGwqFAhYWFlKXUWHMzc1r1PshIqoMDCpERCQrnCwvDblOlmdQISIiWeFkeXoQJ9MSERGRbLFHhYiIJMfJ8vIip9oZVIiISHKcLE8l4dAPERERyRaDChEREckWh34kJoSARqOp1H08uP3K3pe5uTkU1e2cPKJKwu83UfkxqEhMo9EgNDS0yvZXONGrsiQnJ3Ncluh/+P0mKj8O/RAREZFssUdFYlVxSp4QAlqtFgCgUqkqtetWTqe0EUmN32+i8mNQkVhVnZJnaWlZ6fsgImP8fhOVH4d+iIiISLYYVIiIiEi2GFSIiIhIthhUiIiISLY4mZbof3hxLiIi+WFQIfofXpyLqObif0SqLwYVIiKq8fgfkepL8qDy+eefY/bs2cjJyUHTpk2xYMECtG/fXuqy6CnEi3MREcmPpEFl5cqVGDlyJD7//HO0a9cOixYtQmhoKI4fPw5PT08pS6OnEC/ORVRz8T8i1ZdCCCGk2nnr1q0REBCAhIQEwzIfHx/07NkT8fHxj10/Ly8Ptra2yM3NhY2NTWWWSkRERBWkLL/fkp2enJ+fj4MHD6JLly5Gy7t06YLdu3cXu45Wq0VeXp7Rg4iIiGouyYLKlStXoNPp4OLiYrTcxcUFFy9eLHad+Ph42NraGh4eHh5VUSoRERFJRPILvj08hieEKHFcb+LEicjNzTU8srKyqqJEIiIikohkk2mdnJygVCqL9J5cvny5SC9LIZVKBZVKVRXlERERkQxI1qNiZmaGFi1aYOvWrUbLt27dirZt20pUFREREcmJpKcnjx49GgMHDkRgYCDatGmDxYsX49y5cxgyZIiUZREREZFMSBpUIiMjcfXqVXzwwQfIycmBr68vfvnlF9StW1fKsoiIiEgmJL2OSnnxOipERETVT7W4jgoRERHR4zCoEBERkWwxqBAREZFsMagQERGRbDGoEBERkWxJenpyeRWesMSbExIREVUfhb/bpTnxuFoHlZs3bwIAb05IRERUDd28eRO2traPbFOtr6Oi1+uRnZ0Na2vrEm9kSDVHXl4ePDw8kJWVxevmENUw/H4/XYQQuHnzJtzd3WFi8uhZKNW6R8XExAR16tSRugyqYjY2NvyHjKiG4vf76fG4npRCnExLREREssWgQkRERLLFoELVhkqlwpQpU6BSqaQuhYgqGL/fVJJqPZmWiIiIajb2qBAREZFsMagQERGRbDGoEBERkWwxqJCsxMXFwd/fX+oyiIhIJhhUqMooFIpHPmJiYjB27Fhs27ZN6lKJnioxMTHFfidPnz4tdWlE1fvKtFS95OTkGP68cuVKTJ48GSdOnDAss7CwgFqthlqtlqI8oqdat27dkJiYaLSsdu3aRs/z8/NhZmZWlWURsUeFqo6rq6vhYWtrC4VCUWTZw0M/MTEx6NmzJ6ZPnw4XFxfY2dlh6tSpKCgowLhx4+Dg4IA6depgyZIlRvu6cOECIiMjYW9vD0dHR0RERODvv/+u2jdMVI2oVCqj76Orqys6duyI4cOHY/To0XByckLnzp0BAMePH0dYWBjUajVcXFwwcOBAXLlyxbCt27dvIyoqCmq1Gm5ubpg7dy6Cg4MxcuRIQxuFQoH169cb1WBnZ4elS5canj/ue1z478OcOXPg5uYGR0dHDBs2DPfu3TO00Wq1GD9+PDw8PKBSqdCwYUN8/fXXEEKgQYMGmDNnjlENx44dg4mJCc6cOVP+g0oVgkGFZG/79u3Izs7Gjh07MG/ePMTFxaF79+6wt7fHvn37MGTIEAwZMgRZWVkAgDt37iAkJARqtRo7duzArl27oFar0a1bN+Tn50v8boiql2XLlqFWrVpIT0/HokWLkJOTg6CgIPj7++PAgQPYtGkTLl26hN69exvWGTduHFJSUrBu3Tps2bIFqampOHjwYJn2W9rvcUpKCs6cOYOUlBQsW7YMS5cuNQo7UVFRSEpKwieffIKMjAx88cUXUKvVUCgUiI2NLdKLtGTJErRv3x7169d/sgNGFU8QSSAxMVHY2toWWT5lyhTx3HPPGZ5HR0eLunXrCp1OZ1jm7e0t2rdvb3heUFAgrKysxIoVK4QQQnz99dfC29tb6PV6QxutVissLCzE5s2bK/7NEFVz0dHRQqlUCisrK8Pj1VdfFUFBQcLf39+o7aRJk0SXLl2MlmVlZQkA4sSJE+LmzZvCzMxMJCUlGV6/evWqsLCwECNGjDAsAyDWrVtntB1bW1uRmJgohCjd97jw34eCggJDm9dee01ERkYKIYQ4ceKEACC2bt1a7PvOzs4WSqVS7Nu3TwghRH5+vqhdu7ZYunRpKY4aVRXOUSHZa9q0qdFtwF1cXODr62t4rlQq4ejoiMuXLwMADh48iNOnT8Pa2tpoOxqNht25RCUICQlBQkKC4bmVlRX69u2LwMBAo3YHDx5ESkpKsXPJzpw5g7t37yI/Px9t2rQxLHdwcIC3t3eZ6int97hp06ZQKpWG525ubjh69CgA4MiRI1AqlQgKCip2H25ubggPD8eSJUvQqlUrbNy4ERqNBq+99lqZaqXKxaBCsmdqamr0XKFQFLtMr9cDAPR6PVq0aIHvvvuuyLYenhxIRPdZWVmhQYMGxS5/kF6vR48ePTBz5swibd3c3HDq1KlS7U+hUEA8dAeXB+eWlPZ7/Kh/CywsLB5bx+uvv46BAwdi/vz5SExMRGRkJCwtLUv1HqhqMKhQjRMQEICVK1fC2dkZNjY2UpdDVKMEBARgzZo18PLyQq1aRX9CGjRoAFNTU+zduxeenp4AgOvXr+PkyZNGPRu1a9c2OhPw1KlTuHPnjtF+yvs99vPzg16vR1paGjp16lRsm7CwMFhZWSEhIQHJycnYsWPHE+2LKg8n01KN079/fzg5OSEiIgI7d+5EZmYm0tLSMGLECJw/f17q8oiqtWHDhuHatWvo27cvfvvtN5w9exZbtmxBbGwsdDod1Go1Bg8ejHHjxmHbtm04duwYYmJijIZvAeDFF1/EwoULcejQIRw4cABDhgwx6h2piO+xl5cXoqOjERsbi/Xr1yMzMxOpqalYtWqVoY1SqURMTAwmTpyIBg0aGA1ZkTwwqFCNY2lpiR07dsDT0xMvv/wyfHx8EBsbi7t377KHhaic3N3dkZ6eDp1Oh65du8LX1xcjRoyAra2tIYzMnj0bHTp0wEsvvYROnTrhhRdeQIsWLYy2M3fuXHh4eKBDhw7o168fxo4dazTkUlHf44SEBLz66qsYOnQoGjdujDfeeAO3b982ajN48GDk5+cjNja2HEeGKotCPDxISEREVMGCg4Ph7++PBQsWSF1KEenp6QgODsb58+fh4uIidTn0EM5RISKip5JWq0VWVhYmTZqE3r17M6TIFId+iIjoqbRixQp4e3sjNzcXs2bNkrocKgGHfoiIiEi22KNCREREssWgQkRERLLFoEJERESyxaBCREREssWgQkQVTqFQYP369VKXUamCg4MxcuRIqcsgqvEYVIhqoJiYGCgUCgwZMqTIa0OHDoVCoUBMTEypt5eamgqFQoEbN26Uqn1OTg5CQ0NLvf2HKRQKw8PKygoNGzZETEwMDh48+MTbrGhr167Fhx9+KHUZRDUegwpRDeXh4YGkpCTcvXvXsEyj0WDFihWGm8VVtPz8fACAq6srVCpVubaVmJiInJwc/Pnnn/jss89w69YttG7dGsuXL6+IUsvNwcEB1tbWUpdBVOMxqBDVUAEBAfD09MTatWsNy9auXQsPDw80b97cqK0QArNmzcKzzz4LCwsLPPfcc/jhhx8AAH///TdCQkIAAPb29ka9McHBwRg+fDhGjx4NJycndO7cGUDRoZ/z58+jT58+cHBwgJWVFQIDA7Fv375H1m9nZwdXV1d4eXmhS5cu+OGHH9C/f38MHz4c169fN7Rbs2YNmjZtCpVKBS8vL8ydO9doO15eXpg2bRqioqKgVqtRt25d/Pjjj/j3338REREBtVoNPz8/HDhwwLDO1atX0bdvX9SpUweWlpbw8/PDihUrjLb78NCPl5cXpk+fjtjYWFhbW8PT0xOLFy9+5HskosdjUCGqwQYNGoTExETD8yVLlhR747X3338fiYmJSEhIwJ9//olRo0ZhwIABSEtLg4eHB9asWQMAOHHiBHJycvDxxx8b1l22bBlq1aqF9PR0LFq0qMi2b926haCgIGRnZ2PDhg34/fffMX78eOj1+jK/n1GjRuHmzZvYunUrAODgwYPo3bs3+vTpg6NHjyIuLg6TJk3C0qVLjdabP38+2rVrh8OHDyM8PBwDBw5EVFQUBgwYgEOHDqFBgwaIiopC4fUvNRoNWrRogY0bN+LYsWN48803MXDgwMeGq7lz5yIwMBCHDx/G0KFD8dZbb+Gvv/4q8/skogcIIqpxoqOjRUREhPj333+FSqUSmZmZ4u+//xbm5ubi33//FRERESI6OloIIcStW7eEubm52L17t9E2Bg8eLPr27SuEECIlJUUAENevXzdqExQUJPz9/YvsH4BYt26dEEKIRYsWCWtra3H16tVS1//g+g+6e/euACBmzpwphBCiX79+onPnzkZtxo0bJ5o0aWJ4XrduXTFgwADD85ycHAFATJo0ybBsz549AoDIyckpsaawsDAxZswYw/OgoCAxYsSIEvej1+uFs7OzSEhIePwbJqIS8aaERDWYk5MTwsPDsWzZMgghEB4eDicnJ6M2x48fh0ajMQzbFMrPzy8yRFScwMDAR75+5MgRNG/eHA4ODmV/Aw8R/+vxUCgUAICMjAxEREQYtWnXrh0WLFgAnU4HpVIJAGjWrJnh9cIbz/n5+RVZdvnyZbi6ukKn02HGjBlYuXIlLly4AK1WC61WCysrq0fW9+B+FAoFXF1dcfny5Sd9u0QE3j2ZqMaLjY3F8OHDAQCfffZZkdcLh2B+/vlnPPPMM0avlWZC7ON+vC0sLEpb6mNlZGQAAOrVqwfgfnApDC2FRDG3LzM1NTX8ubB9ccsKj8XcuXMxf/58LFiwAH5+frCyssLIkSMNk4VL8uA2C7f7JENcRPT/GFSIarhu3boZfmC7du1a5PUmTZpApVLh3LlzCAoKKnYbZmZmAACdTlfm/Tdr1gxfffUVrl27Vu5elQULFsDGxgadOnUCcL/2Xbt2GbXZvXs3GjVqZOhNeRI7d+5EREQEBgwYAOB+gDl16hR8fHyevHgieiIMKkQ1nFKpNPREFPfjbW1tjbFjx2LUqFHQ6/V44YUXkJeXh927d0OtViM6Ohp169aFQqHAxo0bERYWBgsLC6jV6lLtv2/fvpg+fTp69uyJ+Ph4uLm54fDhw3B3d0ebNm1KXO/GjRu4ePEitFotTp48iUWLFmH9+vVYvnw57OzsAABjxoxBy5Yt8eGHHyIyMhJ79uzBwoUL8fnnn5f9QD2gQYMGWLNmDXbv3g17e3vMmzcPFy9eZFAhkgDP+iF6CtjY2MDGxqbE1z/88ENMnjwZ8fHx8PHxQdeuXfHTTz8ZhlieeeYZTJ06FRMmTICLi4thKKk0zMzMsGXLFjg7OyMsLAx+fn6YMWPGY3s8Bg0aBDc3NzRu3BhvvfUW1Go1fvvtN/Tr18/QJiAgAKtWrUJSUhJ8fX0xefJkfPDBB2W6mF1xJk2ahICAAHTt2hXBwcFwdXVFz549y7VNInoyClHcgC4RERGRDLBHhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZItBhYiIiGSLQYWIiIhki0GFiIiIZOv/AMq12AQ2N+XQAAAAAElFTkSuQmCC", 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", 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", + "image/png": 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", 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", 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", 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", 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XfErDw+P1rFq16on769ixIz788ENs3rwZv/zyi8HrCoUC3bt3R+fOnbF+/Xr88ssvGDFiBF555RVs3LgRGo0G3bt3r9KxPkqpVMLX1xdNmjTBDz/8gGPHjqFHjx6643m8l6NTp07o0KEDfv31V4NwWdtefvllAA/DbenQGgAcOXIEp0+f1vUy1oaJEyfizz//hK+vr0GvU2UNGzYMw4YNg42NDV544YVKrRsVFYWdO3di/Pjx+O6772Bqaqr3+oMHD7Br1y4MGTIELVq0QIsWLapVK8kfww01WAsWLHjqMoMHD0ZsbCxGjRqFCRMmIC8vD0uWLKnU//YiIyORkJAAf39/zJs3Dw4ODvjPf/6DM2fOAEClzy4pzyuvvIKkpCR07twZzzzzDDIzM7F48eKn/k/2afr27YvFixdDEASDM3d8fX2xbNkyiKKom28CAC+++CKaNm2K8PBwzJkzByYmJli/fj1+/fVXvfV/++03TJ48GW+++SY6dOgAU1NT7NmzB7/99htmzpwJAFi5ciX27NmDwYMHo3Xr1igsLNSdWVN62vGIESOwfv16BAQEYMqUKXj++edhYmKCq1evIi0tDYGBgRg2bNgTj3P27Nm4evUq+vXrh1atWuGvv/7CJ598ojdXqF27djAzM8P69evh5uYGS0tL3ZflqlWr4O/vj4EDByIkJAQtW7bErVu3cPr0afzyyy/45ptvqvV7KE+nTp0wYcIEfPbZZzAyMoK/vz+uXLmCWbNmwdnZGe+9916t7Bd4OB+qvF7MylKpVGVedbgievTogfj4eERERMDb2xsTJ06Eu7s7Hjx4gGPHjmH16tXw8PAwmNNEVB6GG5K1l19+GQkJCVi4cCGGDBmCli1bYvz48WjevHmF5xi0aNECGRkZiIyMRHh4OMzNzTFs2DDMmzcPY8aMqfKQ0eNKv4hjYmJw9+5deHl5YcuWLfjwww+rtd3ScGNkZKSbZ1OqV69eEAQBoijqXZLfzs4O33//PaZNm4a3334bFhYWCAwMRHJyst6VeR0dHdGuXTusWLEC2dnZEAQBbdu2xdKlS/HOO+8AePgF+uOPP2LOnDnIzc2FpaUlPDw8sH37dt18KIVCge3bt+OTTz7BV199hZiYGBgbG6NVq1bw9fVF165dn3qc3bt3x9GjR/HPf/4TN27cQJMmTeDj44M9e/bA3d0dwMOhmISEBMydOxd+fn548OAB5syZg+joaPTt2xc///wz/v3vfyMyMhK3b9+GnZ0dunTpguHDh1frd/A08fHxaNeuHdasWYPPP/8cNjY2GDRoEGJiYsqcYyNH48ePx/PPP687fT43NxcmJibo2LEjRo0aValLLxAJovjYlcyIqEImTJiADRs2IC8vz6AbnYiIpMOeG6IKmDdvHlq0aIG2bdvi7t272LFjB7788kt8+OGHDDZERPUMww1RBZiYmGDx4sW4evUqSkpK0KFDB8TGxmLKlClSl0ZERI/hsBQRERHJCi/iR0RERLLCcENERESywnBDREREstLoJhRrtVrk5OTAysqq3Eu4ExERUf0iiiLu3LmDFi1aPPXiqY0u3OTk5MDZ2VnqMoiIiKgKsrOzn3rl9kYXbkpvwJednQ1ra2uJqyEiIqKKKCgogLOzs8GNdMvS6MJN6VCUtbU1ww0REVEDU5EpJZxQTERERLLCcENERESywnBDREREstLo5twQEVH9pdFo8ODBA6nLIImYmpo+9TTvimC4ISIiyYmiiNzcXPz1119Sl0ISMjIyQps2bWBqalqt7TDcEBGR5EqDTfPmzWFubs6LrDZCpRfZVavVaN26dbX+BhhuiIhIUhqNRhds7OzspC6HJNSsWTPk5OSgpKQEJiYmVd6O5BOKV6xYgTZt2kClUsHb2xv79u0rd9mQkBAIgmDwcHd3r8OKiYioJpXOsTE3N5e4EpJa6XCURqOp1nYkDTfJycmIjIzEBx98gGPHjqFXr17w9/dHVlZWmct/8sknUKvVukd2djZsbW3x5ptv1nHlRERU0zgURTX1NyBpuImNjUVYWBjGjRsHNzc3xMXFwdnZGfHx8WUub2NjA0dHR93j6NGjuH37NsaOHVvHlRMREVF9JVm4KS4uRmZmJvz8/PTa/fz8cPDgwQptY82aNejfvz9cXFzKXaaoqAgFBQV6DyIikidBELBt2zbd8zNnzuCFF16ASqWCp6dnuW3VkZ6eDkEQeKYXgKSkJDRp0kTqMqQLNzdv3oRGo4GDg4Neu4ODA3Jzc5+6vlqtRkpKCsaNG/fE5WJiYmBjY6N78I7gREQNy6PzLU1MTODg4IABAwYgISEBWq1Wb1m1Wg1/f3/d8zlz5sDCwgJnz57F7t27y22rjhdffBFqtRo2NjbV3taTVOZ9kEpQUBDOnTsndRnSny31+PiaKIoVGnMrTYdDhw594nJRUVGYOnWq7nnpXUUbMlEUUVhYWOv7KCoqAgAolcpaHQtXqVQcayeiJxo0aBASExOh0Wjw559/YteuXZgyZQq+/fZbbN++HcbGD7/OHB0d9da7ePEiBg8erNfDX1ZbdZiamhrst7ZU9H2QipmZGczMzCStAZAw3Njb20OhUBj00ly/ft2gN+dxoigiISEBo0ePfuqFfpRKJZRKZbXrrU8KCwv1/mfS0KWkpNSLDwMR1V9KpVIXIFq2bAkvLy+88MIL6NevH5KSknS9+IIgYOvWrRg6dKjuP02ZmZmYN28e5syZg7lz5xq09enTB3379sXt27d1QyrHjx9Ht27dcPnyZbi6uuKPP/7A5MmTsX//fhQXF8PV1RWLFy9GQEAA0tPTDdbfvHkzZs+ejQsXLsDJyQnvvPMOpk2bpjseV1dXTJgwARcuXMA333yDpk2b4sMPP8SECRNq5H3IysrCO++8g927d8PIyAiDBg3CZ599pvt+jY6OxrZt2/Duu+8iOjoat27dwujRo7F8+XIsXboUsbGx0Gq1mDJlCj744APd/mNjY5GYmIhLly7B1tYWQ4YMwaJFi2BpaQngYcdDZGSkboiudD/Tpk3DrFmzcPv2bfj7++OLL76AlZVVlf4WKkKyYSlTU1N4e3sjNTVVrz01NRUvvvjiE9fNyMjAhQsXEBYWVpslEhFRPfbyyy/j2WefxZYtW8p8Xa1Ww93dHdOmTYNarcb06dPLbKuISZMmoaioCHv37sWJEyewcOFC3Rf64zIzMzF8+HCMGDECJ06cQHR0NGbNmoWkpCS95ZYuXQofHx8cO3YMERERmDhxIs6cOVOp9wAwfB9EUcTQoUNx69YtZGRkIDU1FRcvXkRQUJDeehcvXkRKSgp27dqFDRs2ICEhAYMHD8bVq1eRkZGBhQsX4sMPP8RPP/2kW8fIyAiffvopTp48ibVr12LPnj14//33n1jfxYsXsW3bNuzYsQM7duxARkYGFixYUOnjrAxJ+6+mTp2K0aNHw8fHBz169MDq1auRlZWF8PBwAA+HlK5du4Z169bprbdmzRp0794dHh4eUpQtOZVKhZSUlFrdR2FhIYYNGwYA2Lp1K1QqVa3tqza3TUTy1rlzZ/z2229lvubo6AhjY2NYWlrqejssLS0N2ioiKysLr7/+Orp27QoAaNu2bbnLxsbGol+/fpg1axYAoGPHjjh16hQWL16MkJAQ3XIBAQGIiIgAAPzzn//EsmXLkJ6ejs6dO1e4rlKPvg//+9//8Ntvv+Hy5cu6aRhfffUV3N3dceTIETz33HMAHl4ROCEhAVZWVujSpQv69u2Ls2fPYufOnTAyMkKnTp2wcOFCpKen44UXXgAAREZG6vbZpk0bfPTRR5g4cSJWrFhRbm1arRZJSUm6nprRo0dj9+7d+Pe//13p46woScNNUFAQ8vLyMG/ePKjVanh4eGDnzp26cVC1Wm1wzZv8/Hxs3rwZn3zyiRQl1wuCINTpMI5KpeKwERHVSxWdp1ld7777LiZOnIgff/wR/fv3x+uvv45nnnmmzGVPnz6NwMBAvbaePXsiLi4OGo0GCoUCAPTWFwQBjo6OuH79epXqe/R9OH36NJydnfXml3bp0gVNmjTB6dOndeHG1dVVb2jIwcEBCoVC78aVDg4OejWlpaVh/vz5OHXqFAoKClBSUoLCwkL8/fffsLCwKLO2x/fj5ORU5eOsKMmvUBwREYErV66gqKgImZmZ6N27t+61pKQkpKen6y1vY2ODe/fuYfz48XVcKRER1TenT59GmzZtqrWN0i9zURR1bY/fmXzcuHG4dOkSRo8ejRMnTsDHxwefffZZmdsrK3A9uu1Sj99eQBCEKp/19Oj7UF7ge7y9rP0/qaY//vgDAQEB8PDwwObNm5GZmYnPP/8cgOH79aiaPM6KkjzcEBERVcWePXtw4sQJvP7669XaTrNmzQA8HC0odfz4cYPlnJ2dER4eji1btmDatGn44osvytxely5dsH//fr22gwcPomPHjrpem5r0+PvQpUsXZGVlITs7W7fMqVOnkJ+fDzc3tyrv5+jRoygpKcHSpUvxwgsvoGPHjsjJyal2/bVB8lPBiYiInqaoqAi5ubl6p0DHxMTglVdeQXBwcLW23b59ezg7OyM6Ohoff/wxzp8/j6VLl+otExkZCX9/f3Ts2BG3b9/Gnj17yg0K06ZNw3PPPYePPvoIQUFBOHToEJYvX/7EeSkVVZH3oX///njmmWfw1ltvIS4uDiUlJYiIiICvry98fHyqvO927dqhpKQEn332GYYMGYIDBw5g5cqV1T6m2sCeGyIiqvd27doFJycnuLq6YtCgQUhLS8Onn36K7777rtq9ISYmJtiwYQPOnDmDZ599FgsXLsTHH3+st4xGo8GkSZPg5uaGQYMGoVOnTuWGFS8vL2zatAkbN26Eh4cHZs+ejXnz5ulNJq6qirwPpVdpbtq0KXr37o3+/fujbdu2SE5Orta+PT09ERsbi4ULF8LDwwPr169HTExMtY+pNghiWQOBMlZQUAAbGxvk5+fD2tpa6nLqrfv37+uupcPr0BBRbSosLMTly5fRpk0bnj3ZyD3pb6Ey39/suSEiIiJZYbghIiIiWWG4ISIiIllhuCEiIiJZYbghIiIiWWG4ISIiIllhuCEiIiJZYbghIiIiWWG4ISIiIlnhvaWIiKhB0Wg0Zd5luzYIglCjN7uMjo7Gtm3byrwxJ9UchhsiImowNBoNXnvjTeTfvlUn+7Npaost335ToYAjCMITXx8zZgyWL1+Od955p6bKo3Iw3BARUYMhiiLyb9/CHa9gQKjlmRWiFvhlXYV7idRqte7n5ORkzJ49G2fPntW1mZmZwdLSEpaWljVeKunjnBsiImp4BCPAqJYflQxPjo6OuoeNjQ0EQTBoi46Ohqenp26dkJAQDB06FPPnz4eDgwOaNGmCuXPnoqSkBDNmzICtrS1atWqFhIQEvX1du3YNQUFBaNq0Kezs7BAYGIgrV67UwBsrDww3REREEtqzZw9ycnKwd+9exMbGIjo6Gq+88gqaNm2Kw4cPIzw8HOHh4cjOzgYA3Lt3D3379oWlpSX27t2L/fv3w9LSEoMGDUJxcbHER1M/MNwQERFJyNbWFp9++ik6deqE0NBQdOrUCffu3cO//vUvdOjQAVFRUTA1NcWBAwcAABs3boSRkRG+/PJLdO3aFW5ubkhMTERWVhbS09OlPZh6gnNuiIiIJOTu7g4jo//f1+Dg4AAPDw/dc4VCATs7O1y/fh0AkJmZiQsXLsDKykpvO4WFhbh48WLdFF3PMdwQERFJyMTERO+5IAhltmm1WgCAVquFt7c31q9fb7CtZs2a1V6hDQjDDRERUQPi5eWF5ORkNG/eHNbW1lKXUy9xzg0REVED8tZbb8He3h6BgYHYt28fLl++jIyMDEyZMgVXr16Vurx6geGGiIgaHlELaGv5IWqlPsoymZubY+/evWjdujVee+01uLm5ITQ0FPfv32dPzv8RxLq6hnU9UVBQABsbG+Tn5/OP4Anu378Pf39/AEBKSgrMzMwkroiI5KqwsBCXL19GmzZtoFKpnrhsfb5CMVXfk/4WKvP9zTk3RETUYCgUCmz59psGe28pqhsMN0RE1KAwbNDTcM4NERERyQrDDREREckKww0RERHJCsMNERERyQrDDREREckKww0RERHJCsMNERERyQqvc0NERA2KRqPhRfzoiRhuiIiowdBoNAh68zXcvJVfJ/uzt7VB8jdbKhVwQkJCsHbtWoP28+fPo3379jVZHpWD4YaIiBoMURRx81Y+vvDNg0Ko3X1pRGB8BqrUSzRo0CAkJibqtTVr1kzveXFxMUxNTatVI5VN8jk3K1as0N0gy9vbG/v27Xvi8kVFRfjggw/g4uICpVKJdu3aISEhoY6qJSKi+kAhAMZGtfuoTnhSKpVwdHTUe/Tr1w+TJ0/G1KlTYW9vjwEDBgAATp06hYCAAFhaWsLBwQGjR4/GzZs3ddv6+++/ERwcDEtLSzg5OWHp0qXo06cPIiMjdcsIgoBt27bp1dCkSRMkJSXpnl+7dg1BQUFo2rQp7OzsEBgYiCtXruheDwkJwdChQ7FkyRI4OTnBzs4OkyZNwoMHD3TLFBUV4f3334ezszOUSiU6dOiANWvWQBRFtG/fHkuWLNGr4eTJkzAyMsLFixer/mZWgaThJjk5GZGRkfjggw9w7Ngx9OrVC/7+/sjKyip3neHDh2P37t1Ys2YNzp49iw0bNqBz5851WDUREVHVrF27FsbGxjhw4ABWrVoFtVoNX19feHp64ujRo9i1axf+/PNPDB8+XLfOjBkzkJaWhq1bt+LHH39Eeno6MjMzK7Xfe/fuoW/fvrC0tMTevXuxf/9+WFpaYtCgQSguLtYtl5aWhosXLyItLQ1r165FUlKSXkAKDg7Gxo0b8emnn+L06dNYuXIlLC0tIQgCQkNDDXqrEhIS0KtXL7Rr165qb1gVSTosFRsbi7CwMIwbNw4AEBcXhx9++AHx8fGIiYkxWH7Xrl3IyMjApUuXYGtrCwBwdXWty5KJiIieaseOHbC0tNQ99/f3BwC0b98eixYt0rXPnj0bXl5emD9/vq4tISEBzs7OOHfuHFq0aIE1a9Zg3bp1up6etWvXolWrVpWqZ+PGjTAyMsKXX34JQXjYJZWYmIgmTZogPT0dfn5+AICmTZti+fLlUCgU6Ny5MwYPHozdu3dj/PjxOHfuHDZt2oTU1FT0798fANC2bVvdPsaOHYvZs2fj559/xvPPP48HDx7g66+/xuLFiytVa02QrOemuLgYmZmZuje0lJ+fHw4ePFjmOtu3b4ePjw8WLVqEli1bomPHjpg+fTru379fFyUTERFVSN++fXH8+HHd49NPPwUA+Pj46C2XmZmJtLQ0WFpa6h6loxEXL17ExYsXUVxcjB49eujWsbW1RadOnSpVT2ZmJi5cuAArKyvdfmxtbVFYWKg3ZOTu7q43edrJyQnXr18HABw/fhwKhQK+vr5l7sPJyQmDBw/WTRXZsWMHCgsL8eabb1aq1pogWc/NzZs3odFo4ODgoNfu4OCA3NzcMte5dOkS9u/fD5VKha1bt+LmzZuIiIjArVu3yp13U1RUhKKiIt3zgoKCmjsIIiKiMlhYWJR5ZpSFhYXec61WiyFDhmDhwoUGyzo5OeH8+fMV2p8gCAYTnx+dK6PVauHt7Y3169cbrPvoRGcTExOD7Wq1WgCAmZnZU+sYN24cRo8ejWXLliExMRFBQUEwNzev0DHUJMnPlirtHisliqJBWymtVgtBELB+/XrY2NgAeDi09cYbb+Dzzz8v842PiYnB3Llza75wIiKiavLy8sLmzZvh6uoKY2PDr+T27dvDxMQEP/30E1q3bg0AuH37Ns6dO6fXg9KsWTOo1Wrd8/Pnz+PevXt6+0lOTkbz5s1hbW1dpVq7du0KrVaLjIwM3bDU4wICAmBhYYH4+HikpKRg7969VdpXdUk2LGVvbw+FQmHQS3P9+nWD3pxSTk5OaNmypS7YAICbmxtEUcTVq1fLXCcqKgr5+fm6R3Z2ds0dBBERUTVMmjQJt27dwsiRI/Hzzz/j0qVL+PHHHxEaGgqNRgNLS0uEhYVhxowZ2L17N06ePImQkBAYGel/fb/88stYvnw5fvnlFxw9ehTh4eF6vTBvvfUW7O3tERgYiH379uHy5cvIyMjAlClTyv3+fJyrqyvGjBmD0NBQbNu2DZcvX0Z6ejo2bdqkW0ahUCAkJARRUVFo37693nBaXZIs3JiamsLb2xupqal67ampqXjxxRfLXKdnz57IycnB3bt3dW3nzp2DkZFRuZOrlEolrK2t9R5ERNSwaUSgRFu7D00dXAS5RYsWOHDgADQaDQYOHAgPDw9MmTIFNjY2ugCzePFi9O7dG6+++ir69++Pl156Cd7e3nrbWbp0KZydndG7d2+MGjUK06dP1xsOMjc3x969e9G6dWu89tprcHNzQ2hoKO7fv1+p78X4+Hi88cYbiIiIQOfOnTF+/Hj8/fffesuEhYWhuLgYoaGh1XhnqkcQ6+oa1mVITk7G6NGjsXLlSvTo0QOrV6/GF198gd9//x0uLi6IiorCtWvXsG7dOgDA3bt34ebmhhdeeAFz587FzZs3MW7cOPj6+uKLL76o0D4LCgpgY2OD/Px8Bp0nuH//vm52f0pKSoXGWomIqqKwsBCXL1/WXfPsSRrCFYrrQp8+feDp6Ym4uDipSzFw4MAB9OnTB1evXi13JKY8T/pbqMz3t6RzboKCgpCXl4d58+ZBrVbDw8MDO3fuhIuLCwBArVbrXfPG0tISqampeOedd+Dj4wM7OzsMHz4cH3/8sVSHQEREdUihUCD5my28t1Q9VFRUhOzsbMyaNQvDhw+vdLCpSZJPKI6IiEBERESZrz164aBSnTt3NhjKIiKixoNho37asGEDwsLC4Onpia+++krSWiQPN0RERFQ56enpUpdgICQkBCEhIVKXAaAe3FuKiIiIqCYx3BARUb0g4fktVE/U1N8Aww0REUmq9Hosj150jhqn0pt4VndeFefcEBGRpBQKBZo0aaK7h5G5uXm5V6on+dJqtbhx4wbMzc3LvFpzZTDcEBGR5BwdHQFAF3CocTIyMkLr1q2rHW4ZboiISHKCIMDJyQnNmzfXu+EjNS6mpqYGt5aoCoYbIiKqNxQKBa9jQ9XGCcVEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkK8ZSF0DU0ImiiMLCwlrdflFREQBAqVRCEIRa25dKparV7RMR1QWGG6JqKiwshL+/v9Rl1IiUlBSYmZlJXQYRUbVwWIqIiIhkhT03RNWkUqmQkpJSa9svLCzEsGHDAABbt26FSqWqtX3V5raJiOoKww1RNQmCUGdDOSqVisNGRERPwWEpIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSFcnDzYoVK9CmTRuoVCp4e3tj37595S6bnp4OQRAMHmfOnKnDiomIiKg+kzTcJCcnIzIyEh988AGOHTuGXr16wd/fH1lZWU9c7+zZs1Cr1bpHhw4d6qhiIiIiqu8kDTexsbEICwvDuHHj4Obmhri4ODg7OyM+Pv6J6zVv3hyOjo66h0KhqKOKiYiIqL6TLNwUFxcjMzMTfn5+eu1+fn44ePDgE9ft1q0bnJyc0K9fP6SlpT1x2aKiIhQUFOg9iIiISL4kCzc3b96ERqOBg4ODXruDgwNyc3PLXMfJyQmrV6/G5s2bsWXLFnTq1An9+vXD3r17y91PTEwMbGxsdA9nZ+caPQ4iIiKqX4ylLkAQBL3noigatJXq1KkTOnXqpHveo0cPZGdnY8mSJejdu3eZ60RFRWHq1Km65wUFBQw4REREMiZZz429vT0UCoVBL83169cNenOe5IUXXsD58+fLfV2pVMLa2lrvQURERPIlWbgxNTWFt7c3UlNT9dpTU1Px4osvVng7x44dg5OTU02XR0RERA2UpMNSU6dOxejRo+Hj44MePXpg9erVyMrKQnh4OICHQ0rXrl3DunXrAABxcXFwdXWFu7s7iouL8fXXX2Pz5s3YvHmzlIdBRERE9Yik4SYoKAh5eXmYN28e1Go1PDw8sHPnTri4uAAA1Gq13jVviouLMX36dFy7dg1mZmZwd3fH999/j4CAAKkOgYiIiOoZQRRFUeoi6lJBQQFsbGyQn5/P+TdPcP/+ffj7+wMAUlJSYGZmJnFFjRd/F0RElfv+lvz2C0REREQ1ieGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZEXycLNixQq0adMGKpUK3t7e2LdvX4XWO3DgAIyNjeHp6Vm7BRIREVGDImm4SU5ORmRkJD744AMcO3YMvXr1gr+/P7Kysp64Xn5+PoKDg9GvX786qpSIiIgaCknDTWxsLMLCwjBu3Di4ubkhLi4Ozs7OiI+Pf+J6//jHPzBq1Cj06NGjjiolIiKihkKycFNcXIzMzEz4+fnptfv5+eHgwYPlrpeYmIiLFy9izpw5FdpPUVERCgoK9B5EREQkX5KFm5s3b0Kj0cDBwUGv3cHBAbm5uWWuc/78ecycORPr16+HsbFxhfYTExMDGxsb3cPZ2bnatRMREVH9JfmEYkEQ9J6LomjQBgAajQajRo3C3Llz0bFjxwpvPyoqCvn5+bpHdnZ2tWsmIiKi+qti3R+1wN7eHgqFwqCX5vr16wa9OQBw584dHD16FMeOHcPkyZMBAFqtFqIowtjYGD/++CNefvllg/WUSiWUSmXtHAQRERHVO5L13JiamsLb2xupqal67ampqXjxxRcNlre2tsaJEydw/Phx3SM8PBydOnXC8ePH0b1797oqnYiIiOoxyXpuAGDq1KkYPXo0fHx80KNHD6xevRpZWVkIDw8H8HBI6dq1a1i3bh2MjIzg4eGht37z5s2hUqkM2omIiKjxkjTcBAUFIS8vD/PmzYNarYaHhwd27twJFxcXAIBarX7qNW+IiIiIHiWIoihKXURdKigogI2NDfLz82FtbS11OfXW/fv34e/vDwBISUmBmZmZxBU1XvxdEBFV7vtb8rOliIiIiGpSlcJNSUkJ/ve//2HVqlW4c+cOACAnJwd3796t0eKIiIiIKqvSc27++OMPDBo0CFlZWSgqKsKAAQNgZWWFRYsWobCwECtXrqyNOomIiIgqpNI9N1OmTIGPjw9u376tN/Y/bNgw7N69u0aLIyIiIqqsSvfc7N+/HwcOHICpqaleu4uLC65du1ZjhTVkoiiisLBQ6jKq5dH6G/qxqFSqMq96TURE8lTpcKPVaqHRaAzar169CisrqxopqqErLCzUnd0iB8OGDZO6hGrhGUZERI1LpYelBgwYgLi4ON1zQRBw9+5dzJkzBwEBATVZGxEREVGlVbrnZtmyZejbty+6dOmCwsJCjBo1CufPn4e9vT02bNhQGzU2aHc9R0I0kvRaiVUjioC25OHPRsZAAxvWEbQlsDzOv0ciosao0t+6LVq0wPHjx7Fhwwb88ssv0Gq1CAsLw1tvvcWu/zKIRsaAwkTqMqrI9OmL1FON6sqURESkp0pdCmZmZggNDUVoaGhN10NERERULZUON+vWrXvi68HBwVUuhoiIiKi6Kh1upkyZovf8wYMHuHfvHkxNTWFubs5wQ0RERJKq9NlSt2/f1nvcvXsXZ8+exUsvvcQJxURERCS5GrlxZocOHbBgwQKDXh0iIiKiulZjdwVXKBTIycmpqc0RERERVUml59xs375d77koilCr1Vi+fDl69uxZY4URERERVUWlw83QoUP1nguCgGbNmuHll1/G0qVLa6ouIiIioiqp0r2liIiIiOqrGptzQ0RERFQfVKjnZurUqRXeYGxsbJWLISIiIqquCoWbY8eOVWhjQgO7uSIRERHJT4XCTVpaWm3XQURERFQjOOeGiIiIZKVKdwU/cuQIvvnmG2RlZaG4uFjvtS1bttRIYURERERVUemem40bN6Jnz544deoUtm7digcPHuDUqVPYs2cPbGxsaqNGIiIiogqrdLiZP38+li1bhh07dsDU1BSffPIJTp8+jeHDh6N169a1USMRERFRhVU63Fy8eBGDBw8GACiVSvz9998QBAHvvfceVq9eXeMFEhEREVVGpcONra0t7ty5AwBo2bIlTp48CQD466+/cO/evZqtjoiIiKiSKhxujh8/DgDo1asXUlNTAQDDhw/HlClTMH78eIwcORL9+vWrlSKJiIiIKqrCZ0t5eXmhW7duGDp0KEaOHAkAiIqKgomJCfbv34/XXnsNs2bNqrVCiYiIiCqiwj03Bw4cgJeXF5YsWYJ27drh7bffRkZGBt5//31s374dsbGxaNq0aW3WSkRERPRUFQ43PXr0wBdffIHc3FzEx8fj6tWr6N+/P9q1a4d///vfuHr1am3WSURERFQhlZ5QbGZmhjFjxiA9PR3nzp3DyJEjsWrVKrRp0wYBAQG1USMRERFRhVXr9gvt2rXDzJkz8cEHH8Da2ho//PBDTdVFREREVCVVuv0CAGRkZCAhIQGbN2+GQqHA8OHDERYWVpO1EREREVVapcJNdnY2kpKSkJSUhMuXL+PFF1/EZ599huHDh8PCwqK2aiQiIiKqsAqHmwEDBiAtLQ3NmjVDcHAwQkND0alTp9qsjYiIiKjSKhxuzMzMsHnzZrzyyitQKBS1WRMRERFRlVV4QvH27dsRGBhY48FmxYoVaNOmDVQqFby9vbFv375yl92/fz969uwJOzs7mJmZoXPnzli2bFmN1kNEREQNW5UnFNeE5ORkREZGYsWKFejZsydWrVoFf39/nDp1qsw7jFtYWGDy5Ml45plnYGFhgf379+Mf//gHLCwsMGHCBAmOgIiIiOqbap0KXl2xsbEICwvDuHHj4Obmhri4ODg7OyM+Pr7M5bt164aRI0fC3d0drq6uePvttzFw4MAn9vYQERFR4yJZuCkuLkZmZib8/Pz02v38/HDw4MEKbePYsWM4ePAgfH19y12mqKgIBQUFeg8iIiKSL8mGpW7evAmNRgMHBwe9dgcHB+Tm5j5x3VatWuHGjRsoKSlBdHQ0xo0bV+6yMTExmDt3bo3UTA1TYWGh1CVUy6P1N/RjAQCVSgVBEKQug4hkTNI5NwAM/pETRfGp//Dt27cPd+/exU8//YSZM2eiffv2ujuVPy4qKgpTp07VPS8oKICzs3P1C6cGY9iwYVKXUGPkcCwpKSkwMzOTugwikjHJwo29vT0UCoVBL83169cNenMe16ZNGwBA165d8eeffyI6OrrccKNUKqFUKmumaCIiIqr3JAs3pqam8Pb2Rmpqqt7/RlNTUxEYGFjh7YiiiKKiotookWRm+Uu3oFSIUpdRaaIIFGsf/mxqBDTEEZ0ijYDJ+22lLoOIGglJh6WmTp2K0aNHw8fHBz169MDq1auRlZWF8PBwAA+HlK5du4Z169YBAD7//HO0bt0anTt3BvDwujdLlizBO++8I9kxUMOhVIhQNtDrT6qkLqDaGl6oJKKGS9JwExQUhLy8PMybNw9qtRoeHh7YuXMnXFxcAABqtRpZWVm65bVaLaKionD58mUYGxujXbt2WLBgAf7xj39IdQhERERUzwiiKDaq/1IVFBTAxsYG+fn5sLa2rpV93L9/H/7+/gCAO16jAYVJreyHnkDzAFa/fKXX9IVvXoPtuWnoijTA+Aw7AJxQTERVU5nvb0kv4kdERERU0xhuiIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFaMpS5A9jQPpK6gceL7TkTUaDHc1DKrXzdKXQIREVGjwmEpIiIikhX23NSyO8+OABQmUpfR+GgesNeMiKiRYripbQoThhsiIqI6xGEpIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhXJb7+wYsUKLF68GGq1Gu7u7oiLi0OvXr3KXHbLli2Ij4/H8ePHUVRUBHd3d0RHR2PgwIF1XDURUe0QRRGFhYW1vo+ioiIAgFKphCAItbYvlUpVq9snKouk4SY5ORmRkZFYsWIFevbsiVWrVsHf3x+nTp1C69atDZbfu3cvBgwYgPnz56NJkyZITEzEkCFDcPjwYXTr1k2CIyAiqlmFhYXw9/eXuowak5KSAjMzM6nLoEZG0mGp2NhYhIWFYdy4cXBzc0NcXBycnZ0RHx9f5vJxcXF4//338dxzz6FDhw6YP38+OnTogP/+9791XDkRERHVV5L13BQXFyMzMxMzZ87Ua/fz88PBgwcrtA2tVos7d+7A1ta23GWKiop03a8AUFBQULWCiYjqgEqlQkpKSq3uo7CwEMOGDQMAbN26FSqVqtb2VZvbJiqPZOHm5s2b0Gg0cHBw0Gt3cHBAbm5uhbaxdOlS/P333xg+fHi5y8TExGDu3LnVqpWIqK4IglCnwzgqlYrDRiQ7kp8t9fhEM1EUKzT5bMOGDYiOjkZycjKaN29e7nJRUVHIz8/XPbKzs6tdMxEREdVfkvXc2NvbQ6FQGPTSXL9+3aA353HJyckICwvDN998g/79+z9xWaVSCaVSWe16iYiIqGGQLNyYmprC29sbqampurFfAEhNTUVgYGC5623YsAGhoaHYsGEDBg8eXBelEhFRI1Xbp+bztPzaIemp4FOnTsXo0aPh4+ODHj16YPXq1cjKykJ4eDiAh0NK165dw7p16wA8DDbBwcH45JNP8MILL+h6fczMzGBjYyPZcRARkTzJ6dT8xnRavqThJigoCHl5eZg3bx7UajU8PDywc+dOuLi4AADUajWysrJ0y69atQolJSWYNGkSJk2apGsfM2YMkpKS6rp8IiIiqockv0JxREQEIiIiynzt8cCSnp5e+wURERH9n9o+NZ+n5dcOycMNERFRfVWXp+bztPyaI/mp4EREREQ1iT031GgUaaSuoPHie09EdYnhhhqNyfvtpC6BiIjqAIeliIiISFbYc0ONxvKX8qBUSF1F41SkYc8ZEdUdhhtqNJQKMNwQETUCHJYiIiIiWWG4ISIiIllhuCEiIiJZYbghIiIiWeGE4lomaEsgSl1EVYgioC15+LORMSAI0tZTSUJp7URE1Ogw3NQyy+MbpC6BiIioUeGwFBEREckKe25qgUqlQkpKitRlVEthYSGGDRsGANi6dStUKpXEFVXNo8dBRESNA8NNLRAEQVa3rVepVLI6HiIikjcOSxEREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkazwCsXUaBRpBKAB3qNdFIFi7cOfTY0a3A3aAZS+90REdYPhhhqNyfttpS6BiIjqAIeliIiISFbYc0Oyxju01z8NvX4iqv8YbkjWeId2IqLGh8NSREREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrkl/Eb8WKFVi8eDHUajXc3d0RFxeHXr16lbmsWq3GtGnTkJmZifPnz+Pdd99FXFxc3RZMRI2aKIooLCyUuoxqebT+hn4sKpUKQkO8myzVKknDTXJyMiIjI7FixQr07NkTq1atgr+/P06dOoXWrVsbLF9UVIRmzZrhgw8+wLJlyySomIgau8LCQvj7+0tdRo0pvbVHQ5WSksKrdpMBSYelYmNjERYWhnHjxsHNzQ1xcXFwdnZGfHx8mcu7urrik08+QXBwMGxsbOq4WiIiImoIJOu5KS4uRmZmJmbOnKnX7ufnh4MHD9bYfoqKilBUVKR7XlBQUGPbJqLG7a7nSIhGko/uV54oAtqShz8bGQMNbFhH0JbA8vgGqcugekyyT+XNmzeh0Wjg4OCg1+7g4IDc3Nwa209MTAzmzp1bY9sjIiolGhkDChOpy6giU6kLqDJR6gKo3pP8bKnHJ4KJolijk8OioqKQn5+ve2RnZ9fYtomIiKj+kaznxt7eHgqFwqCX5vr16wa9OdWhVCqhVCprbHtERFR/NPSzveR05hpQf85ekyzcmJqawtvbG6mpqXqz9VNTUxEYGChVWURE1IA09LO9HiWHY6kvZ69JOhNu6tSpGD16NHx8fNCjRw+sXr0aWVlZCA8PB/BwSOnatWtYt26dbp3jx48DAO7evYsbN27g+PHjMDU1RZcuXaQ4BCIiIqpnJA03QUFByMvLw7x586BWq+Hh4YGdO3fCxcUFwMOL9mVlZemt061bN93PmZmZ+M9//gMXFxdcuXKlLksnIqJ6ZPlLt6BUNLypxqIIFGsf/mxq1OBOXAMAFGkETN5vK3UZeiQ/hzEiIgIRERFlvpaUlGTQJooN74+XiIhql1IhQqmQuoqqUUldQLXVv+9lyc+WIiIiIqpJDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrkt8VnCpPFEUUFhbW6j4e3X5t70ulUkEQhFrdBxERNR4MNw1QYWEh/P3962x/w4YNq9Xtp6SkwMzMrFb3QVQrNA+krqBx4vtOT8FwQ0RURVa/bpS6BCIqA8NNA6RSqZCSklKr+xBFEUVFRQAApVJZq8NGKpWq1rZNRI1DkUbqChqv+vjeM9w0QIIg1Mkwjrm5ea3vg6ghu/PsCEBhInUZjY/mgUGv2eT9dhIVQ/URww0RUVUpTBhuiOohhhuiaqrts9d45hrR0y1/KQ9KhdRVNE5FmvrXc8ZwQ1RNdXn2Gs9cIyqbUgGGG9LhRfyIiIhIVthzQ1RNtX32Gs9cq78EbQlEqYuoClEEtCUPfzYyBhrYUKRQWjtRORhuiKqpLs5e45lr9ZPl8Q1Sl0BEZeCwFBEREckKe26IiCqhLi6iWdsKCwt1k9O3bt3aYIcjHz0Ookcx3BARVUJdXUSzrqhUKlkcT5FGABrgDChRBIq1D382NWpw058AlL739QvDDRERNXiT99tKXQLVI5xzQ0RERLLCnhsiImqQOP+p/qkv9TPcEBFRg8T5T1QeDksRERGRrLDnhoioHqntG7ECvBkryR/DDRFRPVKXN2IFeDNWkicOSxEREZGssOeGiKgeqYszgHgzVpI7hhsionqkrs4A4s1YSc4kH5ZasWIF2rRpA5VKBW9vb+zbt++Jy2dkZMDb2xsqlQpt27bFypUr66hSIiJqbERRxP3792vt8fjk7trclyg2vNtTVJWkPTfJycmIjIzEihUr0LNnT6xatQr+/v44deoUWrdubbD85cuXERAQgPHjx+Prr7/GgQMHEBERgWbNmuH111+X4AiIiEjO6nKCNyd31xxBlDDKde/eHV5eXoiPj9e1ubm5YejQoYiJiTFY/p///Ce2b9+O06dP69rCw8Px66+/4tChQxXaZ0FBAWxsbJCfnw9ra+vqHwQREcnW/fv36/TstdrU0MNNZb6/Jeu5KS4uRmZmJmbOnKnX7ufnh4MHD5a5zqFDh+Dn56fXNnDgQKxZswYPHjyAiYlJrdVLRESNT21P8Obk7tohWbi5efMmNBoNHBwc9NodHByQm5tb5jq5ubllLl9SUoKbN2/CycnJYJ2ioiLdHw7wMPkRERFVRF1M8Obk7pon+YTix1OqKIpPTK5lLV9We6mYmBjY2NjoHs7OztWsmIiIiOozycKNvb09FAqFQS/N9evXDXpnSjk6Opa5vLGxMezs7MpcJyoqCvn5+bpHdnZ2zRwAERER1UuShRtTU1N4e3sjNTVVrz01NRUvvvhimev06NHDYPkff/wRPj4+5c63USqVsLa21nsQERGRfEk6LDV16lR8+eWXSEhIwOnTp/Hee+8hKysL4eHhAB72ugQHB+uWDw8Pxx9//IGpU6fi9OnTSEhIwJo1azB9+nSpDoGIiIjqGUmvcxMUFIS8vDzMmzcParUaHh4e2LlzJ1xcXAAAarUaWVlZuuXbtGmDnTt34r333sPnn3+OFi1a4NNPP+U1boiIiEhH0uvcSIHXuSEiImp4KvP9LfnZUkREREQ1ieGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkRdKL+Emh9LI+vDs4ERFRw1H6vV2Ry/M1unBz584dAODdwYmIiBqgO3fuwMbG5onLNLorFGu1WuTk5MDKygqCIEhdDtWygoICODs7Izs7m1ekJpIZfr4bF1EUcefOHbRo0QJGRk+eVdPoem6MjIzQqlUrqcugOsY7whPJFz/fjcfTemxKcUIxERERyQrDDREREckKww3JmlKpxJw5c6BUKqUuhYhqGD/fVJ5GN6GYiIiI5I09N0RERCQrDDdEREQkKww3REREJCsMN9TgRUdHw9PTU+oyiIionmC4oXpNEIQnPkJCQjB9+nTs3r1b6lKJGpWQkJAyP5MXLlyQujSixneFYmpY1Gq17ufk5GTMnj0bZ8+e1bWZmZnB0tISlpaWUpRH1KgNGjQIiYmJem3NmjXTe15cXAxTU9O6LIuIPTdUvzk6OuoeNjY2EATBoO3xYamQkBAMHToU8+fPh4ODA5o0aYK5c+eipKQEM2bMgK2tLVq1aoWEhAS9fV27dg1BQUFo2rQp7OzsEBgYiCtXrtTtARM1IEqlUu/z6OjoiH79+mHy5MmYOnUq7O3tMWDAAADAqVOnEBAQAEtLSzg4OGD06NG4efOmblt///03goODYWlpCScnJyxduhR9+vRBZGSkbhlBELBt2za9Gpo0aYKkpCTd86d9jkv/fViyZAmcnJxgZ2eHSZMm4cGDB7plioqK8P7778PZ2RlKpRIdOnTAmjVrIIoi2rdvjyVLlujVcPLkSRgZGeHixYvVf1OpRjDckCzt2bMHOTk52Lt3L2JjYxEdHY1XXnkFTZs2xeHDhxEeHo7w8HBkZ2cDAO7du4e+ffvC0tISe/fuxf79+2FpaYlBgwahuLhY4qMhaljWrl0LY2NjHDhwAKtWrYJarYavry88PT1x9OhR7Nq1C3/++SeGDx+uW2fGjBlIS0vD1q1b8eOPPyI9PR2ZmZmV2m9FP8dpaWm4ePEi0tLSsHbtWiQlJekFpODgYGzcuBGffvopTp8+jZUrV8LS0hKCICA0NNSgtyohIQG9evVCu3btqvaGUc0TiRqIxMRE0cbGxqB9zpw54rPPPqt7PmbMGNHFxUXUaDS6tk6dOom9evXSPS8pKREtLCzEDRs2iKIoimvWrBE7deokarVa3TJFRUWimZmZ+MMPP9T8wRA1cGPGjBEVCoVoYWGhe7zxxhuir6+v6OnpqbfsrFmzRD8/P7227OxsEYB49uxZ8c6dO6Kpqam4ceNG3et5eXmimZmZOGXKFF0bAHHr1q1627GxsRETExNFUazY57j034eSkhLdMm+++aYYFBQkiqIonj17VgQgpqamlnncOTk5okKhEA8fPiyKoigWFxeLzZo1E5OSkirwrlFd4ZwbkiV3d3cYGf3/jkkHBwd4eHjonisUCtjZ2eH69esAgMzMTFy4cAFWVlZ62yksLGRXM1E5+vbti/j4eN1zCwsLjBw5Ej4+PnrLZWZmIi0trcy5cRcvXsT9+/dRXFyMHj166NptbW3RqVOnStVT0c+xu7s7FAqF7rmTkxNOnDgBADh+/DgUCgV8fX3L3IeTkxMGDx6MhIQEPP/889ixYwcKCwvx5ptvVqpWql0MNyRLJiYmes8FQSizTavVAgC0Wi28vb2xfv16g209PkGSiB6ysLBA+/bty2x/lFarxZAhQ7Bw4UKDZZ2cnHD+/PkK7U8QBIiP3THo0bkyFf0cP+nfAjMzs6fWMW7cOIwePRrLli1DYmIigoKCYG5uXqFjoLrBcEMEwMvLC8nJyWjevDmsra2lLodIVry8vLB582a4urrC2Njwa6d9+/YwMTHBTz/9hNatWwMAbt++jXPnzun1oDRr1kzvDMrz58/j3r17evup7ue4a9eu0Gq1yMjIQP/+/ctcJiAgABYWFoiPj0dKSgr27t1bpX1R7eGEYiIAb731Fuzt7REYGIh9+/bh8uXLyMjIwJQpU3D16lWpyyNq0CZNmoRbt25h5MiR+Pnnn3Hp0iX8+OOPCA0NhUajgaWlJcLCwjBjxgzs3r0bJ0+eREhIiN7QMgC8/PLLWL58OX755RccPXoU4eHher0wNfE5dnV1xZgxYxAaGopt27bh8uXLSE9Px6ZNm3TLKBQKhISEICoqCu3bt9cbTqP6geGGCIC5uTn27t2L1q1b47XXXoObmxtCQ0Nx//599uQQVVOLFi1w4MABaDQaDBw4EB4eHpgyZQpsbGx0AWbx4sXo3bs3Xn31VfTv3x8vvfQSvL299bazdOlSODs7o3fv3hg1ahSmT5+uNxxUU5/j+Ph4vPHGG4iIiEDnzp0xfvx4/P3333rLhIWFobi4GKGhodV4Z6i2COLjA5hERET1QJ8+feDp6Ym4uDipSzFw4MAB9OnTB1evXoWDg4PU5dBjOOeGiIiogoqKipCdnY1Zs2Zh+PDhDDb1FIeliIiIKmjDhg3o1KkT8vPzsWjRIqnLoXJwWIqIiIhkhT03REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RUbwiCgG3btkldRq3q06cPIiMjpS6DSNYYbohIJyQkBIIgIDw83OC1iIgICIKAkJCQCm8vPT0dgiDgr7/+qtDyarUa/v7+Fd7+4wRB0D0sLCzQoUMHhISEIDMzs8rbrGlbtmzBRx99JHUZRLLGcENEepydnbFx40bcv39f11ZYWIgNGzbobmpY04qLiwEAjo6OUCqV1dpWYmIi1Go1fv/9d3z++ee4e/cuunfvjnXr1tVEqdVma2sLKysrqcsgkjWGGyLS4+XlhdatW2PLli26ti1btsDZ2RndunXTW1YURSxatAht27aFmZkZnn32WXz77bcAgCtXrqBv374AgKZNm+r1+vTp0weTJ0/G1KlTYW9vjwEDBgAwHJa6evUqRowYAVtbW1hYWMDHxweHDx9+Yv1NmjSBo6MjXF1d4efnh2+//RZvvfUWJk+ejNu3b+uW27x5M9zd3aFUKuHq6oqlS5fqbcfV1RUff/wxgoODYWlpCRcXF3z33Xe4ceMGAgMDYWlpia5du+Lo0aO6dfLy8jBy5Ei0atUK5ubm6Nq1KzZs2KC33ceHpVxdXTF//nyEhobCysoKrVu3xurVq594jET0ZAw3RGRg7NixSExM1D1PSEgo8waBH374IRITExEfH4/ff/8d7733Ht5++21kZGTA2dkZmzdvBgCcPXsWarUan3zyiW7dtWvXwtjYGAcOHMCqVasMtn337l34+voiJycH27dvx6+//or3338fWq220sfz3nvv4c6dO0hNTQUAZGZmYvjw4RgxYgROnDiB6OhozJo1C0lJSXrrLVu2DD179sSxY8cwePBgjB49GsHBwXj77bfxyy+/oH379ggODkbptVALCwvh7e2NHTt24OTJk5gwYQJGjx791EC2dOlS+Pj44NixY4iIiMDEiRNx5syZSh8nEf0fkYjo/4wZM0YMDAwUb9y4ISqVSvHy5cvilStXRJVKJd64cUMMDAwUx4wZI4qiKN69e1dUqVTiwYMH9bYRFhYmjhw5UhRFUUxLSxMBiLdv39ZbxtfXV/T09DTYPwBx69atoiiK4qpVq0QrKysxLy+vwvU/uv6j7t+/LwIQFy5cKIqiKI4aNUocMGCA3jIzZswQu3Tponvu4uIivv3227rnarVaBCDOmjVL13bo0CERgKhWq8utKSAgQJw2bZruua+vrzhlypRy96PVasXmzZuL8fHxTz9gIioTb5xJRAbs7e0xePBgrF27FqIoYvDgwbC3t9db5tSpUygsLNQNKZUqLi42GL4qi4+PzxNfP378OLp16wZbW9vKH8BjxP/rWREEAQBw+vRpBAYG6i3Ts2dPxMXFQaPRQKFQAACeeeYZ3eulN0js2rWrQdv169fh6OgIjUaDBQsWIDk5GdeuXUNRURGKiopgYWHxxPoe3Y8gCHB0dMT169ererhEjR7DDRGVKTQ0FJMnTwYAfP755wavlw4Pff/992jZsqXeaxWZFPy0L3wzM7OKlvpUp0+fBgC0adMGwMOwUxp0Soll3GbPxMRE93Pp8mW1lb4XS5cuxbJlyxAXF4euXbvCwsICkZGRugnT5Xl0m6XbrcrwGxE9xHBDRGUaNGiQ7kt54MCBBq936dIFSqUSWVlZ8PX1LXMbpqamAACNRlPp/T/zzDP48ssvcevWrWr33sTFxcHa2hr9+/cH8LD2/fv36y1z8OBBdOzYUddrUxX79u1DYGAg3n77bQAPQ8/58+fh5uZW9eKJqNIYboioTAqFQtfjUdYXvpWVFaZPn4733nsPWq0WL730EgoKCnDw4EFYWlpizJgxcHFxgSAI2LFjBwICAmBmZgZLS8sK7X/kyJGYP38+hg4dipiYGDg5OeHYsWNo0aIFevToUe56f/31F3Jzc1FUVIRz585h1apV2LZtG9atW4cmTZoAAKZNm4bnnnsOH330EYKCgnDo0CEsX74cK1asqPwb9Yj27dtj8+bNOHjwIJo2bYrY2Fjk5uYy3BDVMZ4tRUTlsra2hrW1dbmvf/TRR5g9ezZiYmLg5uaGgQMH4r///a9u+Kdly5aYO3cuZs6cCQcHB90wV0WYmprixx9/RPPmzREQEICuXbtiwYIFT+1ZGTt2LJycnNC5c2dMnDgRlpaW+PnnnzFq1CjdMl5eXti0aRM2btwIDw8PzJ49G/PmzavUBQrLMmvWLHh5eWHgwIHo06cPHB0dMXTo0Gptk4gqTxDLGmgmIiIiaqDYc0NERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLy/wCyliCAL6P2OAAAAABJRU5ErkJggg==", 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", + "image/png": 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", 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", 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", 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RqlUrODo6IiQkBFevXgUA/TFf1apVe+Hy8vMeKM3vpNz39TvvvGP0vp45cyaEELh169YL14sKztLcBVD5FBYWhkmTJmHx4sX473//m2e/1atXw8rKCps3bzb40tm4caPJ/qb+M3NyctJ/STwt98uvuPzwww8ICQnB9OnTDdpv3ryJihUrFmqer7/+OhQKBZKSkqBUKuHj46O/Foe9vT28vb2RmJiIW7duwdLSUh98duzYgStXriApKUm/twaA/jiap9WoUUP/x+jMmTNYu3YtpkyZguzsbCxevBgA0K5dO7Rr1w5arRaHDh3C119/jZEjR8LV1RV9+vSBs7MznJycsHXrVpPr8ewp/nn9Bx0UFISgoCBkZWVh//79iIqKQr9+/eDp6ak/JsQUZ2dnAMCECRPw1ltvmexTv379PKcvitywkp6ebvQH9MqVK/raSkJQUBDatGmDyZMn49tvvzV6PSYmBkII/PTTTyavf7NixQp88cUXUCgUeS7j9ddfR5cuXbBx40Zcv34dlStXxu+//64PHqbC2v79+3Hy5Ek0atQIv/zyi8EBuc8LKk979OgRfv/9d9SuXfu5wcTZ2RnR0dGIjo5GWloaNm3ahPHjx+P69evYunUrXFxcAOC5x+0URGl+J+W+d77++mu89tprJudfkH/SKP8YbqhQqlatinHjxuHvv/9GaGhonv0kSYKlpaXBl++jR4/w/fff53tZfn5+mDNnjv7LNtfq1asLV/xzalUqlQZtv/76Ky5fvow6deoUap4ODg5o3ry5PtwEBAQYvO7n54fExETcvn0bLVu21Aef3C/UZ+tZsmTJc5dXr149fPbZZ1i3bh0OHz5s9LpCocCrr76KBg0aYNWqVTh8+DD69OmD7t27Y/Xq1dBqtXj11VcLta5PUyqV8PPzQ8WKFfHbb7/hyJEjaNWqlX59nv3vuH79+qhbty6OHTtmFC5L2htvvAHgSbjNHVoDgIMHD+LUqVP6/+hLysyZM9G2bVt89dVXBu1arRYrVqxA7dq19deiedrmzZsxd+5cxMfHo3v37rh27RpcXFyMzorSarU4e/YsbG1t9SF92bJlsLCwwPr16+Hg4GDQ/9KlSxgwYABiYmIwZ84cNGnSpMDrpNVqMXz4cGRkZJg8oykv1atXx/Dhw7F9+3bs2bMHANC6dWs4ODhg8eLF6NOnzwuHpl6kNL+T2rRpg4oVK+LkyZMFOgGCio7hhgptxowZL+wTGBiIefPmoV+/fhg6dCgyMjIwZ84coz/azzNy5EjExMTA398f06ZNg6urK/7v//4Pf//9NwDTp7gWRvfu3REbG4sGDRqgadOmSElJwezZs/O1O/x5OnTogNmzZ0OSJKOzNvz8/DB//nwIIfTHmwBPvtArVaqEiIgITJ48GVZWVli1ahWOHTtmMP2ff/6J4cOH491330XdunVhbW2NHTt24M8//8T48eMBAIsXL8aOHTsQGBiI6tWrQ6PR6IczOnXqBADo06cPVq1ahYCAAIwYMQItW7aElZUVLl26hMTERAQFBaFXr17PXc9Jkybh0qVL6NixI6pVq4Y7d+7gyy+/NDhWqHbt2rCxscGqVavQsGFDqNVqVKlSBVWqVMGSJUvg7++Prl27IiwsDFWrVsWtW7dw6tQpHD582OjsoOJSv359DB06FF9//TUsLCzg7++PCxcuYOLEifDw8MCoUaNKZLm52rRpg6CgIPz8888G7fHx8bhy5Qpmzpxp8qrfXl5eWLBgAZYtW4bu3bvj+++/x5IlS9CvXz+88sorcHBwwKVLl7B06VL89ddfmDRpEqytrZGRkYGff/4ZXbt2RVBQkMma5s+fj5UrVyIqKgpWVlbPrf/atWvYv38/hBC4d+8eTpw4gZUrV+LYsWMYNWoUhgwZkue0d+/eRYcOHdCvXz80aNAAFSpUwMGDB7F161b9Hjy1Wo25c+di8ODB6NSpE4YMGQJXV1ecO3cOx44dw4IFC16whQ2V5neSWq3G119/jdDQUNy6dQvvvPMOKleujBs3buDYsWO4ceMGFi1aVKD6KZ/MeTQzlR9Pny31PKbOloqJiRH169cXSqVS1KpVS0RFRYlly5YJACI1NVXf7+kzSZ514sQJ0alTJ6FSqYSjo6MYNGiQWLFihcGZQ0LkfbaUqTM6atSoIUJDQ/XPb9++LQYNGiQqV64sbG1tRdu2bcWuXbuEn5+fwToV5GwpIYTYsmWLACAUCoXRxQ9v3bolLCwsBACRkJBg8NrevXtFq1athK2trXBxcRGDBw8Whw8fNlj2tWvXRFhYmGjQoIGws7MTarVaNG3aVMyfP1/k5OQIIYTYt2+f6NWrl6hRo4ZQKpXCyclJ+Pn5iU2bNhks7/Hjx2LOnDmiWbNmQqVSCbVaLRo0aCDef/99cfbsWYPtZur3tHnzZuHv7y+qVq0qrK2tReXKlUVAQIDYtWuXQb+4uDjRoEEDYWVlJQCIyZMn6187duyY6N27t6hcubKwsrISbm5u4o033tCfKSRE3mdLmbqA2+TJk0V+vua0Wq2YOXOmqFevnrCyshLOzs7ivffeExcvXjTo5+fnJxo3bmw0van3nSl5bbuTJ08KhUJhcLZUz549hbW1tbh+/Xqe8+vTp4+wtLQUV69eFSdPnhRjxowRLVq0EC4uLsLS0lJUqlRJ+Pn5ie+//14/TXR0tAAgNm7cmOd8Fy9ebPLsuWfhf2dlARAWFhbC3t5eNGnSRAwdOlTs27fPqP+znx2NRiMiIiJE06ZNhb29vbCxsRH169cXkydPFg8ePDCYdsuWLfqzuWxtbUWjRo3EzJkz9a8X5D1Qmt9JQgiRnJwsAgMDhaOjo7CyshJVq1YVgYGBJi/YSMVDEiIfh7MTlUFDhw5FXFwcMjIyYG1tbe5yiOglx++ksoPDUlQuTJs2DVWqVEGtWrVw//59bN68GUuXLsVnn33GLxEiKnX8TirbGG6oXLCyssLs2bNx6dIl5OTkoG7dupg3b57RjfmIiEoDv5PKNg5LERERkazwIn5EREQkKww3REREJCsMN0RERCQrL90BxTqdDleuXEGFChWKfKVLIiIiKh3ifxeKrFKlygsv3vrShZsrV67Aw8PD3GUQERFRIVy8ePGFV45/6cJN7g0AL168CHt7ezNXQ0RERPmRmZkJDw8Poxv5mvLShZvcoSh7e3uGGyIionImP4eU8IBiIiIikhWGGyIiIpIVhhsiIiKSlZfumBsiIiq7tFotHj9+bO4yyEysra1feJp3fjDcEBGR2QkhcPXqVdy5c8fcpZAZWVhYoGbNmkW+szrDDRERmV1usKlcuTJsbW15kdWXUO5FdtPT01G9evUivQcYboiIyKy0Wq0+2Dg5OZm7HDIjFxcXXLlyBTk5ObCysir0fHhAMRERmVXuMTa2trZmroTMLXc4SqvVFmk+DDdERFQmcCiKius9wHBDREREssJwQ0REsiFJEjZu3Kh//vfff+O1116DSqWCt7d3nm1FkZSUBEmSeKYXgNjYWFSsWNHcZTDcEBFR2RYWFgZJkiBJEqysrODq6orOnTsjJiYGOp3OoG96ejr8/f31zydPngw7OzucPn0a27dvz7OtKFq3bo309HQ4ODgUeV7PU5DtYC7BwcE4c+aMucvg2VJERSWEgEajKdH5Z2VlAQCUSmWJHpegUql43AOVSd26dcPy5cuh1Wpx7do1bN26FSNGjMBPP/2ETZs2wdLyyZ8zNzc3g+nOnz+PwMBA1KhR47ltRWFtbW203JKS3+1gLjY2NrCxsTFrDQDDDVGRaTQag/8Uy7P4+Pgy8cVE9CylUqkPEFWrVoWPjw9ee+01dOzYEbGxsRg8eDCAJ8NSGzZsQM+ePfVBPSUlBdOmTcPkyZMxdepUo7b27dujQ4cOuH37tn5I5ejRo2jevDlSU1Ph6emJf//9F8OHD8fu3buRnZ0NT09PzJ49GwEBAUhKSjKaft26dZg0aRLOnTsHd3d3fPjhhxgzZox+fTw9PTF06FCcO3cOP/74IypVqoTPPvsMQ4cOLZbtkJaWhg8//BDbt2+HhYUFunXrhq+//hqurq4AgClTpmDjxo346KOPMGXKFNy6dQsDBgzAggULMHfuXMybNw86nQ4jRozAp59+ql/+vHnzsHz5cvzzzz9wdHREjx49MGvWLKjVagBPhqVGjhypH6LLXc6YMWMwceJE3L59G/7+/vjuu+9QoUKFQr0X8oPDUkREVC698cYbaNasGdavX2/y9fT0dDRu3BhjxoxBeno6xo4da7ItP4YNG4asrCzs3LkTx48fx8yZM/V/0J+VkpKC3r17o0+fPjh+/DimTJmCiRMnIjY21qDf3Llz0aJFCxw5cgSRkZH44IMP8PfffxdoGwDG20EIgZ49e+LWrVtITk5GQkICzp8/j+DgYIPpzp8/j/j4eGzduhVxcXGIiYlBYGAgLl26hOTkZMycOROfffYZ9u/fr5/GwsICX331FU6cOIEVK1Zgx44d+Pjjj59b3/nz57Fx40Zs3rwZmzdvRnJyMmbMmFHg9SwI7rkhKiKVSoX4+PgSm79Go0GvXr0AABs2bIBKpSqxZZXkvIlKQoMGDfDnn3+afM3NzQ2WlpZQq9X6vR1qtdqoLT/S0tLw9ttvo0mTJgCAWrVq5dl33rx56NixIyZOnAgAqFevHk6ePInZs2cjLCxM3y8gIACRkZEAgE8++QTz589HUlISGjRokO+6cj29HX7//Xf8+eefSE1NhYeHBwDg+++/R+PGjXHw4EG88sorAJ5cETgmJgYVKlRAo0aN0KFDB5w+fRpbtmyBhYUF6tevj5kzZyIpKQmvvfYaAGDkyJH6ZdasWROff/45PvjgAyxcuDDP2nQ6HWJjY/V7agYMGIDt27fjv//9b4HXM78YboiKSJKkUhvKUalUHDYieooQolSOE/voo4/wwQcfYNu2bejUqRPefvttNG3a1GTfU6dOISgoyKCtTZs2iI6OhlarhUKhAACD6SVJgpubG65fv16o+p7eDqdOnYKHh4c+2ABAo0aNULFiRZw6dUofbjw9PQ2GhlxdXaFQKAxuXOnq6mpQU2JiIqZPn46TJ08iMzMTOTk50Gg0ePDgAezs7EzW9uxy3N3dC72e+cVhKSIiKrdOnTqFmjVrFmkeuX/MhRD6tmfvTD548GD8888/GDBgAI4fP44WLVrg66+/Njk/U4Hr6Xnnevb2ApIkFfqsp6e3Q16B79l2U8t/Xk3//vsvAgIC4OXlhXXr1iElJQXffPMNAOPt9bTiXM/8YrghIqJyaceOHTh+/DjefvvtIs3HxcUFwJNjdHIdPXrUqJ+HhwciIiKwfv16jBkzBt99953J+TVq1Ai7d+82aNu7dy/q1aun32tTnJ7dDo0aNUJaWhouXryo73Py5EncvXsXDRs2LPRyDh06hJycHMydOxevvfYa6tWrhytXrhS5/pLAYSkiIirzsrKycPXqVYNToKOiotC9e3eEhIQUad516tSBh4cHpkyZgi+++AJnz57F3LlzDfqMHDkS/v7+qFevHm7fvo0dO3bkGRTGjBmDV155BZ9//jmCg4Oxb98+LFiw4LnHpeRXfrZDp06d0LRpU/Tv3x/R0dHIyclBZGQk/Pz80KJFi0Ivu3bt2sjJycHXX3+NHj16YM+ePVi8eHGR16kkcM8NERGVeVu3boW7uzs8PT3RrVs3JCYm4quvvsLPP/9c5L0hVlZWiIuLw99//41mzZph5syZ+OKLLwz6aLVaDBs2DA0bNkS3bt1Qv379PMOKj48P1q5di9WrV8PLywuTJk3CtGnTDA4mLqz8bIfcqzRXqlQJr7/+Ojp16oRatWphzZo1RVq2t7c35s2bh5kzZ8LLywurVq1CVFRUkdepJEjC1ECgjGVmZsLBwQF3796Fvb29ucsheqFHjx7pr6PD69CQHGk0GqSmpqJmzZo8Y+8l97z3QkH+fnPPDREREckKww0RERHJCsMNERERyQrDDREREckKww0RERHJCsMNERERyQrDDREREckKww0RERHJCsMNERERyQrvLUVEROWKVqs1eZftkiBJUrHe7HLKlCnYuHGjyRtzUvFhuCEionJDq9XirXfexd3bt0pleQ6VHLH+px/zFXAkSXru66GhoViwYAE+/PDD4iqP8sBwQ0RE5YYQAndv38I9nxBAKuEjK4QOOLwy33uJ0tPT9T+vWbMGkyZNwunTp/VtNjY2UKvVUKvVxV4qGTLrMTc7d+5Ejx49UKVKFf1dTF8kOTkZvr6+UKlUqFWrVpm93ToREZUgyQKwKOFHAcOTm5ub/uHg4ABJkozapkyZAm9vb/00YWFh6NmzJ6ZPnw5XV1dUrFgRU6dORU5ODsaNGwdHR0dUq1YNMTExBsu6fPkygoODUalSJTg5OSEoKAgXLlwohg0rD2YNNw8ePECzZs2wYMGCfPVPTU1FQEAA2rVrhyNHjuA///kPPvroI6xbt66EKyUiIioZO3bswJUrV7Bz507MmzcPU6ZMQffu3VGpUiUcOHAAERERiIiIwMWLFwEADx8+RIcOHaBWq7Fz507s3r0barUa3bp1Q3Z2tpnXpmww67CUv78//P39891/8eLFqF69OqKjowEADRs2xKFDhzBnzhy8/fbbJVQlERFRyXF0dMRXX30FCwsL1K9fH7NmzcLDhw/xn//8BwAwYcIEzJgxA3v27EGfPn2wevVqWFhYYOnSpfrjfJYvX46KFSsiKSkJXbp0MefqlAnl6pibffv2Gf3SunbtimXLluHx48ewsrIymiYrKwtZWVn655mZmSVeJxERUX41btwYFhb/fyDF1dUVXl5e+ucKhQJOTk64fv06ACAlJQXnzp1DhQoVDOaj0Whw/vz50im6jCtX4ebq1atwdXU1aHN1dUVOTg5u3rwJd3d3o2mioqIwderU0iqRiIioQJ79x1ySJJNtOp0OAKDT6eDr64tVq1YZzcvFxaXkCi1HylW4AYxPtcs9ij2vU/AmTJiA0aNH659nZmbCw8Oj5AokIiIqQT4+PlizZg0qV64Me3t7c5dTJpWrcOPm5oarV68atF2/fh2WlpZwcnIyOY1SqYRSqSyN8qgMEkJAo9GYu4wiebr+8r4uAKBSqV54PRAiylv//v0xe/ZsBAUFYdq0aahWrRrS0tKwfv16jBs3DtWqVTN3iWZXrsJNq1at8Msvvxi0bdu2DS1atDB5vA2RRqMp0EHrZV2vXr3MXUKRxcfHw8bGxtxlUHkndICuFJZRBtna2mLnzp345JNP8NZbb+HevXuoWrUqOnbsyD05/yOJ0rqGtQn379/HuXPnAADNmzfHvHnz0KFDBzg6OqJ69eqYMGECLl++jJUrVwJ4ciq4l5cX3n//fQwZMgT79u1DREQE4uLi8n22VGZmJhwcHHD37l2+CV4Cjx49klW4kQOGG3qWRqNBamoqatasCZVK9dy+ZfkKxVR0z3svFOTvt1n33Bw6dAgdOnTQP889NiY0NBSxsbFIT09HWlqa/vWaNWtiy5YtGDVqFL755htUqVIFX331FU8Dp3xZ0PYWlAqzZflCEwLI/t8/kNYWQHkc0cnSShi+29HcZZAMKBQKrP/px3J7bykqHWYNN+3bt3/uGzQ2Ntaozc/PD4cPHy7BqkiulAoBZTn9jnr+/7LlQfkLlVR2MWzQi5j1CsVERERExY3hhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZKVc3X6BiIhIq9XyIn70XAw3RERUbmi1WgS/+xZu3rpbKstzdnTAmh/XFyjghIWFYcWKFUbtZ8+eRZ06dYqzPMoDww0REZUbQgjcvHUX3/llQFHCtyLRCmBIMgq1l6hbt25Yvny5QZuLi4vB8+zsbFhbWxepRjKNx9wQEVG5o5AAS4uSfRQlPCmVSri5uRk8OnbsiOHDh2P06NFwdnZG586dAQAnT55EQEAA1Go1XF1dMWDAANy8eVM/rwcPHiAkJARqtRru7u6YO3cu2rdvj5EjR+r7SJKEjRs3GtRQsWJFg9sYXb58GcHBwahUqRKcnJwQFBSECxcu6F8PCwtDz549MWfOHLi7u8PJyQnDhg3D48eP9X2ysrLw8ccfw8PDA0qlEnXr1sWyZcsghECdOnUwZ84cgxpOnDgBCwsLnD9/vvAbsxAYboiIiErJihUrYGlpiT179mDJkiVIT0+Hn58fvL29cejQIWzduhXXrl1D79699dOMGzcOiYmJ2LBhA7Zt24akpCSkpKQUaLkPHz5Ehw4doFarsXPnTuzevRtqtRrdunVDdna2vl9iYiLOnz+PxMRErFixArGxsQYBKSQkBKtXr8ZXX32FU6dOYfHixVCr1ZAkCeHh4UZ7q2JiYtCuXTvUrl27cBuskDgsRUREVMw2b94MtVqtf+7v7w8AqFOnDmbNmqVvnzRpEnx8fDB9+nR9W0xMDDw8PHDmzBlUqVIFy5Ytw8qVK/V7elasWIFq1aoVqJ7Vq1fDwsICS5cuhSQ92SW1fPlyVKxYEUlJSejSpQsAoFKlSliwYAEUCgUaNGiAwMBAbN++HUOGDMGZM2ewdu1aJCQkoFOnTgCAWrVq6ZcxcOBATJo0CX/88QdatmyJx48f44cffsDs2bMLVGtxYLghIiIqZh06dMCiRYv0z+3s7NC3b1+0aNHCoF9KSgoSExMNglCu8+fP49GjR8jOzkarVq307Y6Ojqhfv36B6klJScG5c+dQoUIFg3aNRmMwZNS4cWODg6fd3d1x/PhxAMDRo0ehUCjg5+dnchnu7u4IDAxETEwMWrZsic2bN0Oj0eDdd98tUK3FgeGGiIiomNnZ2Zk8M8rOzs7guU6nQ48ePTBz5kyjvu7u7jh79my+lidJktGBz08fK6PT6eDr64tVq1YZTfv0gc5WVlZG89XpdAAAGxubF9YxePBgDBgwAPPnz8fy5csRHBwMW1vbfK1DcWK4ISIiMhMfHx+sW7cOnp6esLQ0/pNcp04dWFlZYf/+/ahevToA4Pbt2zhz5ozBHhQXFxekp6frn589exYPHz40WM6aNWtQuXJl2NvbF6rWJk2aQKfTITk5WT8s9ayAgADY2dlh0aJFiI+Px86dOwu1rKLiAcVERERmMmzYMNy6dQt9+/bFH3/8gX/++Qfbtm1DeHg4tFot1Go1Bg0ahHHjxmH79u04ceIEwsLCYGFh+Of7jTfewIIFC3D48GEcOnQIERERBnth+vfvD2dnZwQFBWHXrl1ITU1FcnIyRowYgUuXLuWrVk9PT4SGhiI8PBwbN25EamoqkpKSsHbtWn0fhUKBsLAwTJgwAXXq1DEYTitNDDdERFTuaAWQoyvZh7YULoJcpUoV7NmzB1qtFl27doWXlxdGjBgBBwcHfYCZPXs2Xn/9dbz55pvo1KkT2rZtC19fX4P5zJ07Fx4eHnj99dfRr18/jB071mA4yNbWFjt37kT16tXx1ltvoWHDhggPD8ejR48KtCdn0aJFeOeddxAZGYkGDRpgyJAhePDggUGfQYMGITs7G+Hh4UXYMkUjidK6hnUZkZmZCQcHB9y9e7fQu+ao/Hj06JH+LIXv/DKg5FXUzSJLCwxJdgIAxMfH52vsnl4eGo0GqampqFmzJlQq1XP7locrFJeG9u3bw9vbG9HR0eYuxciePXvQvn17XLp0Ca6urgWa9nnvhYL8/eYxN0REVG4oFAqs+XE97y1VBmVlZeHixYuYOHEievfuXeBgU5wYboiIqFxh2Cib4uLiMGjQIHh7e+P77783ay0MN0REROVMUlKSuUswEhYWhrCwMHOXAYAHFBMREZHMMNwQEVGZ8JKd30ImFNd7gOGGiIjMKvd6LE9fdI5eTrk38SzqcVU85oaIiMxKoVCgYsWKuH79OoAn12TJvbkjvTx0Oh1u3LgBW1tbk1drLgiGGyIiMjs3NzcA0AccejlZWFigevXqRQ63DDdERGR2kiTB3d0dlStXNrjhI71crK2tjW4tURgMN0REVGYoFApex4aKjAcUExERkaww3BAREZGsMNwQERGRrPCYGyKiMkQIAY1GU+LLyMrKAgAolcoSPe1apVLxtG4qdQw3RERliEajgb+/v7nLKDbx8fGwsbExdxn0kuGwFBEREckK99wQEZUhKpUK8fHxJboMjUaDXr16AQA2bNgAlUpVYssqyXkT5YXhhoioDJEkqVSHcVQqFYeNSHY4LEVERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywruC00sjS2vuCl5e3PZEVJrMHm4WLlyI2bNnIz09HY0bN0Z0dDTatWuXZ/9Vq1Zh1qxZOHv2LBwcHNCtWzfMmTMHTk5OpVg1lUfDd/M9QkT0MjDrsNSaNWswcuRIfPrppzhy5AjatWsHf39/pKWlmey/e/duhISEYNCgQfjrr7/w448/4uDBgxg8eHApV05ERERllVn33MybNw+DBg3Sh5Po6Gj89ttvWLRoEaKiooz679+/H56envjoo48AADVr1sT777+PWbNmlWrdVD4taJsBpcLcVbycsrTcc0ZEpcds4SY7OxspKSkYP368QXuXLl2wd+9ek9O0bt0an376KbZs2QJ/f39cv34dP/30EwIDA0ujZCrnlAow3BARvQTMNix18+ZNaLVauLq6GrS7urri6tWrJqdp3bo1Vq1aheDgYFhbW8PNzQ0VK1bE119/nedysrKykJmZafAgIiIi+TL7qeCSJBk8F0IYteU6efIkPvroI0yaNAkpKSnYunUrUlNTERERkef8o6Ki4ODgoH94eHgUa/1ERERUtpgt3Dg7O0OhUBjtpbl+/brR3pxcUVFRaNOmDcaNG4emTZuia9euWLhwIWJiYpCenm5ymgkTJuDu3bv6x8WLF4t9XYiIiKjsMFu4sba2hq+vLxISEgzaExIS0Lp1a5PTPHz4EBYWhiUrFE8OohBCmJxGqVTC3t7e4EFERETyZdZhqdGjR2Pp0qWIiYnBqVOnMGrUKKSlpemHmSZMmICQkBB9/x49emD9+vVYtGgR/vnnH+zZswcfffQRWrZsiSpVqphrNYiIiKgMMeup4MHBwcjIyMC0adOQnp4OLy8vbNmyBTVq1AAApKenG1zzJiwsDPfu3cOCBQswZswYVKxYEW+88QZmzpxprlUgIiKiMsbsVyiOjIxEZGSkyddiY2ON2j788EN8+OGHJVwVERERlVdmP1uKiIiIqDgx3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkayYPdwsXLgQNWvWhEqlgq+vL3bt2vXc/llZWfj0009Ro0YNKJVK1K5dGzExMaVULREREZV1luZc+Jo1azBy5EgsXLgQbdq0wZIlS+Dv74+TJ0+ievXqJqfp3bs3rl27hmXLlqFOnTq4fv06cnJySrlyIiIiKqvMGm7mzZuHQYMGYfDgwQCA6Oho/Pbbb1i0aBGioqKM+m/duhXJycn4559/4OjoCADw9PQszZKJiIiojDPbsFR2djZSUlLQpUsXg/YuXbpg7969JqfZtGkTWrRogVmzZqFq1aqoV68exo4di0ePHuW5nKysLGRmZho8iIiISL7Mtufm5s2b0Gq1cHV1NWh3dXXF1atXTU7zzz//YPfu3VCpVNiwYQNu3ryJyMhI3Lp1K8/jbqKiojB16tRir5+IiIjKJrMfUCxJksFzIYRRWy6dTgdJkrBq1Sq0bNkSAQEBmDdvHmJjY/PcezNhwgTcvXtX/7h48WKxrwMRERGVHYUKNzk5Ofj999+xZMkS3Lt3DwBw5coV3L9/P9/zcHZ2hkKhMNpLc/36daO9Obnc3d1RtWpVODg46NsaNmwIIQQuXbpkchqlUgl7e3uDBxEREclXgcPNv//+iyZNmiAoKAjDhg3DjRs3AACzZs3C2LFj8z0fa2tr+Pr6IiEhwaA9ISEBrVu3NjlNmzZtjELUmTNnYGFhgWrVqhV0VYiIiEiGChxuRowYgRYtWuD27duwsbHRt/fq1Qvbt28v0LxGjx6NpUuXIiYmBqdOncKoUaOQlpaGiIgIAE+GlEJCQvT9+/XrBycnJwwcOBAnT57Ezp07MW7cOISHhxvUQkRERC+vAh9QvHv3buzZswfW1tYG7TVq1MDly5cLNK/g4GBkZGRg2rRpSE9Ph5eXF7Zs2YIaNWoAANLT05GWlqbvr1arkZCQgA8//BAtWrSAk5MTevfujS+++KKgq0FEREQyVeBwo9PpoNVqjdovXbqEChUqFLiAyMhIREZGmnwtNjbWqK1BgwZGQ1lE+ZGllQAIc5dRYEIA2bonP1tbAHkcb1+mPdn2RESlo8DhpnPnzoiOjsa3334L4MnZTvfv38fkyZMREBBQ7AUSFZfhux3NXQIREZWCAoeb+fPno0OHDmjUqBE0Gg369euHs2fPwtnZGXFxcSVRIxEREVG+FTjcVKlSBUePHkVcXBwOHz4MnU6HQYMGoX///jyol8oclUqF+Ph4c5dRJBqNBr169QIAbNiwASqVyswVFU15r5+Iyr5CXaHYxsYG4eHhCA8PL+56iIqVJEmyCt0qlUpW60NEVBIKHG5Wrlz53NefPnWbiIiIqLQVONyMGDHC4Pnjx4/x8OFDWFtbw9bWluGGiIiIzKrAF/G7ffu2weP+/fs4ffo02rZtywOKiYiIyOyK5caZdevWxYwZM4z26hARERGVtkIdUGyKQqHAlStXimt29BxCCGg0mhJfRlZWFoAnNx/N607txUGlUpXo/ImI6OVS4HCzadMmg+dCCKSnp2PBggVo06ZNsRVGedNoNPD39zd3GcUmPj6eZwAREVGxKXC46dmzp8FzSZLg4uKCN954A3Pnzi2uuoiIiIgKpVD3liLzKo0L05XmheN4UTciIipOxXbMDZWe0r4wHS8cR0RE5Um+ws3o0aPzPcN58+YVuhgiIiKiospXuDly5Ei+ZsYzXoiIiMjc8hVuEhMTS7oOIiIiomJRLBfxIyIiIiorCnVA8cGDB/Hjjz8iLS0N2dnZBq+tX7++WAojIiIiKowC77lZvXo12rRpg5MnT2LDhg14/PgxTp48iR07dsDBwaEkaiQiIiLKtwKHm+nTp2P+/PnYvHkzrK2t8eWXX+LUqVPo3bs3qlevXhI1EhEREeVbgcPN+fPnERgYCODJPYcePHgASZIwatQofPvtt8VeIBEREVFBFDjcODo64t69ewCAqlWr4sSJEwCAO3fu4OHDh8VbHREREVEB5TvcHD16FADQrl07JCQkAAB69+6NESNGYMiQIejbty86duxYIkUSERER5Ve+z5by8fFB8+bN0bNnT/Tt2xcAMGHCBFhZWWH37t146623MHHixBIrlIiIiCg/8r3nZs+ePfDx8cGcOXNQu3ZtvPfee0hOTsbHH3+MTZs2Yd68eahUqVJJ1kpERET0QvkON61atcJ3332Hq1evYtGiRbh06RI6deqE2rVr47///S8uXbpUknUSERER5UuBDyi2sbFBaGgokpKScObMGfTt2xdLlixBzZo1ERAQUBI1EhEREeVbkW6/ULt2bYwfPx6ffvop7O3t8dtvvxVXXURERESFUqjbLwBAcnIyYmJisG7dOigUCvTu3RuDBg0qztqIiIiICqxA4ebixYuIjY1FbGwsUlNT0bp1a3z99dfo3bs37OzsSqpGIiIionzLd7jp3LkzEhMT4eLigpCQEISHh6N+/folWRsRERFRgeU73NjY2GDdunXo3r07FApFSdZEREREVGj5DjebNm0qyTpkRQgBjUZj7jKK5On6y/u6qFQqSJJk7jKIiKiUFPqAYsqbRqOBv7+/ucsoNr169TJ3CUUSHx8PGxsbc5dBRESlpEinghMRERGVNdxzU8Lue/eFsCiHm1kIQJfz5GcLS6CcDetIuhyoj8aZuwwiIjKDcvhXt3wRFpaAwsrcZRSStbkLKDRh7gKIiMhsOCxFREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLJi9nCzcOFC1KxZEyqVCr6+vti1a1e+ptuzZw8sLS3h7e1dsgUSERFRuWLWcLNmzRqMHDkSn376KY4cOYJ27drB398faWlpz53u7t27CAkJQceOHUupUiIiIiovzBpu5s2bh0GDBmHw4MFo2LAhoqOj4eHhgUWLFj13uvfffx/9+vVDq1atSqlSIiIiKi/MFm6ys7ORkpKCLl26GLR36dIFe/fuzXO65cuX4/z585g8eXK+lpOVlYXMzEyDBxEREcmX2cLNzZs3odVq4erqatDu6uqKq1evmpzm7NmzGD9+PFatWgVLS8t8LScqKgoODg76h4eHR5FrJyIiorIrfwmhBEmSZPBcCGHUBgBarRb9+vXD1KlTUa9evXzPf8KECRg9erT+eWZmJgMOERHlixACGo2mROeflZUFAFAqlSb//hUXlUpVovMvS8wWbpydnaFQKIz20ly/ft1obw4A3Lt3D4cOHcKRI0cwfPhwAIBOp4MQApaWlti2bRveeOMNo+mUSiWUSmXJrAQREcmaRqOBv7+/ucsoFvHx8bCxsTF3GaXCbMNS1tbW8PX1RUJCgkF7QkICWrdubdTf3t4ex48fx9GjR/WPiIgI1K9fH0ePHsWrr75aWqUTERFRGWbWYanRo0djwIABaNGiBVq1aoVvv/0WaWlpiIiIAPBkSOny5ctYuXIlLCws4OXlZTB95cqVoVKpjNqJiIiKg0qlQnx8fInNX6PRoFevXgCADRs2QKVSldiySnLeZY1Zw01wcDAyMjIwbdo0pKenw8vLC1u2bEGNGjUAAOnp6S+85g0RUWkq6WMwSsPT9Zf3dSnp40gkSSq1oRyVSvXSDBuVNLMfUBwZGYnIyEiTr8XGxj532ilTpmDKlCnFXxQRUR7kdAwGAP1eg/LqZTqOhPLP7LdfICIiIipOZt9zQ0RUXt337gthUQ6/RoUAdDlPfrawBMrZ6cGSLgfqo3HmLoPKsHL4qSQiKhuEhSWgsDJ3GYVkbe4CCk2YuwAq8zgsRURERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssJwQ0RERLLCcENERESywnBDREREssIrFJc07WNzV/By4nYnInppMdyUsArHVpu7BCIiopcKh6WIiIhIVrjnpoTda9anHN9YrxzTPuZeMyKilxTDTUlTWDHcEBERlSIOSxEREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrDDcEBERkaww3BAREZGsMNwQERGRrFiauwC5k3Q5EOYuojCEAHQ5T362sAQkybz1FJCUWzsREb10GG5KmPponLlLICIieqlwWIqIiIhkhXtuSoBKpUJ8fLy5yygSjUaDXr16AQA2bNgAlUpl5ooKrzzXTkREBcdwUwIkSYKNjY25yyg2KpVKVutDRETyxmEpIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSFbOHm4ULF6JmzZpQqVTw9fXFrl278uy7fv16dO7cGS4uLrC3t0erVq3w22+/lWK1REREVNaZNdysWbMGI0eOxKeffoojR46gXbt28Pf3R1pamsn+O3fuROfOnbFlyxakpKSgQ4cO6NGjB44cOVLKlRMREVFZZdZwM2/ePAwaNAiDBw9Gw4YNER0dDQ8PDyxatMhk/+joaHz88cd45ZVXULduXUyfPh1169bFL7/8UsqVExERUVlltnCTnZ2NlJQUdOnSxaC9S5cu2Lt3b77modPpcO/ePTg6OpZEiURERFQOme32Czdv3oRWq4Wrq6tBu6urK65evZqvecydOxcPHjxA79698+yTlZWFrKws/fPMzMzCFUxERETlgtkPKJYkyeC5EMKozZS4uDhMmTIFa9asQeXKlfPsFxUVBQcHB/3Dw8OjyDUTERFR2WW2cOPs7AyFQmG0l+b69etGe3OetWbNGgwaNAhr165Fp06dntt3woQJuHv3rv5x8eLFItdOREREZZfZwo21tTV8fX2RkJBg0J6QkIDWrVvnOV1cXBzCwsLwf//3fwgMDHzhcpRKJezt7Q0eREREJF9mO+YGAEaPHo0BAwagRYsWaNWqFb799lukpaUhIiICwJO9LpcvX8bKlSsBPAk2ISEh+PLLL/Haa6/p9/rY2NjAwcHBbOtBLzchBDQaTYnN/+l5l+RyAEClUuVrWJiorCjpz0RJK83Pd2koK98hZg03wcHByMjIwLRp05Ceng4vLy9s2bIFNWrUAACkp6cbXPNmyZIlyMnJwbBhwzBs2DB9e2hoKGJjY0u7fCIAT76Q/P39S2VZvXr1KtH5x8fHw8bGpkSXQVScSvozUZrksC5l5TvErOEGACIjIxEZGWnytWcDS1JSUskXREREROWa2cMNUXmnUqkQHx9fYvMXQugvZ6BUKkt0l69KpSqxeROVpAVtb0GpEOYuo8CEALJ1T362tgDKwIhOgWVpJQzfXbauN8dwQ1REkiSV+G5YW1vbEp0/UXmnVAgoFeauonDK/78UZS9Umv06N0RERETFieGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGSF4YaIiIhkheGGiIiIZIXhhoiIiGTF0twFEBGVW9rH5q7g5cTtTi/AcENEVEgVjq02dwlEZAKHpYiIiEhWuOeGiKiQ7jXrAyiszF3Gy0f72GivWZbWTLVQmdz2DDdERIWlsGK4KSOG73YydwlUhnBYioiIiGSFe26IiKjcW9A2A0qFuat4OWVpy96eM4YbIiIq95QKMNyQHoeliIiISFYYboiIiEhWGG6IiIhIVhhuiIiISFYYboiIiEhWeLYUEVEhSbocCHMXURhCALqcJz9bWAKSZN56CkjKrZ0oDww3RESFpD4aZ+4SiMgEDksRERGRrHDPDRFRAahUKsTHx5u7jCLRaDTo1asXAGDDhg1QqVRmrqhwnl6PLK0ElMNBQiGAbN2Tn60tyt0IIYDcbV+2MNwQERWAJEmwsbExdxnFRqVSyWJ9hu92NHcJVIZwWIqIiIhkhXtuiIioXOIQYdlTVupnuCEionKJQ4SUFw5LERERkaww3BAREZGsMNwQERGRrPCYGyKiMkQIAY1GU6LLeHr+Jb0slUoFqTxevIXKNYYbIqIyRKPRwN/fv9SWl3umTkmJj4/nQbJU6sw+LLVw4ULUrFkTKpUKvr6+2LVr13P7Jycnw9fXFyqVCrVq1cLixYtLqVIiIiIqD8y652bNmjUYOXIkFi5ciDZt2mDJkiXw9/fHyZMnUb16daP+qampCAgIwJAhQ/DDDz9gz549iIyMhIuLC95++20zrAERUfEqjWu3CCGQlZUFAFAqlSU6bFRWrntSWCU9TMghwpIhCSHMdjOOV199FT4+Pli0aJG+rWHDhujZsyeioqKM+n/yySfYtGkTTp06pW+LiIjAsWPHsG/fvnwtMzMzEw4ODrh79y7s7e2LvhJmUFpj8qV1YamX6QNHROXLo0ePSnWYsCSV9yHCgvz9Ntuem+zsbKSkpGD8+PEG7V26dMHevXtNTrNv3z506dLFoK1r165YtmwZHj9+DCsrK6NpsrKy9P+hAE82TnnHMXkiIqK8mS3c3Lx5E1qtFq6urgbtrq6uuHr1qslprl69arJ/Tk4Obt68CXd3d6NpoqKiMHXq1OIrnIiIXholPUzIIcKSYfazpZ79RQohnvvLNdXfVHuuCRMmYPTo0frnmZmZ8PDwKGy5ZQLH5ImISkdp3OLB1ta2ROf/MjJbuHF2doZCoTDaS3P9+nWjvTO53NzcTPa3tLSEk5OTyWmUSiWUSmXxFF1GlNb9VPiBIyKi8shsp4JbW1vD19cXCQkJBu0JCQlo3bq1yWlatWpl1H/btm1o0aKFyeNtiIiI6OVj1uvcjB49GkuXLkVMTAxOnTqFUaNGIS0tDREREQCeDCmFhITo+0dERODff//F6NGjcerUKcTExGDZsmUYO3asuVaBiIiIyhizHnMTHByMjIwMTJs2Denp6fDy8sKWLVtQo0YNAEB6ejrS0tL0/WvWrIktW7Zg1KhR+Oabb1ClShV89dVXvMYNERER6Zn1OjfmIIfr3BAREb1sCvL32+y3XyAiIiIqTgw3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3REREJCsMN0RERCQrZr39gjnkXpA5MzPTzJUQERFRfuX+3c7PjRVeunBz7949AICHh4eZKyEiIqKCunfvHhwcHJ7b56W7t5ROp8OVK1dQoUIFSJJk7nKohGVmZsLDwwMXL17kvcSIZIaf75eLEAL37t1DlSpVYGHx/KNqXro9NxYWFqhWrZq5y6BSZm9vzy8/Ipni5/vl8aI9Nrl4QDERERHJCsMNERERyQrDDcmaUqnE5MmToVQqzV0KERUzfr4pLy/dAcVEREQkb9xzQ0RERLLCcENERESywnBDREREssJwQ+XelClT4O3tbe4yiIiojGC4oTJNkqTnPsLCwjB27Fhs377d3KUSvVTCwsJMfibPnTtn7tKIXr4rFFP5kp6erv95zZo1mDRpEk6fPq1vs7GxgVqthlqtNkd5RC+1bt26Yfny5QZtLi4uBs+zs7NhbW1dmmURcc8NlW1ubm76h4ODAyRJMmp7dlgqLCwMPXv2xPTp0+Hq6oqKFSti6tSpyMnJwbhx4+Do6Ihq1aohJibGYFmXL19GcHAwKlWqBCcnJwQFBeHChQulu8JE5YhSqTT4PLq5uaFjx44YPnw4Ro8eDWdnZ3Tu3BkAcPLkSQQEBECtVsPV1RUDBgzAzZs39fN68OABQkJCoFar4e7ujrlz56J9+/YYOXKkvo8kSdi4caNBDRUrVkRsbKz++Ys+x7nfD3PmzIG7uzucnJwwbNgwPH78WN8nKysLH3/8MTw8PKBUKlG3bl0sW7YMQgjUqVMHc+bMMajhxIkTsLCwwPnz54u+UalYMNyQLO3YsQNXrlzBzp07MW/ePEyZMgXdu3dHpUqVcODAAURERCAiIgIXL14EADx8+BAdOnSAWq3Gzp07sXv3bqjVanTr1g3Z2dlmXhui8mXFihWwtLTEnj17sGTJEqSnp8PPzw/e3t44dOgQtm7dimvXrqF37976acaNG4fExERs2LAB27ZtQ1JSElJSUgq03Px+jhMTE3H+/HkkJiZixYoViI2NNQhIISEhWL16Nb766iucOnUKixcvhlqthiRJCA8PN9pbFRMTg3bt2qF27dqF22BU/ARRObF8+XLh4OBg1D558mTRrFkz/fPQ0FBRo0YNodVq9W3169cX7dq10z/PyckRdnZ2Ii4uTgghxLJly0T9+vWFTqfT98nKyhI2Njbit99+K/6VISrnQkNDhUKhEHZ2dvrHO++8I/z8/IS3t7dB34kTJ4ouXboYtF28eFEAEKdPnxb37t0T1tbWYvXq1frXMzIyhI2NjRgxYoS+DYDYsGGDwXwcHBzE8uXLhRD5+xznfj/k5OTo+7z77rsiODhYCCHE6dOnBQCRkJBgcr2vXLkiFAqFOHDggBBCiOzsbOHi4iJiY2PzsdWotPCYG5Klxo0bw8Li/++YdHV1hZeXl/65QqGAk5MTrl+/DgBISUnBuXPnUKFCBYP5aDQa7momykOHDh2waNEi/XM7Ozv07dsXLVq0MOiXkpKCxMREk8fGnT9/Ho8ePUJ2djZatWqlb3d0dET9+vULVE9+P8eNGzeGQqHQP3d3d8fx48cBAEePHoVCoYCfn5/JZbi7uyMwMBAxMTFo2bIlNm/eDI1Gg3fffbdAtVLJYrghWbKysjJ4LkmSyTadTgcA0Ol08PX1xapVq4zm9ewBkkT0hJ2dHerUqWOy/Wk6nQ49evTAzJkzjfq6u7vj7Nmz+VqeJEkQz9wx6OljZfL7OX7ed4GNjc0L6xg8eDAGDBiA+fPnY/ny5QgODoatrW2+1oFKB8MNEQAfHx+sWbMGlStXhr29vbnLIZIVHx8frFu3Dp6enrC0NP6zU6dOHVhZWWH//v2oXr06AOD27ds4c+aMwR4UFxcXgzMoz549i4cPHxosp6if4yZNmkCn0yE5ORmdOnUy2ScgIAB2dnZYtGgR4uPjsXPnzkIti0oODygmAtC/f384OzsjKCgIu3btQmpqKpKTkzFixAhcunTJ3OURlWvDhg3DrVu30LdvX/zxxx/4559/sG3bNoSHh0Or1UKtVmPQoEEYN24ctm/fjhMnTiAsLMxgaBkA3njjDSxYsACHDx/GoUOHEBERYbAXpjg+x56enggNDUV4eDg2btyI1NRUJCUlYe3atfo+CoUCYWFhmDBhAurUqWMwnEZlA8MNEQBbW1vs3LkT1atXx1tvvYWGDRsiPDwcjx494p4coiKqUqUK9uzZA61Wi65du8LLywsjRoyAg4ODPsDMnj0br7/+Ot5880106tQJbdu2ha+vr8F85s6dCw8PD7z++uvo168fxo4dazAcVFyf40WLFuGdd95BZGQkGjRogCFDhuDBgwcGfQYNGoTs7GyEh4cXYctQSZHEswOYREREZUD79u3h7e2N6Ohoc5diZM+ePWjfvj0uXboEV1dXc5dDz+AxN0RERPmUlZWFixcvYuLEiejduzeDTRnFYSkiIqJ8iouLQ/369XH37l3MmjXL3OVQHjgsRURERLLCPTdEREQkKww3REREJCsMN0RERCQrDDdEREQkKww3RFRmSJKEjRs3mruMEtW+fXuMHDnS3GUQyRrDDRHphYWFQZIkREREGL0WGRkJSZIQFhaW7/klJSVBkiTcuXMnX/3T09Ph7++f7/k/S5Ik/cPOzg5169ZFWFgYUlJSCj3P4rZ+/Xp8/vnn5i6DSNYYbojIgIeHB1avXo1Hjx7p2zQaDeLi4vQ3NSxu2dnZAAA3NzcolcoizWv58uVIT0/HX3/9hW+++Qb379/Hq6++ipUrVxZHqUXm6OiIChUqmLsMIlljuCEiAz4+PqhevTrWr1+vb1u/fj08PDzQvHlzg75CCMyaNQu1atWCjY0NmjVrhp9++gkAcOHCBXTo0AEAUKlSJYO9Pu3bt8fw4cMxevRoODs7o3PnzgCMh6UuXbqEPn36wNHREXZ2dmjRogUOHDjw3PorVqwINzc3eHp6okuXLvjpp5/Qv39/DB8+HLdv39b3W7duHRo3bgylUglPT0/MnTvXYD6enp744osvEBISArVajRo1auDnn3/GjRs3EBQUBLVajSZNmuDQoUP6aTIyMtC3b19Uq1YNtra2aNKkCeLi4gzm++ywlKenJ6ZPn47w8HBUqFAB1atXx7fffvvcdSSi52O4ISIjAwcOxPLly/XPY2JiTN4g8LPPPsPy5cuxaNEi/PXXXxg1ahTee+89JCcnw8PDA+vWrQMAnD59Gunp6fjyyy/1065YsQKWlpbYs2cPlixZYjTv+/fvw8/PD1euXMGmTZtw7NgxfPzxx9DpdAVen1GjRuHevXtISEgAAKSkpKB3797o06cPjh8/jilTpmDixImIjY01mG7+/Plo06YNjhw5gsDAQAwYMAAhISF47733cPjwYdSpUwchISHIvRaqRqOBr68vNm/ejBMnTmDo0KEYMGDACwPZ3Llz0aJFCxw5cgSRkZH44IMP8Pfffxd4PYnofwQR0f+EhoaKoKAgcePGDaFUKkVqaqq4cOGCUKlU4saNGyIoKEiEhoYKIYS4f/++UKlUYu/evQbzGDRokOjbt68QQojExEQBQNy+fdugj5+fn/D29jZaPgCxYcMGIYQQS5YsERUqVBAZGRn5rv/p6Z/26NEjAUDMnDlTCCFEv379ROfOnQ36jBs3TjRq1Ej/vEaNGuK9997TP09PTxcAxMSJE/Vt+/btEwBEenp6njUFBASIMWPG6J/7+fmJESNG5LkcnU4nKleuLBYtWvTiFSYik3jjTCIy4uzsjMDAQKxYsQJCCAQGBsLZ2dmgz8mTJ6HRaPRDSrmys7ONhq9MadGixXNfP3r0KJo3bw5HR8eCr8AzxP/2rEiSBAA4deoUgoKCDPq0adMG0dHR0Gq1UCgUAICmTZvqX8+9QWKTJk2M2q5fvw43NzdotVrMmDEDa9asweXLl5GVlYWsrCzY2dk9t76nlyNJEtzc3HD9+vXCri7RS4/hhohMCg8Px/DhwwEA33zzjdHrucNDv/76K6pWrWrwWn4OCn7RH3wbG5v8lvpCp06dAgDUrFkTwJOwkxt0cgkTt9mzsrLS/5zb31Rb7raYO3cu5s+fj+joaDRp0gR2dnYYOXKk/oDpvDw9z9z5Fmb4jYieYLghIpO6deum/6PctWtXo9cbNWoEpVKJtLQ0+Pn5mZyHtbU1AECr1RZ4+U2bNsXSpUtx69atIu+9iY6Ohr29PTp16gTgSe27d+826LN3717Uq1dPv9emMHbt2oWgoCC89957AJ6EnrNnz6Jhw4aFL56ICozhhohMUigU+j0epv7gV6hQAWPHjsWoUaOg0+nQtm1bZGZmYu/evVCr1QgNDUWNGjUgSRI2b96MgIAA2NjYQK1W52v5ffv2xfTp09GzZ09ERUXB3d0dR44cQZUqVdCqVas8p7tz5w6uXr2KrKwsnDlzBkuWLMHGjRuxcuVKVKxYEQAwZswYvPLKK/j8888RHByMffv2YcGCBVi4cGHBN9RT6tSpg3Xr1mHv3r2oVKkS5s2bh6tXrzLcEJUyni1FRHmyt7eHvb19nq9//vnnmDRpEqKiotCwYUN07doVv/zyi374p2rVqpg6dSrGjx8PV1dX/TBXflhbW2Pbtm2oXLkyAgIC0KRJE8yYMeOFe1YGDhwId3d3NGjQAB988AHUajX++OMP9OvXT9/Hx8cHa9euxerVq+Hl5YVJkyZh2rRpBbpAoSkTJ06Ej48Punbtivbt28PNzQ09e/Ys0jyJqOAkYWqgmYiIiKic4p4bIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSFYYbIiIikhWGGyIiIpIVhhsiIiKSlf8H/dqwAoUrGrYAAAAASUVORK5CYII=", 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", 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", "text/plain": [ "
" ] @@ -295,497 +361,20 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 6, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "[{'Dataset': 'NASDAQ-2019',\n", - " 'Diffusion Domain': 'Frequency',\n", - " 'Specral Density': [809.6719970703125,\n", - " 63.1424674987793,\n", - " 41.79159164428711,\n", - " 22.867511749267578,\n", - " 20.1268367767334,\n", - " 17.066654205322266,\n", - " 15.951713562011719,\n", - " 14.6133394241333,\n", - " 13.042460441589355,\n", - " 9.046859741210938,\n", - " 10.254725456237793,\n", - " 8.590145111083984,\n", - " 10.040194511413574,\n", - " 9.318804740905762,\n", - " 6.75900411605835,\n", - " 6.458128452301025,\n", - " 7.269366264343262,\n", - " 7.896665096282959,\n", - " 6.261915683746338,\n", - " 5.675816535949707,\n", - " 5.243130683898926,\n", - " 4.324759483337402,\n", - " 4.1959943771362305,\n", - " 3.860518217086792,\n", - " 3.261601209640503,\n", - " 4.5958476066589355,\n", - " 4.237555027008057,\n", - " 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0.003233854891732335,\n", - " 0.0030928533524274826,\n", - " 0.0031858535949140787,\n", - " 0.0031858289148658514]}]" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" + "ename": "ValueError", + "evalue": "Dataset not recognized", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[6], line 10\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(runs_dir \u001b[38;5;241m/\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrun\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/results.yaml\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m 9\u001b[0m results \u001b[38;5;241m=\u001b[39m safe_load(f)\n\u001b[0;32m---> 10\u001b[0m data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSpecral Density\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mcalculate_spectral_density\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresults\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfreq_marginal_wasserstein_all\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mDataset\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 11\u001b[0m spectral_density_list\u001b[38;5;241m.\u001b[39mappend(data)\n\u001b[1;32m 12\u001b[0m spectral_density_list \n", + "Cell \u001b[0;32mIn[2], line 37\u001b[0m, in \u001b[0;36mcalculate_spectral_density\u001b[0;34m(marginal_distances, dataset_name)\u001b[0m\n\u001b[1;32m 35\u001b[0m max_len \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m24\u001b[39m \n\u001b[1;32m 36\u001b[0m \u001b[38;5;28;01mcase\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01m_\u001b[39;00m:\n\u001b[0;32m---> 37\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDataset not recognized\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 38\u001b[0m marginals_tensor \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mtensor(marginal_distances)\n\u001b[1;32m 39\u001b[0m marginals_tensor \u001b[38;5;241m=\u001b[39m rearrange(marginals_tensor, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(max_len n_channels) -> 1 max_len n_channels\u001b[39m\u001b[38;5;124m\"\u001b[39m, max_len \u001b[38;5;241m=\u001b[39mmax_len)\n", + "\u001b[0;31mValueError\u001b[0m: Dataset not recognized" + ] } ], "source": [ From b0ba6d29118ede4aa671ae5975fb791c27b2c250 Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Mon, 22 Jan 2024 09:57:09 +0000 Subject: [PATCH 05/14] Add localization metrics --- src/fdiff/utils/fourier.py | 52 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 52 insertions(+) diff --git a/src/fdiff/utils/fourier.py b/src/fdiff/utils/fourier.py index ce88383..351e73f 100644 --- a/src/fdiff/utils/fourier.py +++ b/src/fdiff/utils/fourier.py @@ -1,6 +1,7 @@ import math import torch +from einops import rearrange from torch.fft import irfft, rfft @@ -121,3 +122,54 @@ def spectral_density(x: torch.Tensor, apply_dft: bool = True) -> torch.Tensor: x_dens = x_re**2 + x_im**2 assert isinstance(x_dens, torch.Tensor) return x_dens + + +def localization_metrics(X: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]: + """Computes the localization metrics for the input time series. + + Args: + X (torch.Tensor): Input time series of shape (batch_size, max_len, n_channels). + + Returns: + tuple[torch.Tensor, torch.Tensor]: Delocalization in the time domain and in the frequency domain for each sample + """ + + max_len = X.shape[1] + + # Compute the energy distribution over time for the time series + X_energy = torch.sum(X**2, dim=2, keepdim=True) / torch.sum( + X**2, dim=(1, 2), keepdim=True + ) + X_energy = rearrange(X_energy, "batch time 1 -> batch time") + + # Compute the energy distribution over frequency for the time series + X_spec = spectral_density(X) + X_spec_mirror = ( + torch.flip(X_spec[:, 1:, :], dims=(1,)) + if max_len % 2 != 0 + else torch.flip(X_spec[:, 1:-1, :], dims=(1,)) + ) # Add the mirrored frequencies beyond the Nyquist frequency + X_spec = torch.cat((X_spec, X_spec_mirror), dim=1) + X_spec = torch.sum(X_spec, dim=2, keepdim=True) / torch.sum( + X_spec, dim=(1, 2), keepdim=True + ) + X_spec = rearrange(X_spec, "batch freq 1 -> batch freq") + assert ( + X_spec.shape[1] == max_len + ), f"Spectral density has incorrect shape at dimension 1, expected {max_len}, got {X_spec.shape[1]} instead." + + # Compute the cyclic distance between each time steps + t = torch.arange(max_len, dtype=torch.float) + t1 = rearrange(t, "time -> time 1 ") + t2 = rearrange(t, "time -> 1 time ") + cyclic_distance = torch.min(torch.abs(t1 - t2), max_len - torch.abs(t1 - t2)) + + # Compute the delocalization of the signal in time domain + X_loc = torch.einsum("bt, ts -> bs", X_energy, cyclic_distance**2) + X_loc = torch.min(X_loc, dim=1)[0] + + # Compute the delocalization of the signal in frequency domain + X_spec_loc = torch.einsum("bt, ts -> bs", X_spec, cyclic_distance**2) + X_spec_loc = torch.min(X_spec_loc, dim=1)[0] + + return X_loc, X_spec_loc From 8cb9e10ed4c4f035a999ef62945e3565c287d0fe Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Mon, 22 Jan 2024 09:57:30 +0000 Subject: [PATCH 06/14] New results with ECG --- notebooks/results.ipynb | 617 ++++++++++++++++++++---- notebooks/spectral_interpretation.ipynb | 23 +- 2 files changed, 547 insertions(+), 93 deletions(-) diff --git a/notebooks/results.ipynb b/notebooks/results.ipynb index 5d25f4b..c86ffcf 100644 --- a/notebooks/results.ipynb +++ b/notebooks/results.ipynb @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -43,56 +43,48 @@ " return \"NASA-Charge\"\n", " else:\n", " return \"NASA-Discharge\"\n", - " \n", + "\n", + "\n", "def infer_diffusion_domain(fourier_transform: bool) -> str:\n", " if fourier_transform:\n", " return \"Frequency\"\n", " else:\n", - " return \"Time\" \n", + " return \"Time\"\n", + "\n", "\n", "def calculate_metrics(results: dict) -> list[dict]:\n", " data = []\n", " for domain, method in product({\"time\", \"freq\"}, {\"sliced\", \"marginal\"}):\n", - " all_distances = results[f\"{domain}_{method}_wasserstein_all\"] \n", - " data.extend([{\n", - " \"Value\": distance, \n", - " \"Metric Domain\": \"Frequency\" if domain == \"freq\" else \"Time\",\n", - " \"Metric\": \"Sliced Wasserstein\" if method == \"sliced\" else \"Marginal Wasserstein\",\n", - " } for distance in all_distances])\n", - " return data \n", - "\n", - "def calculate_spectral_density(marginal_distances: list[float], dataset_name: str) -> list[float]:\n", - " match dataset_name:\n", - " case \"ECG\":\n", - " max_len = 187\n", - " case \"NASDAQ-2019\":\n", - " max_len = 252\n", - " case \"MIMIC-III\":\n", - " max_len = 24 \n", - " case _:\n", - " raise ValueError(\"Dataset not recognized\")\n", - " marginals_tensor = torch.tensor(marginal_distances)\n", - " marginals_tensor = rearrange(marginals_tensor, \"(max_len n_channels) -> 1 max_len n_channels\", max_len =max_len)\n", - " \n", - " # Extract real and imaginary parts\n", - " n_real = math.ceil((max_len + 1) / 2)\n", - " x_re = marginals_tensor[:, :n_real, :]\n", - " x_im = marginals_tensor[:, n_real:, :]\n", + " all_distances = results[f\"{domain}_{method}_wasserstein_all\"]\n", + " data.extend(\n", + " [\n", + " {\n", + " \"Value\": distance,\n", + " \"Metric Domain\": \"Frequency\" if domain == \"freq\" else \"Time\",\n", + " \"Metric\": \"Sliced Wasserstein\"\n", + " if method == \"sliced\"\n", + " else \"Marginal Wasserstein\",\n", + " }\n", + " for distance in all_distances\n", + " ]\n", + " )\n", + " return data\n", "\n", - " # Create imaginary tensor\n", - " zero_padding = torch.zeros(size=(marginals_tensor.size(0), 1, marginals_tensor.size(2)))\n", - " x_im = torch.cat((zero_padding, x_im), dim=1)\n", "\n", - " # If number of time steps is even, put the null imaginary part\n", - " if max_len % 2 == 0:\n", - " x_im = torch.cat((x_im, zero_padding), dim=1)\n", + "def infer_tensor_shapes(sample_path: Path) -> tuple[int, int]:\n", + " samples = torch.load(sample_path)\n", + " return samples.shape[-2:]\n", "\n", - " assert (\n", - " x_im.size() == x_re.size()\n", - " ), f\"The real and imaginary parts should have the same shape, got {x_re.size()} and {x_im.size()} instead.\"\n", "\n", - " return (x_re + x_im).mean(dim=2).flatten().tolist()\n", - " " + "def calculate_spectral_density(\n", + " marginal_spectral: list[float], sample_path: Path\n", + ") -> list[float]:\n", + " _, n_channels = infer_tensor_shapes(sample_path)\n", + " marginal_spectral = torch.tensor(marginal_spectral)\n", + " marginal_spectral = rearrange(\n", + " marginal_spectral, \"(freq channels) -> freq channels\", channels=n_channels\n", + " )\n", + " return marginal_spectral.mean(dim=1)" ] }, { @@ -102,14 +94,29 @@ "outputs": [], "source": [ "run_list = [\n", - " \"wdwxc4fg\", \"amxdfaoo\", \"20d9c1kc\",\n", - " \"j5l1t49d\", \"tip2g8eh\", \"pkjeomys\",\n", - " \"qdzk36m7\", \"hxoxvper\", \"xxqse6xu\",\n", - " \"na9xdfui\", \"bf3lrfx9\", \"emk7nyz3\"\n", - " ]\n", + " \"wdwxc4fg\",\n", + " \"amxdfaoo\",\n", + " \"20d9c1kc\",\n", + " \"j5l1t49d\",\n", + " \"tip2g8eh\",\n", + " \"pkjeomys\",\n", + " \"qdzk36m7\",\n", + " \"hxoxvper\",\n", + " \"xxqse6xu\",\n", + " \"na9xdfui\",\n", + " \"bf3lrfx9\",\n", + " \"emk7nyz3\",\n", + "]\n", "runs_dir = Path.cwd() / \"../lightning_logs/\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sample Quality\n" + ] + }, { "cell_type": "code", "execution_count": 18, @@ -216,12 +223,12 @@ " df[\"Diffusion Domain\"] = domain\n", " df_list.append(df)\n", "df = pd.concat(df_list)\n", - "df.head() " + "df.head()" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -348,58 +355,476 @@ "source": [ "for metric in df.Metric.unique():\n", " for dataset in df.Dataset.unique():\n", - " ax = sns.boxplot(data=df[(df.Metric == metric) & (df.Dataset == dataset)], \n", - " x=\"Metric Domain\",\n", - " y=\"Value\", \n", - " hue=\"Diffusion Domain\",\n", - " hue_order=[\"Time\", \"Frequency\"],\n", - " showfliers = False,\n", - " )\n", - " plt.title(f\"{metric} on {dataset}\")\n", - " plt.show()" + " ax = sns.boxplot(\n", + " data=df[(df.Metric == metric) & (df.Dataset == dataset)],\n", + " x=\"Metric Domain\",\n", + " y=\"Value\",\n", + " hue=\"Diffusion Domain\",\n", + " hue_order=[\"Time\", \"Frequency\"],\n", + " showfliers=False,\n", + " )\n", + " plt.title(f\"{metric} on {dataset}\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansem
Diffusion DomainFrequencyTimeFrequencyTime
MetricMetric DomainDataset
Marginal WassersteinFrequencyECG0.0052710.0063420.0010720.001777
MIMIC-III0.1078160.1319390.0081060.009919
NASA-Charge0.0396130.1580020.0081950.009290
NASA-Discharge0.3143630.4144610.0935650.140743
NASDAQ-20195.5319589.2980161.5716092.231156
US-Droughts0.3505240.7726240.0101200.048572
TimeECG0.0214780.0270350.0003290.000733
MIMIC-III0.2409330.2877250.0055730.005822
NASA-Charge0.2725470.3949310.0062400.005348
NASA-Discharge1.5906421.8798250.0741800.122275
NASDAQ-201955.86366378.5368810.1378700.156430
US-Droughts0.9312522.5629370.0120720.032526
Sliced WassersteinFrequencyECG0.0123460.0196370.0002580.000447
MIMIC-III0.1442380.2059110.0019240.002796
NASA-Charge0.2105920.2697920.0036590.003160
NASA-Discharge1.9990462.9741670.0424980.067195
NASDAQ-201945.81244264.0561941.0483081.519754
US-Droughts0.6328582.8487460.0090870.044758
TimeECG0.0145750.0214420.0002810.000456
MIMIC-III0.1515870.2108800.0019140.002867
NASA-Charge0.2290700.3161520.0041630.003512
NASA-Discharge2.0281132.9418080.0411570.066505
NASDAQ-201943.60217260.5124841.0221191.480206
US-Droughts0.7376812.9127470.0096660.045754
\n", + "
" + ], + "text/plain": [ + " mean \\\n", + "Diffusion Domain Frequency Time \n", + "Metric Metric Domain Dataset \n", + "Marginal Wasserstein Frequency ECG 0.005271 0.006342 \n", + " MIMIC-III 0.107816 0.131939 \n", + " NASA-Charge 0.039613 0.158002 \n", + " NASA-Discharge 0.314363 0.414461 \n", + " NASDAQ-2019 5.531958 9.298016 \n", + " US-Droughts 0.350524 0.772624 \n", + " Time ECG 0.021478 0.027035 \n", + " MIMIC-III 0.240933 0.287725 \n", + " NASA-Charge 0.272547 0.394931 \n", + " NASA-Discharge 1.590642 1.879825 \n", + " NASDAQ-2019 55.863663 78.536881 \n", + " US-Droughts 0.931252 2.562937 \n", + "Sliced Wasserstein Frequency ECG 0.012346 0.019637 \n", + " MIMIC-III 0.144238 0.205911 \n", + " NASA-Charge 0.210592 0.269792 \n", + " NASA-Discharge 1.999046 2.974167 \n", + " NASDAQ-2019 45.812442 64.056194 \n", + " US-Droughts 0.632858 2.848746 \n", + " Time ECG 0.014575 0.021442 \n", + " MIMIC-III 0.151587 0.210880 \n", + " NASA-Charge 0.229070 0.316152 \n", + " NASA-Discharge 2.028113 2.941808 \n", + " NASDAQ-2019 43.602172 60.512484 \n", + " US-Droughts 0.737681 2.912747 \n", + "\n", + " sem \n", + "Diffusion Domain Frequency Time \n", + "Metric Metric Domain Dataset \n", + "Marginal Wasserstein Frequency ECG 0.001072 0.001777 \n", + " MIMIC-III 0.008106 0.009919 \n", + " NASA-Charge 0.008195 0.009290 \n", + " NASA-Discharge 0.093565 0.140743 \n", + " NASDAQ-2019 1.571609 2.231156 \n", + " US-Droughts 0.010120 0.048572 \n", + " Time ECG 0.000329 0.000733 \n", + " MIMIC-III 0.005573 0.005822 \n", + " NASA-Charge 0.006240 0.005348 \n", + " NASA-Discharge 0.074180 0.122275 \n", + " NASDAQ-2019 0.137870 0.156430 \n", + " US-Droughts 0.012072 0.032526 \n", + "Sliced Wasserstein Frequency ECG 0.000258 0.000447 \n", + " MIMIC-III 0.001924 0.002796 \n", + " NASA-Charge 0.003659 0.003160 \n", + " NASA-Discharge 0.042498 0.067195 \n", + " NASDAQ-2019 1.048308 1.519754 \n", + " US-Droughts 0.009087 0.044758 \n", + " Time ECG 0.000281 0.000456 \n", + " MIMIC-III 0.001914 0.002867 \n", + " NASA-Charge 0.004163 0.003512 \n", + " NASA-Discharge 0.041157 0.066505 \n", + " NASDAQ-2019 1.022119 1.480206 \n", + " US-Droughts 0.009666 0.045754 " + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aggfunc\n", + "\n", + "pd.pivot_table(\n", + " df,\n", + " index=[\"Metric\", \"Metric Domain\", \"Dataset\"],\n", + " columns=\"Diffusion Domain\",\n", + " values=\"Value\",\n", + " aggfunc=[\"mean\", \"sem\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Spectral Analysis\n" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 75, "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "Dataset not recognized", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[6], line 10\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(runs_dir \u001b[38;5;241m/\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrun\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/results.yaml\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m 9\u001b[0m results \u001b[38;5;241m=\u001b[39m safe_load(f)\n\u001b[0;32m---> 10\u001b[0m data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSpecral Density\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mcalculate_spectral_density\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresults\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfreq_marginal_wasserstein_all\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mDataset\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 11\u001b[0m spectral_density_list\u001b[38;5;241m.\u001b[39mappend(data)\n\u001b[1;32m 12\u001b[0m spectral_density_list \n", - "Cell \u001b[0;32mIn[2], line 37\u001b[0m, in \u001b[0;36mcalculate_spectral_density\u001b[0;34m(marginal_distances, dataset_name)\u001b[0m\n\u001b[1;32m 35\u001b[0m max_len \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m24\u001b[39m \n\u001b[1;32m 36\u001b[0m \u001b[38;5;28;01mcase\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01m_\u001b[39;00m:\n\u001b[0;32m---> 37\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDataset not recognized\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 38\u001b[0m marginals_tensor \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mtensor(marginal_distances)\n\u001b[1;32m 39\u001b[0m marginals_tensor \u001b[38;5;241m=\u001b[39m rearrange(marginals_tensor, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(max_len n_channels) -> 1 max_len n_channels\u001b[39m\u001b[38;5;124m\"\u001b[39m, max_len \u001b[38;5;241m=\u001b[39mmax_len)\n", - "\u001b[0;31mValueError\u001b[0m: Dataset not recognized" - 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DatasetDiffusion DomainFrequencySpectral Density
0MIMIC-IIIFrequency0.000000134.392731
1MIMIC-IIIFrequency0.0769238.906826
2MIMIC-IIIFrequency0.1538461.886092
3MIMIC-IIIFrequency0.2307690.968898
4MIMIC-IIIFrequency0.3076920.703204
\n", + "
" + ], + "text/plain": [ + " Dataset Diffusion Domain Frequency Spectral Density\n", + "0 MIMIC-III Frequency 0.000000 134.392731\n", + "1 MIMIC-III Frequency 0.076923 8.906826\n", + "2 MIMIC-III Frequency 0.153846 1.886092\n", + "3 MIMIC-III Frequency 0.230769 0.968898\n", + "4 MIMIC-III Frequency 0.307692 0.703204" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "spectral_density_list = []\n", + "spectral_data = []\n", "for run in run_list:\n", - " data = {}\n", " with open(runs_dir / f\"{run}/train_config.yaml\", \"r\") as f:\n", " config = safe_load(f)\n", - " data[\"Dataset\"] = infer_dataset(config[\"datamodule\"][\"_target_\"])\n", - " data[\"Diffusion Domain\"] = infer_diffusion_domain(config[\"fourier_transform\"])\n", + " dataset_name = infer_dataset(config)\n", + " diffusion_domain = infer_diffusion_domain(config[\"fourier_transform\"])\n", " with open(runs_dir / f\"{run}/results.yaml\", \"r\") as f:\n", " results = safe_load(f)\n", - " data[\"Specral Density\"] = calculate_spectral_density(results[\"freq_marginal_wasserstein_all\"], data[\"Dataset\"])\n", - " spectral_density_list.append(data)\n", - "spectral_density_list " + " spectral_density = calculate_spectral_density(\n", + " results[\"spectral_marginal_wasserstein_all\"],\n", + " sample_path=runs_dir / f\"{run}/samples.pt\",\n", + " )\n", + " freqs = torch.arange(0, 1, 1 / spectral_density.shape[0])\n", + " spectral_data.extend(\n", + " [\n", + " {\n", + " \"Dataset\": dataset_name,\n", + " \"Diffusion Domain\": diffusion_domain,\n", + " \"Frequency\": freqs[k].item(),\n", + " \"Spectral Density\": spectral_density[k].item(),\n", + " }\n", + " for k in range(len(spectral_density))\n", + " ]\n", + " )\n", + "spectral_df = pd.DataFrame(spectral_data)\n", + "spectral_df.head()" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 76, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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GjRtjx44d2LlzJ/z9/WFlZYXGjRsX+7769u2LhQsXYu7cuejcuTOuX7+OBQsWwM/PT68xDQ8fPsTff/8NURSRnJyMy5cvY/Pmzfj333/x4Ycf4p133pHOLel9KKnExER07doVQ4YMQb169WBvb4/Tp0/jzz//xKBBg4p9bePGjXH48GH88ssv8PDwgL29PerWrSsdnzBhAkJDQ3H27Fl88803pbonUVFRha7AXbVqVZ3XPJLJZAgNDcXQoUPRt29fjBs3DhkZGViyZAkSEhLw2WefPbeOixcvYuLEiXj99ddRu3ZtWFpa4uDBg7h48SJmzJhh1GvrysrKyqDr9+gaq6OjI3766Sf07dsXzZs3x8SJE9G2bVtYWlriv//+w7fffot///33ud87Mi9MhqjC+uSTT/DTTz/hiy++QHR0NDIyMuDh4YEePXpg5syZqF+/vtb5zZo1w6hRozB37lz8999/8PT0RFhYmNY0YltbWxw9ehSfffYZ1qxZg4iICFhbW8Pb2xs9evTQahHZuHEjWrRogXXr1mHjxo2wtrZGgwYN8PHHH0vnzJ8/H9HR0XjnnXeQnJwMHx+f545JmDVrFlJTU7Fu3TqEhoaiQYMGWL16Nfbs2aPX1Ppdu3Zh165dkMlksLOzg4+PD9q2bYvVq1cX+D/50tyHkrCyskKbNm2wZcsW3LlzB1lZWfD29sb06dMxbdq0Yl/75Zdf4v3338ebb74pTfnPex+qV6+ODh064OLFixgyZEip4lqxYgVWrFhRoHzo0KH49ttvS1VXXkOGDIGtrS2Cg4MxePBgyOVyvPDCCzh06BDatWv33Ne7u7ujZs2a+Prrr3H37l0IggB/f38sXbpUSrSNde3KoHXr1rh06RK++OILfPfddwgJCUFOTg68vLzQvXt3rFy50tQhUjkjiPmnkRBVQr6+vmjUqFGBhQCp4ouNjYWPjw8++OCDCrnyOBGZHluGiKhCunfvHm7fvo0lS5ZAJpOVm/3ViKji4QBqIqqQvvnmG3Tp0gVXrlzB1q1bUb16dVOHREQVFLvJiIiIyKyxZYiIiIjMGpMhIiIiMmtMhoiIiMislevZZEeOHMGSJUtw9uxZREdHY8+ePXjllVcKPXfcuHFYs2YNvvjiCwQGBkrlGRkZCAoKwvbt25GWlobu3bvj66+/lrYdKAmVSoUHDx7A3t6+2GX5iYiIqPzQLDLr6emptXlxfuU6GUpJSUHTpk0xatSoInf3BoAff/wRp06dKnRPmcDAQPzyyy/YsWMHXF1dMXXqVPTt2xdnz56FXC4vURwPHjyAl5eXzu+DiIiITOfu3bvFNoKU62ToxRdflPaAKsr9+/cxceJE7N27Fy+//LLWscTERKxbtw5btmxBjx49AKg3wfTy8sJff/2F3r17lygOe3t7AOqb6eDgoMM7ISIiorKWlJQELy8v6e94Ucp1MvQ8KpUKw4YNw0cffYSGDRsWOH727FlkZWWhV69eUpmnpycaNWqEEydOFJkMZWRkICMjQ3qu2S3cwcGByRAREVEF87whLhV6AHVISAgsLCwwadKkQo/HxMTA0tISzs7OWuVubm6IiYkpst7g4GA4OjpKD3aRERERVV4VNhk6e/YsvvzyS2zcuLHUg5pFUSz2NTNnzkRiYqL0uHv3rr7hEhERUTlVYZOho0ePIjY2Ft7e3rCwsICFhQUiIyMxdepUaUdtd3d3ZGZmIj4+Xuu1sbGxcHNzK7JupVIpdYmxa4yIiKhyq7BjhoYNGyYNitbo3bs3hg0bhlGjRgEAWrZsCYVCgf379+ONN94AAERHR+Py5cvc3ZqIqBLIyclBVlaWqcMgE1EoFCWeGV6ccp0MPX36FDdv3pSeR0RE4MKFC3BxcYG3tzdcXV21zlcoFHB3d0fdunUBAI6OjhgzZgymTp0KV1dXuLi4ICgoCI0bNy6QSBERUcUhiiJiYmKQkJBg6lDIxJycnODu7q7XOoDlOhk6c+YMunbtKj2fMmUKAGDEiBHYuHFjier44osvYGFhgTfeeENadHHjxo0GySSJiMg0NIlQtWrVYGNjwwVxzZAoikhNTUVsbCwAwMPDQ+e6uGt9CSQlJcHR0RGJiYkcP0REZGI5OTm4ceMGqlWrVqCHgMzPkydPEBsbizp16hRo6Cjp3+8KO4CaiIjMk2aMkI2NjYkjofJA8z3QZ+wYkyEiIqqQ2DVGgGG+B0yGiIiIyKwxGSIiIrMlCAJ+/PFH6fn//vc/vPDCC7CyskKzZs2KLNPH4cOHIQgCZ8IB2LhxI5ycnEwdBpMhIiKqXEaOHAlBECAIAhQKBdzc3NCzZ0+sX78eKpVK69zo6GitDcHnzp0LW1tbXL9+HQcOHCiyTB/t2rVDdHQ0HB0d9a6rOKW5D6YyePBg3Lhxw9RhMBkymax04N8dwJHPAU7oIyIyqD59+iA6Ohp37tzBH3/8ga5du2Ly5Mno27cvsrOzpfPc3d2hVCql57du3UKHDh3g4+MjzVQrrEwflpaWeq+LU1IlvQ+mYm1tjWrVqpk6DCZDJiMIwJ5xwMGFQOoTU0dDRFSpKJVKuLu7o3r16mjRogU+/vhj/PTTT/jjjz+01qnL200mCALOnj2LBQsWQBAEzJs3r9Cywrq5Lly4AEEQcOfOHQBAZGQk+vXrB2dnZ9ja2qJhw4b4/fffARTeTbZ79240bNgQSqUSvr6+WLp0qdb78fX1xeLFizF69GjY29vD29sba9asMdh9iIqKwoABA2BnZwcHBwe88cYbePjwoXR83rx5aNasGdavXw9vb2/Y2dnhvffeQ05ODkJDQ+Hu7o5q1arh008/1bp+WFgYGjduDFtbW3h5eWHChAl4+vSpdDx/N5nmOlu2bIGvry8cHR3x5ptvIjk5+bnvVR9MhkzFQgnYuat/T+RGsERExtatWzc0bdoUP/zwQ6HHo6Oj0bBhQ0ydOhXR0dEICgoqtKwk3n//fWRkZODIkSO4dOkSQkJCYGdnV+i5Z8+exRtvvIE333wTly5dwrx58zB79uwCiwsvXboUAQEBOH/+PCZMmID33nsP//vf/0p1D4CC90EURbzyyiuIi4tDeHg49u/fj1u3bmHw4MFar7t16xb++OMP/Pnnn9i+fTvWr1+Pl19+Gffu3UN4eDhCQkLwySef4O+//5ZeI5PJsHz5cly+fBmbNm3CwYMHMW3atGLju3XrFn788Uf8+uuv+PXXXxEeHo7PPvus1O+zNMr1CtSVnpMX8DQGSLgLeDY3dTRERJVevXr1cPHixUKPubu7w8LCAnZ2dnB3V//Pqp2dXYGykoiKisKrr76Kxo0bAwD8/f2LPDcsLAzdu3fH7NmzAQB16tTB1atXsWTJEowcOVI676WXXsKECRMAANOnT8cXX3yBw4cPo169eiWOSyPvffjrr79w8eJFREREwMvLCwCwZcsWNGzYEKdPn0arVq0AACqVCuvXr4e9vT0aNGiArl274vr16/j9998hk8lQt25dhISE4PDhw3jhhRcAAIGBgdI1/fz8sHDhQrz33nv4+uuvi4xNpVJh48aNsLe3B6Dei/TAgQMFWp0MiS1DpuRYQ/0z8Z5p4yAiMhOiKJbJWJ1JkyZh0aJFaN++PebOnVtkAgYA165dQ/v27bXK2rdvj//++w85OTlSWZMmTaTfBUGAu7u7tBVFaeW9D9euXYOXl5eUCAFAgwYN4OTkhGvXrkllvr6+UoICAG5ubmjQoAFkMplWWd6YDh06hJ49e6J69eqwt7fH8OHD8eTJE6SkpBQZW/7reHh46Pw+S4rJkCk55n7x2E1GRFQmrl27Bj8/P73q0Pzxz7ubVf7Vj8eOHYvbt29j2LBhuHTpEgICArBixYpC6yssQStspyyFQqH1XBAEnWeF5b0PRSWI+csLu35xMUVGRuKll15Co0aNsHv3bpw9exZfffUVgOJXizbk+ywpJkOmpEmGEqJMGwcRkRk4ePAgLl26hFdffVWveqpWrQpAPcZI48KFCwXO8/Lywvjx4/HDDz9g6tSpWLt2baH1NWjQAMeOHdMqO3HiRKF7bRlC/vvQoEEDREVF4e7dZ/9jfvXqVSQmJqJ+/fo6X+fMmTPIzs7G0qVL8cILL6BOnTp48OCB3vEbA8cMmZKTpmWI3WRERIaUkZGBmJgY5OTk4OHDh/jzzz8RHByMvn37Yvjw4XrVXatWLXh5eWHevHlYtGgR/vvvvwKzvwIDA/Hiiy+iTp06iI+Px8GDB4tMLKZOnYpWrVph4cKFGDx4ME6ePImVK1cWO66mpEpyH3r06IEmTZpg6NChWLZsGbKzszFhwgR07twZAQEBOl+7Zs2ayM7OxooVK9CvXz8cP34cq1ev1vs9GQNbhkyJ3WREREbx559/wsPDA76+vujTpw8OHTqE5cuX46efftK7tUWhUGD79u343//+h6ZNmyIkJASLFi3SOicnJwfvv/8+6tevjz59+qBu3bpFJjctWrTAd999hx07dqBRo0aYM2cOFixYoDV4WlcluQ+a5QWcnZ3RqVMn9OjRA/7+/ti5c6de127WrBnCwsIQEhKCRo0aYevWrQgODtb7PRmDIBbWMUlakpKS4OjoiMTERDg4OBiu4rQEIMRH/fvH0YAld2AmInqe9PR0REREwM/PD1ZWVqYOh0ysuO9DSf9+s2XIlKydAGXuh8OuMiIiIpNgMmRq0vR6DqImIiIyBSZDpubIQdRERESmxGTI1DQzyhI4iJqIiMgUmAyZmtRNxmSIiIjIFJgMmRq7yYiIiEyKyZCpOXmrf7KbjIiIyCSYDJmappss6T6gyin+XCIiIjI4JkOmZucOyBSAmAMkRz//fCIiIjIoJkOmJpMBDp7q39lVRkRE+cybNw/NmjUzdRiVGpOh8kAzboiDqImIzIogCMU+Ro4ciaCgIBw4cMDUoVZq3LW+PJBmlHEVaiIicxId/Wx4xM6dOzFnzhxcv35dKrO2toadnR3s7OxMEZ7ZYMtQeSCtNcSWISIiQxFFEamZ2WX+KM3+5+7u7tLD0dERgiAUKMvfTTZy5Ei88sorWLx4Mdzc3ODk5IT58+cjOzsbH330EVxcXFCjRg2sX79e61r379/H4MGD4ezsDFdXVwwYMAB37twx0N2u2NgyVB5wFWoiIoNLy8pBgzl7y/y6Vxf0ho2lcf+8Hjx4EDVq1MCRI0dw/PhxjBkzBidPnkSnTp1w6tQp7Ny5E+PHj0fPnj3h5eWF1NRUdO3aFR07dsSRI0dgYWGBRYsWoU+fPrh48SIsLS2NGm95x5ah8oCrUBMRUSm4uLhg+fLlqFu3LkaPHo26desiNTUVH3/8MWrXro2ZM2fC0tISx48fBwDs2LEDMpkM33zzDRo3boz69etjw4YNiIqKwuHDh037ZsoBtgyVB455BlCLIiAIpo2HiKgSsFbIcXVBb5Nc19gaNmwImexZe4abmxsaNWokPZfL5XB1dUVsbCwA4OzZs7h58ybs7e216klPT8etW7eMHm95x2SoPHCsrv6Z+RRIiwdsXEwbDxFRJSAIgtG7q0xFoVBoPRcEodAylUoFAFCpVGjZsiW2bt1aoK6qVasaL9AKonJ+SyoahTVgWxVIeaTuKmMyREREBtSiRQvs3LkT1apVg4ODg6nDKXc4Zqi84IatRERkJEOHDkWVKlUwYMAAHD16FBEREQgPD8fkyZNx7x7/7jAZKi84o4yIiIzExsYGR44cgbe3NwYNGoT69etj9OjRSEtLY0sRAEEszYIIZiopKQmOjo5ITEw03pdm7yzg5Eqg7USg96fGuQYRUSWQnp6OiIgI+Pn5wcrKytThkIkV930o6d9vtgyVF1I3GVuGiIiIyhKTofJCs9YQu8mIiIjKFJOh8sKJA6iJiIhMoVwnQ0eOHEG/fv3g6ekJQRDw448/SseysrIwffp0NG7cGLa2tvD09MTw4cPx4MEDrToyMjLwwQcfoEqVKrC1tUX//v3L58h5TTdZSiyQlW7aWIiIiMxIuU6GUlJS0LRpU6xcubLAsdTUVJw7dw6zZ8/GuXPn8MMPP+DGjRvo37+/1nmBgYHYs2cPduzYgWPHjuHp06fo27cvcnJyyuptlIy1M6CwVf+edN+0sRAREZmRcr3o4osvvogXX3yx0GOOjo7Yv3+/VtmKFSvQunVrREVFwdvbG4mJiVi3bh22bNmCHj16AAC+/fZbeHl54a+//kLv3mW/THuRBEHdVfbof0BCFOBa09QRERERmYVy3TJUWomJiRAEAU5OTgDUe7FkZWWhV69e0jmenp5o1KgRTpw4UWQ9GRkZSEpK0nqUCW7YSkREVOYqTTKUnp6OGTNmYMiQIdJaAjExMbC0tISzs7PWuW5uboiJiSmyruDgYDg6OkoPLy8vo8Yu4SrUREREZa5SJENZWVl48803oVKp8PXXXz/3fFEUIRSzM/zMmTORmJgoPe7eLaOWGq5CTUREVOYqfDKUlZWFN954AxEREdi/f7/WCpPu7u7IzMxEfHy81mtiY2Ph5uZWZJ1KpRIODg5aD0NLz8rBbxejsebILUiLgHPhRSIiojJXoZMhTSL033//4a+//oKrq6vW8ZYtW0KhUGgNtI6Ojsbly5fRrl27sg63gPe3ncPi3/+H+NQsdQGTISIiszNy5EgIglDgcfPmTVOHZjZKPZssLS0NcXFxqF69ulb5lStX0LBhQ4MFBgBPnz7V+jJERETgwoULcHFxgaenJ1577TWcO3cOv/76K3JycqRxQC4uLrC0tISjoyPGjBmDqVOnwtXVFS4uLggKCkLjxo2l2WWmYqWQw93BCjFJ6Yh8kgIXW8s8Cy/eB1QqQFahc1UiIiqhPn36YMOGDVplVatW1XqemZkJS0vLsgzLbJTqr+2uXbtQp04dvPTSS2jSpAlOnTolHRs2bJjBgztz5gyaN2+O5s2bAwCmTJmC5s2bY86cObh37x5+/vln3Lt3D82aNYOHh4f0yDtT7IsvvsArr7yCN954A+3bt4eNjQ1++eUXyOVyg8dbWt6uNgCAqLhUdYGdOyDIAVUW8PShCSMjIqoERBHITCn7hw77nyuVSri7u2s9unfvjokTJ2LKlCmoUqUKevbsCQC4evUqXnrpJdjZ2cHNzQ3Dhg3D48ePpbpSUlIwfPhw2NnZwcPDA0uXLkWXLl0QGBgonZN/IWMAcHJywsaNG6Xn9+/fx+DBg+Hs7AxXV1cMGDAAd+7ckY6PHDkSr7zyCj7//HN4eHjA1dUV77//PrKysqRzMjIyMG3aNHh5eUGpVKJ27dpYt24dRFFErVq18Pnnn2vFcPnyZchkMty6davU91AfpWoZWrRoEc6dO4eqVavizJkzGDFiBGbNmoUhQ4Y8G/diQF26dCm23pJc08rKCitWrMCKFSsMGZpB+LjY4J+IOEQ+yU2G5BaAQ3UgMUrdVebgYdoAiYgqsqxUYLFn2V/34weApa1Bqtq0aRPee+89HD9+HKIoIjo6Gp07d8Y777yDsLAwpKWlYfr06XjjjTdw8OBBAMBHH32EQ4cOYc+ePXB3d8fHH3+Ms2fPolmzZiW+bmpqKrp27YqOHTviyJEjsLCwwKJFi9CnTx9cvHhRaqE6dOgQPDw8cOjQIdy8eRODBw9Gs2bN8M477wAAhg8fjpMnT2L58uVo2rQpIiIi8PjxYwiCgNGjR2PDhg0ICgqSrrt+/Xp07NgRNWuW7Vp7pUqGsrKypGa7gIAAHDlyBIMGDcLNmzeLnZ1FhfPJbRmSkiFAvdZQYpR64UWv1iaKjIiIytKvv/4KOzs76blmweFatWohNDRUKp8zZw5atGiBxYsXS2Xr16+Hl5cXbty4AU9PT6xbtw6bN2+WWpI2bdqEGjVqlCqeHTt2QCaT4ZtvvpH+vm/YsAFOTk44fPiwtH6fs7MzVq5cCblcjnr16uHll1/GgQMH8M477+DGjRv47rvvsH//fmloir+/v3SNUaNGYc6cOfjnn3/QunVrZGVl4dtvv8WSJUtKFashlCoZqlatGi5evIgmTZoAAFxdXbF//36MGDECFy9eNEqAlZmPq/r/HKLiUp4VOnkBUeBaQ0RE+lLYqFtpTHHdUuratStWrVolPbe1tcVbb72FgIAArfPOnj2LQ4cOaSVOGrdu3UJaWhoyMzPRtm1bqdzFxQV169YtVTxnz57FzZs3YW9vr1Wenp6u1YXVsGFDrWEnHh4euHTpEgDgwoULkMvl6Ny5c6HX8PDwwMsvv4z169ejdevW+PXXX5Geno7XX3+9VLEaQqmSoS1btsDCQvsllpaW2L59OyZOnGjQwMxB4S1DnFFGRGQQgmCw7ipjs7W1Ra1atQotz0ulUqFfv34ICQkpcK6Hhwf++++/El1PEIQCQ03yjvVRqVRo2bIltm7dWuC1eQd2KxSKAvWqVCoAgLW19XPjGDt2LIYNG4YvvvgCGzZswODBg2FjU/pkUl+lSoaKa2Zr37693sGYGx8X9Zc8NjkDqZnZsLG0eLYlBxdeJCKifFq0aIHdu3fD19e3QOMEoO5WUygU+Pvvv+Ht7Q0AiI+Px40bN7RaaKpWrYro6Gjp+X///YfU1Gf/Y96iRQvs3LkT1apV03mtvcaNG0OlUiE8PLzIGdwvvfQSbG1tsWrVKvzxxx84cuSITtfSl05zt6OionR6lNkeXxWEo40CjtbqrFqaUebELTmIiKhw77//PuLi4vDWW2/hn3/+we3bt7Fv3z6MHj0aOTk5sLOzw5gxY/DRRx/hwIEDuHz5MkaOHAlZvqVaunXrhpUrV+LcuXM4c+YMxo8fr9XKM3ToUFSpUgUDBgzA0aNHERERgfDwcEyePBn37pXs75Ovry9GjBiB0aNH48cff0RERAQOHz6M7777TjpHLpdj5MiRmDlzJmrVqqXVvVeWdEqGfH19S/3w8/PDsmXLDBx+xVegq4zdZEREVARPT08cP34cOTk56N27Nxo1aoTJkyfD0dFRSniWLFmCTp06oX///ujRowc6dOiAli1batWzdOlSeHl5oVOnThgyZAiCgoK0uqdsbGxw5MgReHt7Y9CgQahfvz5Gjx6NtLS0UrUUrVq1Cq+99homTJiAevXq4Z133kFKSorWOWPGjEFmZiZGjx6tx53RjyAaY058JZOUlARHR0ckJiYafGuOidvO4deL0Zj1Un2808lfvUaFZirojCjAytGg1yMiqujS09MREREBPz8/WFlZmTqcCqFLly5o1qxZuWyUOH78OLp06YJ79+4Vu1VWUYr7PpT073epV6AGAD8/P52m0gcGBmLSpEm6XLLSklqGNDPKLG0BG1cg9Yl63JA7kyEiIqp8MjIycPfuXcyePRtvvPGGTomQoeiUDOVdobI0fH19dXpdZaYZRF1graHUJ+quMvdGJoqMiIjIeLZv344xY8agWbNm2LJli0lj0SkZKmrNACq9AltyAOpxQ9H/chA1EREZxOHDh00dQgEjR47EyJEjTR0GACPtWn/69GljVFspabrJ7senITtHvTYDnNTTIZEQZaKoiIiIzIdRkqHp06drLfx0+PBh9O7d2xiXqvDc7K1gaSFDtkrEg4R0daFmrSG2DBERFYnzfwgwzPdAp26y5/n222/x1ltv4Z133sFXX30FURQxbdo0Y1yqwpPJBPi42OC/2KeIjEtRd5txej0RUZE06+GkpqaWaJVjqtw0i0XmXw27NIySDN25cwdLlizBgAED8H//93/o37+/MS5Tafi45iZDT1LRsTa4CjURUTHkcjmcnJwQGxsLQL0mDjcLNz+iKCI1NRWxsbFwcnLS2iOttIySDC1btgxXrlzB06dPMXv2bBw7dgwNGzbEiBEjjHG5Cs9bmlGWO71eM2boaQyQnQFYKE0UGRFR+eTu7g4AUkJE5svJyUn6PujKKMmQZqntrKwsXLt2DZcvX8aVK1eMcalKocAq1DaugIU1kJ0GJN0HXPxNGB0RUfkjCAI8PDxQrVo1rQ1GybwoFAq9WoQ09E6GDh06hK5duxZ6bNOmTRg7diyaNGmi72UqtQLT6wVB3VX25D91VxmTISKiQsnlcoP8MSTzVurZZOPHj8fRo0el5z179sRHH32klZk/fvwYAwYMwLhx4wwTZSXn4/IsGZJGxXPDViIiojJR6mQoICAAw4cPl56rVCqEhYWhdevWuHLlCn777Tc0btwYv/zyi14ju81JDWcbyAQgNTMHj55mqAul6fUcRE1ERGRMpU6G/vnnHwwdOlR6/ttvv8HT0xP//vsvWrZsif79++Phw4do0qQJTp06ZdBgKytLCxk8HNXTQ6Ok3etzB1EzGSIiIjKqUidD4eHhGDNmjPT8xRdfxOnTp+Hm5oasrCyIoojmzZvjn3/+QdOmTQ0abGVWYBC1ppuM0+uJiIiMqtTJ0Oeff45PPvlEen7kyBF07twZsbGxkMnU1V24cAE9evTArVu3DBdpJfds93pNyxC7yYiIiMpCqZOhfv36YevWrdLzrl274r///kOtWrVw4sQJ7Nq1Cy4uLjh27BiaNWtmyFgrNc1aQ1GatYakVajvAyqViaIiIiKq/PTem0wURbz77rs4f/48WrVqhUGDBuHSpUvo2bOntEQ2PZ9v/pYhB09AkAE5GUDKIxNGRkREVLnpvc7QTz/9hH79+mmVubu7Y+/evVixYoW+1ZsNaa0hzZghuQKw91Avuph4D7B3M2F0RERElZfeLUP5E6G8PvjgA32rNxs+rupusicpmUhOz12zSeoqizJRVERERJWfTi1DUVG6/XF2cnKCg4ODTq+t7OyUFnC1tcSTlExEPklFo+qO6kHUd8EZZUREREakUzLk6+tb6tcIgoC5c+dizpw5ulzSLHi72uBJSiai4nKTIa5CTUREZHQ6JUMqzm4yCh8XG5yPSni21pDUTcaWISIiImPRKRny8/ODIAilfl1gYCAmTZqkyyXNgnfuuKGouHzT69lNRkREZDQ6JUMbN27U6WK6dK+ZE82GrQVWoWbLEBERkdHolAx17tzZ0HEQCtmSQ7MKdXoCkJEMKO1NExgREVElpvfUejIczVpD0YlpyMxWqZMfKyf1QQ6iJiIiMgomQ+VIVTslbCzlUInAvXhu2EpERFQWmAyVI4IgwNsl/4atXHiRiIjImJgMlTM++bflcORaQ0RERMbEZKic0WzLcUezez27yYiIiIyKyVA5o+kmi8o/o4wtQ0REREah9671AHDgwAEcOHAAsbGxBVanXr9+vSEuYTak6fXSmCFv9U+uNURERGQUercMzZ8/H7169cKBAwfw+PFjxMfHaz30ceTIEfTr1w+enp4QBAE//vij1nFRFDFv3jx4enrC2toaXbp0wZUrV7TOycjIwAcffIAqVarA1tYW/fv3x7175beVxcdFswp1KlQq8VnLUHI0kJNlwsiIiIgqJ71bhlavXo2NGzdi2LBhhohHS0pKCpo2bYpRo0bh1VdfLXA8NDQUYWFh2LhxI+rUqYNFixahZ8+euH79Ouzt1QsUBgYG4pdffsGOHTvg6uqKqVOnom/fvjh79izkcrnBY9aXp5MVLGQCMrNVeJicDg/7qoBcCeRkAEkPAGcfU4dIRERUqeidDGVmZqJdu3aGiKWAF198ES+++GKhx0RRxLJlyzBr1iwMGjQIALBp0ya4ublh27ZtGDduHBITE7Fu3Tps2bIFPXr0AAB8++238PLywl9//YXevXsbJW59WMhlqO5sjcgnqYh8kgoPR2t161DcLXVXGZMhIiIig9K7m2zs2LHYtm2bIWIplYiICMTExKBXr15SmVKpROfOnXHixAkAwNmzZ5GVlaV1jqenJxo1aiSdU5iMjAwkJSVpPcpSkYOoOaOMiIjI4PRuGUpPT8eaNWvw119/oUmTJlAoFFrHw8LC9L1EoWJiYgAAbm5uWuVubm6IjIyUzrG0tISzs3OBczSvL0xwcDDmz59v4IhLzsfVBkf/AyLj8k2v54wyIiIig9M7Gbp48SKaNWsGALh8+bLWMUEQ9K3+ufJfQxTF5173eefMnDkTU6ZMkZ4nJSXBy8tLv0BLQTOIOrLAwotchZqIiMjQ9E6GDh06ZIg4Ss3d3R2AuvXHw8NDKo+NjZVai9zd3ZGZmYn4+Hit1qHY2NhixzkplUoolUojRf580irUBbbkYMsQERGRoRlk0cWEhAQsXboUY8eOxTvvvIMvvvgCiYmJhqi6SH5+fnB3d8f+/fulsszMTISHh0uJTsuWLaFQKLTOiY6OxuXLl4026NsQNKtQSy1DXIWaiIjIaPRuGTpz5gx69+4Na2trtG7dGqIoIiwsDJ9++in27duHFi1a6Fz306dPcfPmTel5REQELly4ABcXF3h7eyMwMBCLFy9G7dq1Ubt2bSxevBg2NjYYMmQIAMDR0RFjxozB1KlT4erqChcXFwQFBaFx48bS7LLySDOAOjEtCwmpmXDKuwq1KAJl0P1IRERkLvROhj788EP0798fa9euhYWFurrs7GyMHTsWgYGBOHLkiM51nzlzBl27dpWea8bxjBgxAhs3bsS0adOQlpaGCRMmID4+Hm3atMG+ffukNYYA4IsvvoCFhQXeeOMNpKWloXv37ti4cWO5XGNIw9pSjmr2SsQmZyDySSqcPGoAEIDsNCD1CWBbxdQhEhERVRqCKIqiPhVYW1vj/PnzqFevnlb51atXERAQgNTUVL0CLA+SkpLg6OiIxMREODg4lMk1X199AqfvxGP5W83Rv6knsLSeehXqdw4B1XVvbSMiIjIXJf37rfeYIQcHB0RFFZzldPfuXa0WGiodb822HJrd66WuMo4bIiIiMiS9k6HBgwdjzJgx2LlzJ+7evYt79+5hx44dGDt2LN566y1DxGiWpA1bC0yv54wyIiIiQ9J7zNDnn38OQRAwfPhwZGdnAwAUCgXee+89fPbZZ3oHaK4K7l7PVaiJiIiMQe9kyNLSEl9++SWCg4Nx69YtiKKIWrVqwcbGxhDxma0CW3I4eat/spuMiIjIoPROhjRsbGzQuHFjQ1Vn9jRrDcUkpSM9KwdWUjcZkyEiIiJDMsiii2R4zjYK2Fupc9W7cansJiMiIjISJkPllCAI2oOoNatQp8UBmSkmjIyIiKhyYTJUjkkbtsalAlaOgDJ3jQTOKCMiIjIYJkPlmLfUMqRZa4jjhoiIiAzNIMnQ0aNH8fbbb6Nt27a4f/8+AGDLli04duyYIao3Wz4u+dYa4oatREREBqd3MrR7925po9bz588jIyMDAJCcnIzFixfrHaA507QMReVfa4gtQ0RERAajdzK0aNEirF69GmvXroVCoZDK27Vrh3PnzulbvVnTTK+/F5+KHJXIVaiJiIiMQO9k6Pr16+jUqVOBcgcHByQkJOhbvVlzd7CCpVyGrBwRDxLS2E1GRERkBHonQx4eHrh582aB8mPHjsHf31/f6s2aXCaghos1gNyuMg6gJiIiMji9k6Fx48Zh8uTJOHXqFARBwIMHD7B161YEBQVhwoQJhojRrGkNotYkQ0kPgJxsE0ZFRERUeei9Hce0adOQmJiIrl27Ij09HZ06dYJSqURQUBAmTpxoiBjNmnrc0CNExqUAdnUBmQJQZQHJ0c+6zYiIiEhnBtmb7NNPP8WsWbNw9epVqFQqNGjQAHZ2doao2uxpVqGOepIKyGSAY3Ug/o56EDWTISIiIr0ZdKPWgIAAQ1VHubS25ADUXWXxd3LHDbU1WVxERESVhd5jhoKDg7F+/foC5evXr0dISIi+1Zs979wtOaLiUiGKeabXJ0SZMCoiIqLKQ+9k6P/+7/9Qr169AuUNGzbE6tWr9a3e7Hm5WEMQgKcZ2XiSkvmsa4xrDRERERmE3slQTEwMPDw8CpRXrVoV0dHR+lZv9pQWcng4WAHQzCjjKtRERESGpHcy5OXlhePHjxcoP378ODw9PfWtnpB3W44UrkJNRERkYHoPoB47diwCAwORlZWFbt26AQAOHDiAadOmYerUqXoHSICPiy3+vh2nbhny9lYXJtwFRBEQBNMGR0REVMEZZJ2huLg4TJgwAZmZmQAAKysrTJ8+HTNnztQ7QMrTMvQkFXDIHZ+VlQKkxQM2LiaMjIiIqOLTOxkSBAEhISGYPXs2rl27Bmtra9SuXRtKpdIQ8RHyTK+PSwUUVoBtNSAlVj1uiMkQERGRXgy2zpCdnR1atWplqOooD5/c6fXSWkNOXupkKOEu4NHUhJERERFVfAZJhg4cOIADBw4gNjYWKpVK61hhaxBR6Wi6yR4/zUBKRjZsHWsA989yRhkREZEB6D2bbP78+ejVqxcOHDiAx48fIz4+XutB+nO0VsDZRgEg/+71nFFGRESkL71bhlavXo2NGzdi2LBhhoiHiuDtaov41AREPklFfa5CTUREZDB6twxlZmaiXbt2hoiFiuHjkmetIa5CTUREZDB6J0Njx47Ftm3bDBELFUMzo+zOk7zdZBwzREREpC+9u8nS09OxZs0a/PXXX2jSpAkUCoXW8bCwMH0vQQC8XfKsNeRYW12Y8gjISgMU1iaMjIiIqGLTOxm6ePEimjVrBgC4fPmy1jGBqyMbjI9r7vT6uBTA2hmwtAMynwKJ94EqtUwcHRERUcWldzJ06NAhQ8RBz6HpJnuQkI4slQiFYw3g0f+AxCgmQ0RERHow2KKLV69eRVRUlLQlB6BuGerXr5+hLmHWqtkrYaWQIT1LhfvxafB19MpNhjiImoiISB96J0O3b9/GwIEDcenSJQiCAFEUATzrIsvJydH3EgT1/fR2scGNh08RGZcKX82MsgQOoiYiItKH3rPJJk+eDD8/Pzx8+BA2Nja4cuUKjhw5goCAABw+fNgAIZKGd+62HFFPUgDHGupCzigjIiLSi94tQydPnsTBgwdRtWpVyGQyyGQydOjQAcHBwZg0aRLOnz9viDgJeTZsfZIKeHurC9lNRkREpBe9W4ZycnJgZ2cHAKhSpQoePHgAAPDx8cH169f1rZ7y8M27e70TV6EmIiIyBL2ToUaNGuHixYsAgDZt2iA0NBTHjx/HggUL4O/vr3eAxcnOzsYnn3wCPz8/WFtbw9/fHwsWLNDaLFYURcybNw+enp6wtrZGly5dcOXKFaPGZSzerppustRn3WRJ9wEVx2URERHpSu9k6JNPPpGSj0WLFiEyMhIdO3bE77//juXLl+sdYHFCQkKwevVqrFy5EteuXUNoaCiWLFmCFStWSOeEhoYiLCwMK1euxOnTp+Hu7o6ePXsiOTnZqLEZg2ZLjsi4FIh27oAgB1TZwNOHJo6MiIio4tJ7zFD9+vVRo4a6lcLf3x9Xr15FXFwcnJ2dcfeucQf3njx5EgMGDMDLL78MAPD19cX27dtx5swZAOpWoWXLlmHWrFkYNGgQAGDTpk1wc3PDtm3bMG7cOKPGZ2jVna0hlwlIz1IhNiUbbg7V1esMJdwFHDxNHR4REVGFpHfLkJ+fHx4/fqxV5uLigri4OPj5+elbfbE6dOiAAwcO4MaNGwCAf//9F8eOHcNLL70EAIiIiEBMTAx69eolvUapVKJz5844ceJEkfVmZGQgKSlJ61EeKOQyeDpZAcgdRO3EPcqIiIj0pXfLkGZdofyePn0KKysrfasv1vTp05GYmIh69epBLpcjJycHn376Kd566y0AQExMDADAzc1N63Vubm6IjIwsst7g4GDMnz/feIHrwcfFFnfj0hD5JAWtuWErERGR3nROhqZMmQJAvRjgnDlzYGNjIx3LycnBqVOnpD3LjGXnzp349ttvsW3bNjRs2BAXLlxAYGAgPD09MWLECOm8/HukiaJY7L5pM2fOlN4fACQlJcHLy8vwb0AH3q42wE0gKi7PIGouvEhERKQznZMhzfpBoiji0qVLsLS0lI5ZWlqiadOmCAoK0j/CYnz00UeYMWMG3nzzTQBA48aNERkZieDgYIwYMQLu7u4A1C1EHh4e0utiY2MLtBblpVQqoVQqjRq7rqRB1E9SgTqaliGuNURERKQrnZMhzQato0aNwpdffgkHBweDBVVSqampkMm0hz3J5XJpdpufnx/c3d2xf/9+NG/eHACQmZmJ8PBwhISElHm8huCTd60hrkJNRESkN73HDG3YsMEQceikX79++PTTT+Ht7Y2GDRvi/PnzCAsLw+jRowGou8cCAwOxePFi1K5dG7Vr18bixYthY2ODIUOGmCxufWhvyeGrLky4C4giUEzXHxERERVO72QoLS0NoihKY4YiIyOxZ88e1K9fH71799Y7wOKsWLECs2fPxoQJExAbGwtPT0+MGzcOc+bMkc6ZNm0a0tLSMGHCBMTHx6NNmzbYt28f7O3tjRqbsXjntgzFp2YhycoNDgCQmQykJwLWTqYMjYiIqEISxKKmg5VQr169MGjQIIwfPx4JCQmoV68eFAoFHj9+jLCwMLz33nuGitVkkpKS4OjoiMTERJN0B+YXsOgvPH6agV8/6IBGW5sDqU+A8ccA98amDo2IiKjcKOnfb73XGTp37hw6duwIANi1a5c0bX3z5s1GX4HaXGlt2OrIQdRERET60DsZSk1Nlbqc9u3bh0GDBkEmk+GFF14odi0f0p1mRtmdJyl5NmzlIGoiIiJd6J0M1apVCz/++CPu3r2LvXv3Sqs9x8bGlosupcpIM24oSqtliLvXExER6ULvZGjOnDkICgqCr68v2rRpg7Zt2wJQtxJpprOTYT2bXp/CbjIiIiI96T2b7LXXXkOHDh0QHR2Npk2bSuXdu3fHwIED9a2eCvFsej1XoSYiItKX3skQALi7u0urPWu0bt3aEFVTITQtQ9FJ6ci0rw5LgC1DREREOtIpGZoyZQoWLlwIW1tbrT28ChMWFqZTYFQ0V1tL2FrKkZKZg3uqqvAHgKcxQHYGYFE+txEhIiIqr3RKhs6fP4+srCzp96IUtxkq6U4QBHi72uJadBLupFrC38IayE5Ttw651jR1eERERBWKTsmQZl+y/L9T2fFxscG16CRExqWpp9c/vsFkiIiISAd6zSZTqVRYv349+vbti0aNGqFx48bo378/Nm/eDD0Xtqbn0F54kRu2EhER6UrnZEgURfTv3x9jx47F/fv30bhxYzRs2BCRkZEYOXIkZ5IZmY9r7oyyuDxrDXFGGRERUanpPJts48aNOHLkCA4cOICuXbtqHTt48CBeeeUVbN68GcOHD9c7SCroWctQCuDPtYaIiIh0pXPL0Pbt2/Hxxx8XSIQAoFu3bpgxYwa2bt2qV3BUNO/cLTnuxqVB5aDpJuMq1ERERKWlczJ08eJF9OnTp8jjL774Iv79919dq6fn8HSyhkIuIDNHhScWbupCtgwRERGVms7JUFxcHNzc3Io87ubmhvj4eF2rp+eQywTUcM7doyzHVV2YeA9QqUwYFRERUcWjczKUk5MDC4uihxzJ5XJkZ2frWj2VgKar7GaaHSDIgJxMICXWxFERERFVLDoPoBZFESNHjoRSWfiKxxkZGToHRSWjGUR9JyELsPcEku6pW4fs3Z/zSiIiItLQORkaMWLEc8/hTDLj0rQMSRu2Jt0DEqKAGgEmjoyIiKji0DkZ2rBhgyHjIB1o1hqKjEsBPL2Au39zEDUREVEp6bUCNZlW3lWoRc3Ci1yFmoiIqFSYDFVgmm6y5PRspFp7qAu5CjUREVGpMBmqwKwUcrg7WAEAYoSq6kJ2kxEREZUKk6EKzlvTVZbtrC7gKtRERESlwmSogvPJ7Sq7np6bDKUnAulJJoyIiIioYtF5NlleBw4cwIEDBxAbGwtVvhWQ169fb4hLUBE0g6hvJgCwdgbS4tVdZVYNTBoXERFRRaF3y9D8+fPRq1cvHDhwAI8fP0Z8fLzWg4zLO3d6fVRcinqtIYAzyoiIiEpB75ah1atXY+PGjRg2bJgh4qFS0nSTRT5JBfy9gZhLTIaIiIhKQe+WoczMTLRr184QsZAONN1ksckZyLavri7k9HoiIqIS0zsZGjt2LLZt22aIWEgHTjaWcLBSN/DFKdzUhWwZIiIiKjG9u8nS09OxZs0a/PXXX2jSpAkUCoXW8bCwMH0vQc/h42qLS/cTEY0qqAZwrSEiIqJS0DsZunjxIpo1awYAuHz5stYxQRD0rZ5KwNvVBpfuJ+JOlguaAuwmIyIiKgW9k6FDhw4ZIg7Sg2YQ9bU0JwwAgORoIDsTsLA0aVxEREQVARddrAR8c6fXX01SAnIlABFIfmDaoIiIiCoInVqGpkyZgoULF8LW1hZTpkwp9lyOGTI+zZYcUXGp6rWG4m6pu8qcfU0bGBERUQWgUzJ0/vx5ZGVlSb8XhWOGyoZmev29+DSo6npBFneLg6iJiIhKSKdkKO84IY4ZMj03eytYWsiQma1CqrUH7ABOryciIiohjhmqBGQyAd65g6ifWFRTFyZw93oiIqKSMEgydPToUbz99tto27Yt7t+/DwDYsmULjh07ZojqqQQ0M8rui1XUBewmIyIiKhG9k6Hdu3ejd+/esLa2xvnz55GRkQEASE5OxuLFi/UOkEpGM4g6IstFXcBuMiIiohLROxlatGgRVq9ejbVr12qtPt2uXTucO3dO3+qf6/79+3j77bfh6uoKGxsbNGvWDGfPnpWOi6KIefPmwdPTE9bW1ujSpQuuXLli9LjKmqZl6Gqqg7og8R4giiaMiIiIqGLQOxm6fv06OnXqVKDcwcEBCQkJ+lZfrPj4eLRv3x4KhQJ//PEHrl69iqVLl8LJyUk6JzQ0FGFhYVi5ciVOnz4Nd3d39OzZE8nJyUaNraz55K419G+iLQAByE4HUh6bNigiIqIKQO8VqD08PHDz5k34+vpqlR87dgz+/v76Vl+skJAQeHl5YcOGDVJZ3jhEUcSyZcswa9YsDBo0CACwadMmuLm5Ydu2bRg3bpxR4ytLmm6y2/FZEB3dISRHA4lRgF1VE0dGRERUvundMjRu3DhMnjwZp06dgiAIePDgAbZu3YqgoCBMmDDBEDEW6eeff0ZAQABef/11VKtWDc2bN8fatWul4xEREYiJiUGvXr2kMqVSic6dO+PEiRNF1puRkYGkpCStR3lXw9kaggCkZuYg2666upCDqImIiJ5L72Ro2rRpeOWVV9C1a1c8ffoUnTp1wtixYzFu3DhMnDjREDEW6fbt21i1ahVq166NvXv3Yvz48Zg0aRI2b94MAIiJiQEAuLm5ab3Ozc1NOlaY4OBgODo6Sg8vLy/jvQkDUVrI4eloDQBItnJXF3LDViIioufSOxmKiorCwoUL8fjxY/zzzz/4+++/8ejRIyxYsABRUcZd60alUqFFixZYvHgxmjdvjnHjxuGdd97BqlWrtM7LvxK2KIrFro49c+ZMJCYmSo+7dytGUqFZifqRPHetIc4oIyIiei69kyE/Pz88fvwYNjY2CAgIQOvWrWFnZ4e4uDj4+fkZIsYieXh4oEGDBlpl9evXl5Iwd3d1C0n+VqDY2NgCrUV5KZVKODg4aD0qAmlbDhXXGiIiIiopvZMhsYjp20+fPoWVlZW+1Rerffv2uH79ulbZjRs34OPjA0CdqLm7u2P//v3S8czMTISHh6Ndu3ZGjc0UvF3UM8puZTqpC7gKNRER0XPpPJtMs1u9IAiYM2cObGxspGM5OTk4deoUmjVrpneAxfnwww/Rrl07LF68GG+88Qb++ecfrFmzBmvWrJFiCwwMxOLFi1G7dm3Url0bixcvho2NDYYMGWLU2ExB0zJ0JdVRXcCWISIioufSORnS7FYviiIuXboES0tL6ZilpSWaNm2KoKAg/SMsRqtWrbBnzx7MnDkTCxYsgJ+fH5YtW4ahQ4dK50ybNg1paWmYMGEC4uPj0aZNG+zbtw/29vZGjc0UNPuTXUiwUxekxQGZKYClrQmjIiIiKt8Esah+rhIaNWoUvvzyywozrkYXSUlJcHR0RGJiYrl+n8npWWg8bx8AIMJxPISMJGDCKaBaPRNHRkREVPZK+vdb7zFDGzZsKNcJgjmxt1LAxVbdQpdhy7WGiIiISkLvZCgtLQ2pqanS88jISCxbtgx79+7Vt2rSgaarLMkyd7ZcIgdRExERFUfvZGjAgAHSIocJCQlo06YNli5dildeeaXAej9kfJpB1LHSWkNsGSIiIiqO3snQuXPn0LFjRwDArl274ObmhsjISGzevBnLly/XO0AqHc2GrXdzXNUFXIWaiIioWHonQ6mpqdLMrH379mHQoEGQyWR44YUXEBkZqXeAVDo+ud1kNzVrDXEVaiIiomLpnQzVqlULP/74I+7evYu9e/dKm6LGxsZyYLUJaLrJLqdwrSEiIqKS0DsZmjt3LoKCguDr64s2bdqgbdu2ANStRM2bN9c7QCod79xk6N+k3HWUkh4AOdkmjIiIiKh803nRRQDIysrCypUrceTIESiVSjRt2lQ61r17dwwcOFDvAKl0qtopYWMpx8NMR4gySwiqTCD5AeDkberQiIiIyiW9WoYUCgUuX74MV1dXNG/eHDLZs+pat26NevW42F9ZEwQB3i42ECFDmo16o1p2lRERERVN726y4cOHY926dYaIhQxEs9ZQoiJ3rSHOKCMiIiqSXt1kgHoX+G+++Qb79+9HQEAAbG2198EKCwvT9xJUSppB1A9l1eABcEYZERFRMfROhi5fvowWLVoAAG7cuKF1TBAEfasnHXjnrjUUleOCZgCTISIiomLonQwdOnTIEHGQAWnWGrqR7qQuYDcZERFRkfQeM0Tlj6ab7FJK7jpPHEBNRERUJIMkQ0ePHsXbb7+Ntm3b4v79+wCALVu24NixY4aonkqpupM1LGQCIrNd1AWJdwFRNG1QRERE5ZTeydDu3bvRu3dvWFtb4/z588jIyAAAJCcnY/HixXoHSKVnIZehurM1osXc/cmyUoG0eNMGRUREVE7pnQwtWrQIq1evxtq1a6FQKKTydu3a4dy5c/pWTzrydrFBBiyRptRs2Bpl2oCIiIjKKb2ToevXr6NTp04Fyh0cHJCQkKBv9aQjzbiheIVm4UUOoiYiIiqM3smQh4cHbt68WaD82LFj8Pf317d60pGPi3p6fQyqqAs4iJqIiKhQeidD48aNw+TJk3Hq1CkIgoAHDx5g69atCAoKwoQJEwwRI+lAs2FrZE7uIGpOryciIiqU3usMTZs2DYmJiejatSvS09PRqVMnKJVKBAUFYeLEiYaIkXSg6Sa7nuasLkjkmCEiIqLC6J0MAcCnn36KWbNm4erVq1CpVGjQoAHs7OwMUTXpSLM/2c1MZ8AS7CYjIiIqgt7dZGlpaUhNTYWNjQ0CAgLg5uaGb775Bvv27TNEfKQjG0sLVLVX4oFmej27yYiIiAqldzI0YMAAbN68GQCQkJCANm3aYOnSpRgwYABWrVqld4CkOx8XG9wTcwdQpz4GstJMGxAREVE5pHcydO7cOXTs2BEAsGvXLri5uSEyMhKbN2/G8uXL9Q6QdOftaoMk2CJTru4yY1cZERFRQXonQ6mpqbC3twcA7Nu3D4MGDYJMJsMLL7yAyMhIvQMk3fm62gIQEGfhpi7gwotEREQF6J0M1apVCz/++CPu3r2LvXv3olevXgCA2NhYODg46B0g6U4zo+wB1xoiIiIqkt7J0Jw5cxAUFARfX1+0adMGbdu2BaBuJWrevLneAZLuNDPK7mTl2bCViIiItOg9tf61115Dhw4dEB0djaZNm0rl3bt3x8CBA/WtnvTg46pehfq/DGdAAc4oIyIiKoTeyVBaWhocHBzg7q7eAysyMhJ79uxB/fr10bp1a70DJN052yhgr7TA/azc6fXsJiMiIirAaFPrX3nlFU6tNzFBEODtaoP7mun1XIWaiIioAE6tr+R88iZDSQ8AVY5pAyIiIipnOLW+kvN2sUUsnJEDOaDKBpJjTB0SERFRucKp9ZWcj6sNVJAhTl5VXcAZZURERFo4tb6S88mdXv9s3BAHURMREeXFqfWVnHfuwosR2c5oJgNXoSYiIspH72QIANzd3aWp9RqcVl8+eDhaw1Iuw12Vq7odkC1DREREWgySDAHA1atXERUVhczMTK3y/v37G+oSpAO5TEANF2s8iNN0k3HMEBERUV56J0O3b9/GwIEDcenSJQiCAFEUAajXuAGAnBxO5TY1Hxcb3H+SmwxxFWoiIiIteg+gnjx5Mvz8/PDw4UPY2NjgypUrOHLkCAICAnD48GEDhFhywcHBEAQBgYGBUpkoipg3bx48PT1hbW2NLl264MqVK2Ual6n5uNrmGUB9F8hNWImIiMgAydDJkyexYMECVK1aFTKZDDKZDB06dEBwcDAmTZpkiBhL5PTp01izZg2aNGmiVR4aGoqwsDCsXLkSp0+fhru7O3r27Ink5OQyi83UvF1s8EDM3ZIj8ymQnmDSeIiIiMoTvZOhnJwc2NnZAQCqVKmCBw8eAAB8fHxw/fp1fasvkadPn2Lo0KFYu3YtnJ2dpXJRFLFs2TLMmjULgwYNQqNGjbBp0yakpqZi27ZtZRJbeeDjaoN0KJEgOKoL2FVGREQk0TsZatSoES5evAgAaNOmDUJDQ3H8+HEsWLAA/v7+egdYEu+//z5efvll9OjRQ6s8IiICMTEx0kKQAKBUKtG5c2ecOHGiyPoyMjKQlJSk9ajIfHKn199XccNWIiKi/PQeQP3JJ58gJSUFALBo0SL07dsXHTt2hKurK3bu3Kl3gM+zY8cOnDt3DqdPny5wLCZGvfWEm5ubVrlm/7SiBAcHY/78+YYN1IRqONtAEIAolSsaym9zRhkREVEeeidDvXv3ln739/fH1atXERcXB2dnZ2lGmbHcvXsXkydPxr59+2BlZVXkefnjEEWx2NhmzpyJKVOmSM+TkpLg5eWlf8AmYqWQw93BCvdTOL2eiIgoP527yW7evFnkMRcXF6MnQgBw9uxZxMbGomXLlrCwsICFhQXCw8OxfPlyWFhYSC1CmhYijdjY2AKtRXkplUo4ODhoPSo69SBqTq8nIiLKT+dkqE6dOvDy8sLw4cOxYcMG3Llzx4BhlUz37t1x6dIlXLhwQXoEBARg6NChuHDhAvz9/eHu7o79+/dLr8nMzER4eDjatWtX5vGako+rjfb0eiIiIgKgRzdZeHg4wsPDcfjwYUycOBHp6enw9vZGt27d0LVrV3Tt2hXVq1c3ZKwF2Nvbo1GjRlpltra2cHV1lcoDAwOxePFi1K5dG7Vr18bixYthY2ODIUOGGDW28sbH1Ra/c7NWIiKiAnROhjp27IiOHTvik08+QVZWFk6ePInDhw/j8OHD2L59OzIyMlCrVq0ym15flGnTpiEtLQ0TJkxAfHw82rRpg3379sHe3t6kcZU1H9c8aw09fQhkpQOKosdZERERmQtBFA23HHFaWhqOHTuGvXv3Yu3atXj69Gml2I4jKSkJjo6OSExMrLDjhy7dS0S/lUdxzWo0rJEBfHAOcK1p6rCIiIiMpqR/v/VaZyg9PR0HDx7E7Nmz0bFjRzg7O2PSpEl4+vQpVq1ahaioKH2qJwPydrUBIORZa4jjhoiIiAA9usk6d+6M06dPo2bNmujUqRM++OADdO7cudhZWmQ6jtYKONkocD+rCmrhAWeUERER5dK5ZejEiROoUqUKunbtiu7du6Nbt25MhMo5H5e8M8o4iJqIiAjQIxlKSEjAmjVrYGNjg5CQEFSvXh2NGzfGxIkTsWvXLjx69MiQcZIBeOffvZ6IiIh07yaztbVFnz590KdPHwBAcnIyjh07hkOHDiE0NBRDhw5F7dq1cfnyZYMFS/rxcbHBPWnhRY7nIiIiAgywUauGra0tXFxc4OLiAmdnZ1hYWODatWuGqp4MwDvv9Hp2kxEREQHQo2VIpVLhzJkzOHz4MA4dOoTjx48jJSUF1atXR9euXfHVV1+ha9euhoyV9KQ1ZijpPqBSATKD5cNEREQVks7JkJOTE1JSUuDh4YEuXbogLCwMXbt2Rc2aXLumvPJxtUUMXJAjCpDnZAIpsYC9u6nDIiIiMimdk6ElS5aga9euqFOnjiHjISOqZq+EQqFADFxQHU/U0+uZDBERkZnTuY9k3LhxTIQqGJlMgLfW9HoOoiYiIuKAETPj7WLLtYaIiIjyYDJkZrQ2bOUq1EREREyGzI2Pqw3ui1XVT9gyRERExGTI3Hi75F1riC1DREREOs0mmzJlSonPDQsL0+USZCQ+rrbSKtRiQhQEE8dDRERkajolQ+fPn9d6fvbsWeTk5KBu3boAgBs3bkAul6Nly5b6R0gGVd3JGjFQJ0NCRhKQnghYOZo4KiIiItPRKRk6dOiQ9HtYWBjs7e2xadMmODs7AwDi4+MxatQodOzY0TBRksFYWsjg5OSM+FQ7OAtP1eOGmAwREZEZ03vM0NKlSxEcHCwlQgDg7OyMRYsWYenSpfpWT0agHkSt2bCV44aIiMi86Z0MJSUl4eHDhwXKY2NjkZycrG/1ZATeLrYcRE1ERJRL72Ro4MCBGDVqFHbt2oV79+7h3r172LVrF8aMGYNBgwYZIkYyMN+8LUNMhoiIyMzpvDeZxurVqxEUFIS3334bWVlZ6kotLDBmzBgsWbJE7wDJ8HxcbXCaq1ATEREBMEAyZGNjg6+//hpLlizBrVu3IIoiatWqBVtbW0PER0bg7WKLnzhmiIiICICBFl08evQoxo0bh/Hjx6NKlSqwtbXFli1bcOzYMUNUTwbmnaebTJXAzVqJiMi86Z0M7d69G71794a1tTXOnTuHjIwMAEBycjIWL16sd4BkeHZKC6TZeAIAhKcPgexME0dERERkOnonQ4sWLcLq1auxdu1aKBQKqbxdu3Y4d+6cvtWTkdi7uCNdVECACCTdN3U4REREJqN3MnT9+nV06tSpQLmDgwMSEhL0rZ6MxKeKHWeUERERwQDJkIeHB27evFmg/NixY/D399e3ejIS7Q1bOaOMiIjMl97J0Lhx4zB58mScOnUKgiDgwYMH2Lp1K4KCgjBhwgRDxEhGwFWoiYiI1PSeWj9t2jQkJiaia9euSE9PR6dOnaBUKhEUFISJEycaIkYyAh9XGxxmNxkREZH+yRAAfPrpp5g1axauXr0KlUqFBg0awM7OzhBVk5Got+R4Nr3eIGssEBERVUAGSYYA9eKLAQEBhqqOjKyKnSWeWFQDAGTHRcHSxPEQERGZit4NAsHBwVi/fn2B8vXr1yMkJETf6slIBEGA4OQNAJAn3wdE0cQRERERmYbeydD//d//oV69egXKGzZsiNWrV+tbPRmRTRUvqEQBclUmkPLI1OEQERGZhN7JUExMDDw8PAqUV61aFdHR0fpWT0ZUo4ojHsJZ/YSDqImIyEzpnQx5eXnh+PHjBcqPHz8OT09PfasnI/J2zbPWEKfXExGRmdJ7APXYsWMRGBiIrKwsdOvWDQBw4MABTJs2DVOnTtU7QDIeHxdb3BeroCX+Y8sQERGZLYOsMxQXF4cJEyYgM1O94aeVlRWmT5+OmTNn6h0gGY+Pqw0u5U6vFxPuQjBxPERERKagdzIkCAJCQkIwe/ZsXLt2DdbW1qhduzaUSqUh4iMj8nC0QgzUyVD640hYmzgeIiIiUzDYOkN2dnZo1aqVoaqjMmAhlyHDtjqQAajio0wdDhERkUnolAxNmTIFCxcuhK2tLaZMmVLsuWFhYToFVhLBwcH44Ycf8L///Q/W1tZo164dQkJCULduXekcURQxf/58rFmzBvHx8WjTpg2++uorNGzY0GhxVSQyZ28gBrB4et/UoRAREZmETsnQ+fPnkZWVJf1eFEEw7iiU8PBwvP/++2jVqhWys7Mxa9Ys9OrVC1evXoWtrS0AIDQ0FGFhYdi4cSPq1KmDRYsWoWfPnrh+/Trs7e2NGl9FYFPVF4gBlFmJQMZTQMltVIiIyLwIolh5lh5+9OgRqlWrhvDwcHTq1AmiKMLT0xOBgYGYPn06ACAjIwNubm4ICQnBuHHjSlRvUlISHB0dkZiYCAcHB2O+hTL3zdHbeP2v9nAUUoEJp4BqBRfQJCIiqohK+ve7Uu3PmZiYCABwcXEBAERERCAmJga9evWSzlEqlejcuTNOnDhRZD0ZGRlISkrSelRWPq7PNmzl9HoiIjJHOo8ZKiljjhnKSxRFTJkyBR06dECjRo0AqFfHBgA3Nzetc93c3BAZGVlkXcHBwZg/f77xgi1HfFxtEClWQX1EQUyI4vR6IiIyOzqPGSoJY48ZymvixIm4ePEijh079tw4RFEsNraZM2dqJXxJSUnw8vIyXLDliLeLDU7mrkLN6fVERGSOdEqGDh06ZOg49PLBBx/g559/xpEjR1CjRg2p3N3dHUDB/dNiY2MLtBblpVQqzWadJCuFHElKdyAHSHt8h8kQERGZHZ3HDJ06dQp//PGHVtnmzZvh5+eHatWq4d1330VGRobeARZHFEVMnDgRP/zwAw4ePAg/Pz+t435+fnB3d8f+/fulsszMTISHh6Ndu3ZGja0iybZTt3qJ3J+MiIjMkM7J0Lx583Dx4kXp+aVLlzBmzBj06NEDM2bMwC+//ILg4GCDBFmU999/H99++y22bdsGe3t7xMTEICYmBmlpaQDU3WOBgYFYvHgx9uzZg8uXL2PkyJGwsbHBkCFDjBpbRSJ3USdDllxriIiIzJDOK1BfuHABCxculJ7v2LEDbdq0wdq1awGod7OfO3cu5s2bp3eQRVm1ahUAoEuXLlrlGzZswMiRIwGo905LS0vDhAkTpEUX9+3bxzWG8rCt5gdEALYZj4CcLECuMHVIREREZUbnZCg+Pl5r3E14eDj69OkjPW/VqhXu3jVut0tJlkgSBAHz5s0zalJW0VVxr4EM0QJKIRtIjgacvE0dEhERUZnRuZvMzc0NERERANTjcM6dO4e2bdtKx5OTk6FQsIWhIvCpYo/o3Bll4LghIiIyMzonQ3369MGMGTNw9OhRzJw5EzY2NujYsaN0/OLFi6hZs6ZBgiTj8nGxwf3chRcz44pef4mIiKgy0rmbbNGiRRg0aBA6d+4MOzs7bNq0CZaWltLx9evXa638TOWXk40Cj+RVAQBJMRGoYuJ4iIiIypLOyVDVqlVx9OhRJCYmws7ODnK5XOv4999/Dzs7bvpZEQiCgFRrTyANSH98x9ThEBERlSmdkyENR0fHQss1+4NRxZDjUANIA8SEe6YOhYiIqExVqo1aSXcKF/UMMqsUrjVERETmhckQAQDs3dSrdztkxgAlWLKAiIiosmAyRAAAV09/AIBSzABS40wcDRERUdlhMkQAAO9qzogVnQAA2fGcXk9EROaDyRABANwdrPAgd1J9woNbJo6GiIio7DAZIgCATCYgQaHeXiXp4R3TBkNERFSGmAyRJM3GEwCQ8eSOaQMhIiIqQ0yGSCI6egEAhESuNUREROaDyRBJlLlrDVmnPjBxJERERGWHyRBJ7N3V0+udMmNMHAkREVHZYTJEkqo1agIAHMUkiJkpJo6GiIiobDAZIomnuzuSRWsAQPyDCBNHQ0REVDaYDJFEqbBArKwqAODxg5smjoaIiKhsMBkiLUmW7gCApw/ZMkREROaByRBpSbdVrzWU9STKxJEQERGVDSZDpEXIXWuo1r3dCN8wB0/inpg4IiIiIuNiMkRavNq/jljBFa5IROfIL2HxZWMc+voDREVx81YiIqqcBFEURVMHUd4lJSXB0dERiYmJcHBwMHU4RpeTmY4re7+B64WvUT3nPgAgXVTgb6eXULVXEBo2bGLiCImIiJ6vpH+/mQyVgLklQxpiTjZuHNkJxckv4Z95HQCQLcpw0rozLDt/iFZtOkEmE0wcJRERUeGYDBmQuSZDElHE3XN7kXrwc9RNOS0Vn7IIQGqrD9C+Wz9YKuQmDJCIiKggJkMGZPbJUB6PbpzCoz9DUPfJQcgF9VfnolAXDxqNR7uXhsLBWmniCImIiNSYDBkQk6GCkqOvI+qXENR+8BMskQ0AuCnWwLWao9Gq77twd7E3cYRERGTumAwZEJOhomXE38ftX5fC+9Z22CIVAPBAdMU/HkPQsO8HqF3DzcQREhGRuWIyZEBMhp5PlZqA23+uQJXL6+CkigcAxIt2CHcehBq9JqNl/ZoQBA62JiKissNkyICYDJVCVjqiDn0D639Womp2NAAgVVTiL5s+sO8yGZ1atYCcM9CIiKgMMBkyICZDOsjJRuw/3yHryBeonnYDAJAlynFA0QlZL0xCz86dYcUZaEREZERMhgyIyZAeRBEJl/ciaX8ovJPOSsWHEYDYphPQs1c/ONtamjBAIiKqrJgMGRCTIcNIiziFh3+EwDv2IGRQf+1Oi/Vxo9YYdHppCLxcbU0cIRERVSZMhgyIyZBhZT/8H+7/FgLPqJ+hyJ2Wf03ljVPVhyPgpdFo5OVq4giJiKgyYDJkQEyGjENMvIf7f4ahyv+2wkpMBwDcVVXFXy6DUavXeHSoX4Mz0IiISGdMhgyIyZCRpcbh4cGvYHt+LexyEgEAj0UH/GY9AK5d30PvgPpQyGUmDpKIiCoaJkMGxGSojGSmIv7EBggnlsMpMwYA8FS0wk8WvSG0nYD+HQNgp7QwcZBERFRRMBkyICZDZSwnCynnvkf64c/hmnILAJAhWuAvVQvEyaogQ26HLIU9si3tobJ0gGjlAMHKETJrJ8htnGBp4wRbGyvYKS1gb6V+2CkVsLOygJ1S/eBaR0RElR+TIQNiMmQioojM/+1Fwr4QVIs/V6qXpohKJMEWSaINkmGDJNEGSbBBcu7PNJkdsizskWVpD5XSAaKlI2DlCJm1A+Q2zrC2toGd1bMESp1UKaRkyt7KArZKC3bfERGVY0yG8vn666+xZMkSREdHo2HDhli2bBk6duxYotcyGTI9MeoUUv47iuzUBOSkJkCVlgikJ0KWkQhZVjIUmcmwzE6GpSrNINfLEC0KTaKSRFut8nS5LXJkSqgEC4iCHDmCBUTBAiqZBZD7UyXIAZmF+hxZ7kOwAOTPzhHk6uMymRxymQwymQALmQCZTIBcECCXCZAJAuQy5Pn92U+t44IAuUwGhYUAS7kMFjIBCgsZFHKZ+rlckH5X5H9uIcBC9ux3hVwGhezZ7xYyoUIMahdFESoRyFapoFIBOaKInBxR/VOV+xBFqHJ/lwkCZLn3Vi48u++az0H7nqNC3AMiKvnfb7MYgLFz504EBgbi66+/Rvv27fF///d/ePHFF3H16lV4e3ubOjwqAcG7Dey82zz/xJwsICMZSE8A0pOAdHXShAz179mp8chOTUR2SgJUaQkQ05PUCVVmEiyykqHIegoZVFAK2VAiCVWEpJIFKOY+DCBTlCMHcmRB/TNb87uoXZYNGbJhof4p5v6UjsmRBQtkwQIZovpnWu7zTFggK7dM87ywsqzcssy8z2EBUaaAKFcAMktAbglRbglBroCFhVydPMllUGgSLIvcZEwug8JC3YqmSUA0CUmOKt8jN0nJzn2uEtW/qzTnS0kNkKNS5XmdClCJEFXZgKiCABFyqCCDCBlUkEEFOUQIuWVyqCAT1M9VovreqSBDNmTIgRw5ufczBzLk5NaiIRO0k1IpgcqXlGrK5AWSWk3ChSKSWnXSVeTX7TnfteIOP+//f5/3NRYAyAR1UqxODNXP1WWa39U/ke+5kOd3TVKZ/zX56y3JazT3RCWKEJH7U1R/11QiICL3pyg+O5bnufp3zevUzzV1iaIIlaqQusVndT57rl03oH4fgDpmAXnfFyBAXaguF6TjmnuM3HPyvlZ6LhRRjmfJuiz/ObnXyP9Z5/1O5P165P0uaMpFFH6u1nco90Bhry+ujk8HNi68wjJgFi1Dbdq0QYsWLbBq1SqprH79+njllVcQHBz83NezZciMqFRA5lMpeVI/8iZV6p+qtERkpyZAlZoAMSdTnYSpsgFVNoTcn+rfsyCociCosgAxB4IqG4KoPkcm5pj63RpUlqhJwOT5kilFboIlByDkJiZiviRFnbxokhRB0CQyKq3zNecVdkwmGPc/ZSpRQHbuFfMmSZrkNAcy5BSRVGkSKxVkyBbzlstzz8vzuyjPTb6KyoYKf59FnS0Uk97o8hp1BEJu/p/3TCFfufbvKLYcub9r15v/fOm4KBQSx7O6CnuHhR0XtY4XLC/qOJ5zPG+5kOeZJlpNDYL0u/Y5pT5feHYOiqxT+x1ofyZ5y/I8Fwv7jPK+pvA6tH8v+B0pqr4Fny6HobFlKFdmZibOnj2LGTNmaJX36tULJ06cKPQ1GRkZyMjIkJ4nJZWwdYAqPpkMsHJQPxxrFH0aAL03EVGpADFHK5GCKtswz3Myc3/PzH1kaf/MzshTllnI7+rjYm6ZmK19jjrJy9Z6OwohBwrkS/DKY2+SIAcEmfohUydoEFXP7l8RiYBMEGGJHAA5ALKKqNtIMROZBcMnQyVV6ZOhx48fIycnB25ublrlbm5uiImJKfQ1wcHBmD9/flmER+ZMJgMgA+QKU0dSJCHfTy2qnIJJltbv+RKu7MzcymTq965JSDTJiSxPkpI3Wcl7jtZrS/s6uabPoniaJFWVrX6Pmp9SmaY897lWeZ6kSquOfK8tSV2iWNSdLybpKur84t53KV8j5rZWiM9aLdQ/xILHnvezQH2F1F/oz8Kuh2d1SvVAu1wrz33euYWUaZWX4PVCnn9Bpf4derz2Ob8Xdg+l8iI+l2LPRSnOLape06r0yZBG/gGPoigWOQhy5syZmDJlivQ8KSkJXl5eRo2PqMKRydUPhZWpIzGsCpCkEpFhVfpkqEqVKpDL5QVagWJjYwu0FmkolUoolcqyCI+IiIhMrNIvkmJpaYmWLVti//79WuX79+9Hu3btTBQVERERlReVvmUIAKZMmYJhw4YhICAAbdu2xZo1axAVFYXx48ebOjQiIiIyMbNIhgYPHownT55gwYIFiI6ORqNGjfD777/Dx8fH1KERERGRiZnFOkP64jpDREREFU9J/35X+jFDRERERMVhMkRERERmjckQERERmTUmQ0RERGTWmAwRERGRWWMyRERERGaNyRARERGZNSZDREREZNbMYgVqfWnWpUxKSjJxJERERFRSmr/bz1tfmslQCSQnJwMAvLy8TBwJERERlVZycjIcHR2LPM7tOEpApVLhwYMHsLe3hyAIBqs3KSkJXl5euHv3Lrf5MCF+DqbHz6B84OdQPvBzMBxRFJGcnAxPT0/IZEWPDGLLUAnIZDLUqFHDaPU7ODjwC18O8HMwPX4G5QM/h/KBn4NhFNcipMEB1ERERGTWmAwRERGRWWMyZEJKpRJz586FUqk0dShmjZ+D6fEzKB/4OZQP/BzKHgdQExERkVljyxARERGZNSZDREREZNaYDBEREZFZYzJEREREZo3JEBEREZk1JkNG9vXXX8PPzw9WVlZo2bIljh49Wuz54eHhaNmyJaysrODv74/Vq1eXUaSVW2k+hx9++AE9e/ZE1apV4eDggLZt22Lv3r1lGG3lVNp/CxrHjx+HhYUFmjVrZtwAzURpP4eMjAzMmjULPj4+UCqVqFmzJtavX19G0VZepf0ctm7diqZNm8LGxgYeHh4YNWoUnjx5UkbRmgGRjGbHjh2iQqEQ165dK169elWcPHmyaGtrK0ZGRhZ6/u3bt0UbGxtx8uTJ4tWrV8W1a9eKCoVC3LVrVxlHXrmU9nOYPHmyGBISIv7zzz/ijRs3xJkzZ4oKhUI8d+5cGUdeeZT2M9BISEgQ/f39xV69eolNmzYtm2ArMV0+h/79+4tt2rQR9+/fL0ZERIinTp0Sjx8/XoZRVz6l/RyOHj0qymQy8csvvxRv374tHj16VGzYsKH4yiuvlHHklReTISNq3bq1OH78eK2yevXqiTNmzCj0/GnTpon16tXTKhs3bpz4wgsvGC1Gc1Daz6EwDRo0EOfPn2/o0MyGrp/B4MGDxU8++UScO3cukyEDKO3n8Mcff4iOjo7ikydPyiI8s1Haz2HJkiWiv7+/Vtny5cvFGjVqGC1Gc8NuMiPJzMzE2bNn0atXL63yXr164cSJE4W+5uTJkwXO7927N86cOYOsrCyjxVqZ6fI55KdSqZCcnAwXFxdjhFjp6foZbNiwAbdu3cLcuXONHaJZ0OVz+PnnnxEQEIDQ0FBUr14dderUQVBQENLS0soi5EpJl8+hXbt2uHfvHn7//XeIooiHDx9i165dePnll8siZLPAXeuN5PHjx8jJyYGbm5tWuZubG2JiYgp9TUxMTKHnZ2dn4/Hjx/Dw8DBavJWVLp9DfkuXLkVKSgreeOMNY4RY6enyGfz333+YMWMGjh49CgsL/mfKEHT5HG7fvo1jx47BysoKe/bswePHjzFhwgTExcVx3JCOdPkc2rVrh61bt2Lw4MFIT09HdnY2+vfvjxUrVpRFyGaBLUNGJgiC1nNRFAuUPe/8wsqpdEr7OWhs374d8+bNw86dO1GtWjVjhWcWSvoZ5OTkYMiQIZg/fz7q1KlTVuGZjdL8W1CpVBAEAVu3bkXr1q3x0ksvISwsDBs3bmTrkJ5K8zlcvXoVkyZNwpw5c3D27Fn8+eefiIiIwPjx48siVLPA/+UykipVqkAulxfI9GNjYwv8H4GGu7t7oedbWFjA1dXVaLFWZrp8Dho7d+7EmDFj8P3336NHjx7GDLNSK+1nkJycjDNnzuD8+fOYOHEiAPUfZVEUYWFhgX379qFbt25lEntlosu/BQ8PD1SvXh2Ojo5SWf369SGKIu7du4fatWsbNebKSJfPITg4GO3bt8dHH30EAGjSpAlsbW3RsWNHLFq0iL0GBsCWISOxtLREy5YtsX//fq3y/fv3o127doW+pm3btgXO37dvHwICAqBQKIwWa2Wmy+cAqFuERo4ciW3btrFfXk+l/QwcHBxw6dIlXLhwQXqMHz8edevWxYULF9CmTZuyCr1S0eXfQvv27fHgwQM8ffpUKrtx4wZkMhlq1Khh1HgrK10+h9TUVMhk2n+u5XI5gGe9B6QnU43cNgea6ZPr1q0Tr169KgYGBoq2trbinTt3RFEUxRkzZojDhg2TztdMrf/www/Fq1eviuvWrePUegMo7eewbds20cLCQvzqq6/E6Oho6ZGQkGCqt1DhlfYzyI+zyQyjtJ9DcnKyWKNGDfG1114Tr1y5IoaHh4u1a9cWx44da6q3UCmU9nPYsGGDaGFhIX799dfirVu3xGPHjokBAQFi69atTfUWKh0mQ0b21VdfiT4+PqKlpaXYokULMTw8XDo2YsQIsXPnzlrnHz58WGzevLloaWkp+vr6iqtWrSrjiCun0nwOnTt3FgEUeIwYMaLsA69ESvtvIS8mQ4ZT2s/h2rVrYo8ePURra2uxRo0a4pQpU8TU1NQyjrryKe3nsHz5crFBgwaitbW16OHhIQ4dOlS8d+9eGUddeQmiyDY2IiIiMl8cM0RERERmjckQERERmTUmQ0RERGTWmAwRERGRWWMyRERERGaNyRARERGZNSZDREREZNaYDBEREZFZYzJEREREZo3JEBEV0KVLFwQGBhb5vCyuSURUVpgMERnRyJEjIQgCPvvsM63yH3/8EYIgmCiq0vvhhx+wcOFCk8aguZf5Hzdv3jRpXOZk5MiRmDFjhqnDIDI4JkNERmZlZYWQkBDEx8cbrM7MzEyD1VUSLi4usLe3L9NrFqZPnz6Ijo7Wevj5+RV6blnfo8pOpVLht99+w4ABA0wdCpHBMRkiMrIePXrA3d0dwcHBRZ6TkZGBSZMmoVq1arCyskKHDh1w+vRp6XiXLl0wceJETJkyBVWqVEHPnj2l8g8++ACBgYFwdnaGm5sb1qxZg5SUFIwaNQr29vaoWbMm/vjjD63r/fnnn+jQoQOcnJzg6uqKvn374tatW0XGl7cL686dO4W20HTp0gUAIIoiQkND4e/vD2trazRt2hS7du3Sqi8lJQXDhw+HnZ0dPDw8sHTp0hLdS6VSCXd3d62HXC4v9h49L57CYsnfZefr64tly5ZpxdKsWTPMmzdPev6863Tp0gWTJk3CtGnT4OLiAnd3d63XA+qEIyQkBLVq1YJSqYS3tzc+/fRTAMDmzZvh6uqKjIwMrde8+uqrGD58eJH3bOLEiejQoUOhx3x9faX6n+f48eOQyWRo06aNwesmMjUmQ0RGJpfLsXjxYqxYsQL37t0r9Jxp06Zh9+7d2LRpE86dO4datWqhd+/eiIuLk87ZtGkTLCwscPz4cfzf//2fVnmVKlXwzz//4IMPPsB7772H119/He3atcO5c+fQu3dvDBs2DKmpqdJrUlJSMGXKFJw+fRoHDhyATCbDwIEDoVKpnvt+vLy8tFpmzp8/D1dXV3Tq1AkA8Mknn2DDhg1YtWoVrly5gg8//BBvv/02wsPDpTo++ugjHDp0CHv27MG+fftw+PBhnD17ttT3Nr/C7tHz4jFULCV535s2bYKtrS1OnTqF0NBQLFiwAPv375eOz5w5EyEhIZg9ezauXr2Kbdu2wc3NDQDw+uuvIycnBz///LN0/uPHj/Hrr79i1KhRhcZ09epVrFq1CiEhIYUer1+/Pi5cuFCi9/fzzz+jX79+kMlkBq+byOREIjKaESNGiAMGDBBFURRfeOEFcfTo0aIoiuKePXtEzT+/p0+figqFQty6dav0uszMTNHT01MMDQ0VRVEUO3fuLDZr1qxA/Z07dxY7dOggPc/OzhZtbW3FYcOGSWXR0dEiAPHkyZNFxhkbGysCEC9duiTVO3nyZK3r5H2ukZaWJrZp00bs27evmJOTIz59+lS0srIST5w4oXXemDFjxLfeeksURVFMTk4WLS0txR07dkjHnzx5IlpbWxd6DY0RI0aIcrlctLW1lR6vvfaaVoz579Hz4ilpLD4+PuIXX3yhVUfTpk3FuXPnlug6mvjyflaiKIqtWrUSp0+fLoqiKCYlJYlKpVJcu3ZtkffgvffeE1988UXp+bJly0R/f39RpVIVev7IkSPFNm3aFFnfkCFDxI4dOxZ5PK86deqIP//8s051AxBnzZolHZs6daq4YcOGEl2XqCxYmDYVIzIfISEh6NatG6ZOnapVfuvWLWRlZaF9+/ZSmUKhQOvWrXHt2jWpLCAgoNB6mzRpIv0ul8vh6uqKxo0bS2WaloXY2Fita86ePRt///03Hj9+LLUIRUVFoVGjRiV+T2PGjEFycjL2798PmUyGq1evIj09Xeqi0sjMzETz5s2la2dmZqJt27bScRcXF9StW/e51+vatStWrVolPbe1tdU6nv8ePS8efWIpzXU08n5WAODh4SF9LteuXUNGRga6d+9e5HXeeecdtGrVCvfv30f16tWxYcMGaWB5ftnZ2di9ezdmz54tlY0bNw6tW7fGmDFjAADJyckF7mFhrl27hnv37qFHjx461W1nZ4etW7di2rRpcHBweO71iMoakyGiMtKpUyf07t0bH3/8MUaOHCmVi6IIAAX+oImiqFVW1B8thUKh9VwQBK0yTR15u8D69esHLy8vrF27Fp6enlCpVGjUqFGpBh0vWrQIf/75J/755x9pcLXmGr/99huqV6+udb5SqdR6v7qwtbVFrVq1ij2e1/PiefLkSYmuK5PJCsSdlZVV4utoFPZZaV5rbW393DiaN2+Opk2bYvPmzejduzcuXbqEX375pdBzb926heTkZCkxVqlU+P7779GtWzfpnIsXL2LQoEHS89dffx2TJ0+Gv78/hg4dis8++wxt2rTBzz//jJ49e0oxlrZupVKJoUOHYtWqVZg+fbpWnJ988gm8vb3x7rvvAgDefvttvP322zh+/Dh27doFf39/iKKICRMmoG/fvs+9R0S64JghojL02Wef4ZdffsGJEyekslq1asHS0hLHjh2TyrKysnDmzBnUr1/f4DE8efIE165dwyeffILu3bujfv36pZ7ptnv3bixYsADfffcdatasKZU3aNAASqUSUVFRqFWrltbDy8sLgPr9KhQK/P3339Lr4uPjcePGDcO8wTyeF09JY6latSqio6Ol50lJSYiIiCjV+36e2rVrw9raGgcOHCj2vLFjx2LDhg1Yv349evToUWT9CQkJANStMgCwd+9exMfHw9LSEgDwzz//IDIyEq+88or0mitXrkChUODNN9/EqlWrpMHSP/30E/r3769X3ZMnT8aaNWuQnp6uFefIkSOxZcsWAMDTp09x6tQpODs7488//8S///6Lb775RuvfC5ExsGWIqAw1btwYQ4cOxYoVK6QyW1tbvPfee/joo4/g4uICb29vhIaGIjU1VepyMCRnZ2e4urpizZo18PDwQFRUVKnWjrl8+TKGDx+O6dOno2HDhoiJiQEAWFpawsXFBUFBQfjwww+hUqnQoUMHJCUl4cSJE7Czs8OIESNgZ2eHMWPG4KOPPoKrqyvc3Nwwa9YsaWCuIdnb2z83npLE0q1bN2zcuBH9+vWDs7MzZs+eLc1iK+l1nsfKygrTp0/HtGnTYGlpifbt2+PRo0e4cuWK1vdg6NChCAoKwtq1a7F58+Yi6/Px8YEgCNi+fTtsbW0xdepUvPTSS/jpp5/g6+uLcePGoVu3btLA98zMTERFRaF///5YsmQJ6tWrB0DdvXr69Gn8+OOPOtcNqBPKvn37Yv369Vpx1qpVC4Ig4NatWzhy5AgGDhyIkydPYuDAgbC0tISHh4dWixORMTAZIipjCxcuxHfffadV9tlnn0GlUmHYsGFITk5GQEAA9u7dC2dnZ4NfXyaTYceOHZg0aRIaNWqEunXrYvny5dLU+Oc5c+YMUlNTsWjRIixatEgq79y5Mw4fPoyFCxeiWrVqCA4Oxu3bt+Hk5IQWLVrg448/ls5dsmQJnj59iv79+8Pe3h5Tp05FYmKiod8qADw3npLEMnPmTNy+fRt9+/aFo6MjFi5cqNUyVJLrlMTs2bNhYWGBOXPm4MGDB/Dw8MD48eO1znFwcMCrr76K3377TavlJT93d3d8+umn+Oyzz7B7924sWrQIrVu3xoABA/D999+jX79++Prrr6Xzr127Bj8/PyxcuBCfffaZNF3/l19+QZs2bVCtWjWd69YICgpCjx498OKLL2qVjxgxAlu2bMHhw4excuVK7N+/v0ItSkqVgEmHbxMRlUNFzZ4rL3r06CF+8MEHBq3z22+/FadOnSqKonqW28GDB0VRFMV+/fqJISEhetXt6uoq/T5q1CixRo0aWrPJkpKSRH9/fzEgIEAURVE8deqU2KpVKzEjI0OMjo4WnZycxF9++UWvGIiKwzFDREQVRFxcHHbs2IGDBw/i/fffN2jdV65cQcOGDQEA06dPx+LFiwEAHTp0wFtvvWWw60yfPh0PHjzQKrO3t0eLFi0wbNgwAEDr1q3Ru3dvNGnSBOPGjdPqbiMyBkEU9ZjaQURUCXXp0gXNmjUrsOq0qfn6+iI+Ph6zZ89GUFCQqcMxmOzsbDRt2hTh4eGoUqVKgeMjR47Ea6+9xtlkZDQcM0RElM/hw4dNHUKh7ty5Y+oQDO7ChQt45ZVXMGbMmEITIaKywJYhIiIiMmscM0RERERmjckQERERmTUmQ0RERGTWmAwRERGRWWMyRERERGaNyRARERGZNSZDREREZNaYDBEREZFZYzJEREREZo3JEBEREZk1JkNERERk1v4ftgqX/tka+WsAAAAASUVORK5CYII=", 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", 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", 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", 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", 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Ev78/Zs2ahVmzZiEtLQ2rV6/Giy++iAsXLuDXX3+9odiHDRuGF154AZ9++ik6d+6MjIyMKrXK+fn5IT09vUL5uXPnbLHeLHd3dzz00ENISEiAl5eXbTDslXJzc/HTTz9h+vTpdoNjDQYDsrOzK33Plb835b+/58+fr1A3IyOj2tbjWbVqFQoLC7FixQq7RCAlJaVK7x80aBAGDRoEg8GAHTt2ICEhAcOGDUNkZCRiY2MdisXPzw87d+6EEMLu87hw4QJMJlOFe1jZ37Wb1a9fP3z88cfYsWPHdccBdejQAT4+Pvjxxx/x1ltv2cqVSiViYmIAoMK/WVTzsAWIaoTKvsAA2LoMyv83X+7gwYPYt2+fXdk333wDT09PtG/fHgBwzz334Pjx4/Dz86v0f3/lXyQDBgwAgApJypWubAWpCkmSKgyW/uuvv5CUlOTQcarCbDZj/PjxyMrKwgsvvGArr+rncKPCw8Mxfvx49OnTx9b9eDXX+gx1Oh2eeOIJLF68GB988AHatm2Lrl27Xvf8d911Fw4dOlTh3OULFfbq1avqF3MNTz75JO6991688sor0Ol0ldaRJAlCiAr3/IsvvoDZbK7SeTp16gStVovExES78h07dlRocbgZ5UnE5bEKIfD55587dBytVosePXrgnXfeAQDbOjmOuOuuu1BQUFBhkcwlS5bYXne2SZMmwcPDwzZI+0pCCKxcuRIAoNFo8Nxzz+HAgQO266ZbD1uAqEbo168fGjRogHvvvRfNmjWDxWJBSkoK3n//fej1+goL6oWGhuK+++7Dq6++ipCQEHz11VdYt24d3nnnHbi7uwMAJk6ciOXLl6N79+6YNGkSWrduDYvFgrS0NKxduxbPPPMMOnXqhG7dumH48OF44403cP78edxzzz3QarXYu3cv3N3d8dRTTwEAWrVqhWXLliExMRENGzaETqdDq1atrnld99xzD15//XVMnz4dPXr0wJEjRzBjxgxERUVVOiulqs6fP48dO3ZACIH8/HzbQoj79u3DpEmT8Pjjj9vqVvVzqKrc3Fz06tULw4YNQ7NmzWzN/r/++utVW0bKtWrVCps2bcKPP/6IkJAQeHp6omnTprbXx44di5kzZyI5ORlffPFFleKZNGkSlixZgoEDB2LGjBmIiIjAzz//jDlz5uDJJ5+s8qyp62nbtu11V7H28vJC9+7d8e6778Lf3x+RkZHYvHkzvvzyS9SrV69K5/H19cXkyZORkJAAHx8fDB48GGfOnMFrr72GkJCQSmee3Yg+ffpAo9Hg4YcfxvPPP4+SkhLMnTsXly5duu57X3nlFZw5cwZ33XUXGjRogJycHHz00UdQq9Xo0aOHw7GMGDECn376KUaOHImTJ0+iVatW2LZtG9566y3cfffdlS434Iji4uKrrpJe3toTFRWFZcuWIS4uDm3btrUthAgAhw4dwoIFCyCEsM1IfOGFF/D333/jxRdfxJYtWxAXF4fIyEgYDAacOHECX3zxBZRKpe3fI6qB5Bp9TXS5xMREMWzYMHHbbbcJvV4v1Gq1CA8PF8OHDxeHDh2yq1s+O+f7778XLVu2FBqNRkRGRooPPvigwnELCgrEyy+/LJo2bSo0Go3w9vYWrVq1EpMmTRIZGRm2emazWXz44YciOjraVi82Nlb8+OOPtjonT54Uffv2FZ6engKAbVZM+Qym7777rsL5DQaDePbZZ0X9+vWFTqcT7du3F6tWrap0hhQcmAVW/lAoFMLLy0u0atVKPPHEEyIpKanS91T1c8BVZphFRETYZm+VlJSIMWPGiNatWwsvLy/h5uYmmjZtKqZPn26bgSdE5bPAUlJSRNeuXYW7u3uFGU3levbsKXx9fa+5uN2VTp06JYYNGyb8/PyEWq0WTZs2Fe+++26FRTRvdBbY1VQ2C+zMmTPiwQcfFD4+PsLT01P0799fHDhwwO4zFOLfWWBXzs4Twrro3htvvCEaNGggNBqNaN26tfjpp59EmzZt7GYPXmsW2MWLF+2OWX6+1NRUW9mPP/4o2rRpI3Q6nahfv7547rnnxC+//FLhmq68lz/99JMYMGCAqF+/vtBoNCIwMFDcfffdYuvWrdf8vIS4+sKEWVlZYsyYMSIkJESoVCoREREhpkyZIkpKSuzqXe139Frnw1VmgQGoMFPr+PHjYuzYsaJx48ZCq9UKNzc30aJFCzF58mS7z67c6tWrxb333iuCgoKESqUSnp6eom3btuKZZ54Rf//9d5XjJNeThLhiyghRDRcZGYno6OgKi/PRre/ChQuIiIjAU089VWHge12XmpqKZs2aYfr06XjppZfkDofolscuMCKS3ZkzZ3DixAm8++67UCgUFbo865p9+/Zh6dKl6NKlC7y8vHDkyBHMnDkTXl5e15yBRkRVxwSIiGT3xRdfYMaMGYiMjMTXX3+N+vXryx2SrDw8PLB79258+eWXyMnJgbe3N3r27Ik333zToanwRHR17AIjIiKiOofT4ImIiKjOYQJEREREdQ4TICIiIqpzOAi6EhaLBefOnYOnp6dTllwnIiKi6ifKFocNDQ297qKhTIAqce7cOYSFhckdBhEREd2A06dP2/ZDvBomQJXw9PQEYP0Avby8ZI6GiIiIqiIvLw9hYWG27/FrYQJUifJuLy8vLyZAREREt5iqDF/hIGgiIiKqc5gAERERUZ3DBIiIiIjqHI4BIiKiWsdiscBoNModBjmBRqO57hT3qmACREREtYrRaERqaiosFovcoZATKBQKREVFQaPR3NRxmAAREVGtIYRAeno6lEolwsLCqqWlgGqO8oWK09PTER4eflOLFTMBIiKiWsNkMqGoqAihoaFwd3eXOxxygoCAAJw7dw4mkwlqtfqGj8PUmIiIag2z2QwAN909QjVX+b0tv9c3igkQERHVOtzHsfaqrnvLBIiIiIjqHCZARERENdyrr76Ktm3byh1GrcIEiIiISEaSJF3zMWrUKDz77LPYsGGD3KHWKpwF5kJGkwWZBQYIAPXruckdDhER1QDp6em2nxMTE/HKK6/gyJEjtjI3Nzfo9Xro9Xo5wqu12ALkQvvO5KDL27/j0S92yh0KERHVEMHBwbaHt7c3JEmqUHZlF9ioUaNw//3346233kJQUBDq1auH1157DSaTCc899xx8fX3RoEEDLFiwwO5cZ8+eRVxcHHx8fODn54dBgwbh5MmTrr3gGoItQC6kUVrzTaOJq5MSEbmCEALFpTc3XfpGuamVTp2N9vvvv6NBgwbYsmULtm/fjtGjRyMpKQndu3fHzp07kZiYiDFjxqBPnz4ICwtDUVERevXqhW7dumHLli1QqVR444030L9/f/z11191bukAJkAupFFZEyADEyAiIpcoLjWjxSu/yXLuQzP6wV3jvK9ZX19fzJ49GwqFAk2bNsXMmTNRVFSEl156CQAwZcoUvP3229i+fTseeughLFu2DAqFAl988YUtMVu4cCHq1auHTZs2oW/fvk6LtSZiAuRCalsLkDz/GyEiotqjZcuWdlt9BAUFITo62vZcqVTCz88PFy5cAAAkJyfj2LFj8PT0tDtOSUkJjh8/7pqgaxAmQC6kLWsBKjULmSMhIqob3NRKHJrRT7ZzO9OV20BIklRpWfmmsBaLBR06dMDXX39d4VgBAQHOC7SGYgLkQuVdYEYzu8CIiFxBkiSndkPdStq3b4/ExEQEBgbCy8tL7nBkx1lgLlQ+CNpsETBb2ApERESu88gjj8Df3x+DBg3C1q1bkZqais2bN2PChAk4c+aM3OG5HBMgFypvAQI4E4yIiFzL3d0dW7ZsQXh4OB544AE0b94c8fHxKC4urpMtQpIQgk0RV8jLy4O3tzdyc3Or9ZfCaLKgycu/AAD2vdIX3u7q67yDiIgcUVJSgtTUVERFRUGn08kdDjnBte6xI9/fbAFyIbXy3/UgOA6IiIhIPkyAXEiSJA6EJiIiqgFkT4DmzJlja8bq0KEDtm7detW627ZtQ9euXeHn5wc3Nzc0a9YMH374YYV6y5cvR4sWLaDVatGiRQusXLnSmZfgEC1XgyYiIpKdrAlQYmIiJk6ciKlTp2Lv3r3o1q0bBgwYgLS0tErre3h4YPz48diyZQsOHz6Ml19+GS+//DLmz59vq5OUlIS4uDgMHz4c+/btw/DhwzF06FDs3Fkz9t+ytQAxASIiIpKNrIOgO3XqhPbt22Pu3Lm2subNm+P+++9HQkJClY7xwAMPwMPDA//73/8AAHFxccjLy8Mvv/xiq9O/f3/4+Phg6dKlVTqmswZBA0DntzYgI68EP46/A60aeFfrsYmI6joOgq79bvlB0EajEcnJyRX2Hunbty/++OOPKh1j7969+OOPP9CjRw9bWVJSUoVj9uvX75rHNBgMyMvLs3s4C8cAERERyU+2BCgzMxNmsxlBQUF25UFBQcjIyLjmexs0aACtVouYmBiMGzcOjz32mO21jIwMh4+ZkJAAb29v2yMsLOwGrqhq2AVGREQkP9kHQZfvSFtOCFGh7Epbt27F7t27MW/ePMyaNatC15ajx5wyZQpyc3Ntj9OnTzt4FVVXvho0W4CIiIjkI9sGKf7+/lAqlRVaZi5cuFChBedKUVFRAIBWrVrh/PnzePXVV/Hwww8DAIKDgx0+plarhVarvZHLcBhbgIiIiOQnWwuQRqNBhw4dsG7dOrvydevWoUuXLlU+jhACBoPB9jw2NrbCMdeuXevQMZ2pvAWolC1AREREspF1i9zJkydj+PDhiImJQWxsLObPn4+0tDSMGTMGgLVr6uzZs1iyZAkA4NNPP0V4eDiaNWsGwLou0HvvvYennnrKdswJEyage/fueOeddzBo0CD88MMPWL9+PbZt2+b6C6wEW4CIiOhKo0aNwuLFiyuUHz16FI0bN5YhotpP1gQoLi4OWVlZmDFjBtLT0xEdHY01a9YgIiICAJCenm63JpDFYsGUKVOQmpoKlUqFRo0a4e2338Z///tfW50uXbpg2bJlePnllzFt2jQ0atQIiYmJ6NSpk8uvrzJMgIiIqDL9+/fHwoUL7coCAgLsnhuNRmg0GleGVWvJPgh67NixOHnyJAwGA5KTk9G9e3fba4sWLcKmTZtsz5966ikcOHAAhYWFyM3NxZ49e/Dkk09CobC/jCFDhuDvv/+G0WjE4cOH8cADD7jqcq6rvAvMwC4wIiK6jFarRXBwsN3jrrvuwvjx4zF58mT4+/ujT58+AIBDhw7h7rvvhl6vR1BQEIYPH47MzEzbsQoLCzFixAjo9XqEhITg/fffR8+ePTFx4kRbHUmSsGrVKrsY6tWrh0WLFtmenz17FnFxcfDx8YGfnx8GDRqEkydP2l4fNWoU7r//frz33nsICQmBn58fxo0bh9LSUlsdg8GA559/HmFhYdBqtbjtttvw5ZdfQgiBxo0b47333rOL4cCBA1AoFDh+/PjNf6jXIHsCVNewBYiIyIWEAIyF8jyqaZ3hxYsXQ6VSYfv27fjss8+Qnp6OHj16oG3btti9ezd+/fVXnD9/HkOHDrW957nnnsPGjRuxcuVKrF27Fps2bUJycrJD5y0qKkKvXr2g1+uxZcsWbNu2DXq9Hv3794fRaLTV27hxI44fP46NGzdi8eLFWLRokV0SNWLECCxbtgyzZ8/G4cOHMW/ePOj1ekiShPj4+AqtXgsWLEC3bt3QqFGjG/vAqkjWLrC6SM1B0ERErlNaBLwVKs+5XzoHaDyqXP2nn36CXq+3PR8wYAAAoHHjxpg5c6at/JVXXkH79u3x1ltv2coWLFiAsLAw/PPPPwgNDcWXX36JJUuW2FqMFi9ejAYNGjgU/rJly6BQKPDFF1/YlpJZuHAh6tWrh02bNtkWHfbx8cEnn3wCpVKJZs2aYeDAgdiwYQMef/xx/PPPP/j222+xbt069O7dGwDQsGFD2zn+7//+D6+88gr+/PNPdOzYEaWlpfjqq6/w7rvvOhTrjWAC5GJsASIiosr06tXLbmsoDw8PPPzww4iJibGrl5ycjI0bN9olS+WOHz+O4uJiGI1GxMbG2sp9fX3RtGlTh+JJTk7GsWPH4OnpaVdeUlJi1z3VsmVLKJVK2/OQkBDs378fAJCSkgKlUmm3Y8PlQkJCMHDgQCxYsAAdO3bETz/9hJKSEvznP/9xKNYbwQTIxbRMgIiIXEftbm2JkevcDvDw8Kh0xpeHh30rksViwb333ot33nmnQt2QkBAcPXq0SueTJAlXbgd6+dgdi8WCDh064Ouvv67w3ssHZ6vV6grHtVis33Fubm7XjeOxxx7D8OHD8eGHH2LhwoWIi4uDu7tjn92NYALkYtwLjIjIhSTJoW6oW0H79u2xfPlyREZGQqWq+DXeuHFjqNVq7NixA+Hh4QCAS5cu4Z9//rFriQkICEB6errt+dGjR1FUVGR3nsTERAQGBt7wxuCtWrWCxWLB5s2bbV1gV7r77rvh4eGBuXPn4pdffsGWLVtu6FyO4iBoF1Mrrf2obAEiIqIbMW7cOGRnZ+Phhx/Gn3/+iRMnTmDt2rWIj4+H2WyGXq/H6NGj8dxzz2HDhg04cOAARo0aVWHG9J133olPPvkEe/bswe7duzFmzBi71pxHHnkE/v7+GDRoELZu3YrU1FRs3rwZEyZMwJkzZ6oUa2RkJEaOHIn4+HisWrUKqamp2LRpE7799ltbHaVSiVGjRmHKlClo3LixXdedMzEBcjFNWT8pW4CIiOhGhIaGYvv27TCbzejXrx+io6MxYcIEeHt725Kcd999F927d8d9992H3r1744477kCHDh3sjvP+++8jLCwM3bt3x7Bhw/Dss8/adT25u7tjy5YtCA8PxwMPPIDmzZsjPj4excXFDrUIzZ07F0OGDMHYsWPRrFkzPP744ygsLLSrM3r0aBiNRsTHx9/EJ+MYSVzZAUjIy8uDt7c3cnNzb7jZ72rmbjqOd379G0M6NMB7/2lTrccmIqrrSkpKkJqaiqioKOh0OrnDqVF69uyJtm3bYtasWXKHUsH27dvRs2dPnDlz5rr7gV7rHjvy/c0xQC7GWWBERERWBoMBp0+fxrRp0zB06NDrJj/ViV1gLsYEiIiIyGrp0qVo2rQpcnNz7dY6cgW2ALmYpnwQNMcAERGRC12+tVRNMWrUKIwaNUqWc7MFyMXKW4C4EjQREZF8mAC5WPksMAO7wIiInIbze2qv6rq3TIBcjGOAiIicp3xLhss366TapfzeXr79xo3gGCAXYwJEROQ8KpUK7u7uuHjxItRqdYXF/+jWZrFYcPHiRbi7u1e6CrYjmAC5WPlK0BwDRERU/SRJQkhICFJTU3Hq1Cm5wyEnUCgUCA8Pt+1Qf6OYALmYlnuBERE5lUajwW233cZusFpKo9FUS8seEyAXs22FwS4wIiKnUSgUXAmaromdoy7GMUBERETyYwLkYkyAiIiI5McEyMXUXAmaiIhIdkyAXExz2SBoLtRFREQkDyZALqYtGwQtBGCyMAEiIiKSAxMgFytvAQI4DoiIiEguTIBcjAkQERGR/JgAuZhSIUFRtnglV4MmIiKSBxMgGZS3AnFHeCIiInkwAZKBRsntMIiIiOTEBEgGGhW3wyAiIpITEyAZaLgjPBERkayYAMmA22EQERHJiwmQDJgAERERyYsJkAxss8DYBUZERCQLJkAysM0CYwsQERGRLJgAyUBdlgBxEDQREZE8mADJgGOAiIiI5MUESAZaJkBERESyYgIkA1sLELvAiIiIZMEESAYcBE1ERCQvJkAyUHMvMCIiIlkxAZIBB0ETERHJiwmQDJgAERERyYsJkAyYABEREclL9gRozpw5iIqKgk6nQ4cOHbB169ar1l2xYgX69OmDgIAAeHl5ITY2Fr/99ptdnUWLFkGSpAqPkpISZ19KlWk5BoiIiEhWsiZAiYmJmDhxIqZOnYq9e/eiW7duGDBgANLS0iqtv2XLFvTp0wdr1qxBcnIyevXqhXvvvRd79+61q+fl5YX09HS7h06nc8UlVQlXgiYiIpKXSs6Tf/DBBxg9ejQee+wxAMCsWbPw22+/Ye7cuUhISKhQf9asWXbP33rrLfzwww/48ccf0a5dO1u5JEkIDg52auw3w7YZKrvAiIiIZCFbC5DRaERycjL69u1rV963b1/88ccfVTqGxWJBfn4+fH197coLCgoQERGBBg0a4J577qnQQnQlg8GAvLw8u4czcQwQERGRvGRLgDIzM2E2mxEUFGRXHhQUhIyMjCod4/3330dhYSGGDh1qK2vWrBkWLVqE1atXY+nSpdDpdOjatSuOHj161eMkJCTA29vb9ggLC7uxi6oiJkBERETykn0QtCRJds+FEBXKKrN06VK8+uqrSExMRGBgoK28c+fOePTRR9GmTRt069YN3377LZo0aYKPP/74qseaMmUKcnNzbY/Tp0/f+AVVgYZjgIiIiGQl2xggf39/KJXKCq09Fy5cqNAqdKXExESMHj0a3333HXr37n3NugqFArfffvs1W4C0Wi20Wm3Vg79J3AuMiIhIXrK1AGk0GnTo0AHr1q2zK1+3bh26dOly1fctXboUo0aNwjfffIOBAwde9zxCCKSkpCAkJOSmY64u3AuMiIhIXrLOAps8eTKGDx+OmJgYxMbGYv78+UhLS8OYMWMAWLumzp49iyVLlgCwJj8jRozARx99hM6dO9taj9zc3ODt7Q0AeO2119C5c2fcdtttyMvLw+zZs5GSkoJPP/1UnousBMcAERERyUvWBCguLg5ZWVmYMWMG0tPTER0djTVr1iAiIgIAkJ6ebrcm0GeffQaTyYRx48Zh3LhxtvKRI0di0aJFAICcnBw88cQTyMjIgLe3N9q1a4ctW7agY8eOLr22a+E0eCIiInlJQgghdxA1TV5eHry9vZGbmwsvL69qP/7OE1mIm78DjQI8sOGZntV+fCIiorrIke9v2WeB1UVqDoImIiKSFRMgGXAQNBERkbyYAMlAy0HQREREsmICJAPOAiMiIpIXEyAZ/LsbPMefExERyYEJkAwuXwmak/CIiIhcjwmQDMoTIIAzwYiIiOTABEgG5bPAAI4DIiIikgMTIBlcngBxHBAREZHrMQGSgUIhQaWQALAFiIiISA5MgGTCqfBERETyYQIkk39ngplljoSIiKjuYQIkk/JxQNwRnoiIyPWYAMmkvAWIg6CJiIhcjwmQTLghKhERkXyYAMmEg6CJiIjkwwRIJhwETUREJB8mQDJhFxgREZF8mADJ5N8WIA6CJiIicjUmQDJRswWIiIhINkyAZMJB0ERERPJhAiSTfxMgDoImIiJyNSZAMtEquRAiERGRXJgAyeTfQdDsAiMiInI1JkAyUXMvMCIiItkwAZIJB0ETERHJhwmQTJgAERERyYcJkEw0tkHQTICIiIhcjQmQTNgCREREJB8mQDKx7QXGFiAiIiKXYwIkE7YAERERyYcJkEzKEyBOgyciInI9JkAy4SBoIiIi+TABkomaXWBERESyYQIkEw6CJiIikg8TIJlo2QJEREQkG4cToMLCQmfEUedwFhgREZF8HE6AgoKCEB8fj23btjkjnjqjPAHiIGgiIiLXczgBWrp0KXJzc3HXXXehSZMmePvtt3Hu3DlnxFarcTd4IiIi+TicAN17771Yvnw5zp07hyeffBJLly5FREQE7rnnHqxYsQImk8kZcdY6HARNREQknxseBO3n54dJkyZh3759+OCDD7B+/XoMGTIEoaGheOWVV1BUVFSdcdY6HANEREQkH9WNvjEjIwNLlizBwoULkZaWhiFDhmD06NE4d+4c3n77bezYsQNr166tzlhrFS3HABEREcnG4QRoxYoVWLhwIX777Te0aNEC48aNw6OPPop69erZ6rRt2xbt2rWrzjhrHbYAERERycfhLrD/+7//Q2hoKLZv346UlBSMHz/eLvkBgIYNG2Lq1KlVOt6cOXMQFRUFnU6HDh06YOvWrVetu2LFCvTp0wcBAQHw8vJCbGwsfvvttwr1li9fjhYtWkCr1aJFixZYuXKlQ9foCuWDoE0WAYtFyBwNERFR3eJwApSeno7PPvsMt99++1XruLm5Yfr06dc9VmJiIiZOnIipU6di79696NatGwYMGIC0tLRK62/ZsgV9+vTBmjVrkJycjF69euHee+/F3r17bXWSkpIQFxeH4cOHY9++fRg+fDiGDh2KnTt3OnqpTlXeAgRwIDQREZGrSUIIh5oflEol0tPTERgYaFeelZWFwMBAmM3mKh+rU6dOaN++PebOnWsra968Oe6//34kJCRU6RgtW7ZEXFwcXnnlFQBAXFwc8vLy8Msvv9jq9O/fHz4+Pli6dGmVjpmXlwdvb2/k5ubCy8urytfjCKPJgiYvW2PcN70vvN3UTjkPERFRXeHI97fDLUBXy5cMBgM0Gk2Vj2M0GpGcnIy+ffvalfft2xd//PFHlY5hsViQn58PX19fW1lSUlKFY/br1++axzQYDMjLy7N7OJtaKdl+5kBoIiIi16ryIOjZs2cDACRJwhdffAG9Xm97zWw2Y8uWLWjWrFmVT5yZmQmz2YygoCC78qCgIGRkZFTpGO+//z4KCwsxdOhQW1lGRobDx0xISMBrr71W5dirgyRJ0KgUMJosHAhNRETkYlVOgD788EMA1hagefPmQalU2l7TaDSIjIzEvHnzHA5AkiS750KICmWVWbp0KV599VX88MMPFbrjHD3mlClTMHnyZNvzvLw8hIWFVSX8m6JRMgEiIiKSQ5UToNTUVABAr169sGLFCvj4+NzUif39/aFUKiu0zFy4cKFCC86VEhMTMXr0aHz33Xfo3bu33WvBwcEOH1Or1UKr1Tp4BTdPo1IABg6CJiIicjWHxwBt3LjxppMfwNpq1KFDB6xbt86ufN26dejSpctV37d06VKMGjUK33zzDQYOHFjh9djY2ArHXLt27TWPKRfbdhhsASIiInKpKrUATZ48Ga+//jo8PDzsuooq88EHH1T55JMnT8bw4cMRExOD2NhYzJ8/H2lpaRgzZgwAa9fU2bNnsWTJEgDW5GfEiBH46KOP0LlzZ1tLj5ubG7y9vQEAEyZMQPfu3fHOO+9g0KBB+OGHH7B+/foauXu9bTFEtgARERG5VJUSoL1796K0tNT289VUZezO5eLi4pCVlYUZM2YgPT0d0dHRWLNmDSIiIgBY1xy6fE2gzz77DCaTCePGjcO4ceNs5SNHjsSiRYsAAF26dMGyZcvw8ssvY9q0aWjUqBESExPRqVMnh2JzhfKZYGwBIiIici2H1wGqC1yxDhAADPhoKw6n52FJfEd0bxLgtPMQERHVBU5dB6iyk61atQp///33zR6qzuF+YERERPJwOAEaOnQoPvnkEwBAcXExYmJiMHToULRq1QrLly+v9gBrM62SO8ITERHJweEEaMuWLejWrRsAYOXKlRBCICcnB7Nnz8Ybb7xR7QHWZhwETUREJA+HE6Dc3Fzb1hO//vorHnzwQbi7u2PgwIE4evRotQdYm5UPgjawC4yIiMilHE6AwsLCkJSUhMLCQvz666+2fbcuXboEnU5X7QHWZhwDREREJI8qrwRdbuLEiXjkkUeg1+sRERGBnj17ArB2jbVq1aq646vVNCrrdiJMgIiIiFzL4QRo7Nix6NixI06fPo0+ffpAobC2YjRs2JBjgByk4SBoIiIiWTicAAFATEwMYmJi7Moq25aCro1dYERERPJwOAEym81YtGgRNmzYgAsXLsBisf/y/v3336stuNpOU74SNFuAiIiIXMrhBGjChAlYtGgRBg4ciOjoaIe3v6B/sQWIiIhIHg4nQMuWLcO3336Lu+++2xnx1CnlCRCnwRMREbmWw9PgNRoNGjdu7IxY6hyN0joLjIOgiYiIXMvhBOiZZ57BRx99BO6hevPYBUZERCQPh7vAtm3bho0bN+KXX35By5YtoVar7V5fsWJFtQVX26k5CJqIiEgWDidA9erVw+DBg50RS52jZQsQERGRLBxOgBYuXOiMOOokdoERERHJw+ExQABgMpmwfv16fPbZZ8jPzwcAnDt3DgUFBdUaXG3H3eCJiIjk4XAL0KlTp9C/f3+kpaXBYDCgT58+8PT0xMyZM1FSUoJ58+Y5I85aqXwWGFuAiIiIXMvhFqAJEyYgJiYGly5dgpubm6188ODB2LBhQ7UGV9txEDQREZE8bmgW2Pbt26HRaOzKIyIicPbs2WoLrFYym4CC80BpMeDfmGOAiIiIZOJwC5DFYoHZbK5QfubMGXh6elZLULXWya3Ahy2AxEcA/DsGiAshEhERuZbDCVCfPn0wa9Ys23NJklBQUIDp06dze4zr8Qy2/llwHgCnwRMREcnF4S6wDz/8EL169UKLFi1QUlKCYcOG4ejRo/D398fSpUudEWPtoQ+y/ll8CTAZoFYyASIiIpKDwwlQaGgoUlJSsHTpUuzZswcWiwWjR4/GI488Yjcomirh5gMoNYDZCBSch0ZVDwAHQRMREbmawwkQALi5uSE+Ph7x8fHVHU/tJknWVqDc00DBBWi0vgC4GzwREZGrOZwA/f7771ixYgVOnjwJSZLQsGFDPPjgg+jevbsz4qt99IHWBCg/AxqPFgA4CJqIiMjVHBoEPWbMGPTu3RtLly5FVlYWLl68iK+++gq9evXCU0895awYaxd9+UDoDE6DJyIikkmVE6CVK1di4cKFWLBgATIzM5GUlIQdO3bg4sWL+PzzzzF//nysXr3ambHWDp5lA6ELLkBTNgjaIgATW4GIiIhcpsoJ0MKFCzF58mSMGjUKkiT9ewCFAvHx8Zg4cSK+/PJLpwRZq5TPBMv/twUI4EBoIiIiV6pyArRnzx4MHjz4qq8/+OCDSE5OrpagarXyBKjgvK0FCGA3GBERkStVOQHKzMxE/fr1r/p6/fr1kZWVVS1B1WqXLYaoUiqgKGtMYwsQERGR61Q5ATIajRX2/7qcSqWC0WislqBqNX2g9c9862rQHAhNRETkeg5Ng582bRrc3d0rfa2oqKhaAqr1ymeBFV4ALBaolQqUlFqYABEREblQlROg7t2748iRI9etQ9dR3gJkMQHF2dCqFMgHu8CIiIhcqcoJ0KZNm5wYRh2iVAPufkBRlnUmWNlA6FKTkDkwIiKiusPh3eCpGuj/HQhtGwNkNssYEBERUd3CBEgOnpdNhS9LgLgfGBERkeswAZLDZYshqpWcBUZERORqTIDkoL9sOwxOgyciInI5JkBysCVAlw2CNnMQNBERkatUaRbYX3/9VeUDtm7d+oaDqTPKxwDlcxA0ERGRHKqUALVt2xaSJEGIylspyl+TJAlmfpFf32WzwLTe7AIjIiJytSolQKmpqc6Oo265bENUtS8TICIiIler0higiIiIKj8cNWfOHERFRUGn06FDhw7YunXrVeump6dj2LBhaNq0KRQKBSZOnFihzqJFiyBJUoVHSUmJw7E5TXkXmLEAeoU1Lk6DJyIich2H9gK73KFDh5CWllZhA9T77ruvysdITEzExIkTMWfOHHTt2hWfffYZBgwYgEOHDiE8PLxCfYPBgICAAEydOhUffvjhVY/r5eVVYdsOnU5X5bicTusJqD2A0kL4WXIAcBA0ERGRKzmcAJ04cQKDBw/G/v377cYFSZIEAA6NAfrggw8wevRoPPbYYwCAWbNm4bfffsPcuXORkJBQoX5kZCQ++ugjAMCCBQuuelxJkhAcHFzlOGShDwQupcJXXALgwy4wIiIiF3J4GvyECRMQFRWF8+fPw93dHQcPHsSWLVsQExPj0H5hRqMRycnJ6Nu3r11537598ccffzgalp2CggJERESgQYMGuOeee7B3795r1jcYDMjLy7N7OJ2nNUHzsWQD4CwwIiIiV3I4AUpKSsKMGTMQEBAAhUIBhUKBO+64AwkJCXj66aerfJzMzEyYzWYEBQXZlQcFBSEjI8PRsGyaNWuGRYsWYfXq1Vi6dCl0Oh26du2Ko0ePXvU9CQkJ8Pb2tj3CwsJu+PxVVjYQup65LAFiCxAREZHLOJwAmc1m6PV6AIC/vz/OnTsHwDpQ+spxN1VR3nVWrnw6/Y3q3LkzHn30UbRp0wbdunXDt99+iyZNmuDjjz++6numTJmC3Nxc2+P06dM3fP4qK0uAvJgAERERuZzDY4Cio6Px119/oWHDhujUqRNmzpwJjUaD+fPno2HDhlU+jr+/P5RKZYXWngsXLlRoFboZCoUCt99++zVbgLRaLbRabbWds0rKZoJ5msq7wDgImoiIyFUcbgF6+eWXYbFYWyveeOMNnDp1Ct26dcOaNWswe/bsKh9Ho9GgQ4cOWLdunV35unXr0KVLF0fDuiohBFJSUhASElJtx6wWZYshepZmAmALEBERkSs53ALUr18/288NGzbEoUOHkJ2dDR8fH4e7riZPnozhw4cjJiYGsbGxmD9/PtLS0jBmzBgA1q6ps2fPYsmSJbb3pKSkALAOdL548SJSUlKg0WjQokULAMBrr72Gzp0747bbbkNeXh5mz56NlJQUfPrpp45eqnOVdYF5GLMAAEYzEyAiIiJXcSgBMplM0Ol0SElJQXR0tK3c19f3hk4eFxeHrKwszJgxA+np6YiOjsaaNWtsCyqmp6cjLS3N7j3t2rWz/ZycnIxvvvkGEREROHnyJAAgJycHTzzxBDIyMuDt7Y127dphy5Yt6Nix4w3F6DRlXWBuxvIWIM4CIyIichVJXG2Dr6to1KgRVqxYgTZt2jgrJtnl5eXB29sbubm58PLycs5JCi4C7zWGgITGJUvQvWkwFv5fDUvSiIiIbiGOfH/f0BigKVOmIDs7+4YDJADufoCkhAQBf+Si0MAWICIiIldxeAzQ7NmzcezYMYSGhiIiIgIeHh52r+/Zs6fagqvVFArratD56QiQcpBXUip3RERERHWGwwnQoEGDbmqdHrqMPgjIT0eglIPDxUyAiIiIXMXhBOjVV191Qhh1VNlMsEApBzuZABEREbmMw2OAGjZsiKysrArlOTk5Di2ESLDNBAtADgqNZpg4FZ6IiMglHE6ATp48WemO7waDAWfOnKmWoOqMy1qAACC/xCRjMERERHVHlbvAVq9ebfv5t99+g7e3t+252WzGhg0bEBUVVb3R1XZlCVCIMhcwAXklpfDx0MgcFBERUe1X5QTo/vvvB2DdvHTkyJF2r6nVakRGRuL999+v1uBqPU/rdhhBilwAQF4xW4CIiIhcocoJUPn+X1FRUdi1axf8/f2dFlSdUd4FhhwA4FR4IiIiF3F4Flhqaqoz4qibyhIgX3EJgEAeZ4IRERG5hMODoJ9++ulKd33/5JNPMHHixOqIqe4oS4DUKIUXCpHLBIiIiMglHE6Ali9fjq5du1Yo79KlC77//vtqCarOUOsAnXUweSBXgyYiInIZhxOgrKwsuxlg5by8vJCZmVktQdUpeutA6AApl4OgiYiIXMThBKhx48b49ddfK5T/8ssvXAjxRniWD4S+xBYgIiIiF3F4EPTkyZMxfvx4XLx4EXfeeScAYMOGDXj//fcxa9as6o6v9rtsMcSLHANERETkEg4nQPHx8TAYDHjzzTfx+uuvAwAiIyMxd+5cjBgxotoDrPXKEqAAKRfHuRI0ERGRSzicAAHAk08+iSeffBIXL16Em5sb9Hp9dcdVd5QthhgoXeI0eCIiIhdxeAwQAJhMJqxfvx4rVqyAEAIAcO7cORQUFFRrcHWCRwAAwBf5nAZPRETkIg63AJ06dQr9+/dHWloaDAYD+vTpA09PT8ycORMlJSWYN2+eM+KsvbSeAAC9VMxB0ERERC7icAvQhAkTEBMTg0uXLsHNzc1WPnjwYGzYsKFag6sTNNbuQz2KOQ2eiIjIRRxuAdq2bRu2b98OjcZ+1/KIiAicPXu22gKrM7TWBMhDKkGx0QyjyQKN6oZ6JomIiKiKHP6mtVgsMJvNFcrPnDkDT0/PagmqTtF6AQA8UQwAyGc3GBERkdM5nAD16dPHbr0fSZJQUFCA6dOn4+67767O2OqGsi4wDxQDEMjjVHgiIiKnc7gL7MMPP0SvXr3QokULlJSUYNiwYTh69Cj8/f2xdOlSZ8RYu5UNglZKAjoYORWeiIjIBRxOgEJDQ5GSkoKlS5diz549sFgsGD16NB555BG7QdFURRoPABIAAU9wJhgREZEr3NBCiG5uboiPj0d8fHx1x1P3SJK1G8yYDw+pmGsBERERucANJUBHjhzBxx9/jMOHD0OSJDRr1gzjx49Hs2bNqju+ukHraU2AUMKp8ERERC7g8CDo77//HtHR0UhOTkabNm3QunVr7NmzB61atcJ3333njBhrv7Kp8J5cDJGIiMglHG4Bev755zFlyhTMmDHDrnz69Ol44YUX8J///KfagqszLpsJxkHQREREzudwC1BGRkalu74/+uijyMjIqJag6pzy7TA4CJqIiMglHE6Aevbsia1bt1Yo37ZtG7p161YtQdU5tv3AOAaIiIjIFRzuArvvvvvwwgsvIDk5GZ07dwYA7NixA9999x1ee+01rF692q4uVUFZAuSBYpxlCxAREZHTSUII4cgbFIqqNRpJklTplhm3gry8PHh7eyM3NxdeXl7OP+HPzwK7Psds0/3YFPoEVozt6vxzEhER1TKOfH873AJksVhuODC6Cm35jvAlXAeIiIjIBbjteE1g6wIr4V5gRERELlDlBGjnzp345Zdf7MqWLFmCqKgoBAYG4oknnoDBYKj2AOsETfkg6CJOgyciInKBKidAr776Kv766y/b8/3792P06NHo3bs3XnzxRfz4449ISEhwSpC13mVdYAaTBSWlt+bYKSIioltFlROglJQU3HXXXbbny5YtQ6dOnfD5559j8uTJmD17Nr799lunBFnr2abBFwMA8tkNRkRE5FRVToAuXbqEoKAg2/PNmzejf//+tue33347Tp8+Xb3R1RVlK0F7KUoAgIshEhEROVmVE6CgoCCkpqYCAIxGI/bs2YPY2Fjb6/n5+VCr1dUfYV2gtU7V00tlCRDHARERETlVlROg/v3748UXX8TWrVsxZcoUuLu72638/Ndff6FRo0ZOCbLWs40BsnaBcSo8ERGRc1V5HaA33ngDDzzwAHr06AG9Xo/FixdDo9HYXl+wYAH69u3rlCBrvbIuMDdRDEBwKjwREZGTVTkBCggIwNatW5Gbmwu9Xg+lUmn3+nfffQe9Xl/tAdYJZYOgVTBDi1J2gRERETmZwwshent7V0h+AMDX19euRaiq5syZg6ioKOh0OnTo0KHSjVbLpaenY9iwYWjatCkUCgUmTpxYab3ly5ejRYsW0Gq1aNGiBVauXOlwXC6l+Tdx5I7wREREzifrStCJiYmYOHEipk6dir1796Jbt24YMGAA0tLSKq1vMBgQEBCAqVOnok2bNpXWSUpKQlxcHIYPH459+/Zh+PDhGDp0KHbu3OnMS7k5CgWg9gAAeHBHeCIiIqdzeDPU6tSpUye0b98ec+fOtZU1b94c999//3UXVezZsyfatm2LWbNm2ZXHxcUhLy/PbtXq/v37w8fHB0uXLq1SXC7fDBUA3msKFGRgoOEttOnYHW8NbuWa8xIREdUSjnx/y9YCZDQakZycXGHgdN++ffHHH3/c8HGTkpIqHLNfv343dUyXKJsJ5oFijgEiIiJyMod3g68umZmZMJvNdosrAtb1hjIyMm74uBkZGQ4f02Aw2O1jlpeXd8Pnv2Fl44A8JG6ISkRE5Gyy7wYvSZLdcyFEhTJnHzMhIQHe3t62R1hY2E2d/4aUzQTzRDHXASIiInIy2RIgf39/KJXKCi0zFy5cqNCC44jg4GCHjzllyhTk5ubaHrJs6VGWAHlIxchnAkRERORUsiVAGo0GHTp0wLp16+zK161bhy5dutzwcWNjYyscc+3atdc8plarhZeXl93D5coTIJRwGjwREZGTyTYGCAAmT56M4cOHIyYmBrGxsZg/fz7S0tIwZswYANaWmbNnz2LJkiW296SkpAAACgoKcPHiRaSkpECj0aBFixYAgAkTJqB79+545513MGjQIPzwww9Yv349tm3b5vLrc0jZGCBPqRh5xaZq6QokIiKiysmaAMXFxSErKwszZsxAeno6oqOjsWbNGkRERACwLnx45ZpA7dq1s/2cnJyMb775BhERETh58iQAoEuXLli2bBlefvllTJs2DY0aNUJiYiI6derksuu6IZfNAjOaLTCYLNCpKy44SURERDdP1nWAaipZ1gHa8i7w+xtINPfEC6VP4M+X7kKgl8415yYiIqoFbol1gOgKGusYoHpK63R8jgMiIiJyHiZANUVZF5i3wpoA5XI7DCIiIqdhAlRTlK8DpCgBAK4GTURE5ERMgGqKsllgehQDYBcYERGRMzEBqim01sFa7mALEBERkbMxAaopysYAuYsiAOB+YERERE7EBKimKOsC01rKEiC2ABERETkNE6CaomwQtEqUQoNSjgEiIiJyIiZANUVZCxBgXQ06j9PgiYiInIYJUE2hVAEqNwCAh1SCXHaBEREROQ0ToJqkfC0gFLMLjIiIyImYANUkl22IykHQREREzsMEqCYpawHSSyWcBk9ERORETIBqkrINUfVlLUBCCJkDIiIiqp2YANUk5V1gUglMFoHiUrPMAREREdVOTIBqkrIuMC+pbD8wToUnIiJyCiZANUnZWkB+aiMAbohKRETkLEyAapKyLjAfpQEAuBYQERGRkzABqknKdoSvp+SO8ERERM7EBKgmKesC81JYW4DYBUZEROQcTIBqkrIuML1U3gLEQdBERETOwASoJtH+uw4QwC4wIiIiZ2ECVJOULYToVpYA5TABIiIicgomQDVJWQuQhygCAJzKKpIzGiIiolqLCVBNUjYGSGuxJj7HLxbIGQ0REVGtxQSoJimbBaY2WROgtOwiGEzcDoOIiKi6MQGqScq6wCRzCeppAbNFsBuMiIjICZgA1SRlCRAAtPSz3prjF9gNRkREVN2YANUkSjWg1AIAmvlKADgOiIiIyBmYANU0Za1Ajb0FAOAYW4CIiIiqHROgmqZsJlhDL2sCdPxioZzREBER1UpMgGqashagMA/r7K/jFwtgsQg5IyIiIqp1mADVNGWrQQdqS6FSSCgympGRVyJzUERERLULE6CapqwLTFVaiAg/dwAcB0RERFTdmADVNOVT4Q35aBxoTYY4E4yIiKh6MQGqacpWg4axAI0CmAARERE5AxOgmuayFqDyBIhdYERERNWLCVBNU2kXGKfCExERVScmQDXNZV1gDQM8AAAX8w3ILS6VMSgiIqLahQlQTXNZC5CnTo1gLx0AjgMiIiKqTkyAapqyafAwWBOeRoHWViCOAyIiIqo+TIBqmrKFEGHMBwA05kwwIiKiascEqKa5rAsMABqVD4S+wIHQRERE1YUJUE1zRRcYW4CIiIiqn+wJ0Jw5cxAVFQWdTocOHTpg69at16y/efNmdOjQATqdDg0bNsS8efPsXl+0aBEkSarwKCm5RfbTumwWGPBvC1BadhEMJrNcUREREdUqsiZAiYmJmDhxIqZOnYq9e/eiW7duGDBgANLS0iqtn5qairvvvhvdunXD3r178dJLL+Hpp5/G8uXL7ep5eXkhPT3d7qHT6VxxSTdP62X9s7QIMJsQ6KmFXquC2SJwKqtI3tiIiIhqCVkToA8++ACjR4/GY489hubNm2PWrFkICwvD3LlzK60/b948hIeHY9asWWjevDkee+wxxMfH47333rOrJ0kSgoOD7R63jPIuMAAwFkCSpMvGAbEbjIiIqDrIlgAZjUYkJyejb9++duV9+/bFH3/8Uel7kpKSKtTv168fdu/ejdLSfxcKLCgoQEREBBo0aIB77rkHe/fuvWYsBoMBeXl5dg/ZqLSAQm39ubwbLIBT4YmIiKqTbAlQZmYmzGYzgoKC7MqDgoKQkZFR6XsyMjIqrW8ymZCZmQkAaNasGRYtWoTVq1dj6dKl0Ol06Nq1K44ePXrVWBISEuDt7W17hIWF3eTV3aQrZoJxV3giIqLqJfsgaEmS7J4LISqUXa/+5eWdO3fGo48+ijZt2qBbt2749ttv0aRJE3z88cdXPeaUKVOQm5tre5w+ffpGL6d6XLkYYgD3BCMiIqpOKrlO7O/vD6VSWaG158KFCxVaecoFBwdXWl+lUsHPz6/S9ygUCtx+++3XbAHSarXQarUOXoETlQ+ENli74i5vAbJYBBSKqyeIREREdH2ytQBpNBp06NAB69atsytft24dunTpUul7YmNjK9Rfu3YtYmJioFarK32PEAIpKSkICQmpnsBd4Yqp8OG+7lApJBQZzcjIu0Wm8xMREdVgsnaBTZ48GV988QUWLFiAw4cPY9KkSUhLS8OYMWMAWLumRowYYas/ZswYnDp1CpMnT8bhw4exYMECfPnll3j22WdtdV577TX89ttvOHHiBFJSUjB69GikpKTYjnlLuKILTK1UINKfA6GJiIiqi2xdYAAQFxeHrKwszJgxA+np6YiOjsaaNWsQEREBAEhPT7dbEygqKgpr1qzBpEmT8OmnnyI0NBSzZ8/Ggw8+aKuTk5ODJ554AhkZGfD29ka7du2wZcsWdOzY0eXXd8OuGAQNALcF6nHsQgEOnMtF9yYBMgVGRERUO0iifBQx2eTl5cHb2xu5ubnw8vJyfQA/jAf2/g+482Wg+3MAgCVJJ/HKDwfRKcoXif+NdX1MRERENZwj39+yzwKjSlTSAtSzSSAAIPnUJeSXlFb2LiIiIqoiJkA1UT1rFyBO/2krCvdzR0N/D5gsAtuPZcoUGBERUe3ABKgman4vAAlISwJy/l2TqEdT69ifTUcuyhQYERFR7cAEqCbyrg9ElC0FcHClrbhnU2s32KYjF8GhW0RERDeOCVBNFf2A9c8D39uKOkX5QqdWICOvBP+c53R4IiKiG8UEqKZqcT8gKYH0fUDmMQCATq1E54bWFa83HbkgY3BERES3NiZANZWHP9Col/XnA8ttxT2bcBwQERHRzWICVJNFly3weOB7oGzMT/k4oN2nslFgMMkVGRER0S2NCVBN1uweQKkFMv8Bzh8AAET6eyDSzx2lZk6HJyIiulFMgGoynRfQpK/15/3/Doa+fDYYEREROY4JUE1n6wZbYesGK18PaMeRMxD5GXJFRkREdMtiAlTTNekPaPRAbhpwZhcAoHOUH/qqU7CsZAzErNbA+UMyB0lERHRrYQJU06ndgGYDrT/v/x4oyYPbL09jvnImgqQcKMwGYP+38sZIRER0i2ECdCso7wbb/x0wtwuw9ysISPjD3MJafvgn+WIjIiK6BTEBuhU07AW4+QDF2UDuacAnEumDl+OJ0skwChWQdRR7knfgdHYRzBZukUFERHQ9TIBuBSoN0OlJABIQMxoYsx0hre9EgH8AtltaAgDWr/gS3WZuRLNpv+Dh+TtwLqdY3piJiIhqMCZAt4oezwNTM4B7PgC0ekiShNkPtUN+ZH8AwH3aPdAoFSg1CySdyMKgT7cj5XSOvDETERHVUEyAbhWSBKh1dkWtGnjjvrjHAEhoZjmGw89GY+2k7mgW7ImL+QbEfZaE1fvOyRMvERFRDcYE6FanDwTCOgEAlP+sQZMgT3z/ZBfc1SwQBpMFTy/diw/X/QMhODaIiIioHBOg2qD5PdY/D/8IANBrVZg/IgZPdG8IAPhow1E8//1fckVHRERU4zABqg2alSVAp/4AirIBAEqFhJfubo53HmwFlULCd8lnsP7QeRmDJCIiqjmYANUGvlFAUDQgzMA/v9q9FHd7OB7rZm0Jeu2ngygpNcsRIRERUY3CBKi2KG8FqmRRxKfubIwQbx1OZxdj3ubjLg6MiIio5mECVFuUjwM6vgEwFtq95KFVYerA5gCAuZuO43R2kaujIyIiqlGYANUWQdFAvQjAVAIc21Dh5YGtQtClkR8MJgte+7GSzVPPpQCrxlrHEREREdVyTIBqC0kCmt9r/fnwauDSKeDYemDHPGDNc5CSPsUb/cOgUkhYf/g8fv+7bEC02YTSTe/C8vldQMrXMP9vCJBx4KqnOZtTjFV7z8LCLTeIiOgWJgkuEFNBXl4evL29kZubCy8vL7nDqbpTScDC/ld/XeuF7b6D8XRqZ3j4hmDJ4ACofhiDBgX7AQBZwhN+Uj5K9aFQ/3cT4Blk9/YLeSUY9Ol2pOeW4JV7WiD+jignXgwREdVGJrMFO1OzcXukLzSq6m2HceT7my1AtUlYR8DvNuvPSg0Q0Mw6ODp2PODfFDDkoWv6YmzXTcDk/JkI+OpONCjYj3zhhtdVT+G/3p/huCUE6oJzMH3zEFD6735ixUYzHluyG+m5JQCAOZuOodBgkuMqiYjoFrYnLQePfLETd32wSdZFelWynZmqn0IJ/HczUHgR8A6zPi/X53XgyBpg2wfQnU3G/UrrWJ+/ta1wsfdHmNK+HXKLSzF29suYZ3gBPul7YFk5BoohC2GBhEmJKfjrTC583NVw16hwNqcYi/44iXG9Gst0sUREdCtaf9g6BCMmwheSJMkWB1uAahuNB+ATaZ/8AIBCYZ0p9tgGYOSPyI66F1ndZqDZC5vR7fYOUCkV8NNrMW3kvXjK8gyMQgnFoVXAxjcw87cj+PVgBjRKBeaPiMGz/ZoAAD7bfBy5xaUuv0QiIrp1lS/K27t50HVqOhcToLpGkoCo7vAd+RX87ppQIVGKru+N/zwYhymlj1sLtr6PVn88hVjFQcx8sBVuj/TFfW3q47ZAPfJKTPhy64lKT1NSasbJzEKk5xYju9CIQoMJJrPF2VdHREQ12PGLBTiRWQi1UkL3Jv6yxsIuMKpgUNv6OJQ+CrO2X8BE1QoMVP6Jgco/ge2JQMkoKFvH4dk7w/H0shR8te0IRt4eBD9vT1sytfNEFsZ+vQdZhcYKxw701KJ5iBdahHpZ/wzxQqMAD1mbQYmIyDU2lHV/dW7oB0+dWtZYOAusErfsLLBqZLYIjF68C+f/2Y0pgUnoVvw7JGPB1d+g9gAa9cIuTUc8nRyAdLM3NCoFhBAoNV/7Vyy6vhemDWyBTg39Kn1dCIFCoxl6LfN1IqJb2dB5SfjzZDZmDGqJEbGR1X58R76/mQBVggmQVanZgr/O5KBtmA+UpQXA/u+B3QuAjOvvLH9S2wyh3UdC0/kJmCUljCYLikvNSM0sxOH0PBxKz8Ohc3k4nJ4Hg8naNda/ZTCm3N0MEX4eAIBTWYVYtfccVqWcxcmsQozuGoXn+zer9mmTRETkfNmFRsS8sQ4WAWx/8U7Ur+dW7edgAnSTmABdh7EIEBYICDz6xZ/YezoHbd0zEWP4E3cp96CN4rJxQaHtgcHzgICmFY8jBLJPH8ZHu4rwv93nYRGAWinhwfYNcPRCAZJPXarwlrZh9fDxw+0Q5uvuxAskIqLqtjz5DJ75bh9ahHhhzYRuTjkH1wEi59K4A1o9JK0nxvVvgyLo8EdRA8yThuDUgz8DzxwBBswEtN7AuT3AvG7A9o8AS9lO9IVZQNIcYE4sfBfE4rUzj2HTUC263eaPUrPAsl2nkXzqEhQS0O02f3wwtA0+GdYOXjoVUk7nYODsrfjtYIa8nwERETmkfPp77xbyzv4qxxagSrAFyDFTVuzH3rRLSHigFdqF+/z7Qt45YPXTwLF11ucNOgLe9YG/fwbMVw6QloDOT2JL2Bj8cDAHzUM8cV+bUAR66Ww1zlwqwvhv9iLldA4AYHjnCIzsEoFG9ZSQso8DmUeBoizrYGxJCUgK688qLaDRlz08AK0nUC8cUMo7AO+6SvKAvLPWa9J6Ae6+gJsPoHa3zuYDAJMRMBYAhnzAYgJUOkDtZr1mlZu1nrBYk0+LCRBmawueIc/6KMkDSouA4FbWz+RqhLAujKlhyxsROc5gMqP9jHUoNJqxenxXtG5QzynnYRfYTWICVI2EAPZ+Bfz2kvULt1xIW6D9COC2vsDmt611AMC3ETDoU2uXWX562SMDKLgAlBbBbCjEvhPncDIjE37IQ0MpHfUVmVDAwV9jdz8gegjQJs7aTXfZLDSLReDrP9Owau9Z3NcmFMM6hUOtrIbGUiGAwkwgNw3IOQ3kngFKcqzJS/mjJNd6vXnnAGN+5cdRaq2JiLGwkkTyJoS2s+4n1/w+wP82oOAicGITcPx34MRG670IigYa9QIa3QWExwJqHVCUDZz+Ezi9Ezizy1oPAFD2mUqSNblq2Mv63sAWdp+37bMxFliTVM4IJKp1Nv9zESMX/IkgLy2SXrwLCoVz/p4zAbpJTICcIOc08PsbgM4LaPcoENLG/vWj66ytRfnnbuzwwgPHRSguinqQIKCABQoIKGGBFqXQS8UIcTPBV10KRUkuYPp3mw/43Qa0Hgq4+eDChfPYfvAEDPlZ0ElGnBLByNY3Qb8770JsTAdIZVP9zRaBXSez8fNf6TiXU4zbgjzRItQ6rT/K3wNKWICLR6wJwdndwJlkIPuE/XmrQlfPmqwZ8oHibGsrTmVUOkChAkwGwHK9xSkla4uSzsvaGqZQAucPWluKynmGXJbIXIVKZ613KdWRKwL0wUDDHtYWuNwzZY+z1s/Gq0FZgtULiOoJeJTNDCy+ZP38sk5Yk0bfKOtWL171r54wmU3Wz6wo29qKVpRlbQFTqK3nVqisW8YENgc85F2PhKi2m7bqAP634xSGdQrHW4NbOe08TIBuEhMgmRTnAL9NBVLKWoPc/axfsPogQB9Y1oXlbp1yr3EHtF4o8m6I7dk++Pm4Eb8fuYgCgwmR/h5oHuyFpsGeaBjggdUp57C2bOVRT50KT/WIxFC/Y/A8shzKIz8DppIqhVciaWH0ikJ+KZBbXGqb3m9NuKwPCRaoJIH6UhbcUTHZEZAgeQZbtyrxbmD94tV6wqTywAWjBuklKhjcggDPUEjeodC4eUKvVSHc1x1uaoW1laQou6w7ygPQlnXtXd6dZzbBXFqCkxlZUEoCEf6e1sRNobImO0qtdWVwABfzDdh3Ogc6YzbCLm5EwOm1cDuzDVJ5EhXcCmh0p7X1JqApcOoP4PhG4PgG+wTJvwkQ1hGiQUfAr/G/6zoJYU06MvYDx3+HOLkdUhWTQAEJpfUaQlmSDWVJxQHxAKzX7n8b4BH4bwuaIe/fP6sqqJU1KWvYEwjrVJZwHQeyyh4FGdZzudWzJqXlf2rLksjLHxo9oNJU/dxEtZwQAl3e/h3puSVYOOp29GoW6LRzMQG6SUyAZFaSVzaGRevQ28wWAZPFAq1KWeG1pONZeOPnQzh4zv5L0U9dgkGaZHQ174LRLJArPODvH4BOLRrC090dxvNHkHViD3wKjkMnObbtR6HQYp+lEVJEY6RYGuFvEY4M4YuAetZFIJsG63Ex34CD5/Jw9HwBjNdYKVuSgAY+brgt0BO3BeoR7ucOvVYFN7US7hoV3DRKXCo0IuV0DvaevoR9p3NRULZZra+HBu3DfRAT6YP24T7ILDAg6XgWdpzIwtELFdd28kIhWitPQhMajXbNbkPPpoFoGeoFhUKCwWRG8qlL2PrPRaT9vRsl2en4S0ThksUDZiEgBFDPXY0O4T64PcoXt0f6ILq+N05cLMTSP9Pw895UNDUeQifFYZQKFdKFH87BDxcUAQgKCkFjw99oWrQbMaYUNFWctovrvKiHkyIYecIDUYoMRCADasl8zXtggQST2gsKvT9UHn4QShVKSgwoKilBSYkBwliIBuI6LV03QCjUkDQe1mRIoQAsFghhhrCYYTGbYIESJoUGJkmDUkkNI9QwKbQwK3UwK7WwKHUQSh083HXw1rvDQ6eDpNJYW6zUbv/+J0DtZh3rVZ7clv9pMvzb8lXeCubmA4S0BoJbA/XCYRFwWjcEuV6R0YS8YhO0KgXcNEpoVYoas8DsgbO5uOfjbXBTK7H3lT7QqSv+G11dmADdJCZAtZPZIrBizxl8/PsxnL5UhCt/8+vXc8Pr97fEnc0qzlA4nZmHxT/9jktnj6JpsCc6RvqgZX1vqMtaUqBQAJICZqFARl4Jzho9cEJqgPS8UpzPK0F6bgmOXSjA2Zyrt3546VRoGuwJpUJCcakFJUYzikvNyCkyIq/kKl1f1+CuUcJsEbZ1lq6mSZAeGpUCOUWlyC0qRb6h4rn8PDRoEuSJfWdyUGS8dtJxJbVSslsMM8zXDUM7hEGSgL1pOdiTdgmXiioml4G4hPbaM0i3+OC4OQAFFvuEWAUTIqTzaCydRT2pEPnCDXnwQJ5wRz7ckSs8kAM9LGWTXcN93VFgMCH7ihXK/ZCLLoqD6KI4iDuUBxAmXYQJKlxUhyJTG4ZLujDkawJhMRZCaciFypgLbWkedKZ8uKEYehTDU7L+6SZV45gsJ8oRHjhsiYBQaeGnKUU9ZSk8FCXQCgOEpIQJSpRChVKhQgnUKFT7okDtjwJNAArVfjCq3OFuzIZHaRY8jFnwKM2CUphQrPVHscYPBl0AjG6BKFXrYYYSFihhhhJmSQmVAtAqAZ1CQKsU0CgEjIZiFBcXo7i4CMaSYhhLjZA07lDqPKF294LW3QsaN71153BhgTCbIISAyWREcXERDGUPo6EIRSbgvMUb581eyDDrkWF0h7tWhfqeKkR6AQ08LAh1M8NgFrhYIuF8EZBRCJwvAqBUw63sPxRuamsSUWoRMJostodFCOi1KnjqVNDrVPDUqaFRKmA0W1BqssBo/reuwWyBodQCg8ls+3uoUkhQKiSolQooJAlmi6XsvQIGswUWi0CgpxZhvu4I83VHuK87gry0KDULlJSaUVJq/Xchu9CIExcLcfxiAY5fKMC53Iot2VqVAv56LSL93RHh54EoPw9E+Lmj1CyQkVeC82WPzAIDfNw1aODjjgY+bggrO2ehwYRLhaXILjIip8iIIqMZ9dzU8PHQwM9DCx8PNYK9dPDTX/s/q7PW/4NZ64+iX8sgfDY8xhm/0jZMgG4SE6Daz2IRyDeYkFdcitziUhSXmtGqvrdT/2cCALlFpTicYV0A8uiFAvh5aNAy1AstQ73RwMet0v+xCSGQWWDEsQsFOHaxAMfO5+NsTjGKjGYUGc0oNppRVGqCm1qJNg3qoV24D9qF18NtgXpYBHDgXC6ST17C7lPZSDmdg3puGsQ28kPnhr7oFOUHHw/77ppSswXpOSXYeuwiNh+5iO3HMlF4WdLjr7cuWdDtNn+0C/eBRqWAUpKgkABJknA2pxi7T2Zj18ls7D55CVmFRqgUEvq2DMLDHcPRtZG/XcuDEAIns4pw6Fwe3DVK+Ou18Pe0/gN7+aKX5rIvIoPJjJJS68Ka5V8GJrOAWmn9UlErFVApJZzKKsSOE9nYeSIL+8/mwlL2L51WpUC78HroGOmLduE+OJdbjOSTl7DrVDZOZxejHvKRBw9b4nQ9/notQuvpEOrtBovZhDPnLyD70iV4SCXwQAmUsMAMBcxlI9M8dBr4uSvhoxWopzbDSyPgpTJDbTFCYTZAaSmB0mwASouRW1iE/KJiKIUJapihQSncJCN0MMAdBrhLBuhghAIWqMrSDBXMMEKFbOGFS9DjkvBEDvQIRA5aKk6iiXQamuu0nNUmpUIJCyRopev/J8IkFCiCDoXQoUhoUQwtLGWD+QUkCFiH9ithgarss1bCDAn4N2mENYE0QVn2HglCSLBAKnsGKCRL+Su2OmahgAUSLFBYjy+Vp44WKMp+h0qhgklYj10ELTKEL9KFL84Jf5wTfihWuMHNUgwPqQTuKIEeJdBKpVDDBDVM0JT9CVhbR81lnfdmSDCXxWyGwvanqix9VcNUdr1lv2OS2fY7BwAanTv8vD0R4FMPIX7eqOehgzAZIMylsJhKsWZfGjLzDegfHYRW9b3//cA9Q4F2j1Tr/b6lEqA5c+bg3XffRXp6Olq2bIlZs2ahW7erL5C0efNmTJ48GQcPHkRoaCief/55jBkzxq7O8uXLMW3aNBw/fhyNGjXCm2++icGDB1c5JiZARP8ymixIPnUJJzIL0C7MB82CPavcdSKEQFp2Ebx06gqJlivllZQiJS0HHloVWtX3vupq4ufzSrD/TC7yDaUoNlpQZDSh2GhGqdkCLzc1fNw18PFQo567Bn4eGgR76yrtci00mHD0QgH+yciHRQjU93FDaD03hHq7wU3jWJJtNFlwMqsQRzLykZFbAk+dCt5uani7qeHlpoYQQFp2EU5lF+J0dhFOZRWh1GxBoKcOAZ5a28PXXQO9TgUvtQU+hanwyPkbWQUGpBUAJ3KBI5cEUi+Z4aaW4O+ugL+bBF8d4KsxQ1+aBb0xEx6lmfA0ZkJjLkKh2heFGl8UlrUKmSUVdCWZcDNehIfRWl8jiqEU1vRPKayP8i9eE6wtpiYhwaLUWMemqTRQqHRQqlSQTMWQSougKi2E2lwItaXEOtJOumzUnaSAWamFUOogVDpIai00MEFnzILWkAW1seI4MJOkQYmkgwIWqIURanFrtNrVSg06Ao+tq9ZD3jIJUGJiIoYPH445c+aga9eu+Oyzz/DFF1/g0KFDCA+vuCZJamoqoqOj8fjjj+O///0vtm/fjrFjx2Lp0qV48MEHAQBJSUno1q0bXn/9dQwePBgrV67EK6+8gm3btqFTp05ViosJEBFRLWAyAIUXrT+Xj8m6cv0vIazLSZQWW9fEMhZZJxsYC61lENY6ly+1YRtvVTabELDOvjQbrbMPzYayhV/L3iss1j8lqexh7TK3LRUhzP/WEZayNcwuG9cFyToD1FJqPb6lFDAUWNcJyztrnUWZd8Yas0ZfNhi/7HrVbtaxY0qN9drLr798fTDbn2VrhVlMZeuGmctmSqrsr/XysWYKFYwmM7Lz8pGbl4/8gkIUFhXCbDbBJKlggQomSQ2LpESYnx7twurZf/Y+kUC3ydV4w2+hBKhTp05o37495s6daytr3rw57r//fiQkJFSo/8ILL2D16tU4fPiwrWzMmDHYt28fkpKSAABxcXHIy8vDL7/8YqvTv39/+Pj4YOnSpVWKiwkQERHRreeW2ArDaDQiOTkZffv2tSvv27cv/vjjj0rfk5SUVKF+v379sHv3bpSWll6zztWOCQAGgwF5eXl2DyIiIqq9ZEuAMjMzYTabERRkP+MmKCgIGRmV7/OUkZFRaX2TyYTMzMxr1rnaMQEgISEB3t7etkdYWNiNXBIRERHdImTfDPXKWS9CiGuuXVBZ/SvLHT3mlClTkJuba3ucPn36qnWJiIjo1qeS68T+/v5QKpUVWmYuXLhQoQWnXHBwcKX1VSoV/Pz8rlnnascEAK1WC63WsUX3iIiI6NYlWwuQRqNBhw4dsG6d/RS4devWoUuXLpW+JzY2tkL9tWvXIiYmBmq1+pp1rnZMIiIiqntkawECgMmTJ2P48OGIiYlBbGws5s+fj7S0NNu6PlOmTMHZs2exZMkSANYZX5988gkmT56Mxx9/HElJSfjyyy/tZndNmDAB3bt3xzvvvINBgwbhhx9+wPr167Ft2zZZrpGIiIhqHlkToLi4OGRlZWHGjBlIT09HdHQ01qxZg4iICABAeno60tLSbPWjoqKwZs0aTJo0CZ9++ilCQ0Mxe/Zs2xpAANClSxcsW7YML7/8MqZNm4ZGjRohMTGxymsAERERUe0n+0rQNRHXASIiIrr13BLrABERERHJhQkQERER1TlMgIiIiKjOYQJEREREdQ4TICIiIqpzmAARERFRnSPrOkA1VfnKANwVnoiI6NZR/r1dlRV+mABVIj8/HwC4KzwREdEtKD8/H97e3tesw4UQK2GxWHDu3Dl4enpecxf5G5GXl4ewsDCcPn2aiyzKhPdAfrwH8uM9kB/vQfUTQiA/Px+hoaFQKK49yoctQJVQKBRo0KCBU8/h5eXFX3iZ8R7Ij/dAfrwH8uM9qF7Xa/kpx0HQREREVOcwASIiIqI6hwmQi2m1WkyfPh1arVbuUOos3gP58R7Ij/dAfrwH8uIgaCIiIqpz2AJEREREdQ4TICIiIqpzmAARERFRncMEiIiIiOocJkAuNGfOHERFRUGn06FDhw7YunWr3CHVWgkJCbj99tvh6emJwMBA3H///Thy5IhdHSEEXn31VYSGhsLNzQ09e/bEwYMHZYq49ktISIAkSZg4caKtjPfA+c6ePYtHH30Ufn5+cHd3R9u2bZGcnGx7nffAuUwmE15++WVERUXBzc0NDRs2xIwZM2CxWGx1eA9kIsglli1bJtRqtfj888/FoUOHxIQJE4SHh4c4deqU3KHVSv369RMLFy4UBw4cECkpKWLgwIEiPDxcFBQU2Oq8/fbbwtPTUyxfvlzs379fxMXFiZCQEJGXlydj5LXTn3/+KSIjI0Xr1q3FhAkTbOW8B86VnZ0tIiIixKhRo8TOnTtFamqqWL9+vTh27JitDu+Bc73xxhvCz89P/PTTTyI1NVV89913Qq/Xi1mzZtnq8B7IgwmQi3Ts2FGMGTPGrqxZs2bixRdflCmiuuXChQsCgNi8ebMQQgiLxSKCg4PF22+/batTUlIivL29xbx58+QKs1bKz88Xt912m1i3bp3o0aOHLQHiPXC+F154Qdxxxx1XfZ33wPkGDhwo4uPj7coeeOAB8eijjwoheA/kxC4wFzAajUhOTkbfvn3tyvv27Ys//vhDpqjqltzcXACAr68vACA1NRUZGRl290Sr1aJHjx68J9Vs3LhxGDhwIHr37m1XznvgfKtXr0ZMTAz+85//IDAwEO3atcPnn39ue533wPnuuOMObNiwAf/88w8AYN++fdi2bRvuvvtuALwHcuJmqC6QmZkJs9mMoKAgu/KgoCBkZGTIFFXdIYTA5MmTcccddyA6OhoAbJ97Zffk1KlTLo+xtlq2bBn27NmDXbt2VXiN98D5Tpw4gblz52Ly5Ml46aWX8Oeff+Lpp5+GVqvFiBEjeA9c4IUXXkBubi6aNWsGpVIJs9mMN998Ew8//DAA/j2QExMgF5Ikye65EKJCGVW/8ePH46+//sK2bdsqvMZ74jynT5/GhAkTsHbtWuh0uqvW4z1wHovFgpiYGLz11lsAgHbt2uHgwYOYO3cuRowYYavHe+A8iYmJ+Oqrr/DNN9+gZcuWSElJwcSJExEaGoqRI0fa6vEeuB67wFzA398fSqWyQmvPhQsXKmT9VL2eeuoprF69Ghs3bkSDBg1s5cHBwQDAe+JEycnJuHDhAjp06ACVSgWVSoXNmzdj9uzZUKlUts+Z98B5QkJC0KJFC7uy5s2bIy0tDQD/HrjCc889hxdffBEPPfQQWrVqheHDh2PSpElISEgAwHsgJyZALqDRaNChQwesW7fOrnzdunXo0qWLTFHVbkIIjB8/HitWrMDvv/+OqKgou9ejoqIQHBxsd0+MRiM2b97Me1JN7rrrLuzfvx8pKSm2R0xMDB555BGkpKSgYcOGvAdO1rVr1wrLP/zzzz+IiIgAwL8HrlBUVASFwv6rVqlU2qbB8x7ISMYB2HVK+TT4L7/8Uhw6dEhMnDhReHh4iJMnT8odWq305JNPCm9vb7Fp0yaRnp5uexQVFdnqvP3228Lb21usWLFC7N+/Xzz88MOceupkl88CE4L3wNn+/PNPoVKpxJtvvimOHj0qvv76a+Hu7i6++uorWx3eA+caOXKkqF+/vm0a/IoVK4S/v794/vnnbXV4D+TBBMiFPv30UxERESE0Go1o3769bUo2VT8AlT4WLlxoq2OxWMT06dNFcHCw0Gq1onv37mL//v3yBV0HXJkA8R44348//iiio6OFVqsVzZo1E/Pnz7d7nffAufLy8sSECRNEeHi40Ol0omHDhmLq1KnCYDDY6vAeyEMSQgg5W6CIiIiIXI1jgIiIiKjOYQJEREREdQ4TICIiIqpzmAARERFRncMEiIiIiOocJkBERERU5zABIiIiojqHCRARERHVOUyAiMhlRo0aBUmSKjyOHTsmd2hEVMeo5A6AiOqW/v37Y+HChXZlAQEBds+NRiM0Go0rwyKiOoYtQETkUlqtFsHBwXaPu+66C+PHj8fkyZPh7++PPn36AAAOHTqEu+++G3q9HkFBQRg+fDgyMzNtxyosLMSIESOg1+sREhKC999/Hz179sTEiRNtdSRJwqpVq+xiqFevHhYtWmR7fvbsWcTFxcHHxwd+fn4YNGgQTp48aXt91KhRuP/++/Hee+8hJCQEfn5+GDduHEpLS211DAYDnn/+eYSFhUGr1eK2227Dl19+CSEEGjdujPfee88uhgMHDkChUOD48eM3/6ESkcOYABFRjbB48WKoVCps374dn332GdLT09GjRw+0bdsWu3fvxq+//orz589j6NChtvc899xz2LhxI1auXIm1a9di06ZNSE5Odui8RUVF6NWrF/R6PbZs2YJt27ZBr9ejf//+MBqNtnobN27E8ePHsXHjRixevBiLFi2yS6JGjBiBZcuWYfbs2Th8+DDmzZsHvV4PSZIQHx9fodVrwYIF6NatGxo1anRjHxgR3RyZN2Mlojpk5MiRQqlUCg8PD9tjyJAhokePHqJt27Z2dadNmyb69u1rV3b69GkBQBw5ckTk5+cLjUYjli1bZns9KytLuLm52e04D0CsXLnS7jje3t5i4cKFQgghvvzyS9G0aVNhsVhsrxsMBuHm5iZ+++03W9wRERHCZDLZ6vznP/8RcXFxQgghjhw5IgCIdevWVXrd586dE0qlUuzcuVMIIYTRaBQBAQFi0aJFVfjUiMgZOAaIiFyqV69emDt3ru25h4cHHn74YcTExNjVS05OxsaNG6HX6ysc4/jx4yguLobRaERsbKyt3NfXF02bNnUonuTkZBw7dgyenp525SUlJXbdUy1btoRSqbQ9DwkJwf79+wEAKSkpUCqV6NGjR6XnCAkJwcCBA7FgwQJ07NgRP/30E0pKSvCf//zHoViJqPowASIil/Lw8EDjxo0rLb+cxWLBvffei3feeadC3ZCQEBw9erRK55MkCUIIu7LLx+5YLBZ06NABX3/9dYX3Xj44W61WVziuxWIBALi5uV03jsceewzDhw/Hhx9+iIULFyIuLg7u7u5VugYiqn5MgIioRmrfvj2WL1+OyMhIqFQV/6lq3Lgx1Go1duzYgfDwcADApUuX8M8//9i1xAQEBCA9Pd32/OjRoygqKrI7T2JiIgIDA+Hl5XVDsbZq1QoWiwWbN29G7969K61z9913w8PDA3PnzsUvv/yCLVu23NC5iKh6cBA0EdVI48aNQ3Z2Nh5++GH8+eefOHHiBNauXYv4+HiYzWbo9XqMHj0azz33HDZs2IADBw5g1KhRUCjs/1m788478cknn2DPnj3YvXs3xowZY9ea88gjj8Df3x+DBg3C1q1bkZqais2bN2PChAk4c+ZMlWKNjIzEyJEjER8fj1WrViE1NRWbNm3Ct99+a6ujVCoxatQoTJkyBY0bN7bruiMi12MCREQ1UmhoKLZv3w6z2Yx+/fohOjoaEyZMgLe3ty3Jeffdd9G9e3fcd9996N27N+644w506NDB7jjvv/8+wsLC0L17dwwbNgzPPvusXdeTu7s7tmzZgvDwcDzwwANo3rw54uPjUVxc7FCL0Ny5czFkyBCMHTsWzZo1w+OPP47CwkK7OqNHj4bRaER8fPxNfDJEVB0kcWXnOBHRLaxnz55o27YtZs2aJXcoFWzfvh09e/bEmTNnEBQUJHc4RHUaxwARETmZwWDA6dOnMW3aNAwdOpTJD1ENwC4wIiInW7p0KZo2bYrc3FzMnDlT7nCICOwCIyIiojqILUBERERU5zABIiIiojqHCRARERHVOUyAiIiIqM5hAkRERER1DhMgIiIiqnOYABEREVGdwwSIiIiI6hwmQERERFTn/D8Hcw9VU4aAewAAAABJRU5ErkJggg==", + "image/png": 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", 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", "text/plain": [ "
" ] @@ -429,19 +864,27 @@ } ], "source": [ - "# For each dataset, plot the spectral density of the marginals\n", - "for dataset in df.Dataset.unique():\n", - " fig, ax = plt.subplots()\n", - " for data in spectral_density_list:\n", - " if data[\"Dataset\"] == dataset:\n", - " ax.plot(data[\"Specral Density\"], label=data[\"Diffusion Domain\"])\n", - " ax.set_title(f\"Spectral Density of Marginals for {dataset}\")\n", - " ax.set_xlabel(\"Frequency\")\n", - " ax.set_ylabel(\"Spectral Density\")\n", - " ax.legend()\n", + "for dataset in spectral_df.Dataset.unique():\n", + " ax = sns.lineplot(\n", + " data=spectral_df[spectral_df.Dataset == dataset],\n", + " x=\"Frequency\",\n", + " y=\"Spectral Density\",\n", + " hue=\"Diffusion Domain\",\n", + " hue_order=[\"Time\", \"Frequency\"],\n", + " )\n", + " plt.title(f\"Spectral Density Errors on {dataset}\")\n", + " plt.ylabel(r\"Sliced Wasserstein Distance on $\\|\\tilde{\\mathbf{x}}_\\kappa \\|^2$\")\n", + " plt.xlabel(r\"Normalized Frequency $\\omega_\\kappa / \\omega_{\\mathrm{Nyq}}$\")\n", " plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/spectral_interpretation.ipynb b/notebooks/spectral_interpretation.ipynb index c359161..1947670 100644 --- a/notebooks/spectral_interpretation.ipynb +++ b/notebooks/spectral_interpretation.ipynb @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 174, "metadata": {}, "outputs": [ { @@ -214,7 +214,7 @@ } ], "source": [ - "sns.lineplot(data=spectral_df,x=\"Normalized Frequency\", y=\"Normalized Spectral Density\", hue=\"Dataset\")\n", + "ax = sns.lineplot(data=spectral_df,x=\"Normalized Frequency\", y=\"Normalized Spectral Density\", hue=\"Dataset\")\n", "plt.ylabel(r\"Normalized Spectral Density $\\|\\tilde{\\mathbf{x}}_\\kappa\\|^2 / \\| \\tilde{\\mathbf{x}} \\|^2$\")\n", "plt.hlines(0, 0, 1, colors=\"black\", linestyles=\"dashed\")\n", "plt.xlabel(r\"Normalized Frequency $\\omega_\\kappa / \\omega_{\\mathrm{Nyq}}$\")\n", @@ -319,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 170, + "execution_count": 181, "metadata": {}, "outputs": [ { @@ -340,7 +340,17 @@ }, { "data": { - "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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K/uS2zt7+KKRR0ji3UmOxZtJ17t4pbdj6XYvNS22HrZ7HzsDHCVMKYKvnc6Pn8vSxFifvIRD3ooSrHY++F5PnBZoqsVKz2Zyz79o9CeOMJLs5hpQom2/euPOtsrW1deTmLEkSjUYDSZJuK4QWFhaOfIFukuUFrx5O2B34HIxDJFlmqWqgyPDK/pinjzXvEJx7cUrfiQiTHFOTmXuXNxpnfPt5zxsq/smf/Amf+cxneO655zg4OOC3fuu3+NSnPnXbv/mVX/kVPvOZz3BwcMDDDz/ML//yL/M93/M9R/ePRiM+8YlPcPnyZT7zmc/w6U9/+k0//8xQ8b3D0Iv55vbwrq7J82UdTZXZH9052pIleGKjcdeR1h3P4cc8f2N02wbOTdYaFg8u3/tvYHvgcfnwTuHqXNng3Gr1DR2m87zghZ0R/W8ZZwFUTZXHNxro6ptv10dJxteu94+MFW9FAh7bqDFXfnPanijJeGZrcFsRdBNDk3hwucZLOyOudF0mQXrb/RVT5XAUULV1NprWUQyIKkuUDIWapaOpEnMlg4qlcTgO+ZNLHV7Zn3Cp7VAAqzWLiqnSdWOWawaSBGNfjCktTaVh66w1LAqKaZeiIEoKdgYefTdioWYSJzmGJqHKMpfbDlFSEGY5rbJGEOVMwoRjrRKmpqDKEnMVg/2hTw74ScarBxNkSaJp6QzCmCjOqNk6EhKaIkZR33N6jq4T401HaopUkORwo+9R1TUeWq3yyFqVk/NldE1BV24vQuM0J00zkrxAliS6k4hrfe+ur8lG0+b0YvmOBQJZAlNXqBgKSLIYz1XE73YSJDy7NeDGwKfvvvZ3pskSlq5QtzTmqwbrzdLR99x8/b+xPbyrhcJK3eShlddsISZBwo2+z/WeQ3sSocoSC9PNzYWKyULVoFU2sHSVaHqxcLfOUlEUpHlxNIq8G57n8YlPfILnn3+enZ0dlpeXAbh27RqyLL9u1IUo7Mf8ycUeQZaiygpDT1gQnFoo88hKlZWGhSLJeHGCqshoksT+JCTPxXtIU2RUReL0YhldVRh4EVku/uZbJf3b6io/407e7Pn7PV/Gep7HY489xt/4G3+Dv/gX/+Id9//Gb/wG/+Af/AN+5Vd+hY9//OP8m3/zb/iRH/kRzp8/z8bGBgD1ep0XXniBdrvNj//4j/OX/tJfYnFx8dv9o8x4hzRKOg8sVYSx3/RTXwKqtsappQqqLJEDnfFrEROmJnNqofKmiiAQV9EPrVS50nWP9CGKJLFYNzm5UH7d791oljBUhf1RgBOkqKrEat1iuWa9qQ/EgRffoem5ySRM6bnRW9pgMjSF04sVLuxP7igeV5sWrbewit51Qvw4w41SZAnKhoosS+Q5RElBbyJ+59+6Zt+0VcZBipekWKlyNKKUJbh4OCFIc85Mu1Jbks9a00RCYr1hEcQZdUtFluBgHNF1I2xdoW5qfH2rj6aqVCyNNC/ouhGTKGGtbuLHKUM/ZXvgca3rUjE0oiRnpWGx1fN57sYQU1M4OV/CUiV2BwEUBacWKixUDbwoRZbh1cMJV7suB6OQRklnrW6R5DkXDifoqkLdEn49SZLT9SMGbszXt4acW61i6Qp9L2IUJlzYd9BkCT/OSHdzvrEz5MxihcfXauiawlrdpmqpbPd9tvoeV7suXpQyV9axNYW5qkWcZoRJjjR9XS1N4XAScGyuxMmFMnMVg74bkeeFsJCY3O4XtTPweWi5SpRmhEnG6JaOlSZLyDK8tDdmvmzQ92OyXHzPwytVFqomHSe6p4/U4Tg8ck73ooSXdsd0nJCtnk9WFPhxyst7Ix5ZrXMwCji9UGGr69Jxhe6rZumcmCuz3rJp2Dp5XrA38nn1wKHrhCiKxMm5Mg8sVSibGltbWxw/fhyAUqmEYRgoisLXvva1o4vkEydOvO7f8/bA43Lb4WtXB1zqONNA4oIHFyv0vZjuJKBT0dkZ+kcdTE2R2Or5pEVB09ZRZYmRL8afL+6OqJoqpqZgagrjIEaRxSi5WTJYrptvaL8x4/7xnu8I3YokSXd0hD7ykY/w5JNP8q//9b8+uu3s2bN86lOf4pd+6ZfueIyf/dmf5fu///v5iZ/4ibs+RxRFRNFrW0OTyYT19fX3fEdIrBiLK/GyoX7HGMG9HV4TrhaUTYWmbdzWyp8ECW6UosgSDVt/S12UmyRZPv2Qg5KhUHmd0VqUZjih+N3XLE2MS/LiLfvPbPVcrnTufvUPsN60eWCpctf78ryggLuOHka+cH52oxRDVVioGMxXjDd9fEGU8l8vtrlw4B7dJkuw3rSYL5mkRcFi1aDrRMKlebp1V7NUuk7E9Z6wFCgbKmtNizOLVfpuxHB6Mj61UKZsiFHW7tDn4eUqUZbz0s6IP7rUJc1zNpolTFXGCRPWGhbtSYQiy5yYL6HI4vXNi5yqqaEoElc7Hnsjn8NxSM3UWGlYpGmOpSnsjQOyDDQVHlmpcanrMvJSSqbC2aUyFBKWoXC16zH2Ew7HIU6UcmK+xGrd4sLhhKWKQZTmpHmBH2csVAyaJZ0oy9lo2PTcmM2WzfWui6pIuFGGKkmYujL1L5L46Ikm9nScG2c54yDhy5d7TKIUS1eoGiolQyMD5koqPSfBNhSWaxZlU+OBxTJPH2+iyjJRkqGrMmGa89zW4K5dU12V2GxaPL8z4XLHgamurWKqvLI/oSgK6raGqcpoqkyU5LTKBn/2wQXGYXLU6YvTDCcSEgNLUygZKg8uV1hr2FzpuGz1PLZ6HqPptmRnEuLFKVlRsFw1WayYWLrMl670cKKcuZLO6cUym02bpzYa+KkYB4ZxTpznSIXQcWXjA/7FL/x1HMfhpVevYpsmVVvj5ZdfZnFxEa1UI81zDEWhYmk4QULHifCTDEsVnbE4zYjznOtdjxz45taQK10XTVHYaJooskzJULB0he2ej6krhGnOxI+p2zpunDBfFuPbQyek78YsVE0ORgHH50s8tFwlzQs0WXT61hsWC1UTVYFH1xq36c9m/OnzvukIvR5xHPPcc8/xj/7RP7rt9h/8wR/ky1/+MgDtdhvLsqhWq0wmE/7kT/6En/3Zn73nY/7SL/0S//Sf/tM/1eN+qxSFuMqTEOLNby1yOk7Ijb6HM/2gqlhCSLrwJoSP34lYusra68zkq5b2jnO9NEV+Q+FoURRsDz1u9HyStEBRJFRZiIPXGnduCcVpjhsmSJJExVTv6BLJb1C8qrJ4rbuTiCjNqJgaNUt0XNpOSJ6Jrtlqw7xNLFy3der32NiK05zDcUDbEZEgDVtnpW5RszSiJGNvFPDy3phXDyd0nYiKqWHrKkmW8+qhg7IsUzZVapZGUYAfp7hhiqZIXO95+HGGqFPE6EWWZDpOSN+N0BQFWQJFgoKCw0lAlOR0nJj9kcehE3J8rkR7HHIwCmiVdT5xZp7PnT9ktWFjaypRlmNPr9gNVcEJE9wwZRIkxGlBUUCzrHOt6zJXNlBV6SgOJMpyDiYR33NqjrEnuiFDP8GPUvw4w09y1hoWpibRdiJGfsxi2eTMQoWvXe9jagqaIpNmBdcin44TcW61yvbA52rH5cxCmSDJ2en4yJJE3dZoykKT5McpHSdks1Vi6Ea8vD8mTAvGUYquyGiyzPW+T93WkJEIQo16ScPSFIIkpWyoDLyI/VEg4lzSfOqOLTYfdVWmZKiosnzLa13gRBmjIJ5GrORCbF4UpFnO4SRElSUujnwmQYoqSyzXLSxVJspyiiKnQPhqBXGOF4u/5dWaxWbLIs2E3UGa5/S8CCdIxPZgnDJwY5KswNYUXtgZs960+MjxFqMwwQ9TntvqUxQFVUshjAucKCVLYvxRH0etkWYFx1sLDMYOUeDzv/yHP+ajTz/JSs1maf0kO6OQYW+ILImupB9mTMKYJM+pmSo1UyXPCwxDQ9T/GT0nxtYlapaKoSp8Y3uIqSp86HiTr17rc2yuxDhIeGl3BEjUSzp1U6NTiE5W342J05zuJMSLMg5GAYYqkaQ5x1plbEPjcBIyXzGIErje9d41X6ciSUCWkZT3nlj9O5Hv6EKo1+uRZdkdY67FxUUODw8B2N3d5W/9rb9FURQURcHf/bt/946tgVv5x//4H/MLv/ALR1/f7AjdL9rjkO2BhxOmSEhUbZVjrRKt6TZDzw15eXd82xXg2E95ORjz6DpvWgMy4+4EsRCT3k0MeX5/wleu9hkHCQVQMRTWmyWudFw0WWZxuoVVFAW7Q58bff9IY2MbCifmyrdtajXLOlJHdHDc6RV3yVCpmCqmIjMORFjqa47LIbujgGOtEor02kmw50Q8vFZ93UI4yXImQcJWT/xt3Rw1+lHA4Tjk7HKFg1GIn6QcjAJ0WcYLM/puhKkpUIAky6TZiJPzJR5eqbBcMzichCiKEKH2/ZgoyjizXOF6zyfOxFimbCh4cUbdUiibKoam4AQpUZyjyBJ7Q48gyZAliYEXEWc5siw6fbvDgLKhUTM1mrZOhjjxiQ09mb6XYGkSeVFQsxSqhs1yzeRaxyWIU3YHPpMoww0TWiWxIn3x0OH4fAkvSvCSDC/K2e775ORcPHQ4OV8izgpsTUae/my2rhKnOYpUIMtgKDIlXeHkfJkozTg9b7Mz9LnR96iZGlGeIwPbg4CsyBl6KSM/ZW8Y8NByhbKhcrE9wglSZElCkkVh7IQpTVtHUSSiJOPl/TE1S2ehEtEqadQs/aiA7rqiI3ej77NYNTA1haWaRXNaBDtRQjYUhcFq3RJjTiBMxMq/pcm4UYwTCVd021DZHwW8tD+mYmp0JyF9LzoSRmcFhElO341Ya9hcb084cMW2nxsmRGlOzdIYh4nQVtkqJ+bKNEs6DUvn/P4EQ5NRFZk/+9ASVUvl2RsjJkFK59I3+f995r+ntrDCv/z//GeGbshXrg/52M/8zyxunGD91Brb/YCdvo+mSJyYL9MwVQ4nIRcOJlzre2iyxJMbDZwoZXsYcjAOSNOC9ZaFrSl4YQKSxKNrdWQJVusGzbJJmGScXqggSxL7YUCrbHAwFsXliXmLOIU8z9HnSyRZQXsSMV+R+O6Tc5RNhTSDOCuQpWKa51cAQqDvRclbXnq4lbTfJ97ZIe33kWQZbW0NbWUVpfSnY8/wQeE7uhC6ybd2SIqiOLrtqaee4vnnn3/Tj2UYBoZh8NnPfpbPfvazZNm9V7b/tGmPQ17Zv7XIKRh6CZNgzGPrwuV4u3+nZw0I4eZ2P5gVQm+TgRtxY+AfaSlqlspG67UV+PY44I8udnDD9Kiz40QZrx5OjjRGti5TMjT2xwGXvkVE7UcZ5/fHKDJHnSdDFSLdG7e8pj03pmIofOhYg91BgJ9mKNMNnL4XMwlSrnVdzi5VSfICVRaFwdWOS8MSAvJbyfOC7enq9P7I52Ac0SrrrNQs8kKM1mTgm9tDsjzHDVO2hwFZlrNQNdjqp1yZ6m7qlk6WF6w3bJ7dGlK1dCSEOLw9jqCA08sVNpoWVVPlSsdld+ijKxJ+lIoVcFni4qGDF6UMPDF+qFgKoyDmxd0Re0MRCSJLoCsKkzBmpW6R5gV9L6bnxcINuxBdpYWK0AidXapMx3QhQZyxUrdo2BpI4gTfnsDAj6laKkleEKU5lqYSZwU9JyBIUqqWRkTG/jjk1HyZ+YrOWl1saX3kRIP9YUheFByMQ47NlRgFMf/5xQNOL5WomzpDP8ZQFdKiYOInpGlB14soGQpVS8HQZPZGAbYu48UZQZwRZTllQ6FZMtEUiUZJpz4VOTtRihOKjpGhSkjA9Z5LxdToezEv701YqZm4UUoz1SjpCrtDjyBOWKhY9JyIUwsldFWnaSdc74ktv5MLZRoljbql8fzumJGfYGkKHSdCUyRsXWHoRTRKOtf7HpNQdKSqhoquSJR0ld/65i4/9NAiuq5wresSpzltJ6IoCiZBwihIyAuNV/fHPLbZ4GLboeOKbbfFssHFnS7zRsHa4iJdJeaCOkfsO7i9Q37zC69wenMVW9N45PEnqRkyQZQiSaJz60Y537gxYK1h8+L+hCwt+OhmnXrJoOMKP6e+E6EBay2b6z2Pmq1PbQliBm4fWZE5u1TF1FJqpopaNaCAilllqWqT5hmv7Lu82napW8IXS1ckZKlgpb5EluUM/JT9sU9Z16jbKkmWUTI1FEkUjUVRkL2DXN+408H74pdIux2KSGgJ4xs30I8do/ThDyPbs2Lo7fIdXQjNzc2hKMpR9+cmnU7nHYuhP/3pT/PpT3/6aMb47ebm2OVuRU6WF+wOAixNuWND51YmQUIQp/dc+Z5xdwZexAu746OoDHFbwtgf88h6DYmCL17tcbUjRNumJlO1NCxNxY9TntsaUDZVtvsudUubntx0iqIgyjKU6Vr70I8YXIpZb1hUTB0/SiiKgic36hxOQiaBMCRcqhts9T1u9IOjvwdNEV0PWQI3yojSHFmR2OpPi7dCOCifXa7eJrDe6ntc63pHP1OSFRyOI5wg5cGlCgfTUcvu0OOx9TpRknG94zAKU9brFusNm7oldDiGonBiXtgCXO64LFYNlqsWqiwjyxKmppCkBdd7Pn0nQpIl8gLGvtDPeEFKEGWoiowkQ5hl9NyQhl1m7CdCayQJEWuWizGXF+WYak7HjRl5MV03ZrFi0ixp1G0dTRZ+U//x+X3mKwY1W6NV1rkx8Om4EQfjgCwvWG3YlAzR3Xhqrc7eJCArQFNldEVCV2SyrKBhGYRphqnJGJpMmosOwMCLmKsYeGHOjz22zPXpttxaw+J628cyRCFXtw26bshHjre43J7Q92KapQpnFsts9T2yrGASZqzUTB5ZqfLi3oSFqkmU5OwOA651oVUyOLlgc3q+LEY/UyPHvXHA1sDjWLNEmOWsNywsXeZYy2LoJTy/OyJIMhq2wWbTYqlqCYHw9SFlXeWhpQrrDfuo8zYMEixNRi5pNEs6YZJTs1SGbkjJ1DkYBZycL3PxcIKlCx3N2eUqh5MQW1OQZYlrbVHU+nGGqcqUDaEhWm1YLFVNSrqMGyQkSU7JUFmsmHztc7/Fl/+3z7B47rv5+V/8ZfpexI98+AzL/9OvkjeOgaqyO/aZsw1MpWClYXOj5yJPtVFLdZszixWudF2yJKNeNpjEKW03ZuAneFFKkhZsztl86UofWZUI05wrHfemTIqigK9c6/PUZoNT8yVGfkKYZhSFRJIHhEmKoUosVgy6TkyYiveWJklcOJjQ8yKudlyatkGO0ApWTYXNlsL+yGetUUbT5CNN2FulyHOC554j2dnhVnOwbDQmPH8edWER66Gzb+uxZ3yHF0K6rvPUU0/xuc99jr/wF/7C0e2f+9zn+OQnP/mOHvt+d4T8OMUN7v3cw2nS9BvxRrqT9xOjaRirSOBWjhK4e24sNmqAuqXdFtJ6N7YH4mSZT69mnTAhnYqmi52CsR/z6qGDE6XIiJN7mEQ0SwXtiRAlP7ZWJ8kKtgcBL+2Oma8aQqcz3axK8lxoTGSZhqVx4WDCziAky3NkCR5YqnButUqaCRO/a12fvCiIs5wgzkmyHD8WAl4JiawouLA3uc1U0glTLuxPAOHBEyUZO0P/6P5bCz0vzrhwILa4DsYBuirzJxe75AUcmy/z3I0hwyBhe+hTt3WCKKNR1nh8vS58afo+Qz85ev48z9lo2ry8N6ZiquyPhQu00L/AQytVtnojsrygWTKwDZnFsslizeCF7RElQ0VXZJIsRZVlCqlgrmIQJCmXDiMe26hhKjISQiTdtHV0VRRkaV5wbq3Gy3tjZBleuDFCUyUut11OzZfZGYmO2ErNZKNlczD2aZYMtgYeQy+hbus0yzo7fZ/DSTAN9jWJ0ozuJCItxEq8pSkYqsLXrw0AWKjoWJqCJIvfrZ9k4EfMlUSRW9ZVxmHKxBfC462ej6Yo5EAUZ/zIY8ssN0x2BwGyLLNUNTE0mbqlI0swCRPOLlWRJYlv7AxxopQiFx24PC9I9IzjFQsnVHhua8ThJERXFeQioqPKeGGCpim8NB2lv7g74hMPzjNwYxqWTnsS8tByjSBOyJAoGyorVZNCKrja9VlrlRi5EXVbJ0oyzh9OuNx2MHWF2nR7b3fk85ETrakbeCLW+vOCjab4PW8en2NrZ5/9wwlquY4kSUz0BbIoYLB7hT86f0AhyWQFxK0TBFFOe+CSZgV9O6JVNvn61pjve2Ceg3FIkKTUSjpXuh5+nGMaYuy3Nwq42HaxVIX1po2uSgy9GNtUObtU4YtXesiyxMhPUGT5aGT7Bxc6LFTWudRx6XsxfpyS58KE84GlMiVdY6wlFAW8sDPmifUaj6xW+crVPk9vNknzAkuVOXBCJEnipd0xuiq6Vj/6yNLbXqdPBwPira3biqCbFHFCdPXKrBB6B7znCyHXdbly5crR19evX+f555+n2WyysbHBL/zCL/DX/tpf40Mf+hAf+9jH+Lf/9t+yvb3Nz/zMz7yj573fHSEkSVytvE6tY2oKzZJOx7kzGwuEEd87dX5Nspw0y9FV5U/NDO3d4GrHvSOMVVc9yobC4BYTxvY4ZHfo8+ja3Y3toiRj5MXkhXDfvdXAseeEvLw74vhciSAWI4qhH2MVCpam0p6EjPyYkqGwVDP45o0RFUvDTzK+eq3PZqvEetNmEsTsjSJMTebcapVRkHCl63Lp0BXr4bbOn1zuc3I+5EPHGmwPA2xDYXfgT7d1xJ9HmhUcjkI2WzZhnN5WBBmqjKnJFAgPm/mywdCLSW7xFCqbGl4ckmYZbpiTlzRKuowiCRNARZExFRlLVfizDy7wyv6YnX6CpatUbOFG/eWrPR5crlIUQvQcJjlhnOFMR1gbTYutgY+hSMRZgamJwvH8oYMsSyxWTaqmhqnLrNYthn5M1dJIcvE3J0nSUcF2rGXTHkeoikTXjelMIlbrJpqmkuQZhqRRtzV6Xkx3EjFXFvqZ5w9GbDRsTi9WGPoRdVMjM4T/TdlQMXWFIhcOw3GW40ZCM3VmqcrQjxgHKTf6Dk9stjgYBdSnYnwnFFtJPTdGluDscpUXdkecXaoKYbmhEWdisyzOMmRFYqFkMAwSZBmWaxaKLDp6wyDh17+2zX/7kQ3GQcYz1/uUTY3luglFwSRKeWFnzI8+ssxLeyM0RaZuauyNQmQkel7MxbZDnOa8uDOmVdE5vTjPOIhZrBp8c3uIKiusNS3OrlQYODElU+Wr1/o8td4gTHOe3KihayrP3RgSTrfc/uDVNsbUrNQJEiZhylLV4JmtIRM/RdckqrZGxVS51nV4crPJn1zqcjiO8JIUQ5Z5cLnC0I8pmRr/y7/8f/LK//6/8uiP/Q1+7K//Pb6xNSSbO8Gpv/3LLJ08R5hJnF2piG0/S2Ps++Q5rNRM1lo2wdRWQFdlNClnZb5MFGd8/fqQOMtYrlhc73k0bJ0oSsmygq9d75OkBfWSytBNOLtcwdRUuq5H2VQ5HIvCU5FVGraKEwrtVs+L0WTpKFbHuZHw4WMtbkxHa1Fa8O+/scdi1eS7TjbpOSEDP8adCt4rpsRqw8LSZL5+fcDHT7V4u2rT3Pcp4teJU5k4b/ORZ8B3QCH07LPP8mf+zJ85+vqmkPmnfuqn+NVf/VV+8id/kn6/zz/7Z/+Mg4MDzp07x+/8zu+wubn5jp73fneESrrYxLmXr8xNi/2Nls3Qj++Il9AUifXm20/NjtKM3UHAwTggyQoMTZyo1hr2e64g6johWz3vjppxd+gTpznHWjY3kzMkRLHzze3xVFAqMzc1d2N6X5Rm9NyIKBF6ja4bEcQZWZ6zPwqp2RqPrNZwI7EhlRYFeQov7A0BOLNY4aXdMU6U0ijpLFQNnCjFjRJe2huz0TCRpYJxkBDGGa/sTrBUhYat48YpUZJjGwrtSUh36jBdNpSj8ZCpyqRFznCawTVfMfDjDH1abEjAfEVHlWWCJGV/KhJN85xrPZeSLgqMziRgZxBQAJ1JyGpicWqhTNPW6PoJRZRyfn/C+f0xJUNloaLzo48t40xPhlc6HtE0/qFiyCxUTYI4Q1UkFmtCxyPLMrosY1kKqgxJBvtT4enhJCKbdsZcNyFMciqGSrOs0bJ10izncttDVyUhCJclzu9NWG/ZOIEYXby079B1hL/QR080eXilxiv7Y756fYAkiS0+W1fZGfocTEIeWq6yXrd45WBC3495arPB128MoICqreMMA+IkI8nh5f0Rc2WTR1ZrzJU0LuyPeXl/gqUpnFupMfASmpbGStWiAPE6hwm7I5/6VBtiqDI1U6UoJE7Ol7nSmfDx1RbjIGF/7KNICit1g+PzZa62Hf74UperbY/FqknHiXlma4iuyBxr2qw2THZHPooic35/wqOrNaHbGngcjMTGlyxJBGnOhf0JfTditW4zCRJaJZMc0c20NRW9LrbPVmsWjbLBwA1RZIXfeemAKBF6sK9e6yMh0SjrrDVtupOQJMvoOiGPrlfZH4pNwzOLFeZsHVWTOb83YXvgU7M0JmFBMDkknzNIJBVbUakvrFLkGYdblzgcB5xaKmPqKkHjCWRZ2DLYmgK2KEwtTeWxdZtvbI8Y+jGPrdepWBo9J+Kh1TqSJHOj77JaN3GjjK4Xca3rUbU0fuCBBUZBzMWOQ8PSsDUVu6mS5gVOmFAxNJwoQVPE366uyCzXDEah6GzWLA1dkeh7EWlekIQJFw8nnF2p8/svH5IWBaamMAnFRu9yzSROc7b7gdiqPHA4tyqWFpamxejDq/W3ZW0iWTZyuUzu3L3gUWaRUe+I93wh9H3f931vGInxcz/3c/zcz/3cu/q8970jhLgCHgfJbSMMEE6+N9ez67bO4xsN9oY+3WlnaL5iHBmcvR2yvOD8/uQ259koybjSdtkbBqw3bRol7T1jEHZrYvlNCoSYNknzo9+VGKMUvHrgEKcFpxfLmKrCddXj7LIYObyyP+ZKx+WlvTFeLEZfJ+dLDNyYOMtZqhqkecHnXmlzqSN8dSqm2Bb60LEmnXGIgsRLexM2mjaH45CsKAjijJ6TEiYZUZJhaAonpp2lthNTszTaTogbpkR2Bq7wQHLDFEWS8OOc04sV2pOI3aFPz43RFInTixUUGb6xPeTYfAlbVWjaGq2yGCNd73kUBazVLYIkY2/o44YZJUNl4InHuOmiXbM1Lrcdntxs0PFGXOv5pHmOpSuMg4SDSUDfS3hsvc5o6tVUNlQmU31RlBYYqoyhCeM5N0owNQVdlRn4MXMlnYopM/DEplCRi3XsOMs4HEdAxHrTJogKekXMSt0kywtu9H1ePXRolnROLVYoioI4zQnSjMNxIJ5XE8Ghn7/YZaEifm8VUyOMMwZezHzVoO/EdMYRaw2LRklnpWZSSBK7AzFiqZsaDy5VhJ/RwGezVeX0Ypkwyeh74kp/GCSossT1votUQMW2uNH32ep5nFoocbXnMV82eXilyt4o4vRSCT/KOZj4lAyFHzq3zB++fICfFlBITKKYZqLx7PU+HzrWZOQnNEoaJVNDlWUqhkrbibjYcfiRh1fwYxH8u9KwCNKMjYbN17bEaG6tbh2txSNB30u4Meiz0bTQFYUrHZfNORtTSbneD3hwqUzJ0LjR82jYKl+61udq10NXZBaqBr2bF2ESDL2EUZAyCmJOL1Y41ixT0lWqptAT7Q8D9FwmnuaWScCN3/p/0H7uv+D8t/8jK0/9AEtVg40nvo+f+OcP0NYWeXFvwkrN4uX9CSfnbdZrJaqWwoUDh7qlMQwSnlirceCEnFuu8PBKjWe3hxRZzpmVGs9sjcjzAkkSZqQFEiVNYRSkjIOUrhvhJwkPL1fpOBHjMGWpotOamjY604JHkURmW5EXaIpC34m40nFAktho2vzAQ4uo0/GZrasoEuSIC46NuokkC43bhcMJm3Ml1psWQZJyrevjJRnXei6rTRs3yojT/G116bV6DePEcYKXXob8dsW1ZFnoJ1/fQHLG6/OeL4Q+yDTLBo+v19kdBgy8m0WOyVrDuq3IqVkaNatGOl1JeKe27j03uq0IUmQ4HEccjkMKCnpORMXS2GzZHJ8r3XfzxiDJUGWJJMuJUhFUqisSRSZCNLOiQJEkZFni1YMJQSwcerOsAFX4q1w6dIjSnL1psnqSZgz9mCjOiZKMU4tlyKFkyjyzNaLritFWnOb03QQ/npBkOR8+1qLrhEJU6QoRaccRV+YlQ6HvRjRsnayYrmNLIjl9FCTMlcQHtCxNRcVBzMiLWJ8rM/Rjhl7CWsMkL8TJBqBuq6Q5rDVtwjjniY0qNxWgPTcmTgsWKwZpnnO167Jcs7iRevS9CNtQyHPhLPzIWo2yoWCqCmGSC3dlSYxfG7ZOkkUYhUIQZ9QsDVOTiBKR27VcNXlwqcrBOGR/HHIwjjichCxWTV7ZG2EZGjd6PmM/QVUkHlis4EQpJxfKYuV/HJFOV+QpYKVh4YQxu0OfY3MlDE3F0mSW6ybXOy5744iBnzD2E2xDRZZzTszZHIwC9oYBpxdKwm8nTmmUDHquMN98YKlM2dRolQz2hwE1S+OlHdFpMDUVN8643HE4NV/h46fmcPwYXZXpTSK+dn3I2eUqC2Wxll4gTBdf2B6hKjIVU2V7ENAqGRyMA6IUntysc7XrsD0IMDWFVw8nXDgYszFXoe+FVC0NNxKO4ZPp9mHZVHl5f0yaia22mq3xwGKFS4cTbEMhyTLiJEdRJPZHwsqgYYnOhj81VaxPc+76bky9pKFP/ZW+64zNekth6CbEuUZ7EpHkcKxhUy8ZtK/2SbOcvBCRIjKQFkKbpMjwoWN1rvX8qaeTweW2x3xF5+vXB/zQI0u8/NIr9NV59sYhi1WDlbUN2t+Q6O9e5sTHfpCNls3uSGbuxANUwoStvoelyfzlD62SZsKYsmHrfPxkk0mYckYXK+wjL2GjYbE9DEiznAeXq3zulUMkScJPMqqGytPHGtzoeyzUyvzIwwsMPXHMtqbRdiK645DvPjPHUt1idxjw3zyxwhcvdcmRCJOUsR9haSqGJjH2c2RZpllSeWK9ztWey8hLiLKcR1arVAyFx9fqdJyIKC846HtstGx0TSFKRId0qWoxVxHd3bqpstf3Obdcpe8FrNRf36H+bkiahvHgg+RZRrqzS+a6SLKM0myinziBcR8tXt4PzAqhe3C/R2M3aZR0GiWx6inx+kXOu5Vrc6v9viyJjK+90WtBpF6cYhsiXNLW1TdMLf/TxlBlXuy6twVdVgyFZkWj54gr+Jtmf0F8s1iU0LXXfl+TMOVwHDDwEmQJTsyXxVq1njPyRWdIUiFK4WDsY2oiADYnx1TFSXcUpNwYiBHdTXfZcZCiKBLXei5BklHWVcqGwot7Y4ZezMdOtlDkQoy0JIlmScdQFeIsw9ZULEPle07P8ZUrPSZBSteJaU8isaZe0clziaIoWKqL9egkK442yiZ+gqHJrNRN2k5EnBboisS5lRrP3BjgBCm6onByWXgAXe/5qIpEPDVrNHWFLBXZXQsVAy9OKekqmiJzbrVO3fbpOTErDYswzZmrGHScEEOROT5XYn8UsNYocTAJ2GzZRFmGE6SM/IRjLYuVeomOE3Kp7ZBkBasNkzNLJVG45LBat1momJxbqaPKcK3rMV818dOcgSfM7GQZTi2UON4q8/L+BD/JcKKUJzYaXO44JGnG4xs1giTDizPSvOCZrQFlQ2W5bvPC7hgvzPDClMc3GyiAl6QEwwxDFWaJN6ZF09CPmKvoHIxCTsyVRMcxL5AV4QE1csXf37mVGn4UY+kqYZKz3rSREe/Pw3FAxxlyrGlztetg6bLwSULYgFzvepyaLwMSTiROpNt9n4dXalRNhWe2XJarJm0npGzIpNPfxcMrVUZBTAaYukzD1gniDFuVOTankyoD9t02e3sZVUvjzLEqJVbxA4u1lokfFcKWIIO+FyIhBMLH5myQZIZBStzzSDPRhc6ygrMrFXRFIowT/sXf/UkOLr3IT/7ir/HQyhmyPKPx/T/Bkz/wSZoLq7hxxjhI2BsGwtW5yPnI8SardZv/cv5Q+HCZKnGaMV8Rvj2rdaH3Od4qcWzO5ndeOmRzzuYLl7skWUGSZYRpzshLMFSFB5bK7Aw8NEXmWs9no2VRMTSudF0+erJF3dK53nbZHvisORbH5ssMvYiqaVE2VCxNIZdgs1ViFKScWSrzB6+2CZOMBxcrmLqCIstTywmDJM+53HZJ8hw/zhj4Mboic2axwvWuz6OrdQ5GPoamUJs6dl/cd95WIQSgLy8jKwrx4iLZaIykyKiLi+J2c2aT8k6YFUL34L0wGruVu6U7/2lx6yhSkoSm47b7b/nv/ii4r4VQmuVCpBzcLiR0ooxxkHJy3kaRJNLpOOUmzZKOdqvrbpYzDoR5YlYITx+RURWhKDAMRVdBlWU0VUFVRNdFQqyKS5LEKEhoOxG9SUizbHC1G6LKoKsysgwSEqoisTcSW1myJEwSV+s2kzAhTDJKugqScGFerBpstkpUDI2PHG+R5Tnbw4CKqdKwNXRVnpr7iXFYxVSYK+uEqRC4rzUtGrZOUQjTPEOVcKKEKx0HJ0hZmo6eLhxMUKQqJ+dL7I9CSobYxnp6o0GUic05vWyQFTn61DiQAmFomBfMlXWyHJIkJ85E7ILjpUiSeJyyoZEXBc2SxdlF8f+rDZtvbA/F7WUDS1XYnCuxNwzQFJmiEN2IIMmwNIWrXZdX20IfUTc1Ts2XWKoYJLkIVr1UCF1b3dYIooz1hgUUhHEKklizXqiYLFZFx8bWVf7gwgFZXnButUrN0rjW8ygoqFqasC5QZdYbFut1g68OfcYBzJU1PnFmHlWRCdMJkiRRNVUuHIj8MS9OOTlfIsoKpFhYJfTciJKhouUFAz85eu1uGjpKxDy4WCVOMubKOl+9NqA0jRyxdYWHlqs0bI0gzug6EXVb47G1Gl4kDCofXKpweqHM+UNHmBlGKZtNizNLFTYbNjv+FS52dlFliaGfcLXj0q6HLFQc5rXT9F2VvhOiTdfoF8omqiyCii8cTBj5MUs1k4NhRg48ulJFHW+zlTV5bL3B9z6wwPnFVbrXL3Dj8gVOLp6mYmqcPb7BQtVkq+vR9z3SrOD0Qgk/zrje9cgKOH84wVCFDq/vJjhlUfwtVHQGfsLQT2hPRPfs6eNNtgcepqayOwhBgrIh3MnjLGN74LMzDPjIsSZBknK543JmscojyxWaFYOhl3DoRsxVTdpuzCsHDk9u1mjYOm0n4nPnd2mUdFoljcc3qsjI2KrMg0tV2pOAYZAQRCm2oTFXMYiTnCAec3qxzP4ooGpoaIowjsxbFss1g4at8eLOmM05m4NJhCLDxI+p3sPp/Y1QFxZQFxbI41iM5FRxCk/abaIrV0knY9RKFf3EcbTl5fverf9OYVYIzbiDhq2zOxQdoDyH6JYCQpbEleJN3Ci9zcDy240Y4Ums1E0OxtFteqqKpbLeKh2FTxqqjCZLGLoogHpeJEzhVJECfuuKnqZI6KrEZCqIjpOCRknEHURJBoWISpCm46P2JKRiqJR0lVfdmFOLVbK8YG/ooyoKZUNis6GTA9d6HvNlnc2mTZEXNGoGT27UudT1GLoRxjQt/Pi8CIvteyGX2h5V22AuybnS8QgTceXcLInUdUWW0VWFsytVbE28PucPJkdxEur0/ssdD2452d/8dR2OI07Mlzm9WOZYy0aWZLrT8eh8xeDWV/fEfBldk1lrVvloSaPvxhxOQuENo6ss1wx618Uo92b+mR9maEqKrQtxet8TXR9TVUjznGbZwotS4UZsSqiyKEZbJZ2+Fwm/oJpFlIjsKkmS+MbOCENVkIFxmHB6ocL+OKTtREyiFC9KeGCpyvW+z3rTxtRkDoYhSZYz8CO2Bx6PrjWoGAqX2h67U2uAvpvQKmtUbZ1nbww4u1zlsfU6yzWhywmilHbf44HFCmGScjASJ2pNkTE1hTBKUVSZw1GIoSm0xxG2IbppFVOj5yas1HMeW2/gRTFjX6Nha8yVDXpuxOacTWcSoigyXiRsDf7y0+vc6HucW63y0JIIT61OnZSPzZXZ7bus1i38OMXMhIZwu+fS0xMu9/eYBMnUgwiqpjbNnYuYM8dc2JM4uVjB0lW++0QLJxYF2XLd4nrPZb5qoikyiiFD7PL//R9+nGDY4b//X/+ArYFP19UwPvZ/5L/7K7/A3FyLogBZLvCinP/84gFdJyLJwNJE7IemSjx1rEl7EhCmBdd6HnGWc2ahjKrIZEVB2dLpeh5nFsti4WHORkIUalVTo2wodCYRkiwsGYZeTFZAxVCRZInFikleQHsS8GceWOQLV7q8sjcmy0FXFcIk4/H1Gp1JxOFEdEttXUGRoOPEvHrgYCoK3/vAAp+/2BHbjZZGx4kYjAIOxxF/4Yll0jznUsfh2NQxe7NpM5nmDg484SJ9drlKxRLJ9EGc8Oha+LYLoZvI+mvfH7xyHveLX6AIxHs9BoLz5yl/7GOY5x6eFUNvglkhNOMOWmWdVlmn78bI082bm1tpjZIuuhZTTE2+r280Ea0gokTKpoYbJmRFgamKoNSKKTa8hn6CGyVsD4RY2A2nyfKyNN2Gs1iqWUcFoCxLhElO3dJYqgnDvoqpEiYZJ+ZL9BxRJEiSKA41WcZQRTEVpTlulLAzEJ4qqiR8cHYGHkGSs1wTJ5a5qe/M05sNwiTnY8dbYjMMMVZLc5H9dfHQPSpYNpo2SVpw6ITYusLxudJRntRq3bpNwL5at462zm6ue2e5MGFcb9n0nJhJKFa5TV3Gi1MeWa1zYr6Epsr8wYU2Q098qCuSRM1WeXy9zqNr9dvGsM2SIaIlkgxVlaAQGzT9qfWApckkmQi9rNk6NUujYmmUTY25koGfiOiOOMspGyq2IaMoKntT5+ahH4uU9zSnUbVYqBgEcYYTJlxsuxiqgqaIYM6VusmltoszjTLoOTF7gwBjvoSuyMxXDDpexO4wQEJmoayhKgodN2ShalK39KOtwRt9n4dXqxiqysDzeGFnhKkpBElOo6QRxClDP+aB5SoVS2Xkp1zpOKiyzUPN0jTWR8I2FPwoJc/F+CmaGjSamoSlGRiaSp7lXOk43OgLUfUTG02SLCfLc+K04GDss9G0SNKCoR+xXLcZ+zFzU01SyRQC+aWawXbP52J7wkLFQtF8JCkXRftUhGUoMmEitHTLDbAoEadCQK/XTawwY7Nl8c0bQ5arKqWgi714gnEQ03ckCqOMpI549hvPc+Kxj7JS1Xnq4TMs1QyiROTpnV2uca3nEcQZYz9hoWqgqTJ5npOmEisNi64Tst13KOkKD7Wq+GmGPw1LnoQJP/boElc6Drqq8J9eOMDQZLZ6HhvNEkM/YqMlNuJkWXge6YpMs6wjI6wRBl7M95yc46vX+3QmEQMvESv5QUKaiZHiSt3kS1cGPLBUoWpodFyhVyvpCmZVOXI711SZS4cOcZ6zWDaZq+j0p3+XZxbLyEhsj3ye3xlStw2Gfsx8xWCr73CsVcKNhGmmGwrB+btF0uvhfemLR0XQTQrfx/3qV1GXl9Dm5t6153u/MiuE7sF7RSN0P1AVmYdWquz0AzpOwErd4nAc0irrRxETN7kp2r1f3BohYaoKZvn2jQxdlbF0Ear47A2fUwsVLrUd/Fi8rlleMPJjPnqiyWrd5HdfPsSNMnHlPBWkr9Yt9scBfpyxWDV4aqPBi7tjDichhiajyDLn1qqcmCvx1WsDFmsmXpRi6yrtccCTm01uDHziTESfnJoXfkJFUfDgUpWzK1UmQcbu0CfJc2RJrEEfm7Mpivw2b6QoLTjWsqlYKofjSHSGqhprU9fnW2mUdB5dq7HV95Al8Ev6kdEkwHzVoFXWqZgq5enm28kFoV/YbJX5iad0rnd9BlNh9UarxHzZuK0IcqOEvhuT5SIX7VirxOWOy4NLNRGB4cZkuTz1ULLQZJnVhsXQEz5DpiqiJoI4FflkTsiVbszQFUJoVZEYeMIz6LH1unBu7nskWcEDi2We3Ggw9BP2hj6LVYskzXh0rcb1rkua5pxYKOFGKde7LnGWc261CgWkuQjG9JKcdi8gTgqKPKNmi192mOSEaUHV1Hhpb0SaCw2PbahUDNA1YYQoSxJdR3gNdZyAUwtl1pslqrZKXli8fDChNb14yIocJ0z5+MkWDVtnexggTcX8T27WeGZrgK7KBEnOl6/22GyV6E5EMGvdMvCjjMsdj6eONbjedfHjDNtQ6LsxXpShyiLp/uGVKl6ii5DeSUaUQZZDkWe0SgZRlhGmGUoiMfRzSppwqe44wg27YmooUkE22OHf/+L/CVVV+eg/+XX8pMCNMjb+wv/AxvoqjxxbYnvgsVi3yIGDScTz20OOzZX4xvaIq90JT222sDSZZ7fH4oJBkfn4iRZRnGJpMoamcqxlc7nj8PByjQsTh64bMfYTrrQdPnZijm/eGPH87ohzy1WOz5U4HIfMV0zaE3Hyt3VRBJ1bq9F3YvbHAdc6Lj/6yApxnrM39AHhyxZPfdGyvCBIcgxNZa6sUTEUSoZFmIktQ1tXWK1bXDwUhfYkSLENhVO1EmVTZ2/oc/HQmW6kxThRgiJLHI4jRn7KudUqz17vc2JB6IXOH4z5/gcXkSTu2AJ+JyQ7O+R+cNf7Cs8j2dmdFUJvglkhdA/eaxqhbzeGqnBqsczmnM2DU/8ML3ptRCYBS3XztviG+8FcSUdXJeL0zg8XWYL56Ul/4MU4gfD7OLtcIUxy4jQXhZKmEKViPf1Hzi3y6qFLmGRsztn0nIggzViumSR5AQjvkL/8ofUjYW7FUOl7ES/sjFium6w3bAZuzFrDRgLWmzaPrdVoOxFpkZOmBQVwaqHCA0sVTE2h57r4SYozdROXS2BoMkP/zgiVtBDjy1bJYLNls9607ymUb5XF+MyLUyZ+SkkXjxlnuejQWCJNXvig3P5aVi2dxzbu3cLf6ntC63HLB3ujpHJ6sczQTfj4yTluDHxkSRzHTWH9sZbNN3dGt4wsFTabNl+7PkCSYOgKMX6WCaHwUt0UFgJRij71W+pMIl7ZG7PRtPDjHDcWI7MrHQ/bkFmqmfhRxpWOS5hmeEmGBLQnEUsVk9pKnRd2Rjy0XKHnxEhSQVZAWZcwKin1WkheQLUUYWomz94YkaQFTcDQFLFiPww4vVgmywuebNVJszpulPDNbWE2+L0PznOiZbPd91loWmhTzZEswZWuy1xZp+dGHI5jwiRFloRxYWc83SzMc1plnTQXBcjIC2k7IS/sjJGknAeWanzpcpeBJwz/RKaVsL740LEm+5OAxNcpqyV8RFdxe+BRMjSWqgbzJYOGNs8ruyKvrKklKE4bT15mbxzSXNpAkoRm8Nq1q5QWNkiznKK2TLNexYtTOpOI57fH9NxQ+EvVTAxVRpZl5isWz20PeWi5xlzJYByIwv35vRFLlXk+Pq9yOgeUiOOnmnz++ggJ4UJt6SrjQHRw67bOY2s1VuoWNVujkOBGzyfJcpZrFpMg4bG1Oposcf5gxCfOLIivFYmBl1A2NA5GARVTI0pSyqaKG6bYmsRiRUeSJPF6VAweXCpjaRqTUPgL1SyVrhuL56paLFYtnrsxEJupas6Xr/bpOBGLVYNGSefMUpm5sjBTPbtcFaL+PKNi6BxOQvwo5VrP4aMn596VTnoeTIsgRUEulUCWoSgo4pgiCMiCuxdJM25nVgjNeF00RaZZMnhqs0XPjRgHCYok0SzrNG0d+T6bKxqawoPLVS7s3x4vIUtwerF81NUJ0+xIAZTl4ue6KUBP8+KoQ7Q5V2GuagnfoDTjRt8jy28P9tUUsW7eLAm35q4TcuHQwVAVkiRnHCWst0SG01LV5GMnWzRKIgbBiVLyoqBsqEfPf7ntCJGwrNAsvdbRunTo3NGBu0k+jeoom+obbgtKkkTZEL5PZ8Iae8M7PxwXaibN0pvXLfTckKvt24NkAYZeiizFPLHRIM8LskJ03LIcyqZyNLo73ipx4WByFPTamcTTbCfEWn8h9EU50J6EPLhYJcoKwkSsWJd0BUOVWW5Y/PHFLl6UHRkB+nGGG2d0JhGKBA+v1jichFiawsCPaZUMFso6HznRZH8cIBUFH9ps0vcDKpUOF/v7wl5AV4nosFFbYr1Ro+ek+LEIPm07odgQWiiz3fc5M19hZ+Txlat9nFCs7b964EzHRFVOzpepWgrtScSltsOlQxdjrc7eKGTsp0RpyiNrdbYGHjkFUZLRLOlUDRU/zRj7YlOpUTYoCtGpem5rSFZIFIjolSjOObNc5nAc8o3tAfvDgFOLVR6on+Ty+CKTMKBRMoiSjIGXsF5doz8x8GOf577wh1z+jf+J5vopfux//H9jqAo1U+Uv/V/+LZ41z9V+RJKKTulaw6RsaHzhcpeVmoUkwaWOSxBnnFook6QFFw6HbDRs9schiixRMxVapTLbQ5+PLpc43tvmpBajDFyu931sw+AHVje4IpXZGQQM/IQgylgoayzVbJolnd2hT5iajNyEM4sVojSbehmpvLI3Is2r/JkHF+m5MeMgRpVlTFUmTDMe26gTJTmjIEZTZNIs58Sc6BYuVQ3cWFhG7PV9arZGyVTZ6uU8ulbnxb0Ru8MUU5PpukL7pipCh/X1630kCWxDeCot1QzyXETILNdM6pZKVkDPjLFN8by7g5DdUXBHB/ftoNRqSLaNpMhE166Rj0agqugrKyjLy6j1D95F/NthVgjNeFPoqsxK3brvHaC7sVAxKR0Tfj1BnKGrYt37Vq8lQ339YsG6xeSspKuUmuKtsdawOZgEtMcRWVHQKhks18yjx75pb7DasHh5b8LeyKcUq8iSRMPWeHStTqMkihlZlqh9i8lllGTsj+9+1ZYXECQpmiLd4RwOTFPK714o3YszixXKhsLuMCBKcnRNvK5rdestFbXt8Z0mljcZejGTIKFqCXH5fOXOrcLluoUsSewMfcIkY+AKd2hNURj7YoMuSLKpGB8alo6pi2BPWZJYqBj84LlFek7E6YUKXVcEqB5r2exORyE9KcIyVPaGPo+t1amaKle7HicWxIgvzzNGgVh7PhiFnF6J+PL2nni+ksH8dGz49e3rfNfGQ+S5IU6EBSxWTGxdZn8c0plEPHNjwEPLFR5aqWKpKs/vjUjznLMrNSxV4utbAyxdQZdF7tRS1URXJSG+TzM0VcIJExYrBnuDAC/KplEfQlO2Nwo4sVDBjxPitBDr+LLQyGmq6OyV6yqv7I6FYV9RsNEssdYwoTDZtB+itRKxM+5jaTqKC1vXYwaMaJUMPvrhp7jwv0X44yGXdjq4ucZ6w+ZT3/UUFw8nZDjCV0qVOblQ5o9ebaOrCkkqNgknfkLZVKiZmuie1E0sQ+bBhTJLNYumrZIW8KHNOqvtG1y7tktUs1BkiUdWa1ztesTXrlBdO40TZcyXDeqWymLN5j+/eMCpxTJOmBFnAYoi0ZnmqDVsmZ4XoakKjZKOrsgisNeJsXWZlZrJAwsVel5EnGboikxRFJxaKOPHOYZS8D1nFvjSlS5BlPD4ZoNLbYe+m3Bm0cTSZdbqJn6csTcKCOKcOM1YaYhj/56Tc3S8iFf2JnhRxiRIGAYxj6/WSdMMU1d4aW+MLEk0SzanFsoMgxgvundcxltBXVtDqVaZ/P7vQ/Ra1FLQ6aAHAdUf/D+8K8/zfmdWCN2DD7JG6DuRkqFx/HWcrhu2TslQ8KI7X09ZEptRd8PQFI61yhxrvb73R8nQ+NCxJse9En4kzPFaJf0ouuNe+HF2W/7XtyIcsCtcPHRuG0FZusLZldobxp24UUJnEuHHwhdnvmKw3iyxWrdJMiGYfTtdPS+6c2R3k7wQHbgqr+88vlgzWagKge04iLl46GLpCmEqDCbHU0sETZEZh0LgWplqlU7Nl7gx8JgvWyxWxVjS0lTKhspjU7O7IgdFkZAkEUx6o+fw6FoNayrwPxjHHExC8jzn+LzJteFFGtMuTI5w2o6TnLKpMEraGPomiiTiTTpOyMmFMntDj+PzZb5wpcdqXfjWXG67lHThQbRcNbhw6LA98CkbKutNmzTLkGWZi22XmqUx8hO6TkTVfE3r4kQpJ+fL5HlOnmdEqc7nL3aRJVirG6g1CycScRdlQ8WLUrwoZbFmoSsSFUvDUCVe3BvjRik/em6JnX7Atb2CrS/8Nhd/+1+x+OQP8Mmf/0XcMGW+tcTf/n/9Br69zOnFCl+62gcKDichhQTnVioMfCGs9+OMQpKQgZOLZdqTgDOLZQZ+ykv7Y6qmxnxFp6xrdJ2INM9pOxG6KnPczMmGA1RZJMBnWS5en4qO0/WZiyacmpunZGiUdZU0y6nbKm6QUCtplHSN8/tjGiWdSZRSUNCeBJxeqNJ3I7qTiJf2xmS56JJVDQ1VyVmqWRyOAiQZxn7K5bbH0I9xopTjA59zKzU2WyWe3RpSFMLT6PzBBNeP+aFHl6jaBlGaYqjCb0iVpxcDEpytVjm7WOHCoSPiYqKUqz2PhYrBg0tV6pbOKEgI85wbBx5PH2/ybvXRZUUh7bSRDYM8ScRaoCQhl4TRbbKzg764+C492/uXWSF0Dz7oGqH3G6oi8+BylVf2xoTJ7XYAJxfKNN7CWOheKLLEQsWEyls4LlkSa833qIVudmxqlkrfjYVPjy78ggz19a36O054x8hwZ+BzarHMRrOEIb/9QF5LV4/WhL8VSWJqR/DGSJKEqStsNErsDkN0VUSafOlK/+jf1GyNNC1YXbS52vN5YqOBLEkcOhFJlrLSsCibKls9jygtqGgKT2zW+ehxUeQdjEOCWMSj+ElKSdeI0wxFkehOQnKgbBdULQU/VdE1hbKh0nVCCsRWnBfHnF0qMXATlFzm3EqNlbqJOx11ypIYUUVpxvbIw1DFY9wM4ZwvGxQUbDRsaqbKV68PcKMMTZY4Pl+if0O4W+/0PSgKHl6tc+lwQjiNiCkQ+XEXDx2e2Kjzey+3OT5ns1y1GAURhiJzMAmp2xpl08BQFfZHPpMgIRm1+YaWsBcJrYzU2qTIMybdA75wucuHNltcOHQ4sXiMS9sjWhWDh5erZEXBS7tjNFUiTQsURaYocvpZxKNrdSjEiCjLC9ZbJYLMYaNZZrVmMYlSSoZKzRJatht9DzdKwVTY6XlYuigYklRo9c6uVMmynGEW0SwbvDTtbBmqTL2ko0oSc7ZBTkGY5OwOAkqGghuK9Pgky5Akjeu9CZauEKUZDy5XGfgxN/o+Z5erqDJIufibqJoqrxyMmCuZJBls9X0ORiIjrWIqOFHGhzbq7I4Cfv3r2zy8XGMSpazWJNKs4OW9EWVDpUB8b91S+XOPLPOlKz22eh7LdZtT88IRvmmr9L2Yb2wNeGK9QcXQ6LuRMIucK73t9yCIrTEK0I8fJ3NdiiRB1jSUagVJ04lv3KD0oQ+9o+f4IDArhGZ8YGjYOk8fa9JxRIdEVSTmSwZV+/5lplUsjYat079HuO5yVYyVSoZG6S1ku0VJxsUD546RWl7AlbZLzdLvGNO9FRZrBp1JeNfxWMN+a4/ddUL6XsT+KOBgHKKp8MRGnf2hjxvlrDcsjrVKFAX0p2nv602bR1arXO149L2Ysq7yxHoDU1OYrxjMVXTirKA3iZivmOR5Qb2sE0YpX7k+QJYkHl4W48xxkNB3MiQL3DhBRvhj1aajvSTLmCuVOVWvosk6TpjQ92Ku9zxsXcSmfO+ZOWxdxQ0zFssGSQ51S2NnEHKt66OqYry31Xd4fL3JF670iNKMrhtjagofPzlHw9Z4eKUGFHzxcgc3zqgZGtd7LkkGLVvjiY06BWKUK0sS9ZJKmuccTELCJEdGIogzTC0jK+DG7/4brv3Rb+L++M+w8N0/yaNrVXbsR5j87V/BnN9AlRVGYYKtqzy3PeL4XImdQUDFUjmzUOGbOyNUSaJsimw6S1fYaNpIRUHXTUjznIeWa3hRwkePN+lMQoI4E3ExRcFja3V2Bh7zVYOmrbM/GjJwI5ZqBoNpBEjJ1Hn1cMJS1WJ5vsrl6TJA34tZrhkcjGMMVfzNXe95tMo6Ay8hyQt0RaZsiFHgsZZFzw3RZJkkz8WIbBIjSTAJYh7fEGOvnhuhSAWbrRJbPZ/NOZtm2ZhuE2ZoisLxOZ0kzXHDlPWmTZjlFJJE30+4cDghzQqu9nxWagan58v0vYj/9OIhT27WUSSZrYHPM1tDfujcIpaukHd9CkQXbBgkOGFK0vMoG8pdR8dvFmlqfisbBrJxl672zEPoTTErhGZ8oDA0hfXmOxcpvpucWijj746PPJFuMl8xWH6bmqy+F99mhHkreQFdJ3pHhdB82eDYXIkbfe+2blbZVDmzVL7nRowbiTFQmORTLx2FiwcOaQ4Pr1SxNJnrPZ+rXY+PnWiJrLg8I8ly0hwMVeKm8WXJ0Hh0vY4XJaJTpiqY+i1aL8QJ9VZ+56UDhlN/I0WWeGy9zs7AJ8tzNufWuNC7ehQeqysSUSKCOFvGEmEKX7veZ38U4cXTblgBj67XWKtbRFEKUs7HTs3xyr6I7pirGNi6fBS7osoKJU3ib338GP/1Yo+CgqWqiDe53HF4aKkM0tTyQVGol4R7t6HKuFFKmOTc6HloikQBHJ8v0bB19qdbUfZkh8riCS53fJCgvnoSSZKYdPZoZgVZLvHAUpWafU74PBUFSZpTr5qc309QFRlJgjwvuHggdEFI4ny6VDPpOiFXOx6Pr9fZaKpT3Q20miXcKOHHn1jjcBzQ8xK6k4ivX+/jJzl5UbDetGlaZeaXW4x7QzabNqMg4cKBQ8lQUBWF2qkW+zd8zixVGfsxmipzox+gyApOlHJ+f8JDyzXqlnjNwzhjvWmxWDEYeBFXOh5JJvy/VFmiZqkYmoyqSq9FBRVQt3QWqxYU8MBCGU1TuNZ1eXCxQneqJ3p2a0izpPPQSo0vX+kJ88qWTc+NkJFYqVtk0wUIseVYMPJiZEWmWdIYBQl+lFEUGQ1LoWaW2WzahElKkhaYmthifCeFkNJqoTTqpIMBRRhBkSNpGpIq3tv6xsbbfuwPErNCaMaM+0zF0nhys07bCRl6CaoszBa/1bPnrZBkdy+CbhLfo0h6s0iSxFLNoADcMMHSFaqWCDTV7yFMPxyHXDiY3KZ1ak8C5itiPb5ZMtBVBQmJi+0Jrx5OeGS1RpgopNPvaZUNqtbtxU3J0HizAwY3FEWQPF0LnysbIsk+yQgcleP1FYZRH0MVmVrtccR6dRlLmue5G0OWqiaGptJ3I9qTCEWWUCUJTZbY8ROyPGe+LHG541IzVc5V67yyN2apavDU8Ra7Q5+vXB+hyPCREw3cIKEzEevfX7zcJS9EN69kaByMfDbnSoz9WPj0jEPKusJSw6LnxXhxxsCNyaYbUP/pX/yfufH8F3n0p/7vLDz6vRxrlWh87AexNx9FqS6gyBK7o4CeE/HIag1LTem6CesNizwvOLFQRpYl/DgTYx+pYK6kMwxSrnU9Ti2Uma+aVAwNQ5OYr+iYmsbQS9gf+Tx9rMHOMGB36DHyE7YGPi/vT5AlifWGTXsSstPP+cjmCczwApom0W6HBGlODtTnl7juKpycK7M78tEkESz75GaDi4cTJEkmyeDV9oTTCxXKUoFWMbB0iWe3Bvy5R1d4cqN+NIp8ZX/MSsPiasdjsWrghDELZYNhkHC567HZMPnuk02qttAyLVQMfv98GzcSK/ZLVZONhsVXr/Wp2ho7Q58oE2antq7w6oGDoSnYeoSERM3WeGyjxos7Yhy9Vrc4nIQsVQ2aJYPLbYeupfDoWnP6GosYlXeCWq1inDlD9Lu/Sz5xmNp6o1QqGA8/hH7y5Dt6/A8Ks0LoHszE0jO+nVi6OhVlv1uP9/r6n5Lx9vVBeV5wteuyOwyOihpVljA04fB8N/w45dVvKYIARkHKwHM4t1ojy4WtwJklkU4/DoT+IyvSo2N+aLn6pjtZWV7cISZvlHScIMHQFK53XSRZBNQ6Ycxq3aasHedMc4N6JcGLU05ULPxQ50rb5XASMglS5soayzWTR9dqeGHC9jDgStejWdLZH4mNuR84u4QbJkRJyg+fW2auovE7LxzCNDokTnOudFye2mwgyQWX2hM+fKJJzdTZGwaMwpjTixX6Xsx6w+Jyx2G1blEyVSxdYaWic+mVF1BOPszJVplDJ4TmBoqqEfT2kSUJS1M5SGRSe46qobLV93hwqQpFwe7I59xqnaoZ8PhGg69fH+AGKUtVE0kSYz03TjkxtQcYBwlLVZODsY9sapQMlZNzFT5/qUuYZDywXOF3X2mTF8L3wFBlnCATbuxxTpCmFIXY8NpvWqw+8igTd4Kc9qhoCnGlxrOFTXt3wkePN9FlmcfW61ztOByOA6qmxmbD4uMnm5QtofFK0gJdlei4MT/62AoDL2F3GOBFKT03EuNfU6NqiXHpztDn+FyJV9suT6zVsE2dQyfmlUNXeF2VhHdTXhRUpy7yYZphagpOkKCrCubUTuRi26EowCBHVRSipOBG34NigdW6ycv7Y0qGTdlU6boh6w2bJ9bXGQUxr+wNefr4HLIsYWtv/30IkE0mFHmO/aGnSXZ2SIdDZFVFXVnBePBBtEbjHT3+B4VZIXQPZmLpGd/JNG2x+u3cRdCsqdI9t+TeDNtDnxt9/7bb0rzgatvFUOS7jvN6TnTU1bkVRYYgzvHj9Ej8XTE1ntyoc73vTQu2Ymp2V+X04p1K9GIawzH0E4pCfO1FCZNArKXftH3QFJmlisHOwOM3ntkmTHNURWa1ZnKsVWKhanB2uUqWQU5BFsWM4phnrvc4Pl+m5ETsDQOGQUSei2JTeMXoLFTNo6wvL8mYBCkDT2RsnZy3ORgHbLRsnrkxFLoWUyHOCr52fcAPPbzE9a7H0E94eLmGGySoCnhRRkVTWKyavLg7xityVuoWn3+lzYv/6qfxOtuc+/S/ZrhxBhmJn/wbP8OFH/6rqHaNsqnhhDGyLFG3NKI055HVGn03xtJVhn5MkmScWqjwwo0hB+OALCtYrpioksjDW6nbdJyIk/MVWiWdVw8dTi5UqBgKMhJfuz7g+Z0x3//gPF+5NiDPCuYqOl6UsT8Opz9DjiIVFAUMg4TlqiVsISSdL48UdtMqaQxLssxcWaziv7Q3QpVlXtqdYGgyj6zW2B8FLNdNtgc+L++OCJIcpIKTc2VOzpd4/saAimlweqHEhUOXg1GA0pAJs4xH1+p86UqPmqUzdCL+2ofXcOOMZ7aGzFVMIbwfBxyOItaaNtF0meJG3xOas5LBwdSMtWyr7A79o3GwoamkWYEiC6uNvaHPUtUiTgvqtspms0SYmDhhwm+/sM/J+QoPr9TRFIiSnMV3GFidtNsQRijVKvLDD2HmBYUsIcky+WhMHgTI1nvP8uS9xqwQmjHjfYiqyDy0XOX84QQneK0YMnWZs0tV7DdY678XSZbf1ZBRUyQkJPZGPks18w6NUHwXHyQQWg03DEiz/LYtuKql8/FTNueWK6SFEAcbd7l6zvKCi+0JB6OQohCbcu1xyFLNYqlmEEfw4u6IKx2HlbrF3jjkhZ0RmqqQFqK71XEiZEmmWdKpWBpLFYNRkFCxNKRewVzJRFck3KmoOMlz8mm3ydZVwiTleMvmcBSwVBNZZ2M/IcuhpMvYusr13oS1hkXVUvGjnEmQUjE14kxYB/z4k6vsDgP6bsRDqzU+d/6QnVHA8ZZN3/Hxdi/y4KNPMPBi/KxAm99AGfdpJD1OzD1Bz4lItBIPHa8iSxLH52wOxiFXeh2WqwalqVO3MOCUpoHBEs9tj2iWdE4tlDg5X+Fy2yErcuIsJ0hSgjhj6EecmCux2bIYBSlhLGwMLEPmxx5dpGGLuAtTFZtrJ+fLuGGKF2ecW60y8mP8KBMO5pKIAHlhZ4ChKWIMXNZYa5i0JxEH45C5ssFKVSNMUrpuiiwVfP+Di/zeiwc4UcZy3aI9CVEVGT8R3kCqovDKwRhTVXhgscxj6zVMVaHrhHTGEWsNm7qlg1SQFPDS3oSNVom6LTLidFVh6MV0nIDvOjXP9Z7HesvGVBX2xgHHWhZbXZ/OKGRzrsQkTBmHKVVTY+RHnJgrY2gy4zClVspYrBjYuoIbJ9QtHVWRqFoqAzfmhirx4VqT+YrOwju4IAHIRuPp/2RHK/lSVgjXWCD3vFkh9CaYFUIzZrxPqVgaH9psMvBEtIGuTE3n3sBc8vUIk4zoFlG3Kks4UcJ2XxhOzlcMjs9FtMq3X+la2t2fs25rTMIU/VuKHFWROL1Qpmy9vq3B3tBnfygyp6I0oz2JyArYGwUoMoyDmEttlyjJeXKzTt+L6bqRcPaWJTRVIsvB1mUGfswfnj9koyWSzherJpoiYRkyObBYtckKnzSVGUciGy3PC07OC5NKy9T4yrUepqoQ5wUrVQNNVfBjIXI+HIc8tdnACzP2xz7tSUjZ0MTIRVeoWqroJLljTF2loiuUMod/8zM/SeR7fOzf/hee7SYkWc6JH/s0hVaiOlcjzYVjsshjq3G15zO4EWFoCpsNm5IhUuy3Bz5enFEgnKlPL4qCpVnWeGi5ynPbQ652PT5+ao6Fcsb2KGDkx6w3Swz8hLWGyXbX58OnWnTdhEuHEwokNDVguW6jywUbcyX8IAEKBn5MexyyNhUzq4oshN0Dj/VmiYadoSkSpioTxTkTPxHZc4rMqcUy17oeyzXRaetMQsZhiq6J071wI494YKnMc9tDKqaGpcusNmUyInqOKEbKhsrSgkWYZlxrOxRFgSJZHJsriRgNSUFXU/aGAU8fbzLwYq733GmYr4y1KGJhJkHCh080mUz9rU4vlWmWRPhvw67RmYQYmsrYj6joCt//0CITP8LWVL5ytcfTx+qUdY3tgc/2wOVwHPLffeSdC5kl7fVP4YX89t/rHyRmhdCMGe9jFPnuzs5vF02WkSWhq1FkuNZzGXivueQGScaLu2MeX5dv82aaKxuYmnebhxOAKsucWSxzfM6m78akWUHd1lm6xb37XuR5IbaAprhRdqRBipKUl/fG6IqMH+fIEnQmEZMwIc8l4mmOV9eNOdGyifKc612Pmq0SxhltJ2YYxjy10aA7La4atsZyTQToVsIESZZ4fKPOta5LEItwzzjO2RuIgOKrXY/2JOQjJ1q0yhpOmHKj67E7DinpKmcWq3SdkDQv+MLlHgM3Rs1Ddm9c5+QDj3BqsYwXZijlJrok4xze4LG1szy/OyY3WqhT48S+G2FqKos1k69eHRCkOX6U0irpzFUMOk7EXFkHSaJp6+SF0LVc2J9wvedxVqpyOA4hL3h0vc7BWDhbSzKcWaxS5Dl+VLBcs1mpWXx9a8DYTxgGGdk0s+7yocu5tRov73Z4YKnGjz+5zu+9csDltosXpaiShKnL+JHEmaUqAFfbA07Ol9kZ+MiyeE1WahZPbTZ4dX9MvWygKTK7o5DdYciNgc9KzUJXCkq6ilqTGfoJuiKzMZcRSHvsBw7zFZN6tcqJxZO8uJ3hBAmHk0CsyCPxyoHD2I8pgIv7LmdXKzyyWsVUFaI0JSum7vKmyihImKvqPLrW4H9/aZ/lqsHHTy3wzZ0h3UnEOIjZH0uYmkKSF3z89DwtS+eZrT6tisn2MKDnRjhhLvL+woRHVmvsDAP+68U2FUvnkbX6234/qvPzZIPhXe+TyyXUmazjTTErhGbMmPGmMXUhPD0ch1MdzO1RASIsVBRIT9qNoxGZoSk8tFLlwoFDEIt1+HEocuseXKpQNjQ2mqW3FESZ5PmRngOgoCDNciZhysE4QEIIYIuiQJIk0rwgyQpqtsbAi3GjjLWGRQZc2HcA6HsKFzKXjYaNqSi8MB0dtZ2Q8wcT1homNVOjXDEpmQov7Yxx4wQ3ERqnOC8wNLEuvz8KQYJJmACieDx0IjFGlCRe2Z/ww+eWiJKMsq5yeesFvvAvfx6rUuP0//xbfHN7jCZLnPupf06lNU9UsWnoKidaJRRFrIP33Yi2E01HaAnX+x5LNYskEz9z342wNIWSrhLFKQES33N6njBOeH53wnrDpjMO+cjxJj035nLbYRTEVC2dsq7w7NaA43Ml6pbKwI0Y+gk9NyFKM0ZeRF5IXGw7lA2V/VGApsi8ODVh/NFzy3inUwZ+wtCPccMIJ8r5/MW2yL1bqfDlKz2SNOf7HligpKukhehcyYqMVCCCirOcs0tVTi4VhOwQajGNis2ctchzVzOWmxK7/hZ7E4c0y/GTDGNR4o9vfIPN8gPoisWNQcBqXWJv7LNQNhkHKXkOczUdP07ZbNp8Y3uErkp818kWz90YEiU58xWDIi+4MfB4ar1O2dQI4pQTLTF6tA2Fg1FImmY8dXKOparBta5LRsFXr/f56PEWLwVjnDhjsWLyxxd7gIi6iTP4w/OHLNdM5t7mxYq2sEDa65P1+7ffoSgYJ04gKe9MjP1BYVYIzZgx4y1xbL5EmGZc7bq33V42laOQ2LGf4IYplVu6Os2SwdPHNHaHPlc7Lg1Lx1Bl2pOIvhtRs3UatoamKrRs/TZPoLuhyTKGJpPeTLGXJXquMMv0opSqpeFEKX0vZq6kU7eEJifJcpJURVMkxr4o5PJCBLoCjPyYkR+zVreQJInNlkq9VGPsJ0eF33LVQlVkmmWNs9UqZV3hwsGEY60SIz9idxTSLGmYhiIS2wv48LEW//XVNnkBMgWnqzmXX73AqTMPUDIVPvKhx/miolLIGn/8zVdpLa1ycrXKjrTE9jBgf5JgajKNksaVrodUCI1UzdQ4tVDh1UOHkqGyUDGYK+tEScbVro8iC73Yk5tNvChhd+BxdqXGibmUVw8dHl6psd3zkIBhEOOGGX3P54HFEnNlg5f3JvzwuUV2hwEX2g4v7Y352PEmJVPlSttFePpJXOu6PLpa5+LhhDgt+N2XDvHjhKW6jRPEHJ8vs90f0nESJEkiiDJOzZdxIqFFkiWoGBphnPHERoOCgqztEsYpZzcSvvmNq4RpxoZtszXsEWUuT5xcxjJSrvQLJAnSAmqmIrp/Ucx8qYeaVDgYByxWTSxN5WrXJU5FhyanoC+BISucnCsRpTlBlJHnBUVR0J5EjIKYc8tVGrWpWHt/TMXQeGStxnxJ5amNBtt9j4ORx1bXFSaN8yVKukyUZqw2bAZOiB8LB+32JCTLCqSioO/HXOu6b7sQkjQN6+yDJJ2OEE6nKUq9jrq0NOsGvQVmhdCMGVPiNKfnRkyCRIQklnWatv62srjez5R0lYeWquwMPJBARqJiqdQsDXWqSSgKkRz/reiqCMWUJAlFmpoMSrA7DPjG9oi1hkga11SJU/NlVl8noVuWJVbrFhcPHZwooT2JkCQRVCtJsNGwOX8woShAU2U0VUZXhYnjakNlvmzwzPUBzbKBIkmUdZUoK8gKiOMMJ0xxwpjlqokspTy52cDWVBSlwA0zrvc8kqwgy6HvhmzO2ewPA47Pl5GAa32fKCkodFEEPrPV59hcibKucu2ZP+Df/+v/KwunH+PJf/FrKBL8x4sD/pv/26/h6nWudDyiNGdnECDJEq2yTpjkbPV8PnaySdVUqRoqSZFT0jVWGyYX9icgCQ+juqWxOwzQVOG8fKnjIEtiLNS09akvj3DwNlUFRZEZewFFIaEpEnle4EYZlqYwX9FRZYm+H5HlOYoEnWn4rKbKpDlMgmQaYZLx2EaDS4cOigxhkpPkPqt1k2e2BqzVbQ4nEWkuzAT7XsTxuRJenHJ8zqZkaDy/M+RLl7tIksSpxQofPlHl5fbznFookeQ5uiJRs8q0xwFp3sY0YvZGCetNmyBKWa1bvLw/RlUUdkc9lo1llmsWqiKx1XNF+nyeH5lUzlcMel7Eo80aVzseF6702GzZ9NyYnhPiJxknF0q4kcOxRZkkL7MzDPna9QELFYPOJEJTQJFlhl5C14sYRynffaqFEyY8uFShPYnE2C3PWayY9LyYZklnqW4y8hOcqTj/7SDpOvraGvra2tv6/hmzQuiezHyEPlj4sdCUTG7ZsNoZ+CzVTR5cqr5huOkbEac57UlI1wnJ8oJGyWCpZlB+C7EZ7yUsQ+XUQpWyEd71flNXsO/S0ZlMxyQ3UadZYIcTkZw9DMQJIkkLLh462Lr6ujlwSzWLi22H3UHA4TgizQoatiZMGmWxit+wNSxdwY8yFsoGC2WdkqEiI3F8rkTFVNke+jiBiNeggDjLidIcWRLFkxel/NHFIT/59BpN2+A/Pb8/1Xyk3Bj4fPhYg92BT9PWUSTQNYWVmoWtK6iKxPlLl0mygnFjiadPNGkce5iiyCGNicKAlztCN1SU51g0NS63PWxNoedGqLI8tQEwkRDF5PE5e+q6XfDqgYOpKJRMlbYTEiYZK3XrqOtRNlSqpsbAj3h0tUbPE+MyU5Op2zrn9yfYhsrltsNK3UaVJDpOgCwVLFZNSrpMzxNdsrmySV44jP2U5bpJmubIskxOQausUzdVXt4d48QJc7ZBkhWEaUaaFzy4XOVGX0RkmJpM9//P3n8HWZbf153g53r7vElvKrNsV1d7gGgABEBQgAbkkFqOxJC0CojEkjujIHcZXGpGsVSMdmO1f3BipBDJWJEMKaRYxcROzFA7swMuORTNkhS86UajXfnKSm+ed9fb/eNmV3cD3WiYRnWDrBNRUZHvvrzv9+67ed+53+/5nuOEJGnKyTRElXIeWqzw5zc6jP1i4u6RpTJ5DjvjLkeuhx8k2IaMIMgoIkiiRKus0XGH9B2YBQlLVR0EAS9OmTcU1ho2pUzBrXIaliriRSlhchr2aquIgoATJKf5Z4UY/U7HQRQEHlmqMN/0mQk3+Hq/WzhWWyZPVpcYTlTcqPi7bpd0apaMQIypvuJwnvP4co2XjyYcjXzGQWFe2ZtFCIJImucIFP/eLGvwAe4PHkjK3wS/+Iu/yLVr13jmmWfe6aU8wH3A3Z77OhIERZDD8TjgaPzN4+LfCcIk5eXDCTdPZgzdmImfsNN3+fre6HWk4AcNi1Wdb+SHflSkoC+UdZQ3cMWOsux1F/0sz+lMXyVTr3W8znI4mb4x0XoF3VmALAhcWapyft7mTMvm0kKFzZZJSZP5kYtNVFkkSFLSPOfa8YzONEKRJBDA0op7wZWqgSgIiGLhbSQKApoisNow7+lOGqaK6yf8ydVjpkHMLEzJ85wsz9kbesxXDKI0R5NE9oceeyOXlw6nXPsP/x3P/refxH3mf6ZqqhxPAu76Ohd/6f/Jz/43/y/aNZuTSUAYp7hhSlmXWa2bVEwFRSoqWO2Swdgt2ocHQ5/ndsd8fXfCrY5TTMhJRQRGq6Sx2bII42IarF3SMZRiWivPC83QQlnn7JxFnuXMlTUGboAfJazUNcIkIM8zVuoWdUuDPONOzyHNIEhy8ixnqWoQJimqJGCeHr+2rVExXkmEhyBKKRsKhiYx8WKePxiz3XNo2hqfeHiepqlyfs6maqpMvYjLi1U+f6fHVtdDRGCtZtIuaUz8CC+KcYOijSWJImMv5mjs44QxN49nNIwaixUTTRYJkgxNFXhyrU6WQ3csce3E42Dksd6w0GURELBUiZJWVDAPRh6IoAgiS1WDJMuZhgk9NySXJ9wZ3uF6Z4AbJoDAOJix795mvp4x9iKGTkSrpOJGCZMgZq1hcWWxwmLZYGfo8JXdIT0nZODEWLrCxI9p2grn2jYHwyKM1vweDE4f4HvHg4rQA/yVhxsl9Gbhm24/nvjfUz7Z8cRn+AahqmGcc7fn8MRq7TsSCb9bULc0Hl6qsNVz6E1DjqcBkLNcNelMi5bOWt18XWvRUEQkUbg33ZVk+euMFr/RafeVSIw3w/HEp7AoymlYKn0nukemojRDD1M2WhYC0HdCLi+Wma/op55FOdsDjzjPqZoKT63V2B44aLKEpgicadps91xKuszBOGC9aeAnKX0nRhSL0f+xF1OSRaZBgqbErNZN9u5co6XWyTKF+ZaOHz/C1wSBbn9AK4jpOAG2qlBdWSVKMxRZZqmq05tFpHkxdr7RshnMfObLGhM/wYsSSoZKWZcZezFhWhj2mbLEe9frDL2Y250pF+bLREmKE6acadrYWuGKPPYjtjoOqiJybq7MTt9jq+cQJCkfvlimFxwTZGNCJ6JqVoj8Kp6rUjUV1pomx2O/COztOaw0TFYbJhICT280GPsxAjnh6bSaqUpcXKgwCWKOxz5lQyFOMtwww/EThm7ELEywDAVdFlFKGn6UMHRiGpZyz0ohTnNeOpjwvnMG/VlMs1QEvx6OfZI0Z6NpcTL1eI96hSi9zVzZIM1TRAS2+w5BJKDEZTQJDoYBtzpTHlurcvvEYRrGKKJI2ZDRZZHFqoETJVycLxFlOVtdl7WGTsne56ATUTZk/Lgw/pQEMFWBXB5wtr1ATo6ty0iSwHKljigKHIw87vYdTEViuWqy3XeQRREJgQ+ca2BIIrIoYmvFNJ8iiYRpSN/rM/AHZGTU9Tpts40uv31Tnw/wxnhAhB7grzzipDDIezMEUbH9u9UKnYzfvKox8Yok6rcaFX+3ol3W0RWR59Mxpla0HtIsx40ytroOeZ6z0bLvPd/SFNpljePTYyIKAqJQVH8EoSAXr4X+Fj4pr50as3WFsi4zPXXTViWRVkmjpEoMvIjH6jUEXvsZCvzQep07vaJSl+bwsUvzuFHRJpm4EefnShwMi/iMHIEwyTFOjfMgo13SqFsKXpQyCWL+4P/xT7j6md/nib/1f+BH//bPkedwI7rE3/+N30csNRl5MeRgaSIX58u8cDAmTGLed6bB5+4UWWMn45A091moGNi6TLtcxFYs1wxOJgHn5ywadmHGt92b8bW9MRfnS0iCyK0Th6WaQZrnVA0ZAYG+GzNXMWiUVExVon7qjjx0YzbbCifBDi8fD5FFgY2Wzf64T5z0+GsXH0dMLCZ+wkCKMBQJ1RaZK2k0TJXnD8aoqspm06JuqThhwrM7Q957psb1oxmHQw9BFJgFMXVTI80y5qsGewOPJ9bq9GYB5+ZLVHSFgRvSsFW6sxDynLmKSpBk/PC5FiMv4un1dbZHR6fJ8QK5VOiTVqo19rsa5ysPkcsjFMVFQGLOmENUm2x1E8h9HlupoIhiYX7ZsgqRuaEQp0VFL0pSrh9PKGkqlioyV1KpWfBSp09OoXmbL2vEWTGZKAsCHXdE21jAiyT2+i6SJOJIIs/tjsiAv355gSRJECSROM0wFJm1hoEiQZQK3O7OqJkKZVVgFrjcmtxgFs3unZ3jcMyJe8Ll5mUs5dtN0/vBQOD7DPa2GRzuk2cZVq3J/MYmdq3+jqznARF6gL/y0GUJSRTeMAICwNKl70kwHX8LkvWKzuNbIYxTZmGCKEDFUL9nvdLbjc40JEpy4JuP4f7IY6lqvM4V+mzLJkoyhk6EJArULZWRFzNfKdorr0AA2uVv7bxraTJBXFTb0izn3JxNdxoWX6hAw1JYqJgwcE/3+HqkOTw0X6VdUdnuu1w9nOLHKbsDj5qlkrohzZLO0dinO415bEXn3FyJW12HPMs4ufEsc0/9ELIkEsUZlx9/iutf+CMid8Le0Gen77JaNxhEJfZ2xixWNaqWyvE4ZOj0GXsxlqrQrujMVwye358UROvUXPChhRIX5qxiksuLmAYJvcMpWQ5DL+TyQpkky9EVmZmhMPNj+k7IwI3pzSIeWihxfs7m0rzNxIs5HHl8bmtQCN4XSsw1Znz9yOHpzSYnE5/Dkc9qXadd1inZU2pCm4UaTMOEr24P0BUJQRS403X48PkmJU3iTs/nZDrlybUqF+ZKDN2IS4sl/CRhFqSMvZggTnlyvcbQDYiznDApsucuLZZYqhr4QcylhTITf0CcFn5CYZzypZMh232PR/Iq82VwwyN0JWHoJjSMOrNJnRuDsNAyKW2eWi9x/dghC3MOxj4zP0WVBfaGPl4U85OPLfHCwYQvbQ0wFKkwp2zb6JLIYtlAlkXqpszFhTKT0GWGxSQIsVQJU1M4GvvULZWpH2FkMF8yCWO4djwlSIshi3NzNhVT5WjkMlcxcIOEmqmiSAIlXWFn4KJIBfFXJAFLU7k72mOWzL7p/PQSj73pHpcal77Nv8Z3P0LX5c4zX8abTfBnM7IkIpg5THsnrD7yOM3F+y/6fkCEHuCvPHRVYr6ic/AG0RECsPgG2VnfCWqmWhjWvQFUWXhDUTEUhoE7A5eDkXdKNIrg0c2WTbv87imXj96g7fcK4iRnGsS0XkOENEXisZUqo9MWyXLdYHfokb9mzEwAVhrmW0YQLFYMhk5hjgdFskCrpNEua7RKGpcWKoRJ+rqA2G+EIMFCxeBgFHC2bZPlMAtiek5EmhXr32iXUCSRlq3hxy5NW+Pf/19+luH2y1T+y3/Box/8a1yYL2E/9FMY596Pg86Ftl0QqFlIRVeomjLNks7B0COMM7JcpGwqdKceewOP83MlBASSLGOjaSOLOTVLZXcYYGkyX9sb40eF1mmn76HIxfj/WsPiP97o8sRanYETIooCuiJgaRKdWchSRWN74JHmGWkOfhAzV9Y5HntIoxNkUeR2d0pZUwqxMQJ3Og69Wcx7F5bojAWyPOOJtRpxkiGJAlkO//NzR1yYt/GijLmyxmdv9VipFxWkKEmpmTprDYmyriKKOVW9GPtP0pj1homuSFw9nHAw6rDesHhosczIDagYRV6ZKBZEd6lqoEoqeThHXSpTNnI2SzL9AVw9mpHmRVjvQtmmbloEicud7oyapVIychRRwNAkyobKn13vIokC8xWddqkwbLx2NKViyDx9tsnX98bsDzOeXKtTUS3mrDoj74hZkODHCRfnSogi5Jicr69y1IPuzKdmK6iSfs924aWDMUGa05tFnJ+3qVkq59s2+yOP/ZHPQ/MlzrcNaoZKkkfcGuxRtUUUSUESJNL81SGdgT8gSIK/NC2y461bjE6OiAKfuY1NBFHCHY/o7u6gWRa1uQWk++x/9IAIPcADAGdahYdI3wlPfVEKV+bVusn890g6Fis63WnwhpMhyzXzDTO0AHaHHnd77usec8NCeP2YJBRi1ncB3qpaJr6B/kkQBOq2dur2C8tVk+4swAmT0/wplZqlvqV2aq6i48UpO333HtHJgYalcW6udC8PrGlrrxNlvxaLVZ2+G5JmOcZpBpulyVQtBSdImfoxMgnPfeVLqE+8n6qpkuZw4dGn+NrJDko44SPn2li6xDN3+zx+bpUXD0fIksBqzWDkx2y0bI4mPnc6M3RFIkhS6raKpUnMVwy+tNXH1hUEcmRJ5LndAe/baPHcqalimOSMvQTICZOU5apBzw2Z+glTP+HyUpmBG/Lh8y32Rz66ImKrEnVb44W9MUlWkL1WSePF/QkTL+TJtSr7wR62LhOnGSezkLW6gSSKp5W4QkfVGYe4YUqQZLh+zELNQFckpkFRdZqFCQtlFVNXeH5/TM1SccKM3YFHlKR88FwTU5X5H585IEhSHlooF5UaSeB82yYHbF2mPwv44XNt9oYeUz9i6qZcXqzw5bsDRFFgEqQookyc+5xpZiw2Mh5aU+iOU5aqOiXJ4GDostm02e271E6NMwVZLATNloYgCAiiwELFoDcLMFSJ5bqJF6XcOplxpm4iiQITL2KupPGe2iZR5uKncRH62nNwo5TFcoWtY5UwjOm7RdzK9ZM+7VIRx9FxIkxVpqQJXFoocTQJORq5BEnOuQWBxfaA546OWGupGCmMghNO4gRREGnqTRbtxXtkKCMjzf7yTC9P+j1aa2cYnxyx+8LXydIUu15n+eJlEj9kcLRHe+XMfV3TX3oitL+/zyc/+Um63S6yLPNP/sk/4ad/+qff6WU9wLsMmizxyHKFkRcxC4o2VM1S35bx9rqt8dBiISr2o+KCJosCyzWTtcYb9/6LKob3htuyvHAtfrcQoXZJY+y9sajZ0CQq34b+SVclVt/kWLwVzjSL5PiRG5FlOSVdoWoqryNRGy0TN0pwgtdPBrZKGktVk+1vIJwAuiyj2zJSFvFf/MSHGPW7/Jf/6g9YPnOOparBT/3ML/JL/9U/play0VWR68czNtol4jRDV8VinN7SCNOciR9T1hROC3vUbQ1Lk5AEGLsR3VlEnOWUNAVJglwQ6DkBXpQiCQIvHU1wggRFFmhYGrIksFa3GHkhg1nAxpzNpONw9XCKKMDEBa1hcPVwgiAUGXFf3h5yrm2hKxJ1S2XixVxZXObrR3epGgpZXjh16wo8szflk+85z+2ThJePp0y8iPdt1Li8aGIYHl4YstTQmLmFLsvSFEbjgO4s5HbXYbFisFQzsFSRFw4mrNRNFEmgaRt89NIct44nlAyVg5GPLApUTn2ovrI9YL1RWAPMwgRBFHjfmTqWLiJJHoY15qWjHs/3TjicHZEDF5vr7DsVyBSWrLOAxrl5myhOWW+ajJyY7ixEUUQ0UeRg7OP4MTVbI06KKpkmi2y0ZdqVhImfkMQGLx9P6U5DzrQ20ZUhR4Mh85UKhlAjTyocDDLaFZl2pvGnVzuEScb8ks7IC1hpxUjKlIalkUk2X9+bsVIzObuYsTu7g9sVOHGmdKMOti7SLGksiTW8xOPIOSLPc5ZKS6R5iiZpKJJC3+8zDacICFS1KlW9+gM5ZFFqNLj77FeYDYeEsxlJEhMHAYHrsvLwowSO89Y7eZvxl54IybLMb/zGb/DYY4/R7XZ54okn+LEf+zEs6y+X+OwBvncIQlFl+X4QjPmKTsMuvnwyckqafK/68EbwopQofiNLwgJvNIX2ZsiynKEbEaYZmlSkrL+dJpHtsk53Fn4TGRIF2GzayG8wRv92w1JlrG9xPC1N4fGVarFOP0YSiqpRw1aRJRH9NBQ2TFJm0xl7t6/yxA99AIBqyebyo09w/cWvY4YDlmpX0BWJKwtrHE59jiY+uicSJhl3+x6SIBCnRSp6xZCYBkWy+WrD4MnVKhMvPtUyBUiSxBe2+iRpRs1SmHgxcVZ4EMUZbHVdzrVt1FPBbZoLDN2Ill1i7EeEcc6VxVLhXaOI9J0QS1WYK2tstGx2Bx5pXpBDXRY5HPnsDX1OpgFPbzTI4xqWqhMmMbIoFplfac75dgkxa0Iu0C5rVHQZ0wh5rvsSipxS0hVudx0utOpsNs7RNFR+/8XjIqhUleg6RfWttVQmyzycIOGp9TrLdZMX94aEac5XdkaIgoCtSbTLOmGcIckCblR4C02DhKuHEz70kMrAPSGWTzjp9lgo2WzO6yBbjDyfaXKMqZvc7E1QZIXhcI73bzYBge2+S9tO+ciFFq2SynO7RS7XNEzJhJDFioEspFQrfcaZw2SScTAKyFIRnTmmQYlntiPWGg3ONNaYBhHbIx+EFEkUmPkxpiLx9DmDuWqKLDkMwg7b/Ql5JJKKMl86HGCWTNZbF7k7uo6s5ARhRpTPGE48zuk2I39G3dQ5co9I85S+30eTNUpqiQVrgRvDG4yCEflpE3hvtsecNcfZ6llk8Qfnazz0fWa9HsOjQ05u30JWVQRJZHxyhGIYlJstyu25+76uH5wj+F1iYWGBhYUFANrtNvV6neFw+IAIPcB9hyIVd37fDiRBQBC416b7RsjSt0dkZn7M9ZMpM7/wdxEA25C5NF9+2ybVdEXiylKFw7HPySQ4DU5VWKoZNOy3l1SGcUqSZeiK/B2LxjVFYqVusvIG22xdojsLuHrzDv/8v/hJ8jzjX/7BV1idb1HSFf7lb/02dyYCR7OYvaFPnkNJl09DbTWCOOV2d0KaZiiSiCDkXD2cslQzKOkyrZJGnORYWkG4Bk7Edt+jXtIghyyDsq4wX9GIM4GH5iyOpiGimNNzfN67Xuf5gzFRkjHyIrqzgMWKAYRoisjOwMHWFM40bCqGgiBQhMAmGYIIkiTwIxfbfPFOH1UWuDhf5mjsczCGueo6EV2cdFykww/gyvwG/7+XQpqlHBEBy8g4CrZxIp/AzYmSwq5AkRO64TabzadIsowoyMjzvKgE6jLHI5+6pfD4SoWBE/Li3phLi2We3RlQMZTCLsCNsFSJi/NlJn5ByKZ+wtHE5yOXdfbcO/Qdh1FyiCikSLLLZOzwaPsyW4OUaRDjqgPqZo2j6YCN2jxB5hFEAU+dqfH8ts+dnsOf3fC4MF8qTDXLKieTkFkQsbbgMYl7GGjsD0P8KCNMYkb5AQ+3L3L9MOMzt3rEmznHE48nVut87naPki7zt55YxsuP6R7u8tyRx1IT7k52sHQDMW0iSwqSEKOoEyS9ixImiJLIi4dDGtWUaZCQ5zANAybhDFMxmUZTwixkFs1oGS382GcYDF93vubknLgnWLLFSvmNzuh3J+I4Znh0wOjoALvZJEsS8jxDUVVEWWH/6sssXbpy39f1rjdU/OxnP8tP/MRPsLi4iCAIfPrTn/6m5/z2b/82Z86cQdd1nnzyST73uc+94b6effZZsixjZeUH58R5gL+aKOnytyQqC5W31i1FScZLR4Vb9it8KgdmfsLLR5PXmRd+r9AUiY2WzfvPNvnh800eWam+rSTIixKuHU358t0BX7074ivbA/aH7re0PXgFYZJyMg5OR8ZD8tewy263y2c//wWuHc3Ic0iMJlZjHrs+x4vXbzPzIx5aKGNUmuRi4RItICCJRWVm4EZUTuMsorgQMt/tu+RAq6yhKRKiILAz8DiaePSmAW6UcDILi/yrkoapinzoQoOlms7hMGDsRtzqOhyOfD5wtoWhyRyMXDRFZOzHNGwNU5WxdAlDkU+jYWJ2Bh63uw4vHIyxNJmJn9Au61xZLEOe44UxP3y2xX/2xDJTP6ZqFiP41/djtg5q4G9Qyi9gC5t87W6Crops9VxatsrGfE7P8SgbChM/YuLHLFYNjqc+24MRo2DE5cUKSVrYTFQ1BUNXKGsyZ9slvrozYmfosT926UyDQgwtFGLv8/MlRFHkj14+5tmdUeFLJMJ6w+LYO+J2d0qYJcRZQpjmDH2fvhtwa3BAVbNI0pwoC6jbGufaJRbbPa4OnufO5Dr/75c/x5RdECI2Wha2KnJ5uUxZU9hoWbxvo0K97DNfMlioGmzOSWjGkEjcp1zuU6n1Od+2WK7o7A7c4rPsuzRLOv1ZRMSYZw5uMXAClus2Pa/LxI/xYp/F1oxc7rLnbDNK9hhG27RLOlIuoogSQ6f4DII0xI0dnCBlvbTOmdIZVuwV1sprCAjsTHbe8LwWEen7fbL87fs7/n4jcGaEvodVq6PqOpKiIEoyul1G1QySKCRLkrfe0duMd31FyHVdHn30UT71qU/xN//m3/ym7b/7u7/LL//yL/Pbv/3bfOADH+Bf/at/xSc+8QmuXbvG6urqvecNBgP+/t//+/ybf/Nv7ufyH+ABvisIgsBmy+alw/G9ibFXUDWV02rAt0bfCfHCNxZZemFK3wnfcCJu7EUEcZHpVP0ustbebt1CGKe8eDB5nb7HC1NunjhESc5m237T3z2ZBNzuzu75DQkC1C2VS/NlvvSFz/Lxj3+chcVl/uG//SOSFDbbFv/X3/4fyPQyUZozcCNud2cEUUrVVKmYCmGSIiBwOPaZ+gndWUGubF1hu1/oG0RBpGGp7A090tPvqTTLSDP4kQtNJn6CJhdVvx9/ZAEnjLnb81io6kXrThQxVZHP3urSLOn0ZgEVXeHhxTJRUkxw6YqIKrs8szMko5h0y7KMsqliKhK2LjMe+ewPAz54rsnz+0P2+n1+5KE5dFVi4kcoskizrHGn5+AnEkejKZcWSjRtEUkSkIQQXZXIhRD9NDZEFkVKusytzpSVuoUXJOwMxjy5ukKW5QgUZpZZHvDEBYXn9+9wZsFAzMukmUqa55QNhd2hx0MLJQTgbNvmocUyuiyy0bT4s+sdLi9bOInH0IvQFBVykSCJkQWZNM0ZBxMsqYkmi6iChiHL9MJ9yvYcUZoSJRl1W2Ec9tGUiNuHdQxV4XN3Bjx9plG0DI2Urtdnb3LMtj+i60ypm1XWGgtcPe7QmT7Dky2dhWqdPAdRhJ2hx1rd4sJCie3REUmekWQZfhQTphElTaJipbzUuc16ZZU4TVAkGVnJcLMDfOChpRJOuMiJt02YxMzZDVpWk0EwQBRF5sw5VFElzmIm0YS20n7deS0KIqNgxPZkGzd2WbAWmLfmsdR3d6cjFwUqjTadu3cYHR6Q50VEyzTL0UyL+XPnX3ejcr/wridCn/jEJ/jEJz7xptv/xb/4F/zcz/0cP//zPw/Ab/zGb/DHf/zH/M7v/A6/9mu/BkAYhvzUT/0Uv/qrv8r73//+b/l6YRgShq+6DE+n07fhXTzAA3znqFkqj6/UOJ4EDN0QSRKYK+nMlfU3nTR7LbzoW0+afON2L0q4eTIrRMd50UYrGTLn50pUzTfP+/p+ozsLvknk/Ar2hwV5MN9AHzTxY64fTUlPL6xHezsEvkd+4SFudWdcuPI4umGilao4owGt9hyiADueSjQrhOqSCIpU+M1cmC+RZgK6/MpkmcT01ClZV2RKenaqeREJooSSofCetTo3uzPiOKdiymhyUYRPsow4zTkY+lyaL3G35xHGKc/sjsiynJ4Z8IFzLY7GAaoknCbDxwRJRsNWGbkRtibx5a0huiIyZ+uno/0pVV3mYOxx42iKoUmIosiX7va5slTlybUGXcenXdYKPVKSsVQ18OKUkRvRKumUDIXrR1MeWa6SpBn7o4BVVaI/C0nSDEuTSbOcpq0x9WPaJZWNVoXff7bDh8+3SPOcnj/k0L3DzkRnEDhF26hqsdhcQslNpkGCoUhcWapy9bCICgnilDTLyID3rNcJ0xhdkihpMmkqUDOqHDs9ZKGoNApI5HnO0IlZtZuoasxw5BMdRky8mJNpSJYXkSCqOePhlTYiNrOg+GxGXsihd8T2ZB9JzOi4E2RJ4Gg6YCDN2Ghu4AQhu5ND6rLNQwtthDzncBScGmzm7E3GyKf+QOfny/gnBmEWMYmmKApkWUbLtlGUlBdOrlPRawTJDDG3mHjw1PImbjrg0L1LkgWYRo4iKoiIaLLGnDn3TRogAYGbw5sEaYAu6URZxL6zT8/v8UjrEUzlu3fB/35DVXXMSoVZr4tqmJDnZFmCcqpPS6ME+du4tr3deNe3xr4Voijia1/7Gh//+Mdf9/jHP/5xvvjFLwKQ5zk/+7M/y0c/+lE++clPvuU+f+3Xfo1KpXLv34M22gO8kygZCufnS7xvs8l71husNqxviwQBqG+hI1Jesz3Lcq4dTRk40b0x/xyY+glXD6cEb0Gqvp/oO28uDE+ynKn3xiSpMwnukaA//J/+e37mE+/jX/3z/xuiAIdDn+cOPf7t73+en/1v/nuOIp3Dscc0KOIzXimCpRmkeY4bpoy8+HWWjFVDRZEFDEUEcmRRpF3SeXS5yixMuN116bshP3SmzpXlMmVDpmFr3Om6fO5WH0UUaVVUjsYht7szBl6CIOScbVmsNe3CgXm9TsVQOde2Wajo2JqEiMDEL6p2cZrRcyImfsTIjYiTDC9K2e572IZE01JZa5pcXtIJhS5OfoBlzhCFmCBOcMIEVRZZb1icnyshCnkRTioJ3DyeUtEVLs3byJRZq9tYmkzdKoJakzRHlQSiRMbzDX5os4GhiYRxjJftMwtD/CilMwtZa1h0Zz7HziGGHrBSM3lkqVxkso0DtnoOR2MfS1foToMiskRSqOmNIi0+zTGlOiuVOo4vUdWrLNhtojTlqaULtMwyJU1Byxts9z2aJQ1NFlmrm1inwb1n5xWGTsS1owm3TmZYWgaCy2KpgqoWjt+aLJJmGUEaoikxcl5mf+SCFHDjZMbByOfKchlDkbh5POXhhRZJmjP2Y146GNI252naIjkJXpAy9GLKms7t4Q6KYHM4DLHkCpIgIwgJXuSzaLdZsBYp6ybz5jzL9jKCIHDgHOAnPpuVzXvnnCzInHgnBGkhRq/pNUSh+BoP0oBD5/C7/0O7D8izjMB1aC6vnVaaBURRRpBkBFFC0hTiKCK7z3YBP9BEqN/vk6Ypc3OvV5nPzc1xcnICwBe+8AV+93d/l09/+tM89thjPPbYY7z00ktvus9f/dVfZTKZ3Pu3v7//fX0PD/AA3y/U7Td3oZZEgYb9apVn6BZ30W8EP07pOd86/PT7ibdqtb3R5ueee47rt2/f+/nxH/ogoiQhSRJJHHOrO8OPU+qtNrYuFxlogsizOyO80+BQUxGRBKgYCroq0ZuFryOPmiyxXrc407Qo60VA6nxZY7vnFI7RikDZUPjq9pCv7Y0ZujFf3Orzha0Baw2LsReyVDEY+1Ehjs9zHl6ocqfn8bnbfb62N+JPrp2Q5zmLFZPlqoGlyvhxgq0rJFlG09Y427JZq1vMlXUq5qlzsShQN1Q0RWIUdvmT7S/zv954nj+5dY1rg5tM8lucXxSpGAov7o/ZG7hs9RyaJZ0wSvHCFEOVyPKcqR/heTJPLlwiigWuHk5Ybxa+W7aq83DzInIm8/hyhYqhImsB1zp9BFFEkUUMRaY3CwnijOOJj5+NuTBvc2W5wrXjKW4QE6UZJUNBl0SOJiFxkhHEGcOxzblWjTDN2O751LVFVkqrbJQu8dfWPsKPbjxGmiU46ZAwjdhsNHhqrcbFOZunz7SZ+gnbfYeRG3MyiZivaDy6XGWulqEYPa4PtmhY5j1LglfWocoifhxBWqJpq9i6zFfvDrnZcRAEgWY55T3nU8pGjqpmVA2NLM9JEoVFaxVFUKjrNdJMYRZP2KwvkGYSNUth5ku0tHXO1TapGCaeb1JSGizaTTRZIyO7Nx3mJz4X6hdoGk0EBHJyRsEIEZG6VqeuvT6Souf13tWeQ4qmkSQxlbk2lYUlFF1FUhVUw6S5skYWR2RJSuzf3+vNu7419u3gGy+UeZ7fe+yDH/wgWfbti8k0TUPTNH7rt36L3/qt3yJN370n1QM8wLeCrSmcbdvc7sxeZ+YoCnC2bb3OI8mNXhVUv4I4zRh5IWMvwY0SvChjoaLf91y0hqXSf5NQXEUSvsmn6B/9o3/EP/tn/4y/8zP/e37uH/3fAVhYWeN//IvnqTVaeFFCkubIpySxbim8fJicvt8IQ5WZOAG6LPLwUoWaqaJKIr1ZeG/yThQF8jxnrWkVMRjzZW6fTPnyzhBNkTBViSvLVf78ZpeRE2GqEkGU0rI14jRnEsQ8uVoljFLGfoSmSLQshVvdGbMwJs1yBKGI7YjTjK/tjVisaEWwbQ67fZeHFiuUdYUgSbnVnZJl0LDVIqoiiLm4UGK7P+QouEOYxQgCDNxi38s1k5vDm4jZBiDQsjUkUWToRmx7MS1bo3Zqs1DSVb6+P+bL2z6PrV3ifN1jGgSszVVZLrcZubA9dLk78hBykWYtxVBkJAFEBJoljbu9QjsVpilj36MsRuiySElXkCWBmqUgCSJJluEECcM04yceWaA7U5Ekg82HZ+yOTvCjhAVzmSeWlrg93OE/XNvGUCWuLFkImscXjr7EYqnOSVdiMINWZQHGCrMgRYlFVCmlWfV45ug6c4nKwXREzxvx2EqVc806TpjgRhmGbNDW2gxjmYEbsdPJsXUJAaiVHbrRIX4S84UXppxbSElwadnLhV4Miw+tvJ8oVujOYmJhiBvNKBkCghiQCx7D1KVu1BHFKnVTxZQXkbSAUTgiywsiJAkSIiJJnvBQ4yHGwZiBP6DrdtFl/Q31QDk5GRkS7840e0mWqbQX2L9aFCPOvudpREUlDgI6W7cpt1pkWUp+n+2RfqCJULPZRJKke9WfV9Dtdr+pSvSd4hd/8Rf5xV/8RabTKZVK5Xva1wM8wDuFlbqJrcv0piFenGAqMq2yRu0bND/yN1SO4jRjZ+Dinoqtsyxnf+hxMvG5sly5r2aO7bLGydRn8g0tMIEiiPQLn/uPPP7449Trxd3xxz72MX7zN38TRcwZuxEJRbun1mgVQt4kQ1dELK24/EWnSe5RkhaTbnmOIgkYqoypFVNfJV1hvW6iKiL7Qx8/TJkracyXNVRZol2WkEWBnhNRt1QWqjo7A4+DkY8oCGiyRJim9JwcU5U5HHmcb9tYqkTd1JgFMWVTxe04996bF6U8tlxh6seM3IiNlsmZpsWtE4f5isHdvsP7Nhvc6cxI0iL64vHVGnd7LramMJxF6IZH6MVocuEEbWtFivr+yGWtbrHeEPF9m6at8sWtAWMvwVBF1poWJ2OfWZhQXpBp2kVMxs2jCD8GTbYQEp2/ePmIx1arvHw8Zb5isN6wCCIBWRTpz0JW6gaSULir950IP0loWRVaZY2KrlI2FI6nPlGcUTNVriyXEQSBlq3iBAnPbg9I8mIS7Xz7Ao8sQy4PuDp+hq8f73FhqUVNq+OnPtf271DWVaJ8ytS1GfohTrjFRzeeoK4tkycmQy9id7aDG0XsDXIaVoUgmzJ0Y3RNIks0NDHFTzxiJWbXuc171p/g4Fhisaqy2oCt8S1W6wYvHjis1k164wRJklBFl3P1s5TUEmqe0U32qZkZum4xisZMwhlbwwN02UYVZY6cLk8snOFMbRE/zlmwypS0EvvTffzEJxVTojzi692vs1Ra4kz5DFW9yiSa4MRvbDpYVsso4rs3wDmJYxRFYeHcebI0ZdLpELoOqmGw8vAVdLtMHEUo6v01i/2BJkKqqvLkk0/yp3/6p/zUT/3Uvcf/9E//lL/xN/7G97TvBxWhB/jLgpqpfhPx+UY0LA1ZdO6Fpg7c8B4JkgSBsq6QA3Gac7fnUjPfOv7i7YImS1xZrLI/8jiZBKRZjqlJLNdMfuFn/y6/93u/x2/+5m/yS7/0SwD86I/+KM9eu8M00+jOIvb6hfC5YiosVg3KhowkGYhCkes18xPaJR0vSlmqFkLeHKjoMuTghhE1U6NsquwOXGRJpCSJeFHG1cMpbpiy2bZPqycKtiFzOArI8hxblVAkEduQOBwG6KfGh1VDRZVFshyWaxo3O0VFZ66s4fgyggC6KlIzVbw4o5ZkxElOw9L4oQ0FP0qpGyoHI4+SrjBfLnKuvCjh8dUqWx0HP87I1YS6qeFFCVlWEN6RGxEmEj03hGSCkankec7NkxmSJCAKImVdLtyrmxZ3B4UfUW8as1Q3cfyIkReTZjD2C6HrE6tVjsYBL+wNOTtX4qnVJabhGF2ViJMMERlVlmhYOheai0SxwMk0YOAGeGHGat2gZipsdR2OJwGtksY0SIoR+knA7tBloRbx/7l6h/WGgW4PUJSYWOziZglxHhGlOQ25AkJI27aRBIXVWhXTDLl2ssvE97GNmEpJ4pJc4+5gwiOt83jCCUkWYyo1jFLGrcEODa2NH0psVDd4ZrfD2UYC3hJIHsNZSNWSaZY0vNhjEA6RxJAwV9isr3DQkbnQroIYcOQeMida9L0+e84+dbPJ1BcQyJBFASHXOZidUNeKG/e+3yfMQkRRRBZlalqNNE/Zn+5jyRZz1hxLpSVuDW/da5+9Fkulpdf9HGcxURKhyuq7giBFQQCiiKzq3PziZ/En46LCqqo4oxGbT/0QmmmS5dl9rWm964mQ4zjcuXPn3s/b29s8//zz1Ot1VldX+ZVf+RU++clP8tRTT/H000/zr//1v2Zvb49/8A/+wff0ug8qQg/wTiPPi/HtgRORZBllXaZl6+hvEtL6vUBXJc7N2dw8Kdpoo1O9kCjARst6nbnj1I+ZBcl9bZHpqsRaTePFL/wpn/ix/xRDKyI0Pvaxj/EXf/EX+P6rgblDL6YXqQhA3VQoLVcYezFxmlHWFS4tlLh6NCGMc/K8EIULgoClybRtlafWDe50XQ7HHv1ZSJTmPLQg8dXtATVLRRZflVbmwO7ApW4V1Q1Tk+hMQ5wgZrNpFa+bZNi6RM3QuNWZYqkqplLoZ148mPDetTof3GjQmYVkGSiySJ5lKKLI/sgjSnMMVWSxZnA48kCAOIEgSREEONu0qdkaHzjbRFNE4iTlwxdbvHQwxcXkYJYhiSJNW2PohsiigC4LpElOLEo0LJmBG1PSFWZBgq6LqJKIKkt88U6f9aZFu1T46BwOXa6sVGiFRXp8xZS5sKBwZ9BhuZ3zwWodMbc4mi4y83yGvosiFgG6aSIxp6+zP8ipGDl7Q5fz7RKKKGIoxXE7mvgsVw2yvBC7O0HCQ4tlFmsqvnCbuiUTZxk1RWLgRgRJRiA7qFqIpYqFuD1WEDObjdISHfeA/fGYBX2TWZDgpFOmowGX2st8cHOVUXREnDlMQgc/y7hUPsPHVv46h+OAl4ZDzjQtHluRceI+SysqlqLSDxTSVGChJvG5nX0EIUdWQvacEcqJSBKrVLIGR5OUtrUC+YBH2pfxU5+BP6RhNhFzjeXSCsfjiKom0TQsJsGIw9kheZ7TNJtsVDZec57ldNwOc9YcC9YC5IW7tB/7TKMpSZbQNtvsjHfwbZ+G1uDIPaLjdUiyBFmUCyF2efkdJUQCOXmecesrnydNEoxKGVFSEEWRyPfY+tpXmFvfIHBclNr9m1R91xOhZ599lh/5kR+59/Ov/MqvAPAzP/Mz/Lt/9+/423/7bzMYDPin//Sfcnx8zMMPP8wf/uEfsra29k4t+QEe4HtGluXc7Mw4Gvn37vuOgT3V58pS5ftCQpZqJqYq05kGdGYBsihQN1VkUSB9zc1nnnNvGut+Ic9zHnvsMa5fv84f/uEf3rPU+NSnPsWnPvUpTPPVkeGTiY8fp4y9GFEo9CdNWyXLIUkzNEXi8kKFm50ZQSRQtxT8KKNiyCxVdU6mIaooYCgSaZbTnQa4YcJWz+HhpTIPL1VRXxMbkuWFZ1PNUjnTtOlOAmxD4cWjCf1ZiBslBP2Mqqnw6EqV3YFLs27wtZ0Ru0OP43HAh841ed9mA02VuHY8RUIiTLJ7rTwRIIdJkKArIvsDH0EowoITMtYbJjsDjywvXLe3bg14dLWKlTY52+pwPHOZBSmmKhMkGQtVHV00sagRpxmrNYOBG2J6MYIgcKZp86W7hahbl0WOJy5PbzQIkoyhE7HZtllvWFQrI66PXuTmYIIIhJTwAoNuv06QtLmyrGAbKXIuUzXrbPV9Xtjrc26+BHlOd+rx6HKFsZcwCxOWayZzZZWpnyBLIsPTKtflZYXP7k0I4gw/TrFNhbKhEEQpXpoS5i5BrGJrOXNlk7JUx0s8At+nYZVIE4GapeImGqIgYOkZnnSLlwa3iNKUebvBWrnO1nCXnupQV5Z5/0aT2+Mtbve7qLJIypQrc+eYb/lI+Jx4Pa4sNpiEM17sHHBqtYmh5dwe3USgTJSuEOchnd4hSSayUl6jqlUoqTq9WcgoSJiFIZKcU9LqtMwWoiAiI9NxO0RZRJzF6JJOYr3aGl6wF2iZLe6M7yB6IgICSZ4wjae4Y5fryXVEUbw3UZamKbuzXbzE46HGQ+9YRlmSpkx7PWLPR7NsBAHiICDJcxTdQFE1nNGIefn+UpN3PRH6yEc+8pYGS7/wC7/AL/zCL7ytr/ugNfYA7yS6s5DDkf9Nj/tRyq3OjCfXat+Xi1nNKlLf8zzneBKQ5byOBAFoivgtc72+U2RZTmcWcDwO8OMES1UoiTEvf+2L91rcgiDw8Y9/nOFozMt3j2huD9BkibmyfpqUXsAJY57bHdGdvTpyfzj2WakZLFZ0em7IF2/3ma/oyKcp41mW44YxAjlVQ8UJYnaHPls9B02W0BUJQ5XwopSbHYeqobLRer2JY3x6kOYrOisNky/cHeAEKRstk2kQczAKiNOc44nPBzabTIKYoRtRtzTKusThOKBpq6zVTfqziFkYEyYZUz/moaUKS1Wd7b7L+HSEXxIFuk7Ixx+aozMN+PODLmMvpl1WccMUTZa43ZlS0hUa6hodbtObuRiKxErNYKNRpy6f4T+8MOGJtSq3ujPyPOfR5SqrDYMwyVmsGmRZxnxFJ04MvrzdRzytLE28BMQh++Ehh2OPg7HP5fkSh2OPk8mQtYrIrFuhO864uGDy5bs91hsCmqQRpxlZmnEw9pkv63hxRs8J8aIUWRTwo0LvZCgSOTm2JrM/9HDCtAiMVSWGM5EklWmUZLwgZqMxz9HYpW7LmEIVP4KeP2N/4FJtL5HkMVVTZllr4mQRsuIwjYZUDZksM4iFAc919igrDbaGXd6zqBPHDmVT4H1nGjhRRFOvcuwecH14i6VymduDHrZeaMg2G/MkSY4TxixUDe5OJpRlFUX1mYUe5BK74y4VXWaiz7CVQktVUppkeUSYhpgYxFlMmqV4sUfP79E229iKTSqmdLwOn9//PCW9hC7p5HlO3+8D3EuqB0jyhFujW6yUVyippdedp32/zygYUTdeP212v5B4Lnma0lhZhTwnDgNkVUVWNALfJXAdBEm470TtXU+E3ik8aI09wDuJk8mbj49OvJjJaUTC9wtzFZ2TSQhvoENYrpuo8tvjvJHnObe7DvtD795jg9GAv/vRx/GcGbdu3eLcuXMA/IP/0/+ZH/+5/wpBKuIjoHB1XglMzrdtBEHgbtclyXLKukx2Oj0qkhPECf/rS8ccTnzatkrD0jmZ+qzWTcqmSrOk4UcpLx2OmK8YTP0YTSpIEBTEQxQgTjKOxj7LtdcfA1t7tV0pCQIrNYM0zei7EYYic3GuRJimaJKEoUnc6jpcWiwRp0UF63DsU9IlNEXgTNNEEsENUpI8pzMNuH48ZRokVA2Z40nIesNivWVxPPZAEDke+9QsidVmhhOkpJmEqSp85kaPn3pikXPlh3nvUowThYycnE5XZ0jCxy/PI5CjiAJLNZOtnsNnbvUwFAknTHhirYYmCtwcuViaghelBHFClqvEwoidvsNcpdBXZcDxxEeRRPanJzy1WaEfbPPlg4y7UwdfNKlqNucW5ulOQ0DACRPOqDKGKqFKhcjajwsXb10RWazaOEGKIErUTYtJ6LFQMTkae5yfXyXIx/jCmLa+jFIdIQoyeWKyO3RQNYGzjUWEzOR46rJUMZivQpqGDIMeXuIT5h5z5RrH0xBDKuOnLqBiaxIv9U5ol3RePh4iSSJyI2Zv1mep1CDKfMqGjCzldNweT86t4Ho6B9MBbqBQ0hR0USLKp4zcjKqZs1KtMQ5G1A0bRVDxkzGKPiHOyrhBTNOyaektjrwjun6XnJwkTRBUgevD6yxZS1wfXqeu16loFdpmmwPngM3KJrqs34va8GOflBQncr6JCOXkTKPpO0aEwsDHnmsj3ZY5unUd1TBRNI3I85BkFatSRVF1kvtcgHhAhN4EDypCD/BOIkje/LwrRMvf33yhuqVxeanMVs/BC1NyQJUFVmoWq7W3z7l25EW8dHuX29de4j0//FEATMvm8uPv4Xh/lzs7e5w7d44gSumEIsIbmEQeDDyaVvHFOfYiRAG2+g5RnCNLcHmxzGdu9ek7AXNlAwSBr++PGfsRSZpzbl6kO01QJRFJFFFEgXNti54Tk+dFdIUXJsxXDMZeRJLlhEmCKhdEVFMKI8VXIIkCWQ6iIFA1FYI4YxbG1EwNP064djSjOw1ZrOp0ZgF5XhxbU5WYBTE3j4eUDYVnd0fUDAUQiLOMzZbF5aUqTdvHUEX2Bi7bXsKVxTLvOSuxO93hziRm6MZYmsp5c4WSqbE98Bg4ETvXXBYqJhVDpqTJrDRM/vxGh8dWquiKyO+/cIyuSsjAasNiq+twq+PwoxfbXD+ZEcTZPV8lhIxp5BJnOZoskWU50ql2SpZEarbCoXuDIJYQhZy6pRYGjqJDpdRlOG2xWjcZOCG9qY+tyRiqzNCNKGkyIzdivWFRNmScMGHqpZxtrbM73UKTRR5ZqrI/9lCkEmcqC8xGq6j5JpnsMA3HrFVt6kaJSdRhFI5p1QIUNebEd9geHXNxrkmWiyiGTs8dkuUCIzejZIgosoQhKwhCWLS80jJtpcHuuM8oCJDEIedqa2zUlujOJsgYnMymuF7KyIuo6DEPtzd58ahPpaGTVopJqUq+QU/rYGkatwZbzFsLLFirbHVdnOh5DOMyc/Yc0+jVNANN1tiebDNnzOHGbkGOsoQ4jRn6Q0pKiSPniLPVsyDwutyxNxJTQ+FM/U4hT1KENCP0PYxyhdBz8KdjRFmh0mrTXFkn8oM3Wfn3Dw+I0JvgQUXoAd5JlHX5TWMlRIF7lYrvJ9plncZpjEKWFy2Kb9fV+tvFs19/ib/z0adRVY3f/Y8vYliFN8o//m9/B6tU5vx8cUc78CLi5I0vjznQm4XossjV4wlf2xkxOT128uno++HYp2woaLKEJIj33k/PCSlNZO72PSTg8nKF5/fHxFlGd1q01zZbNqYmUskLzyFLLabJ8jynpMtcWCi/TsAuCMWiyqZCGGdYWk7dVOg7EbIoUjVkaqbCra7D0I1YrhqokoStK+iKxM7QJ0wzBARESSBNCwdtTZH5jze6hGnKlaUqj63VeHZ7hG1FPLt9A1mGslyIib045mpvm3NLZ0ijMieTAFtTGLkhYzeiVVYRRTg/V8IJUw6GPj0nRJNFWiWVwawgfFvHU5I0o2VrXJiT+eLdARsti8EsRrVVWiWNsq6w3rSI0pS6pTJyYoxqyiwoiGhJU3HCGC/KcIKApASbi3P4vsBC1SgcuiWoGBW6s4DeLGKr69CbBXz0YhsniKnbOnmo8+GNy7j5DlvjQ0o2nK2t01DWudWdYGgZQi5z1KuwXKlQKxlEQpfP7W+BAOfaOo4zoWRkNPVFbnUGqIpImGREWUxJ1yFTOd9YoqyVCdKALIOKplFWa2xPxvSc4jwbByHNrIGtiEwln1EQ0LRr6KqBJuc09BV+eKNCJk7ZcTp0JzPmzDn+N+d+nGk84lL1AqqkcTBI2ervUzGrHDqHVPQK8/Z8IYhPYyRBQpVUBv6ArckWOTmREaFKKrvTXWRRxk99JuGEC7ULVLQKsiojImLKr79hERHRE5GKB0k2QqpUEMT766lslMt07t4mjUIi38N3HPIkQUgSJt0OqmXRWj/zoDX2AH/FELkwPQa3B4IIdhtKi6DcXx+Jdxvmyjonpxqdb0SrrFPS78/khyQWItO3C1tbW+zs7fPIU+9j6sVEpQVaCytUazWGvWOWrLMA2OVXbj6KA5B+QwXsFZ1MkmVkORyNfWRR4LndEWM/gTwnyaFWUhg4AX6UslIzUCQI4gw3TBh5EXGaU9YVLFXCUGVuHc9AgJImY+kySZJx9WTCcsWkYspcmi+dOnKLBakxFSRBIEkL48PuLOBuz2Fn6BKnOYYicjjymfgxNUthvWEz9SOmYYImSzy90UAWRbrTgGd2hjy6XEWVwNZkqqaCG6ZYmsyybTB0Ao6nAXVTpmaoPLczoqLLjKIOQz+kZirMwiLDy4tSmrZBxzvmjN1kFiYsVQwqVR0/SlltmOiSxN2By9mmxa3OFEkU0CSRs/MSbnJCEk15bLOMLmR4QYIXpvz0Eyts9R0ORj6PVJqMvClhklI1FfxIpKJB29ZZrmscjULiLEOVRY66wb0JvSTzWbNT6hWdDFioGARxiiKLrDUMtgceTVtFlkRmfkLN0nh+f8xTGxa3B4foqsSytU6SiiiCxJdOPsPM07FDk5IhU6nlzFfPc3N4zIsnQy40L+BlY2BK06ixUV/geDbiQmuFA2cXS5IZOyOqhs5SaYEl/QL9icB6aZMo2mXmWkSeT9ksMZUDgihjtTyH48nMYg9VEXmovEgcW4gIVIwSXWeArkZM0gGqnPPe5U2WrTVuT69ye7TN0B9Q0mxWjEf4W488jpeO0CWjGHUXVZzYQRM1VElla7LFJJzgRi4CAmbZ5LmT57BUiyV7iTANCdKAF3ovsFpeRRREzlTOYEivBiqrSJjHY4yBh6hF+IKIaFlomxvIjcbb9vf9VpAUjSgIcKdjAmeGqmkIhkmepSRxTGfrNpc/9KOID4jQA/yVQTCFo69D/Ko+BH8I0yNYfBzUd2944PcbDVvj3FyJuz3nnhBXoIjNOP8t0tbfzfjd/+l/4e/89H/G4toGv/pv/whblykbCr/0m/8e1SpRalpIQiHOlgWYhQm3Og6HowBdEVEkiNOCAPlRyt7QxQlTnCChaSss1UwUSQISEARkoRAxN22FNM8L7crIZ+RFp6PkEWme48Up3WnIIysVbpwELFV1kixDEOB2z4EcoiTlw402u4NCtOtFCZIocDxR+MKdPrIg0vdCdFlCkwUWKzo3jmdsd30WKgamJiEJAm6YYKgSgigwcly8MGNvOCPOcsZexMTv8Z61GroqslAxuHE8Za1h4kcZLx6O0WWRi/MVOlOPkqYwVzHYdsdcmi8x8iJGfkRFL9qEdVMhTXMEsdAU+XHKwIkwFAly+Mr2kDjN+NC5Bue8En6cstjweO7kJcZ+xCyI2R6dsFQ1+eDqFV7cgYORx9iNeOqMhapPOV9S2Z/toEsmZxptolDBlGxUTLx4F1uTCyfzlsX1zgwJgYETIktKYRUgifzJ1Q5bPYeLCzbkAqosUdJltnozlqoG86bKB8/WMK0RgRuR5xKqBJo6Zs/fBtXjQn2J0dhm5icEccq1wTXW6lUEMWN7EDBvN5mrNhmGHWahzzg+Ic8TGmaZqr6AKEgs2Yssm2u4ocd4pjJJFTYql3hueoyXepxpzjHwp3x4/WGOvX0ORzEjL0dEoDxvQA6Xmxc4mAxRLI8v7L9AyARDEdEkFScZsTs5YBZ5JHlMlIc01D5xOEYUcl7sOniJy/naeZbMwg/ISzyiJKKqV5lFMwzZwIs9GmYDUzZZspaQRIme2wMRMjLOVs8iICBLMpqskSQJlZMZRs+nrjeK1liekzkO/rVrmI8+ilQu35drQJ5nyIqMJCuIskwSFm7toighCiKaVSKOYvLvIA3i7cADIvQmeKARug8Y3n09CXoF4RTGu9C+dP/X9L0gz4u1JzFoNij6W//Ot8BK3aRlawy8iCwrUr/vp5Hh94I8z3nuuecQRZHHH3+cWRBT3XwU0y5RaS8xHI0IShUGbsh8q8HAjdgbetgLZQTgdt8FYL1h0XdCJl4xZXVuzkaWBG51piSn18oky4hPna8tVaJmKkz8mCwHJ0gotWWWayZxljF2Y7w4RUSgaqpESXov9dwNE0xVxA0TbE3n+HTazA0TGlZhI/CZrQFJlrNQ1ambKteOEiZ+TFlXuN1xSE7Tzt+zXsONE862S2y2TXpOxBdvD/DTDFUSeM96nYcWSzyzPaJe0mgYCntiMR03cmMmw4iWpdEua/SmIVGecWHOZqlmUtJk/uTaCUGSYRkS8yWLqycuc2W9GPknZ6NeQlNEgjinrhuYakicZgRxSrWsczjyeGSlQpLm3O17lA2FKPe5ObpLzVJOtVYCOWAoIl8/ucFq/TK7/ZCNtkI/uUO3P+NMrcSKvYksR2iiyHr9DCNHJhFGWEZEw1LZ66ekWc7DCxXcKKFhlpAym+WayaefPyRIMnRZYL5s8IU7AxqWiq6YfPRSBSfr0vHv0q6kzIQxti0wDHvcmvo8tnCOk/6III45nN6gpZ5h5te4NFdmHLr03DG6rFIxRCQpomZWicSM6/1t1qtNUmIOnC4TP+ajKx/GjVK+dnCAJku0lfPUpHm2Oj6X6g8hyxnLlsHZxhzH/jZHsz5dL2apUqWpLnPzQKZu6Riiz2KpwRdPnkNTBHTJQBREqnqZ53vPIAgimixhiRqL1gJb01sEUcaH154iFxUM2WDoD6nqVa4PrtP3+1wdXkVCYrO6yWZ1k6+cfKXwFDLnUESFklqiYTaQRZmSXGLemifNU9I8ZdVepYpBuPU8ovEGld04Ie507hsRyrKUcnueNEmQZIU8y8jiIvZFNXSWzl8ijQLy/AERelfggUbo+4zIK9phb4bpCTTPg/juzMz5Jjg96F6HwR3wx6AYMH8FFh8rSBFAloE3gCQEWQOzAW/Ro9dViSXV+JbPuZ8I45T+acq5qUk0LO0Ng11//dd/nX/4D/8hP/7jP84f/MEfcDQOkDSL3/n9L9MNX/1M81wgSBJaZZUbRzPIixT3/bHHUsWgOwvoTovKTZJm7PRd/DglzwvjQVUWMVUdL8qQZU5bXTK2VvjwSKKIqUlcXiwxdE9H6nO423d4eLHMSsPk1rFDtWmxVrfYH7hMooSVuklJl/HiDDdKaZdF7nSKMFUoqnN+lPDc/pi6qeJFhaDcDRNunEwLg0VNwYtTnt2d4EcxQZKiy4Wz9P7Q40zDonGqsfHTDEUSOTdXojsNieKckZ+QJhmiJJCnOWsLNi/sDqlYGkM3plHSuHY4473n6qzUCzHzfEXHj1NmYcL2MKSu1Xi8VaFTnmIbGbIISVZUuBqWytCNuX48Y6mis9LO2NuNsHSRy0tljiY+i2WDmqVw9WBKcz6G3GK57XCw57PRsHCjCE1VmboiYycnrR6zM5oSxgmCFLA/3UdEZb2yQRRnDJ2MS7V1ntmakK2L1CyVo5GPqSlkWc6l+TLHEx9B9Dn0j9jqT6hYCXf29wnosVSuUNNLjKMRt4fbKILKJAkxFBlLTzBVhwN3QNmQOddYQVNH3B7tkWcRw7hNoyRypnGBgT+E3Kbui4xCj5NpwEpplYcaZbrTgCcXL/ClOw4t+zrj5ACVlOsTn7PiAjWtQp4pWMqUnuMy9G5imHPYxiId/4hmeY5R1CdIQlQ5p2nZqLJMzx8gCwrL5QUmoYOXukyiHrZSxYld1qsL2KpNmIQ823mW1dIqs2jG5cZlOm4HWZS5NrjG2B9T0SrEWczWeIssz3i0/Shdr4tkSsiCfG+cfhSOaObytxyuSMeTt+368FbI0gQBkYXN8xzeeJlMkpBlGVFWqC0skeYJoqKQx2+sj/x+4QEReoB3BlnyqlXxGyFPi+f8IBAhbwhHz0P/BiRBQXQSD7Y/A14fzn0M0gQ6V4uKkSCAIIFiQusiWO/MKOt3ipNJwK3OlOg1ouWSIXNxzubZL32eM2fOsLFRuOF+4hM/xj/+x/8YUbe5ejjmTtdBkSRUy4bw9f5ITpigKRIlQ6Zd1hi5MS1bx41SDg8mzFeKtoMoclrpyTkc+2y0bBYqetFyilOSJOWhxRLHk4DOJMRQJSRRYG/oUjM1zrZt/FOvGksvEtGf3RnhhgmLFQNJAktXMHI4Gnl0pkUVZe20ZTf2Y6ZBjCgKmIrEdt9j7MXkWc5my2bsJ2R50brbH7k8tVY/1SFltGyFiqnSdyLCOKVd1lmsGnSdkIORR5YX4bI3jqdM/IjVRiEa13SZqqFw42TK1cMJFVNBl0UalkqW5QzdiJlbw9KqXD/Zo6IrrLeKnDBNVNmsneHPrvfpOxFHYw9JFJBFgf/k4XniJOer20OSLCNJMhZbMQ8tlrndmdGZhrRtjaOJz/bAoWFpIKZsNCxe6lzHUCX6boQfF55Fe0OPpZrNX2x/jaq6yOEo4ly7xGbVxks9omzKk0tPkngJhwORzbZFzwk5HgdMg4T5ioYTB7SbPpnWRy7NiAgxNYlZMmLoxdTLKm46Iw0yHB88Lafvj4hilaVSmZghbiwSxQZ+IrFamzATtlhpalS1Jm7e4frJLhXN5FztHJ1Zl9XGOmdZ48TtcjQbcuskZL5qYKkSH3pIo+Ms4CZlZvGAWTKhaZbp+j2+uHcbWQRbLybdGsaIQZhxealGlHksl5v0/SFpHpMQQJYiCoCQIiBR1+s4kUdGhiJlpATsTvc5dA4ZBkP8xKeslhlFhdv0nDlXCKWziEfaj3AwO2AcjrFVGy/22JvtUVEq6LJOP+hTVsv3Jsxy6VvfbAnK/aMBIiLj40PMapX60uqrYu0c3PGQUquNWSoXEyH3EQ+I0AO8M1CtonUUuW+8XSsVVZN3O7IMOtfh4Kvg9ov3ZbcgiSANiwpR41yhfYocEGTwB4UOSlSL/ysrkGcF8ZMVkE7ftyQXAnKjBla7+PkV+GMIJsV2s1687muR56dtRwEkpVinrJ6ONH3nmPox14+npN+g3p75CZ/6+f+c/+V/+O/45V/+ZX7913+dLMvJqwv87mdfxrJLDNyYzjQkTDLaZe11cR0AQZiT6DmqVFSYRm5xN+hHCU6YEqcpAgK9WYRAhiYXI9VZlnPjeEqc5vSdAFNVUBUBQ5ZYqRtEaZEjdmW5wk7f48bRjCBJMBWFPM+pGAoVvfDGmfghUzdkqWJwuzujXdY5nARIkogowFLdZOs0EDXLMtI8J8tzkrSo3NQshc40ZL6iFdqcvCCOLx1OqJkKq41C76ZLIqooIpJzNPY4ngQM3RhDEem7Id1pSNVQUEQRTZHozgJksXD9HrgRtqayVNO4tFjm2Z0hyzWTsZeSOS2eWigjKzM0JWdj9Qx5XOLmSWHOqEi8bsRfFgVGXoylyZiqRJJlqLLF9f0JoigQhCl5nrE39NBliYquIOUaCCkNW2ZvHHLteMojSxU606BwvxYDEBMMVaCiqwzcCHKVHIsoydmVIzoTqJspixWNcZASJqci6abCnnOL67sTNptlev4JI89DElRyMSg0XoJJnIzxwzGX2qt4ccBiuVT4/0QxO5Mp81aVkgGLZY1x1KEXHnC5cZGef8C14csI5MSZRducw0s9dqY7XKoZ9KYBuR4TxCmLJYt+eMCfbX8NU8uRBZWzrRazyYTdyQlhPmKxqjB2U4ZORMlQaJYksnzILMoZhD55niLLEXGUoQgG42hKTa/hxS6SIOFGAXWzTD0tAzlpmpMTIqIx8Af4iY+XeJSVMnpVhxx2JjuMwhElpUSap0iihB8XzzucHVJr1jhwDhgFI56cf5KcHE3SkCsVRNsic974Wiu32t/VNeG7QZYmJElEd3eHSrPNbNDFn05RTYv64hKCIKKbNtmD9Pl3Bx5ohL7PECWorkH32jdvE0Sort7/NX036F6Hnc8VhIccghHMjopKj6QU1aHu1dM2mAyjXYhmRcUrnMHgdtEitNpFNUkxwaiCcdqObV2C8V6xvbYB0QQG2+B2i31olaINV12BxlnI0mIto91iPXFQkDCzDqWF4riWF4p9p3FBwL4NwtmdFWGncRTxpb/4Y554+kP3Jrue/OGP8Wd/+Hv3Yi5OpgFHowDLLkbf4ySjWdK423MZexElXWbqv1r6NjWROMswVRFDlamaMv4kvedoHSc5aZ4xC2Igp2FLrDcsdvousyilOw1YrhmMJz6mInGmZTEJIh5drnKn63L1cEYuQN1WaIkqf36jS46ACKiyxJWlMleWivfy/P6ICwtl4iTjPWs1LE0myTJuHc8I04zlmomtS5xMfFpljVsdB1sVMRQZRRGY+gn9WRG3sVY3Tx3AYeRGHI79wi06KFqB1/cnlHUZX5OIkgzijIqhnHrziOhyUXm6djRjqW5QNxUsTeazt4c8vGCzVre43XVI0gxVlni4vYoiS/zecwc0SxqSmHAw8hEFmCsbjP0IP8oQRbjdmaFrBSHM8pxpkHA80NAlgyQPEESBsqEwVy4cuJcrNRbLLY7HMWeb80zCXT58rkV8SjbdMCXOY0xFZ+oXsSB+kKErIlMv4cJ8iaWqwqEt8PSZJtMgBkFEkUQ0AUKhz9FsxMSPaVkx59cMuq5DnBW+PGmaEYQ687UaveCIY++Ew2mXJ+YvIUsSfW+MJqhYusxg5rBgn+GP9/6AJE+ZRENm0QhbNXFjlzANcSMHP5nhZwmHsx55ruEGMotVnb3JCde6MSUDslxjFod85eh5VFGiYTRAFBDEiLIhEmcCupLhJl3SPMNUljBFnbuOiyoZ6IZIWTXYnuzw4ZUP80LnBY6dLl4ccba2Rt/vMmfOIYj5PVfpht4gJydOYlRJpet1KatlmmaTltWibtRRRIUoKxypq3oVRVCIs5hbo1vMW/NIHYmyVqaqVPFjn7XlNtLtPfiG7zOp2URpt76bK993BVlVQRSIfY+TrVssnr9Ia32DyPMZHOyh2RFIQPSgNfauwAON0H1AdbWogox2ID3Vb8g61Ddf/bJ+N8MfFSSFU+OYV5Bn0L8NC49AOivIEBT/BxMIxkU7TRBg/6tFxWd4F9oPQezCeAeWnyq2j3eL4zG4U+xzvAe9a0XVqLwAogLlxaLiI4jQvQGHzwEZzDrFumrrMNqD5qx47cgpSJDbLY6/Xi1Iqf3mF8RXkuh/9T//O7zwzBf5P/7Xv8ZP/t1PAfDUBz/Ks1fvcG6pCXyzK3YO1EwFW5Nww5SVmokfFuZzmiJytmVzPAlolzW2ew4VQ0EUAmRRJM+LsfRCTO1ycaFM1ZC5fuxwOPYJ4pQky+nNAiqmQsNSKesylibx6a8fcTL1KekqT65WC7PCjsNi1SRJC/G5LAiESUp3FhKnKZIkcjzyMTWJVknjq9tDxn7EI8tV5ExgrqQgCiJbk4AzDZuVms5mu8TLR1OGbsRSzeRk7PPwYpkv3x1Ss1QkCYIopWlrmKrEs7sjZFHEixJEipR7RRKJkxxZEjgY+fSdEEuTGQdF1WboRFyYK/HVuyNyIWfoJahSQpbntMsaq3WTOM348taAVkVn4sZcWalyOC72Fac5rbKOpeYEceF4/bG1OrdPZqiyWAjUT3xWmpsE4gE9d4ofpViqxIVWGyFeZLcfcLfvshyrjL2EPM8xVQlbl7F0i6ouk2ZNbhzGKLKAIkLL1pHFooVmaSZPrul86W6PzVaJkRvx2EqV3syn691FEAQWKgrz9RRVzpCVGWmqosoaJT1BEKAzc2mW5nFCn7pRZeSIlJUatpTx/nMb9D0Xz3HoeSPCNEaVZeIsYhbPSNPCTNBPQiRRZhpGVDUNWUr50JmzHIx8FisWz+yNMGQVQzM4djv4jJkzG1xsrdDQqmzPdrjUWmNrtIOkHCPkIopgsVRa4PbgEFuqcKGxQdc9puuN2SivUdYqpCk83HyUOauDn3jUjTofsj7EgbPPjeENclJycppGk8v1y0RZxI3BDdI85dg9pqJVcGIHCYlBMCDNU/I8JyfnTPUMs3BGXasj5iKWYjGNp/zZ/p/RslrsG0s8ffEK1iQkHY8RFAW53UZptxGU+xfCmmc5sqRg15pY1Qr9/T2SKMQolTEqFeoLS8R++KA19gB/hSAI0NiE8lLxBS2IxZeyfP9Sh78nuP2CA5m1opLz2gm4LC6Ij2oWJCP2C32QJMPkoKjQ9G8WVaIkKMjT7BiMerGf8V5RDfKGxWPdawXpOXm5OG5ZVhBIe74gU4sJHL9QVKMQiuMY+4WwZnpUkJzjF2HxCRhuF9WqPAerVaSGekNYeBRKc/fewmw249Of/jR/7+/9vWLkGnj/R/8T9ne2EKXXREpIEpXyqyP94Ru4YqcZXJwr0ZmFRQyDLLLZtmnYKlma07BVDkYFgTqeBlSNwpHZj1KCJCFMUtYbNgcDl5ImM/Yi6pZKZxoyV1ZxgoT9oU+WwtGkIEiCKFAzi/2+dDRhuWbiRyllozBEPNMwudt3uXEwo2FprDcMjkY+F+ZLIOR89mYfRRZplXRKmoxmS/RnIWM/4v1nm1iKyM8+fYauW3gHzcKEhqVwad7mi1sDpkFClGXMlXRud10qhsx71xtIp+SraqjsjzweX62S53B3WmSbGZpExSze23bf5dJ8mQvzNr1ZQJgWE1hjP6ZiyHhxyjM7o2IaSSrG/Z9YqTK/UCJOU5ZrBu2yhhOmRElKRZc5mYa4YUpwKgrfG7iocjGuvz8I2GidZW0+Js1jDEVnvw8jN+FD5xVqpkpnnLJWuUA3OMBQYnqOy0a9xqXaGl8LbrPZCtEViTBOkSWBiqEw8ySe3YoYusVnnwH7I58LczarDQ1XNKjbGV7e5Vr/kA+UVrD0jK7bwVAXuDBv40Q+fppSlucI4g4mGhJltkdDylbKiTNlbzTDiQOcSGXOajHwB8iijCyqiIqEmknkQoIqKSRZiihIrFeX6IxS9kchfe8YP58wV1F4uXubOIsKCwDJ44tHn+F8/QK3hrexZZvN+gZnqmuQi9zp9dgZn7BYanA4HXB3OqWuNpnXW5SVBdzIYxI4dL0OlqogCSqKoHG2eoZxNMJSLCRRoGE0sGSLE+8EN3KxVZsojThxT9iobmCpFh2vw4K9wGcOPoMu67SMFifuCYqgsGgt0jbbPNt5thBKG02m0RQ/8snFnI9vfhxLOv82XgS/MyRxjFGuIKsKN7/4eZI4RBQlpmqP5soa02GfFbkYr7+feECEHuCdh6KDMv9Or+I7xysjnlazIHODLeA10xk5UDsDrfMFCRGloiIkyQVJisNCNP2KYCYJT38/L6o2CMXvHL1QiK5nJ6eTdlmhoRKkohUmqnD0XGFMiQiVBdh5sSBeTq8gQxd/AvQy7H4O/GmxpjQsWmi11aJqNLhTECNRJE1TLl26xOHhIQuNCk998Ec4HMN/+rf/Pn/jf/u/Q3pNOrSpSdRfk3tW1pV7FaRXECUpQZ7TmQRcWLBR5YJI7Q+LikWrpNGyFLpOyNAJuX08ZbVp8mNXFpj6CSM7ZLvvsdYsCJemSARRxnxZJUrzYiomF4iyjJKm4IQxg2lEw9JOM6GKqa+6XYzBW4ZEZxqyN/RO154zV9KLyI/DCY+tVJEkkEVo2hpXj6ZUDIVcAF2W6E1D8rJOZ1a4QL9nvYYsidiaxGduFuJkP07JspzEyjBUCT/KTqtVMl6UUjYlNmQLRRRwgvQ0YiJEk4qpLV12iukzXUaVRL66PUQSRRarBk5QiMbjJOEj51tULZWaqTBwYtwk5bmbPdolDQFQFYntnoMqi7iBQhinVHSJ5/fHPLlWY6GqMXJiSoaCLAkslE3SLGPqRtyZBNzpuTy9Uac3DdkdeEz8mL4jU9LX0KWcR5siji9x51DmbP0iXz++ysHII0pSdgYuDbPMpfo5OpOUME6QRQUhL473/tBHlmFl3qSXH7M3HNEqq9webjNntxEFgTD1aJZqrFbr5MxzMO1xsbGMmi3wlZ0+BjZ6HpPjU9d1wiTkYDLlfHsNS1Go6VXiLGRnuoOIwiOtR/GjEE2wKaslHM/m83eGnJ8rUTISVE3j9nCLhYrJNFAoGTnPdZ/HVDWywQ0ebT/GrdFNvnj0BWp6g5JcJSbhUmsFTbRJ0hQjiZCFnJIGupJS1eYIkjI5CXuzHR42zzLXi0i3XiA/eZEr7Xm8hsm22+E4P0aRFCRB4r2t9+LFHvPWPMezY9p2mxVrhSiLeO/8e4mSCEVSeHnwMsv2MhfqF9if7RPlEbZqo8oqWZbR9bsYikHf67NUWnq7roDfMQS5CNLde+l5FE3FrtcAgTzPmfZ7WLUaceAjvoXA++3GAyL0AA/w3UI79d5QjMLzSLVguAuJC0oJlp8sKjBGpdDq9G8WpCfPi169ViqIjHRaFRKlV6fkVLvQAMV+USnidIpOoPApcgevGk4qJoRC0SJL/EKzFEyL55cWTo0rn4eV90LvZvF8t/cq2fIHdKYxf/HCLn/n59dBLyPJOj/58Y/w55/5HMH+C1S7Fg8rdbaENk766mVDUwQuzpeQX3Phmq/odKZFdSfNcjrTkFkYo0oCXpyyPfCYLxvoisjIi9AVialfpK3f6szIclioG1iqwnbfYaVmcqMTkmavmB8GKLKIoYgM3YjbXadoowEDL+RD51uInogqyyR5jiiAKoIiFc7JSQppltFzInRVYuCGzJU0ntkdkiOgKSLdWUDZUCgbRTyHJom8eDjBVCTOz5W4PpowujvkA5sNGrbKl+4OmC8b/NCZOn6cUjaU07YF2GpxvDRZZOzH1C2VkiqT5hkrFY0oz8gQ8OOEWrvElaUKf3atMDK8050hiyLv36izUNFRZIk0zcgogl4t1WDgRewOXaZBzLn5MmmaEyYZOwOPjZZJWZc517bpzSKiNOWx1RqCIOAGCc/sDtlslZivaCzXTE4mAdc6UxRRwvFj5io6UVJ8prc6M64eT/ngZpPtocN230WTZc40TRYqKkmeM5wqxO4ZHp3LcaOA4RRGjsIfH034sSsLvLA/ZhYGzJdUHl+r8mfXOjRsA0NskIovsVg1yCWXE2dEkLk09SrnmqtkGRiiwe3JTaJE4M5oG1vtstJY52gIC3aZBUNnK9jDi1JaJYMgSfnIyke4ObrGgjnPRmWDg9kxL3evU9canG+s8lj7UV7ad6hZCre7Dk+u1vHiAyZeTssyWalI7M22EAWhIB26yonbZeBN0BUdN3ZpaA3ceEaKxzhyUDWf980/xt3xNm40ZG8WEiV7LJfnaBhVLhpPU97qkHgD3CygjMbB1stYJ2UWL6yxQx/ywkwxTmOO3CNuDm8iiRLDcEiSJVxqXKKqVjmKj2hpLS7XL7NUWuLO+A6TYELX75LmKU7s8FD9IeIsJs5iJuHkHSVCoiIzPNin0p7HGQ2Y9vuQZ+SAommQ5cRhjK7fX8uQB0ToTfBALP0AbwmrVeh7/FFBhloXCsFyEhbi5vX3v0ps6uuFn1DkgdMpqmDaJnRfLio6SlS0q0StIEmVlcJzyJqD6OVim1ErqjhJCGkAmQYIRZWpdREivxBvx0HRPot9cLpFJcioFK+FUBCkyKEoWeX0B2NWf/qXiJKU9z1+mfW1NZgd8c//7sMYP/80QmkeRJUWDpae0jXO4acCllroaAz1NZeRLKPBlEdKM+6MYj63n7EzClElEUUSWKwWo/C7A5fVuoEsCnhRws0TB0sTmfiFY/PXd8csVg2eXKvx+TsDJqcEwo0SkqzI+ErSjLEXoykScZIjiTBfNhg5IUmWo0oCeV50/nqziLWmRWcaIokCSxWNMMkY+zFpmmPrClcPp1iaiCyJnG1ZJEmGqcmkNtw4npFmULeKaagwyWlYCnGaUTMk6qbGzc6MtbqBrkgMRh6tkoauSAgizJd1bK0QWddMla2+y0bL4mDs4cWFO/Zq3aBmKmz1Zjy8VMOPEharBrIANVtjrWlzu+uQZznrTQtRyNnp+zhhzAfPtfjSnT6dUQACXJov88LBiJNJcSx+aK1Bxwko6zJ1S+XlowmQ8971Bu5pqO6/f3YfW5fZbNqkeRFrkqc55+Ys4iQnjAsRd5ikuEHh0SQJsDf0cKKUj11ssTv0aZdMru15THyZkq6QZRlLNeNenEmYpiiKxH946Zin1ut4UcxypYVVusTzJzfpRB1MRUYXTTYaS+yOj4kyF10xaNllXuzcZBr4DEKRs9WES8sX+NqdKcbyBmfLdQzhmLlajqFGfO3kJZxkSJZHtKw2i/Ycq6UVgiThcuMSn7l7nXP1s0zdlDT1kUSJsiGRTieMg5yKPk/drBNmEVEaYMolojRmubSEKBbTjKqoYig6L/VfZrO2xiSc8fnDLzAJZqxX15BEkU5wwI5zmyvtc9SHCp+/+x+xFZuz1U1m0YyN2iZe7FCe6YhLGxiywcHsgIbR4JnuM+TkmKLJw82HSUjwk2KtDzce5vb4NsNwyJF7RFWrokgKKSmKVBz7A+eAtfIauqQjCve30vKNyMKYPE2IowhBlFBUjSxLkVUVWdUYnRxxQVdJkxhZu39Tww+I0JvggVj6Ad4SkgzzjxQiZqdTVHBkrRCBN859sweS1Sw8hYS8mPzyR8XvT46LKo0gQOjA2tPgTwrykicFqYr9QucTjECxispPmoBeKYTmjc2i/WbUi9cZ7xWtN1ku9mu3izZYdY07JxOuvniNv/HEAlhtmu0GH7q8xCyR6HeOWFfHMDvBJAcqMD4o9EeajanXWV9IYf7hgkc5+0X7LXKL9z47ATKESIauw+VUZ2npPL1YZxxEXD+Z8tBCGUMRidMcU5O4fjzFCWMMRS2SzSm8eAQEFFEgTgsnZzdIMFWZtYbJ0ImwbQ1BKHyCoqRIOL+0UOJPrnUwVZnVukFnGjJ0Q+bLBlmWc2HO4k7PZeBGRElKnGQ8tFimNysIQ9+JOT9nUzVU5ssmPTdkGiYoMuipSNXSGLthIbqNM2ZRzI2Ow8WFEl6c4EQpFUOmYlSwVIk4z3CDFF0RmfkxH394nhf2x2iySJZDmGSkacZCxWBv5JOk8Nz+mNW6wWLFuEes/vxGpwh7zSBKc/ww5tHVGlkGJaNMEKWsNyxudh2WKhqSJHBpsYwsiERpyhe3e3hRhiqJXF4scTINcfyYlbrFVs8hy3I0WcZUFdyoyGHrTCIqpkwtUVksa7TKGmM/ojcrBhsEAYI0YxYkNG2NW12H5/fGPLRYZqFi4EYJxxO/mKhLMo4nhfbraJrQdwpCeuN4Ss1SkQUFMpP1ygZzeYk4SYiSlN1hH0OTGHkzapZFz+syb7dxo33iLOVg1uVctc1PPvweTvoWJnXONlKe7z3Lxfl5el4PWc6RRYXbg11s1UASFZbtFQ6mPeZKJa4PbmBYVS4stnju6AYVQ6GmlSkbGtNoSFkziI0akiCzUV3n+vAGe9M9bNVg3p7HSSaUVYv23GUkQUEWZfpejGYucWdwxJMLD1HWVKq6QhoHBN0BeZ7T83uslJeJ0pjd8S5zVptkMGR57Qrb4RF1vc7N0U1qao3N8iZ1o87LvZeJsoiWWkfzAxRB4OPNp3nOv82N8Q1KaokkS1BFFVmUEUURP/YRBZG6Xqem1+7nFfKbIIgierlKnqVEgYckK8iSShrHhJ6LXT9HLklkDyI2HuABfoCgmrD4aEFgkrCo9Hyjp89rodlw7q9D7TaM9otR+sZ5Ct1PGdRSoekRxKJdNjmApaeKak7kFBNk0+NiP9Yc1M+AcwJX/78giTDZhygoKlBGvdAW6dWCrAjwzK0j3vtf/xEVQ+b4X/4khnMC6QG/96s/jqlk0PsjeCkBxS7IzsnzEDjFfo1KMa7/ij+SNypeO8+KitVgC7KUvHYGRa5Qo4QXuTRm1zkSL9Kdpjhh8eXYKulARM0sdEGGLOGECXvDQkyrSkW1oeuE5FnG8chnvWUTJQWxeOpMjZcOJ5iqwFrDJIiL+Ijn9kYIwNSLqC9XmPlFuKkoCizVTOIkoV3SaFgamiJxOPLozwr/npIu07RVTFXm2vGMjBxblYnSjOWqiRPELFY0jsce0yBBlURERLa6Li8cTPjhcy3aJY2L8yVeOBjjRxkC0HdCQOCRlTL9aYipypiKTJymZHmRrbbTL+I5Bm7ISt1g4ERcnC+TkbPVLUTUXpTQKhWJ72Ga8bXdMaoksLU3RhIFPniuyXzFYOSF3O27VHSZalnl5kmRLL9Y0fnwhTaOF7FU0WksVSgbhQv3LEhRJYH+LEQRNZIMBm5EnKWosoQkSchCxnrD4nBcGGIKQuEjNVfSySmy0oTTjDhLkbE1GRCY+jFOmNEq6eR5xmMrNa6fTDieBCyUNSRJ5OWjGautOmE05NAbEyQhaSZQMQXEJKGm1dkfdwgzl7LS5lztAnGSUtJKtLQVoiymaqocDCPOr1g8sbQBYowqa8yi/z97fx5t2X1X96Kf1a+9dt+dvqlTdapRlaqkkizJxrIsN1gYxxhC40uMwZgwEuKExyCXvJDcwID3YsaF5MJ99wYI4V2akBtzuQ+SYAjGGDAGt5IllVSlKlV/6vRn983qm/fHd5dKrW3JkiXj+o5Ro87Ze+21fmudc/aae37nd84hu4Mu85USW+NdgiQgy0ApJwzDgLbvoSs+W+4V+kHIifkTWF6VQdRh1+uy7cYslRYljZ6YPXeHIPHIwphsmNF0mmyONpktzHCifoI0Szk12mHOWeTk1FEyQnKGgaVbuN6YNEnIGw5xFnO5d5lD1YM82TuPqeo4eo6r420SNeFo4yhf3PkiYRwSpiFPdp5kQatxHwfRLm6SRQFawaC1c477G4ssTDVx1YQ4ixlGQ4JEAHvBLNDMNTlYPSjj/69iaYZOsd7ALpYI3DGRL3Eaqq5jOnlmDx1msLuNfuLk13RdLxoI3X///Xzwgx/ku7/7u8nlXjvW/zfrZr3iNWrBcAP8IRgWFOdEg6OqAkyswpffBwhQmrsdGochDYURGm7JpFmWAJn8bzgTr58RlBdkwswfgNMQ4OHUhYnZOiVO1u0NEUG7bfD7ZLMneWhtRL+7ydvuKsLMbdw5/iQHphwOzlXZG6csWSOo7sfBh8uflbubZkHzKGw9ImP99VWZ6sti0TRd/WuYvUNMHQfXJqLwRWnrKRHpzuOoWNTMKoOgRGw3mKnM0s9XcUyN8zsj9gYBKHDnUpWjM8VJNMUQP05pjQIKlk53HKJrKnPlHC03YOBFFC2dY/MlmkUbbUFlvevSdSP2hj7nd0b4cUIlZ3B4qUotbzAOTE4uVQDRKl3tjHHDhMVaQsEyyBBWRtdV0iwjb2q03RBbU5ku21zcGXLbcpVzW0OOzJQYBhGqomBqEg8x9CNQFUZBwt4woOsGkzXbXNwb0xlFnFyqYqoKuyOfet7iyiRIt1myudZxqTgGtqkjHkkmJdugnjc4OJXnzNaQy21XdFR+xMCLyYCeG00CZU3SDPrjkD87s8P+ZoG+F3HbQpU4jmm5ocSQGBq1vMmpax3ytokXJuxtj5gqmGiqSpSEdCb5Yl0vmuR9qZi6xsAL0VRxAC/ldO5eqfHotT6KAiU7YeSHWLrFE1sj7lqpsdEdszeQoNfzeyOuRwZXcjrDQMbgj0yXmCrkWKw5XN4bst33WajZLNYKjLSUc61tklRhKbfCvvIUX9x+ghgPW7MJk4D1wTZpqhDFGmUtwk36HG/sx40DLg6eZHfcwjA94iRlz21TsAr4sY8Xu9i6iWOa7I7auLGPY1k4ms3GqE3J0dgYX6bulFgfrtP1h6hqzEHDQlUU3NCj4dQpWQUURSVJpU01nW8yisacH1ykkavzTQt3E0UxmqZyobfGtdEalmbRyDXJ1/ZhjvcwNYsgDYnSiMOVQ0wXpokdk6CWp5i4XO5e5p7cESJvjJIYqF6e5vqIwWc/QkGR1+r1Bm4uwTlmMRvkyI4d5Op4jTfMvoEdd4dhOGRfcR9vmn8TC4UFkjRBV189/kPJFJxyGadUQkEhCnySKMAulJnat0Ln2jWcUvVrnqf4oq/InXfeyT/7Z/+Mf/JP/gnf8z3fww/90A/x+te//pVY2826Wa+d6q7B3hM3JsXCoYzPez0RSn+ZzLDnLTMH5CR6I/Gf+3waCwjxugKABhsCcjJFYjkMR5gipyKtsv6GMECTSbT//Cef4X2/cZZjszkee9tbUEYt1P1v5rFfWCFn20AGc28R36HxrrT0xm2wJoxW5+Izx/THOyLU7l8Txmi0K4AucsX/yM5DmqBYZSyrQjZs4WQaG3vrHGi0eGRY4mrHxTZU8pZOkmasdV1qeRMU0DUVXYFSzmDoReQMHUtX+eJah3edmGOz71PO6Zi6hqVrLNYcgjjBi1JqjsndKzXcMEFTFG6ZLZAmKUdnS1xsjRj4ycTLyCCIUqI4o1jWePDKkPtWGziWRpSIWPu6yLk9ClluFvCCmNuXqrRHPl6QcHC6QBCluFEMGXTHASfmSwz9mIVaDj9MuNxyGXgx5fwNsfVa18XUNRIUSo5BnKYUbEM8jOKUgq1TsAzObQ+5//AUw0A8hOarDj1XRtKrjsGl1pipgoWuKaBA15VWlaaJMWWcZoyDiFtmy8Q7ffKWwVw1x6XdETMli+2uh2Gq3LFY4aOPbvG2o1M0ixZDv4OuKbRHIaamcttihfM7QypFm0utMXPlHOWcgWNpKIhpYhSn7KsXuNoe45gqeUtjpVHgzOaAthtQtHSmiia3zJZoj0LWOh4XdkccaOQ5s9knThKiNGOmrPHIzhk2BgPefOhWlvct0PPHpJlKwSwxVShxvtemNUrJ8CnbBlW7ShgbhKHJds9j3N/jmnuG/dNybYfukHq+yfpwg3LOJsWnZDvUrRpJEqGoBuN4QJap3DK1Sqb06IUjNEXl81sPE8cZM848tVyeulXjof4jzBdmWCwu8PDuIwzCIZZmYKgGzXyDKWeaJzpn0VBISCgaRT557S9YKa9I4jsKe+4urep+nN08uqqT03JYmoWpGniJx3o+5jNbjzCtlFncSdDSMZe7F7ijfhtGe0DuWhs3VenHPZI0ha0RtYX9RJevsD6lotUztujSDbssFBa4d/5eHMUmbXdYu7aFouuUmvPMTh/AehWc++1iAbbAsB1AIZcW0CwLFIX1s2eIAp/9r7sHtz+g1Gh8zdb1ooHQv/23/5af//mf56Mf/Si/8Ru/wX333cfq6iof/OAHef/738/09PSX38nNullfTxV6ogN6vkTk/jXR7hS+Cpv6F3xDyoQFWrkP+mtwoSVskFUSHVC+KYxMb520ssKfPzmmOupz56EZMAt86z0+1d+7wokjq7heRD5nQvcSOW8XrBWJ+uhdFaE3qbA/qs5TwV61A8JyJZGAr9bZCchCjl1fhZ2zwmqRCmtkFFCdKln3InauzlylztYgQo+HxJG0JKp5EVjbhjqJygBVURh6MUGSok0+DR6ZK+JHMbWiRZylHJwusDeUaAc/SrhjucLB6QJelFK0DZI0JUnFn6czDul5EZau0fNi6gWT2ZJN0TZwTGF/DEXh5FKFzb4n01wFk1PrAxxLZ1+9QM8N0RSFjb7Pxb0xdy5XuX2xQnsUgKLw5M6Y9c6IW2ZKzFZynFrvc2lvRMk2SDMxR1zruLhhwj37qsxVcjy63uPEQpWBF6KiYOkKqiLtMdvQyZki1rZNjb1RSJqBgsSBTJd0lqoySYaiYBowcGOiJEVXFfYGAWXbYKGSo5jTCVPJcAv9mJmixYm5ElXHYGcY0B6H0k47VOf87og3rTaZq9joqkq9YKEpCq2hz+pUkUbB5OLuiCRLWajYxBl8+8k5Nro+D17p8OTukFLOZLYshpj7GwXefKiBZci13+i6fPLcHuMwIUlTjswIa/WGA3WW6zke2xjiZz3W+12aRZtPnd/DiyJmygrNMpze7HLX/JtxA43A38RQdIpakancFBW7zLVOi4XGNNNOwnBThcRkoxswWy0zCHZ58/Lr2RhdZXO8R5RE1J06tmayNd7FjyL6gUeU+KiqynS+wiASw8tBMiQae3R8m6XyLA27ztrgGpaWY6W0n2E0YByNsDSLQ+VD7Hl7ePGYOI1oOk123B0MzSRnONhaDk1VqdpVHk+u8Yajt7LQ8rH8jCgN8Q0YzRT5+ODTmJpOY0el122TLy6wUltFbfdJuwPUvTbFfIn+oAcoZGlC3G2DreNkZTqDNpWpGo+1H6PjdyhlFnNbIReHIxq5BpZm4148T7S6x8qtb0TXvrbskG4a+MMhuq7R7bRx+x3iKCbyfPL1GgtHjuKNhiRfD+nzmqbxnve8h/e85z3s7e3x7//9v+df/at/xb/4F/+Cb/3Wb+VHf/RHeetb3/pyr/Vm3axXtpJI2Jfsul5nMp7utic3++erTEbRvxogVJgRduX5yipIW8xrw+Jdz3xONUQH1N/gZ3/3c/zMRz7Ht9+1yB8cWYI0oTKzxOYf/SL2tb+EqAV+QUTd4z2ZVIvGMmGGKm02ryd6osK0mDB2LgCKHKN2AMrLQCKeSWYezvwXuWZzJ2SibbgFnStiyujUUXdOUSzsceLQmzjr61T1iLBoM12ysHRxUrZ0YREqms5iLUffj7F0hZJtMg4idoYBNcfE0jXWOx6KAjlDpe2G/OnpXQo5jaMzReIkIwZMTWHox5iGRpRmHJ8vs9LIMwzEcNGPElabRQ5OFcjbGk9sD8kyKNgGjiEsSBAl9NwAy9A4uz2k6pgUbB0/TkkSCSo1dWlV3bZQYaPn0x6H8nyqsDcY0ShYzFRs6nmTnWGAbeocKtq0hgEVe6LLCWJ6XshCzSFOMmZLNh034K1Hpjiz0cfQNMZhhKVpuHHMdMnCtkRknTNUVqcKdEcTW4EwwdRVlusO9bzBJ59s8foDNaqOgaaobPY91toejYJJwZZIj7Wuz0bXpVEw2ei5lGydmbLN1iBgre1Ssg1GfsS11hjL1PjspQ5+nHDXUp3tQcD53QHTZZsky+h7Eed3RqL5mThK/+mZbcIkpe/FBElCnKTU8xZTJZtT17rMVx2+cLlDkimszimsj3S8MMGLErJMZa2VkiQWmqryWTdkJn8f5M8xDFwON2tsDtfpBwNs2yTJSlwanMYyDdY7PvcsHiHveKhqjb/Z+mtsQ6WZa5JmcLl7hcP1gwzDASWzxDgUbVPBclgfXkPXwNCgYOnM5xfImRZJkrDlruPHAVNOk4u9i0RpSJLFaGhcHaxRs6pM56cJ05Brg3V0VWPKmWIUjnj78ttYH66z6+2SkrKZ86keP8pWe4OSWaSneTzePoNt2iyGJdp7TzLrzDIMh2imjT8a0FQssiRFjROyTMyXVUUni0KUNEXPxHfM0AzminPsK+4jvHCRq+0+VauKispMfpY0iWk9+RjV2jyNxdWX/r71EioYjfGHQ/zxGCvvUKzXSaMYVJU0S4lDac+qXyqQ+xWorwoOfv7zn+c3fuM3+M//+T8zNTXFBz7wAba2tnj3u9/Nj/zIj/Bv/s2/ebnWebNu1itb/XVoXZAWEwjIqCwJ65F9GQuF9KvMxSnOCgDrX3vm47p1o+32tDeGIIz4wz//HHfcepD9zRXwunz3Wwr80h8+wlK9QGbmUApzMH0Uu78m2h6rKEaK45bEmKiqALAUmWJLEgFJ+aZogMw8lBZg7wJUirD+OVj+JslHC10gnRhAZrB7Dmr7JyaPCigGWmGadLAFww3qcwMOF2zius3joxLhJETMNqCU0wnijJpjYmgqzYJJnGY8uTOgmDPJMjjQzLPWcgmTVDJmDR1lMgbcGoTE8YiZkk0pp5OkiBjZ1Jkt58gZGlXHIskySrYcK0lTNvo+txdLKBnkLR1VUXBMhRUjz5U9l82+S8PQWKqLcHkUZBye0bjUGrNYL7DRdQnjlLM7I7rjkOMLZUqWxu5Q9E1z1Rw7A5/LrTGqqlKyDbb6HsfmSnhxwlbP4+RSjYEbY2iAAsMgwjE0/uLsHooCq1MFtvoJeTNjdarE5faIcCfB0HS6XsQXr3aZKtgcmS2y1nHxw5Qsy2iPI+5aqdHIW1xtjzm9NWC6YDNdFiAWpwar03lsQwTphqYwU7axDZ32yOX2hTKmpnBue8j2IBAnhizD1FTyus6Tu0O8MOZ1+2r0vRjLUNnqydj+YtVhrpJjqWFz90qdh9e6VPMWXpiQpjKhVzQ1Dk6X2OxLm8zQFBrVBE1VaRQsBl5ERErJMagXbC7uDtk/Z/H4VZXZ+lEOVUac23uYjusyV6qhxSU6fsooiig7HgtTFo/sXaSeszky6/C62RNUrQqP7D1MxxuxUllhFI0ZRy7lfJWD1X1sDvaI44zl0hKapnB690lqVoOMhO3RLknqUbNrXO5fYXO0ScUus+vu0o/6nGyeZMfdJqfbFI0iPb+HrdsMIxcvdskbeT566aOsllc53jhOkAS0vTafdD/FXGGWDj4X2xfxYo/9pf1UOxFafg5Hz9EOOuy3q6jaGN0ukZgmSpygKAoZkNNzOGaBzXhAZjU4k25wr7nKVOywGlTY2DtFQoYbuzhxDj/xyek5sixlvHH1aw6ETNsiDH0yJSMOAjmPLENJNbzRkGGrxeo930QUPI9U4BWsFw2Ednd3+Y//8T/yG7/xG5w/f553v/vdfOQjH+GBBx54SuD0Pd/zPXz7t3/71zUQuukj9A1Uo13R6Tydjk0j0ciomrAdivr8rTEQFuXFlNeXINQslfF3py45Y/mmaHWSSKazSjM3JtDyTYnP8Ed84P/5i3zkTz/PP/vB9/A//+SHYPY2jtX67PzHf4ClxPKawrSM1RuOxHlolmh9NEOe610T5mbxbrj8V9DfhLk7pb0VBzKxpjuwci8M1qU9GIcS+6FqMkm2dI8wSvmGTM15HdEU+TtQW0FduBNQSLtXqR04zNx4k76lcdF10FSFqZJFJaez2RMR8ZHZEg9e7RBFKTPlHH0v4kCzgGmouIGYru30fA7OFJ+6lLqmkqYpbhhRdiQ6w9AUZis5CqbOma3BU9tqqsrQl9y32bJNlEKKREBoqsJs2abvRZDB3sgnjMWM0TJUDk0XSFIxg6w4OvOVHEdmCozChLFvUS8YFO0y+s6AURCzNwzojEPqBYtyTpyuFUVhdxRi6xIu2x4HPLHdJ4gk9+yW2RKWoTIOY4qW+P2cWu+jKDqtsU9nHNIsWCLi3h3R9iOutMe8YX+DME44Nl+iUTBxg4RgMq4+8GO++ZYZ9oYel9pjpos2YZLwxas9vulAnaWawziK8aMEVYGBn5IkHgeaBbYHAduDgCSBwiTotutGWKZK0Tb42JkdcrrKicUyK7UcqiYO1l6Y8Dfn21Qckzeu1ul5MbahMlu2mSmJMWPPjXh8o48fy9/UZtugUDSwdYV6wWS6ZONFCZWczoFmmY22RteLUbommq6z0y6SZHlaicm1KODglIGhFOiEF9j1E3QMUMdc7O+xPdpkvtxkf2U/ByoaD249TJqlHKkeFcFyHDIMfEzFYehpHG0u0ysEzBYq/M3mZ7F0nW6QMpuf5vVzb+D07mkATjZvBxXabptdb5fD1cOc7Zwjp9voqs7ByiEu9y+JuWGaMF+a5xNXP0HFrtB0mlwdXOXK8DIFo8Dh6mGSNKHttbmzdhtnnjxHx28TJCEXW+d43cKtjLZ3yXIqs9YU1UFIlklbLS465KeqrM2VWDXKWE9cZb4zwna2Ka11mZo9QMeCMI1I0xv3s9T1Xtz71stQdqGEYefQNAPdtOhsbOCNBiiKQnlqlqNvup/+zjbTy/u/put60UBoYWGBAwcO8MEPfpAPfOADNJvPDWq8++67ueuuu57n1V8/ddNH6Buo+tdeGOT01qQ15TQEpDy7jPwkOT4U1sb4EgLELBNn597aDZYpdAW4VBbFTbq2OhFRSw0GA/6v3/kt3vvGVYpbnwG/y3tfv8hfffEcU3Yko/RzJ2G0i1WYnZi7DIThclvS1jrwdpn20nPSvhpuThLuq+L7E/vyvdMUVkeb6IA0U8wYszlZl5GT9UaeHKdzCQl33ZL24cxxCXpVVbByMO6AqqNWllEJ2Wd5EG+hNk/IiPwkZuPe1QZTRYvpksl81Wa97TEIYjQVem7IQsXh/I6EgxZsnWdbjGiaykItz1TRYqpkiRmfqZFlGaMw5lrHnWiTDDrjkKIlQCZOU1RFDBerOYNa3hIhtqaQplVMXcPUFGxT43OXW6w0Cqx1xuwNdQ7PFDBjhb2+TL89eLXHSs1hppwjiFKudsZ4UcJK2cYxNS63xoSRCKKPz1dQyOiMQharDr1xSKVgstYacWSuTJJmlHIGV/dGKArsa+TZ7HoMAzGbvNIes9LIT5gcMah84Ngsj633efByF0UFXVVZqjkM/Ii/OLvLGw81WM4U/ubCHnECJcfgby62MDSVW+fL2LrGX57bJUMYOL/ncudyBdvQCKOE1ijg9OaAIE74OyfmePhKhzsWK2z3fS63PNI0xY9TTE1hqmxzZmtAztAp5zRmK3kcXSVvaqx3fXYGAUVb480Hm6z3PTRFoWDqlK2UfK7HNOAG0iLrjMcs5FfY9ZSJkWXCfDNh6MXEGcyWdII45czmgG9arfNYK6ZesMmMkHHaZTDYox906EVt0lRle7TF3XN382eX/oZRuMF7D38n59qXWS1X6I0TtsZtLne2mXXm2HGvoqKxUJxlFHroqsX6YAtbd9AUjZJVpuO3afktlkvLKIpC3nBQUKg7dSzdxNItgiRgf2U/o2iEpVtMO9Oc755nEA2wNRs3dCkaRaadaU40T9COE/Y1DzEYtVEUhSRN+FT3IY5b88zccpwsVjD2IuLRgHxhBo7fwukZD0/LuGPP5pMX/4xGrkHeLKIpGuPtdZrTiwxqBtpkYkxBoVD62o/Sq5rG/KFbWD99ijiKmD14GFXT0A0LRVMY7O1Snpqm2PzaCaXhJQChT3ziE7zpTW/6ktuUSiX+4i/+4iUv6mbdrK9ZpaloY16o4kDYkOlbJSJjuC0gRlGFzSkvQvtJ0d1kCKCo7IPC8/whDzage/nG96NdmfS6LjS+nkI/cwLy8ib1lvvv44sPPwr/49/l73/r6yBLefetIX/nV96LvnSXsFGqKRom3ZRz2TkNKLJOLQd5DYbrAlh2z0pqfe2APGcVBCzpFrjbEIXQXZ84V8cCouyyfB0MpQU23JLJMq+D5KJtSBtx97RcD3sSKbJ3FlDFkHH7Uaz5u1lpFlDLKtu+gWNqzFVyzJRsVFWhXrRZahZ4+EqXta6Lpas08haOpROnGbujANVTnzOgV8ubxEmKbajU8jeAqKIoHJwq0CxYdMYhcZpxaLrIwIvouzG6qtIsWiRpxkzZBkQXUrB0giTD1FXao5ChH0t7LRHTRlvX0FSFR64NmCpJK2foRVzpeGRkvP2Waco5g44bsTfwuLw3RlNVyo5JexTQcQO+844FvnC5I+PjrTEXd4cYukp3FLBUc5gt2ZzdHpDTNfKmRt+PGQcxjbzJOEgY+BNTQkVhfyPHRtel64YYhvpUisuTuyNmihZxGnN+Z4ilaWSAbWi4YUJ7JOnvX7zaZXUqT6Ngca3j4oUxuqbh+glk0PMiogxKts6R2TqWrlDNW1xquWgqtIaSq1bNm9y1r8rjGwOW6nnObg3RNIudvkdrqHBqc8A4iNkbRcRJyv5GHl2B9Z7Hhd2YNx+aYrpWZzjawvOHWJpDEucJvBJ9b8zBqQLdccBOP6JZtCjmDAZexEzJ5ontAZfaPTI05ovTuOkem6OIgl4kyTyG4RA39PCTiJ3RDrfUDrHndbnQ3mMQBAz8Fhd2xlRyRVQUtke71PJ55pwVKmaRMzun6Hs+jqkTJhH9qE836DMIR9zWvJ19pX082TnHfH5exuCTGDdyeefKt/Lg9hfIlIxBMOBg5eBEVO1RMAoYqoGqqAyjIQfNg7T8Fk+0nuD2qWXC7pAsjSkYebI45glrj8bxuznj7TCjfhO2ZbOdDzmXbGHpBU64JVoDYaum9CpGZ8iB6hF2L55GS/ZYaNxGzihh2zls3aa8+LVlXa5XY3GJI298M1cefZjWtSuoqka+UqHYnCKJI+YP34L+NQ7efkmM0Pnz5zl48OAzHj9//jyGYbBv376Xa20362a98qUoMimVvIAYWlGFITEsmD0hBoaRJy0mVNh4SAwGr9d4T5Lc525/roC69zQNUDgW1obJXau3wfZY5fc/9kl+5PsVlH1vBM3gve96G+POLgVLE2BjFdByFWlP6TlZf/ey7CcORQMUDIR1sooCVp78YzFtVDSor4gZom5BuSDtst3TohtKY1h9G7TPT66LKeBNz4GSQu2g+BUBXP0sFGcm557J/6MWzN8FVgUe/7/kMUWVVl++jnLmv2C9rsqhxZRDS89lkgHqeYvblipPaSBAxrQXq3kRQesqOf2GY7elq9TzoiUq5Z6bWK0oCtW8STV/4401TUXcm2QpR+dLXNwdPSMkVlMV3nZkmp2hx0N+jzSTIFnLULlnpY6mwLWuT96SVlyzaGHoKnGcMgpSrrTG+FFCaygi6qV6DlPX8KMErWhxaKrI2I+wDJVT6wPIUl63UidOMvKWhh8mFGydiiNC662ez3I9T8HSSZOMZBKNUnVM3DCBTJHoEEUhjFPiJJtMransjgKqjiEi5DQmb+msd32qjiGWUSrctlDmWsdld+AzCmIGfkxn7DJTsjnQzOOYKoam0nNjPnluh7ccnmJ1usDl1pjPXe6gAGXHpO6YPLk9QlUUdFVlumiiqQqVvMnpjQFuGHNwusT5vTFl26DnBdx3sImigKlphElKGins7IUs1Ba53Box8mOyXMibDjVxgxhztkjeBCUXs9HrYusqGz0Px9QoWAZJZLI3SNnxB0QZ6EZIwSiyUlzmXfV3kw4NdEXHrKv0NY/fPPU33LE0RS8YsH+qSNVscGZ3ne1BiDVTJ1NSnthbJ84idj2PW/MHmS9OE2chVavCvtIiU7kpdsd75HSHQ7VDnG6fJogDVFXlk9c+yVJpkSiJGPgDkixhGA05VDuEpmooKKRZiqVaxFnMnrdHzszxUHCJ199xEqXTZ9zfY656kgtqi7/MrXF6fJppe5ojhUP8vdoDfGuS0gm6PPLkxyjaFe5t3E1+q09ntMtWJaXSmMGM4JaleyDLSLZ3QPHxr1zBaDRQNO05fzevZOUKRaaWVsgVCwxaxwjGA6IwRDcM6ovLTO078DVdD7wEIPSBD3yAD37wg88BQp/73Of49V//df7yL//y5VrbzbpZL38FQ2nfxJ7c4AtTk+T48ze2USZvDFkCTlUAxfWyije+337smSDoemUJtC+Jrue6MViaiN/O9fK6AqiCIYRjwhiO/oOfpjsYc2x1mTc3D0Nhih/73m/hJ/7u61AGGwIoIg/Clky0bT0qpoxOTZggRQPDFICl5wRs+UNhfToXZMw/CsSp2h9I5Ea+BpVlOX/dho2HYf6k7Lu0IPs1QqguT0TWOgSPTabI5uX6jXfFZbq8DLO3wbXPCutkFqTlONwSZs3Mw9qnYeX+L/kjahQs9jXyXGmPhd0AHFPl5FKFWtul54qpYSVvsFhzyDJoFC2qzlf2KVJVlWcAo6pjTgTRMaamUCuYFCyDlWae/Y3CJK8rIYhSHrnWwzI0Om7Egm6Tt3RqeQNVVdnt++yOAvKWzmzZZhSk5Eyd5iTx3jJ0MlKmSjaPbQ4wNJXpksVmz+dzlzrkTY2SrfNNBxts932GvrQH13se7zg6w2cGPlGaUskZ6JrK3sijNgGBfpwSJilBlJJl4FgaXpBQKRgYmoqiKAzDkCBKKdk6CxUB0Wsdj6E/ZHfgU3ZMlhoOQZwRxhmDIOb0Vh9T03BM0V5924l5/Dhmb+gTJSn7m0UsXcELJWk+jFNmK8JQvWXihbTZ9dke+OL47YeEUcIAuGOpwpmtofgehTHaJCNtrpJjd+DTGoXMlnM4psZnLrYY+TFvP9rgQmvE6w8sQ1XB22sRJRlxAnpWYqlkcLndByMjIUIlYSV/iO+wv5NsR0dBgzQjG4NdTPm+I2/kSrTO0IPdwTa7bDKI2tQLJWwlx1SpymPdPcpWgVLOwE27XNjZ5s7p21kfXSMaxuR1h5bX5vWz97Ax3CBMQobREC/xGIdjxvGI2xu3s1haZNfd5Xj9OI/uPUon6EycKlTevvh2Wl4LS7XoxB3c2OWzw8eoFCoMzZA1c4cwDTmQn0ZJFX6s8B6UjS2SJz5LHMVUSkW+efWdKPU6Vz73cR53P4EbuwTtgHs/9L9iRwlpr0fcaqMW8mj5PP7Fi8Tr61S/4ztQXooP2ldR9cUlVENHVQ3SpI6iKjilCrW5eXTza8sGwUsAQg8//DBvfOMbn/P461//ev7xP/7HL8uibtbNekWqvynsx9OnvLqXBUzkqgIaotEEVCgyVVVdef59JfELj7yDsDLBUDQ2MGFwrKeYp/MXLvHXf/M3/OD9Qk+btsN3vvk4j1/cJIsDARedy5itxyRfLEPAz3BDNEujnYlmZyRArlqVVpTXEcDhD6S91t+A7pawTmksRpB2UXRBw20BT9PHBWC5Hdh5XNptqw/ItFnkQmXlhtdRriLXy+9OBOWXZfv5O0UntPZZ2HxYdFdpLGurH+ApTyR/JMf5EqUoCgemChJwOgqJ0pSCpTFVtLlnJeXi3oi+G5Ip4sEzU8qxr5F/yW60hqY+1Rp79jqmyzmmy6LZipMUy5C0+jBOGYc3WKR63uDQdJHWMGAURCxUcjQKFiM/JkwyDF0s9Q7NFNnquZOssQxFEUBwfL7EKEjwo4jWyGe774nGJwhJU9geuLxhtc6ZrQEKYhGwUHGYr9oM/YiBF2HocjMzDZUwSYnSDEdXWa7nURV4YitG1xQcQ4DUmc0B7zo+zXbfY64qESKtoXhCvWG1wUcf3cTSNQq2uHyrisJ6Z8xd+2vEKXRdl4t746d0VrqqcMtsib4XsjsUp2o3TNgceCiTn9W5nRFHZkoUbJ1LrfEkfDfP+d0hh6cLnNsd4UcJ9bxF2dYJY7EyODjtkGodMusSkT7go2dTjjWXmHcOYjZcSpbDyDUIxj0KRky5UqMbeeiqzfvr7yfYUti+1Ke/JxYMpakc0/vLHC7sZ9NPSKI9lisatpEyjEwstYLDFJ1ezLHKbVx2T2OoMZmScufMSTZH64yiIaqi4qouR2pHcGMPx3QwI5OSUqLT72KpFkmacLp7moJeQFd0zvbOkpJSz9UZBkOqVhVN1dh1d59KigdIETGcG7o0cg1ONE6wPdzmx4rfTvLIY/hPPEE6HJJGEUa5hPfQF7EOrrK4cID5v3uSz336/8cb3/vjZFfXiLa3AdCKRbLUJLh4EWvfPsKxi3v6NPnjx1/S385LLU3XaSwsUZ6aJg5DNE3HfBWTKl40EFIUheFw+JzH+/3+zQmrm/XardCF3TPPHXVPY9H+TN8qN/He2mSaqyQgoHNR8r++lAj6eSub/HtalRdh9wwbOy0Of9//jAK8/dZpFht5KM3zyz86j6FmwsTsnpU1WHkBO701YZHmTgqI2X5cWJ+SJ8yUU5dJs2ufh6XXC/DJT0lMRhJNpt4SySGLfGGorCIknhglapbEc0wdFmF46xziL1QR4LT1qBy/eUz2hwLXviCtsjSdHDMVFkwzBTClE7BYmhPQFrkwfcvzu2g/Tz27pQVgGRq3L0kyexhn2IaKZXxtqH19Iixe67hkwJmNIZom7bzGJKqiaBkcmMqzVBXX654XT9gNH1PT2Op7PL4xJANOLJQw9YBH1nrcd7AuTtGqziNXehODxQzb0ImTlJ1BiKmq3LvaoGTrbHQ9um7E+b0RK408O2sezVKORtHEC1LUSeK9riiQCa5/w2qDP3lsm8VajhS4/5YmmaIwXbKJk4wkg4Kpsa+WpzcOObFQ4UrbRVcVNEVhEMTcMldis+czDhKWqg4jX0wbTU0hy0BTFCxdmK7uKKTkGDQKNu3RAMc26A0C/DhmtVzkia3BpOUWMl2yiNOMnKlxdnOANmmNdtwIU4NY22bP28ZPdS61x5RyOn9x+QyvW1jmwmaRJA359pNN3EhHc3xGSUqidXj77JtJtwzOfWYdfxyjGSq6rtLd9Bh3Q47eN4sb7nJ+8Bg1a4qLe11OLjdpBxsMEgM30DCMGofKh9D0kMuDCzzWOkWURuR1h7JdxlJlSuxc+yxu4nKhf4GZ3AxzhTkKRoHT7dPUc3U24g3uW7yPrfEWLbdFxaywWlnFUA16fo+iWeTx9uNkZAzCASkpLbfFkdoRZvOzFMwCy84S+pVdhqdOkXou6dhFAYIzT5AOBow+/nH0mRlyd97BGz/wI8SPPELqemTjEQQh8d4e+tQUxpEjeI8/Tu622/CffPJrDoSul2FaGObX3uH62fWi+bA3velN/NzP/dwzQE+SJPzcz/0c995778u6uJervuM7voNqtcp3fdd3vdpLuVmvVo33hMF4vsoyERgb9gQMHLlx83Y74ur87NJ0uem/UJkFMItkWcaDDz7I7/3e7wmTU5pnvl7mLbfv54Hb5xn6sRzLKmCoCmi2CKYHG2JOqFkCKCJP2BxVF98eFAlB3Tsn2/WuCUujW8IaFecFsJQW5S6oW5MJtwaQCSjJVYXFGU1ahcNNAWBpMrEUOCUAcvMRAUflZehekNfvPiHTYWkiPkjjluiN3C40DsqxNUtE1O6egKN8E+pH5Dp/lZUzdcqO8TUDQdfLMjQOThe57+AUb7ulyS0zJaZLNpqqoikKSzWH5VoeTVNxLIPZsk2cZoBKmGSkE98iUDi9OeLIdIlj82V2hyE7g4Akzpgq2Vi6ypN7I3b6EtI6U7LZHYV87PQO7XFAJW/RGofMV3KMg5g3HZpCV8ExNG6ZKTzFThmGytbAY+DHPLk95O/eMc/+ZoHNrscXLnd5fL3PwI8xdJUDjTz9cchUKYemKGz2XJbrDivNAnfsq3LncpVTaz3Cyci7baooikz2bfQl2FXXFBp5i2++ZQrL0Kg4JvetNihZOtc6HnXHpD0O6brC9E2VLNIMNFTcIOH89pCZio0bJjimQd+LsMyQL1y7TLNgsjkMsA0VL0zJW8KivOVYnhMLZbYHLpeGT/Lg1V122jYHiye5Tb+Ta0+0iYMUTVdJwoRgHJHFKUoG7WsjTjZW2R7vsu2vUcvnOLXeomzV2d/IMVOymC2bLJSniNOYi72L+LFPxSwxXZii6/cwNYNtd4soixiGQ3RFp+N3WB+uoyrSltQUjYiITtAhyiKO1Y/RyDUwNZPzvfOUrBK2buPGLl2/S0rKSnGF+cI8AAdrBznfO88hY55kbw9UlWSvhWqaxJsbxLu7hJ0OhCFZEBCOx6S7e2StNqPf/306v/KrdP/jf8R7+GHCy5dQhkOMA6ukO7uo9a/thNZrsV40I/TzP//z3HfffRw+fPip6bFPfepTDAYD/vzP//xlX+DLUT/6oz/KBz/4QX7rt37r1V7KzfpaVDoxBxy3hAWxq1+ahVAUAR4v5A492BBNzLP76JUlAQzPBliKKtNVqspfffKT3H///dRqNb7t274Na/pWyFX5k1//1xhKAkF/ohUaC9OjINoeVRc9T+cCJKm0uTRTQJJdEiBmFmC2Cbom7bw0FG+fNIHeRcg1wXKguk/E3V5XWmGqBZUFASrDDQGCqg5mWTyGNh4SoDRzu7xusCEtruKsMEC9q3LsfFNe59QEMD3lwJ2D+kEBS4oiACxXheYRmabTv8Jw2tdg9VzREmmKwuGZEiuNlJ4XoShQzhkU7WcKtnteRN+98fuha2Ia6IUuSZpxreuyr57Hi2LCJGWmlGO+muOxjQF5S5ewUz9hHCQkWUa9aLHdD7CNmIfWuk/FkZRzOvPVHEGYMlNx6Hshh6aLdMYhYZKwWM1h6SprbZd63mSqaBMnHkM/Yr7qcGarzxsPNDk4U6TnR7hRQrMoobCgMA4iiraBpilsqKWpAgAA4g9JREFU9T3efss0D691nwp5vdZ2mavkGIcxDxyd4dMXd9kdxNQLBqaecdtSle3RDjlTpTWOsXWVZkEm9oI4wQ0jmgWbS22XfTWb+w/P8PBal4Khs9iMSPomSYasvyAi8XrBRNcU9kY9PnNR5U1HLDb7XUBlZzCkak4TGeANI+IoIQ4zNF0lI8MbxSRJRjCKadhlVAXG4YDV6VkcN8UwIvysS6LoPLh9huXYoJ4rc6h6iB1vmyAJ8CKPvOFwsXeRKWeKvJGnH/bJsoxUSVEURZLuyZh2pul1eviJT9fv0vbbVM0qc84cs84s42jM3niPA+UDbAw3iLKI9dE6NbuGpVk8vvc4cRITKRnZhIRQDIOk00bRDWL3afpDRaH2/d9P8uR59n71V2EgXloZ4H3qU0RrV1FtG/uee4guXpL3i2/wetFA6OjRo5w6dYr//X//33n00UfJ5XJ8//d/P//4H/9jarXaK7HGr7re8pa33BRxf6NUEknbaLR947Hh9kSsW5QbtaICqmhgQFo6XyqROU0mvj/PAkK5imhjOhfB65ImCZ948EmywhTvODQLwL333svBgwe566676PV6ksVXXsCoL4HfnwiYXTnGYFMmtfyBsD+tJ0XYrUwiMCqLYpCoTIBPHMDuI5NzzQRwGEXZj10W0HH1vIAeRZfAVCUVn6LSvACa4qy03pJExugVFRq2XEe/I/t22xK4uv+tIqx2O3JNAZqH5bV+V9ZamIapeShNy/6ikQDMA28FNHD7YG0Drw4V/1LLjxKe3BnSGgakk46nqSusNAos1pwXfF0Qpc9okBZsyVhbqufpuSFRIuzKvnqehWoOW9co5wzW2h47A8lmM3SFLMnI6Rp1xySIUyo5k0beYnfok6YwVlM6o4ha3sCPIrrjiNYoFEcHQ8PUNdwgYa3vUbB1oiyj68cslHNs9FzuWKzx4JUOq80Cp9Z7zE5cqFenizy5MyRNM3puRMHSaRRsem5IksJMyeJ1yxXSTDRUbpjysdOb3LW/yVZ/m4+d3uXth6c4sVCmVjCJ45SOG3HrfIndgcda1ydOM9wwZcnSURUAlfZIWn+OrdEZjWiNImxDE2mGF1OwNcq2SRhntN2AcWRhW5I5d6Xl4sUpM/kawTjGcnRyRYv6fJ4slanBOEzo73qYOZ1ESagXNCJc3KzDdKnE2e5pGtY8plIhiGAYDTjTeYTXzd7Bhf55ekFXUuNrh2n7bRxDfgdyeg5N1YjTmEE4wNAM9pX2seft0cw3GQTiHRQkAV7isTHcYByNMVQDUzfJ63lOTJ9gFI5QUKhYFS70LrBQWGA33eVzw0fZP70E559EKRRA01BrdZxajcx1idbXUWwbzbLo//VfPwWCnl7x1TWizS1M10UtFSEIyOIYRX/1Uulf7XpJZz43N8eHP/zhl3stz1t/9Vd/xS/8wi/w0EMPsbW1xR/8wR/w7d/+7c/Y5pd/+Zf5hV/4Bba2tjh27Bi/9Eu/9GW9jm7W39LqbzwTBIG0loZb4J6dmAXG0uqpLAvAMRxhN14oSsPMT8blr+9v4iOkKDJV5rwOQpdf//Vf5x986P/B7bffzju+/X8AJJfvzJkz6E9/k1EUmcLafkzWppmQuJPQ0ry0ys79iWSBZan8c1vy/Mpbbnyv6tLO0kwRYWeTpPg0FGF1Nll754qM1s/dJs+X5m+k1FslmD0pjNN4Fx79PbEJ8LpglmQkPkuEnWpfFJ+hQlOAkl0UQNa7Jtdv6Q1AOhnh70k8iLsrSfX99YmAuymtsiy7MVH3dVCX9kbsDp45IRjGGed3hjimRr3w/DoHy5D20fWEFENVWag6rHVc6gWLpVqOZtEiS2FfM0+cZGz3Pe5dbZAiyfI5XUVXVUo5nbWuS9EymK9KjlnOUCnmBJyMg5iqY6CrKnlbY6MfMztJjN/q+2KOGCe4Qcx0wWKz66GqMF2yeXS9D6SUcoZ4Kdk6nXHEWmfMdNHiyd0ROUPj2GyJat7EMlT2N8Ur6PTmgPO7Y04slMmbGu1RxMgL+abVOq6fggqqkpLECZdbHjlT5dS1HrcvVhkGLXYGKUmaoakwV85xdK7Exb0hoyBiZ5AwXSkwU7Zxw4jjCybjMKTmWCSJAonJodwMlYWME6UCnfE2Z6ORjKQbQJKxcKjC7tURWxf7xEGCoinYBZ3mcoHqbB5DC0lwGQUBTrlA12+xWlminpum5w2Zq5aJEovZwuuoWEW+98h78ROfzeEm84V5ymaZlJRHdh5hpjBDrVlj193Fiz0Wiguca5+jnqsTxiHDYMhqdZVHdh+hbJXJG3mSLMHSLRq5BpmS8fmtz9PxOxSNInOFOTRVY7Y4y0O7D/Gp9U/xfSf/D6ytLZJiibjdJjh9mnhzE7VYxD5xnAyFbDAk3th4wd/naG0NzTSJkwTdMr+u/hZfiXpJQKjX6/H5z3+e3d1d0mfZvH7/93//y7Kw6zUej7ntttv4wR/8Qb7zO7/zOc//7u/+Lj/2Yz/GL//yL/PGN76Rf//v/z3vfOc7OXPmDEtLSy/rWm7W10ENnuePv785advEkJsBryWts2AEC3dKvIXfEwbmOaVAefJ7NNqRm34wJIhS/tvfnGbf0Tu56+StMNrhO+87zk8163zT3XcQBAGWJTdH/fk+aZXm5O7YuSStMDLRJFX3iybJyMnkGUxaZuokeT4vjEzsTYDMxPVcM6UF2L0kYuvRrrAzlSUxfIwDGLdh4W7oXZZtwrFcF7MkLtCN/dA4IJN0bltE1YUpMWqMw4lOaSw6o8KUXK/SHOiGgMmgK9fY78vxh7sChuZeB3unBSCpyiT+I5L9fh3UOIjYeRYIul5pBtt9/wWBUCVnUHVMOuMbPlVF22B1qsDIlwiRUs6gUbCe8kFaqjsMvBBTk3DZYRDhhwl7o5BKzmB1uvhUersXxgyCmMt7Y+IM1jpjVpoFWoOA/fUiug5RkmJNfIxqjkmYZLTHIdNFi5Ij4/WbPZ+cadL1xByxPQypOjrFnMlU0cSxdGxDo+QYXNwbcWSmyF+db2EZGiqgKgobPQ83jFltFtgaBHzhUpsTCxW2Bj57g4BGyeSOJfl9DZKUkq3ytsNTtN2Q1jhgsZLH3KewO/QxNI1qzqRRAFt1ODbV4JG9RxgkMUGakEU6x0qHOG4eIR+WOVlJsdsa31a6lVtvXeQ3zz5MLxxhF3XCcUJrfUQyYeeULCPyU7yhtDRJNKq5AgXT4UB1kV7o8ETrMnEW0gq2cAdjTk7fjpuMOL97jixL6QU9jtSOYGomo2jEtDPNTGGGHXcHUzWxVItaoUYz10SpKWyNt9gL97B0i7Pts7x14a2U7TLjaEzLa7Ez2qHu1Nl1d3EjF0d3mHam2R5vs1JZ4bObn6Xrd1kqLXGhf4GFXA6ylGh9nSwKIU3JwhD/ibPYR46QKaCWSi/4O60W8mDb+O02ufn5r7mX0GutXjQQ+sM//EPe9773MR6PKRaLzxhZVRTlZQdC73znO3nnO9/5gs//L//L/8IP/dAP8ff//t8H4Jd+6Zf42Mc+xq/8yq/wcz/3cy/6eEEQEAQ33vQGz0Mt3qzXcMXPumFFntzUQYJUq4vCZCSRMCr5KWFDchV57PrYN0ibqrYfynPCaOyeE1DidfmXv/if+Le/8yd8zzvfzO/+f34KkoC6Aet/8ZvohgHjDbC+jHNreV5MCf2hsDF6Trx6+tdEtJ2vCwujmlBdEnZn+7Tkgw225DWlOdmXogkg6V0RLZNuCSjMkJZg86hMxm0+DKM9aJ0XBqm6DBtfEKuA2eOiVfL6k2s3gkEkoKyyLFqg/ppck9K0rL1zUZ6r7hOguHf2Roaa35XpM9OB6gFwpqB7UVppX6oV+RorLxLG4oWq77+ACB95Tzw0U+D0xkCE8ZNyDJ1j82X21fPPeY2hqdQLNneu1LjcGtMZh2z3PTJgqZYnjGNylsFy1WZnGPB/P7hBnGXUCxbTRQs/SlCANEs5Nlvh7M4IP0pxo4Slao4zm0NsQ8XQVaI4JclgHMY0ChZxktHIW/hxwu4oJEhSpksWkKErGZWciNT7XkQ9bxHFKW6cUHUM3DAiTmDgx9QckxTYGwUs1x00XeHURo/ZUg7L0JkpWoyDhMMzJdyNlINNnbGfoBkG622X2xcrnN4YYJsaieJyudVnJrdAy9/FyScslhq8OX8cp5PDH0SQQKwmqJrCsUKdX3zjO/nz9hNYjsm1M1sUaiZT+4rEoXxwj8KELMkYtHzqKwZpYrNSXMILVLphh6JtsD1uE2UBU4Up1kfXuNC/QMUq4cc+/aDP57Y/R9tvc/fM3WyNt6haVdpeWzxxDEfaZm6by/3L1J06q8Yq84V5en6PcTzm4fWHiZIIR3do5BosFhfJG3kszSLJEnbdXaZyU1SsCqf3TlO0ihhhxnxfJXz8cbzz58kdXIXlZYIrV4jWZKgj7vWgUMA8uEq0tkays/PMX7BcDufOO8G0iAkw5+e/wr+Ev731ot+N/uk//ad88IMf5MMf/jCO88K98a9FhWHIQw89xD//5//8GY+/4x3v4NOf/vRL2ufP/dzP8TM/8zMvx/Ju1ldToSctLq8DKMJAFKaf2aJ6vrJLMiH21H4mSekgIEMz5YZ+vfwJ0FU1mRYrLwg7pKiicTFsBp0WH/mVX+IdJ2bZlxcm5n337uc///cixxqZMCcibkDXNQECrfMiEM5VJ2zKGFBlfU+noVVNRtQNW4CLN5TJscEa6Hnx6DFjaVX1rkKuPom6WBFmZvsxEWunHpCHhbukFRV7E2+kwST6Ykk8gnZOy37iQKbO+pvQWIXAg7W/EWCU+pJUr5rSqitOw/zdArRq++VcUl/W21uXdYx34fzHBYClkazTyMu1ufY5qB+WNlltv5zr19jA7aspMSS80d56dtn6lz6XgmVwx3KVzihkGMQYqpg2PltY/eyqOCYnl0yutsaAOFif2RxOptBSLqce232PnKkxDqXl5YWJZJBVcmL2WDDR9xRMDfbVHMIkZanu8MTWEMtQWKkVKDs6Y1/E0IqSUbR1zm4PKdsmuqKQpOD6Kcu1PF6ccNe+Kue3R0yVLNwgIRkH+FHC0E+o501sQyVOUnKGRHps9TwWaw6rjSJRktEaBWx2x8xVHD53tctqs8BmL6LiWOhBxH2HmyjIOWx1x+RLHo/vZLSHGbX8EtWcztHcEqVRga0LfeIgJYlTckUDy9GxbR11D75t/ja8YURpyqGzMeLaE11UVUHRFAoVi1zRQDcV3DjgWO12gihmtlSk1XII4zHrg23myxVyeo7H9h4jI8UxHIbhiJJVomSW8GKPnt8jiAKO1Y9RsSuMwhGaqrE53GQ6P0M/7NMP+5yon6BoFumFPb6w8wUG4QBTMwmTkIJVYBSNCOKAxeIiaZqyUFhgb7zHhe4F3NhlubQMaog69kn7fZK1NYZPPIE2M4N19CjmvmWy0Rgl75C22uTvvpvo2jpRPk/SakGaouRy5N/wBozDh0mdHPUTd6IVi1/y9/AboV40ENrY2OBHf/RHX3UQBNBqtUiSRASoT6vp6Wm2t2/oRB544AG++MUvMh6PWVhY4A/+4A9eMBT2J3/yJ/nxH//xp74fDAYsLi6+Midws56//AFsPiqMxPUa7YCzJfoV/fnbEIB49bjtGyGqT7/hVhafG66qPetPwCrIv6fV933f+/jD//6n/Mv3vZn/9w++FQbbnKx5rP3St6Apqbgyz94m4ON6Zam0h7yuODjHgQAguywTVfmnBR7GgYAUtysgTjekjWSFAtyiMbg90f4sHxH/n/6agAwyYamyFJRAWC+rKDqeJ/9EQIxmCPjwB/L1dcbILgvg614V0ff2Y6IdWny9tMoqy3ItFF2my64D0dYT0k5c+9wk3b4q4CyJZN+VZdEsJaG07rw2jLYEhO1/q6wvTb9uwFDJ1qk4Bt3x8zM/M+UvbwRnaCrTZZvpL7vlc6vjhjLYp6hU8sbE9FAuYd8TJicZ+miqQprx1L8jMyWOzpUxdZW1ts+lvRFhkjL0QpZrOTJgpeGwVM8RRikXWmM0FRqOALf2MMCNEtwwpl40+fTFFikKb79lClUVU8flmoOiwtCPma865AyVcRCjqApvOFCnOw5pj0L2hj5vOjjFn57eoZY3WG4UKFo617oul/ZEXxTGKWsDn41hwGzR4sBUnkOHp7g42GG24nBLI09eMVkpTHGkMMvjf7aBndexmjpOycbtBbjDkL1rA0pNh3zZJlNh3AsY90JUTRFGKIJB20PTVZyyzdlem8vtAZe6WwyiPkHmU80V6EUOjp7DUAySLKFkFVFQyBk2URKxNlzDVE1m87Os9dYoWSWmnemnpsJabgtLszlQPoCpmbipy+Z4k4e2HyJMQhaLi4RxSN7I0/badLwOq5VVTu2eYqowRdWqYhomt0/dzjgak1Nz+LqHYhTA0J9C5snWFu7WFgCKZWHffhtKqUgW5yi/5z34584Rbayj6gbW0VvQZmdR8wWGn/orGg98y0v4jfzbVy8aCD3wwAM8+OCD7N//6gS2PV8921E2y7JnPPaxj33sK96XZVlYlsW/+3f/jn/37/7dTZPIV6PaF54Jgq6X2xIGovElsmiK0xAdlpZSGkpbSM9JGydXfa6h4rNG5re3t/md3/kdfuRHfoR8XtoW3/c/fCfnzzzKykxVQMNEVK0pmQCA9S9A85ZnLUSRyaqnx2pkmQCjzUdg4XXCyIDohIZb0koKxlBcgGVDtDpJLOJuoyATWtNH5XhmQYBWvilAabgr7FLtANSWQTFEMxSFcOhbZD1JeCOjzLAn02qpnI9uTcboNbn+c3fI1Ni1L0irrjAL++8X0DZ3uwC26j557XBXhNiGJbqr/rWJZUEg3zs1QBVdkt+Xtbid5w+mfQ2WhLcWeWy9jxc98/1grmIzXfrqfZG+VHlPc7CeLdloikJnHKKqUMwZjPyY2xYrk5yxFENXKVg61YLJQtXB1FS644g0Ex+jYs4kSlIWqjkWa3l6Y58js0VmKrZMoIUJa60Ri7UctZzFk3sDntgckbM0pgsmeUOjNQxJsozNgc900SKIE7IsAxTefKiJH6Vc64yZKdscmJIYjizLOLFYpj0KsSas0VTRJkwyPvlki6VajoVqjvWuz6nNIX6c8vhmn2IRDmpT7Gx4FMmjGhCtJFi2Rq5sYeUN9i4PyBSw8gZkOgoKa4/tsXKiSRQk+G6EoijohtwX4iijszHi1vvn+fzGZcysST3nY6o2w2iHvGrh6PJhv2jlmXaaJFnEOHJpu22iLMZQdAzNwFAMjjbFEXoYjiCF5dIytzZupe/32VfaRzfs8uD2g6xWVtE1nTAJ2Rhu8Ma5N3KxfxE3dsnpOQbhgLpT53TrNAWzQNEoUjbL7Lq75M0843BMb75EfnkZ5dRjZE8bm08BPZcD02L0yb+icN+byEpF7DtOYt5yC8QRiq6jVyqEcUww7KAVvn6tLF7OetFA6F3vehc/8RM/wZkzZzh+/DiG8Ux699u+7dtetsV9uWo0Gmia9gz2B2B3d/c5LNGLrQ996EN86EMfYjAYUC6Xv6p93awXUdcFvC9Ugw2o7//SUw61fcJeeB1hSqaPCIBJnvWJPj8l2phJZVnG/fffz7lz52g2m/zAD/wAAN/13X+P7z4QonQvTVp1k1Imfz7GJIk9P7mxp5EAiuH2jYiNp1caCsOSKwuwGGyKCDvyQMlEWIwi4M2pQ5KBlRNPoUt/Ca2L0k4LXdAiARhTR0UnNNyCM/8Flt4onkJJJICqeYsAlOtgLLJEjD1zXMBWMDFrLM4JU9S+KNNdiiYRG4t3ibt17xLM3yM/I00DuwnsyrUUZcrEA2nS2jRsidgYbUL7smixFATwfZ0AIZBA1zuXq+wOffp+jK4q1Asywq6qr+zEjWPpEq4KaKrKbFniO7IswzFUul5ElMDTM2dtQ+XQdIGiLVNgtqFRtAwutiQUdV8jTzNvESQplbzBwsR7aOBFbA98LEPlws6Aet7myEyJ/c0iYZwQJ3C5NaZWsHCMIooKKRkHGgVGYYJjqKiKQpplmKbO4+t9dE3F0BSmihZnNgYsNx0Wqw5ukNIai4WApinEKZzdGmGZGlmaUctb+HHKAW2G3d116omNMlKoHyqxs9bHKhlomsrFL+ww7keYOZ3QjajM5ZnaV6BQsRh2fUo1i9CLGfcDoiAlS0EzVGZWS0RBRELMxb0Bt84d4O6FMp/b6RAlEaMgZhT6zOYjLN1mEAZI8EUKZDScJquVA/TCHviwr7yPmcI03aDD5d5VDtcPEacx2+42VwZXyMgIkoA4iqnn6qRZyp6/BwoMwgG9oMfJqZP898v/HVMz2RnvcMf+O3hk5xEMzWBjtIGu6Py/1v8D/+vrf5i012Pw0T8CXzzS9EoFc/UAxuIC8cY6rT/570w98C3EnQ5qzkYximSqitftceEv/2+ab38nkaW9tImpv2X1oq/BD//wDwPwsz/7s895TlGUrymDYpomd955Jx//+Mf5ju/4jqce//jHP8573vOer2rfNxmhV6mSeNK+UqRtdV2Xcd20MI0mbaAvM+Vg5sB8mgjQrgrYGGxIu6m2wvm9kP/yn36B//F//AkUTUdRFN7//vfzR3/0RzSbN1yj1VxBtDM7p555DN2CxhEBZRtfgPy0CJori6Lzud7CUw1pX6WxtJY0Sya4QICQ2xNQE3siPr5egSHC5eviaNWGyj4BXG4PRo/D+MqE0TGlH5Kl0q6KXNHtjFpw+AFhYrqXhcUpNAWoWCXoXJXYDrsKx78Lds4IGBuclteksYCo0Zacg2pLsOt4YiTZW5dt9iqw+g4JXFWyiV9QUdqAqiHn5/elBbj0evEu+jor29RYeh5x8ytdsyWb9jB4hh+RoUlb8fhiFS8Uj6POWFpoZcfgrn01Ds8ICFcUhfmqw7ccNzm3PWTgRkRpRjDxMGoWbA5MFciyjAt7IwZ+zKHpAjVH52rbo+OG6KpKo2hycMrh3M6YnhcxX8nhhgkjP6KcMzg4VaCYMxj7CYaecnZzwDCIWao5dMchAz9iseEw8GI6w5Bm2WZiUs1c2Wa+4kyYJahMFag4Bo6qoXR95p0mg6HL7EyJ9tqI5kKR0I+5cqrNuB9hWBruMKTcyOEPIzrrLk7RJPBjvFHE9EqJQcsnjVNUTcV0NLJU3m5s3WB11mDDO89HLwwwVBPLTNhX2s+2t8bp9hO8afFunmg/gZd4OHqe6dwURatM1++jAlW7ymPtx3hw9yGO1o9xoHyAOWeWx702YRoyCkfseXvU7To73g62YVMwCriRi67oeJGHpVnoqs6tjVuJ0oiclqPtttE1nXE0RlEUZguzlK0y/zr8r/zL7/5e7FtvxXvkEdLRCK1WQ6tUiHp9kixF88Z0Pv9pzOV9GHHC+OoFLn3qj9CKJaxbjzF2NOJ4MgzxDV4vGgg9e1z+la7RaMSFCxee+v7y5cs88sgj1Go1lpaW+PEf/3He//7387rXvY43vOEN/Nqv/Rpra2v8w3/4D7+q495khF6lMiaTU+M9YUrSWG6oxVkBMFZR2JYXW+kkQNTIQZbhXvwcJ9/6w4xdn3v3l3jD/W+Hyj5+8id/kn/5L//lc18/d7tkkY12Jq0xRSbQ+uuyriwDZ2Is2PJh5c2TZHoF9p6YtISQ7+2KaIpgIi4OZV17T8rz1295SQR6KlNe4QA2H4QwkBH6+TsENCWRuGZfT7dX9Yk/0gQUWQUBLMNdAWrhWGI3elflOuebN4BWbx3isUyX5SpgGLIU3YDNJ6A4JS2w9YfEJbp9fhINX5+0M11YvEdYoJ0Jq2WXBaT5w8kk2+YEyH596INeCzVVstgX5LnaHvP04bWKY3BkpoipaxycztP3YlQUpksW+ecRYudMneMLFdrjgN5E71TJG9TzFtqE1dIUhaojtgZJIl5PS2keTYVxELMzDOiMAgZBxFbfR1cVFqs56gWTvh/z+NYQXYWSbbJcz1N0QzIySjmDcZCwWHOYK+dQNQmhXa7nuLg3pmgblGwdQ5e1HJ8vkSQZuRg6o4RiVqNQyJO3DbbcPpquEHgxSZLKZyZDpdrMEYYJgRsT+jGVaYfIj4mjjHEvQNNVyDKyNGXcjbEKBk7ZoKkpPH71KuWcRdcbMAojDtYPUMkVONpY4dr4IkkKx5u3UrYqrA/Xmc7PcK5zDkuzUBU4373A5miTnJHjdOtxmrkmlmFSs2ooqsL6eB1Hd7jUu8Sh2iHOdc5RMksYqoGf+MzkZ7iteRu9oEeURGiaxoHqAc51zjEMh7S8Fk2nSdkqM4pG9PweP+r/Eif2Hed7T/49ij2XZGsb99pl4moeZa5OOlOnaydkwy2s1hAtCJg6eQ9jLaGfuYSnv8Dy1CFYfeEx+2+U+qpYMd/3se1Xtj/+4IMP8pa3vOWp768LmX/gB36A3/zN3+S9730v7Xabn/3Zn2Vra4tbb72VP/7jP2Z5efkVXdfNeoVKUaRls3f2xmORK5qS+gG5sXYui7bH/Mo+nWfjNg9+7Pd48PFz/Mj3vguGOzjjDd5731G2Rhm6EotOx+uizt0h01LPrsqiMCtXPyvrUycC5HxDmBXVgNKsgDSrOEl5rwhD8gz2I5u4MG/LNJk/2Vd/A8bbE02ThQAiZOx84wsCeLJUwEnkCgAz8twATbG8rrIE9X2g5WCQiNdPcUF0RLX9stveugCx6rIAxLVPg9OELBQAOt4TAGWXBJwVpoWd62/I9mkI7UviedS5JNN1tQPytenI2vNT8nVvHTq7kj/21BRdIIzUzfqKSlEUDkwVaBYtumPR5hRs/RkAplnM0fwKhn80VWGqaDNVfP737TS7QcIWbIOuGzEMYhSglNPZGXis9zx0TUVTJWB1c+BxdnvA245Mc3KhQmscEKUZK3WHg1MFNnoSJ2JOtEvTJYuZco4gzlis5bh9ocpGz0VRVGbLNkdmixxoSk7fzs6IbDfA3XZJwhQlr2BoKoE/YepTKDVypIlYHHjDCKdkUGoKyzHs+FRm8jhFA3cQMu5mpGToRkZzvgBqxoJpUTIN3CAlUzRqjkHP9Ti/0+Nbjhxgqz8iTlIqjsPp3YvMl6d4cOshznbOcXzqKOc757ENm4ZTx1AsxvGYklXkidYZ7p69m3E0ZhyOGYZD5vJz7Ll7HG8eZxSOsFSL6fw0ZaNMy2+xMd5gbbAmn7OsKsulZRzNYRyNcUOXQTig43fwYg8UeLR9ir/a/BSDcMCR2hG+8w1vw9pscaV9EeXy41S6EblMx2qPsIoVhn6fUrlBqVhg/colRuefoLq8imI8Fzh/I9WLBkJJkvDhD3+YX/3VX2VnZ4cnn3yS/fv386/+1b9i3759/NAP/dDLusD7779/IsJ74fpH/+gf8Y/+0T96WY97szX2KtVoB1DlRjpuIRJARfQp4VjAhdcRBmLqmHj8fJm6+OhnuPu7fxRNU/n2++9kNtsBMv7DP30PqlWEmWPCmnhdOX7lBaYE507K2rzuZHrq/A12o77/mcAs9KRF9WxfI5DHNUMCU4eb8nWuLGDHawsw0m0RGUeeiMRzNZkSC8cTV+Zr0uY6+A7Y/CJYFdENBQPxO/JHsHinsDVBV9px/WuyVt0S8Na6CNuPCnjzBwI2p49KO66xKgDMzAnL5PVkPcFI1qfpAvb23SvXLvaFDSovTKbkfLke5cUJaJ2YRQ4ncSDmTZHmi61SznjKdPGVqnJOZ7MnXxuaylLdYejHjHyJ1/DChIPTRUZ+LFm+mkrPC7ENGbl/w/46OUOjZqp85mKHWt5EU1WW6znao5AoyYgSMZXMpwK6bB1una9waKrIbPWZbZqyadBKodXzGbV8/FFIMI5RyAj9mELNIvASTFvHHQRYeR2naLJ7ZYiqKrjDkDhKMSyN6ZUS3jAichNKzRyqpZImsLc55Pj0Auc626zkl9keDhl4GfW8hZ+MKFsVVBS8MKCWq3K2dRbHzBEToykao3hMpoCmaCRaSpzGKIpCO2jT8lsEUcAd03dwun2aPW+PklnibPssd83cRcWscKh2iFOtUzzWegzHcFgprRBlEZf7lxlGQ+6du5cjtSMilPZ7mKpJpEQU9SJnumcwFIOMjKv9q4y0Xf74kY9woLxCY9clsyss5BZwz38RtePRnGoStQfkUoPZ+j4GVy+Qeh7aNzgQetH89L/+1/+a3/zN3+Tnf/7nMc0bn5yPHz/Or//6r7+si3s160Mf+hBnzpzhC1/4wqu9lG+sGu1ORrAXxdensiRgIt+cOBxPwlPTWPxxguEzXp6mKR//+Mf5T//pPz312Op0nre+/jbe+8778Ee9pzLGVKsowMDrTdybtQn4eoGyitIiax6cBJ8aAg7qB26AoDgSHdLuGdEkpYlMaamm6IaKczcCXDtXmCg3xRixvjrx35lkgSmaCJa9gZyvogrosPLS2upeknZVdUXYl63HJApDs+XxzmUgletYnBUApBmTYNUHhR26PkafpdIO2zsL9RVhvlTrhp6psiRgbe6kgLM4FEbqyT+Fq38DVz4jGqcH/78C6MoLIpYe7YjHktuBK58SoOWPZFrtZr3mqlG0KNg3Ph/rqkrVMVms5bl1roJj6cyWc+yfyrNUd8hbGmXLQFMVdE18g8IkYxwk3LO/RjlnoCgKiqKwUHVoFi0ONAvPYJ4yhAiuFZ7LxLrDkFHXwxtEZBnkiybLt9ZRFJX6bIHSlLBBkR9jF0zKjRyt9RG12TzeIKI+WyBNMvxRRGdrTGXGIZfX6W67DHc9FKBul7mncYT7Vo5TUObJaQWqeYNmycLQLGaLDZYqUwyDBMfIo2o6s4U59pf3oSkaumKSpCluHKCgU7aKrA2uMYpGeJHHtrtNlEa8fvb1zBfmKRpFVqurVO0qBbMgo/Zei6JZfCpmYxSOaLktCkaBS71LAKxWV3EMYYcAEhIqZoWSVWKhuMB8cZ5gb4fDtcMctVfQw4xCc4rg6hpqsUjiufhnztB/9CHis09S6UVolkMShc+57t9o9aIZod/+7d/m137t13jb2972DB3OiRMnOHv27Jd45c26WV9JPY39M3Iisn16FEOWAhONUBoLcLJu9AT+5E/+hHe96100m02++7u/W8C6avDx/+Nfo6qq3NR7Y/G36V+T6adwJMfVTDEk/FJlFUQfA8K2dC7deC6NJb4iGMpzmgGkArKK0wJurpffvyFSVBQBeuUFATdpImupLguoKDQgcIVFyTI55yyVttXMCQE6bkvAmNcW0NU6L+0wry9ATdVlW9UQJkdRBFiVZmGwLWvrXhG2atwRxkdVYeleAYrRAuydFyapMCMMj9+HqcOyXeOoJNOv3A+6LlqgcOLq3T4LjVtkCu78x+HIu59rY3CzXhNl6RrH50tc2nNpjQLSNEPXFGbKOVYaea71x/TcCE1R0TTQlQQUhYKpM12SQFiAOOUpMFTPm1iGjqmpjIOIrhs9Q+ukKrDSKGAZz9X++eOIwE1wSgb1uRqb57usn++RKxg4RZP6fJ7ytEOWZsRhimGpVGbyZFlKpkyAVCcABQI3xrR0Rv1QvI+6PrqhM12sUDAMDlVT5koFWqMiLa+HGw04OXcEVUmo2CUyYvw4omzU0MkxlZthHLpYao4oC0iTDEs1mXIanGqdIm84VOwqu94e64N1LnYvcufMnSRpgq3ZDMMhM84MU84Uf3b1z4jSiDiN6ft9dFXHUA2yLCOn55gvzrM+WudY7RhXh1fxEo8r/SuslFZQVZWW22LKkcnNGWeGjfY1dodXKfrLqOUCo0+fQvEDyNnomk7QaxOeepS51VvQrFdW3vL1UC/JUHF1dfU5j6dpShS9sNX811vdbI29SpWry43+eqVP+7SimaLLSeVnEoQR/+33/wuFhaNPxbC84x3v4JZbbuGtb30r4/FYgFBpFjWcMEdWXjx5RpOICmtiKpgl4rPTWxew9HTDwzSdZG+NBUjkG8KklBdEhHzd88jrTcbQDREsq/qNQNTRnoAjffKmo03yuZ4CBJmsZd+bBaDptlwLpybtpNZ5YWSCoTA3qibj+6MdYX7WH4ID9wlY2nxEzmnmNgEn5/9M9nngrbKOA2+RCTJ/IKyTogrYtPICdKyCXI80hjP/TZgefyA+RqNdeb1VgI0vyrmmkURpqKpEebSekBaa35M4E60uwm7Dlsfd3ecaWd6s10zlLYPjC2XGQUSUZNi6hm0KSDk8VaTvRmxMUuNtUyUXqRyZKaKpGU//IGPpKvsaeQ5O3YhiipOUrb7P9sAjiFJKtsFc1aZReIGbcSbYv9zMsXmxR3fHRVEUBp5H4MY05gvkiwaZIuP6hqmhmzpJJKLpQUu0NFZOJ3AjoiAhiVJ0U6NYtSHLmHGm8c0eIaKLKtgV9lGhZte4pX4LPb/Hxe5FZooNgjhgx9tinAyZcZp4lkfBzrE2WCNNUo7UD3GxdxEyON44wZOdC3SDDkfrR3EjFz/2idIIBYXDpcOcaZ2hNF8iJSWn5xiGQ6I0ojtJty+ZJeYL8zJq7+5xe+N2lKHCnrvHmxfezJX+FdzIpWpXsRSLXgGsbodYz6g7TUJvTBLr6IaJmiooqomGhmbYJKYB7e43fOAqvAQgdOzYMT71qU89R4z8e7/3e5w8efJlW9irXTenxl6lKs7ITfu6wPjpwuXKvmfkHPzqR/6IH/vwr3H33Xc/BYR0Xef06dPPNNksLYgA2OtOJqUasPOYgJTC1I3Ued2Wltdo+wYQCkayrdfnqTd53RZWqDQLC3dIm2qwI4CnPA/5mYlrcibgYfPRG9ofuyjhqfN3iuA48WW6TNUFtGSRiJprKwJS+uuyz50z0pIKBuAl0r468m2ilcpVJ7YAlqwjVxXRdTAQAFXbB1ZVAI+iTli0kgCm5mFhnEa78vrqygS0WGLKONiQn0noyjXcfhwah4Q9ij1oPS4/K7sswHD9s9IKvB4m2/OE+Vq4R1qFuTKgfF2Oz3+jlBvGbPV99gY+GRLtMVu2yVsGsxWHQ1ORePyECYoCQz+i40YcnC5J9lgo4P6W2RKHpp85kaRrKos1h8XaV5ZMYBcMFAUs26C7OUbVFNI4JQ5TFDUhTlJUXWXQ9tntjChULdxRiJJBrmJRnsrh9kJGvYAsU0iTjDhO0W2NLMvwBjH12SrFuQbb3jb9sI+u6Ew5U0zlpzBUg6bTxNEdKnaFJ7tPcqCyRErKKBwxiPrsL+3n1tpRNt1NRuGIklnmHcu30A/6DKMem+MtBuEAXdU53jhOxa4QJRGPtR6j5tQ40z7D0fpRPr/9eTRFw098dFUnSiNqVo2yWeah3YewFZtxNOZA5QDLpWU+uf5JWl4LUzOpWBV2xjscW/kOBju7aBFUGtMYVo5o1EFzCuiOSuy5aJoK+RyGXSBSU1I/QMt/7W0hXkv1ooHQT//0T/P+97+fjY0N0jTl93//9zl37hy//du/zUc/+tFXYo036xupDFt0KO2LwtjkqhAOGVDkI//t05y8ZYW7jh8C4Hvf/Tb+1//zT3nHO95BkiRokwTlZzuNY1gwe7uYDQ63BWBM3SKgKgnle7si7SszLzobkOd3Hofu2o2ssOvxGzuPy7Z2ScwMG4dhpyaAIr3uhYQACKc+mTCrSxvPLsk2ujmZCAsmQaSarEd3RPMTegJk7BIc/TvSHhtuyj6sIgzWZe31g6JtylI513Syrt0npIVVaMq/nTNibKio4j6dn4ix7broiqKRbJdEoh9qn5dt3Y6c42BDps28tryufVnAVpYIMCrPw/qDEhDr1AVomnlZY9AXwbduyifQ7Oan0NdijYOIR9f7uEHytMdctvs+ty1UKOYMbpkrszPw2B74xEnGvkYBU1PouiFemNIomsxXHGbLX33LpTrjUJ13CEYS26Eo8nFEs1QaS3lyRYMkSrn6+BinZIprRJbhDWP6bY/5Q1Xa6yN0Q6U05eCPIhQgHCcUb3Hot1yyLKO5OMOh2qEXXEfezHOkfoS5whwHygd4rP0YPb9HwSzgxR6KqrBYXCRKE55oncWPQ7wIVExWSvvpBT1ymsVsfhZLs1gbrHF5eJnV8ioxMY7hcO/svez4O5xunUZVVRaKC8zmZ1EVlZyWI0gC/nrjrznePM44GmPpFo1cgziLUVGp5qp8ofsozZUqlU5I1xphKTa55gxxp8+o28JQdbBt3GRMwSrj2ypBFvKNLZV+CUDo3e9+N7/7u7/Lhz/8YRRF4ad+6qe44447+MM//EO++Zu/+ZVY46tSN1tjr2JZBfGrCV1pu0QB//wf/jC/8n/+N9737rfwO7/wE6CaTB19ExcvXXou8Hm+MmxhWWorN0BDGonoV9WlTRUObzAsliPgYOOLwiQ9RfmrwiKV5gRYXXeOVrUJM7N545hxJNNuaSRsS3lxYgiZiVhZs2Q/W6eEIbEmnjulBdkmGAgAC4fC3BgFeczvCyCafx1ogSTOTx2ZgLBUGJjijEzXNQ4JuLr2eWGy4kmAazuVTLH2RVlLeUHco/3RxBl6JG04I3dDpF3bJ1lv4Vj2ZeYFEHntibaoJf+7fYlBGW5Ju1BRZeT/2HcAk/RSu87Neu3VWsd7Bgi6Xn6UcrXjcuu8ZJct1vIs1p7LIqRp9rI6bdt5k8VDog3KV0xCL8HMacwfqaHpKsM9n1EvxLA0Qj9h2PZpLBawHZPu9hhvEDC9UkYzFAYtH28UkSsaVGcdFCUjHEfsDiPqcwXmD1W/7HpKVoljzWMcrh+mF/TYG++xPlqn43Vo+S0G3oiV8n6u9tfZ6HfZX5/Hi0fktDwHqivsjfdwLIeH9x6mZtfY9rfJG3lawxZ1u85qeRUNjV7Qo2gWsTWbXtADYNqZ5rHWY/ixz/Z4mz13j7yRl396nlE8IiHByBm0yjGJA9O2QaPSZHj5FGrDwTRyJGmM5VSJpxqEWUKo3hxceEmN+gceeIAHHnjg5V7La6putsZevdre3ua3fuu3+N7v/V6WlpbAhg986Cf4y4ee4PXfdK+MzecbYDq8pLfcXE1aOX4PTF1u/O0Lk2gPRQBN57K4Lmdip3+jUtHl6JYwSE+vwrS0f4JJon0wuOGIXVl+WuBrJiPmmil6p+YhYV3CsWh8gqHEbCQT3RKKsDmVJdnP3lkBTcFIptPSCArzsO+bRFd07TOy71xN9tm5KOvNN+TYpiPH9EcyqaYbMpqv6NIWHG7L1NnT88yCoYAfzZDWZRzI19FIzsvMT2x6y8IQBUMBRYo60XRNHK/TRFqKfhvY91J+ejfrFaooSdkd+C/4fGsY4IfJU3qh56tXIm6kuVgkjhMGrYBxz0c1FNxhAKlCHKVsX+hTmcnhjSKyTKG77VKdyVObzaOoCqoKWZJRncszvU9DNzVsRydJUsyCwc7FPq2N4VcEhK6Xruo0cg3SLKUbdFEUhUquwthWUTKNxcI+ZnObtNw+XuqzUllmEAzxkoDAD6mYFQA+t/U53jDzBmq5Gn+9+dcEccDdM3dTMkoESUCURuSNPLc3b+fK8Aq31G5hEA4IkoCSVaJiVkiyhDRLCeKAftCnYTdoOA1G4Yiz4wtU+lvMHFsgtzskyzRGiUu5XMawVOypOkp088P+TcXizXrN1fd93/fxiU98At/3+emf/mkA7nrDGzn9xLmvjP35cqWq0urZPiVAwetNQJAqDI1dEqbIa8sN3y4+yw8ok+31Z1H/uiXj9Z3LE78cRItTWRQ2ZzK2TxwKePD70pJb++wNnZJZEC2OpsuYvTYhra/rg2aOS7tr7bPScjJzYM0IKLr056Kpyk8JINMMAXujPVmX6cDcncIyJYnoeZyGgK3p4wKqijOy9rXPwb43ygi935kAvxnRIO2eg31vEIG2VZJ/iiJMWfeSnJPhCOOVq8n6C9NynYvToFhfN8nz30iVphlfyrItyyDhS2zwCpWqqczur6KicPlUm+72GMPWaK2PUFUVVVMI/QRNVQnDkDRR6W67GKZKsZ5j1PFxhyGrr5ti1PNJhwqb5z1QBCTV5gokLwEMRGnEpd4lwjREV3V0dLb9MT0vxFR1bq+/kWt4OM0eH7/6MYIs4NbpBbx4xExhhqv9qzIOH49ZH69TMkuMGXOmfYZ9pX24ocuh2iF2vV0e3nuYftBHReWe2XtoeS3yeh5d00nihLXhGl7skaYpmqqxOd7EUA00NNpRH7VQYn/jIIOdHcIwI64aTM0sEWYxBefmB/0XDYRUVf2SN6ObraSb9WLq/Pnz/PZv/zb/4l/8C3I5GSf/wR/8QVzX5dZbb31qu5cFAD29cmUxABzvweW/kvFxq3jDDyidaIeCkTApzzZGTEJxY356eV1pjfkDAQdOUxgWUgFBqi6sid+VdldhVnQ3T7/7mHlppxmOAKFcVfQ1Vh7Iyyi+ZgugyVXFRPHiJ+W18VhYHcNGWniLEoxqONJKSxIBaVZJQEt1P/TXJkGsnUkL7Quw/HrZvr8lzNBoW9aq6hD0pI1mVWRCbOeUgK3Ik5bezG0CEp2pCRDrS7uuPC9j+YY90TG9MPNws16dMnWVYk6nO37+6d+cpZHTX0K8zctQqqpQnSvQ2/MwcxrjQYA/TsjSiELNIo0zojh5qkWmKgpxkICSka9a7D/ZIHBjSZtpe6gaFGs2o47HlVMt5v7ucyehv1z1gz5+Ir/HUZyyNfDY6nts9QN0DcJom8PV/fzXs2eZce6gVO7ScBy2hiF1u85jrcdQFRU/8ekFPdzYJa/nKZpFVEVlGA+5PLjMnrdHxayw4+5gqiabo01m87OYmgySXB5cxo99bN1mf3k/SZIQJRFRGnHH9B2UzIDOY4/wqf5nKToVIjsin2VYbpWlI7diFG9GbLxoIPQHf/AHz/g+iiIefvhhfuu3fouf+ZmfedkW9mrXTY3QK19ZlvHN3/zNXL16laNHj/K93/u9APy9v/f3eN/73vfKL0A3heUoTE1aUE8rVQcyEQ/rFjwdBykaTN0qIOF6DXdg69EbzA7IlJjXFRCjWQIKWk+KUHjcQlpep4Uxijwm1nI3JuX8vgihR1vSOstSATOlWZkw2z0tAK28IFqetc9OEuErwu4EQ5ksG2xMBNILMGoLW9Q6L3lldlFywGJPRNKGJc8fekCYo8EOHLhfxOD9a9Deg4XXiaYpVxHNUHdN1msWBLzNHIOH/5PognJ10WWtPzQJqT0sYnD95pvva60URZEUerf/DJ8fEO38Us15RVpfX2mlcYadN4nDhFHXw7BURp2I2qxB5CfEYUIcZSRRimaqlOoOo74PGahGhSc+u45hafhDCWn1vZjaTB7NVAleAPx9qUomNh5ZlnGt6zLwY0xdxbE03CAhyTL2/F2WphTi1KXvRVhaTJzF+LHHkdoRRuGIIAmYcqZYH67LxFikoykaOT1Hx+8wU5ghTVKauSZFo0jJKnGieYJhMKTtt5nOTdO0mxTNImRwaXCJOI3xEx8/9glCj/sWlimuh+wMNqnbdSzbRC0UUfYtvdw/pq/LetFA6PlS3b/ru76LY8eO8bu/+7sve8TGq1U3NUIvb2VZxoMPPsgf//Ef81M/9VNPuc3+0A/9EJ/97GdZWFh4atuXnf35UqVqckN/uncRTEbpK6K/aRwSnUw4Fu2NXRad0vVKYvHRyZ4FmtNIJrOSyRRZ60n5X7dl+mrcFuZpsC0to9ibTKJVQJlEd+iGaIMKMxOgYote6NJfAJkAqjSB/W+Fxn7YPCX79rsCOPpXhZFJEmGLsljaboUFnooy6a0JgInb0r7y+vJ4rgada3Dlr4Xlqe0XQLf5KFg5EUPXD8mUn1WW9Yw2ZHR/+Y1yrjtPiP4qGMr5xC4k3o024c16TdV02SbJMi63xnih/D7bhspy3WGu8uqmlGu6CO29cYSiKlSmHPxRSHdzTLFpU5rK4RRNwiAhXzQY9wPKDUeMzXs+hYowRz4yOWaYOv44olizSOIX/4G3YBbQFI2e5zP0J271qkqzYOJbUHHg8fYpuuEuqurRCTq0A5NjzUP0ohaP7D3KYnGBKImoWBUu9S+RZikzzgxxGmNpFmEcslJa4YvbX+Ro7ehTY/ifuPoJFouLLJeW8WOfjIwwCXFMhyRN6AU95gvzWJqFlbP4rLrFiaOHOeQeYuD2OHDgm7ii9SiG26xw5GX+SX391cumEbrnnnv44R/+4Zdrdzfrb1n1+33e9KY3EQQB73rXu3jd614HwP/0P/1PX1vg83xVXroxSfb0Ks1O8sJ8YVzMvJA2pblnZpx5XQFJz1dpIiAnTWRqTNUmmhpVAE/3Kox3JgaLOXC74FSFDXqqTZcIAxOOIZ4IlvNNsRewywJSLn8Kbn+vpNNHoQAn1ZgYNqrQXBWtkN8Ve4A0kWPd+ndlOi+JJqPzoeh3ds4I81OalbH/XE1iOq59QYBUZ1tYqiSCxhFppa1/QbRAui3r9zqSh9bfkTahnhMmauVNzx9se7NeEzVXydEsWgz9CDIo5gwM7dXXdFmOAWSMWj520cAqJMysVGhvjiYTYwFOyUQzFBRVxRsljPsBVt4kSTP8cUS5aaNbDuNuwKjjYeUNdF1DtzS6u2OqU1+5n07eyDPlTLE1uPwM5ZSqqixWc/SDPrZmEyUpGilZptALhlzsrnPP/K10/DbXhtdwdIde0OPOqTt5ovMEeSMvbTIjT07P8YWtL7BcXmYUjyiaRS50L5BmKRf6F7jYv8i2u02cxJStMo7hcLB6UCi8DGbyM1wZXKHrdfkv7b9gpbTC0tISfr1ANh5ybXSNLMte/ffgV7leFiDkeR7/2//2vz3jU/3N+satNE35sz/7M86cOcOP/diPAVCpVPi+7/s+fN/HcW6Yqb0m/gALTRELdy7cADSaKUxQeUFAkt8XQbDTEI+cp4t9n80EPbviUEBOvvHMx526tKCuflradKEr2iWrJNsmsbSthpsCoOwyXPorWUd9VcBU+7JofMKuALKlewSA9K5B2BfwYo1h82EBLaYjjM9164D+NWF/0lDiRS5/SvyHnBpsPSJ+S2pJzr97RcCc25Zj56oCbvy+CM/j4Ib43MoL04YqWqTrQbNuG9BvMkKv8TI0lVreerWX8ZxSdQ3TMfDHEZqmUKxZpGlKdSZPHCbsrg1pLBbobIwwbA3DMjFtjciPqE7n6WyOyJUtNEMjjlLSOAMV3H5Ie3P0ooAQwP7KfrrjiPbwKkESoSoKNbtEwTTYGY7xA51mrspe4OInLik+a4NL3D1/nNXyKrPOLB2/Q5RGaKrGrbVbqTt1dFVnFI34zOZn8GKPpWyJ7fE2t9RuoeN3OFI/wtnOWUzN5GTjJH7qoys6ZDAMh6iKysZog8uDy8RpTNNpcqR+BFu3WR+uEyQBaZIyDse4kUvefHHn/betXjQQqlarz7h5ZVnGcDjEcRx+53d+52Vd3M36+qzTp0/zwAMPYBgG73vf+2g2RVT8H/7Df3htAJ/nq/KcaIX8ngALqyR6GRChb3n+hV9rFUVT9EL5WbnKhAHZetYTmTw3f7uwNNFYGKfi9GQ0XxHtUPOwsDut8wIgMgS0lZYmbtmGgBC3I2Lo+iERgoeu+At99pcnxpGqgBHNEFBUXZbtG4ehNANn/lCOV54TcAQ3WKv6fgE57p7ofqr7hMkKhhO9Uyb+T7olmievD5YlOqHy4iTHzBbvoyySSbSbdbNeRElERkypYRMHBsNJu8vIiUDadAyaiwVyJZPATRjsjol8jWE7JQpT5lbLaKaK1w+IgwTLMVCUjNpcnu6ui25qxMdidOMrvy0aqsHx6SOEfpUo9VAUDYM86+45/Cil50VM12wU30RXdXp+St7SiJKQK4OrXOxfYLW8yr7SPsI4xDRMdE3nQvcCSZJwcuokl3qXKBgFyRAbbdDINeh4HQzFoGSWeHjvYSp2hXE45lD1EJZmUc1VsTSLL+5+kX7YZ3O0yYHKAQ5UDpA38pxrn+NA9QBhHJK9CpOAr7V60UDoF3/xF59xM1NVlWazyT333EO1+pX7MNysvx0VBAH/9b/+VzzP4wd+4AcAOH78ON/8zd/MoUOHnpE/95oFQddL05/L2nwlZeZl6qx39bnPqYY8p2ryfPKs6bM4EODVPCQMkMJEFB3Ja/bOiWBaRwDXdZ1PHMjEV5rc8C0qTE1YmaEwPtUVASLTxySqQ9WEBaofFBarfkhabs3DsPYZAVSD9Um22FD2V1YkG8wuynk4dQF8fu+Gl5HfnZznnAizqwdEBJ5lcszGYQl+VXRpQ7od2fZm3awXUVkGmq6JzM5ScQcBUZgQuQmhH6NqKqEbYZg6u1cGWI5GEkvbJ0tSLj/SYma1THWuSHW2gGGrBF5Me3NIEmaM8gGhH70oIASQN3WWaxUu7OikQEiGY+QJ44RGQWd7uI4bqJT1JerlgCSLMVSbYTBkobhAkAb0wz5PdJ9g3plnf2U/Pb+Hl3jovs59C/eRZAmmZpKkCddG1wiSgNnCLJf6l1AVlTAOKVkl3NhlZ7zDvcV7ebj/MDP5GaadaXpBD1MzKRpFHt97nJNTJ+kHfZaKS+SNb2w2CF4CEPrABz7wCizjtVc3p8a+svqjP/oj3vve9zI7O8v73vc+dF1+pT72sY+99oHPy1mNg4AiQCKN5WurIPqZ6+7TsydkmuspPdHEvNGcjMXDs7wb08k0WwIYsm1lQRiaLJEWlKpI2626LO2sNBT2KVeBwZaApt41MVv0h+IRlGVQnBeB9/RxafMZBRFle33Zh1MRz6KNB2UaTLfFyNHvSNDs3J0CqK6HtAZjAWSVZbj61wKirptJJpGMzh96QICbbgo7dbNu1osow9LQDYV82WR3bUBzoUQUxlCAwE/obo3xxzGt9QGhG2PnDbI0ZdQL0XQVM6fTujaiuVBg+0qf5eMNyg2HLM7oDl1MWyN7aRatLNfzOKbGVs9nFMRUzGnajW0ud7YYjyI0FeIsJQkMDtT3oWY5ZovznG6fomyWCa2Qpt1kY7zBkfoRDNXA1mxUTeWRvUdIMhmJz+k5ymaZw7XD/MnlP0FXdUpmiZJZQkFhe7xNlEZsjbYI0xA/9DFVk5IlBo2DcEDBKtAP+yyXltHVm1aC8BKA0KlTp77ibU+cOPFid/+aqZtTY8+tfr/PRz7yERYWFnjXu94FwN/5O3+HkydP8q53vQvf9ykUJIvrGwoEgbSbpm+RnK1wLK0yu/JMLVG+AUvfBG5L2B8jJ+Dm2mefyxSBvNYq3BAWqypM3wooMullpsKy2GWorMDmF+W5XGUyqZbIZFplAfqb0spSdWlT9a4KUzNzQnLTYhcun4HpSaZY4xa4+AnY9yZpf+0+LtqhI++WCbPeNWl16Q7M3iGj/EFPzl1RpV1WWYTZk8JcmQUJr93/Njnn6HnO92bdrC9Rmq5SrOX4/7N33/FVV/fjx1+f+7l7ZW8y2RsBd0WxIOLC8VPrBNFaFetqi6t14ABbtVYLVi2IVetGav0qgquItGwQTGQGAiGDrHuTu+/9fH5/HLgSw0ggIUDOs4/7MPczzyekue+c8z7nHQw0YjSp+BvDmMwqdVU+snomEWgM40gw460LkZhhQzEoBBrFH7Imm4rRZMBsN5Kc4yToixINRvFU+4iEYziTrCRnO1EPY52kNJeVNNePi6waTVEagh5oEO8VDGQ4U0izZbKi4ntyE1PokdiDSCyCL+yj0l+JP+JnY/1GglqQBEsC2xu3Y1Et7GzcSYG7ALPRjIZGTI9hM9sIB8PUB+upC9aRakslx5mDP+qnNlhLliMLT9iD2+QWCdgRPwnWBHw1PkwOEy6zi7pgHb6ID6fZeTj/NMe8NgdCQ4YMOeiH3J4sdNmbcnx58cUXuf/++zn99NPjgZDZbGblypWd3LKjiNnx42yvfVGNYu2ivSXmiaruPx2r1xUR+ET3WnzQ7BDT1ZOKREJ3zUZx3q71Im/I7BQ5PJbdxWMTs6Fh97CYt0Kck1wkeo/syVA8V1w/6BEBU1OVmCmm7s47CnjEuapZ5B2VrxS5TK5MkUydc4LoaUrtKfKL6reKXihnpphBtm2hCMYKzxQBXagewrvbKEltEAnHaGoIUr3Fy67tjWgxHYNqwJ5oIhoQM9z8jREUBQyqQkKGDVeyFW9NQCwEbITEVBu7tnuIhGKYLDYMBoWKzV66D03DkWbBamu/8qO5rkxOTD8Zq9GKNxACjIQjKp5wHapBoUnz0j2hO4FYgJLaElKtqWCF2kAtJ6SdwDfl3+A0OfFH/ET1KLsCu+id3JvtjdvFVHnVTqPSiI5ORItQF6wj2ZpMmi2Nan81WzxbSLemi/WFQFS9j0Y4KfskHKqDQDRAKBaSOUJAm/un58yZQ2FhITNmzGDVqlWsWrWKGTNm0L17dz744AO2bNlCaWkpW7Zs6Yj2SkdIRUUF06ZNY/ny5fFt119/PQMHDuTSSy9FP9Ba/FLbJHQTeTp7l+xQzWJmWO7JImDZu8te2R1MNZTBjiWw5WvwbhezvmzJULlG9PLEgrD5axHo+HaJxOm0PlDwMzFcVbtZrDNksoohs+3LxOyuus2i1wpFDOt5dojZcv5aEeSEvGLIrnGnCIzCjaJNqb2g8GfQY4wI1OpKxX32FKMNNgAG0TtllgsqSm3TUOnDsytAJCwKr1p2vxrrQsQiGqFAFIvdSEo3J7GIjt1lJugTw2K+xjB1O31UbW1Ei4I7zUpDTQCb24QjwYLNYYJI+/5OS3KYSXOkkGbLwmqyYFINpDpNGNQIDqtKlj2dTEcmtYFakqxJFCUWkeXIItOZiWpQKXIXkWRJIt+VT8/EnmQ6MilrLKPCV0FZYxl2ox0NsdBiobuQYZnDsJvsBKIBBqUO4oycM7CYLHjCHlLtqXRP6E6KLYWdjTup8FWQYk3BrJrl73IOoUfoySef5Pnnn+e8886Lbxs0aBC5ubn84Q9/YMWKFe3aQKlz/P73v2fWrFmsX7+eV199FYDs7Ow2DY1KbZBcKBKIgw3ivSXxx1lrOcNFYBL0imGnYCM0lIpcnoz+InenadfuIq/R3QGVKnp0In7Rq2NPFoGTqxvsWA71pSL5OhoSAUvWQKhcK4bPNF0ERCaryOeJ+EDZvXhjQq5ok6KKqfmKKs5J6737Xl7YME+0w2BAlPpIE/dO6wUxTcR0qrXFt0CS9icciuKpCeDZFSDoi6JrOiF/DINRE1PG60O4U21EQzFioSgFA1Oor2zCoBqor/KjxzSciVYioSg+T4iUbAdWu5FwSMNsVfHWBUjNa9+kYUVR6Jnhxmrui7PGzA5vBQYD5DqSCKGS5czEZXKRYkshEAmwsX4jVb4qArEAmfZMFEXBbrST6khlp28n5b5ycp25xLQYgUgAh8mB2+wmGovitDhZuH2huGdiT3R0NjdsxmVxkW3PpryxnE31mzgx40TSrGnYzXZ2+naSYE4gFA3B0bdSwhHV5kBo7dq1FBYWttheWFhIcXFxuzRKOrI2bNjArFmzuOOOO8jOFrN5brzxRn744QdGjx7dya3rQowWMZz0UwZVbHdmiFladVt2V3RH5BC5s0Xys2eHGBIz7J7F1lghkp4jTeK/RpsIbipWiyRrXds9Qy0sApXMQWLxREuimL5vtMLWb8VQXOVaMfS1q1j0DoF4b3aI3p6qdVB0psgHyhokyo1oMbAniPYn5Ih6ZRHf7lprDUfkWyodH7SoTmOdKJehAEazEcVgIByIYjQZ0GM67mQLWkwnFIiiqAqoBhIzrESCMULBKI21QaJhsWiqsrsWmd8bxmgyYDCoWBztNyy2h2pQKEhJID/5BHyR3kRiYXxRH1satqChoaOT5cjis62f4Y/4SbQmEvKH2N64nX6p/QhGgzSGG0mzpZFoTQTAaXLSzdWNktoScl25GDGyrXEbqbZUkqxJ2I121tauRdM1GkONeIweQrEQYS3Ml9u/pH9qf7rZumFTbWxp2MLQzKGkOdIO/CDHuTYHQn379uXxxx9n5syZWK3ir7pQKMTjjz9O3759272BUse78cYbWbRoEQkJCdx///0AnHbaaXz77bed3DKphYhvd6/P7qAmEhB5Qeii10aLiuDImiAWVrSniwTpaEj0OhltIom7sRwM1t0BU6V4BT2i1ybBCFs2wJCrdq+qbRe5Sg3bIIpIxg7UiZ4jW5JInLYliyDI3U1M2+82XBSLjQTA5BK9Q2anmOkW8opcJElqJU3TiYRjhEMx/E1hdA1MZgNWpwld03GmWEnKdJCULf6/sGtbI76GEEFfhFhMzAWzuc3EIjEURUHTNYINURxJFqK6QkaBm9RuHTdcqygKTrMonJxEErqus9W7FU3XsKgW7CY7OjoOkwNP2ENDqAEDBlJtqdQEalAUhYZgA2m2NFLsKRgUA6FYiIomMcRVF6wTizCGm+iV2IuyxjIiSoSoFiUQC6CjE4gGiMQibG/czvra9fyizy9IsiZRHaime1L3Dnv2Y0GbA6G//e1vXHjhheTm5jJ48GAA1qxZg6IofPzxx+3ewM5yPE6f13WdZcuW8c9//pM//vGPmM1iNtIvf/lL3G53vOyFdBQzmBCFWQ3gyISGrbun34dEYKSYxDEGVSyKqNSI4bSEPJF35C2HzAGAJmaDBWMisAl5dk+r7yZmsBWNgPIV0FQjAqvcE8U5NRvFEFjq7kUeGytE4rOiQPVGSCmAiu9Eb1K4SUyh16pEvpMjbXcNNGvzBHBJOohgUxg0CPujOBIsBBrDxKIaEW8MR4IFu8tMQrqD5EwxvKXHoGZHI4HGMFokhq6B2aqi2FWiYQ1HgpVwwE9ylgOr3YxqBlMb1w86HLnuXJJtydQH6tmsb+aE9BMobyrHE/SQ68olGA2KFaXdeWQ6MllTvYaBaQPFOkLe7QxOG8zJWSezrHIZ/pgff8SPalBxm9xiQcaGTQAoKFT4K4jGohQlFOGP+olpMWpDtZQ1llHgLsAT9Byx5z5aKfohZEr5/X7eeOMNfvjhB3Rdp1+/flx99dU4HMffwkx7ps97PB7c7mM7wTMajZKfn8/OnTt57733+H//7/91dpOkttI0sfjhnkUUA/WiYGx4d09RJLh7+nxY/Ld2iwg+EvNFD071OkjvJ4a6dq7aPWyVt7tsR3eRcxT0iun3qlkUXPVViZWnU3qKiW21m0TCsztTLAlgSwRvtahn5t0phu88ZeJr1STykwwWUdds+1IxxDfgMuh5dud9H6VjhhbT2PFDPbUVjYQDGp7qJoK+GNGwhsWhklmUQGo3F3l9U1AMYlKBrulsXbuLLat30VgXwtcgFl80qAruVBvuNCsmk0p6dxc7Szxk90ik9ylZnfJ8Wxq2UNZYRiAaoKqpCl/ER1Okia2erfRO7k1pQynFdcUkW5OpD9ZzcvbJJJgScJgd7GjcgSfsYXPDZlBgWPowiuuKqfZXY8CAyWAiyZpEbbAWXdfpldiLGDEqfBUMSh1E3+S+9EzqyWndTuuUZ+9orf38PqQQ2G63c/PNNx9y46SOt6fe15dffsm0adMAMBqN3HLLLaxfv57u3bt2V+gxy2AQM78q1oieG1uSGOqKhcUwl66J+mG1m8RQV0p3MO3uMVIQwU3IA6k9xFBZww7Rs5M9WMz8CgfFLLbNX4lp9qEGMbzl2Qm2VNGb48oWw2XuLDHcVbpI1EizJYu1jKrXi14qR4ZI6PZWAooIvsz23Qs/agd+TknaLRyMEdN0LA4zDdUeVNWIzaWKavQoNDWESM93Ew5GdxdmBcWgkDcgFYvDROmaXdicJrHukEXFlmBGQcHiMFK6sgZnggVncudlC6fZ0yhvKsdmtFGQWEBMi1EXqMOw+39JtiS6ObtRH6qnILGAtdVrGZI+hB1NO1AUhcZQI90Tu1NSV0JTuInypnKyHFnkKakke2NEKuqI4MCYkU5e8iCW1a0iGAkS1sLEtBgJJrlO3iEFQq+//jovvfQSW7Zs4b///S/5+fn8+c9/pqioiHHjxrV3G6VDUFdXxwUXXEAkEuGqq66KD2P+4Q9/6OSWSYfNkSKGqhorRQV5o0kMg7kyAUX0wug68dWtFVUEUAYVWA9mm1gcMRoUNcNSe0LQDyaTWFhx22Ix3V41Q/ZQ2PZfMcRVt0nMYIvsno4fbhLBTmoRsHt1ahTRu9RUJRaM1KK7K9uni+n3GQNF8BRq6szvoHQMURRQFfDVh6jf6SPoi8XXqrM6jSSkWgk0hinfUI+m6UQjGjaHmcQMG+l5bhLT7TRU+amr8uHzhImGYxhVA2F/jMRMMZzmSrV12vO5zC56J/VmU8MmwloY1aCS5kjDbDTjCXooqSshyZZEfkI+wUiQ4mAxgViAKn8VGfYMUu2plHnLyHXmYlBEL9AQYxEpZQ00+Grxh5swKAq2HTUUOTRMWcNJtiQT02JYTBZiHD/pH4eqzYHQiy++yEMPPcRdd93F448/Hs+hSUpK4rnnnpOBUCcIhULMnTuXbdu2MXnyZABSU1OZMGECFovlmB/Sk/bB4hKvfVHNIgACQBdr/8QAffesmIRc0avkrQSioudIi0BIFYGVeXdA49kupuoXnC56ePQYRMKQd6LoJbK4wVct7md1i/0JeaKXKewTx1jdYlhO18TCkb4qMFvFDDlJagWz1UhM06mr8IGiYHUY0TQNUMRwr0Ghalsjfk8YBQWj1YDFolJWomMyqziTrCSk28jplYi3JkQ0HCMUiKKqCmarEbvbjCOhc38e0x3pJFgS4pXoDRj4vvZ7VntWs71xO4FogGEZw2gINXBK9inUB+tJt6dTH6qnNlBLljMLs2qmR1IPXBYnGZs81PnqsJnsxPQY4VgYb8jLD6XLaQy5ycovIt+dj6qoNEXkHyVtDoReeOEFXnnlFS6++OL4kAvA8OHD+e1vf9uujZNaZ926dfziF7/AYrFw0003kZycDMDLL7/cyS2TOsX+VrbWImIae9gnVrhOzhVf25LFLLPqH8RxQc/uQquJYHWI3h2LA3asAHRoqhA9UEbrj71QWkQUa80csLvSvE0cq0VE75ErQ+Q1KQZxzp7q9pJ0EIpBwWjevfavWDYIZXetOsWoEA5EiEU0wv4oRrMBEwa8tUH0mE7AF8GZaKFyi5fM7m7y+icR9msEfBFUgwFHogVnkgVV7fzadxajhSynyFNaX7ceT8iDQTHQL6UfoViIhnAD/qgfk8GETbUxIHUA761/j6ZYE546DwpiZlmBIQ1/fTVui5vaQC0xXUM1GEmzpeGJNWLzmtnp3UG6I508Vx6qcuhlRY4XbQ6ESktLOeGEE1pst1gs+Hy+fZwhtac99b5MJhMTJ04EYOjQoZx//vmccMIJcpVQSSQj15eKvKCfsqeIqfD128QwmNEKNruY9l67SYxDeLaJxOiaTSJfKHsYrHlT9Ook5Yvp8p7t0O0UsZr1rh/g+7li6MuVLXKP/G5xD0UVydkA4YDoxdIUsVCjJLWCvnuYNz3XRbWuE/BFUVAw2wxoMQj5ohiMGuFAFINqJhqK4WsIUV/pB3R8nhCqaqC+yoc9wUzRoKM7CI9oEWoCNRgNRkKxECbVRJW/Cn/Uj67r1ARqyHflE9NiDM8cTkldCfXB+vj0+YLUYUSNXlSMWI02vCEPNrODVHs6KTW1GBt8GIJh8G9D7Z2Jyd2164zBIQRChYWFrF69mvz8/GbbP/30U/r169duDWtPH3/8Mb/5zW/QNI17772Xm266qbObdMg+/fRTbrnlFnJzcxk/fjyqqh53SxdIh8lsh8zBohDq3pXurQliVpjVLXqGAg1i1pkWFYdYEkQghAKecjFEZjCJ3qOEXLHPlSVmlPlqxDDXnmAHXSRvb/lKLKyY0mP3sRHRQxVuEkGXwSwSvdPlmmNS6yiKgkFVcKXa8HvDqMYIoBPyR2lqCOFKtmKyGFCNBhxJZgKeKPWVYhjNbDVisRsx24wEm6KUb/Ac9YGQpmnxYCjfnc+npZ8SiAbIsGfQGBa1xZoiTaytXUuWI4v+Kf1pDDfGy2WELApJzlTMUYjqURQg05GJ9/tVRENBnGk57KyvQI3pFMSS4Bgujt5e2hwI/e53v2PSpEkEg0F0XWfp0qW89dZbTJ06lb///e8d0cbDEo1Gueeee/jqq69wu90MHTqUSy+9ND58dDSrqKjgtddeY8CAAVxwwQUAXHzxxZx22mlcdtllRCIRVFV2a0r74EjZq9J9WCykaE/ZXfYCEaDUbRLB0B62RDFMFmoSCdFWp1h40V8npugH6xFrGBnFWkJ1paKgar+LRC9UJCzuUfGdCISiQZE/lJQngqFgI2z4RPQQ6dFO+KZIxypXspVwMEZGUQK1OxpprA8SiWgkptvo1ieZ6m1egv4oBsWAzxPEYjOimlRCgShaDBprg5jMBgLeEFXb6snIT+rsR9qvPQFNWAtjUk0kW5MJx8LYTDa2NW6j0F2Iw+RANah4Qh4qfZU0hBrwhDwk25KpC9UxLDkHd4UXg2KgXmvCum0jvqY6TEYz9bYYZsVEJBbB460mqaYJuvgk4jYHQjfccAPRaJTJkyfj9/u5+uqrycnJ4S9/+Qu/+MUvOqKNh2Xp0qX079+fnJwcAM477zw+++wzrrrqqk5u2cG98sorPPzww5x11lnxQMhqtcoVn6XW2Vel+z12rW8eBIFIYO42DCq/E4VbQ40QDYseJluiyPexJEDtRrF+kK5B3UYRGNmTRU9Rel/RU7Rj2e61jJLEvUxWEQBlDBDT9A0yWVpqPWeSlZBP9ABldk8gPerGUxPA7jZStcWL0WQg2BjG7jIRDcVQTSrhoMgZsthVYhENXVfweUL4vGFCoRAWy9H5M6goCmm2NFRFJRKLYDfZ0XQNs8GM2+TGolqo8lVhVI30Te7LD3U/UB+qx6SYMBqM1AXraEzvSY4zG2t5OQEtSMyzCZc7FS01kfWhchIsbnRdxx/xE6muis/C66ralCEWjUZ57bXXuPDCC9m2bRvV1dVUVlayfft2brzxxg5p4MKFC7nwwgvJzs5GURTmzp3b4pgZM2ZQWFiI1Wpl2LBhfPPNN/F9O3fujAdBAN26daO8vLxD2no4NmzYwL333svKlSvj2yZMmMDpp5/O9ddfL3N/pPYTahQJzD+lRUQw1P8S6HOBKJPR61yxtlD+z0Twgy56fUI+MVyWdwqUfiN6n1Sz6EmKBMWsNFeWCIRMdtE7VF8qrpF3otgmSa1kMCikdnOSUeDGlWzFlWolo8iJtzZEyB/D7w2RnO0kGo6J/0Y07G4zVocZT3UAi8OIPdGCzWmkcVeI+qqjO5812ZZMz6SeJFmSsBgt2Exien+vlF4A2M12fGEfJtVEobtQBDIouEwu8lx5eKJevrPuwtMnh/4njsVW1INtKRobIuUkW5NIt6fjMruoDdYRiPh3L7fRdbWpR8hoNHLrrbdSUlICiCnaHc3n8zF48GBuuOEGLrvsshb733nnHe666y5mzJjB6aefzksvvcTYsWMpLi4mLy9vnwHE0Rj5PvbYY7zxxhvU19fHZ3vl5eWxaNGiTm6ZdNyJhsRU932JhUXvjbubOC7oAW+FSILOPwOCDWA0QlpfsQhj6ULw7hCJ1b3OEb1MES9gEDPDon5RH03XRPDkyoDkniKfSJLaQDEo2N1m7G4xdLR13S7qK33EohoGVSESjKAYDOT0TEBHp2ZHE45EI5lF6fGCq84kG7GoRjR0dC/omWxNxma0UZRQREyP4Ql7CIQD7GjcQZI1iXpPPQXuApZXLifLmcXw9OEoioLFYGFd3TqGpA7BaXby35rlbLVmckr+QJI8mVQ0VeCP+FAQle0NioKekoBi6PxZc52pzU9/8skns2rVqo5oyz6NHTuWxx9/nEsvvXSf+5999lluvPFGbrrpJvr27ctzzz1Hbm4uL774IgA5OTnNeoB27NhBVtb+l1IPhUJ4vd5mr/a2bNkybrnlFqqqfiw8+ctf/pLzzz+fiy++uN3vJ0nNGC27E5z3QdfAmiSGu1QL1K6Hxp2wa52oMJ/WB1L7i/Ia6z4QVesNRqhYAZXfi0UeQz6xwrQeE2U2wk2iFyoWhvKV4lhJOgw1270EfWGsNhPhQIyGKj9NnjCRUIxGTxB3qo30fCeuJCs7fqgjGtEw21Ua64Ls3NRAwBtB047eXhCr0UqvpF5oukZhQiFZ9iyiepQESwJui5tcZy5pjjSSrEnU+Gso9ZZiUk1UB6vJdeZiN9spbSilJlDDospv+Z+6le1NO8iwZRDVomzybMYTbkAzqkRTxeKKXVmbc4Ruu+02fvOb37Bjxw6GDRvWor7YoCOYgR4Oh1mxYgX33Xdfs+3nnHMOixcvBuCkk05i3bp1lJeX43a7+eSTT3jooYf2e82pU6fy6KOPdmi7b7/9dpYuXUqPHj3iay+NGDGCESNGdOh9JQkQU9id6aJgagu7Z5el9wXPjh97hmyJomjqztVi5tmatwBNHJNUANZksXJ1dPcU+cQ8EfSEPGLtIEUVAVhjJWz9L+SffkQfWTp+BH0hdm72YDQbCPqjmK0qRrOVcCCGpyaAQVXI7J6I1WGkfEM9qblumuoDNNaGUU0GrHYT1WWNuDNsZHRL7OzH2a80exoOk4OaQA1ZjiwKEgqo8dcQiUVYGl6KN+gV1esNFrx4aQo3gQ7DM4ezqGIRtf5aYnqM/qn9aVJMJPYsJFKv04187EEX6dm9qEjWSbVoeMNekqxHbwJ5R2tzIHTllVcCcMcdd8S3KYoST7Y6ktXaa2pqiMViZGRkNNuekZFBZWUlIIbznnnmGUaOHImmaUyePJmUlJT9XvP+++/nnnvuib/3er3k5uYeUvv21Pt69913efHFFzGZxMq+t912G7169eKMM844pOtK0mFL7SXydgL1P25TDCKocaaLFaPNDrGOUKBBzDIrXyVmiaX22F26wyDWFNKiosyHZ5tY6de1u8c1tHT3hXevgmdNFMGXOwcaq5CkQ1FZ2oDZplKxyYPPE8LvCWNQRbkNV7KVyi1ecvsl4/eEMFtM1JU3EY1qBJoiANhdUVAUAp4IdOvkhzkIu8lOnikPAE3X2FS/iSXlSxiQOoAtni3kJ+Tz3a7vSFfSMWBgSMYQVlSvYH3tehRFIcuRhTfspdZfy+qIn2RHEidlDcJiyaXRncrW6nWkBGq7fA7qIS2oeLT5ac7PTzPgL7roIi666KJWXctisWCxWJg+fTrTp08/rMAuFotx3XXXUV1d3awN48ePZ/z48Yd8XUk6bGa7WAzRV7O710YFe6oongoiGLLYAR3MbqjdIBKfVasoneHbBcndRZ0y1SRekQBU/QCnniam2htMIgHb5BJDadGgGEYzO2TRVemQVJXVEwpG8FQF2V5cR9AfRVUNGIwKAW+I1FwXKd0cNNYFsDpMNDUEaawPEfb/uFxD2BfF7wnTfejRvZ7QTxkUAwUJBWxp2EJ5Yzm9E3sT0kKckHYCRqORNGsaGxs20hRuQjWoBKNBbEYbG+s3oqDQPbE7lb5KPMYw31UtZ7A+mDRHGhoaRsMhlR09brQ6R2jEiBE0NDSQn59Pfn4+a9asIT09Pf5+z+tISk1NRVXVeO/PHtXV1S16idpq0qRJFBcXs2zZslYdHwqFeOedd7j77rvj20wmE7/+9a+5/fbb6dOnz2G1R5LanUEVycupvUSV+j1BEIip7lkn7A5yDKJkhiMVUgrF19EQlC8XeUTREEQju6fP9xTDZfZU6H0OFPxMrCMUDYI9SVSs12Pia0lqg4AvRJMnTDQEZd/XoRgN2BwmTGYDaDqKwUB9pR9XipWAN4zVbibgjTQLgvbQNfBU+2n0Ht2zx37KrJpJtiZTG6rl062fUuGrIKJH2FS/iV2BXcS0GInWRALRAC6zC0/IQzgWxh/1UxOowWa0EdJC2Iw2NtVvwqbayHHmoCN7hFpl0aJFhMPh+Ptrr72W1atXU1RU1CENaw2z2cywYcNYsGABl1xySXz7ggULDrv4a1t7hOrr67nmmmuIxWLcfPPN9O0rVs79/e9/f1jtkKROYTSLIMbshJ2rRJBjdogeJF2DrEFirSBfjejtsSWBtwoGXQ01G2DLQtGj5K0QdcoyBouk61hITLs3yIVApbapr2ok6A3TWBtCMShoYQ2fR3wmmcwGzDYDOohiqk4rFpcJ9vMBn5hho77Kj78xiusYq0md686lb1Jf/GE/6fZ0bEYbUS2KWTVT1lhGii2FHIdYMkbTNTIdmZgMJlRFJdedS42/hvpQPU6jk26ubiQYEzDoXXvW2CH3hx2pMcWmpiY2bdoUf19aWsrq1atJTk4mLy+Pe+65h+uuu47hw4dz6qmn8vLLL1NWVsYtt9xyWPedNGkSkyZNwuv1kpCQ0Gyf1+vln//8JzU1NfFAJzMzk5tvvpnU1FSSkuRfu9JxQNfFCtWp3SEWAEsSaDGxcnTe6WBLhR1LoOp7sVBin7FQUwJ1ZSJnyJoo1hmq2yIWaEwqBHsupA/gECasSl1cLKLQ1BDBZDFSt9OHyWJAUURcHglpRMNhnCkWbC4TWgxMNpW0PDeaBk21ITRNx2RVScqw428Kk2p2EPJGIefg9z6aZDmzKEosIhQLsXjnYuqCdRQmFNIvqR85rhzKveXkufNwm90EY0HW1qwlqkUZlj4Mi9FCZVMldqOdgoQCnCYnqkHFZDR19mN1qqN+YHD58uWMHDky/n5PIvP48eOZPXs2V155JbW1tUyZMoWKigoGDBjAJ5980qHDdN9//z233norNpuNX//61/FAacaMGR12T0k6oqIhqFgtKsZru6fUxyJiOnyoEWrWiyGyfheLYa+0viLxeud3YntjBWxbJIKh1F6iB8mZJeqcVa6BfpccpAGS1JwW0zEoOloshmo2EA7GsDqMREIamqYBCg63GWeyjR0bGiiyqLhSrFSUNpCS60AxKESCMeorfSSk2bA4TaAcm0NCafY0PtnyCU2RJsyqmTRrGp9t+4yipCJW+FfQN6Uvm+o34bQ4MRvMxIixrnYdZoOZHFcO62rXkWZLY339ero5u2EyyECo1T777LP4h76maXzxxResW7eu2TGtTUpurbPOOuugvU+33XYbt912W7ve96dDY7Nnz47PlDvllFO49NJLOf300zF08YWopONUY5WY6l63RSyIqKhieMyeIhKgvZXgSoeGbT/WL/PXihpk0aDoOUrMF7PMyleBM02cr2eDIwP0o29RU+kop+vYE8xUlnpJz3VSs8NHKBDBaDJgMBqw2s0kZdkJ+yJkFboIBaMkZdvILHBTXxEg0BRCNRpIK3Bhc5pRDAaiwSihYASL9dgKBMq8ZdQF60i2JtMQbCCiR1hXt44UWwpn5Z3FpvpN1IXqQIFeyb2obqpmQ8MGkqxJ7GzaybC0YdiNdnY27cQT8WBQuvbnmKK3coyrNR/4R3r6/JGwZ2gsPz+fLVu2yMBH6hq2LBQ9Ovres7tUMVxmtEL5ClFnzLNDrC9U8DMw2kVvT2OlWJ3at0v0CKkmMDnAkQwmpyjd0e1kyD+ps55OOgbVVzVRX+2jbG09teVNqKpC0BcjFo1htqk4k62YbUZyeiYQDmlY7AZC/hi++hBBf5RAUwQFUNAx2cxEIzEKB6fQrVcSdpe1sx+vTf5T9h8+Kf0EDQ2zYqYp0kRdsI5MRyZF7iLW1a6jKdJEQ7gBg26gMLEwXsjVaXIyMGUgn239jJ7JPemf3J9xvcYdlzPH9nx+ezwe3O79J4O1+sm1Lj7ddfLkyWiaJgMh6fin6+DZ/pMgCEATw2J6FAK1ongqiB6jWAQat0FabzGshg4YRKCkKJBcJIbGmqrFMFvDNhkISW2SkOagrtqHO9VMU4ORptoQRrOC1WHGaFYJ+SPYXCZMNiOVm+swJ6jY7WbqdvoJh6PYnRZimkbIH6OpwUdSpoOwP4Z+DH62OcwOEiwJ1AXqyEnIYdWuVZhUE03hJmLEiGgRgrEgBt1AmiON2mAtO7w7CMQCJFuSqQ3Uku3MJt2aTmOkEXV/K813EfJTfT+mT59Ov379OPHEEwExS85oPP4iZklqIRbe92QbxSDWH6rZKIa6kvLBaBMBka4DUdH7k5grAilXhgiAEgshe4iYYdZjlFh0Mew/wg8lHesMBgViYLSZcCSaScq0YTSraLpG0B/B7jaTlGEn2BQiGtUo/74Bo8mIjobJpOL3hvHXh3enWmjsKvOiGCAcPPZGMbKd2XRP7E6mI5MdTTuIalG2e7eTaElkY/1GnGYn5Y3l2I12GgINNIYbMakmbEYbKfYUqnxVlPvL0RUdt9l9VNbfPJJkILQfbV1HSJKOGwYjOFPAYG6+XY+JKfQmGygm0WOUsntRxfXzxFpCGETA1Os8cGZC5gDoNQYaq4EY7FwBkUawJXfGk0nHuMQMB1pUJxzQMFqMuFOtJGc5ye2bhNmusnnlLprqIljtJlGE1G5ENarUlvto2OXH1xCkbqefkE8MpwUaw/tcZ+hol25Pp39Kf1SDyq7ALhItibjMLiJahEAsIIbDEgpxmp0YDAZC0RBus5tsRzbJlmQyHBkkmZPY3rgds9FMVDv2vgftSQZCkiQ1Z1BFqY2UIrAkIH5NKGKlaHuKeLnSRcCT0l0kQSd1E2sEuTLB4hbDYwm54MoRM82MJtETpFrFcJnRfJBGSFJLFpsRZ5IFLabRWBvAUxOittzH9pIGKjY1YrKaCAWi2BPN2F1mgv4QFocJq9OI3WnC4jThTDJjNBtwJFppaggTOAYDIaPBSIo1BYtqEQGP0cmlPS/FZXYRi8XY3LCZ4enD6ZXcC03TsKgWbEYb+e58dHSisSjr6tZhM9pAg0A00NmP1KnkWM9+tEeJDUk6ZiXkg79O9ABFAqL3x2gRU+ntySLHRzGI6fCNO0WOkGIS1eg95eDdIWqKRUOgqmKoLegRvUpp/UVFeklqI0VRMBgUElJs1Ed1wqEImqahoJCUYSfgCxNsDGMwKKTlu0AxYHWopGQ78OwKEg7GMFpU3KlWVFVBi2oYzcfmsFCUKDE9RkyPEYwFWV+3nnR7Og6zg3A0jC/qwx/1YzVaaYw0UhOowRf1UeWrIseZg9PoJMGSgGpQu3yOkAyE9uNACypK0nHPbIPsYWI9IF/17sUV06CpBtCgoVwUW63fLvKEwj6RPxT0gTsbrA4Ih8BXJo5FE9PmMweCr2ofidiSdHBWuwmz1QgKhPwRHAkWohGNoC/CrrJGjCYDiWl2jGYDqsmIw2VGVRR89SFS85zoMZ3Y7uPDGmT3TMKZdGzNGNsj0ZyIw+SgMdJIQWIBn2/7nIHKQMoay+id1Jv/VfwvvqJ0pa8SRVFoDDfiNDvxRXz0TOxJQ7ABs2rGbrJ39uN0qkMOhMLhMNXV1S1mk+Xl5R12oyRJOgqYLJBcIF57+GvAZIecE6ApW0yRDzaIOmTRIDhTRYCUUgRLXgZ0MZUeRMmNzV9A7/NE8CRJbaSaDLhTbGT3TqK2vImach9mq0o4EMWgKqTlu7HYTTgSzCSm29EVBd9OH85kG7U7mgj6IhhNKo5EMzaXCbvLRF1FAKNRxZl4bP1Muiwu+ib3RdEV1uxaQyAawBv2kuvMJRwLE4qF8EV8FLgLODHjRCJahNpQLW6zm0J3Ien2dHxhH7v8okaZ2oXL3rQ5ENq4cSMTJ05k8eLFzbbvqfguh5Ik6TjmSBcLJ1qc0LADbGli5eiti0RBVUUX1ey9iCKukYAIhFQzeMtFAnXtFujx885+EukY5U6xoRoNDPp5LjvXN9BUH8TiMGFzmrA4jLhTbSRlOrG7zVSVerG5LXirfaTlOcGgEPHH8HlEbtEP/6vEajfR48QMegxNJTXn2Or9PyH9BLwhL8uql2EymNjSsIVzC8+lJlBDN1c3av21ZDoy2ebdhoaGxWAhFA3hj/jZ7t2Oy+wiqkfxBD0k27vuBIY2B0ITJkzAaDTy8ccfk5WVddxOu5M5QpK0D64sMVwGkJwPFWvFLLITbxI5QJVrxNR4LSqGy/QYRIJiEca0vhBqgrpNYvFFSTpEjgQLdrcZR6IFX22IaEzDYFBQTQZcyVbcKVbx2aSA2aJidVgxqGCyGChZu5PG+hBBn0iSjgRDrP1qBzan+ZgLhKwmK4m2RIoSilBQqAnUUNpQitPkJNeZSzdnN1ZUraCssQwNDZNiIt2eToY9g+/rvucXvX+BGXOXXx+vzYHQ6tWrWbFiBX369OmI9hw1ZI6QJO2DyQJZQ8BTJgIgo0UkSFd9D6k9xIKJRhuEA6IXKFAn/qtrYhHGcAASuoE9tbOfRDrGKYpCaraLhFQ7IV8EAIvDhMncfIjHoChEQlES0i1sXVNL9fYm9J/8fRvWYmxbW0t2Lzdpx1gwlGJNIc2WRl2gDotqoTYoFktUFZXGSCON4UbyXHkYFAMxPUaqLRVv2Evf5L5EtAi5rlwSrYmd/Ridqs2BUL9+/aipqemItkiSdCww28QK0ik9xXBXdYnI/wl6RK2x+q3Q/eci2DEYRV6RFhXlNhxOsahiF+6Gl9qXyay2CH72cLjNRIIxrHYjJosRb02wRRAEgAaeXX5CjcfeVPoUawqJ5kTMqhmDYiBiipBoTaQx1EiSJYn+Kf3xRX0A2I12/BE/dcE6PCEPA1IHYDPa8Ef8XTphus2B0FNPPcXkyZN58sknGThwICZT82J1B6rnIUnScaCpCrwVIv+noUxUqI+FwJoiptcnFYiVpRUNgo27641ZIPsEkVuUkAsWR2c/hdQFOJIsNDWEsCdaUFUdq2v/xVVtTiMYj71UD4fZgclowmwwU+2vxhPy8Pm2zzkl8xQqfZXs9O2kLlhHVI+iotLN1Q1VUclx5RCJiVIcrSw5etxqcyA0atQoAH7+8+bJjjJZWpK6gJqNULsZ0MUCi3VbRVBk2f0HUPYg2LlGzCCzJoj3kZBYQDExV9Qd2zNkZk/qzCeRugCzxUhGvgvPrgCNngC5fZPZXlIv1rXa67NfMUC3Pskox2BAUB+sJxaLYTPZMCpGEiwJmBUztcFaSr2lmAwmIlqEpkgTOjqeWg9D0oaQ48ihKdwkapJ18erzbQ6Evvrqq45ohyRJR7uAB+q2EP8E0WNiQUWjCUINolcosUCsLRRoAC0C9dtE5fn0k6BsqegV8teIkhsp3TvvWaQuw2wzkZytYnGY0GMwYEQ2G5ZUEQ7Edu9XKRiUQkK6DYv92Fvx3BPyENWjVPmrCMaChLUwifZE6kP1lDeVk2ZLI8+Vx4b6DejoKCg4TA6SLElE9AiKruCL+LCZjq3lA9pTmwOhM888syPacdSRs8Yk6Sd8u5ovhKhrkJADOy3iN0nII2qIubNFwdVgA5icIn9oxzLQwtBUIfKF0vt31lNIXUygKUL1Ni9+TwhFVXAkmjl5XCGNtUE0TceZaEVRdEKBCIkZx16ejEExYDAYCMaCNIWbMKkmNDTCsTAp1hS2N20n25FN3+S+6Og4TU5sRhsb6jcwLHMYdpMdXTv2esLa0yEtqNjQ0MDMmTMpKSlBURT69evHxIkTj6vZVXLWmCT9hL6PRFKjBQp/Blu/gaAXzE5Rgb52B0R94N8gAqJYRAyPZQwUCdVW+f8pqePFohqVWxqoLfcRjWiYrSqqUaVupw9dUzBZFXzeMM4EM4UDUzEaj71FBROtidiNdnRdpzZUS6G7MJ6q0hhpJNmSjNviptJfiYrKzsadFCaKBRUjsQhmgxlHF8/Za/PA4PLly+nevTt//vOfqauro6amhmeffZbu3buzcuXKjmijJElHA7Or5TZdE6U3ck+G7mdBSg9IKoRYABq2iwDI7BRJ0ha3qEPmTIMkuQK91PH83jD1O30oCpisKiF/lGgoRnK2A1eSmYQMO90Hp9H7lGwS0o7NYCDZmkyOM4ckSxIGxUBFUwUuk4scZw4Ok4O6UB01/hpqAjXsaNqBrujx1aWjWpSoHu3SM8bgEHqE7r77bi666CJeeeUVjEZxejQa5aabbuKuu+5i4cKF7d5ISZKOAs50sLgg1PiTHTooRrFqtGqEWFj0/JgcEKwFDGK4zJ4MlWvF1118ATfpyAg0htEVCDRGaKoPNduXkGolM81OVo/EzmlcOzEoBnol92J0/mgq/BWU1pcSJYoZM72SepHtzKbUU4rdYCfDnUGhu5CIFsGAgZpgDUlWOWmhzYHQ8uXLmwVBAEajkcmTJzN8+PB2bZwkSUcR1QRZg8W6QYF60RukGERekC1ZzAQD0Ng9fV4Fg0UUYw01iSn0BSPFOfqxN01ZOgYpoEX1FkEQgKcmSPI+th+LjAYjJ2adSF2wjv9a/0uWPYv6cD0Ok4OihCKcJie+sC+eR5RqT2Wrdyv1oXp6JvbEF/bhMB+bPWLtoc2BkNvtpqysrMXK0tu3b8fl2kfXuSRJxw+LC7qdKPJ+oiFROsOWKNYTCtSJ4ChUL76O+H8cDov4ob4UkotEXlGgHmxyzTGpY1ldZgK7V51G14lFNbSYSAw2mlXC4RjRSAyj6djLDfops2qmm7MbA1IGEIwFscasfLr9U3ol9MKkmsh2ZhPTYpR6S1m0YxG9U3rjDXuxGq1EYpHObn6nanMgdOWVV3LjjTfy9NNPc9ppp6EoCosWLeJ3v/sdV111VUe0UZKko4migO0n3emubPDVipllnu1i5emaTbDrB0BBFHpKFLPHTDZIzBe1yiSpA9nsRpyJZoK+MAFvlGhYzHo0GBVsCRZiUZ1o+PgIhABsZhuJtkRsBht1wTpynbkYDAZUVeXbnd/SGGnEaXJyYtaJNIWaSLImEYqFMKhde6i6zYHQ008/jaIoXH/99USjYhaJyWTi1ltvZdq0ae3ewM4ip89LUhuoRsgcCLWbRK2xxmoxTd6ZDrEYEBOLLJodYsHFrMGd3WKpCzCaVVJynAR9UQwoaLtHcw1GA1anCV3TCTZFsTqOvfWD9iXDnkFtoJaKpgqi0SinZp1Kha+Cf2/+Nw6LA6fRidPkpCncRII1AXSoD9WjaF17qFrRD3Ftbb/fz+bNm9F1nR49emC3H59Z53umz3s8Hlk+RJIOJhqG796Dde9D5XdixtgeBgMk9xSFWU+6CYZe23ntlLoMT42fjcsqiQQ1olENs0UluZsTdA2by4yCgaweiRgMx0cwUN5YzufbPscX9lHgKmDRzkVsa9yG0WAkFAsRjoXxhr0kWZM4O+9sFE1hVMEoeiT36Oymt7vWfn4f0jpCAHa7nYEDBx7q6ZIkHY+MZsg5ASpWi1WoQ17xJ7jZKRKntRjYEsCe0tktlboIq9NEQrqDhqoAidlmQk0RSr+rxqAaMKkqSVl2HEkmEtOcB7/YMSDdkU6yNRkFhYZIA6XeUjIcGfxQ+wO7gruIalGMBiMRLUJMi5FuSyekHR9J44eqVYHQpZdeyuzZs3G73Vx66aUHPHbOnDnt0jBJko5RKT0g/3SRHO3ZIWaPWZ3gSBdrCxWcARn9OruVUhdhNKlYXSayE41UbfISCsZQdIWGSj9mixGjRaWsuA7LcBM2h6Wzm3vYTAYT3Vzd8If9BGIBFBTW7Fojgh57erzAqi/iY0fjDnom9iTJ3LWn0LcqEEpISEBRRLeh2+2Ofy1JktSC0QxZJ4jiqlu+Al81+OvFFPr800SQ5M7u7FZKXUQsqhENxAiFo0QjGj/8txI9pu1OEA5RU95EXt8kkrPsdOt17AdCAN2TurOqchVG1UiSNYltTduIaTHqm+oBUFBwm9yk2lJpCDagcnwkix+qVgVCr776avzr2bNnd1RbJEk6XlidorhqcpFYVdpWLxZYTCmC9D5iTSJJ6mCxmEZNWROapqOgU7a78nzQF42XzVMMUFZST07v46dXxG124zQ62enfSf/U/nxX8x0xYiRbktHRMRlMDEkbgjfkJWwPE9bCnd3kTtXmOXNnn302DQ0NLbZ7vV7OPvvs9miTJEnHOu/uUhrOVEjuDrmnQt7JoifIs13kCklSBwt4w4QCUdH7oyk01QXxe8ItagcHPBHqdvo6r6HtLBwLE9JDVPgqyLJlMTpvNN0Tu+M0OcmwZTAsYxgJlgQ2Nmwk0ZKIydC1/zBpc7L0119/TTjcMnoMBoN888037dIoSZKOYZom1hMCkSRt/kkSasQvhslssvCq1LHCwR8LBatGhUhI2++xIX8Uf1MQu9N6JJrWoSp9laTYUkiwJLDTt5OIFiHRnEiuM5eYFqPGV8MSzxIGpA7AaXZiNx+fs75bq9WB0HfffRf/uri4mMrKyvj7WCzGvHnzyMnJad/WtZNLLrmEr7/+mp///Oe8//77nd0cSTq+KQpggLAPArUQCYHBBPZEsCSAgnhJUgfbO5/VbDeRkG5j19af1soDq9OIPcmKryF83ARCCZYE3BY3KypXkOfOI6bH2NSwCaNqJMGUwJiCMVhVKxW+CkxdfKi61YHQkCFDUBQFRVH2OQRms9l44YUX2rVx7eWOO+5g4sSJvPbaa53dFEk6/imKKKOxawOi8NhugTpwZkB6f1F6Q5I6mNVpRtkVQNdB03QK+icT8IQI+qNoMR2DqmCxGXGn2jCZFCzWQ15R5qih6RpRLRqvK1aQWMDqqtWcnH0ymfZMPGEP6BCIBojEImTqmRgNx/5zH45WP31paSm6rlNUVMTSpUtJS0uL7zObzaSnp6OqR2fm+ciRI/n66687uxmSdPwLeMQsMe8OQIdIELQIYPixxpgrbXevkSR1LJvThCvFircmiB4Dm9tM9xPSqdrmIdAUxWCApCwHqTkODEYFd+qxP0RkUAy4zC78UT/V/mqcJicD0wayYOsCzEYzqbZUFBTqQ/UkW5MxGowYFFlio1Xy80VdIE3b/xjroVi4cCF/+tOfWLFiBRUVFXz44YdcfPHFzY6ZMWMGf/rTn6ioqKB///4899xznHHGGe3aDkmSDlNdqXgFvVC3FcxuMSRWuwUiTeDKgqRCiHXtGSrSkZWc6cBiM9JUH0TXzfiawgwYkY090UI0omM0KkRjYRJSjp9eyixnFp6QBwUFs2qmsqmSIRlDCEaDRGIRFEXBqBixGq3UB+tpDDeSaE3s7GZ3mkPuDysuLqasrKxF4vRFF13Upuv4fD4GDx7MDTfcwGWXXdZi/zvvvMNdd93FjBkzOP3003nppZcYO3YsxcXF5OXlATBs2DBCoZYrY86fP5/s7LatVxIKhZpdy+v1tul8SeqSfLVQuxmqi8FfK1aV9tVCLALpfSFqgtoNogir0QLpckFF6chQDArOJCvOJJH740w2Ub6+kXULK/BU+7EnWCgYmILFeuznBu2Rakule2J3+iT3YXPDZgoSC1hRtYLqQDW+iA8dnR6JPXCZXRgMBsJd/I+TNgdCW7Zs4ZJLLmHt2rUoihJfpXJPUlpbi5SOHTuWsWPH7nf/s88+y4033shNN90EwHPPPcdnn33Giy++yNSpUwFYsWJFWx9jv6ZOncqjjz7abteTpC7BVw21G0VJDdUKIR+EG3+sSN9tmCi6CtCwDarWQ0bvzm2z1OXUVHvYsrKOFZ+WxbcFGqPU7vDhrQmimhUyco+P9YSynFkMTB2IzWhjedVyypvKiWpRDBgwq2bKvGU0hhrp5urW5afPt3lg8M4776SwsJCqqirsdjvff/89CxcuZPjw4e2ehxMOh1mxYgXnnHNOs+3nnHMOixcvbtd77XH//ffj8Xjir+3bt3fIfSTpuOKvE8nQAAZFLKIY9Ij3sbDIFTIYwZooZpPVru+0pkpdV9OuMN9/W7HPfRuXVVO/M3CEW9RxdF0nQgSn2Yk34kVDI0qUiBbBE/bgj/qpD9UTiAQIxoKd3dxO1eYeof/+9798+eWXpKWlYTAYMBgM/OxnP2Pq1KnccccdrFq1qt0aV1NTQywWIyMjo9n2jIyMZtP3D2bMmDGsXLkSn89Ht27d+PDDDznxxBP3eazFYsFisTB9+nSmT5/e5h4uSeqSDAbY3TuMroM1CRwpEPSJkhsmK9i7iwAp1CgCJ12XSdPSEeWrCxH0Rva7v77KfwRb07F0dKKxKCaDiUgsQlgLE4iKQE9BQdM1DIqBqB6VQ2NtPSEWi+F0igXSUlNT2blzJ7179yY/P5/16zvmr7yf1jbTdb1N9c4+++yzNt9z0qRJTJo0Ca/XS0KCXPhNkg7ImSWKq+oxEeCY7WBPBZNTLJ5oce3er4vVpVWzDIKkI05RD/wzZziOfiYNigGb0UYkFsGsmkmzppFgSUDTNYLRIEEtiIKCVbWSYO7an3FtDoQGDBjAd999R1FRESeffDJ//OMfMZvNvPzyyxQVFbVr41JTU1FVtUXvT3V1dYteIkmSOlFiHmQMhKq1IhiyuCHQAE2VIhgKNIiyG0kFojq9rD4vdQJ3igV3qgVvTcvJNQajQnLOsT99fm97aoj1SOiB0WBkm2cbMWK4TC6y7FlEohEyHBnYTLZObmnnanOO0O9///v4FPrHH3+cbdu2ccYZZ/DJJ5/w/PPPt2vjzGYzw4YNY8GCBc22L1iwgNNOO61d7/VT06dPp1+/fvsdQpMkaS8GAxSNgG4ngbubKLia0A0SC0TQ07hTzBbz14HRKGeNSZ3CmWRm4Nm5GIw/6flRYOBZOSRmHD8zx0KxENX+ajRdQzWo1AZqQYFQNMSuwC4aQg0Myx6Gqqj4w8fPkOChaHOP0JgxY+JfFxUVUVxcTF1dHUlJSW0artqjqamJTZs2xd+XlpayevVqkpOTycvL45577uG6665j+PDhnHrqqbz88suUlZVxyy23tPlebSGHxiSpjaxuKDgdKr6DpmowWSAhHyKNuxdWDIu6Y95K0KKAubNbLHUxielucvrFGGnvw/biWhqqA9jdZnL7JZFR5CQt5/iYMQYQiUUIRUOoisq2xm2k2dJwW9wEIgHMqhnVoLKlYQvdnN3wRDwkcfw8e1u1ORD6xz/+wfDhw+nX78e/6JKTkwkGg7z77rtcf/31bbre8uXLGTlyZPz9PffcA8D48eOZPXs2V155JbW1tUyZMoWKigoGDBjAJ598El/gsaO0NVk6FosRiew/CU+SjjUmk6ltq8VHw1C5FrYvga3fQFOVWFXa4obEQlFsNewTq0sHG0QekSQdYWmZSaRlQnp3O9GQyOVPTj/+/ti1qBbMqhlPyENTuImtnq2ggNPkRNd1QlqIFFsK/rAflaOzKsSRouh7FgJqJYPBgMPhYPbs2c0WQKyqqiI7O/u4m2W1p0fI4/HgdrdceVTXdSorK2loaDjyjZOkDpaYmEhmZmbrentrNsPmL6BhB3i2wc7VYkFFEDXG3FmiCGu3k2D4TZDcsX/MSFJXFtNizC+dz07fTt7b8B6hWAir0Rpf+89oMBKOhrm+3/Vc1vuy4zJP6GCf33sc0srSjz76KNdddx1r167lkUceOdQ2Hhf2BEHp6enY7fZDGh6UpKONruv4/X6qq6sByMrKOvAJWgw8ZSI3SAEcaaK8xp5AKNQAWgaYE8CSCNHjZ70WSToaeUNe7CY7iZZEzAYzqqJiNpixGq0YDCI9OGaM4bK4jssgqC0OKRC69tprOe2007jkkktYt24dr7/+enu3q9O1ZmgsFovFg6CUlJQj2DpJ6ng2m/jlWF1dffCiyrGIyAPSNTHW4NsFGX1FEdamKlCNYtq8O0sMick/GCSpQ8WI4Y/5QYeBaQPZ0rCFmmAN5b5yYnoMh9HBmMIxuM3HT421Q9XmWWN7ejxOOeUUlixZwqZNmzjttNPYunVre7etU02aNIni4mKWLVu232P25ATZ7TLXQTo+7fnZPmj+m2reHeDsDpZMdohFxVT6hBxI7gGuTLE9pTt08WrXktTRnCYnBgwYFAPp9nSSrEmYDCZcZhfdnN3okdSD4tpiqgPVnd3UTtfm30Z7pxTl5eWxePFiCgoKGD16dLs27Fgih8Ok41Wrf7YNBkjMB0e6eG+yiZczQwRIibmQ0R/SegM6OFI7rM2SJIHVaCXPnYdZNVPtq6bGX0OqNZUsWxboUBusJRAJsKF2A1VNVZ3d3E7V5kDo4Ycfjq8sDeIvxg8//JC7776bESNGtGvjOpNcR0iS2igxD3JPAkeGCIKsbjEEltwdck8Ww2NaRBxn67pTdSXpSOmV1CueF6QpGjXBGgJaAKfFidlgxqAYqAxU0hRu6uymdqo2zxrrag6UdR4MBiktLaWwsBCr9fhZiEuS9jikn3F/PXi2i5piigoGVUydN1nBnQOubNGDJElSh1tavpS3fniLSn8lOjpNkSZUg0qiJRF0yLRncvvQ28l153Z2U9tdu84a++ijjxg7diwmk4mPPvpov8cpisKFF17Y9tZKx7wJEybw2muvAWA0GklOTmbQoEFcddVVTJgwIT5L4WBmz57NXXfddcSXI5gwYQINDQ3MnTv3iN73uGRPEi9JkjqdJ+whPyGfJZVLaIw2xrerqAzNGEqBqwCX2dWJLex8rQqELr74YiorK0lPT+fiiy/e73GKohx36whJrXfuuefy6quvEovFqKqqYt68edx55528//77fPTRRxiNhzRJUZIkSToEuq5T46+htKGUPil9+G7Xd0S0iCi2arTiCYogyWFydHZTO1Wr/kzXNI309PT41/t7ySCoa7NYLGRmZpKTk8PQoUN54IEH+Ne//sWnn37K7NmzAXj22WcZOHAgDoeD3NxcbrvtNpqaxPj0119/zQ033IDH40FRFBRFia9T9cYbbzB8+HBcLheZmZlcffXV8TVuAOrr67nmmmtIS0vDZrPRs2dPXn311fj+8vJyrrzySpKSkkhJSWHcuHHxmY6PPPIIr732Gv/617/i9/3666+PxLdMkiSpw+iIFaRL6krY5dvFsPRhDEodRJ/kPvRO6o3L7KIuVIfR0LX/SJUD9fshk6Xbx9lnn83gwYOZM2cOIFYmf/7551m3bh2vvfYaX375JZMnTwbgtNNO47nnnsPtdlNRUUFFRQW//e1vAQiHwzz22GOsWbOGuXPnUlpayoQJE+L3+cMf/kBxcTGffvopJSUlvPjii6SmiplJfr+fkSNH4nQ6WbhwIYsWLcLpdHLuuecSDof57W9/yxVXXMG5554bv29HF/WVJEnqaAbFgM1oQ1EUakO1rK1dS1ljGTWBGrZ5txGIBfCFfeh07VThVoWBbakqf8cddxxyY44msuhq++nTpw/fffcdAHfddVd8e2FhIY899hi33norM2bMwGw2k5CQgKIoZGZmNrvGxIkT418XFRXx/PPPc9JJJ9HU1ITT6aSsrIwTTjiB4cOHA1BQUBA//u2338ZgMPD3v/89Ph381VdfJTExka+//ppzzjkHm81GKBRqcV+pHYR9PyZO25LE7DFJko6ITHsmLpOLxkijqDEWCxGJRTAajKRYU7Cb7Bi6+LperfqN9Oc//7lVF1MU5bgJhKT2o+t6PAD56quvePLJJykuLsbr9RKNRgkGg/h8PhyO/Y9Tr1q1ikceeYTVq1dTV1eHpmkAlJWV0a9fP2699VYuu+wyVq5cyTnnnMPFF18c79VZsWIFmzZtwuVqnhAYDAbZvHlzBz21RCwKtRvBs2N3tXnA7IDUXmJxRUmSOpzZYOaM3DP4ouwLKnwVKCgkWBLIdGRSF6gjzZ7W2U3sdK0KhEpLSzu6HdJxrKSkhMLCQrZt28Z5553HLbfcwmOPPUZycjKLFi3ixhtvPODKxT6fj3POOYdzzjmHN954g7S0NMrKyhgzZgzhcBiAsWPHsm3bNv7v//6Pzz//nJ///OdMmjSJp59+Gk3TGDZsGG+++WaLa6elyV8CHaZ2E9Rvbb4t7IOK70C1yJllknQEBGIBotEoJ2WcRE2ghqZoE4FIAKfZyRk5Z1AXrOvsJnY62Uctdagvv/yStWvXcvfdd7N8+XKi0SjPPPNMfDr9u+++2+x4s9ncIun+hx9+oKamhmnTppGbK9a6WL58eYt7paWlMWHCBCZMmMAZZ5zB7373O55++mmGDh3KO++8Q3p6+n7XktjXfaXDEA6InqB90WPg3SEDIUk6EhTY6NlIpj2TNHsaGUoGiqKws3EnS6uWckHRBZ3dwk53SIHQjh07+OijjygrK4v/Rb7Hs88+2y4N62ytKboqNRcKhaisrGw2fX7q1KlccMEFXH/99axdu5ZoNMoLL7zAhRdeyLfffsvf/va3ZtcoKCigqamJL774gsGDB2O328nLy8NsNvPCCy9wyy23sG7dOh577LFm5z300EMMGzaM/v37EwqF+Pjjj+nbty8A11xzDX/6058YN24cU6ZMoVu3bpSVlTFnzhx+97vf0a1bNwoKCvjss89Yv349KSkpJCQkYDKZjtj37rgT9olVpBUDYIBYSKwyrVrEMFmgobNbKEldgtFgpCixiFVVqwhpIQKRAKpBxW60YzPa0HSts5vY6dqcIfXFF1/Qu3dvZsyYwTPPPMNXX33Fq6++yqxZs1i9enUHNLFztKboqtTcvHnzyMrKoqCggHPPPZevvvqK559/nn/961+oqsqQIUN49tlneeqppxgwYABvvvkmU6dObXaN0047jVtuuYUrr7yStLQ0/vjHP5KWlsbs2bN577336NevH9OmTePpp59udp7ZbOb+++9n0KBBjBgxAlVVefvttwFRBmbhwoXk5eVx6aWX0rdvXyZOnEggEIj3EP3yl7+kd+/eDB8+nLS0NL799tsj8007XhlUMBgh7Ie6TVCzAXZtgLpSESCp5s5uoSR1Cen2dHRNJEkHo0HCWphwLEwwGsRutOML+wjHwge/0HGszSU2TjrpJM4991ymTJmCy+VizZo1pKenc80113Duuedy6623dlRbO4UssSF1ZYf8M65psOkLKF8GNZsg3CR6h2xJkNobeoyCrAEd13BJkgCo8lUxfdV0SupKqPZXo6OjKipOk5NUWyqj8kdxUY+LjsvVpdu1xMbeSkpKeOutt8TJRiOBQACn08mUKVMYN27ccRcISZJ0CLQoNFVB2VKIBX7cHmyASBCyBnVa0ySpK1EVFZvJhkk1kevKja8ZpKNjM9loCjdhNnTtHto2D405HA5CoRAA2dnZzaYf19TUtF/LJEk6dgU8UPWdmC5vcoDJCWYnWNwiWbq6WEyvlySpQ2lo5DhzSLen4zA5sBvtuEwuMu2Z4r3JDkpnt7JztblH6JRTTuHbb7+lX79+nH/++fzmN79h7dq1zJkzh1NOOaUj2ihJ0rEm7IWAF9xZYE2EaBB0XfzCDXnBVy2SpyVJ6lAW1YKCQr4rnx/qfiCiRYgQQUene2J3Mu2ZhKIhLKqls5vaadocCD377LPx2lCPPPIITU1NvPPOO/To0aPVCy9KknScU62QMQAatkLZtyJp2mSDhBywp0JivkioliSpQ7nNbhIsCWxq2ERRYhGhWAhd17EarSgo2E12TIauPUO2zYFQUVFR/Gu73c6MGTPatUFHCzl9XpIOg9UNehTKFv84BBYJgL8OMvpBwVmd2jxJ6io0XcNmtJFuT2enbyfhWBgDBkyqiUxnJsFoEJvJ1tnN7FRtDoSWLVuGpmmcfPLJzbYvWbIEVVXjtZ6OdbLWmCQdhlAjeMrBkSmGwmIhMWtMtYhkaT0iZpYZunaNI0nqaP6oH1VRSbIk4TA50NBQUIjpMSKxCKqiEtNiqF24h7bNv4UmTZrE9u3bW2wvLy9n0qRJ7dIoSZKOcf5asLhEjpA7G9w54MqGhG7iFYuIpGlJkjqUAQNG1UimI5NkazIWgwWTwUSyNZmChAIsRku8FmRX1eYeoeLiYoYOHdpi+wknnEBxcXG7NEqSpGOc0QxGiwiEIokQ3d0jZLKL6vMmK6hdOy9Bko4Eh9mB2+ymIdSA2+LGbWm+nk66Pb3LV59v89NbLBaqqqpabK+oqMBolKXLJEkCHGngzBBfm2xgSxR5Q6pRBERJ3Tu1eZLUlRS4CzApLf/wsBvtZDmzOqFFR5c2B0KjR4/m/vvvx+PxxLc1NDTwwAMPMHr06HZtnNR5FEVh7ty5nd2MTnfWWWdx1113xd8XFBTw3HPPdVp7jhn2ZMgZKgKivX/NKCrkDIO0Xp3WNEnqahKtiQxMG0iWIwuLasFmtJHnymNg6kCxjlAX1+YunGeeeYYRI0aQn5/PCSecAMDq1avJyMjg9ddfb/cGSh1jwoQJvPbaay22jxkzhnnz5rX7/RRF4cMPP+Tiiy9u92sfScuWLcPhcHR2M44NGf3B7BJ1xoINYrgstTek9pRJ0pJ0hO1rWEwS2hwI5eTk8N133/Hmm2+yZs0abDYbN9xwA1dddZWs1n2IYprO0tI6qhuDpLusnFSYjGro+OS1c889l1dffbXZNoul8xbVikQinfIzpOs6sVisVUO7aWlpHd6ecDiM2XwcLHlvUCGlEJLyRHK0apJrB0mSdNQ5pD/LHA4HN998M9OnT+fpp5/m+uuvP2qDoO3bt3PWWWfRr18/Bg0axHvvvdfZTWpm3roKfvbUl1z1yv+48+3VXPXK//jZU18yb11Fh9/bYrGQmZnZ7JWUlLTPY8vLy7nyyitJSkoiJSWFcePGsXXr1mbHzJo1i/79+2OxWMjKyuL2228HxHASwCWXXIKiKPH3jzzyCEOGDGHWrFkUFRVhsVjQdZ2ysjLGjRuH0+nE7XZzxRVXtMhL++ijjxg+fDhWq5XU1FQuvfTS+L433niD4cOH43K5yMzM5Oqrr6a6ujq+/+uvv0ZRFD777DOGDx+OxWLhm2++wefzcf311+N0OsnKyuKZZ55p8X346dBYa9r6+OOPk56ejsvl4qabbuK+++5jyJAh8f0TJkzg4osvZurUqWRnZ9OrV682P8cJJ5yAzWbj7LPPprq6mk8//ZS+ffvidru56qqr8Pv98fPef/99Bg4ciM1mIyUlhVGjRuHz+fb5794uDKpIjpZBkCRJR6FDCoQ2b97Mr3/9a0aNGsXo0aO54447mtUcO5oYjUaee+45iouL+fzzz7n77rs79pd+G8xbV8Gtb6ykwhNstr3SE+TWN1YekWCoNfx+PyNHjsTpdLJw4UIWLVqE0+nk3HPPJRwOA/Diiy8yadIkbr75ZtauXctHH31Ejx49ADGcBPDqq69SUVERfw+wadMm3n33XT744ANWr14NwMUXX0xdXR3/+c9/WLBgAZs3b+bKK6+Mn/N///d/XHrppZx//vmsWrWKL774otn6VeFwmMcee4w1a9Ywd+5cSktLmTBhQovnmjx5MlOnTqWkpIRBgwbxu9/9jq+++ooPP/yQ+fPn8/XXX7NixYr9fl90XT9oW998802eeOIJnnrqKVasWEFeXh4vvvhii2t98cUXlJSUsGDBAj7++OM2PccjjzzCX//6VxYvXsz27du54ooreO655/jnP//J//3f/7FgwQJeeOEFQExquOqqq5g4cSIlJSV8/fXXXHrppei6vt/nlCRJOq7pbTRv3jzdbDbrJ510kn733Xfrd911l37SSSfpFotFnz9/flsvd8QNHDhQLysra/XxHo9HB3SPx9NiXyAQ0IuLi/VAINDmdkRjmn7Kk5/r+fd+vM9Xwb0f66c8+bkejWltvnZrjB8/XldVVXc4HM1eU6ZM0XVd1wH9ww8/1HVd12fOnKn37t1b17Qf2xIKhXSbzaZ/9tlnuq7renZ2tv7ggw/u9357X2+Phx9+WDeZTHp1dXV82/z583VVVZv9G33//fc6oC9dulTXdV0/9dRT9WuuuabVz7p06VId0BsbG3Vd1/WvvvpKB/S5c+fGj2lsbNTNZrP+9ttvx7fV1tbqNptNv/POO+Pb8vPz9T//+c+tbuvJJ5+sT5o0qVl7Tj/9dH3w4MHx9+PHj9czMjL0UCh0SM/x+eefx4+ZOnWqDuibN2+Ob/vVr36ljxkzRtd1XV+xYoUO6Fu3bj3gvfY4nJ9xSZKkznSgz++9tblH6L777uPuu+9myZIlPPvss/z5z39myZIl3HXXXdx7771tDsQWLlzIhRdeSHZ29n5nKs2YMYPCwkKsVivDhg3jm2++afN9AJYvX46maeTm5h7S+e1paWldi56gvelAhSfI0tK6DmvDyJEjWb16dbPXvhbFXLFiBZs2bcLlcuF0OnE6nSQnJxMMBtm8eTPV1dXs3LmTn//8521uQ35+frO8m5KSEnJzc5v9G/Xr14/ExERKSkoAkZx/oHutWrWKcePGkZ+fj8vl4qyzzgLEMNbe9u5F2rx5M+FwmFNPPTW+LTk5md69e+/3Pq1p6/r16znppJOanffT9wADBw5skRfU2ucYNGhQ/OuMjAzsdnuzUjgZGRnxIbXBgwfz85//nIEDB3L55ZfzyiuvUF9fv99nlCRJOt61OVm6pKSEd999t8X2iRMnHtK0Yp/Px+DBg7nhhhu47LLLWux/5513uOuuu5gxYwann346L730EmPHjqW4uJi8vDwAhg0bRigUanHu/Pnzyc7OBqC2tpbrr7+ev//97wdsTygUanYtr9fb5mdqjerG/QdBh3LcoXA4HPHhqwPRNI1hw4bx5ptvttiXlpaG4TBmAP10Bpau6/tc5XTv7Tbb/uvi+Hw+zjnnHM455xzeeOMN0tLSKCsrY8yYMfFhvH3dWz+EoaHWtBVoccy+7vXT70NbnmPv/DxFUVrk6ymKgqZpAKiqyoIFC1i8eDHz58/nhRde4MEHH2TJkiUUFha28sklSZKOH23+BEtLS4vncuxt9erVpKent7kBY8eO5fHHH2+W7Lq3Z599lhtvvJGbbrqJvn378txzz5Gbm9ssz2LFihWsW7euxWtPEBQKhbjkkku4//77Oe200w7YnqlTp5KQkBB/dVTvUbrL2q7HdaShQ4eyceNG0tPT6dGjR7NXQkICLpeLgoICvvjii/1ew2QytaqAbb9+/SgrK2tWxqW4uBiPx0Pfvn0B0QOyv3v98MMP1NTUMG3aNM444wz69OnTLMF4f3r06IHJZOJ///tffFt9fT0bNmw4rLb27t2bpUuXNjtv+fLlB23PoT5HayiKwumnn86jjz7KqlWrMJvNfPjhh+1ybUmSpGNNmwOhX/7yl9x888089dRTfPPNNyxatIhp06bxq1/9iptvvrldGxcOh1mxYgXnnHNOs+3nnHMOixcvbtU1dF1nwoQJnH322Vx33XUHPX7PYpF7Xvuqq9YeTipMJivByv4myStAVoKYSt9RQqEQlZWVzV41NTUtjrvmmmtITU1l3LhxfPPNN5SWlvKf//yHO++8kx07dgAiYfeZZ57h+eefZ+PGjaxcuTKeoAvEA6XKysoDDsWMGjWKQYMGcc0117By5UqWLl3K9ddfz5lnnhkfynr44Yd56623ePjhhykpKWHt2rX88Y9/BCAvLw+z2cwLL7zAli1b+Oijj3jssccO+r1wOp3ceOON/O53v+OLL75g3bp1TJgw4YC9Xa1p669//WtmzpzJa6+9xsaNG3n88cf57rvvDlrb51Cf42CWLFnCk08+yfLlyykrK2POnDns2rUrHrhJkiR1NW0OhP7whz/w0EMP8cILL3DmmWcyYsQI/vrXv/LII4/w4IMPtmvjampqiMViZGRkNNuekZFBZWVlq67x7bff8s477zB37lyGDBnCkCFDWLt27X6Pt1gsuN1uXn/9dU455ZRDyntpDdWg8PCF/QBaBEN73j98Yb8OXU9o3rx5ZGVlNXv97Gc/a3Gc3W5n4cKF5OXlcemll9K3b18mTpxIIBDA7RYLdI0fP57nnnuOGTNm0L9/fy644AI2btwYv8YzzzzDggULyM3NjS/EuS978sSSkpIYMWIEo0aNoqioiHfeeSd+zFlnncV7773HRx99xJAhQzj77LNZsmQJIHosZ8+ezXvvvUe/fv2YNm0aTz/9dKu+H3/6058YMWIEF110EaNGjeJnP/sZw4YNO6y2XnPNNdx///389re/ZejQofGZX1brgXv6Duc5DsTtdrNw4ULOO+88evXqxe9//3ueeeYZxo4de9jXliRJOhYp+qEkR+zW2NgIgMvlap/G/GT14Z07d5KTk8PixYubJbE+8cQTvP766/zwww/tct8D8Xq9JCQk4PF44h/6ewSDQUpLS+OJ3Idi3roKHv13cbPE6awEKw9f2I9zB8gaMMej0aNHk5mZeUysxN4eP+OSJEmd4UCf33s7rCqp7RUA7U9qaiqqqrbo/amurm7RS3SsOndAFqP7ZXbKytJSx/P7/fztb39jzJgxqKrKW2+9xeeff86CBQs6u2mSJHUxES2CN+RFR8dldmFRO6+SwNGkVYHQCSeccNCchj1Wrlx5WA3am9lsZtiwYSxYsIBLLrkkvn3BggWMGzeu3e6zL9OnT2f69OmtSvA9XKpB4dTuKR1+H+nIUxSFTz75hMcff5xQKETv3r354IMPGDVqVGc3TZKkLqTCV8E2zzaCMTH6YDaYyXHmkOfOa/Xn+/GqVYFQRxbKbGpqYtOmTfH3paWlrF69muTkZPLy8rjnnnu47rrrGD58OKeeeiovv/wyZWVl3HLLLR3WJoBJkyYxadKkeNeaJB0Km83G559/3tnNkCSpC6vx17CxbiMaWnxbWAtT6i1FNah0c3XrxNZ1vlYFQg8//HCHNWD58uWMHDky/v6ee+4BRPLt7NmzufLKK6mtrWXKlClUVFQwYMAAPvnkE/Lz8zusTXBke4QkSZIkqaOUN5U3C4J+ui/TkYnRcFiZMse0Q0qWbmho4P3332fz5s387ne/Izk5mZUrV5KRkUFOTk5HtLPTdHSytCQdzeTPuCQd2yJahKUVS4lokX3uNygGTkg/AZe5Y3N+O0OHJUt/9913jBo1ioSEBLZu3covf/lLkpOT+fDDD9m2bRv/+Mc/DqvhkiRJkiS1DwMGVEUlwr4DIQUFo9J1e4PgENYRuueee5gwYQIbN25s9hfi2LFjWbhwYbs2rjNNnz6dfv36ceKJJ3Z2UyRJkiTpkKgGlTR72n73J1mTsJn2X7aoK2hzILRs2TJ+9atftdiek5PT6kUOjwWTJk2iuLiYZcuWdXZTJEmSJOmQZTuycZlaDn1ZVAv57o7Ntz0WtLk/zGq17rMQ6fr165tVEZckSZIkqfPZTDYGpA6gyl9FbaAWTddItiaT4cjAbrJ3dvM6XZt7hMaNG8eUKVOIRMR4o6IolJWVcd999+2zevyxSg6NSZIkSccLi9FCnjuPEzJOYFjmMAoTC2UQtFubA6Gnn36aXbt2kZ6eTiAQ4Mwzz6RHjx64XC6eeOKJjmhjpzjeh8YmTJiAoij7XI/ptttuQ1EUJkyYED9277Wk2nLuvs4HqKys5Ne//jVFRUVYLBZyc3O58MILD1jBHn6s79Xa95IkSZJ0IG0eGnO73SxatIgvv/ySlStXomkaQ4cOlSvlHg4tBtsWQ1MVODMg/zQwqB1+29zcXN5++23+/Oc/Y7OJZLlgMMhbb71FXl5eh527detWTj/9dBITE/njH//IoEGDiEQifPbZZ0yaNOmI1JCTJEmSJDiMWmNnn302Z599dnu2pWsq/gjm3QvenT9uc2fDuU9Bv4s69NZDhw5ly5YtzJkzh2uuuQaAOXPmkJubS1FRUYedu6fXaOnSpTgcjvj2/v37M3HixMN8KkmSJElqvTYNjWmaxqxZs7jgggsYMGAAAwcO5KKLLuIf//gHh1HEvusq/gjevb55EATgrRDbiz/q8CbccMMNvPrqq/H3s2bNanUwcijn1tXVMW/ePCZNmtQsCNojMTGxdQ2XJEmSpHbQ6kBI13UuuugibrrpJsrLyxk4cCD9+/dn27ZtTJgwoVlR1ONBhydLazHRE8S+Asjd2+bdJ47rQNdddx2LFi1i69atbNu2jW+//ZZrr722w87dtGkTuq7Tp0+f9mi+JEmSJB2WVg+NzZ49m4ULF/LFF180qw0G8OWXX3LxxRfzj3/8g+uvv77dG9kZOrzo6rbFLXuCmtHBWy6OKzyj/e+/W2pqKueffz6vvfYauq5z/vnnk5qa2mHn7uk5PFi141tuuYU33ngj/r6pqalVbZIkSZKktmh1IPTWW2/xwAMPtAiCQOQL3Xfffbz55pvHTSDU4Zqq2ve4wzBx4kRuv/12QPSEdeS5PXv2RFEUSkpKWswk29uUKVP47W9/26a2SJIkSVJbtXpo7LvvvuPcc8/d7/6xY8eyZs2admlUl+DMaN/jDsO5555LOBwmHA4zZsyYDj03OTmZMWPGMH36dHw+X4v9DQ0NAKSnp9OjR4/4S5IkSZI6QqsDobq6OjIy9v+hnJGRQX19fbs0qkvIP03MDmN/Q0QKuHPEcR1MVVVKSkooKSlBVds2bf9Qzp0xYwaxWIyTTjqJDz74gI0bN1JSUsLzzz/PqaeeeiiPIEmSJEmHpNWBUCwWw2jc/0iaqqpEo9F2adTRoMOTpQ2qmCIPtAyGdr8/d9oRWU8IxPpQbrf7iJxbWFjIypUrGTlyJL/5zW8YMGAAo0eP5osvvuDFF188pDZIR7GgFzzl0FgJ0VBnt0aSJKkZRW/lvHeDwcDYsWOxWCz73B8KhZg3bx6xWMfOcjrS9iRLezyeFh/2wWCQ0tJSCgsLsVqth3aDfa4jlCOCoA5eR0iSDuawfsZjEdi1QST967t/LxitkNoTErq1f2MlSZL2cqDP7721Oll6/PjxBz1GJkofgn4XQZ/zO2VlaUnqULWbwVPWfFs0CFXfg2oBpyzSLElS52t1ILT3wnlSOzOoHTpFXpKOuHBADIfti66JXiIZCEmSdBRoc9FVSZKkg4r4QQvvf39ATqyQJOnoIAMhSZLan8EIygF+vajmI9cWSZKkA5CBkCRJ7c+WALbE/e+XydKSJB0lZCAkSVLHSO0NRlvL7c6M3WtoSZIkdb5WJ0t3NdOnT2f69OnH3XIAknTE2BIh90SxflCgXkwKcKSLQEiVv3okSTo6yN9G+9HhRVclqSswOyCle2e3QpIkab/k0JgkSZIkSV2WDIQkSZIkSeqyZCAkSZIkSVKXJQOho0BMi7GschmfbPmEZZXLiGkdn6A9YcIEFEVh2rRpzbbPnTsXRflpEVjo3bs3ZrOZ8vKWqwVv2bKFq666iuzsbKxWK926dWPcuHFs2LAhfoyiKPGXw+GgZ8+eTJgwgRUrVuyzfTt27MBsNtOnT5997o/FYvz5z39m0KBBWK1WEhMTGTt2LN9+++1Bn33NmjVcddVV5ObmYrPZ6Nu3L3/5y19aHLd27VrOPPNMbDYbOTk5TJkyhb1L81VUVHD11VfTu3dvDAYDd911V4trRCIRpkyZQvfu3bFarQwePJh58+YdtI2SJEnSkSEDoU72+bbPGfPBGCZ+NpF7v7mXiZ9NZMwHY/h82+cdfm+r1cpTTz1Fff2BV/ldtGgRwWCQyy+/nNmzZzfbFw6HGT16NF6vlzlz5rB+/XreeecdBgwYgMfjaXbsq6++SkVFBd9//z3Tp0+nqamJk08+mX/84x8t7jl79myuuOIK/H5/i+BG13V+8YtfMGXKFO644w5KSkr4z3/+Q25uLmeddRZz58494POsWLGCtLQ03njjDb7//nsefPBB7r//fv7617/Gj/F6vYwePZrs7GyWLVvGCy+8wNNPP82zzz4bPyYUCpGWlsaDDz7I4MGD93mv3//+97z00ku88MILFBcXc8stt3DJJZewatWqA7ZRkiRJOkL045zX69WHDx+uDx48WB8wYID+8ssvt+l8j8ejA7rH42mxLxAI6MXFxXogEDikti3YukAfOHugPmD2gGavgbMH6gNnD9QXbF1wSNdtjfHjx+sXXHCB3qdPH/13v/tdfPuHH36o//THYsKECfp9992nf/rpp3pRUZGuaVp836pVq3RA37p16wHvB+gffvhhi+3XX3+97nK59Lq6uvg2TdP0oqIifd68efq9996r33DDDc3Oefvtt3VA/+ijj1pc79JLL9VTUlL0pqamA7bnp2677TZ95MiR8fczZszQExIS9GAwGN82depUPTs7u9nz73HmmWfqd955Z4vtWVlZ+l//+tdm28aNG6dfc801bWpfZzncn3FJkqTOcqDP770d9z1Cdrud//znP6xevZolS5YwdepUamtrO7tZxLQY05ZOQ0dvsW/PtqeWPtWhw2SqqvLkk0/ywgsvsGPHjn0e09jYyHvvvce1117L6NGj8fl8fP311/H9aWlpGAwG3n///UNac+nuu++msbGRBQsWxLd99dVX+P1+Ro0axXXXXce7775LY2NjfP8///lPevXqxYUXXtjier/5zW+ora1tdr3W8Hg8JCcnx9//97//5cwzz8RiscS3jRkzhp07d7J169ZWXzcUCmG1Wptts9lsLFq0qE3tkyRJkjrGcR8IqaqK3W4HIBgMEovFmuV5dJaV1Sup8lftd7+OTqW/kpXVKzu0HZdccglDhgzh4Ycf3uf+t99+m549e9K/f39UVeUXv/gFM2fOjO/Pycnh+eef56GHHiIpKYmzzz6bxx57jC1btrTq/ntygPYOLmbOnMkvfvELVFWlf//+9OjRg3feeSe+f8OGDfTt23ef19uzfe/8pIP573//y7vvvsuvfvWr+LbKykoyMjKaHbfnfWVlZauvPWbMGJ599lk2btyIpmksWLCAf/3rX1RUVLT6GpIkSVLH6fRAaOHChVx44YVkZ2ejKMo+8ztmzJhBYWEhVquVYcOG8c0337TpHg0NDQwePJhu3boxefJkUlNT26n1h26Xf1e7Hnc4nnrqKV577TWKi4tb7Js5cybXXntt/P21117LnDlzaGhoiG+bNGkSlZWVvPHGG5x66qm899579O/fv1W9MnuC0j0J2g0NDcyZM6fFPWfNmtWmZzKbRVHPsWPH4nQ6cTqd9O/fv8Vx33//PePGjeOhhx5i9OjRzfb9NGn8p21tjb/85S/07NmTPn36YDabuf3227nhhhtQVbVNzyNJkiR1jE4PhHw+H4MHD26WqLq3d955h7vuuosHH3yQVatWccYZZzB27FjKysrixwwbNowBAwa0eO3cuROAxMRE1qxZQ2lpKf/85z+pqtp/T8yRkmZPa9fjDseIESMYM2YMDzzwQLPtxcXFLFmyhMmTJ2M0GjEajZxyyikEAgHeeuutZse6XC4uuuginnjiCdasWcMZZ5zB448/ftB7l5SUAFBYWAiIYa9gMMjJJ58cv+e9997Lf//733ig1rNnz30GbXtfr1evXgD8/e9/Z/Xq1axevZpPPvmkxfOdffbZ/PKXv+T3v/99s32ZmZkten6qq6sBWvQUHUhaWhpz587F5/Oxbds2fvjhB5xOZ/x5JUmSpM7V6SU2xo4dy9ixY/e7/9lnn+XGG2/kpptuAuC5557js88+48UXX2Tq1KkA+52C/VMZGRkMGjSIhQsXcvnll+/zmFAoRCgUir/3er2tfZQ2GZo+lAx7BtX+6n3mCSkoZNgzGJo+tEPu/1PTpk1jyJAh8QACRG/QiBEjmD59erNjX3/9dWbOnMmtt966z2spikKfPn1YvHjxQe/73HPP4Xa7GTVqVPyev/nNb5gwYUKz4+644w5mzZrF008/zVVXXcXVV1/Nv//97xZ5Qs888wzZ2dnx3p2cnJx93vf777/n7LPPZvz48TzxxBMt9p966qk88MADhMPheO/S/Pnzyc7OpqCg4KDP9VNWq5WcnBwikQgffPABV1xxRZuvIUmSJHWAI5G53Vr8ZGZRKBTSVVXV58yZ0+y4O+64Qx8xYkSrrllZWRnPGPd4PHq/fv30NWvW7Pf4hx9+WAdavDpy1thPZ44dqVlj48aNa7btuuuu061Wqw7o4XBYT0tL01988cUW527YsEEH9NWrV+urVq3SL7roIv29997Tv//+e33jxo363//+d93hcOhTpkyJnwPor776ql5RUaFv3bpVnz9/vn7ZZZfpqqrqb775pq7rP85AKykpaXHPl19+WU9LS9PD4bCuaZp+8cUX60lJSfrf//53vbS0VF+zZo1+880362azWf/yyy8P+Ozr1q3T09LS9GuuuUavqKiIv6qrq+PHNDQ06BkZGfpVV12lr127Vp8zZ47udrv1p59+utm1Vq1apa9atUofNmyYfvXVV+urVq3Sv//++/j+//3vf/oHH3ygb968WV+4cKF+9tln64WFhXp9ff0B23i0kLPGJEk6VrV21thRHQiVl5frgP7tt982O+6JJ57Qe/Xq1aprLl++XB88eLA+aNAgfeDAgfqMGTMOeHwwGNQ9Hk/8tX379g4LhHRdBEM/f/fnzQKhUe+O6tAgSNf3HQht3bpVt1gsOqC///77usFg0CsrK/d5/sCBA/Vf//rX+q5du/Q77rhDHzBggO50OnWXy6UPHDhQf/rpp/VYLBY/fu+g0mq16t27d9fHjx+vr1ixIn7M7bffrvfr12+f96uurtZVVdU/+OADXdd1PRKJ6H/605/0/v3762azWQf05OTkZkHI/uwv2M3Pz2923HfffaefccYZusVi0TMzM/VHHnmkxdT5g13n66+/1vv27atbLBY9JSVFv+666/Ty8vKDtvFoIQMhSZKOVa0NhBRdPwqmUO2mKAoffvghF198MQA7d+4kJyeHxYsXc+qpp8aPe+KJJ3j99df54YcfOqwt06dPZ/r06cRiMTZs2IDH48Htdjc7JhgMUlpaGk/kPlQxLcbK6pXs8u8izZ7G0PShqAaZTNsWK1euZNSoUdx444386U9/6uzmHDfa62dckiTpSPN6vSQkJOzz83tvnZ4sfSCpqamoqrrPpNW2JKweikmTJlFcXMyyZcs69D4AqkHlxMwTOa/oPE7MPFEGQYdg6NChfPHFFzgcDjZv3tzZzZEkSZKOEUd1IGQ2mxk2bFiLadgLFizgtNNO69B7T58+nX79+nHiiSd26H2k9nPCCSfwyCOP0L17985uiiRJknSM6PRZY01NTWzatCn+vrS0lNWrV5OcnExeXh733HMP1113HcOHD+fUU0/l5ZdfpqysjFtuuaVD2zVp0iQmTZoU71qTJEmSJOn40+mB0PLlyxk5cmT8/T333APA+PHjmT17NldeeSW1tbVMmTKFiooKBgwYwCeffEJ+fn6HtmvvHCFJkiRJko5PR1Wy9NHoQMlWMpFUOt7Jn3FJko5VrU2W7vQeIUmSJEmSOpau69QGaqn2VxOMBXGYHKTb00myJnV20zqdDIT2Qw6NSZIkSceLUm8p273b45UMvGEvVf4quid2J8e57xX4u4qjetZYZzqS0+clSZIkqaPUB+ubBUF7aLpGaUMpgUigk1p2dJCBkHRcUBSFuXPndnYzJEmSjjp1wbp91rQEiOpR6kJ1R7hFRxcZCHVREyZMQFEUpk2b1mz73LlzURSlxfG9e/fGbDZTXl7eYt+WLVu46qqryM7Oxmq10q1bN8aNG8eGDRtaHPvPf/4TVVXbtPxBZWUlv/71rykqKsJisZCbm8uFF17IF1980eprSJIkdVVRLXrA/TGta6eAyEBoP47kgop6LIZvyVI8H/8fviVL0Y9QXpLVauWpp56ivr7+gMctWrSIYDDI5ZdfzuzZs5vtC4fDjB49Gq/Xy5w5c1i/fj3vvPMOAwYMwOPxtLjWrFmzmDx5Mm+//TZ+v/+gbdy6dSvDhg3jyy+/5I9//CNr165l3rx5jBw5kkmTJrXpedsqHA536PUlSZKOBKfZud99Cgp2k/0ItuboIwOh/ThSOULe+fPZ9PNRlI0fz87f/pay8ePZ9PNReOfP79D7AowaNYrMzEymTp16wONmzpzJ1VdfzXXXXcesWbPYe8WF4uJitmzZwowZMzjllFPIz8/n9NNP54knnmgRRG7dupXFixdz33330adPH95///2DtvG2225DURSWLl3K//t//49evXrRv39/7rnnHv73v/81O7ampoZLLrkEu91Oz549+eijj+L7YrEYN954I4WFhdhsNnr37s1f/vKXZudPmDCBiy++mKlTp5KdnU2vXr0AWLx4MUOGDMFqtTJ8+PB4r9nq1aubfR/OO+88nE4nGRkZXHfdddTU1Bz0+SRJkjpaqjUVm2rb5z632U2yNfkIt+joIgOhTuSdP5/yO+8i+pNaatGqKsrvvKvDgyFVVXnyySd54YUX2LFjxz6PaWxs5L333uPaa69l9OjR+Hw+vv766/j+tLQ0DAYD77///kFn2M2aNYvzzz+fhIQErr32WmbOnHnA4+vq6pg3bx6TJk3C4XC02J+YmNjs/aOPPsoVV1zBd999x3nnncc111xDXZ0Y+9Y0jW7duvHuu+9SXFzMQw89xAMPPMC7777b7BpffPEFJSUlLFiwgI8//pjGxkYuvPBCBg4cyMqVK3nssce49957m51TUVHBmWeeyZAhQ1i+fDnz5s2jqqqKK6644oDPJ0mSdCRYjBb6pfTDbXajIFIfDBhItibTJ7kPBqWLhwLtX/j++OLxeHRA93g8LfYFAgG9uLhYDwQCbb6uFo3qG848Sy/u3Wffrz599Q1nnqVr0Wh7PEYL48eP18eNG6fruq6fcsop+sSJE3Vd1/UPP/xQ3/vH4uWXX9aHDBkSf3/nnXfq11xzTbNr/fWvf9Xtdrvucrn0kSNH6lOmTNE3b97c7JhYLKbn5ubqc+fO1XVd13ft2qWbTCZ948aN+23jkiVLdECfM2fOQZ8H0H//+9/H3zc1NemKouiffvrpfs+57bbb9Msuuyz+fvz48XpGRoYeCoXi21588UU9JSWl2b/xK6+8ogP6qlWrdF3X9T/84Q/6Oeec0+za27dv1wF9/fr1B2370exwfsYlSTq6xLSYXheo06t8Vbon2PIz7XhzoM/vvXXxMHD/OjpHyL98RYueoGZ0nWhlJf7lKzrk/nt76qmneO211yguLm6xb+bMmVx77bXx99deey1z5syhoaEhvm3SpElUVlbyxhtvcOqpp/Lee+/Rv3//ZsVy58+fj8/nY+zYsQCkpqZyzjnnMGvWLAC++eYbnE5n/PXmm2/Gh+D2lby9L4MGDYp/7XA4cLlcVFdXx7f97W9/Y/jw4aSlpeF0OnnllVcoKytrdo2BAwdiNpvj79evX8+gQYOarap80kknNTtnxYoVfPXVV83a36dPHwA2b97cqrZLkiR1NINiIMmaRLo9Hbdl/ystdzUyENqPjs4Riu7a1a7HHY4RI0YwZswYHnjggWbbi4uLWbJkCZMnT8ZoNGI0GjnllFMIBAK89dZbzY51uVxcdNFFPPHEE6xZs4YzzjiDxx9/PL5/1qxZ1NXVYbfb49f65JNPeO2114jFYgwfPpzVq1fHXxdddBE9e/ZEURRKSkpa9Rwmk6nZe0VR0DQNgHfffZe7776biRMnMn/+fFavXs0NN9zQIiH6p0Nwuq63CMT0n1Sl0TSNCy+8sFn7V69ezcaNGxkxYkSr2i5JkiR1DrmydCcxpqW163GHa9q0aQwZMiSeIAyiN2jEiBFMnz692bGvv/46M2fO5NZbb93ntRRFoU+fPixevBiA2tpa/vWvf/H222/Tv3//+HGapnHGGWfw6aefcsEFF9CjR48W1xozZgzTp0/njjvuaBGkNDQ0tMgT2p9vvvmG0047jdtuuy2+rTW9NX369OHNN98kFAphsVgAUSh4b0OHDuWDDz6goKAAo1H+X0qSJOlYInuEOol9+DCMmZmwv2EfRcGYmYl9+LAj0p6BAwdyzTXX8MILLwAQiUR4/fXXueqqqxgwYECz10033cSKFStYs2YNq1evZty4cbz//vsUFxezadMmZs6cyaxZsxg3bhwgAqeUlBQuv/zyZtcZNGgQF1xwwQGTpmfMmEEsFuOkk07igw8+YOPGjZSUlPD8889z6qmntvr5evTowfLly/nss8/YsGEDf/jDH1rV23f11VejaRo333wzJSUlfPbZZzz99NPAj0N2kyZNoq6ujquuuoqlS5eyZcsW5s+fz8SJE2WJFkmSpKOcDIQ6iaKqZDxw/+43PwmGdr/PeOB+FFU9Ym167LHH4sM+H330EbW1tVxyySUtjuvZsycDBw5k5syZdOvWjYKCAh599FFOPvlkhg4dyl/+8hceffRRHnzwQUAMi11yySUYDC1/3C677DI+/vhjqqqq9tmmwsJCVq5cyciRI/nNb37DgAEDGD16NF988QUvvvhiq5/tlltu4dJLL+XKK6/k5JNPpra2tlnv0P643W7+/e9/s3r1aoYMGcKDDz7IQw89BBDPG8rOzubbb78lFosxZswYBgwYwJ133klCQsI+n1mSJEk6eij6TxMeJKB50dUNGzbg8Xhwu5snlwWDQUpLSyksLGyWTNsW3vnzqXpyarPEaWNmJhkP3I/7nHMO6xmkjvHmm29yww034PF4sNn2vTbH8aI9fsYlSZI6g9frJSEhYZ+f33uTgdBBHOgb2V4fEnosJmaR7dqFMS0N+/BhR7QnSDqwf/zjHxQVFZGTk8OaNWu4/fbbOeuss3jjjTc6u2kdTgZCkiQdq1obCMnMzqOAoqo4Tj7p4AdKnaKyspKHHnqIyspKsrKyuPzyy3niiSc6u1mSJElSO5CBkCQdxOTJk5k8eXJnN0OSJEnqADKTU5IkSZKkLksGQpIkSZIkdVkyEJIkSZIkqcuSgZAkSZIkSV2WDIT2o6OLrkqSJEmS1PlkILQfHV10VZIkSZKkzicDIem4oSgKc+fOPezrzJ49u9XFXCVJkqRjmwyEuqgJEyagKArTpk1rtn3u3LnxYqJ76927N2azmfLy8hb7tmzZwlVXXUV2djZWq5Vu3boxbtw4NmzY0OLYf/7zn6iqyi233NKmdiqKgslkIiMjg9GjRzNr1iw0TWt2bEVFBWPHjm3VdSVJkiQJZCB0VNA0nfL19WxYVkn5+no07chUPbFarTz11FPU19cf8LhFixYRDAa5/PLLmT17drN94XCY0aNH4/V6mTNnDuvXr+edd95hwIABeDyeFteaNWsWkydP5u2338bv97eqneeeey4VFRVs3bqVTz/9lJEjR3LnnXdywQUXEI1G48dlZmZisVhadc3OEIlEOrsJkiRJ0k/IQKiTbV5VzT8eWMzcP69iwcxi5v55Ff94YDGbV1V3+L1HjRpFZmYmU6dOPeBxM2fO5Oqrr+a6665j1qxZ7F2erri4mC1btjBjxgxOOeUU8vPzOf3003niiSdaJJpv3bqVxYsXc99999GnTx/ef//9VrXTYrGQmZlJTk4OQ4cO5YEHHuBf//oXn376abPAbO+hsXA4zO23305WVhZWq5WCgoJmz9nQ0MDNN99MRkYGVquVAQMG8PHHHze772effUbfvn1xOp3xYGyPZcuWMXr0aFJTU0lISODMM89k5cqVzc5XFIW//e1vjBs3DofDweOPPw7A448/Tnp6Oi6Xi5tuuon77ruPIUOGNDv31VdfpW/fvlitVvr06cOMGTNa9b2SJEmS2kYGQp1o86pq5r20Dl9DqNl2X0OIeS+t6/BgSFVVnnzySV544QV27Nixz2MaGxt57733uPbaaxk9ejQ+n4+vv/46vj8tLQ2DwcD7779PLBY74P1mzZrF+eefT0JCAtdeey0zZ8485LafffbZDB48mDlz5uxz//PPP89HH33Eu+++y/r163njjTcoKCgAQNM0xo4dy+LFi3njjTcoLi5m2rRpqHsVuvX7/Tz99NO8/vrrLFy4kLKyMn772982+76MHz+eb775hv/973/07NmT8847j8bGxmbtePjhhxk3bhxr165l4sSJvPnmmzzxxBM89dRTrFixgry8PF588cVm57zyyis8+OCDPPHEE5SUlPDkk0/yhz/8gddee+2Qv1+SJEnSvnWZWmN+v5++ffty+eWX8/TTT3d2c9A0nW/e2XjAYxa9u5HCwWkYDC1zdtrLJZdcwpAhQ3j44Yf3GZi8/fbb9OzZk/79+wPwi1/8gpkzZzJy5EgAcnJyeP7555k8eTKPPvoow4cPZ+TIkVxzzTUUFRXFr6NpGrNnz+aFF16IX+eee+5h06ZN9OjR45Da3qdPH7777rt97isrK6Nnz5787Gc/Q1EU8vPz4/s+//xzli5dSklJCb169QJo1lYQw1h/+9vf6N69OwC33347U6ZMie8/++yzmx3/0ksvkZSUxH/+8x8uuOCC+Parr76aiRMnxt9feeWV3Hjjjdxwww0APPTQQ8yfP5+mpqb4MY899hjPPPMMl156KQCFhYUUFxfz0ksvMX78+NZ/gyRJkqSD6jI9Qk888QQnn3xyZzcjrmJjQ4ueoJ9qqg9RsbGhw9vy1FNP8dprr1FcXNxi38yZM7n22mvj76+99lrmzJlDQ8OP7Zo0aRKVlZW88cYbnHrqqbz33nv079+fBQsWxI+ZP38+Pp8vnsycmprKOeecw6xZswD45ptvcDqd8debb7550Hbrur7PxG4QSdarV6+md+/e3HHHHcyfPz++b/Xq1XTr1i0eBO2L3W6PB0EAWVlZVFf/2ENXXV3NLbfcQq9evUhISCAhIYGmpibKysqaXWf48OHN3q9fv56TTjqp2ba93+/atYvt27dz4403Nvt+PP7442zevPkA3w1JkiTpUHSJQGjjxo388MMPnHfeeZ3dlDif98BBUFuPOxwjRoxgzJgxPPDAA822FxcXs2TJEiZPnozRaMRoNHLKKacQCAR46623mh3rcrm46KKLeOKJJ1izZg1nnHFGPCcGxLBYXV0ddrs9fq1PPvmE1157jVgsxvDhw1m9enX8ddFFFx203SUlJRQWFu5z39ChQyktLeWxxx4jEAhwxRVX8P/+3/8DwGazHfTaJpOp2XtFUZrlRk2YMIEVK1bw3HPPsXjxYlavXk1KSgrhcLjZeQ6Ho8W1fxq87X3dPTPhXnnllWbfj3Xr1vG///3voO2WJEmS2qbTA6GFCxdy4YUXkp2dvd91YGbMmEFhYSFWq5Vhw4bxzTfftOkev/3tbw+aEHykOdytm93U2uMO17Rp0/j3v//N4sWL49tmzpzJiBEjWLNmTbMP5cmTJx8wv0dRFPr06YPP5wOgtraWf/3rX7z99tvNrrN69Wqampr49NNPsdls9OjRI/5yuVwHbO+XX37J2rVrueyyy/Z7jNvt5sorr+SVV17hnXfe4YMPPqCuro5BgwaxY8eOfU7vb61vvvmGO+64g/POO4/+/ftjsVioqak56Hm9e/dm6dKlzbYtX748/nVGRgY5OTls2bKl2fejR48e+w36JEmSpEPX6TlCPp+PwYMHc8MNN+zzQ+2dd97hrrvuYsaMGZx++um89NJLjB07luLiYvLy8gAYNmwYoVDLnpP58+ezbNkyevXqRa9evZp9yHe2rJ6JOBItBxwecyZZyOqZeETaM3DgQK655pp4Dk8kEuH1119nypQpDBgwoNmxN910E3/84x9Zs2YNuq7z8MMPc91119GvXz/MZjP/+c9/mDVrFvfeey8Ar7/+OikpKVx++eUYDM1j7wsuuICZM2c2y6v5qVAoRGVlJbFYjKqqKubNm8f/b+/Ow6qq8weOvy8gqyDgwiIoJqKiCCI4gUtaGeGIYpraojKZjmXhhpbTpGguWYhaUaFZOObkMi4Zg5gLmmYZmKSN6IMMhAlKrmyCyj2/P/xxxyvbRYEL3M/ree7zeL/ne875nPu5wMfv+Z5zli1bxrBhw5gwYUKl66xcuRInJyd8fHwwMjJi69atODo6Ymtry2OPPcbAgQMZNWoU0dHRuLu7c+bMGVQqFU8//bROn5e7uzsbNmzAz8+P/Px85syZo9NI0+uvv87kyZPx8/MjMDCQzZs3c/LkSa05SpGRkYSHh2NjY0NwcDClpaWkpKRw7do1Zs2apVN8QgghdKP3Qig4OLjam+BFR0czadIkXn75ZQBWrVrFnj17+OSTTzSjPMePH69y/R9//JFNmzaxdetWCgsLuX37NjY2NsyfP7/S/qWlpVpFVX5+/oMcVo2MjFQMGNuFxNhfq+zTf0yXep0ofb933nmHLVu2ALBr1y6uXLnCyJEjK/Tr0qULXl5erFu3jvnz5+Pm5sbChQvJyspCpVJp3s+cORO4e1ps5MiRFYoggFGjRjF27FguXbqEg4NDpXElJibi5OSEiYkJdnZ2eHt788EHHzBx4sRKtwnQsmVLli9fTnp6OsbGxvj7+5OQkKDpv23bNiIiInjuuecoKirC3d29ws0lq/P5558zZcoUevfuTYcOHVi6dKnWVWVVeeGFF/jvf/9LREQEJSUljBkzhrCwMK1RopdffhlLS0vef/995s6di5WVFV5eXsyYMUPn+IQQQuhGpdw7QUHPVCoVO3bsIDQ0FLh7LxhLS0u2bt2q9Qd5+vTppKamcujQoVptPy4ujl9//bXaq8YiIyNZuHBhhfYbN25gY2Oj1VZSUkJmZqbmtN2DyDiRx+HN6VojQy3tzOg/pgude7d7oG2KpmXIkCE4OjqyYcMGfYdSQV18x4UQQh/y8/Np1apVpX+/76X3EaHqXL58mbKysgojBQ4ODly8eLFe9jlv3jyt0w/5+fm4urrWy74AOvduRyfvtnevIssvxcrm7umwhhwJEg2nuLiYTz/9lKCgIIyNjfnqq6/Yt2+f1hV2QgghGk6jLoTKVXaVTVWXTVcnLCysxj5mZmaYmZkRExNDTExMjTcJrAtGRirad7Wr9/0I/VOpVCQkJLB48WJKS0vp2rUr27Zt48knn9R3aEIIYZAadSHUpk0bjI2NK4z+5OXlVTmfpK5MmzaNadOmaYbWhKgLFhYW7Nu3T99hCCGE+H96v3y+OqampvTp06fCaYO9e/cSGBhYr/uOiYnB09OzwvOyhBBCCNF86H1EqLCwkHPnzmneZ2Zmkpqair29PR06dGDWrFmMHz8ePz8/AgICWLNmDdnZ2UydOrVe45IRISGEEKL503shlJKSonluFaCZqDxx4kTi4uIYO3YsV65cYdGiReTm5tKzZ08SEhK0nh1VHxpyjpAQQggh9KNRXT7fGFV3+Z1cWiyaO/mOCyGaKl0vn2/Uc4SEEEIIIeqTFEJVkMnSQgghRPMnhVAVpk2bxunTp0lOTtZ3KKIeREZG4uPjo+8whBBC6JkUQgZo0KBBlT63aufOnZobVZaVlbFs2TK6deuGhYUF9vb2PProo3zxxRc1blulUqFSqTAzM6N9+/aEhISwffv2+jiUelXV5ySEEKL5kEKoEVCryzj/n5OkfX+I8/85iVqt/yvVIiMjWbVqFe+88w6nT58mKSmJyZMnc+3atRrXnTx5Mrm5uZw7d45t27bh6enJuHHjmDJlSrXr3b59u67CF0IIIXQihVAVGmqOUPqxo6ydNokti/5Gwgfvs2XR31g7bRLpx47W635r8s033/Dqq6/y7LPP0qlTJ7y9vZk0aZLWc9iqYmlpiaOjI66urjz66KMsX76c2NhY1q5dq7mrcvmT6rds2cKgQYMwNzfnyy+/RK1Ws2jRIlxcXDAzM8PHx4fExETNtg8ePIhKpeL69euattTUVFQqFVlZWZq2tWvX4urqiqWlJSNHjiQ6OhpbW9sKsW7YsAE3NzdatWrFuHHjKCgoAO4+juXQoUOsXr1aM8KVlZXFtWvXeOGFF2jbti0WFhZ06dKlxlEyIYQQjZcUQlVoiDlC6ceOsit6KYVXL2u1F169zK7opXothhwdHTlw4AB//PFHnWxv4sSJ2NnZVThF9sYbbxAeHk5aWhpBQUGsXr2aFStWEBUVxcmTJwkKCmL48OGkp6frvK/vv/+eqVOnMn36dFJTUxkyZAhLliyp0C8jI4OdO3cSHx9PfHw8hw4d4t133wVg9erVBAQEaEa3cnNzcXV15e233+b06dPs3r2btLQ0PvnkE9q0afNwH44QQgi90fsNFQ2VWl3Ggbg11fZJWr+Gzv5/wsjIuIGi+p/o6GhGjx6No6MjPXr0IDAwkBEjRhAcHPxA2zMyMsLDw0Nr1AZgxowZPPPMM5r3UVFRvPHGG4wbNw6A5cuXk5SUxKpVq4iJidFpXx9++CHBwcFEREQA4OHhwdGjR4mPj9fqp1ariYuLw9raGoDx48ezf/9+lixZQqtWrTA1NdWMbpXLzs6md+/e+Pn5AeDm5larz0EIIfTl6s2r/HHzD26V3cLSxJK2lm2xMav6/jqGQkaE9ORC2n8qjATdr+DKZS6k/aeBItLm6enJr7/+yo8//shf/vIXLl26REhICC+//DIAGzdupGXLlprX4cOHa9ymoiiaydjlygsKuHvzq5ycHPr166fVp1+/fqSlpekc+9mzZ+nbt69W2/3v4W4RU14EATg5OZGXl1fttl955RU2bdqEj48Pc+fO5ehR/Z7CFEIIXfx24zdOXT5FblEuV0qucL7wPKl/pHKx6GLNKzdzUghVob7nCBVer3nScW361YaNjQ03btyo0H79+nWtu28aGRnh7+/PzJkz2bFjB3Fxcaxbt47MzEyGDx9Oamqq5nVvQVOZsrIy0tPT6dSpk1a7lZVVhb73F0v3FlBGRkaatnL3T7KurOCq7AbqLVq0qLBftVpd7XEEBwfz22+/MWPGDHJycnjiiSc0I09CCNEY3Si9wW8Fv6Gg/XtQrajJuJ5ByZ0SPUXWOEghVIX6niPU0tauTvvVRrdu3UhJSanQnpycTNeuXatcz9PTE4CioiKsra1xd3fXvCwsLKrd5/r167l27RqjRo2qso+NjQ3Ozs4cOXJEq/3o0aN0794dgLZt2wKQm5urWZ6amlrh+H766SettsqOtyampqaVPmuubdu2hIWF8eWXX7Jq1SrWrKn+FKcQQujTlZtXUCuV/yfvtvo2V0uuNnBEjYvMEdKT9t170NK+TbWnx6xbt6F99x51vu9XX32Vjz76iGnTpjFlyhQsLCzYu3cv69atY8OGDQCMHj2afv36ERgYiKOjI5mZmcybNw8PDw+6detW7faLi4u5ePEid+7c4cKFC2zfvp2VK1fyyiuvaD1gtzJz5sxhwYIFdO7cGR8fH7744gtSU1PZuHEjAO7u7ri6uhIZGcnixYtJT09nxYoVWtt4/fXXGThwINHR0YSEhHDgwAF2795dYZSoJm5ubhw7doysrCxatmyJvb09kZGR9OnThx49elBaWkp8fLymSBNCiMbotrr6W5PcUd9poEgaJxkR0hMjI2MeD6v+vjqDJ06pl4nSbm5uHD58mIyMDJ566in8/f2Ji4sjLi6OZ599FoCgoCC++eYbQkJC8PDwYOLEiXTr1o1vv/0WE5Pq6+e1a9fi5ORE586dGTlyJKdPn2bz5s18/PHHNcYWHh7O7NmzmT17Nl5eXiQmJrJr1y66dOkC3D2d9dVXX3HmzBm8vb1Zvnw5ixcv1tpGv379+PTTT4mOjsbb25vExERmzpxZ64eGRkREYGxsjKenJ23btiU7OxtTU1PmzZtHr169GDhwIMbGxmzatKlW2xVCiIbUskXLapdbmlg2UCSNkzx9vgb1/fT59GNHORC3RmtkyLp1GwZPnEKXPwU+VOzifyZPnsyZM2d0mtQt/keePi9E01dyp4QTeScoLSutsMy6hTU+7Xww1sPVyfVN16fPy6mxKsTExBATE1PpHJG61OVPgXT2/9Pdq8iuX6OlrR3tu/fQyyXzzUlUVBRDhgzBysqK3bt3s379ep1GpIQQorkxNzGnu3130q+nU3S7CAAVKmxMbfCw92iWRVBtyIhQDep7REjUjzFjxnDw4EEKCgp45JFHeP3115k6daq+w2py5DsuRPNRpi7jWuk17pTdwczEDFsz21rPnWxKZERIGLQtW7boOwQhhGhUjI2MaWMhd8K/n0yWFkIIIYTBkkKoDsjZRdFcyXdbCNHcSSH0EMrvTFxcXKznSISoH+Xf7fvvwi2EEM2FzBF6CMbGxtja2mqeT2VpadmsJ54Jw6EoCsXFxeTl5WFra4uxsWFfVSKEaL6kEHpI5U8mr+lhnUI0Rba2tprvuBBCNEdSCFVB1/sIqVQqnJycaNeuXYWHfwrRlLVo0UJGgoQQzZ7cR6gGut6HQAghhBCNh65/v2WytBBCCCEMlhRCQgghhDBYUggJIYQQwmDJZOkalE+hys/P13MkQgghhNBV+d/tmqZCSyFUg4KCAgBcXV31HIkQQgghaqugoIBWrVpVuVyuGquBWq0mJycHa2trrZsl+vv7k5ycXOk6lS27vy0/Px9XV1fOnz+v96vRqjuWhtpebdbRpW9Nfaparmt7Y8lfY8hdbdd72Pw1l9xB3eavKeSuuuVNLX/ys1f79obOnaIoFBQU4OzsjJFR1TOBZESoBkZGRri4uFRoNzY2rjKRlS2rqr+NjY3efxlXdywNtb3arKNL35r6VLW8tu36zl9jyF1t13vY/DWX3EHd5q8p5K665U0tf/Kz9+DtDZm76kaCyslk6Qc0bdq0Wi2rrr++1XVsD7K92qyjS9+a+lS1vLbt+tYYclfb9R42f80ld1C3sTWF3FW3vKnlT372Hry9sZFTY3oiN2ps2iR/TZfkrmmT/DVdjTV3MiKkJ2ZmZixYsAAzMzN9hyIegOSv6ZLcNW2Sv6arseZORoSEEEIIYbBkREgIIYQQBksKISGEEEIYLCmEhBBCCGGwpBASQgghhMGSQkgIIYQQBksKoUYqPj6erl270qVLFz777DN9hyNqYeTIkdjZ2TF69Gh9hyJq6fz58wwaNAhPT0969erF1q1b9R2S0FFBQQH+/v74+Pjg5eXF2rVr9R2SeADFxcV07NiRiIiIBtunXD7fCN25cwdPT0+SkpKwsbHB19eXY8eOYW9vr+/QhA6SkpIoLCxk/fr1/Otf/9J3OKIWcnNzuXTpEj4+PuTl5eHr68vZs2exsrLSd2iiBmVlZZSWlmJpaUlxcTE9e/YkOTmZ1q1b6zs0UQtvvfUW6enpdOjQgaioqAbZp4wINUI//fQTPXr0oH379lhbWzN06FD27Nmj77CEjgYPHoy1tbW+wxAPwMnJCR8fHwDatWuHvb09V69e1W9QQifGxsZYWloCUFJSQllZGfL//KYlPT2dM2fOMHTo0AbdrxRC9eC7774jJCQEZ2dnVCoVO3furNDn448/plOnTpibm9OnTx8OHz6sWZaTk0P79u01711cXLhw4UJDhG7wHjZ3Qr/qMn8pKSmo1WpcXV3rOWoBdZO769ev4+3tjYuLC3PnzqVNmzYNFL2oi/xFRESwbNmyBor4f6QQqgdFRUV4e3vz0UcfVbp88+bNzJgxg7feeosTJ04wYMAAgoODyc7OBqj0fzEqlapeYxZ3PWzuhH7VVf6uXLnChAkTWLNmTUOELaib3Nna2vLLL7+QmZnJP//5Ty5dutRQ4Ru8h83f119/jYeHBx4eHg0Z9l2KqFeAsmPHDq22vn37KlOnTtVq69atm/Lmm28qiqIo33//vRIaGqpZFh4ermzcuLHeYxXaHiR35ZKSkpRRo0bVd4iiGg+av5KSEmXAgAHKP/7xj4YIU1TiYX72yk2dOlXZsmVLfYUoqvEg+XvzzTcVFxcXpWPHjkrr1q0VGxsbZeHChQ0Sr4wINbBbt25x/PhxnnrqKa32p556iqNHjwLQt29ffv31Vy5cuEBBQQEJCQkEBQXpI1xxD11yJxovXfKnKAphYWE8/vjjjB8/Xh9hikrokrtLly6Rn58P3H3K+XfffUfXrl0bPFZRkS75W7ZsGefPnycrK4uoqCgmT57M/PnzGyQ+kwbZi9C4fPkyZWVlODg4aLU7ODhw8eJFAExMTFixYgWDBw9GrVYzd+5cufKhEdAldwBBQUH8/PPPFBUV4eLiwo4dO/D392/ocMV9dMnf999/z+bNm+nVq5dmjsOGDRvw8vJq6HDFPXTJ3e+//86kSZNQFAVFUXjttdfo1auXPsIV99H1d6e+SCGkJ/fP+VEURatt+PDhDB8+vKHDEjqoKXdyhV/jVl3++vfvj1qt1kdYQgfV5a5Pnz6kpqbqISqhq5p+d5YLCwtroIjuklNjDaxNmzYYGxtXqILz8vIqVMuicZHcNW2Sv6ZLcte0Nfb8SSHUwExNTenTpw979+7Vat+7dy+BgYF6ikroQnLXtEn+mi7JXdPW2PMnp8bqQWFhIefOndO8z8zMJDU1FXt7ezp06MCsWbMYP348fn5+BAQEsGbNGrKzs5k6daoeoxYguWvqJH9Nl+SuaWvS+WuQa9MMTFJSkgJUeE2cOFHTJyYmRunYsaNiamqq+Pr6KocOHdJfwEJDcte0Sf6aLsld09aU8yfPGhNCCCGEwZI5QkIIIYQwWFIICSGEEMJgSSEkhBBCCIMlhZAQQgghDJYUQkIIIYQwWFIICSGEEMJgSSEkhBBCCIMlhZAQQgghDJYUQkKIBxYZGYmPj0+D7tPNzY1Vq1Zp3qtUKnbu3Fmv+wwLCyM0NLRe96GL+49dCPHwpBASwsCEhYWhUqlQqVS0aNECBwcHhgwZwueff45ardZ3eLWWm5tLcHBwnWwrKysLlUpFamqqVvvq1auJi4urk31UJi4uTpOTql4HDx4kOTmZKVOm1FscQhgiKYSEMEBPP/00ubm5ZGVlsXv3bgYPHsz06dMZNmwYd+7c0Xd4teLo6IiZmVm97qNVq1bY2trW2/bHjh1Lbm6u5hUQEMDkyZO12gIDA2nbti2Wlpb1FocQhkgKISEMkJmZGY6OjrRv3x5fX1/+9re/8fXXX7N7926tkY8bN24wZcoU2rVrh42NDY8//ji//PJLldtVq9UsWrQIFxcXzMzM8PHxITExUavP77//zrhx47C3t8fKygo/Pz+OHTsGQEZGBiNGjMDBwYGWLVvi7+/Pvn37qj2We0+NRUZGVjqaUn5MiYmJ9O/fH1tbW1q3bs2wYcPIyMjQbKtTp04A9O7dG5VKxaBBg4CKp8ZKS0sJDw+nXbt2mJub079/f5KTkzXLDx48iEqlYv/+/fj5+WFpaUlgYCBnz56t9BgsLCxwdHTUvExNTbG0tKzQVtlpwdjYWIYNG4alpSXdu3fnhx9+4Ny5cwwaNAgrKysCAgK0jhHgm2++oU+fPpibm/PII4+wcOHCJlcAC1FXpBASQgDw+OOP4+3tzfbt2wFQFIU///nPXLx4kYSEBI4fP46vry9PPPEEV69erXQbq1evZsWKFURFRXHy5EmCgoIYPnw46enpABQWFvLYY4+Rk5PDrl27+OWXX5g7d67mlFxhYSFDhw5l3759nDhxgqCgIEJCQsjOztbpGCIiIrRGUaKiorC0tMTPzw+AoqIiZs2aRXJyMvv378fIyIiRI0dq9v/TTz8BsG/fPnJzczWfxf3mzp3Ltm3bWL9+PT///DPu7u4EBQVV+FzeeustVqxYQUpKCiYmJrz00ks6HUdtvPPOO0yYMIHU1FS6devG888/z1//+lfmzZtHSkoKAK+99pqm/549e3jxxRcJDw/n9OnTxMbGEhcXx5IlS+o8NiGaBP09+F4IoQ8TJ05URowYUemysWPHKt27d1cURVH279+v2NjYKCUlJVp9OnfurMTGxiqKoigLFixQvL29NcucnZ2VJUuWaPX39/dXXn31VUVRFCU2NlaxtrZWrly5onO8np6eyocffqh537FjR2XlypWa94CyY8eOCuv98MMPirm5ubJ58+Yqt52Xl6cAyqlTpxRFUZTMzEwFUE6cOKHV797PrLCwUGnRooWyceNGzfJbt24pzs7OynvvvacoiqIkJSUpgLJv3z5Nn3//+98KoNy8ebPGY37ssceU6dOnV2iv7Nj//ve/ax0zoKxbt07T9tVXXynm5uaa9wMGDFCWLl2qtd0NGzYoTk5ONcYlRHNkoscaTAjRyCiKgkqlAuD48eMUFhbSunVrrT43b96scKoFID8/n5ycHPr166fV3q9fP83ptNTUVHr37o29vX2l+y8qKmLhwoXEx8eTk5PDnTt3uHnzps4jQuWys7MJDQ0lIiKCMWPGaNozMjJ4++23+fHHH7l8+bJmJCg7O5uePXvqtO2MjAxu376tdZwtWrSgb9++pKWlafXt1auX5t9OTk4A5OXl0aFDh1odT3Xu3YeDgwMAXl5eWm0lJSXk5+djY2PD8ePHSU5O1hoBKisro6SkhOLiYpmDJAyOFEJCCI20tDTNPBm1Wo2TkxMHDx6s0K+6icPlhVS5e4srCwuLavc/Z84c9uzZQ1RUFO7u7lhYWDB69Ghu3bql8zEUFRUxfPhwAgICWLRokdaykJAQXF1dWbt2Lc7OzqjVanr27Fmr7SuKAlR/nOVatGih+Xf5srq+Mq+yfVS3X7VazcKFC3nmmWcqbMvc3LxOYxOiKZBCSAgBwIEDBzh16hQzZ84EwNfXl4sXL2JiYoKbm1uN69vY2ODs7MyRI0cYOHCgpv3o0aP07dsXuDt68dlnn3H16tVKR4UOHz5MWFgYI0eOBO7OGcrKytL5GBRF4cUXX0StVrNhwwatwuTKlSukpaURGxvLgAEDADhy5IjW+qampsDdEZKquLu7Y2pqypEjR3j++ecBuH37NikpKcyYMUPnWPXF19eXs2fP4u7uru9QhGgUpBASwgCVlpZy8eJFysrKuHTpEomJiSxbtoxhw4YxYcIEAJ588kkCAgIIDQ1l+fLldO3alZycHBISEggNDdVMQL7XnDlzWLBgAZ07d8bHx4cvvviC1NRUNm7cCMBzzz3H0qVLCQ0NZdmyZTg5OXHixAmcnZ0JCAjA3d2d7du3ExISgkql4u23367VCEpkZCT79u3j22+/pbCwkMLCQuDu5e92dna0bt2aNWvW4OTkRHZ2Nm+++abW+u3atcPCwoLExERcXFwwNzenVatWWn2srKx45ZVXmDNnDvb29nTo0IH33nuP4uJiJk2aVKs86MP8+fMZNmwYrq6uPPvssxgZGXHy5ElOnTrF4sWL9R2eEA1OrhoTwgAlJibi5OSEm5sbTz/9NElJSXzwwQd8/fXXGBsbA3dPqSQkJDBw4EBeeuklPDw8GDduHFlZWZq5KPcLDw9n9uzZzJ49Gy8vLxITE9m1axddunQB7o64fPvtt7Rr146hQ4fi5eXFu+++q9nnypUrsbOzIzAwkJCQEIKCgvD19dX5uA4dOkRhYSGBgYE4OTlpXps3b8bIyIhNmzZx/PhxevbsycyZM3n//fe11jcxMeGDDz4gNjYWZ2dnRowYUel+3n33XUaNGsX48ePx9fXl3Llz7NmzBzs7O51j1ZegoCDi4+PZu3cv/v7+PProo0RHR9OxY0d9hyaEXqiU8hPeQgghhBAGRkaEhBBCCGGwpBASQgghhMGSQkgIIYQQBksKISGEEEIYLCmEhBBCCGGwpBASQgghhMGSQkgIIYQQBksKISGEEEIYLCmEhBBCCGGwpBASQgghhMGSQkgIIYQQBksKISGEEEIYrP8DQMoHT2P2Yg0AAAAASUVORK5CYII=", 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" ] @@ -350,9 +360,10 @@ } ], "source": [ - "ax = sns.scatterplot(data=localization_joint_df, x=\"Delocalization Time\", y=\"Delocalization Frequency\", hue=\"Dataset\")\n", + "ax = sns.scatterplot(data=localization_joint_df, x=\"Delocalization Time\", y=\"Delocalization Frequency\", hue=\"Dataset\", alpha=0.3)\n", "ax.set_yscale('log')\n", - "ax.set_xscale('log')\n" + "ax.set_xscale('log')\n", + "ax.axline((1, 1), (10, 10 ), color=\"black\", linestyle=\":\")" ] }, { From 49df3a7874798f40408da8fde6e037a1ba23ccb6 Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Mon, 22 Jan 2024 14:40:36 +0000 Subject: [PATCH 07/14] Improve results notebook --- notebooks/results.ipynb | 636 +++++++++++++++++++++++----------------- 1 file changed, 360 insertions(+), 276 deletions(-) diff --git a/notebooks/results.ipynb b/notebooks/results.ipynb index c86ffcf..2653e3b 100644 --- a/notebooks/results.ipynb +++ b/notebooks/results.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 15, + "execution_count": 186, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,6 @@ "import matplotlib.pyplot as plt\n", "import warnings\n", "import torch\n", - "import math\n", "\n", "from einops import rearrange\n", "from typing import Any\n", @@ -24,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +44,8 @@ " return \"NASA-Discharge\"\n", "\n", "\n", - "def infer_diffusion_domain(fourier_transform: bool) -> str:\n", + "def infer_diffusion_domain(config: dict[str, Any]) -> str:\n", + " fourier_transform = config[\"fourier_transform\"]\n", " if fourier_transform:\n", " return \"Frequency\"\n", " else:\n", @@ -70,6 +70,22 @@ " )\n", " return data\n", "\n", + "def calculate_baselines(results: dict) -> list[dict]:\n", + " data = []\n", + " for baseline, domain, method in product({\"dummy\", \"self\"}, {\"time\", \"freq\"}, {\"sliced\", \"marginal\"}):\n", + " distance = results[f\"{domain}_{method}_wasserstein_mean_{baseline}\"]\n", + " data.append(\n", + " {\n", + " \"Value\": distance,\n", + " \"Baseline\": \"Mean\" if baseline == \"dummy\" else \"Half Train\",\n", + " \"Metric Domain\": \"Frequency\" if domain == \"freq\" else \"Time\",\n", + " \"Metric\": \"Sliced Wasserstein\"\n", + " if method == \"sliced\"\n", + " else \"Marginal Wasserstein\",\n", + " } \n", + " )\n", + " return data\n", + "\n", "\n", "def infer_tensor_shapes(sample_path: Path) -> tuple[int, int]:\n", " samples = torch.load(sample_path)\n", @@ -89,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 189, "metadata": {}, "outputs": [], "source": [ @@ -107,7 +123,13 @@ " \"bf3lrfx9\",\n", " \"emk7nyz3\",\n", "]\n", - "runs_dir = Path.cwd() / \"../lightning_logs/\"" + "runs_dir = Path.cwd() / \"../lightning_logs/\"\n", + "save_dir = Path.cwd() / \"../outputs/\"\n", + "\n", + "if not (save_dir / \"figures\").exists():\n", + " (save_dir / \"figures\").mkdir(parents=True) \n", + "if not (save_dir / \"tables\").exists():\n", + " (save_dir / \"tables\").mkdir(parents=True) " ] }, { @@ -119,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 181, "metadata": {}, "outputs": [ { @@ -204,36 +226,163 @@ "4 0.075877 Time Sliced Wasserstein MIMIC-III Frequency" ] }, - "execution_count": 18, + "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_list = []\n", + "baselines_list = []\n", "for run in run_list:\n", " with open(runs_dir / f\"{run}/train_config.yaml\", \"r\") as f:\n", " config = safe_load(f)\n", " dataset = infer_dataset(config)\n", - " domain = infer_diffusion_domain(config[\"fourier_transform\"])\n", + " domain = infer_diffusion_domain(config)\n", " with open(runs_dir / f\"{run}/results.yaml\", \"r\") as f:\n", " results = safe_load(f)\n", " df = pd.DataFrame(calculate_metrics(results))\n", + " df_baselines = pd.DataFrame(calculate_baselines(results))\n", " df[\"Dataset\"] = dataset\n", " df[\"Diffusion Domain\"] = domain\n", + " df_baselines[\"Dataset\"] = dataset\n", + " df_baselines[\"Diffusion Domain\"] = domain\n", " df_list.append(df)\n", + " baselines_list.append(df_baselines)\n", "df = pd.concat(df_list)\n", + "df_baselines = pd.concat(baselines_list)\n", "df.head()" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 182, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ValueBaselineMetric DomainMetricDatasetDiffusion Domain
00.159241Half TrainTimeSliced WassersteinMIMIC-IIIFrequency
10.238351Half TrainTimeMarginal WassersteinMIMIC-IIIFrequency
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40.880692MeanTimeSliced WassersteinMIMIC-IIIFrequency
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" + ], + "text/plain": [ + " Value Baseline Metric Domain Metric Dataset \\\n", + "0 0.159241 Half Train Time Sliced Wasserstein MIMIC-III \n", + "1 0.238351 Half Train Time Marginal Wasserstein MIMIC-III \n", + "2 0.158002 Half Train Frequency Sliced Wasserstein MIMIC-III \n", + "3 0.095724 Half Train Frequency Marginal Wasserstein MIMIC-III \n", + "4 0.880692 Mean Time Sliced Wasserstein MIMIC-III \n", + "\n", + " Diffusion Domain \n", + "0 Frequency \n", + "1 Frequency \n", + "2 Frequency \n", + "3 Frequency \n", + "4 Frequency " + ] + }, + "execution_count": 182, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_baselines.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 191, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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3bx8GDhwId3d3g38viSrCcEOS06dPHzRv3hwDBw5Eu3btoFQqce7cOSxduhQKhQJTp0416HgffPAB4uPj0aNHD7z77rvo1KkTHjx4gH379mH69Olo164dpk2bhh07dqBHjx6IjIzEk08+CaVSiZSUFOzfvx8zZsxAly5dEBoaih49euDtt9/G48ePERAQgOPHj+Obb74xqKaQkBB88sknEARB48qdoKAgLF++HKIoqo3tee6559C4cWOMHz8e8+fPh4WFBTZt2oTffvtNbf/ff/8dkydPxiuvvILWrVvD0tIShw4dwu+//4533nkHAPDll1/i0KFDGDBgADw9PZGXl6dqtSq97HjYsGHYtGkT+vfvj6lTp+KZZ56BhYUFbt68iYSEBISFhWHw4MEVvs73338fN2/eRM+ePdG8eXM8ePAAK1euVBsr1LJlS1hbW2PTpk1o3749FAqF6sNyzZo16NevH/r06YPw8HA0a9YM//zzDy5evIhff/0V27ZtM+h911fbtm3xxhtv4PPPP4eZmRn69euH69evY968efDw8EBkZKRRzguUjIfavXt3jRxLLpdrnXVYH4GBgYiOjsbEiRPh7++PCRMmoEOHDigsLMTZs2exdu1adOzYUWNME1FNYLghyXnvvffw7bffYvny5UhPT0d+fj7c3NzQq1cvzJkzp8KBwdo0a9YMv/zyC+bPn4/FixcjMzMTzs7O6NatG5o0aQIAsLW1xdGjR7F48WKsXbsW165dU8390qtXL9WgTjMzM+zZswfTp0/HkiVLUFBQgK5du2Lv3r1o166d3jWVhhszMzPVOJtS3bt3hyAIEEVRbUp+R0dH/PDDD5gxYwZGjhwJW1tbhIWFIS4uTm1mXldXV7Rs2RKrV69GamoqBEFAixYtsHTpUrz11lsASj5A9+/fj/nz5yMjIwMKhQIdO3bEnj17EBoaCqCkRWfPnj1YuXIlvvnmGyxatAjm5uZo3rw5goKC0KlTp0pfZ5cuXXDmzBnMnj0bd+/eRaNGjRAQEIBDhw6hQ4cOAEq6YtavX48FCxYgNDQUhYWFmD9/PqKiohASEoJffvkF//d//4dp06bh/v37cHR0xBNPPIEhQ4bo/X5XRXR0NFq2bIl169bhiy++gIODA/r27YtFixZpHWMjRa+//jqeeeYZ1eXzGRkZsLCwQJs2bTBixAhMnjzZ1CWSRAmi+O8EHEREREQSwKuliIiISFIYboiIiEhSGG6IiIhIUhhuiIiISFIYboiIiEhSGG6IiIhIUhrcPDdKpRJpaWmws7PTOd07ERER1S2iKOLhw4dwd3eHmVnFbTMNLtykpaXBw8PD1GUQERFRFaSmplZ6v7IGF25Kb9aXmpoKe3t7E1dDRERE+sjOzoaHh4fGTXe1aXDhprQryt7enuGGiIiontFnSAkHFBMREZGkMNwQERGRpDDcEBERkaQw3BAREZGkMNwQERGRpDDcEBERkaQw3BAREZGkMNwQERGRpDS4SfyogRBF4HoK8PufQE4uYGMNPNkB8PYEeE8xIiJJY7gh6UnLAL6JA1Juqi/fnwB4NgdGDQXcXU1TGxERGR27pUha0jKAZas1g02plJsl69MyarcuIiKqNQw3JB2iWNJik5tb8Xa5ucB/t5ZsT0REksNuKZKO6ym6W2zKu5FaEnCauQE2NoBt2YdtyRgdM2Z/IqL6iOGGpOP3Pw3b/uczutcJAmAtLxN8bAFb63//ryUM2dqUbCu34oBlIiITY7gh6cippDvKEKJYcrycXOBepv77yWQlrT5lQ09p8FGUaRUqH5IsLGqudiKiBo7hhqTDxtrUFQDFxcDDRyUPQ1ha6A4+5YMSu86IiCrEcEPS8WSHksu99TV0MGBvBzzOAR4//vf/5R//LlcqjVc3ABQUAgUPgPsPDNvP2lp7ECoNSYoyLUelAYldZ0QkcQw3JB3eniXz2OgzqNjLA+geqN+HvCgCeflATtnAk6sjED0u6cp6/BjIzTP+FVm5uSUPQ7rOzMy0ByHbf7vOdI0zYtcZEdUTDDckHYJQMkHfstUVXw5ubQ2MHKJ/60Xp4GJrOeDYRP96lMp/g06ZFqCcMkHoUZkgVDYgFRTof46qUCqr3nVmo6ubrHRcUblxRjbWJeOQiIhqkSCKDWuyj+zsbDg4OCArKwv29vamLoeMQdcMxUBJi83IIXV7huLCIvUWIG3dZDk5wKNyrUXFxaauXDtra80rzcqGJG2tRXI5u86ISI0hn98MNyRNoghcTwV+P1/m3lIdAW8PaX5oiiKQn6+jm6y0pahcy1FtdZ1VRdmuM0Mux2fXGZFkGfL5zW4pkiZBAHw8Sx4NgSCUtHbIq9F1llOudajsI6dMV1pd7jqzsNB9lVlpSFKUG2fErjMiyWG4IWrIzMxKPuwVtobtV1ik2QpUPghpG3ht7K6zwkLgQVbJwxDWcu0DrHVeim/DrjOiOozhhogMZ2EOONiXPPQlikB+gWZ3mbYgVHZdTm4tXHWWV/K494/++5iZVTwvka7L8S3ZdUZkbAw3RFQ7BKFkjh25FeDYWP/9lMqS4KHz0ntt8xPllIxBMialsqSb7tFjw/bT1nVW2eSN7DojMgjDDRHVbWUHFxtCW9eZ1ivQyq0rquNdZzovx/83JJW9HJ9dZ9RAMdwQkTRVp+usosHV2kJSbXadoapdZwZcjl/Xu85EEbieUnKzXNXVkB1KJvJkmCMw3BAR/U/ZrrMmVe060zZ2SMcVaHl1tevMXHcQ0no5vm3tdZ3pmsdqf0LJDOWjhtbteayoVnCeGyIiUykq0nKVmY5JG8suM3bXWVVZy8sEIT0vx7c2oOssLUO/GcinT2TAkSDOc0NEVB+YV7HrrKCw4tmrdXWl1VbXWWZVus4qGWBtYwNs+7biYAOUrP/vVmDWW+yiasAYboiI6hNBAKwsSx6Gdp3l5f3vth05eo4pqqtdZxW5kVoyQ3lDmcSTNDDcEBE1BGZm/97M1MCrzoqKNG8AqzF7tZblRUXGeR36+v08w00DxnBDRES6mZsD9nYlD32Vdp3llLllh64ZrcuPOaqprrOcSrqvSNIYboiIqGaV7Tpr3Ej//Uq7zjTGEuUCv/4GXL2u/7FsrA2tmiSE4YaIiOqGsl1nzuXWeXsAn67S/1hPdqzR0qh+MTN1AURERJXy9iyZx0YfXh4lYYgaLIYbIiKq+wShZII+60q6m6ytgZFDeBl4A8dwQ0RE9YO7a8kEfbpacLw8OIEfAeCYGyIiqk/cXYG3p5TMY/P7+TL3lupY0hXFFhsCww0REdU3glAyhw3nsSEd2C1FREREksJwQ0RERJJi8nCzevVq+Pj4QC6Xw9/fH0ePHq1w+02bNuGpp56CjY0N3NzcMHbsWGRmZtZStURERFTXmTTcxMXFYdq0aZg7dy7Onj2L7t27o1+/fkhJSdG6/bFjxzB69GiMGzcOf/75J7Zt24bTp0/jtddeq+XKiYiIqK4yabhZtmwZxo0bh9deew3t27fHihUr4OHhgejoaK3b//zzz/D29saUKVPg4+ODbt264c0338SZM2dquXIiIiKqq0wWbgoKCpCUlITQ0FC15aGhoThx4oTWfZ577jncvHkTe/fuhSiKuH37NrZv344BAwboPE9+fj6ys7PVHkRERCRdJgs39+7dQ3FxMVxcXNSWu7i4ICMjQ+s+zz33HDZt2oShQ4fC0tISrq6uaNSoET7//HOd51m0aBEcHBxUDw8PTslNREQkZSYfUCyUm3BJFEWNZaUuXLiAKVOm4P3330dSUhL27duHa9euYfz48TqPP2fOHGRlZakeqampNVo/ERER1S0mm8TPyckJMplMo5Xmzp07Gq05pRYtWoSuXbti1qxZAIAnn3wStra26N69Oz766CO4ublp7GNlZQUrK6uafwFERERUJ5ms5cbS0hL+/v44cOCA2vIDBw7gueee07pPTk4OzMzUS5bJZABKWnyIiIiITNotNX36dHz99ddYv349Ll68iMjISKSkpKi6mebMmYPRo0erth84cCB27tyJ6OhoXL16FcePH8eUKVPwzDPPwN3d3VQvg4iIiOoQk95baujQocjMzMQHH3yA9PR0dOzYEXv37oWXlxcAID09XW3Om/DwcDx8+BCrVq3CjBkz0KhRIzz//PP4+OOPTfUSiIiIqI4RxAbWn5OdnQ0HBwdkZWXB3t7e1OUQERGRHgz5/Db51VJERERENYnhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCTF5OFm9erV8PHxgVwuh7+/P44ePVrh9vn5+Zg7dy68vLxgZWWFli1bYv369bVULREREdV15qY8eVxcHKZNm4bVq1eja9euWLNmDfr164cLFy7A09NT6z5DhgzB7du3sW7dOrRq1Qp37txBUVFRLVdOREREdZUgiqJoqpN36dIFfn5+iI6OVi1r3749Bg0ahEWLFmlsv2/fPgwbNgxXr15FkyZNqnTO7OxsODg4ICsrC/b29lWunYiIiGqPIZ/fJuuWKigoQFJSEkJDQ9WWh4aG4sSJE1r32bNnDwICArBkyRI0a9YMbdq0wcyZM5Gbm6vzPPn5+cjOzlZ7EBERkXSZrFvq3r17KC4uhouLi9pyFxcXZGRkaN3n6tWrOHbsGORyOXbt2oV79+5h4sSJ+Oeff3SOu1m0aBEWLFhQ4/UTERFR3WTSMTcAIAiC2nNRFDWWlVIqlRAEAZs2bYKDgwMAYNmyZXj55ZfxxRdfwNraWmOfOXPmYPr06arn2dnZ8PDwqMFXQERExlZcXIzCwkJTl0FGZmlpCTOz6ncqmSzcODk5QSaTabTS3LlzR6M1p5SbmxuaNWumCjZAyRgdURRx8+ZNtG7dWmMfKysrWFlZ1WzxRERUK0RRREZGBh48eGDqUqgWmJmZwcfHB5aWltU6jsnCjaWlJfz9/XHgwAEMHjxYtfzAgQMICwvTuk/Xrl2xbds2PHr0CAqFAgBw+fJlmJmZoXnz5rVSNxER1Z7SYNO0aVPY2NjobNmn+k+pVCItLQ3p6enw9PSs1s/apN1S06dPx6hRoxAQEIDAwECsXbsWKSkpGD9+PICSLqVbt25h48aNAIARI0bgww8/xNixY7FgwQLcu3cPs2bNQkREhNYuKSIiqr+Ki4tVwcbR0dHU5VAtcHZ2RlpaGoqKimBhYVHl45g03AwdOhSZmZn44IMPkJ6ejo4dO2Lv3r3w8vICAKSnpyMlJUW1vUKhwIEDB/DWW28hICAAjo6OGDJkCD766CNTvQQiIjKS0jE2NjY2Jq6Eaktpd1RxcXG1wo1J57kxBc5zQ0RUP+Tl5eHatWuqWexJ+ir6mdeLeW6IiIiIjIHhhoiIqJ7w9vbGihUrVM8FQcDu3btNVk9dxXBDRESkh/DwcAiCoHo4Ojqib9+++P33301WU3p6Ovr162ey89dVDDdERER66tu3L9LT05Geno6DBw/C3NwcL7zwgsnqcXV15VxuWjDcEBER6cnKygqurq5wdXWFr68vZs+ejdTUVNy9excAMHv2bLRp0wY2NjZo0aIF5s2bpzaz8m+//YaQkBDY2dnB3t4e/v7+OHPmjGr9iRMn0KNHD1hbW8PDwwNTpkzB48ePddZTtlvq+vXrEAQBO3fuREhICGxsbPDUU0/h5MmTavsYeo76iOGGiIioCh49eoRNmzahVatWqnl47OzsEBsbiwsXLmDlypX46quvsHz5ctU+r776Kpo3b47Tp08jKSkJ77zzjuqS5z/++AN9+vTBSy+9hN9//x1xcXE4duwYJk+ebFBdc+fOxcyZM3Hu3Dm0adMGw4cPR1FRUY2eo84TG5isrCwRgJiVlWXqUoiIqAK5ubnihQsXxNzcXFOXIoqiKI4ZM0aUyWSira2taGtrKwIQ3dzcxKSkJJ37LFmyRPT391c9t7OzE2NjY7VuO2rUKPGNN95QW3b06FHRzMxM9R54eXmJy5cvV60HIO7atUsURVG8du2aCED8+uuvVev//PNPEYB48eJFvc9hShX9zA35/GbLDRERkZ5CQkJw7tw5nDt3DqdOnUJoaCj69euHGzduAAC2b9+Obt26wdXVFQqFAvPmzVObjHb69Ol47bXX0KtXLyxevBjJycmqdUlJSYiNjYVCoVA9+vTpA6VSiWvXruld45NPPqn6s5ubG4CS+zbW5DnqOpPfFZyIiKi+sLW1RatWrVTP/f394eDggK+++govvPAChg0bhgULFqBPnz5wcHDAli1bsHTpUtX2UVFRGDFiBH744QfEx8dj/vz52LJlCwYPHgylUok333wTU6ZM0Tivp6en3jWWndm39P5MSqVS9f+aOEddx3BDRERURYIgwMzMDLm5uTh+/Di8vLwwd+5c1frSFp2y2rRpgzZt2iAyMhLDhw9HTEwMBg8eDD8/P/z5559q4amm1cY56gJ2SxEREekpPz8fGRkZyMjIwMWLF/HWW2/h0aNHGDhwIFq1aoWUlBRs2bIFycnJ+Oyzz7Br1y7Vvrm5uZg8eTISExNx48YNHD9+HKdPn0b79u0BlFxpdfLkSUyaNAnnzp3DlStXsGfPHrz11ls1Vn9tnKMuYMsNERGRnvbt26cax2JnZ4d27dph27ZtCA4OBgBERkZi8uTJyM/Px4ABAzBv3jxERUUBAGQyGTIzMzF69Gjcvn0bTk5OeOmll7BgwQIAJWNlDh8+jLlz56J79+4QRREtW7bE0KFDa6z+2jhHXcAbZxIRUZ3EG2c2PLxxJhEREZEWDDdEREQkKQw3REREJCkMN0RERCQpDDdEREQkKQw3REREJCkMN0RERCQpDDdEREQkKQw3REREJCkMN0REVO8UFxejqKioVh7FxcU1Xn9UVBR8fX1r/Lg1SVuNUVFRcHFxgSAI2L17t85lpsbbLxARUZ2kayr+4uJivPTyK8i6/0+t1OHQuAl2bt8GmUym1/aCIFS4fsyYMVi1ahXy8/Ph6OhYEyXq7fr16/Dx8VE9VygU8PT0RHBwMKZNm4bWrVur1j169EitxosXL+KJJ57Arl278Oyzz6Jx48a4evWqxjIrK6sq11dTt1/gjTOJiKheEUURWff/wUO/0YBg5A4IUQn8uhGGtAOkp6er/hwXF4f3338fly5dUi2ztraGQqGAQqGo0VIN8dNPP6FDhw7IycnBH3/8gZUrV+Kpp57Cd999h549ewKARo3JyckAgLCwMFWA07asLmC3FBER1U+CGWBm5EcVwpOrq6vq4eDgAEEQNJaV7/IJDw/HoEGDsHDhQri4uKBRo0ZYsGABioqKMGvWLDRp0gTNmzfH+vXr1c5169YtDB06FI0bN4ajoyPCwsJw/fr1Smt0dHSEq6srWrRogbCwMPz000/o0qULxo0bp+qGK1tjVFQUBg4cCAAwMzODIAhal9UVDDdERER1wKFDh5CWloYjR45g2bJliIqKwgsvvIDGjRvj1KlTGD9+PMaPH4/U1FQAQE5ODkJCQqBQKHDkyBEcO3YMCoUCffv2RUFBgUHnNjMzw9SpU3Hjxg0kJSVprJ85cyZiYmIAlLRMpaena11WVzDcEBER1QFNmjTBZ599hrZt2yIiIgJt27ZFTk4O3n33XbRu3Rpz5syBpaUljh8/DgDYsmULzMzM8PXXX6NTp05o3749YmJikJKSgsTERIPP365dOwDQ2vKjUCjQqFEjAP9rmdK2rK7gmBsiIqI6oEOHDjAz+1+bg4uLCzp27Kh6LpPJ4OjoiDt37gAAkpKS8Pfff8POzk7tOHl5eaqxMIYoHVdUl7qXqorhhoiIqA6wsLBQey4IgtZlSqUSAKBUKuHv749NmzZpHMvZ2dng81+8eBEA1K6mqq8YboiIiOohPz8/xMXFoWnTptWe2kSpVOKzzz6Dj48POnfuXEMVmg7H3BAREdVDr776KpycnBAWFoajR4/i2rVrOHz4MKZOnYqbN29WuG9mZiYyMjJw9epV7NmzB7169cIvv/yCdevW6T2fjza7du1Sjd0xJbbcEBFR/SQqAWUtnKOOsrGxwZEjRzB79my89NJLePjwIZo1a4aePXtW2pLTq1cv1TG8vLwQEhKCtWvXolWrVtWqKSsrS21OH1Op0gzFRUVFSExMRHJyMkaMGAE7OzukpaXB3t7epJMS6YMzFBMR1Q/1dYZiqjqTzVB848YN9O3bFykpKcjPz0fv3r1hZ2eHJUuWIC8vD19++aWhhyQiItKbTCbDzu3bDJo1uDoEQWCwqWcMDjdTp05FQEAAfvvtN7V7YgwePBivvfZajRZHRESkDcMGVcTgcHPs2DEcP34clpaWasu9vLxw69atGiuMiIiIqCoMvlpKqVRqvf37zZs3NSYSIiIiIqptBoeb3r17Y8WKFarngiDg0aNHmD9/Pvr371+TtREREREZzOBuqeXLlyMkJARPPPEE8vLyMGLECFy5cgVOTk7YvHmzMWokIiIi0pvB4cbd3R3nzp3D5s2b8euvv0KpVGLcuHF49dVXYW1tbYwaiYiIiPRWpUn8rK2tERERgYiIiJquh4iIiKhaDA43GzdurHD96NGjq1wMERERUXVVaZ6bsgoLC5GTkwNLS0vY2Ngw3BARkdEVFxdzEr86IDw8HA8ePMDu3bsBAKIo4s0338T27dtx//59nD17Fk899ZTGMl9fX6PWZXC4uX//vsayK1euYMKECZg1a1aNFEVERKRLcXExhr7yEu79k1Ur53Nq4oC4bTsNCjjh4eHYsGGDxvIrV65U+/5NxpaYmIiQkBAAJcHOzs4OLVq0QO/evREZGQk3NzfVtitXrlQLmfv27UNsbCwSExPRokULODk5aV1mbDVy48zWrVtj8eLFGDlyJP7666+aOCQREZFWoiji3j9Z+CooEzLBuOcqFoHXD6NKrUR9+/ZFTEyM2jJnZ2eN7QoKCjQmxq0LLl26BHt7e2RnZ+PXX3/FkiVLsG7dOiQmJqJTp04AAAcHB7V9kpOT4ebmhueee67CZcZm8Dw3ushkMqSlpdXU4YiIiCokEwBzM+M+qhOerKys4OrqqvaQyWQIDg7G5MmTMX36dDg5OaF3794AgAsXLqB///5QKBRwcXHBqFGjcO/ePdXxHj9+jNGjR0OhUMDNzQ1Lly5FcHAwpk2bptpGEARVF1GpRo0aITY21uD6mzZtCldXV7Rp0wbDhg3D8ePH4ezsjAkTJqi2CQ8Px6BBg1R/fuutt5CSkgJBEODt7a11WW0wuOVmz549as9FUUR6ejpWrVqFrl271lhhREREUrVhwwZMmDABx48fV32OBgUF4fXXX8eyZcuQm5uL2bNnY8iQITh06BAAYNasWUhISMCuXbvg6uqKd999F0lJSUYfv1LK2toa48ePR2RkJO7cuYOmTZuqrV+5ciVatmyJtWvX4vTp05DJZLC0tNRYVhsMDjelCa2UIAhwdnbG888/j6VLl9ZUXURERPXa999/D4VCoXrer18/bNu2DQDQqlUrLFmyRLXu/fffh5+fHxYuXKhatn79enh4eODy5ctwd3fHunXrsHHjRlVLz4YNG9C8efNaejUl2rVrBwC4fv26RrhxcHCAnZ0dZDIZXF1dVcu1LTM2g8ONUqk0Rh1ERESSEhISgujoaNVzW1tb1Z8DAgLUtk1KSkJCQoJaGCqVnJyM3NxcFBQUIDAwULW8SZMmaNu2rREq16107JEgGHmwUzXVyIBiIiIiUmdra6vzyqiyQQcoaTgYOHAgPv74Y41t3dzccOXKFb3OKQiCxuDnwsJCPSuu3MWLFwGg1sbOVJVe4Wb69Ol6H3DZsmVVLoaIiKgh8vPzw44dO+Dt7Q1zc82P5latWsHCwgI///wzPD09AZRMzXL58mUEBQWptnN2dkZ6errq+ZUrV5CTk1MjNebm5mLt2rXo0aOH1qu+6hK9ws3Zs2f1Olhdb6YiIiKqiyZNmoSvvvoKw4cPx6xZs+Dk5IS///4bW7ZswVdffQWFQoFx48Zh1qxZcHR0hIuLC+bOnQszM/WLnp9//nmsWrUKzz77LJRKJWbPng0LCwu1bXr27InBgwdj8uTJFdZ0584d5OXl4eHDh0hKSsKSJUtw79497Ny5s1qvddWqVdi1axcOHjxYreNURK9wk5CQYLQCiIiIqqJYBGDkYaDFtTMJMtzd3XH8+HHMnj0bffr0QX5+Pry8vNC3b19VgPnkk0/w6NEjvPjii7Czs8OMGTOQlaU+keHSpUsxduxY9OjRA+7u7li5ciWSkpLUtklOTla7xFyXtm3bQhAEKBQKtGjRAqGhoZg+fXq1Bwbfu3cPycnJ1TpGZQSxtuavriOys7Ph4OCArKws2Nvbm7ocIiLSIS8vD9euXYOPjw/kcrlqeX2Yobi2BAcHw9fXFytWrDB1KTVC188cMOzzu0oDik+fPo1t27YhJSUFBQUFauuq21xFlRNFEXl5eUY/R35+PoCSiaiM2eUol8vZpUlEepPJZIjbtpP3liKdDA43W7ZswejRoxEaGooDBw4gNDQUV65cQUZGBgYPHmyMGqmcvLw89OvXz9Rl1Jj4+HhYW1ubugwiqkcYNqgiBoebhQsXYvny5Zg0aRLs7OywcuVK+Pj44M0331S7mRYREREZV2JioqlLqJMMDjfJyckYMGAAgJLuisePH0MQBERGRuL555/HggULarxIUieXyxEfH2/Uc+Tl5ala4nbt2qXR91mTjHlsIiJqeAwON02aNMHDhw8BAM2aNcP58+fRqVMnPHjwoMaupaeKCYJQq904crmc3UZERFRv6B1uzp07B19fX3Tv3h0HDhxAp06dMGTIEEydOhWHDh3CgQMH0LNnT2PWSkQkebxggKj69A43fn5+6Ny5MwYNGoThw4cDAObMmQMLCwscO3YML730EubNm2e0QomIGgJeMEBUfWaVb1Li+PHj8PPzw6effoqWLVti5MiROHz4MN5++23s2bMHy5YtQ+PGjY1ZKxEREVGl9G65CQwMRGBgID777DNs3boVMTEx6NWrF7y9vREREYExY8bU+q3XiYikhhcMEFWfwQOKra2tMWbMGIwZMwbJycmIiYnBmjVrEBUVhd69e2Pv3r3GqJOIqEHgBQNE1ad3t5Q2LVu2xDvvvIO5c+fC3t4eP/74Y03VRUREVDNEEbh2A/h2L7B5R8n/r90oWW4k4eHhEAQB48eP11g3ceJECIKA8PBwo52/oavS7RcA4PDhw1i/fj127NgBmUyGIUOGYNy4cTVZGxERUfWkZQDfxAEpN9WX708APJsDo4YC7tW7EaQuHh4e2LJlC5YvX65qHcvLy8PmzZvh6elplHNSCYNablJTU/Hhhx+iZcuWCAkJQXJyMj7//HOkpaXhq6++wrPPPmusOomIiAyTlgEsW60ZbEql3CxZn5ZhlNP7+fnB09NT7Z6LO3fuhIeHBzp37qxaJooilixZghYtWsDa2hpPPfUUtm/frlpfXFyMcePGwcfHB9bW1mjbti1Wrlypdq7w8HAMGjQIn376Kdzc3ODo6IhJkyahsLDQKK+trtM73PTu3Rs+Pj5YvXo1Xn75ZVy8eBHHjh3D2LFjYWtrW+UCVq9erbr7p7+/P44eParXfsePH4e5uTl8fX2rfG4iIpIoUSxpscnNrXi73Fzgv1uN1kU1duxYxMTEqJ6vX78eERERatu89957iImJQXR0NP78809ERkaqrkgGAKVSiebNm2Pr1q24cOEC3n//fbz77rvYunWr2nESEhKQnJyMhIQEbNiwAbGxsYiNjTXK66rr9O6Wsra2xo4dO/DCCy/U2A3L4uLiMG3aNKxevRpdu3bFmjVr0K9fP1y4cKHCJrusrCyMHj0aPXv2xO3bt2ukFiIikpDrKbpbbMq7kQpcTwV8ar6raNSoUZgzZw6uX78OQRBw/PhxbNmyRXVPqMePH2PZsmU4dOgQAgMDAQAtWrTAsWPHsGbNGgQFBcHCwkLt1kY+Pj44ceIEtm7diiFDhqiWN27cGKtWrYJMJkO7du0wYMAAHDx4EK+//nqNv666Tu9ws2fPnho/+bJlyzBu3Di89tprAIAVK1bgxx9/RHR0NBYtWqRzvzfffBMjRoyATCbD7t27a7wuIiKq537/08Dtzxsl3Dg5OWHAgAHYsGEDRFHEgAED4OTkpFp/4cIF5OXloXfv3mr7FRQUqHVdffnll/j6669x48YN5ObmoqCgQKPnokOHDmqND25ubvjjjz9q/DXVB1UeUFxdBQUFSEpKwjvvvKO2PDQ0FCdOnNC5X0xMDJKTk/Hf//4XH330kbHLJCKi+iinku6o6m5vgIiICEyePBkA8MUXX6itUyqVAIAffvgBzZo1U1tnZWUFANi6dSsiIyOxdOlSBAYGws7ODp988glOnTqltr2FhYXac0EQVMdvaEwWbu7du4fi4mK4uLioLXdxcUFGhvbBXVeuXME777yDo0ePwtxcv9Lz8/NV91ABgOzs7KoXTURE9YONgXP3GLq9Afr27YuCggIAQJ8+fdTWPfHEE7CyskJKSgqCgoK07n/06FE899xzmDhxompZcnKy0eqVApOFm1Llb6gmiqLWm6wVFxdjxIgRWLBgAdq0aaP38RctWqTWV0lERA3Akx1KLvfWe/uORitFJpPh4sWLqj+XZWdnh5kzZyIyMhJKpRLdunVDdnY2Tpw4AYVCgTFjxqBVq1bYuHEjfvzxR/j4+OCbb77B6dOn4ePjY7Sa6zuThRsnJyfIZDKNVpo7d+5otOYAwMOHD3HmzBmcPXtW1bynVCohiiLMzc2xf/9+PP/88xr7zZkzB9OnT1c9z87OhoeHRw2/GiIiqlO8PUvmsdFnULGXB+Bt3M8Fe3t7nes+/PBDNG3aFIsWLcLVq1fRqFEj+Pn54d133wUAjB8/HufOncPQoUMhCAKGDx+OiRMnGv02HfWZIIpGnKKxEl26dIG/vz9Wr16tWvbEE08gLCxMY0CxUqnEhQsX1JatXr0ahw4dwvbt2+Hj46PXJenZ2dlwcHBAVlZWhX/ZGrrc3FzVnYl5V18iaakvv995eXm4du2aaroQg5XOc1PR5eDW1sD0iUabyI8MU9HP3JDPb5N2S02fPh2jRo1CQEAAAgMDsXbtWqSkpKimq54zZw5u3bqFjRs3wszMDB07qjcbNm3aFHK5XGM5ERER3F1Lgou2GYqBkhabkUMYbCTIpOFm6NChyMzMxAcffID09HR07NgRe/fuhZeXFwAgPT0dKSkppiyRiIjqM3dX4O0pJfPY/H6+5KooG+uSMTbeHoCWMZ5U/5l8QPHEiRPVRoCXVdnMilFRUYiKiqr5ooiISDoEoWQOGyPMY0N1U7XuCk5ERERU1zDcEBERkaQw3BAREZGkMNwQERGRpDDcEBERkaQw3BAREZGkMNwQERHVYcHBwZg2bZrqeU5ODv7zn//A3t4egiDgwYMHtVJHVFQUfH19a+Vc1cVwQ0REkiZCxHVcx/f4HluxFd/je1zHdYgw3t2HwsPDMWjQII3liYmJ1Q4kGzZswNGjR3HixAmkp6fDwcFBbX1wcDAEQdD58Pb2rtJ5Z86ciYMHD1a57tpk8kn8iIiIjCUd6diMzUhFqtrygzgID3hgOIbDDW4mqq5qkpOT0b59e523Htq5cycKCgoAAKmpqXjmmWfw008/oUOHDgA070xeUFAAS0vLSs+rUCigUCiqWX3tYMsNERFJUjrS8Tk+1wg2pVKRis/xOdKRXsuV/U9mZiaGDx+O5s2bw8bGBp06dcLmzZt1bh8cHIylS5fiyJEjEAQBwcHBGts0adIErq6ucHV1hbOzMwDA0dFRtezpp5/GRx99hPDwcDg4OOD1118HAMyePRtt2rSBjY0NWrRogXnz5qGwsFB13PLdUqWtU59++inc3Nzg6OiISZMmqe1jKgw3REQkOSJEbMZm5KKCO4IDyEUutmCLUbuoKpKXlwd/f398//33OH/+PN544w2MGjUKp06d0rr9zp078frrryMwMBDp6enYuXNnlc77ySefoGPHjkhKSsK8efMAAHZ2doiNjcWFCxewcuVKfPXVV1i+fHmFx0lISEBycjISEhKwYcMGxMbGVnrrpNrAbikiIpKcG7ihs8WmvJR///OCV43W8P3332t04xQXF6s9b9asGWbOnKl6/tZbb2Hfvn3Ytm0bunTponHMJk2awMbGBpaWlnB1rfrdzJ9//nm18wLAe++9p/qzt7c3ZsyYgbi4OLz99ts6j9O4cWOsWrUKMpkM7dq1w4ABA3Dw4EFVa5CpMNwQEZHknMd5g7b/A3/UeLgJCQlBdHS02rJTp05h5MiRqufFxcVYvHgx4uLicOvWLeTn5yM/Px+2trY1Wkt5AQEBGsu2b9+OFStW4O+//8ajR49QVFQEe3v7Co/ToUMHtTE8bm5u+OOPP2q8XkMx3BARkeTkIMeo2+vD1tYWrVq1Ult28+ZNtedLly7F8uXLsWLFCnTq1Am2traYNm2aakCwsZQPTz///DOGDRuGBQsWoE+fPnBwcMCWLVuwdOnSCo9jYWGh9lwQBCiVyhqv11AMN0REJDk2sDHq9jXl6NGjCAsLU7XmKJVKXLlyBe3bt6/VOo4fPw4vLy/MnTtXtezGjRu1WkNN4oBiIiKSnI7Qfpm0Lp3QyUiVVKxVq1Y4cOAATpw4gYsXL+LNN99ERkaGSepISUnBli1bkJycjM8++wy7du2q9TpqCsMNERFJjhe84AEPvbb1/Pc/U5g3bx78/PzQp08fBAcHw9XVVevkf8YWFhaGyMhITJ48Gb6+vjhx4oTqKqr6SBBF0TTXv5lIdnY2HBwckJWVVelAqYYsNzcX/fr1AwDEx8fD2traxBURUU2pL7/feXl5uHbtGnx8fCCXyw3ev3Sem4ouB7eGNd7CW/VuIj+pquhnbsjnN1tuiIhIktzghrfwls4WHE94MthIFAcUExGRZLnBDZGIRApS8Af+QA5yYAMbdEIneMITAgRTl0hGwHBDRESSJkCA17//UcPAbikiIiKSFIYbIiIikhSGGyIiqtPqwoy3VDtq6gJujrkhIqI6ydLSEmZmZkhLS4OzszMsLS0hCBwALFWiKOLu3bsQBEHjtg6GYrghIqI6yczMDD4+PkhPT0daWpqpy6FaIAgCmjdvrnYzzqpguCEiojrL0tISnp6eKCoqQnFxsanLISOzsLCodrABGG6IiKiOK+2mqG5XBTUcHFBMREREksJwQ0RERJLCcENERESSwjE3RNUkiiLy8vKMevz8/HwAgJWVlVEvhZXL5bzUlojqPYYbomrKy8tDv379TF1GjYiPj4e1tbWpyyAiqhaGGyIiIh3YMls/MdwQVZNcLkd8fLzRjp+Xl4fBgwcDAHbt2gW5XG60cxnz2ET1EVtm6yeGG6JqEgSh1v7BkMvlDeYfJyKiqmK4ISIi0oEts/UTww0REZEObJmtnzjPDREREUkKww0RERFJCsMNERERSQrDDREREUkKww0RERFJCsMNERERSQrDDREREUkKww0RERFJCsMNERERSQpnKDYCY99FtjaUrb++v5aGdCdcIiJiuDEKKd1FFoDqvif1VUO6Ey4RETHcEBEZhC2zdQtbZkkbhhsje+Q7HKJZPXybRRFQFpX82cwcqGf/eAjKIijObTZ1GSRBbJmtW9gyS9rUw0/d+kU0MwdkFqYuo4osTV1AlYmmLoCIiEyG4YaIqIrYMmsabJmlytTD30oiorqBLbOmwZZZqgznuSEiIiJJYbghIiIiSWG4ISIiIklhuCEiIiJJYbghIiIiSWG4ISIiIklhuCEiIiJJYbghIiIiSWG4ISIiIklhuCEiIiJJYbghIiIiSWG4ISIiIklhuCEiIiJJYbghIiIiSWG4ISIiIkkxebhZvXo1fHx8IJfL4e/vj6NHj+rcdufOnejduzecnZ1hb2+PwMBA/Pjjj7VYLREREdV1Jg03cXFxmDZtGubOnYuzZ8+ie/fu6NevH1JSUrRuf+TIEfTu3Rt79+5FUlISQkJCMHDgQJw9e7aWKyciIqK6yqThZtmyZRg3bhxee+01tG/fHitWrICHhweio6O1br9ixQq8/fbbePrpp9G6dWssXLgQrVu3xnfffVfLlRMREVFdZbJwU1BQgKSkJISGhqotDw0NxYkTJ/Q6hlKpxMOHD9GkSROd2+Tn5yM7O1vtQURERNJlbqoT37t3D8XFxXBxcVFb7uLigoyMDL2OsXTpUjx+/BhDhgzRuc2iRYuwYMGCatVaLcWFpjt3Q8b3nYiowTJZuCklCILac1EUNZZps3nzZkRFReHbb79F06ZNdW43Z84cTJ8+XfU8OzsbHh4eVS/YQHa/bam1cxEREZEJw42TkxNkMplGK82dO3c0WnPKi4uLw7hx47Bt2zb06tWrwm2trKxgZWVV7XqJiDSwhdA0+L5TJUwWbiwtLeHv748DBw5g8ODBquUHDhxAWFiYzv02b96MiIgIbN68GQMGDKiNUqvl4VPDAJmFqctoeIoL2WpGRse/Y0R1k0m7paZPn45Ro0YhICAAgYGBWLt2LVJSUjB+/HgAJV1Kt27dwsaNGwGUBJvRo0dj5cqVePbZZ1WtPtbW1nBwcDDZ66iQzILhxsTy8vJMXUK1lK2/vr8WAJDL5Xp1PRMRVZVJw83QoUORmZmJDz74AOnp6ejYsSP27t0LLy8vAEB6erranDdr1qxBUVERJk2ahEmTJqmWjxkzBrGxsbVdPtUTZVsG6zspvJb4+HhYW1ubuowawZZZE2HLLFXC5AOKJ06ciIkTJ2pdVz6wJCYmGr8gIiJ9sWWWqE4yebghqi2ruv0DK5lo6jIMJopAgbLkz5ZmQH3s0ckvFjD5mO75qIiqqr531bLb2TgYbqjBsJKJsJKZuoqqkZu6gGqrf6GS6gcpdNWWksJrqSvdzia/cSYRERFRTWLLDUmUCJsnbODQ1QHmduYoeliEjJxCeKZnw/QNpkRU09jtbDp1sduZ4YYkx8YlF22H3ICdZ1u15TvhCpdbWQjdcwFOdx+bqDoiqj7NLy/36/GXF3Y71zyGG5IUG5dcPDXxCixsirWuv93MAVvDAzAk9gwDDlE9xC8vpA+OuSEJEdF2aIrOYFMq39oC+198og5+1yCiipR+ebHzzNW6vvTLyz1n21qujOoattyQZNh55sDOI0evbW83c8A3b3aBVX5pECqJOkK5xPO/59rXQ/x3ufpmJc8rWldmvea5Sp9XvF738UUd59O+XvP4VX8vdL3WYqWI5p3lgAh8a/EtLKA+N4xQrjNB13N9t6up/bQdp9C8EC6jXAARaOR+BxD+vQSv3PshiuU6SDTW/+/oauvL/3h0bKe5vvR5+ZsRV7yd7uOU+Z+O1yLqe26NcwiVrC/dv+xrFtFiYJreX16GrztdL7uoqGYw3JBkOHbIMmj7TBc7I1VC2jj/+/9TOGXSOqrNAnAf5/7vkzsmLYW0u93MARnN7OF2K9vUpZCJsFuKJMPcusjUJRBRHZHc1rnyjUiy2HJDklGUa+BfZ1H8t+vn3yby0jbs+ngtJhGpyZPzthgNGcMNSUbmnw7wfP623tsPW39ar2Zr3cMKyoUitfVC2U20DJswbP3/jl1uTIOB60uDm67hHrrX66rnfwu1vw8l6wuUwPwzjQAA0V9GQy6XQyz3zup6ru92tXEcESIK8gvw7rvvAgByW/cEZGX+GdUx6EjQWK/+XNAY4FTuqc6BW+XXly4Qta/XsV1F9Qnlti1fY2Xn1v0eVPIelduuSftsNG71CPqS5xXqvS1JD8MNScbDFBs8TLXRa1Cxy60suOrZH6/7327tA3MrWNhg5RcDeddLZvNwFV1hDdNPz15VucpcPEx6CAB4KNrxxpm1JPu6Ao3fuqz39i0v3TViNVTXccwNSYiAS3GeKMyp+AZSVrmFCN1zgVdSENUjpV9e9GHIlxeSJrbcGJmgLKqf3+FFEVD+O0DXzLzejEPJSTPHb5/7oO3wm7Dz/N8ddotzSy4fbZqWjZ57/4LdvcfIN1WRDVB+xVfvEumh5MtLRZN0AvzyQiUYboxMcW6zqUtokP6OB2za28ChW8n07KnLUlXrfoIcUpjwnEyPX15ql64vL6U4QzGVYrghycq5mIOci/pN6kdUFfzyYhrlv7wUPSzCpMcp8Mion/eWoprHcGMEcrkc8fHxpi6jWvLy8jB48GAAwK5duyCX18+WjrKvY1W3TFhVPByHjCS/GJh8zNHUZZCElP/y0qhbNgr4+20SdbHbmeHGCARBgLV1/b0apDy5XC6J12MlA8MNVRu/vNQdZV8HwzOVxXBDRGQAfnkhqvsYboiIqN5jt7Pp1MVuZ4YbIiKq99jtTGVxEj8iIiKSFIYbIiIikhSGGyIiIpIUhhsiIiKSFIYbIiIikhReLUUNRn6xANTDOwGJIlCgLPmzpVm9uQ2QmpL3noiodjDcUIMx+VgTU5dARES1gN1SREREJClsuSFJ432A6p76Xj8R1X0MNyRpvA8QUcPAMXWmUxfH1DHcEBFRvccxdVQWx9wQERGRpLDlhoiI6iWOqat76kr9DDdERFQvcUwd6cJuKSIiIpIUhhsiIiKSFIYbIiIikhSGGyIiIpIUhhsiIiKSFIYbIiIikhSGGyIiIpIUhhsiIiKSFIYbIiIikhSGGyIiIpIU3n6hHhJFEXl5eUY9R9njG/tccrkcgiAY9RxERNRwMNzUQ3l5eejXr1+tna/0pm7GEh8fz/upEBFRjWG3FBEREUkKW27qIblcjvj4eKOeQxRF5OfnAwCsrKyM2m0kl8uNdmwiImp4GG7qIUEQaqUbx8bGxujnICIiqmnsliIiIiJJYcsNEVEdwqshiaqP4YaIqA7h1ZBE1cduKSIiIpIUttwQVZOxuxHYhdCw8GpIoupjuCGqptrsRmAXgvTxakii6mO4ISIi0oEts/WTIIqiaOoialN2djYcHByQlZUFe3t7U5dDEmDsf/xquwuhofzjR6SP3NzcWh3gbUz1vWXWkM9vttwQVVNtdCOwC4GISH8MN0RERDoYe4A3B3cbB8MNERGRDmyZrZ84zw0RERFJCsMNERERSQrDDREREUkKww0RERFJCsMNERERSQrDDREREUmKycPN6tWr4ePjA7lcDn9/fxw9erTC7Q8fPgx/f3/I5XK0aNECX375ZS1VSkRERPWBScNNXFwcpk2bhrlz5+Ls2bPo3r07+vXrh5SUFK3bX7t2Df3790f37t1x9uxZvPvuu5gyZQp27NhRy5UTERFRXWXSe0t16dIFfn5+iI6OVi1r3749Bg0ahEWLFmlsP3v2bOzZswcXL15ULRs/fjx+++03nDx5Uq9z8t5SRERE9Y8hn98ma7kpKChAUlISQkND1ZaHhobixIkTWvc5efKkxvZ9+vTBmTNnUFhYqHWf/Px8ZGdnqz2IiIhIukwWbu7du4fi4mK4uLioLXdxcUFGRobWfTIyMrRuX1RUhHv37mndZ9GiRXBwcFA9PDw8auYFEBERUZ1k8gHF5W8SJopihTcO07a9tuWl5syZg6ysLNUjNTW1mhUTERFRXWayG2c6OTlBJpNptNLcuXNHo3WmlKurq9btzc3N4ejoqHUfKysrWFlZ1UzRREREVOeZLNxYWlrC398fBw4cwODBg1XLDxw4gLCwMK37BAYG4rvvvlNbtn//fgQEBMDCwkKv85a29HDsDRERUf1R+rmt13VQoglt2bJFtLCwENetWydeuHBBnDZtmmhraytev35dFEVRfOedd8RRo0aptr969apoY2MjRkZGihcuXBDXrVsnWlhYiNu3b9f7nKmpqSIAPvjggw8++OCjHj5SU1Mr/aw3WcsNAAwdOhSZmZn44IMPkJ6ejo4dO2Lv3r3w8vICAKSnp6vNeePj44O9e/ciMjISX3zxBdzd3fHZZ5/hP//5j97ndHd3R2pqKuzs7Coc20PSkJ2dDQ8PD6SmpvLSfyKJ4e93wyKKIh4+fAh3d/dKtzXpPDdExsZ5jYiki7/fpIvJr5YiIiIiqkkMN0RERCQpDDckaVZWVpg/fz6nAyCSIP5+ky4cc0NERESSwpYbIiIikhSGGyIiIpIUhhsiIiKSFIYbqveioqLg6+tr6jKIiKiOYLihOk0QhAof4eHhmDlzJg4ePGjqUokalPDwcK2/k3///bepSyMy3Y0zifSRnp6u+nNcXBzef/99XLp0SbXM2toaCoUCCoXCFOURNWh9+/ZFTEyM2jJnZ2e15wUFBbC0tKzNsojYckN1m6urq+rh4OAAQRA0lpXvlgoPD8egQYOwcOFCuLi4oFGjRliwYAGKioowa9YsNGnSBM2bN8f69evVznXr1i0MHToUjRs3hqOjI8LCwnD9+vXafcFE9YiVlZXa76Orqyt69uyJyZMnY/r06XByckLv3r0BABcuXED//v2hUCjg4uKCUaNG4d69e6pjPX78GKNHj4ZCoYCbmxuWLl2K4OBgTJs2TbWNIAjYvXu3Wg2NGjVCbGys6nllv8el/z58+umncHNzg6OjIyZNmoTCwkLVNvn5+Xj77bfh4eEBKysrtG7dGuvWrYMoimjVqhU+/fRTtRrOnz8PMzMzJCcnV/9NpRrBcEOSdOjQIaSlpeHIkSNYtmwZoqKi8MILL6Bx48Y4deoUxo8fj/HjxyM1NRUAkJOTg5CQECgUChw5cgTHjh2DQqFA3759UVBQYOJXQ1S/bNiwAebm5jh+/DjWrFmD9PR0BAUFwdfXF2fOnMG+fftw+/ZtDBkyRLXPrFmzkJCQgF27dmH//v1ITExEUlKSQefV9/c4ISEBycnJSEhIwIYNGxAbG6sWkEaPHo0tW7bgs88+w8WLF/Hll19CoVBAEARERERotFatX78e3bt3R8uWLav2hlHNq/S+4UR1RExMjOjg4KCxfP78+eJTTz2lej5mzBjRy8tLLC4uVi1r27at2L17d9XzoqIi0dbWVty8ebMoiqK4bt06sW3btqJSqVRtk5+fL1pbW4s//vhjzb8YonpuzJgxokwmE21tbVWPl19+WQwKChJ9fX3Vtp03b54YGhqqtiw1NVUEIF66dEl8+PChaGlpKW7ZskW1PjMzU7S2thanTp2qWgZA3LVrl9pxHBwcxJiYGFEU9fs9Lv33oaioSLXNK6+8Ig4dOlQURVG8dOmSCEA8cOCA1tedlpYmymQy8dSpU6IoimJBQYHo7OwsxsbG6vGuUW3hmBuSpA4dOsDM7H8Nky4uLujYsaPquUwmg6OjI+7cuQMASEpKwt9//w07Ozu14+Tl5bGpmUiHkJAQREdHq57b2tpi+PDhCAgIUNsuKSkJCQkJWsfGJScnIzc3FwUFBQgMDFQtb9KkCdq2bWtQPfr+Hnfo0AEymUz13M3NDX/88QcA4Ny5c5DJZAgKCtJ6Djc3NwwYMADr16/HM888g++//x55eXl45ZVXDKqVjIvhhiTJwsJC7bkgCFqXKZVKAIBSqYS/vz82bdqkcazyAySJqIStrS1atWqldXlZSqUSAwcOxMcff6yxrZubG65cuaLX+QRBgFjujkFlx8ro+3tc0b8F1tbWldbx2muvYdSoUVi+fDliYmIwdOhQ2NjY6PUaqHYw3BAB8PPzQ1xcHJo2bQp7e3tTl0MkKX5+ftixYwe8vb1hbq75sdOqVStYWFjg559/hqenJwDg/v37uHz5sloLirOzs9oVlFeuXEFOTo7aear7e9ypUycolUocPnwYvXr10rpN//79YWtri+joaMTHx+PIkSNVOhcZDwcUEwF49dVX4eTkhLCwMBw9ehTXrl3D4cOHMXXqVNy8edPU5RHVa5MmTcI///yD4cOH45dffsHVq1exf/9+REREoLi4GAqFAuPGjcOsWbNw8OBBnD9/HuHh4WpdywDw/PPPY9WqVfj1119x5swZjB8/Xq0VpiZ+j729vTFmzBhERERg9+7duHbtGhITE7F161bVNjKZDOHh4ZgzZw5atWql1p1GdQPDDREAGxsbHDlyBJ6ennjppZfQvn17REREIDc3ly05RNXk7u6O48ePo7i4GH369EHHjh0xdepUODg4qALMJ598gh49euDFF19Er1690K1bN/j7+6sdZ+nSpfDw8ECPHj0wYsQIzJw5U607qKZ+j6Ojo/Hyyy9j4sSJaNeuHV5//XU8fvxYbZtx48ahoKAAERER1XhnyFgEsXwHJhERUR0QHBwMX19frFixwtSlaDh+/DiCg4Nx8+ZNuLi4mLocKodjboiIiPSUn5+P1NRUzJs3D0OGDGGwqaPYLUVERKSnzZs3o23btsjKysKSJUtMXQ7pwG4pIiIikhS23BAREZGkMNwQERGRpDDcEBERkaQw3BAREZGkMNwQUZ0hCAJ2795t6jKMKjg4GNOmTTN1GUSSxnBDRCrh4eEQBAHjx4/XWDdx4kQIgoDw8HC9j5eYmAhBEPDgwQO9tk9PT0e/fv30Pn55giCoHra2tmjdujXCw8ORlJRU5WPWtJ07d+LDDz80dRlEksZwQ0RqPDw8sGXLFuTm5qqW5eXlYfPmzaqbGta0goICAICrqyusrKyqdayYmBikp6fjzz//xBdffIFHjx6hS5cu2LhxY02UWm1NmjSBnZ2dqcsgkjSGGyJS4+fnB09PT+zcuVO1bOfOnfDw8EDnzp3VthVFEUuWLEGLFi1gbW2Np556Ctu3bwcAXL9+HSEhIQCAxo0bq7X6BAcHY/LkyZg+fTqcnJzQu3dvAJrdUjdv3sSwYcPQpEkT2NraIiAgAKdOnaqw/kaNGsHV1RXe3t4IDQ3F9u3b8eqrr2Ly5Mm4f/++arsdO3agQ4cOsLKygre3N5YuXap2HG9vb3z00UcYPXo0FAoFvLy88O233+Lu3bsICwuDQqFAp06dcObMGdU+mZmZGD58OJo3bw4bGxt06tQJmzdvVjtu+W4pb29vLFy4EBEREbCzs4OnpyfWrl1b4Wskooox3BCRhrFjxyImJkb1fP369VpvEPjee+8hJiYG0dHR+PPPPxEZGYmRI0fi8OHD8PDwwI4dOwAAly5dQnp6OlauXKnad8OGDTA3N8fx48exZs0ajWM/evQIQUFBSEtLw549e/Dbb7/h7bffhlKpNPj1REZG4uHDhzhw4AAAICkpCUOGDMGwYcPwxx9/ICoqCvPmzUNsbKzafsuXL0fXrl1x9uxZDBgwAKNGjcLo0aMxcuRI/Prrr2jVqhVGjx6N0rlQ8/Ly4O/vj++//x7nz5/HG2+8gVGjRlUayJYuXYqAgACcPXsWEydOxIQJE/DXX38Z/DqJ6F8iEdG/xowZI4aFhYl3794VraysxGvXronXr18X5XK5ePfuXTEsLEwcM2aMKIqi+OjRI1Eul4snTpxQO8a4cePE4cOHi6IoigkJCSIA8f79+2rbBAUFib6+vhrnByDu2rVLFEVRXLNmjWhnZydmZmbqXX/Z/cvKzc0VAYgff/yxKIqiOGLECLF3795q28yaNUt84oknVM+9vLzEkSNHqp6np6eLAMR58+aplp08eVIEIKanp+usqX///uKMGTNUz4OCgsSpU6fqPI9SqRSbNm0qRkdHV/6CiUgr3jiTiDQ4OTlhwIAB2LBhA0RRxIABA+Dk5KS2zYULF5CXl6fqUipVUFCg0X2lTUBAQIXrz507h86dO6NJkyaGv4ByxH9bVgRBAABcvHgRYWFhatt07doVK1asQHFxMWQyGQDgySefVK0vvUFip06dNJbduXMHrq6uKC4uxuLFixEXF4dbt24hPz8f+fn5sLW1rbC+sucRBAGurq64c+dOVV8uUYPHcENEWkVERGDy5MkAgC+++EJjfWn30A8//IBmzZqprdNnUHBlH/jW1tb6llqpixcvAgB8fHwAlISd0qBTStRymz0LCwvVn0u317as9L1YunQpli9fjhUrVqBTp06wtbXFtGnTVAOmdSl7zNLjVqX7jYhKMNwQkVZ9+/ZVfSj36dNHY/0TTzwBKysrpKSkICgoSOsxLC0tAQDFxcUGn//JJ5/E119/jX/++afarTcrVqyAvb09evXqBaCk9mPHjqltc+LECbRp00bValMVR48eRVhYGEaOHAmgJPRcuXIF7du3r3rxRGQwhhsi0komk6laPLR94NvZ2WHmzJmIjIyEUqlEt27dkJ2djRMnTkChUGDMmDHw8vKCIAj4/vvv0b9/f1hbW0OhUOh1/uHDh2PhwoUYNGgQFi1aBDc3N5w9exbu7u4IDAzUud+DBw+QkZGB/Px8XL58GWvWrMHu3buxceNGNGrUCAAwY8YMPP300/jwww8xdOhQnDx5EqtWrcLq1asNf6PKaNWqFXbs2IETJ06gcePGWLZsGTIyMhhuiGoZr5YiIp3s7e1hb2+vc/2HH36I999/H4sWLUL79u3Rp08ffPfdd6run2bNmmHBggV455134OLiourm0oelpSX279+Ppk2bon///ujUqRMWL15cacvK2LFj4ebmhnbt2mHChAlQKBT45ZdfMGLECNU2fn5+2Lp1K7Zs2YKOHTvi/fffxwcffGDQBIXazJs3D35+fujTpw+Cg4Ph6uqKQYMGVeuYRGQ4QdTW0UxERERUT7HlhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJIXhhoiIiCSF4YaIiIgkheGGiIiIJOX/A/14zh9FQHORAAAAAElFTkSuQmCC", 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" ] @@ -241,9 +390,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -251,9 +412,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -261,9 +434,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -271,9 +456,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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o/xMmTACAZwZfCwsLmJmZ6cxTq9XIysoqcb2SznVxdXUtNBz09O9DwX6eHup7FpVKhXnz5uHMmTOIjo4uss3Fixexb98+9OrVC0II3LlzB3fu3MFrr70GoPD5MsDjc2LeeOMNrFq1Cr///jsSEhJgamqKyZMnl7q2+/fv4+bNm3B1dZXnRUREQAiB1157Ta6jYOjw4MGD+OOPPwA8PucHeByOStr+P//8Azc3N3levXr1dF73jz76qNB6J06cQLdu3dCgQQP8+OOPhYaX7O3tixy+u3XrFoDHHw7KqkmTJti6dSuuXLkCDw8PODg4YMGCBVi8eDEAoGbNmmXeJlWtwmeEEhkAExMTzJkzB0uXLi3zGLujo2Ohk0qf5uDgAHNz82I/jTo4OAB4/IczNzcXN2/e1PkHl5aWVup6OnXqBJVKhfj4eKjVanh7e0Oj0QAAatSoAS8vL8TFxeHWrVswNjaWg9DevXtx/fp1xMfHy705AOTzcJ7k7u4un8B64cIFbNq0CWFhYcjJycGqVasAAB07dkTHjh2Rl5eHY8eOYfny5ZgyZQqcnZ0xZMgQODg4wN7evtiTLa2srHSmi/uEHBQUhKCgIGRnZ+OXX35BeHg4hg0bhjp16sjnlBSl4DkPDQ3FgAEDimzTqFGjYtd/HgWvbWpqaqGgfP36dbm2yhAUFIT27dtjzpw5+Pe//11oeUHA+P7774u8/050dDQ++eQTqFSqYvfRqVMndO/eHdu2bUN6ejqcnJyeWdfOnTuRl5cn90Lm5+fL500V9/pERERg4cKFaNWqFezs7LB9+3aEh4cX+buyfft25Ofno3PnzvK8//3vfzonkz8ZtIDHQadr165wd3fH7t27YW1tXWi7np6eWL9+PXJzc3XO2zl16hQAlHiPopIEBATgypUruHjxInJzc9GwYUP5xPlOnTqVa5tUddizQ3qXmppa5PyCYZqn/+A9S0BAAOLi4koc8ujduzcuXboEe3t7+Pj4FHrUqVMHwP/1sqxbt05n/afv11ESa2trtGzZUu7ZefqmiL6+voiLi0N8fDxeeeUVOQgV/IN4+pPr01fHPK1hw4b48MMP4enpiePHjxdarlKp0Lp1a3z55ZcAILfp3bs3bt68iby8vCKfk7IGDbVaDV9fX/nk4IL7shQcz9O9II0aNUKDBg3w22+/Fbl/Hx+fQoGrohT8w336BOOjR4/i3Llz6NKlS6Xst8CCBQtw7do1fPHFFzrz8/LyEB0djXr16iEuLq7QY/r06UhNTUVMTAyAx71jRQ395OXlISkpCRYWFvLwU0muXr2KGTNmwNraGm+++SYA4KeffkJKSgomTpxYZC3NmjXD2rVrkZubC1NTU7z77rs4d+4cFi1aVGj76enpCA0NhY2Njc7Qoaenp87r/eR7/+TJk+jatStq1aqF2NjYYu9D1b9/f2RmZmLz5s0686Ojo+Hq6orWrVs/8/iLI0kSGjRogCZNmiAvLw+ff/45vLy8GHaqAfbskN716NEDtWrVQp8+fdC4cWPk5+fj5MmTWLx4MTQaTZm63gHgo48+QkxMDDp16oQPPvgAnp6euHPnDnbt2oVp06ahcePGmDJlCjZv3oxOnTph6tSpaN68OfLz83H16lXs3r0b06dPR+vWrdG9e3d06tQJM2fOxP379+Hj44ODBw/i66+/LlNN/v7+WLRoESRJKnRlkK+vL5YuXQohhM65Qe3atYOtrS3Gjx+POXPmwMTEBOvWrcNvv/2ms/7vv/+Ot99+GwMHDkSDBg1gamqKvXv34vfff8f7778PAFi1ahX27t2LXr16oXbt2sjKypJ7tbp27QoAGDJkCNatW4fAwEBMnjwZr7zyCkxMTJCSkoK4uDgEBQWhf//+JR7n7NmzkZKSgi5duqBWrVq4c+cOPv/8c51zjerVqwdzc3OsW7cOTZo0gUajgaurK1xdXbF69WoEBASgR48eCA4ORs2aNXHr1i2cO3cOx48fL3T1UUVp1KgRxo0bh+XLl8PIyAgBAQG4fPkyZs2aBTc3N0ydOrVS9lugffv2CAoKwg8//KAzPyYmBtevX8eCBQsKhWTgcS/FihUrsGbNGvTu3Rtff/01Vq9ejWHDhuHll1+GtbU1UlJS8N///hdnzpzB7NmzYWpqqrON06dPy+fIpKenY//+/YiMjIRKpcLWrVvh6OgI4PF5Q8bGxvjggw+K/ADy5ptv4p133sHOnTsRFBSEmTNn4uTJk3jvvffw22+/YfDgwbC2tsbvv/+ORYsW4caNG9ixY0epes3Onz8v/55++umnSEpK0jlXqV69enKdAQEB6NatG9566y1kZGSgfv36WL9+PXbt2oVvvvlGpwfs77//RkJCAoD/6/mJiYmBo6MjHB0ddXpUJ02aJN+64c8//8QXX3yBlJQUeX0ycHo8OZpICCHExo0bxbBhw0SDBg2ERqMRJiYmonbt2mLEiBGFrqgqzdVYQjy+OV9ISIjQarXCxMREuLq6ikGDBokbN27IbTIzM8WHH34oGjVqJExNTYW1tbXw9PQUU6dO1bmR2p07d0RISIiwsbERFhYWolu3buKPP/4o9dVYQgjx448/CgBCpVKJu3fv6iy7deuWMDIyEgBEbGyszrJDhw6Jtm3bCgsLC+Ho6CjGjBkjjh8/rnM1040bN0RwcLBo3LixsLS0FBqNRjRv3lwsXbpUvoHa4cOHRf/+/YW7u7tQq9XC3t5e+Pr6iu3bt+vs79GjR+Kzzz4TLVq0EGZmZkKj0YjGjRuLN998UyQlJcntnryi6Ek7duwQAQEBombNmsLU1FQ4OTmJwMBAsX//fp1269evF40bNxYmJiaFnsfffvtNDBo0SDg5OQkTExOh1WpF586dda7sKe5qLEtLy0I1zZkzR5TmT11eXp5YsGCBaNiwoTAxMREODg7i9ddfF9euXdNp5+vrW+QVRKNGjRLu7u7P3E9xz93Zs2eFSqXSuRqrX79+wtTUVKSnpxe7vSFDhghjY2ORlpYmzp49K6ZPny58fHyEo6OjMDY2Fra2tsLX11d8/fXXOusVXEVV8Ch4vXx9fcW8efN09vn3338LU1NT0a9fv2LruH37tjA3Nxd9+vSR5+Xn54uvv/5a+Pr6Cmtra3lfjRo1EufOnXvmc1VcrU8/nr6y7969e+Kdd94RWq1WmJqaiubNm4v169cX2m7B71FRj6f/zgQFBQkXFxf5dzI4OFhcvny51MdA+iUJ8dTp9kRERJVkzJgxiI6OxubNm9G3b199l0MvCIYdIiKqMnl5eejXrx9iY2Pxv//9D926ddN3SfQCYNghIiIiRePVWERERKRoDDtERESkaAw7REREpGgMO0RERKRovKkgHt8G/fr167CysirXl8QRERFR1RNC4N69e3B1dS3xC1kZdvD4u2+e/DI6IiIiqj6uXbtW4hdAM+zg/77g8Nq1a6hRo4aeqyEiIqLSyMjIgJub2zO/N49hB//3hYs1atRg2CEiIqpmnnUKCk9QJiIiIkVj2CEiIiJFY9ghIiIiReM5O0REZNDy8vLw6NEjfZdBemBiYgKVSvXc22HYISIigySEQFpaGu7cuaPvUkiPbGxsoNVqn+s+eAw7RERkkAqCjpOTEywsLHjT1xeMEAIPHjxAeno6AMDFxaXc22LYISIig5OXlycHHXt7e32XQ3pibm4OAEhPT4eTk1O5h7R4gjIRERmcgnN0LCws9FwJ6VvB78DznLfFsENERAaLQ1dUEb8DDDtERESkaAw7RESkWJIkYdu2bfL0H3/8gTZt2sDMzAxeXl7Fznse8fHxkCSJV5EBiIqKgo2Njb7LYNghIqLqJTg4GJIkQZIkmJiYwNnZGd26dUNERATy8/N12qampiIgIECenjNnDiwtLXH+/Hns2bOn2HnPo127dkhNTYW1tfVzb6skZXke9GXw4MG4cOGCvsvg1VhKIYRAVlZWpW4/OzsbAKBWqyt9HN3MzIxj9URUrJ49eyIyMhJ5eXm4ceMGdu3ahcmTJ+P777/H9u3bYWz8+N+bVqvVWe/SpUvo1asX3N3dS5z3PExNTQvtt7KU9nnQF3Nzc/mKKn1i2FGIrKwsnU8v1V1MTIxBvEGIyDCp1Wo5UNSsWRPe3t5o06YNunTpgqioKIwZMwbA42GsrVu3ol+/fvIHqMTERHz00UeYM2cO5s6dW2ien58f/P39cfv2bXkI5uTJk2jZsiWSk5NRp04dXLlyBW+//TYOHDiAnJwc1KlTB4sWLUJgYCDi4+MLrb9582bMnj0bFy9ehIuLCyZNmoTp06fLx1OnTh2MGzcOFy9exHfffQdbW1t8+OGHGDduXIU8D1evXsWkSZOwZ88eGBkZoWfPnli+fDmcnZ0BAGFhYdi2bRveeecdhIWF4datWxgxYgRWrFiBxYsXY8mSJcjPz8fkyZPxr3/9S97/kiVLEBkZiT///BN2dnbo06cPFi5cCI1GA+DxMNaUKVPkIb2C/UyfPh2zZs3C7du3ERAQgP/85z+wsrIq1+9CaXAYi4iIFKFz585o0aIFtmzZUuTy1NRUNGvWDNOnT0dqaipmzJhR5LzSmDhxIrKzs7Fv3z6cOnUKCxYskP/BPy0xMRGDBg3CkCFDcOrUKYSFhWHWrFmIiorSabd48WL4+PjgxIkTmDBhAt566y388ccfZXoOgMLPgxAC/fr1w61bt5CQkIDY2FhcunQJgwcP1lnv0qVLiImJwa5du7B+/XpERESgV69eSElJQUJCAhYsWIAPP/wQv/zyi7yOkZERvvjiC5w+fRrR0dHYu3cvZs6cWWJ9ly5dwrZt27Bjxw7s2LEDCQkJmD9/fpmPsyzYs6MQZmZmiImJqbTtZ2VloX///gCArVu3wszMrNL2BaDSt09UnXCYuvQaN26M33//vchlWq0WxsbG0Gg0cm+IRqMpNK80rl69ildffRWenp4AgJdeeqnYtkuWLEGXLl0wa9YsAEDDhg1x9uxZLFq0CMHBwXK7wMBATJgwAQDw3nvvYenSpYiPj0fjxo1LXVeBJ5+Hn3/+Gb///juSk5Ph5uYGAPj666/RrFkzHD16FC+//DIAID8/HxEREbCyskLTpk3h7++P8+fP48cff4SRkREaNWqEBQsWID4+Hm3atAEATJkyRd5n3bp18fHHH+Ott97CV199VWxt+fn5iIqKkntyRowYgT179uDTTz8t83GWFsOOQkiSVGXDPmZmZhxiIqpCHKYuPSFElZzv98477+Ctt97C7t270bVrV7z66qto3rx5kW3PnTuHoKAgnXnt27fHsmXLkJeXJ98V+Mn1JUmCVquVvyqhrJ58Hs6dOwc3Nzc56ABA06ZNYWNjg3Pnzslhp06dOjpDSc7OzlCpVDAyMtKZ92RNcXFxmDdvHs6ePYuMjAzk5uYiKysL9+/fh6WlZZG1Pb0fFxeXch9naXEYi4iIFOPcuXOoW7fuc22j4J+7EEKe9/Tde8eMGYM///wTI0aMwKlTp+Dj44Ply5cXub2iAtiT2y5gYmKiMy1JUrmvqnryeSguAD49v6j9l1TTlStXEBgYCA8PD2zevBmJiYn48ssvAZR8t+OKPM7SYs8OEZGB4zB16ezduxenTp3C1KlTn2s7jo6OAB6f42Nrawvg8QnKT3Nzc8P48eMxfvx4hIaG4j//+Q8mTZpUqF3Tpk1x4MABnXmHDh1Cw4YNy/1dTyV5+nlo2rQprl69imvXrsm9O2fPnsXdu3fRpEmTcu/n2LFjyM3NxeLFi+WAuGnTpuc/gErAsENEZOA4TF1YdnY20tLSdC65Dg8PR+/evTFy5Mjn2nb9+vXh5uaGsLAwfPLJJ0hKSsLixYt12kyZMgUBAQFo2LAhbt++jb179xYbHKZPn46XX34ZH3/8MQYPHozDhw9jxYoVJZ7XUlqleR66du2K5s2bY/jw4Vi2bBlyc3MxYcIE+Pr6wsfHp9z7rlevHnJzc7F8+XL06dMHBw8exKpVq577mCoDh7GIiKja2bVrF1xcXFCnTh307NkTcXFx+OKLL/DDDz88d2+JiYkJ1q9fjz/++AMtWrTAggUL8Mknn+i0ycvLw8SJE9GkSRP07NkTjRo1Kja8eHt7Y9OmTdiwYQM8PDwwe/ZsfPTRRzonJ5dXaZ6HgrtI29raolOnTujatSteeuklbNy48bn27eXlhSVLlmDBggXw8PDAunXrEB4e/tzHVBkkUdTA4QsmIyMD1tbWuHv3LmrUqKHvcgzSw4cP5RMkeQ8cImUxxPd3VlYWkpOTUbduXV6d+YIr6XehtP+/2bNDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxu/GIiKiai0vL6/IbxGvLJIkVegXeIaFhWHbtm1FftkoVQyGHSIiqrby8vIw4LWBuHv7VpXt09rWDlu+/65UgUeSpBKXjxo1CitWrCjy29Kp4jDsEBFRtSWEwN3bt3DPeyQgVcGZGSIfOL621D1Jqamp8s8bN27E7Nmzcf78eXmeubk5NBoNNBpNhZdK/0ev5+zs27cPffr0gaurq/ytrE+SJKnIx6JFi+Q2fn5+hZYPGTKkio+EiIj0SjICjKrgUcZApdVq5Ye1tTUkSSo0LywsDF5eXvI6wcHB6NevH+bNmwdnZ2fY2Nhg7ty5yM3Nxbvvvgs7OzvUqlULEREROvv666+/MHjwYNja2sLe3h5BQUG4fPlyBTy51Z9ew879+/fRokULrFixosjlqampOo+IiAhIkoRXX31Vp93YsWN12q1evboqyiciIqoUe/fuxfXr17Fv3z4sWbIEYWFh6N27N2xtbXHkyBGMHz8e48ePx7Vr1wAADx48gL+/PzQaDfbt24cDBw5Ao9GgZ8+eyMnJ0fPR6J9eh7ECAgIQEBBQ7HKtVqsz/cMPP8Df3x8vvfSSznwLC4tCbYmIiKorOzs7fPHFFzAyMkKjRo2wcOFCPHjwAB988AEAIDQ0FPPnz8fBgwcxZMgQbNiwAUZGRvjvf/8rnycUGRkJGxsbxMfHo3v37vo8HL2rNpee37hxAzt37sTo0aMLLVu3bh0cHBzQrFkzzJgxA/fu3StxW9nZ2cjIyNB5EBERGYpmzZrByOj//kU7OzvD09NTnlapVLC3t0d6ejoAIDExERcvXoSVlZV8DpCdnR2ysrJw6dKlKq/f0FSbE5Sjo6NhZWWFAQMG6MwfPnw46tatC61Wi9OnTyM0NBS//fYbYmNji91WeHg45s6dW9klExERlYuJiYnOtCRJRc7Lz88HAOTn56NVq1ZYt25doW05OjpWXqHVRLUJOxERERg+fDjMzMx05o8dO1b+2cPDAw0aNICPjw+OHz8Ob2/vIrcVGhqKadOmydMZGRlwc3OrnMKJiIgqmbe3NzZu3AgnJyfUqFFD3+UYnGoxjLV//36cP38eY8aMeWZbb29vmJiYICkpqdg2arUaNWrU0HkQERFVV8OHD4eDgwOCgoKwf/9+JCcnIyEhAZMnT0ZKSoq+y9O7ahF21qxZg1atWqFFixbPbHvmzBk8evQILi4uVVAZEREZBJEP5FfBQ+Tr+0iLZGFhgX379qF27doYMGAAmjRpgpCQEDx8+JAf6KHnYazMzExcvHhRnk5OTsbJkydhZ2eH2rVrA3g8xPTdd99h8eLFhda/dOkS1q1bh8DAQDg4OODs2bOYPn06WrZsifbt21fZcRARkX5IkgRrWzvg+Noq26e1rd0z74xclODgYAQHBxeaHxYWhrCwMHk6KiqqUJv4+PhC856+h45Wq0V0dHSZ63oR6DXsHDt2DP7+/vJ0wXk0o0aNkl/sDRs2QAiBoUOHFlrf1NQUe/bsweeff47MzEy4ubmhV69emDNnToV+bwkRERkmlUqFLd9/V62/G4sqn17Djp+f3zN/QceNG4dx48YVuczNzQ0JCQmVURoREVUTDB70LNXinB0iIiKi8mLYISIiIkVj2CEiIiJFY9ghIiIiRWPYISIiIkVj2CEiIiJFY9ghIiIiRas2XwRKRERUlLy8PN5UkErEsENERNVWXl4eBg8cgH9u3a2yfTrYWWPjd1tKHXiCg4OL/BqHpKQk1K9fv6LLoyIw7BARUbUlhMA/t+7iP743oSr711WVWZ4AxiagzD1JPXv2RGRkpM48R0dHnemcnByYmpo+d41UGM/ZISKiak8lAcZGlf8ob6BSq9XQarU6jy5duuDtt9/GtGnT4ODggG7dugEAzp49i8DAQGg0Gjg7O2PEiBH4559/5G3dv38fI0eOhEajgYuLCxYvXgw/Pz9MmTJFbiNJErZt26ZTg42Njc6XjP71118YPHgwbG1tYW9vj6CgIJ0vFw0ODka/fv3w2WefwcXFBfb29pg4cSIePXokt8nOzsbMmTPh5uYGtVqNBg0aYM2aNRBCoH79+vjss890ajh9+jSMjIxw6dKl8j2R5cSwQ0REpCfR0dEwNjbGwYMHsXr1aqSmpsLX1xdeXl44duwYdu3ahRs3bmDQoEHyOu+++y7i4uKwdetW7N69G/Hx8UhMTCzTfh88eAB/f39oNBrs27cPBw4cgEajQc+ePZGTkyO3i4uLw6VLlxAXF4fo6GhERUXpBKaRI0diw4YN+OKLL3Du3DmsWrUKGo0GkiQhJCSkUG9WREQEOnbsiHr16pXvCSsnDmMRERFVsh07dkCj0cjTAQEBAID69etj4cKF8vzZs2fD29sb8+bNk+dFRETAzc0NFy5cgKurK9asWYO1a9fKPUHR0dGoVatWmerZsGEDjIyM8N///heS9Li7KjIyEjY2NoiPj0f37t0BALa2tlixYgVUKhUaN26MXr16Yc+ePRg7diwuXLiATZs2ITY2Fl27dgUAvPTSS/I+3njjDcyePRu//vorXnnlFTx69AjffPMNFi1aVKZaKwLDDhERUSXz9/fHypUr5WlLS0sMHToUPj4+Ou0SExMRFxenE4wKXLp0CQ8fPkROTg7atm0rz7ezs0OjRo3KVE9iYiIuXrwIKysrnflZWVk6Q0zNmjXTORHbxcUFp06dAgCcPHkSKpUKvr6+Re7DxcUFvXr1QkREBF555RXs2LEDWVlZGDhwYJlqrQgMO0RERJXM0tKyyCuvLC0tdabz8/PRp08fLFiwoFBbFxcXJCUllWp/kiQVOon6yXNt8vPz0apVK6xbt67Quk+eOG1iYlJou/n5+QAAc3PzZ9YxZswYjBgxAkuXLkVkZCQGDx4MCwuLUh1DRWLYISIiMhDe3t7YvHkz6tSpA2Pjwv+i69evDxMTE/zyyy+oXbs2AOD27du4cOGCTg+Lo6MjUlNT5emkpCQ8ePBAZz8bN26Ek5MTatSoUa5aPT09kZ+fj4SEBHkY62mBgYGwtLTEypUrERMTg3379pVrX8+LJygTEREZiIkTJ+LWrVsYOnQofv31V/z555/YvXs3QkJCkJeXB41Gg9GjR+Pdd9/Fnj17cPr0aQQHB8PISPffeefOnbFixQocP34cx44dw/jx43V6aYYPHw4HBwcEBQVh//79SE5ORkJCAiZPnoyUlJRS1VqnTh2MGjUKISEh2LZtG5KTkxEfH49NmzbJbVQqFYKDgxEaGor69evrDL9VJYYdIiKq9vIEkJtf+Y+8Sr5Rs6urKw4ePIi8vDz06NEDHh4emDx5MqytreVAs2jRInTq1Al9+/ZF165d0aFDB7Rq1UpnO4sXL4abmxs6deqEYcOGYcaMGTrDRxYWFti3bx9q166NAQMGoEmTJggJCcHDhw/L1NOzcuVKvPbaa5gwYQIaN26MsWPH4v79+zptRo8ejZycHISEhDzHM/N8JFGV99g2UBkZGbC2tsbdu3fL3Z2ndA8fPpSvHoiJiSnVWC0RVQ+G+P7OyspCcnIy6tatCzMzs2LbVYc7KFcFPz8/eHl5YdmyZfoupZCDBw/Cz88PKSkpcHZ2LvP6Jf0ulPb/N8/ZISKiakulUmHjd1v43VgGKDs7G9euXcOsWbMwaNCgcgWdisKwQ0RE1RqDh2Fav349Ro8eDS8vL3z99dd6rYVhh4iIqJqLj4/XdwmFBAcHIzg4WN9lAOAJykRERKRwDDtERGSweA0NVcTvAMMOEREZnIJ7wjx5Izx6MRX8Djx9N+ey4Dk7RERkcFQqFWxsbJCeng7g8X1hCr6wkl4MQgg8ePAA6enpsLGxea4T0Rl2iIjIIGm1WgCQAw+9mGxsbOTfhfJi2CEiIoMkSRJcXFzg5OSk8yWW9OIwMTGpkFsLMOwQEZFBU6lUvJcOPReeoExERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREiqbXsLNv3z706dMHrq6ukCQJ27Zt01keHBwMSZJ0Hm3atNFpk52djUmTJsHBwQGWlpbo27cvUlJSqvAoiIiIyJDpNezcv38fLVq0wIoVK4pt07NnT6SmpsqPH3/8UWf5lClTsHXrVmzYsAEHDhxAZmYmevfujby8vMoun4iIiKoBvd5nJyAgAAEBASW2UavVxd458e7du1izZg2+/vprdO3aFQDwzTffwM3NDT///DN69OhR4TUTERFR9WLw5+zEx8fDyckJDRs2xNixY3VuG56YmIhHjx6he/fu8jxXV1d4eHjg0KFDxW4zOzsbGRkZOg8iIiJSJoMOOwEBAVi3bh327t2LxYsX4+jRo+jcuTOys7MBAGlpaTA1NYWtra3Oes7OzkhLSyt2u+Hh4bC2tpYfbm5ulXocREREpD8G/XURgwcPln/28PCAj48P3N3dsXPnTgwYMKDY9YQQJX47bmhoKKZNmyZPZ2RkMPAQEREplEH37DzNxcUF7u7uSEpKAvD4G3FzcnJw+/ZtnXbp6elwdnYudjtqtRo1atTQeRAREZEyVauwc/PmTVy7dg0uLi4AgFatWsHExASxsbFym9TUVJw+fRrt2rXTV5lERERkQPQ6jJWZmYmLFy/K08nJyTh58iTs7OxgZ2eHsLAwvPrqq3BxccHly5fxwQcfwMHBAf379wcAWFtbY/To0Zg+fTrs7e1hZ2eHGTNmwNPTU746i4iIiF5seg07x44dg7+/vzxdcB7NqFGjsHLlSpw6dQpr167FnTt34OLiAn9/f2zcuBFWVlbyOkuXLoWxsTEGDRqEhw8fokuXLoiKioJKpary4yEiIiLDo9ew4+fnByFEsct/+umnZ27DzMwMy5cvx/LlyyuyNCIiIlKIanXODhEREVFZMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRojHsEBERkaIx7BAREZGiMewQERGRohnruwAiIqLqQgiBrKysSt9HdnY2AECtVkOSpErbl5mZWaVu31Aw7BBVMP4xJFKurKwsBAQE6LuMChMTEwNzc3N9l1HpGHaIKhj/GBIRGRaGHSIiolIyMzNDTExMpe4jKysL/fv3BwBs3boVZmZmlbavyty2IWHYIapg/GNIpFySJFVpT6eZmRl7VisAww5RBeMfQyIiw8JLz4mIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0fQadvbt24c+ffrA1dUVkiRh27Zt8rJHjx7hvffeg6enJywtLeHq6oqRI0fi+vXrOtvw8/ODJEk6jyFDhlTxkRAREZGh0mvYuX//Plq0aIEVK1YUWvbgwQMcP34cs2bNwvHjx7FlyxZcuHABffv2LdR27NixSE1NlR+rV6+uivKJiIioGtDrfXYCAgKKva2+tbU1YmNjdeYtX74cr7zyCq5evYratWvL8y0sLKDVaiu1ViIiIqqeqtU5O3fv3oUkSbCxsdGZv27dOjg4OKBZs2aYMWMG7t27V+J2srOzkZGRofMgIiIiZao2d1DOysrC+++/j2HDhqFGjRry/OHDh6Nu3brQarU4ffo0QkND8dtvvxXqFXpSeHg45s6dWxVlExERkZ5Vi7Dz6NEjDBkyBPn5+fjqq690lo0dO1b+2cPDAw0aNICPjw+OHz8Ob2/vIrcXGhqKadOmydMZGRlwc3OrnOKJiIhIrww+7Dx69AiDBg1CcnIy9u7dq9OrUxRvb2+YmJggKSmp2LCjVquhVqsro1wiIiIyMAYddgqCTlJSEuLi4mBvb//Mdc6cOYNHjx7BxcWlCiokIiIiQ6fXsJOZmYmLFy/K08nJyTh58iTs7Ozg6uqK1157DcePH8eOHTuQl5eHtLQ0AICdnR1MTU1x6dIlrFu3DoGBgXBwcMDZs2cxffp0tGzZEu3bt9fXYREREZEB0WvYOXbsGPz9/eXpgvNoRo0ahbCwMGzfvh0A4OXlpbNeXFwc/Pz8YGpqij179uDzzz9HZmYm3Nzc0KtXL8yZMwcqlarKjoOIiIgMl17Djp+fH4QQxS4vaRkAuLm5ISEhoaLLIiIiIgWpVvfZISIiIiorhh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUrRyhZ3c3Fz8/PPPWL16Ne7duwcAuH79OjIzMyu0OCIiIqLnZVzWFa5cuYKePXvi6tWryM7ORrdu3WBlZYWFCxciKysLq1atqow6iYiIiMqlzD07kydPho+PD27fvg1zc3N5fv/+/bFnz54KLY6IiIjoeZW5Z+fAgQM4ePAgTE1Ndea7u7vjr7/+qrDCiIiIiCpCmXt28vPzkZeXV2h+SkoKrKysyrStffv2oU+fPnB1dYUkSdi2bZvOciEEwsLC4OrqCnNzc/j5+eHMmTM6bbKzszFp0iQ4ODjA0tISffv2RUpKSlkPi4iIiBSqzGGnW7duWLZsmTwtSRIyMzMxZ84cBAYGlmlb9+/fR4sWLbBixYoily9cuBBLlizBihUrcPToUWi1WnTr1k0+KRoApkyZgq1bt2LDhg04cOAAMjMz0bt37yIDGREREb14yjyMtXTpUvj7+6Np06bIysrCsGHDkJSUBAcHB6xfv75M2woICEBAQECRy4QQWLZsGf71r39hwIABAIDo6Gg4Ozvj22+/xZtvvom7d+9izZo1+Prrr9G1a1cAwDfffAM3Nzf8/PPP6NGjR1kPj4iIiBSmzD07rq6uOHnyJGbMmIE333wTLVu2xPz583HixAk4OTlVWGHJyclIS0tD9+7d5XlqtRq+vr44dOgQACAxMRGPHj3SaePq6goPDw+5TVGys7ORkZGh8yAiIiJlKnPPDgCYm5sjJCQEISEhFV2PLC0tDQDg7OysM9/Z2RlXrlyR25iamsLW1rZQm4L1ixIeHo65c+dWcMVERERkiMocdtauXVvi8pEjR5a7mKJIkqQzLYQoNO9pz2oTGhqKadOmydMZGRlwc3N7vkKJiIjIIJU57EyePFln+tGjR3jw4AFMTU1hYWFRYWFHq9UCeNx74+LiIs9PT0+Xe3u0Wi1ycnJw+/Ztnd6d9PR0tGvXrthtq9VqqNXqCqmTiIiIDFuZz9m5ffu2ziMzMxPnz59Hhw4dynyCcknq1q0LrVaL2NhYeV5OTg4SEhLkINOqVSuYmJjotElNTcXp06dLDDtERET04ijXOTtPa9CgAebPn4/XX38df/zxR6nXy8zMxMWLF+Xp5ORknDx5EnZ2dqhduzamTJmCefPmoUGDBmjQoAHmzZsHCwsLDBs2DABgbW2N0aNHY/r06bC3t4ednR1mzJgBT09P+eosIiIierFVSNgBAJVKhevXr5dpnWPHjsHf31+eLjiPZtSoUYiKisLMmTPx8OFDTJgwAbdv30br1q2xe/dunZsXLl26FMbGxhg0aBAePnyILl26ICoqCiqVqmIOjIiIiKq1Moed7du360wLIZCamooVK1agffv2ZdqWn58fhBDFLpckCWFhYQgLCyu2jZmZGZYvX47ly5eXad9ERET0Yihz2OnXr5/OtCRJcHR0ROfOnbF48eKKqouIiIioQpQ57OTn51dGHURERESVosxXYxERERFVJ6Xq2XnyBnzPsmTJknIXQ0RERFTRShV2Tpw4UaqNPevOxkRERERVrVRhJy4urrLrICIiIqoUPGeHiIiIFK1cNxU8evQovvvuO1y9ehU5OTk6y7Zs2VIhhRERVRdCCGRlZem7jHJ7svbqfBwFzMzMeFoF6Shz2NmwYQNGjhyJ7t27IzY2Ft27d0dSUhLS0tLQv3//yqiRiMigZWVlISAgQN9lVAgl/B2PiYmBubm5vssgA1LmYax58+Zh6dKl2LFjB0xNTfH555/j3LlzGDRoEGrXrl0ZNRIRERGVW5l7di5duoRevXoBANRqNe7fvw9JkjB16lR07twZc+fOrfAilYDd3IaF3dxUWTK9hkIYVdjXDlYNIYD83Mc/GxkD1fC9IeXnQnNyvb7LIANV5neknZ0d7t27BwCoWbMmTp8+DU9PT9y5cwcPHjyo8AKVgt3choXd3FRZhJExoDLRdxnlYKrvAp5L8d+ySFSGYayTJ08CADp27IjY2FgAwKBBgzB58mSMHTsWQ4cORZcuXSqlSCIiIqLyKnXPjre3N1q2bIl+/fph6NChAIDQ0FCYmJjgwIEDGDBgAGbNmlVphSoJu7n1g93cREQvplL/xz148CAiIiLw2WefITw8HAMGDMDo0aMxc+ZMzJw5szJrVBx2c+sHu7mJiF5MpR7Gatu2Lf7zn/8gLS0NK1euREpKCrp27Yp69erh008/RUpKSmXWSURERFQuZb703NzcHKNGjUJ8fDwuXLiAoUOHYvXq1ahbty4CAwMro0YiIiKicnuur4uoV68e3n//ffzrX/9CjRo18NNPP1VUXUREREQVotxnySYkJCAiIgKbN2+GSqXCoEGDMHr06IqsjYiIiOi5lSnsXLt2DVFRUYiKikJycjLatWuH5cuXY9CgQbC0tKysGomIiIjKrdRhp1u3boiLi4OjoyNGjhyJkJAQNGrUqDJrIyIiInpupQ475ubm2Lx5M3r37g2VSlWZNRERERFVmFKHne3bt1dmHURERESV4rmuxiIiIiIydAw7REREpGgMO0RERKRoDDtERESkaAw7REREpGgMO0RERKRoDDtERESkaAw7REREpGgMO0RERKRoDDtERESkaAw7REREpGgGH3bq1KkDSZIKPSZOnAgACA4OLrSsTZs2eq6aiIiIDEWpvwhUX44ePYq8vDx5+vTp0+jWrRsGDhwoz+vZsyciIyPlaVNT0yqtkYiIiAyXwYcdR0dHnen58+ejXr168PX1leep1WpotdqqLo2IiIiqAYMfxnpSTk4OvvnmG4SEhECSJHl+fHw8nJyc0LBhQ4wdOxbp6el6rJKIiIgMicH37Dxp27ZtuHPnDoKDg+V5AQEBGDhwINzd3ZGcnIxZs2ahc+fOSExMhFqtLnI72dnZyM7OlqczMjIqu3QiIiLSk2oVdtasWYOAgAC4urrK8wYPHiz/7OHhAR8fH7i7u2Pnzp0YMGBAkdsJDw/H3LlzK71eIiIi0r9qM4x15coV/PzzzxgzZkyJ7VxcXODu7o6kpKRi24SGhuLu3bvy49q1axVdLhERERmIatOzExkZCScnJ/Tq1avEdjdv3sS1a9fg4uJSbBu1Wl3sEBcREREpS7Xo2cnPz0dkZCRGjRoFY+P/y2eZmZmYMWMGDh8+jMuXLyM+Ph59+vSBg4MD+vfvr8eKiYiIyFBUi56dn3/+GVevXkVISIjOfJVKhVOnTmHt2rW4c+cOXFxc4O/vj40bN8LKykpP1RIREZEhqRZhp3v37hBCFJpvbm6On376SQ8VERERUXVRLYaxiIiIiMqLYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBStWnxdBBERUWllZWXpu4Tn8mT91f1YzMzMIEmSvstg2CEiImXp37+/vkuoMNX9WGJiYmBubq7vMhh26MVU3T8t8ZMfEVHpMezQC6m6f1p6UnU/FkP55EfKs6LDLahVQt9llJkQQE7+459NjYDq9lkgO0/C2wfs9F2GDoYdIiJSJLVKQK3SdxXlY6bvAp6L4QVMhh16ofGTn34Y4ic/IlIuhh16ofGTn75Uv4BJRNUX77NDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxrBDREREisawQ0RERIrGsENERESKxi8CJSKqSHmP9F3Bi4nPO5WAYYeIqAJZ/bZB3yUQ0VM4jEVERESKxp4dIqIKdK/FEEBlou8yXjx5j9irRsVi2CEiqkgqE4YdIgNj0MNYYWFhkCRJ56HVauXlQgiEhYXB1dUV5ubm8PPzw5kzZ/RYMRERERkagw47ANCsWTOkpqbKj1OnTsnLFi5ciCVLlmDFihU4evQotFotunXrhnv37umxYiIiIjIkBh92jI2NodVq5YejoyOAx706y5Ytw7/+9S8MGDAAHh4eiI6OxoMHD/Dtt9/quWoiIiIyFAYfdpKSkuDq6oq6detiyJAh+PPPPwEAycnJSEtLQ/fu3eW2arUavr6+OHTokL7KJSIiIgNj0Ccot27dGmvXrkXDhg1x48YNfPLJJ2jXrh3OnDmDtLQ0AICzs7POOs7Ozrhy5UqJ283OzkZ2drY8nZGRUfHFExERkUEw6LATEBAg/+zp6Ym2bduiXr16iI6ORps2bQAAkiTprCOEKDTvaeHh4Zg7d27FF0xEREQGx6DDztMsLS3h6emJpKQk9OvXDwCQlpYGFxcXuU16enqh3p6nhYaGYtq0afJ0RkYG3NzcKqXmIvG25vrB552I6IVUrcJOdnY2zp07h44dO6Ju3brQarWIjY1Fy5YtAQA5OTlISEjAggULStyOWq2GWq2uipKLxBtfERERVR2DDjszZsxAnz59ULt2baSnp+OTTz5BRkYGRo0aBUmSMGXKFMybNw8NGjRAgwYNMG/ePFhYWGDYsGH6Lp2IiIgMhEGHnZSUFAwdOhT//PMPHB0d0aZNG/zyyy9wd3cHAMycORMPHz7EhAkTcPv2bbRu3Rq7d++GlZWVnisvGW8nrye8nTwR0QvJoMPOhg0l/2OSJAlhYWEICwurmoIqCm8nT0REVGUM/j47RERERM+DYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUjWGHiIiIFI1hh4iIiBSNYYeIiIgUzaC/G4uIiKi8svP0XcGLyRCfd4YdIiJSpLcP2Ou7BDIQHMYiIiIiRWPPDhERKdKKDjehVum7ihdPdp7h9aox7BARkSKpVWDYIQAcxiIiIiKFY9ghIiIiRWPYISIiIkXjOTv0QjPE+0G8CPi8E1FVYtihF5qhXTFAREQVj8NYREREpGjs2aEXGu/DoR+GeB8OIlIuhh16ofE+HEREysdhLCIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iIiJSNIYdIiIiUjTeQZmIqAJJ+bkQ+i6irIQA8nMf/2xkDEiSfuspB6mgfqIiGHTYCQ8Px5YtW/DHH3/A3Nwc7dq1w4IFC9CoUSO5TXBwMKKjo3XWa926NX755ZeqLpeICJqT6/VdAhE9xaCHsRISEjBx4kT88ssviI2NRW5uLrp374779+/rtOvZsydSU1Plx48//qiniomIiMjQGHTPzq5du3SmIyMj4eTkhMTERHTq1Emer1arodVqq7o8IiIAgJmZGWJiYvRdRrllZWWhf//+AICtW7fCzMxMzxWV35PHQlTAoMPO0+7evQsAsLOz05kfHx8PJycn2NjYwNfXF59++imcnJz0USIRvYAkSYK5ubm+y6gQZmZmijkWogLVJuwIITBt2jR06NABHh4e8vyAgAAMHDgQ7u7uSE5OxqxZs9C5c2ckJiZCrVYXua3s7GxkZ2fL0xkZGZVePxEREelHtQk7b7/9Nn7//XccOHBAZ/7gwYPlnz08PODj4wN3d3fs3LkTAwYMKHJb4eHhmDt3bqXWS0RERIahWoSdSZMmYfv27di3bx9q1apVYlsXFxe4u7sjKSmp2DahoaGYNm2aPJ2RkQE3N7cKq/dZeGmqfvDSVCKiF5NBhx0hBCZNmoStW7ciPj4edevWfeY6N2/exLVr1+Di4lJsG7VaXewQV1XgpalERERVx6AvPZ84cSK++eYbfPvtt7CyskJaWhrS0tLw8OFDAEBmZiZmzJiBw4cP4/Lly4iPj0efPn3g4ODAs/GJiIgIgIH37KxcuRIA4OfnpzM/MjISwcHBUKlUOHXqFNauXYs7d+7AxcUF/v7+2LhxI6ysrPRQcfF4aarh4KWpREQvFoMOO0KUfGaLubk5fvrppyqq5vnw0lQiIiL9MOhhLCIiIqLnZdA9O0REROWVnScB1e/aVwgB5OQ//tnUqPpd/Pr4eTcsDDtERKRIbx+we3YjeiFwGIuIiIgUjT07RESkGNX9yldAWVe/GkrtDDv0QuOYvn4Y4pg+KYOSrnwFePVrRWHYoRcax/SJiJSP5+wQERGRorFnh144HNM3LNW5diKqHhh26IXDMX0iohcLh7GIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRGHaIiIhI0Rh2iIiISNEYdoiIiEjRjPVdAFUMIQSysrIqbftPbrsy91PAzMwMkiRV+n4qQ2W/FkDVvh7V+bUgIgIYdhQjKysLAQEBVbKv/v37V/o+YmJiYG5uXun7qQxV+VoAlf96VOfXgqii8cNM9cSwQ0Rk4Nhzazj4YaZ6UkzY+eqrr7Bo0SKkpqaiWbNmWLZsGTp27KjvsqqMmZkZYmJiKm37QghkZ2cDANRqdaX/oTIzM6vU7Vemyn4tgKp9Parza6EU7Lklej6KCDsbN27ElClT8NVXX6F9+/ZYvXo1AgICcPbsWdSuXVvf5VUJSZIq/Y+HhYVFpW5fKaritQD4ehDpAz/MVE+SEELou4jn1bp1a3h7e2PlypXyvCZNmqBfv34IDw9/5voZGRmwtrbG3bt3UaNGjcoslYiozCp7GEsfPbfVdRiLDEtp/39X+56dnJwcJCYm4v3339eZ3717dxw6dEhPVRERVRz23BI9n2ofdv755x/k5eXB2dlZZ76zszPS0tKKXCc7O1v+FAM8ToZERESkTIq5qeDTXaJCiGK7ScPDw2FtbS0/3NzcqqJEIiIi0oNqH3YcHBygUqkK9eKkp6cX6u0pEBoairt378qPa9euVUWpREREpAfVPuyYmpqiVatWiI2N1ZkfGxuLdu3aFbmOWq1GjRo1dB5ERESkTNX+nB0AmDZtGkaMGAEfHx+0bdsW//73v3H16lWMHz9e36URERGRniki7AwePBg3b97ERx99hNTUVHh4eODHH3+Eu7u7vksjIiIiPVPEfXaeF++zQ0REVP2U9v93tT9nh4iIiKgkDDtERESkaAw7REREpGgMO0RERKRoDDtERESkaAw7REREpGiKuM/O8yq4+p5fCEpERFR9FPzfftZddBh2ANy7dw8A+IWgRERE1dC9e/dgbW1d7HLeVBBAfn4+rl+/Disrq2K/KZ2UIyMjA25ubrh27RpvIkmkMHx/v1iEELh37x5cXV1hZFT8mTns2QFgZGSEWrVq6bsMqmL8Elgi5eL7+8VRUo9OAZ6gTERERIrGsENERESKxrBDLxy1Wo05c+ZArVbruxQiqmB8f1NReIIyERERKRp7doiIiEjRGHaIiIhI0Rh2iIiISNEYdkiRwsLC4OXlpe8yiIjIADDsULUjSVKJj+DgYMyYMQN79uzRd6lEL4zg4OAi348XL17Ud2lEvIMyVT+pqanyzxs3bsTs2bNx/vx5eZ65uTk0Gg00Go0+yiN6YfXs2RORkZE68xwdHXWmc3JyYGpqWpVlEbFnh6ofrVYrP6ytrSFJUqF5Tw9jBQcHo1+/fpg3bx6cnZ1hY2ODuXPnIjc3F++++y7s7OxQq1YtRERE6Ozrr7/+wuDBg2Frawt7e3sEBQXh8uXLVXvARNWEWq3WeS9qtVp06dIFb7/9NqZNmwYHBwd069YNAHD27FkEBgZCo9HA2dkZI0aMwD///CNv6/79+xg5ciQ0Gg1cXFywePFi+Pn5YcqUKXIbSZKwbds2nRpsbGwQFRUlTz/rPVzwt+Gzzz6Di4sL7O3tMXHiRDx69Ehuk52djZkzZ8LNzQ1qtRoNGjTAmjVrIIRA/fr18dlnn+nUcPr0aRgZGeHSpUvP/6RShWDYoRfG3r17cf36dezbtw9LlixBWFgYevfuDVtbWxw5cgTjx4/H+PHjce3aNQDAgwcP4O/vD41Gg3379uHAgQPQaDTo2bMncnJy9Hw0RNVHdHQ0jI2NcfDgQaxevRqpqanw9fWFl5cXjh07hl27duHGjRsYNGiQvM67776LuLg4bN26Fbt370Z8fDwSExPLtN/Svofj4uJw6dIlxMXFITo6GlFRUTqBaeTIkdiwYQO++OILnDt3DqtWrYJGo4EkSQgJCSnUmxUREYGOHTuiXr165XvCqOIJomosMjJSWFtbF5o/Z84c0aJFC3l61KhRwt3dXeTl5cnzGjVqJDp27ChP5+bmCktLS7F+/XohhBBr1qwRjRo1Evn5+XKb7OxsYW5uLn766aeKPxiiamzUqFFCpVIJS0tL+fHaa68JX19f4eXlpdN21qxZonv37jrzrl27JgCI8+fPi3v37glTU1OxYcMGefnNmzeFubm5mDx5sjwPgNi6davOdqytrUVkZKQQonTv4YK/Dbm5uXKbgQMHisGDBwshhDh//rwAIGJjY4s87uvXrwuVSiWOHDkihBAiJydHODo6iqioqFI8a1RVeM4OvTCaNWsGI6P/68x0dnaGh4eHPK1SqWBvb4/09HQAQGJiIi5evAgrKyud7WRlZbF7mqgI/v7+WLlypTxtaWmJoUOHwsfHR6ddYmIi4uLiijyv7tKlS3j48CFycnLQtm1beb6dnR0aNWpUpnpK+x5u1qwZVCqVPO3i4oJTp04BAE6ePAmVSgVfX98i9+Hi4oJevXohIiICr7zyCnbs2IGsrCwMHDiwTLVS5WLYoReGiYmJzrQkSUXOy8/PBwDk5+ejVatWWLduXaFtPX3SJRE9Djf169cvcv6T8vPz0adPHyxYsKBQWxcXFyQlJZVqf5IkQTz1jUdPnmtT2vdwSX8HzM3Nn1nHmDFjMGLECCxduhSRkZEYPHgwLCwsSnUMVDUYdoiK4e3tjY0bN8LJyQk1atTQdzlEiuHt7Y3NmzejTp06MDYu/G+ofv36MDExwS+//ILatWsDAG7fvo0LFy7o9LA4OjrqXJ2ZlJSEBw8e6Ozned/Dnp6eyM/PR0JCArp27Vpkm8DAQFhaWmLlypWIiYnBvn37yrUvqjw8QZmoGMOHD4eDgwOCgoKwf/9+JCcnIyEhAZMnT0ZKSoq+yyOqtiZOnIhbt25h6NCh+PXXX/Hnn39i9+7dCAkJQV5eHjQaDUaPHo13330Xe/bswenTpxEcHKwzDA0AnTt3xooVK3D8+HEcO3YM48eP1+mlqYj3cJ06dTBq1CiEhIRg27ZtSE5ORnx8PDZt2iS3UalUCA4ORmhoKOrXr68z/EaGgWGHqBgWFhbYt28fateujQEDBqBJkyYICQnBw4cP2dND9BxcXV1x8OBB5OXloUePHvDw8MDkyZNhbW0tB5pFixahU6dO6Nu3L7p27YoOHTqgVatWOttZvHgx3Nzc0KlTJwwbNgwzZszQGT6qqPfwypUr8dprr2HChAlo3Lgxxo4di/v37+u0GT16NHJychASEvIczwxVFkk8PeBJRERkgPz8/ODl5YVly5bpu5RCDh48CD8/P6SkpMDZ2Vnf5dBTeM4OERFROWVnZ+PatWuYNWsWBg0axKBjoDiMRUREVE7r169Ho0aNcPfuXSxcuFDf5VAxOIxFREREisaeHSIiIlI0hh0iIiJSNIYdIiIiUjSGHSIiIlI0hh0iMliSJGHbtm36LqNS+fn5YcqUKfoug0jRGHaIqFjBwcGQJAnjx48vtGzChAmQJAnBwcGl3l58fDwkScKdO3dK1T41NRUBAQGl3v7TJEmSH5aWlmjQoAGCg4ORmJhY7m1WtC1btuDjjz/WdxlEisawQ0QlcnNzw4YNG/Dw4UN5XlZWFtavXy9/SWNFy8nJAQBotVqo1ern2lZkZCRSU1Nx5swZfPnll8jMzETr1q2xdu3aiij1udnZ2cHKykrfZRApGsMOEZXI29sbtWvXxpYtW+R5W7ZsgZubG1q2bKnTVgiBhQsX4qWXXoK5uTlatGiB77//HgBw+fJl+Pv7AwBsbW11eoX8/Pzw9ttvY9q0aXBwcEC3bt0AFB7GSklJwZAhQ2BnZwdLS0v4+PjgyJEjJdZvY2MDrVaLOnXqoHv37vj+++8xfPhwvP3227h9+7bcbvPmzWjWrBnUajXq1KmDxYsX62ynTp06+OSTTzBy5EhoNBq4u7vjhx9+wN9//42goCBoNBp4enri2LFj8jo3b97E0KFDUatWLVhYWMDT0xPr16/X2e7Tw1h16tTBvHnzEBISAisrK9SuXRv//ve/SzxGIioZww4RPdMbb7yByMhIeToiIqLILzz88MMPERkZiZUrV+LMmTOYOnUqXn/9dSQkJMDNzQ2bN28GAJw/fx6pqan4/PPP5XWjo6NhbGyMgwcPYvXq1YW2nZmZCV9fX1y/fh3bt2/Hb7/9hpkzZyI/P7/MxzN16lTcu3cPsbGxAIDExEQMGjQIQ4YMwalTpxAWFoZZs2YhKipKZ72lS5eiffv2OHHiBHr16oURI0Zg5MiReP3113H8+HHUr18fI0eORMG9WrOystCqVSvs2LEDp0+fxrhx4zBixIhnBrTFixfDx8cHJ06cwIQJE/DWW2/hjz/+KPNxEtH/J4iIijFq1CgRFBQk/v77b6FWq0VycrK4fPmyMDMzE3///bcICgoSo0aNEkIIkZmZKczMzMShQ4d0tjF69GgxdOhQIYQQcXFxAoC4ffu2ThtfX1/h5eVVaP8AxNatW4UQQqxevVpYWVmJmzdvlrr+J9d/0sOHDwUAsWDBAiGEEMOGDRPdunXTafPuu++Kpk2bytPu7u7i9ddfl6dTU1MFADFr1ix53uHDhwUAkZqaWmxNgYGBYvr06fK0r6+vmDx5crH7yc/PF05OTmLlypXPPmAiKhK/CJSInsnBwQG9evVCdHQ0hBDo1asXHBwcdNqcPXsWWVlZ8hBUgZycnELDXUXx8fEpcfnJkyfRsmVL2NnZlf0AniL+f8+LJEkAgHPnziEoKEinTfv27bFs2TLk5eVBpVIBAJo3by4vL/jCR09Pz0Lz0tPTodVqkZeXh/nz52Pjxo3466+/kJ2djezsbFhaWpZY35P7kSQJWq0W6enp5T1cohceww4RlUpISAjefvttAMCXX35ZaHnBcNLOnTtRs2ZNnWWlOcn4WQHA3Ny8tKU+07lz5wAAdevWBfA4/BQEnwKiiK8NNDExkX8uaF/UvILnYvHixVi6dCmWLVsGT09PWFpaYsqUKfIJ2MV5cpsF2y3PcB0RPcawQ0Sl0rNnT/mfdI8ePQotb9q0KdRqNa5evQpfX98it2FqagoAyMvLK/P+mzdvjv/+97+4devWc/fuLFu2DDVq1EDXrl0BPK79wIEDOm0OHTqEhg0byr065bF//34EBQXh9ddfB/A4BCUlJaFJkyblL56Iyoxhh4hKRaVSyT0iRQUAKysrzJgxA1OnTkV+fj46dOiAjIwMHDp0CBqNBqNGjYK7uzskScKOHTsQGBgIc3NzaDSaUu1/6NChmDdvHvr164fw8HC4uLjgxIkTcHV1Rdu2bYtd786dO0hLS0N2djYuXLiA1atXY9u2bVi7di1sbGwAANOnT8fLL7+Mjz/+GIMHD8bhw4exYsUKfPXVV2V/op5Qv359bN68GYcOHYKtrS2WLFmCtLQ0hh2iKsarsYio1GrUqIEaNWoUu/zjjz/G7NmzER4ejiZNmqBHjx743//+Jw8X1axZE3PnzsX7778PZ2dneVisNExNTbF79244OTkhMDAQnp6emD9//jN7Xt544w24uLigcePGeOutt6DRaPDrr79i2LBhchtvb29s2rQJGzZsgIeHB2bPno2PPvqoTDdMLMqsWbPg7e2NHj16wM/PD1qtFv369XuubRJR2UmiqIFpIiIiIoVgzw4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESkaww4REREpGsMOERERKRrDDhERESna/wO7lQXRx8pUPwAAAABJRU5ErkJggg==", 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", 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" ] @@ -281,9 +478,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -291,9 +500,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -301,9 +522,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -311,9 +544,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -321,9 +566,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -331,9 +588,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -341,9 +610,21 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -355,21 +636,32 @@ "source": [ "for metric in df.Metric.unique():\n", " for dataset in df.Dataset.unique():\n", + " df_sub = df[(df.Metric == metric) & (df.Dataset == dataset)]\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n", " ax = sns.boxplot(\n", - " data=df[(df.Metric == metric) & (df.Dataset == dataset)],\n", + " data=df_sub,\n", " x=\"Metric Domain\",\n", " y=\"Value\",\n", - " hue=\"Diffusion Domain\",\n", - " hue_order=[\"Time\", \"Frequency\"],\n", + " hue=\"Baseline\",\n", + " hue_order=[\"Time Diff.\", \"Frequ. Diff.\"],\n", " showfliers=False,\n", " )\n", + " sns.pointplot(data=df_baselines[(df_baselines.Metric == metric) & (df_baselines.Dataset == dataset)],\n", + " y=\"Value\",\n", + " x=\"Metric Domain\",\n", + " hue=\"Baseline\",\n", + " hue_order=[\"Mean\", \"Half Train\"],\n", + " palette=[\"#FF6A74\", \"#70ff70\"],\n", + " ax=ax)\n", " plt.title(f\"{metric} on {dataset}\")\n", - " plt.show()" + " plt.savefig(save_dir / f\"figures/{metric.lower()}_{dataset.lower()}.pdf\")\n", + " plt.show()\n", + " plt.close()" ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 194, "metadata": {}, "outputs": [ { @@ -385,294 +677,85 @@ " vertical-align: top;\n", " }\n", "\n", - " .dataframe thead tr th {\n", - " text-align: left;\n", - " }\n", - "\n", - " .dataframe thead tr:last-of-type th {\n", + " .dataframe thead th {\n", " text-align: right;\n", " }\n", "\n", "\n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
meansem
Diffusion DomainFrequencyTimeFrequencyTime
MetricMetric DomainDatasetMetric Domain
Marginal WassersteinFrequencyECG0.0052710.0063420.0010720.001777
MIMIC-III0.1078160.1319390.0081060.009919
NASA-Charge0.0396130.1580020.0081950.009290
NASA-Discharge0.3143630.4144610.0935650.140743
NASDAQ-20195.5319589.2980161.5716092.231156
US-Droughts0.3505240.7726240.0101200.048572
TimeECG0.0214780.0270350.0003290.000733
MIMIC-III0.2409330.2877250.0055730.005822
NASA-Charge0.2725470.3949310.0062400.005348
NASA-Discharge1.5906421.8798250.0741800.122275
NASDAQ-201955.86366378.5368810.1378700.156430
US-Droughts0.9312522.5629370.0120720.032526
Sliced WassersteinFrequencyECG0.0123460.0196370.0002580.000447
MIMIC-III0.1442380.2059110.0019240.002796
NASA-Charge0.2105920.2697920.0036590.003160
NASA-Discharge1.9990462.9741670.0424980.067195
NASDAQ-201945.81244264.0561941.0483081.519754ECGFrequency$0.012 \\ \\pm \\ 0.0$$0.02 \\ \\pm \\ 0.0$
US-Droughts0.6328582.8487460.0090870.044758Time$0.015 \\ \\pm \\ 0.0$$0.021 \\ \\pm \\ 0.0$
TimeECG0.0145750.0214420.0002810.000456MIMIC-IIIFrequency$0.144 \\ \\pm \\ 0.004$$0.206 \\ \\pm \\ 0.006$
MIMIC-III0.1515870.2108800.0019140.002867Time$0.152 \\ \\pm \\ 0.004$$0.211 \\ \\pm \\ 0.006$
NASA-Charge0.2290700.3161520.0041630.003512
NASA-Discharge2.0281132.9418080.0411570.066505
NASDAQ-201943.60217260.5124841.0221191.480206
US-Droughts0.7376812.9127470.0096660.045754Frequency$0.211 \\ \\pm \\ 0.008$$0.27 \\ \\pm \\ 0.006$
\n", "" ], "text/plain": [ - " mean \\\n", - "Diffusion Domain Frequency Time \n", - "Metric Metric Domain Dataset \n", - "Marginal Wasserstein Frequency ECG 0.005271 0.006342 \n", - " MIMIC-III 0.107816 0.131939 \n", - " NASA-Charge 0.039613 0.158002 \n", - " NASA-Discharge 0.314363 0.414461 \n", - " NASDAQ-2019 5.531958 9.298016 \n", - " US-Droughts 0.350524 0.772624 \n", - " Time ECG 0.021478 0.027035 \n", - " MIMIC-III 0.240933 0.287725 \n", - " NASA-Charge 0.272547 0.394931 \n", - " NASA-Discharge 1.590642 1.879825 \n", - " NASDAQ-2019 55.863663 78.536881 \n", - " US-Droughts 0.931252 2.562937 \n", - "Sliced Wasserstein Frequency ECG 0.012346 0.019637 \n", - " MIMIC-III 0.144238 0.205911 \n", - " NASA-Charge 0.210592 0.269792 \n", - " NASA-Discharge 1.999046 2.974167 \n", - " NASDAQ-2019 45.812442 64.056194 \n", - " US-Droughts 0.632858 2.848746 \n", - " Time ECG 0.014575 0.021442 \n", - " MIMIC-III 0.151587 0.210880 \n", - " NASA-Charge 0.229070 0.316152 \n", - " NASA-Discharge 2.028113 2.941808 \n", - " NASDAQ-2019 43.602172 60.512484 \n", - " US-Droughts 0.737681 2.912747 \n", - "\n", - " sem \n", - "Diffusion Domain Frequency Time \n", - "Metric Metric Domain Dataset \n", - "Marginal Wasserstein Frequency ECG 0.001072 0.001777 \n", - " MIMIC-III 0.008106 0.009919 \n", - " NASA-Charge 0.008195 0.009290 \n", - " NASA-Discharge 0.093565 0.140743 \n", - " NASDAQ-2019 1.571609 2.231156 \n", - " US-Droughts 0.010120 0.048572 \n", - " Time ECG 0.000329 0.000733 \n", - " MIMIC-III 0.005573 0.005822 \n", - " NASA-Charge 0.006240 0.005348 \n", - " NASA-Discharge 0.074180 0.122275 \n", - " NASDAQ-2019 0.137870 0.156430 \n", - " US-Droughts 0.012072 0.032526 \n", - "Sliced Wasserstein Frequency ECG 0.000258 0.000447 \n", - " MIMIC-III 0.001924 0.002796 \n", - " NASA-Charge 0.003659 0.003160 \n", - " NASA-Discharge 0.042498 0.067195 \n", - " NASDAQ-2019 1.048308 1.519754 \n", - " US-Droughts 0.009087 0.044758 \n", - " Time ECG 0.000281 0.000456 \n", - " MIMIC-III 0.001914 0.002867 \n", - " NASA-Charge 0.004163 0.003512 \n", - " NASA-Discharge 0.041157 0.066505 \n", - " NASDAQ-2019 1.022119 1.480206 \n", - " US-Droughts 0.009666 0.045754 " + "Diffusion Domain Frequency Time\n", + "Dataset Metric Domain \n", + "ECG Frequency $0.012 \\ \\pm \\ 0.0$ $0.02 \\ \\pm \\ 0.0$\n", + " Time $0.015 \\ \\pm \\ 0.0$ $0.021 \\ \\pm \\ 0.0$\n", + "MIMIC-III Frequency $0.144 \\ \\pm \\ 0.004$ $0.206 \\ \\pm \\ 0.006$\n", + " Time $0.152 \\ \\pm \\ 0.004$ $0.211 \\ \\pm \\ 0.006$\n", + "NASA-Charge Frequency $0.211 \\ \\pm \\ 0.008$ $0.27 \\ \\pm \\ 0.006$" ] }, - "execution_count": 81, + "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "aggfunc\n", - "\n", - "pd.pivot_table(\n", - " df,\n", - " index=[\"Metric\", \"Metric Domain\", \"Dataset\"],\n", + "df_pivot = pd.pivot_table(\n", + " df[df[\"Metric\"] == \"Sliced Wasserstein\"],\n", + " index=[\"Dataset\", \"Metric Domain\", ],\n", " columns=\"Diffusion Domain\",\n", " values=\"Value\",\n", " aggfunc=[\"mean\", \"sem\"],\n", - ")" + ")\n", + "df_pivot = round(df_pivot, 3)\n", + "df_pivot = \"$\" + df_pivot[\"mean\"].astype(str) + \" \\ \\pm \\ \" + (2 * df_pivot[\"sem\"]).astype(str) + \"$\"\n", + "df_pivot.to_latex(save_dir / \"tables/sliced_wasserstein.tex\")\n", + "df_pivot.head()" ] }, { @@ -684,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 114, "metadata": {}, "outputs": [ { @@ -763,7 +846,7 @@ "4 MIMIC-III Frequency 0.307692 0.703204" ] }, - "execution_count": 75, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" } @@ -774,7 +857,7 @@ " with open(runs_dir / f\"{run}/train_config.yaml\", \"r\") as f:\n", " config = safe_load(f)\n", " dataset_name = infer_dataset(config)\n", - " diffusion_domain = infer_diffusion_domain(config[\"fourier_transform\"])\n", + " diffusion_domain = infer_diffusion_domain(config)\n", " with open(runs_dir / f\"{run}/results.yaml\", \"r\") as f:\n", " results = safe_load(f)\n", " spectral_density = calculate_spectral_density(\n", @@ -799,7 +882,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 192, "metadata": {}, "outputs": [ { @@ -875,6 +958,7 @@ " plt.title(f\"Spectral Density Errors on {dataset}\")\n", " plt.ylabel(r\"Sliced Wasserstein Distance on $\\|\\tilde{\\mathbf{x}}_\\kappa \\|^2$\")\n", " plt.xlabel(r\"Normalized Frequency $\\omega_\\kappa / \\omega_{\\mathrm{Nyq}}$\")\n", + " plt.savefig(save_dir / f\"figures/spectral_density_{dataset.lower()}.pdf\")\n", " plt.show()" ] }, From 808f400318f09c06066a2e5a7de890af6205e3fa Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Mon, 22 Jan 2024 14:47:04 +0000 Subject: [PATCH 08/14] Add frequency smoothing and localization sampling for ECG --- cmd/conf/datamodule/ecg.yaml | 2 ++ src/fdiff/dataloaders/datamodules.py | 30 +++++++++++++++++++++++- src/fdiff/utils/fourier.py | 34 ++++++++++++++++++++++++++++ 3 files changed, 65 insertions(+), 1 deletion(-) diff --git a/cmd/conf/datamodule/ecg.yaml b/cmd/conf/datamodule/ecg.yaml index 305dbc7..afd8cd4 100644 --- a/cmd/conf/datamodule/ecg.yaml +++ b/cmd/conf/datamodule/ecg.yaml @@ -4,3 +4,5 @@ random_seed: ${random_seed} fourier_transform: ${fourier_transform} standardize: ${standardize} batch_size: 64 +subsample_localization: false +smooth_frequency: false diff --git a/src/fdiff/dataloaders/datamodules.py b/src/fdiff/dataloaders/datamodules.py index 1602402..8232c29 100644 --- a/src/fdiff/dataloaders/datamodules.py +++ b/src/fdiff/dataloaders/datamodules.py @@ -11,7 +11,7 @@ from torch.utils.data import DataLoader, Dataset from fdiff.utils.dataclasses import collate_batch -from fdiff.utils.fourier import dft +from fdiff.utils.fourier import dft, localization_metrics, smooth_frequency from fdiff.utils.preprocessing import ( droughts_preprocess, mimic_preprocess, @@ -170,6 +170,8 @@ def __init__( batch_size: int = 32, fourier_transform: bool = False, standardize: bool = False, + subsample_localization: bool = False, + smooth_frequency: bool = False, ) -> None: super().__init__( data_dir=data_dir, @@ -178,6 +180,8 @@ def __init__( fourier_transform=fourier_transform, standardize=standardize, ) + self.subsample_localization = subsample_localization + self.smooth_frequency = smooth_frequency def setup(self, stage: str = "fit") -> None: # Read CSV; extract features and labels @@ -198,6 +202,30 @@ def setup(self, stage: str = "fit") -> None: self.X_test = torch.tensor(X_test, dtype=torch.float32).unsqueeze(2) self.y_test = torch.tensor(y_test, dtype=torch.long) + # In case of subsampling, we only keep the time series that are most localized in time + if self.subsample_localization: + X_loc, X_spec_loc = localization_metrics(self.X_train) + loc_score = X_loc / X_spec_loc + idx_ranking = torch.argsort(loc_score, descending=False) + self.X_train = self.X_train[idx_ranking[:1000]] + self.y_train = self.y_train[idx_ranking[:1000]] + X_loc, X_spec_loc = localization_metrics(self.X_train) + logging.info("Subsampling the training set based on localization metrics.") + logging.info(f"New time delocalization: {X_loc.mean().item():.3g}") + logging.info( + f"New frequency delocalization: {X_spec_loc.mean().item():.3g}" + ) + + # In case of frequency convolution, we convolve the frequency domain with a Gaussian kernel + if self.smooth_frequency: + self.X_train = smooth_frequency(self.X_train, sigma=10) + logging.info("Smoothing the frequency domain of the training set.") + X_loc, X_spec_loc = localization_metrics(self.X_train) + logging.info(f"New time delocalization: {X_loc.mean().item():.3g}") + logging.info( + f"New frequency delocalization: {X_spec_loc.mean().item():.3g}" + ) + def download_data(self) -> None: import kaggle diff --git a/src/fdiff/utils/fourier.py b/src/fdiff/utils/fourier.py index 351e73f..07fc1cb 100644 --- a/src/fdiff/utils/fourier.py +++ b/src/fdiff/utils/fourier.py @@ -173,3 +173,37 @@ def localization_metrics(X: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]: X_spec_loc = torch.min(X_spec_loc, dim=1)[0] return X_loc, X_spec_loc + + +def smooth_frequency(X: torch.Tensor, sigma: float) -> torch.Tensor: + """Smooths the signal in the frequency domain by convolving it with a Gaussian kernel. + + Args: + X (torch.Tensor): Time series to smooth of shape (batch_size, max_len, n_channels). + sigma (float): Gaussian kernel width. + + Returns: + torch.Tensor: Smoothed signal in the frequency domain of shape (batch_size, max_len, n_channels). + """ + + # Compute Nyquist frequency + max_len = X.shape[1] + nyquist_freq = max_len / 2 + + # Define Gaussian kernel for each frequency pair + k = torch.cat( + ( + torch.arange(0, nyquist_freq, dtype=torch.float32), + torch.arange(1, nyquist_freq, dtype=torch.float32), + ) + ) + k1 = rearrange(k, "time -> time 1 ") + k2 = rearrange(k, "time -> 1 time ") + gaussian_kernel = torch.exp(-(((k1 - k2) / (sigma)) ** 2) / 2) + gaussian_kernel = gaussian_kernel / torch.sum(gaussian_kernel, dim=0, keepdim=True) + + # Convolve X with the Gaussian kernel in the frequency domain + X = dft(X) + X = torch.einsum("btc, ts -> bsc", X, gaussian_kernel) + X = idft(X) + return X From 7d3db3bc40c8b55d10b2a2a3578c1662ddb3131e Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Mon, 22 Jan 2024 14:47:37 +0000 Subject: [PATCH 09/14] Add Gaussian kernel convo --- notebooks/spectral_interpretation.ipynb | 130 ++++++++++++++++++++++++ 1 file changed, 130 insertions(+) diff --git a/notebooks/spectral_interpretation.ipynb b/notebooks/spectral_interpretation.ipynb index 1947670..047c0a7 100644 --- a/notebooks/spectral_interpretation.ipynb +++ b/notebooks/spectral_interpretation.ipynb @@ -366,6 +366,136 @@ "ax.axline((1, 1), (10, 10 ), color=\"black\", linestyle=\":\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Delocalization by Gaussian Convolution" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([87553, 187, 1])" + ] + }, + "execution_count": 183, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train = datasets[\"Electrocardiograms\"].X_train\n", + "X_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": {}, + "outputs": [], + "source": [ + "from fdiff.utils.fourier import dft, idft\n", + "\n", + "def smooth_frequency(X: torch.Tensor, sigma: float) -> torch.Tensor:\n", + " \n", + " # Compute Nyquist frequency\n", + " max_len = X.shape[1]\n", + " nyquist_freq = max_len / 2 \n", + " \n", + " # Define Gaussian kernel for each frequency pair\n", + " k = torch.cat(\n", + " (\n", + " torch.arange(0, nyquist_freq, dtype=torch.float32),\n", + " torch.arange(1, nyquist_freq, dtype=torch.float32),\n", + " )\n", + " )\n", + " k1 = rearrange(k, \"time -> time 1 \")\n", + " k2 = rearrange(k, \"time -> 1 time \")\n", + " gaussian_kernel = torch.exp(-((k1 - k2) / (sigma)) ** 2 / 2)\n", + " gaussian_kernel = gaussian_kernel / torch.sum(gaussian_kernel, dim=0, keepdim=True)\n", + " \n", + " # Convolve X with the Gaussian kernel in the frequency domain\n", + " X = dft(X)\n", + " X = torch.einsum(\"btc, ts -> bsc\", X, gaussian_kernel)\n", + " X = idft(X)\n", + " return X" + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Delocalization')" + ] + }, + "execution_count": 241, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "time_locs = []\n", + "freq_locs = []\n", + "sigma_list = [0.0, 1.0, 2.0, 5.0, 10.0, 20.0, 50.0, 100.0]\n", + "\n", + "X_loc, X_spec_loc = localization_metrics(X_train)\n", + "time_locs.append(X_loc.mean().item())\n", + "freq_locs.append(X_spec_loc.mean().item())\n", + "\n", + "for sigma in sigma_list[1:]:\n", + " X_train_new = smooth_frequency(X_train, sigma)\n", + " X_loc, X_spec_loc = localization_metrics(X_train_new)\n", + " time_locs.append(X_loc.mean().item())\n", + " freq_locs.append(X_spec_loc.mean().item())\n", + "\n", + "sns.lineplot(x=sigma_list, y=time_locs, label=\"Time\")\n", + "sns.lineplot(x=sigma_list, y=freq_locs, label=\"Frequency\")\n", + "plt.xlabel(\"Gaussian Kernel Width\")\n", + "plt.ylabel(\"Delocalization\")" + ] + }, { "cell_type": "code", "execution_count": null, From 3e36ba4a3ff819ac74b97fb8494adeea089db230 Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Mon, 22 Jan 2024 15:05:00 +0000 Subject: [PATCH 10/14] Add smoother width parameter for ECG --- cmd/conf/datamodule/ecg.yaml | 1 + src/fdiff/dataloaders/datamodules.py | 4 +++- 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/cmd/conf/datamodule/ecg.yaml b/cmd/conf/datamodule/ecg.yaml index afd8cd4..1e0d81c 100644 --- a/cmd/conf/datamodule/ecg.yaml +++ b/cmd/conf/datamodule/ecg.yaml @@ -6,3 +6,4 @@ standardize: ${standardize} batch_size: 64 subsample_localization: false smooth_frequency: false +smoother_width: 0.0 diff --git a/src/fdiff/dataloaders/datamodules.py b/src/fdiff/dataloaders/datamodules.py index 8232c29..9eccd31 100644 --- a/src/fdiff/dataloaders/datamodules.py +++ b/src/fdiff/dataloaders/datamodules.py @@ -172,6 +172,7 @@ def __init__( standardize: bool = False, subsample_localization: bool = False, smooth_frequency: bool = False, + smoother_width: float = 0.0, ) -> None: super().__init__( data_dir=data_dir, @@ -182,6 +183,7 @@ def __init__( ) self.subsample_localization = subsample_localization self.smooth_frequency = smooth_frequency + self.smoother_width = smoother_width def setup(self, stage: str = "fit") -> None: # Read CSV; extract features and labels @@ -218,7 +220,7 @@ def setup(self, stage: str = "fit") -> None: # In case of frequency convolution, we convolve the frequency domain with a Gaussian kernel if self.smooth_frequency: - self.X_train = smooth_frequency(self.X_train, sigma=10) + self.X_train = smooth_frequency(self.X_train, sigma=self.smoother_width) logging.info("Smoothing the frequency domain of the training set.") X_loc, X_spec_loc = localization_metrics(self.X_train) logging.info(f"New time delocalization: {X_loc.mean().item():.3g}") From d13dbe11510843323f92d55f21151c1e7834baf2 Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Mon, 22 Jan 2024 17:11:46 +0000 Subject: [PATCH 11/14] Adding smoothing of test data for ECG --- src/fdiff/dataloaders/datamodules.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/fdiff/dataloaders/datamodules.py b/src/fdiff/dataloaders/datamodules.py index 9eccd31..bea72cb 100644 --- a/src/fdiff/dataloaders/datamodules.py +++ b/src/fdiff/dataloaders/datamodules.py @@ -221,7 +221,8 @@ def setup(self, stage: str = "fit") -> None: # In case of frequency convolution, we convolve the frequency domain with a Gaussian kernel if self.smooth_frequency: self.X_train = smooth_frequency(self.X_train, sigma=self.smoother_width) - logging.info("Smoothing the frequency domain of the training set.") + self.X_test = smooth_frequency(self.X_test, sigma=self.smoother_width) + logging.info("Smoothing the frequency domain of the data.") X_loc, X_spec_loc = localization_metrics(self.X_train) logging.info(f"New time delocalization: {X_loc.mean().item():.3g}") logging.info( From d670006ac383483518c1be9bdfa48fd9392c042b Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Tue, 23 Jan 2024 13:22:57 +0000 Subject: [PATCH 12/14] Small fix for ECG smoothing --- src/fdiff/dataloaders/datamodules.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fdiff/dataloaders/datamodules.py b/src/fdiff/dataloaders/datamodules.py index bea72cb..853c2cf 100644 --- a/src/fdiff/dataloaders/datamodules.py +++ b/src/fdiff/dataloaders/datamodules.py @@ -219,7 +219,7 @@ def setup(self, stage: str = "fit") -> None: ) # In case of frequency convolution, we convolve the frequency domain with a Gaussian kernel - if self.smooth_frequency: + if self.smooth_frequency and self.smoother_width > 0.0: self.X_train = smooth_frequency(self.X_train, sigma=self.smoother_width) self.X_test = smooth_frequency(self.X_test, sigma=self.smoother_width) logging.info("Smoothing the frequency domain of the data.") From 06f963264446607ebec0b265a3d792d940f7f53f Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Tue, 23 Jan 2024 13:23:27 +0000 Subject: [PATCH 13/14] ECG smoothing plot --- notebooks/spectral_interpretation.ipynb | 434 +++++++++++++++++------- 1 file changed, 303 insertions(+), 131 deletions(-) diff --git a/notebooks/spectral_interpretation.ipynb b/notebooks/spectral_interpretation.ipynb index 047c0a7..ac4f753 100644 --- a/notebooks/spectral_interpretation.ipynb +++ b/notebooks/spectral_interpretation.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 158, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -13,20 +13,23 @@ "import pandas as pd\n", "\n", "from fdiff.dataloaders.datamodules import ECGDatamodule,NASDAQDatamodule, NASADatamodule, MIMICIIIDatamodule, USDroughtsDatamodule, Datamodule\n", - "from fdiff.utils.fourier import spectral_density\n", - "from pathlib import Path" + "from fdiff.utils.fourier import spectral_density, smooth_frequency, localization_metrics\n", + "from pathlib import Path\n", + "from yaml import safe_load\n", + "from typing import Any\n", + "from itertools import product" ] }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data_path = Path.cwd() / \"../data/\"\n", "\n", "datasets: dict[str, Datamodule] = {\n", - " \"Electrocardiograms\": ECGDatamodule(data_dir=data_path),\n", + " \"ECG\": ECGDatamodule(data_dir=data_path),\n", " \"MIMIC-III\": MIMICIIIDatamodule(data_dir=data_path, n_feats=40),\n", " \"NASDAQ-2019\": NASDAQDatamodule(data_dir=data_path),\n", " \"NASA-Charge\": NASADatamodule(data_dir=data_path),\n", @@ -37,45 +40,28 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "from einops import rearrange\n", + "save_dir = Path.cwd() / \"../outputs/\"\n", "\n", - "def localization_metrics(X: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]:\n", - "\n", - " max_len = X.shape[1]\n", - " \n", - " X_energy = torch.sum(X**2, dim=2, keepdim=True) / torch.sum(X**2, dim=(1, 2), keepdim=True)\n", - " X_energy = rearrange(X_energy, \"batch time 1 -> batch time\")\n", - " \n", - " X_spec = spectral_density(X)\n", - " # Expand spectral dimension of X via mirror symmetry\n", - " X_spec_mirror = torch.flip(X_spec[:, 1:, :], dims=(1,)) if max_len % 2 != 0 else torch.flip(X_spec[:, 1:-1, :], dims=(1,))\n", - " X_spec = torch.cat((X_spec, X_spec_mirror), dim=1)\n", - " X_spec = torch.sum(X_spec, dim=2, keepdim=True) / torch.sum(X_spec, dim=(1, 2), keepdim=True)\n", - " X_spec = rearrange(X_spec, \"batch freq 1 -> batch freq\")\n", - " assert X_spec.shape[1] == max_len, f\"Spectral density has incorrect shape at dimension 1, expected {max_len}, got {X_spec.shape[1]} instead.\"\n", - " \n", - " t = torch.arange(max_len, dtype=torch.float)\n", - " t1 = rearrange(t, \"time -> time 1 \")\n", - " t2 = rearrange(t, \"time -> 1 time \")\n", - " cyclic_distance = torch.min(torch.abs(t1 - t2), max_len - torch.abs(t1 - t2))\n", - "\n", - " X_loc = torch.einsum(\"bt, ts -> bs\", X_energy, cyclic_distance**2)\n", - " X_loc = torch.min(X_loc, dim=1)[0]\n", - " \n", - " X_spec_loc = torch.einsum(\"bt, ts -> bs\", X_spec, cyclic_distance**2)\n", - " X_spec_loc = torch.min(X_spec_loc, dim=1)[0]\n", - " \n", - " \n", - " return X_loc, X_spec_loc" + "if not (save_dir / \"figures\").exists():\n", + " (save_dir / \"figures\").mkdir(parents=True) \n", + "if not (save_dir / \"tables\").exists():\n", + " (save_dir / \"tables\").mkdir(parents=True) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Measuring Localization on Datasets" ] }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -179,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -204,7 +190,7 @@ }, { "data": { - "image/png": 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164exY8fi1q1b8PLyAgB88sknOHToEEaPHo2wsDAkJSWhU6dOKF26NACgevXqmb5HU2HLTx7Qdnslr/PDlh8iIgDw8fHBxYsXdV5ff/21Xr7z58/j5s2bcHJygqOjIxwdHVGoUCHExcXh1q1biIiIwKNHj/D+++/nuA6lS5fWGUcTGhoKDw8POZgAgCpVqqBAgQIIDQ0FAFy8eDHLewUHB6NDhw4oXbo0nJyc8N577wFI7qJKK21r0a1bt5CQkICGDRvKaYUKFULFihUzvU926nrt2jXUr19f57r0x0ByAJJ+nE9230eNGjXkr4sVKwZ7e3s58NGmabvLatasiffffx/Vq1fHp59+imXLluHZs2eZvkdTYctPXkhp+BGQgDTdXpzqTkSmZGetRMhk3zy7d045ODjIXVNZ0Wg0qFu3LtauXat3ztXVFQqF4f+vd3Bw0DkWQqS21meSbmdnl2l5L1++RKtWrdCqVSusWbMGrq6uuHfvHnx9feUuuozubUi3T3bqCkAvT0b3Sv8ccvI+0g4SlyRJb9C4JEnydk5KpRJBQUE4efIk9u/fj0WLFmHcuHE4ffo0PD09s/nOc44tP3lAd3sLNVd4JiKzkCQJ9iqrPHll9CFsKnXq1MGNGzdQtGhRlCtXTufl4uICJycnlClTBgcOHMi0DGtra6jV6tfeq0qVKrh37x7u378vp4WEhCAqKgqVK1cGkNzSkdm9/vnnH0RGRmLGjBlo0qQJKlWqpDNIODPlypWDtbU1/vrrLznt2bNnuH79ulF1rVixIs6cOaNz3blz515bH0PfR3ZIkoTGjRtj0qRJCA4OhkqlwrZt20xSdmYY/OSBtH8UhEbD2V5ERADi4+MRHh6u84qMjNTL1717dxQpUgQdOnTAsWPHcOfOHRw5cgSDBw/GgwcPACQPup07dy4WLlyIGzdu4MKFC/IgWwBycBQeHp5lN0uLFi1Qo0YNdO/eHRcuXMCZM2fQq1cvNGvWTO6mmjBhAtatW4cJEyYgNDQUV65cwaxZswAApUqVgkqlwqJFi3D79m3s3LkTU6ZMee2zcHR0RL9+/TBy5EgcOHAAf//9N/z8/LJs1cpOXb/99lsEBARg1apVuHHjBvz9/XH58uXXBquGvo/XOX36NKZNm4Zz587h3r172Lp1K/777z85WDMXBj95QLvIoUDygGeO+SEiAvbu3Qt3d3ed17vvvquXz97eHkePHkWpUqXQqVMnVK5cGX379sWrV6/g7OwMAOjduzfmz5+PxYsXo2rVqmjbti1u3LghlzF37lwEBQXBw8MDtWvXzrRO2sUQCxYsiKZNm6JFixbw8vLChg0b5DzvvfceNm3ahJ07d6JWrVpo3rw5Tp8+DSC5G27lypXYtGkTqlSpghkzZmDOnDnZeh6zZ89G06ZN0b59e7Ro0QLvvvsu6tata1Rdu3fvjrFjx2LEiBGoU6eOPGPL1tY2y7oY8z6y4uzsjKNHj+KDDz5AhQoV8P3332Pu3Llo06aN0WVnRRLmnk/2lomOjoaLiwuioqLkXyJTWzXia0Te/xf1bz1CYqfGKNNmPPb8fAVuXi74eFTmP9hERFmJi4vDnTt34Onp+doPMyKtli1bws3NDatXr87rqrxWVj/jOfn85oDnPKDTvKhmtxcREeWO2NhYLF26FL6+vlAqlVi3bh3+/PNPBAUF5XXVchWDn7yQWbeXho1wRERkPpIkYffu3fD390d8fDwqVqyILVu2oEWLFnldtVzF4CcP6C5yqOGYHyIiyhV2dnb4888/87oaeY4DnvOAvLGpvM4Pp7oTERHlFgY/eSA1+AHAqe5ERES5KsfBz6tXr/Dw4UO99KtXr5qkQvmB/iKHKSs8J7Hlh4iIyNxyFPxs3rwZFSpUwAcffIAaNWrI6xgAQM+ePU1eOYulSLPIodCk6fZiyw8REZG55Sj48ff3x4ULF3Dp0iUEBgaib9+++O233wAYtg9JfpW6sakEqDVQWnHAMxERUW7J0WyvxMREebdbb29vHD16FJ06dcLNmzfNuo+LpZHH/EhIN+aHwQ8REZG55ajlp2jRorh8+bJ8XLhwYQQFBSE0NFQnnbImKdIvcsjZXkRERLklR8HP6tWrUbRoUZ00lUqFdevW4ciRIyatmCWTu70k7ZgfzvYiovzNz88PkiRhwIABeucGDhwISZLg5+cn5/3oo48Mujaj6wEgPDwc3377Lby8vGBjYwMPDw+0a9cuy53hgdT9tLJ7TG+GHAU/JUuWhJubW4bnGjdubJIK5QepXYTadX5SusEEILjKMxHlUx4eHli/fj1evXolp8XFxWHdunUoVaqU2a69e/cu6tati4MHD2LWrFm4cuUK9u7dCx8fH3z99dfGvSl6Ixm0wvO9e/cMulmBAgXMtlnoW0VnnR8hd3sByV1fSgXHTxFR/lOnTh3cvn0bW7duRffu3QEAW7duhYeHB7y8vMx2rbZ16MyZM3BwcJDTq1atir59+xr5ruhNZFDwU6ZMmRxfI0kSJkyYgPHjxxtyS4uSdnuLtAOeAUCt1kBpzbUnicgEhAASY/Pm3tb28n/0cqJPnz5YsWKFHMBoZxYfPnzYLNc+ffoUe/fuxdSpU3UCH60CBQrk+D3Qm8+g4Eej4dgUY0iKNFPd0wU/HPRMRCaTGAtMK5439/7uEaDSDyZep2fPnhg7dizu3r0LSZJw4sQJrF+/PlvBjyHX3rx5E0IIVKpUKcd1pbeXQcGPp6enQVPbhwwZgkGDBhlyS4ui8+zUGigUDH6IiACgSJEi+PDDD7Fq1SoIIfDhhx+iSJEiZrtWu0bd6z7TBgwYgDVr1sjHL168yFad6M1kUPCzcuVKg25mSHeZJdJZ50doIEkSFAoJGo1g8ENEpmNtn9wCk1f3NlDfvn3xzTffAAB++ukns15bvnx5SJKE0NBQvRlgaU2ePBkjRozIUV3ozWVQ8NOsWTNT1yNf0XZ7AQBSZncplNrgh12KRGQikmRQ11Nea926NRISEgAAvr6+Zr22UKFC8PX1xU8//YRBgwbpjft5/vw5ChQogKJFi+ot9UJvL6NH1h46dCjTc8uXLze2eIuUfld3AFzlmYgohVKpRGhoKEJDQ6FUKs1+7eLFi6FWq1G/fn1s2bIFN27cQGhoKBYuXIiGDRsa8hboDZfj4GfAgAE4evSofNyyZUuMHDkSiYmJclpkZCQ6dOiAL7/80jS1tDCpixwm7+0FAAqr5DQ1W36IiODs7Gzw0ig5vdbT0xMXLlyAj48Phg8fjmrVqqFly5Y4cOAAlixZYlAd6M0miRzuSLp8+XJMnToVd+7cAQAoFApIkoQaNWpgzZo1uHv3Lvr374/Hjx9DpVIhLi7OLBU3l+joaLi4uCAqKspsaxLtmjcd10+fQNUH/0FR0h6tNhzCitHHERuVgM7j6sHVw8ks9yUiyxYXF4c7d+7A09MTtra2eV0dIpPL6mc8J5/fOW75OXPmjLyGAgD88ccfKF68OC5duoS6deuiffv2ePz4MWrUqIHTp0/ntPj8IW23l0gd8wOw24uIiMjccjzg+ciRI9i7d6983KZNG5w9exa1a9dGREQEhBCoXbs2Tp06BZVKZdLKWorURQ4lSPKAZ25uSkRElBty3PIzZ84cfP/99/Lx0aNH0axZM0RERECRMovp4sWLaNGiBW7dumW6mlqQ1EUOIQ94VnJzUyIiolyR4+CnXbt2WLt2rXzs4+ODGzduoFy5cjh58iQ2b96MQoUK4fjx46hVq5Yp62oxdBc5ZLcXERFRbjJ6qrsQAl988QWCg4NRr149dOrUCVeuXEHLli0RG5tHe8q84dIucigJ7VR3dnsRERHlBoMWOUxrx44daNeunU6am5sb9u3bh0WLFhlbvEVKXeRQ0lnkEGC3FxERkbkZ3fKTPvBJ69tvvzW2eMuUZraXpBf8sOWHiIjInAxq+bl3755BNytQoIDZ1s55m6QucghI6VZ45iKHRERE5mVQ8GPIBqWSJGHChAkYP368Ibe0KFKaXdyR0tDDMT9ERES5w6DgR6Nh64QxJGi7vSS9lh8GP0REROZlUPDj6empO107m4YMGYJBgwYZckuLIrf8SKljfpRs+SEiIsoVBg14XrlyJVasWJHjV4cOHXJ8r8WLF8t7eNStWxfHjh3LMv/atWtRs2ZN2Nvbw93dHX369MGTJ08MeZvmI6Uucqg/4JmtakSU//j5+UGSJMyYMUMnffv27Rn+Z7tixYpQqVR4+PCh3rnbt2+ja9euKF68OGxtbVGyZEl06NAB169fl/NIkiS/HBwcUL58efj5+eH8+fMZ1u/BgwdQqVSoVKlShufVajX+97//oUaNGrC1tUWBAgXQpk0bnDhx4rXv/dKlS+jatSs8PDxgZ2eHypUrY8GCBXr5rly5gmbNmsHOzg4lSpTA5MmTkXZ7zrCwMHTr1g0VK1aEQqHAkCFD9MpITEzE5MmTUbZsWdja2qJmzZo6uzbkFwYFP82aNcO+fftgZ2eHZs2aZftVunTpHN1nw4YNGDJkCMaNG4fg4GA0adIEbdq0yXTA9fHjx9GrVy/069cPV69exaZNm3D27Fn079/fkLdpNjq/yNzbi4gIAGBra4uZM2fi2bNnWeY7fvw44uLi8Omnn2LlypU65xISEtCyZUtER0dj69atuHbtGjZs2IBq1aohKipKJ++KFSsQFhaGq1ev4qeffsKLFy/QoEED/Prrr3r3XLlyJTp37ozY2Fi9gEYIgc8++wyTJ0/GoEGDEBoaiiNHjsDDwwPvvfcetm/fnuX7OX/+PFxdXbFmzRpcvXoV48aNw9ixY/Hjjz/KeaKjo9GyZUsUL14cZ8+exaJFizBnzhzMmzdPzhMfHw9XV1eMGzcONWvWzPBe33//PX7++WcsWrQIISEhGDBgADp27Ijg4OAs62hxhIH8/PyEq6urcHNzE59//rn4/fffRVxcnKHFZah+/fpiwIABOmmVKlUSY8aMyTD/7NmzhZeXl07awoULRcmSJbN9z6ioKAFAREVF5bzC2XRgxVIxp/OHYluzRuJok5pCCCH+XHlV/PjlAXF+712z3ZeILNurV69ESEiIePXqlRBCCI1GI14mvMyTl0ajyVHde/fuLdq2bSsqVaokRo4cKadv27ZNpP+o8vPzE2PGjBF79uwRXl5eOvcKDg4WAMTdu1n/LQUgtm3bppfeq1cv4eTkJJ4+fSqnaTQa4eXlJfbu3StGjx4t+vTpo3PN+vXrBQCxc+dOvfI6deokChcuLF68eJFlfdIbOHCg8PHxkY8XL14sXFxcdD5np0+fLooXL57hs27WrJkYPHiwXrq7u7v48ccfddI6dOggunfvnqP65ZX0P+Np5eTz2+BFDlesWAEhBI4fP45du3Zh+PDhePjwIVq2bIn27dujbdu2KFKkiMFBWUJCAs6fP48xY8bopLdq1QonT57M8JpGjRph3Lhx2L17N9q0aYOIiAhs3rwZH374Yab3iY+PR3x8vHwcHR1tcJ2zSzvVHUAGG5uy24uITONV0is0+K1Bntz7dLfTsLe2z9E1SqUS06ZNQ7du3TBo0CCULFlSL09MTAw2bdqE06dPo1KlSnj58iUOHz4MHx8fAICrqysUCgU2b96MIUOGQKlU5qgOQ4cOxa+//oqgoCB07twZAHDo0CHExsaiRYsWKFmyJBo0aIAFCxbAyckJAPDbb7+hQoUKGa57N3z4cGzduhVBQUH46KOPsl2PqKgoFCpUSD4+deoUmjVrBhsbGznN19cXY8eOxd27d+Hp6ZmtcuPj42Fra6uTZmdnh+PHj2e7bpbAqEUOJUlCkyZNMGvWLPzzzz84c+YM3nnnHSxbtgwlSpRA06ZNMWfOnAz7ZF8nMjISarUaxYoV00kvVqwYwsPDM7ymUaNGWLt2Lbp06QKVSgU3NzcUKFAgy5Wmp0+fDhcXF/nl4eGR47rmlM72FimxTuo6P+z2IqL8q2PHjqhVqxYmTJiQ4fn169ejfPnyqFq1KpRKJT777DMEBATI50uUKIGFCxdi/PjxKFiwIJo3b44pU6bg9u3b2bq/dkzP3bt35bSAgAB89tlnUCqVqFq1KsqVK4cNGzbI569fv47KlStnWJ42Pe14o9c5deoUNm7ciC+//FJOCw8Pz/DzUHsuu3x9fTFv3jzcuHEDGo0GQUFB2LFjB8LCwrJdhiUwenuLtCpXrozKlStj1KhR+O+//7Bz507s3LkTADBixAiDykw/0E0IkelMs5CQEAwaNAjjx4+Hr68vwsLCMHLkSAwYMEDnlyOtsWPHYtiwYfJxdHS02QOg1O0tAIljfojITOys7HC62+k8u7ehZs6ciebNm2P48OF65wICAtCjRw/5uEePHmjatCmeP3+OAgUKAAC+/vpr9OrVC4cOHcLp06exadMmTJs2DTt37kTLli2zvLdI+Zus/Zx5/vw5tm7dqtMy0qNHDwQGBuZoPKlKpQIAtGnTRp64U7p0aVy9elUn39WrV9GhQweMHz9er64ZfR5mlJ6VBQsW4PPPP0elSpUgSRLKli2LPn36YMWKFdkuwxKYNPhJy9XVFf369UO/fv0Mur5IkSJQKpV6EW1ERIRe9Ks1ffp0NG7cGCNHjgQA1KhRAw4ODmjSpAn8/f3h7u6ud42NjY1OM2JuSl7nJ323F4MfIjINSZJy3PX0JmjatCl8fX3x3Xffwc/PT04PCQnB6dOncfbsWYwePVpOV6vVWLduHb766is5zcnJCe3bt0f79u3h7+8PX19f+Pv7vzb4CQ0NBQC5G+m3335DXFwcGjRI7T4UQkCj0SAkJARVqlRB+fLlERISkmV5FSpUAAAsX74cr169AgBYW1vr5A0JCUHz5s3x+eef4/vvv9c55+bmluHnIYBMPxMz4urqiu3btyMuLg5PnjxB8eLFMWbMmGx3m1mKHHd7vXr1KsNurPTRq7FUKhXq1q2LoKAgnfSgoCA0atQow2tiY2OhUOi+JW1/rxBvTlChbflJ3tWdU92JiNKbMWMGdu3apTPGMyAgAE2bNsWlS5dw8eJF+TVq1KhMW/eB5CBQOz7odebPnw9nZ2e0aNFCvufw4cN17nfp0iX4+PggMDAQANC1a1fcuHEDu3bt0itv7ty5KF68uBx0lShRAuXKlUO5cuV0ZkBfvXoVPj4+6N27N6ZOnapXTsOGDXH06FEkJCTIafv370fx4sUN2nXB1tYWJUqUQFJSErZs2WLQUjRvtZyMst60aZMoWbKkqFGjhqhevbr466+/5HO1a9fOSVHZsn79emFtbS0CAgJESEiIGDJkiHBwcJBH8Y8ZM0b07NlTzr9ixQphZWUlFi9eLG7duiWOHz8uvL29Rf369bN9z9yY7XX0t5ViTucPxWafxuJ03apCCCH+2nlL/PjlAXF47T9muy8RWbasZsK86Xr37i06dOigk9azZ09ha2srAIiEhATh6uoqlixZonft9evXBQBx8eJFERwcLNq3by82bdokrl69Km7cuCGWL18uHBwcxOTJk+VrAIgVK1aIsLAwcffuXbF//37x8ccfC6VSKdauXSuESJ05FhoaqnfPX375Rbi6uoqEhASh0WjERx99JAoWLCiWL18u7ty5Iy5duiS++OILoVKpxMGDB7N873///bdwdXUV3bt3F2FhYfIrIiJCzvP8+XNRrFgx0bVrV3HlyhWxdetW4ezsLObMmaNTVnBwsAgODhZ169YV3bp1E8HBweLq1avy+b/++kts2bJF3Lp1Sxw9elQ0b95ceHp6imfPnmVZxzeFqWZ75Sj4qVmzpvzNOHv2rKhSpYr8Q1KrVq2cFJVtP/30kyhdurRQqVSiTp064siRI/K53r17i2bNmunkX7hwoahSpYqws7MT7u7uonv37uLBgwfZvl9uBD/H1v2aGvzUqSKEEOLsH7fFj18eEAd/DTHbfYnIslla8HP37l1hY2MjAIjNmzcLhUIhwsPDM7y+evXq4ttvvxX//fefGDRokKhWrZpwdHQUTk5Oonr16mLOnDlCrVbL+ZG8zqwAIGxtbUXZsmVF7969xfnz5+U833zzjahSpUqG94uIiBBKpVJs2bJFCCFEYmKimD17tqhatapQqVQCgChUqJBO4JGZCRMm6NRH+ypdurROvsuXL4smTZoIGxsb4ebmJiZOnKg3zf115Rw+fFhUrlxZ2NjYiMKFC4uePXuKhw8fvraObwpTBT+SENnvD6patapO99aTJ0/QqVMnvP/++9i+fTsuXLhgXDPUGyA6OhouLi6Iiooy2w70JzauwV9b1qN0ZBTKPH0K7+CruLDvX5zadguV3nHD+35VzHJfIrJscXFxuHPnjrwqPuWdCxcuoEWLFujXrx9mz56d19WxGFn9jOfk8ztHY36KFi2Ky5cvy8eFCxdGUFAQQkNDddIpa/JUd+iP+eFUdyKit1+dOnVw4MABODg44NatW3ldHUonR7O9Vq9eDSsr3UtUKhXWrVuHb775xqQVs2RpFzlUyOv8cLYXEZElqV27NmrXrp3X1aAM5Cj4yWi1Ta3GjRsbXZn8QmeRw5RYh7O9iIiIcodB6/xktrHo6xQoUMBs42jeJqmLHEpQpJ/qrmHLDxERkTkZFPwYsqaAJEmYMGECxo8fb8gtLZJAareXkis8ExER5QqDgh+Nhl0zxtBZ5FBvzA+fLRERkTkZFPx4enrmaC8RrSFDhmDQoEGG3NKipD47CQokrz7Nvb2IiIhyh0HBz8qVKw26mSHdZZZIL3DUaBj8EBER5RKDgp9mzZqZuh75StpuLwCAWs2p7kREFkSSJGzbtg0fffRRXleFMpDjjU2z4+zZs+Yo1mKkXeQQ0O32UidxzA8R5T9+fn6QJAkzZszQSd++fXuGwywqVqwIlUqV4Ubbt2/fRteuXVG8eHHY2tqiZMmS6NChA65fv66X97fffoNSqcSAAQOyXdfw8HB8++238PLygo2NDTw8PNCuXTscOHAg22VQ3jJL8DN69GjcuHFDPj58+DB8fX3Ncau3k5TusavV7PYionzP1tYWM2fOxLNnz7LMd/z4ccTFxeHTTz/VG4aRkJCAli1bIjo6Glu3bsW1a9ewYcMGVKtWDVFRUXplBQYGYtSoUVi/fj1iY2NfW8e7d++ibt26OHjwIGbNmoUrV65g79698PHxwddff52j95tTaXd0J+OYJfhZs2YN+vfvjzVr1qBhw4YYM2YMvvzyS3Pc6q0kKbSLHGoDHjWUVpztRUT5W4sWLeDm5obp06dnmS8gIADdunVDz549ERgYiLRbVIaEhOD27dtYvHgx3nnnHZQuXRqNGzfG1KlTUa9ePZ1y7t69i5MnT2LMmDGoVKkSNm/e/No6Dhw4EJIk4cyZM/jkk09QoUIFVK1aFcOGDcNff/2lkzcyMhIdO3aEvb09ypcvj507d8rn1Go1+vXrB09PT9jZ2aFixYpYsGCBzvV+fn746KOPMH36dBQvXhwVKlQAAJw8eRK1atWCra0tvL295daxixcv6jyHDz74AI6OjihWrBh69uyJyMjI176//MIswc/du3cxe/ZsjBw5EmPHjsVff/2FTp06meNWbyUpXcuPUCex5YeITE4IAU1sbJ68crBntkypVGLatGlYtGgRHjx4kGGemJgYbNq0CT169EDLli3x8uVLHD58WD7v6uoKhUKBzZs3Q61WZ3m/wMBAfPjhh3BxcUGPHj0QEBCQZf6nT59i7969+Prrr+Hg4KB3vkCBAjrHkyZNQufOnXH58mV88MEH6N69O54+fQogecmYkiVLYuPGjQgJCcH48ePx3XffYePGjTplHDhwAKGhoQgKCsLvv/+OmJgYtGvXDtWrV8eFCxcwZcoUjB49WueasLAwNGvWDLVq1cK5c+ewd+9ePH78GJ07d87y/eUnBg14fp358+fj6tWrePHiBX744QccP34cVatWRe/evc1xu7eOtvta+6dBrUmCQpn8rWDwQ0SmIl69wrU6dfPk3hUvnIdkb5/j6zp27IhatWphwoQJGQYj69evR/ny5VG1alUAwGeffYaAgAD4+PgAAEqUKIGFCxdi1KhRmDRpEry9veHj44Pu3bvDy8tLLkej0WDlypVYtGiRXM6wYcNw8+ZNlCtXLsO63bx5E0IIVKpUKVvvxc/PD127dgUAOag7c+YMWrduDWtra0yaNEnO6+npiZMnT2Ljxo06QYqDgwOWL18OlUoFAFi6dCkkScKyZctga2uLKlWq4OHDh/j888/la5YsWYI6depg2rRpclpgYCA8PDxw/fp1uQUpPzNLy8/GjRtx9epVPH36FKtXr0atWrUyHGiWX8ktP9pur6QkKBSc7UVEBAAzZ87EqlWrEBISoncuICAAPXr0kI979OiBrVu34vnz53La119/jfDwcHnoxaZNm1C1alUEBQXJefbv34+XL1+iTZs2AIAiRYqgVatWCAwMBAAcO3YMjo6O8mvt2rVya1Z217mrUaOG/LWDgwOcnJwQEREhpy1duhTe3t5wdXWFo6Mjli1bprd9VPXq1eXABwCuXbuGGjVqwNbWVk6rX7++zjXnz5/HoUOHdOqvDdi4w3wyo1t+Dh06JEfc6a1atQr9+/fX+QEgpAY9Kb8/SUkJ3NiUiExOsrNDxQvn8+zehmratCl8fX3x3Xffwc/PT04PCQnB6dOncfbsWZ2uHrVajXXr1uGrr76S05ycnNC+fXu0b98e/v7+8PX1hb+/P1q2bAkguSXk6dOnsE/TOqXRaBAcHIwpU6bA29tbZwxNsWLFkJiYCEmSEBoamq0p7NbW1jrHkiTJOyRs3LgRQ4cOxdy5c9GwYUM4OTlh9uzZOH36tM416bvXhBB6wVf6LkaNRoN27dph5syZenVyd3d/bb3zgxwHPwMGDED37t3RpEkTAEDLli0xdOhQTJs2Tf5GR0ZGol+/fvj999/Rv39/09bYAsgDnlOONUlJUKg45oeITEuSJIO6nt4EM2bMQK1atXS6aAICAtC0aVP89NNPOnlXr16NgIAAneAnLUmSUKlSJZw8eRIA8OTJE+zYsQPr16+Xu8+A5KChSZMm2LNnD9q2bZth95evry9++uknDBo0SC8wef78ud64n8wcO3YMjRo1wsCBA+W07LTKVKpUCWvXrkV8fDxsbGwAAOfOndPJU6dOHWzZsgVlypSBlZVZRre89XLc7eXt7Y1evXrJxxqNBvPmzUP9+vVx9epV/PHHH6hevTp27dqlF/VSMm23l3aRQ43gIodERGlVr14d3bt3l8fkJCYmYvXq1ejatSuqVaum8+rfvz/Onz+PS5cu4eLFi+jQoQM2b96MkJAQ3Lx5EwEBAQgMDESHDh0AJAdLhQsXxqeffqpTTo0aNdC2bdssBz4vXrwYarUa9evXx5YtW3Djxg2EhoZi4cKFaNiwYbbfX7ly5XDu3Dns27cP169fxw8//JCtNfK6desGjUaDL774AqGhodi3bx/mzJkDILU77uuvv8bTp0/RtWtXnDlzBrdv38b+/fvRt2/f1w4Czy9yHPycOXMG3bt3l4//+OMPFC9eHJcuXULdunXRvn17PH78GDVq1NBrvqNk8iKHacf8aLu9NMKgWRJERJZmypQp8t/DnTt34smTJ+jYsaNevvLly6N69eoICAhAyZIlUaZMGUyaNAkNGjRAnTp1sGDBAkyaNAnjxo0DkNzl1bFjR3msZVoff/wxfv/9dzx+/DjDOnl6euLChQvw8fHB8OHDUa1aNbRs2RIHDhzAkiVLsv3eBgwYgE6dOqFLly5o0KABnjx5otMKlBlnZ2fs2rULFy9eRK1atTBu3DiMHz8eAORxQMWLF8eJEyegVqvh6+uLatWqYfDgwXBxccnwPedHksjhJ23FihWxd+9eeHp6ymnh4eGoXbs2IiIiIIRA7dq1cerUKZ1BWm+L6OhouLi4ICoqCs7Ozma5R8ixQ9jz41wUfBGLhrfCUGjHeriUrIKA4ccAAAN+eg9KJX9AiShn4uLicOfOHXh6euoMiCXLtnbtWvTp0wdRUVGwM2Ks1dsgq5/xnHx+5/gTds6cOfj+++/l46NHj6JZs2aIiIiQI8qLFy+iRYsWHFWeidSWn+RjTZp1fpKP2fJDREQZ+/XXX3H8+HHcuXMH27dvx+jRo9G5c2eLD3xMKccjodq1a4d27drJxz4+PhBCoHz58lizZg3u37+PL7/8EsePH0etWrUQExNj0gpbhHTBj9CodVp6NEkaQKXMi5oREdEbLjw8HOPHj0d4eDjc3d3x6aefYurUqXldrbeK0X0rQgh88cUXCA4ORr169dCpUydcuXIFLVu2zNY+KflR6sam+mN+ALb8EBFR5kaNGoW7d+/KXUD/+9//dKbs0+sZPQdux44dOi1BAODm5oZ9+/bJo/RJV+oih8n/qNWJkBQSJIUEoREMfoiIiMzI6Jaf9IFPWt9++62xxVskvXV+1EkAILf+qLnQIRERkdkY1PKTfvnt7CpQoIDZZlC9TdJPdRea5HUXFEoJ6kR2exEREZmTQcFPmTJlcnyNJEmYMGGCvB5BfpZ+V3dNkm7LD4MfIiIi8zEo+NHuTUKGkbu9tIscyt1eXOWZiIjI3AwKfjw9PbO9q21aQ4YMwaBBgwy5pUXR294iJfhRcnNTIiIiszMo+Fm5cqVBNzOku8wSpU51T6ZJM+YHYMsPEZElkCQJ27Zty9YO8FlZuXIlhgwZgufPn5ukXmRg8NOsWTNT1yN/0baaaRc5VGuDH3Z7EVH+5Ofnh1WrVmH69OkYM2aMnL59+3Z07NhRb8/DihUr4s6dO7hz5w5KlCihc+727dsYN24cjhw5gqdPn6JIkSKoW7cuZs+erbNLPAD89ttv6NmzJz7//HMsXbo02/UEACsrKxQqVAg1atRA165d4efnp7N3VlhYGAoWLJjjZ0Hmxw2k8oDeIofq9AOe2e1FRPmPra0tZs6ciWfPnmWZ7/jx44iLi8Onn36q1xORkJCAli1bIjo6Glu3bsW1a9ewYcMGVKtWDVFRUXplBQYGYtSoUVi/fn22F+Zt3bo1wsLCcPfuXezZswc+Pj4YPHgw2rZti6SUCSxA8pp3NjY22SozLyQmJuZ1FfIMg588kH6RQ/11ftjyQ0T5T4sWLeDm5obp06dnmS8gIADdunVDz549ERgYqNMqFBISgtu3b2Px4sV45513ULp0aTRu3BhTp05FvXr1dMq5e/cuTp48iTFjxqBSpUrYvHlztuppY2MDNzc3lChRAnXq1MF3332HHTt2YM+ePTrBmCRJ2L59O4DkoOybb76Bu7s7bG1tUaZMGZ33+fz5c3zxxRcoVqwYbG1tUa1aNfz+++869923bx8qV64MR0dHOQDTOnv2LFq2bIkiRYrAxcUFzZo1w4ULF3SulyQJS5cuRYcOHeDg4AB/f38AgL+/P4oWLQonJyf0798fY8aMQa1atXSuXbFiBSpXrgxbW1tUqlQJixcvztazelMx+MkDqYscprT0aMf8KDjmh4hMRwiBxHh1nrzSd1Nlh1KpxLRp07Bo0SI8ePAgwzwxMTHYtGkTevTogZYtW+Lly5c4fPiwfN7V1RUKhQKbN2+GOmVIQWYCAwPx4YcfwsXFBT169EBAQECO66zVvHlz1KxZE1u3bs3w/MKFC7Fz505s3LgR165dw5o1a+RxsBqNBm3atMHJkyexZs0ahISEYMaMGVAqU/d4jI2NxZw5c7B69WocPXoU9+7dw4gRI3SeS+/evXHs2DH89ddfKF++PD744AO9/TUnTJiADh064MqVK+jbty/Wrl2LqVOnYubMmTh//jxKlSqFJUuW6FyzbNkyjBs3DlOnTkVoaCimTZuGH374Qe7+exsZvb0F5Vz6mXL6Y37Y7UVExktK0OCXwUfy5N5fLGgGa5ucb9DcsWNH1KpVCxMmTMgwGFm/fj3Kly+PqlWrAgA+++wzBAQEwMfHBwBQokQJLFy4EKNGjcKkSZPg7e0NHx8fdO/eHV5eXnI5Go0GK1eulLdh+uyzzzBs2DDcvHkT5cqVM+Qto1KlSrh8+XKG5+7du4fy5cvj3XffhSRJKF26tHzuzz//xJkzZxAaGiqPSUpbVyC5i2rp0qUoW7YsAOCbb77B5MmT5fPNmzfXyf/zzz+jYMGCOHLkCNq2bSund+vWDX379pWPu3Tpgn79+qFPnz4AgPHjx2P//v148eKFnGfKlCmYO3cuOnXqBCB5xndISAh+/vln9O7dO/sP6A3Clp88kH6qu9BOdbdiyw8R0cyZM7Fq1SqEhITonQsICECPHj3k4x49emDr1q06M6G+/vprhIeHY82aNWjYsCE2bdqEqlWrIigoSM6zf/9+vHz5Em3atAEAFClSBK1atUJgYCAA4NixY3B0dJRfa9eufW29hRCZLgPj5+eHixcvomLFihg0aBD2798vn7t48SJKliypNxg7LXt7eznwAQB3d3dERETIxxERERgwYAAqVKgAFxcXuLi44MWLF3o7Mnh7e+scX7t2DfXr19dJS3v833//4f79++jXr5/O8/D398etW7eyeBpvNqNbfvz8/NC3b180bdrUFPXJHxTaX47MBjwz+CEi41mpFPhiQd7MzrVSGf5/66ZNm8LX1xffffcd/Pz85PSQkBCcPn0aZ8+exejRo+V0tVqNdevW4auvvpLTnJyc0L59e7Rv3x7+/v7w9fWFv78/WrZsCSC5y+vp06c6u6FrNBoEBwdjypQp8Pb2xsWLF+VzxYoVe229Q0ND4enpmeG5OnXq4M6dO9izZw/+/PNPdO7cGS1atMDmzZthZ2f32rKtra11jiVJ0ula9PPzw3///Yf58+ejdOnSsLGxQcOGDZGQkKBznYODg17Zer0RacrVLmq8bNkyNGjQQCdf2m65t43RwU9MTAxatWoFDw8P9OnTB71799abdki69Fp+Un642O1FRKYkSZJBXU9vghkzZqBWrVo6rSEBAQFo2rQpfvrpJ528q1evRkBAgE7wk5YkSahUqRJOnjwJAHjy5Al27NiB9evXy91nQPIHfZMmTbBnzx60bds2R91fBw8exJUrVzB06NBM8zg7O6NLly7o0qULPvnkE7Ru3RpPnz5FjRo18ODBA1y/fj3L1p+sHDt2DIsXL8YHH3wAALh//z4iIyNfe13FihVx5swZ9OzZU047d+6c/HWxYsVQokQJ3L59G927dzeobm8io4OfLVu24MmTJ1izZg1WrlyJCRMmoEWLFujXrx86dOigF61SVmN+2PJDRAQA1atXR/fu3eUxOYmJiVi9ejUmT56MatWq6eTt378/Zs2ahUuXLkEIgQkTJqBnz56oUqUKVCoVjhw5gsDAQLm1aPXq1ShcuDA+/fRTnXV5AKBt27YICAjQGSeTXnx8PMLDw6FWq/H48WPs3bsX06dPR9u2bdGrV68Mr/nf//4Hd3d31KpVCwqFAps2bYKbmxsKFCiAZs2aoWnTpvj4448xb948lCtXDv/88w8kSULr1q2z9bzKlSuH1atXw9vbG9HR0Rg5cmS2WpS+/fZbfP755/D29kajRo2wYcMGXL58WWfM0cSJEzFo0CA4OzujTZs2iI+Px7lz5/Ds2TMMGzYsW/V705hkzE/hwoUxePBgBAcH48yZMyhXrhx69uyJ4sWLY+jQobhx44YpbmMxUoOflFlfDH6IiPRMmTJF7oLZuXMnnjx5go4dO+rlK1++PKpXr46AgACULFkSZcqUwaRJk9CgQQPUqVMHCxYswKRJkzBu3DgAyV1eHTt21At8AODjjz/G77//jsePH2dar71798Ld3R1lypRB69atcejQISxcuBA7duzItCvI0dERM2fOhLe3N+rVq4e7d+9i9+7dch22bNmCevXqoWvXrqhSpQpGjRr12tlqaQUGBuLZs2eoXbs2evbsiUGDBqFo0aKvva579+4YO3YsRowYIXfN+fn5wdbWVs7Tv39/LF++HCtXrkT16tXRrFkzrFy5MtMuvreBJAyZj5iJsLAw/PrrrwgMDMTDhw/x8ccfIywsDIcOHcKsWbOybA58U0RHR8PFxQVRUVFwdnY2yz3Cb17H2nHDYCXUaHX5Lp6N7IlG/b7D/oCruHH2Md79tDxqvu9hlnsTkeWKi4vDnTt34OnpqfPhRZQTLVu2hJubG1avXp3XVdGT1c94Tj6/je72SkxMxM6dO7FixQrs378fNWrUwNChQ9G9e3c4OTkBSJ6a+NVXX70VwU9ukNL9byN1zI92kUOO+SEiIvOLjY3F0qVL4evrC6VSiXXr1uHPP//UmRlniYwOftzd3aHRaNC1a1ecOXNGb1VIAPD19UWBAgWMvZXlSLe9heBsLyIiygOSJGH37t3w9/dHfHw8KlasiC1btqBFixZ5XTWzMjr4GTx4MIYPH64zXRBInip3//59lCpVCgULFsSdO3eMvZXF0B/wnH62F4MfIiIyPzs7O/z55595XY1cZ/SA54kTJ+qsBKn19OnTt3owlDnJ3V7yVPd0LT9J7PYiIiIyF6ODn8zGS7948YID7jKh1/KTbswPW36IiIjMx+BuL+3cfkmSMH78eJ1uL7VajdOnT2c4/ofSLHKYciySkqczKhn8EBERmZ3BwU9wcDCA5JafK1euQKVSyedUKhVq1qyps+MspZLSbW8BrvBMRESUawwOfg4dOgQA6NOnDxYsWGC2NXEsk263l0aju8ihWsOWHyIiInMxerbXihUrTFGPfEXb8iOHOFzhmYiIKNcYFPwMGzYMU6ZMgYODw2v39Zg3b55BFbNk2jE/WkJu+WG3FxFRfjVx4kRs375dZzd5Mg+DZnsFBwcjMTFR/jqzF7+BGUs/2wuc7UVE+dx7772HIUOG6KVv375d/pupVqsxffp0VKpUCXZ2dihUqBDeeeed1/ZAvPfee5AkCZIkwcbGBiVKlEC7du2wdetWc7wVs8rsOVHOGNTyox3vk/5ryp7UAc/JtIsccrYXEVHmJk6ciF9++QU//vijvHu5dnfx1/n8888xefJkJCYm4uHDh9i2bRs+++wz+Pn54Zdffsn0usTERFhbW5vybdAbwOh1fl69eoXY2Fj5+N9//8X8+fOxf/9+Y4u2WHpT3fW6vRj8EBGlt2vXLgwcOBCffvopPD09UbNmTfTr1++1wy8AwN7eHm5ubvDw8MA777yDmTNn4ueff8ayZcvkFY7v3r0LSZKwceNGvPfee7C1tcWaNWug0WgwefJklCxZEjY2NqhVqxb27t0rl3348GFIkoTnz5/LaRcvXoQkSbh7966ctmzZMnh4eMDe3h4dO3bEvHnzMtz6afXq1ShTpgxcXFzw2WefISYmBgDg5+eHI0eOYMGCBXJL1t27d/Hs2TN0794drq6usLOzQ/ny5Tke9zWMDn46dOiAX3/9FQDw/Plz1K9fH3PnzkWHDh2wZMkSoytoiVK7vbR7e6Xv9uKYHyIynhACiXFxefLKbAFcY7i5ueHgwYP477//TFJe7969UbBgQb3ur9GjR2PQoEEIDQ2Fr68vFixYgLlz52LOnDm4fPkyfH190b59e9y4cSPb9zpx4gQGDBiAwYMH4+LFi2jZsiWmTp2ql+/WrVvYvn07fv/9d/z+++84cuQIZsyYAQBYsGABGjZsiM8//xxhYWEICwuDh4cHfvjhB4SEhGDPnj0IDQ3FkiVLUKRIEeMejoUzerbXhQsX8L///Q8AsHnzZri5uSE4OBhbtmzB+PHj8dVXXxldSUuTfld3aDjbi4hMLyk+Hgt7f5In9x60ajOsTbzK/7x58/DJJ5/Azc0NVatWRaNGjdChQwe0adPGoPIUCgUqVKig0zoDAEOGDEGnTp3k4zlz5mD06NH47LPPAAAzZ87EoUOHMH/+fPz000/ZuteiRYvQpk0bef27ChUq4OTJk/j999918mk0GqxcuRJOTk4AgJ49e+LAgQOYOnUqXFxcoFKp5FYsrXv37qF27drw9vYGAJQpUyZHzyE/MrrlJzY2Vv4m7d+/H506dYJCocA777yDf//91+gK5gvpFjlUc28vIiI9VapUwd9//42//voLffr0wePHj9GuXTv0798fALB27Vo4OjrKr2PHjr22TCGE3iQUbRABANHR0Xj06BEaN26sk6dx48YIDQ3Ndt2vXbuG+vXr66SlPwaSAxftZyoAuLu7IyIiIsuyv/rqK6xfvx61atXCqFGjcPLkyWzXK78yuuWnXLly2L59Ozp27Ih9+/Zh6NChAICIiAiTLHy4ePFizJ49G2FhYahatSrmz5+PJk2aZJo/Pj4ekydPxpo1axAeHo6SJUti3Lhx6Nu3r9F1MZW0LT8CAPS6vdjyQ0TGs7KxwaBVm/Ps3jnh7OyMqKgovfTnz5/rfJYoFArUq1cP9erVw9ChQ7FmzRr07NkT48aNQ/v27dGgQQM5b4kSJbK8p1qtxo0bN1CvXj2ddAcHB728ensypgmaFCl/09N29WlnRGeUP21aeukHV0uSBI0m6/8Qt2nTBv/++y/++OMP/Pnnn3j//ffx9ddfY86cOVlel58ZHfyMHz8e3bp1w9ChQ/H++++jYcOGAJJbgWrXrm1U2Rs2bMCQIUOwePFiNG7cGD///DPatGmDkJAQlCpVKsNrOnfujMePHyMgIADlypVDREQEkpKSjKqHqXFjUyLKDZIkmbzryVwqVaqEPXv26KWfPXsWFStWzPS6KlWqAABevnwJT09PnVaT11m1ahWePXuGjz/+ONM8zs7OKF68OI4fP46mTZvK6SdPnpRbblxdXQEAYWFhKFiwIADoLfVSqVIlnDlzRift3Llz2a6rlkqlgjplYdy0XF1d4efnBz8/PzRp0gQjR45k8JMFo4OfTz75BO+++y7CwsJQs2ZNOf39999Hx44djSp73rx56Nevn9ykOX/+fOzbtw9LlizB9OnT9fLv3bsXR44cwe3bt1GoUCEAb2bfZ9pFDgUgd3spOduLiPKpgQMH4scff8TXX3+NL774AnZ2dggKCkJAQABWr14NIPnzpnHjxmjUqBHc3Nxw584djB07FhUqVEClSpWyLD82Nhbh4eFISkrCw4cPsXXrVvzvf//DV199BR8fnyyvHTlyJCZMmICyZcuiVq1aWLFiBS5evIi1a9cCSO4B8fDwwMSJE+Hv748bN25g7ty5OmV8++23aNq0KebNm4d27drh4MGD2LNnj/66b69RpkwZnD59Gnfv3oWjoyMKFSqEiRMnom7duqhatSri4+Px+++/o3LlyjkqN78xeswPkDwCv3bt2nLTH5Dcl/m6H8asJCQk4Pz582jVqpVOeqtWrTLtz9y5cye8vb0xa9YslChRAhUqVMCIESPw6tWrTO8THx+P6OhonZe5pV3nR0jIYJFDjvkhovylTJkyOHbsGG7duoVWrVqhXr16WLlyJVauXIlPP/0UAODr64tdu3ahXbt2qFChAnr37o1KlSph//79sLLK+v/yy5Ytg7u7O8qWLYuOHTsiJCQEGzZswOLFi19bt0GDBmH48OEYPnw4qlevjr1792Lnzp0oX748gOSuqnXr1uGff/5BzZo1MXPmTPj7++uU0bhxYyxduhTz5s1DzZo1sXfvXgwdOhS2OWyZGzFiBJRKJapUqQJXV1fcu3cPKpUKY8eORY0aNdC0aVMolUqsX78+R+XmN5IwwXzEAwcO4MCBA4iIiNDrmwwMDDSozEePHqFEiRI4ceIEGjVqJKdPmzYNq1atwrVr1/Suad26NQ4fPowWLVpg/PjxiIyMxMCBA9G8efNM6zFx4kRMmjRJLz0qKspsm7UmvIrFIr/OAADfy7fxsHkl+P60FWE3n2PrnAtwcbVDjykNzXJvIrJccXFxuHPnDjw9PXP8oUq57/PPP8c///yTrYHZlCyrn/Ho6Gi4uLhk6/Pb6JafSZMmoVWrVjhw4AAiIyPx7NkznZexshpklp5Go4EkSVi7di3q16+PDz74APPmzcPKlSszbf0ZO3YsoqKi5Nf9+/eNrvPr6O3tpeYih0RElm7OnDm4dOkSbt68iUWLFmHVqlXo3bt3XlcrXzJ6zM/SpUuxcuVK9OzZ0xT1kRUpUgRKpRLh4eE66REREShWrFiG17i7u6NEiRJwcXGR0ypXrgwhBB48eCA3UaZlY2MDmxzOSjCaXrdXcrDDbi8iIst15swZzJo1CzExMfDy8sLChQvlMa2Uu4wOfhISEnS6pUxFpVKhbt26CAoK0hk4HRQUhA4dOmR4TePGjbFp0ya8ePECjo6OAIDr169DoVCgZMmSJq+joTIb8CwHPxq2/BARWZqNGzfmdRUohdHdXv3798dvv/1mirroGTZsGJYvX47AwECEhoZi6NChuHfvHgYMGAAgucuqV69ecv5u3bqhcOHC6NOnD0JCQnD06FGMHDkSffv2hZ2dnVnqaAjdXjuJu7oTERHlIqNbfuLi4vDLL7/gzz//RI0aNfQWaJo3b57BZXfp0gVPnjzB5MmTERYWhmrVqmH37t0oXbo0gOQ1Fe7duyfnd3R0RFBQEL799lt4e3ujcOHC6Ny5s96o+7ym0/KjM9srZYVnBj9ERERmY3Twc/nyZdSqVQsA8Pfff+ucy+n6BRkZOHAgBg4cmOG5lStX6qVVqlQJQUFBRt/XnNI/Fyl9yw+3tyAiI5hjU1GiN4GpfraNDn4OHTpkinrkL1LaAc8ShN6AZ5HlrDYiooxoW95jY2PfqK5+IlOJjY0FoL8NSE4ZHfxQzkmSlBwApUSwUroVngFAaAQkJYMfIso+pVKJAgUKyBth2tvb8z9RZBGEEIiNjUVERAQKFCgApVJpVHkmCX6OHTuGn3/+Gbdu3cLmzZtRokQJrF69Gp6ennj33XdNcQuLI0kShBC6s72sUv9IadQCCuO+t0SUD7m5uQHAa3cCJ3obFShQQP4ZN4bRwc+WLVvQs2dPdO/eHcHBwYiPjwcAxMTEYNq0adi9e7fRlbREkqSAQMrYnnTdXgBnfBGRYSRJgru7O4oWLaq3szjR28za2troFh8to4Mff39/LF26FL169dLZS6RRo0aYPHmyscVbLEkhAerk2V5SutleAIMfIjKOUqk02QcFkaUxep2fa9euoWnTpnrpzs7OeP78ubHFW6zU6e5SasuPQgJSGn/UXOWZiIjILIwOftzd3XHz5k299OPHj8PLy8vY4i1XSpCT3PKT2srDhQ6JiIjMy+jg58svv8TgwYNx+vRpSJKER48eYe3atRgxYkSm6/NQastP2gHPADc3JSIiMjejx/yMGjUKUVFR8PHxQVxcHJo2bQobGxuMGDEC33zzjSnqaJFSp59KkNIs2qRUSkgCNzclIiIyF5NMdZ86dSrGjRuHkJAQaDQaVKlSRd5YlDImpezsLiRAnZi25YfdXkREROZkVPCj0WiwcuVKbN26FXfv3oUkSfD09MQnn3yCnj17cnGtLOjs75WmlUehYPBDRERkTgaP+RFCoH379ujfvz8ePnyI6tWro2rVqvj333/h5+eHjh07mrKeFkcbGAqkTnUH0m5uym4vIiIiczC45WflypU4evQoDhw4AB8fH51zBw8exEcffYRff/0VvXr1MrqSlkhSpMSdaba5ANjtRUREZG4Gt/ysW7cO3333nV7gAwDNmzfHmDFjsHbtWqMqZ8l0W34Y/BAREeUWg4Ofy5cvo3Xr1pmeb9OmDS5dumRo8RYv7XiotLO9FFbaqe7s9iIiIjIHg4Ofp0+folixYpmeL1asGJ49e2Zo8ZZPSp3tJaWJc5Rs+SEiIjIrg4MftVoNK6vMhwwplUokJSUZWrzFS13kUHedH3Z7ERERmZfBA56FEPDz84ONjU2G57W7u1PGtOv8AIBCZ8wPV3gmIiIyJ4ODn969e782D2d6ZU7S6fbKqOWHY36IiIjMweDgZ8WKFaasR76TdpFDRZpGHnZ7ERERmZfRG5uSYeTtLfTG/LDbi4iIyJwY/OQVbcuPlH7MD7u9iIiIzInBTx7RWeQwg24vNVt+iIiIzILBTx7RXeQwNV1u+Uli8ENERGQODH7ySOpsLwmKjMb8aNjtRUREZA4MfvJI2m4vRZo4h7O9iIiIzMugqe7Dhg3Ldt558+YZcgvLp0gz4DlNy4+Ss72IiIjMyqDgJzg4OFv50o5rIV2pLT9SJuv8sNuLiIjIHAwKfg4dOmTqeuQ7aRc5lASg1ggoFRJnexEREZmZwSs8pxcSEoJ79+4hISFBTpMkCe3atTPVLSxK6iKHgFIDxCWq4WBjxTE/REREZmZ08HP79m107NgRV65cgSRJECnjV7TdOmq12thbWCS5S1BK3t4iNfjhmB8iIiJzMnq21+DBg+Hp6YnHjx/D3t4eV69exdGjR+Ht7Y3Dhw+boIqWSdvtJZAc/MQnJY/x4ZgfIiIi8zK65efUqVM4ePAgXF1doVAooFAo8O6772L69OkYNGhQtgdH5ztyy0/yv6/iEwHYsduLiIjIzIxu+VGr1XB0dAQAFClSBI8ePQIAlC5dGteuXTO2eIuVdp0fAIiPTwLAqe5ERETmZnTLT7Vq1XD58mV4eXmhQYMGmDVrFlQqFX755Rd4eXmZoo4WSTvgWSsuZaB46vYW7PYiIiIyB6ODn++//x4vX74EAPj7+6Nt27Zo0qQJChcujA0bNhhdQUslj/lJaQGKS2n54VR3IiIi8zI6+PH19ZW/9vLyQkhICJ4+fYqCBQtykcMs6HV7JSQC4PYWRERE5mbUmJ/ExET4+Pjg+vXrOumFChVi4PMakkL30cfFxwNIs7EpZ3sRERGZhVHBj7W1Nf7++28GOgZIu84PAMTFaYMftvwQERGZk9GzvXr16oWAgABT1CVfSbu3FwDEpXR7cbYXERGReRk95ichIQHLly9HUFAQvL294eDgoHOeu7pnTNvtpe3ciktI3/LDbi8iIiJzMDr4+fvvv1GnTh0A0Bv7w+6w19OktL0lJKYb8Kxhyw8REZE5GB38rFq1CiVLloQi3QBeIQTu379vbPEWS9vyI1Liw/j4dOv8sNuLiIjILIwe8+Pp6YnIyEi99KdPn8LT09PY4i2WtlVMk/JvfJI2+OGYHyIiInMyOvjR7uKe3osXL2Bra2ts8RYrdZHD5OMEvXV+OOaHiIjIHAzu9ho2bBiA5BaM8ePHw97eXj6nVqtx+vRp1KpVy+gKWqrUlp/k48QE3RWe2fJDRERkHgYHP9rd2oUQuHLlClQqlXxOpVKhZs2aGDFihPE1tFTa2V7a4CdRt9tLzb29iIiIzMLg4OfQoUMAgD59+mDBggVwdnY2WaXyA3mdn5R/E5O4vQUREVFuMHq214oVK0xRj3wnNfhJPk5MP9WdwQ8REZFZGD3gefr06QgMDNRLDwwMxMyZM40t3mKlb/lJYvBDRESUK4wOfn7++WdUqlRJL71q1apYunSpscVbrPQtP0lJyQOelVbc2JSIiMicjA5+wsPD4e7urpfu6uqKsLAwY4u3WPL2FoqMx/wIAQiu8kxERGRyRgc/Hh4eOHHihF76iRMnULx4cWOLt1x6LT9qAKmzvQB2fREREZmD0QOe+/fvjyFDhiAxMRHNmzcHABw4cACjRo3C8OHDja6gpZIXOUzZ1V2TruUHANRqDZTWRsenRERElIbRwc+oUaPw9OlTDBw4EAkJyWvV2NraYvTo0RgzZozRFbRUUkp3l0j5VzvmJ23ww5YfIiIi0zM6+JEkCTNnzsQPP/yA0NBQ2NnZoXz58rCxsTFF/SxW+gHPGnVK8KNg8ENERGROJulTOXbsGAYMGIDBgwejYMGCsLGxwerVq3H8+HFTFG+RtN1eWuqUMT+SJMkBEIMfIiIi0zM6+NmyZQt8fX1hZ2eHCxcuID4+HgAQExODadOmGV3BxYsXw9PTE7a2tqhbty6OHTuWretOnDgBKyurN3Z/MW23l3a2FzRJUKfM7uLmpkREROZjdPDj7++PpUuXYtmyZbC2tpbTGzVqhAsXLhhV9oYNGzBkyBCMGzcOwcHBaNKkCdq0aYN79+5leV1UVBR69eqF999/36j7m5fuIocKoUG8POOLLT9ERETmYnTwc+3aNTRt2lQv3dnZGc+fPzeq7Hnz5qFfv37o378/KleujPnz58PDwwNLlizJ8rovv/wS3bp1Q8OGDY26vzlpW360U94laBCXmNzSI29uypYfIiIikzM6+HF3d8fNmzf10o8fPw4vLy+Dy01ISMD58+fRqlUrnfRWrVrh5MmTmV63YsUK3Lp1CxMmTMjWfeLj4xEdHa3zyg2pU92TKYQGcYls+SEiIjI3o4OfL7/8EoMHD8bp06chSRIePXqEtWvXYsSIERg4cKDB5UZGRkKtVqNYsWI66cWKFUN4eHiG19y4cQNjxozB2rVrYWWVvYls06dPh4uLi/zy8PAwuM45Ic/2UqTt9tK2/DD4ISIiMheTrPMTFRUFHx8fxMXFoWnTprCxscGIESPwzTffGF1BbZCgJYTQSwMAtVqNbt26YdKkSahQoUK2yx87diyGDRsmH0dHR+dKAKTd3kLb7aVAmpYfeX8vBj9ERESmZnTwAwBTp07FuHHjEBISAo1GgypVqsDR0dGoMosUKQKlUqnXyhMREaHXGgQkzy47d+4cgoOD5aBLo9FACAErKyvs379fXoE6LRsbmzxZk0hu+Uk5TtvtpeRsLyIiIrMxSfADAPb29qhbty4A/dYaQ6hUKtStWxdBQUHo2LGjnB4UFIQOHTro5Xd2dsaVK1d00hYvXoyDBw9i8+bN8PT0NLpOpiQ/o5R/lUKdZsAzu72IiIjMxSSLHAYEBKBatWqwtbWFra0tqlWrhuXLlxtd7rBhw7B8+XIEBgYiNDQUQ4cOxb179zBgwAAAyV1WvXr1AgAoFApUq1ZN51W0aFG5Pg4ODkbXx5S03V7aFZ4VEIhLt7kpgx8iIiLTM7rl54cffsD//vc/fPvtt/LU8lOnTmHo0KG4e/cu/P39DS67S5cuePLkCSZPnoywsDBUq1YNu3fvRunSpQEAYWFhr13z502Vur1FylR3oUG8XssPu72IiIhMTRJCGNW8UKRIESxatAhdu3bVSV+3bh2+/fZbREZGGlXB3BYdHQ0XFxdERUXB2dnZbPc5sXEN/tqyHi6aODS+8hALGjZEm8FT0KFWCWydcx5hN6PQ+otqKFunqNnqQEREZCly8vltdLeXWq2Gt7e3XnrdunXlncpJX/pxUVznh4iIKHcYHfz06NEjwxWXf/nlF3Tv3t3Y4i2WvLFpmu0t0q/wzG4vIiIi0zPJbK+AgADs378f77zzDgDgr7/+wv3799GrVy+dNXTmzZtnittZhPRjfhQQei0/arb8EBERmZzRwc/ff/+NOnXqAABu3boFAHB1dYWrqyv+/vtvOZ8ppr9bktRFDpP/UQh16grPCnZ7ERERmYvRwc+hQ4dMUY/8R17kULvOT9qWH3Z7ERERmYtJ1vmhnEu/yGHaMT9KK7b8EBERmYvBwc/p06exZ88enbRff/0Vnp6eKFq0KL744gvEx8cbXUFLlX5vLwmaNIscMvghIiIyF4ODn4kTJ+Ly5cvy8ZUrV9CvXz+0aNECY8aMwa5duzB9+nSTVNISZT3Vnd1eRERE5mJw8HPx4kW8//778vH69evRoEEDLFu2DMOGDcPChQuxceNGk1TSEunN9hIidcAzZ3sRERGZjcHBz7Nnz3R2Vz9y5Ahat24tH9erVw/37983rnYWLHXMT/I/CqFBPBc5JCIiMjuDg59ixYrhzp07AICEhARcuHBB3tsLAGJiYmBtbW18DS2VpN3YNLXlR3+RQwY/REREpmZw8NO6dWuMGTMGx44dw9ixY2Fvb48mTZrI5y9fvoyyZcuapJKWSFJox/xkvsghx/wQERGZnsHr/Pj7+6NTp05o1qwZHB0dsWrVKqhUKvl8YGAgWrVqZZJKWiJ5e4sUCsHZXkRERLnB4ODH1dUVx44dQ1RUFBwdHaFUKnXOb9q0CY6OjkZX0FJluc6PNvhJYssPERGRqRm9wrOLi0uG6YUKFTK2aIum7fYS8oBngfik9FPd2fJDRERkalzhOY+kdntlNOCZU92JiIjMhcFPXpF0v9Bd5JBjfoiIiMyFwU8ekVt+0nZ76U1155gfIiIiU2Pwk0dSt7fQTnXXIEGtgVojUlt+NGz5ISIiMjWDBjwPGzYs23nnzZtnyC0sXurGpsn/KFICnYQkTepsL3Z7ERERmZxBwU9wcLDO8fnz56FWq1GxYkUAwPXr16FUKlG3bl3ja2ih5L290ixyCABxiWp2exEREZmRQcHPoUOH5K/nzZsHJycnrFq1CgULFgSQvO9Xnz59dFZ8Jl3pd3VXipTgJ0nNAc9ERERmZPSYn7lz52L69Oly4AMABQsWhL+/P+bOnWts8RZL7vZKaflRyi0/GgY/REREZmR08BMdHY3Hjx/rpUdERCAmJsbY4i2W3q7uGXZ7MfghIiIyNaODn44dO6JPnz7YvHkzHjx4gAcPHmDz5s3o168fOnXqZIo6WqT0e3tpu73ikzTc2JSIiMiMjN7eYunSpRgxYgR69OiBxMTE5EKtrNCvXz/Mnj3b6AparHSLHMpjftK0/KiT2PJDRERkakYHP/b29li8eDFmz56NW7duQQiBcuXKwcHBwRT1s1h6u7qn7faySv62sOWHiIjI9IwOfrQcHBxQo0YNUxVn8eSNTVOOlSlfxCVqoLDhgGciIiJzMckKz8eOHUOPHj3QsGFDPHz4EACwevVqHD9+3BTFW6SMNjYFgHhOdSciIjIro4OfLVu2wNfXF3Z2dggODkZ8fDwAICYmBtOmTTO6gpYq/Wwv7VT3+EQNlJztRUREZDZGBz/+/v5YunQpli1bBmtrazm9UaNGuHDhgrHFW6z0ixwqMlzkkGN+iIiITM3o4OfatWto2rSpXrqzszOeP39ubPGWS5FuwLPObC92exEREZmL0cGPu7s7bt68qZd+/PhxeHl5GVu8xZJbflLiG0XaAc/s9iIiIjIbo4OfL7/8EoMHD8bp06chSRIePXqEtWvXYsSIERg4cKAp6miR5AHPku6AZ52WH42AEAyAiIiITMnoqe6jRo1CVFQUfHx8EBcXh6ZNm8LGxgYjRozAN998Y4o6WqR0Q34gZbDCM5AcACmV6TITERGRwUyyzs/UqVMxbtw4hISEQKPRoEqVKnB0dDRF0RZL2/Ij5G4v/ZYfILnrS6nM9eoRERFZLKO7vZo3b45JkybB3t4e3t7eqF+/PhwdHfHs2TM0b97cFHW0TIpMZnulmeoOcNwPERGRqRnd8nP48GFcuXIFwcHBWLt2rbytRUJCAo4cOWJ0BS2V3vYW2gHPSelafpI43Z2IiMiUTLLC859//onw8HC88847uHv3rimKtHjp1/mRNNpFDtWQFJI8JogtP0RERKZlkuDH3d0dR44cQY0aNVCvXj0cPnzYFMVaNHlvr5TuLkWaAc8AUnd250KHREREJmV08KNtwbCxscHatWsxePBgtG7dGosXLza6cpZMr9tLkzrgGQAXOiQiIjITo8f8pF+H5vvvv0flypXRu3dvY4u2aHrdXin/xiWmtPxYSUA8gx8iIiJTMzr4uXPnDooUKaKT9vHHH6NixYo4f/68scVbrvR7e+m1/HCVZyIiInMwOvgpXbp0hunVqlVDtWrVjC3eYmlbfrQNZ1KajU0ByAsbcnNTIiIi0zIo+Bk2bBimTJkCBwcHDBs2LMu88+bNM6hilk6SNzZNGfAsz/bSDnjmmB8iIiJzMCj4CQ4ORmJiovx1ZtKPa6FU6Tc2leSNTdntRUREZE4GBT+HDh3K8GvKvvTbW2jX+YlLSt/yw24vIiIiUzLJOj+Uc5K8vYV2nZ/ko4QkDTQawW4vIiIiMzF4zE92ccxPxtJ3e2nH/AApO7unBEdqBj9EREQmZfCYn+zgmJ/MpXZ7JQc3UpoYJz5JnWbMD7u9iIiITMnoMT9kGCndru6SELBSSEjSCMQlatjtRUREZCZGr/OjFRISgnv37iEhIUFOkyQJ7dq1M9UtLEy6vb00gK21Ei/ikxCXqGbwQ0REZCZGBz+3b99Gx44dceXKFUiSlNqNI2nHrKiNvYVFklt+0nR72Vor8CI+eaFDdnsRERGZh9GzvQYPHgxPT088fvwY9vb2uHr1Ko4ePQpvb2/u7p4FvTE/GgEbKyWA5P29lFZs+SEiIjIHo1t+Tp06hYMHD8LV1RUKhQIKhQLvvvsupk+fjkGDBmV7cHR+kzoYPHWqu411ckAUz24vIiIiszG65UetVsPR0REAUKRIETx69AhA8p5f165dM7Z4i6Xd3kLIU90BW23LT5KGKzwTERGZidHBT7Vq1XD58mUAQIMGDTBr1iycOHECkydPhpeXl9EVXLx4MTw9PWFra4u6devi2LFjmebdunUrWrZsCVdXVzg7O6Nhw4bYt2+f0XUwh9R1fgQEAGXKmB8AOgOe1RzzQ0REZFJGBz/ff/89NJrkD2h/f3/8+++/aNKkCXbv3o2FCxcaVfaGDRswZMgQjBs3DsHBwWjSpAnatGmDe/fuZZj/6NGjaNmyJXbv3o3z58/Dx8cH7dq1ezO73jJYA8nWSj/4YcsPERGRaRk95sfX11f+2svLCyEhIXj69CkKFixo9CKH8+bNQ79+/dC/f38AwPz587Fv3z4sWbIE06dP18s/f/58neNp06Zhx44d2LVrF2rXrm1UXUwtdVf35FE/EgC7lEHO8YkauLDbi4iIyCzMsrdXoUKFjA58EhIScP78ebRq1UonvVWrVjh58mS2ytBoNIiJiUGhQoWMqos5ZPR87FK+G8krPHNjUyIiInMwySKHcXFxuHz5MiIiIuQuMK327dsbVGZkZCTUajWKFSumk16sWDGEh4dnq4y5c+fi5cuX6Ny5c6Z54uPjER8fLx9HR0cbVN+cShv8CAmAAGxTgh+dFZ6T2PJDRERkSkYHP3v37kWvXr0QGRmpd06SJKMXOUzfQiKEyFar0rp16zBx4kTs2LEDRYsWzTTf9OnTMWnSJKPqaAjd95Ac/dimfDfiEtVQcswPERGRWRjd7fXNN9/g008/RVhYGDQajc7LmMCnSJEiUCqVeq08EREReq1B6W3YsAH9+vXDxo0b0aJFiyzzjh07FlFRUfLr/v37Btc5J7SLHAIpLT8AbBTJgQ5XeCYiIjIfo4OfiIgIDBs27LUBSU6pVCrUrVsXQUFBOulBQUFo1KhRptetW7cOfn5++O233/Dhhx++9j42NjZwdnbWeeUKhX7rlY0yJfhJ0+2l1rDlh4iIyJSM7vb65JNPcPjwYZQtW9YU9dExbNgw9OzZE97e3mjYsCF++eUX3Lt3DwMGDACQ3Grz8OFD/PrrrwCSA59evXphwYIFeOedd+RWIzs7O7i4uJi8fsbQaflJ6fZSKZJbeeKT1FDYstuLiIjIHIwOfn788Ud8+umnOHbsGKpXrw5ra2ud84MGDTK47C5duuDJkyeYPHkywsLCUK1aNezevRulS5cGAISFhems+fPzzz8jKSkJX3/9Nb7++ms5vXfv3li5cqXB9TCHtGN+NNpur7QtPw7s9iIiIjIHo4Of3377Dfv27YOdnR0OHz6s86EuSZJRwQ8ADBw4EAMHDszwXPqA5m3aSFVS6Ac/2pYfLnJIRERkPkYHP99//z0mT56MMWPGQKEwy7JBFiltt5cm5UuVIrXlh7O9iIiIzMPoaCUhIQFdunRh4JNDut1eyV/rjPnhCs9ERERmYXTE0rt3b2zYsMEUdcl/UoIedcp3wVpKDnTi0y5yyDE/REREJmV0t5darcasWbOwb98+1KhRQ2/A87x584y9hcWSJAlCCAg5+EkZ85PEMT9ERETmYnTwc+XKFXnT0L///lvnnLH7e1k6SVJAQJM64FnSjvlhtxcREZG5GB38HDp0yBT1yJckhQSoAXXKzC8rebZXmkUOk9jtRUREZEpGjflJTEyEj48Prl+/bqr65CvaGV8ipYXMSuJUdyIiInMzKvixtrbG33//ze4tA2mfm3ZvLytoZ3tpGPwQERGZidGzvXr16oWAgABT1CXf0S50qNF2eyFtyw9XeCYiIjIHo8f8JCQkYPny5QgKCoK3tzccHBx0znO2V+a03V7aRQ6ttFPdkzRQKJPT2PJDRERkWkYHP3///Tfq1KkDAHpjf9gd9hopj0e7yKESqa082piHwQ8REZFpcbZXHko/4Dlt8JMokoMednsRERGZltHBDwA8f/4cAQEBCA0NhSRJqFKlCvr27QsXFxdTFG+x5AHPKWN+FEIDK4WEJI1AElKCHw1bfoiIiEzJ6AHP586dQ9myZfG///0PT58+RWRkJObNm4eyZcviwoULpqijxZJS9kPTBj8aTRJsrJLTEjXalh8GP0RERKZkdMvP0KFD0b59eyxbtgxWVsnFJSUloX///hgyZAiOHj1qdCUtlbblRzvgWaNWw9ZaiZcJaiSkBD9qBj9EREQmZXTwc+7cOZ3ABwCsrKwwatQoeHt7G1u8RUtd50e7pk8SXJ1s8ORlAv57GZ+SxjE/REREpmR0t5ezszPu3bunl37//n04OTkZW7xlS+n20s72EuoklC5sDwB4EPUq+VySgBBs/SEiIjIVo4OfLl26oF+/ftiwYQPu37+PBw8eYP369ejfvz+6du1qijparPQtP0KtRunCyeskPYiKk/MJDnomIiIyGaO7vebMmQNJktCrVy8kJSUBSN724quvvsKMGTOMrqAlk6e6awc8q9UoVSi55ef+s1conJJPoxbyoodERERkHKODH5VKhQULFmD69Om4efMmAKBcuXKwt7c3unKWTl4DUtvyo0nt9vr3eSxqpZzmjC8iIiLTMck6PwBgb2+PGjVqmKq4fCGjlp/ShZK7vf599gqATUo6gx8iIiJTMTj4USgUr92+QpIkuSuM9Gk3NpXH/Gg0KF7AFlYKCfFJmuTtLwSg5owvIiIikzE4+Nm2bVum506ePIlFixZxltLrpGv5EeokWCkVKFnQDnefxEJSSBBqwZYfIiIiEzI4+OnQoYNe2j///IOxY8di165d6N69O6ZMmWJU5SxdRrO9AKBUYQfcfRILod34lMEPERGRyRg91R0AHj16hM8//xw1atRAUlISLl68iFWrVqFUqVKmKN5iZbTIIQCUTpnxlRr8sNuLiIjIVIwKfqKiojB69GiUK1cOV69exYEDB7Br1y5Uq1bNVPWzaOn39kLKej7aGV/qlHxs+SEiIjIdg7u9Zs2ahZkzZ8LNzQ3r1q3LsBuMsiYPGE/X8qNd6ydJCFiBwQ8REZEpGRz8jBkzBnZ2dihXrhxWrVqFVatWZZhv69atBlfO0qWf6i40yW092lWeEzUCtpAY/BAREZmQwcFPr169XjvVnV5DXuQwJQhKShnwrG35gQAgcao7ERGRCRkc/KxcudKE1cifUlt+ko+FJjnIsVMpUczZBuro5HS2/BAREZmOSWZ7kWHSL3IIjVo+V7qQA7TtPZztRUREZDoMfvJQ6oDnlBYgdWrwU6qwPTRc54eIiMjkGPzkIb0Bz+q0LT/2aVp+GPwQERGZCoOfPKTt9kKavb20ShW2hxrJQQ+DHyIiItNh8JOHtC0/kMf8pAY/pQs7pOn24pgfIiIiU2Hwk4dSt7fQH/NTupC9vMJzXLw6/aVERERkIAY/eUju9lLoz/YqYG8NhTI5PTI6PrerRkREZLEY/OSpzMf8SJIEW5USABAZE5frNSMiIrJUDH7ykHZj04zG/ACAnW3yGpRPYxJys1pEREQWjcFPHkod85MS/KQb2Oxgkxz8PHvB4IeIiMhUGPzkofS7uguN7sBmB7vk4CfqJYMfIiIiU2Hwk4fkbi/tvxrd9Xyc7KwBMPghIiIyJQY/eSldt1f6lh9nh+Tg58WrJCRxrR8iIiKTYPCTh7SLHEqZjPlxTGn5kYTAo+ec8UVERGQKDH7ykN6A53SzvZTK5G+PAsC/T1/mZtWIiIgsFoOfPKQNfuRtLtIFPwqr5PMKIeHfJ7G5WjciIiJLxeAnD6Wf7aUX/KS0/CgB3HvK4IeIiMgUGPzkJXm2V2bBT0rLD4B/n7Dbi4iIyBQY/OQhueVHu81FuqnucvAjwG4vIiIiE2Hwk4fk4EeR8ZiftAOeb//3ElcfReVi7YiIiCwTg588pF3kUG7vyaTbq6iDDRLUGvQOPIM7kez+IiIiMgaDnzykN9tLnXHwU6tkAVRxd0bkiwT0WH4aYVGvcrWeREREloTBTx6Sgx5t95fIfMzPr/3qw6uIAx4+f4WeAWfwlFteEBERGYTBTx6SFLpT3aVMprpr1BoUcbTBr/3qw93FFjcjXsBvxRlEvoiHSBcwERERUdas8roC+Vv6dX4ybvnRqJPTSxa0x+p+DdD551O4/CAK3v5/wsZKgaLONnB1tEFRJ1tUdHNCjZIuqF7CBUWdbXPtnRAREb0tGPzkode3/OgGPwBQrqgjVvWpj2/WXcC/T2IRn6TB/aevcP9p8jigvVfD5bxFnWxQrYQLyhd1hJerA8q6OsLL1RGFHFTmfFtERERvNAY/eSh1hWftVPf0LT+p3V5pVS/pgiMjffAqQY3IF/GIiInHfzHxePj8Fa4+isLfD6NwM+IFImLicfCfCBz8J0LnenuVEg42VnBQKWGvsoKjjRWKOKlQprADyhRxgGcRB5QubA+1RuDpywQ8e5mIJy/jEROXhEIOKri52MLN2RZFnWxgpVRAoxF4kZCEqNhERL1KBAAUc7ZFYQcVFNoAj4iI6A3xxgc/ixcvxuzZsxEWFoaqVati/vz5aNKkSab5jxw5gmHDhuHq1asoXrw4Ro0ahQEDBuRijbNPO+BZqVACAKJfPcfZ8LOo51YvOV3b8qPJeFyPnUoJj0L28Chkr3cuNiEJIY+iERIWjdv/vcSt/17g9n8v8fD5K8QmqBGboMZ/RtcfcLSxwsv4pPRxW8r7kuDqaINizjZwdbJBEUcbFHZUpfxrA3trJVRWCqisFLCxUsDGSgkXe2sUsLOGvUqZZhFIIiIi03mjg58NGzZgyJAhWLx4MRo3boyff/4Zbdq0QUhICEqVKqWX/86dO/jggw/w+eefY82aNThx4gQGDhwIV1dXfPzxx3nwDrKm7fZytS8KAFAkJuHL/V9gyrv++NDrQ7nbKylBg6RENaysldku215lBe8yheBdppBOemxCEv6LicfLeDViE5LwMkGNl/FJePT8Fe4+eYm7kbG4E/kSj6JeQSlJKOigQiF7FQo5qOBoa4WnLxMQHhWHx9FxSNIIxMQlyWXbWCngYmcNAeDJi3ioNQLh0XEIj47L8bNRKRVyIORom9w6pX3ZWCvkiXHamMvWSglnOys421rDxc4aTrZWUCokqDUCGgEIISBSyrWxVsDWWikHXEpFciucUpKgVCS/rOR/FVAqk49VSgVbsoiILIAk3uDpQg0aNECdOnWwZMkSOa1y5cr46KOPMH36dL38o0ePxs6dOxEaGiqnDRgwAJcuXcKpU6eydc/o6Gi4uLggKioKzs7Oxr+JLBxc+TOC9+yCq2sxVDtyGnaJatx2A3Y0UKD6J5+jptQYV5bHAEgOlAq62aNISUcUKemEIh6OKFTcAbaO1vJK0KaUqNbASiFl2vqi0Qg8eZmA6LhEONkmBx22aYKzJLUGT14m4HF0HMKj4hD5IgGRL+Lx5EW8/HVcohrxSRokqDVISNIgLlGDqFcJSFS/sT+ScmCkDYSUCgkKKTV4slImn7NWKmBtlRw8KSRAIUmQUvJZKaTk80oFrJXJX1spJChSykouM/mlVCRfpx+YKWClTL1/cvmpXysU2mAOcjnySy5XW3ekfK0bAGpfEtLWP7W8tO9be16ue8p9FVJqPrlu6fJKSK0DEZGhcvL5/ca2/CQkJOD8+fMYM2aMTnqrVq1w8uTJDK85deoUWrVqpZPm6+uLgIAAJCYmwtra2mz1za6XL1NXaC5RtSbO79uDB2EPEVG5NEr9Fw1btRrtTgm8Or8BV63WI9alNoSyCCDZ4EWUhPvXtAsjSlBZad+PGglJryBBDUgaSJIakqQBIFI+rACVlRUgCUgQSEhKhBCa1MlmACCJlK8lqKyt5PSExMSUDOkCkpRrbdI80+RyM3/vdtbW8JAAj9fkFULA2soaQiS32iQkJkItBIQABITedTbWya1NQgjEJyZCoxHQyJkkpP1ItbKySv6kFUBiUhLUGjUyeHfJeZVW8gdykloNjdBkkCs1r8IMeZUKJRQpK4EnvK7cNHnVGjXUmqzLVRqUVyM/s4zzKuRu3Jzk1Wg0SEqXN+33TaFQwEqZmletzrxchVKR/L0DoBECSUlJeuVpE3TK1ckr6eVVpskrhEBiUhIyoy1Xyipv8i8eFJIEa6vUP8XxiYn6DyCFMrO8GdUhh3lV2rxS1r+fkoQ0f3uyn1cCkJCUlOXyHLp/T7KfNzEpSf6dzyiEtrFWZZg3IyqrtL/3SVBnMuxAJ6/0+rzWVrq/91n9zuUorzL19z4nedUaNZLUWf2d0v0bkf28GiRl9PuZ8miUyuTf+0KVy6HX8G8zLdPc3tjgJzIyEmq1GsWKFdNJL1asGMLDwzO8Jjw8PMP8SUlJiIyMhLu7u9418fHxiI+Pl4+jo6NNUPvMOTo6Znqukrsr+jepLx+P3bIXierTGeb1ci2EgT4N5eNJO4LwMj7jhQ9LFnTBkJbvysdTfz+IZ7EZrxJdzNkRI1s3k49n7z2Cx9EvMsxb0N4O49o2l4/nBx3Hg2cZ7z/mYKPCpA4t5ePFh07h9n9PM8xrrVRi+set5ePlx87gn7DMRyjN6fyh/PW6k+dx+UHGPx8AMLWTL2xS/shvPnMJ5+4+yDTvxPYt4GhrAwDYev5vnLz1b6Z5v/vQB4Ucksde7boUiiPXbmead4RvU7i5OAEA9v19HUEhNzLNO6hFY5QqVAAAcOifW/jj8j+Z5h3w3jsoV7QwAODEjbvYFnw107x93/VGleLJvytn79zHhrOXM83bs2Ed1PRI/t25dD8Mq09dyDRvl3o1UM/TAwAQ8ugxAo+fyzRvx9pV0bh8GQDAzYgnWHr4r0zzflijEnwqlQUA3Hv6HAv/PJFp3pZVysO3WgUAQHhUDObsO5pp3mYVvdCuZmUAwNOXsZj2x6FM8zYqWxqd6lYDALyIi8fEnX9mmte7TEl8Vr8mgOQP8XFb92Wat0ZJN/RqVFc+Hrfxj0zzpv8bMWHLXiRmEgim/xsxNQd/I2bm4G/E/3LwN2JRDv5G/JyDvxGBOfgbsToHfyPW828EAPP8jXh2OfNgPDe8scGPVvqmcCFEls3jGeXPKF1r+vTpmDRpkpG1NA3nwq6o8X5raBITkfTsKRTb9gGZ/AfXWqFAQVtrCCFBCL3/p+pQSErYWRWESO5gSF1ZOgOSZAUbK1ftESQp8x8RSVLCxio12FRImbesSVCky5v5dHsJElRWbmny2mSaF0C6vFmvbaSyKib/T1QhXc8yr7VVUais7JLzKjL/QwUA1kpXqKyS/1gpFfdek7cIVFYFU/I+ek3ewlClfD+sFBGvyVtIfhZKZcYfGql5C8p5rZRZB/xWygJp8ma9tYqV0kXOa63MehVypdI5Td6suzqVCidYK1PqoMh67JtS4ZiaV5n1z45SckhTbkyWeRUKezmv9Wueg0Kyk/NqRNZ/5BWSrZz3dRSSDazS5M3qN1+SVDp5s1rTVpKsYaVM8x9HKfNnLMFKJ6+U1ceIpNStbxZ/IwBFurxZ/41Im/d1fyN0y836b4SVsiislNbZzOsKK6X2b8StLPMqFUVgpXRKqW/mQRIAKJWFYaUsmFLuw6zroCgEK6Vryj2y/huhVBSUv3cKxZMc5M36b4RS4SLnVSpis8yrSMlrW7RglvnM7Y0d85OQkAB7e3ts2rQJHTt2lNMHDx6Mixcv4siRI3rXNG3aFLVr18aCBQvktG3btqFz586IjY3NsNsro5YfDw8Ps435SdvtlZ5SqYStrW228ioUCtjZ2RmUNzY2NtPmZEmSYG9vb1DeV69eQZNFk6uDg4NBeePi4rLs5shJXnt7ezkQjo+Pl7s5jM1rZ2eX2j2VkIDELLoYcpLX1tYWypSulpzkTUxMREJC5sGHjY1NchdgDvMmJSXp/L6kp1Kp5N+znORVq9WIi8t8YLy1tTVUKlWO82o0Grx6lXmgkpO8VlZWsLFJ/pAVQiA2NvM/8jnJm5Pfe/6NyDgv/0a8nX8jTC0nY37e2OAHSB7wXLduXSxevFhOq1KlCjp06JDpgOddu3YhJCRETvvqq69w8eLFN3LAMxEREZlGTj6/3+i9vYYNG4bly5cjMDAQoaGhGDp0KO7duyev2zN27Fj06tVLzj9gwAD8+++/GDZsGEJDQxEYGIiAgACMGDEir94CERERvWHe6DE/Xbp0wZMnTzB58mSEhYWhWrVq2L17N0qXLg0ACAsLw717qeMrPD09sXv3bgwdOhQ//fQTihcvjoULF76Ra/wQERFR3niju73yAru9iIiI3j4W0+1FREREZGoMfoiIiChfYfBDRERE+QqDHyIiIspXGPwQERFRvsLgh4iIiPIVBj9ERESUrzD4ISIionyFwQ8RERHlK2/09hZ5QbvgdXR0dB7XhIiIiLJL+7mdnY0rGPykExMTAwDw8PDI45oQERFRTsXExMDFxSXLPNzbKx2NRoNHjx7ByckJkiSZtOzo6Gh4eHjg/v373DfMjPiccwefc+7gc84dfM65w5zPWQiBmJgYFC9eHApF1qN62PKTjkKhQMmSJc16D2dnZ/5y5QI+59zB55w7+JxzB59z7jDXc35di48WBzwTERFRvsLgh4iIiPIVBj+5yMbGBhMmTICNjU1eV8Wi8TnnDj7n3MHnnDv4nHPHm/KcOeCZiIiI8hW2/BAREVG+wuCHiIiI8hUGP0RERJSvMPghIiKifIXBjwktXrwYnp6esLW1Rd26dXHs2LEs8x85cgR169aFra0tvLy8sHTp0lyq6dsvJ89669ataNmyJVxdXeHs7IyGDRti3759uVjbt1dOf6a1Tpw4ASsrK9SqVcu8FbQQOX3O8fHxGDduHEqXLg0bGxuULVsWgYGBuVTbt1dOn/PatWtRs2ZN2Nvbw93dHX369MGTJ09yqbZvp6NHj6Jdu3YoXrw4JEnC9u3bX3tNnnwWCjKJ9evXC2tra7Fs2TIREhIiBg8eLBwcHMS///6bYf7bt28Le3t7MXjwYBESEiKWLVsmrK2txebNm3O55m+fnD7rwYMHi5kzZ4ozZ86I69evi7Fjxwpra2tx4cKFXK752yWnz1nr+fPnwsvLS7Rq1UrUrFkzdyr7FjPkObdv3140aNBABAUFiTt37ojTp0+LEydO5GKt3z45fc7Hjh0TCoVCLFiwQNy+fVscO3ZMVK1aVXz00Ue5XPO3y+7du8W4cePEli1bBACxbdu2LPPn1Wchgx8TqV+/vhgwYIBOWqVKlcSYMWMyzD9q1ChRqVIlnbQvv/xSvPPOO2aro6XI6bPOSJUqVcSkSZNMXTWLYuhz7tKli/j+++/FhAkTGPxkQ06f8549e4SLi4t48uRJblTPYuT0Oc+ePVt4eXnppC1cuFCULFnSbHW0NNkJfvLqs5DdXiaQkJCA8+fPo1WrVjrprVq1wsmTJzO85tSpU3r5fX19ce7cOSQmJpqtrm87Q551ehqNBjExMShUqJA5qmgRDH3OK1aswK1btzBhwgRzV9EiGPKcd+7cCW9vb8yaNQslSpRAhQoVMGLECLx69So3qvxWMuQ5N2rUCA8ePMDu3bshhMDjx4+xefNmfPjhh7lR5Xwjrz4LubGpCURGRkKtVqNYsWI66cWKFUN4eHiG14SHh2eYPykpCZGRkXB3dzdbfd9mhjzr9ObOnYuXL1+ic+fO5qiiRTDkOd+4cQNjxozBsWPHYGXFPy3ZYchzvn37No4fPw5bW1ts27YNkZGRGDhwIJ4+fcpxP5kw5Dk3atQIa9euRZcuXRAXF4ekpCS0b98eixYtyo0q5xt59VnIlh8TkiRJ51gIoZf2uvwZpZO+nD5rrXXr1mHixInYsGEDihYtaq7qWYzsPme1Wo1u3bph0qRJqFChQm5Vz2Lk5OdZo9FAkiSsXbsW9evXxwcffIB58+Zh5cqVbP15jZw855CQEAwaNAjjx4/H+fPnsXfvXty5cwcDBgzIjarmK3nxWcj/nplAkSJFoFQq9f4HERERoRfRarm5uWWY38rKCoULFzZbXd92hjxrrQ0bNqBfv37YtGkTWrRoYc5qvvVy+pxjYmJw7tw5BAcH45tvvgGQ/CEthICVlRX279+P5s2b50rd3yaG/Dy7u7ujRIkScHFxkdMqV64MIQQePHiA8uXLm7XObyNDnvP06dPRuHFjjBw5EgBQo0YNODg4oEmTJvD392frvInk1WchW35MQKVSoW7duggKCtJJDwoKQqNGjTK8pmHDhnr59+/fD29vb1hbW5utrm87Q541kNzi4+fnh99++4199tmQ0+fs7OyMK1eu4OLFi/JrwIABqFixIi5evIgGDRrkVtXfKob8PDdu3BiPHj3Cixcv5LTr169DoVCgZMmSZq3v28qQ5xwbGwuFQvcjUqlUAkhtmSDj5dlnoVmHU+cj2mmUAQEBIiQkRAwZMkQ4ODiIu3fvCiGEGDNmjOjZs6ecXzu9b+jQoSIkJEQEBARwqns25fRZ//bbb8LKykr89NNPIiwsTH49f/48r97CWyGnzzk9zvbKnpw+55iYGFGyZEnxySefiKtXr4ojR46I8uXLi/79++fVW3gr5PQ5r1ixQlhZWYnFixeLW7duiePHjwtvb29Rv379vHoLb4WYmBgRHBwsgoODBQAxb948ERwcLC8p8KZ8FjL4MaGffvpJlC5dWqhUKlGnTh1x5MgR+Vzv3r1Fs2bNdPIfPnxY1K5dW6hUKlGmTBmxZMmSXK7x2ysnz7pZs2YCgN6rd+/euV/xt0xOf6bTYvCTfTl9zqGhoaJFixbCzs5OlCxZUgwbNkzExsbmcq3fPjl9zgsXLhRVqlQRdnZ2wt3dXXTv3l08ePAgl2v9djl06FCWf2/flM9CSQi23xEREVH+wTE/RERElK8w+CEiIqJ8hcEPERER5SsMfoiIiChfYfBDRERE+QqDHyIiIspXGPwQERFRvsLgh4iIiPIVBj9ERESUrzD4Icrn3nvvPQwZMiTT49y4JxFRbmLwQ2Qifn5+kCQJM2bM0Enfvn07JEnKo1rl3NatWzFlypQ8rYP2WaZ/3bx5M0/rlZ/4+flhzJgxeV0NIrNg8ENkQra2tpg5cyaePXtmsjITEhJMVlZ2FCpUCE5OTrl6z4y0bt0aYWFhOi9PT88M8+b2M7J0Go0Gf/zxBzp06JDXVSEyCwY/RCbUokULuLm5Yfr06ZnmiY+Px6BBg1C0aFHY2tri3XffxdmzZ+Xz7733Hr755hsMGzYMRYoUQcuWLeX0b7/9FkOGDEHBggVRrFgx/PLLL3j58iX69OkDJycnlC1bFnv27NG53969e/Huu++iQIECKFy4MNq2bYtbt25lWr+0XVJ3797NsAXmvffeAwAIITBr1ix4eXnBzs4ONWvWxObNm3XKe/nyJXr16gVHR0e4u7tj7ty52XqWNjY2cHNz03kplcosn9Hr6pNRXdJ3wZUpUwbz58/XqUutWrUwceJE+fh193nvvfcwaNAgjBo1CoUKFYKbm5vO9UBygDFz5kyUK1cONjY2KFWqFKZOnQoA+PXXX1G4cGHEx8frXPPxxx+jV69emT6zb775Bu+++26G58qUKSOX/zonTpyAQqFAgwYNTF420ZuAwQ+RCSmVSkybNg2LFi3CgwcPMswzatQobNmyBatWrcKFCxdQrlw5+Pr64unTp3KeVatWwcrKCidOnMDPP/+sk16kSBGcOXMG3377Lb766it8+umnaNSoES5cuABfX1/07NkTsbGx8jUvX77EsGHDcPbsWRw4cAAKhQIdO3aERqN57fvx8PDQaXkJDg5G4cKF0bRpUwDA999/jxUrVmDJkiW4evUqhg4dih49euDIkSNyGSNHjsShQ4ewbds27N+/H4cPH8b58+dz/GzTy+gZva4+pqpLdt73qlWr4ODggNOnT2PWrFmYPHkygoKC5PNjx47FzJkz8cMPPyAkJAS//fYbihUrBgD49NNPoVarsXPnTjl/ZGQkfv/9d/Tp0yfDOoWEhGDJkiWYOXNmhucrV66MixcvZuv97dy5E+3atYNCoTB52URvBEFEJtG7d2/RoUMHIYQQ77zzjujbt68QQoht27YJ7a/aixcvhLW1tVi7dq18XUJCgihevLiYNWuWEEKIZs2aiVq1aumV36xZM/Huu+/Kx0lJScLBwUH07NlTTgsLCxMAxKlTpzKtZ0REhAAgrly5Ipc7ePBgnfukPdZ69eqVaNCggWjbtq1Qq9XixYsXwtbWVpw8eVInX79+/UTXrl2FEELExMQIlUol1q9fL59/8uSJsLOzy/AeWr179xZKpVI4ODjIr08++USnjumf0evqk926lC5dWvzvf//TKaNmzZpiwoQJ2bqPtn5pv1dCCFGvXj0xevRoIYQQ0dHRwsbGRixbtizTZ/DVV1+JNm3ayMfz588XXl5eQqPRZJjfz89PNGjQINPyunXrJpo0aZLp+bQqVKggdu7caVDZAMS4cePkc8OHDxcrVqzI1n2JcotV3oZeRJZp5syZaN68OYYPH66TfuvWLSQmJqJx48ZymrW1NerXr4/Q0FA5zdvbO8Nya9SoIX+tVCpRuHBhVK9eXU7TthxERETo3POHH37AX3/9hcjISLnF5969e6hWrVq231O/fv0QExODoKAgKBQKhISEIC4uTu5y0kpISEDt2rXleyckJKBhw4by+UKFCqFixYqvvZ+Pjw+WLFkiHzs4OOicT/+MXlcfY+qSk/topf1eAYC7u7v8fQkNDUV8fDzef//9TO/z+eefo169enj48CFKlCiBFStWyAPB00tKSsKWLVvwww8/yGlffvkl6tevj379+gEAYmJi9J5hRkJDQ/HgwQO0aNHCoLIdHR2xdu1ajBo1Cs7Ozq+9H1FeYPBDZAZNmzaFr68vvvvuO/j5+cnpQggA0PsAE0LopGX2IWVtba1zLEmSTpq2jLRdWu3atYOHhweWLVuG4sWLQ6PRoFq1ajkaJOzv74+9e/fizJkz8mBo7T3++OMPlChRQie/jY2Nzvs1hIODA8qVK5fl+bReV58nT55k674KhUKv3omJidm+j1ZG3yvttXZ2dq+tR+3atVGzZk38+uuv8PX1xZUrV7Br164M8966dQsxMTFyIKzRaLBp0yY0b95cznP58mV06tRJPv70008xePBgeHl5oXv37pgxYwYaNGiAnTt3omXLlnIdc1q2jY0NunfvjiVLlmD06NE69fz+++9RqlQpfPHFFwCAHj16oEePHjhx4gQ2b94MLy8vCCEwcOBAtG3b9rXPiMhQHPNDZCYzZszArl27cPLkSTmtXLlyUKlUOH78uJyWmJiIc+fOoXLlyiavw5MnTxAaGorvv/8e77//PipXrpzjmWhbtmzB5MmTsXHjRpQtW1ZOr1KlCmxsbHDv3j2UK1dO5+Xh4QEg+f1aW1vjr7/+kq979uwZrl+/bpo3mMbr6pPduri6uiIsLEw+jo6Oxp07d3L0vl+nfPnysLOzw4EDB7LM179/f6xYsQKBgYFo0aJFpuU/f/4cQHKrCwDs27cPz549g0qlAgCcOXMG//77Lz766CP5mqtXr8La2hqfffYZlixZIg9u3rFjB9q3b29U2YMHD8Yvv/yCuLg4nXr6+flh9erVAIAXL17g9OnTKFiwIPbu3YtLly5h+fLlOr8vRObClh8iM6levTq6d++ORYsWyWkODg746quvMHLkSBQqVAilSpXCrFmzEBsbK3chmFLBggVRuHBh/PLLL3B3d8e9e/dytHbL33//jV69emH06NGoWrUqwsPDAQAqlQqFChXCiBEjMHToUGg0Grz77ruIjo7GyZMn4ejoiN69e8PR0RH9+vXDyJEjUbhwYRQrVgzjxo2TB9KakpOT02vrk526NG/eHCtXrkS7du1QsGBB/PDDD/Iss+ze53VsbW0xevRojBo1CiqVCo0bN8Z///2Hq1ev6vwcdO/eHSNGjMCyZcvw66+/Zlpe6dKlIUkS1q1bBwcHBwwfPhwffPABduzYgTJlyuDLL79E8+bN5YHqCQkJuHfvHtq3b4/Zs2ejUqVKAJK7S8+ePYvt27cbXDaQHEC2bdsWgYGBOvUsV64cJEnCrVu3cPToUXTs2BGnTp1Cx44doVKp4O7urtOiRGQuDH6IzGjKlCnYuHGjTtqMGTOg0WjQs2dPxMTEwNvbG/v27UPBggVNfn+FQoH169dj0KBBqFatGipWrIiFCxfKU9Vf59y5c4iNjYW/vz/8/f3l9GbNmuHw4cOYMmUKihYtiunTp+P27dsoUKAA6tSpg++++07OO3v2bLx48QLt27eHk5MThg8fjqioKFO/VQB4bX2yU5exY8fi9u3baNu2LVxcXDBlyhSdlp/s3Cc7fvjhB1hZWWH8+PF49OgR3N3dMWDAAJ08zs7O+Pjjj/HHH3/otKyk5+bmhqlTp2LGjBnYsmUL/P39Ub9+fXTo0AGbNm1Cu3btsHjxYjl/aGgoPD09MWXKFMyYMUOePr9r1y40aNAARYsWNbhsrREjRqBFixZo06aNTnrv3r2xevVqHD58GD/++COCgoLeqkVAyULk6XBrIqI8ltnstjdFixYtxLfffmvSMtesWSOGDx8uhEiehXbw4EEhhBDt2rUTM2fONKrswoULy1/36dNHlCxZUme2V3R0tPDy8hLe3t5CCCFOnz4t6tWrJ+Lj40VYWJgoUKCA2LVrl1F1IHodjvkhInoDPX36FOvXr8fBgwfx9ddfm7Tsq1evomrVqgCA0aNHY9q0aQCAd999F127djXZfUaPHo1Hjx7ppDk5OaFOnTro2bMnAKB+/frw9fVFjRo18OWXX+p0nxGZiySEEdMxiIjecu+99x5q1aqlt6pzXitTpgyePXuGH374ASNGjMjr6phMUlISatasiSNHjqBIkSJ65/38/PDJJ59wtheZFcf8EFG+dvjw4byuQobu3r2b11UwuYsXL+Kjjz5Cv379Mgx8iHILW36IiIgoX+GYHyIiIspXGPwQERFRvsLgh4iIiPIVBj9ERESUrzD4ISIionyFwQ8RERHlKwx+iIiIKF9h8ENERET5CoMfIiIiylcY/BAREVG+wuCHiIiI8hUGP0RERJSv/B8qWvROcvB/iAAAAABJRU5ErkJggg==", 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", 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" ] @@ -218,12 +204,13 @@ "plt.ylabel(r\"Normalized Spectral Density $\\|\\tilde{\\mathbf{x}}_\\kappa\\|^2 / \\| \\tilde{\\mathbf{x}} \\|^2$\")\n", "plt.hlines(0, 0, 1, colors=\"black\", linestyles=\"dashed\")\n", "plt.xlabel(r\"Normalized Frequency $\\omega_\\kappa / \\omega_{\\mathrm{Nyq}}$\")\n", + "plt.savefig(save_dir / \"figures\" / \"spectral_density_datasets.pdf\", bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 254, "metadata": {}, "outputs": [ { @@ -248,7 +235,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -262,12 +249,13 @@ "plt.ylabel(r\"Normalized Energy $\\|\\mathbf{x}_\\tau \\|^2| / \\| \\mathbf{x} \\|^2$\")\n", "plt.xlabel(r\"Normalized Time $\\tau / N$\")\n", "plt.hlines(0, 0, 1, colors=\"black\", linestyles=\"dashed\")\n", + "plt.savefig(save_dir / \"figures\" / \"temporal_energy_datasets.pdf\", bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -286,23 +274,7 @@ }, { "data": { - "text/plain": [ - "(array([0, 1, 2, 3, 4, 5]),\n", - " [Text(0, 0, 'Electrocardiograms'),\n", - " Text(1, 0, 'MIMIC-III'),\n", - " Text(2, 0, 'NASDAQ-2019'),\n", - " Text(3, 0, 'NASA-Charge'),\n", - " Text(4, 0, 'NASA-Discharge'),\n", - " Text(5, 0, 'US-Droughts')])" - ] - }, - "execution_count": 171, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -314,12 +286,15 @@ "source": [ "ax = sns.barplot(data=localization_df, x=\"Dataset\", y=\"Delocalization\", hue=\"Domain\")\n", "ax.set_yscale('log')\n", - "plt.xticks(rotation=45, ha='right')\n" + "plt.xticks(rotation=45, ha='right')\n", + "plt.ylabel(\"Delocalization Metric\")\n", + "plt.savefig(save_dir / \"figures\" / \"localization_datasets.pdf\", bbox_inches=\"tight\")\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -340,17 +315,7 @@ }, { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 181, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" ] @@ -363,79 +328,246 @@ "ax = sns.scatterplot(data=localization_joint_df, x=\"Delocalization Time\", y=\"Delocalization Frequency\", hue=\"Dataset\", alpha=0.3)\n", "ax.set_yscale('log')\n", "ax.set_xscale('log')\n", - "ax.axline((1, 1), (10, 10 ), color=\"black\", linestyle=\":\")" + "ax.axline((1, 1), (10, 10 ), color=\"black\", linestyle=\":\")\n", + "plt.savefig(save_dir / \"figures\" / \"localization_joint_datasets.pdf\", bbox_inches=\"tight\")\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Delocalization by Gaussian Convolution" + "# Delocalization of ECG by Gaussian Convolution" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def infer_diffusion_domain(config: dict[str, Any]) -> str:\n", + " fourier_transform = config[\"fourier_transform\"]\n", + " if fourier_transform:\n", + " return \"Frequency\"\n", + " else:\n", + " return \"Time\"\n", + "\n", + "\n", + "def calculate_metrics(results: dict) -> list[dict]:\n", + " data = []\n", + " for domain, method in product({\"time\", \"freq\"}, {\"sliced\", \"marginal\"}):\n", + " all_distances = results[f\"{domain}_{method}_wasserstein_all\"]\n", + " data.extend(\n", + " [\n", + " {\n", + " \"Value\": distance,\n", + " \"Metric Domain\": \"Frequency\" if domain == \"freq\" else \"Time\",\n", + " \"Metric\": \"Sliced Wasserstein\"\n", + " if method == \"sliced\"\n", + " else \"Marginal Wasserstein\",\n", + " }\n", + " for distance in all_distances\n", + " ]\n", + " )\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "run_list = [\n", + " \"zdziznic\",\n", + " \"va4krqr6\",\n", + " \"bf3lrfx9\",\n", + " \"emk7nyz3\",\n", + "]\n", + "runs_dir = Path.cwd() / \"../lightning_logs/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = Path.cwd() / \"../data/\"\n", + "\n", + "dm = ECGDatamodule(data_dir=data_path)\n", + "dm.prepare_data()\n", + "dm.setup()\n", + "X_train = dm.X_train" ] }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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40.000968FrequencyMarginal Wasserstein10.050.8207471016.156311Time
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" + ], "text/plain": [ - "torch.Size([87553, 187, 1])" + " Value Metric Domain Metric Gaussian Kernel Width \\\n", + "0 0.001197 Frequency Marginal Wasserstein 10.0 \n", + "1 0.001107 Frequency Marginal Wasserstein 10.0 \n", + "2 0.001033 Frequency Marginal Wasserstein 10.0 \n", + "3 0.000987 Frequency Marginal Wasserstein 10.0 \n", + "4 0.000968 Frequency Marginal Wasserstein 10.0 \n", + "\n", + " Time Delocalization Frequency Delocalization Diffusion Domain \n", + "0 50.820747 1016.156311 Time \n", + "1 50.820747 1016.156311 Time \n", + "2 50.820747 1016.156311 Time \n", + "3 50.820747 1016.156311 Time \n", + "4 50.820747 1016.156311 Time " ] }, - "execution_count": 183, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "X_train = datasets[\"Electrocardiograms\"].X_train\n", - "X_train.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 235, - "metadata": {}, - "outputs": [], - "source": [ - "from fdiff.utils.fourier import dft, idft\n", + "df_ecg_conv = []\n", "\n", - "def smooth_frequency(X: torch.Tensor, sigma: float) -> torch.Tensor:\n", + "for run in run_list:\n", + " with open(runs_dir / f\"{run}/train_config.yaml\", \"r\") as f:\n", + " config = safe_load(f)\n", + " domain = infer_diffusion_domain(config)\n", + " sigma = config[\"datamodule\"].get(\"smoother_width\", 0.0)\n", " \n", - " # Compute Nyquist frequency\n", - " max_len = X.shape[1]\n", - " nyquist_freq = max_len / 2 \n", + " with open(runs_dir / f\"{run}/results.yaml\", \"r\") as f:\n", + " results = safe_load(f)\n", + " df = pd.DataFrame(calculate_metrics(results))\n", " \n", - " # Define Gaussian kernel for each frequency pair\n", - " k = torch.cat(\n", - " (\n", - " torch.arange(0, nyquist_freq, dtype=torch.float32),\n", - " torch.arange(1, nyquist_freq, dtype=torch.float32),\n", - " )\n", - " )\n", - " k1 = rearrange(k, \"time -> time 1 \")\n", - " k2 = rearrange(k, \"time -> 1 time \")\n", - " gaussian_kernel = torch.exp(-((k1 - k2) / (sigma)) ** 2 / 2)\n", - " gaussian_kernel = gaussian_kernel / torch.sum(gaussian_kernel, dim=0, keepdim=True)\n", + " \n", + " X_train_new = smooth_frequency(X_train, sigma) if sigma > 0 else X_train\n", + " X_loc, X_spec_loc = localization_metrics(X_train_new)\n", " \n", - " # Convolve X with the Gaussian kernel in the frequency domain\n", - " X = dft(X)\n", - " X = torch.einsum(\"btc, ts -> bsc\", X, gaussian_kernel)\n", - " X = idft(X)\n", - " return X" + " df[\"Gaussian Kernel Width\"] = sigma\n", + " df[\"Time Delocalization\"] = X_loc.mean().item()\n", + " df[\"Frequency Delocalization\"] = X_spec_loc.mean().item()\n", + " df[\"Diffusion Domain\"] = domain\n", + " \n", + " df_ecg_conv.append(df)\n", + "\n", + "df_ecg_conv = pd.concat(df_ecg_conv)\n", + "df_ecg_conv.head()" ] }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", " if pd.api.types.is_categorical_dtype(vector):\n", "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", @@ -456,19 +588,59 @@ }, { "data": { + "image/png": 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", "text/plain": [ - "Text(0, 0.5, 'Delocalization')" + "
" ] }, - "execution_count": 241, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if pd.api.types.is_categorical_dtype(vector):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n", + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", + " with pd.option_context('mode.use_inf_as_na', True):\n" + ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -476,24 +648,24 @@ } ], "source": [ - "time_locs = []\n", - "freq_locs = []\n", - "sigma_list = [0.0, 1.0, 2.0, 5.0, 10.0, 20.0, 50.0, 100.0]\n", - "\n", - "X_loc, X_spec_loc = localization_metrics(X_train)\n", - "time_locs.append(X_loc.mean().item())\n", - "freq_locs.append(X_spec_loc.mean().item())\n", - "\n", - "for sigma in sigma_list[1:]:\n", - " X_train_new = smooth_frequency(X_train, sigma)\n", - " X_loc, X_spec_loc = localization_metrics(X_train_new)\n", - " time_locs.append(X_loc.mean().item())\n", - " freq_locs.append(X_spec_loc.mean().item())\n", - "\n", - "sns.lineplot(x=sigma_list, y=time_locs, label=\"Time\")\n", - "sns.lineplot(x=sigma_list, y=freq_locs, label=\"Frequency\")\n", - "plt.xlabel(\"Gaussian Kernel Width\")\n", - "plt.ylabel(\"Delocalization\")" + "for metric_domain in [\"Time\", \"Frequency\"]:\n", + " \n", + " df_ecg_conv_filter = df_ecg_conv[(df_ecg_conv[\"Metric\"] == \"Sliced Wasserstein\") & (df_ecg_conv[\"Metric Domain\"] == metric_domain)]\n", + " ax = sns.lineplot(data=df_ecg_conv_filter, x=\"Gaussian Kernel Width\", y=\"Value\", style=\"Diffusion Domain\", color=\"blue\")\n", + " ax.set_yscale('log')\n", + " ax.set_ylabel(f\"Sliced Wasserstein ({metric_domain})\", color=\"blue\")\n", + " ax.legend(title=\"Domain\")\n", + " ax.tick_params(axis='y', colors='blue')\n", + " \n", + " \n", + " ax2 = ax.twinx()\n", + " sns.lineplot(data=df_ecg_conv_filter, x=\"Gaussian Kernel Width\", y=\"Time Delocalization\", ax=ax2, color=\"red\", linestyle=\"-\")\n", + " sns.lineplot(data=df_ecg_conv_filter, x=\"Gaussian Kernel Width\", y=\"Frequency Delocalization\", ax=ax2, color=\"red\", linestyle=\"--\")\n", + " ax2.set_ylabel(\"Delocalization\", color=\"red\")\n", + " ax2.tick_params(axis='y', colors='red')\n", + " \n", + " plt.show()\n", + " plt.close()" ] }, { From 3982723a4e8bbcdb7600e47d062007a0d76627f4 Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Thu, 25 Jan 2024 10:10:24 +0000 Subject: [PATCH 14/14] Add latest results --- notebooks/results.ipynb | 335 +++++++----------------- notebooks/spectral_interpretation.ipynb | 285 ++++++-------------- 2 files changed, 177 insertions(+), 443 deletions(-) diff --git a/notebooks/results.ipynb b/notebooks/results.ipynb index 2653e3b..72d888a 100644 --- a/notebooks/results.ipynb +++ b/notebooks/results.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 186, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -14,16 +14,19 @@ "import matplotlib.pyplot as plt\n", "import warnings\n", "import torch\n", + "import scienceplots\n", "\n", "from einops import rearrange\n", "from typing import Any\n", "\n", - "warnings.simplefilter(\"ignore\", (UserWarning, FutureWarning))" + "plt.style.use('science')\n", + "\n", + "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -105,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -141,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -226,7 +229,7 @@ "4 0.075877 Time Sliced Wasserstein MIMIC-III Frequency" ] }, - "execution_count": 181, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -256,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -291,8 +294,8 @@ " \n", " \n", " 0\n", - " 0.159241\n", - " Half Train\n", + " 0.880692\n", + " Mean\n", " Time\n", " Sliced Wasserstein\n", " MIMIC-III\n", @@ -300,8 +303,8 @@ " \n", " \n", " 1\n", - " 0.238351\n", - " Half Train\n", + " 0.880029\n", + " Mean\n", " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", @@ -309,8 +312,8 @@ " \n", " \n", " 2\n", - " 0.158002\n", - " Half Train\n", + " 0.834974\n", + " Mean\n", " Frequency\n", " Sliced Wasserstein\n", " MIMIC-III\n", @@ -318,8 +321,8 @@ " \n", " \n", " 3\n", - " 0.095724\n", - " Half Train\n", + " 0.366713\n", + " Mean\n", " Frequency\n", " Marginal Wasserstein\n", " MIMIC-III\n", @@ -327,8 +330,8 @@ " \n", " \n", " 4\n", - " 0.880692\n", - " Mean\n", + " 0.159241\n", + " Half Train\n", " Time\n", " Sliced Wasserstein\n", " MIMIC-III\n", @@ -340,11 +343,11 @@ ], "text/plain": [ " Value Baseline Metric Domain Metric Dataset \\\n", - "0 0.159241 Half Train Time Sliced Wasserstein MIMIC-III \n", - "1 0.238351 Half Train Time Marginal Wasserstein MIMIC-III \n", - "2 0.158002 Half Train Frequency Sliced Wasserstein MIMIC-III \n", - "3 0.095724 Half Train Frequency Marginal Wasserstein MIMIC-III \n", - "4 0.880692 Mean Time Sliced Wasserstein MIMIC-III \n", + "0 0.880692 Mean Time Sliced Wasserstein MIMIC-III \n", + "1 0.880029 Mean Time Marginal Wasserstein MIMIC-III \n", + "2 0.834974 Mean Frequency Sliced Wasserstein MIMIC-III \n", + "3 0.366713 Mean Frequency Marginal Wasserstein MIMIC-III \n", + "4 0.159241 Half Train Time Sliced Wasserstein MIMIC-III \n", "\n", " Diffusion Domain \n", "0 Frequency \n", @@ -354,7 +357,7 @@ "4 Frequency " ] }, - "execution_count": 182, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -365,268 +368,124 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 14, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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t9f147bXXCv0es4qKKlWq5LvNokWLGDp0KDNmzKBt27YEBAQwZMgQYmNjASxzvqpVq3bV4xXm30BJfiZl/bu+9957c/27fuuttzAMg3Pnzl31fUnRudg7ASmbIiIieOmll5g2bRr/93//l+92CxcuxNXVlRUrVlh96CxfvjzP7fP6yywwMNDyIZFT1odfcZk/fz5DhgzhjTfesIqfOXOGChUqXNM+b7nlFpydnVm/fj3u7u60atXK0ovDz8+PFi1asG7dOs6dO4eLi4ul8Pn55585ceIE69evt5ytASzzaHKqXr265ZfR33//zeLFi3nllVdITU1l2rRpAHTo0IEOHTqQkZHBtm3b+Oijj3jyyScJDg6mf//+VKpUicDAQFatWpXn+7jyEv/8/oLu06cPffr0ISUlhd9//52JEycycOBAatSoYZkTkpdKlSoBMH78eO6+++48t6lfv36+r78eWcVKTExMrl+gJ06csORmC3369KFdu3a8/PLLfPrpp7menzVrFoZh8PXXX+fZ/2bu3Ln897//xdnZOd9j3HLLLXTv3p3ly5dz6tQpgoKC+OmnnyyFR17F2u+//86+ffto1KgR3333ndWE3IIKlZySkpL46aefqF27doGFSaVKlZg8eTKTJ08mOjqab7/9lueee45Tp06xatUqKleuDFDgvJ2iKMnPpKx/Ox999BH/+c9/8tx/Uf5Ik8JTcSPXpGrVqjz99NP873//Y+jQofluZzKZcHFxsfrwTUpK4vPPPy/0sTp27Mi7775r+bDNsnDhwmtLvoBc3d3drWLff/89x48fp06dOte0T39/f1q2bGkpbnr16mX1fMeOHVm3bh3nz5/nxhtvtBQ+WR+oV+Yzffr0Ao9Xr149XnzxRZYsWcKOHTtyPe/s7MxNN91EgwYN+OKLL9ixYwf9+/fn9ttvZ+HChWRkZHDTTTdd03vNyd3dnY4dO1KhQgV+/PFHdu7cSdu2bS3v58q/juvXr0/dunXZvXt3ruLS1m699VbAXNxmDa0BbN26laioKMtf9Lby1ltv0b59ez788EOreEZGBnPnzqV27dqWXjQ5rVixgkmTJrFy5Upuv/12Tp48SeXKlXNdFZWRkcGBAwfw8vKyFOkzZ87EycmJpUuX4u/vb7X9sWPHGDx4MLNmzeLdd9+ladOmRX5PGRkZjB49mrNnz+Z5RVN+wsPDGT16NGvXrmXTpk0A3Hzzzfj7+zNt2jT69+9/1aGpqynJz6R27dpRoUIF9u3bV6QLIOT6qbiRa/bmm29edZvevXvz3nvvMXDgQB5++GHOnj3Lu+++m+uXdkGefPJJZs2aRc+ePXnttdcIDg7myy+/5H//+x+Q9yWu1+L2229nzpw5NGjQgGbNmrF9+3beeeedQp0OL0jnzp155513MJlMua7a6NixI++//z6GYVjmm4D5A71ixYpERkby8ssv4+rqyhdffMHu3butXv/nn38yevRo7rvvPurWrYubmxs///wzf/75J8899xwA06ZN4+eff6Z3796Eh4eTnJxsGc7o2rUrAP379+eLL76gV69ePPHEE9x44424urpy7Ngx1q1bR58+fbjrrrsKfJ8vvfQSx44do0uXLlSrVo0LFy7wwQcfWM0Vql27Np6ennzxxRc0bNgQHx8fqlSpQpUqVZg+fTo9e/akR48eREREULVqVc6dO0dUVBQ7duzIdXVQcalfvz4PP/wwH330EU5OTvTs2ZPDhw8zYcIEwsLCGDNmjE2Om6Vdu3b06dOHb775xiq+cuVKTpw4wVtvvZVn1+8mTZowZcoUZs6cye23387nn3/O9OnTGThwIDfccAP+/v4cO3aMGTNmsHfvXl566SXc3Nw4e/Ys33zzDT169KBPnz555vT+++8zb948Jk6ciKura4H5nzx5kt9//x3DMLh48SJ79uxh3rx57N69mzFjxvDQQw/l+9q4uDg6d+7MwIEDadCgAb6+vmzdupVVq1ZZzuD5+PgwadIkRowYQdeuXXnooYcIDg7mn3/+Yffu3UyZMuUqX2FrJfmZ5OPjw0cffcTQoUM5d+4c9957L0FBQZw+fZrdu3dz+vRppk6dWqT8pZDsOZtZyo6cV0sVJK+rpWbNmmXUr1/fcHd3N2rVqmVMnDjRmDlzpgEYhw4dsmyX80qSK+3Zs8fo2rWr4eHhYQQEBBjDhw835s6da3XlkGHkf7VUXld0VK9e3Rg6dKjl8fnz543hw4cbQUFBhpeXl9G+fXvjl19+MTp27Gj1nopytZRhGMYPP/xgAIazs3Ou5ofnzp0znJycDMBYs2aN1XO//fab0bZtW8PLy8uoXLmyMWLECGPHjh1Wxz558qQRERFhNGjQwPD29jZ8fHyMZs2aGe+//76Rnp5uGIZhbN682bjrrruM6tWrG+7u7kZgYKDRsWNH49tvv7U6XlpamvHuu+8azZs3Nzw8PAwfHx+jQYMGxiOPPGIcOHDA6uuW1/dpxYoVRs+ePY2qVasabm5uRlBQkNGrVy/jl19+sdpuwYIFRoMGDQxXV1cDMF5++WXLc7t37zbuv/9+IygoyHB1dTVCQkKMW2+91XKlkGHkf7VUXg3cXn75ZaMwH3MZGRnGW2+9ZdSrV89wdXU1KlWqZAwaNMg4evSo1XYdO3Y0GjdunOv1ef27y0t+X7t9+/YZzs7OVldL9e3b13BzczNOnTqV7/769+9vuLi4GLGxsca+ffuMp556ymjTpo1RuXJlw8XFxahYsaLRsWNH4/PPP7e8ZvLkyQZgLF++PN/9Tps2Lc+r567E5auyAMPJycnw8/MzmjZtajz88MPG5s2bc21/5c9OcnKyERkZaTRr1szw8/MzPD09jfr16xsvv/yykZCQYPXaH374wXI1l5eXl9GoUSPjrbfesjxflH8DJfmZZBiGsWHDBqN3795GQECA4erqalStWtXo3bt3ng0bpXiYDKMQ09lFSqGHH36YBQsWcPbsWdzc3OydjoiUc/pMKj00LCVlwmuvvUaVKlWoVasWly5dYsWKFcyYMYMXX3xRHyIiUuL0mVS6qbiRMsHV1ZV33nmHY8eOkZ6eTt26dXnvvfdyLcwnIlIS9JlUumlYSkRERByKmviJiIiIQ1FxIyIiIg5FxY2IiIg4lHI3oTgzM5MTJ07g6+t73Z0uRUREpGQYlxtFVqlS5arNW8tdcXPixAnCwsLsnYaIiIhcg6NHj161c3y5K26yFgA8evQofn5+ds5GRERECiM+Pp6wsLBcC/nmpdwVN1lDUX5+fipuREREypjCTCnRhGIRERFxKCpuRERExKGouBERERGHUu7m3IiISNmTkZFBWlqavdMQG3Nzc7vqZd6FoeJGRERKLcMwiI2N5cKFC/ZORUqAk5MTNWvWvO6V1VXciIhIqZVV2AQFBeHl5aXmqw4sq8luTEwM4eHh1/W9VnEjIiKlUkZGhqWwCQwMtHc6UgIqV67MiRMnSE9Px9XV9Zr3ownFIiJSKmXNsfHy8rJzJlJSsoajMjIyrms/OnMjjskw4HA0/LkXEpPAyxOaNYYa4aDT2iJlioaiyo/i+l6ruBHHcyIWPl8E0ces46vXQXg1GNwPqoTYJzcREbE5DUuJYzkRC+99kruwyRJ9zPz8idiSzUtEpBjUqFGDyZMnWx6bTCaWL19ut3xKKxU34jgMw3zGJimp4O2SkmD+YvP2IiKFFBERgclkstwDAwO57bbb+PPPP+2WU0xMDD179rTb8UsrFTfiOA5H53/G5kpHjsLho7bNR0Qczm233UZMTAwxMTGsXbsWFxcXbr/9drvlExISgru7u92OX1qpuBHH8efeIm6/xzZ5iIjDcnd3JyQkhJCQEFq0aMGzzz7L0aNHOX36NADPPvss9erVw8vLi1q1ajFhwgSrzsq7d++mc+fO+Pr64ufnR+vWrdm2bZvl+d9++41bbrkFT09PwsLCePzxx0lISMg3n5zDUocPH8ZkMrF06VI6d+6Ml5cXzZs3Z/PmzVavKeoxyiIVN+I4Eq8yHHW924uI5HDp0iW++OIL6tSpY+nD4+vry5w5c9i3bx8ffPABn332Ge+//77lNQ888ADVqlVj69atbN++neeee87Sz+Wvv/6iR48e3H333fz5558sWrSIX3/9ldGjRxcprxdeeIFx48axa9cu6tWrx4ABA0hPTy/WY5R2ulpKHIeXp223F5Fyb8WKFfj4+ACQkJBAaGgoK1assKyH9OKLL1q2rVGjBk899RSLFi3imWeeASA6Opqnn36aBg0aAFC3bl3L9u+88w4DBw7kySeftDz34Ycf0rFjR6ZOnYqHh0ehchw3bhy9e/cG4NVXX6Vx48b8888/NGjQoNiOUdrpzI04jmaNi7h9E9vkISIOq3PnzuzatYtdu3axZcsWunfvTs+ePTly5AgAX3/9Ne3btyckJAQfHx8mTJhAdHS05fVjx45lxIgRdO3alTfffJODBw9antu+fTtz5szBx8fHcu/RoweZmZkcOnSo0Dk2a9bM8v+hoaEAnDp1qliPUdrpzI04jhrh5j42hZlUbDKB27W39haR8snb25s6depYHrdu3Rp/f38+++wzbr/9dvr378+rr75Kjx498Pf3Z+HChUyaNMmy/SuvvMLAgQP5/vvvWblyJS+//DILFy7krrvuIjMzk0ceeYTHH38813HDw8MLnWPOZQuymuJlZmZa/lscxyjtVNyI4zCZzA363vvk6peDGwZ8MhPGjYaKFUokPRFxPCaTCScnJ5KSkti0aRPVq1fnhRdesDyfdUYnp3r16lGvXj3GjBnDgAEDmD17NnfddRetWrVi7969VsVTcSuJY5QGGpYSx1IlBMaONJ/ByUvO1t4X4swFjiYWi0ghpaSkEBsbS2xsLFFRUTz22GNcunSJO+64gzp16hAdHc3ChQs5ePAgH374IcuWLbO8NikpidGjR7N+/XqOHDnCpk2b2Lp1Kw0bNgTMV1pt3ryZUaNGsWvXLg4cOMC3337LY489Vmz5l8QxSgOduRHHUyUEnnnc3Mfmzz051pZqAkmJMHU2XD5Fy4lY+HQujBoBrvpxEJGCrVq1yjKPxdfXlwYNGvDVV1/RqVMnAMaMGcPo0aNJSUmhd+/eTJgwgVdeeQUAZ2dnzp49y5AhQzh58iSVKlXi7rvv5tVXXwXMc2U2bNjACy+8QIcOHTAMg9q1a9OvX79iy78kjlEamAyjfLVpjY+Px9/fn7i4OPz8/OydjtjDlm0wb5F1rHVziBgITjqZKVJaJCcnc+jQIWrWrOkwV/FIwQr6nhfl97c+yaX8uakN3HlFu/Ltu2HZ9/bJR0REipWKGymfuneGW9pax37eCGs32CcfEREpNnYtbqZOnUqzZs3w8/PDz8+Ptm3bsnLlygJfs2HDBlq3bo2Hhwe1atVi2rRpJZStOBSTCe7rC82v6I2zdAVs22WPjEREpJjYtbipVq0ab775Jtu2bWPbtm3ceuut9OnTh717814j6NChQ/Tq1YsOHTqwc+dOnn/+eR5//HGWLFlSwpmLQ3BygogHoFZ16/jnC+Hvf+yTk4iIXLdSN6E4ICCAd955h+HDh+d67tlnn+Xbb78lKirKEouMjGT37t25FgbLjyYUSy6XEsy9cU6eyo55eJgvKa8aar+8RMo5TSgufxxuQnFGRgYLFy4kISGBtm3b5rnN5s2b6d69u1WsR48ebNu2zWrVVZEi8fE2Xwrun+OHJTkZPp4B587bLy8REbkmdi9u/vrrL3x8fHB3dycyMpJly5bRqFGjPLeNjY0lODjYKhYcHEx6ejpnzpzJ8zUpKSnEx8db3UVyCawIjw4DD/fsWFw8fDwTEhPtl5eIiBSZ3Yub+vXrs2vXLn7//XceffRRhg4dyr59+/Ld3pSzwyyQNap2ZTzLxIkT8ff3t9zDwsKKL3lxLGFV4aGh4OycHYs9CdPmgM4MioiUGXYvbtzc3KhTpw5t2rRh4sSJNG/enA8++CDPbUNCQoiNjbWKnTp1ChcXFwIDA/N8zfjx44mLi7Pcjx49WuzvQRxIg7ow6H7r2MFDMHdhdldjEREp1exe3FzJMAxSUlLyfK5t27asWbPGKrZ69WratGljtQpqTu7u7pZLzbPuIgW6sRX07W0d2/knfP2tecFNEbG7jIwM0tPTS+SekZFR7Pm/8sortGjRotj3W5zyyvGVV14hODgYk8nE8uXL843Zm12vlnr++efp2bMnYWFhXLx4kYULF/Lmm2+yatUqunXrxvjx4zl+/Djz5s0DzJeCN2nShEceeYSHHnqIzZs3ExkZyYIFC7jnnnsKdUxdLSWFYhjmYmb9r9bxvr2hWye7pCRS3uR35UxGRgZ333sfcefPlUge/hUDWPr1VzjnHLIuQH7TJLIMHTqUKVOmkJKSku+og60cPnyYmjVrWh77+PgQHh5Op06dePLJJ6lbt67luUuXLlnlGBUVRaNGjVi2bBn/+c9/qFixIv/++2+umLu7e67jFlZxXS1l15UCT548yeDBg4mJicHf359mzZpZChuAmJgYoqOjLdvXrFmTH374gTFjxvDxxx9TpUoVPvzww0IXNiKFZjLBPXeYJxXv/DM7vvx781VVN7ayX24i5ZxhGMSdP8fFVkPAZOMBCCMTdsyjKOcBYmJiLP+/aNEiXnrpJfbv32+JeXp64uPjg4+PT7GmWhQ//fQTjRs3JjExkb/++osPPviA5s2b891339GlSxeAXDkePHgQgD59+lgKuLxipYFdh6VmzpzJ4cOHSUlJ4dSpU/z000+WwgZgzpw5rF+/3uo1HTt2ZMeOHaSkpHDo0CEiIyNLOGspN5ycYGh/qF3TOj5/Mfzvb/vkJCLZTE7mn1Nb3q+heAoJCbHc/f39MZlMuWJXDvlERETQt29f3njjDYKDg6lQoQKvvvoq6enpPP300wQEBFCtWjVmzZpldazjx4/Tr18/KlasSGBgIH369OHw4cNXzTEwMJCQkBBq1apFnz59+Omnn7jpppsYPny4ZRguZ46vvPIKd9xxBwBOTk6YTKY8Y6VFqZtzI1KquLpCZASE5GhBkJEBn82Do8ftlpaIOJ6ff/6ZEydOsHHjRt577z1eeeUVbr/9dipWrMiWLVuIjIwkMjLScmFMYmIinTt3xsfHh40bN/Lrr7/i4+PDbbfdRmpqapGO7eTkxBNPPMGRI0fYvn17rufHjRvH7NmzAfOZqZiYmDxjpYWKG5Gr8fKC0SOggn92LDkFPpkJZ0tmzF9EHF9AQAAffvgh9evXZ9iwYdSvX5/ExESef/556taty/jx43Fzc2PTpk0ALFy4ECcnJ2bMmEHTpk1p2LAhs2fPJjo6OteoR2E0aNAAIM8zPz4+PlSoUAHIPjOVV6y0UHEjUhgVK8DI4eZlGbLEXzR3Mb6UYLe0RMRxNG7cGCen7F/LwcHBNG3a1PLY2dmZwMBATp0yLxWzfft2/vnnH3x9fS3zYwICAkhOTrbMhSmKq/WNK0vsOqFYpEypGgqPDDUXNOmXLw09eRqmz4bHHgG3vNsRiIgUxpUtTUwmU56xzMs9tzIzM2ndujVffPFFrn1Vrly5yMfPWrcx59VUZZXO3IgURb06MKS/dezfIzDnCzX5E5ES1apVKw4cOEBQUBB16tSxuvv7+199BzlkZmby4YcfUrNmTVq2bGmjjEuOihuRomrdwnyZeE6798JXy9XkT0RKzAMPPEClSpXo06cPv/zyC4cOHWLDhg088cQTHDt2rMDXnj17ltjYWP7991++/fZbunbtyh9//MHMmTML3c8nL8uWLbPM3bEnDUuJXItbb4HzcfDzxuzYxs1QoQL0uNVuaYmUK0Ym2PqEqVF6z8h6eXmxceNGnn32We6++24uXrxI1apV6dKly1Wb3HXt2tWyj+rVq9O5c2c+/fRT6tSpc105xcXFWfX0sRe7dii2B3UolmKTmQlzvoTtu63jg/vBf9rYJycRB1JWOxTLtXOIDsUiZZqTEwzuD/GX4ECOKxO++Ar8fKFRffvlJuLAnJ2dWfr1V0XqGnw9TCaTCpsyRnNuRK6Hqws8PBSq5OjvkJlpbvIXXfCYt4hcO2dnZ1xcXErkrsKm7FFxI3K9vDxh1AhzL5wsqanmJn9nztotLRGR8krFjUhxqOBvbvLn6Zkdu3hJTf5EROxAxY1IcakSYl6HyiXHVLZTZ2DqLPOZHBERKREqbkSKU51aMHQA5GxffjgaZn1hXnBTRERsTsWNSHFr1QzuvdM69tc+WLRMTf5EREqAihsRW+jUHrp1so5t2gKrfrJLOiIi5YmKGxFbubMn3HDFGi0rVsNvf9gnHxGRckLFjYitODnBoPuh/hXtzBcsgT1R9slJxEFkZGSQnp5eIvcMzZfLV0REBH379rU8NgyDhx9+mICAAEwmE7t27cozZmvqUCxiSy4u8NBQeP8TOB5jjmVmwszP4clHoXqYffMTKYMyMjLod9/dnDkXVyLHqxTgz6KvlhapmV9ERARz587NFT9w4MB1r99ka+vXr6dz586AuTuzr68vtWrVolu3bowZM4bQ0FDLth988IFVp+hVq1YxZ84c1q9fT61atahUqVKeMVtTcSNia54e5h44kz6Gc+fNsdQ0c5O/p0ZDkO1/0EUciWEYnDkXx2cdz+Jsuvr21yPDgIc2cE1LPdx2223Mnj3bKla5cuVc26WmpuLm5nbNOdrK/v378fPzIz4+nh07dvD2228zc+ZM1q9fT9OmTQHw9/e3es3BgwcJDQ3l5ptvLjBmaxqWEikJFfzNXYy9vbJjlxLMTf4uXrJfXiJlmLMJXJxse7+e4snd3Z2QkBCru7OzM506dWL06NGMHTuWSpUq0a1bNwD27dtHr1698PHxITg4mMGDB3PmzBnL/hISEhgyZAg+Pj6EhoYyadIkOnXqxJNPPmnZxmQysXz5cqs8KlSowJw5c4qcf1BQECEhIdSrV4/+/fuzadMmKleuzKOPPmrZJuewVEREBI899hjR0dGYTCZq1KiRZ6wkqLgRKSkhQfBIhHk9qixnzprP4CSn2C0tESl5c+fOxcXFhU2bNjF9+nRiYmLo2LEjLVq0YNu2baxatYqTJ09y//33W17z9NNPs27dOpYtW8bq1atZv34927dvL7GcPT09iYyMZNOmTZw6dSrX8x988AGvvfYa1apVIyYmhq1bt+YZKwkalhIpSbVrwoMPmBfWzDrNHX0MZs43dzfWAn0iDmPFihX4+PhYHvfs2ZOvvvoKgDp16vD2229bnnvppZdo1aoVb7zxhiU2a9YswsLC+Pvvv6lSpQozZ85k3rx5ljM9c+fOpVq1aiX0bswaNGgAwOHDhwkKCrJ6zt/fH19fX5ydnQkJyV5MOK+Yram4ESlpzZvA/X3NTf2y7Puf+SqqB+6z7m4sImVW586dmTp1quWxt7e35f/btGljte327dtZt26dVTGU5eDBgyQlJZGamkrbtm0t8YCAAOrXr2+DzPOXNffIVMo/p1TciNjDLTfDhTj48efs2Oat5rk5t/ewX14iUmy8vb3zvTIqZ6EDkJmZyR133MFbb72Va9vQ0FAOHDhQqGOaTKZck5/T0tIKmfHVRUWZ21iU1NyZa6U5NyL2csdtcFNr69jKn+CXzfbJR0TsplWrVuzdu5caNWpQp04dq3tWkeTq6srvv/9uec358+f5+++/rfZTuXJlYmJiLI8PHDhAYmJiseSYlJTEp59+yi233JLnVV+liYobEXsxmczDUA3rWccXLYM/99onJxGxi1GjRnHu3DkGDBjAH3/8wb///svq1asZNmwYGRkZ+Pj4MHz4cJ5++mnWrl3Lnj17iIiIwMnJ+tf4rbfeypQpU9ixYwfbtm0jMjISV1dXq226dOnClClTrprTqVOniI2N5cCBAyxcuJB27dpx5swZq6G2azFlyhS6dOlyXfu4GhU3Ivbk7AwjBkNY1eyYYZhXEf/3sN3SEikLMgxIz7TtPaOE1rqtUqUKmzZtIiMjgx49etCkSROeeOIJ/P39LQXMO++8wy233MKdd95J165dad++Pa1bW5/9nTRpEmFhYdxyyy0MHDiQcePG4eXlZbXNwYMHrS4xz0/9+vWpUqUKrVu35s0336Rr167s2bOHRo0aXdd7PXPmDAcPHryufVyNybiWzkRlWHx8PP7+/sTFxeHn52fvdETM4uLNTf7OnsuOeXvBU6MgOCj/14k4sOTkZA4dOkTNmjXx8PCwxMtCh+KS0qlTJ1q0aMHkyZPtnUqxyO97DkX7/a0JxSKlgb+fucnfpCmQcHl8PCHR3OTvqdHm50UEAGdnZxZ9tfSaugZfC5PJVCoLG8mfhqVESovgyvDoMMg5Pn72PEydBcnJ9stLpBRydnbGxcWlRO4qbMoeFTcipUnN6jB8kHWvm6PHYcbnkJ5uv7xEpFRav369wwxJFScVNyKlTdNG0P9u61jU3/DFV9ldjUVEJF8qbkRKo/b/gZ5drWN/7IBvV9knHxGRMkTFjUhp1bs7tL3BOrb6Z9iwyT75iIiUESpuREorkwkG3AONG1jHv/oGdv1ln5xERMoAFTcipZmzMwwfDNXDsmOGAbO/hH8O2S8vEZFSTMWNSGnn7ma+RLxSYHYsPR2mz4bYk/bLS0SklFJxI1IW+PqYm/z55FhJODEJpswwry4uIiIWKm5EyoqgSjByOLjlaPJ3/gJ8MhOSkuyWlkipZxhw6Ah88wMsWGL+76EjNm2tEBERgclkIjIyMtdzI0eOxGQyERERYbPjl3cqbkTKkuph5jk4OVcCPh4Dn85Tkz+RvJyIhbc/hHenwOp18Ovv5v++O8UcPxFrs0OHhYWxcOFCknL88ZGcnMyCBQsIDw+32XFFxY1I2dOkofkqqpz+/gc+XwyZmfbJSaQ0OhEL730C0cfyfj76mPl5GxU4rVq1Ijw8nKVLl1piS5cuJSwsjJYtW1pihmHw9ttvU6tWLTw9PWnevDlff/215fmMjAyGDx9OzZo18fT0pH79+nzwwQdWx4qIiKBv3768++67hIaGEhgYyKhRo0hLS7PJeyvtVNyIlEU33wi3d7eObdtpPt0uIuYhp88XXX3INikJ5i+22RDVgw8+yOzZsy2PZ82axbBhw6y2efHFF5k9ezZTp05l7969jBkzhkGDBrFhwwYAMjMzqVatGosXL2bfvn289NJLPP/88yxevNhqP+vWrePgwYOsW7eOuXPnMmfOHObMmWOT91Xa2bW4mThxIjfccAO+vr4EBQXRt29f9u/fX+Br1q9fj8lkynX/3//+V0JZi5QSt3U1dzLO6acNsO4X++QjUpocjs7/jM2VjhyFw0dtksbgwYP59ddfOXz4MEeOHGHTpk0MGjTI8nxCQgLvvfces2bNokePHtSqVYuIiAgGDRrE9OnTAXB1deXVV1/lhhtuoGbNmjzwwANERETkKm4qVqzIlClTaNCgAbfffju9e/dm7dq1NnlfpZ2LPQ++YcMGRo0axQ033EB6ejovvPAC3bt3Z9++fXh7exf42v379+Pn52d5XLlyZVunK1K6mExwf1+Ii4e/9mXHl3wH/n7QqrndUhOxuz/3FnH7PVCz+OfBVKpUid69ezN37lwMw6B3795UqlTJ8vy+fftITk6mW7duVq9LTU21GrqaNm0aM2bM4MiRIyQlJZGamkqLFi2sXtO4cWOrFcxDQ0P566/y2fDTrsXNqlXW6+TMnj2boKAgtm/fzi233FLga4OCgqhQoYINsxMpA5ydYdgD8OF0OBRtjhkGzF1gvny8bm375idiL4lFvIKwqNsXwbBhwxg9ejQAH3/8sdVzmZfnyX3//fdUrVrV6jl3d3cAFi9ezJgxY5g0aRJt27bF19eXd955hy1btlht7+rqavXYZDJZ9l/e2LW4uVJcnLlfR0BAwFW3bdmyJcnJyTRq1IgXX3yRzp0757ldSkoKKSkplsfx8fHFk6xIaeHmBpHDYNLHcOq0OZaeAdPnwNhRUCXErumJ2IWXp223L4LbbruN1NRUAHr06GH1XKNGjXB3dyc6OpqOHTvm+fpffvmFm2++mZEjR1piBw8etFm+jqDUTCg2DIOxY8fSvn17mjRpku92oaGhfPrppyxZsoSlS5dSv359unTpwsaNG/PcfuLEifj7+1vuYWFheW4nUqb5eJub/Pn6ZMeSkuHjGeZeOCLlTbPGRdw+/98718vZ2ZmoqCiioqKsho0AfH19GTduHGPGjGHu3LkcPHiQnTt38vHHHzN37lwA6tSpw7Zt2/jxxx/5+++/mTBhAlu3brVZvo6g1Jy5GT16NH/++Se//vprgdvVr1+f+vXrWx63bduWo0eP8u677+Y5lDV+/HjGjh1reRwfH68CRxxTpQBzk7/J0yDrbOWFOHOTvzEjbfqXqUipUyMcwqsVblJx9TCoYdvfCznniF7p9ddfJygoiIkTJ/Lvv/9SoUIFWrVqxfPPPw9AZGQku3btol+/fphMJgYMGMDIkSNZuXKlTXMuy0yGYcMWjYX02GOPsXz5cjZu3EjNmjWL/Pr/+7//Y/78+URFRV112/j4ePz9/YmLiyvwH5tImRW1Hz6ZZd3zpm4tGPUQuJaav2dErio5OZlDhw5Rs2ZNPDw8ir6DrD43BV0O7ukJY0dq+LaUKOh7XpTf33YdljIMg9GjR7N06VJ+/vnnaypsAHbu3EloaGgxZydSRjWsD4Put44d+BfmLVSTPylfqoSYC5fwank/Xz1MhY2DsuufcaNGjeLLL7/km2++wdfXl9hYc5dIf39/PD3Np9DHjx/P8ePHmTdvHgCTJ0+mRo0aNG7cmNTUVObPn8+SJUtYsmSJ3d6HSKlzU2uIi4Nvcpy23rEbKvjBPXfaLy+RklYlBJ553NzH5s895quivDzNc2xqhJlbKojDsWtxM3XqVAA6depkFZ89e7ZlQbGYmBiio6Mtz6WmpjJu3DiOHz+Op6cnjRs35vvvv6dXr14llbZI2dCtM5yPg42/Zcd+/gUq+EOXvK/KEHFIJpO5h40N+thI6VQq5tyUJM25kXIlMxNmfA6791jHH3wA2rSwS0oihXXdc26kzHGIOTciYmNOThAxEGrVsI7PWwj7/7FLSiIitqbiRsTRublC5IMQHJQdy8iAT+fC8RP2y0tExEZU3IiUB95e5iZ//jlO5SYnw8cz4dx5++UlImIDKm5EyovAiuYmfx7u2bG4eHMX44RE++UlIlLMVNyIlCfVqsBDQ80LbmaJPWVehyotzW5piYgUJxU3IuVNg7owuJ917OAhmLNATf5ESqFOnTrx5JNPWh4nJiZyzz334Ofnh8lk4sKFCyWSxyuvvEKLFi1K5FjXS8WNSHl0Q0u4q7d1bNdf8PW3UL66Q0g5YGBwmMOsYAWLWcwKVnCYwxjY7t96REQEffv2zRVfv379dRckc+fO5ZdffuG3334jJiYGf39/q+c7deqEyWTK916jRo1rOu64ceNYu3btNeddkrTQjEh51aWjeWHNdTkWq92wCSr6mxsAijiAGGJYwAKOctQqvpa1hBHGAAYQStlavufgwYM0bNiQJk3yXsl86dKlpKamAnD06FFuvPFGfvrpJxo3Nq+UfuXK5Kmpqbi5uV31uD4+Pvj4+Fxn9iVDZ25EyiuTCe6+A1o2s44v/wH+2G6fnESKUQwxfMRHuQqbLEc5ykd8RAwxJZxZtrNnzzJgwACqVauGl5cXTZs2ZcGCBflu36lTJyZNmsTGjRsxmUy5OvwDBAQEEBISQkhICJUrVwYgMDDQErvhhhv473//S0REBP7+/jz00EMAPPvss9SrVw8vLy9q1arFhAkTSMsxF+/KYamss1PvvvsuoaGhBAYGMmrUKKvX2IuKG5HyzMkJhvaHOrWs458vhqi/7ZOTSDEwMFjAApIoYEVwIIkkFrLQpkNUBUlOTqZ169asWLGCPXv28PDDDzN48GC2bNmS5/ZLly7loYceom3btsTExLB06dJrOu4777xDkyZN2L59OxMmTADA19eXOXPmsG/fPj744AM+++wz3n///QL3s27dOg4ePMi6deuYO3cuc+bMYc6cOdeUU3HSsJRIeefqCo8Mhfc+gZiT5lhmJnw2D8Y8CmFV7ZufyDU4wpF8z9hcKfryrTrVizWHFStW5BrGycjIsHpctWpVxo0bZ3n82GOPsWrVKr766ituuummXPsMCAjAy8sLNzc3QkKufTXzW2+91eq4AC+++KLl/2vUqMFTTz3FokWLeOaZZ/LdT8WKFZkyZQrOzs40aNCA3r17s3btWsvZIHvRmRsRAa/LTf4q5JiYmJICn8yEs+fsl5fINdrDnqtvlMNf/FXsOXTu3Jldu3ZZ3WfMmGG1TUZGBv/3f/9Hs2bNCAwMxMfHh9WrV1stGG0Lbdq0yRX7+uuvad++PSEhIfj4+DBhwoSr5tG4cWOrOTyhoaGcOnWq2PMtKhU3ImJWsYK5yZ9njsXq4i+am/xdSrBbWiLXIpGiNaYs6vaF4e3tTZ06dazuVatanwmdNGkS77//Ps888ww///wzu3btokePHpYJwbbi7e1t9fj333+nf//+9OzZkxUrVrBz505eeOGFq+bh6upq9dhkMpFZClpKqLgRkWxVQ+HhCHDJcTXFydMwbTak2n+SoEhheeFl0+2Lyy+//EKfPn0YNGgQzZs3p1atWhw4cKDE89i0aRPVq1fnhRdeoE2bNtStW5cjR46UeB7FRcWNiFirVxuGDLCOHToCs79Qkz8pM5qQ92XS+WlKUxtlUrA6deqwZs0afvvtN6KionjkkUeIjY21Sx7R0dEsXLiQgwcP8uGHH7Js2bISz6O4qLgRkdxaN4d77rSO/bkXFi9Xkz8pE6pTnTDCCrVt+OWbPUyYMIFWrVrRo0cPOnXqREhISJ7N/2ytT58+jBkzhtGjR9OiRQt+++03y1VUZZHJMMrXJ1V8fDz+/v7ExcXh5+d39ReIlGdLv4O1G61jd9wGt3WxTz5SriQnJ3Po0CFq1qyJh4fH1V9whaw+NwVdDu6JJ4/xWJlr5OeoCvqeF+X3t87ciEj++vaG1i2sY9+tgs1b7ZKOSFGEEspjPJbvGZxwwlXYOCj1uRGR/Dk5mRfZvHgR/j6YHf/ya/DzhcYN7JebSCGEEsoYxhBNNH/xF4kk4oUXTWlKOOGYMNk7RbEBFTciUjBXF3j4cpO/E5cnOmZmwozPzU3+wqvZNz+RqzBhovrlm5QPGpYSkavz9DQ3+atYITuWmmpu8nfmrN3SEhHJi4obESmcCv7mAsfTMzt28ZK5yd/FS/bLSxxeObvupVwrru+1ihsRKbzQYIiMAJccI9qnzsDUWZBi246qUv5kdb9NTCz+7sFSOmV1RM65pMO10JwbESmaOrUgYgDMnJ/d8+bIUZg13zw35zo/lESyODs7U6FCBctaRV5eXphMmgDsqDIzMzl9+jReXl64uFxfeaLiRkSKrmUzuLcPfLU8O7YnChYtgwH3gH4BSTHJWvm6NCzGKLbn5OREeHj4dRexKm5E5Np0agcX4mDNuuzYpi3muTm9utkvL3EoJpOJ0NBQgoKCSEvT+maOzs3NDSen658xo+JGRK7dnbeZC5ytO7Jj3682Fzg332i/vMThODs7X/c8DCk/NKFYRK6dkxMMug8a1LWOL1hiHqYSEbEDFTcicn1cXGDEEKhWJTuWmQkzP4fD0fbLS0TKLRU3InL9PD1g5HAIqJgdS00zXyJ+6oz98hKRcknFjYgUD38/c5M/b6/s2KUE+PgziL9ov7xEpNxRcSMixSckCCIfNK9HleXMOfMZnOQU++UlIuWKihsRKV61asCDD1j3uok+Zm76l5Fht7REpPxQcSMixa95E+h3l3Vs3//gyyXZXY1FRGxExY2I2EaHtnBbF+vY71vNfXBERGxIxY2I2M7tPeCm1taxlT/BL5vtk4+IlAsqbkTEdkwmeOA+aFjPOr5oGfy51z45iYjDU3EjIrbl7Gxu8hdeLTtmGDDrC/j3sN3SEhHHpeJGRGzPwx0eHQaBAdmxtDSYNhtOarVnESleKm5EpGT4+cLoEeDjnR1LSISPZ0BcvP3yEhGHo+JGREpOUGWIHAaurtmxs+cvN/lLtl9eIuJQVNyISMmqGQ7DB1k3+Tt6HGZ8Dunp9stLRByGihsRKXlNG8GAe6xjUX/DF1+pyZ+IXDe7FjcTJ07khhtuwNfXl6CgIPr27cv+/fuv+roNGzbQunVrPDw8qFWrFtOmTSuBbEWkWLW7CXp1s479sQO+XWWffETEYdi1uNmwYQOjRo3i999/Z82aNaSnp9O9e3cSEhLyfc2hQ4fo1asXHTp0YOfOnTz//PM8/vjjLFmypAQzF5Fi0asb3HyjdWz1z7Bhk33yERGHYDKM0nMO+PTp0wQFBbFhwwZuueWWPLd59tln+fbbb4mKirLEIiMj2b17N5s3X73raXx8PP7+/sTFxeHn51dsuYvINcrIgOlzYO//smMmE4wYDC2a2i0tESldivL7u1TNuYmLiwMgICAg3202b95M9+7drWI9evRg27ZtpKWl5do+JSWF+Ph4q7uIlCLOzjB8MFQPy44ZBsz+Ev45ZL+8RKTMKjXFjWEYjB07lvbt29OkSZN8t4uNjSU4ONgqFhwcTHp6OmfOnMm1/cSJE/H397fcw8LCcm0jInbm7mZu8le5UnYsPR2mz4bYk/bLS0TKpFJT3IwePZo///yTBQsWXHVbU85LSDEXRnnFAcaPH09cXJzlfvTo0eJJWESKl68PjBpu3eQvMQmmzIALcfbLS0TKnFJR3Dz22GN8++23rFu3jmrVqhW4bUhICLGxsVaxU6dO4eLiQmBgYK7t3d3d8fPzs7qLSClVuRKMHA5ubtmx8xfgk5mQlGS3tESkbLFrcWMYBqNHj2bp0qX8/PPP1KxZ86qvadu2LWvWrLGKrV69mjZt2uCas+upiJRN1cPMk4mdcnw8HY+BT+epyZ+IFIpdi5tRo0Yxf/58vvzyS3x9fYmNjSU2NpakHH+hjR8/niFDhlgeR0ZGcuTIEcaOHUtUVBSzZs1i5syZjBs3zh5vQURsoXEDGHivdezvf+DzxZCZaZ+cRKTMsGtxM3XqVOLi4ujUqROhoaGW+6JFiyzbxMTEEB0dbXlcs2ZNfvjhB9avX0+LFi14/fXX+fDDD7nnnnvyOoSIlFVtb4Dbe1jHtu2Eb36wTz4iUmaUqj43JUF9bkTKEMOAhUvh19+t4/feCZ072CcnEbGLMtvnRkTEiskE9/c1r0WV05LvYMduu6QkIqWfihsRKd2cnWHYA+bVxLMYBsxdAAcO2i8vESm1VNyISOnn5gaRwyCocnYs/fKyDSdi832ZiJRPKm5EpGzw8YZRI8zN/rIkJcPHM8y9cERELlNxIyJlR6UAc5M/d/fs2IU4c5O/RDX5ExEzFTciUraEV4OHrmjydyIWPp0DaWryJyIqbkSkLGpYHwbdbx078C/MW6gmfyKi4kZEyqibWkOfntaxHbth2Qr75CMipYaKGxEpu7p1hltuto79/Aus3WCffESkVFBxIyJll8kE9/WB5k2s40tXwLZddklJROxPxY2IlG1OThAxEGrVsI7PWwj7/7FLSiJiXypuRKTsc3OFyAchOCg7lpEBn86F4yfsl5eI2IWKGxFxDN5e5iZ//jkW1EtOho9nwrnz9stLREqcihsRcRyBFc1N/jxyNPmLizd3MU5ItF9eIlKiVNyIiGOpVgUeGmpecDNL7CnzOlRpaXZLS0RKjoobEXE8DerC4H7WsYOHYM4CNfkTKQdU3IiIY7qhJdzV2zq26y/4+lswDPvkJCIlQsWNiDiuLh2hc3vr2IZN8NN6u6QjIiVDxY2IOC6TCe6+A1o2s44v/wH+2G6fnETE5lTciIhjc3KCof2hTi3r+OeLIepv++QkIjal4kZEHJ+rKzwyFEKDs2OZmfDZPDh63H55iYhNqLgRkfLB63KTvwr+2bGUFPhkJpw9Z7+8RKTYXVNxk56ezk8//cT06dO5ePEiACdOnODSpUvFmpyISLGqWMHc5M/TIzsWf9Hc5O9Sgt3SEpHiVeTi5siRIzRt2pQ+ffowatQoTp8+DcDbb7/NuHHjij1BEZFiVTUUHo4AlxxN/k6ehmmzIVVN/kQcQZGLmyeeeII2bdpw/vx5PD09LfG77rqLtWvXFmtyIiI2Ua82DBlgHTt0BGZ/oSZ/Ig6gyMXNr7/+yosvvoibm5tVvHr16hw/rol5IlJGtG4O99xpHftzLyxeriZ/ImVckYubzMxMMjIycsWPHTuGr69vsSQlIlIibu0AXW6xjv2yGX782T75iEixKHJx061bNyZPnmx5bDKZuHTpEi+//DK9evUqztxERGyvb29o3cI69t0q2LzVLumIyPUzGUbRzr+eOHGCzp074+zszIEDB2jTpg0HDhygUqVKbNy4kaCgIFvlWizi4+Px9/cnLi4OPz8/e6cjIqVBWjp8MgP+Ppgdc3KCyAehcQP75SUiFkX5/V3k4gYgKSmJBQsWsGPHDjIzM2nVqhUPPPCA1QTj0krFjYjkKSkJ3vsETsRmx9zcYMyjEF7NfnmJCFACxU1ZpuJGRPJ1IQ7enQLnL2THfH1g3GioFGi3tETExsXNvHnzCnx+yJAhRdldiVNxIyIFijkJkz42n8nJElQJxo4yFzoiYhc2LW4qVqxo9TgtLY3ExETc3Nzw8vLi3LnS3cZcxY2IXNU//8JHn0F6enasehg8EQnubvm/TkRspii/v4t8tdT58+et7pcuXWL//v20b9+eBQsWXHPSIiKlRp1aEDEATKbs2JGjMGs+5NEKQ0RKl2JZOLNu3bq8+eabPPHEE8WxOxER+2vZDO7tYx3bEwWLlqnJn0gpV2yrgjs7O3PixIni2p2IiP11agfdOlvHNm2BlT/ZJx8RKRSXor7g22+/tXpsGAYxMTFMmTKFdu3aFVtiIiKlwp23ma+i2rojO/b9aqjgDzffaL+8RCRfRS5u+vbta/XYZDJRuXJlbr31ViZNmlRceYmIlA5OTjDoPrh4Ef53IDu+YAn4+UKThvbLTUTypD43IiKFkZQMk6fCsRzD726u5iuoaoTbLy+RcsKmV0uJiJRLnh4wcjgE5GiHkZoGU2fBqTP2y0tEcinUmZuxY8cWeofvvffedSVkazpzIyLXJfYUvPcxJCRmxyoFwFOjzcNUImITRfn9Xag5Nzt37izUgU05e0KIiDiikCDzgpofTjcvuAlw5pz5DM4TkeDhbt/8RMS+c242btzIO++8w/bt24mJiWHZsmW5JizntH79ejp37pwrHhUVRYMGhVu5V2duRKRY7N4Dn82z7nnTqAFERoCzs93SEnFUZWbOTUJCAs2bN2fKlClFet3+/fuJiYmx3OvWrWujDEVE8tG8CfS7yzq273/w5RI1+ROxsyJfCg6wdetWvvrqK6Kjo0lNTbV6bunSpYXeT8+ePenZs2eRjx8UFESFChWK/DoRkWLVoa25B86qtdmx37dCRX+4vYf98hIp54p85mbhwoW0a9eOffv2sWzZMtLS0ti3bx8///wz/v7+tsgxl5YtWxIaGkqXLl1Yt25dgdumpKQQHx9vdRcRKTa394CbWlvHVv4Ev2y2Tz4iUvTi5o033uD9999nxYoVuLm58cEHHxAVFcX9999PeLhtez2Ehoby6aefsmTJEpYuXUr9+vXp0qULGzduzPc1EydOxN/f33IPCwuzaY4iUs6YTPDAfdCwnnV80TL4c699chIp54o8odjb25u9e/dSo0YNKlWqxLp162jatClRUVHceuutxMTEXFsiJtNVJxTn5Y477sBkMuVaFiJLSkoKKSkplsfx8fGEhYVpQrGIFK/kFPhgGkQfy465usLjD0OtGnZLS8RR2HRCcUBAABcvXgSgatWq7NmzB4ALFy6QmJhY0Ett4j//+Q8HDhzI93l3d3f8/Pys7iIixc7DHR4dBoEB2bG0NJg2G06esl9eIuVQoYubXbt2AdChQwfWrFkDwP33388TTzzBQw89xIABA+jSpYtNkizIzp07CQ0NLfHjiojk4ucLo0eAj3d2LCERPp4BcZrvJ1JSCn21VKtWrWjZsiV9+/ZlwIABAIwfPx5XV1d+/fVX7r77biZMmFCkg1+6dIl//vnH8vjQoUPs2rWLgIAAwsPDGT9+PMePH2fevHkATJ48mRo1atC4cWNSU1OZP38+S5YsYcmSJUU6roiIzQRVhshh5iGqtDRz7Ox5c5O/JyPBw8O++YmUA4Wec7N582ZmzZrF4sWLSUtL4+6772b48OF5NtUrrPya8g0dOpQ5c+YQERHB4cOHWb9+PQBvv/02n376KcePH8fT05PGjRszfvx4evXqVehjqomfiJSIv/bB9DnWPW8a1jN3N3a5pi4cIuVaUX5/F3lCcVJSEosXL2b27Nn88ssv1KhRg2HDhjF06FCqVat2XYmXBBU3IlJiNm2BL7+2jt3YCob0N19lJSKFZtMJxZ6engwdOpT169fz999/M2DAAKZPn07NmjWLdAZFRMThtbsJenWzjv2xA75dZZ98RMqJ61p+oXbt2jz33HO88MIL+Pn58eOPPxZXXiIijqFXN7j5RuvY6p9hwyb75CNSDlxzcbNhwwaGDh1KSEgIzzzzDHfffTebNumHVUTEiskE/e+Gxlcs7vvVN7DrL/vkJOLgilTcHD16lNdff53atWvTuXNnDh48yEcffcSJEyf47LPP+M9//mOrPEVEyi5nZxg+GKrn6JBuGDD7S/jnkP3yEnFQhS5uunXrRs2aNfnkk0+49957iYqK4tdff+XBBx/E29v76jsQESnP3N3MTf4qV8qOpafD9NkQc9J+eYk4oEIXN56enixZsoRjx47x1ltvUb9+fVvmJSLieHx9YNRw6yZ/iUnmJn8X4uyXl4iDKfKl4GWdLgUXEbs7chQmT4PU1OxY1VAY8yh4etovL5FSzKaXgouIyHWqHgYjBoNTjo/g4zHw6VxIS7dfXiIOQsWNiIg9NG4AA++1jv19EOYvgsxM++Qk4iBU3IiI2EvbG+D2Htaxbbtg+Q92SUfEUai4ERGxp9u6QPsr2mis3QA//2KffEQcgIobERF7Mpng/r7QtJF1fOl3sH23XVISKetU3IiI2JuzMwx7AGqGZ8cMA+YtgAMH7ZeXSBml4kZEpDRwc4PIYRBUOTuWngHT58CJWLulJVIWqbgRESktfLxh1Ahzs78sScnmJn/nL9gtLZGyRsWNiEhpUikARg4Hd/fs2IU4c4GTmGS/vETKEBU3IiKlTXg1eOiKJn8xJ+HTOZCWZre0RMoKFTciIqVRw/ow6H7r2IF/Ye5CNfkTuQoVNyIipdVNraFPT+vYzj/Nl4mXr2UBRYpExY2ISGnWrTPccrN1bN2vsHajffIRKQNU3IiIlGYmE9zXB5o3sY4vWwHbdtonJ5FSTsWNiEhp5+QEEQOhVg3r+LxFsP8fu6QkUpqpuBERKQvcXCHyQQgJyo5lZMCnc+HYCfvlJVIKqbgRESkrvL3MTf78/bJjycnwyUw4e95+eYmUMipuRETKkoCKMGo4eHhkx+Li4ZMZkJBov7xEShEVNyIiZU3VKvDwUPOCm1liT8G02ZCqJn8iKm5ERMqi+nVgSD/r2L+HYe6XavIn5Z6KGxGRsqpNS7jrduvYrj3w1Tdq8iflmoobEZGyrMst0LmDdWzjb7BmvV3SESkNVNyIiJRlJhPcfTu0am4d/+YH2LLdPjmJ2JmKGxGRss7JyTz/pm4t6/j8xRD1t31yErEjFTciIo7A1RUejoDQ4OxYZiZ8Ng+OHrdbWiL2oOJGRMRReHmam/xV8M+OpaSYm/ydOWe/vERKmIobERFHUrGCucDxzNHkL/4ifDwDLiXYLS2RkqTiRkTE0VQJgUciwCVHk79Tpy83+Uu1W1oiJUXFjYiII6pbG4YMMF9NleXQEZj1hXnBTREH5mLvBETKOsMwSE5Otun+U1JSAHB3d8eU85dVMfPw8LDp/qWEtW4O8fHw9bfZsb/2weLl0P9u68JHxIGouBG5TsnJyfTs2dPeaRSLlStX4unpae80pDh17gDn42DthuzYr7+b5+bc1sVuaYnYkoalREQcXd9e0KaFdey7VbB5q13SEbE1nbkRuU4eHh6sXLnSZvtPTk7mrrvuAmDZsmV4eHhc5RXXzpb7FjtycoJB/SD+Evz9T3b8y6/BzxcaN7BfbiI2oOJG5DqZTKYSG8rx8PDQsJFcG1cXeHgIvD8VjseYY5mZMONzeDISqofZNz+RYqRhKRGR8sLTE0YON8+3yZKaClNnwekzdktLpLipuBERKU8q+MPoEeZuxlkuXoKPZ5r/K+IA7FrcbNy4kTvuuIMqVapgMplYvnz5VV+zYcMGWrdujYeHB7Vq1WLatGm2T1RExJGEBMMjD4JLjpkJp8+Yz+CkqMmflH12LW4SEhJo3rw5U6ZMKdT2hw4dolevXnTo0IGdO3fy/PPP8/jjj7NkyRIbZyoi4mDq1IQHB1r3ujlyFGbNV5M/KfPsOqG4Z8+eReoPMm3aNMLDw5k8eTIADRs2ZNu2bbz77rvcc889NspSRMRBtWgK9/aBr5Znx/ZEwcKlMPBeNfmTMqtMXS21efNmunfvbhXr0aMHM2fOJC0tDVdX11yvSUlJsXR3BYiPj7d5nlJ62Lp7cEnImX9Zfy+gLsilTqd2EBcHq9dlx377wzw3p3f3/F8nUoqVqeImNjaW4OBgq1hwcDDp6emcOXOG0NDQXK+ZOHEir776akmlKKWMI3UPBiz9bsoydUEuhe7sCRfi4I8d2bEf1pgLnHY32S8vkWtU5q6WuvIvPsMw8oxnGT9+PHFxcZb70aNHbZ6jiEiZYjLBA/dBg7rW8YVLzWtRiZQxZerMTUhICLGxsVaxU6dO4eLiQmBgYJ6vcXd3x93dvSTSk1JuSvtzuDsb9k6jyAwDUjPN/+/mVDanQaRkmBj9a4C905CCuLjAQ0Ng8jQ4etwcy8yEmfPhiUioGW7f/ESKoEwVN23btuW7776ziq1evZo2bdrkOd9GJCd3ZwN3Z3tncW3K/qIIZa+oLJc8PODRYTBpCpw9b46lpcG0WfDUKAiqbN/8RArJrsNSly5dYteuXezatQswX+q9a9cuoqOjAfOQ0pAhQyzbR0ZGcuTIEcaOHUtUVBSzZs1i5syZjBs3zh7pi4g4Hn8/GDUCvL2yY5cS4OMZEH/RfnmJFIFdi5tt27bRsmVLWrZsCcDYsWNp2bIlL730EgAxMTGWQgegZs2a/PDDD6xfv54WLVrw+uuv8+GHH+oycBGR4hQcBJEPmtejynLmnLnJX3JK/q8TKSXsOizVqVMny4TgvMyZMydXrGPHjuzYsSP3xiIiUnxq1YAHH4DP5pknfgFEH4OZn5sLH+cyOsYr5UKZu1pKRERKSPMm0O+K9gP79sOXX2cXPCKlkIobERHJX4e2cFsX69jv22DFj/bJR6QQVNyIiEjBbu8B/2ljHVu1Fn7ZbJ98RK5CxY2IiBTMZDKvNdWovnV80TLYvcc+OYkUQMWNiIhcnbMzDB8M4dWyY4YBs7+Afw/bLS2RvJSpJn4iIo6uJBZ7NQzDsqCwu7t70RYyfXAgfDgtu8lfSoa5B87jD+fZ5E8LpYo9qLgRESlFyuxir0N/zTOshVLFHjQsJSIiIg5FZ25EREoRDw8PVq5cadNjJCcnc9dd5v41y5Ytw8PjGlcv27cfZs03L7CZpV4dGDHYvBAnXPu+Ra6DihsRkVLEZDKV6DCOh4fHtR+vdQvzcgxffp0d++cQLFkBQ/uXzSXsxSFoWEpERK5du5ugVzfr2NYd8K1tzz6JFERnbqTcSMmwdwbll772Dq5XN7gQB7/9kR1bvQ78/aFTO/vlJeWWihspN0b/GmjvFEQck8kE/e+G+IuwJyo7/vU3UMEPWjS1X25SLmlYSkRErp+zMwwbBNXDsmOGAbO/NM/DESlBOnMj5caU9mdxd7Z3FuVTSobOnJUL7m7w6DCY9DGcPmOOpafD9NkwdhSEBts3Pyk3VNxIueHujIobEVvz9YFRw80FzsVL5lhikrmL8bjRUMHfvvlJuaBhKRERKV6VK5nP4Li5ZcfOX4BPZkJSkt3SkvJDxY2IiBS/6mHmZn5OOX7NHI+BT+dCWrr98pJyQcWNiIjYRuMGMPBe69jfB2H+IuuuxiLFTMWNiIjYTtsb4I7brGPbdsHyH+ySjpQPKm5ERMS2etwK7f9jHVu7AX7+xT75iMNTcSMiIrZlMkG/u6BZY+v40u9g+2775CQOTcWNiIjYnpMTPDgQalbPjhkGzFsABw7aLy9xSCpuRESkZLi5QeSDEFw5O5aeAdPnwIlYu6UljkfFjYiIlBwfbxg1Avx8s2NJyeYmf+cv2C0tcSwqbkREpGQFBsDI4eDunh27EGcucBLV5E+un4obcUgGBoc5zI8uPxI2NozQh0KJreaHYe/ERMQsrCo8NMS6yV/MSfh0DqSl2S0tcQxaW0ocTgwxLGABRzkKrlDpzkoALCWE4ONxdP92H5VOJ9g5SxGhYT0YdD/MW5gdO/AvzF0Iwx6wLnxEikD/csShxBDDR3xkLmzycLKqP4sj2nCmsncJZyYiebqpNfTpZR3b+af5MnFD51rl2qi4EYdhYLCABSRR8Jh9iqcrq+9spCEqkdKiWyfo2M46tu5XWLvRLulI2afiRhzGEY7ke8bmSier+hNb1c/GGYlIoZhMcO+d0KKJdXzZCti20z45SZmm4kYcxh72FGn73W3CSHfWj4BIqeDkBEMHQu2a1vF5i2D/P/bJScosTSgWh5FIYpG2j2oeyv4mwQTFXiTkWByhx+IIOR6P/4UkTDbKUUQK4OYKj0TAex9D7ClzLCMDPp0LYx6FalXsmp6UHSpuxGF44VXk12Q6OxFb1Z/Yqv7suskc80xIJfRYHKHH4wg5FkfIiXjcUjOKOVsRyZO3l7nJ37tTIC7eHEtOhk9mwlOjIbCiffOTMkHFjTiMJjRhLWuvez9J3m78W78y/9a/3CLeMAg8lUDo8ayzO3EEnk7Q2R0RWwmoCKOGw3tTzYUNmAudT2bA2FHmAkikACpuxGFUpzphhBVqUrHfhSSqHTpPbDU/zlX2KXhjk4mzwT6cDfZhT6uqALglpxNyInsoK+R4HF6JajwmUmyqVoGHh5q7FmdcPnMaewqmzYbHHjYPYYnkQ8WNOAwTJgYwgI/4qMDLwd2T0ug1fxcBlxv5pXi4cKqKHyfD/Imt5s/Jan6keLkVeKxUDxeiawUSXSvQEvM7m0jwMfNQVvCxOAJPXsI54/ovODcMSM00/7+bk/nCkrImJaMMJi32V78ODOkHs7/Mjv17GOZ8AV06wp4o83INXp7QrDHUCC+bPyBS7FTciEMJJZTHeCy7Q/EVEqISiHormt8PewAeVzwbf/kO7lXd8WrkhXcjb7wbeeNZ2xOTS8EfmvGBXsQHenGgeSgAmSmZJP6dSOK+RBL2JZCwL4G00zq7I1IkbVrChXjzZeFZdu8133NavQ7Cq8HgflAlpGRzlFJHxY04nFBCGcMYoolmZ9pOlqxcQvrFdOJ+jSMxqnBXVKUcTyHleArn15wHwORuwqueudjxauSFd0Nv3IIKPrvj5O6ET1MffJpmD3ulnk41FztR5mIn6e8kMpMzr/3NipQHXW4xL6y57peCt4s+Bu99AmNHqsAp51TclEGGYZCcNcnOhsdISUkBwN3dHZMNT/V6eHgU+/5NmKhOdcJdwunRrYc5eHexHoK4pDiOOh3lqNNRop2iOe50nHRTeoGvcavshltHNyp0rACAk+FEiBFCWGaY5V7JqIQpx3Tl5ORk7rrrLgCWLVuGh8eVZ5zKlrKev9iByQR39YYt266+anhSEsxfDE8/piGqckzFTRmUnJxMz5497Z1GsVm5ciWenp422bfJZLLZvj3xJIQQbuAGADLI4AQnOJLjdprTBe4j05TJCdMJTjidYAtbAPMl7eGEU53q1KAGQQRZtvfw8LDZ+xEp1aKPXb2wyXLkKBw+CjXDbZuTlFoqbkSKiTPOhF2+tac9AJe4RDTRHOEIhzlMNNEkU/BZt0QS+d/lGwCe0HBuQxKiEtjivIW61CWEEJxxtvVbEik9/tx79W2stt+j4qYcs3tx88knn/DOO+8QExND48aNmTx5Mh06dMhz2/Xr19O5c+dc8aioKBo0aGDrVEsNDw8PVq5cadNjlORQiCMPU/jgQ6PLN4BMMjnNaQ5z2HJ2J4YYjKss4+lR3QOP6h58wzcAuOFGGGGWszvhhOOPv83fj4jdFPaszbVuLw7FrsXNokWLePLJJ/nkk09o164d06dPp2fPnuzbt4/w8Pwr7v379+Pnl73oYeXKlUsi3VLDlkMtedFQSPFxwongy7ebMLdETiaZoxy1FDuHOcwlLhW4n1RSOXj5lqUiFal++VaDGlSlKq6oF4g4CK8ifgYVdXtxKHYtbt577z2GDx/OiBEjAJg8eTI//vgjU6dOZeLEifm+LigoiAoVKpRQliK25YEHdS/fAAwMznPecnbnUOYhjqQfwcmt4EU+z1++7WIXYB4mq0pVS8FTneoEEmg1WVmkzGjW2Hy5d6G3b3L1bcRh2a24SU1NZfv27Tz33HNW8e7du/Pbb78V+NqWLVuSnJxMo0aNePHFF/McqsqSkpJiueoHID4+/voSF7ExEyYCLt9a0YqklCR63dkLzzqejP1gLCfczJOWz3GuwP1kkEH05dsvmC+h9cHHqtgJJxyPXP1+REqhGuHmPjbRx66+bfUwqBFm+5yk1LJbcXPmzBkyMjIIDg62igcHBxMbG5vna0JDQ/n0009p3bo1KSkpfP7553Tp0oX169dzyy235PmaiRMn8uqrrxZ7/iIlyUgzSIxKpF1GOzwxn26/yEWroaxookkltcD9XOISey/fwFxIhRBiVfAEE4wTBZ8lEilxJpO5Qd97n5gv986PpycMul+XgZdzdp9QfGV/E8Mw8u15Ur9+ferXr2953LZtW44ePcq7776bb3Ezfvx4xo4da3kcHx9PWJgqein7fPGlyeUbmCcrxxJrKXQOc5iTnCxwHwYGMZdvv/M7YB4mCyOMGtSwFDw+XGX9LZGSUCXE3KDv80V5n8GpHmYubNTAr9yzW3FTqVIlnJ2dc52lOXXqVK6zOQX5z3/+w/z58/N93t3dHXd392vO81qURJM9W8uZf1l/L7ZoElgaOeFElcu3m7kZgCSSrC5FP8IREim4S3MyyRy4fMtSiUqWYawa1KAKVXCx/99GUh5VCYFnHjf3sflzT461pZqYh6LKwc+6XJ3dPp3c3Nxo3bo1a9assVxyDLBmzRr69OlT6P3s3LmT0NBQW6R4zRytyV7O709ZZMsmgaWdJ57Uv3wD85maM5yxGs46wQkyKXgJiDOXb9vZDoALLlSjmtXZnQpU0GRlKRkmk7mHjfrYSD7s+qfX2LFjGTx4MG3atKFt27Z8+umnREdHExkZCZiHlI4fP868efMA89VUNWrUoHHjxqSmpjJ//nyWLFnCkiVL7Pk2RMoMEyYqX761oQ1gvqz8GMesOitf4EKB+0knncOXb1n88LO6FL0a1XCnZM+aioiAnYubfv36cfbsWV577TViYmJo0qQJP/zwA9WrVwcgJiaG6Ohoy/apqamMGzeO48eP4+npSePGjfn+++/p1auXvd7CVV1qMQDDqQyevjcMyLy8TpKTS5k71WvKTMdn1wJ7p1EmuOFGrcu3LBe4YHV25xjHSKPgFc3jieevyzcwD5OFEmppMliDGlSikiYri4jN2f237siRIxk5cmSez82ZM8fq8TPPPMMzzzxTAlkVH8PJBZzLaiO1gle9Ls0K7vcrV1Ph8q05zYFrXDeLTI5fvm1iE5B73axwwvHCy+bvR0TKF7sXNyJS+uW1blYCCVbFzhGOFH3dLCCIIKvhLK2bJSLXS8WNiFwTb7yLZd2sU5dvW9kKWK+blXXTulkiUhQqbkSkWOS1blYKKRzlqFXBc5GLBe7nautmVac61aimdbNEJF8qbkTEZtxxp87lG2Svm5Wz784xjpFBRoH70bpZYi+27ltmGIZliSB3d3eb9uQqLz2/QMWNiJSgnOtmtaQlYL6s/DjHrc7uXMu6Wd54W+bt2HLdLDXpLF1s/QvbkfqWlaeeXypuRMSuXHCxnH3Jci3rZiWQwL7LN7DdulmO9MsO1KRTHJOKGxEpdfJbNytnwXMt62a5427puaN1s6QwPDw8WLlypc32n5ycbCkwly1bhodH8Z9tzGLLfZc2Km5EpNTLuW5WW9oC1utmZd0SSChwPymk5Fo3K5BAq0vRi7Julpp02kdJNuk0mUwldmbIw8NDZ6GKSRn8qRQRKb51s85evu1gB2C9blbWWZ781s1Sk077UJNOuRoVN7aWUXDLerERfd3LnZJaNyvUKRQnDycykwsumkTEflTc2Jjv7oX2TkGk3Mpv3axooi1XZx3laNHWzXKHZt83I+nfJC6cOsHFoz7ER3uTdMYdjLI1vCPiqFTciEi5krVuVjOaAde2bpbJ2YRXXS+86p6Dy5etpyU6czHai4vR3sRHe3Mx2ov0JH3EitiDfvJs7GLz/mV4TL4My0jTWTMplPzWzcp5dqcw62a5emUQ0OAiAQ2yOzAnnnI3FzpHvImP9iIh1hMydXZHxNZU3Nias6uKG5EyxhtvGl6+Qfa6WUc4wsH0g6w/vB7Pmp6YnAsuVLyCUvAKSiGkjfnsTkaqExePenEx2stS9KRe1OeDSHFTcSMichU5181qmtaU6SOm4+TpBLf3wa9mCr7hifhVT8DNN73A/Ti7ZVKh9iUq1L5kiSWfd80eyjrixcXjXhjp19doUKS8U3EjInINMpMyuXjQh7jDFS9HDNwrpOFXPQHf8AT8qifgUzUJJ5eCL1z2qJiGR8ULVG5+wbzfdBOXTniaC54jXlw86k3yWTfQulkihabiRkSkWJhIueDG6QtunN5tLnhMzpn4VEm6XOwk4huegGdgwctIOLkY+IUn4heeSFXzFCBSL7mYh7KOeHMx2puLR73ISHG29RsSKbNU3IiI2IiR4cTFo95cPOrNiU3mmKtPmnkYK9x8hsc3LBEXj4J75rj5pBPYKJ7ARvHm/WZC4imPy8WOuehJPOWhS9FFLlNxIyJSgtIuuXJunz/n9vmbAyYDr+Bk/C4PZfmGJ+IVlIypgGk3JifwDknGOySZ0JvOApCenDVZ2dtS9KQlaLKylE8qbmzMlJleNluFO8DaMyJlgmEiMdaTxFhPYv+oBICzRwa+YQn4hSda5u+4emcUuBsXj0wq1r1ExbrZk5WTzrpdvgzdPH8nIcYTI0OTlcXxqbixsZJa3E1EHEdGsjMXDvhx4YDf5YiBR2Cq+cxOmHn+jneVRJyuMu3GMzAVz8BUglqdByAzzcTF415W83dSLriiycriaFTciIiUeiaSz7qTfNadUzsCAHByycSn2uUzO5cvRXevUPAyEk6uBv41EvCvkQCXuzCnxLlw8Wj2UNbFo15kpmmyspRtKm5swMPDg5UrV9o7jeuSnJzMXXfdBcCyZcvw8PCwc0bXriznLpKfzHQn4g/7EH/Yh+OXY25+qZaeO37hCfhUS8TZreCBcXf/dNz946jUJA4AIwMSYj0tfXe0bpaURSpubMBkMuHp6WnvNIqNh4eHQ70fEUeVGu/G2T1unN1TAQCTk4F3aJLl7I5veAJeQSkF7sPkDD5Vk/CpmgRtzbG0RGfzZOUjWjdLygb96xQRcVBGpolLx724dNyLmM3mmItXumXeTtal6K5eBU9WdvXKIKD+RQLqW6+bZe6sbJ6/o3WzpDRRcSMiUo6kJ7pwfr8/5/dnX4ruWSklR2flRLxDkgq8FB2y180Kzm/drGhvUuNtfyl6cnLBC5qWdjnzL+vvBcxn+k2l4OpaFTci18kwDJt+KJXkh19p+WCSEmSYSDrtQdJpD05uCwTAyS0D32qJ2fN3SvG6WVlzAx2BI7yXlStXloppDCpuRK5TcnIyPXv2LJFj2frDr7R8MIl9ZaY6E/evL3H/+l6OWK+b5RueiG+1xGtaNyshxtO8Ztbloufa1s0y8GrkhX87f1x8XUi/mE7cpjgS9yUW9a2Kg1JxIyIiV1F862b5hiXiG5YInAGuWDfrcoflgtbN8gpOov79R/ANr28VD3kghMrH4+iybB8BpxOu7+2WIMOA1Murb7g5lbl+qQCkZJgY/WuAvdOwouJG5DrZ+tJ/wzBISTFf4eLu7m7TYSNdNi+Flee6Wd5plqEsW6yb5RWcRPORB/KdAH26qj/Lhrfh/jnbqFSGCpyy/1NX+vrwq7gRuU4lcem/l5eXTfcvUhzSElw5F+XPuajc62ZlFT3Xvm6WJ17BKVe9sivF05XVdzZiwMyt6rtcjqm4ERER27BaN8scunLdLN/wRNx8Cp6sbF43q/BnYk5W9Se2qh+hx+OvJ3spw1TciIhIicl33azwHJeiF2LdrKs5WL+yiptyTMWNiIjYUY51s3bmvW6Wb3gCHhULXjfrSsketu+xI6WXihsRESlV8lo3q3bfo1Rtd6bQ+/BILloxJI5FxY2IyLXK0C/QknLqDz9CWp20ijl75j92VXv/aVunJKWYihsRkWvku3uhvVMoP3bAn99Yh1qubwlARpL1FVRBJ+KpGB1PwUuESnFJKfgCNrtQcSMiImXanz3/zBX7iUA7ZCKlhYobEZFrdLF5f3DWxNWS5BWUTN17ovGplmTvVKQUU3EjInKtnF1V3JSwxLOu7J5al+Ckpfi3N68tFRwRzCOJx6h2Ml6N++wgJQNG/1q6zpSpuBERuUamzPRS2Hi+EAwDMi83znNyKXMLGpkyM0iMSiQxKnuhzLCO8bhfZ28ccRwqbkRErpHPrgX2TkEuS8kwURrXOLoaR1k4s7RRcSMiImVeaVuVWuzL7sXNJ598wjvvvENMTAyNGzdm8uTJdOjQId/tN2zYwNixY9m7dy9VqlThmWeeITIysgQzFpHyrCRXgbeV5ORkBgwYAMCCBQtsuhq8LVeyT05O5q677rLJvqVss2txs2jRIp588kk++eQT2rVrx/Tp0+nZsyf79u0jPDw81/aHDh2iV69ePPTQQ8yfP59NmzYxcuRIKleuzD333GOHdyAi5Y2tV4FPSkoq0V/YWUWOraxcudJmXy9bF5olIWeBtmzZMpsWmiWhtORv1+LmvffeY/jw4YwYMQKAyZMn8+OPPzJ16lQmTpyYa/tp06YRHh7O5MmTAWjYsCHbtm3j3XffLVfFjWEYJCcn2/QYOfdv62N5eHjY7C87EXFcti40oWQ+b0tKefqstVtxk5qayvbt23nuuees4t27d+e3337L8zWbN2+me/fuVrEePXowc+ZM0tLScHXNfUlmSkqK1Sne+Piyv0pscnIyPXv2LLHj2fqvSFv+ZSdS1pTE2YicQ1+2HDaC0vOX/LUqyc9bfdYWH7sVN2fOnCEjI4Pg4GCreHBwMLGxsXm+JjY2Ns/t09PTOXPmDKGhobleM3HiRF599dXiS1xExIZK4mwEgJeXl82PIWIvdp9QfOVfDIZhFPhXRF7b5xXPMn78eMaOHWt5HB8fT1hY2LWmWyroLzsRkZJRkhPI9VlbfOxW3FSqVAlnZ+dcZ2lOnTqV6+xMlpCQkDy3d3FxITAw7+6I7u7uuLu7F0/SpYT+shMRKRkl8Xmrz9ri52SvA7u5udG6dWvWrFljFV+zZg0333xznq9p27Ztru1Xr15NmzZt8pxvIyIiIuWP3YobgLFjxzJjxgxmzZpFVFQUY8aMITo62tK3Zvz48QwZMsSyfWRkJEeOHGHs2LFERUUxa9YsZs6cybhx4+z1FkRERKSUseucm379+nH27Flee+01YmJiaNKkCT/88APVq1cHICYmhujoaMv2NWvW5IcffmDMmDF8/PHHVKlShQ8//LBcXQYuIiIiBTMZWTNyy4n4+Hj8/f2Ji4vDz8/P3umIiIhIIRTl97ddh6VEREREipuKGxEREXEoKm5ERETEoai4EREREYei4kZEREQcioobERERcSgqbkRERMShqLgRERERh6LiRkRERByKXZdfsIeshszx8fF2zkREREQKK+v3dmEWVih3xc3FixcBCAsLs3MmIiIiUlQXL17E39+/wG3K3dpSmZmZnDhxAl9fX0wmk73TERuLj48nLCyMo0ePai0xEQejn+/yxTAMLl68SJUqVXByKnhWTbk7c+Pk5ES1atXsnYaUMD8/P334iTgo/XyXH1c7Y5NFE4pFRETEoai4EREREYei4kYcmru7Oy+//DLu7u72TkVEipl+viU/5W5CsYiIiDg2nbkRERERh6LiRkRERByKihsRERFxKCpupMx75ZVXaNGihb3TEBGRUkLFjZRqJpOpwHtERATjxo1j7dq19k5VpFyJiIjI82fyn3/+sXdqIuWvQ7GULTExMZb/X7RoES+99BL79++3xDw9PfHx8cHHx8ce6YmUa7fddhuzZ8+2ilWuXNnqcWpqKm5ubiWZlojO3EjpFhISYrn7+/tjMplyxa4cloqIiKBv37688cYbBAcHU6FCBV599VXS09N5+umnCQgIoFq1asyaNcvqWMePH6dfv35UrFiRwMBA+vTpw+HDh0v2DYuUIe7u7lY/jyEhIXTp0oXRo0czduxYKlWqRLdu3QDYt28fvXr1wsfHh+DgYAYPHsyZM2cs+0pISGDIkCH4+PgQGhrKpEmT6NSpE08++aRlG5PJxPLly61yqFChAnPmzLE8vtrPcdbnw7vvvktoaCiBgYGMGjWKtLQ0yzYpKSk888wzhIWF4e7uTt26dZk5cyaGYVCnTh3effddqxz27NmDk5MTBw8evP4vqhQLFTfikH7++WdOnDjBxo0bee+993jllVe4/fbbqVixIlu2bCEyMpLIyEiOHj0KQGJiIp07d8bHx4eNGzfy66+/4uPjw2233UZqaqqd341I2TJ37lxcXFzYtGkT06dPJyYmho4dO9KiRQu2bdvGqlWrOHnyJPfff7/lNU8//TTr1q1j2bJlrF69mvXr17N9+/YiHbewP8fr1q3j4MGDrFu3jrlz5zJnzhyrAmnIkCEsXLiQDz/8kKioKKZNm4aPjw8mk4lhw4blOls1a9YsOnToQO3ata/tCybFzxApI2bPnm34+/vnir/88stG8+bNLY+HDh1qVK9e3cjIyLDE6tevb3To0MHyOD093fD29jYWLFhgGIZhzJw506hfv76RmZlp2SYlJcXw9PQ0fvzxx+J/MyJl3NChQw1nZ2fD29vbcr/33nuNjh07Gi1atLDadsKECUb37t2tYkePHjUAY//+/cbFixcNNzc3Y+HChZbnz549a3h6ehpPPPGEJQYYy5Yts9qPv7+/MXv2bMMwCvdznPX5kJ6ebtnmvvvuM/r162cYhmHs37/fAIw1a9bk+b5PnDhhODs7G1u2bDEMwzBSU1ONypUrG3PmzCnEV01KiubciENq3LgxTk7ZJyaDg4Np0qSJ5bGzszOBgYGcOnUKgO3bt/PPP//g6+trtZ/k5GSdahbJR+fOnZk6darlsbe3NwMGDKBNmzZW223fvp1169blOTfu4MGDJCUlkZqaStu2bS3xgIAA6tevX6R8Cvtz3LhxY5ydnS2PQ0ND+euvvwDYtWsXzs7OdOzYMc9jhIaG0rt3b2bNmsWNN97IihUrSE5O5r777itSrmJbKm7EIbm6ulo9NplMecYyMzMByMzMpHXr1nzxxRe59nXlBEkRMfP29qZOnTp5xnPKzMzkjjvu4K233sq1bWhoKAcOHCjU8UwmE8YVKwblnCtT2J/jgj4LPD09r5rHiBEjGDx4MO+//z6zZ8+mX79+eHl5Feo9SMlQcSMCtGrVikWLFhEUFISfn5+90xFxKK1atWLJkiXUqFEDF5fcv3bq1KmDq6srv//+O+Hh4QCcP3+ev//+2+oMSuXKla2uoDxw4ACJiYlWx7nen+OmTZuSmZnJhg0b6Nq1a57b9OrVC29vb6ZOncrKlSvZuHHjNR1LbEcTikWABx54gEqVKtGnTx9++eUXDh06xIYNG3jiiSc4duyYvdMTKdNGjRrFuXPnGDBgAH/88Qf//vsvq1evZtiwYWRkZODj48Pw4cN5+umnWbt2LXv27CEiIsJqaBng1ltvZcqUKezYsYNt27YRGRlpdRamOH6Oa9SowdChQxk2bBjLly/n0KFDrF+/nsWLF1u2cXZ2JiIigvHjx1OnTh2r4TQpHVTciABeXl5s3LiR8PBw7r77bho2bMiwYcNISkrSmRyR61SlShU2bdpERkYGPXr0oEmTJjzxxBP4+/tbCph33nmHW265hTvvvJOuXbvSvn17WrdubbWfSZMmERYWxi233MLAgQMZN26c1XBQcf0cT506lXvvvZeRI0fSoEEDHnroIRISEqy2GT58OKmpqQwbNuw6vjJiKybjygFMERGRUqBTp060aNGCyZMn2zuVXDZt2kSnTp04duwYwcHB9k5HrqA5NyIiIoWUkpLC0aNHmTBhAvfff78Km1JKw1IiIiKFtGDBAurXr09cXBxvv/22vdORfGhYSkRERByKztyIiIiIQ1FxIyIiIg5FxY2IiIg4FBU3IiIi4lBU3IhIqWEymVi+fLm907CpTp068eSTT9o7DRGHpuJGRCwiIiIwmUxERkbmem7kyJGYTCYiIiIKvb/169djMpm4cOFCobaPiYmhZ8+ehd7/lUwmk+Xu7e1N3bp1iYiIYPv27de8z+K2dOlSXn/9dXunIeLQVNyIiJWwsDAWLlxIUlKSJZacnMyCBQssixoWt9TUVABCQkJwd3e/rn3Nnj2bmJgY9u7dy8cff8ylS5e46aabmDdvXnGket0CAgLw9fW1dxoiDk3FjYhYadWqFeHh4SxdutQSW7p0KWFhYbRs2dJqW8MwePvtt6lVqxaenp40b96cr7/+GoDDhw/TuXNnACpWrGh11qdTp06MHj2asWPHUqlSJbp16wbkHpY6duwY/fv3JyAgAG9vb9q0acOWLVsKzL9ChQqEhIRQo0YNunfvztdff80DDzzA6NGjOX/+vGW7JUuW0LhxY9zd3alRowaTJk2y2k+NGjX473//y5AhQ/Dx8aF69ep88803nD59mj59+uDj40PTpk3Ztm2b5TVnz55lwIABVKtWDS8vL5o2bcqCBQus9nvlsFSNGjV44403GDZsGL6+voSHh/Ppp58W+B5FpGAqbkQklwcffJDZs2dbHs+aNSvPBQJffPFFZs+ezdSpU9m7dy9jxoxh0KBBbNiwgbCwMJYsWQLA/v37iYmJ4YMPPrC8du7cubi4uLBp0yamT5+ea9+XLl2iY8eOnDhxgm+//Zbdu3fzzDPPkJmZWeT3M2bMGC5evMiaNWsA2L59O/fffz/9+/fnr7/+4pVXXmHChAnMmTPH6nXvv/8+7dq1Y+fOnfTu3ZvBgwczZMgQBg0axI4dO6hTpw5DhgwhqxdqcnIyrVu3ZsWKFezZs4eHH36YwYMHX7UgmzRpEm3atGHnzp2MHDmSRx99lP/9739Ffp8icpkhInLZ0KFDjT59+hinT5823N3djUOHDhmHDx82PDw8jNOnTxt9+vQxhg4dahiGYVy6dMnw8PAwfvvtN6t9DB8+3BgwYIBhGIaxbt06AzDOnz9vtU3Hjh2NFi1a5Do+YCxbtswwDMOYPn264evra5w9e7bQ+ed8fU5JSUkGYLz11luGYRjGwIEDjW7dullt8/TTTxuNGjWyPK5evboxaNAgy+OYmBgDMCZMmGCJbd682QCMmJiYfHPq1auX8dRTT1ked+zY0XjiiSfyPU5mZqYRFBRkTJ069epvWETypIUzRSSXSpUq0bt3b+bOnYthGPTu3ZtKlSpZbbNv3z6Sk5MtQ0pZUlNTcw1f5aVNmzYFPr9r1y5atmxJQEBA0d/AFYzLZ1ZMJhMAUVFR9OnTx2qbdu3aMXnyZDIyMnB2dgagWbNmluezFkhs2rRprtipU6cICQkhIyODN998k0WLFnH8+HFSUlJISUnB29u7wPxyHsdkMhESEsKpU6eu9e2KlHsqbkQkT8OGDWP06NEAfPzxx7mezxoe+v7776latarVc4WZFHy1X/ienp6FTfWqoqKiAKhZsyZgLnayCp0sRh7L7Lm6ulr+P2v7vGJZX4tJkybx/vvvM3nyZJo2bYq3tzdPPvmkZcJ0fnLuM2u/1zL8JiJmKm5EJE+33Xab5Zdyjx49cj3fqFEj3N3diY6OpmPHjnnuw83NDYCMjIwiH79Zs2bMmDGDc+fOXffZm8mTJ+Pn50fXrl0Bc+6//vqr1Ta//fYb9erVs5y1uRa//PILffr0YdCgQYC56Dlw4AANGza89uRFpMhU3IhInpydnS1nPPL6he/r68u4ceMYM2YMmZmZtG/fnvj4eH777Td8fHwYOnQo1atXx2QysWLFCnr16oWnpyc+Pj6FOv6AAQN444036Nu3LxMnTiQ0NJSdO3dSpUoV2rZtm+/rLly4QGxsLCkpKfz9999Mnz6d5cuXM2/ePCpUqADAU089xQ033MDrr79Ov3792Lx5M1OmTOGTTz4p+hcqhzp16rBkyRJ+++03KlasyHvvvUdsbKyKG5ESpqulRCRffn5++Pn55fv866+/zksvvcTEiRNp2LAhPXr04LvvvrMM/1StWpVXX32V5557juDgYMswV2G4ubmxevVqgoKC6NWrF02bNuXNN9+86pmVBx98kNDQUBo0aMCjjz6Kj48Pf/zxBwMHDrRs06pVKxYvXszChQtp0qQJL730Eq+99lqRGhTmZcKECbRq1YoePXrQqVMnQkJC6Nu373XtU0SKzmTkNdAsIiIiUkbpzI2IiIg4FBU3IiIi4lBU3IiIiIhDUXEjIiIiDkXFjYiIiDgUFTciIiLiUFTciIiIiENRcSMiIiIORcWNiIiIOBQVNyIiIuJQVNyIiIiIQ1FxIyIiIg7l/wGpPk22JDBZjQAAAABJRU5ErkJggg==", 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o5XVPP6skU1eJn13GWBvns433eghq3bAkSbS2tmqzOofDoU1EorXTlGUZo9HIwMAARqMRj8eD2WzWgp9q7XCuk1Dt8De/+U0GBgbo6+vj4MGDNDQ0aLfL8VBVYC0WC4FAgH379mlTaa/Xi9Fo1Jxj6Gsul4u+vr6oaTKidjhHOfTvStc6gKvXwd89onS1EyRFrJrXMMYuwT/+j+i3xOVl8E//oIhgFDCJ1g7HDYw89thjmhMDJVDi8XgSMkINvTc2NmIwGKisrAwLw3d1dWn6ZUajkfr6enp6enA4HPT392dN3luQJu76GGy5U3l+9hzYn4dJkUydEVauUKLA5WXh+8vLlP0F7gCTIW6KTENDA9u2bePgwYNJX1ySpAVzCuc7ObPZrPsiqmCRfPqTSjL14BGQT8AL34Ud94lk6kxwy3uUGV+/V1kDXGuCBrNwgEkS95t57NgxAAwGg7ZPb7UIUTaXwxQVKWILN82VVv72dXD+UCRTZ4qVK5QosHWr8r9wgDFJuWxu8+bN1NfXU1VVhdvtxuPxpNQzIJ2Isrkcp7QEWueSqd85A6/+BxiNcPddelsmKGBSLpvbsmULTqeTzZs3EwwGcTgc3HWX+DIL4rB8uZJMXWlUtg/8GH49sOApAoEexHWCx48fp6amhp07d9LZ2Yksyxw/fjwLpgnyHmOF4giXz/Uu/q4T/vAnfW1aYowxxqu8yg/4Aa/yKmMkrz4tyzKNjY1a0NLr9VJbW6sFLWMdr6JWec0PmDocDnp6enC5XNTW1uJwOHA4HBE1yrGIJ5efLuI6wdA3VlFRwbZt2xKODgsEbLgaHvwylJTA7KySTP3WSb2tWhIc5Sjf4BuaA/wBP+AbfIOjHE3qOmrf4ebmZoCwqo9Yx4fm+brdbqxWa0T+sMlkor29HavVitFopLW1ldbWVk2RKh7ZEmqN6gRHR0fp7e1l9+7duN1udu/eHfZvodI3gSCCTRJ8ebsixTU5qSRTDyVfdSS4whhjPM/zTBKeJzjJJM/zfEozQrU5ksfjCWunMb8+OBS1D3C0idFCTrSurg6Hw6HNNuePETrbzHQ9clQnWFFRgcViYWBgAJ/Px5tvvhn2T28pbREdzkM2vw+sn1KeX7ioSPRfTL1xUKEzyGCEA1SZZJJBkp+oWCwW7V9opVZnZyf19fXY7faIc9Q+wMlUkc3vaRxtjPm9hgGt13Cq/Y2Sjg7X1NSwa9cuDh48GFVJRk9EdDhP+fhHIDAK7p/Bu0PwzHPwt21QVhb/XEEYwyw8k473eqLIskx3dzfd3d1afXA65O5C64sTGSMd9ciLig4LBGlj618pCb0Ax9+C576rCC8IkqKKqkW9Hkpo32FQbj/9fj8ejydqfXCsHsCxcLlcyLKMy+UiEAhEnJPIGJmsR45bO/zYY4+xadMmbDYbNpuNyspKmpubuffee9NqSDKI2uE8Z3pamQUefUPZ/sgHYPs2Zc1QkFDt8BhjfINvRL0lLqOMx3mclRR23XbaaocbGhrYsWOHJrXd19eXkpSWQKBRUqKU0l17jbL9y9/AT0TGQTKsZCX3cz9lhC8llFHG/dxf8A4wGeJWjKgq0vv27dOk8oW8lWDRLF+mCLI++W3wj8DLr0BFBXz4L/S2LG+4mZt5nMcZZJBhhqmiijrqhANMkrgzQZ/Px8GDB/H5fLz//e/n2LFjEZp/2UZEh5cIFWuUZGq13nXvS/D7P+prUw6RSEOzlazkTu7kM3yGO7lTOMAQ5n9+KdcONzU14XA4GBwcZHR0FLvdztq1a9NrbZKI6PASYv1V8OD98C92mJqGZ/8VvvYQ3HCd3pbpRmlpKQaDgXPnzrFu3bow8RJB4ly4cAGAkhLFzcWKDsd1ghaLhc7OTmpqagDYuXNnum0VFDpSNdz/eaWaZHJKSab++lfhKn3/2OpFcXEx1157LSdPnhQlqotkzZo1mhOMRVwn2NraGhEJPnTokBBREKSXO26D5s/A9/crSdRP7VYk+lev0tsyXVi1ahU33ngjU1NClDZVDAYDZQnkoMZ1ggaDgYceeoja2lokSWJ4eBiXyyWcoCD9fOxDSjL1Tw4qZXVPPwt/+yAsK9fbMl0oLi6muLhYbzOWPHEDIzt37iQYDDI0NMRrr72Gz+cLqysUCNLKPXfDB+qU52+dhGe/I5KpBRkl7kzQbrdHVI2kIrWfTtTosOg3vAQxGODzNjh/Af74Z/jDUSVq/HmbSKYWLIq9e/eyd+/eiOhwxrvNeb1eTWGiv7+f3t7emLWHammN2nM4tBl7KKJipAAYn4D/teuK7NZ/tSizRIFgkSRdMdLZ2ZlytzlQ5Hna29tpb2+noaFhwVpkm82m6Y9ZrVZaWloSHkewxFhWDg995Urv4h974Be/1tcmwZIkrhOsr6+npaUlJRUHr9dLV1eXtm21WrVC6PnM3ydJkhBvLXTWrIav7rjSu/j7++E//6CvTYIlR0a7zZnNZq3UDiAQCADRy+48Hk/EfpPJlBcd7AUZ5Kp18OBXoLRU6Vj37Hfg2Am9rRIsIeI6QbXbXHd3N52dnTQ0NIT1F4hHqLpsX18fFosl6jqf6iDnIyLRAmquhwe+oARGpqYUBZqz5/S2SrBEiBsdVrvNqYqvvb29vP/97096oEAggMvlSlqaP5pzVKPDKiJKXADc/l5Fbut7Lhi7pCRTf/0Rpf5YIFgANSqsknTtsKon2NnZic1mQ5bllPQEOzo6cLvdMSPDRqMxYtbn9/ujHi9qhwuUj3xASab+v24Y9iszwq89CDE09wQCiJwkJa0sreoJ9vb2pqwn2NPTQ0dHB5IkEQgEos7uYvUoqK+vT2oswRLnvzVekdt6+xTs/leRTC1YFHGdoKon2NfXp7XkS0ZP0OVyac1YAoEA+/bt02Z3oZHi+dFnWZapr69PSz8DwRLCYIDP3gu33qxs//HPSj/jBGSnBIJoxL0d9vl8BIPBlPQEZVnGZrOF7VP7jwJ0dXXR0NCgda9zOp10dHTQ0NBAf38/Tqcz2fcjKASKi+GBLyrJ1Cfeht8MKo3et/5XvS0T5CFxK0bUHsTbtm2jqqqKrq4uqqqqePTRR7NlYwSiYkQAKK07v/UUnBtStps/A3d+WF+bBDlP0hUjXV1dGI1GqqqqsFqt+Hy+tLS/WwxCWVoAKDJbjzxwJZl63w/hyH/qapIgd4mlLJ1wYMRut1NXV8e+fft0b7SkRodFWoyAdWuVXiVlZcq64AvfA98xva0S5CDbt2/nwIEDbNy4MWx/woGRffv2pRQYEQgyzg3XwY4vQlGRItG/63k4c1ZvqwR5Ql42WhIIIrj1ZvjcXHXSpcvw7d1KTqFAEIe4TrCpqQmv1xvWaClWiZtAoCsfargitzUSUJSpL4/rapIg94nrBCsqKvj7v/97ampqqKiooLGxUQRGBLnLX22Bj35QeX7qNPS+CNPT+tokyAliBUYSElXdv39/mNRVf38/fX196bcyQUSKjGBBZmaUznWq7FbDZrjvs8qaoaDgme8/EqodDgQC+P1+reqjra0to0YKBIuiuBi+8nmll/Gxt6D/sJJM/elP6m2ZIAeJ6wRra2tpaWnh2LFjGAwGqqurOXToUDZsEwhSp6xM0SH81lPw7jlw/xwqKuATH9XbMkGOEff+QJIkTpw4QU1NDS6XKxs2CQTpYdVKeGTHld7FLx0A7+/0tUmQc8R1goFAAEmSOH/+PENDQ9x9992atqBAkPOsNSnJ1OXlSjL1i3vhjcj2DoLCJSIw8uSTTy5YF3zw4EHq6+upqKjIuHGxqKurY+PGjUJMVZA4f/wTPP0czM7C8uXwdw/DNev1tkqQRUJbboaKO0c4QZPJRE9PD/X19SkpSGcDER0WpMRvBmHP95Xnxgp49KtQadTVJEH2iSug0Nrayo4dO6ioqOCll15i//79IhAiWBp8oA4+NSe3FRhVkqkvXdbXJoHuRESHd+7cCUBNTQ01NTWAIqe1f/9+QNEDvOuuu7JookCQRho/ASOj8Oqv4J0z4HhRCZ6Uxk2UECxREsoeHRwc5JVXXmHHjh1YLBYeeuihTNslEGQGgwFsn4I7blO23/DBv35fWSsUFCQRTvDJJ58ElCqR5uZmioqKaGxsxO/309vby+zsLM8880zWDRUI0kZREXz5cyBVK9uDv4Uf/EhXkwT6ETUwMjo6itFopKmpCavVypYtW/SyLyoiOixIC2OXlGTqs+8q2/feA1v+Ul+bBBkjVnQ4YiYoSRIDAwPs27cPi8XC6Ogox48fT3lgr9dLXV1dQsd5vV5A6U2iPo+GEFUVpIWVK5T1QLV38f6XYeCIriYJMkcsUdWI1eDu7m42b94ctu/w4cOaUzKbzVRXVyc0qMvlQpKkBR2ait1ux+FwAEr7TdFkSZAVqiqVZOp/fhrGJ5T1wTWr4KZNelsmyBIRM8Fot76VlZX4fD6eeOIJamtrNYXpeFitVsxmc0LH1tXVMTIywsjIyIJN2gWCtHPtNdDyJUV4YXoG7C8qMlyCgiDCCe7evRuAI0eO0NnZyY033khtba0mr//mm29mTEbLaDQK5yfQh5tvhC/O/XEfH4endoNfKKgXAhFOsL29naqqKsxmM4ODg7S3t+P3++nv79fEVTNBIBDA5XLhcrno6OgI0y8UCLJCw2b4zJzc1uh5eOpZuHRJX5sEGSciOlxfX09nZyfbtm1L3yAGA/G0WwOBgDYL9Hq92Gw2fD5f1GPV6LCKiBIL0kYwqKjN/OwXynZtDfxNC5SW6muXIGXUqLBK3Nrhl156Ka0OEBJzgl6vV1s/DAQC2jpkNCl/UTssyCizs/Dcd+HwnOzW5vcpIq1CmXpJELd2ON0OMBG8Xm/UgIxo7SnQhaIi+NJnYdPcH+DDvwPXAWWWKFhyZO1P2/wOdV6vV1v3kySJ7u5u7TWPx4PVahVBEoF+lJZC25dgw9XK9r/9Ejz/pq9NgoyQUSfo8Xjo6OgAoKurK0yZOnTbaDRSX19PT08PDoeD/v5+kSco0J8Vc8nUxjntzB/+CF6Ln/MqyC8S6jaXa4g1QUFWOXVaSaa+PK7kEj78Fbj5Jr2tEqRI3DXBRDhy5Ei67EkJ0XdYkFU2boDWL0NJ8ZV2nm+finuaILdIuO+wmiwdi5GREfbt20d/f3/6rUwQMRMU6MLgb+G57yjP16xWlKmrRPAu34g7E9y1a5dWvhbtHxA33UUgWJLU3QHbtirPz19Qqkoujulrk2DRRBVQiCedZbFYMmaQQJDT3PUxCATg4Ktw9hzYn4e/aYMykUydryQkoBDKoUOHOHbsWMYMEghynk9/EurerzyXT8AL3xXK1HlMQo0V9u/fr+X0BYNBBgYGuPfeezNqmECQsxQVKWILFy7An33w29fB+UNo+owi3y/IK+JGhx977DFeeeUVXnvtNYaGhvD5fLS1tWXDtpiI6LBAd0pLoPVLV3oXv/of8MrP9LVJsCCxosNxZ4K1tbW0tLRw7NgxDAYD1dXVurfgVJWlBQJdWb5cSaZ+8tswEoADP1ZUqj9Yr7dlgiioQitbt24N2x93JihJEidOnKCmpias4kMgEKBUkzyyQ3GIAN91wh/+pK9NgqSI6wQDgQCSJHH+/HmGhoa4++67sdvt2bBNIMgPNlwND34ZSkqUAEnvHnjrpN5WCRIkrhPctm0bMzMzrFmzhp07d9Le3q71AhEIBHNskuDL25XAyOQkPP0sDA3rbZUgAZIum9uyZYuWNC0QCELY/D6wfkp5fuGiSKbOExJygkeOHOHQoUPaP1UZRi9EdFiQs3z8I9D4CeX5u0PwzHPKzFCgOwnXDs+nqakpTPoelBacb7zxRkYMTQRROyzIaWZnYU8f9M/Jbt3+Xmi5T1GgEejOfP8RN0WmsbGRlpaWsH0vvfRS+i0TCJYKRUXwBZuSTH30DfjPP0DfD2D7NpFMnYPEvR2ura1NaJ9AIAihpAR23Kf0NAb45W/gJx59bRJEJe5M0OfzYbfbaWhoAJSyOb2ltASCvGD5Mnj4ASWZ2j8CL78CFRXw4b/Q2zJBCHFngna7nZqaGoLBoCahpbeUlgiMCPKGijVKMvXKFcr23pfg93/U16YCJeXAyMGDByOUZQ4fPszmzZsTGtjr9dLS0hLW5zMasizjcrmQJAlZlmltbY3ZaEkERhbP+Pg4x48fT+qciYkJTp8+zYYNGygvL096zOrqapYtW5b0eUsC+Tj8ix2mphXZra89BDdcp7dVBUnSgZFo0lqVlZUJDaY6Na83fnMam82mOUpZlmlpaRHNljLI8ePHue+++7I65p49e7j55puzOmbOIFXD/Z9Xqkkmp5Rk6q9/Fa5aq7dlBU+EE9y/fz8Wi4U1a9YAkXL7gUAAt9vNT3/607gXt1qtCRmhynSpSJKExyMWkTNJdXU1e/bsSeqc48eP8/jjj/ONb3yD6urqlMYsaO64DZo/A9/fryRRP7VbkehfvUpvywqaCCf4xBNPYDQaueuuuwBFbr+5uTnsmOHh9JYDeTyeiEbrJpMJr9eL2WxO61gChWXLlqU8K6uuri7cGd1i+diHIDAKPzmolNU9/Sz87YOwLPnlBUF6iHCCAwMDYdu9vb0R63/pltef35hdxe/3p3UcgSAnuOduRXrrN4OK0MKz31EEGEQytS7EXRM8ePBghBPcvHkzhw4dQpZlduzYkTHjYjlHNTqsouqEFTJnzpyJ+XmlCzWQkmxAJVWMRiPr16/PylhZxWCAz9uUZk1//DP84agSNf68TSRTZ4C9e/eGZZIkLaq6efNm7Uuvrun09vbi8Xhoampi9+7di3aERqMxYtbn9/tjRoeFqGo4Z86cwWqzMjmRnRrVxx9/PCvjlJWX4XK6lqYjLC5Wkqn/1y5lNvgf/Yo24T13623ZkmP+JGm+qGpcJ+h0OvF4PBgMBtra2nj00UdxuVzY7Xaqq6vTUkJnsViiahTW1wuF3kQIBAJMTkwy9F/WMFWZwVuq6SAl52eYXlMMJZmdsZSOzLD2lfMEAoGl6QRBWQd86CtKMvWwH37sURzhRz+ot2UFRVwnWFdXx65du4ArkWK/36/NCg0JTt/nizB4vV6MRiOSJCFJUtixsixTX18fcyYoiM5UZTFTV2W29ePUNRm9fOGxZjV8dQd86yklYvz9/UqC9e3v1duygiFuxcjo6Kj2XF1zCtUTnJ/eEorH49Fkt7q6usLk+edvO51OOjo6tFmmyBEUFAxXrYMHvwKlpRAMKoGSYyf0tqpgiDsTrKmpwWQyYTAYaG1t5Zvf/CYWi4Unn3wSi8WyYAmdxWLBYrHQ3d0d8dp8JydJknZcovmFAsGSoeZ6eOALYH8BpqYUHcKvfxWuXqe3ZUueuE5w27ZtWkpMRUWFtv/gwYP09fXR1dWVOetioEaHRVRYsKS4/b2K3Nb3XDB2SUmm/vojyu2xYNGoUeKko8MNDQ10dnZGNFvfsmVL1JK6bCCiw4JcIJX6a4hTg11VAZtvhV/8GsYuwBNPwue2wdxxBV1/vUhitdyM6wRbW1sjHOChQ4e0ihKBoFDJSv31H4Cf/UTbLOj66wwR1wkaDAYeeughamtrkSQJv9+P0+kUTlBQ8KRSfw0J1mDPzsJLB8B3XNm+7Rb45H8R9dcZIK4T3LlzJxaLhaGhIYaGhoD01w4L0kOJf1pvE9JGPryXxdRfQwI12LWblGTqE2/DsZPwxnG45ZaUxxNEJ64TtNvtEWt/Bw8ezJhBgtRZ576gtwmCdFJepiRTf+spODcEPz2kJFPf+WG9LVtSJK0neOjQobDcQT0Q0eHonGtczbQp7o80LyjxTwunDorM1iNzEv0Xx2DfD5UE6/ffrrdleUfK0WFQNAbVpOhgMMjAwEBEsCSbiOhwdKZNJRmvGBHowLq1Sq+S/7lL6WH8wvfgb1qhtkZvy/KKWNHhuBUjjz32GK+88gqvvfYaQ0ND+Hw+2traMmaoQCCIwg3XwY4vKu08p6Zh1/Nw5qzeVi0J4s4Ea2traWlp4dixYxgMBqqrqzl06FA2bBMIBKHcejN8zgrf2QeXLsO355SpjRXxzxXEJO5MUJIkTpw4QU1NTVitr0Ag0IEPNVyR2xoJKMrUl8d1NSnfiesEA4EAkiRx/vx5hoaGuPvuu6PKXgkEgizxV1uuyG2dOg29L8J07qcU5SpxneC2bduYmZlhzZo17Ny5k/b2dhwORzZsi4noO6wwxhiv8iq/uupXbGjaQOmyuD9OwVLAYICmT1+R2/rTm8ot8uysrmblOrH6DiedT6FXvXAoIjoMRznK8zzPJJNgAulRiesmZ/jFq2c4c/qS3uYJMk1xMXzl80ov42NvQf9hZW3w05/U27KcJeHo8JNPPhn3YvPbcAqyyxhjVxxgCKVlxXz0LzdQViZmhAVBWZmiQ3jVnNyW++fws1/oalI+ErXlptvtXvCkgYGBjDZYEizMIIMRDlCltLSID35kPX8+GmB4eJypSXGLtKRZtRIe2QFP/m+4cFGpN65YA+b36W1Z3hDhBLds2UJVVRV1dXUxT1pISFWQeYZZuHZ747Ur2XjtSgBGRycZPjfO0NBlhofGGQ1MIn58S4y1pivJ1BMT8OJepdLkRin+uYJIJ+h0OhkdHdX6Dzc0NLBmTbio4/xG6YLsUkVVwsdWVJRRUVGGtEn5GU5PzzI8NM7w0DhDQ+MMnxtnfHwmU6YKssX110LLF+Hp55RIsf0FePB+OHkKhvyKo2www8oVeluac0QNjFRUVGgBkMOHD+P3+zEYDJp81rZt2xIeQJZlXC4XkiQhyzKtra0xGyh5vV4AzGYzsiwTCAQwm80RxxV67XAddfyIH0W9JZ6anMGzR2Z1ZTmma5Zj2rAc0/rllC1TutCVlBRx9foVXL3+yi/D2Ogk/tOX8Z++zPDpywTeHWd2Jsp0Mcvd5gRJcst74AtNsOf7cPky/PPT4a8f+DG03KccV4CkXDsc2nj90KFDuN1uGhsbE9YTtNlsDA4OAopDbGlpidlEyW63a+k3Fosl5nGFHh1eyUru5/6I4MjMpRn+3HGUNb8JADAy989ngOU3LGf1ratZfftqVt22ipW1KzEUK45sZUUZKyvKuO5mpfJgdmqWsT+NceH3F7R/E+9MZPldKn2HRcfBJPlAHZw7Bz+OovQ0MQm9e+Cf/qEgZ4QpK0sDHDlyBLvdTl9fH5IkUVtbm5ATnN+JTpIkPB5PzOPr6uq0Tna58uVPRUJ9Qfn0OCQqn34zN/M4jzPIIMMMU3a+jI1nNrLskWXwSJyTZ2HqzSnOLT/H2WVneXf5u5xdfpbLJZcBKCotYvVtq1l922rtlGXTy1jtX82Aa4Bt9du43Xg7ZbNlSb23ZDEajUu353AmWbkq9msTk9DvhY9/NHv25DgxneDx48dxOp3Y7XYMBgPbtm1jcHCQmprElSs8Hk/E+qHJZMLr9Ua9zYXccX4qWZFQDyEZ+fSVrORO7lQ21sz9S5EgQUYY4QQnOM5xTnCCk5xkBuW2dLxknPGrxrnh4RsYYIBBBlnPem4IeVzN1RTFz78XZJph/8KvD8V5vcCIcIK7d+/GbrcjyzJNTU04nc6wW2JQpLUSkdJS+xTPx++P/kMIBAJafXJ/fz9tbW0RjdmzTSoS6gnJpy8wnh4YMGCae2xG+XlPM80pTnFi7vHG5BtcKFM0/oIEOT33+DW/BmAZy7ie68Mc4yoWmJUIMsPaOIHLeK8XGBFOsLW1FavVymOPPYbRaGRkZCRMNWZkZISdO3cuSk8wlnMMDZpIkkRjYyM+ny/lcdLBYiTU48qn5zgllGjODOCofJQHvvYA/7j7H5m5doYTnOAt3mICZb1wnHH+PPdQWcvaMKd4DddQknyhkiAZGsxKEGQiSi5peZnyukAjqhPs6elZMBewr68voYsbjcaIWZ/f7495yyvLsnabrEaTZVmOmA2q0WGVZKLEZ86ciemE04W6hphKO8ZUyOba2ZR/iuqL1dyM4txnmeUMZ7TZ4nGO8y7vEkT5/gzNPQZRgmOllLKRjVRTrTlGI0YMZDbaXFCsXKFEgXv3hDvC8jJlf4EFRdSosErc6HBbW1tEXuB8Ojs7ExrcYrFEVZypr6+P2Of1etmyZYsWGFGJlpOYanT4zJkzWK02JiezE+l8/PHHszJOWVk5LpdTlyBCEUVcM/f4EB8C4DKXeYu3NMd4ghOMMQbAFFMcn3uoVFARNlu8jusoI7NBlyXPLe9RosD93oLPE5w/SYobHZ6//heNRI4BImZwsixTX1+vzQS9Xi9GoxFJkpAkie7ubu1Yj8eD1WpNa6AkEAgwOTnB6IaPMFOWQSHK2RmKpy4yU7oKioozNw5QPDlKxelfEggEciaSupzlvGfuAcr64RBDYU7xFKeYRSnpG2WU3809QHGsG9gQNltcxzoxW0yWlStEFDgBMr4443Q66ejooKGhgf7+/rDcv66uLhoaGmhvb8doNFJfX09PTw9GoxGfzxczT3CxzJRVML0s8aqLVJjmqoxeP58wYGDd3KMe5S5gkklOcjLMMQYIAMot9qm5xy/5JQArWKEFXaqp5nquZwWFN6sRpJ+MO8HQGZ7Vag17bb6TM5vNMVNnBEuLMsqQ5h4qAQK8xVtais7bvM0UUwBc4hJH5x4qV3GV5hCrqWY96ykmszNvwdIjL8N0hV42t1Qxzj3eh6KAMsMM7/BO2GzxHOe049+de7zGa4DiWK/jurDZYgWi/0Yq5GqRwGJYVMvNXKPQy+YKhWKKuW7u8VGUta0xxsJmiyc4wThKj41JJvHNPVQqqdTWFaupZiMbKSV6W9JsZA5AdrMHUs0cyOUigVRZVNmcQJArrGQlt8w9QFk/PMe5sEqX05zWUnRG5h5HOAIojnUjG8Oi0VVUcfbM2axmDkB2sgdSzRwolCIBKFAnWDwxqrcJaWMpvZdUKKKIq+cef8FfADDBBG/zdlju4gWUSpcZZnhr7vHv/DsAq1hF1coqrvrcOs68cwPDJ9YwM57BSHSWsgcWkzlQSEUCBekEK878Um8TBBmknHI2zT0gfl30RS5ycfVFbnhYqY0Jzp7n/KlSRt5cht9Xjv/NZVx4pxSC6XOMInsgdyhIJzi6/iPMlC+NBfPiiVHh1OOQbF20oQgqrpui4ropqj+h7Ju6ZGBEVpziyJvl+H3LmLwgItFLgbx0gouNDs+UZz5PUJDbRK2L/tsH4BMfp+KWMio3jVMpTVC6XFlbLF0R5KrbLnPVbZe1a1w8W4L/zWWaUxx9q4zgjEjozlVEdFggiMPUyBT+wVJOvT5XqmkIsmbjFKZN41RumsBUO87qa6YwzKmFrbp6mlVXX+T6j1wEYGbSQOB4Gf431RnjMi77i0FUuuQEIjosECRL0MD5k2WcP1nG8Z8ru0qWz1IpjWPaNIGpdoLKTeOUr1bK/4rLglTdNEHVTVcizJf9xYz4lJmi/81yAsfLmZkQmou5REE6weLJDEdUs1w7LMge05eLOPf6Cs69rpbsBVl51TSVm8Yx1U5g2jRBxfUTFM39Zi03zbDcdIlrGi4BMDsD59+emy2+Wc6Ir5yLZ0oRs0X9KCgnaDQaKSsrp+L00goklJWV55wid+FgYOzdUsbeLeXkr5R2BEWlsxirJ5Xb6FrlNnrFWiUSXVQMxupJjNWTSBblCpMXi5TbZ98Vxzh1SQRdskVBOcH169fjcjmzoieYatJoKoheHLnF7FQR/jeW4X/jShnYsspp7fbZVDuBsWaCknIl6FK2apb1d1xm/R1Xgi4XTpXil8u1wMv5k2UEZ8VsMRPkpRNcTHR4/fr1WXMYuZw0mkpt6GLLvbJRH5qrjI+U8M5ACe8MrATAUBxkzbWTc2uLSuBl9YYp7fjVG6dYvXGKGz6mBF2mJwyMyFfSc/xvljMxuvCvb+mqWTY0beDg6oP8/uzv2TS6iWWzmfv8c11MOFZ02BBcSEI6R9m6dWtOR4ePHj3Kfffdl5V6yFRRbcwm+fB5+G/4b7qlT5WtmqFSujJbrKydoGzlbMzjLw2V4H+zXItEB06UMTulBF2uuu0SH/jvZyhZfuX4mUszHO04SmCuJWu+U1ZehsvpSnpSM99/5OVMULB4UqkNXYxKiDqmIDaTF4s5+7sVnP3dXNDFEGTV+qmw2WLFdZNais6KtdOsWDvNtR9UVLtnpyFwopzRt0q5/iNjFM8T5y5eUcxN37qZ/9v7BlPjsZ1rykwHKTk/w/SaYijJ7K176cgMa185nxYxYeEEC5RUa0PvuOOODFgjiErQwMXTZVw8XcZb/64EXYrLZzHWTMxFopVUnWXGuaBLCcr+2tgiEKVlxWxsMPHGnzKTVTB1TUYum1GEExQI8oiZiSKGjy5n+Kh6nxtkedV0WN5ipTSxYGbWqtXRpcQKFeEEBYK8xsDl4VJODZdy6jdKj+fauwO87wuxG6xfvDAV87VCJC+doFCWFmSKpSBNduqVWW64fYzi8iBla5WFwckhpfXm9PQsp37tp3QqA2uCWaTEP530ObrVDsuyjMvl0voIhzZYT/VYUTssyBRLRZHn9y3K/9ftuA6At3e/rb22Vg+DcgDdaodtNhuDg0rjbVmWaWlpidlFLpljBYJMcGHtHcyWrMrsIMFZiqYvMVuyAi3UmwHKSi8ycfY05evLWdFyDadOjzE9kcEZ4EyQkrFZplcWQXFmo8MlF2ap/PVYeq6VlqvEQJblsG1JkvB4PIs+ViBIN2pJ5eqh3+ptSloZOVMGhiBTk1NU6m1MmikrL0tLuWhGnaDH48FkMoXtM5lMeL3eiNaayRwrEKSbVEoq1bzJZHnnnXfYtWsXDz74INdck1xOSbI5mqqTyFYDqXwsF82oE4z1wfv9kZGrZI7NJtkuLyvk0jK9Sbak8ujRo4tqlrRr166kz0m16iZZZ5HK934x6Pm91yU6nMxfpWjHqtFhlUxGiRfTejCVX5BcLi0ThJNK1Q0svj9vNlhK33s1KqyS1eiw0WiMmMn5/f6o9/HJHJvN6HC2y8tEaVn+sJiObLleebOUvvfzJ0lZjQ5bLBbsdnvE/vr6+kUdm01EeZmgECmk731Gdb4lSQrblmWZ+vp6bXbn9Xq1qHC8YwUCgSATZHxN0Ol00tHRQUNDA/39/WF5f11dXTQ0NNDe3h73WIFAIMgEQk9wCbB3715RPiiIifh+hDPff+Rl2ys1Ohwa8SlkxOcgWAjx/VDYu3cvW7dujYgO56UTVKPDyf51y+aXYal+8ZbyZ7iU31u2yOXPcPv27Rw4cICNGzeG7c9LJ5gqufwDyheW8me4lN9btsjHzzAv1wRvvfVWamtrkz7v1KlTEX8FMoUYK7/GyvZ4Yiz9xvL5fLz++uvadl46QYFAIEgXBXU7LBAIBPMRTlAgEBQ0eSmvLxDkG16vF7vdjsPhoL29ndraWgKBAD6fD4fDwcjIiKiO0gmxJpgDeDwe2traaGtrw2g0ajXUbW1t+Hw+XC4XTqcTs9lMXV0dnZ2dWK1Wna0WJIssy9TW1kY4PIfDQX19vdDN1AkxE8wBAoEAbrdbq592u92YTCZaW1sBaG5uRpZlzGYz3d3duotKCFJjvmiwSlNTEwMDA1m2RqAi1gRzAL/fHyEgEYrZbNZkxiwWi7htWiJ4vV4CgQBGo3HBn78gswgnmAM0NTWl5RhBftHX16c9V2+VHQ4HDoeDuro6QFkq6enpweVy0dHRoR3v9Xppa2vD5XJp/7xeLx6Ph7q6Onp6egBwuVzU1taG9euJdk31PIfDgcfjweFwYLPZwuyVZZmOjg5cLhcOh4NAIKBdXz02EAhQW1sbZmvOExTkHFarNdja2hqxf3BwMGg2m4N2uz0YDAaDbrdb23a73UG73R60Wq1Bn88XHBwcDHZ3d0dcx+12B7u7u4NOpzPY3t6elfcjUBgZGQkCwe7u7mB3d3fQbDYHR0ZGtNdbW1u1n5fT6Qz6fL6g2WzWXrfb7cHu7u7gyMhI0Gg0hp1rNBqDg4ODwWAwqF1fxWq1Bt1udzAYDMa8ZjAYDLa3twetVqv2msVi0a45MjISlCRJG7O9vV07z263h33P1O9nviDWBPMIs9lMc3Oztm2xWLBYLLjdbk12zOl04nK5aG9vx2w2a1FIo9Go/SVX25r6/X56eno0KTNBdlD7ac8PhBiNRqqqqgCwWq10dHRgMpnCZnH9/f0YjcaIZZFE14ntdnvUawJUVVVp46v2qMsw+/btQ5IkbczOzs6w91NZWYndbtd0QPMJ4QTznGhf3ND1JfWLrEadY/0CCLKPxWKJ2Dd/bdBsNocd19raisPhWNS40a4ZD/UPqcr8dWnVLpPJlHeZC2JNcAmyUOBE/QWwWCy0trYK4doskkjnxNBjmpubI3pvezwempqa8Hq9YftD+3YbjUaGh4fDzlEblsW6ZjysVmvEmKHntbW10d3dHfc6uYiYCeYh8br1xXq9ubmZlpaWsH0ejyfqjESQXtRkaYCOjg4aGxvDZkwejwePx4PX60WSJCwWi5YSpaqtw5XsAFWFvbGxMWKW1tTUREdHh+ak1P49ZrM55jW9Xq8WqLFYLMiyrNksSRKSJGG32yPOU5EkCbPZnHezQEAERnIJNbghSVJQkqSg3W7XFqaDwSuBEYvFogU/zGZz0Gw2BwcHB4NOpzMoSZIWHLHb7UGj0RhsbW3VFrTdbnewvb096HQ6g06nM2xxXZC/hAYx9MLpdOo6fqqIihGBYAlQV1dHb29v1qtO2trasNlsmEymvM13FGuCAkGe43A4kGUZu90ed6kk3dhsNgKBQNyE/1xGzAQFAkFBI2aCAoGgoBFOUCAQFDTCCQoEgoJGOEFBTNQifYPBELNKwWazUVlZqRXsp4O6ujpcLlfS54Xa29HRgcPhoKenRxMa0ItU348gO4jAiGBBAoEALS0tyLKs1RyHvtbR0YEsy7jd7oSvF08KzOPxUF9fn5JkWCAQoLKyMkK41Gaz0dDQoEud9GLejyDziJmgIC6qqGtoaRbAwMCAJvmUCLIss2/fvrjHZUIzsbe3l46OjqynkIDQgMx1hBMUxMVoNNLU1LToWzo9a0tV1ZbFig8Ilh7CCQoSoq2tTat9BWX9LZZkUizRzoGBAdxut5bc6/F4IoREvV6vJu6pEk3MMxUkSQpTzfF6vZqdPT092kw3lsCoWk+rrjOG4nK5tGPni5+Gvp9ExEsFWUbPmj1B7jMyMqIJckqSpNWnqvvsdnvQYrFox8cT7ZwvuDlfSDQYVERB1eMWEvOMZS8QtSbaarVqtvp8vjC7g8FgmMhpNIHR0HFDbQoGg0Eg6PP5tPcUWkcb+n5iXVvvut9CRqjICBLGarVit9vDZoTzSVazcL6Q6HwWEvNMFlmWNeUTVVUlFEmS2LdvH62trUnpNAJaIEaWZfx+f8T6aSgLiZcKso9wgoKEaWtro66uDpvNtqD8ViKinaFR4oVqTuOJeSaDLMsRt7HJsNDYXV1dVFVVYbVa87aGtlARa4KCuKhrcKqu3ELpMImKdobuizYLUseMJ+aZKG1tbbS2tmoOKpqdXq93wYZWsdYiVR3A9vZ2JEnSjgu9vh5RaUFiiJmgICZer5euri7t1s5qtdLW1qY5ErUp/MDAAA6Hg9bW1piinXBFfdjhcGCxWKIKiarinqpMezwxz/n2qrfqXV1dWn8Vn88XIWKq2tnT06MFTJxOJ0ajMabAqHqex+NBlmW6u7u1PtBGo1FzejabTRMjnf9+AoFAXPFSQXYRydICgaCgEbfDAoGgoBFOUCAQFDTCCQoEgoJGOEGBQFDQCCcoEAgKGuEEBQJBQSOcoEAgKGiEExQIBAXN/w8QNupLAujCegAAAABJRU5ErkJggg==", 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" + "
" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_602108/2398841782.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n" - ] - }, { "data": { - "image/png": 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uxo8fz+LFi+nRowfPPfcc/v7+fPDBB/zyyy8AODkVzd8+vXv3ZunSpTRs2JAbbriBvXv38sorr1zzL/lr6dKlC6+88gomk8maNGTp1KkTb7zxBoZhWOfjALRv356qVasyevRonnnmGVxcXHj//ffZv3+/zet/+uknxo4dy7/+9S/q1auHq6sr3377LT/99BNPPvkkAAsWLODbb7+lV69ehISEkJyczOLFiwHo2rUrAAMGDOD999+nZ8+ejBs3jjZt2uDi4sLJkyfZvHkzffr04e67787zfT799NOcPHmS2267jVq1anH+/Hlmz55tM5eqTp06eHh48P7779OoUSO8vb0JCgoiKCiIt99+mx49etC9e3eGDx9OzZo1OXfuHIcPH+bHH3/kww8/vK7vQ24aNGjAQw89xJtvvomTkxM9evSw3t0WHBzMhAkTirS98+fP8/333+cod3Nzo2XLlgC0a9eO+fPnM2bMGCIiIvjPf/5DkyZNSEtLY9++fSxcuJCmTZta52DNmjWLY8eOcf/99/Ppp5/Sp08fgoKCSExM5JdffmHlypW4u7vj4uJSpO9FyiFHzxwXKYuy392WF3t3ty1evNho0KCB4ebmZtSuXduYMWOGsWjRIgMwjh07Zq2X10J7Bw4cMLp27Wq4u7sb1apVM0aOHGksW7bM5k4vw8j97raHH344xzVDQ0ONYcOGWZ///fffxsiRI40aNWoYnp6exs0332xs27bN6NSpk817KsjdbYZhGBs2bDAAw2w251iE89y5c4aTk5MBGBs3brQ5t2PHDqNdu3aGp6en4efnZzz44IPGjz/+aNP2n3/+aQwfPtxo2LCh4eXlZXh7exs33HCD8cYbbxjp6emGYRjGzp07jbvvvtsIDQ013NzcjOrVqxudOnUyPv30U5v20tLSjFdffdVo3ry54e7ubnh7exsNGzY0/v3vfxtHjhyx+brZ+z6tX7/e6NGjh1GzZk3D1dXVqFGjhtGzZ09j27ZtNvVWrFhhNGzY0HBxcTEA45lnnrGe279/v9GvXz+jRo0ahouLixEQEGDceuutxoIFC6x1cru7zcvLK0dMzzzzjJGfX/sZGRnGyy+/bNSvX99wcXExfH19jcGDBxsnTpywqdepUyejSZMmOV5v7/87e/K6u61mzZo56kdFRRnDhg0zQkJCDFdXV8PLy8to2bKl8fTTTxtnzpzJ8R6WL19u3H777Yavr6/h7Oxs+Pj4GG3atDGmTZtmnDx58prxiZgM46oV7ESkTHrooYdYsWIF8fHxuLq6OjocEZEyT8NtImXQc889R1BQELVr1+bixYusX7+ed999l6eeekoJkohIEVGSJFIGubi48Morr3Dy5EnS09OpV68er7/+eqnYzFZEpLzQcJuIiIiIHVoCQERERMQOJUkiIiIidihJEhEREbFDE7cLKTMzk9OnT1OpUqVctyQQERGR0sUwDP755x+CgoKuufiukqRCOn36NMHBwY4OQ0RERArhxIkT19xBQElSIWXtm3TixAkqV67s4GhEREQkPxISEggODs7X/odKkgopa4itcuXKSpJERETKmPxMldHEbRERERE7lCSJiIiI2KEkSURERMQOzUkSEZEKIyMjg7S0NEeHIcXIxcUFs9lcJNdSkiQiIuWeYRjExcVx/vx5R4ciJaBKlSoEBARc9zqGSpJERKTcy0qQatSogaenpxYBLqcMwyAxMZEzZ84AEBgYeF3XU5IkIiLlWkZGhjVBql69uqPDkWLm4eEBwJkzZ6hRo8Z1Db1p4raIiJRrWXOQPD09HRyJlJSs7/X1zj9TT5JIXgwDomPgp4OQmASeHnBDEwgLAXXXi5QpGmKrOIrqe60kSSQ3p+Pgf6sg5qRt+debIaQWDOkPQQGOiU1ERIqdw4fb5s2bR3h4OO7u7kRERLBt27Zc68bGxjJo0CAaNGiAk5MT48ePz1Gnc+fOmEymHI9evXpZ60yfPj3H+YAAfdhJNqfj4PV5OROkLDEnLedPx5VsXCIi1yksLIxZs2ZZn5tMJtatW+eweEozhyZJq1atYvz48UydOpV9+/bRsWNHevToQUxMjN36KSkp+Pn5MXXqVJo3b263zpo1a4iNjbU+Dhw4gNls5l//+pdNvSZNmtjU+/nnn4v8/UkZZRiWHqSkpLzrJSXBe6st9UVE8mH48OE2f6BXr16dO+64g59++slhMcXGxtKjRw+HtV+aOTRJev311xk5ciQPPvggjRo1YtasWQQHBzN//ny79cPCwpg9ezZDhw7Fx8fHbp1q1aoREBBgfWzcuBFPT88cSZKzs7NNPT8/vyJ/f1JGRcfk3oN0teMnIPpE8cYjIuXKHXfcYf0DfdOmTTg7O9O7d2+HxRMQEICbm5vD2i/NHJYkpaamsnfvXrp162ZT3q1bN3bs2FFk7SxatIgBAwbg5eVlU37kyBGCgoIIDw9nwIAB/PHHH0XWppRxPx0sYP0DxROHiJRLbm5u1j/QW7RowRNPPMGJEyf466+/AHjiiSeoX78+np6e1K5dm2nTptncpbV//366dOlCpUqVqFy5MhEREezZs8d6fseOHdxyyy14eHgQHBzMo48+yqVLl3KNJ/twW3R0NCaTiTVr1tClSxc8PT1p3rw5O3futHlNQdsoqxyWJJ09e5aMjAz8/f1tyv39/YmLK5p5Hj/88AMHDhzgwQcftClv27Yty5cv56uvvuKdd94hLi6O9u3bEx8fn+u1UlJSSEhIsHlIOZV4jWG2660vInLZxYsXef/996lbt651DadKlSqxdOlSDh06xOzZs3nnnXd44403rK+5//77qVWrFrt372bv3r08+eSTuLi4APDzzz/TvXt37rnnHn766SdWrVrFd999x9ixYwsU19SpU5k0aRJRUVHUr1+fgQMHkp6eXqRtlAUOv7vt6tv0DMMoslv3Fi1aRNOmTWnTpo1Nefax12bNmtGuXTvq1KnDsmXLmDhxot1rzZgxg2effbZI4pJSztOjeOuLSIW2fv16vL29Abh06RKBgYGsX78eJydLv8VTTz1lrRsWFsZjjz3GqlWrePzxxwGIiYlh8uTJNGzYEIB69epZ67/yyisMGjTIemNTvXr1mDNnDp06dWL+/Pm4u7vnK8ZJkyZZb3h69tlnadKkCb///jsNGzYssjbKAof1JPn6+mI2m3P0Gp05cyZH71JhJCYmsnLlyhy9SPZ4eXnRrFkzjhw5kmudKVOmcOHCBevjxAnNQym3bmhSsPoXL0FmZvHEIiLlTpcuXYiKiiIqKopdu3bRrVs3evTowfHjxwH46KOPuPnmmwkICMDb25tp06bZ3NA0ceJEHnzwQbp27cpLL73E0aNHref27t3L0qVL8fb2tj66d+9OZmYmx44dy3eMN9xwg/XfWVt7ZG31UVRtlAUOS5JcXV2JiIhg48aNNuUbN26kffv213391atXk5KSwuDBg69ZNyUlhcOHD+e5x4ubmxuVK1e2eUg5FRZiWQcpv3b8AAuWwKXE4otJRMoNLy8v6tatS926dWnTpg2LFi3i0qVLvPPOO3z//fcMGDCAHj16sH79evbt28fUqVNJTU21vn769OkcPHiQXr168e2339K4cWPWrl0LQGZmJv/+97+tSVhUVBT79+/nyJEj1KlTJ98xZg3fwZURn8zLfwwWVRtlgUOH2yZOnMiQIUNo3bo17dq1Y+HChcTExDB69GjA0ntz6tQpli9fbn1NVFQUYBnH/euvv4iKisLV1ZXGjRvbXHvRokX07dvX7j49kyZN4s477yQkJIQzZ87wwgsvkJCQwLBhw4rvzUrZYTJZFop8fd61lwHIcvAXeHk2jBoKwTWLNz4RKVdMJhNOTk4kJSWxfft2QkNDmTp1qvV8Vg9TdvXr16d+/fpMmDCBgQMHsmTJEu6++25atWrFwYMHqVu3brHFWxJtlBYOTZL69+9PfHw8zz33HLGxsTRt2pQNGzYQGhoKWNZuuHrNpJYtW1r/vXfvXj744ANCQ0OJjo62lv/222989913fP3113bbPXnyJAMHDuTs2bP4+flx00038f3331vbFSEoACaOsb/iNlgSITc3+D3bXZHx5+C1uTDgXripdcnFKiJlSkpKinWqyd9//83cuXO5ePEid955JxcuXCAmJoaVK1dy44038vnnn1t7iQCSkpKYPHky9913H+Hh4Zw8eZLdu3dz7733ApY742666SYefvhhRo0ahZeXF4cPH2bjxo28+eabRRJ/SbRRWjh84vaYMWMYM2aM3XNLly7NUWbkY+G++vXr51lv5cqV+Y5PKrCgAHj8Ucs6SD8dyLZ3W1MIC7YsIvnVt/D511cWlExLtyRW0TFw713g4vAfMREpZb788kvr9I5KlSrRsGFDPvzwQzp37gzAhAkTGDt2LCkpKfTq1Ytp06Yxffp0AMxmM/Hx8QwdOpQ///wTX19f7rnnHuuNRTfccANbtmxh6tSpdOzYEcMwqFOnDv379y+y+EuijdLCZOQn65AcEhIS8PHx4cKFC5qfVNEd+hWWfpBzTlJYCDw4BKpWcUhYImKRnJzMsWPHrFtgSfmX1/e8IJ/fDt+7TaTMa9wAnhiXcy5SdAy8NAt+/d0hYYmIyPVRkiRSFKpXg8cehnY32pZfvARvLoSNkdrjTUSkjFGSJFJUXFxgcD8YdB84m6+UGwas+xzeXQ5JyY6LT0RECkRJkkhR69AWJj6ccy5S1AF4ZQ7E/umQsEREpGCUJIkUh9BgeHI8NKxnW/7nXzBzDvy43yFhiYhI/ilJEiku3l7w8IPQ7Vbb8tRUWPQerPkMMjIcE5uIiFyTkiSR4uTkBH16wEPD4OpbjzdttUzqTvjHMbGJiEielCSJlITmTS0LUwZetXnzkT8sywT8Ee2IqEREJA9KkkRKir8fTH4UIlrYll9IgFkLIHK7lgkQESlFlCSJlCQ3V3hgENx3l2UoLktGBny4DpattMxZEpFil5GRQXp6eok9Mop4DuL06dNp0aJFkV6zqNmLcfr06fj7+2MymVi3bl2uZaWBtiUpJG1LItft9z8sE7ivnpNUMxAeHAo1fB0Tl0g5Y2+LioyMDO65719c+PtcicXhU7Uaaz76ELPZfM26JpMpz/PDhg1j7ty5pKSkUL169aIKMV+io6MJDw+3Pvf29iYkJITOnTszfvx46tW7clfvxYsXbWI8fPgwjRs3Zu3atdx0001UrVqVP/74I0eZm5vbdcVYVNuSaPdNEUepW9uyTMCi9+DosSvlp2Jh5mwYNhCaNXZYeCLlmWEYXPj7HP+0GgqmEhhUMTLhx+X52qQdIDY21vrvVatW8fTTT/Prr79ayzw8PPD29sbb27vIQ82vb775hiZNmpCYmMjPP//M7Nmzad68OZ999hm33XYbQI4Yjx49CkCfPn2siaC9stJCw20ijuRTGcb9G7rcbFuelAwLlsBnX0JmpmNiE6kITE6Woe/ifhQwEQsICLA+fHx8MJlMOcquHsoaPnw4ffv25cUXX8Tf358qVarw7LPPkp6ezuTJk6lWrRq1atVi8eLFNm2dOnWK/v37U7VqVapXr06fPn2Ijo6+ZozVq1cnICCA2rVr06dPH7755hvatm3LyJEjrUOL2WOcPn06d955JwBOTk6YTCa7ZaWJkiQRRzOb4b4+lrlKri62577cBPMWWfaAExG5hm+//ZbTp0+zdetWXn/9daZPn07v3r2pWrUqu3btYvTo0YwePZoTJ04AkJiYSJcuXfD29mbr1q189913eHt7c8cdd5BawPmRTk5OjBs3juPHj7N3794c5ydNmsSSJUsAS09ZbGys3bLSREmSSGnRuqXl7rer5yId/g1eng0xJx0Tl4iUGdWqVWPOnDk0aNCAESNG0KBBAxITE/nvf/9LvXr1mDJlCq6urmzfvh2AlStX4uTkxLvvvkuzZs1o1KgRS5YsISYmhsjIyAK337BhQwC7PVHe3t5UqVIFuNJTZq+sNFGSJFKaBAVY1lO6oYlt+bm/4bW3YMcPjolLRMqEJk2a4JTtzll/f3+aNWtmfW42m6levTpnzpwBYO/evfz+++9UqlTJOn+oWrVqJCcnW+cKFUTWnKvSNmxWWJq4LVLaeHjAqKGwMdIyJylromd6Orz/IUTHwL/6got+fEXElouL7ZC9yWSyW5Z5ea5jZmYmERERvP/++zmu5efnV+D2Dx8+DGBz91tZpt+yIqWRkxN0vxVCa8Hi9+FS4pVz23fBydPw4BCoVtVxMYpImdeqVStWrVpFjRo1rns5m8zMTObMmUN4eDgtW7YsoggdS8NtIqVZw/qWZQJCatmWHz9h2c7kl98cEZWIlBP3338/vr6+9OnTh23btnHs2DG2bNnCuHHjOHky73mQ8fHxxMXF8ccff/Dpp5/StWtXfvjhBxYtWpSvtaBys3btWuvcJkdTkiRS2lWrChPHQIe2tuWXEmHuu/D1t9rORKSwjEzLMhvF/TBK51Ienp6ebN26lZCQEO655x4aNWrEiBEjSEpKumbPUteuXQkMDKRZs2Y8+eSTNGrUiJ9++okuXbpcV0wXLlywWRPKkbTidiFpxW1xiB0/wKq1lvlJ2TVvAkP6W+YziYiNsrjitlwfrbgtUhG1bwO1guCd5ZY73rLsPwixc2DUMMsdciKSJ7PZzJqPPsz3CthFwWQyKUEqYzTcJlLWhNSCJ8ZBo/q25WfOwitzYE+UQ8ISKWvMZjPOzs4l9lCCVPYoSRIpi7y9YMxI6NHVtjw1DZa8Dx99CkW847iISEWjJEmkrHJygt7dYfQD4GE75s7mbTD7bbiQ4JjYRETKASVJImVds8bw+DioGWhbfvSYZZmA3485JCwRkbJOSZJIeVDDFyaNhRuvWsAt4R+YvcDSs6QbWUVECkRJkkh54eoKwwZCv76WobgsmZmWOUpLP4CUgu3qLSJSkSlJEilPTCbo1AEm/Ad8rlr/Y08UvPomnPnLIaGJiJQ1SpJEyqPaYZZlAurWti0/HQcvz4H9BxwSlohIWaIkSaS88qkMjz4Et91iW56cDAuXwSdfWIbiRCqojIwM0tPTS+yRoWU57Bo+fDh9+/a1PjcMg4ceeohq1aphMpmIioqyW1YStOK2SHlmNsM9d0JYCPxvNaRmm5P09bcQcwIeuN+y7pJIBZKRkUH/f93D2XMXSqxN32o+rPpwTb4XlRw+fDjLli3LUX7kyBHq1q1b1OEVqcjISOsebiaTiUqVKlG7dm1uv/12JkyYQGDglbtxZ8+ebbPy+ZdffsnSpUuJjIykdu3a+Pr62i0rCUqSRCqCVs0hMADeWQZ/ZpuT9MsRyzIBo4ZCaLDDwhMpaYZhcPbcBd7pFI/ZVPztZRgwagsF3gbljjvuYMmSJTZlfn5+Oeqlpqbi6up6XTEWh19//ZXKlSuTkJDAjz/+yMyZM1m0aBGRkZE0a9YMAB8fH5vXHD16lMDAQNq3b59nWUnQcJtIRRHoD5MfhRZNbcv/Pg+vvwXbdzkkLBFHMpvA2an4H4VNxNzc3AgICLB5mM1mOnfuzNixY5k4cSK+vr7cfvvtABw6dIiePXvi7e2Nv78/Q4YM4ezZs9brXbp0iaFDh+Lt7U1gYCCvvfYanTt3Zvz48dY6JpOJdevW2cRRpUoVli5dWuD4a9SoQUBAAPXr12fAgAFs374dPz8//vOf/1jrZB9uGz58OI888ggxMTGYTCbCwsLslpUUJUkiFYmHOzw4FPr2stwJlyU9Az74CN7/ENLSHBefiOTbsmXLcHZ2Zvv27bz99tvExsbSqVMnWrRowZ49e/jyyy/5888/6devn/U1kydPZvPmzaxdu5avv/6ayMhI9u7dW2Ixe3h4MHr0aLZv386ZM2dynJ89ezbPPfcctWrVIjY2lt27d9stKykabhOpaEwmuL2zZaPcxe/BxUtXzu34AU6ehgeHQPVqDgtRRCzWr1+Pt7e39XmPHj348MMPAahbty4zZ860nnv66adp1aoVL774orVs8eLFBAcH89tvvxEUFMSiRYtYvny5tedp2bJl1KpVq4TejUXDhg0BiI6OpkaNGjbnfHx8qFSpEmazmYCAAGu5vbKSoCRJpKJqUBeeHA/v/g+iY66Ux5yEl2fD8EHQuIHDwhMR6NKlC/Pnz7c+9/K6cpNF69atberu3buXzZs32yRVWY4ePUpSUhKpqam0a9fOWl6tWjUaNCjZn/OseVkmUwlMBrtODh9umzdvHuHh4bi7uxMREcG2bdtyrRsbG8ugQYNo0KABTk5ONmOoWZYuXYrJZMrxSE5OLnS7IuVW1Sow/j/QsZ1t+aVEmLcIvvhGywSIOJCXlxd169a1PrLfFZY9YQLIzMzkzjvvJCoqyuZx5MgRbrnllnxPGjeZTDnqphXhMPzhw4cBSnRuUWE5NElatWoV48ePZ+rUqezbt4+OHTvSo0cPYmJi7NZPSUnBz8+PqVOn0rx581yvW7lyZWJjY20e7u5XdkkvaLsi5ZqLMwy4B4b0t/w7i2HA+q8sayolJjkuPhHJl1atWnHw4EHCwsJsEqu6detaky0XFxe+//5762v+/vtvfvvtN5vr+Pn5ERsba31+5MgREhMTiyTGpKQkFi5cyC233GL3Lr3SxqFJ0uuvv87IkSN58MEHadSoEbNmzSI4ONimazG7sLAwZs+ezdChQ3PcMpidyWTKcTfA9bQrUiHc1BoeG5tzLtLPhyzDb6dOOyYuEcmXhx9+mHPnzjFw4EB++OEH/vjjD77++mtGjBhBRkYG3t7ejBw5ksmTJ7Np0yYOHDjA8OHDcXKyTQVuvfVW5s6dy48//siePXsYPXo0Li4uNnVuu+025s6de82Yzpw5Q1xcHEeOHGHlypV06NCBs2fPXvfn7dy5c7ntttuu6xr54bAkKTU1lb1799KtWzeb8m7durFjx47ruvbFixcJDQ2lVq1a9O7dm3379l13uykpKSQkJNg8RMqd4Jrw5Dho0tC2/Gw8vDIXfvjRMXGJFJMMA9Izi/+RUbDlkQolKCiI7du3k5GRQffu3WnatCnjxo3Dx8fHmgi98sor3HLLLdx111107dqVm2++mYiICJvrvPbaawQHB3PLLbcwaNAgJk2ahKenp02do0eP2iwtkJsGDRoQFBREREQEL730El27duXAgQM0btz4ut7r2bNnOXr06HVdIz9MRkFXtioip0+fpmbNmmzfvt1mcagXX3yRZcuW8euvv+b5+s6dO9OiRQtmzZplU/7999/z+++/06xZMxISEpg9ezYbNmxg//791KtXr9DtTp8+nWeffTZH+YULF6hcubKdV4iUYZmZlvlIX3xjGXbLrlMHuKc3OOu+DykbkpOTOXbsmHUeKpSNFbdLSm6fp2WZve95loSEBHx8fPL1+e3w33JXz243DOO6ZrzfdNNN3HTTTdbnHTp0oFWrVrz55pvMmTOn0O1OmTKFiRMnWp8nJCQQHKwViqWccnKCXt0sq3AvXQFJ2eYkbdkOJ07CyCFQJfdhb5HSzGw2s+rDNQVeAft6mEymUpcgSd4cliT5+vpiNpuJi4uzKT9z5gz+/v5F1o6TkxM33ngjR44cua523dzccHNzK7K4RMqEpo0sw2/vLLesn5Tlj+OW7UxGDoZ6dRwWnsj1UMIi1+KwOUmurq5ERESwceNGm/KNGzcW6d4shmEQFRVlvW2ypNoVKTd8q8NjD0Nb23kL/HMR5iyETVtyDsmJSJkRGRlZrobaipJDh9smTpzIkCFDaN26Ne3atWPhwoXExMQwevRowDLEderUKZYvX259TVRUFGCZnP3XX38RFRWFq6urdRLYs88+y0033US9evVISEhgzpw5REVF8dZbb+W7XRG5iqurZYmA8FD48BPIyLCUZ2bCmvUQfQLu/xe4q7dVRMoPhyZJ/fv3Jz4+nueee47Y2FiaNm3Khg0bCA0NBSyLR169dlHLli2t/967dy8ffPABoaGhREdHA3D+/Hkeeugh4uLi8PHxoWXLlmzdupU2bdrku10RscNksiw6WasmvLsczmeb8PrjfjgdC6OGQUCN3K8hIlKGOOzutrKuILPjRcqdfy5a9n377apbcN3dLD1OLZo5Ji4RO/K600nKp6K6u83h25KISBlUyRvGjrJslJtdcoplkve6z68MyYmIlFFKkkSkcMxm6NsLHhwCV9/5uTES5r5j6XESESmjlCSJyPVpeQM8/mjOuUi/HbUsE3BMeyKKSNmkJElErl9ADZj8iCVhyu78BXhjHmzbqWUCRKTMUZIkIkXD3d2yuOQ9vS0rdmfJyICVa+B/qyA1zXHxiVwPw4Bjx+GTDbDiY8t/jx0v9uR/+PDhmEwmu0vUjBkzBpPJxPDhw4s1horM4duSiEg5YjLBbZ0gpBYses92TtKuvXAqFkYNtSxQKVJWnI6zJPkxJ23Lv95s+X99SH8ICii25oODg1m5ciVvvPEGHh4egOXurRUrVhASElJs7Yp6kkSkONSrA0+Otyw+md3J0/DybDj4i0PCEimw03Hw+rycCVKWmJOW86fj7J8vAq1atSIkJIQ1a9ZYy9asWUNwcLDN2oGGYTBz5kxq166Nh4cHzZs356OPPrKez8jIYOTIkYSHh+Ph4UGDBg2YPXu2TVvDhw+nb9++vPrqqwQGBlK9enUefvhh0tIqZi+wkiQRKR5VfGD8aOjUwbY8MQnmL4bPv7as2C1SWhmGpQcp+wbP9iQlwXuri3Xo7YEHHmDJkiXW54sXL2bEiBE2dZ566imWLFnC/PnzOXjwIBMmTGDw4MFs2bIFgMzMTGrVqsXq1as5dOgQTz/9NP/9739ZvXq1zXU2b97M0aNH2bx5M8uWLWPp0qUsXbq02N5baabhNhEpPs7O0K8vhAXDBx9D1l+jhgEbNsLxEzBsIHh5OjRMEbuiY3LvQbra8ROW7XnCi2f4a8iQIUyZMoXo6GhMJhPbt29n5cqVREZGAnDp0iVef/11vv32W9q1awdA7dq1+e6773j77bfp1KkTLi4uPPvss9ZrhoeHs2PHDlavXk2/fv2s5VWrVmXu3LmYzWYaNmxIr1692LRpE6NGjSqW91aaKUkSkeLXJgJqBsLC5XA2/kr5wV8sw2+jhkJwTcfFJ2LPTwcLWP9AsSVJvr6+9OrVi2XLlmEYBr169cLX19d6/tChQyQnJ3P77bfbvC41NdVmSG7BggW8++67HD9+nKSkJFJTU2nRooXNa5o0aYLZbLY+DwwM5Oeffy6W91XaKUkSkZJRMwieGAfLVsCBw1fK48/Ba3Nh4L3QtrXj4hO5WuI1htmut34BjRgxgrFjxwLYbNoOlqE0gM8//5yaNW3/4HC7vNjr6tWrmTBhAq+99hrt2rWjUqVKvPLKK+zatcumvouLi81zk8lkvX5FoyRJREqOpwf8ezh89a1lTlLWHI60dFi+yrLw5L13gYt+NUkp4OlRvPUL6I477iA1NRWA7t2725xr3Lgxbm5uxMTE0KlTJ7uv37ZtG+3bt2fMmDHWsqNHj9qtKxb6TSQiJcvJCXp0hdBgWPoBXEq8cm7bTjhxyrLVSdUqDgtRBIAbmlhu8893/abFFwtgNps5fPiw9d/ZVapUiUmTJjFhwgQyMzO5+eabSUhIYMeOHXh7ezNs2DDq1q3L8uXL+eqrrwgPD+d///sfu3fvJjw8vFjjLst0d5uIOEbjBpbht6vnIkXHWLYz+e13h4QlYhUWYlkHKT9Cgy03KBSzypUr57pz/fPPP8/TTz/NjBkzaNSoEd27d+ezzz6zJkGjR4/mnnvuoX///rRt25b4+HibXiXJyWQY2iugMBISEvDx8eHChQu5/g8rIvmQlgar1sLO3bblJhP06QldO1n+LVJIycnJHDt2jPDwcNzd3Qv24qx1kvJaBsDDAyaOKdYFJaVg8vqeF+TzWz1JIuJYLi4wuB8Mug+csw0hGAas+xzeXQ5JyY6LTyq2oABLApRbj1JosBKkckxzkkSkdOjQFmoFwTvL4e/zV8qjDkDsGXhoKAT4Oyw8qcCCAuDxRy3rIP10wHIXm6eHZQ5SWLB6OssxJUkiUnqEBlu2M1nyPvxy5Er5n2fg5TkwpB+0au6w8KQCM5ksayAV0zpIUjppuE1EShdvL3j4Qeh2q215aqpl09w1n0FGhmNiE5EKRUmSiJQ+Tk7Qpwc8NAyunmi7aSu8uRAS/nFMbCJSYShJEpHSq3lTy1yQwKvmIh35w7JMwB/RjohKRCoIJUkiUrr5+8HkRyGihW35hQSYtQC2bC/W3ddFpOJSkiQipZ+bKzwwCO67yzIUlyUjA1avg2UrLXOWRESKkJIkESkbTCbo0hHG/RsqV7I9t/tHeHUunDnrmNhEpFxSkiQiZUvd2pZlAupctd/UqViYORt+PuSQsERKs86dOzN+/Hjr88TERO69914qV66MyWTi/PnzJRLH9OnTadGiRYm0VRSUJIlI2eNT2dKj1OVm2/KkZFiwBNZ/BZmZjolNyiUDg2iiWc96VrOa9awnmmgMim8+3PDhw+nbt2+O8sjIyOtObJYtW8a2bdvYsWMHsbGx+Pj42Jzv3LkzJpMp10dYWFih2p00aRKbNm0qdNwlTYtJikjZZDbDfX0sm5C+/yGkpl0598U3lo1yhw+yrLskch1iiWUFKzjBCZvyTWwimGAGMpBAAh0UXeEcPXqURo0a0bRpU7vn16xZQ+rleX4nTpygTZs2fPPNNzRp0gQAs9lsUz81NRVXV9drtuvt7Y23t/d1Rl9y1JMkImVb65aWu99q+NqWH/7NMvwWc9IxcUm5EEssb/JmjgQpywlO8CZvEktsCUd2RXx8PAMHDqRWrVp4enrSrFkzVqxYkWv9zp0789prr7F161ZMJhOdO3fOUadatWoEBAQQEBCAn58fANWrV7eW3XjjjbzwwgsMHz4cHx8fRo0aBcATTzxB/fr18fT0pHbt2kybNo20tCt/wFw93JbVW/bqq68SGBhI9erVefjhh21e40hKkkSk7MvaW+uGJrbl8X/Da2/Bzt2OiUvKNAODFawgiaQ86yWRxEpWFuvQW16Sk5OJiIhg/fr1HDhwgIceeoghQ4awa9cuu/XXrFnDqFGjaNeuHbGxsaxZs6ZQ7b7yyis0bdqUvXv3Mm3aNAAqVarE0qVLOXToELNnz+add97hjTfeyPM6mzdv5ujRo2zevJlly5axdOlSli5dWqiYipqG20SkfPDwgFFDYWMkfPbllbWT0tPhvdVw7Dj8qy+46Nee5M9xjufag3S1mMtHKKFFGsP69etzDE9lXLUtT82aNZk0aZL1+SOPPMKXX37Jhx9+SNu2bXNcs1q1anh6euLq6kpAQEChY7v11ltt2gV46qmnrP8OCwvjscceY9WqVTz++OO5Xqdq1arMnTsXs9lMw4YN6dWrF5s2bbL2TjmSfluISPnh5ATdb4XQWrD4fbiUeOXc9l1w8jQ8OASqVXVcjFJmHOBAger/zM9FniR16dKF+fPn25Tt2rWLwYMHW59nZGTw0ksvsWrVKk6dOkVKSgopKSl4eRXvfLzWrVvnKPvoo4+YNWsWv//+OxcvXiQ9PZ3KlSvneZ0mTZrYzHEKDAzk559/LvJ4C0PDbSJS/jSsb1kmIKSWbfnxE/DybPjlN4eEJWVLIonXrnQd9fPDy8uLunXr2jxq1qxpU+e1117jjTfe4PHHH+fbb78lKiqK7t27WydeF5erk7Dvv/+eAQMG0KNHD9avX8++ffuYOnXqNeNwcXGxeW4ymcgsJXenqidJRMqnalVh4hj48BNLL1KWi5dg7rtw1x1wexfLIpUidnjiWaz1i8q2bdvo06ePtXcpMzOTI0eO0KhRoxKNY/v27YSGhjJ16lRr2fHjx0s0hqKmniQRKb9cXGDQfXD/v8A529+EhgGffAHvLIOkvCflSsXVFPu3x+emGc2KKZK81a1bl40bN7Jjxw4OHz7Mv//9b+Li4hwSR0xMDCtXruTo0aPMmTOHtWvXlngcRUlJkoiUf+3bwGMP55yLtP8gzJwDp0v+A0VKv1BCCSY4X3VDLh+OMG3aNFq1akX37t3p3LkzAQEBdhehLG59+vRhwoQJjB07lhYtWrBjxw7rXW9llckwtH12YSQkJODj48OFCxeuOSlNREqJi5dg6QeWNZSyc3WB+/tB6xYOCUuKV3JyMseOHSM8PBx3d/cCvTZrnaS8lgHwwINHeKTMLShZnuX1PS/I57d6kkSk4vD2gjEjoUdX2/LUNFjyPnz0KVx1e7VUbIEE8giP5NqjFEKIEqRyzOFJ0rx586yZXkREBNu2bcu1bmxsLIMGDaJBgwY4OTnZbNaX5Z133qFjx45UrVqVqlWr0rVrV3744QebOtOnT8+xD831rBUhImWIkxP07g6jHwCPq3oVNm+D2W/DhQTHxCalUiCBTGAC4xnPbdxGO9pxG7cx/vKhBKn8cmiStGrVKsaPH8/UqVPZt28fHTt2pEePHsTExNitn5KSgp+fH1OnTqV58+Z260RGRjJw4EA2b97Mzp07CQkJoVu3bpw6dcqmXpMmTYiNjbU+SsuaDCJSQpo1hsfHQc2rPuCOHoOXZsHvxxwSlpROJkyEEkpvetOPfvSmN6GEYkJ3R5ZnDp2T1LZtW1q1amWzUFajRo3o27cvM2bMyPO1nTt3pkWLFsyaNSvPehkZGdbVPIcOHQpYepLWrVtHVFRUoWPXnCSRciI1FT74CHbvsy13coJ77oTOHbRMQBl3PXOSpGwq83OSUlNT2bt3L926dbMp79atGzt27CiydhITE0lLS6NatWo25UeOHCEoKIjw8HAGDBjAH3/8ked1UlJSSEhIsHmISDng6grDBkK/vpbEKEtmJnz0iWWid0rxLsonJUP3KVUcRfW9dliSdPbsWTIyMvD397cp9/f3L9L1HZ588klq1qxJ165XJmq2bduW5cuX89VXX/HOO+8QFxdH+/btiY+Pz/U6M2bMwMfHx/oIDs7fbaEiUgaYTNCpA0z4D/hc9Zflnih49U0485dDQpPrl7Wic2Ji0a+ILaVT1vf66tW8C8rhK26brurGNgwjR1lhzZw5kxUrVhAZGWnT3dajRw/rv5s1a0a7du2oU6cOy5YtY+LEiXavNWXKFJtzCQkJSpREypvaYfDEOMu+b79n610+HQcvz4Gh/aF5wRYYFMczm81UqVKFM2fOAODp6VlknzNSuhiGQWJiImfOnKFKlSo2e8IVhsOSJF9fX8xmc45eozNnzuToXSqMV199lRdffJFvvvmGG264Ic+6Xl5eNGvWjCNHjuRax83NDTc3t+uOS0RKOZ/K8OhD8MkG2LT1SnlyMixcZtlAt3d326E5KfWy7mDOSpSkfKtSpUqR3LXusCTJ1dWViIgINm7cyN13320t37hxI3369Lmua7/yyiu88MILfPXVV3Z3Kb5aSkoKhw8fpmPHjtfVroiUE2azZdJ2WAj8b7VlcneWr761bJT7wP2WdZekTDCZTAQGBlKjRg3S0tIcHY4UIxcXl+vuQcri0OG2iRMnMmTIEFq3bk27du1YuHAhMTExjB49GrAMcZ06dYrly5dbX5N1R9rFixf566+/iIqKwtXVlcaNGwOWIbZp06bxwQcfEBYWZu2p8vb2xtvbG4BJkyZx5513EhISwpkzZ3jhhRdISEhg2LBhJfjuRaTUa9UcAgMse7z9mW1O0i9HLMsEjBoKoRp2L0vMZnORfYBK+efwbUnmzZvHzJkziY2NpWnTprzxxhvccsstAAwfPpzo6GgiIyOt9e2NI4eGhhIdHQ1AWFiY3V2Hn3nmGaZPnw7AgAED2Lp1K2fPnsXPz4+bbrqJ559/3ppo5YeWABCpQJKS4b1VEHXAttzZDP3uhg5tHROXiBRYQT6/HZ4klVVKkkQqGMOAb7ZY5ipd/WuzfRvLEgLXeSeNiBS/MrFOkohImWIywe2d4ZGHcs5F2vEDvD4P4s85JDQRKR5KkkRECqJBXXhyvGVSd3YxJ+Hl2XDoV4eEJSJFT0mSiEhBVa0C4/8DHdvZll9KhHmL4ItvLCt2i0iZpiRJRKQwXJxhwD0wpL/l31kMA9Z/ZVlTKTHJcfGJyHVTkiQicj1uag2PjYXqtvtD8vMhy/DbqdOOiUtErpuSJBGR6xVcE54cB00a2pafjYdX5sIPPzomLhG5LkqSRESKgqcnjH4Aet5uuRMuS1oaLFsBq9dBerrDwhORglOSJCJSVJycoFc3S7Lk4WF7bst2mL0Azl9wTGwiUmBKkkREilrTRpbht1pBtuV/HLdsZ3LkqEPCEpGCUZIkIlIcfKvDYw9D2wjb8n8uwpyF8O3WnCt3i0ipoiRJRKS4uLpalggYcA9k31Q1MxM+/gwWvw/JKY6LT0TypCRJRKQ4mUyWRScnjIEqPrbnftwPr8yBP884JjYRyZOSJBGRkhAeYtnOpH4d2/K4MzBzDkT97JCwRCR3SpJEREpKJW8YO8qyUW52ySnwznJYtwEyMhwSmojkpCRJRKQkmc3Qtxc8OATc3GzPbdwMc9+1TO4WEYdTkiQi4ggtb4DHH4WAGrblv/1uWSbgWIxDwhKRK5QkiYg4SkANmPyIJWHK7vwFeGMebNupZQJEHEhJkoiII7m7w8jBcE9vy4rdWTIyYOUa+N8qSE1zXHwiFZiSJBERRzOZ4LZO8OhDlsnd2e3aC6/NtWyWKyIlSkmSiEhpUa+OZZmA8FDb8pOn4eXZcPAXh4QlUlEpSRIRKU2q+MD40dCpg215YhLMXwyff21ZsVtEip2SJBGR0sbZGfr1hWEDwMXlSrlhwIaNsGAJJCY6LDyRikJJkohIadUmAiaPtWyWm93BX+Cl2XDilGPiEqkglCSJiJRmNYPgiXHQtJFtefw5y4TuXXscE5dIBaAkSUSktPP0gH8Ph97dLXfCZUlLh+WrLEsFpKU7LDyR8kpJkohIWeDkBD26wpiR4OVpe27bTpg1H/4+75DQRMorJUkiImVJ4waW4bfgmrbl0TGW7Ux++90hYYmUR0qSRETKmurV4LGHod2NtuUXL8GchbAxUtuZiBQBJUkiImWRiwsM7geD7gNn85Vyw4B1n8O7yyEp2XHxiZQDSpJERMqyDm1h4sNQtYptedQBeOVNiPvTIWGJlAdKkkREyrrQYMt2Jg3r2Zb/eQZmvgk/7ndIWCJlnZIkEZHywNsLHn4Qut1qW56SAovegzWfQUaGY2ITKaOUJImIlBdOTtCnBzw0DNzdbc9t2gpvLoSEfxwTm0gZpCRJRKS8ad4UHn8UAv1ty4/8YVkm4I9oR0QlUuYoSRIRKY/8/WDyoxDRwrb8QgLMWgBbtmuZAJFrUJIkIlJeubnCA4PgvrssQ3FZMjJg9TpYthJSUx0WnkhppyRJRKQ8M5mgS0cY92+oXMn23O4f4dW58NdZx8QmUso5PEmaN28e4eHhuLu7ExERwbZt23KtGxsby6BBg2jQoAFOTk6MHz/ebr2PP/6Yxo0b4+bmRuPGjVm7du11tSsiUubVrW1ZJqBOuG35qVh4eTb8fMghYYmUZg5NklatWsX48eOZOnUq+/bto2PHjvTo0YOYmBi79VNSUvDz82Pq1Kk0b97cbp2dO3fSv39/hgwZwv79+xkyZAj9+vVj165dhW5XRKRc8Kls6VHqcrNteVIyLFgC67+CzEzHxCZSCpkMw3Ez99q2bUurVq2YP3++taxRo0b07duXGTNm5Pnazp0706JFC2bNmmVT3r9/fxISEvjiiy+sZXfccQdVq1ZlxYoV191uloSEBHx8fLhw4QKVK1fO12tEREqNPfvg/Q8hNc22vFF9GD7Isu6SSDlUkM9vh/UkpaamsnfvXrp162ZT3q1bN3bs2FHo6+7cuTPHNbt37269ZmHbTUlJISEhweYhIlJmtW5pufuthq9t+eHfYOZsiDnpmLhEShGHJUlnz54lIyMDf3/bdTz8/f2Ji4sr9HXj4uLyvGZh250xYwY+Pj7WR3BwcKFjFBEpFYICLOsp3dDEtjz+b3jtLdi52zFxiZQSDp+4bTKZbJ4bhpGjrDiuWdB2p0yZwoULF6yPEydOXFeMIiKlgocHjBoKd/Ww3AmXJT0d3lsNH3wEaemOi0/EgZwd1bCvry9mszlH782ZM2dy9PIUREBAQJ7XLGy7bm5uuLm5FTouEZFSy8kJut8KobVg8ftwKfHKue274ORpeHAIVKvquBhFHMBhPUmurq5ERESwceNGm/KNGzfSvn37Ql+3Xbt2Oa759ddfW69ZXO2KiJR5DetblgkIqWVbfvyEZZmAX444JCwRR3FYTxLAxIkTGTJkCK1bt6Zdu3YsXLiQmJgYRo8eDViGuE6dOsXy5cutr4mKigLg4sWL/PXXX0RFReHq6krjxo0BGDduHLfccgsvv/wyffr04ZNPPuGbb77hu+++y3e7IiIVVrWqMHEMfPiJpRcpy8VLMPcduOsOuL2L7dCcSDnl0CSpf//+xMfH89xzzxEbG0vTpk3ZsGEDoaGhgGXxyKvXLmrZsqX133v37uWDDz4gNDSU6OhoANq3b8/KlSt56qmnmDZtGnXq1GHVqlW0bds23+2KiFRoLi4w6D4IC4FVay3zk8Cy19snX0B0DAzpb5nPJFKOFWqdpPT0dCIjIzl69CiDBg2iUqVKnD59msqVK+Pt7V0ccZY6WidJRCqEmJPwznI497dteQ0/y4TvoADHxCVSSAX5/C5wknT8+HHuuOMOYmJiSElJ4bfffqN27dqMHz+e5ORkFixYcF3BlxVKkkSkwrh4CZZ+YFlDKTtXF7i/H7Ru4ZCwRAqjWBeTHDduHK1bt+bvv//GI1tX6913382mTZsKHq2IiJRu3l4wZiT06GpbnpoGS96Hjz6FjAzHxCZSjAo8J+m7775j+/btuLq62pSHhoZy6tSpIgtMRERKEScn6N0dQoNh2QrLfm9ZNm+zDMuNHGzZH06knChwT1JmZiYZdv5iOHnyJJUqVSqSoEREpJRq1hgeH5dzLtLRY5ZlAn4/5pi4RIpBgZOk22+/3WZTWZPJxMWLF3nmmWfo2bNnUcYmIiKlUQ1fmPwI3NjStvxCAsxeAJu/s9wJJ1LGFXji9unTp+nSpQtms5kjR47QunVrjhw5gq+vL1u3bqVGjRrFFWupoonbIlLhGQZs2QEffwqZmbbnWre0LCPg5mr/tSIOUqx3twEkJSWxYsUKfvzxRzIzM2nVqhX333+/zUTu8k5JkojIZX9Ew7v/s/QkZRcUYFkmoIafQ8ISsafYkyRRkiQiYuNCgmXft9//sC13d4eh/aF5U8fEJXKVYk2Ssm8RYs/QoUMLcrkyS0mSiMhVMjLgkw2waWvOc91vtdwd5+SwLUNFgGJOkqpWtd0FOi0tjcTERFxdXfH09OTcuXMFj7gMUpIkIpKLH/fD/1ZDaqptecN68MD9lnWXRBykWBeT/Pvvv20eFy9e5Ndff+Xmm29mxYoVhQ5aRETKiVbN4fFHwf+quUi/HIGXZsHxEw4JS6SgimxO0p49exg8eDC//PJLUVyu1FNPkojINSQlw3urIOqAbbmzGfrdDR3a2n+dSDEq1p6k3JjNZk6fPl1UlxMRkbLOwx0eHAp9e4HJdKU8PQM++Aje/xDS0hwXn8g1FHhbkk8//dTmuWEYxMbGMnfuXDp06FBkgYmISDlgMsHtnSGkFix+z7JZbpYdP8DJ0/DgEKhezWEhiuSmwMNtTlfdmWAymfDz8+PWW2/ltddeIzAwsEgDLK003CYiUkB/n7espxQdY1vu5QkPDIJGDRwSllQsWiepBChJEhEphLR0ywrd23balptMliUCunXRMgFSrBwyJ0lEROSaXJxhwD0wpL/l31kMAz77EhYug8Qkx8Unkk2+epImTpyY7wu+/vrr1xVQWaGeJBGR63TiFLyzHOKvWl/Pz9eynUnNijF9Q0pWQT6/8zVxe9++fflq2JT97gUREZG8BNeEJ8fB0hVwMNvyMX+dhVfetGyQ26aV4+KTCk9zkgpJPUkiIkUkMxO++MbyuPojqVMHuKc3OBf4ZmwRuzQnSUREyg4nJ+jVDUY/AB4etue2bIfZC+D8BcfEJhVaoXqSdu/ezYcffkhMTAypV+3Ns2bNmiILrjRTT5KISDE4G2+Zp3TyqsWJK3nDyCFQr7Zj4pJyo1h7klauXEmHDh04dOgQa9euJS0tjUOHDvHtt9/i4+NT6KBFRETwrQ6PPQxtI2zL/7kIc96Gb7fmHJITKSYFTpJefPFF3njjDdavX4+rqyuzZ8/m8OHD9OvXj5CQkOKIUUREKhJXV8sSAQPuAbP5SnlmJnz8GSx+H5JTHBefVBgFTpKOHj1Kr169AHBzc+PSpUuYTCYmTJjAwoULizxAERGpgEwm6NgOJoyBKleNUvy433L3259nHBObVBgFTpKqVavGP//8A0DNmjU5cMCyu/P58+dJTEws2uhERKRiCw+BJ8dD/Tq25XF/wsw5EPWzQ8KSiiHfSVJUVBQAHTt2ZOPGjQD069ePcePGMWrUKAYOHMhtt91WLEGKiEgFVskbxo6ybJSbXXKKZZL3ug2QkeGQ0KR8y3eS1KpVKyIiImjUqBEDBw4EYMqUKUyaNIk///yTe+65h0WLFhVboCIiUoGZzdC3Fzw4BNzcbM9t3Axz37VM7hYpQvleAmDnzp0sXryY1atXk5aWxj333MPIkSPp0qVLccdYKmkJABERB4k7A+8ss/w3uyo+8OBQyxCdSC6KZQmAdu3a8c477xAXF8f8+fM5efIkXbt2pU6dOvzf//0fJ0+evO7ARURErimgBkx+BFreYFt+/gLMmgfbdmqZACkS17UtydGjR1myZAnLly8nNjaW22+/nQ0bNhRlfKWWepJERBzMMCzrJq3bYFkeILubWkP/e8DVxTGxSalVkM/v69677eLFi7z//vv897//5fz582RUkMlzSpJEREqJI0dh0Xs55yTVCoJRw8C3mmPiklKpRPZu27JlC8OGDSMgIIDHH3+ce+65h+3btxf2ciIiIoVTr45lmYDwUNvyk6fh5Vlw8BdHRCXlQIF6kk6cOMHSpUtZunQpx44do3379owcOZJ+/frh5eVVnHGWOupJEhEpZdLTYc16y6a42ZlM0KOr5eGkfd0ruoJ8fjvn96K33347mzdvxs/Pj6FDhzJixAgaNGhw3cGKiIgUCWdn6NcXwoLhg48hLc1SbhiwYSMcPwHDB4Knp0PDlLIj30mSh4cHH3/8Mb1798acfS8dERGR0qRNBNQMhIXL4Wz8lfKDv8DLsy3LBATXdFx8UmZc98TtikrDbSIipVxiEixbAQcO25a7OMPAey3JVHQM/HTQUtfTA25oAmEhliE6KZdKZOJ2UZk3bx7h4eG4u7sTERHBtm3b8qy/ZcsWIiIicHd3p3bt2ixYsMDmfOfOnTGZTDkeWZvyAkyfPj3H+YCAgGJ5fyIi4iCeHvDv4dC7u23Sk5YOy1fBk8/Cq3Ph683w3feW/74617In3Ok4h4UtpYdDk6RVq1Yxfvx4pk6dyr59++jYsSM9evQgJibGbv1jx47Rs2dPOnbsyL59+/jvf//Lo48+yscff2yts2bNGmJjY62PAwcOYDab+de//mVzrSZNmtjU+/lnbZIoIlLuODlZJmyPGQleV81FunjJ/mtiTsLr85QoiWOH29q2bUurVq2YP3++taxRo0b07duXGTNm5Kj/xBNP8Omnn3L48JWu09GjR7N//3527txpt41Zs2bx9NNPExsba70Db/r06axbt866aW9haLhNRKSMiT8HC5dZlgbIj9Bgy8reGnorV8rEcFtqaip79+6lW7duNuXdunVjx44ddl+zc+fOHPW7d+/Onj17SMu6i+EqixYtYsCAATmWKDhy5AhBQUGEh4czYMAA/vjjjzzjTUlJISEhweYhIiJlSPVqcN9d+a9//AREnyi+eKTUc1iSdPbsWTIyMvD397cp9/f3Jy7OfhdnXFyc3frp6emcPXs2R/0ffviBAwcO8OCDD9qUt23bluXLl/PVV19Z96Nr37498fHxOa6RZcaMGfj4+FgfwcHB+X2rIiJSWhz6tWD1fzpQPHFImeDwidumq7oxDcPIUXat+vbKwdKL1LRpU9q0aWNT3qNHD+69916aNWtG165d+fzzzwFYtmxZru1OmTKFCxcuWB8nTuivCxGRMicxqXjrS7mS73WSipqvry9mszlHr9GZM2dy9BZlCQgIsFvf2dmZ6tWr25QnJiaycuVKnnvuuWvG4uXlRbNmzThy5Eiuddzc3HBzc7vmtUREpBTz9Cje+lKuOKwnydXVlYiICDZu3GhTvnHjRtq3b2/3Ne3atctR/+uvv6Z169a4uNju9Lx69WpSUlIYPHjwNWNJSUnh8OHDBAYGFvBdiIhImXJDkwLWb1o8cUiZ4NDhtokTJ/Luu++yePFiDh8+zIQJE4iJiWH06NGAZYhr6NCh1vqjR4/m+PHjTJw4kcOHD7N48WIWLVrEpEmTclx70aJF9O3bN0cPE8CkSZPYsmULx44dY9euXdx3330kJCQwbNiw4nuzIiLieGEhEFIrf3VDgy1bnEiF5bDhNoD+/fsTHx/Pc889R2xsLE2bNmXDhg2Ehlp2co6NjbVZMyk8PJwNGzYwYcIE3nrrLYKCgpgzZw733nuvzXV/++03vvvuO77++mu77Z48eZKBAwdy9uxZ/Pz8uOmmm/j++++t7YqISDllMsGQ/pZ1kJLymG/k4QGD++n2/wpO25IUktZJEhEpw07Hwf9WWRaOvFposCVBCtJODOVRQT6/HdqTJCIi4hBBAfD4o5Z1kH46kG3vtqaWITb1IAlKkkREpKIymSA8xPIQscPh6ySJiIiIlEZKkkRERETsUJIkIiIiYoeSJBERERE7lCSJiIiI2KEkSURERMQOJUkiIiIidihJEhEREbFDSZKIiIiIHUqSREREROxQkiQiIiJih5IkERERETuUJImIiIjYoSRJRERExA4lSSIiIiJ2KEkSERERsUNJkoiIiIgdSpJERERE7FCSJCIiImKHkiQRERERO5QkiYiIiNihJElERETEDiVJIiIiInYoSRIRERGxQ0mSiIiIiB1KkkRERETsUJIkIiIiYoeSJBERERE7lCSJiIiI2KEkSURERMQOJUkiIiIidihJEhEREbFDSZKIiIiIHUqSREREROxQkiQiIiJih8OTpHnz5hEeHo67uzsRERFs27Ytz/pbtmwhIiICd3d3ateuzYIFC2zOL126FJPJlOORnJx8Xe2KiIhIxeLQJGnVqlWMHz+eqVOnsm/fPjp27EiPHj2IiYmxW//YsWP07NmTjh07sm/fPv773//y6KOP8vHHH9vUq1y5MrGxsTYPd3f3QrcrIiIiFY/JMAzDUY23bduWVq1aMX/+fGtZo0aN6Nu3LzNmzMhR/4knnuDTTz/l8OHD1rLRo0ezf/9+du7cCVh6ksaPH8/58+eLrF17EhIS8PHx4cKFC1SuXDlfrxERERHHKsjnt8N6klJTU9m7dy/dunWzKe/WrRs7duyw+5qdO3fmqN+9e3f27NlDWlqatezixYuEhoZSq1Ytevfuzb59+66rXYCUlBQSEhJsHiIiIlJ+OSxJOnv2LBkZGfj7+9uU+/v7ExcXZ/c1cXFxduunp6dz9uxZABo2bMjSpUv59NNPWbFiBe7u7nTo0IEjR44Uul2AGTNm4OPjY30EBwcX+D2LiIhI2eHwidsmk8nmuWEYOcquVT97+U033cTgwYNp3rw5HTt2ZPXq1dSvX58333zzutqdMmUKFy5csD5OnDhx7TcnIiIiZZazoxr29fXFbDbn6L05c+ZMjl6eLAEBAXbrOzs7U716dbuvcXJy4sYbb7T2JBWmXQA3Nzfc3Nyu+b5ERESkfHBYT5KrqysRERFs3LjRpnzjxo20b9/e7mvatWuXo/7XX39N69atcXFxsfsawzCIiooiMDCw0O2KiIhIxeOwniSAiRMnMmTIEFq3bk27du1YuHAhMTExjB49GrAMcZ06dYrly5cDljvZ5s6dy8SJExk1ahQ7d+5k0aJFrFixwnrNZ599lptuuol69eqRkJDAnDlziIqK4q233sp3uyIiIiIOTZL69+9PfHw8zz33HLGxsTRt2pQNGzYQGhoKQGxsrM3aReHh4WzYsIEJEybw1ltvERQUxJw5c7j33nutdc6fP89DDz1EXFwcPj4+tGzZkq1bt9KmTZt8tysiIiLi0HWSyjKtkyQiIlL2lIl1kkRERERKMyVJIiIiInY4dE6SOJZhGDk2/i2ONlJSUgDLMgp5rUV1vdzd3Yv8+gYGxznOAQ6QSCKeeNKUpoQSioniey8iIuJ4SpIqsOTkZHr06OHoMIrMF198gYeHR5FdL5ZYVrCCE9guHLqJTQQTzEAGEkhgkbUnIiKli4bbROyIJZY3eTNHgpTlBCd4kzeJJbaEIxMRkZKinqQKzN3dnS+++KJY20hOTubuu+8GYO3atbi7uxdbW0V1bQODFawgiaQ86yWRxEpWMp7xGnoTESmHlCRVYCaTqUiHp67F3d29RNsrrOMcz7UH6Woxl49QtMaWiEh5o+E2kasc4ECB6n/CJ/zKryRTvJPgRUSkZKknSeQqiSQWqP4xjrGABZgwEUgg4YQTdvmoTnUNxYmIlFFKkkSu4olnoV5nYHD68rGd7QBUohLhl48wwqhFLZz1YyciUibot7XIVZrSlE1sKpJr/cM//HT5AHDGmWCCrUlTOOF4410kbYmISNFSkiRylVBCCSY4X5O3gwjiVm4lmmiOcYzTnMYg9+0Q00nn2OUjix9+1oQpjDD88cdJ0wVFRBxOSZLIVUyYGMhA3uTNPJcB8MCDwQwmkEAiiAAgmWRiiLEmTdFEX3NC91+Xj93stl43a05TOOGEEIIbbkX3BkVEJF+UJInYEUggj/CI3RW3AUIIYQADcqy47Y479S8fAJlk8id/WnuPoonmLGfzbDuJJA5fPgCccCKIIJshuqpULaJ3KiIiuVGSJJKLQAKZwARiiOFnfrbu3daMZoQQkq+71pxwIvDy0Z72gGWeUlZP0zGOcYITZJCR6zUyyeTk5WMb2wCoQhWbIbqa1MSMuWjeuIiIAEqSRPJkwkTo5aOoVKISzS4fYJmndIITNonTRS7meY3znCfq8gHgiishhFiH6cIIwwuvIotZRKQiUpIk4mDOOFuXCehCFwwM4om3GaKLIy7PCeGppPL75SOLP/42Q3R++GnNJhGRAlCSJFLKmDDhe/m4kRsByzyl4xy3Jk7HOU4qqXle58/Lx/d8D4AXXjZDdMEE44prsb8fEZGySkmSSBnggQcNLx8AGWQQR5w1aTrGMf7m7zyvcYlLHLx8AJgxU4taNnfS+eBT7O9FRKSsUJIkUgaZMVPz8nEzNwOWeUrZlx44yUkyycz1GhlkcPzysYUtAFSjmjVhCiecQAK1ZpOIVFhKkkTKiSpUocXlAyzzlE5wwmZu07X2pTt3+fiRHwFww41QQq2JUyiheOBR3G9FRKRUUJIkUk654kqdywdY9pb7i79skqY/+TPPa6SQwm+XD8C6iW/2ITpt4isi5ZWSJJEKwoSJGpePtrQFLPOUoi8fxzhGDDGkkZbrNbJv4ruDHYBlSYPsQ3TaxFdEygv9JhOpwLzwosnlAyzzlE5xytrTdIxjXOBCntf4h3/4+fIBVzbxzX4nXSUqFft7EREpakqSRMTKjJmQy0cnOmFgcJ7zNkN0pziV7018N7MZAF98bdZs0ia+IlIWKEkqxQzDIDk5781RS7vs8Zf19+Lu7o7JVDxzb0rie20YBikpKQC4ubnl+724406jywdY5imddDrJcafjxDjFEOMUQ7Ip79jPXj6yNvF1x91miE6b+IpIaWQyDCP3PwklVwkJCfj4+HDhwgUqV65cLG0kJSXRo0ePYrm2FNwXX3yBh0fx3NlVpr/XJnAPdcerqZf14V7LvUCXyNrEN3viVIUqmhAuIkWuIJ/f6kkSketjQHJ0MsnRycSvjwfgwy8+JM4jzjpEd4ITpJOe6yWyb+L7Hd8B4IOPTdKkTXxFpKQpSSojLrYYiOFUBr9dhgGZlz8cnZyhmIariospMx3vqBXF3o67uztffPFFsbaRnJzM3XffDcDatWtxdy9Yb09BuLu744efzSa+JzlpMyH8H/7J8xoXuMD+yweACy6EEGKd26RNfEWkuJXBT92KyXByBrOLo8MopLK7P1hJjUWbTKZiG8qzx93dvUTbc8bZmtgANpv4Zi1BEEtsnhPC00jj6OUjSw1qWHuawgijBjU0RCciRUZJkoiUuLw28c3qaTrOcVJIyfM6Zy4fu9gFgCeeNkN02sRXRK6HkiQRKRWu3sQ3k0xiibUZojvHuTyvkUgihy4fYJkQnrWJb1bipE18RSS/lCSVFRm5r4IsxUhfd4dxwinHJr4XuJBjE98MMnK9RiaZxFw+trIVgKpUtRmiCyRQE8JFxC4lSWVEpf0rHR2CiMP54EPzywdc2cQ3e+J0iUt5XuPvy0f2TXyzJoRrE18RyU5JkoiUWXlt4puVOOVnE98jlw+wzJcKIMBmiE6b+IpUTEqSyoh/mg8ow3e3lWEZaerFK0Ny28T3OMetidNxjl9zE9/Yy8dOdgLgjbfNEF0wwdrEV6QC0E95WWF2UZIkUgheeNH48gFXNvHNWnrgGMc4z/k8r3GRizab+JoxE0ywTeKkTXxFyh+H7zA5b948wsPDcXd3JyIigm3btuVZf8uWLURERODu7k7t2rVZsGCBzfl33nmHjh07UrVqVapWrUrXrl354YcfbOpMnz4dk8lk8wgICCjy9yYipU/WJr63cAtDGcozPMPTPM1QhtKRjtSi1jU3380gg2ii2cxmFrOYp3ma/+P/eJ/32cEOTnOaTDJL6B2JSHFxaE/SqlWrGD9+PPPmzaNDhw68/fbb9OjRg0OHDhESEpKj/rFjx+jZsyejRo3ivffeY/v27YwZMwY/Pz/uvfdeACIjIxk4cCDt27fH3d2dmTNn0q1bNw4ePEjNmjWt12rSpAnffPON9bnZrLtbRCqqqpePlrQELPOUYoixmRCeRFKe18jaxHcPe4Arm/hmzW0KIQR3im+VcxEpeg5Nkl5//XVGjhzJgw8+CMCsWbP46quvmD9/PjNmzMhRf8GCBYSEhDBr1iwAGjVqxJ49e3j11VetSdL7779v85p33nmHjz76iE2bNjF06FBrubOzs3qPRMQuN9yod/kAy1ICf/KnzRDdX/yV5zWSSeaXywdY5ksFEWQdngsnnKpU1YRwkVLMYUlSamoqe/fu5cknn7Qp79atGzt27LD7mp07d9KtWzebsu7du7No0SLS0tJwcck5ZycxMZG0tDSqVatmU37kyBGCgoJwc3Ojbdu2vPjii9SuXTvXeFNSUkhJubL6b0JCwjXfo4iUD044EXj5aEc7wDJPKSthOsaxa27ia2Bw6vJhbxPfMMKoRS2t2SRSijgsSTp79iwZGRn4+/vblPv7+xMXF2f3NXFxcXbrp6enc/bsWQIDA3O85sknn6RmzZp07drVWta2bVuWL19O/fr1+fPPP3nhhRdo3749Bw8epHr16nbbnjFjBs8++2xB36aUI8nJyY4O4bpkj7+svxd3d3dMDt4s2Rtvml4+4MomvtkTp8Ju4ps9cdImviKO4/C7267+RWcYRp6//OzVt1cOMHPmTFasWEFkZKTNjuc9evSw/rtZs2a0a9eOOnXqsGzZMiZOnGi33SlTpticS0hIIDg4OI93JuXN3Xff7egQikxZfy9ffPFFiW7Qmx/ZN/HtTGcMDM5xzmbNpuvZxDcrcfLD75oTy0WkaDgsSfL19cVsNufoNTpz5kyO3qIsAQEBdus7Ozvn6AF69dVXefHFF/nmm2+44YYb8ozFy8uLZs2aceTIkVzruLm54ebmlud1RESymDBR/fLRmtaAZZ5S1ppNRbGJbxhhhBCiTXxFionDkiRXV1ciIiLYuHGjzV+1GzdupE+fPnZf065dOz777DObsq+//prWrVvbzEd65ZVXeOGFF/jqq69o3br1NWNJSUnh8OHDdOzYsZDvRiqSuTefw82ce29AaWUYkHr5rnRXJ3DwaFWBpWSYGPtdtWtXLMXccafB5QOubOKbfYjuejfxDSOMKlQp7rciUiE4dLht4sSJDBkyhNatW9OuXTsWLlxITEwMo0ePBixDXKdOnWL58uUAjB49mrlz5zJx4kRGjRrFzp07WbRoEStWrLBec+bMmUybNo0PPviAsLAwa8+Tt7c33t7eAEyaNIk777yTkJAQzpw5wwsvvEBCQgLDhg0r4a+AlEVuZgO3Mjq3tmzfgF72EtNryb6Jbwc6AJZ5Stl7m65nE9+s4b8ggjQhXKQQHJok9e/fn/j4eJ577jliY2Np2rQpGzZsIDQ0FIDY2FhiYmKs9cPDw9mwYQMTJkzgrbfeIigoiDlz5lhv/wfL4pSpqancd999Nm0988wzTJ8+HYCTJ08ycOBAzp49i5+fHzfddBPff/+9td3SyJSZXjY/IgwDMi/f8ePkXOa6L0yZOe9WSsn980qKUUX5uvvgww2XD7Bs4nuSkzZzmwq6ia8rroQSatPbpE18Ra7NZGTNfJYCSUhIwMfHhwsXLlC5cuViaSMpKclmkrmIWJTGidslxcDgLGetPU352cT3aiZM+ONvMyHcF1+t2SQVQkE+vx1+d5uIiOSfCRN+l482tAEs85SyD9HFEEMqqblew8Ag7vKRfRPf7D1NwQTjgvaLlIpNPUmFVBI9SYZhlPn1bJKTk60T89euXWuzFENZkv19zL05vszOSSrLUjJg7HeWu1grck9SfmSQwWlO2wzRXWsT36tlbeKblTiFE65NfKVcUE9SOWEymcrVB4G7u3u5eD9uZpQkSamWleAEE8wt3AJY5ill34vuFKfy3IQ3axPfaKKJJBKA6lS3GaILIEBrNkm5piRJRKQCsLeJ7wlO2KzZlEhinteIv3xk38Q3+4TwUEK1ia+UK0qSRAooJcNEWbwdvTyskyRFxw036l4+wLKUwF/8ZTMhPD+b+P56+YArm/hmH6LTJr5SlilJEimgsr6goYg9Tjjhf/m4iZsA2018o4nmBCdIIy3Xa2TfxHc72wGoTGWbIbqa1MRZHz1SRuj/VBERscveJr6nOGXT23StTXwTSMixiW/2CeFhhOGNd7G/F5HCUJIkkg/u7u588cUXjg7jupSXOw2BMh17WeaMM6GXj6xNfP/mb2vCFE00pzl9zU18/7h8ZPHDzzo8p018pTRRkiSSD7rTUCQnEyaqXT4iiABsN/HNujvuWpv4/nX5+IEfAMsmvqGEWpOmYIJxQxuMS8lTkiQiIkXG3ia+ccTZrNkUT3ye10gkkcOXD7iyx132CeHaxFdKgpIkEREpNk44EXT5yNrEN4GEHBPCr7WJ74nLxza2AVCFKjYTwrWJrxQHJUkiIlKiKlPZZhPfNNI4wQmbxOkiF/O8xnnOs+/yAZZNfEMIsfY0hRKKJ555XsPA4DjHOcABEknEE0+a0pRQQrVsgQBKkkRExMFccKH25QNsN/HNmtcUR1yeE8JTSeX3y0eWAAJshuiyb+IbSywrWMEJTthcZxObCCaYgQwkkMBieLdSlihJEhGRUsXeJr5JJNn0NB3neJ6b+ALWTXy/53sAvPAinHCqU53v+T7XCeUnOMGbvMkjPKJEqYJTkiQiIqWeBx40unzAlU18sydOf/N3nte4xCUOcCBf7SWRxEpWMp7xGnqrwJQkiYhImZN9E9+OdAQs85SyD9Gd5GSem/heS8zlI5TQogpbyhglSSIiUi5UoQotLx9gmacUQ4xNb9O1NvG92s/8rCSpAlOSJCIi5ZIrrjk28f0f/yOKqHxfo6BJlZQvWvddREQqBCecqE71Ar3mWssISPmmJElERCqMrM1686sZzYopEikLlCSJiEiFEUoowQTnq27I5UMqLs1JEikFDMMgOTm5WNvIfv3ibsvd3R2TSbdNS+ljwsRABvImb5JEUq71PPBgAAN0+38FpyRJpBRITk6mR48eJdbe3XffXazX/+KLL/Dw8CjWNkQKK5BAHuERuytug6UHaQADtJCkKEkSEZGKJ5BAJjCBGGL4mZ+te7c1oxkhhKgHSQAlSSKlgru7O1988UWxtmEYBikplm0Y3NzcinU4zN3dvdiuLVJUTJgIvXyI2KMkSaQUMJlMJTI85emp25lFRPJLSZKISDlUEjcDlHTvZFm9GUDfi7JLSZKISDlU0jcDFLeyfDOAvhdll9ZJEhEREbFDPUkiIuVQSdwMkJycbF1OYu3atcU6Yb8s3wyg70XZpSSpAtMChiLlV0ndDJDF3d29wgzBFJS+F2WXkqQKTAsYioiUzB+Mxa0k/yAtbqXpD14lSSIiDqAP5tIj+1BVeVDW30tp+oNXSVIFpgUMRRynvN3xVNY/mEXsUZJUgWkBQxERW6+1O4eb2XB0GAVmGJCaafm3qxOUktGqfEvJMPHYzmqODiMHJUkiIg52sendYCqDv46NTMhItfzb7AqmMraqjJGO94G1NkWl8YNaHKcM/lSKiJQvV39Qi0jp4PC0f968eYSHh+Pu7k5ERATbtm3Ls/6WLVuIiIjA3d2d2rVrs2DBghx1Pv74Yxo3boybmxuNGzdm7dqcv4AK2q6IiIhULA7tSVq1ahXjx49n3rx5dOjQgbfffpsePXpw6NAhQkJCctQ/duwYPXv2ZNSoUbz33nts376dMWPG4Ofnx7333gvAzp076d+/P88//zx33303a9eupV+/fnz33Xe0bdu2UO2KiBS1rBsniuuusOw3TRSX5ORkHnjgAQCWLFlSrDdPFPeNH5p4LvaYDMNw2Ay1tm3b0qpVK+bPn28ta9SoEX379mXGjBk56j/xxBN8+umnHD582Fo2evRo9u/fz86dOwHo378/CQkJNndt3XHHHVStWpUVK1YUql17EhIS8PHx4cKFC1SuXLlgb1xEpJglJSWVq7vnivO28OJejqG8LTFQEit6F2dCXJDPb4f1JKWmprJ3716efPJJm/Ju3bqxY8cOu6/ZuXMn3bp1synr3r07ixYtIi0tDRcXF3bu3MmECRNy1Jk1a1ah2wVISUmx+assISHhmu9RRERKv+K+07c8LrdSWhZ7LG4OS5LOnj1LRkYG/v7+NuX+/v7ExcXZfU1cXJzd+unp6Zw9e5bAwMBc62RdszDtAsyYMYNnn3023+9PRMSRyuMHc1ml5VbKLoff3Xb1D5VhGHn+oNmrf3V5fq5Z0HanTJnCxIkTrc8TEhIIDg7Otb6IiCPpg1nk+jksSfL19cVsNufovTlz5kyOXp4sAQEBdus7OztTvXr1POtkXbMw7YLlryQ3N7f8vTkREREp8xy2BICrqysRERFs3LjRpnzjxo20b9/e7mvatWuXo/7XX39N69atcXFxybNO1jUL066IiIhUQIYDrVy50nBxcTEWLVpkHDp0yBg/frzh5eVlREdHG4ZhGE8++aQxZMgQa/0//vjD8PT0NCZMmGAcOnTIWLRokeHi4mJ89NFH1jrbt283zGaz8dJLLxmHDx82XnrpJcPZ2dn4/vvv891ufly4cMEAjAsXLhTBV0JERERKQkE+vx06J6l///7Ex8fz3HPPERsbS9OmTdmwYQOhoaEAxMbGEhMTY60fHh7Ohg0bmDBhAm+99RZBQUHMmTPHukYSQPv27Vm5ciVPPfUU06ZNo06dOqxatcq6RlJ+2hURERFx6DpJZZnWSRIRESl7CvL57fBtSURERERKIyVJIiIiInYoSRIRERGxQ0mSiIiIiB1KkkRERETsUJIkIiIiYoeSJBERERE7lCSJiIiI2OHQFbfLsqw1OBMSEhwciYiIiORX1ud2ftbSVpJUSP/88w8AwcHBDo5ERERECuqff/7Bx8cnzzralqSQMjMzOX36NJUqVcJkMjk6HClmCQkJBAcHc+LECW1DI1LO6Oe7YjEMg3/++YegoCCcnPKedaSepEJycnKiVq1ajg5DSljlypX1S1SknNLPd8VxrR6kLJq4LSIiImKHkiQRERERO5QkieSDm5sbzzzzDG5ubo4ORUSKmH6+JTeauC0iIiJih3qSREREROxQkiQiIiJih5IkERERETuUJIlcNn36dFq0aOHoMEREpJRQkiQVgslkyvMxfPhwJk2axKZNmxwdqkiFMnz4cLs/k7///rujQxPRittSMcTGxlr/vWrVKp5++ml+/fVXa5mHhwfe3t54e3s7IjyRCu2OO+5gyZIlNmV+fn42z1NTU3F1dS3JsETUkyQVQ0BAgPXh4+ODyWTKUXb1cNvw4cPp27cvL774Iv7+/lSpUoVnn32W9PR0Jk+eTLVq1ahVqxaLFy+2aevUqVP079+fqlWrUr16dfr06UN0dHTJvmGRMsTNzc3m5zEgIIDbbruNsWPHMnHiRHx9fbn99tsBOHToED179sTb2xt/f3+GDBnC2bNnrde6dOkSQ4cOxdvbm8DAQF577TU6d+7M+PHjrXVMJhPr1q2ziaFKlSosXbrU+vxaP8dZvx9effVVAgMDqV69Og8//DBpaWnWOikpKTz++OMEBwfj5uZGvXr1WLRoEYZhULduXV599VWbGA4cOICTkxNHjx69/i+qFAklSSJ5+Pbbbzl9+jRbt27l9ddfZ/r06fTu3ZuqVauya9cuRo8ezejRozlx4gQAiYmJdOnSBW9vb7Zu3cp3332Ht7c3d9xxB6mpqQ5+NyJly7Jly3B2dmb79u28/fbbxMbG0qlTJ1q0aMGePXv48ssv+fPPP+nXr5/1NZMnT2bz5s2sXbuWr7/+msjISPbu3VugdvP7c7x582aOHj3K5s2bWbZsGUuXLrVJtIYOHcrKlSuZM2cOhw8fZsGCBXh7e2MymRgxYkSO3rPFixfTsWNH6tSpU7gvmBQ9Q6SCWbJkieHj45Oj/JlnnjGaN29ufT5s2DAjNDTUyMjIsJY1aNDA6Nixo/V5enq64eXlZaxYscIwDMNYtGiR0aBBAyMzM9NaJyUlxfDw8DC++uqron8zImXcsGHDDLPZbHh5eVkf9913n9GpUyejRYsWNnWnTZtmdOvWzabsxIkTBmD8+uuvxj///GO4uroaK1eutJ6Pj483PDw8jHHjxlnLAGPt2rU21/Hx8TGWLFliGEb+fo6zfj+kp6db6/zrX/8y+vfvbxiGYfz6668GYGzcuNHu+z59+rRhNpuNXbt2GYZhGKmpqYafn5+xdOnSfHzVpKRoTpJIHpo0aYKT05UOV39/f5o2bWp9bjabqV69OmfOnAFg7969/P7771SqVMnmOsnJyepCF8lFly5dmD9/vvW5l5cXAwcOpHXr1jb19u7dy+bNm+3OHTx69ChJSUmkpqbSrl07a3m1atVo0KBBgeLJ789xkyZNMJvN1ueBgYH8/PPPAERFRWE2m+nUqZPdNgIDA+nVqxeLFy+mTZs2rF+/nuTkZP71r38VKFYpXkqSRPLg4uJi89xkMtkty8zMBCAzM5OIiAjef//9HNe6eiKqiFh4eXlRt25du+XZZWZmcuedd/Lyyy/nqBsYGMiRI0fy1Z7JZMK4akeu7HOJ8vtznNfvAg8Pj2vG8eCDDzJkyBDeeOMNlixZQv/+/fH09MzXe5CSoSRJpAi1atWKVatWUaNGDSpXruzocETKlVatWvHxxx8TFhaGs3POj6+6devi4uLC999/T0hICAB///03v/32m02Pjp+fn80dr0eOHCExMdGmnev9OW7WrBmZmZls2bKFrl272q3Ts2dPvLy8mD9/Pl988QVbt24tVFtSfDRxW6QI3X///fj6+tKnTx+2bdvGsWPH2LJlC+PGjePkyZOODk+kTHv44Yc5d+4cAwcO5IcffuCPP/7g66+/ZsSIEWRkZODt7c3IkSOZPHkymzZt4sCBAwwfPtxmyBzg1ltvZe7cufz444/s2bOH0aNH2/QKFcXPcVhYGMOGDWPEiBGsW7eOY8eOERkZyerVq611zGYzw4cPZ8qUKdStW9dmmFBKByVJIkXI09OTrVu3EhISwj333EOjRo0YMWIESUlJ6lkSuU5BQUFs376djIwMunfvTtOmTRk3bhw+Pj7WROiVV17hlltu4a677qJr167cfPPNRERE2FzntddeIzg4mFtuuYVBgwYxadIkm2Guovo5nj9/Pvfddx9jxoyhYcOGjBo1ikuXLtnUGTlyJKmpqYwYMeI6vjJSXEzG1QOzIiIi5Ujnzp1p0aIFs2bNcnQoOWzfvp3OnTtz8uRJ/P39HR2OXEVzkkREREpYSkoKJ06cYNq0afTr108JUiml4TYREZEStmLFCho0aMCFCxeYOXOmo8ORXGi4TURERMQO9SSJiIiI2KEkSURERMQOJUkiIiIidihJEhEREbFDSZKIlCsmk4l169Y5Ooxi1blzZ8aPH+/oMETKPSVJIlKkhg8fjslkYvTo0TnOjRkzBpPJxPDhw/N9vcjISEwmE+fPn89X/djYWHr06JHv61/NZDJZH15eXtSrV4/hw4ezd+/eQl+zqK1Zs4bnn3/e0WGIlHtKkkSkyAUHB7Ny5UqSkpKsZcnJyaxYscK68WhRS01NBSAgIAA3N7frutaSJUuIjY3l4MGDvPXWW1y8eJG2bduyfPnyogj1ulWrVo1KlSo5OgyRck9JkogUuVatWhESEsKaNWusZWvWrCE4OJiWLVva1DUMg5kzZ1K7dm08PDxo3rw5H330EQDR0dF06dIFgKpVq9r0QnXu3JmxY8cyceJEfH19uf3224Gcw20nT55kwIABVKtWDS8vL1q3bs2uXbvyjL9KlSoEBAQQFhZGt27d+Oijj7j//vsZO3Ysf//9t7Xexx9/TJMmTXBzcyMsLIzXXnvN5jphYWG88MILDB06FG9vb0JDQ/nkk0/466+/6NOnD97e3jRr1ow9e/ZYXxMfH8/AgQOpVasWnp6eNGvWjBUrVthc9+rhtrCwMF588UVGjBhBpUqVCAkJYeHChXm+RxG5NiVJIlIsHnjgAZYsWWJ9vnjxYrubeD711FMsWbKE+fPnc/DgQSZMmMDgwYPZsmULwcHBfPzxxwD8+uuvxMbGMnv2bOtrly1bhrOzM9u3b+ftt9/Oce2LFy/SqVMnTp8+zaeffsr+/ft5/PHHyczMLPD7mTBhAv/88w8bN24EYO/evfTr148BAwbw888/M336dKZNm8bSpUttXvfGG2/QoUMH9u3bR69evRgyZAhDhw5l8ODB/Pjjj9StW5ehQ4eSta5vcnIyERERrF+/ngMHDvDQQw8xZMiQayZ2r732Gq1bt2bfvn2MGTOG//znP/zyyy8Ffp8iko0hIlKEhg0bZvTp08f466+/DDc3N+PYsWNGdHS04e7ubvz1119Gnz59jGHDhhmGYRgXL1403N3djR07dthcY+TIkcbAgQMNwzCMzZs3G4Dx999/29Tp1KmT0aJFixztA8batWsNwzCMt99+26hUqZIRHx+f7/izvz67pKQkAzBefvllwzAMY9CgQcbtt99uU2fy5MlG48aNrc9DQ0ONwYMHW5/HxsYagDFt2jRr2c6dOw3AiI2NzTWmnj17Go899pj1eadOnYxx48bl2k5mZqZRo0YNY/78+dd+wyKSK21wKyLFwtfXl169erFs2TIMw6BXr174+vra1Dl06BDJycnWobIsqampOYbl7GndunWe56OiomjZsiXVqlUr+Bu4inG5p8dkMgFw+PBh+vTpY1OnQ4cOzJo1i4yMDMxmMwA33HCD9XzWJqbNmjXLUXbmzBkCAgLIyMjgpZdeYtWqVZw6dYqUlBRSUlLw8vLKM77s7ZhMJgICAjhz5kxh366IAEqSRKTYjBgxgrFjxwLw1ltv5TifNez1+eefU7NmTZtz+Zl8fa3EwcPDI7+hXtPhw4cBCA8PByxJU1bClMWwsxWmi4uL9d9Z9e2VZX0tXnvtNd544w1mzZpFs2bN8PLyYvz48daJ6bnJfs2s6xZmWFFErlCSJCLF5o477rB+uHfv3j3H+caNG+Pm5kZMTAydOnWyew1XV1cAMjIyCtz+DTfcwLvvvsu5c+euuzdp1qxZVK5cma5duwKW2L/77jubOjt27KB+/frWXqTC2LZtG3369GHw4MGAJXk6cuQIjRo1KnzwIlIoSpJEpNiYzWZrD4y9xKFSpUpMmjSJCRMmkJmZyc0330xCQgI7duzA29ubYcOGERoaislkYv369fTs2RMPDw+8vb3z1f7AgQN58cUX6du3LzNmzCAwMJB9+/YRFBREu3btcn3d+fPniYuLIyUlhd9++423336bdevWsXz5cqpUqQLAY489xo033sjzzz9P//792blzJ3PnzmXevHkF/0JlU7duXT7++GN27NhB1apVef3114mLi1OSJOIAurtNRIpV5cqVqVy5cq7nn3/+eZ5++mlmzJhBo0aN6N69O5999pl1WKtmzZo8++yzPPnkk/j7+1uH7/LD1dWVr7/+mho1atCzZ0+aNWvGSy+9dM2engceeIDAwEAaNmzIf/7zH7y9vfnhhx8YNGiQtU6rVq1YvXo1K1eupGnTpjz99NM899xzBVoo055p06bRqlUrunfvTufOnQkICKBv377XdU0RKRyTYW8QXURERKSCU0+SiIiIiB1KkkRERETsUJIkIiIiYoeSJBERERE7lCSJiIiI2KEkSURERMQOJUkiIiIidihJEhEREbFDSZKIiIiIHUqSREREROxQkiQiIiJih5IkERERETv+H4SSLku2Am7eAAAAAElFTkSuQmCC", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -634,34 +493,36 @@ } ], "source": [ - "for metric in df.Metric.unique():\n", - " for dataset in df.Dataset.unique():\n", - " df_sub = df[(df.Metric == metric) & (df.Dataset == dataset)]\n", - " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n", - " ax = sns.boxplot(\n", - " data=df_sub,\n", - " x=\"Metric Domain\",\n", - " y=\"Value\",\n", - " hue=\"Baseline\",\n", - " hue_order=[\"Time Diff.\", \"Frequ. Diff.\"],\n", - " showfliers=False,\n", - " )\n", - " sns.pointplot(data=df_baselines[(df_baselines.Metric == metric) & (df_baselines.Dataset == dataset)],\n", - " y=\"Value\",\n", - " x=\"Metric Domain\",\n", - " hue=\"Baseline\",\n", - " hue_order=[\"Mean\", \"Half Train\"],\n", - " palette=[\"#FF6A74\", \"#70ff70\"],\n", - " ax=ax)\n", - " plt.title(f\"{metric} on {dataset}\")\n", - " plt.savefig(save_dir / f\"figures/{metric.lower()}_{dataset.lower()}.pdf\")\n", - " plt.show()\n", - " plt.close()" + "with plt.style.context('science'):\n", + " for metric in df.Metric.unique():\n", + " for dataset in df.Dataset.unique():\n", + " df_sub = df[(df.Metric == metric) & (df.Dataset == dataset)]\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\")\n", + " ax = sns.boxplot(\n", + " data=df_sub,\n", + " x=\"Metric Domain\",\n", + " y=\"Value\",\n", + " hue=\"Baseline\",\n", + " hue_order=[\"Time Diff.\", \"Frequ. Diff.\"],\n", + " showfliers=False,\n", + " )\n", + " sns.pointplot(data=df_baselines[(df_baselines.Metric == metric) & (df_baselines.Dataset == dataset)],\n", + " y=\"Value\",\n", + " x=\"Metric Domain\",\n", + " hue=\"Baseline\",\n", + " hue_order=[\"Mean\", \"Half Train\"],\n", + " palette=[\"#FF6A74\", \"#70ff70\"],\n", + " ax=ax)\n", + " plt.ylabel(metric)\n", + " plt.legend(fontsize=6, title=\"Baseline\", frameon=True, title_fontsize=7)\n", + " plt.savefig(save_dir / f\"figures/{metric.lower()}_{dataset.lower()}.pdf\")\n", + " plt.show()\n", + " plt.close()" ] }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -739,7 +600,7 @@ "NASA-Charge Frequency $0.211 \\ \\pm \\ 0.008$ $0.27 \\ \\pm \\ 0.006$" ] }, - "execution_count": 194, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -767,7 +628,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -846,7 +707,7 @@ "4 MIMIC-III Frequency 0.307692 0.703204" ] }, - "execution_count": 114, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -882,14 +743,14 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", + "image/png": 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", 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", 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", 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", 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", 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", + "image/png": 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kKkSzd0q5XOZtAOz6oyQSCczOzmJ7e5v7IicmJrC1tQVZli09WeLxuCUXuVPPlXa9WzRNQyQSgWEYmJubQ7lchiiKPDCUSqVQrVb5/czn+lWl27FCvHHjBu/rarKysnLkCtFNo3oAVO2G6IqfPPNJlH/uN49kXLeYLTiagyiiKPLeKWbny3b9Ucy6pY2BGaeN7Tv1XGnXu8X0beZyOb68B8AVuTmfiYkJKIoCXdcdy2JHV43qm2lXH7FXwbygq+IOZCESLjnt/4hrS+2oaefjb/YltuuPYlqY3dJNz5XmTR/NlfRNucxK373gSXEHXddbjnVTVfuoGQv4qNoNcSxxEkluPGdpacliyQH1Zfbi4iJvI2DS+P0XRREPHz60XGPmOdrd8zDi8XjLmI3XJZPJgfR/dmwhyrKMz33uc4hG6/l7qqqOZINqKu5AHEfMIAhQb+Q2NzdnsaRUVbUEO2RZtu2PIooi8vk8v0+z9ba4uIh0Os0VlizLUBSFF3Zud0+zl4v52OzdoigKJEmCJElQFMW2V4skSYhEIj1bh4fhODEbqFuE5ou+tLQ0FFFmt4nZF/7df8eHu/u48S/+Zv+EIohjxtzcHG8ydVQUCgVPFaKrnirtmJ6extrammcCHQUBn4D3yYdIEK44qsTuZDKJhYUFhEKhgSjjkS8Q63Yvc724Ay2ZCcIp2WyW5wgOek/0wsICDMNAtVr1LLnck73MvaJpGvc5lEolbGxs2Dar13UdhUKBJ3CaaQTtcLtkTij/E9968B5+91+O3i4bgiC8o+clcy+oqopUKgWg3rB+dnaWJ1s2s7CwwJ/TdR3Ly8uetSL1U2I2QRA2DGTJrGkaVldX+WMzxN4ulaf5mCRJjsL2TqknZpNCJAiiFVcK8cqVK3zbztbWFh49euToukgkgo2NDf7Y9EO0q86hqmrL8VAo1JKj1C0Bn4/SbgiCaItjhXj58mW+pQeoF3twY7k1hss3NzdbtgaZ2DltvYpyBfzUhpQgiPY49iHGYjHMz89ja2urpwENw0ChULD1H3a6rh1mlNnksD3NAWpUTxAnEnMPs0lPe5nNbXqCIPBjpVIJn//8510JlU6nUSwWbaPGjRu+TarVqu35rvcy+2kvM0GcRJqNpZ72Mp87dw4zMzPIZDJYWVlBLBaz1Epzwvr6OtLpNCRJgmEYba0+u6KzXhWSIB8iQRB2OFaIs7OzyOfzOHfuHBhjyGazeOWVVxwPVCgUEIlEuDLM5XLc6muMODcnX5rlfuwsRLeQD5EgCDscL5l3dnZw48YNfPGLX8T4+DiPMo+Pjx96ra7rWFhYsBwTRZGXBVpdXUUsFuN5iubG8lgshlKp5FkOIkDlvwiCsMexQszlcnjw4AF/PDs7i5s3bzryIUqS1LEhVbPCkySJV9LxuroFbd0jCMIOx0vmyclJrK2tObIIB0lXe5nJQiSIE0unvcyOFeK7776Lx48fW44ddU9m4FmU2Un7AIDakBLESefChQt466238OKLL7Y853jJnEwmce7cOYTDYYiiaClIOUrUgypkIRIE0Yqrnirlchm5XA6GYWBtba1tn5Vhp75kJguRIIhWXFW7CQaDWF5e5o/v3buHqakpr2XqKwG/D3v7DIwxS5I5QRCEK4V49+5dyy4SRVEsPVlHgYCvrgR39xjGAqQQCYJ4hmOFuLi42NJs5s6dO/2QyRXd9GUGgN39fYyNfsFwgiBc4klf5rm5OctyGag3rz9q3PdlritB8iMSxMnEk77M4XDY0bFh55mFSAqRIAgrji3ESqUCRVF4z1TGGHK53FDkIroh4DctREq9IQjCimMLUVEUTE9PgzHGt+ENqD+Vp3ALkRQiQRBNOLYQM5kMZmdnLcfsSnUNM+RDJAjCDlflvxq5desWLxo7SpAPkSAIO1zlId68eZPXLWSM4fbt264rZnuN+7Qb8iESxEnGk7Sby5cvwzAMVKtVXuQ1mUx6Kmg3uE+7IR8iQZxkOqXdOFaI4XAYy8vL2N7ehiAImJqawq1btzwVdBBwC5GWzARBNOHYhyhJEr75zW9ienoahUKhnzL1lcatewRBEI04thANw4AkSajVanjw4AFeffVViKLoqq/KMPDMQqQlM0EQVhwrxPn5eezt7QEA1tbWsLW15VknvEHyLA+RLESCIKw4XjLfu3eP/72zswPDMFCr1fohkyu6aSEAUFCFIE4qnrQQUFWV/x0MBjE/P285dhiapiEajTo6T9M0APVufebfdnTTQgAgC5EgTipdtxDY2dlBLpeDIAgoFostz5fLZVy8ePFQAQqFAiRJOlS5AfUtgtlsFkB9J4yXLUgB8iESBGFPR4UYDAYhyzIymQwqlUpLywCzj/JhuGklGo1G+VLcq+b0jZCFSBCEHYcGVaanp3H16lVsbW21bN/rF/1QhCamhfiUfIgEQTThOMpcLBaxvb2NxcVFLCwsQBRFLC0teb51zzAMnudYKpWQTCYhSZJn9zejzHuUmE0QRBOOFWIsFsP8/DyuXLmCc+fOYW1tDRsbG54LlEgkuIUoSRLm5uZQqVRszzejzCaH7WmmKDNBnEzMPcwmPe1lnpiYAADkcjmuCEOhUK8ytqDrOiKRCIC6QtR1Hbqu21qJXe9lJguRIE4UzcZST3uZK5UKGGOoVCo4e/Ystre3Pc9D1DQNs7OzLff1UvFSgViCIOxwnIe4uLgITdNQLpexs7MDRVFgGIbrAZuv0TSNlxSTJAmZTIY/p6oq4vG4p0EWv88HQQCeUpSZIIgmHFuIwWAQly5d4o/X1tYsu1c6oaoqz2NcXV1FLBbjqTjm41QqBVEUMTMzg/X1dYiiiEql4nkeIlCvmr1HFiJBEE3YKsSbN29ClmWMj48DAK5du2Z53jAMFItFvP3224cOIssyz2dsplnhRSIR7kPsFwG/QD5EgiBasF0yv/7667h9+zZ/fPXqVdRqNf6fMYaHDx8ORMhOuN3LDNQDK+RDJIiTSae9zLYWYqMyBICNjQ2cO3fOcmwYmky5jTID9dQbshAJ4mTiSaP6ZmVod2wUCPh9ZCESBNHCoUGVR48eIZvNolQqwTAMRCIRJJNJTE1NDUC8/hDwC7SXmSCIFjpaiFeuXIEoivjyl78MxhiCwSCKxSKi0Si++MUvDkpGzyEfIkEQ7bC1EG/cuIFSqYRarYZgMNjy/K/+6q/i5s2bR96GtBvIh0gQRDtsLURVVZHL5doqQ6AedW5XI3HQdBNl9vsEqnZDECeUrqLMTirMeFmFplu6iTKP+X3YIx8iQZxIuooym8UcOuHknGGknphNFiJBEFZsLcRKpYLHjx+DMXtLqlNZrmEm4PNRlJkgiBZsFWImk8H6+rrthYwxCIKA1dXVvgjWT/y0dY8giDbYKsREItF277EJYwyXL1/ui1D9JuDz4ekuLZkJgrBiqxCTyaRthLnxnFFkLCBgj3yIBEE0YRtUcbItbxi27nVX3IF8iARxUukq7WZU6K64A/kQCeKk4klxh+OEn7buEQTRhhOpEKnaDUEQ7TiRCnGM9jITBNGGnhSi054qw0a92g0pRIIgrLgKqty9exfVapU/VhQFm5ubngvlBjPKfFiD+kZo6x5BnFzMhvU9RZkXFxdhGIalJeidO3ccC6FpGpaXl1Eulzuep+s6CoUCb1KfSCQ6tiHtJsrsp8RsgjixdIoyO1aIc3NzWF5ethy7ceOGo2tNBadp2qHnLiwscKWp6zqWl5c9a0X6e9U/QuX972AsEMIe+RAJgmjCsUIMh8OOjrXD7MF8GGbDehNJkqCqqqNrnfDfHryLG3/xP3De92vkQyQIogXHCrFSqUBRFMRiMQD1vcy5XA6lUskzYVRVRSgUshwLhULQNM2TXs3BwBns7P6QfIgEQbTFcZRZURRMT0+DMcZLgnUqDdYNhmG0Pd4YyOkFUyH6KMpMEEQbHFuImUwGs7OzlmOD6stspyiBZ1Fmk07R5mDgNJ6yXcC/R4nZBHHCMKPLJj1FmZuVIeB9xWxRFFuswWq16lmUORg4AwDYC3xAidkEccJoNpZcRZlv3rwJWZYxPj4OALh27ZrlecMwUCwW8fbbb3slL2RZhqIoLcdnZmY8ub+pEHd9H5CFSBBEC7Y+xNdffx23b9/mj69evYparcb/M8bw8OFD1wM2L381TePR5eamVbquY2ZmpqOF6Ibg2IFC9JOFSBBEK7YWYqMyBICNjY2W+odOfYiqqvKWpaurq4jFYjwVx3ycSqUAAPl8Hul0GrFYDKVSybMcROCZhfih7wMKqhAE0YLAXISKr1y5gtu3b2NzcxNbW1uIxWJ8SX1UnD9/3rEPsfb0MUJfmcev7P1DvPM7AdxXFvosHUEQw0o73eE47eby5csQRZFbhbOzs54mTXeLm4rZ44HTAICnvifkQySIE4onFbNjsRjm5+extbXlqXC94ibK7Bf8eMH/PD7Yf4Ld/ef7LBlBEMOIJxWzt7e3AQCCIPBjXu5SGRTBwBl8gCfkQyQIogXHFuK5c+cwMzODyclJFItFqKrasU3psBIMnMGT3SfYZwz7+ww+n3D4RQRBnAgcW4izs7PI5/M4d+4cGGPIZrN45ZVX+ilbXxDHzuAJ3gcA2s9MEIQFxxbivXv3MD09jbW1Nezs7EBVVUxMTGBqaqqP4nlPMHAGD/AEALC7x3Bq5PsOEgThFY4txMaIcjAYxPz8/MhFmYG6QnyfW4jkRySIk0bXUeadnR3kcjkIgsATqxspl8u4ePGid5J2gduK2cHAGbzHLURaMhPESaPritnBYBCyLCOTyaBSqWB6etryvLm7ZJQIBs7gfXZgIZJCJAiigUM9aNPT07h69Sq2trbaVrwZNYKBM3iPvQcAlHpDEIQFV1Hm40AwcAY/ZO+DgZEPkSAIC6627l27dg07Ozv43Oc+h6WlJdy8ebOfsvWFYOA0drFHRWIJgmjBsUKMxWK4ePEistksotEoNjc3uyr/5TXdRJkBgI19SBYiQZxAPNnLbFbHzuVy2NjYAICWhlBHQTdRZgDAqadkIRLECcSTvsyVSgWMMVQqFZw9exbb29uo1WqeCjoIzCKxbOxDCqoQBGHB8ZJ5cXERmqahXC5jZ2cHiqJ0bP40rDxbMpOFSBCEFccWoizLWFlZ4bmIa2trfROqnzxbMpMPkSAIK44txEQigc9//vOWY7du3fJcoH5jFomtL5nJQiQI4hmOLURBEPCFL3wB4XAYkiTh4cOHKBQKI1fxxi/4ccb3ETw99ZR8iARBWHBsIa6trYExhgcPHuDdd99FpVJp6aF8FLhNuwGAj/pPH6TdkIVIECcNT9JuFEVp2a3ipp2ArusoFAqQJAm6riORSNi2F9U0DQAQiUSg6zoMw0AkEml7rtu0GwAI+l/AQ4oyE8SJxJMWArOzs7hy5QqWlpYAgHfdc8rCwgJSqRTi8Tji8TiWl5dtz1UUBdFoFIIgIJlMtvRr7pXxwGmwU0/JQiQIwoJjhbiystJ11z2zEb2JJEkdr41Go6jVaqjVaigWi541qjcJBs6AjX2Ip7tkIRIE8QzHCnFmZgbLy8tdWWuqqrbsagmFQnxp3A5RFD1XhCbBwBng1IfYIwuRIIgGBtJ1zy6B2y4oYxgGCoUCCoUC0ul0i4XZK8GxMweJ2WQhEgTxjCPtumenKBsDLpIkYW5uDpVKpe25ZpTZxHSYdmJi7AzYKYoyE8RJ4vr165ZslJ6izGbXPUVRAAAbGxs4e/aso2tFUWyxBqvVqu2SWNd1HlU2o9K6rrddrncTZZ4Ye4H2MhPECaPZWOopynz58mVsbW1hZWUF5XIZq6urjushmoGYZmZmZlqOaZrWthitl5V1xLEXgLGneLq759k9CYIYfVzXQ9zY2HBdD7HZstN1HTMzM9xC1DSN+wklSbIsxVVVRTwe9zTAEgycBvz7eH//Q8/uSRDE6OO6HuLm5mZX9RDz+TzS6TRisRhKpRLy+Tx/bnV1FbFYDKlUCqIoYmZmBuvr6xBFEZVKxXKuF5gFHh7vv+fpfQmCGG0GVg+x0fKLx+OW55oVXiQSsd2Z4gWmQvwBKUSCIBpwVQ/xzp07KJfLePToEbLZ7FDUQ+xmL7NZJPaH++/3SyyCIIYUT/Yyr66u4tOf/jQmJye5T8/N1r1+0dVeZrIQCeLE4sleZjOoYu4zzuVyQ9FkqhtMhfjwgx8csSQEQQwTjhViY5Mps8DDMDSZ6gazSOy3Ho1eTxiCIPrHiWsyBdSLxJ5ip/CdH+wctSgEQQwRJ67JlMm48AKqe4/w3ge7Ry0KQRBDgmOFGAwGcenSJUxPTyMYDGJubs7zOoXd0E2UGQCmn/8E9l54hP/33Ud9kowgiGHEkygzANy8edNSeaZUKrU0nho03USZAeBngp9Cefx/4Wvf2cHPTo2mL5QgCPd40qj+8uXLMAwD1WoVkiTBMAwkk0lPBR0kfzn4KbDxt/Fn3zGOWhSCIIYExwoxHA5jeXkZ29vbEAQBU1NTI9mG1OTl0y+C+fdw5y++DeDcUYtDEMQQ4NiHKEkSvvnNb2J6ehqFQqGfMg2El8+8BAD46g/+/IglIQhiWHBsIRqGAUmSUKvV8ODBA7z66qsQRXHk+jKbfOojH4cfftzf/R4+3N3DqYD/qEUiCOKIsbUQ33jjDcvj+fl57O3tYXx8HGtra0ilUshms30X8DC6jTIHfH68FPg49j66g8r3HvdJOoIgho2uosyvv/46L8XVrjJ2uyKuR0G3UWYA+Esf/ST+fPzb+L/feYSfekn0VjCCIIaSrqLMiUQCFy9exPb2Nm7cuAFBEEZ6idyOnw7+OIrBP8XXvkM7VgiC6KAQ19bWAADT09OYnp4GAOzs7PC2AcdBOb58+iXsnn6MP6207/5HEMTJwnGUGQDK5TLeeecdXLx4EbIs4wtf+EK/5BoIP3HmJUAA/k/tW0ctCkEQQ8ChQZWbN29iaWkJPp8Pc3NzqFar2NjYwP7+Pr70pS8NTNB+8PLpeuqN/sF9alpPEIS9Qnz99dfh9/uxvLyMUCiEYrGIvb095HI5zM/PD1LGvvGxUyLOCM/jw9M7+IOvff+oxSEI4oixVYiSJOH27dvI5XKQZRk7Ozu4d+/eAEVzRrdpNwAgCAJ+6qMvYfKlD/DP/mMJTz6ktqQEcdzplHYjMMbadmvf2tpqSa25c+cOtre3AdQbQU1NTTkWQtd1FAoF3ng+kUh0bFTv9Nzz5893nXYDAL/8x2v4s537uPdbfw3/9G//FP71ws92fS+CIEaHdrrDNsrcLs9wYmICqqpic3MTd+7cQTwex+bmpqPBFxYWUC6XAdQV3vLysm17UTfn9srLp1/COw/KSJ3/LFZ/50/wd//Kj+NnPjXRl7EIghhubJfM165dAwDcvXsXKysr+MxnPoNwOMxbCHzjG99wrAwbS4YB9eW4qqo9n+sFL59+Ed9/uoO/+gsCfuLHxrH0b38Pv/3ut2BjOBMEcYyxtRBTqRTS6TRqtRpkWUYqlcLi4iKCwaDrQVRVbem/EgqFoGlaS/9lN+d6wd8KnYX0/CfwN8r/HGf/zmcQ0F/E31NLmLo7jvFxhr94soNHu+/jFDuF5/E8xOeex0s/chovhU7jTOA5BPZPwb/3HM7svYDndl9AQPADz32A/VNPII69gB89FcLHxoIYGxPgHwMEAVzZPj8WwPNjY/hIIAAwgDEBAZ+A58Z8OOX3Q4AAQMA+28cudvGU7YGBISD44Rd88MEHAcLBPQGG+n19ggD+TxBa5swYg/mv/vjgOKzHAfD78GcaxuHPC7Dcx8SU07z3PmMQBNTlbiMXQXQDYwxPnu7BJwh4bqy3mgS2ClGSJKysrHgSUbZrNVCttiZEuznXCz7+3AS+/td/C//l+/8b//5b/xmll0rwf2IP39jbhX9vDKdfOI0z/ufxBB/gAd7Hd9hT/PE+wL7PAP8eEGgTiPmgL6J2DwPABEBgwCjoISbUZW6U1dZgF549JzScKzRdwAQ4mvwhCwPBqxeQDcEb0fgaDYM8jTTL0/x+mqeBHXyuGZb8n8eXP5foaVhbheiVMuyEm54sdueaUWYTc5+iG/yCH7/0sZ/HL33s5x2dv7e/j2987zH29xnGTgnY9T3BY+ExqvsGnu7v4/n9M/A/PYXqhz/E9z6s4uHTR9jfA/b2ADDTamN4ur+HJ7t7eLq3W7fywLDPgKf7e3i6V8+LFIT619iPAHzMDwHAPhj2sYd9xrC7v489tg+f4Dv4stbtN4u1J7C6jtnHgc0pQBB8/G8OA7fcfAdW4cFhjtBy1bNzGGP8GQbG5ayfIjzTccKBXKx+zHdwjfkamNcKh3wpGGPYB7ieY2B1m9lXv5df8MEnCPXXie1jd3/fqjPRcDF/AZ7dq3HWVpq19bPjpn3dTpczhgNrmrU8Z5mmzS+Bna5uPvvZOO1hjEEQBPgP3kvz9W53nXmM4dl7K7T5WWj8rDSe2/w8P8mt/m2avPk59QsCnvMH8JGxAH7pk9GOt7h+/bolG8VVcQcvlaEoii0WXrVabRs5dnMu0Ftxh27x+3z4iR9rdB0EAXx8oDIQBOGOZmOpp0b1vSDLctvjMzMzPZ1LEAThJQNRiM3d+XRdx8zMDLf6NE3j0eXDziUIgugXrrru9UI+n0c6nUYsFkOpVLLkFa6uriIWiyGVSh16LkEQRN9gI85rr73m6vw333yzT5IMFprHcEHzGB6czqGd7hjIkrmfuN3L3M2e52GE5jFc0DyGh8Pm0Gkv88grRDPK7DbVxg1uPyTdfKj6/UEchEyD+DLRPPo7hltG8btx4cIFvPXWW3jxxRdbnht5hTgIRvFN9+L+x+EL2M01NI/+jTGM341GbKvdjAqf/exnEQ6HHZ9///79tr8MXl4zjGMMo0w0xskbY5hkqlQq+OpXv2o5NvIKkSAIwitoyUwQBHEAKUSCIIgDSCESBEEcMLCdKoOiX60KBo0b2TRN40V0S6USNjY2RnIejaTTaaysrIzsPFRVha7rfCuq3R79QeP2+2HWJ9V1HfF4vGVr7VGhaRqWl5d5ZX07XH/+vMwQHwYikQj/u1KpsHg87sm5g8aNbJlMxvJ347VHTTevcblcZgBYrVbro2TucDOPYrHIEokEP1eSpL7L55RuP1eMMT6noyafz/PPyGG4/fwdK4VYqVRalIEoij2fO2jcyFYuly3PVSoVBoBVKpW+yuiEbl/jfD7PJEkaGoXodh7Nsg/De8GY+3k0nzssCtHkMIXYzefvWPkQO7Uf6OXcQeNGtkgkgo2NDf7YLKTbfP1R0M1rXCgUEI/H+y2aK9zMQ9d1Xr9T0zQYhjE0y0y370coFEI0GuVL57m5uUGI6RndfP6OlUIc5lYFbnArW6MC2dzchCzLQ+F7czsPwzCGQu5m3MxD0zSEQiHut8pmsygUCn2W0Blu3w+zylQ4HEY+nx+6H6rD6OY7fuyCKu3wolXBMHCYbIZhoFAoHOpoPmrs5pHL5ZBI9NYTY5C0m0e1WoWu6/xHKZFIYGJiYqi7ONq9H6qqIpPJQNd1JJNJAICiKAOUrD90+h4dKwuxn60KBkm3sqXTaRSLxaGYA+BuHqqqYnFxcUCSucPNPCRJgiiK/LnGIshHjZt56LqOUqkEWZaRSCRQqVSQy+Va2gQPM918j46VQjwurQq6kW19fR3pdBqSJMEwjKGwdN3OI5fLIZvNIpvNQtd1rK6uDoUicTOPYfEXtsPNPDRNQywW44/NLpzD8LlySjffo2OlEI9LqwI38wDqgYhIJMKVYS6XG7l5mJaI+R8AkslkX3pxu8Xt52pmZoYrDjMXcdTmEYlEUCqVLOc/fPhwKObRSLOC7vk73mvoe9ioVCoslUqxfD7PUqmUJf0hHo9bcqs6nXvUOJ2HmWbT+H9Y0ocYc/d+MMZYrVZjmUyGAWCJRIKVy+UBS9weN/Oo1WoskUgwRVFYIpEYmrQbxtzNo1gsskwmwxRFYYqiDM08isUiS6VSDACfi0mv33GqdkMQBHHAsVoyEwRB9AIpRIIgiANIIRIEQRxACpEgCOIAUogEQRAHkEIkiGPMKCVSDwOkEPuMpmlIp9MQBAHZbJYfN/eHhsNhy/GjQFVVRKNRixzRaNSzogTZbBYTExO2u040TUMymYQgCEin08hms1hfX+fH6EvdPaurq0ctwmjRn9RJohEzURdtip42JyYfFWYCrkmxWPQ0UV2W5Y5J1maCefOYiqIMTXL2KJJKpY5ahJGCLMQBsbCwgHg8juXlZcvxYdhi145BlxCzq9+4uLg4FCXZRpFCoYClpaWjFmOkIIU4QDY2NqCq6tDUxxtmzOKqoigOdcGEYaZYLA7d3uNhhxTiABFFEZlMpsVKNNE0Devr6ygUClhfX+eb1FVV5b7GbDaLaDRq8fupqopsNouFhQXous7vY9awMykUCvzcdDptK6emaRafYqFQwMLCAgqFAgqFAiYmJnhTK1VVucyN9zR9p+Y1bq28zc1N/reu6y3zP2zsZDLJxy4UCrwRVzQaxfr6Op9XOBzmc7G7p91r3Yiu63y+2WyW16YMh8P8XMMwEA6HO772ALh8zczNzTmu/mOO5fV9jz1HvWY/CdRqNVYsFvljWZZ5fwrTb1epVJgsy5brIpEI96klEgl+jbmZPZVKWZrmyLJs8Uk29/ZAQ6+VRCJh2RTf7ENsfNx4XiqVsjRQauxZoSgKy2QyrFartTRWikQiHX2BtVqNAWCZTIY3ymqUvXn+ncYWRdFyrSiKfGzz/ibxeJy/N3b3NOfd/Fqb9zTna46ZSqX4dWaBh8Z7dqJSqdi+TplMxvI56oT5Wnh93+POiaiYPWwoioJwOGyx4BRFaVneSJLEq0iLoojJyUkAz1oGTE5O8mMAWpaXZoFM0xdYq9UgiiLv++G02KdZV85c7lcqFS5zKBSyWFilUgmiKLbMxWmPF3Ouzdc3zz+dTtuO3ez/dFrj0m4+QPvX2rR6c7kcLwwLACsrK5b5TExMQFEUXn6qE5qm8ffXMAxks1mkUikA9ZJcTudSqVQsr4GT+5pWrmEYKBaLAOrveTqdxsbGxolYftOS+QiQJAmZTKZl2eXkusPoFAhZXV3lyyY3fjlRFGEYBpLJJP+imEusSCQCWZZ5PUOzD0evtAvqNMvcj7G7uWdzL5jGitlAXSlms1lomnaoUml0Ldy+fdtyvq7rjgJdmqa1NIRycl9JkrC0tIRIJMI/J7IsY2Vl5UQoQ4AU4kBo5z9LpVJc0QDA0tKSxTIB6h/sxrL6TvxwnfpjaJqGVCrFC8max+2ubXy8sLDAK3ID9S9VO5lVVYUsyy0+qcOsUSdzazzHbuzFxcWOY4uiiIcPH1qu6fQeND9uRzwebxmz8bpkMolMJnPofYB6IMT0A2cyGRSLRRiGgfX1dcsPgunP1DStpZHV5uZmS0Mop/cFgEwmg83NzZb3TFVVTExM8OONvkfT79rszx05jnrNftwpl8tMlmUWiUQsvjjzuebcv0wmw4tZmj6fYrHIIpEIk2WZ+3rK5TKLRCLcN2f2Mo7H46xSqTBFUZgoiiyRSLBarcZqtRr3l5n/4/E4b/rdeC/zsSzL/F6SJLF8Ps8URWGyLPO5mMU68/k8y+fz3G9VLpdZKpVixWKR5fN5FolEuGztXiMzT7PZt2k3f7djN/r7EomE5TUw52l3z8Ne606ymBzWIN0kn88zURRZPB7n75koii35qmYh1HavZ7vcQ6f3NV/7Rn9q4/vRWLTXfC/y+bzFT9rsPx4lSCESx57DksIHQbOS75VIJMKKxWJLVXHzB65bmgNtzRWpK5UK/yE1SaVSlh/25uDgKEFLZuLYc1SJ3clkki9rvfbBhUIhyLKMZDKJzc1NvkT3MvcwlUpB0zRLb5V2vudYLGZpfTvKifSkEIljjdnBT1GUge+JXlhYgGEYqFarniaXNwZNGpVfu9xDN5ivU6M/sl1QaWlpydLRLh6PQxTFY7HpgHqqEAThiGw2i0QigUKh0BK0aSQajVosxlGCLESCIBwhSRIKhYJtv2PgWRvQUd35QhYiQRDEAWQhEgRBHEAKkSAI4gBSiARBEAeQQiQIgjjg/wMYODLHXyO8uQAAAABJRU5ErkJggg==", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -955,20 +816,12 @@ " hue=\"Diffusion Domain\",\n", " hue_order=[\"Time\", \"Frequency\"],\n", " )\n", - " plt.title(f\"Spectral Density Errors on {dataset}\")\n", - " plt.ylabel(r\"Sliced Wasserstein Distance on $\\|\\tilde{\\mathbf{x}}_\\kappa \\|^2$\")\n", + " plt.ylabel(r\"Wasserstein Distance on $\\|\\tilde{\\mathbf{x}}_\\kappa \\|^2$\")\n", " plt.xlabel(r\"Normalized Frequency $\\omega_\\kappa / \\omega_{\\mathrm{Nyq}}$\")\n", " plt.savefig(save_dir / f\"figures/spectral_density_{dataset.lower()}.pdf\")\n", " plt.show()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/spectral_interpretation.ipynb b/notebooks/spectral_interpretation.ipynb index ac4f753..e500512 100644 --- a/notebooks/spectral_interpretation.ipynb +++ b/notebooks/spectral_interpretation.ipynb @@ -2,27 +2,40 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import torch\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import math\n", "import pandas as pd\n", + "import warnings\n", "\n", "from fdiff.dataloaders.datamodules import ECGDatamodule,NASDAQDatamodule, NASADatamodule, MIMICIIIDatamodule, USDroughtsDatamodule, Datamodule\n", "from fdiff.utils.fourier import spectral_density, smooth_frequency, localization_metrics\n", "from pathlib import Path\n", "from yaml import safe_load\n", "from typing import Any\n", - "from itertools import product" + "from itertools import product\n", + "\n", + "plt.style.use('science')\n", + "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -61,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -165,34 +178,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n" - ] - }, { "data": { - "image/png": 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", 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", 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Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n" - ] - }, { "data": { - "image/png": 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XJsGREEIE0pgxY1AUhXHjxhXYNn78eBRFYcyYMd66N910U6n2LWx/gKSkJP71r3/RuHFjLBYL9erV48Ybb+Trr78ust2KovDRRx8V+7EoPgmOKikZVhNCiPJTr149Vq9eTU5OjrfMZrOxatUq6tevH7B9jx07RpcuXfjmm2947rnn+Pnnn/niiy/o1asXDzzwgH9PSpSaXHi2kpJhNSGEKD+dO3fmyJEjrFu3jhEjRgCwbt066tWrR+PGjQO2b17v0s6dOwkJCfGWt2nThrvvvtvPZyVKS3qOKilZIVsIUeXpOjiyKuaml7zX/a677uLtt9/2Pl6yZEmxA5TS7Hvu3Dm++OILHnjgAZ/AKE9kZGTxGi7KnPQcVVLea6tpMqwmhKiinNkwp3bFnPux02AuGHAUZdSoUTz66KMcO3YMRVH4/vvvWb16NZs3bw7IvocPH0bXdVq2bFmidorAk+CokvLmHMmwmhBClIvo6Gj+8Y9/sGzZMnRd5x//+AfR0dEB21fP7d1SFKXIeuPGjWPFihXex5mZmcVqkyg9CY4qKRlWE0JUeaZgTw9ORZ27FO6++24efPBBAF577bWA7tusWTMUReHgwYMFZrDlN3PmTKZOnVqitgj/SHBUSZm911aT4EgIUUUpSomHtipav379cDgcAPTt2zeg+1arVo2+ffvy2muvMWHChAJ5R6mpqURGRlKjRg1q1KhRorYI/0hCdiVlzMs5kqn8QghRblRV5eDBgxw8eBBVVQO+78KFC3G73Vx99dWsXbuWQ4cOcfDgQRYsWEDXrl1L8xREGZCeo0oqb1jNIT1HQghRrsLDw8tt30aNGrFnzx6efvppHnroIRITE4mJiaFLly68/vrrpW6H8I+i66WY73iFS09PJyIigrS0NL/+iIqSnG7j6jlfY1DgyNx/BOQcQghRVmw2G0ePHqVRo0ZYrdaKbo64ghX1Xizu97cMq1VSebPVNB3cMp1fCCGEKDcSHFVSRvXC1E5JyhZCCCHKjwRHlVRezxFIcCSEEEKUJwmOKinf4EiG1YQQQojyIsFRJaUaFFSDLAQphBBClDcJjioxowRHQgghRLmT4KgSu7BKtgyrCSGEEOVFgqNKzGSUS4gIIYQQ5U2Co0rMu0q2S4IjIYQQorxIcFSJGQ2511eTRSCFEEKIciPBUSVmlmE1IYQQotxJcFSJ5Q2rOWVYTQghAmbMmDEoisIzzzzjU/7RRx+hKEqB+i1atMBsNnPq1KkC244cOcKwYcOoXbs2VquVunXrMnjwYH777TdvHUVRvLeQkBCaNWvGmDFj2L17d6HtO3nyJGazmZYtWxa63e128+KLL9K+fXusViuRkZH079+f77///rLP/ccff2TYsGHUq1ePoKAgWrVqxcsvv1yg3s8//0zPnj0JCgqiTp06zJw5k/yXZk1MTGT48OG0aNECg8HApEmTChzD6XQyc+ZMmjRpgtVqpUOHDnzxxReXbWNFqPTB0cKFC70Xj+vSpQvfffddkfW3bNlCly5dsFqtNG7cmEWLFhWo89JLL9GiRQuCgoKoV68ekydPxmazBeoplFreQpAO6TkSQoiAslqtPPvss5w/f77Ielu3bsVms3HbbbexdOlSn20Oh4PevXuTnp7OunXr+PXXX3nvvfdo27YtaWlpPnXffvttEhMTOXDgAK+99hqZmZlcc801vPPOOwXOuXTpUm6//Xays7MLBDy6rnPHHXcwc+ZMJkyYwMGDB9myZQv16tXj73//Ox999FGRz2f37t3ExMSwYsUKDhw4wOOPP86jjz7Kq6++6q2Tnp5O7969qV27Nj/88AOvvPIK8+bNY/78+d46drudmJgYHn/8cTp06FDouf7zn//wxhtv8Morr5CQkMC4ceMYMmQIe/fuLbKNFUKvxFavXq2bTCZ98eLFekJCgj5x4kQ9JCRE/+OPPwqtf+TIET04OFifOHGinpCQoC9evFg3mUz6mjVrvHVWrFihWywWfeXKlfrRo0f1L7/8Uq9Vq5Y+adKkYrcrLS1NB/S0tDS/n2NRBr26VW/w8Gf6xgNJAT2PEEL4KycnR09ISNBzcnK8ZZqm6VmOrAq5aZpW7LaPHj1aHzhwoN6yZUv93//+t7f8ww8/1C/+mhwzZoz+yCOP6OvXr9cbN27sc569e/fqgH7s2LEizwfoH374YYHyO++8Uw8LC9PPnTvn8xo2btxY/+KLL/SHH35Yv+uuu3z2Wb16tQ7on3zySYHj3XzzzXr16tX1zMzMIttzsfHjx+u9evXyPl64cKEeERGh22w2b9ncuXP12rVrF/o69+zZU584cWKB8lq1aumvvvqqT9ngwYP1ESNGlKh9l1PYezFPcb+/jSUNpnJycjh37hx16tTxKT9w4ABt2rQpg3Dtgvnz53PPPfdw7733Ap4eny+//JLXX3+duXPnFqi/aNEi6tevz0svvQRAq1at2LVrF/PmzeOWW24BYPv27Vx33XUMHz4cgIYNGzJs2DB27txZpm0vC2ZVFoEUQlRdOa4crnn3mgo5947hOwg2BRe7vqqqzJkzh+HDhzNhwgTq1q1boE5GRgYffPABO3bsoGXLlmRlZbF582Z69eoFQExMDAaDgTVr1jBp0iRUVS1RmydPnsw777zDxo0buf322wHYtGkT2dnZ3HDDDdStW5drrrmGl19+mbCwMADeffddmjdvzo033ljgeA899BDr1q1j48aN3HTTTcVuR1paGtWqVfM+3r59Oz179sRisXjL+vbty6OPPsqxY8do1KhRsY5rt9uxWq0+ZUFBQWzdurXYbSsvJRpWW7NmDc2bN2fAgAG0b9+eHTt2eLeNGjWqTBvmcDjYvXs3ffr08Snv06cP27ZtK3Sf7du3F6jft29fdu3ahdPpBOBvf/sbu3fv9gZDR44c4fPPP+cf//jHJdtit9tJT0/3uZUHGVYTQojyM2TIEDp27Mj06dML3b569WqaNWtGmzZtUFWVO+64g/j4eO/2OnXqsGDBAp588kmioqK4/vrrmTVrFkeOHCnW+fNyio4dO+Yti4+P54477kBVVdq0aUPTpk157733vNt/++03WrVqVejx8srz5ztdzvbt23n//ff55z//6S1LSkqiZs2aPvXyHiclJRX72H379mX+/PkcOnQITdPYuHEjH3/8MYmJicU+RnkpUc/R7Nmz2bNnDzExMezatYvRo0fz+OOPM3z4cJ/ErLKQkpKC2+0u9BdyqV/GpX6BLpeLlJQUatWqxR133MGff/7J3/72N3Rdx+Vycf/99/PII49csi1z585lxowZ/j+pEjLJCtlCiCosyBjEjuE7Ll8xQOcujWeffZbrr7+ehx56qMC2+Ph4Ro4c6X08cuRIevToQWpqKpGRkQA88MAD3HnnnWzatIkdO3bwwQcfMGfOHD755BN69+5d5LnzvkfzksBTU1NZt26dT8/KyJEjWbJkiXdEpTjMZjMA/fv39+btNmjQgAMHDvjUO3DgAIMHD+bJJ58s0NaLE9MvbmtxvPzyy4wdO5aWLVuiKApNmjThrrvu4u233y72McpLiYIjp9NJTEwMAHFxcXz77bfcfPPNHD58uEQvUEkU9gsp6lyX+wVu3ryZp59+moULF3LNNddw+PBhJk6cSK1atXjiiScKPeajjz7KlClTvI/T09OpV69eqZ5PSeTNVnNJz5EQogpSFKVEQ1uVQY8ePejbty+PPfYYY8aM8ZYnJCSwY8cOfvjhBx5++GFvudvtZtWqVdx///3esrCwMAYNGsSgQYOYPXs2ffv2Zfbs2ZcNjg4ePAjgHaZ69913sdlsXHPNhaFJXdfRNI2EhARat25Ns2bNSEhIKPJ4zZs3B+Ctt94iJycHAJPJ5FM3ISGB66+/nrFjx/Kf//zHZ1tsbGyBTonk5GSAAh0SRYmJieGjjz7CZrNx9uxZateuzSOPPFLsYbnyVKJhtRo1avDTTz95H1evXp2NGzdy8OBBn/KyEB0djaqqhf5CLvXLuNQv0Gg0Ur16dQCeeOIJRo0axb333ku7du0YMmQIc+bMYe7cuWha4UGIxWIhPDzc51YeLvQcSXAkhBDl5ZlnnuHTTz/1SeGIj4+nR48e/Pjjj+zbt897mzZtms/Q2sUURfHmJ13OSy+9RHh4ODfccIP3nA899JDP+X788Ud69erFkiVLABg2bBiHDh3i008/LXC8F154gdq1a3uDsjp16tC0aVOaNm1KgwYNvPUOHDhAr169GD16NE8//XSB43Tt2pVvv/0Wh8PhLduwYQO1a9emYcOGl31eF7NardSpUweXy8XatWsZPHhwiY8RaCUKjpYvX06NGjV8ysxmM6tWrWLLli1l2jCz2UyXLl3YuHGjT/nGjRvp1q1boft07dq1QP0NGzYQFxfnjZKzs7MxGHyftqqq6Lpe5kOD/rqQc1S52iWEEH9l7dq1Y8SIEbzyyiuAZ9Rk+fLlDBs2jLZt2/rc7r33Xnbv3u0NmgYPHsyaNWtISEjg8OHDxMfHs2TJkgIBQGpqKklJSfzxxx9s3LiRW2+9lXfffZfXX3+dyMhI9u3bx549e7j33nsLnHPYsGG88847OJ1O7rjjDm666SZGjx5NfHw8x44d46effuKf//wnn332GStWrCjQS5RfXmDUu3dvpkyZQlJSEklJSfz555/eOsOHD8disTBmzBj279/Phx9+yJw5c5gyZYrPaE1eAJeZmcmff/7Jvn37fHq1duzYwbp16zhy5Ajfffcd/fr1Q9M0pk2bVla/urJTpvPnyljeVP74+Hg9ISFBnzRpkh4SEuKdJvnII4/oo0aN8tbPm8o/efJkPSEhQY+Pjy8wlX/69Ol6WFiYvmrVKv3IkSP6hg0b9CZNmui33357sdtVXlP5J7+3V2/w8Gf665sPB/Q8Qgjhr6KmT1d2o0eP1gcPHuxTduzYMd1iseiAvmbNGt1gMOhJSYUvq9KuXTv9X//6l/7nn3/qEyZM0Nu2bauHhobqYWFhert27fR58+bpbrfbWx/w3qxWq96kSRN99OjR+u7du711HnzwQb1169aFni85OVlXVVVfu3atruu67nQ69eeff15v06aNbjabdUCvVq2afuDAgcs+9+nTp/u0J+/WoEEDn3o//fST3r17d91iseixsbH6U089VWAa/+WOs3nzZr1Vq1a6xWLRq1evro8aNUo/derUZdtYUmUxlb9SB0e6ruuvvfaa3qBBA91sNuudO3fWt2zZ4t02evRovWfPnj71N2/erHfq1Ek3m816w4YN9ddff91nu9Pp1J966im9SZMmutVq1evVq6ePHz9eP3/+fLHbVF7B0cNrftQbPPyZ/srXvwX0PEII4a+qHBz91ezevVuPiorSp06dWtFNqRBlERwpul7ysaTjx4+XqpcqMjKy3PJ1Aik9PZ2IiAjS0tIC+nye+Gg/y//3BxP+rxlTejcP2HmEEMJfNpuNo0ePeq9oICrW3r17+fjjjxk1ahRNmjSp6OaUq6Lei8X9/i7xIpBAqRKwFEVh+vTpPPnkk6U55RVJErKFEEKURqdOnejUqVNFN6PKKlVwdKlZXaJsyYVnhRBCiPJXquCoUaNGpVrXaNKkSUyYMKE0p7wi5fUcuTSZrSaEEEKUl1IFRxdfibi4SjMcdyWTy4cIIYQQ5a9UwVHPnj3Luh2iECajDKsJIYQQ5a1Ei0AWZtOmTZfc9tZbb/l7+CuaySAJ2UIIIUR58zs46t27N//+97+9V70Hz0VjBw8e7HNVX1Fy3oRsyTkSQgghyo3fwZGmacyfP5+rr76aAwcO8N///pd27drx6aefFrlkubg8kzG350iG1YQQQhSToih89NFHFd2MKs3v4Oi///0vtWvX5scff6RLly4MGjSIM2fO0L59e3bs2FEWbbxiyTpHQggReGPGjEFRFJ555hmf8o8++qjQmdktWrTAbDZz6tSpAtuOHDnCsGHDqF27Nlarlbp16zJ48GB+++23AnXfffddVFVl3LhxxW5rUlIS//rXv2jcuDEWi4V69epx44038vXXXxf7GOLy/A6O+vfvzw8//EDNmjVxOp3ouk6nTp3YuXMnHTp0KIs2XrG8w2py4VkhhAgoq9XKs88+y/nz54ust3XrVmw2G7fddluBmdsOh4PevXuTnp7OunXr+PXXX3nvvfdo27YtaWlpBY61ZMkSpk2bxurVq8nOzr5sG48dO0aXLl345ptveO655/j555/54osv6NWrFw888ECJnm9JORyOgB6/svE7OPr222/p2bMnycnJ3qvd79u3jxtuuIHff//d7wZeyaTnSAghyscNN9xAbGwsc+fOLbJefHw8w4cPZ9SoUSxZsoT8V+BKSEjgyJEjLFy4kGuvvZYGDRpw3XXX8fTTT3PVVVf5HOfYsWNs27aNRx55hJYtW7JmzZrLtnH8+PEoisLOnTu59dZbad68OW3atGHKlCn873//86mbkpLCkCFDCA4OplmzZnzyySfebW63m3vuuYdGjRoRFBREixYtePnll332HzNmDDfddBNz586ldu3aNG/uuYTVtm3b6NixI1arlbi4OG/v2r59+3xehwEDBhAaGkrNmjUZNWoUKSkpl31+lYnfwVGvXr04dOgQTZs2Zdu2baxZs4Zq1aqxdetWOnbsWAZNvHJJcCSEqMp0XUfLzq6QW0kvG6qqKnPmzOGVV17h5MmThdbJyMjggw8+YOTIkfTu3ZusrCw2b97s3R4TE4PBYGDNmjW43e4iz7dkyRL+8Y9/EBERwciRI4mPjy+y/rlz5/jiiy944IEHCAkJKbA9MjLS5/GMGTO4/fbb+emnnxgwYAAjRozg3LlzgCdXuG7durz//vskJCTw5JNP8thjj/H+++/7HOPrr7/m4MGDbNy4kc8++4yMjAxuvPFG2rVrx549e5g1axYPP/ywzz6JiYn07NmTjh07smvXLr744gvOnDnD7bffXuTzq2xKtc5Rfrquc9999zF//nyCg4O56qqr6NatG6NHj+arr74qizZescze4EiG1YQQVY+ek8OvnbtUyLlb7NmNEhxcon2GDBlCx44dmT59eqHByurVq2nWrBlt2rQB4I477iA+Pp5evXoBUKdOHRYsWMC0adOYMWMGcXFx9OrVixEjRtC4cWPvcTRNY+nSpbzyyive40yZMoXDhw/TtGnTQtt2+PBhdF2nZcuWxXouY8aMYdiwYQDeoG/nzp3069cPk8nEjBkzvHUbNWrEtm3beP/9932CmJCQEN566y3MZjMAixYtQlEUFi9ejNVqpXXr1pw6dYqxY8d693n99dfp3Lkzc+bM8ZYtWbKEevXq8dtvv3l7oCo7v3uOPv74YxYtWkRwvjdhbGwsX375JS+99JK/h7+iGb05R9JzJIQQ5eHZZ59l2bJlJCQkFNgWHx/PyJEjvY9HjhzJunXrSE1N9ZY98MADJCUlsWLFCrp27coHH3xAmzZt2Lhxo7fOhg0byMrKon///gBER0fTp08flixZAsB3331HaGio97Zy5UpvT1hxL93Vvn177/2QkBDCwsJITk72li1atIi4uDhiYmIIDQ1l8eLFHD9+3OcY7dq18wZGAL/++ivt27f3udL91Vdf7bPP7t272bRpk0/78wK6qpRqU6qeo/wvYIcOHQq8oHkGDx7ssy0yMpLw8PDSnPKKJMNqQoiqTAkKosWe3RV27tLo0aMHffv25bHHHmPMmDHe8oSEBHbs2MEPP/zgM5TkdrtZtWoV999/v7csLCyMQYMGMWjQIGbPnk3fvn2ZPXs2vXv3Bjw9KefOnfPpVNA0jb179zJr1izi4uJ8cnjyJjwpisLBgwe56aabLvs8Ll5KR1EU70Xj33//fSZPnswLL7xA165dCQsL4/nnny8ww/zi4Ttd1wsEZxcPX2qaxo033sizzz5boE21atW6bLsri1IFR6W5RpqiKEyfPp0nn3yyNKe8IplkWE0IUYUpilLioa3K4JlnnqFjx44+Q0Dx8fH06NGD1157zafu8uXLiY+P9wmO8lMUhZYtW7Jt2zYAzp49y8cff8zq1au9w3PgCSq6d+/O+vXrGThwYKHDa3379uW1115jwoQJBQKX1NTUAnlHl/Ldd9/RrVs3xo8f7y0rTq9Oy5YtWblyJXa7HYvFAsCuXbt86nTu3Jm1a9fSsGFDjEa/M3cqTKmG1TRNK/HN7XZLYFRCZuk5EkKIcteuXTtGjBjhzQlyOp0sX76cYcOG0bZtW5/bvffey+7du/nxxx/Zt28fgwcPZs2aNSQkJHD48GHi4+NZsmQJgwcPBjzBVPXq1bntttt8jtO+fXsGDhxYZGL2woULcbvdXH311axdu5ZDhw5x8OBBFixYQNeuXYv9/Jo2bcquXbv48ssv+e2333jiiSf44YcfLrvf8OHD0TSN++67j4MHD/Lll18yb9484MJw3wMPPMC5c+cYNmwYO3fu5MiRI2zYsIG77777sknqlUmpwrpGjRoVe9wzv0mTJjFhwoTSnPKKJDlHQghRMWbNmuWdvfXJJ59w9uxZhgwZUqBes2bNaNeuHfHx8Tz55JM0bNiQGTNmcOzYMRRF8T6ePHky4BlSGzJkiHfpm/xuueUWhg4dypkzZ6hZs2aB7Y0aNWLPnj08/fTTPPTQQyQmJhITE0OXLl14/fXXi/3cxo0bx759+xg6dCiKojBs2DDGjx/P+vXri9wvPDycTz/9lPvvv5+OHTvSrl07nnzySYYPH+7NQ6pduzbff/89Dz/8MH379sVut9OgQQP69etX6HOurBS9pPMdgS1btpTqZA0bNqRBgwal2rcySU9PJyIigrS0tIDmUB1OzuSG+VuICDLx4/Q+ATuPEEL4y2azcfToURo1auSTsCv+2lauXMldd91FWloaQaXM8yprRb0Xi/v9Xaqeo549e5ZmN1FCMqwmhBCiMnnnnXdo3LgxderU4ccff+Thhx/m9ttvrzSBUVkpdR/XY489xs6dO8uyLeIiJqMMqwkhhKg8kpKSGDlyJK1atWLy5MncdtttvPnmmxXdrDJX6lTyxMREBg4ciKqq3HjjjQwePJgbbrjBm8Eu/Gc0XJitVtgUSiGEEKI8TZs2jWnTplV0MwKu1D1Hb7/9NmfOnOH9998nMjKShx56iOjoaG6++WaWLl1a5a6jUhnlDasBuDSZzi+EEEKUB79SxxVFoXv37jz33HP88ssv7Ny5k2uvvZbFixdTp04devTowbx58zh16lRZtfeKkjesBjK0JoQQQpSXMp1X16pVK6ZNm8b333/PyZMnGT16NN999x2rVq0qy9NcMUz5eo6cLuk5EkIIIcpDwJavjImJ4Z577uGee+4J1Cn+8oyGCz1HDuk5EkIIIcpF1VmR6QqkKAqm3IUgXZoER0IIIUR5kBWyKzmTasDpdsuwmhBCCFFOShUcLV26tFQnK80Fa690eUNrMqwmhBCiuBRF4cMPP+Smm27y6zhLly5l0qRJpKamlkm7qgpZIbuSMxtllWwhhAikMWPGsGzZMubOncsjjzziLf/oo48YMmQIF19lq0WLFhw9epSjR49Sp04dn21Hjhzh8ccfZ8uWLZw7d47o6Gi6dOnC888/T/PmzX3qvvvuu4waNYqxY8eyaNGiYrcTwGg0Uq1aNdq3b8+wYcMYM2aMz7XLEhMTiYqKKvFrITxKnHOUk5NT6NT8AwcOlEmDhK+8GWsutwyrCSFEoFitVp599lnOnz9fZL2tW7dis9m47bbbCoyiOBwOevfuTXp6OuvWrePXX3/lvffeo23btqSlpRU41pIlS5g2bRqrV68mOzu7WO3s168fiYmJHDt2jPXr19OrVy8mTpzIwIEDcblc3nqxsbGVelFmp9NZ0U0oUomCozVr1tC8eXMGDBhA+/bt2bFjh3fbqFGjyrxx4kJwJMNqQoiqRtd1nHZ3hdxKek31G264gdjYWObOnVtkvfj4eIYPH86oUaNYsmSJz3kSEhI4cuQICxcu5Nprr6VBgwZcd911PP3001x11VU+xzl27Bjbtm3jkUceoWXLlqxZs6ZY7bRYLMTGxlKnTh06d+7MY489xscff8z69et9gjVFUfjoo48AT9D24IMPUqtWLaxWKw0bNvR5nqmpqdx3333UrFkTq9VK27Zt+eyzz3zO++WXX9KqVStCQ0O9AVqeH374gd69exMdHU1ERAQ9e/Zkz549PvsrisKiRYsYPHgwISEhzJ49G4DZs2dTo0YNwsLCuPfee3nkkUfo2LGjz75vv/02rVq1wmq10rJlSxYuXFis18ofJRpWmz17Nnv27CEmJoZdu3YxevRoHn/8cYYPH17iN6IoHqMq11cTQlRNLofGmxO3VMi573u5JyaLWuz6qqoyZ84chg8fzoQJE6hbt26BOhkZGXzwwQfs2LGDli1bkpWVxebNm+nVqxfgWcLGYDCwZs0aJk2ahKpe+vxLlizhH//4BxEREYwcOZL4+HjuvPPOkj9R4Prrr6dDhw6sW7eOe++9t8D2BQsW8Mknn/D+++9Tv359Tpw4wYkTJwDQNI3+/fuTkZHBihUraNKkCQkJCT5tz87OZt68eSxfvhyDwcDIkSOZOnUqK1eu9L4uo0ePZsGCBQC88MILDBgwgEOHDhEWFuY9zvTp05k7dy4vvvgiqqqycuVKnn76aRYuXMh1113H6tWreeGFF2jUqJF3n8WLFzN9+nReffVVOnXqxN69exk7diwhISGMHj26VK9XcZQoOHI6ncTExAAQFxfHt99+y80338zhw4flul8BkncJEQmOhBAisIYMGULHjh2ZPn068fHxBbavXr2aZs2a0aZNGwDuuOMO4uPjvcFRnTp1WLBgAdOmTWPGjBnExcXRq1cvRowYQePGjb3H0TSNpUuX8sorr3iPM2XKFA4fPkzTpk1L1faWLVvy008/Fbrt+PHjNGvWjL/97W8oikKDBg2827766it27tzJwYMHvTlR+dsKnu/+RYsW0aRJEwAefPBBZs6c6d1+/fXX+9R/4403iIqKYsuWLQwcONBbPnz4cO6++27v46FDh3LPPfdw1113AfDkk0+yYcMGMjMzvXVmzZrFCy+8wM033wx4ZssnJCTwxhtvVJ7gqEaNGvz000+0b98egOrVq7Nx40ZGjx59yV+K8I/0HAkhqiqj2cB9L1fMBB6juXTL+D377LNcf/31PPTQQwW2xcfHM3LkSO/jkSNH0qNHD1JTU4mMjATggQce4M4772TTpk3s2LGDDz74gDlz5vDJJ5/Qu3dvADZs2EBWVhb9+/cHIDo6mj59+rBkyRLmzJnDd999590GnmBjxIgRRba7qIuTjxkzht69e9OiRQv69evHwIED6dOnDwD79u2jbt26BZLF8wsODvYGRgC1atUiOTnZ+zg5OZknn3ySb775hjNnzuB2u8nOzub48eM+x4mLi/N5/OuvvzJ+/HifsquvvppvvvkGgD///JMTJ05wzz33MHbsWG8dl8tFREREUS+H30oUHC1fvhyj0XcXs9nMqlWrePDBB8u0YcLDmDv7QGIjIURVoyhKiYa2KoMePXrQt29fHnvsMcaMGeMtT0hIYMeOHfzwww88/PDD3nK3282qVau4//77vWVhYWEMGjSIQYMGMXv2bPr27cvs2bO9wdGSJUs4d+4cwcHB3n00TWPv3r3MmjWLuLg49u3b591Ws2bNy7b74MGDPsNR+XXu3JmjR4+yfv16vvrqK26//XZuuOEG1qxZQ1BQ0GWPbTKZfB4riuKTSjNmzBj+/PNPXnrpJRo0aIDFYqFr1644HA6f/UJCQgoc++KALv9xtdzFjxcvXsw111zjU6+oIcuyUKLgqLAx2DzXXXed340RBeWtc+SWFbKFEKJcPPPMM3Ts2NGnNyU+Pp4ePXrw2muv+dRdvnw58fHxPsFRfoqi0LJlS7Zt2wbA2bNn+fjjj1m9erV3eA48gUD37t1Zv349AwcOLNHw2jfffMPPP//M5MmTL1knPDycoUOHMnToUG699Vb69evHuXPnaN++PSdPnuS3334rsveoKN999x0LFy5kwIABAJw4cYKUlJTL7teiRQt27tzpM6Fr165d3vs1a9akTp06HDly5LI9Z2UtYNdWE2VDNeRdPkQS3oUQojy0a9eOESNGeHOCnE4ny5cvZ+bMmbRt29an7r333stzzz3Hjz/+iK7rTJ8+nVGjRtG6dWvMZjNbtmxhyZIl3t6m5cuXU716dW677TafdYkABg4cSHx8vE+ezsXsdjtJSUm43W7OnDnDF198wdy5cxk4cOAlE7pffPFFatWqRceOHTEYDHzwwQfExsYSGRlJz5496dGjB7fccgvz58+nadOm/PLLLyiKQr9+/Yr1ejVt2pTly5cTFxdHeno6//73v4vVI/Wvf/2LsWPHEhcXR7du3Xjvvff46aeffHKennrqKSZMmEB4eDj9+/fHbreza9cuzp8/z5QpU4rVvtIoVXB08ThicUVGRhIeHl6qfa9UeTlHbgmOhBCi3MyaNYv3338fgE8++YSzZ88yZMiQAvWaNWtGu3btiI+P58knn6Rhw4bMmDGDY8eOoSiK93Fer86SJUsYMmRIgcAI4JZbbmHo0KGcOXPmkkNpX3zxBbVq1cJoNBIVFUWHDh1YsGABo0ePLvSYAKGhoTz77LMcOnQIVVW56qqr+Pzzz731165dy9SpUxk2bBhZWVk0bdqUZ555ptiv1ZIlS7jvvvvo1KkT9evXZ86cOUydOvWy+40YMYIjR44wdepUbDYbt99+O2PGjGHnzp3eOvfeey/BwcE8//zzTJs2jZCQENq1a8ekSZOK3b7SUPRSzMG/1C+gyBMpCtOnT+fJJ58s8b6VTXp6OhEREaSlpQU82BsVv4PvDqXwwm0duKXLpYc1hRCiItlsNo4ePUqjRo2wWq0V3RxRRfXu3ZvY2FiWL19e6mMU9V4s7vd3qXqONMl/KTcXco6k50gIIcRfR3Z2NosWLaJv376oqsqqVav46quv2LhxY0U3rXTBUaNGjUq1rtGkSZOYMGFCaU55xVJze+kk50gIIcRfiaIofP7558yePRu73U6LFi1Yu3YtN9xwQ0U3rXTB0cXXkymuhg0blmq/K5m350hWIBdCCPEXEhQUxFdffVXRzShUqYKjnj0rZlGvK5Gal5AtCx0JIYQQ5aJ0S4heRv4VRIV/jDKVXwghhChXAQmOEhISCpT9/vvvgTjVX54qCdlCCCFEuQrIIpBHjhzh/vvvp02bNrRt25aYmBhuuukmDh06FIjT/aVJz5EQQghRvgISHMXGxjJo0CD279/PsmXLOHPmjMxSKyXVe201CY6EEEKI8hCQ4CgoKIj+/fv7XFVYlI70HAkhhBDlKyA5R5s2bQrEYa9Iqlx4VgghRIA99dRTdOzYsaKbUWn4HRwVFghFRkYC8NZbb/l7+Cue9BwJIURg/f3vfy/0Wl0fffSRd8Fjt9vN3LlzadmyJUFBQVSrVo1rr72Wt99++7LHVhQFRVGwWCzUqVOHG2+8kXXr1gXiqQTUpV6nvyK/g6PevXvz73//G6fT6S1LSUlh8ODB/POf//T38Fe8C+scSXAkhBAV5amnnuKll15i1qxZJCQksGnTJsaOHcv58+cvu+/YsWNJTEzk8OHDrF27ltatW3PHHXdw3333Fblf/u9VUb78Do40TWP+/PlcffXVHDhwgP/+97+0a9eOTz/9FJPJVBZtvKJJz5EQoqrSdR2nzVYht1JcU71In376KePHj+e2226jUaNGdOjQgXvuuYcpU6Zcdt/g4GBiY2OpV68e1157Lc8++yxvvPEGixcv9q4QfezYMRRF4f333+fvf/87VquVFStWoGkaM2fOpG7dulgsFjp27MgXX3zhPfbmzZtRFIXU1FRv2b59+1AUhWPHjnnLFi9eTL169QgODmbIkCHMnz/fO8qT3/Lly2nYsCERERHccccdZGRkADBmzBi2bNnCyy+/7O0JO3bsGOfPn2fEiBHExMQQFBREs2bNLtubVhX4nZD93//+l/vuu48ff/yRLl264HQ60XWd9u3bs2zZsrJo4xVNZqsJIaoql93OgtG3Vsi5Jyxbg+miK7L7IzY2lm+++Ybx48cTExPj9/FGjx7NQw89xLp163yuJfbwww/zwgsv8Pbbb2OxWHj55Zd54YUXeOONN+jUqRNLlixh0KBBHDhwgGbNmhXrXN9//z3jxo3j2WefZdCgQXz11Vc88cQTBer9/vvvfPTRR3z22WecP3+e22+/nWeeeYann36al19+md9++422bdsyc+ZMAGJiYpg4cSIJCQmsX7+e6OhoDh8+TE5Ojt+vT0XzOzjq378/P/zwA506dSI5ORld1+nUqRPbt2/HbDaXRRuvaKoiPUdCCFHR5s+fz6233kpsbCxt2rShW7duDB48uNSzsg0GA82bN/fp3QHPBdpvvvlm7+N58+bx8MMPc8cddwDw7LPPsmnTJl566SVee+21Yp3rlVdeoX///kydOhWA5s2bs23bNj777DOfepqmsXTpUsLCwgAYNWoUX3/9NU8//TQRERGYzWZvL1ie48eP06lTJ+Li4oC/zjVU/Q6Ovv32W8aOHUtycjIGgwG3282+ffu44YYbePvtt2nSpElZtPOKZczNOdIkOBJCVDFGi4UJy9ZU2LnLUuvWrdm/fz+7d+9m69atfPvtt9x4442MGTOGt956i5UrV/rk2a5fv57u3bsXeUxd170J33nyggyA9PR0Tp8+zXXXXedT57rrruPHH38sdtt//fVXhgwZ4lN29dVXFwiOGjZs6A2MAGrVqkVycnKRx77//vu55ZZb2LNnD3369OGmm26iW7duxW5bZeV3cNSrVy90XadZs2asWLGCEydO8M9//pOtW7fSsWNH73ilKB1Vco6EEFWUoihlOrQVKOHh4aSlpRUoT01NJTw83PvYYDBw1VVXcdVVVzF58mRWrFjBqFGjePzxxxk0aBDXXHONt26dOnWKPKfb7ebQoUNcddVVPuUhISEF6l4cQOUPqgy5qRf5c6wuTuQuLAgrLCfr4jxhRVHQLrOMTP/+/fnjjz/473//y1dffcX//d//8cADDzBv3rwi96vs/E7I1nWd++67j71793LVVVdx88038/PPP9O7d2+ys7P9buDChQtp1KgRVquVLl268N133xVZf8uWLXTp0gWr1Urjxo1ZtGhRgTqpqak88MAD1KpVC6vVSqtWrfj888/9bmsgGGWdIyGECKiWLVuya9euAuU//PADLVq0uOR+rVu3BiArK4uwsDCaNm3qvQUFBRV5zmXLlnH+/HluueWWS9YJDw+ndu3abN261ad827ZttGrVCsCb/5SYmOjdvm/fvgLPb+fOnT5lhT3fyzGbzbjd7gLlMTExjBkzhhUrVvDSSy/x5ptvlvjYlY3fPUcff/wxN954o09ZbGwsX375Ja+88opfx37vvfeYNGkSCxcu5LrrruONN96gf//+JCQkUL9+/QL1jx49yoABAxg7diwrVqzg+++/9ybP5b0BHQ4HvXv3pkaNGqxZs4a6dety4sQJn67EykR6joQQIrDGjx/Pq6++ygMPPMB9991HUFAQGzduJD4+nuXLlwNw6623ct1119GtWzdiY2M5evQojz76KM2bN6dly5ZFHj87O5ukpCRcLhenTp1i3bp1vPjii9x///306tWryH3//e9/M336dJo0aULHjh15++232bdvHytXrgSgadOm1KtXj6eeeorZs2dz6NAhXnjhBZ9j/Otf/6JHjx7Mnz+fG2+8kW+++Yb169cX6E26nIYNG7Jjxw6OHTtGaGgo1apV46mnnqJLly60adMGu93OZ5995g3cqjS9Erv66qv1cePG+ZS1bNlSf+SRRwqtP23aNL1ly5Y+Zf/85z/1a6+91vv49ddf1xs3bqw7HI5it8Nms+lpaWne24kTJ3RAT0tLK8GzKZ13th3VGzz8mT5u+a6An0sIIUorJydHT0hI0HNyciq6KaWya9cuvW/fvnqNGjX08PBwPS4uTl+1apV3+5tvvqn36tVLj4mJ0c1ms16/fn19zJgx+rFjx4o8bs+ePXVAB3Sz2azXqlVLHzhwoL5u3TqfekePHtUBfe/evT7lbrdbnzFjhl6nTh3dZDLpHTp00NevX+9TZ+vWrXq7du10q9Wqd+/eXf/ggw90QD969KhP++vUqaMHBQXpN910kz579mw9NjbWu3369Ol6hw4dfI774osv6g0aNPA+/vXXX/Vrr71WDwoK8h5/1qxZeqtWrfSgoCC9WrVq+uDBg/UjR44U+ZoEWlHvxbS0tGJ9fyu6XvLFII4fP16qQCwyMtJn/LYoDoeD4OBgPvjgA59EsokTJ7Jv3z62bNlSYJ8ePXrQqVMnXn75ZW/Zhx9+yO233052djYmk4kBAwZQrVo1goOD+fjjj4mJiWH48OE8/PDDqKpaaFueeuopZsyYUaA8LS2t2M+ntN7dcZzHPvyZ3q1rsvjOuMvvIIQQFcBms3H06FFvGoSo3MaOHcsvv/xy2VSVqqio92J6ejoRERGX/f4u1bBaaabqKYrC9OnTefLJJ4tVPyUlBbfbTc2aNX3Ka9asSVJSUqH7JCUlFVrf5XKRkpJCrVq1OHLkCN988w0jRozg888/59ChQzzwwAO4XK5Ltu3RRx/1WegrPT2devXqFet5+OtCzpEMqwkhhCidefPm0bt3b0JCQli/fj3Lli1j4cKFFd2sSqtUwdHlstfLUlFZ+sWtn79c0zRq1KjBm2++iaqqdOnShdOnT/P8889fMjiyWCxYynhaaHFJzpEQQgh/7dy5k+eee46MjAwaN27MggULuPfeeyu6WZVWqYKjRo0alTiRCzyLW02YMKFYdaOjo1FVtUAvUXJycoHeoTyxsbGF1jcajVSvXh3wrNtgMpl8htBatWpFUlISDoej0i1cmbfOkcxWE0IIUVrvv/9+RTehSilVcLR06dJSnawkw3Fms5kuXbqwceNGn5yjjRs3Mnjw4EL36dq1K59++qlP2YYNG4iLi/Ou33Ddddfx7rvvommad32I3377jVq1alW6wAjy9RzJhWeFEEKIclGq4Khnz55l3Y5CTZkyhVGjRhEXF0fXrl158803OX78OOPGjQM8uUCnTp3inXfeAWDcuHG8+uqrTJkyhbFjx7J9+3bi4+NZtWqV95j3338/r7zyChMnTuRf//oXhw4dYs6cOcXu0SpvknMkhKhKSjHHR4gyVRbvQb/XOQqkoUOHcvbsWWbOnEliYiJt27bl888/p0GDBoBn0av8M+caNWrE559/zuTJk3nttdeoXbs2CxYs8Flkq169emzYsIHJkyfTvn176tSpw8SJE3n44YfL/fkVR96FZyXnSAhRmeX1zmdnZ192AUQhAilvAeqLV/wuiVJN5b/SFXcqYFnY9Esydy39gXZ1Ivj0X38L6LmEEMIfiYmJpKamUqNGDYKDg0uVmypEaem6TnZ2NsnJyURGRlKrVq0CdQI6lV+UH4MMqwkhqoi8q7Vf7mKlQgRSZGSk971YWhIcVXKScySEqCoURaFWrVrUqFGjwMVPhSgPF89GLy2/g6MxY8Zw991306NHD78bIwq6sM6RTOUXQlQNqqqWyReUEBXF4O8BMjIy6NOnD82aNWPOnDmcOnWqLNolcknPkRBCCFG+/A6O1q5dy6lTp3jwwQf54IMPaNiwIf3792fNmjXSrVoGZIVsIYQQonz5HRwBVK9enYkTJ7J371527txJ06ZNGTVqFLVr12by5MkcOnSoLE5zRTLmTuWXniMhhBCifJRJcJQnMTGRDRs2sGHDBlRVZcCAARw4cIDWrVvz4osvluWprhjScySEEEKUL7+DI6fTydq1axk4cCANGjTggw8+YPLkySQmJrJs2TI2bNjA8uXLmTlzZlm094pz4dpqEhwJIYQQ5cHv2Wq1atVC0zSGDRvGzp076dixY4E6ffv2JTIy0t9TXZEuXFtNZqsJIYQQ5cHv4OjFF1/ktttuw2q1XrJOVFQUR48e9fdUVySZrSaEEEKUL7+Do1GjRpVFO8QlSM6REEIIUb78Do6mTJlSaLmiKFitVpo2bcrgwYOpVq2av6e6IslsNSGEEKJ8+R0c7d27lz179uB2u2nRogW6rnPo0CFUVaVly5YsXLiQhx56iK1bt9K6deuyaPMVRXqOhBBCiPLl92y1wYMHc8MNN3D69Gl2797Nnj17OHXqFL1792bYsGGcOnWKHj16MHny5LJo7xUnL+cIQJMASQghhAg4v4Oj559/nlmzZhEeHu4tCw8P56mnnuK5554jODiYJ598kt27d/t7qiuSIV9wJL1HQgghROD5HRylpaWRnJxcoPzPP/8kPT0dgMjISBwOh7+nuiLl7zmSvCMhhBAi8MpkWO3uu+/mww8/5OTJk5w6dYoPP/yQe+65h5tuugmAnTt30rx5c39PdUVSfXqOZK0jIYQQItD8Tsh+4403mDx5MnfccQcul8tzUKOR0aNHey8Z0rJlS9566y1/T3VFkp4jIYQQonz5HRyFhoayePFiXnzxRY4cOYKu6zRp0oTQ0FBvncJWzRbFo0rOkRBCCFGu/BpWczqd9OrVi99++43Q0FDat29Phw4dfAIj4R9FUbwBkvQcCSGEEIHnV3BkMpnYv38/iqJcvrIoNVnrSAghhCg/fidk33nnncTHx5dFW8QleK+v5pbgSAghhAg0v3OOHA4Hb731Fhs3biQuLo6QkBCf7fPnz/f3FFe8Cz1HMltNCCGECDS/g6P9+/fTuXNnAH777TefbTLcVjaMknMkhBBClBu/g6NNmzaVRTtEEdTci89KzpEQQggReH7nHInAk54jIYQQovyUSXD03XffMXLkSLp27cqpU6cAWL58OVu3bi2Lw1/xZCq/EEIIUX78Do7Wrl1L3759CQoKYu/evdjtdgAyMjKYM2eO3w0UYFRlKr8QQghRXvwOjmbPns2iRYtYvHgxJpPJW96tWzf27Nnj7+EFoCrScySEEEKUF7+Do19//ZUePXoUKA8PDyc1NdXfwwtkKr8QQghRnvwOjmrVqsXhw4cLlG/dupXGjRv7e3iB5BwJIYQQ5cnv4Oif//wnEydOZMeOHSiKwunTp1m5ciVTp05l/PjxZdHGK57kHAkhhBDlx+91jqZNm0ZaWhq9evXCZrPRo0cPLBYLU6dO5cEHHyyLNl7x8tY5ksuHCCGEEIHnd3AE8PTTT/P444+TkJCApmm0bt2a0NDQsji04MI6R9JzJIQQQgRemQRHX3/9NV9//TXJycloFyUNL1mypCxOcUWTnCMhhBCi/PgdHM2YMYOZM2cSFxdHrVq15HpqAWCU2WpCCCFEufE7OFq0aBFLly5l1KhRZdEeUQjpORJCCCHKj9+z1RwOB926dSuLtohLkJwjIYQQovz4HRzde++9vPvuu2XRFnEJ3tlqEhwJIYQQAef3sJrNZuPNN9/kq6++on379j6XEAGYP3++v6e44knPkRBCCFF+/A6OfvrpJzp27AjA/v37fbZJcnbZUHMXgdQkOBJCCCECzu/gaNOmTWXRDlEE6TkSQgghyo/fOUci8FQlb7aaTOUXQgghAq3UwdGAAQNIS0vzPn766adJTU31Pj579iytW7f2q3HCQ5WeIyGEEKLclDo4+vLLL7Hb7d7Hzz77LOfOnfM+drlc/Prrr/61TgAXLjwr11YTQgghAq/UwZGu60U+FmVHeo6EEEKI8iM5R1WAUdY5EkIIIcpNqYMjRVEKTNWXqfuBIT1HQgghRPkp9VR+XdcZM2YMFosF8CwGOW7cOEJCQgB88pGEf4wGma0mhBBClJdSB0ejR4/2eTxy5MgCde68887SHl7kIz1HQgghRPkpdXD09ttvl2U7RBEu9BxJcCSEEEIEmiRkVwF5F56VniMhhBAi8CQ4qgJknSMhhBCi/EhwVAXk5Ry5ZS0pIYQQIuAkOKoCJOdICCGEKD8SHFUBMltNCCGEKD+lmq02ZcqUYtedP39+aU7htXDhQp5//nkSExNp06YNL730Et27d79k/S1btjBlyhQOHDhA7dq1mTZtGuPGjSu07urVqxk2bBiDBw/mo48+8qudgaTKOkdCCCFEuSlVcLR3716fx7t378btdtOiRQsAfvvtN1RVpUuXLn417r333mPSpEksXLiQ6667jjfeeIP+/fuTkJBA/fr1C9Q/evQoAwYMYOzYsaxYsYLvv/+e8ePHExMTwy233OJT948//mDq1KlFBlqVhbfnSBKyhRBCiIArVXC0adMm7/358+cTFhbGsmXLiIqKAuD8+fPcddddfgce8+fP55577uHee+8F4KWXXuLLL7/k9ddfZ+7cuQXqL1q0iPr16/PSSy8B0KpVK3bt2sW8efN8giO3282IESOYMWMG3333HampqX61M9Ak50gIIYQoP37nHL3wwgvMnTvXGxgBREVFMXv2bF544YVSH9fhcLB792769OnjU96nTx+2bdtW6D7bt28vUL9v377s2rULp9PpLZs5cyYxMTHcc889xWqL3W4nPT3d51aeZJ0jIYQQovz4HRylp6dz5syZAuXJyclkZGSU+rgpKSm43W5q1qzpU16zZk2SkpIK3ScpKanQ+i6Xi5SUFAC+//574uPjWbx4cbHbMnfuXCIiIry3evXqlfDZ+Ed6joQQQojy43dwNGTIEO666y7WrFnDyZMnOXnyJGvWrOGee+7h5ptv9ruBiqL4PNZ1vUDZ5ernlWdkZDBy5EgWL15MdHR0sdvw6KOPkpaW5r2dOHGiBM/Afxdmq0lCthBCCBFopb62Wp5FixYxdepURo4c6R26MhqN3HPPPTz//POlPm50dDSqqhboJUpOTi7QO5QnNja20PpGo5Hq1atz4MABjh07xo033ujdruUGHEajkV9//ZUmTZoUOK7FYsFisZT6ufhLeo6EEEKI8uN3cBQcHOydbv/777+j6zpNmzYlJCTEr+OazWa6dOnCxo0bGTJkiLd848aNDB48uNB9unbtyqeffupTtmHDBuLi4jCZTLRs2ZKff/7ZZ/t//vMfMjIyePnll8t9uKy4ZJ0jIYQQovz4HRzlCQkJoX379mV1OMCzntKoUaOIi4uja9euvPnmmxw/fty7btGjjz7KqVOneOeddwAYN24cr776KlOmTGHs2LFs376d+Ph4Vq1aBYDVaqVt27Y+54iMjAQoUF6ZeK+tJsGREEIIEXBlEhx99913vPHGG/z++++sWbOGOnXqsHz5cho1asTf/va3Uh936NChnD17lpkzZ5KYmEjbtm35/PPPadCgAQCJiYkcP37cW79Ro0Z8/vnnTJ48mddee43atWuzYMGCAmscVTXe2WqyzpEQQggRcIqu+3c107Vr1zJq1ChGjBjB8uXLSUhIoHHjxixcuJDPPvuMzz//vKzaWmmkp6cTERFBWloa4eHhAT/f94dTGPHWDlrGhvHFpB4BP58QQgjxV1Tc72+/Z6vNnj2bRYsWsXjxYkwmk7e8W7du7Nmzx9/DCyTnSAghhChPfgdHv/76Kz16FOzNCA8Pr/QrT1cVMltNCCGEKD9+B0e1atXi8OHDBcq3bt1K48aN/T28QNY5EkIIIcqT38HRP//5TyZOnMiOHTtQFIXTp0+zcuVKpk6dyvjx48uijVc8Y25CtlsSsoUQQoiA83u22rRp00hLS6NXr17YbDZ69OiBxWJh6tSpPPjgg2XRxitebmwkOUdCCCFEOSiTqfxPP/00jz/+OAkJCWiaRuvWrQkNDS2LQwvy9RxJcCSEEEIEnN/Datdffz0zZswgODiYuLg4rr76akJDQzl//jzXX399WbTxiiez1YQQQojy43fP0ebNm/n555/Zu3cvK1eu9F42xOFwsGXLFr8bKGS2mhBCCFGe/O45Avjqq69ISkri2muv5dixY2VxSJGPzFYTQgghyk+ZBEe1atViy5YttG/fnquuuorNmzeXxWFFLrm2mhBCCFF+/A6OFMXzxW2xWFi5ciUTJ06kX79+LFy40O/GCQ/JORJCCCHKj985Rxdfmu0///kPrVq1YvTo0f4eWuTKm62m66BpOobcYEkIIYQQZc/v4Ojo0aNER0f7lN1yyy20aNGC3bt3+3t4wYWeIwC3rmNAgiMhhBAiUPwOjho0aFBoedu2bWnbtq2/hxdcmK0Gnrwjk1qBjRFCCCH+4koVHE2ZMoVZs2YREhLClClTiqw7f/78UjVMXJC/50jyjoQQQojAKlVwtHfvXpxOp/f+peQlawv/+PQcyfXVhBBCiIAqVXC0adOmQu+LwPDtOZK1joQQQohAKpN1jkRgKYriDZBkrSMhhBAisEqdc1RcknNUNlRFwY0uOUdCCCFEgJU656g4JOeo7KgGBdzScySEEEIEmt85R6J8GGWVbCGEEKJc+L3OUZ6EhASOHz+Ow+HwlimKwo033lhWp7iiqd7rq0lCthBCCBFIfgdHR44cYciQIfz8888oiuK9nEjekJrb7fb3FALpORJCCCHKi9+z1SZOnEijRo04c+YMwcHBHDhwgG+//Za4uDg2b95cBk0UkO/is7LOkRBCCBFQfvccbd++nW+++YaYmBgMBgMGg4G//e1vzJ07lwkTJhQ7eVsULe/is5KQLYQQQgSW3z1Hbreb0NBQAKKjozl9+jTguebar7/+6u/hRS7vOke6BEdCCCFEIPndc9S2bVt++uknGjduzDXXXMNzzz2H2WzmzTffpHHjxmXRRsGFnCPpORJCCCECy+/g6D//+Q9ZWVkAzJ49m4EDB9K9e3eqV6/Oe++953cDhYfkHAkhhBDlw+/gqG/fvt77jRs3JiEhgXPnzhEVFSWLQJYhuXyIEEIIUT7KbJ2j/KpVqxaIw17RjGreVH5Z50gIIYQIpDIJjmw2Gz/99BPJycloF315Dxo0qCxOccVTZbaaEEIIUS78Do6++OIL7rzzTlJSUgpsUxRFFoEsI7IIpBBCCFE+/J7K/+CDD3LbbbeRmJiIpmk+NwmMyo6qSM6REEIIUR78Do6Sk5OZMmUKNWvWLIv2iEtQpedICCGEKBd+B0e33nqrXCakHBjlwrNCCCFEufA75+jVV1/ltttu47vvvqNdu3aYTCaf7RMmTPD3FAJZ50gIIYQoL34HR++++y5ffvklQUFBbN682WdtI0VRJDgqI7JCthBCCFE+ymSF7JkzZ/LII49gMPg9SicuQXKOhBBCiPLhdzTjcDgYOnSoBEYBZsx9fTW58KwQQggRUH5HNKNHj5ZrqJUDyTkSQgghyoffw2put5vnnnuOL7/8kvbt2xdIyJ4/f76/pxBIzpEQQghRXvwOjn7++Wc6deoEwP79+322yYVny47kHAkhhBDlw+/gaNOmTWXRDnEZss6REEIIUT78yjlyOp306tWL3377razaIy5Beo6EEEKI8uFXcGQymdi/f78Mn5WDvNlqknMkhBBCBJbfs9XuvPNO4uPjy6ItogjScySEEEKUD79zjhwOB2+99RYbN24kLi6OkJAQn+0yW61sqDJbTQghhCgXfgdH+/fvp3PnzgAFco9kuK3syDpHQgghRPmQ2WpVxIV1jmS2mhBCCBFIfgdHAKmpqcTHx3Pw4EEURaF169bcfffdRERElMXhBZJzJIQQQpQXvxOyd+3aRZMmTXjxxRc5d+4cKSkpzJ8/nyZNmrBnz56yaKNAVsgWQgghyovfPUeTJ09m0KBBLF68GKPRcziXy8W9997LpEmT+Pbbb/1upABVpvILIYQQ5cLv4GjXrl0+gRGA0Whk2rRpxMXF+Xt4kUt6joQQQojy4fewWnh4OMePHy9QfuLECcLCwvw9vMglOUdCCCFE+fA7OBo6dCj33HMP7733HidOnODkyZOsXr2ae++9l2HDhpVFGwX5r60mwZEQQggRSH4Pq82bNw9FUbjzzjtxuVyA57Ii999/P88884zfDRQeF3qOZCq/EEIIEUh+B0dms5mXX36ZuXPncvjwYQCaNm1KcHCw340TFxhlEUghhBCiXPg9rJYnODiY9u3b0759+zINjBYuXEijRo2wWq106dKF7777rsj6W7ZsoUuXLlitVho3bsyiRYt8ti9evJju3bsTFRVFVFQUN9xwAzt37iyz9gZKkNkTx2Y73BXcEiGEEOKvrdTBkcFgQFXVIm/5Z7CVxnvvvcekSZN4/PHH2bt3L927d6d///6FJoADHD16lAEDBtC9e3f27t3LY489xoQJE1i7dq23zubNmxk2bBibNm1i+/bt1K9fnz59+nDq1Cm/2hpoIWYVgCyHq4JbIoQQQvy1Kbqul2qc5uOPP77ktm3btvHKK6+g6zo5OTmlbtw111xD586def31171lrVq14qabbmLu3LkF6j/88MN88sknHDx40Fs2btw4fvzxR7Zv317oOdxuN1FRUbz66qvceeedhdax2+3Y7Xbv4/T0dOrVq0daWhrh4eGlfXol8r8jZ7njzf/ROCaEbx76e7mcUwghhPgrSU9PJyIi4rLf36Xu2hk8eHCBsl9++YVHH32UTz/9lBEjRjBr1qzSHh6Hw8Hu3bt55JFHfMr79OnDtm3bCt1n+/bt9OnTx6esb9++xMfH43Q6MZlMBfbJzs7G6XRSrVq1S7Zl7ty5zJgxoxTPouyEWjy/qiy79BwJIYQQgVQmOUenT59m7NixtG/fHpfLxb59+1i2bBn169cv9TFTUlJwu93UrFnTp7xmzZokJSUVuk9SUlKh9V0uFykpKYXu88gjj1CnTh1uuOGGS7bl0UcfJS0tzXs7ceJECZ+N/0K8wZHkHAkhhBCB5FdSUFpaGnPmzOGVV16hY8eOfP3113Tv3r2s2gaAoig+j3VdL1B2ufqFlQM899xzrFq1is2bN2O1Wi95TIvFgsViKUmzy1yI5ULO0eVeAyGEEEKUXqmDo+eee45nn32W2NhYVq1aVegwmz+io6NRVbVAL1FycnKB3qE8sbGxhdY3Go1Ur17dp3zevHnMmTOHr776ivbt25dp2wMhJHe2mq5DjtNNsNnvVRiEEEIIUYhSf8M+8sgjBAUF0bRpU5YtW8ayZcsKrbdu3bpSHd9sNtOlSxc2btzIkCFDvOUbN268ZCDWtWtXPv30U5+yDRs2EBcX55Nv9PzzzzN79my+/PLLKnP9t2CziqJ4gqNMu0uCIyGEECJASv0Ne+eddwZ8aGfKlCmMGjWKuLg4unbtyptvvsnx48cZN24c4MkFOnXqFO+88w7gmZn26quvMmXKFMaOHcv27duJj49n1apV3mM+99xzPPHEE7z77rs0bNjQ29MUGhpKaGhoQJ+PPxRFIcRsJNPu8uQdyWXrhBBCiIAodXC0dOnSMmxG4YYOHcrZs2eZOXMmiYmJtG3bls8//5wGDRoAkJiY6LPmUaNGjfj888+ZPHkyr732GrVr12bBggXccsst3joLFy7E4XBw6623+pxr+vTpPPXUUwF/Tv4Isai5wZHMWBNCCCECpdTrHF3JirtOQlm7/oXNHPkzi/fuu5ZrGle//A5CCCGE8Cru93eZXT5EBF5eUraski2EEEIEjgRHVUjedP5MWetICCGECBgJjqoQWSVbCCGECDwJjqqQEAmOhBBCiICT4KgKkUuICCGEEIEnwVEVEmK+cAkRIYQQQgSGBEdVSF7PUaYMqwkhhBABI8FRFSIJ2UIIIUTgSXBUhUhCthBCCBF4EhxVITKsJoQQQgSeBEdVSF5CdrZDZqsJIYQQgSLBURUiPUdCCCFE4ElwVIVIQrYQQggReBIcVSGyCKQQQggReBIcVSF5F57NcrjQdb2CWyOEEEL8NUlwVIXkDavpOuQ4pfdICCGECAQJjqqQIJOKonjuS1K2EEIIERgSHFUhiqIQYpa8IyGEECKQJDiqYrx5R9JzJIQQQgSEBEdVjKx1JIQQQgSWBEdVTF5SdrZDgiMhhBAiECQ4qmKCcy8hkik5R0IIIURASHBUxcgq2UIIIURgSXBUxYRIcCSEEEIElLGiGyBKRhKyxV+V3eVm3Z5TbPv9LEaDgtWk0q5OBH3a1CQ61FLRzRNCXEEkOKpiZFhN/NXous6K//3BK98cJjnD7rNtFfCfj36mTe0IakdaqRFmpWa4hRrhVprVCKVD3UgMBqViGi6E+MuS4KiKyUvIznJIQrb4a4jfepTZ/z0IQGy4lWFX1yfIbCA9x8W3h/7kp5Np/HzKc7tY9RAz3ZtFExsRRFSwCYOi4HBrqAaF2HArtSOD6FAvAotRLe+nJYQoJs2t4XJoOO1u781hcxFZM5iQiIrpNZbgqIqRniPxV7Ix4QxPf+4JjCbd0Izxf2+K2XghFXJq3xacPJ/N/lPp/Jlh40y6neQMG4lpNvYdT+VsloOP9p0u8hwxYRbGdGvIiGvqExlsDujzEeKvQtd03C4Nl1PD7dJwO3Pv5z7Ou+9yur3bnHY3Lof7QqDjyH1s17z3PXUu1HU63Giuwi+kfsNdrWlxTWw5P3MPCY6qGEnIFn8VCafTmbh6L7oOw6+pz8T/a4aiFBwiqxsVTN2o4ALlTrfGD8fOseeP85zLcnI+24Gu65iNBlxuncQ0G4eSM/gzw87zX/7KG1t+5z8DW3Nbl7qFnkeI4tJ1HV3T0TQdzX3xfdA0zVPm9pT73gdd07yP8+/v3fdS29z6JY/t2Te3zK3lu6+jaVzURg23S/cJcnwCHZd2yYAlkBQFTFYjJouKyaKiGituzpgER1WMJGSLv4JMu4sH3t1DtsNN92bRzBjUpsQBi0k10K1JNN2aRF+yjsOl8dlPp3ljyxF+PZPBtDU/8emPp5l3Wwdqhlv9fRqiFDRNx+W40Nvgcrgv9ELk3nc5NNzOC/ddTveFYMCto+u+wYY3INDxDSz0CwGGT3CgXxx4FBZs6BcFGPnPX9GvYvlSFFDNKkajAdXkuRlNBlRj7s/cm8msYrSonp9mAyaLitGsYjIb8pWrmCyG3J9521WMFs/xKss/LhIcVTGh3murSc5RHl3XOZ/t5I+zWfyZYSc1x0mmzYWm67g1HZNqIMisEmIxEhNqoUa4hXpRwT7DN+ICl1sjy+7GqCpYjAaMatm/Tk9+tJ+jKVnUirCy4I5OmAJwDgCz0cDNnesyqENt3tp6lBc3/sZ3h1K46bXviR99Fa1rhwfkvFVFXpCQF6S48wUjLqeGO9/9AgFLXiDj1HDnu19Y4JO/jub+C0cWChgMCgaDgqJ6fhpUBSWvzHBRmepb7lNWjG0+20t4PjU30Cks4PHez70ZDEqlCVrKiwRHVUywOXdY7Qq+fEiW3cWOo2f54dh5fjyRyoHT6aTlOEt0DKNBoVF0CG1qhxPXsBrXNKpG0xqhV9wHQH5JaTbe2X6Md3ceJzXb83oaDQrXNq5O79Y16dc2tkx6W9bsPsm6vadQDQoLhnUiKiTweUBG1cC4nk3o3bom972zi9//zOLWRdt4dXgnrm9ZM+DnLy5d1/MFFvmGOXyCFHduoJJb5sgbGrlw3+V05wY2F9cpGLBUZC+IajRgNF/4MjaaVe+Xct59o8mAalZR1YKBgM+Xv1JIYKAqKAo+QUVevUsGHhcFGIUds9BgRfGUib8GRdevtA5C/6WnpxMREUFaWhrh4eX7n+f+U2kMfGUrNcMt7HjshnI9d0U6nZrDlweS+PJAErv/OI+zkP8+Y8OtxEZYiQw2EWoxYlINKAo43To5DjfpNicpmXbOpNkKne1Xv1ow/drG0q9tLB2voCniTrfGK98cZuGmw7i0S38cKApc1ySaQR1qc03jatSvFlziYPKrhDOMX7kHh1tjap/mPHh9M3+bX2JpOU7Gr9zN94fPYlDgiYGtueu6Rj51tNxk1LzkU28yqutCfoZPsqpLKzxgKUGPSl7wUmEUcoMRNV/A4rnvCVgu3M8LWIz5gpoiAxyz51hq3v3cIRoJJkR5K+73twRHpVCRwdHRlCx6zdtMqMXI/hl9y/Xc5S3T7uLznxJZs/skO4+d89lWNyqI65pE07F+JO3qRNC0RihWU/Gma+u6TlK6jV+SMth3PJUfjp1j9x/nsbsufDHFhlvp26YmfdvGcnXDagEZWqoMfjuTwZT397H/VDoAVzesxj3dG/H3FjFoGiSm5fD1wWTW709kz/FUn32jQ810rh9FlwZRXNu4Ou3rRhQZLH2xP5EH392LS9MZ0C6WV4Z1Rr3oy1HXPXkdBQKQ/EHKRUFLocGLS8Pt1HPruj3Jp/nquJxuTvyZRVqWEyMQbjISYlK959WKCBLLi8GgoHqDkeIELGrh9XMDk7wg5cI+vvsajFfe0Im48khwFEAVGRwlZ9i4+umvURQ4MmfAX/LD7HByBsu2/cHaPSfJzu3hURSIaxBF3zax/F+rmjSsXvJei6JkO1xs/vVPvtifxDe/JPskvFcLMXNDqxr0bRPLdU2jix2EVWaZdhcLvj7Ekq1HcWk6kcEmZg1uy8D2tdBcujcAyRvWcbs0TqVks/lgMj8fT+VkSja6W8cIGHVQgWpWMy2iQ6kfaaVGsAUlN8hJy3Tw+5kMklNtGDSICTZTN9zqzXW5OPChkn0iKQoXcjLy8jPy/fTmZhiL36NiMucFMvmDFt+AxfAXDciFqEgSHAVQRQZH2Q4XrZ/8EoADM/p6Z69VdW5N5+uDZ1i2/RjfHz7rLW8cE8KtXeoypFMdakUElUtbbE43235PYf3PSWw8eMabfwNgMRroWC+SqxpWI65hFJ0bRBFuNQW0Pbp2IWHWu0bIRWuGFLbNZXfjvGiabnqWk5Q0G2mZDm9wE6KqBBtVNFcFD+sUwqAqvomixoKJo2q+bYWVGwsLZvLV2XXiPC9/c4h0p5vwEBNT+7fk+tY1veeRIEWIvw4JjgKoIoMjXddp8tjnaDpsfbhXoeu/VCWp2Q7e++EEy//3ByfP5wBgUKB365qM7taQro2rV2jvmMutsePoOb48kMSGA2dISrf5bFcUaFEzjA51I+lYP5IOdSNpEh2M7tRx2Fw4bW4cNjdOmwuHze0tc9pdOHLcOOwXtjltrgsrxOYm3brsnnyUinLJGSx5ibRGT88HqkJKtoNTGTmcSreTanfiUsANuBSdZrXCub5NDRrXDMu3r6HQwCd/AFNeOSlHU7K4f8VufknKAOCqhlFM/L/mXN2omsxqFOIvRIKjAKrI4Ahg0Ktb+elkGjMGtWF0t4blfv6ycDAxnWXbjvHRvlPYcr/8I4NN3HFVfUZeW79Cgj5d8wQ09hwXjtybPTv3Z+795LM5JKZkczbNRnqGA7fdjRkFsw5m3fPTRAC/0FUFjAqoCpqqoBsUNBXcCuToOlluN+lON1luN07ApYALPfcnKEaFNvUiubZpdTo3qobFql4U/Kje4SN/clBOns8mPceFwQCRQWZiIyr/mkI2p5sFXx8ifutRb/5ZkEmlc4NIGkeHUicqiDqRQdSJCiI6xILDrWFzujmb5SAldwkJm9ON3aURalGJCDIREWQiPMhETKiFJjGhV0ySvxCVlQRHAVTRwdGSrUeZ+VkCHepF8vED15X7+UvL5dbYkHCGpduOsfPohQTr1rXCGdOtIYM61vYrn8fldPsEMxcHN44cF45sF3Zb7s+cfNuyXTjs7jLNd3GhY1fAqXh+OtBxGQCTAacCDkUnU9PI0XTsio4jt66T3J8KuQHOhfslibvCLEYax4TQtEYYrWqF0al+FG1qh/8lcqYCKSnNxoJvDvHF/iTOZTnK7LjVQsx0a1KdAe1q0bt1zYCt7SSEuDQJjgKoooOjPzPsXDv3a9yazjcP9aRxTGi5t6EkzmbaWbXzOCt3HCcxzTMspRoU+rWNZUy3hsQ1iPLpodDcGrYsF7Ysp+eW6Sx431vmqefIduF2lc3wk2o0YA42YgkyYg4yYglSMQeZcn96ysxWIyareuGnxbNNNRs4nWXnRLqNE2k5/HE2m2Nnszh+LpuT53NwFzELKjh3oUqL0YDFaMBsVDHn3r9QZsCsGrDkbruwXSU6zEztiCBqRwZRK9Ia8FyovzpN0zmUnMme4+c5eT6bU+dzOJWaw6nzOZzLdmBWDVhNKtVCzMSEWYgIMhFs9vxesuxu0nKc3tvp1Bzv5AKAmuEWhl1dn+FX16eGrNQtRLmR4CiAKjo4Ahjz9k42//onE/6vGVN6N6+QNhRF03S2/X6WD3Yc57v9ZzC6dKy6Qg2Lib/Vj6JDTDhGt54b6FwIhOxZTuzZfixwqYDZmi+wCc4LcPI9tl6iPMiIOUjFGKCeFadb43RqDhk2z/MzKAphViNhViOhFuNfdrkA4fnd7zuRyje/JPPBrhOkZHp6pIwGhb5tYxl2VX26NqleYGkDIUTZkuAogCpDcPTxvlNMXL2P+tWC2fLvvwc8aVnXdOw5vr059iwnOfl7cDKdpKXZ+DMlh+xMJ2a37lf+jSXYiCXEhDXERFCo56c1xIQ11Ig1xIQlrzzUhCXY5AluLKosLCcqNYdLY/3+RJZv/4Ndf5z3lteOsHJz57rc0qUujaJDKrCFQvx1SXAUQJUhOMpxuImbvZEsh5vnbmlf7HwdXddxObQLQU6WE3veEFamE1u2E3umE1u2y2c4y57tQi/lwniKAayh5ouCHKMnqAm5EPTkBTrWEBOWYKNMoRZ/eQdOp/HujuN8+uNp0m0Xeky7NIji7usa0a9trPQmCVGGJDgKoPIKjnRNA8UzY+jc6SzOJWYRFGYiONwTaMz4aD9f/ZSERVcIUw3E1YmkR8PqRFtM2LPz8nJcBQIhf3JzjBYVa4gRg0UlQ9c4neMgMceBTdHJMejkKNCodhi92sfy93Y1iYi0YrKqPj1bdredlJwUzuWcI9uVjUtzYTVacWkuzuac5ZztHOft5zEbzISaQwkxhRBq8vzUdZ1MZyaKomBVrViNVkJMITQMb0iwqeQz3FyaiyxnFhmODDRdIzoomiBjEJquoRrKbnhN13XsbjuarhFkDPpLLt4pSs/mdPPVwTOs3X2SLb/9Sd7/IY2iQ7jnb424qVMdQv8ia5oJUZEkOAqg8giOdE3j6B3DSMkO4fRVIzmVWLbHVxQdi0nDbNQxqk4UJQfV4MSqujEanBgVO253Bm53Gk53Gg5nKpm2c2TaM7E5bXjmVLlRdCOK24hVDaaaNYzY0HDMqgGHy4HNmU22M5scZzYut2chRZfLgUtzgu6ZeKXkvvsMOoWXXfy65MYUhb1praYgQk2hBJtDsKgWbG4bmY5MHJoTh+bAqTlx6W4UlNxZXwq6rhU8Zu7jIGMQ1YKiibRGEmwKwak5ceJCUQygKBgUAy7djUN34tRcODWn51y6A4fmREMHFHLcNnLcOWi5JarBiFE1oemeEjcaWm47LEYrFqMVVTViNBgxGIwYVSMm1YzRYMJgMJDtyiHHnYNLc2NQVUJMoagGFS33DHk3g0ElyBhEsDkEq9FKhjOTVEcaJtWM1RREkDEIqykIqzGIMEs41YKqYVLNqAYjQaYgzyJOKJ6fCp6ALu+WrzwvgPfZZiik7DLH8Sn3brtUee5FPotdv5Dy3G1K7nPAYACDAcVgAFX1/Mz32GdbAIPb5HQbK3YcZ9m2Y94LKodajNzUqTa3dqlHh8tcpkWIysKpOcl2ZpPlzCLTmUmmI5NMZ6b3cbo9nXO2c9jddlRFxaAYMCgG7/3eDXvTpnqbMm1Tcb+/5V+RSurkjsN8b+xDet1GkAjoGmGZx3GrVhzmcFzGYBTNhdGVg9FtQ3XlYHTZMLptGF05mJxZGF1ZmJy5N1cWJmc2xtz7qtteRqvx5E11TgeSyuSIpZede7uc4v4/kA0cz72VJWfurTBZubfyl5N7AzhfVEUBgG5Q0A0GMHjWm8JgQM8LslTDheBKVVEMaoGgSzOAG91nfxTPMf9PVfi7DuftLs5mO8lxGXFvsbJLUUmwmqhdLYS61UMJspg8xzOqKKoRxaiCavScM999VEOB7b77XHTfmLefpyz/fd/tF9U15Z3bCCaT57566R5YTddwab4TMFRFLdNe28pM13WynFk4NM/naIgpBLPBHJDgN8uZRVJWkic4cXiCE7fuRlVUjAYjJoOJatZqhJhC+DPnT9Lt6Tg1J+mOdM7mnCXLmYXNbcPmsmF3233vu2zY3DbsLt9yt17wAt8l0TCiYZkHR8UlwVEl9M3xb0jd9RPp4e1RNCexSf+jwYmvCc7501tHUwy4VA2nyYDDrOAwgsMINhPYjDp2g47ZbcCkK2gmBUOQEavFglvRsOmQoyu4FdAU0A1gNFpxKwYcusu7srEbs+emm9Exo6oWqgeHUDM8jNqR4QSZLDg0J9nubDKdWWQ4M8lwZaIoBsyqmRBzCCHmMEItYViMVlAULKrF25Oh5H4ZXOg9yP8fviHff/e58jo5vZ2dF4KcHEc2f+akcDYnhTRHGtmOLEJMIVQPqk6I0XO+IIMVo2pE13R0PF1VRsWIWTVhwJPf5Mjr2QLO5pzldOYpzmWfJdOZgVW1YjFYQNfQNQ1N0zAaVCyKGbNqwmwwYzbk/lRMGHJ7piyqhWA1CLPBBDrY3TacbicGFAy6Qm7/BegadrcDh8uOW3Ph1ty5P1243S5cmstzPMWMRTVjQEHT3NhdNnRdR9E9r52ie46naxpOt8N7MxvMBKlWzxeS24lLc+HWnLjcLhwuzwdc3mur6BeWVPLe18Fw8faLevsKlAOKrmBRzRgVFUXH85obzBjwfDk43Q7cmht0HQU8vwtd9/Tq5f5E8wwF59+meM+heMpy6xRoS777+dtX8Ll5HqvFjJ0VTUfRSv7hn3d4hct/AAcBtQvbcLToELsy0RUFXTWgqQpuAzgVDZcKbkXHadBxG/DcVC7cN+QucqoacKsKmkFBVxUUoxGDyYzRZEE1WVBNZoxGE6pqwmgyY1LNmE1Wgs0hVAuKxmoJzv2c8QSsKAq6oqAajZ4ygwFFzd1uULBpDhy6C4Oq4sSNXXNi1+yeAEB34NbdGAxG3Lobm2bHrjmwa07cuhtNAbfuxq3oaLpGtiuHTHeWp7dYNWJQVAyqisGgku3KIcV2lhRbCjluO7ri6RXX8fz0TCpRctvLhZ+5vbJ5n415++TvFVXwlCuK4nmvKZ7PoQxXZu7jC+/B/L3meffzyvPqXrzdp6ddKXpfJbeeJTf9IS89Iswc5v1ZzVoNq9GKW3N7etN1zfN66hpNIpqU0buw5CQ4qoRe3P0infYfofuhv3Gk2j7m98sixh1C2zp/p0VsO5rEtqZ5bFuqB0df8hiZdhfv/3CC+K1HOZV64bIcPZvH0DA6BKsJTqef47fkDH5PcuFwFfxPrXFMCHENoohrUI0uDaNoHB1Sqbvz65Tx8eoDncr4mFVBmj2NHYk7+CP9D6xGK8HGYM/wnCkYs8FMii2F05mnScxKJMuZRXVrdQyKgVR7Kr+c+4XDqYcLOao79wae3sbi9PDll/e+y/tYvzhZX/GWGQ1GYoJiqBVSixxXDuft5zlvO4/dbS/0yBGWCOqF1qNeWD2CTcGk2lNxu12YFSMmXcWgg9vtxOVy4nDaMGEgwhyOSVfRNbcnUHa50N1udM2Nprlwu5w4nXYcLhtOpwOny47T5UDRNNB0FLeGxWAm1BiMCdUblCkaGHQFVQeD5gnYdE0jLec8OY4sDLlBnEHzBHL5H6saGDQdVc+77/mZdz9MDSbUEIRRN2BzZONwZKO49Qv76qBqer59FSyoqJric0yDpoPLjZJbN/+tsKFwRddRXG4MLs8XjqVYv+/ccXYuzo+0U9ye1czcm78subeKmXrzV5HbI67k/oNfYHg79y/8orJaM1rC4HYV0mIJjiqha2pdQ/usTOqe/hZHz268euu/aBvdFqOh+L+uUIuRu//WiDu7NuDz/Ums+N8f7Dx6jk2//gm//nlRbZWoYBMd6nmuDdaxXiQd6kVSLcRctk9MVAkRlgj6NOxT6v3tbjtuzZ3bOwep9lSOph0lw5GBS3NxMvMkJzNO4nQ7MRqM1AuvR2xwLGbVjMPtIN2RjtFg9P6XGWwK9knGNxvMhFvCUVA8eWSaC1VRqRlSkyhLFCa18MUvs53ZnLd7giRN0wg2BRNuDifUXLkXUc2TakvlaPpR9pzZw5aTWziedpIspxOb04mm6+jOamiOaEDHaMrGbD2HYnBiNJjI1s7hCSzyB4gGVMWIRbXi1t1Y1SBCTKEoQKYzgzRH3uCqp1cyOtVMttVNVpAb8PwzZVAMaPqFAEbRdayYqa5GEGkMJdIUTqQaRoQaSpgaTG1rDeoH1SFUDcKqm7DoKqqugMsFLjea24XudOBy2HE7HbicDjSXA93pQnM5cDhysNmysDuycdizcTntuFxOTy6j24nL7cDhtGNzZJNlz8BAbhB5UTCp6AUf59VRdQVF11ExYELFqKioGFAVAwZdQdd1DCg+ZQaUCz2TuQGiqiuoigrooHl6QdF1T3CMghEDxtzcGkXzBIO65umVRs/t3dZy98l303Xd25NKbl3Pn1q+nvW8svy97Hq+bRWlQO9/vk2FVXdX3HUlJTiqZDLOpnCHegOpGTvJMf1Jt65DiYhuh+ESY/AuhwNbVib2rEycdjtGkwmjxYrRbM69WbixfS0GdajN4eRMNiacIT3HTo7NSZjFQIuYIJpHB1MnKgiT1bNf3rl0Xcdpt+HIySEnPY0/ftqLPSebkIgoQqKiCIn03IIjozAaTdhzsrFnZWLLykJRFFSTCdVoQnO70Fwu3C4XmtvtGRJRDNiyPLPOjCazp67JhNFsxmwNQjEYOH/6FOcSTxEeU4NqteqgaRrJRw+TlnyG6nXrYzSbPUNkmhuH3UZ2WhrhMTFUr1MPxWAg5fgfnDt9EmtoGKGRUZiDgzEYPDkQnu5tA/bsbLLSzmPLzMBg8JQ5HQ7PbLiQUCwhIVhCQrHm/lSNRpw2G+agYE93teZGc2soCpisQeiaRvqfyZxLPMm5UyfJPJdCTIPGRNSMRVWN6LqOIzsr97XKwpaVicFgoHq9BpgsFnIy0kk+dhR7diZRsbWJiq2NKSiY9OQkcjIzMVksGM1m3C4XLrsdHR1FMeDIycagqqSnJGM0mYmu39DzO9Q0tNzeDXRQDAYMqorRbMZksYICTpsdp92W+ztyoutgNJkwGI2oRiPBEZFYQ0JRchOSDbnDoTlpaZw/c5rMc2cLfLI57TYyz50lokZNwqJrEKmqmNOyOJ94mupnEonS3BhUz/FV01lUUzq6omDSdapz4XA5gN1gIN1kwmgyoZrMaCYTNl33vK/cWu5PN6fcbs97LLcnR9PcaG43qtGEJTgYS3AI5qBgNLcLp92Oy2HHafd8CWt5X0h5Xx65SeaKwZDbW+pJAFcUg3dI1dtrlHvfYDRhslg873mXZyjU7XTiduX99NzX874oAUPua2q0WDBbgzCoKi67HafD7vm6NSieOorB254Ig4HBhkYoSmPPkBEKqTYX57KcpGR5VuR26+Dp+8wb4nBjMOSAwYmCBpoJNDNoF1Yiyx2EQckbOlWcKIoLBZ0oZxZhDk9vn6t6Nao3bkZscCiKy4XdlkN2Tgaaw+kJLlQjZ34/RFj1aJp0uQZzcDBGxeJJsnUYcWbYSco8jdOWg8kahDUkFGtoKJaQUEwWC7bMTHI0HTcGFHOQd8gor2fBbLYQYrHgtHvetwaDAdVkRtc17FlZWEPDCImMxKbZOZ12CoctB93lJlixYnBqOLNtZGamkpmThjk8jODo6lgjwgkyB1MzLJYgs+dzwjPSnfv71XVUVcVgNPn8bbidTp/3kuZyYQkJJSQyCpPVmvv54PmM0DQ3TlsOtqxMnDYblpBQgsMjPEN4dhsuh8N7PjQNo9VKePUYjBYLLrsde042bqfT8zvXdXIyM7AEBXs+i7jw3vXESTr551rpuk76n2c8r09YOEGhYQSFh2MNCcXtdJJ1/hwup9MTkOY+H4PRRFSt2jiysgiOiMAaFOJ9X+tut/dvQnO5sGVn4cjJxmy2YAkORjWaPEPiucGep1c1d5hcc3teU7fmGTrXNBRFISQswrN8i6Zjz8km7dxZ1GYtSvYFWoZktlopBHK22oEtX/PFwhcLlCuKAdVo9P5Roig4cv9YLktRMJrNoOmeD2f9MtG4omAwqGi5eSDFoigV+x9JJWBQVTS3fwmIQlRWDsWESXcG8rLKQvj4x8RptOzWo0yPKbPVqiiT1UqNOvVJP3oEu0n1zH4BdF3D5XSAs+CFMBXFgCUkBKPFgtvhwJV78wZBuo7LXni+RaFy/yvPf3xzcBCxTZoTWTOWrNRUslLPeX+6nU5vYGQ0mTEHe5IgXQ47bpfLk4xoNOb+52X0JArqOpbgEFAUT5vz/mtxOHDk5KCjExIRSXT9hmSk/EnqmSQMBgORsbWIql2H1MTTaJrm/c/eaDYTFBZO+p/JnE88ha5DZM1Yous3xJ6dRVbqeVx2u7c3Ie9mDgomJNLTM6IDmsvlCSQBW2amt1fOlpV52UA0LzAymsxE1apNVO26hERFkfT7IWwZGbhdLsDzvC3BIZ5eqeAQXHY75xJP4XY6sIaEEVWrNkERkaQmJZJ2JhGn3UZIZDVCq1XH5fD8V6caTRjNltz/bnXMQUG4XS5Cq1XHnpVFWnKSt5cor3cCFO9/si6HA6fd5t3XaLHk/kfsGZLScns5XA4HWannPf99a5pPT4k1NIyo2NqEVY/GoKqepPDc96tqNBEcGUVachJZ58+haRrWkFDP6xJbG9Vs9vYmup1OXE4nvt1PF3KMNLfb2/PieZ84URTF89xUz2Khnp9qvjLVe3M7ndhz/7N15ORgMBox5faqmiyepF6Dqubmvxq8fwN6vp4kT3I43l7PvNc0rydNMRhwu1w47TbcTmduj5in59R73+RJHPa8Z/EeT3e7cTrsOG023G4XJosVk8WTmePpGfX8h615//PWLtz0i7Z7F2r1Hb7I7Qzz9ojlJe56Hnteb8U7IcKQm0yr4NR0bE6NHN1ATo1m/H76PCd++oFziYmkOxWcBhNOxYgr96dBNVA/zEjNBo1oYkglxnWOEFW/8LeX+/dlDQ3DHBSEIyfH52/MabNjDQ0lKCwc1Wji4h4RXdO8vTQmizW3d0bDldvbawkJIScjg+y082huzacH3Wg2Yw4Kyu1BDMJotpBx9k9SkxKxZWZ4e3d0txt37t+youT13ClomuZ5r7qc3l5WNbe30HN8C6rRiC0zg6y08zhtdgxGTwK2IXeWosli8Tx3axC2zAyy09PQdf3C+zDf+8qRnUXmubO4XS7v56rBaPQM0QHWkFAcOTk4HfYLfzF5v1/yJWnnComMIjgiEltmBjkZ6dgyMrBnZ6EYDIRERGLM7fX0PBcTjuxsziclYg0NJTstzec7Ie/vXc/9DLaGhGKyBuG027BnZV74JzHf66cY1Au9sbm9sHmf35rbjS0zw+f4YdExVGTfjfQclUKg1zlKX7+eU5OnYOnQjrpLl3q+QFwu7x+kp/dH93SpBgdjCcqdkZGPnhvgeL4EPUMHimLAYPR8cahGo88XCbqOy+mpq2samtuNYjBgCQrGaLFcMhFb13Xs2Vm4HA6sIaHewMIfeW9Jn4vRam7v0MLlaLkziC41FFlaLocDLffLy2GzQe5aQorBM9SSk5mR+8EfWubnFqIy0XWdxDQbe4+nsvf4efafTiPhdLrPKt95ooJNdGlQjasaRtG2TgStaoVLPmMJ5AUggeD5hw3PaEQRNLcbt9vzj+6FoebCP6vzZpgW9/M6j8vpRNfckDubMFCfodJzVIXZDx0CwNqsee54cskpipL7X6vJ00Nz+R1y/2Mt2RXC83JzKMNLQRX2B1WSP5RA/VF5Aj/Ph7oluODvxWSVq6uLK4OiKNSODKJ2ZBD/aF8L8Hwpnjyfw4HT6ew/lcauP86x70Qq57OdfHXwDF8dPOPdPyLIRGy4lRrhFsKtJu8FmMO8902EWoyE5ysLDzIRYlFRFQXVoJToi7cqC1RgBJcPivLk9cJerLDfgaIoKErJP4ONJhNQ+GSKiiDBUSV0IThqVsEtEUKI4lEUhXrVgqlXLZh+bWMBz0V2D5xO44dj59jzRyoHk9L542w2aTmexPFfz2Rc5qhFUw0KVqOBmDALNcI8wVbez5p598Ms1Ai3Em41XjEBlfCfBEeVkP03T3BkkeBICFGFmY0GOtWPolP9KG9Zpt3FqfM5JKXbSMmwk2FzkmFzkWF3kWFzkm5zkWFzkZlXbvOUZzkKTnZwazpZDjdZZ7M5drbotbMsRoMnaLooiKoRZqVWhJV6UcHUirRikgteC6pAcLRw4UKef/55EhMTadOmDS+99BLdu3e/ZP0tW7YwZcoUDhw4QO3atZk2bRrjxo3zqbN27VqeeOIJfv/9d5o0acLTTz/NkCFDAv1Uii16/P3Yfv0NS8uWFd0UIYQoU6EWIy1iw2gRG1ai/VxujWynG03T0XRPYKTrnuAoOd1Gcobdc/Pet3Em3fM43ebC7tI4cS6HE+dyLnkOgwK1IoKoVy2ImuFWIoJMRAaZiAg2ExHkGd4LtRgJsRgJtai5P42EmI0YDNIr9VdSqYOj9957j0mTJrFw4UKuu+463njjDfr3709CQgL169cvUP/o0aMMGDCAsWPHsmLFCr7//nvGjx9PTEwMt9xyCwDbt29n6NChzJo1iyFDhvDhhx9y++23s3XrVq655pryfoqFihg8mIiKboQQQlQiRtVA+CV6dRpFF530aHO6SU73BEzJGXbO5AVQuWWnU3M4eT4Hu0vjVGqO96oCJRFszhcsWVRCLRcCqfxBlMmoYDIYMKoKRtWAyZD7U1UwGgyoBlANBowGBYNB8fxUFIyqJ9cqL+dKzd2mGvI/9hzXpBow5x1TesJKpVLPVrvmmmvo3Lkzr7/+uresVatW3HTTTcydO7dA/YcffphPPvmEgwcPesvGjRvHjz/+yPbt2wEYOnQo6enprF+/3lunX79+REVFsWrVqmK1K5Cz1bKyLr00vqqqWPMl/RZV12AwEBQUVKq62dnZl5xCqSgKwfmSkUtSNycnx7PA2SWEhISUqq7NZvNOvfW3bnBwsDcvwW6343IVnH1TmrpBQUGexRMBh8OBs4hlAUpS12q1ouYmSpakrtPpxOEouCxEHovFgjE3WbMkdV0uF/Yilo0wm82YTKYS13W73dhstkvWNZlMmHNnSpakrqZp5ORc+ouwJHWNRiOWvCn4uk529qWHeUpStyR/9/IZUXjd4nxGaJpOSqadw4nnOH42i3NZDtJyHJ78qGwXqTYnWTYnObqRbIdGpt1FZlYOziL+7hXThZm+uit3NtYl65q9S0nobmfuQov+11VNJswmE2bVgIobo+L2Bk9Gg8ETrKkGTKoBq9WKxWTEpBow4Maka55gy5g/4PLsZw2yYDKaUA14F/pVFTDkJssbFAVD7mOL2YLJZEQ1eKbta05n7iXilLxLanqvGmI2mzGZzShAy9hwYiPKdqJLsb+/9UrKbrfrqqrq69at8ymfMGGC3qNHj0L36d69uz5hwgSfsnXr1ulGo1F3OBy6rut6vXr19Pnz5/vUmT9/vl6/fv1LtsVms+lpaWne24kTJ3RAT0tLK81TKxIXLipU4DZgwACfusHBwZes27NnT5+60dHRl6wbFxfnU7dBgwaXrNu6dWufuq1bt75k3QYNGvjUjYuLu2Td6Ohon7o9e/a8ZN3g4GCfugMGDCjydcvv1ltvLbJuZmamt+7o0aOLrJucnOytO378+CLrHj161Ft36tSpRdbdv3+/t+706dOLrLtz505v3eeee67Iups2bfLWffXVV4us+9lnn3nrvv3220XWff/9971133///SLrvv322966n332WZF1X331VW/dTZs2FVn3ueee89bduXNnkXWnT5/urbt///4i606dOtVb9+jRo0XWHT9+vLducnJykXVHjx7trZuZmVlk3VtvvdXnPVxUXfmM8Nwqy2fEoi/26G9u+V2fv+FX/eoBdxRZ98Y56/TbF23Tb1n4vd70/4YVWbfthMV6l1kb9I4zvtRjeo4osm7snfP1Bg9/pjd4+DM98u93FVm35rA53rrVeo8rsm7MrdO9dasPmFRk3ejBj3jrRg9+pMi61QdM8tZ9/4fjellLS0vT4fLf35V2WC0lJQW3203NmjV9ymvWrElSUlKh+yQlJRVa3+VykZKSQq1atS5Z51LHBJg7dy4zZswo5TMRQghxJbq5c11iYmIAOPxRNXYWUXfBsE40bNgQgH8f+ZB5X1+67ur7utKmTRsAntK2MWPLpesuHXMVbTp2xunWeX3BXp7ffOm6D/ZqSvNO7XG6Nb5w7GLFxkvX7d60Oo0610XTdfanRVFEVdrUDqdes2h0HY6eDyWliLp1o4KoWyccTYOo4IpbD6vSDqudPn2aOnXqsG3bNrp27eotf/rpp1m+fDm//PJLgX2aN2/OXXfdxaOPPuot+/777/nb3/5GYmIisbGxmM1mli1bxrBhw7x1Vq5cyT333HPJrni73e7T/Z+enk69evVkWK2EdWVYTYbVZFit5HVlWO0C+Ywoed2q/BkRCFV+Ecjo6GhUVS3Qo5OcnFyg5ydPbGxsofWNRiPVq1cvss6ljgmeX2zeB1mg5f8jrai6wYUscFgWdfN/uJZlXWsJFl8sSd2S/N5LUtdsNnu/cCuqrslkKvYHUEnqGo1G74dgWdZVVbXY7+GS1DUYDAGpqyhKQOqCfEaUpq58RpS8bmX4jKhIlTaN3Ww206VLFzZu9O2s27hxI926dSt0n65duxaov2HDBuLi4ry/uEvVudQxhRBCCHFlqdTh25QpUxg1ahRxcXF07dqVN998k+PHj3vXLXr00Uc5deoU77zzDuCZmfbqq68yZcoUxo4dy/bt24mPj/eZhTZx4kR69OjBs88+y+DBg/n444/56quv2Lp1a4U8RyGEEEJULpU6OBo6dChnz55l5syZJCYm0rZtWz7//HMaNGgAQGJiIsePH/fWb9SoEZ9//jmTJ0/mtddeo3bt2ixYsMC7xhFAt27dWL16Nf/5z3944oknaNKkCe+9916lWeNICCGEEBWr0iZkV2aBXOdICCGEEIFR3O/vSptzJIQQQghRESQ4EkIIIYTIR4IjIYQQQoh8JDgSQgghhMhHgiMhhBBCiHwkOBJCCCGEyEeCIyGEEEKIfCQ4EkIIIYTIR4IjIYQQQoh8KvXlQyqrvEXF09PTK7glQgghhCiuvO/ty10cRIKjUsjIyACgXr16FdwSIYQQQpRURkYGERERl9wu11YrBU3TOH36NGFhYSiKUmbHTU9Pp169epw4cUKu2RZg8lqXD3mdy4e8zuVDXufyEcjXWdd1MjIyqF27NgbDpTOLpOeoFAwGA3Xr1g3Y8cPDw+UPr5zIa10+5HUuH/I6lw95nctHoF7nonqM8khCthBCCCFEPhIcCSGEEELkI8FRJWKxWJg+fToWi6Wim/KXJ691+ZDXuXzI61w+5HUuH5XhdZaEbCGEEEKIfKTnSAghhBAiHwmOhBBCiP9v795jmrrfP4C/T2lrEQEFB1bwMlR0ilcIKKIYA5I4wc1dnDoEh9l0UfCGY+rmnGQgRjM16tQ45h942UQci6KSRRgXHVAwXiDRgJeQ4Qios4CC0uf7h+H8WqnQ9ienFp5X0sTz9HPOec6Tpp+HT08rY3q4OWKMMcYY08PNEWOMMcaYHm6OJLZv3z68/fbbUKlU8PX1RV5eXofjc3Nz4evrC5VKBS8vL/z0008SZWrbzKnzqVOnEBoairfeegtOTk6YMmUKzp8/L2G2ts3c13SbgoICyOVyTJgwoWsT7CbMrXNzczM2btyIIUOGoFevXhg2bBh+/vlnibK1XebWOS0tDePHj0fv3r2hVquxZMkS1NfXS5Stbfrrr78QHh6OgQMHQhAEnD59utN9JJ8LiUnm+PHjpFAo6NChQ1ReXk5xcXHk4OBAd+/eNTq+qqqKevfuTXFxcVReXk6HDh0ihUJBJ0+elDhz22JunePi4mjbtm1UVFREN2/epK+//poUCgWVlpZKnLntMbfWbR49ekReXl40a9YsGj9+vDTJ2jBL6hwREUEBAQGUnZ1Nt2/fpr///psKCgokzNr2mFvnvLw8kslktGvXLqqqqqK8vDwaM2YMvffeexJnblvOnj1LGzdupPT0dAJAGRkZHY63xlzIzZGE/P39admyZQaxUaNGUUJCgtHx69evp1GjRhnEvvjiC5o8eXKX5dgdmFtnY0aPHk1btmx53al1O5bWev78+bRp0ybavHkzN0cmMLfOWVlZ5OzsTPX19VKk122YW+ft27eTl5eXQWz37t3k6enZZTl2N6Y0R9aYC/ljNYm0tLRAo9Fg1qxZBvFZs2ahsLDQ6D6XLl1qNz4sLAwlJSV49uxZl+Vqyyyp88t0Oh20Wi1cXFy6IsVuw9Jap6amorKyEps3b+7qFLsFS+qcmZkJPz8/pKSkwMPDA97e3li3bh2ePHkiRco2yZI6BwYGorq6GmfPngUR4d9//8XJkyfx7rvvSpFyj2GNuZD/41mJ1NXVobW1Fe7u7gZxd3d33L9/3+g+9+/fNzr++fPnqKurg1qt7rJ8bZUldX7Zjh070NjYiI8//rgrUuw2LKn1rVu3kJCQgLy8PMjl/PZjCkvqXFVVhfz8fKhUKmRkZKCurg5ffvklHjx4wPcdvYIldQ4MDERaWhrmz5+Pp0+f4vnz54iIiMCePXukSLnHsMZcyCtHEhMEwWCbiNrFOhtvLM4MmVvnNseOHcN3332HEydOwM3NravS61ZMrXVraysWLlyILVu2wNvbW6r0ug1zXtM6nQ6CICAtLQ3+/v6YPXs2du7ciV9++YVXjzphTp3Ly8sRGxuLb7/9FhqNBufOncPt27exbNkyKVLtUaSeC/lPN4n0798fdnZ27f4Cqa2tbdcRtxkwYIDR8XK5HK6url2Wqy2zpM5tTpw4gZiYGPz2228ICQnpyjS7BXNrrdVqUVJSgrKyMqxYsQLAi0mciCCXy3HhwgXMnDlTktxtiSWvabVaDQ8PDzg7O4uxd955B0SE6upqjBgxoktztkWW1DkpKQlTp05FfHw8AGDcuHFwcHDAtGnTkJiYyKv7r4k15kJeOZKIUqmEr68vsrOzDeLZ2dkIDAw0us+UKVPajb9w4QL8/PygUCi6LFdbZkmdgRcrRtHR0Th69CjfL2Aic2vt5OSEa9eu4cqVK+Jj2bJlGDlyJK5cuYKAgACpUrcplrymp06din/++QcNDQ1i7ObNm5DJZPD09OzSfG2VJXVuamqCTGY4jdrZ2QH4v5UN9v9nlbmwy271Zu20fU308OHDVF5eTqtWrSIHBwe6c+cOERElJCRQZGSkOL7t64urV6+m8vJyOnz4MH+V3wTm1vno0aMkl8tp7969VFNTIz4ePXpkrUuwGebW+mX8bTXTmFtnrVZLnp6e9OGHH9KNGzcoNzeXRowYQUuXLrXWJdgEc+ucmppKcrmc9u3bR5WVlZSfn09+fn7k7+9vrUuwCVqtlsrKyqisrIwA0M6dO6msrEz8yYQ3YS7k5khie/fupSFDhpBSqaRJkyZRbm6u+FxUVBQFBwcbjM/JyaGJEyeSUqmkoUOH0v79+yXO2DaZU+fg4GAC0O4RFRUlfeI2yNzXtD5ujkxnbp0rKiooJCSE7O3tydPTk9asWUNNTU0SZ217zK3z7t27afTo0WRvb09qtZoWLVpE1dXVEmdtWy5evNjhe+6bMBcKRLz2xxhjjDHWhu85YowxxhjTw80RY4wxxpgebo4YY4wxxvRwc8QYY4wxpoebI8YYY4wxPdwcMcYYY4zp4eaIMcYYY0wPN0eMMcYYY3q4OWKMMcYY08PNEWOMMcaYHm6OGGM2Y8aMGVi1atUrt6U4p9T7M8akx80RYz1QdHQ0BEFAcnKyQfz06dMQBMFKWZnv1KlT2Lp1q9XOLwhCh4/o6Gir52iK6OhoJCQkiNvTp0+HIAg4duyYwbh9+/bBzc1N6vQYkxw3R4z1UCqVCtu2bcPDhw9f2zFbWlpe27FM4eLiAkdHR0nPqa+mpkZ8/Pjjj3BycjKI7dq1y+o5dkan0+HMmTOYO3cuAICIcOXKFajVaqSnpxuMLS0txaRJk6yRJmOS4uaIsR4qJCQEAwYMQFJS0ivHNDc3IzY2Fm5ublCpVAgKCkJxcbH4/IwZM7BixQqsWbMG/fv3R2hoqBhfuXIlVq1ahX79+sHd3R0HDx5EY2MjlixZAkdHRwwbNgxZWVkG5zt37hyCgoLQt29fuLq6Ys6cOaisrHxlfvofWd25c8fo6s2MGTMAvJj0U1JS4OXlBXt7e4wfPx4nT540OF5jYyMWL16MPn36QK1WY8eOHR3WcMCAAeLD2dkZgiC0ixn7KNCS2piS/8siIiJeuaqVmZkJACgoKIBMJkNAQAAA4NatW9Bqtdi0aROysrLQ1NQkHk+j0cDX17fDczLWHXBzxFgPZWdnhx9++AF79uxBdXW10THr169Heno6jhw5gtLSUgwfPhxhYWF48OCBOObIkSOQy+UoKCjAgQMHDOL9+/dHUVERVq5cieXLl+Ojjz5CYGAgSktLERYWhsjISIPJt7GxEWvWrEFxcTH+/PNPyGQyvP/++9DpdJ1ez6BBgwxWbcrKyuDq6orp06cDADZt2oTU1FTs378fN27cwOrVq/Hpp58iNzdXPEZ8fDwuXryIjIwMXLhwATk5OdBoNGbXtjOW1MaU/F+WmpqKmpoa3Lp1CwBw9uxZsT6zZ88GAGRmZiI8PBwy2YvpQKPRQKVSYenSpXBychKbtObmZty4cYNXjljPQIyxHicqKormzp1LRESTJ0+mzz77jIiIMjIyqO1toaGhgRQKBaWlpYn7tbS00MCBAyklJYWIiIKDg2nChAntjh8cHExBQUHi9vPnz8nBwYEiIyPFWE1NDQGgS5cuvTLP2tpaAkDXrl0TjxsXF2dwHv3tNk+ePKGAgACaM2cOtba2UkNDA6lUKiosLDQYFxMTQwsWLCAiIq1WS0qlko4fPy4+X19fT/b29kbP8bLU1FRydnZuFzeWs7m1MSX/jhQWFpIgCPT48eN2z3l7e1NmZqa4vW7dOvL39yciouXLl9Mnn3xCRERFRUUEgG7fvt3p+RizdXKrdmaMMavbtm0bZs6cibVr1xrEKysr8ezZM0ydOlWMKRQK+Pv7o6KiQoz5+fkZPe64cePEf9vZ2cHV1RVjx44VY+7u7gCA2tpag3N+8803uHz5Murq6sQVo3v37sHHx8fka4qJiYFWq0V2djZkMhnKy8vx9OlT8WO/Ni0tLZg4caJ47paWFkyZMkV83sXFBSNHjjT5vKYytzam5N+Rq1evYujQoe3ufaqoqEB1dTVCQkLEmEajEVeH5s2bh3nz5qG5uRkajQYuLi4YOnSoeRfLmA3i5oixHm769OkICwvDhg0bEB0dLcaJCADafXuNiAxiDg4ORo+rUCgMtgVBMIi1HUP/I7Pw8HAMGjQIhw4dwsCBA6HT6eDj42PWjd6JiYk4d+4cioqKxGag7RxnzpyBh4eHwfhevXoZXK8UzK2NKfl35OrVqwYNWZvMzEyEhobC3t5ejJWVlWHhwoUAXtwfpVQqcf78eZSWlprUiDHWHXBzxBhDcnIyJkyYAG9vbzE2fPhwKJVK5Ofni5Pls2fPUFJS0iW/21NfX4+KigocOHAA06ZNAwDk5+ebdYz09HR8//33yMrKwrBhw8T46NGj0atXL9y7dw/BwcFG9x0+fDgUCgUuX76MwYMHAwAePnyImzdvvnIfqZiSf0fu3LljdOXt999/x9KlS8XtqqoqPHr0SFw5ksvlCA8PR3p6Oq5fv26wwsRYd8bNEWMMY8eOxaJFi7Bnzx4x5uDggOXLlyM+Ph4uLi4YPHgwUlJS0NTUhJiYmNeeQ79+/eDq6oqDBw9CrVbj3r17Br+905nr169j8eLF+OqrrzBmzBjcv38fAKBUKuHi4oJ169Zh9erV0Ol0CAoKwuPHj1FYWIg+ffogKioKffr0QUxMDOLj4+Hq6gp3d3ds3LhRvFHZmhwdHTvNvyM6nQ53795FdXU1PDw8IAgCamtrUVxcjNOnT4vjNBoNlEqlQSP1wQcfiDeHr1+/vqsukbE3CjdHjDEAwNatW/Hrr78axJKTk6HT6RAZGQmtVgs/Pz+cP38e/fr1e+3nl8lkOH78OGJjY+Hj44ORI0di9+7d4lfxO1NSUoKmpiYkJiYiMTFRjAcHByMnJwdbt26Fm5sbkpKSUFVVhb59+2LSpEnYsGGDOHb79u1oaGhAREQEHB0dsXbtWvz333+v+1ItYkr+rxIbG4vPP/8co0aNwuPHjyEIAv744w8EBAQY/KhjaWkpfHx8oFQqxVhoaChaW1vR0tLC31RjPYZAUn7Qzhhj7I0QERGBoKAgXg1izAjrrxczxhiTXFBQEBYsWGDtNBh7I/HKEWOMMcaYHl45YowxxhjTw80RY4wxxpgebo4YY4wxxvRwc8QYY4wxpoebI8YYY4wxPdwcMcYYY4zp4eaIMcYYY0wPN0eMMcYYY3q4OWKMMcYY0/M/QO+WDSKzbE4AAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, @@ -246,8 +220,8 @@ ], "source": [ "sns.lineplot(data=temporal_df, x=\"Normalized Time\", y=\"Normalized Energy\", hue=\"Dataset\") \n", - "plt.ylabel(r\"Normalized Energy $\\|\\mathbf{x}_\\tau \\|^2| / \\| \\mathbf{x} \\|^2$\")\n", - "plt.xlabel(r\"Normalized Time $\\tau / N$\")\n", + "plt.ylabel(r\"Energy $\\|\\mathbf{x}_\\tau \\|^2| / \\| \\mathbf{x} \\|^2$\")\n", + "plt.xlabel(r\"Time $\\tau / N$\")\n", "plt.hlines(0, 0, 1, colors=\"black\", linestyles=\"dashed\")\n", "plt.savefig(save_dir / \"figures\" / \"temporal_energy_datasets.pdf\", bbox_inches=\"tight\")\n", "plt.show()" @@ -255,28 +229,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n" - ] - }, { "data": { - "image/png": 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K/uS2zt7+KKRR0ji3UmOxZtJ17t4pbdj6XYvNS22HrZ7HzsDHCVMKYKvnc6Pn8vSxFifvIRD3ooSrHY++F5PnBZoqsVKz2Zyz79o9CeOMJLs5hpQom2/euPOtsrW1deTmLEkSjUYDSZJuK4QWFhaOfIFukuUFrx5O2B34HIxDJFlmqWqgyPDK/pinjzXvEJx7cUrfiQiTHFOTmXuXNxpnfPt5zxsq/smf/Amf+cxneO655zg4OOC3fuu3+NSnPnXbv/mVX/kVPvOZz3BwcMDDDz/ML//yL/M93/M9R/ePRiM+8YlPcPnyZT7zmc/w6U9/+k0//8xQ8b3D0Iv55vbwrq7J82UdTZXZH9052pIleGKjcdeR1h3P4cc8f2N02wbOTdYaFg8u3/tvYHvgcfnwTuHqXNng3Gr1DR2m87zghZ0R/W8ZZwFUTZXHNxro6ptv10dJxteu94+MFW9FAh7bqDFXfnPanijJeGZrcFsRdBNDk3hwucZLOyOudF0mQXrb/RVT5XAUULV1NprWUQyIKkuUDIWapaOpEnMlg4qlcTgO+ZNLHV7Zn3Cp7VAAqzWLiqnSdWOWawaSBGNfjCktTaVh66w1LAqKaZeiIEoKdgYefTdioWYSJzmGJqHKMpfbDlFSEGY5rbJGEOVMwoRjrRKmpqDKEnMVg/2hTw74ScarBxNkSaJp6QzCmCjOqNk6EhKaIkZR33N6jq4T401HaopUkORwo+9R1TUeWq3yyFqVk/NldE1BV24vQuM0J00zkrxAliS6k4hrfe+ur8lG0+b0YvmOBQJZAlNXqBgKSLIYz1XE73YSJDy7NeDGwKfvvvZ3pskSlq5QtzTmqwbrzdLR99x8/b+xPbyrhcJK3eShlddsISZBwo2+z/WeQ3sSocoSC9PNzYWKyULVoFU2sHSVaHqxcLfOUlEUpHlxNIq8G57n8YlPfILnn3+enZ0dlpeXAbh27RqyLL9u1IUo7Mf8ycUeQZaiygpDT1gQnFoo88hKlZWGhSLJeHGCqshoksT+JCTPxXtIU2RUReL0YhldVRh4EVku/uZbJf3b6io/407e7Pn7PV/Gep7HY489xt/4G3+Dv/gX/+Id9//Gb/wG/+Af/AN+5Vd+hY9//OP8m3/zb/iRH/kRzp8/z8bGBgD1ep0XXniBdrvNj//4j/OX/tJfYnFx8dv9o8x4hzRKOg8sVYSx3/RTXwKqtsappQqqLJEDnfFrEROmJnNqofKmiiAQV9EPrVS50nWP9CGKJLFYNzm5UH7d791oljBUhf1RgBOkqKrEat1iuWa9qQ/EgRffoem5ySRM6bnRW9pgMjSF04sVLuxP7igeV5sWrbewit51Qvw4w41SZAnKhoosS+Q5RElBbyJ+59+6Zt+0VcZBipekWKlyNKKUJbh4OCFIc85Mu1Jbks9a00RCYr1hEcQZdUtFluBgHNF1I2xdoW5qfH2rj6aqVCyNNC/ouhGTKGGtbuLHKUM/ZXvgca3rUjE0oiRnpWGx1fN57sYQU1M4OV/CUiV2BwEUBacWKixUDbwoRZbh1cMJV7suB6OQRklnrW6R5DkXDifoqkLdEn49SZLT9SMGbszXt4acW61i6Qp9L2IUJlzYd9BkCT/OSHdzvrEz5MxihcfXauiawlrdpmqpbPd9tvoeV7suXpQyV9axNYW5qkWcZoRJjjR9XS1N4XAScGyuxMmFMnMVg74bkeeFsJCY3O4XtTPweWi5SpRmhEnG6JaOlSZLyDK8tDdmvmzQ92OyXHzPwytVFqomHSe6p4/U4Tg8ck73ooSXdsd0nJCtnk9WFPhxyst7Ix5ZrXMwCji9UGGr69Jxhe6rZumcmCuz3rJp2Dp5XrA38nn1wKHrhCiKxMm5Mg8sVSibGltbWxw/fhyAUqmEYRgoisLXvva1o4vkEydOvO7f8/bA43Lb4WtXB1zqONNA4oIHFyv0vZjuJKBT0dkZ+kcdTE2R2Or5pEVB09ZRZYmRL8afL+6OqJoqpqZgagrjIEaRxSi5WTJYrptvaL8x4/7xnu8I3YokSXd0hD7ykY/w5JNP8q//9b8+uu3s2bN86lOf4pd+6ZfueIyf/dmf5fu///v5iZ/4ibs+RxRFRNFrW0OTyYT19fX3fEdIrBiLK/GyoX7HGMG9HV4TrhaUTYWmbdzWyp8ECW6UosgSDVt/S12UmyRZPv2Qg5KhUHmd0VqUZjih+N3XLE2MS/LiLfvPbPVcrnTufvUPsN60eWCpctf78ryggLuOHka+cH52oxRDVVioGMxXjDd9fEGU8l8vtrlw4B7dJkuw3rSYL5mkRcFi1aDrRMKlebp1V7NUuk7E9Z6wFCgbKmtNizOLVfpuxHB6Mj61UKZsiFHW7tDn4eUqUZbz0s6IP7rUJc1zNpolTFXGCRPWGhbtSYQiy5yYL6HI4vXNi5yqqaEoElc7Hnsjn8NxSM3UWGlYpGmOpSnsjQOyDDQVHlmpcanrMvJSSqbC2aUyFBKWoXC16zH2Ew7HIU6UcmK+xGrd4sLhhKWKQZTmpHmBH2csVAyaJZ0oy9lo2PTcmM2WzfWui6pIuFGGKkmYujL1L5L46Ikm9nScG2c54yDhy5d7TKIUS1eoGiolQyMD5koqPSfBNhSWaxZlU+OBxTJPH2+iyjJRkqGrMmGa89zW4K5dU12V2GxaPL8z4XLHgamurWKqvLI/oSgK6raGqcpoqkyU5LTKBn/2wQXGYXLU6YvTDCcSEgNLUygZKg8uV1hr2FzpuGz1PLZ6HqPptmRnEuLFKVlRsFw1WayYWLrMl670cKKcuZLO6cUym02bpzYa+KkYB4ZxTpznSIXQcWXjA/7FL/x1HMfhpVevYpsmVVvj5ZdfZnFxEa1UI81zDEWhYmk4QULHifCTDEsVnbE4zYjznOtdjxz45taQK10XTVHYaJooskzJULB0he2ej6krhGnOxI+p2zpunDBfFuPbQyek78YsVE0ORgHH50s8tFwlzQs0WXT61hsWC1UTVYFH1xq36c9m/OnzvukIvR5xHPPcc8/xj/7RP7rt9h/8wR/ky1/+MgDtdhvLsqhWq0wmE/7kT/6En/3Zn73nY/7SL/0S//Sf/tM/1eN+qxSFuMqTEOLNby1yOk7Ijb6HM/2gqlhCSLrwJoSP34lYusra68zkq5b2jnO9NEV+Q+FoURRsDz1u9HyStEBRJFRZiIPXGnduCcVpjhsmSJJExVTv6BLJb1C8qrJ4rbuTiCjNqJgaNUt0XNpOSJ6Jrtlqw7xNLFy3der32NiK05zDcUDbEZEgDVtnpW5RszSiJGNvFPDy3phXDyd0nYiKqWHrKkmW8+qhg7IsUzZVapZGUYAfp7hhiqZIXO95+HGGqFPE6EWWZDpOSN+N0BQFWQJFgoKCw0lAlOR0nJj9kcehE3J8rkR7HHIwCmiVdT5xZp7PnT9ktWFjaypRlmNPr9gNVcEJE9wwZRIkxGlBUUCzrHOt6zJXNlBV6SgOJMpyDiYR33NqjrEnuiFDP8GPUvw4w09y1hoWpibRdiJGfsxi2eTMQoWvXe9jagqaIpNmBdcin44TcW61yvbA52rH5cxCmSDJ2en4yJJE3dZoykKT5McpHSdks1Vi6Ea8vD8mTAvGUYquyGiyzPW+T93WkJEIQo16ScPSFIIkpWyoDLyI/VEg4lzSfOqOLTYfdVWmZKiosnzLa13gRBmjIJ5GrORCbF4UpFnO4SRElSUujnwmQYoqSyzXLSxVJspyiiKnQPhqBXGOF4u/5dWaxWbLIs2E3UGa5/S8CCdIxPZgnDJwY5KswNYUXtgZs960+MjxFqMwwQ9TntvqUxQFVUshjAucKCVLYvxRH0etkWYFx1sLDMYOUeDzv/yHP+ajTz/JSs1maf0kO6OQYW+ILImupB9mTMKYJM+pmSo1UyXPCwxDQ9T/GT0nxtYlapaKoSp8Y3uIqSp86HiTr17rc2yuxDhIeGl3BEjUSzp1U6NTiE5W342J05zuJMSLMg5GAYYqkaQ5x1plbEPjcBIyXzGIErje9d41X6ciSUCWkZT3nlj9O5Hv6EKo1+uRZdkdY67FxUUODw8B2N3d5W/9rb9FURQURcHf/bt/946tgVv5x//4H/MLv/ALR1/f7AjdL9rjkO2BhxOmSEhUbZVjrRKt6TZDzw15eXd82xXg2E95ORjz6DpvWgMy4+4EsRCT3k0MeX5/wleu9hkHCQVQMRTWmyWudFw0WWZxuoVVFAW7Q58bff9IY2MbCifmyrdtajXLOlJHdHDc6RV3yVCpmCqmIjMORFjqa47LIbujgGOtEor02kmw50Q8vFZ93UI4yXImQcJWT/xt3Rw1+lHA4Tjk7HKFg1GIn6QcjAJ0WcYLM/puhKkpUIAky6TZiJPzJR5eqbBcMzichCiKEKH2/ZgoyjizXOF6zyfOxFimbCh4cUbdUiibKoam4AQpUZyjyBJ7Q48gyZAliYEXEWc5siw6fbvDgLKhUTM1mrZOhjjxiQ09mb6XYGkSeVFQsxSqhs1yzeRaxyWIU3YHPpMoww0TWiWxIn3x0OH4fAkvSvCSDC/K2e775ORcPHQ4OV8izgpsTUae/my2rhKnOYpUIMtgKDIlXeHkfJkozTg9b7Mz9LnR96iZGlGeIwPbg4CsyBl6KSM/ZW8Y8NByhbKhcrE9wglSZElCkkVh7IQpTVtHUSSiJOPl/TE1S2ehEtEqadQs/aiA7rqiI3ej77NYNTA1haWaRXNaBDtRQjYUhcFq3RJjTiBMxMq/pcm4UYwTCVd021DZHwW8tD+mYmp0JyF9LzoSRmcFhElO341Ya9hcb084cMW2nxsmRGlOzdIYh4nQVtkqJ+bKNEs6DUvn/P4EQ5NRFZk/+9ASVUvl2RsjJkFK59I3+f995r+ntrDCv/z//GeGbshXrg/52M/8zyxunGD91Brb/YCdvo+mSJyYL9MwVQ4nIRcOJlzre2iyxJMbDZwoZXsYcjAOSNOC9ZaFrSl4YQKSxKNrdWQJVusGzbJJmGScXqggSxL7YUCrbHAwFsXliXmLOIU8z9HnSyRZQXsSMV+R+O6Tc5RNhTSDOCuQpWKa51cAQqDvRclbXnq4lbTfJ97ZIe33kWQZbW0NbWUVpfSnY8/wQeE7uhC6ybd2SIqiOLrtqaee4vnnn3/Tj2UYBoZh8NnPfpbPfvazZNm9V7b/tGmPQ17Zv7XIKRh6CZNgzGPrwuV4u3+nZw0I4eZ2P5gVQm+TgRtxY+AfaSlqlspG67UV+PY44I8udnDD9Kiz40QZrx5OjjRGti5TMjT2xwGXvkVE7UcZ5/fHKDJHnSdDFSLdG7e8pj03pmIofOhYg91BgJ9mKNMNnL4XMwlSrnVdzi5VSfICVRaFwdWOS8MSAvJbyfOC7enq9P7I52Ac0SrrrNQs8kKM1mTgm9tDsjzHDVO2hwFZlrNQNdjqp1yZ6m7qlk6WF6w3bJ7dGlK1dCSEOLw9jqCA08sVNpoWVVPlSsdld+ijKxJ+lIoVcFni4qGDF6UMPDF+qFgKoyDmxd0Re0MRCSJLoCsKkzBmpW6R5gV9L6bnxcINuxBdpYWK0AidXapMx3QhQZyxUrdo2BpI4gTfnsDAj6laKkleEKU5lqYSZwU9JyBIUqqWRkTG/jjk1HyZ+YrOWl1saX3kRIP9YUheFByMQ47NlRgFMf/5xQNOL5WomzpDP8ZQFdKiYOInpGlB14soGQpVS8HQZPZGAbYu48UZQZwRZTllQ6FZMtEUiUZJpz4VOTtRihOKjpGhSkjA9Z5LxdToezEv701YqZm4UUoz1SjpCrtDjyBOWKhY9JyIUwsldFWnaSdc74ktv5MLZRoljbql8fzumJGfYGkKHSdCUyRsXWHoRTRKOtf7HpNQdKSqhoquSJR0ld/65i4/9NAiuq5wresSpzltJ6IoCiZBwihIyAuNV/fHPLbZ4GLboeOKbbfFssHFnS7zRsHa4iJdJeaCOkfsO7i9Q37zC69wenMVW9N45PEnqRkyQZQiSaJz60Y537gxYK1h8+L+hCwt+OhmnXrJoOMKP6e+E6EBay2b6z2Pmq1PbQliBm4fWZE5u1TF1FJqpopaNaCAilllqWqT5hmv7Lu82napW8IXS1ckZKlgpb5EluUM/JT9sU9Z16jbKkmWUTI1FEkUjUVRkL2DXN+408H74pdIux2KSGgJ4xs30I8do/ThDyPbs2Lo7fIdXQjNzc2hKMpR9+cmnU7nHYuhP/3pT/PpT3/6aMb47ebm2OVuRU6WF+wOAixNuWND51YmQUIQp/dc+Z5xdwZexAu746OoDHFbwtgf88h6DYmCL17tcbUjRNumJlO1NCxNxY9TntsaUDZVtvsudUubntx0iqIgyjKU6Vr70I8YXIpZb1hUTB0/SiiKgic36hxOQiaBMCRcqhts9T1u9IOjvwdNEV0PWQI3yojSHFmR2OpPi7dCOCifXa7eJrDe6ntc63pHP1OSFRyOI5wg5cGlCgfTUcvu0OOx9TpRknG94zAKU9brFusNm7oldDiGonBiXtgCXO64LFYNlqsWqiwjyxKmppCkBdd7Pn0nQpIl8gLGvtDPeEFKEGWoiowkQ5hl9NyQhl1m7CdCayQJEWuWizGXF+WYak7HjRl5MV03ZrFi0ixp1G0dTRZ+U//x+X3mKwY1W6NV1rkx8Om4EQfjgCwvWG3YlAzR3Xhqrc7eJCArQFNldEVCV2SyrKBhGYRphqnJGJpMmosOwMCLmKsYeGHOjz22zPXpttxaw+J628cyRCFXtw26bshHjre43J7Q92KapQpnFsts9T2yrGASZqzUTB5ZqfLi3oSFqkmU5OwOA651oVUyOLlgc3q+LEY/UyPHvXHA1sDjWLNEmOWsNywsXeZYy2LoJTy/OyJIMhq2wWbTYqlqCYHw9SFlXeWhpQrrDfuo8zYMEixNRi5pNEs6YZJTs1SGbkjJ1DkYBZycL3PxcIKlCx3N2eUqh5MQW1OQZYlrbVHU+nGGqcqUDaEhWm1YLFVNSrqMGyQkSU7JUFmsmHztc7/Fl/+3z7B47rv5+V/8ZfpexI98+AzL/9OvkjeOgaqyO/aZsw1MpWClYXOj5yJPtVFLdZszixWudF2yJKNeNpjEKW03ZuAneFFKkhZsztl86UofWZUI05wrHfemTIqigK9c6/PUZoNT8yVGfkKYZhSFRJIHhEmKoUosVgy6TkyYiveWJklcOJjQ8yKudlyatkGO0ApWTYXNlsL+yGetUUbT5CNN2FulyHOC554j2dnhVnOwbDQmPH8edWER66Gzb+uxZ3yHF0K6rvPUU0/xuc99jr/wF/7C0e2f+9zn+OQnP/mOHvt+d4T8OMUN7v3cw2nS9BvxRrqT9xOjaRirSOBWjhK4e24sNmqAuqXdFtJ6N7YH4mSZT69mnTAhnYqmi52CsR/z6qGDE6XIiJN7mEQ0SwXtiRAlP7ZWJ8kKtgcBL+2Oma8aQqcz3axK8lxoTGSZhqVx4WDCziAky3NkCR5YqnButUqaCRO/a12fvCiIs5wgzkmyHD8WAl4JiawouLA3uc1U0glTLuxPAOHBEyUZO0P/6P5bCz0vzrhwILa4DsYBuirzJxe75AUcmy/z3I0hwyBhe+hTt3WCKKNR1nh8vS58afo+Qz85ev48z9lo2ry8N6ZiquyPhQu00L/AQytVtnojsrygWTKwDZnFsslizeCF7RElQ0VXZJIsRZVlCqlgrmIQJCmXDiMe26hhKjISQiTdtHV0VRRkaV5wbq3Gy3tjZBleuDFCUyUut11OzZfZGYmO2ErNZKNlczD2aZYMtgYeQy+hbus0yzo7fZ/DSTAN9jWJ0ozuJCItxEq8pSkYqsLXrw0AWKjoWJqCJIvfrZ9k4EfMlUSRW9ZVxmHKxBfC462ej6Yo5EAUZ/zIY8ssN0x2BwGyLLNUNTE0mbqlI0swCRPOLlWRJYlv7AxxopQiFx24PC9I9IzjFQsnVHhua8ThJERXFeQioqPKeGGCpim8NB2lv7g74hMPzjNwYxqWTnsS8tByjSBOyJAoGyorVZNCKrja9VlrlRi5EXVbJ0oyzh9OuNx2MHWF2nR7b3fk85ETrakbeCLW+vOCjab4PW8en2NrZ5/9wwlquY4kSUz0BbIoYLB7hT86f0AhyWQFxK0TBFFOe+CSZgV9O6JVNvn61pjve2Ceg3FIkKTUSjpXuh5+nGMaYuy3Nwq42HaxVIX1po2uSgy9GNtUObtU4YtXesiyxMhPUGT5aGT7Bxc6LFTWudRx6XsxfpyS58KE84GlMiVdY6wlFAW8sDPmifUaj6xW+crVPk9vNknzAkuVOXBCJEnipd0xuiq6Vj/6yNLbXqdPBwPira3biqCbFHFCdPXKrBB6B7znCyHXdbly5crR19evX+f555+n2WyysbHBL/zCL/DX/tpf40Mf+hAf+9jH+Lf/9t+yvb3Nz/zMz7yj573fHSEkSVytvE6tY2oKzZJOx7kzGwuEEd87dX5Nspw0y9FV5U/NDO3d4GrHvSOMVVc9yobC4BYTxvY4ZHfo8+ja3Y3toiRj5MXkhXDfvdXAseeEvLw74vhciSAWI4qhH2MVCpam0p6EjPyYkqGwVDP45o0RFUvDTzK+eq3PZqvEetNmEsTsjSJMTebcapVRkHCl63Lp0BXr4bbOn1zuc3I+5EPHGmwPA2xDYXfgT7d1xJ9HmhUcjkI2WzZhnN5WBBmqjKnJFAgPm/mywdCLSW7xFCqbGl4ckmYZbpiTlzRKuowiCRNARZExFRlLVfizDy7wyv6YnX6CpatUbOFG/eWrPR5crlIUQvQcJjlhnOFMR1gbTYutgY+hSMRZgamJwvH8oYMsSyxWTaqmhqnLrNYthn5M1dJIcvE3J0nSUcF2rGXTHkeoikTXjelMIlbrJpqmkuQZhqRRtzV6Xkx3EjFXFvqZ5w9GbDRsTi9WGPoRdVMjM4T/TdlQMXWFIhcOw3GW40ZCM3VmqcrQjxgHKTf6Dk9stjgYBdSnYnwnFFtJPTdGluDscpUXdkecXaoKYbmhEWdisyzOMmRFYqFkMAwSZBmWaxaKLDp6wyDh17+2zX/7kQ3GQcYz1/uUTY3luglFwSRKeWFnzI8+ssxLeyM0RaZuauyNQmQkel7MxbZDnOa8uDOmVdE5vTjPOIhZrBp8c3uIKiusNS3OrlQYODElU+Wr1/o8td4gTHOe3KihayrP3RgSTrfc/uDVNsbUrNQJEiZhylLV4JmtIRM/RdckqrZGxVS51nV4crPJn1zqcjiO8JIUQ5Z5cLnC0I8pmRr/y7/8f/LK//6/8uiP/Q1+7K//Pb6xNSSbO8Gpv/3LLJ08R5hJnF2piG0/S2Ps++Q5rNRM1lo2wdRWQFdlNClnZb5MFGd8/fqQOMtYrlhc73k0bJ0oSsmygq9d75OkBfWSytBNOLtcwdRUuq5H2VQ5HIvCU5FVGraKEwrtVs+L0WTpKFbHuZHw4WMtbkxHa1Fa8O+/scdi1eS7TjbpOSEDP8adCt4rpsRqw8LSZL5+fcDHT7V4u2rT3Pcp4teJU5k4b/ORZ8B3QCH07LPP8mf+zJ85+vqmkPmnfuqn+NVf/VV+8id/kn6/zz/7Z/+Mg4MDzp07x+/8zu+wubn5jp73fneESrrYxLmXr8xNi/2Nls3Qj++Il9AUifXm20/NjtKM3UHAwTggyQoMTZyo1hr2e64g6johWz3vjppxd+gTpznHWjY3kzMkRLHzze3xVFAqMzc1d2N6X5Rm9NyIKBF6ja4bEcQZWZ6zPwqp2RqPrNZwI7EhlRYFeQov7A0BOLNY4aXdMU6U0ijpLFQNnCjFjRJe2huz0TCRpYJxkBDGGa/sTrBUhYat48YpUZJjGwrtSUh36jBdNpSj8ZCpyqRFznCawTVfMfDjDH1abEjAfEVHlWWCJGV/KhJN85xrPZeSLgqMziRgZxBQAJ1JyGpicWqhTNPW6PoJRZRyfn/C+f0xJUNloaLzo48t40xPhlc6HtE0/qFiyCxUTYI4Q1UkFmtCxyPLMrosY1kKqgxJBvtT4enhJCKbdsZcNyFMciqGSrOs0bJ10izncttDVyUhCJclzu9NWG/ZOIEYXby079B1hL/QR080eXilxiv7Y756fYAkiS0+W1fZGfocTEIeWq6yXrd45WBC3495arPB128MoICqreMMA+IkI8nh5f0Rc2WTR1ZrzJU0LuyPeXl/gqUpnFupMfASmpbGStWiAPE6hwm7I5/6VBtiqDI1U6UoJE7Ol7nSmfDx1RbjIGF/7KNICit1g+PzZa62Hf74UperbY/FqknHiXlma4iuyBxr2qw2THZHPooic35/wqOrNaHbGngcjMTGlyxJBGnOhf0JfTditW4zCRJaJZMc0c20NRW9LrbPVmsWjbLBwA1RZIXfeemAKBF6sK9e6yMh0SjrrDVtupOQJMvoOiGPrlfZH4pNwzOLFeZsHVWTOb83YXvgU7M0JmFBMDkknzNIJBVbUakvrFLkGYdblzgcB5xaKmPqKkHjCWRZ2DLYmgK2KEwtTeWxdZtvbI8Y+jGPrdepWBo9J+Kh1TqSJHOj77JaN3GjjK4Xca3rUbU0fuCBBUZBzMWOQ8PSsDUVu6mS5gVOmFAxNJwoQVPE366uyCzXDEah6GzWLA1dkeh7EWlekIQJFw8nnF2p8/svH5IWBaamMAnFRu9yzSROc7b7gdiqPHA4tyqWFpamxejDq/W3ZW0iWTZyuUzu3L3gUWaRUe+I93wh9H3f931vGInxcz/3c/zcz/3cu/q8970jhLgCHgfJbSMMEE6+N9ez67bO4xsN9oY+3WlnaL5iHBmcvR2yvOD8/uQ259koybjSdtkbBqw3bRol7T1jEHZrYvlNCoSYNknzo9+VGKMUvHrgEKcFpxfLmKrCddXj7LIYObyyP+ZKx+WlvTFeLEZfJ+dLDNyYOMtZqhqkecHnXmlzqSN8dSqm2Bb60LEmnXGIgsRLexM2mjaH45CsKAjijJ6TEiYZUZJhaAonpp2lthNTszTaTogbpkR2Bq7wQHLDFEWS8OOc04sV2pOI3aFPz43RFInTixUUGb6xPeTYfAlbVWjaGq2yGCNd73kUBazVLYIkY2/o44YZJUNl4InHuOmiXbM1Lrcdntxs0PFGXOv5pHmOpSuMg4SDSUDfS3hsvc5o6tVUNlQmU31RlBYYqoyhCeM5N0owNQVdlRn4MXMlnYopM/DEplCRi3XsOMs4HEdAxHrTJogKekXMSt0kywtu9H1ePXRolnROLVYoioI4zQnSjMNxIJ5XE8Ghn7/YZaEifm8VUyOMMwZezHzVoO/EdMYRaw2LRklnpWZSSBK7AzFiqZsaDy5VhJ/RwGezVeX0Ypkwyeh74kp/GCSossT1votUQMW2uNH32ep5nFoocbXnMV82eXilyt4o4vRSCT/KOZj4lAyFHzq3zB++fICfFlBITKKYZqLx7PU+HzrWZOQnNEoaJVNDlWUqhkrbibjYcfiRh1fwYxH8u9KwCNKMjYbN17bEaG6tbh2txSNB30u4Meiz0bTQFYUrHZfNORtTSbneD3hwqUzJ0LjR82jYKl+61udq10NXZBaqBr2bF2ESDL2EUZAyCmJOL1Y41ixT0lWqptAT7Q8D9FwmnuaWScCN3/p/0H7uv+D8t/8jK0/9AEtVg40nvo+f+OcP0NYWeXFvwkrN4uX9CSfnbdZrJaqWwoUDh7qlMQwSnlirceCEnFuu8PBKjWe3hxRZzpmVGs9sjcjzAkkSZqQFEiVNYRSkjIOUrhvhJwkPL1fpOBHjMGWpotOamjY604JHkURmW5EXaIpC34m40nFAktho2vzAQ4uo0/GZrasoEuSIC46NuokkC43bhcMJm3Ml1psWQZJyrevjJRnXei6rTRs3yojT/G116bV6DePEcYKXXob8dsW1ZFnoJ1/fQHLG6/OeL4Q+yDTLBo+v19kdBgy8m0WOyVrDuq3IqVkaNatGOl1JeKe27j03uq0IUmQ4HEccjkMKCnpORMXS2GzZHJ8r3XfzxiDJUGWJJMuJUhFUqisSRSZCNLOiQJEkZFni1YMJQSwcerOsAFX4q1w6dIjSnL1psnqSZgz9mCjOiZKMU4tlyKFkyjyzNaLritFWnOb03QQ/npBkOR8+1qLrhEJU6QoRaccRV+YlQ6HvRjRsnayYrmNLIjl9FCTMlcQHtCxNRcVBzMiLWJ8rM/Rjhl7CWsMkL8TJBqBuq6Q5rDVtwjjniY0qNxWgPTcmTgsWKwZpnnO167Jcs7iRevS9CNtQyHPhLPzIWo2yoWCqCmGSC3dlSYxfG7ZOkkUYhUIQZ9QsDVOTiBKR27VcNXlwqcrBOGR/HHIwjjichCxWTV7ZG2EZGjd6PmM/QVUkHlis4EQpJxfKYuV/HJFOV+QpYKVh4YQxu0OfY3MlDE3F0mSW6ybXOy5744iBnzD2E2xDRZZzTszZHIwC9oYBpxdKwm8nTmmUDHquMN98YKlM2dRolQz2hwE1S+OlHdFpMDUVN8643HE4NV/h46fmcPwYXZXpTSK+dn3I2eUqC2Wxll4gTBdf2B6hKjIVU2V7ENAqGRyMA6IUntysc7XrsD0IMDWFVw8nXDgYszFXoe+FVC0NNxKO4ZPp9mHZVHl5f0yaia22mq3xwGKFS4cTbEMhyTLiJEdRJPZHwsqgYYnOhj81VaxPc+76bky9pKFP/ZW+64zNekth6CbEuUZ7EpHkcKxhUy8ZtK/2SbOcvBCRIjKQFkKbpMjwoWN1rvX8qaeTweW2x3xF5+vXB/zQI0u8/NIr9NV59sYhi1WDlbUN2t+Q6O9e5sTHfpCNls3uSGbuxANUwoStvoelyfzlD62SZsKYsmHrfPxkk0mYckYXK+wjL2GjYbE9DEiznAeXq3zulUMkScJPMqqGytPHGtzoeyzUyvzIwwsMPXHMtqbRdiK645DvPjPHUt1idxjw3zyxwhcvdcmRCJOUsR9haSqGJjH2c2RZpllSeWK9ztWey8hLiLKcR1arVAyFx9fqdJyIKC846HtstGx0TSFKRId0qWoxVxHd3bqpstf3Obdcpe8FrNRf36H+bkiahvHgg+RZRrqzS+a6SLKM0myinziBcR8tXt4PzAqhe3C/R2M3aZR0GiWx6inx+kXOu5Vrc6v9viyJjK+90WtBpF6cYhsiXNLW1TdMLf/TxlBlXuy6twVdVgyFZkWj54gr+Jtmf0F8s1iU0LXXfl+TMOVwHDDwEmQJTsyXxVq1njPyRWdIUiFK4WDsY2oiADYnx1TFSXcUpNwYiBHdTXfZcZCiKBLXei5BklHWVcqGwot7Y4ZezMdOtlDkQoy0JIlmScdQFeIsw9ZULEPle07P8ZUrPSZBSteJaU8isaZe0clziaIoWKqL9egkK442yiZ+gqHJrNRN2k5EnBboisS5lRrP3BjgBCm6onByWXgAXe/5qIpEPDVrNHWFLBXZXQsVAy9OKekqmiJzbrVO3fbpOTErDYswzZmrGHScEEOROT5XYn8UsNYocTAJ2GzZRFmGE6SM/IRjLYuVeomOE3Kp7ZBkBasNkzNLJVG45LBat1momJxbqaPKcK3rMV818dOcgSfM7GQZTi2UON4q8/L+BD/JcKKUJzYaXO44JGnG4xs1giTDizPSvOCZrQFlQ2W5bvPC7hgvzPDClMc3GyiAl6QEwwxDFWaJN6ZF09CPmKvoHIxCTsyVRMcxL5AV4QE1csXf37mVGn4UY+kqYZKz3rSREe/Pw3FAxxlyrGlztetg6bLwSULYgFzvepyaLwMSTiROpNt9n4dXalRNhWe2XJarJm0npGzIpNPfxcMrVUZBTAaYukzD1gniDFuVOTankyoD9t02e3sZVUvjzLEqJVbxA4u1lokfFcKWIIO+FyIhBMLH5myQZIZBStzzSDPRhc6ygrMrFXRFIowT/sXf/UkOLr3IT/7ir/HQyhmyPKPx/T/Bkz/wSZoLq7hxxjhI2BsGwtW5yPnI8SardZv/cv5Q+HCZKnGaMV8Rvj2rdaH3Od4qcWzO5ndeOmRzzuYLl7skWUGSZYRpzshLMFSFB5bK7Aw8NEXmWs9no2VRMTSudF0+erJF3dK53nbZHvisORbH5ssMvYiqaVE2VCxNIZdgs1ViFKScWSrzB6+2CZOMBxcrmLqCIstTywmDJM+53HZJ8hw/zhj4Mboic2axwvWuz6OrdQ5GPoamUJs6dl/cd95WIQSgLy8jKwrx4iLZaIykyKiLi+J2c2aT8k6YFUL34L0wGruVu6U7/2lx6yhSkoSm47b7b/nv/ii4r4VQmuVCpBzcLiR0ooxxkHJy3kaRJNLpOOUmzZKOdqvrbpYzDoR5YlYITx+RURWhKDAMRVdBlWU0VUFVRNdFQqyKS5LEKEhoOxG9SUizbHC1G6LKoKsysgwSEqoisTcSW1myJEwSV+s2kzAhTDJKugqScGFerBpstkpUDI2PHG+R5Tnbw4CKqdKwNXRVnpr7iXFYxVSYK+uEqRC4rzUtGrZOUQjTPEOVcKKEKx0HJ0hZmo6eLhxMUKQqJ+dL7I9CSobYxnp6o0GUic05vWyQFTn61DiQAmFomBfMlXWyHJIkJ85E7ILjpUiSeJyyoZEXBc2SxdlF8f+rDZtvbA/F7WUDS1XYnCuxNwzQFJmiEN2IIMmwNIWrXZdX20IfUTc1Ts2XWKoYJLkIVr1UCF1b3dYIooz1hgUUhHEKklizXqiYLFZFx8bWVf7gwgFZXnButUrN0rjW8ygoqFqasC5QZdYbFut1g68OfcYBzJU1PnFmHlWRCdMJkiRRNVUuHIj8MS9OOTlfIsoKpFhYJfTciJKhouUFAz85eu1uGjpKxDy4WCVOMubKOl+9NqA0jRyxdYWHlqs0bI0gzug6EXVb47G1Gl4kDCofXKpweqHM+UNHmBlGKZtNizNLFTYbNjv+FS52dlFliaGfcLXj0q6HLFQc5rXT9F2VvhOiTdfoF8omqiyCii8cTBj5MUs1k4NhRg48ulJFHW+zlTV5bL3B9z6wwPnFVbrXL3Dj8gVOLp6mYmqcPb7BQtVkq+vR9z3SrOD0Qgk/zrje9cgKOH84wVCFDq/vJjhlUfwtVHQGfsLQT2hPRPfs6eNNtgcepqayOwhBgrIh3MnjLGN74LMzDPjIsSZBknK543JmscojyxWaFYOhl3DoRsxVTdpuzCsHDk9u1mjYOm0n4nPnd2mUdFoljcc3qsjI2KrMg0tV2pOAYZAQRCm2oTFXMYiTnCAec3qxzP4ooGpoaIowjsxbFss1g4at8eLOmM05m4NJhCLDxI+p3sPp/Y1QFxZQFxbI41iM5FRxCk/abaIrV0knY9RKFf3EcbTl5fverf9OYVYIzbiDhq2zOxQdoDyH6JYCQpbEleJN3Ci9zcDy240Y4Ums1E0OxtFteqqKpbLeKh2FTxqqjCZLGLoogHpeJEzhVJECfuuKnqZI6KrEZCqIjpOCRknEHURJBoWISpCm46P2JKRiqJR0lVfdmFOLVbK8YG/ooyoKZUNis6GTA9d6HvNlnc2mTZEXNGoGT27UudT1GLoRxjQt/Pi8CIvteyGX2h5V22AuybnS8QgTceXcLInUdUWW0VWFsytVbE28PucPJkdxEur0/ssdD2452d/8dR2OI07Mlzm9WOZYy0aWZLrT8eh8xeDWV/fEfBldk1lrVvloSaPvxhxOQuENo6ss1wx618Uo92b+mR9maEqKrQtxet8TXR9TVUjznGbZwotS4UZsSqiyKEZbJZ2+Fwm/oJpFlIjsKkmS+MbOCENVkIFxmHB6ocL+OKTtREyiFC9KeGCpyvW+z3rTxtRkDoYhSZYz8CO2Bx6PrjWoGAqX2h67U2uAvpvQKmtUbZ1nbww4u1zlsfU6yzWhywmilHbf44HFCmGScjASJ2pNkTE1hTBKUVSZw1GIoSm0xxG2IbppFVOj5yas1HMeW2/gRTFjX6Nha8yVDXpuxOacTWcSoigyXiRsDf7y0+vc6HucW63y0JIIT61OnZSPzZXZ7bus1i38OMXMhIZwu+fS0xMu9/eYBMnUgwiqpjbNnYuYM8dc2JM4uVjB0lW++0QLJxYF2XLd4nrPZb5qoikyiiFD7PL//R9+nGDY4b//X/+ArYFP19UwPvZ/5L/7K7/A3FyLogBZLvCinP/84gFdJyLJwNJE7IemSjx1rEl7EhCmBdd6HnGWc2ahjKrIZEVB2dLpeh5nFsti4WHORkIUalVTo2wodCYRkiwsGYZeTFZAxVCRZInFikleQHsS8GceWOQLV7q8sjcmy0FXFcIk4/H1Gp1JxOFEdEttXUGRoOPEvHrgYCoK3/vAAp+/2BHbjZZGx4kYjAIOxxF/4Yll0jznUsfh2NQxe7NpM5nmDg484SJ9drlKxRLJ9EGc8Oha+LYLoZvI+mvfH7xyHveLX6AIxHs9BoLz5yl/7GOY5x6eFUNvglkhNOMOWmWdVlmn78bI082bm1tpjZIuuhZTTE2+r280Ea0gokTKpoYbJmRFgamKoNSKKTa8hn6CGyVsD4RY2A2nyfKyNN2Gs1iqWUcFoCxLhElO3dJYqgnDvoqpEiYZJ+ZL9BxRJEiSKA41WcZQRTEVpTlulLAzEJ4qqiR8cHYGHkGSs1wTJ5a5qe/M05sNwiTnY8dbYjMMMVZLc5H9dfHQPSpYNpo2SVpw6ITYusLxudJRntRq3bpNwL5at462zm6ue2e5MGFcb9n0nJhJKFa5TV3Gi1MeWa1zYr6Epsr8wYU2Q098qCuSRM1WeXy9zqNr9dvGsM2SIaIlkgxVlaAQGzT9qfWApckkmQi9rNk6NUujYmmUTY25koGfiOiOOMspGyq2IaMoKntT5+ahH4uU9zSnUbVYqBgEcYYTJlxsuxiqgqaIYM6VusmltoszjTLoOTF7gwBjvoSuyMxXDDpexO4wQEJmoayhKgodN2ShalK39KOtwRt9n4dXqxiqysDzeGFnhKkpBElOo6QRxClDP+aB5SoVS2Xkp1zpOKiyzUPN0jTWR8I2FPwoJc/F+CmaGjSamoSlGRiaSp7lXOk43OgLUfUTG02SLCfLc+K04GDss9G0SNKCoR+xXLcZ+zFzU01SyRQC+aWawXbP52J7wkLFQtF8JCkXRftUhGUoMmEitHTLDbAoEadCQK/XTawwY7Nl8c0bQ5arKqWgi714gnEQ03ckCqOMpI549hvPc+Kxj7JS1Xnq4TMs1QyiROTpnV2uca3nEcQZYz9hoWqgqTJ5npOmEisNi64Tst13KOkKD7Wq+GmGPw1LnoQJP/boElc6Drqq8J9eOMDQZLZ6HhvNEkM/YqMlNuJkWXge6YpMs6wjI6wRBl7M95yc46vX+3QmEQMvESv5QUKaiZHiSt3kS1cGPLBUoWpodFyhVyvpCmZVOXI711SZS4cOcZ6zWDaZq+j0p3+XZxbLyEhsj3ye3xlStw2Gfsx8xWCr73CsVcKNhGmmGwrB+btF0uvhfemLR0XQTQrfx/3qV1GXl9Dm5t6153u/MiuE7sF7RSN0P1AVmYdWquz0AzpOwErd4nAc0irrRxETN7kp2r1f3BohYaoKZvn2jQxdlbF0Ear47A2fUwsVLrUd/Fi8rlleMPJjPnqiyWrd5HdfPsSNMnHlPBWkr9Yt9scBfpyxWDV4aqPBi7tjDichhiajyDLn1qqcmCvx1WsDFmsmXpRi6yrtccCTm01uDHziTESfnJoXfkJFUfDgUpWzK1UmQcbu0CfJc2RJrEEfm7Mpivw2b6QoLTjWsqlYKofjSHSGqhprU9fnW2mUdB5dq7HV95Al8Ev6kdEkwHzVoFXWqZgq5enm28kFoV/YbJX5iad0rnd9BlNh9UarxHzZuK0IcqOEvhuT5SIX7VirxOWOy4NLNRGB4cZkuTz1ULLQZJnVhsXQEz5DpiqiJoI4FflkTsiVbszQFUJoVZEYeMIz6LH1unBu7nskWcEDi2We3Ggw9BP2hj6LVYskzXh0rcb1rkua5pxYKOFGKde7LnGWc261CgWkuQjG9JKcdi8gTgqKPKNmi192mOSEaUHV1Hhpb0SaCw2PbahUDNA1YYQoSxJdR3gNdZyAUwtl1pslqrZKXli8fDChNb14yIocJ0z5+MkWDVtnexggTcX8T27WeGZrgK7KBEnOl6/22GyV6E5EMGvdMvCjjMsdj6eONbjedfHjDNtQ6LsxXpShyiLp/uGVKl6ii5DeSUaUQZZDkWe0SgZRlhGmGUoiMfRzSppwqe44wg27YmooUkE22OHf/+L/CVVV+eg/+XX8pMCNMjb+wv/AxvoqjxxbYnvgsVi3yIGDScTz20OOzZX4xvaIq90JT222sDSZZ7fH4oJBkfn4iRZRnGJpMoamcqxlc7nj8PByjQsTh64bMfYTrrQdPnZijm/eGPH87ohzy1WOz5U4HIfMV0zaE3Hyt3VRBJ1bq9F3YvbHAdc6Lj/6yApxnrM39AHhyxZPfdGyvCBIcgxNZa6sUTEUSoZFmIktQ1tXWK1bXDwUhfYkSLENhVO1EmVTZ2/oc/HQmW6kxThRgiJLHI4jRn7KudUqz17vc2JB6IXOH4z5/gcXkSTu2AJ+JyQ7O+R+cNf7Cs8j2dmdFUJvglkhdA/eaxqhbzeGqnBqsczmnM2DU/8ML3ptRCYBS3XztviG+8FcSUdXJeL0zg8XWYL56Ul/4MU4gfD7OLtcIUxy4jQXhZKmEKViPf1Hzi3y6qFLmGRsztn0nIggzViumSR5AQjvkL/8ofUjYW7FUOl7ES/sjFium6w3bAZuzFrDRgLWmzaPrdVoOxFpkZOmBQVwaqHCA0sVTE2h57r4SYozdROXS2BoMkP/zgiVtBDjy1bJYLNls9607ymUb5XF+MyLUyZ+SkkXjxlnuejQWCJNXvig3P5aVi2dxzbu3cLf6ntC63HLB3ujpHJ6sczQTfj4yTluDHxkSRzHTWH9sZbNN3dGt4wsFTabNl+7PkCSYOgKMX6WCaHwUt0UFgJRij71W+pMIl7ZG7PRtPDjHDcWI7MrHQ/bkFmqmfhRxpWOS5hmeEmGBLQnEUsVk9pKnRd2Rjy0XKHnxEhSQVZAWZcwKin1WkheQLUUYWomz94YkaQFTcDQFLFiPww4vVgmywuebNVJszpulPDNbWE2+L0PznOiZbPd91loWmhTzZEswZWuy1xZp+dGHI5jwiRFloRxYWc83SzMc1plnTQXBcjIC2k7IS/sjJGknAeWanzpcpeBJwz/RKaVsL740LEm+5OAxNcpqyV8RFdxe+BRMjSWqgbzJYOGNs8ruyKvrKklKE4bT15mbxzSXNpAkoRm8Nq1q5QWNkiznKK2TLNexYtTOpOI57fH9NxQ+EvVTAxVRpZl5isWz20PeWi5xlzJYByIwv35vRFLlXk+Pq9yOgeUiOOnmnz++ggJ4UJt6SrjQHRw67bOY2s1VuoWNVujkOBGzyfJcpZrFpMg4bG1Oposcf5gxCfOLIivFYmBl1A2NA5GARVTI0pSyqaKG6bYmsRiRUeSJPF6VAweXCpjaRqTUPgL1SyVrhuL56paLFYtnrsxEJupas6Xr/bpOBGLVYNGSefMUpm5sjBTPbtcFaL+PKNi6BxOQvwo5VrP4aMn596VTnoeTIsgRUEulUCWoSgo4pgiCMiCuxdJM25nVgjNeF00RaZZMnhqs0XPjRgHCYok0SzrNG0d+T6bKxqawoPLVS7s3x4vIUtwerF81NUJ0+xIAZTl4ue6KUBP8+KoQ7Q5V2GuagnfoDTjRt8jy28P9tUUsW7eLAm35q4TcuHQwVAVkiRnHCWst0SG01LV5GMnWzRKIgbBiVLyoqBsqEfPf7ntCJGwrNAsvdbRunTo3NGBu0k+jeoom+obbgtKkkTZEL5PZ8Iae8M7PxwXaibN0pvXLfTckKvt24NkAYZeiizFPLHRIM8LskJ03LIcyqZyNLo73ipx4WByFPTamcTTbCfEWn8h9EU50J6EPLhYJcoKwkSsWJd0BUOVWW5Y/PHFLl6UHRkB+nGGG2d0JhGKBA+v1jichFiawsCPaZUMFso6HznRZH8cIBUFH9ps0vcDKpUOF/v7wl5AV4nosFFbYr1Ro+ek+LEIPm07odgQWiiz3fc5M19hZ+Txlat9nFCs7b964EzHRFVOzpepWgrtScSltsOlQxdjrc7eKGTsp0RpyiNrdbYGHjkFUZLRLOlUDRU/zRj7YlOpUTYoCtGpem5rSFZIFIjolSjOObNc5nAc8o3tAfvDgFOLVR6on+Ty+CKTMKBRMoiSjIGXsF5doz8x8GOf577wh1z+jf+J5vopfux//H9jqAo1U+Uv/V/+LZ41z9V+RJKKTulaw6RsaHzhcpeVmoUkwaWOSxBnnFook6QFFw6HbDRs9schiixRMxVapTLbQ5+PLpc43tvmpBajDFyu931sw+AHVje4IpXZGQQM/IQgylgoayzVbJolnd2hT5iajNyEM4sVojSbehmpvLI3Is2r/JkHF+m5MeMgRpVlTFUmTDMe26gTJTmjIEZTZNIs58Sc6BYuVQ3cWFhG7PV9arZGyVTZ6uU8ulbnxb0Ru8MUU5PpukL7pipCh/X1630kCWxDeCot1QzyXETILNdM6pZKVkDPjLFN8by7g5DdUXBHB/ftoNRqSLaNpMhE166Rj0agqugrKyjLy6j1D95F/NthVgjNeFPoqsxK3brvHaC7sVAxKR0Tfj1BnKGrYt37Vq8lQ339YsG6xeSspKuUmuKtsdawOZgEtMcRWVHQKhks18yjx75pb7DasHh5b8LeyKcUq8iSRMPWeHStTqMkihlZlqh9i8lllGTsj+9+1ZYXECQpmiLd4RwOTFPK714o3YszixXKhsLuMCBKcnRNvK5rdestFbXt8Z0mljcZejGTIKFqCXH5fOXOrcLluoUsSewMfcIkY+AKd2hNURj7YoMuSLKpGB8alo6pi2BPWZJYqBj84LlFek7E6YUKXVcEqB5r2exORyE9KcIyVPaGPo+t1amaKle7HicWxIgvzzNGgVh7PhiFnF6J+PL2nni+ksH8dGz49e3rfNfGQ+S5IU6EBSxWTGxdZn8c0plEPHNjwEPLFR5aqWKpKs/vjUjznLMrNSxV4utbAyxdQZdF7tRS1URXJSG+TzM0VcIJExYrBnuDAC/KplEfQlO2Nwo4sVDBjxPitBDr+LLQyGmq6OyV6yqv7I6FYV9RsNEssdYwoTDZtB+itRKxM+5jaTqKC1vXYwaMaJUMPvrhp7jwv0X44yGXdjq4ucZ6w+ZT3/UUFw8nZDjCV0qVOblQ5o9ebaOrCkkqNgknfkLZVKiZmuie1E0sQ+bBhTJLNYumrZIW8KHNOqvtG1y7tktUs1BkiUdWa1ztesTXrlBdO40TZcyXDeqWymLN5j+/eMCpxTJOmBFnAYoi0ZnmqDVsmZ4XoakKjZKOrsgisNeJsXWZlZrJAwsVel5EnGboikxRFJxaKOPHOYZS8D1nFvjSlS5BlPD4ZoNLbYe+m3Bm0cTSZdbqJn6csTcKCOKcOM1YaYhj/56Tc3S8iFf2JnhRxiRIGAYxj6/WSdMMU1d4aW+MLEk0SzanFsoMgxgvundcxltBXVtDqVaZ/P7vQ/Ra1FLQ6aAHAdUf/D+8K8/zfmdWCN2DD7JG6DuRkqFx/HWcrhu2TslQ8KI7X09ZEptRd8PQFI61yhxrvb73R8nQ+NCxJse9En4kzPFaJf0ouuNe+HF2W/7XtyIcsCtcPHRuG0FZusLZldobxp24UUJnEuHHwhdnvmKw3iyxWrdJMiGYfTtdPS+6c2R3k7wQHbgqr+88vlgzWagKge04iLl46GLpCmEqDCbHU0sETZEZh0LgWplqlU7Nl7gx8JgvWyxWxVjS0lTKhspjU7O7IgdFkZAkEUx6o+fw6FoNayrwPxjHHExC8jzn+LzJteFFGtMuTI5w2o6TnLKpMEraGPomiiTiTTpOyMmFMntDj+PzZb5wpcdqXfjWXG67lHThQbRcNbhw6LA98CkbKutNmzTLkGWZi22XmqUx8hO6TkTVfE3r4kQpJ+fL5HlOnmdEqc7nL3aRJVirG6g1CycScRdlQ8WLUrwoZbFmoSsSFUvDUCVe3BvjRik/em6JnX7Atb2CrS/8Nhd/+1+x+OQP8Mmf/0XcMGW+tcTf/n/9Br69zOnFCl+62gcKDichhQTnVioMfCGs9+OMQpKQgZOLZdqTgDOLZQZ+ykv7Y6qmxnxFp6xrdJ2INM9pOxG6KnPczMmGA1RZJMBnWS5en4qO0/WZiyacmpunZGiUdZU0y6nbKm6QUCtplHSN8/tjGiWdSZRSUNCeBJxeqNJ3I7qTiJf2xmS56JJVDQ1VyVmqWRyOAiQZxn7K5bbH0I9xopTjA59zKzU2WyWe3RpSFMLT6PzBBNeP+aFHl6jaBlGaYqjCb0iVpxcDEpytVjm7WOHCoSPiYqKUqz2PhYrBg0tV6pbOKEgI85wbBx5PH2/ybvXRZUUh7bSRDYM8ScRaoCQhl4TRbbKzg764+C492/uXWSF0Dz7oGqH3G6oi8+BylVf2xoTJ7XYAJxfKNN7CWOheKLLEQsWEyls4LlkSa833qIVudmxqlkrfjYVPjy78ggz19a36O054x8hwZ+BzarHMRrOEIb/9QF5LV4/WhL8VSWJqR/DGSJKEqStsNErsDkN0VUSafOlK/+jf1GyNNC1YXbS52vN5YqOBLEkcOhFJlrLSsCibKls9jygtqGgKT2zW+ehxUeQdjEOCWMSj+ElKSdeI0wxFkehOQnKgbBdULQU/VdE1hbKh0nVCCsRWnBfHnF0qMXATlFzm3EqNlbqJOx11ypIYUUVpxvbIw1DFY9wM4ZwvGxQUbDRsaqbKV68PcKMMTZY4Pl+if0O4W+/0PSgKHl6tc+lwQjiNiCkQ+XEXDx2e2Kjzey+3OT5ns1y1GAURhiJzMAmp2xpl08BQFfZHPpMgIRm1+YaWsBcJrYzU2qTIMybdA75wucuHNltcOHQ4sXiMS9sjWhWDh5erZEXBS7tjNFUiTQsURaYocvpZxKNrdSjEiCjLC9ZbJYLMYaNZZrVmMYlSSoZKzRJatht9DzdKwVTY6XlYuigYklRo9c6uVMmynGEW0SwbvDTtbBmqTL2ko0oSc7ZBTkGY5OwOAkqGghuK9Pgky5Akjeu9CZauEKUZDy5XGfgxN/o+Z5erqDJIufibqJoqrxyMmCuZJBls9X0ORiIjrWIqOFHGhzbq7I4Cfv3r2zy8XGMSpazWJNKs4OW9EWVDpUB8b91S+XOPLPOlKz22eh7LdZtT88IRvmmr9L2Yb2wNeGK9QcXQ6LuRMIucK73t9yCIrTEK0I8fJ3NdiiRB1jSUagVJ04lv3KD0oQ+9o+f4IDArhGZ8YGjYOk8fa9JxRIdEVSTmSwZV+/5lplUsjYat079HuO5yVYyVSoZG6S1ku0VJxsUD546RWl7AlbZLzdLvGNO9FRZrBp1JeNfxWMN+a4/ddUL6XsT+KOBgHKKp8MRGnf2hjxvlrDcsjrVKFAX0p2nv602bR1arXO149L2Ysq7yxHoDU1OYrxjMVXTirKA3iZivmOR5Qb2sE0YpX7k+QJYkHl4W48xxkNB3MiQL3DhBRvhj1aajvSTLmCuVOVWvosk6TpjQ92Ku9zxsXcSmfO+ZOWxdxQ0zFssGSQ51S2NnEHKt66OqYry31Xd4fL3JF670iNKMrhtjagofPzlHw9Z4eKUGFHzxcgc3zqgZGtd7LkkGLVvjiY06BWKUK0sS9ZJKmuccTELCJEdGIogzTC0jK+DG7/4brv3Rb+L++M+w8N0/yaNrVXbsR5j87V/BnN9AlRVGYYKtqzy3PeL4XImdQUDFUjmzUOGbOyNUSaJsimw6S1fYaNpIRUHXTUjznIeWa3hRwkePN+lMQoI4E3ExRcFja3V2Bh7zVYOmrbM/GjJwI5ZqBoNpBEjJ1Hn1cMJS1WJ5vsrl6TJA34tZrhkcjGMMVfzNXe95tMo6Ay8hyQt0RaZsiFHgsZZFzw3RZJkkz8WIbBIjSTAJYh7fEGOvnhuhSAWbrRJbPZ/NOZtm2ZhuE2ZoisLxOZ0kzXHDlPWmTZjlFJJE30+4cDghzQqu9nxWagan58v0vYj/9OIhT27WUSSZrYHPM1tDfujcIpaukHd9CkQXbBgkOGFK0vMoG8pdR8dvFmlqfisbBrJxl672zEPoTTErhGZ8oDA0hfXmOxcpvpucWijj746PPJFuMl8xWH6bmqy+F99mhHkreQFdJ3pHhdB82eDYXIkbfe+2blbZVDmzVL7nRowbiTFQmORTLx2FiwcOaQ4Pr1SxNJnrPZ+rXY+PnWiJrLg8I8ly0hwMVeKm8WXJ0Hh0vY4XJaJTpiqY+i1aL8QJ9VZ+56UDhlN/I0WWeGy9zs7AJ8tzNufWuNC7ehQeqysSUSKCOFvGEmEKX7veZ38U4cXTblgBj67XWKtbRFEKUs7HTs3xyr6I7pirGNi6fBS7osoKJU3ib338GP/1Yo+CgqWqiDe53HF4aKkM0tTyQVGol4R7t6HKuFFKmOTc6HloikQBHJ8v0bB19qdbUfZkh8riCS53fJCgvnoSSZKYdPZoZgVZLvHAUpWafU74PBUFSZpTr5qc309QFRlJgjwvuHggdEFI4ny6VDPpOiFXOx6Pr9fZaKpT3Q20miXcKOHHn1jjcBzQ8xK6k4ivX+/jJzl5UbDetGlaZeaXW4x7QzabNqMg4cKBQ8lQUBWF2qkW+zd8zixVGfsxmipzox+gyApOlHJ+f8JDyzXqlnjNwzhjvWmxWDEYeBFXOh5JJvy/VFmiZqkYmoyqSq9FBRVQt3QWqxYU8MBCGU1TuNZ1eXCxQneqJ3p2a0izpPPQSo0vX+kJ88qWTc+NkJFYqVtk0wUIseVYMPJiZEWmWdIYBQl+lFEUGQ1LoWaW2WzahElKkhaYmthifCeFkNJqoTTqpIMBRRhBkSNpGpIq3tv6xsbbfuwPErNCaMaM+0zF0nhys07bCRl6CaoszBa/1bPnrZBkdy+CbhLfo0h6s0iSxFLNoADcMMHSFaqWCDTV7yFMPxyHXDiY3KZ1ak8C5itiPb5ZMtBVBQmJi+0Jrx5OeGS1RpgopNPvaZUNqtbtxU3J0HizAwY3FEWQPF0LnysbIsk+yQgcleP1FYZRH0MVmVrtccR6dRlLmue5G0OWqiaGptJ3I9qTCEWWUCUJTZbY8ROyPGe+LHG541IzVc5V67yyN2apavDU8Ra7Q5+vXB+hyPCREw3cIKEzEevfX7zcJS9EN69kaByMfDbnSoz9WPj0jEPKusJSw6LnxXhxxsCNyaYbUP/pX/yfufH8F3n0p/7vLDz6vRxrlWh87AexNx9FqS6gyBK7o4CeE/HIag1LTem6CesNizwvOLFQRpYl/DgTYx+pYK6kMwxSrnU9Ti2Uma+aVAwNQ5OYr+iYmsbQS9gf+Tx9rMHOMGB36DHyE7YGPi/vT5AlifWGTXsSstPP+cjmCczwApom0W6HBGlODtTnl7juKpycK7M78tEkESz75GaDi4cTJEkmyeDV9oTTCxXKUoFWMbB0iWe3Bvy5R1d4cqN+NIp8ZX/MSsPiasdjsWrghDELZYNhkHC567HZMPnuk02qttAyLVQMfv98GzcSK/ZLVZONhsVXr/Wp2ho7Q58oE2antq7w6oGDoSnYeoSERM3WeGyjxos7Yhy9Vrc4nIQsVQ2aJYPLbYeupfDoWnP6GosYlXeCWq1inDlD9Lu/Sz5xmNp6o1QqGA8/hH7y5Dt6/A8Ks0LoHszE0jO+nVi6OhVlv1uP9/r6n5Lx9vVBeV5wteuyOwyOihpVljA04fB8N/w45dVvKYIARkHKwHM4t1ojy4WtwJklkU4/DoT+IyvSo2N+aLn6pjtZWV7cISZvlHScIMHQFK53XSRZBNQ6Ycxq3aasHedMc4N6JcGLU05ULPxQ50rb5XASMglS5soayzWTR9dqeGHC9jDgStejWdLZH4mNuR84u4QbJkRJyg+fW2auovE7LxzCNDokTnOudFye2mwgyQWX2hM+fKJJzdTZGwaMwpjTixX6Xsx6w+Jyx2G1blEyVSxdYaWic+mVF1BOPszJVplDJ4TmBoqqEfT2kSUJS1M5SGRSe46qobLV93hwqQpFwe7I59xqnaoZ8PhGg69fH+AGKUtVE0kSYz03TjkxtQcYBwlLVZODsY9sapQMlZNzFT5/qUuYZDywXOF3X2mTF8L3wFBlnCATbuxxTpCmFIXY8NpvWqw+8igTd4Kc9qhoCnGlxrOFTXt3wkePN9FlmcfW61ztOByOA6qmxmbD4uMnm5QtofFK0gJdlei4MT/62AoDL2F3GOBFKT03EuNfU6NqiXHpztDn+FyJV9suT6zVsE2dQyfmlUNXeF2VhHdTXhRUpy7yYZphagpOkKCrCubUTuRi26EowCBHVRSipOBG34NigdW6ycv7Y0qGTdlU6boh6w2bJ9bXGQUxr+wNefr4HLIsYWtv/30IkE0mFHmO/aGnSXZ2SIdDZFVFXVnBePBBtEbjHT3+B4VZIXQPZmLpGd/JNG2x+u3cRdCsqdI9t+TeDNtDnxt9/7bb0rzgatvFUOS7jvN6TnTU1bkVRYYgzvHj9Ej8XTE1ntyoc73vTQu2Ymp2V+X04p1K9GIawzH0E4pCfO1FCZNArKXftH3QFJmlisHOwOM3ntkmTHNURWa1ZnKsVWKhanB2uUqWQU5BFsWM4phnrvc4Pl+m5ETsDQOGQUSei2JTeMXoLFTNo6wvL8mYBCkDT2RsnZy3ORgHbLRsnrkxFLoWUyHOCr52fcAPPbzE9a7H0E94eLmGGySoCnhRRkVTWKyavLg7xityVuoWn3+lzYv/6qfxOtuc+/S/ZrhxBhmJn/wbP8OFH/6rqHaNsqnhhDGyLFG3NKI055HVGn03xtJVhn5MkmScWqjwwo0hB+OALCtYrpioksjDW6nbdJyIk/MVWiWdVw8dTi5UqBgKMhJfuz7g+Z0x3//gPF+5NiDPCuYqOl6UsT8Opz9DjiIVFAUMg4TlqiVsISSdL48UdtMqaQxLssxcWaziv7Q3QpVlXtqdYGgyj6zW2B8FLNdNtgc+L++OCJIcpIKTc2VOzpd4/saAimlweqHEhUOXg1GA0pAJs4xH1+p86UqPmqUzdCL+2ofXcOOMZ7aGzFVMIbwfBxyOItaaNtF0meJG3xOas5LBwdSMtWyr7A79o3GwoamkWYEiC6uNvaHPUtUiTgvqtspms0SYmDhhwm+/sM/J+QoPr9TRFIiSnMV3GFidtNsQRijVKvLDD2HmBYUsIcky+WhMHgTI1nvP8uS9xqwQmjHjfYiqyDy0XOX84QQneK0YMnWZs0tV7DdY678XSZbf1ZBRUyQkJPZGPks18w6NUHwXHyQQWg03DEiz/LYtuKql8/FTNueWK6SFEAcbd7l6zvKCi+0JB6OQohCbcu1xyFLNYqlmEEfw4u6IKx2HlbrF3jjkhZ0RmqqQFqK71XEiZEmmWdKpWBpLFYNRkFCxNKRewVzJRFck3KmoOMlz8mm3ydZVwiTleMvmcBSwVBNZZ2M/IcuhpMvYusr13oS1hkXVUvGjnEmQUjE14kxYB/z4k6vsDgP6bsRDqzU+d/6QnVHA8ZZN3/Hxdi/y4KNPMPBi/KxAm99AGfdpJD1OzD1Bz4lItBIPHa8iSxLH52wOxiFXeh2WqwalqVO3MOCUpoHBEs9tj2iWdE4tlDg5X+Fy2yErcuIsJ0hSgjhj6EecmCux2bIYBSlhLGwMLEPmxx5dpGGLuAtTFZtrJ+fLuGGKF2ecW60y8mP8KBMO5pKIAHlhZ4ChKWIMXNZYa5i0JxEH45C5ssFKVSNMUrpuiiwVfP+Di/zeiwc4UcZy3aI9CVEVGT8R3kCqovDKwRhTVXhgscxj6zVMVaHrhHTGEWsNm7qlg1SQFPDS3oSNVom6LTLidFVh6MV0nIDvOjXP9Z7HesvGVBX2xgHHWhZbXZ/OKGRzrsQkTBmHKVVTY+RHnJgrY2gy4zClVspYrBjYuoIbJ9QtHVWRqFoqAzfmhirx4VqT+YrOwju4IAHIRuPp/2RHK/lSVgjXWCD3vFkh9CaYFUIzZrxPqVgaH9psMvBEtIGuTE3n3sBc8vUIk4zoFlG3Kks4UcJ2XxhOzlcMjs9FtMq3X+la2t2fs25rTMIU/VuKHFWROL1Qpmy9vq3B3tBnfygyp6I0oz2JyArYGwUoMoyDmEttlyjJeXKzTt+L6bqRcPaWJTRVIsvB1mUGfswfnj9koyWSzherJpoiYRkyObBYtckKnzSVGUciGy3PC07OC5NKy9T4yrUepqoQ5wUrVQNNVfBjIXI+HIc8tdnACzP2xz7tSUjZ0MTIRVeoWqroJLljTF2loiuUMod/8zM/SeR7fOzf/hee7SYkWc6JH/s0hVaiOlcjzYVjsshjq3G15zO4EWFoCpsNm5IhUuy3Bz5enFEgnKlPL4qCpVnWeGi5ynPbQ652PT5+ao6Fcsb2KGDkx6w3Swz8hLWGyXbX58OnWnTdhEuHEwokNDVguW6jywUbcyX8IAEKBn5MexyyNhUzq4oshN0Dj/VmiYadoSkSpioTxTkTPxHZc4rMqcUy17oeyzXRaetMQsZhiq6J071wI494YKnMc9tDKqaGpcusNmUyInqOKEbKhsrSgkWYZlxrOxRFgSJZHJsriRgNSUFXU/aGAU8fbzLwYq733GmYr4y1KGJhJkHCh080mUz9rU4vlWmWRPhvw67RmYQYmsrYj6joCt//0CITP8LWVL5ytcfTx+qUdY3tgc/2wOVwHPLffeSdC5kl7fVP4YX89t/rHyRmhdCMGe9jFPnuzs5vF02WkSWhq1FkuNZzGXivueQGScaLu2MeX5dv82aaKxuYmnebhxOAKsucWSxzfM6m78akWUHd1lm6xb37XuR5IbaAprhRdqRBipKUl/fG6IqMH+fIEnQmEZMwIc8l4mmOV9eNOdGyifKc612Pmq0SxhltJ2YYxjy10aA7La4atsZyTQToVsIESZZ4fKPOta5LEItwzzjO2RuIgOKrXY/2JOQjJ1q0yhpOmHKj67E7DinpKmcWq3SdkDQv+MLlHgM3Rs1Ddm9c5+QDj3BqsYwXZijlJrok4xze4LG1szy/OyY3WqhT48S+G2FqKos1k69eHRCkOX6U0irpzFUMOk7EXFkHSaJp6+SF0LVc2J9wvedxVqpyOA4hL3h0vc7BWDhbSzKcWaxS5Dl+VLBcs1mpWXx9a8DYTxgGGdk0s+7yocu5tRov73Z4YKnGjz+5zu+9csDltosXpaiShKnL+JHEmaUqAFfbA07Ol9kZ+MiyeE1WahZPbTZ4dX9MvWygKTK7o5DdYciNgc9KzUJXCkq6ilqTGfoJuiKzMZcRSHvsBw7zFZN6tcqJxZO8uJ3hBAmHk0CsyCPxyoHD2I8pgIv7LmdXKzyyWsVUFaI0JSum7vKmyihImKvqPLrW4H9/aZ/lqsHHTy3wzZ0h3UnEOIjZH0uYmkKSF3z89DwtS+eZrT6tisn2MKDnRjhhLvL+woRHVmvsDAP+68U2FUvnkbX6234/qvPzZIPhXe+TyyXUmazjTTErhGbMmPGmMXUhPD0ch1MdzO1RASIsVBRIT9qNoxGZoSk8tFLlwoFDEIt1+HEocuseXKpQNjQ2mqW3FESZ5PmRngOgoCDNciZhysE4QEIIYIuiQJIk0rwgyQpqtsbAi3GjjLWGRQZc2HcA6HsKFzKXjYaNqSi8MB0dtZ2Q8wcT1homNVOjXDEpmQov7Yxx4wQ3ERqnOC8wNLEuvz8KQYJJmACieDx0IjFGlCRe2Z/ww+eWiJKMsq5yeesFvvAvfx6rUuP0//xbfHN7jCZLnPupf06lNU9UsWnoKidaJRRFrIP33Yi2E01HaAnX+x5LNYskEz9z342wNIWSrhLFKQES33N6njBOeH53wnrDpjMO+cjxJj035nLbYRTEVC2dsq7w7NaA43Ml6pbKwI0Y+gk9NyFKM0ZeRF5IXGw7lA2V/VGApsi8ODVh/NFzy3inUwZ+wtCPccMIJ8r5/MW2yL1bqfDlKz2SNOf7HligpKukhehcyYqMVCCCirOcs0tVTi4VhOwQajGNis2ctchzVzOWmxK7/hZ7E4c0y/GTDGNR4o9vfIPN8gPoisWNQcBqXWJv7LNQNhkHKXkOczUdP07ZbNp8Y3uErkp818kWz90YEiU58xWDIi+4MfB4ar1O2dQI4pQTLTF6tA2Fg1FImmY8dXKOparBta5LRsFXr/f56PEWLwVjnDhjsWLyxxd7gIi6iTP4w/OHLNdM5t7mxYq2sEDa65P1+7ffoSgYJ04gKe9MjP1BYVYIzZgx4y1xbL5EmGZc7bq33V42laOQ2LGf4IYplVu6Os2SwdPHNHaHPlc7Lg1Lx1Bl2pOIvhtRs3UatoamKrRs/TZPoLuhyTKGJpPeTLGXJXquMMv0opSqpeFEKX0vZq6kU7eEJifJcpJURVMkxr4o5PJCBLoCjPyYkR+zVreQJInNlkq9VGPsJ0eF33LVQlVkmmWNs9UqZV3hwsGEY60SIz9idxTSLGmYhiIS2wv48LEW//XVNnkBMgWnqzmXX73AqTMPUDIVPvKhx/miolLIGn/8zVdpLa1ycrXKjrTE9jBgf5JgajKNksaVrodUCI1UzdQ4tVDh1UOHkqGyUDGYK+tEScbVro8iC73Yk5tNvChhd+BxdqXGibmUVw8dHl6psd3zkIBhEOOGGX3P54HFEnNlg5f3JvzwuUV2hwEX2g4v7Y352PEmJVPlSttFePpJXOu6PLpa5+LhhDgt+N2XDvHjhKW6jRPEHJ8vs90f0nESJEkiiDJOzZdxIqFFkiWoGBphnPHERoOCgqztEsYpZzcSvvmNq4RpxoZtszXsEWUuT5xcxjJSrvQLJAnSAmqmIrp/Ucx8qYeaVDgYByxWTSxN5WrXJU5FhyanoC+BISucnCsRpTlBlJHnBUVR0J5EjIKYc8tVGrWpWHt/TMXQeGStxnxJ5amNBtt9j4ORx1bXFSaN8yVKukyUZqw2bAZOiB8LB+32JCTLCqSioO/HXOu6b7sQkjQN6+yDJJ2OEE6nKUq9jrq0NOsGvQVmhdCMGVPiNKfnRkyCRIQklnWatv62srjez5R0lYeWquwMPJBARqJiqdQsDXWqSSgKkRz/reiqCMWUJAlFmpoMSrA7DPjG9oi1hkga11SJU/NlVl8noVuWJVbrFhcPHZwooT2JkCQRVCtJsNGwOX8woShAU2U0VUZXhYnjakNlvmzwzPUBzbKBIkmUdZUoK8gKiOMMJ0xxwpjlqokspTy52cDWVBSlwA0zrvc8kqwgy6HvhmzO2ewPA47Pl5GAa32fKCkodFEEPrPV59hcibKucu2ZP+Df/+v/KwunH+PJf/FrKBL8x4sD/pv/26/h6nWudDyiNGdnECDJEq2yTpjkbPV8PnaySdVUqRoqSZFT0jVWGyYX9icgCQ+juqWxOwzQVOG8fKnjIEtiLNS09akvj3DwNlUFRZEZewFFIaEpEnle4EYZlqYwX9FRZYm+H5HlOYoEnWn4rKbKpDlMgmQaYZLx2EaDS4cOigxhkpPkPqt1k2e2BqzVbQ4nEWkuzAT7XsTxuRJenHJ8zqZkaDy/M+RLl7tIksSpxQofPlHl5fbznFookeQ5uiJRs8q0xwFp3sY0YvZGCetNmyBKWa1bvLw/RlUUdkc9lo1llmsWqiKx1XNF+nyeH5lUzlcMel7Eo80aVzseF6702GzZ9NyYnhPiJxknF0q4kcOxRZkkL7MzDPna9QELFYPOJEJTQJFlhl5C14sYRynffaqFEyY8uFShPYnE2C3PWayY9LyYZklnqW4y8hOcqTj/7SDpOvraGvra2tv6/hmzQuiezHyEPlj4sdCUTG7ZsNoZ+CzVTR5cqr5huOkbEac57UlI1wnJ8oJGyWCpZlB+C7EZ7yUsQ+XUQpWyEd71flNXsO/S0ZlMxyQ3UadZYIcTkZw9DMQJIkkLLh462Lr6ujlwSzWLi22H3UHA4TgizQoatiZMGmWxit+wNSxdwY8yFsoGC2WdkqEiI3F8rkTFVNke+jiBiNeggDjLidIcWRLFkxel/NHFIT/59BpN2+A/Pb8/1Xyk3Bj4fPhYg92BT9PWUSTQNYWVmoWtK6iKxPlLl0mygnFjiadPNGkce5iiyCGNicKAlztCN1SU51g0NS63PWxNoedGqLI8tQEwkRDF5PE5e+q6XfDqgYOpKJRMlbYTEiYZK3XrqOtRNlSqpsbAj3h0tUbPE+MyU5Op2zrn9yfYhsrltsNK3UaVJDpOgCwVLFZNSrpMzxNdsrmySV44jP2U5bpJmubIskxOQausUzdVXt4d48QJc7ZBkhWEaUaaFzy4XOVGX0RkmJpM9//P3n8HWZbf153g53r7vElvKrNsV1d7gGgABEBQgAbkkFqOxJC0CojEkjujIHcZXGpGsVSMdmO1f3BipBDJWJEMKaRYxcROzFA7swMuORTNkhS86UajXfnKSm+ed9fb/eNmV3cD3WiYRnWDrBNRUZHvvrzv9+67ed+53+/5nuOEJGnKyTRElXIeWqzw5zc6jP1i4u6RpTJ5DjvjLkeuhx8k2IaMIMgoIkiiRKus0XGH9B2YBQlLVR0EAS9OmTcU1ho2pUzBrXIaliriRSlhchr2aquIgoATJKf5Z4UY/U7HQRQEHlmqMN/0mQk3+Hq/WzhWWyZPVpcYTlTcqPi7bpd0apaMQIypvuJwnvP4co2XjyYcjXzGQWFe2ZtFCIJImucIFP/eLGvwAe4PHkjK3wS/+Iu/yLVr13jmmWfe6aU8wH3A3Z77OhIERZDD8TjgaPzN4+LfCcIk5eXDCTdPZgzdmImfsNN3+fre6HWk4AcNi1Wdb+SHflSkoC+UdZQ3cMWOsux1F/0sz+lMXyVTr3W8znI4mb4x0XoF3VmALAhcWapyft7mTMvm0kKFzZZJSZP5kYtNVFkkSFLSPOfa8YzONEKRJBDA0op7wZWqgSgIiGLhbSQKApoisNow7+lOGqaK6yf8ydVjpkHMLEzJ85wsz9kbesxXDKI0R5NE9oceeyOXlw6nXPsP/x3P/refxH3mf6ZqqhxPAu76Ohd/6f/Jz/43/y/aNZuTSUAYp7hhSlmXWa2bVEwFRSoqWO2Swdgt2ocHQ5/ndsd8fXfCrY5TTMhJRQRGq6Sx2bII42IarF3SMZRiWivPC83QQlnn7JxFnuXMlTUGboAfJazUNcIkIM8zVuoWdUuDPONOzyHNIEhy8ixnqWoQJimqJGCeHr+2rVExXkmEhyBKKRsKhiYx8WKePxiz3XNo2hqfeHiepqlyfs6maqpMvYjLi1U+f6fHVtdDRGCtZtIuaUz8CC+KcYOijSWJImMv5mjs44QxN49nNIwaixUTTRYJkgxNFXhyrU6WQ3csce3E42Dksd6w0GURELBUiZJWVDAPRh6IoAgiS1WDJMuZhgk9NySXJ9wZ3uF6Z4AbJoDAOJix795mvp4x9iKGTkSrpOJGCZMgZq1hcWWxwmLZYGfo8JXdIT0nZODEWLrCxI9p2grn2jYHwyKM1vweDE4f4HvHg4rQA/yVhxsl9Gbhm24/nvjfUz7Z8cRn+AahqmGcc7fn8MRq7TsSCb9bULc0Hl6qsNVz6E1DjqcBkLNcNelMi5bOWt18XWvRUEQkUbg33ZVk+euMFr/RafeVSIw3w/HEp7AoymlYKn0nukemojRDD1M2WhYC0HdCLi+Wma/op55FOdsDjzjPqZoKT63V2B44aLKEpgicadps91xKuszBOGC9aeAnKX0nRhSL0f+xF1OSRaZBgqbErNZN9u5co6XWyTKF+ZaOHz/C1wSBbn9AK4jpOAG2qlBdWSVKMxRZZqmq05tFpHkxdr7RshnMfObLGhM/wYsSSoZKWZcZezFhWhj2mbLEe9frDL2Y250pF+bLREmKE6acadrYWuGKPPYjtjoOqiJybq7MTt9jq+cQJCkfvlimFxwTZGNCJ6JqVoj8Kp6rUjUV1pomx2O/COztOaw0TFYbJhICT280GPsxAjnh6bSaqUpcXKgwCWKOxz5lQyFOMtwww/EThm7ELEywDAVdFlFKGn6UMHRiGpZyz0ohTnNeOpjwvnMG/VlMs1QEvx6OfZI0Z6NpcTL1eI96hSi9zVzZIM1TRAS2+w5BJKDEZTQJDoYBtzpTHlurcvvEYRrGKKJI2ZDRZZHFqoETJVycLxFlOVtdl7WGTsne56ATUTZk/Lgw/pQEMFWBXB5wtr1ATo6ty0iSwHKljigKHIw87vYdTEViuWqy3XeQRREJgQ+ca2BIIrIoYmvFNJ8iiYRpSN/rM/AHZGTU9Tpts40uv31Tnw/wxnhAhB7grzzipDDIezMEUbH9u9UKnYzfvKox8Yok6rcaFX+3ol3W0RWR59Mxpla0HtIsx40ytroOeZ6z0bLvPd/SFNpljePTYyIKAqJQVH8EoSAXr4X+Fj4pr50as3WFsi4zPXXTViWRVkmjpEoMvIjH6jUEXvsZCvzQep07vaJSl+bwsUvzuFHRJpm4EefnShwMi/iMHIEwyTFOjfMgo13SqFsKXpQyCWL+4P/xT7j6md/nib/1f+BH//bPkedwI7rE3/+N30csNRl5MeRgaSIX58u8cDAmTGLed6bB5+4UWWMn45A091moGNi6TLtcxFYs1wxOJgHn5ywadmHGt92b8bW9MRfnS0iCyK0Th6WaQZrnVA0ZAYG+GzNXMWiUVExVon7qjjx0YzbbCifBDi8fD5FFgY2Wzf64T5z0+GsXH0dMLCZ+wkCKMBQJ1RaZK2k0TJXnD8aoqspm06JuqThhwrM7Q957psb1oxmHQw9BFJgFMXVTI80y5qsGewOPJ9bq9GYB5+ZLVHSFgRvSsFW6sxDynLmKSpBk/PC5FiMv4un1dbZHR6fJ8QK5VOiTVqo19rsa5ysPkcsjFMVFQGLOmENUm2x1E8h9HlupoIhiYX7ZsgqRuaEQp0VFL0pSrh9PKGkqlioyV1KpWfBSp09OoXmbL2vEWTGZKAsCHXdE21jAiyT2+i6SJOJIIs/tjsiAv355gSRJECSROM0wFJm1hoEiQZQK3O7OqJkKZVVgFrjcmtxgFs3unZ3jcMyJe8Ll5mUs5dtN0/vBQOD7DPa2GRzuk2cZVq3J/MYmdq3+jqznARF6gL/y0GUJSRTeMAICwNKl70kwHX8LkvWKzuNbIYxTZmGCKEDFUL9nvdLbjc40JEpy4JuP4f7IY6lqvM4V+mzLJkoyhk6EJArULZWRFzNfKdorr0AA2uVv7bxraTJBXFTb0izn3JxNdxoWX6hAw1JYqJgwcE/3+HqkOTw0X6VdUdnuu1w9nOLHKbsDj5qlkrohzZLO0dinO415bEXn3FyJW12HPMs4ufEsc0/9ELIkEsUZlx9/iutf+CMid8Le0Gen77JaNxhEJfZ2xixWNaqWyvE4ZOj0GXsxlqrQrujMVwye358UROvUXPChhRIX5qxiksuLmAYJvcMpWQ5DL+TyQpkky9EVmZmhMPNj+k7IwI3pzSIeWihxfs7m0rzNxIs5HHl8bmtQCN4XSsw1Znz9yOHpzSYnE5/Dkc9qXadd1inZU2pCm4UaTMOEr24P0BUJQRS403X48PkmJU3iTs/nZDrlybUqF+ZKDN2IS4sl/CRhFqSMvZggTnlyvcbQDYiznDApsucuLZZYqhr4QcylhTITf0CcFn5CYZzypZMh232PR/Iq82VwwyN0JWHoJjSMOrNJnRuDsNAyKW2eWi9x/dghC3MOxj4zP0WVBfaGPl4U85OPLfHCwYQvbQ0wFKkwp2zb6JLIYtlAlkXqpszFhTKT0GWGxSQIsVQJU1M4GvvULZWpH2FkMF8yCWO4djwlSIshi3NzNhVT5WjkMlcxcIOEmqmiSAIlXWFn4KJIBfFXJAFLU7k72mOWzL7p/PQSj73pHpcal77Nv8Z3P0LX5c4zX8abTfBnM7IkIpg5THsnrD7yOM3F+y/6fkCEHuCvPHRVYr6ic/AG0RECsPgG2VnfCWqmWhjWvQFUWXhDUTEUhoE7A5eDkXdKNIrg0c2WTbv87imXj96g7fcK4iRnGsS0XkOENEXisZUqo9MWyXLdYHfokb9mzEwAVhrmW0YQLFYMhk5hjgdFskCrpNEua7RKGpcWKoRJ+rqA2G+EIMFCxeBgFHC2bZPlMAtiek5EmhXr32iXUCSRlq3hxy5NW+Pf/19+luH2y1T+y3/Box/8a1yYL2E/9FMY596Pg86Ftl0QqFlIRVeomjLNks7B0COMM7JcpGwqdKceewOP83MlBASSLGOjaSOLOTVLZXcYYGkyX9sb40eF1mmn76HIxfj/WsPiP97o8sRanYETIooCuiJgaRKdWchSRWN74JHmGWkOfhAzV9Y5HntIoxNkUeR2d0pZUwqxMQJ3Og69Wcx7F5bojAWyPOOJtRpxkiGJAlkO//NzR1yYt/GijLmyxmdv9VipFxWkKEmpmTprDYmyriKKOVW9GPtP0pj1homuSFw9nHAw6rDesHhosczIDagYRV6ZKBZEd6lqoEoqeThHXSpTNnI2SzL9AVw9mpHmRVjvQtmmbloEicud7oyapVIychRRwNAkyobKn13vIokC8xWddqkwbLx2NKViyDx9tsnX98bsDzOeXKtTUS3mrDoj74hZkODHCRfnSogi5Jicr69y1IPuzKdmK6iSfs924aWDMUGa05tFnJ+3qVkq59s2+yOP/ZHPQ/MlzrcNaoZKkkfcGuxRtUUUSUESJNL81SGdgT8gSIK/NC2y461bjE6OiAKfuY1NBFHCHY/o7u6gWRa1uQWk++x/9IAIPcADAGdahYdI3wlPfVEKV+bVusn890g6Fis63WnwhpMhyzXzDTO0AHaHHnd77usec8NCeP2YJBRi1ncB3qpaJr6B/kkQBOq2dur2C8tVk+4swAmT0/wplZqlvqV2aq6i48UpO333HtHJgYalcW6udC8PrGlrrxNlvxaLVZ2+G5JmOcZpBpulyVQtBSdImfoxMgnPfeVLqE+8n6qpkuZw4dGn+NrJDko44SPn2li6xDN3+zx+bpUXD0fIksBqzWDkx2y0bI4mPnc6M3RFIkhS6raKpUnMVwy+tNXH1hUEcmRJ5LndAe/baPHcqalimOSMvQTICZOU5apBzw2Z+glTP+HyUpmBG/Lh8y32Rz66ImKrEnVb44W9MUlWkL1WSePF/QkTL+TJtSr7wR62LhOnGSezkLW6gSSKp5W4QkfVGYe4YUqQZLh+zELNQFckpkFRdZqFCQtlFVNXeH5/TM1SccKM3YFHlKR88FwTU5X5H585IEhSHlooF5UaSeB82yYHbF2mPwv44XNt9oYeUz9i6qZcXqzw5bsDRFFgEqQookyc+5xpZiw2Mh5aU+iOU5aqOiXJ4GDostm02e271E6NMwVZLATNloYgCAiiwELFoDcLMFSJ5bqJF6XcOplxpm4iiQITL2KupPGe2iZR5uKncRH62nNwo5TFcoWtY5UwjOm7RdzK9ZM+7VIRx9FxIkxVpqQJXFoocTQJORq5BEnOuQWBxfaA546OWGupGCmMghNO4gRREGnqTRbtxXtkKCMjzf7yTC9P+j1aa2cYnxyx+8LXydIUu15n+eJlEj9kcLRHe+XMfV3TX3oitL+/zyc/+Um63S6yLPNP/sk/4ad/+qff6WU9wLsMmizxyHKFkRcxC4o2VM1S35bx9rqt8dBiISr2o+KCJosCyzWTtcYb9/6LKob3htuyvHAtfrcQoXZJY+y9sajZ0CQq34b+SVclVt/kWLwVzjSL5PiRG5FlOSVdoWoqryNRGy0TN0pwgtdPBrZKGktVk+1vIJwAuiyj2zJSFvFf/MSHGPW7/Jf/6g9YPnOOparBT/3ML/JL/9U/play0VWR68czNtol4jRDV8VinN7SCNOciR9T1hROC3vUbQ1Lk5AEGLsR3VlEnOWUNAVJglwQ6DkBXpQiCQIvHU1wggRFFmhYGrIksFa3GHkhg1nAxpzNpONw9XCKKMDEBa1hcPVwgiAUGXFf3h5yrm2hKxJ1S2XixVxZXObrR3epGgpZXjh16wo8szflk+85z+2ThJePp0y8iPdt1Li8aGIYHl4YstTQmLmFLsvSFEbjgO4s5HbXYbFisFQzsFSRFw4mrNRNFEmgaRt89NIct44nlAyVg5GPLApUTn2ovrI9YL1RWAPMwgRBFHjfmTqWLiJJHoY15qWjHs/3TjicHZEDF5vr7DsVyBSWrLOAxrl5myhOWW+ajJyY7ixEUUQ0UeRg7OP4MTVbI06KKpkmi2y0ZdqVhImfkMQGLx9P6U5DzrQ20ZUhR4Mh85UKhlAjTyocDDLaFZl2pvGnVzuEScb8ks7IC1hpxUjKlIalkUk2X9+bsVIzObuYsTu7g9sVOHGmdKMOti7SLGksiTW8xOPIOSLPc5ZKS6R5iiZpKJJC3+8zDacICFS1KlW9+gM5ZFFqNLj77FeYDYeEsxlJEhMHAYHrsvLwowSO89Y7eZvxl54IybLMb/zGb/DYY4/R7XZ54okn+LEf+zEs6y+X+OwBvncIQlFl+X4QjPmKTsMuvnwyckqafK/68EbwopQofiNLwgJvNIX2ZsiynKEbEaYZmlSkrL+dJpHtsk53Fn4TGRIF2GzayG8wRv92w1JlrG9xPC1N4fGVarFOP0YSiqpRw1aRJRH9NBQ2TFJm0xl7t6/yxA99AIBqyebyo09w/cWvY4YDlmpX0BWJKwtrHE59jiY+uicSJhl3+x6SIBCnRSp6xZCYBkWy+WrD4MnVKhMvPtUyBUiSxBe2+iRpRs1SmHgxcVZ4EMUZbHVdzrVt1FPBbZoLDN2Ill1i7EeEcc6VxVLhXaOI9J0QS1WYK2tstGx2Bx5pXpBDXRY5HPnsDX1OpgFPbzTI4xqWqhMmMbIoFplfac75dgkxa0Iu0C5rVHQZ0wh5rvsSipxS0hVudx0utOpsNs7RNFR+/8XjIqhUleg6RfWttVQmyzycIOGp9TrLdZMX94aEac5XdkaIgoCtSbTLOmGcIckCblR4C02DhKuHEz70kMrAPSGWTzjp9lgo2WzO6yBbjDyfaXKMqZvc7E1QZIXhcI73bzYBge2+S9tO+ciFFq2SynO7RS7XNEzJhJDFioEspFQrfcaZw2SScTAKyFIRnTmmQYlntiPWGg3ONNaYBhHbIx+EFEkUmPkxpiLx9DmDuWqKLDkMwg7b/Ql5JJKKMl86HGCWTNZbF7k7uo6s5ARhRpTPGE48zuk2I39G3dQ5co9I85S+30eTNUpqiQVrgRvDG4yCEflpE3hvtsecNcfZ6llk8Qfnazz0fWa9HsOjQ05u30JWVQRJZHxyhGIYlJstyu25+76uH5wj+F1iYWGBhYUFANrtNvV6neFw+IAIPcB9hyIVd37fDiRBQBC416b7RsjSt0dkZn7M9ZMpM7/wdxEA25C5NF9+2ybVdEXiylKFw7HPySQ4DU5VWKoZNOy3l1SGcUqSZeiK/B2LxjVFYqVusvIG22xdojsLuHrzDv/8v/hJ8jzjX/7BV1idb1HSFf7lb/02dyYCR7OYvaFPnkNJl09DbTWCOOV2d0KaZiiSiCDkXD2cslQzKOkyrZJGnORYWkG4Bk7Edt+jXtIghyyDsq4wX9GIM4GH5iyOpiGimNNzfN67Xuf5gzFRkjHyIrqzgMWKAYRoisjOwMHWFM40bCqGgiBQhMAmGYIIkiTwIxfbfPFOH1UWuDhf5mjsczCGueo6EV2cdFykww/gyvwG/7+XQpqlHBEBy8g4CrZxIp/AzYmSwq5AkRO64TabzadIsowoyMjzvKgE6jLHI5+6pfD4SoWBE/Li3phLi2We3RlQMZTCLsCNsFSJi/NlJn5ByKZ+wtHE5yOXdfbcO/Qdh1FyiCikSLLLZOzwaPsyW4OUaRDjqgPqZo2j6YCN2jxB5hFEAU+dqfH8ts+dnsOf3fC4MF8qTDXLKieTkFkQsbbgMYl7GGjsD0P8KCNMYkb5AQ+3L3L9MOMzt3rEmznHE48nVut87naPki7zt55YxsuP6R7u8tyRx1IT7k52sHQDMW0iSwqSEKOoEyS9ixImiJLIi4dDGtWUaZCQ5zANAybhDFMxmUZTwixkFs1oGS382GcYDF93vubknLgnWLLFSvmNzuh3J+I4Znh0wOjoALvZJEsS8jxDUVVEWWH/6sssXbpy39f1rjdU/OxnP8tP/MRPsLi4iCAIfPrTn/6m5/z2b/82Z86cQdd1nnzyST73uc+94b6effZZsixjZeUH58R5gL+aKOnytyQqC5W31i1FScZLR4Vb9it8KgdmfsLLR5PXmRd+r9AUiY2WzfvPNvnh800eWam+rSTIixKuHU358t0BX7074ivbA/aH7re0PXgFYZJyMg5OR8ZD8tewy263y2c//wWuHc3Ic0iMJlZjHrs+x4vXbzPzIx5aKGNUmuRi4RItICCJRWVm4EZUTuMsorgQMt/tu+RAq6yhKRKiILAz8DiaePSmAW6UcDILi/yrkoapinzoQoOlms7hMGDsRtzqOhyOfD5wtoWhyRyMXDRFZOzHNGwNU5WxdAlDkU+jYWJ2Bh63uw4vHIyxNJmJn9Au61xZLEOe44UxP3y2xX/2xDJTP6ZqFiP41/djtg5q4G9Qyi9gC5t87W6Crops9VxatsrGfE7P8SgbChM/YuLHLFYNjqc+24MRo2DE5cUKSVrYTFQ1BUNXKGsyZ9slvrozYmfosT926UyDQgwtFGLv8/MlRFHkj14+5tmdUeFLJMJ6w+LYO+J2d0qYJcRZQpjmDH2fvhtwa3BAVbNI0pwoC6jbGufaJRbbPa4OnufO5Dr/75c/x5RdECI2Wha2KnJ5uUxZU9hoWbxvo0K97DNfMlioGmzOSWjGkEjcp1zuU6n1Od+2WK7o7A7c4rPsuzRLOv1ZRMSYZw5uMXAClus2Pa/LxI/xYp/F1oxc7rLnbDNK9hhG27RLOlIuoogSQ6f4DII0xI0dnCBlvbTOmdIZVuwV1sprCAjsTHbe8LwWEen7fbL87fs7/n4jcGaEvodVq6PqOpKiIEoyul1G1QySKCRLkrfe0duMd31FyHVdHn30UT71qU/xN//m3/ym7b/7u7/LL//yL/Pbv/3bfOADH+Bf/at/xSc+8QmuXbvG6urqvecNBgP+/t//+/ybf/Nv7ufyH+ABvisIgsBmy+alw/G9ibFXUDWV02rAt0bfCfHCNxZZemFK3wnfcCJu7EUEcZHpVP0ustbebt1CGKe8eDB5nb7HC1NunjhESc5m237T3z2ZBNzuzu75DQkC1C2VS/NlvvSFz/Lxj3+chcVl/uG//SOSFDbbFv/X3/4fyPQyUZozcCNud2cEUUrVVKmYCmGSIiBwOPaZ+gndWUGubF1hu1/oG0RBpGGp7A090tPvqTTLSDP4kQtNJn6CJhdVvx9/ZAEnjLnb81io6kXrThQxVZHP3urSLOn0ZgEVXeHhxTJRUkxw6YqIKrs8szMko5h0y7KMsqliKhK2LjMe+ewPAz54rsnz+0P2+n1+5KE5dFVi4kcoskizrHGn5+AnEkejKZcWSjRtEUkSkIQQXZXIhRD9NDZEFkVKusytzpSVuoUXJOwMxjy5ukKW5QgUZpZZHvDEBYXn9+9wZsFAzMukmUqa55QNhd2hx0MLJQTgbNvmocUyuiyy0bT4s+sdLi9bOInH0IvQFBVykSCJkQWZNM0ZBxMsqYkmi6iChiHL9MJ9yvYcUZoSJRl1W2Ec9tGUiNuHdQxV4XN3Bjx9plG0DI2Urtdnb3LMtj+i60ypm1XWGgtcPe7QmT7Dky2dhWqdPAdRhJ2hx1rd4sJCie3REUmekWQZfhQTphElTaJipbzUuc16ZZU4TVAkGVnJcLMDfOChpRJOuMiJt02YxMzZDVpWk0EwQBRF5sw5VFElzmIm0YS20n7deS0KIqNgxPZkGzd2WbAWmLfmsdR3d6cjFwUqjTadu3cYHR6Q50VEyzTL0UyL+XPnX3ejcr/wridCn/jEJ/jEJz7xptv/xb/4F/zcz/0cP//zPw/Ab/zGb/DHf/zH/M7v/A6/9mu/BkAYhvzUT/0Uv/qrv8r73//+b/l6YRgShq+6DE+n07fhXTzAA3znqFkqj6/UOJ4EDN0QSRKYK+nMlfU3nTR7LbzoW0+afON2L0q4eTIrRMd50UYrGTLn50pUzTfP+/p+ozsLvknk/Ar2hwV5MN9AHzTxY64fTUlPL6xHezsEvkd+4SFudWdcuPI4umGilao4owGt9hyiADueSjQrhOqSCIpU+M1cmC+RZgK6/MpkmcT01ClZV2RKenaqeREJooSSofCetTo3uzPiOKdiymhyUYRPsow4zTkY+lyaL3G35xHGKc/sjsiynJ4Z8IFzLY7GAaoknCbDxwRJRsNWGbkRtibx5a0huiIyZ+uno/0pVV3mYOxx42iKoUmIosiX7va5slTlybUGXcenXdYKPVKSsVQ18OKUkRvRKumUDIXrR1MeWa6SpBn7o4BVVaI/C0nSDEuTSbOcpq0x9WPaJZWNVoXff7bDh8+3SPOcnj/k0L3DzkRnEDhF26hqsdhcQslNpkGCoUhcWapy9bCICgnilDTLyID3rNcJ0xhdkihpMmkqUDOqHDs9ZKGoNApI5HnO0IlZtZuoasxw5BMdRky8mJNpSJYXkSCqOePhlTYiNrOg+GxGXsihd8T2ZB9JzOi4E2RJ4Gg6YCDN2Ghu4AQhu5ND6rLNQwtthDzncBScGmzm7E3GyKf+QOfny/gnBmEWMYmmKApkWUbLtlGUlBdOrlPRawTJDDG3mHjw1PImbjrg0L1LkgWYRo4iKoiIaLLGnDn3TRogAYGbw5sEaYAu6URZxL6zT8/v8UjrEUzlu3fB/35DVXXMSoVZr4tqmJDnZFmCcqpPS6ME+du4tr3deNe3xr4Voijia1/7Gh//+Mdf9/jHP/5xvvjFLwKQ5zk/+7M/y0c/+lE++clPvuU+f+3Xfo1KpXLv34M22gO8kygZCufnS7xvs8l71husNqxviwQBqG+hI1Jesz3Lcq4dTRk40b0x/xyY+glXD6cEb0Gqvp/oO28uDE+ynKn3xiSpMwnukaA//J/+e37mE+/jX/3z/xuiAIdDn+cOPf7t73+en/1v/nuOIp3Dscc0KOIzXimCpRmkeY4bpoy8+HWWjFVDRZEFDEUEcmRRpF3SeXS5yixMuN116bshP3SmzpXlMmVDpmFr3Om6fO5WH0UUaVVUjsYht7szBl6CIOScbVmsNe3CgXm9TsVQOde2Wajo2JqEiMDEL6p2cZrRcyImfsTIjYiTDC9K2e572IZE01JZa5pcXtIJhS5OfoBlzhCFmCBOcMIEVRZZb1icnyshCnkRTioJ3DyeUtEVLs3byJRZq9tYmkzdKoJakzRHlQSiRMbzDX5os4GhiYRxjJftMwtD/CilMwtZa1h0Zz7HziGGHrBSM3lkqVxkso0DtnoOR2MfS1foToMiskRSqOmNIi0+zTGlOiuVOo4vUdWrLNhtojTlqaULtMwyJU1Byxts9z2aJQ1NFlmrm1inwb1n5xWGTsS1owm3TmZYWgaCy2KpgqoWjt+aLJJmGUEaoikxcl5mf+SCFHDjZMbByOfKchlDkbh5POXhhRZJmjP2Y146GNI252naIjkJXpAy9GLKms7t4Q6KYHM4DLHkCpIgIwgJXuSzaLdZsBYp6ybz5jzL9jKCIHDgHOAnPpuVzXvnnCzInHgnBGkhRq/pNUSh+BoP0oBD5/C7/0O7D8izjMB1aC6vnVaaBURRRpBkBFFC0hTiKCK7z3YBP9BEqN/vk6Ypc3OvV5nPzc1xcnICwBe+8AV+93d/l09/+tM89thjPPbYY7z00ktvus9f/dVfZTKZ3Pu3v7//fX0PD/AA3y/U7Td3oZZEgYb9apVn6BZ30W8EP07pOd86/PT7ibdqtb3R5ueee47rt2/f+/nxH/ogoiQhSRJJHHOrO8OPU+qtNrYuFxlogsizOyO80+BQUxGRBKgYCroq0ZuFryOPmiyxXrc407Qo60VA6nxZY7vnFI7RikDZUPjq9pCv7Y0ZujFf3Orzha0Baw2LsReyVDEY+1Ehjs9zHl6ocqfn8bnbfb62N+JPrp2Q5zmLFZPlqoGlyvhxgq0rJFlG09Y427JZq1vMlXUq5qlzsShQN1Q0RWIUdvmT7S/zv954nj+5dY1rg5tM8lucXxSpGAov7o/ZG7hs9RyaJZ0wSvHCFEOVyPKcqR/heTJPLlwiigWuHk5Ybxa+W7aq83DzInIm8/hyhYqhImsB1zp9BFFEkUUMRaY3CwnijOOJj5+NuTBvc2W5wrXjKW4QE6UZJUNBl0SOJiFxkhHEGcOxzblWjTDN2O751LVFVkqrbJQu8dfWPsKPbjxGmiU46ZAwjdhsNHhqrcbFOZunz7SZ+gnbfYeRG3MyiZivaDy6XGWulqEYPa4PtmhY5j1LglfWocoifhxBWqJpq9i6zFfvDrnZcRAEgWY55T3nU8pGjqpmVA2NLM9JEoVFaxVFUKjrNdJMYRZP2KwvkGYSNUth5ku0tHXO1TapGCaeb1JSGizaTTRZIyO7Nx3mJz4X6hdoGk0EBHJyRsEIEZG6VqeuvT6Souf13tWeQ4qmkSQxlbk2lYUlFF1FUhVUw6S5skYWR2RJSuzf3+vNu7419u3gGy+UeZ7fe+yDH/wgWfbti8k0TUPTNH7rt36L3/qt3yJN370n1QM8wLeCrSmcbdvc7sxeZ+YoCnC2bb3OI8mNXhVUv4I4zRh5IWMvwY0SvChjoaLf91y0hqXSf5NQXEUSvsmn6B/9o3/EP/tn/4y/8zP/e37uH/3fAVhYWeN//IvnqTVaeFFCkubIpySxbim8fJicvt8IQ5WZOAG6LPLwUoWaqaJKIr1ZeG/yThQF8jxnrWkVMRjzZW6fTPnyzhBNkTBViSvLVf78ZpeRE2GqEkGU0rI14jRnEsQ8uVoljFLGfoSmSLQshVvdGbMwJs1yBKGI7YjTjK/tjVisaEWwbQ67fZeHFiuUdYUgSbnVnZJl0LDVIqoiiLm4UGK7P+QouEOYxQgCDNxi38s1k5vDm4jZBiDQsjUkUWToRmx7MS1bo3Zqs1DSVb6+P+bL2z6PrV3ifN1jGgSszVVZLrcZubA9dLk78hBykWYtxVBkJAFEBJoljbu9QjsVpilj36MsRuiySElXkCWBmqUgCSJJluEECcM04yceWaA7U5Ekg82HZ+yOTvCjhAVzmSeWlrg93OE/XNvGUCWuLFkImscXjr7EYqnOSVdiMINWZQHGCrMgRYlFVCmlWfV45ug6c4nKwXREzxvx2EqVc806TpjgRhmGbNDW2gxjmYEbsdPJsXUJAaiVHbrRIX4S84UXppxbSElwadnLhV4Miw+tvJ8oVujOYmJhiBvNKBkCghiQCx7D1KVu1BHFKnVTxZQXkbSAUTgiywsiJAkSIiJJnvBQ4yHGwZiBP6DrdtFl/Q31QDk5GRkS7840e0mWqbQX2L9aFCPOvudpREUlDgI6W7cpt1pkWUp+n+2RfqCJULPZRJKke9WfV9Dtdr+pSvSd4hd/8Rf5xV/8RabTKZVK5Xva1wM8wDuFlbqJrcv0piFenGAqMq2yRu0bND/yN1SO4jRjZ+Dinoqtsyxnf+hxMvG5sly5r2aO7bLGydRn8g0tMIEiiPQLn/uPPP7449Trxd3xxz72MX7zN38TRcwZuxEJRbun1mgVQt4kQ1dELK24/EWnSe5RkhaTbnmOIgkYqoypFVNfJV1hvW6iKiL7Qx8/TJkracyXNVRZol2WkEWBnhNRt1QWqjo7A4+DkY8oCGiyRJim9JwcU5U5HHmcb9tYqkTd1JgFMWVTxe04996bF6U8tlxh6seM3IiNlsmZpsWtE4f5isHdvsP7Nhvc6cxI0iL64vHVGnd7LramMJxF6IZH6MVocuEEbWtFivr+yGWtbrHeEPF9m6at8sWtAWMvwVBF1poWJ2OfWZhQXpBp2kVMxs2jCD8GTbYQEp2/ePmIx1arvHw8Zb5isN6wCCIBWRTpz0JW6gaSULir950IP0loWRVaZY2KrlI2FI6nPlGcUTNVriyXEQSBlq3iBAnPbg9I8mIS7Xz7Ao8sQy4PuDp+hq8f73FhqUVNq+OnPtf271DWVaJ8ytS1GfohTrjFRzeeoK4tkycmQy9id7aDG0XsDXIaVoUgmzJ0Y3RNIks0NDHFTzxiJWbXuc171p/g4Fhisaqy2oCt8S1W6wYvHjis1k164wRJklBFl3P1s5TUEmqe0U32qZkZum4xisZMwhlbwwN02UYVZY6cLk8snOFMbRE/zlmwypS0EvvTffzEJxVTojzi692vs1Ra4kz5DFW9yiSa4MRvbDpYVsso4rs3wDmJYxRFYeHcebI0ZdLpELoOqmGw8vAVdLtMHEUo6v01i/2BJkKqqvLkk0/yp3/6p/zUT/3Uvcf/9E//lL/xN/7G97TvBxWhB/jLgpqpfhPx+UY0LA1ZdO6Fpg7c8B4JkgSBsq6QA3Gac7fnUjPfOv7i7YImS1xZrLI/8jiZBKRZjqlJLNdMfuFn/y6/93u/x2/+5m/yS7/0SwD86I/+KM9eu8M00+jOIvb6hfC5YiosVg3KhowkGYhCkes18xPaJR0vSlmqFkLeHKjoMuTghhE1U6NsquwOXGRJpCSJeFHG1cMpbpiy2bZPqycKtiFzOArI8hxblVAkEduQOBwG6KfGh1VDRZVFshyWaxo3O0VFZ66s4fgyggC6KlIzVbw4o5ZkxElOw9L4oQ0FP0qpGyoHI4+SrjBfLnKuvCjh8dUqWx0HP87I1YS6qeFFCVlWEN6RGxEmEj03hGSCkankec7NkxmSJCAKImVdLtyrmxZ3B4UfUW8as1Q3cfyIkReTZjD2C6HrE6tVjsYBL+wNOTtX4qnVJabhGF2ViJMMERlVlmhYOheai0SxwMk0YOAGeGHGat2gZipsdR2OJwGtksY0SIoR+knA7tBloRbx/7l6h/WGgW4PUJSYWOziZglxHhGlOQ25AkJI27aRBIXVWhXTDLl2ssvE97GNmEpJ4pJc4+5gwiOt83jCCUkWYyo1jFLGrcEODa2NH0psVDd4ZrfD2UYC3hJIHsNZSNWSaZY0vNhjEA6RxJAwV9isr3DQkbnQroIYcOQeMida9L0+e84+dbPJ1BcQyJBFASHXOZidUNeKG/e+3yfMQkRRRBZlalqNNE/Zn+5jyRZz1hxLpSVuDW/da5+9Fkulpdf9HGcxURKhyuq7giBFQQCiiKzq3PziZ/En46LCqqo4oxGbT/0QmmmS5dl9rWm964mQ4zjcuXPn3s/b29s8//zz1Ot1VldX+ZVf+RU++clP8tRTT/H000/zr//1v2Zvb49/8A/+wff0ug8qQg/wTiPPi/HtgRORZBllXaZl6+hvEtL6vUBXJc7N2dw8Kdpoo1O9kCjARst6nbnj1I+ZBcl9bZHpqsRaTePFL/wpn/ix/xRDKyI0Pvaxj/EXf/EX+P6rgblDL6YXqQhA3VQoLVcYezFxmlHWFS4tlLh6NCGMc/K8EIULgoClybRtlafWDe50XQ7HHv1ZSJTmPLQg8dXtATVLRRZflVbmwO7ApW4V1Q1Tk+hMQ5wgZrNpFa+bZNi6RM3QuNWZYqkqplLoZ148mPDetTof3GjQmYVkGSiySJ5lKKLI/sgjSnMMVWSxZnA48kCAOIEgSREEONu0qdkaHzjbRFNE4iTlwxdbvHQwxcXkYJYhiSJNW2PohsiigC4LpElOLEo0LJmBG1PSFWZBgq6LqJKIKkt88U6f9aZFu1T46BwOXa6sVGiFRXp8xZS5sKBwZ9BhuZ3zwWodMbc4mi4y83yGvosiFgG6aSIxp6+zP8ipGDl7Q5fz7RKKKGIoxXE7mvgsVw2yvBC7O0HCQ4tlFmsqvnCbuiUTZxk1RWLgRgRJRiA7qFqIpYqFuD1WEDObjdISHfeA/fGYBX2TWZDgpFOmowGX2st8cHOVUXREnDlMQgc/y7hUPsPHVv46h+OAl4ZDzjQtHluRceI+SysqlqLSDxTSVGChJvG5nX0EIUdWQvacEcqJSBKrVLIGR5OUtrUC+YBH2pfxU5+BP6RhNhFzjeXSCsfjiKom0TQsJsGIw9kheZ7TNJtsVDZec57ldNwOc9YcC9YC5IW7tB/7TKMpSZbQNtvsjHfwbZ+G1uDIPaLjdUiyBFmUCyF2efkdJUQCOXmecesrnydNEoxKGVFSEEWRyPfY+tpXmFvfIHBclNr9m1R91xOhZ599lh/5kR+59/Ov/MqvAPAzP/Mz/Lt/9+/423/7bzMYDPin//Sfcnx8zMMPP8wf/uEfsra29k4t+QEe4HtGluXc7Mw4Gvn37vuOgT3V58pS5ftCQpZqJqYq05kGdGYBsihQN1VkUSB9zc1nnnNvGut+Ic9zHnvsMa5fv84f/uEf3rPU+NSnPsWnPvUpTPPVkeGTiY8fp4y9GFEo9CdNWyXLIUkzNEXi8kKFm50ZQSRQtxT8KKNiyCxVdU6mIaooYCgSaZbTnQa4YcJWz+HhpTIPL1VRXxMbkuWFZ1PNUjnTtOlOAmxD4cWjCf1ZiBslBP2Mqqnw6EqV3YFLs27wtZ0Ru0OP43HAh841ed9mA02VuHY8RUIiTLJ7rTwRIIdJkKArIvsDH0EowoITMtYbJjsDjywvXLe3bg14dLWKlTY52+pwPHOZBSmmKhMkGQtVHV00sagRpxmrNYOBG2J6MYIgcKZp86W7hahbl0WOJy5PbzQIkoyhE7HZtllvWFQrI66PXuTmYIIIhJTwAoNuv06QtLmyrGAbKXIuUzXrbPV9Xtjrc26+BHlOd+rx6HKFsZcwCxOWayZzZZWpnyBLIsPTKtflZYXP7k0I4gw/TrFNhbKhEEQpXpoS5i5BrGJrOXNlk7JUx0s8At+nYZVIE4GapeImGqIgYOkZnnSLlwa3iNKUebvBWrnO1nCXnupQV5Z5/0aT2+Mtbve7qLJIypQrc+eYb/lI+Jx4Pa4sNpiEM17sHHBqtYmh5dwe3USgTJSuEOchnd4hSSayUl6jqlUoqTq9WcgoSJiFIZKcU9LqtMwWoiAiI9NxO0RZRJzF6JJOYr3aGl6wF2iZLe6M7yB6IgICSZ4wjae4Y5fryXVEUbw3UZamKbuzXbzE46HGQ+9YRlmSpkx7PWLPR7NsBAHiICDJcxTdQFE1nNGIefn+UpN3PRH6yEc+8pYGS7/wC7/AL/zCL7ytr/ugNfYA7yS6s5DDkf9Nj/tRyq3OjCfXat+Xi1nNKlLf8zzneBKQ5byOBAFoivgtc72+U2RZTmcWcDwO8OMES1UoiTEvf+2L91rcgiDw8Y9/nOFozMt3j2huD9BkibmyfpqUXsAJY57bHdGdvTpyfzj2WakZLFZ0em7IF2/3ma/oyKcp41mW44YxAjlVQ8UJYnaHPls9B02W0BUJQ5XwopSbHYeqobLRer2JY3x6kOYrOisNky/cHeAEKRstk2kQczAKiNOc44nPBzabTIKYoRtRtzTKusThOKBpq6zVTfqziFkYEyYZUz/moaUKS1Wd7b7L+HSEXxIFuk7Ixx+aozMN+PODLmMvpl1WccMUTZa43ZlS0hUa6hodbtObuRiKxErNYKNRpy6f4T+8MOGJtSq3ujPyPOfR5SqrDYMwyVmsGmRZxnxFJ04MvrzdRzytLE28BMQh++Ehh2OPg7HP5fkSh2OPk8mQtYrIrFuhO864uGDy5bs91hsCmqQRpxlZmnEw9pkv63hxRs8J8aIUWRTwo0LvZCgSOTm2JrM/9HDCtAiMVSWGM5EklWmUZLwgZqMxz9HYpW7LmEIVP4KeP2N/4FJtL5HkMVVTZllr4mQRsuIwjYZUDZksM4iFAc919igrDbaGXd6zqBPHDmVT4H1nGjhRRFOvcuwecH14i6VymduDHrZeaMg2G/MkSY4TxixUDe5OJpRlFUX1mYUe5BK74y4VXWaiz7CVQktVUppkeUSYhpgYxFlMmqV4sUfP79E229iKTSqmdLwOn9//PCW9hC7p5HlO3+8D3EuqB0jyhFujW6yUVyippdedp32/zygYUTdeP212v5B4Lnma0lhZhTwnDgNkVUVWNALfJXAdBEm470TtXU+E3ik8aI09wDuJk8mbj49OvJjJaUTC9wtzFZ2TSQhvoENYrpuo8tvjvJHnObe7DvtD795jg9GAv/vRx/GcGbdu3eLcuXMA/IP/0/+ZH/+5/wpBKuIjoHB1XglMzrdtBEHgbtclyXLKukx2Oj0qkhPECf/rS8ccTnzatkrD0jmZ+qzWTcqmSrOk4UcpLx2OmK8YTP0YTSpIEBTEQxQgTjKOxj7LtdcfA1t7tV0pCQIrNYM0zei7EYYic3GuRJimaJKEoUnc6jpcWiwRp0UF63DsU9IlNEXgTNNEEsENUpI8pzMNuH48ZRokVA2Z40nIesNivWVxPPZAEDke+9QsidVmhhOkpJmEqSp85kaPn3pikXPlh3nvUowThYycnE5XZ0jCxy/PI5CjiAJLNZOtnsNnbvUwFAknTHhirYYmCtwcuViaghelBHFClqvEwoidvsNcpdBXZcDxxEeRRPanJzy1WaEfbPPlg4y7UwdfNKlqNucW5ulOQ0DACRPOqDKGKqFKhcjajwsXb10RWazaOEGKIErUTYtJ6LFQMTkae5yfXyXIx/jCmLa+jFIdIQoyeWKyO3RQNYGzjUWEzOR46rJUMZivQpqGDIMeXuIT5h5z5RrH0xBDKuOnLqBiaxIv9U5ol3RePh4iSSJyI2Zv1mep1CDKfMqGjCzldNweT86t4Ho6B9MBbqBQ0hR0USLKp4zcjKqZs1KtMQ5G1A0bRVDxkzGKPiHOyrhBTNOyaektjrwjun6XnJwkTRBUgevD6yxZS1wfXqeu16loFdpmmwPngM3KJrqs34va8GOflBQncr6JCOXkTKPpO0aEwsDHnmsj3ZY5unUd1TBRNI3I85BkFatSRVF1kvtcgHhAhN4EDypCD/BOIkje/LwrRMvf33yhuqVxeanMVs/BC1NyQJUFVmoWq7W3z7l25EW8dHuX29de4j0//FEATMvm8uPv4Xh/lzs7e5w7d44gSumEIsIbmEQeDDyaVvHFOfYiRAG2+g5RnCNLcHmxzGdu9ek7AXNlAwSBr++PGfsRSZpzbl6kO01QJRFJFFFEgXNti54Tk+dFdIUXJsxXDMZeRJLlhEmCKhdEVFMKI8VXIIkCWQ6iIFA1FYI4YxbG1EwNP064djSjOw1ZrOp0ZgF5XhxbU5WYBTE3j4eUDYVnd0fUDAUQiLOMzZbF5aUqTdvHUEX2Bi7bXsKVxTLvOSuxO93hziRm6MZYmsp5c4WSqbE98Bg4ETvXXBYqJhVDpqTJrDRM/vxGh8dWquiKyO+/cIyuSsjAasNiq+twq+PwoxfbXD+ZEcTZPV8lhIxp5BJnOZoskWU50ql2SpZEarbCoXuDIJYQhZy6pRYGjqJDpdRlOG2xWjcZOCG9qY+tyRiqzNCNKGkyIzdivWFRNmScMGHqpZxtrbM73UKTRR5ZqrI/9lCkEmcqC8xGq6j5JpnsMA3HrFVt6kaJSdRhFI5p1QIUNebEd9geHXNxrkmWiyiGTs8dkuUCIzejZIgosoQhKwhCWLS80jJtpcHuuM8oCJDEIedqa2zUlujOJsgYnMymuF7KyIuo6DEPtzd58ahPpaGTVopJqUq+QU/rYGkatwZbzFsLLFirbHVdnOh5DOMyc/Yc0+jVNANN1tiebDNnzOHGbkGOsoQ4jRn6Q0pKiSPniLPVsyDwutyxNxJTQ+FM/U4hT1KENCP0PYxyhdBz8KdjRFmh0mrTXFkn8oM3Wfn3Dw+I0JvgQUXoAd5JlHX5TWMlRIF7lYrvJ9plncZpjEKWFy2Kb9fV+tvFs19/ib/z0adRVY3f/Y8vYliFN8o//m9/B6tU5vx8cUc78CLi5I0vjznQm4XossjV4wlf2xkxOT128uno++HYp2woaLKEJIj33k/PCSlNZO72PSTg8nKF5/fHxFlGd1q01zZbNqYmUskLzyFLLabJ8jynpMtcWCi/TsAuCMWiyqZCGGdYWk7dVOg7EbIoUjVkaqbCra7D0I1YrhqokoStK+iKxM7QJ0wzBARESSBNCwdtTZH5jze6hGnKlaUqj63VeHZ7hG1FPLt9A1mGslyIib045mpvm3NLZ0ijMieTAFtTGLkhYzeiVVYRRTg/V8IJUw6GPj0nRJNFWiWVwawgfFvHU5I0o2VrXJiT+eLdARsti8EsRrVVWiWNsq6w3rSI0pS6pTJyYoxqyiwoiGhJU3HCGC/KcIKApASbi3P4vsBC1SgcuiWoGBW6s4DeLGKr69CbBXz0YhsniKnbOnmo8+GNy7j5DlvjQ0o2nK2t01DWudWdYGgZQi5z1KuwXKlQKxlEQpfP7W+BAOfaOo4zoWRkNPVFbnUGqIpImGREWUxJ1yFTOd9YoqyVCdKALIOKplFWa2xPxvSc4jwbByHNrIGtiEwln1EQ0LRr6KqBJuc09BV+eKNCJk7ZcTp0JzPmzDn+N+d+nGk84lL1AqqkcTBI2ervUzGrHDqHVPQK8/Z8IYhPYyRBQpVUBv6ArckWOTmREaFKKrvTXWRRxk99JuGEC7ULVLQKsiojImLKr79hERHRE5GKB0k2QqpUEMT766lslMt07t4mjUIi38N3HPIkQUgSJt0OqmXRWj/zoDX2AH/FELkwPQa3B4IIdhtKi6DcXx+Jdxvmyjonpxqdb0SrrFPS78/khyQWItO3C1tbW+zs7fPIU+9j6sVEpQVaCytUazWGvWOWrLMA2OVXbj6KA5B+QwXsFZ1MkmVkORyNfWRR4LndEWM/gTwnyaFWUhg4AX6UslIzUCQI4gw3TBh5EXGaU9YVLFXCUGVuHc9AgJImY+kySZJx9WTCcsWkYspcmi+dOnKLBakxFSRBIEkL48PuLOBuz2Fn6BKnOYYicjjymfgxNUthvWEz9SOmYYImSzy90UAWRbrTgGd2hjy6XEWVwNZkqqaCG6ZYmsyybTB0Ao6nAXVTpmaoPLczoqLLjKIOQz+kZirMwiLDy4tSmrZBxzvmjN1kFiYsVQwqVR0/SlltmOiSxN2By9mmxa3OFEkU0CSRs/MSbnJCEk15bLOMLmR4QYIXpvz0Eyts9R0ORj6PVJqMvClhklI1FfxIpKJB29ZZrmscjULiLEOVRY66wb0JvSTzWbNT6hWdDFioGARxiiKLrDUMtgceTVtFlkRmfkLN0nh+f8xTGxa3B4foqsSytU6SiiiCxJdOPsPM07FDk5IhU6nlzFfPc3N4zIsnQy40L+BlY2BK06ixUV/geDbiQmuFA2cXS5IZOyOqhs5SaYEl/QL9icB6aZMo2mXmWkSeT9ksMZUDgihjtTyH48nMYg9VEXmovEgcW4gIVIwSXWeArkZM0gGqnPPe5U2WrTVuT69ye7TN0B9Q0mxWjEf4W488jpeO0CWjGHUXVZzYQRM1VElla7LFJJzgRi4CAmbZ5LmT57BUiyV7iTANCdKAF3ovsFpeRRREzlTOYEivBiqrSJjHY4yBh6hF+IKIaFlomxvIjcbb9vf9VpAUjSgIcKdjAmeGqmkIhkmepSRxTGfrNpc/9KOID4jQA/yVQTCFo69D/Ko+BH8I0yNYfBzUd2944PcbDVvj3FyJuz3nnhBXoIjNOP8t0tbfzfjd/+l/4e/89H/G4toGv/pv/whblykbCr/0m/8e1SpRalpIQiHOlgWYhQm3Og6HowBdEVEkiNOCAPlRyt7QxQlTnCChaSss1UwUSQISEARkoRAxN22FNM8L7crIZ+RFp6PkEWme48Up3WnIIysVbpwELFV1kixDEOB2z4EcoiTlw402u4NCtOtFCZIocDxR+MKdPrIg0vdCdFlCkwUWKzo3jmdsd30WKgamJiEJAm6YYKgSgigwcly8MGNvOCPOcsZexMTv8Z61GroqslAxuHE8Za1h4kcZLx6O0WWRi/MVOlOPkqYwVzHYdsdcmi8x8iJGfkRFL9qEdVMhTXMEsdAU+XHKwIkwFAly+Mr2kDjN+NC5Bue8En6cstjweO7kJcZ+xCyI2R6dsFQ1+eDqFV7cgYORx9iNeOqMhapPOV9S2Z/toEsmZxptolDBlGxUTLx4F1uTCyfzlsX1zgwJgYETIktKYRUgifzJ1Q5bPYeLCzbkAqosUdJltnozlqoG86bKB8/WMK0RgRuR5xKqBJo6Zs/fBtXjQn2J0dhm5icEccq1wTXW6lUEMWN7EDBvN5mrNhmGHWahzzg+Ic8TGmaZqr6AKEgs2Yssm2u4ocd4pjJJFTYql3hueoyXepxpzjHwp3x4/WGOvX0ORzEjL0dEoDxvQA6Xmxc4mAxRLI8v7L9AyARDEdEkFScZsTs5YBZ5JHlMlIc01D5xOEYUcl7sOniJy/naeZbMwg/ISzyiJKKqV5lFMwzZwIs9GmYDUzZZspaQRIme2wMRMjLOVs8iICBLMpqskSQJlZMZRs+nrjeK1liekzkO/rVrmI8+ilQu35drQJ5nyIqMJCuIskwSFm7toighCiKaVSKOYvLvIA3i7cADIvQmeKARug8Y3n09CXoF4RTGu9C+dP/X9L0gz4u1JzFoNij6W//Ot8BK3aRlawy8iCwrUr/vp5Hh94I8z3nuuecQRZHHH3+cWRBT3XwU0y5RaS8xHI0IShUGbsh8q8HAjdgbetgLZQTgdt8FYL1h0XdCJl4xZXVuzkaWBG51piSn18oky4hPna8tVaJmKkz8mCwHJ0gotWWWayZxljF2Y7w4RUSgaqpESXov9dwNE0xVxA0TbE3n+HTazA0TGlZhI/CZrQFJlrNQ1ambKteOEiZ+TFlXuN1xSE7Tzt+zXsONE862S2y2TXpOxBdvD/DTDFUSeM96nYcWSzyzPaJe0mgYCntiMR03cmMmw4iWpdEua/SmIVGecWHOZqlmUtJk/uTaCUGSYRkS8yWLqycuc2W9GPknZ6NeQlNEgjinrhuYakicZgRxSrWsczjyeGSlQpLm3O17lA2FKPe5ObpLzVJOtVYCOWAoIl8/ucFq/TK7/ZCNtkI/uUO3P+NMrcSKvYksR2iiyHr9DCNHJhFGWEZEw1LZ66ekWc7DCxXcKKFhlpAym+WayaefPyRIMnRZYL5s8IU7AxqWiq6YfPRSBSfr0vHv0q6kzIQxti0wDHvcmvo8tnCOk/6III45nN6gpZ5h5te4NFdmHLr03DG6rFIxRCQpomZWicSM6/1t1qtNUmIOnC4TP+ajKx/GjVK+dnCAJku0lfPUpHm2Oj6X6g8hyxnLlsHZxhzH/jZHsz5dL2apUqWpLnPzQKZu6Riiz2KpwRdPnkNTBHTJQBREqnqZ53vPIAgimixhiRqL1gJb01sEUcaH154iFxUM2WDoD6nqVa4PrtP3+1wdXkVCYrO6yWZ1k6+cfKXwFDLnUESFklqiYTaQRZmSXGLemifNU9I8ZdVepYpBuPU8ovEGld04Ie507hsRyrKUcnueNEmQZIU8y8jiIvZFNXSWzl8ijQLy/AERelfggUbo+4zIK9phb4bpCTTPg/juzMz5Jjg96F6HwR3wx6AYMH8FFh8rSBFAloE3gCQEWQOzAW/Ro9dViSXV+JbPuZ8I45T+acq5qUk0LO0Ng11//dd/nX/4D/8hP/7jP84f/MEfcDQOkDSL3/n9L9MNX/1M81wgSBJaZZUbRzPIixT3/bHHUsWgOwvoTovKTZJm7PRd/DglzwvjQVUWMVUdL8qQZU5bXTK2VvjwSKKIqUlcXiwxdE9H6nO423d4eLHMSsPk1rFDtWmxVrfYH7hMooSVuklJl/HiDDdKaZdF7nSKMFUoqnN+lPDc/pi6qeJFhaDcDRNunEwLg0VNwYtTnt2d4EcxQZKiy4Wz9P7Q40zDonGqsfHTDEUSOTdXojsNieKckZ+QJhmiJJCnOWsLNi/sDqlYGkM3plHSuHY4473n6qzUCzHzfEXHj1NmYcL2MKSu1Xi8VaFTnmIbGbIISVZUuBqWytCNuX48Y6mis9LO2NuNsHSRy0tljiY+i2WDmqVw9WBKcz6G3GK57XCw57PRsHCjCE1VmboiYycnrR6zM5oSxgmCFLA/3UdEZb2yQRRnDJ2MS7V1ntmakK2L1CyVo5GPqSlkWc6l+TLHEx9B9Dn0j9jqT6hYCXf29wnosVSuUNNLjKMRt4fbKILKJAkxFBlLTzBVhwN3QNmQOddYQVNH3B7tkWcRw7hNoyRypnGBgT+E3Kbui4xCj5NpwEpplYcaZbrTgCcXL/ClOw4t+zrj5ACVlOsTn7PiAjWtQp4pWMqUnuMy9G5imHPYxiId/4hmeY5R1CdIQlQ5p2nZqLJMzx8gCwrL5QUmoYOXukyiHrZSxYld1qsL2KpNmIQ823mW1dIqs2jG5cZlOm4HWZS5NrjG2B9T0SrEWczWeIssz3i0/Shdr4tkSsiCfG+cfhSOaObytxyuSMeTt+368FbI0gQBkYXN8xzeeJlMkpBlGVFWqC0skeYJoqKQx2+sj/x+4QEReoB3BlnyqlXxGyFPi+f8IBAhbwhHz0P/BiRBQXQSD7Y/A14fzn0M0gQ6V4uKkSCAIIFiQusiWO/MKOt3ipNJwK3OlOg1ouWSIXNxzubZL32eM2fOsLFRuOF+4hM/xj/+x/8YUbe5ejjmTtdBkSRUy4bw9f5ITpigKRIlQ6Zd1hi5MS1bx41SDg8mzFeKtoMoclrpyTkc+2y0bBYqetFyilOSJOWhxRLHk4DOJMRQJSRRYG/oUjM1zrZt/FOvGksvEtGf3RnhhgmLFQNJAktXMHI4Gnl0pkUVZe20ZTf2Y6ZBjCgKmIrEdt9j7MXkWc5my2bsJ2R50brbH7k8tVY/1SFltGyFiqnSdyLCOKVd1lmsGnSdkIORR5YX4bI3jqdM/IjVRiEa13SZqqFw42TK1cMJFVNBl0UalkqW5QzdiJlbw9KqXD/Zo6IrrLeKnDBNVNmsneHPrvfpOxFHYw9JFJBFgf/k4XniJOer20OSLCNJMhZbMQ8tlrndmdGZhrRtjaOJz/bAoWFpIKZsNCxe6lzHUCX6boQfF55Fe0OPpZrNX2x/jaq6yOEo4ly7xGbVxks9omzKk0tPkngJhwORzbZFzwk5HgdMg4T5ioYTB7SbPpnWRy7NiAgxNYlZMmLoxdTLKm46Iw0yHB88Lafvj4hilaVSmZghbiwSxQZ+IrFamzATtlhpalS1Jm7e4frJLhXN5FztHJ1Zl9XGOmdZ48TtcjQbcuskZL5qYKkSH3pIo+Ms4CZlZvGAWTKhaZbp+j2+uHcbWQRbLybdGsaIQZhxealGlHksl5v0/SFpHpMQQJYiCoCQIiBR1+s4kUdGhiJlpATsTvc5dA4ZBkP8xKeslhlFhdv0nDlXCKWziEfaj3AwO2AcjrFVGy/22JvtUVEq6LJOP+hTVsv3Jsxy6VvfbAnK/aMBIiLj40PMapX60uqrYu0c3PGQUquNWSoXEyH3EQ+I0AO8M1CtonUUuW+8XSsVVZN3O7IMOtfh4Kvg9ov3ZbcgiSANiwpR41yhfYocEGTwB4UOSlSL/ysrkGcF8ZMVkE7ftyQXAnKjBla7+PkV+GMIJsV2s1687muR56dtRwEkpVinrJ6ONH3nmPox14+npN+g3p75CZ/6+f+c/+V/+O/45V/+ZX7913+dLMvJqwv87mdfxrJLDNyYzjQkTDLaZe11cR0AQZiT6DmqVFSYRm5xN+hHCU6YEqcpAgK9WYRAhiYXI9VZlnPjeEqc5vSdAFNVUBUBQ5ZYqRtEaZEjdmW5wk7f48bRjCBJMBWFPM+pGAoVvfDGmfghUzdkqWJwuzujXdY5nARIkogowFLdZOs0EDXLMtI8J8tzkrSo3NQshc40ZL6iFdqcvCCOLx1OqJkKq41C76ZLIqooIpJzNPY4ngQM3RhDEem7Id1pSNVQUEQRTZHozgJksXD9HrgRtqayVNO4tFjm2Z0hyzWTsZeSOS2eWigjKzM0JWdj9Qx5XOLmSWHOqEi8bsRfFgVGXoylyZiqRJJlqLLF9f0JoigQhCl5nrE39NBliYquIOUaCCkNW2ZvHHLteMojSxU606BwvxYDEBMMVaCiqwzcCHKVHIsoydmVIzoTqJspixWNcZASJqci6abCnnOL67sTNptlev4JI89DElRyMSg0XoJJnIzxwzGX2qt4ccBiuVT4/0QxO5Mp81aVkgGLZY1x1KEXHnC5cZGef8C14csI5MSZRducw0s9dqY7XKoZ9KYBuR4TxCmLJYt+eMCfbX8NU8uRBZWzrRazyYTdyQlhPmKxqjB2U4ZORMlQaJYksnzILMoZhD55niLLEXGUoQgG42hKTa/hxS6SIOFGAXWzTD0tAzlpmpMTIqIx8Af4iY+XeJSVMnpVhxx2JjuMwhElpUSap0iihB8XzzucHVJr1jhwDhgFI56cf5KcHE3SkCsVRNsic974Wiu32t/VNeG7QZYmJElEd3eHSrPNbNDFn05RTYv64hKCIKKbNtmD9Pl3Bx5ohL7PECWorkH32jdvE0Sort7/NX036F6Hnc8VhIccghHMjopKj6QU1aHu1dM2mAyjXYhmRcUrnMHgdtEitNpFNUkxwaiCcdqObV2C8V6xvbYB0QQG2+B2i31olaINV12BxlnI0mIto91iPXFQkDCzDqWF4riWF4p9p3FBwL4NwtmdFWGncRTxpb/4Y554+kP3Jrue/OGP8Wd/+Hv3Yi5OpgFHowDLLkbf4ySjWdK423MZexElXWbqv1r6NjWROMswVRFDlamaMv4kvedoHSc5aZ4xC2Igp2FLrDcsdvousyilOw1YrhmMJz6mInGmZTEJIh5drnKn63L1cEYuQN1WaIkqf36jS46ACKiyxJWlMleWivfy/P6ICwtl4iTjPWs1LE0myTJuHc8I04zlmomtS5xMfFpljVsdB1sVMRQZRRGY+gn9WRG3sVY3Tx3AYeRGHI79wi06KFqB1/cnlHUZX5OIkgzijIqhnHrziOhyUXm6djRjqW5QNxUsTeazt4c8vGCzVre43XVI0gxVlni4vYoiS/zecwc0SxqSmHAw8hEFmCsbjP0IP8oQRbjdmaFrBSHM8pxpkHA80NAlgyQPEESBsqEwVy4cuJcrNRbLLY7HMWeb80zCXT58rkV8SjbdMCXOY0xFZ+oXsSB+kKErIlMv4cJ8iaWqwqEt8PSZJtMgBkFEkUQ0AUKhz9FsxMSPaVkx59cMuq5DnBW+PGmaEYQ687UaveCIY++Ew2mXJ+YvIUsSfW+MJqhYusxg5rBgn+GP9/6AJE+ZRENm0QhbNXFjlzANcSMHP5nhZwmHsx55ruEGMotVnb3JCde6MSUDslxjFod85eh5VFGiYTRAFBDEiLIhEmcCupLhJl3SPMNUljBFnbuOiyoZ6IZIWTXYnuzw4ZUP80LnBY6dLl4ccba2Rt/vMmfOIYj5PVfpht4gJydOYlRJpet1KatlmmaTltWibtRRRIUoKxypq3oVRVCIs5hbo1vMW/NIHYmyVqaqVPFjn7XlNtLtPfiG7zOp2URpt76bK993BVlVQRSIfY+TrVssnr9Ia32DyPMZHOyh2RFIQPSgNfauwAON0H1AdbWogox2ID3Vb8g61Ddf/bJ+N8MfFSSFU+OYV5Bn0L8NC49AOivIEBT/BxMIxkU7TRBg/6tFxWd4F9oPQezCeAeWnyq2j3eL4zG4U+xzvAe9a0XVqLwAogLlxaLiI4jQvQGHzwEZzDrFumrrMNqD5qx47cgpSJDbLY6/Xi1Iqf3mF8RXkuh/9T//O7zwzBf5P/7Xv8ZP/t1PAfDUBz/Ks1fvcG6pCXyzK3YO1EwFW5Nww5SVmokfFuZzmiJytmVzPAlolzW2ew4VQ0EUAmRRJM+LsfRCTO1ycaFM1ZC5fuxwOPYJ4pQky+nNAiqmQsNSKesylibx6a8fcTL1KekqT65WC7PCjsNi1SRJC/G5LAiESUp3FhKnKZIkcjzyMTWJVknjq9tDxn7EI8tV5ExgrqQgCiJbk4AzDZuVms5mu8TLR1OGbsRSzeRk7PPwYpkv3x1Ss1QkCYIopWlrmKrEs7sjZFHEixJEipR7RRKJkxxZEjgY+fSdEEuTGQdF1WboRFyYK/HVuyNyIWfoJahSQpbntMsaq3WTOM348taAVkVn4sZcWalyOC72Fac5rbKOpeYEceF4/bG1OrdPZqiyWAjUT3xWmpsE4gE9d4ofpViqxIVWGyFeZLcfcLfvshyrjL2EPM8xVQlbl7F0i6ouk2ZNbhzGKLKAIkLL1pHFooVmaSZPrul86W6PzVaJkRvx2EqV3syn691FEAQWKgrz9RRVzpCVGWmqosoaJT1BEKAzc2mW5nFCn7pRZeSIlJUatpTx/nMb9D0Xz3HoeSPCNEaVZeIsYhbPSNPCTNBPQiRRZhpGVDUNWUr50JmzHIx8FisWz+yNMGQVQzM4djv4jJkzG1xsrdDQqmzPdrjUWmNrtIOkHCPkIopgsVRa4PbgEFuqcKGxQdc9puuN2SivUdYqpCk83HyUOauDn3jUjTofsj7EgbPPjeENclJycppGk8v1y0RZxI3BDdI85dg9pqJVcGIHCYlBMCDNU/I8JyfnTPUMs3BGXasj5iKWYjGNp/zZ/p/RslrsG0s8ffEK1iQkHY8RFAW53UZptxGU+xfCmmc5sqRg15pY1Qr9/T2SKMQolTEqFeoLS8R++KA19gB/hSAI0NiE8lLxBS2IxZeyfP9Sh78nuP2CA5m1opLz2gm4LC6Ij2oWJCP2C32QJMPkoKjQ9G8WVaIkKMjT7BiMerGf8V5RDfKGxWPdawXpOXm5OG5ZVhBIe74gU4sJHL9QVKMQiuMY+4WwZnpUkJzjF2HxCRhuF9WqPAerVaSGekNYeBRKc/fewmw249Of/jR/7+/9vWLkGnj/R/8T9ne2EKXXREpIEpXyqyP94Ru4YqcZXJwr0ZmFRQyDLLLZtmnYKlma07BVDkYFgTqeBlSNwpHZj1KCJCFMUtYbNgcDl5ImM/Yi6pZKZxoyV1ZxgoT9oU+WwtGkIEiCKFAzi/2+dDRhuWbiRyllozBEPNMwudt3uXEwo2FprDcMjkY+F+ZLIOR89mYfRRZplXRKmoxmS/RnIWM/4v1nm1iKyM8+fYauW3gHzcKEhqVwad7mi1sDpkFClGXMlXRud10qhsx71xtIp+SraqjsjzweX62S53B3WmSbGZpExSze23bf5dJ8mQvzNr1ZQJgWE1hjP6ZiyHhxyjM7o2IaSSrG/Z9YqTK/UCJOU5ZrBu2yhhOmRElKRZc5mYa4YUpwKgrfG7iocjGuvz8I2GidZW0+Js1jDEVnvw8jN+FD5xVqpkpnnLJWuUA3OMBQYnqOy0a9xqXaGl8LbrPZCtEViTBOkSWBiqEw8ySe3YoYusVnnwH7I58LczarDQ1XNKjbGV7e5Vr/kA+UVrD0jK7bwVAXuDBv40Q+fppSlucI4g4mGhJltkdDylbKiTNlbzTDiQOcSGXOajHwB8iijCyqiIqEmknkQoIqKSRZiihIrFeX6IxS9kchfe8YP58wV1F4uXubOIsKCwDJ44tHn+F8/QK3hrexZZvN+gZnqmuQi9zp9dgZn7BYanA4HXB3OqWuNpnXW5SVBdzIYxI4dL0OlqogCSqKoHG2eoZxNMJSLCRRoGE0sGSLE+8EN3KxVZsojThxT9iobmCpFh2vw4K9wGcOPoMu67SMFifuCYqgsGgt0jbbPNt5thBKG02m0RQ/8snFnI9vfhxLOv82XgS/MyRxjFGuIKsKN7/4eZI4RBQlpmqP5soa02GfFbkYr7+feECEHuCdh6KDMv9Or+I7xysjnlazIHODLeA10xk5UDsDrfMFCRGloiIkyQVJisNCNP2KYCYJT38/L6o2CMXvHL1QiK5nJ6eTdlmhoRKkohUmqnD0XGFMiQiVBdh5sSBeTq8gQxd/AvQy7H4O/GmxpjQsWmi11aJqNLhTECNRJE1TLl26xOHhIQuNCk998Ec4HMN/+rf/Pn/jf/u/Q3pNOrSpSdRfk3tW1pV7FaRXECUpQZ7TmQRcWLBR5YJI7Q+LikWrpNGyFLpOyNAJuX08ZbVp8mNXFpj6CSM7ZLvvsdYsCJemSARRxnxZJUrzYiomF4iyjJKm4IQxg2lEw9JOM6GKqa+6XYzBW4ZEZxqyN/RO154zV9KLyI/DCY+tVJEkkEVo2hpXj6ZUDIVcAF2W6E1D8rJOZ1a4QL9nvYYsidiaxGduFuJkP07JspzEyjBUCT/KTqtVMl6UUjYlNmQLRRRwgvQ0YiJEk4qpLV12iukzXUaVRL66PUQSRRarBk5QiMbjJOEj51tULZWaqTBwYtwk5bmbPdolDQFQFYntnoMqi7iBQhinVHSJ5/fHPLlWY6GqMXJiSoaCLAkslE3SLGPqRtyZBNzpuTy9Uac3DdkdeEz8mL4jU9LX0KWcR5siji9x51DmbP0iXz++ysHII0pSdgYuDbPMpfo5OpOUME6QRQUhL473/tBHlmFl3qSXH7M3HNEqq9webjNntxEFgTD1aJZqrFbr5MxzMO1xsbGMmi3wlZ0+BjZ6HpPjU9d1wiTkYDLlfHsNS1Go6VXiLGRnuoOIwiOtR/GjEE2wKaslHM/m83eGnJ8rUTISVE3j9nCLhYrJNFAoGTnPdZ/HVDWywQ0ebT/GrdFNvnj0BWp6g5JcJSbhUmsFTbRJ0hQjiZCFnJIGupJS1eYIkjI5CXuzHR42zzLXi0i3XiA/eZEr7Xm8hsm22+E4P0aRFCRB4r2t9+LFHvPWPMezY9p2mxVrhSiLeO/8e4mSCEVSeHnwMsv2MhfqF9if7RPlEbZqo8oqWZbR9bsYikHf67NUWnq7roDfMQS5CNLde+l5FE3FrtcAgTzPmfZ7WLUaceAjvoXA++3GAyL0AA/w3UI79d5QjMLzSLVguAuJC0oJlp8sKjBGpdDq9G8WpCfPi169ViqIjHRaFRKlV6fkVLvQAMV+USnidIpOoPApcgevGk4qJoRC0SJL/EKzFEyL55cWTo0rn4eV90LvZvF8t/cq2fIHdKYxf/HCLn/n59dBLyPJOj/58Y/w55/5HMH+C1S7Fg8rdbaENk766mVDUwQuzpeQX3Phmq/odKZFdSfNcjrTkFkYo0oCXpyyPfCYLxvoisjIi9AVialfpK3f6szIclioG1iqwnbfYaVmcqMTkmavmB8GKLKIoYgM3YjbXadoowEDL+RD51uInogqyyR5jiiAKoIiFc7JSQppltFzInRVYuCGzJU0ntkdkiOgKSLdWUDZUCgbRTyHJom8eDjBVCTOz5W4PpowujvkA5sNGrbKl+4OmC8b/NCZOn6cUjaU07YF2GpxvDRZZOzH1C2VkiqT5hkrFY0oz8gQ8OOEWrvElaUKf3atMDK8050hiyLv36izUNFRZIk0zcgogl4t1WDgRewOXaZBzLn5MmmaEyYZOwOPjZZJWZc517bpzSKiNOWx1RqCIOAGCc/sDtlslZivaCzXTE4mAdc6UxRRwvFj5io6UVJ8prc6M64eT/ngZpPtocN230WTZc40TRYqKkmeM5wqxO4ZHp3LcaOA4RRGjsIfH034sSsLvLA/ZhYGzJdUHl+r8mfXOjRsA0NskIovsVg1yCWXE2dEkLk09SrnmqtkGRiiwe3JTaJE4M5oG1vtstJY52gIC3aZBUNnK9jDi1JaJYMgSfnIyke4ObrGgjnPRmWDg9kxL3evU9canG+s8lj7UV7ad6hZCre7Dk+u1vHiAyZeTssyWalI7M22EAWhIB26yonbZeBN0BUdN3ZpaA3ceEaKxzhyUDWf980/xt3xNm40ZG8WEiV7LJfnaBhVLhpPU97qkHgD3CygjMbB1stYJ2UWL6yxQx/ywkwxTmOO3CNuDm8iiRLDcEiSJVxqXKKqVjmKj2hpLS7XL7NUWuLO+A6TYELX75LmKU7s8FD9IeIsJs5iJuHkHSVCoiIzPNin0p7HGQ2Y9vuQZ+SAommQ5cRhjK7fX8uQB0ToTfBALP0AbwmrVeh7/FFBhloXCsFyEhbi5vX3v0ps6uuFn1DkgdMpqmDaJnRfLio6SlS0q0StIEmVlcJzyJqD6OVim1ErqjhJCGkAmQYIRZWpdREivxBvx0HRPot9cLpFJcioFK+FUBCkyKEoWeX0B2NWf/qXiJKU9z1+mfW1NZgd8c//7sMYP/80QmkeRJUWDpae0jXO4acCllroaAz1NZeRLKPBlEdKM+6MYj63n7EzClElEUUSWKwWo/C7A5fVuoEsCnhRws0TB0sTmfiFY/PXd8csVg2eXKvx+TsDJqcEwo0SkqzI+ErSjLEXoykScZIjiTBfNhg5IUmWo0oCeV50/nqziLWmRWcaIokCSxWNMMkY+zFpmmPrClcPp1iaiCyJnG1ZJEmGqcmkNtw4npFmULeKaagwyWlYCnGaUTMk6qbGzc6MtbqBrkgMRh6tkoauSAgizJd1bK0QWddMla2+y0bL4mDs4cWFO/Zq3aBmKmz1Zjy8VMOPEharBrIANVtjrWlzu+uQZznrTQtRyNnp+zhhzAfPtfjSnT6dUQACXJov88LBiJNJcSx+aK1Bxwko6zJ1S+XlowmQ8971Bu5pqO6/f3YfW5fZbNqkeRFrkqc55+Ys4iQnjAsRd5ikuEHh0SQJsDf0cKKUj11ssTv0aZdMru15THyZkq6QZRlLNeNenEmYpiiKxH946Zin1ut4UcxypYVVusTzJzfpRB1MRUYXTTYaS+yOj4kyF10xaNllXuzcZBr4DEKRs9WES8sX+NqdKcbyBmfLdQzhmLlajqFGfO3kJZxkSJZHtKw2i/Ycq6UVgiThcuMSn7l7nXP1s0zdlDT1kUSJsiGRTieMg5yKPk/drBNmEVEaYMolojRmubSEKBbTjKqoYig6L/VfZrO2xiSc8fnDLzAJZqxX15BEkU5wwI5zmyvtc9SHCp+/+x+xFZuz1U1m0YyN2iZe7FCe6YhLGxiywcHsgIbR4JnuM+TkmKLJw82HSUjwk2KtDzce5vb4NsNwyJF7RFWrokgKKSmKVBz7A+eAtfIauqQjCve30vKNyMKYPE2IowhBlFBUjSxLkVUVWdUYnRxxQVdJkxhZu39Tww+I0JvggVj6Ad4SkgzzjxQiZqdTVHBkrRCBN859sweS1Sw8hYS8mPzyR8XvT46LKo0gQOjA2tPgTwrykicFqYr9QucTjECxispPmoBeKYTmjc2i/WbUi9cZ7xWtN1ku9mu3izZYdY07JxOuvniNv/HEAlhtmu0GH7q8xCyR6HeOWFfHMDvBJAcqMD4o9EeajanXWV9IYf7hgkc5+0X7LXKL9z47ATKESIauw+VUZ2npPL1YZxxEXD+Z8tBCGUMRidMcU5O4fjzFCWMMRS2SzSm8eAQEFFEgTgsnZzdIMFWZtYbJ0ImwbQ1BKHyCoqRIOL+0UOJPrnUwVZnVukFnGjJ0Q+bLBlmWc2HO4k7PZeBGRElKnGQ8tFimNysIQ9+JOT9nUzVU5ssmPTdkGiYoMuipSNXSGLthIbqNM2ZRzI2Ow8WFEl6c4EQpFUOmYlSwVIk4z3CDFF0RmfkxH394nhf2x2iySJZDmGSkacZCxWBv5JOk8Nz+mNW6wWLFuEes/vxGpwh7zSBKc/ww5tHVGlkGJaNMEKWsNyxudh2WKhqSJHBpsYwsiERpyhe3e3hRhiqJXF4scTINcfyYlbrFVs8hy3I0WcZUFdyoyGHrTCIqpkwtUVksa7TKGmM/ojcrBhsEAYI0YxYkNG2NW12H5/fGPLRYZqFi4EYJxxO/mKhLMo4nhfbraJrQdwpCeuN4Ss1SkQUFMpP1ygZzeYk4SYiSlN1hH0OTGHkzapZFz+syb7dxo33iLOVg1uVctc1PPvweTvoWJnXONlKe7z3Lxfl5el4PWc6RRYXbg11s1UASFZbtFQ6mPeZKJa4PbmBYVS4stnju6AYVQ6GmlSkbGtNoSFkziI0akiCzUV3n+vAGe9M9bNVg3p7HSSaUVYv23GUkQUEWZfpejGYucWdwxJMLD1HWVKq6QhoHBN0BeZ7T83uslJeJ0pjd8S5zVptkMGR57Qrb4RF1vc7N0U1qao3N8iZ1o87LvZeJsoiWWkfzAxRB4OPNp3nOv82N8Q1KaokkS1BFFVmUEUURP/YRBZG6Xqem1+7nFfKbIIgierlKnqVEgYckK8iSShrHhJ6LXT9HLklkDyI2HuABfoCgmrD4aEFgkrCo9Hyjp89rodlw7q9D7TaM9otR+sZ5Ct1PGdRSoekRxKJdNjmApaeKak7kFBNk0+NiP9Yc1M+AcwJX/78giTDZhygoKlBGvdAW6dWCrAjwzK0j3vtf/xEVQ+b4X/4khnMC6QG/96s/jqlk0PsjeCkBxS7IzsnzEDjFfo1KMa7/ij+SNypeO8+KitVgC7KUvHYGRa5Qo4QXuTRm1zkSL9Kdpjhh8eXYKulARM0sdEGGLOGECXvDQkyrSkW1oeuE5FnG8chnvWUTJQWxeOpMjZcOJ5iqwFrDJIiL+Ijn9kYIwNSLqC9XmPlFuKkoCizVTOIkoV3SaFgamiJxOPLozwr/npIu07RVTFXm2vGMjBxblYnSjOWqiRPELFY0jsce0yBBlURERLa6Li8cTPjhcy3aJY2L8yVeOBjjRxkC0HdCQOCRlTL9aYipypiKTJymZHmRrbbTL+I5Bm7ISt1g4ERcnC+TkbPVLUTUXpTQKhWJ72Ga8bXdMaoksLU3RhIFPniuyXzFYOSF3O27VHSZalnl5kmRLL9Y0fnwhTaOF7FU0WksVSgbhQv3LEhRJYH+LEQRNZIMBm5EnKWosoQkSchCxnrD4nBcGGIKQuEjNVfSySmy0oTTjDhLkbE1GRCY+jFOmNEq6eR5xmMrNa6fTDieBCyUNSRJ5OWjGautOmE05NAbEyQhaSZQMQXEJKGm1dkfdwgzl7LS5lztAnGSUtJKtLQVoiymaqocDCPOr1g8sbQBYowqa8yi/z97fx5t2X1X96Kf1a+9dt+dvqlTdapRlaqkkizJxrIsN1gYxxhC40uMwZgwEuKExyCXvJDcwID3YsaF5MJ99wYI4V2akBtzuQ+SYAjGGDAGt5IllVSlKlV/6vRn983qm/fHd5dKrW3JkiXj+o5Ro87Ze+21fmudc/aae37nd84hu4Mu85USW+NdgiQgy0ApJwzDgLbvoSs+W+4V+kHIifkTWF6VQdRh1+uy7cYslRYljZ6YPXeHIPHIwphsmNF0mmyONpktzHCifoI0Szk12mHOWeTk1FEyQnKGgaVbuN6YNEnIGw5xFnO5d5lD1YM82TuPqeo4eo6r420SNeFo4yhf3PkiYRwSpiFPdp5kQatxHwfRLm6SRQFawaC1c477G4ssTDVx1YQ4ixlGQ4JEAHvBLNDMNTlYPSjj/69iaYZOsd7ALpYI3DGRL3Eaqq5jOnlmDx1msLuNfuLk13RdLxoI3X///Xzwgx/ku7/7u8nlXjvW/zfrZr3iNWrBcAP8IRgWFOdEg6OqAkyswpffBwhQmrsdGochDYURGm7JpFmWAJn8bzgTr58RlBdkwswfgNMQ4OHUhYnZOiVO1u0NEUG7bfD7ZLMneWhtRL+7ydvuKsLMbdw5/iQHphwOzlXZG6csWSOo7sfBh8uflbubZkHzKGw9ImP99VWZ6sti0TRd/WuYvUNMHQfXJqLwRWnrKRHpzuOoWNTMKoOgRGw3mKnM0s9XcUyN8zsj9gYBKHDnUpWjM8VJNMUQP05pjQIKlk53HKJrKnPlHC03YOBFFC2dY/MlmkUbbUFlvevSdSP2hj7nd0b4cUIlZ3B4qUotbzAOTE4uVQDRKl3tjHHDhMVaQsEyyBBWRtdV0iwjb2q03RBbU5ku21zcGXLbcpVzW0OOzJQYBhGqomBqEg8x9CNQFUZBwt4woOsGkzXbXNwb0xlFnFyqYqoKuyOfet7iyiRIt1myudZxqTgGtqkjHkkmJdugnjc4OJXnzNaQy21XdFR+xMCLyYCeG00CZU3SDPrjkD87s8P+ZoG+F3HbQpU4jmm5ocSQGBq1vMmpax3ytokXJuxtj5gqmGiqSpSEdCb5Yl0vmuR9qZi6xsAL0VRxAC/ldO5eqfHotT6KAiU7YeSHWLrFE1sj7lqpsdEdszeQoNfzeyOuRwZXcjrDQMbgj0yXmCrkWKw5XN4bst33WajZLNYKjLSUc61tklRhKbfCvvIUX9x+ghgPW7MJk4D1wTZpqhDFGmUtwk36HG/sx40DLg6eZHfcwjA94iRlz21TsAr4sY8Xu9i6iWOa7I7auLGPY1k4ms3GqE3J0dgYX6bulFgfrtP1h6hqzEHDQlUU3NCj4dQpWQUURSVJpU01nW8yisacH1ykkavzTQt3E0UxmqZyobfGtdEalmbRyDXJ1/ZhjvcwNYsgDYnSiMOVQ0wXpokdk6CWp5i4XO5e5p7cESJvjJIYqF6e5vqIwWc/QkGR1+r1Bm4uwTlmMRvkyI4d5Op4jTfMvoEdd4dhOGRfcR9vmn8TC4UFkjRBV189/kPJFJxyGadUQkEhCnySKMAulJnat0Ln2jWcUvVrnqf4oq/InXfeyT/7Z/+Mf/JP/gnf8z3fww/90A/x+te//pVY2826Wa+d6q7B3hM3JsXCoYzPez0RSn+ZzLDnLTMH5CR6I/Gf+3waCwjxugKABhsCcjJFYjkMR5gipyKtsv6GMECTSbT//Cef4X2/cZZjszkee9tbUEYt1P1v5rFfWCFn20AGc28R36HxrrT0xm2wJoxW5+Izx/THOyLU7l8Txmi0K4AucsX/yM5DmqBYZSyrQjZs4WQaG3vrHGi0eGRY4mrHxTZU8pZOkmasdV1qeRMU0DUVXYFSzmDoReQMHUtX+eJah3edmGOz71PO6Zi6hqVrLNYcgjjBi1JqjsndKzXcMEFTFG6ZLZAmKUdnS1xsjRj4ycTLyCCIUqI4o1jWePDKkPtWGziWRpSIWPu6yLk9ClluFvCCmNuXqrRHPl6QcHC6QBCluFEMGXTHASfmSwz9mIVaDj9MuNxyGXgx5fwNsfVa18XUNRIUSo5BnKYUbEM8jOKUgq1TsAzObQ+5//AUw0A8hOarDj1XRtKrjsGl1pipgoWuKaBA15VWlaaJMWWcZoyDiFtmy8Q7ffKWwVw1x6XdETMli+2uh2Gq3LFY4aOPbvG2o1M0ixZDv4OuKbRHIaamcttihfM7QypFm0utMXPlHOWcgWNpKIhpYhSn7KsXuNoe45gqeUtjpVHgzOaAthtQtHSmiia3zJZoj0LWOh4XdkccaOQ5s9knThKiNGOmrPHIzhk2BgPefOhWlvct0PPHpJlKwSwxVShxvtemNUrJ8CnbBlW7ShgbhKHJds9j3N/jmnuG/dNybYfukHq+yfpwg3LOJsWnZDvUrRpJEqGoBuN4QJap3DK1Sqb06IUjNEXl81sPE8cZM848tVyeulXjof4jzBdmWCwu8PDuIwzCIZZmYKgGzXyDKWeaJzpn0VBISCgaRT557S9YKa9I4jsKe+4urep+nN08uqqT03JYmoWpGniJx3o+5jNbjzCtlFncSdDSMZe7F7ijfhtGe0DuWhs3VenHPZI0ha0RtYX9RJevsD6lotUztujSDbssFBa4d/5eHMUmbXdYu7aFouuUmvPMTh/AehWc++1iAbbAsB1AIZcW0CwLFIX1s2eIAp/9r7sHtz+g1Gh8zdb1ooHQv/23/5af//mf56Mf/Si/8Ru/wX333cfq6iof/OAHef/738/09PSX38nNullfTxV6ogN6vkTk/jXR7hS+Cpv6F3xDyoQFWrkP+mtwoSVskFUSHVC+KYxMb520ssKfPzmmOupz56EZMAt86z0+1d+7wokjq7heRD5nQvcSOW8XrBWJ+uhdFaE3qbA/qs5TwV61A8JyJZGAr9bZCchCjl1fhZ2zwmqRCmtkFFCdKln3InauzlylztYgQo+HxJG0JKp5EVjbhjqJygBVURh6MUGSok0+DR6ZK+JHMbWiRZylHJwusDeUaAc/SrhjucLB6QJelFK0DZI0JUnFn6czDul5EZau0fNi6gWT2ZJN0TZwTGF/DEXh5FKFzb4n01wFk1PrAxxLZ1+9QM8N0RSFjb7Pxb0xdy5XuX2xQnsUgKLw5M6Y9c6IW2ZKzFZynFrvc2lvRMk2SDMxR1zruLhhwj37qsxVcjy63uPEQpWBF6KiYOkKqiLtMdvQyZki1rZNjb1RSJqBgsSBTJd0lqoySYaiYBowcGOiJEVXFfYGAWXbYKGSo5jTCVPJcAv9mJmixYm5ElXHYGcY0B6H0k47VOf87og3rTaZq9joqkq9YKEpCq2hz+pUkUbB5OLuiCRLWajYxBl8+8k5Nro+D17p8OTukFLOZLYshpj7GwXefKiBZci13+i6fPLcHuMwIUlTjswIa/WGA3WW6zke2xjiZz3W+12aRZtPnd/DiyJmygrNMpze7HLX/JtxA43A38RQdIpakancFBW7zLVOi4XGNNNOwnBThcRkoxswWy0zCHZ58/Lr2RhdZXO8R5RE1J06tmayNd7FjyL6gUeU+KiqynS+wiASw8tBMiQae3R8m6XyLA27ztrgGpaWY6W0n2E0YByNsDSLQ+VD7Hl7ePGYOI1oOk123B0MzSRnONhaDk1VqdpVHk+u8Yajt7LQ8rH8jCgN8Q0YzRT5+ODTmJpOY0el122TLy6wUltFbfdJuwPUvTbFfIn+oAcoZGlC3G2DreNkZTqDNpWpGo+1H6PjdyhlFnNbIReHIxq5BpZm4148T7S6x8qtb0TXvrbskG4a+MMhuq7R7bRx+x3iKCbyfPL1GgtHjuKNhiRfD+nzmqbxnve8h/e85z3s7e3x7//9v+df/at/xb/4F/+Cb/3Wb+VHf/RHeetb3/pyr/Vm3axXtpJI2Jfsul5nMp7utic3++erTEbRvxogVJgRduX5yipIW8xrw+Jdz3xONUQH1N/gZ3/3c/zMRz7Ht9+1yB8cWYI0oTKzxOYf/SL2tb+EqAV+QUTd4z2ZVIvGMmGGKm02ryd6osK0mDB2LgCKHKN2AMrLQCKeSWYezvwXuWZzJ2SibbgFnStiyujUUXdOUSzsceLQmzjr61T1iLBoM12ysHRxUrZ0YREqms5iLUffj7F0hZJtMg4idoYBNcfE0jXWOx6KAjlDpe2G/OnpXQo5jaMzReIkIwZMTWHox5iGRpRmHJ8vs9LIMwzEcNGPElabRQ5OFcjbGk9sD8kyKNgGjiEsSBAl9NwAy9A4uz2k6pgUbB0/TkkSCSo1dWlV3bZQYaPn0x6H8nyqsDcY0ShYzFRs6nmTnWGAbeocKtq0hgEVe6LLCWJ6XshCzSFOMmZLNh034K1Hpjiz0cfQNMZhhKVpuHHMdMnCtkRknTNUVqcKdEcTW4EwwdRVlusO9bzBJ59s8foDNaqOgaaobPY91toejYJJwZZIj7Wuz0bXpVEw2ei5lGydmbLN1iBgre1Ssg1GfsS11hjL1PjspQ5+nHDXUp3tQcD53QHTZZsky+h7Eed3RqL5mThK/+mZbcIkpe/FBElCnKTU8xZTJZtT17rMVx2+cLlDkimszimsj3S8MMGLErJMZa2VkiQWmqryWTdkJn8f5M8xDFwON2tsDtfpBwNs2yTJSlwanMYyDdY7PvcsHiHveKhqjb/Z+mtsQ6WZa5JmcLl7hcP1gwzDASWzxDgUbVPBclgfXkPXwNCgYOnM5xfImRZJkrDlruPHAVNOk4u9i0RpSJLFaGhcHaxRs6pM56cJ05Brg3V0VWPKmWIUjnj78ttYH66z6+2SkrKZ86keP8pWe4OSWaSneTzePoNt2iyGJdp7TzLrzDIMh2imjT8a0FQssiRFjROyTMyXVUUni0KUNEXPxHfM0AzminPsK+4jvHCRq+0+VauKispMfpY0iWk9+RjV2jyNxdWX/r71EioYjfGHQ/zxGCvvUKzXSaMYVJU0S4lDac+qXyqQ+xWorwoOfv7zn+c3fuM3+M//+T8zNTXFBz7wAba2tnj3u9/Nj/zIj/Bv/s2/ebnWebNu1itb/XVoXZAWEwjIqCwJ65F9GQuF9KvMxSnOCgDrX3vm47p1o+32tDeGIIz4wz//HHfcepD9zRXwunz3Wwr80h8+wlK9QGbmUApzMH0Uu78m2h6rKEaK45bEmKiqALAUmWJLEgFJ+aZogMw8lBZg7wJUirD+OVj+JslHC10gnRhAZrB7Dmr7JyaPCigGWmGadLAFww3qcwMOF2zius3joxLhJETMNqCU0wnijJpjYmgqzYJJnGY8uTOgmDPJMjjQzLPWcgmTVDJmDR1lMgbcGoTE8YiZkk0pp5OkiBjZ1Jkt58gZGlXHIskySrYcK0lTNvo+txdLKBnkLR1VUXBMhRUjz5U9l82+S8PQWKqLcHkUZBye0bjUGrNYL7DRdQnjlLM7I7rjkOMLZUqWxu5Q9E1z1Rw7A5/LrTGqqlKyDbb6HsfmSnhxwlbP4+RSjYEbY2iAAsMgwjE0/uLsHooCq1MFtvoJeTNjdarE5faIcCfB0HS6XsQXr3aZKtgcmS2y1nHxw5Qsy2iPI+5aqdHIW1xtjzm9NWC6YDNdFiAWpwar03lsQwTphqYwU7axDZ32yOX2hTKmpnBue8j2IBAnhizD1FTyus6Tu0O8MOZ1+2r0vRjLUNnqydj+YtVhrpJjqWFz90qdh9e6VPMWXpiQpjKhVzQ1Dk6X2OxLm8zQFBrVBE1VaRQsBl5ERErJMagXbC7uDtk/Z/H4VZXZ+lEOVUac23uYjusyV6qhxSU6fsooiig7HgtTFo/sXaSeszky6/C62RNUrQqP7D1MxxuxUllhFI0ZRy7lfJWD1X1sDvaI44zl0hKapnB690lqVoOMhO3RLknqUbNrXO5fYXO0ScUus+vu0o/6nGyeZMfdJqfbFI0iPb+HrdsMIxcvdskbeT566aOsllc53jhOkAS0vTafdD/FXGGWDj4X2xfxYo/9pf1UOxFafg5Hz9EOOuy3q6jaGN0ukZgmSpygKAoZkNNzOGaBzXhAZjU4k25wr7nKVOywGlTY2DtFQoYbuzhxDj/xyek5sixlvHH1aw6ETNsiDH0yJSMOAjmPLENJNbzRkGGrxeo930QUPI9U4BWsFw2Ednd3+Y//8T/yG7/xG5w/f553v/vdfOQjH+GBBx54SuD0Pd/zPXz7t3/71zUQuukj9A1Uo13R6Tydjk0j0ciomrAdivr8rTEQFuXFlNeXINQslfF3py45Y/mmaHWSSKazSjM3JtDyTYnP8Ed84P/5i3zkTz/PP/vB9/A//+SHYPY2jtX67PzHf4ClxPKawrSM1RuOxHlolmh9NEOe610T5mbxbrj8V9DfhLk7pb0VBzKxpjuwci8M1qU9GIcS+6FqMkm2dI8wSvmGTM15HdEU+TtQW0FduBNQSLtXqR04zNx4k76lcdF10FSFqZJFJaez2RMR8ZHZEg9e7RBFKTPlHH0v4kCzgGmouIGYru30fA7OFJ+6lLqmkqYpbhhRdiQ6w9AUZis5CqbOma3BU9tqqsrQl9y32bJNlEKKREBoqsJs2abvRZDB3sgnjMWM0TJUDk0XSFIxg6w4OvOVHEdmCozChLFvUS8YFO0y+s6AURCzNwzojEPqBYtyTpyuFUVhdxRi6xIu2x4HPLHdJ4gk9+yW2RKWoTIOY4qW+P2cWu+jKDqtsU9nHNIsWCLi3h3R9iOutMe8YX+DME44Nl+iUTBxg4RgMq4+8GO++ZYZ9oYel9pjpos2YZLwxas9vulAnaWawziK8aMEVYGBn5IkHgeaBbYHAduDgCSBwiTotutGWKZK0Tb42JkdcrrKicUyK7UcqiYO1l6Y8Dfn21Qckzeu1ul5MbahMlu2mSmJMWPPjXh8o48fy9/UZtugUDSwdYV6wWS6ZONFCZWczoFmmY22RteLUbommq6z0y6SZHlaicm1KODglIGhFOiEF9j1E3QMUMdc7O+xPdpkvtxkf2U/ByoaD249TJqlHKkeFcFyHDIMfEzFYehpHG0u0ysEzBYq/M3mZ7F0nW6QMpuf5vVzb+D07mkATjZvBxXabptdb5fD1cOc7Zwjp9voqs7ByiEu9y+JuWGaMF+a5xNXP0HFrtB0mlwdXOXK8DIFo8Dh6mGSNKHttbmzdhtnnjxHx28TJCEXW+d43cKtjLZ3yXIqs9YU1UFIlklbLS465KeqrM2VWDXKWE9cZb4zwna2Ka11mZo9QMeCMI1I0xv3s9T1Xtz71stQdqGEYefQNAPdtOhsbOCNBiiKQnlqlqNvup/+zjbTy/u/put60UBoYWGBAwcO8MEPfpAPfOADNJvPDWq8++67ueuuu57n1V8/ddNH6Buo+tdeGOT01qQ15TQEpDy7jPwkOT4U1sb4EgLELBNn597aDZYpdAW4VBbFTbq2OhFRSw0GA/6v3/kt3vvGVYpbnwG/y3tfv8hfffEcU3Yko/RzJ2G0i1WYnZi7DIThclvS1jrwdpn20nPSvhpuThLuq+L7E/vyvdMUVkeb6IA0U8wYszlZl5GT9UaeHKdzCQl33ZL24cxxCXpVVbByMO6AqqNWllEJ2Wd5EG+hNk/IiPwkZuPe1QZTRYvpksl81Wa97TEIYjQVem7IQsXh/I6EgxZsnWdbjGiaykItz1TRYqpkiRmfqZFlGaMw5lrHnWiTDDrjkKIlQCZOU1RFDBerOYNa3hIhtqaQplVMXcPUFGxT43OXW6w0Cqx1xuwNdQ7PFDBjhb2+TL89eLXHSs1hppwjiFKudsZ4UcJK2cYxNS63xoSRCKKPz1dQyOiMQharDr1xSKVgstYacWSuTJJmlHIGV/dGKArsa+TZ7HoMAzGbvNIes9LIT5gcMah84Ngsj633efByF0UFXVVZqjkM/Ii/OLvLGw81WM4U/ubCHnECJcfgby62MDSVW+fL2LrGX57bJUMYOL/ncudyBdvQCKOE1ijg9OaAIE74OyfmePhKhzsWK2z3fS63PNI0xY9TTE1hqmxzZmtAztAp5zRmK3kcXSVvaqx3fXYGAUVb480Hm6z3PTRFoWDqlK2UfK7HNOAG0iLrjMcs5FfY9ZSJkWXCfDNh6MXEGcyWdII45czmgG9arfNYK6ZesMmMkHHaZTDYox906EVt0lRle7TF3XN382eX/oZRuMF7D38n59qXWS1X6I0TtsZtLne2mXXm2HGvoqKxUJxlFHroqsX6YAtbd9AUjZJVpuO3afktlkvLKIpC3nBQUKg7dSzdxNItgiRgf2U/o2iEpVtMO9Oc755nEA2wNRs3dCkaRaadaU40T9COE/Y1DzEYtVEUhSRN+FT3IY5b88zccpwsVjD2IuLRgHxhBo7fwukZD0/LuGPP5pMX/4xGrkHeLKIpGuPtdZrTiwxqBtpkYkxBoVD62o/Sq5rG/KFbWD99ijiKmD14GFXT0A0LRVMY7O1Snpqm2PzaCaXhJQChT3ziE7zpTW/6ktuUSiX+4i/+4iUv6mbdrK9ZpaloY16o4kDYkOlbJSJjuC0gRlGFzSkvQvtJ0d1kCKCo7IPC8/whDzage/nG96NdmfS6LjS+nkI/cwLy8ib1lvvv44sPPwr/49/l73/r6yBLefetIX/nV96LvnSXsFGqKRom3ZRz2TkNKLJOLQd5DYbrAlh2z0pqfe2APGcVBCzpFrjbEIXQXZ84V8cCouyyfB0MpQU23JLJMq+D5KJtSBtx97RcD3sSKbJ3FlDFkHH7Uaz5u1lpFlDLKtu+gWNqzFVyzJRsVFWhXrRZahZ4+EqXta6Lpas08haOpROnGbujANVTnzOgV8ubxEmKbajU8jeAqKIoHJwq0CxYdMYhcZpxaLrIwIvouzG6qtIsWiRpxkzZBkQXUrB0giTD1FXao5ChH0t7LRHTRlvX0FSFR64NmCpJK2foRVzpeGRkvP2Waco5g44bsTfwuLw3RlNVyo5JexTQcQO+844FvnC5I+PjrTEXd4cYukp3FLBUc5gt2ZzdHpDTNfKmRt+PGQcxjbzJOEgY+BNTQkVhfyPHRtel64YYhvpUisuTuyNmihZxGnN+Z4ilaWSAbWi4YUJ7JOnvX7zaZXUqT6Ngca3j4oUxuqbh+glk0PMiogxKts6R2TqWrlDNW1xquWgqtIaSq1bNm9y1r8rjGwOW6nnObg3RNIudvkdrqHBqc8A4iNkbRcRJyv5GHl2B9Z7Hhd2YNx+aYrpWZzjawvOHWJpDEucJvBJ9b8zBqQLdccBOP6JZtCjmDAZexEzJ5ontAZfaPTI05ovTuOkem6OIgl4kyTyG4RA39PCTiJ3RDrfUDrHndbnQ3mMQBAz8Fhd2xlRyRVQUtke71PJ55pwVKmaRMzun6Hs+jqkTJhH9qE836DMIR9zWvJ19pX082TnHfH5exuCTGDdyeefKt/Lg9hfIlIxBMOBg5eBEVO1RMAoYqoGqqAyjIQfNg7T8Fk+0nuD2qWXC7pAsjSkYebI45glrj8bxuznj7TCjfhO2ZbOdDzmXbGHpBU64JVoDYaum9CpGZ8iB6hF2L55GS/ZYaNxGzihh2zls3aa8+LVlXa5XY3GJI298M1cefZjWtSuoqka+UqHYnCKJI+YP34L+NQ7efkmM0Pnz5zl48OAzHj9//jyGYbBv376Xa20362a98qUoMimVvIAYWlGFITEsmD0hBoaRJy0mVNh4SAwGr9d4T5Lc525/roC69zQNUDgW1obJXau3wfZY5fc/9kl+5PsVlH1vBM3gve96G+POLgVLE2BjFdByFWlP6TlZf/ey7CcORQMUDIR1sooCVp78YzFtVDSor4gZom5BuSDtst3TohtKY1h9G7TPT66LKeBNz4GSQu2g+BUBXP0sFGcm557J/6MWzN8FVgUe/7/kMUWVVl++jnLmv2C9rsqhxZRDS89lkgHqeYvblipPaSBAxrQXq3kRQesqOf2GY7elq9TzoiUq5Z6bWK0oCtW8STV/4401TUXcm2QpR+dLXNwdPSMkVlMV3nZkmp2hx0N+jzSTIFnLULlnpY6mwLWuT96SVlyzaGHoKnGcMgpSrrTG+FFCaygi6qV6DlPX8KMErWhxaKrI2I+wDJVT6wPIUl63UidOMvKWhh8mFGydiiNC662ez3I9T8HSSZOMZBKNUnVM3DCBTJHoEEUhjFPiJJtMransjgKqjiEi5DQmb+msd32qjiGWUSrctlDmWsdld+AzCmIGfkxn7DJTsjnQzOOYKoam0nNjPnluh7ccnmJ1usDl1pjPXe6gAGXHpO6YPLk9QlUUdFVlumiiqQqVvMnpjQFuGHNwusT5vTFl26DnBdx3sImigKlphElKGins7IUs1Ba53Box8mOyXMibDjVxgxhztkjeBCUXs9HrYusqGz0Px9QoWAZJZLI3SNnxB0QZ6EZIwSiyUlzmXfV3kw4NdEXHrKv0NY/fPPU33LE0RS8YsH+qSNVscGZ3ne1BiDVTJ1NSnthbJ84idj2PW/MHmS9OE2chVavCvtIiU7kpdsd75HSHQ7VDnG6fJogDVFXlk9c+yVJpkSiJGPgDkixhGA05VDuEpmooKKRZiqVaxFnMnrdHzszxUHCJ199xEqXTZ9zfY656kgtqi7/MrXF6fJppe5ojhUP8vdoDfGuS0gm6PPLkxyjaFe5t3E1+q09ntMtWJaXSmMGM4JaleyDLSLZ3QPHxr1zBaDRQNO05fzevZOUKRaaWVsgVCwxaxwjGA6IwRDcM6ovLTO078DVdD7wEIPSBD3yAD37wg88BQp/73Of49V//df7yL//y5VrbzbpZL38FQ2nfxJ7c4AtTk+T48ze2USZvDFkCTlUAxfWyije+337smSDoemUJtC+Jrue6MViaiN/O9fK6AqiCIYRjwhiO/oOfpjsYc2x1mTc3D0Nhih/73m/hJ/7u61AGGwIoIg/Clky0bT0qpoxOTZggRQPDFICl5wRs+UNhfToXZMw/CsSp2h9I5Ea+BpVlOX/dho2HYf6k7Lu0IPs1QqguT0TWOgSPTabI5uX6jXfFZbq8DLO3wbXPCutkFqTlONwSZs3Mw9qnYeX+L/kjahQs9jXyXGmPhd0AHFPl5FKFWtul54qpYSVvsFhzyDJoFC2qzlf2KVJVlWcAo6pjTgTRMaamUCuYFCyDlWae/Y3CJK8rIYhSHrnWwzI0Om7Egm6Tt3RqeQNVVdnt++yOAvKWzmzZZhSk5Eyd5iTx3jJ0MlKmSjaPbQ4wNJXpksVmz+dzlzrkTY2SrfNNBxts932GvrQH13se7zg6w2cGPlGaUskZ6JrK3sijNgGBfpwSJilBlJJl4FgaXpBQKRgYmoqiKAzDkCBKKdk6CxUB0Wsdj6E/ZHfgU3ZMlhoOQZwRxhmDIOb0Vh9T03BM0V5924l5/Dhmb+gTJSn7m0UsXcELJWk+jFNmK8JQvWXihbTZ9dke+OL47YeEUcIAuGOpwpmtofgehTHaJCNtrpJjd+DTGoXMlnM4psZnLrYY+TFvP9rgQmvE6w8sQ1XB22sRJRlxAnpWYqlkcLndByMjIUIlYSV/iO+wv5NsR0dBgzQjG4NdTPm+I2/kSrTO0IPdwTa7bDKI2tQLJWwlx1SpymPdPcpWgVLOwE27XNjZ5s7p21kfXSMaxuR1h5bX5vWz97Ax3CBMQobREC/xGIdjxvGI2xu3s1haZNfd5Xj9OI/uPUon6EycKlTevvh2Wl4LS7XoxB3c2OWzw8eoFCoMzZA1c4cwDTmQn0ZJFX6s8B6UjS2SJz5LHMVUSkW+efWdKPU6Vz73cR53P4EbuwTtgHs/9L9iRwlpr0fcaqMW8mj5PP7Fi8Tr61S/4ztQXooP2ldR9cUlVENHVQ3SpI6iKjilCrW5eXTza8sGwUsAQg8//DBvfOMbn/P461//ev7xP/7HL8uibtbNekWqvynsx9OnvLqXBUzkqgIaotEEVCgyVVVdef59JfELj7yDsDLBUDQ2MGFwrKeYp/MXLvHXf/M3/OD9Qk+btsN3vvk4j1/cJIsDARedy5itxyRfLEPAz3BDNEujnYlmZyRArlqVVpTXEcDhD6S91t+A7pawTmksRpB2UXRBw20BT9PHBWC5Hdh5XNptqw/ItFnkQmXlhtdRriLXy+9OBOWXZfv5O0UntPZZ2HxYdFdpLGurH+ApTyR/JMf5EqUoCgemChJwOgqJ0pSCpTFVtLlnJeXi3oi+G5Ip4sEzU8qxr5F/yW60hqY+1Rp79jqmyzmmy6LZipMUy5C0+jBOGYc3WKR63uDQdJHWMGAURCxUcjQKFiM/JkwyDF0s9Q7NFNnquZOssQxFEUBwfL7EKEjwo4jWyGe774nGJwhJU9geuLxhtc6ZrQEKYhGwUHGYr9oM/YiBF2HocjMzDZUwSYnSDEdXWa7nURV4YitG1xQcQ4DUmc0B7zo+zXbfY64qESKtoXhCvWG1wUcf3cTSNQq2uHyrisJ6Z8xd+2vEKXRdl4t746d0VrqqcMtsib4XsjsUp2o3TNgceCiTn9W5nRFHZkoUbJ1LrfEkfDfP+d0hh6cLnNsd4UcJ9bxF2dYJY7EyODjtkGodMusSkT7go2dTjjWXmHcOYjZcSpbDyDUIxj0KRky5UqMbeeiqzfvr7yfYUti+1Ke/JxYMpakc0/vLHC7sZ9NPSKI9lisatpEyjEwstYLDFJ1ezLHKbVx2T2OoMZmScufMSTZH64yiIaqi4qouR2pHcGMPx3QwI5OSUqLT72KpFkmacLp7moJeQFd0zvbOkpJSz9UZBkOqVhVN1dh1d59KigdIETGcG7o0cg1ONE6wPdzmx4rfTvLIY/hPPEE6HJJGEUa5hPfQF7EOrrK4cID5v3uSz336/8cb3/vjZFfXiLa3AdCKRbLUJLh4EWvfPsKxi3v6NPnjx1/S385LLU3XaSwsUZ6aJg5DNE3HfBWTKl40EFIUheFw+JzH+/3+zQmrm/XardCF3TPPHXVPY9H+TN8qN/He2mSaqyQgoHNR8r++lAj6eSub/HtalRdh9wwbOy0Of9//jAK8/dZpFht5KM3zyz86j6FmwsTsnpU1WHkBO701YZHmTgqI2X5cWJ+SJ8yUU5dJs2ufh6XXC/DJT0lMRhJNpt4SySGLfGGorCIknhglapbEc0wdFmF46xziL1QR4LT1qBy/eUz2hwLXviCtsjSdHDMVFkwzBTClE7BYmhPQFrkwfcvzu2g/Tz27pQVgGRq3L0kyexhn2IaKZXxtqH19Iixe67hkwJmNIZom7bzGJKqiaBkcmMqzVBXX654XT9gNH1PT2Op7PL4xJANOLJQw9YBH1nrcd7AuTtGqziNXehODxQzb0ImTlJ1BiKmq3LvaoGTrbHQ9um7E+b0RK408O2sezVKORtHEC1LUSeK9riiQCa5/w2qDP3lsm8VajhS4/5YmmaIwXbKJk4wkg4Kpsa+WpzcOObFQ4UrbRVcVNEVhEMTcMldis+czDhKWqg4jX0wbTU0hy0BTFCxdmK7uKKTkGDQKNu3RAMc26A0C/DhmtVzkia3BpOUWMl2yiNOMnKlxdnOANmmNdtwIU4NY22bP28ZPdS61x5RyOn9x+QyvW1jmwmaRJA359pNN3EhHc3xGSUqidXj77JtJtwzOfWYdfxyjGSq6rtLd9Bh3Q47eN4sb7nJ+8Bg1a4qLe11OLjdpBxsMEgM30DCMGofKh9D0kMuDCzzWOkWURuR1h7JdxlJlSuxc+yxu4nKhf4GZ3AxzhTkKRoHT7dPUc3U24g3uW7yPrfEWLbdFxaywWlnFUA16fo+iWeTx9uNkZAzCASkpLbfFkdoRZvOzFMwCy84S+pVdhqdOkXou6dhFAYIzT5AOBow+/nH0mRlyd97BGz/wI8SPPELqemTjEQQh8d4e+tQUxpEjeI8/Tu622/CffPJrDoSul2FaGObX3uH62fWi+bA3velN/NzP/dwzQE+SJPzcz/0c995778u6uJervuM7voNqtcp3fdd3vdpLuVmvVo33hMF4vsoyERgb9gQMHLlx83Y74ur87NJ0uem/UJkFMItkWcaDDz7I7/3e7wmTU5pnvl7mLbfv54Hb5xn6sRzLKmCoCmi2CKYHG2JOqFkCKCJP2BxVF98eFAlB3Tsn2/WuCUujW8IaFecFsJQW5S6oW5MJtwaQCSjJVYXFGU1ahcNNAWBpMrEUOCUAcvMRAUflZehekNfvPiHTYWkiPkjjluiN3C40DsqxNUtE1O6egKN8E+pH5Dp/lZUzdcqO8TUDQdfLMjQOThe57+AUb7ulyS0zJaZLNpqqoikKSzWH5VoeTVNxLIPZsk2cZoBKmGSkE98iUDi9OeLIdIlj82V2hyE7g4Akzpgq2Vi6ypN7I3b6EtI6U7LZHYV87PQO7XFAJW/RGofMV3KMg5g3HZpCV8ExNG6ZKTzFThmGytbAY+DHPLk95O/eMc/+ZoHNrscXLnd5fL3PwI8xdJUDjTz9cchUKYemKGz2XJbrDivNAnfsq3LncpVTaz3Cyci7baooikz2bfQl2FXXFBp5i2++ZQrL0Kg4JvetNihZOtc6HnXHpD0O6brC9E2VLNIMNFTcIOH89pCZio0bJjimQd+LsMyQL1y7TLNgsjkMsA0VL0zJW8KivOVYnhMLZbYHLpeGT/Lg1V122jYHiye5Tb+Ta0+0iYMUTVdJwoRgHJHFKUoG7WsjTjZW2R7vsu2vUcvnOLXeomzV2d/IMVOymC2bLJSniNOYi72L+LFPxSwxXZii6/cwNYNtd4soixiGQ3RFp+N3WB+uoyrSltQUjYiITtAhyiKO1Y/RyDUwNZPzvfOUrBK2buPGLl2/S0rKSnGF+cI8AAdrBznfO88hY55kbw9UlWSvhWqaxJsbxLu7hJ0OhCFZEBCOx6S7e2StNqPf/306v/KrdP/jf8R7+GHCy5dQhkOMA6ukO7uo9a/thNZrsV40I/TzP//z3HfffRw+fPip6bFPfepTDAYD/vzP//xlX+DLUT/6oz/KBz/4QX7rt37r1V7KzfpaVDoxBxy3hAWxq1+ahVAUAR4v5A492BBNzLP76JUlAQzPBliKKtNVqspfffKT3H///dRqNb7t274Na/pWyFX5k1//1xhKAkF/ohUaC9OjINoeVRc9T+cCJKm0uTRTQJJdEiBmFmC2Cbom7bw0FG+fNIHeRcg1wXKguk/E3V5XWmGqBZUFASrDDQGCqg5mWTyGNh4SoDRzu7xusCEtruKsMEC9q3LsfFNe59QEMD3lwJ2D+kEBS4oiACxXheYRmabTv8Jw2tdg9VzREmmKwuGZEiuNlJ4XoShQzhkU7WcKtnteRN+98fuha2Ia6IUuSZpxreuyr57Hi2LCJGWmlGO+muOxjQF5S5ewUz9hHCQkWUa9aLHdD7CNmIfWuk/FkZRzOvPVHEGYMlNx6Hshh6aLdMYhYZKwWM1h6SprbZd63mSqaBMnHkM/Yr7qcGarzxsPNDk4U6TnR7hRQrMoobCgMA4iiraBpilsqKWpAgAA3JVJREFU9T3efss0D691nwp5vdZ2mavkGIcxDxyd4dMXd9kdxNQLBqaecdtSle3RDjlTpTWOsXWVZkEm9oI4wQ0jmgWbS22XfTWb+w/P8PBal4Khs9iMSPomSYasvyAi8XrBRNcU9kY9PnNR5U1HLDb7XUBlZzCkak4TGeANI+IoIQ4zNF0lI8MbxSRJRjCKadhlVAXG4YDV6VkcN8UwIvysS6LoPLh9huXYoJ4rc6h6iB1vmyAJ8CKPvOFwsXeRKWeKvJGnH/bJsoxUSVEURZLuyZh2pul1eviJT9fv0vbbVM0qc84cs84s42jM3niPA+UDbAw3iLKI9dE6NbuGpVk8vvc4cRITKRnZhIRQDIOk00bRDWL3afpDRaH2/d9P8uR59n71V2EgXloZ4H3qU0RrV1FtG/uee4guXpL3i2/wetFA6OjRo5w6dYr//X//33n00UfJ5XJ8//d/P//4H/9jarXaK7HGr7re8pa33BRxf6NUEknbaLR947Hh9kSsW5QbtaICqmhgQFo6XyqROU0mvj/PAkK5imhjOhfB65ImCZ948EmywhTvODQLwL333svBgwe566676PV6ksVXXsCoL4HfnwiYXTnGYFMmtfyBsD+tJ0XYrUwiMCqLYpCoTIBPHMDuI5NzzQRwGEXZj10W0HH1vIAeRZfAVCUVn6LSvACa4qy03pJExugVFRq2XEe/I/t22xK4uv+tIqx2O3JNAZqH5bV+V9ZamIapeShNy/6ikQDMA28FNHD7YG0Drw4V/1LLjxKe3BnSGgakk46nqSusNAos1pwXfF0Qpc9okBZsyVhbqufpuSFRIuzKvnqehWoOW9co5wzW2h47A8lmM3SFLMnI6Rp1xySIUyo5k0beYnfok6YwVlM6o4ha3sCPIrrjiNYoFEcHQ8PUNdwgYa3vUbB1oiyj68cslHNs9FzuWKzx4JUOq80Cp9Z7zE5cqFenizy5MyRNM3puRMHSaRRsem5IksJMyeJ1yxXSTDRUbpjysdOb3LW/yVZ/m4+d3uXth6c4sVCmVjCJ45SOG3HrfIndgcda1ydOM9wwZcnSURUAlfZIWn+OrdEZjWiNImxDE2mGF1OwNcq2SRhntN2AcWRhW5I5d6Xl4sUpM/kawTjGcnRyRYv6fJ4slanBOEzo73qYOZ1ESagXNCJc3KzDdKnE2e5pGtY8plIhiGAYDTjTeYTXzd7Bhf55ekFXUuNrh2n7bRxDfgdyeg5N1YjTmEE4wNAM9pX2seft0cw3GQTiHRQkAV7isTHcYByNMVQDUzfJ63lOTJ9gFI5QUKhYFS70LrBQWGA33eVzw0fZP70E559EKRRA01BrdZxajcx1idbXUWwbzbLo//VfPwWCnl7x1TWizS1M10UtFSEIyOIYRX/1Uulf7XpJZz43N8eHP/zhl3stz1t/9Vd/xS/8wi/w0EMPsbW1xR/8wR/w7d/+7c/Y5pd/+Zf5hV/4Bba2tjh27Bi/9Eu/9GW9jm7W39LqbzwTBIG0loZb4J6dmAXG0uqpLAvAMRxhN14oSsPMT8blr+9v4iOkKDJV5rwOQpdf//Vf5x986P/B7bffzju+/X8AJJfvzJkz6E9/k1EUmcLafkzWppmQuJPQ0ry0ys79iWSBZan8c1vy/Mpbbnyv6tLO0kwRYWeTpPg0FGF1Nll754qM1s/dJs+X5m+k1FslmD0pjNN4Fx79PbEJ8LpglmQkPkuEnWpfFJ+hQlOAkl0UQNa7Jtdv6Q1AOhnh70k8iLsrSfX99YmAuymtsiy7MVH3dVCX9kbsDp45IRjGGed3hjimRr3w/DoHy5D20fWEFENVWag6rHVc6gWLpVqOZtEiS2FfM0+cZGz3Pe5dbZAiyfI5XUVXVUo5nbWuS9EymK9KjlnOUCnmBJyMg5iqY6CrKnlbY6MfMztJjN/q+2KOGCe4Qcx0wWKz66GqMF2yeXS9D6SUcoZ4Kdk6nXHEWmfMdNHiyd0ROUPj2GyJat7EMlT2N8Ur6PTmgPO7Y04slMmbGu1RxMgL+abVOq6fggqqkpLECZdbHjlT5dS1HrcvVhkGLXYGKUmaoakwV85xdK7Exb0hoyBiZ5AwXSkwU7Zxw4jjCybjMKTmWCSJAonJodwMlYWME6UCnfE2Z6ORjKQbQJKxcKjC7tURWxf7xEGCoinYBZ3mcoHqbB5DC0lwGQUBTrlA12+xWlminpum5w2Zq5aJEovZwuuoWEW+98h78ROfzeEm84V5ymaZlJRHdh5hpjBDrVlj193Fiz0Wiguca5+jnqsTxiHDYMhqdZVHdh+hbJXJG3mSLMHSLRq5BpmS8fmtz9PxOxSNInOFOTRVY7Y4y0O7D/Gp9U/xfSf/D6ytLZJiibjdJjh9mnhzE7VYxD5xnAyFbDAk3th4wd/naG0NzTSJkwTdMr+u/hZfiXpJQKjX6/H5z3+e3d1d0mfZvH7/93//y7Kw6zUej7ntttv4wR/8Qb7zO7/zOc//7u/+Lj/2Yz/GL//yL/PGN76Rf//v/z3vfOc7OXPmDEtLSy/rWm7W10ENnuePv785advEkJsBryWts2AEC3dKvIXfEwbmOaVAefJ7NNqRm34wJIhS/tvfnGbf0Tu56+StMNrhO+87zk8163zT3XcQBAGWJTdH/fk+aZXm5O7YuSStMDLRJFX3iybJyMnkGUxaZuokeT4vjEzsTYDMxPVcM6UF2L0kYuvRrrAzlSUxfIwDGLdh4W7oXZZtwrFcF7MkLtCN/dA4IJN0bltE1YUpMWqMw4lOaSw6o8KUXK/SHOiGgMmgK9fY78vxh7sChuZeB3unBSCpyiT+I5L9fh3UOIjYeRYIul5pBtt9/wWBUCVnUHVMOuMbPlVF22B1qsDIlwiRUs6gUbCe8kFaqjsMvBBTk3DZYRDhhwl7o5BKzmB1uvhUersXxgyCmMt7Y+IM1jpjVpoFWoOA/fUiug5RkmJNfIxqjkmYZLTHIdNFi5Ij4/WbPZ+cadL1xByxPQypOjrFnMlU0cSxdGxDo+QYXNwbcWSmyF+db2EZGiqgKgobPQ83jFltFtgaBHzhUpsTCxW2Bj57g4BGyeSOJfl9DZKUkq3ytsNTtN2Q1jhgsZLH3KewO/QxNI1qzqRRAFt1ODbV4JG9RxgkMUGakEU6x0qHOG4eIR+WOVlJsdsa31a6lVtvXeQ3zz5MLxxhF3XCcUJrfUQyYeeULCPyU7yhtDRJNKq5AgXT4UB1kV7o8ETrMnEW0gq2cAdjTk7fjpuMOL97jixL6QU9jtSOYGomo2jEtDPNTGGGHXcHUzWxVItaoUYz10SpKWyNt9gL97B0i7Pts7x14a2U7TLjaEzLa7Ez2qHu1Nl1d3EjF0d3mHam2R5vs1JZ4bObn6Xrd1kqLXGhf4GFXA6ylGh9nSwKIU3JwhD/ibPYR46QKaCWSi/4O60W8mDb+O02ufn5r7mX0GutXjQQ+sM//EPe9773MR6PKRaLzxhZVRTlZQdC73znO3nnO9/5gs//L//L/8IP/dAP8ff//t8H4Jd+6Zf42Mc+xq/8yq/wcz/3cy/6eEEQEAQ33vQGz0Mt3qzXcMXPumFFntzUQYJUq4vCZCSRMCr5KWFDchV57PrYN0ibqrYfynPCaOyeE1DidfmXv/if+Le/8yd8zzvfzO/+f34KkoC6Aet/8ZvohgHjDbC+jHNreV5MCf2hsDF6Trx6+tdEtJ2vCwujmlBdEnZn+7Tkgw225DWlOdmXogkg6V0RLZNuCSjMkJZg86hMxm0+DKM9aJ0XBqm6DBtfEKuA2eOiVfL6k2s3gkEkoKyyLFqg/ppck9K0rL1zUZ6r7hOguHf2Roaa35XpM9OB6gFwpqB7UVppX6oV+RorLxLG4oWq77+ACB95Tzw0U+D0xkCE8ZNyDJ1j82X21fPPeY2hqdQLNneu1LjcGtMZh2z3PTJgqZYnjGNylsFy1WZnGPB/P7hBnGXUCxbTRQs/SlCANEs5Nlvh7M4IP0pxo4Slao4zm0NsQ8XQVaI4JclgHMY0ChZxktHIW/hxwu4oJEhSpksWkKErGZWciNT7XkQ9bxHFKW6cUHUM3DAiTmDgx9QckxTYGwUs1x00XeHURo/ZUg7L0JkpWoyDhMMzJdyNlINNnbGfoBkG622X2xcrnN4YYJsaieJyudVnJrdAy9/FyScslhq8OX8cp5PDH0SQQKwmqJrCsUKdX3zjO/nz9hNYjsm1M1sUaiZT+4rEoXxwj8KELMkYtHzqKwZpYrNSXMILVLphh6JtsD1uE2UBU4Up1kfXuNC/QMUq4cc+/aDP57Y/R9tvc/fM3WyNt6haVdpeWzxxDEfaZm6by/3L1J06q8Yq84V5en6PcTzm4fWHiZIIR3do5BosFhfJG3kszSLJEnbdXaZyU1SsCqf3TlO0ihhhxnxfJXz8cbzz58kdXIXlZYIrV4jWZKgj7vWgUMA8uEq0tkays/PMX7BcDufOO8G0iAkw5+e/wr+Ev731ot+N/uk//ad88IMf5MMf/jCO88K98a9FhWHIQw89xD//5//8GY+/4x3v4NOf/vRL2ufP/dzP8TM/8zMvx/Ju1ldToSctLq8DKMJAFKaf2aJ6vrJLMiH21H4mSekgIEMz5YZ+vfwJ0FU1mRYrLwg7pKiicTFsBp0WH/mVX+IdJ2bZlxcm5n337uc///cixxqZMCcibkDXNQECrfMiEM5VJ2zKGFBlfU+noVVNRtQNW4CLN5TJscEa6Hnx6DFjaVX1rkKuPom6WBFmZvsxEWunHpCHhbukFRV7E2+kwST6Ykk8gnZOy37iQKbO+pvQWIXAg7W/EWCU+pJUr5rSqitOw/zdArRq++VcUl/W21uXdYx34fzHBYClkazTyMu1ufY5qB+WNlltv5zr19jA7aspMSS80d56dtn6lz6XgmVwx3KVzihkGMQYqpg2PltY/eyqOCYnl0yutsaAOFif2RxOptBSLqce232PnKkxDqXl5YWJZJBVcmL2WDDR9xRMDfbVHMIkZanu8MTWEMtQWKkVKDs6Y1/E0IqSUbR1zm4PKdsmuqKQpOD6Kcu1PF6ccNe+Kue3R0yVLNwgIRkH+FHC0E+o501sQyVOUnKGRHps9TwWaw6rjSJRktEaBWx2x8xVHD53tctqs8BmL6LiWOhBxH2HmyjIOWx1x+RLHo/vZLSHGbX8EtWcztHcEqVRga0LfeIgJYlTckUDy9GxbR11D75t/ja8YURpyqGzMeLaE11UVUHRFAoVi1zRQDcV3DjgWO12gihmtlSk1XII4zHrg23myxVyeo7H9h4jI8UxHIbhiJJVomSW8GKPnt8jiAKO1Y9RsSuMwhGaqrE53GQ6P0M/7NMP+5yon6BoFumFPb6w8wUG4QBTMwmTkIJVYBSNCOKAxeIiaZqyUFhgb7zHhe4F3NhlubQMaog69kn7fZK1NYZPPIE2M4N19CjmvmWy0Rgl75C22uTvvpvo2jpRPk/SakGaouRy5N/wBozDh0mdHPUTd6IVi1/y9/AboV40ENrY2OBHf/RHX3UQBNBqtUiSRASoT6vp6Wm2t2/oRB544AG++MUvMh6PWVhY4A/+4A9eMBT2J3/yJ/nxH//xp74fDAYsLi6+Midws56//AFsPiqMxPUa7YCzJfoV/fnbEIB49bjtGyGqT7/hVhafG66qPetPwCrIv6fV933f+/jD//6n/Mv3vZn/9w++FQbbnKx5rP3St6Apqbgyz94m4ON6Zam0h7yuODjHgQAguywTVfmnBR7GgYAUtysgTjekjWSFAtyiMbg90f4sHxH/n/6agAwyYamyFJRAWC+rKDqeJ/9EQIxmCPjwB/L1dcbILgvg614V0ff2Y6IdWny9tMoqy3ItFF2my64D0dYT0k5c+9wk3b4q4CyJZN+VZdEsJaG07rw2jLYEhO1/q6wvTb9uwFDJ1qk4Bt3x8zM/M+UvbwRnaCrTZZvpL7vlc6vjhjLYp6hU8sbE9FAuYd8TJicZ+miqQprx1L8jMyWOzpUxdZW1ts+lvRFhkjL0QpZrOTJgpeGwVM8RRikXWmM0FRqOALf2MMCNEtwwpl40+fTFFikKb79lClUVU8flmoOiwtCPma865AyVcRCjqApvOFCnOw5pj0L2hj5vOjjFn57eoZY3WG4UKFo617oul/ZEXxTGKWsDn41hwGzR4sBUnkOHp7g42GG24nBLI09eMVkpTHGkMMvjf7aBndexmjpOycbtBbjDkL1rA0pNh3zZJlNh3AsY90JUTRFGKIJB20PTVZyyzdlem8vtAZe6WwyiPkHmU80V6EUOjp7DUAySLKFkFVFQyBk2URKxNlzDVE1m87Os9dYoWSWmnemnpsJabgtLszlQPoCpmbipy+Z4k4e2HyJMQhaLi4RxSN7I0/badLwOq5VVTu2eYqowRdWqYhomt0/dzjgak1Nz+LqHYhTA0J9C5snWFu7WFgCKZWHffhtKqUgW5yi/5z34584Rbayj6gbW0VvQZmdR8wWGn/orGg98y0v4jfzbVy8aCD3wwAM8+OCD7N//6gS2PV8921E2y7JnPPaxj33sK96XZVlYlsW/+3f/jn/37/7dTZPIV6PaF54Jgq6X2xIGovElsmiK0xAdlpZSGkpbSM9JGydXfa6h4rNG5re3t/md3/kdfuRHfoR8XtoW3/c/fCfnzzzKykxVQMNEVK0pmQCA9S9A85ZnLUSRyaqnx2pkmQCjzUdg4XXCyIDohIZb0koKxlBcgGVDtDpJLOJuoyATWtNH5XhmQYBWvilAabgr7FLtANSWQTFEMxSFcOhbZD1JeCOjzLAn02qpnI9uTcboNbn+c3fI1Ni1L0irrjAL++8X0DZ3uwC26j557XBXhNiGJbqr/rWJZUEg3zs1QBVdkt+Xtbid5w+mfQ2WhLcWeWy9jxc98/1grmIzXfrqfZG+VHlPc7CeLdloikJnHKKqUMwZjPyY2xYrk5yxFENXKVg61YLJQtXB1FS644g0Ex+jYs4kSlIWqjkWa3l6Y58js0VmKrZMoIUJa60Ri7UctZzFk3sDntgckbM0pgsmeUOjNQxJsozNgc900SKIE7IsAxTefKiJH6Vc64yZKdscmJIYjizLOLFYpj0KsSas0VTRJkwyPvlki6VajoVqjvWuz6nNIX6c8vhmn2IRDmpT7Gx4FMmjGhCtJFi2Rq5sYeUN9i4PyBSw8gZkOgoKa4/tsXKiSRQk+G6EoijohtwX4iijszHi1vvn+fzGZcysST3nY6o2w2iHvGrh6PJhv2jlmXaaJFnEOHJpu22iLMZQdAzNwFAMjjbFEXoYjiCF5dIytzZupe/32VfaRzfs8uD2g6xWVtE1nTAJ2Rhu8Ma5N3KxfxE3dsnpOQbhgLpT53TrNAWzQNEoUjbL7Lq75M0843BMb75EfnkZ5dRjZE8bm08BPZcD02L0yb+icN+byEpF7DtOYt5yC8QRiq6jVyqEcUww7KAVvn6tLF7OetFA6F3vehc/8RM/wZkzZzh+/DiG8Ux699u+7dtetsV9uWo0Gmia9gz2B2B3d/c5LNGLrQ996EN86EMfYjAYUC6Xv6p93awXUdcFvC9Ugw2o7//SUw61fcJeeB1hSqaPCIBJnvWJPj8l2phJZVnG/fffz7lz52g2m/zAD/wAAN/13X+P7z4QonQvTVp1k1Imfz7GJIk9P7mxp5EAiuH2jYiNp1caCsOSKwuwGGyKCDvyQMlEWIwi4M2pQ5KBlRNPoUt/Ca2L0k4LXdAiARhTR0UnNNyCM/8Flt4onkJJJICqeYsAlOtgLLJEjD1zXMBWMDFrLM4JU9S+KNNdiiYRG4t3ibt17xLM3yM/I00DuwnsyrUUZcrEA2nS2jRsidgYbUL7smixFATwfZ0AIZBA1zuXq+wOffp+jK4q1Asywq6qr+zEjWPpEq4KaKrKbFniO7IswzFUul5ElMDTM2dtQ+XQdIGiLVNgtqFRtAwutiQUdV8jTzNvESQplbzBwsR7aOBFbA98LEPlws6Aet7myEyJ/c0iYZwQJ3C5NaZWsHCMIooKKRkHGgVGYYJjqKiKQpplmKbO4+t9dE3F0BSmihZnNgYsNx0Wqw5ukNIai4WApinEKZzdGmGZGlmaUctb+HHKAW2G3d116omNMlKoHyqxs9bHKhlomsrFL+ww7keYOZ3QjajM5ZnaV6BQsRh2fUo1i9CLGfcDoiAlS0EzVGZWS0RBRELMxb0Bt84d4O6FMp/b6RAlEaMgZhT6zOYjLN1mEAZI8EUKZDScJquVA/TCHviwr7yPmcI03aDD5d5VDtcPEacx2+42VwZXyMgIkoA4iqnn6qRZyp6/BwoMwgG9oMfJqZP898v/HVMz2RnvcMf+O3hk5xEMzWBjtIGu6Py/1v8D/+vrf5i012Pw0T8CXzzS9EoFc/UAxuIC8cY6rT/570w98C3EnQ5qzkYximSqitftceEv/2+ab38nkaW9tImpv2X1oq/BD//wDwPwsz/7s895TlGUrymDYpomd955Jx//+Mf5ju/4jqce//jHP8573vOer2rfNxmhV6mSeNK+UqRtdV2Xcd20MI0mbaAvM+Vg5sB8mgjQrgrYGGxIu6m2wvm9kP/yn36B//F//AkUTUdRFN7//vfzR3/0RzSbN1yj1VxBtDM7p555DN2CxhEBZRtfgPy0CJori6Lzud7CUw1pX6WxtJY0Sya4QICQ2xNQE3siPr5egSHC5eviaNWGyj4BXG4PRo/D+MqE0TGlH5Kl0q6KXNHtjFpw+AFhYrqXhcUpNAWoWCXoXJXYDrsKx78Lds4IGBuclteksYCo0Zacg2pLsOt4YiTZW5dt9iqw+g4JXFWyiV9QUdqAqiHn5/elBbj0evEu+jor29RYeh5x8ytdsyWb9jB4hh+RoUlb8fhiFS8Uj6POWFpoZcfgrn01Ds8ICFcUhfmqw7ccNzm3PWTgRkRpRjDxMGoWbA5MFciyjAt7IwZ+zKHpAjVH52rbo+OG6KpKo2hycMrh3M6YnhcxX8nhhgkjP6KcMzg4VaCYMxj7CYaecnZzwDCIWao5dMchAz9iseEw8GI6w5Bm2WZiUs1c2Wa+4kyYJahMFag4Bo6qoXR95p0mg6HL7EyJ9tqI5kKR0I+5cqrNuB9hWBruMKTcyOEPIzrrLk7RJPBjvFHE9EqJQcsnjVNUTcV0NLJU3m5s3WB11mDDO89HLwwwVBPLTNhX2s+2t8bp9hO8afFunmg/gZd4OHqe6dwURatM1++jAlW7ymPtx3hw9yGO1o9xoHyAOWeWx702YRoyCkfseXvU7To73g62YVMwCriRi67oeJGHpVnoqs6tjVuJ0oiclqPtttE1nXE0RlEUZguzlK0y/zr8r/zL7/5e7FtvxXvkEdLRCK1WQ6tUiHp9kixF88Z0Pv9pzOV9GHHC+OoFLn3qj9CKJaxbjzF2NOJ4MgzxDV4vGgg9e1z+la7RaMSFCxee+v7y5cs88sgj1Go1lpaW+PEf/3He//7387rXvY43vOEN/Nqv/Rpra2v8w3/4D7+q495khF6lMiaTU+M9YUrSWG6oxVkBMFZR2JYXW+kkQNTIQZbhXvwcJ9/6w4xdn3v3l3jD/W+Hyj5+8id/kn/5L//lc18/d7tkkY12Jq0xRSbQ+uuyriwDZ2Is2PJh5c2TZHoF9p6YtISQ7+2KaIpgIi4OZV17T8rz1295SQR6KlNe4QA2H4QwkBH6+TsENCWRuGZfT7dX9Yk/0gQUWQUBLMNdAWrhWGI3elflOuebN4BWbx3isUyX5SpgGLIU3YDNJ6A4JS2w9YfEJbp9fhINX5+0M11YvEdYoJ0Jq2WXBaT5w8kk2+YEyH596INeCzVVstgX5LnaHvP04bWKY3BkpoipaxycztP3YlQUpksW+ecRYudMneMLFdrjgN5E71TJG9TzFtqE1dIUhaojtgZJIl5PS2keTYVxELMzDOiMAgZBxFbfR1cVFqs56gWTvh/z+NYQXYWSbbJcz1N0QzIySjmDcZCwWHOYK+dQNQmhXa7nuLg3pmgblGwdQ5e1HJ8vkSQZuRg6o4RiVqNQyJO3DbbcPpquEHgxSZLKZyZDpdrMEYYJgRsT+jGVaYfIj4mjjHEvQNNVyDKyNGXcjbEKBk7ZoKkpPH71KuWcRdcbMAojDtYPUMkVONpY4dr4IkkKx5u3UrYqrA/Xmc7PcK5zDkuzUBU4373A5miTnJHjdOtxmrkmlmFSs2ooqsL6eB1Hd7jUu8Sh2iHOdc5RMksYqoGf+MzkZ7iteRu9oEeURGiaxoHqAc51zjEMh7S8Fk2nSdkqM4pG9PweP+r/Eif2Hed7T/49ij2XZGsb99pl4moeZa5OOlOnaydkwy2s1hAtCJg6eQ9jLaGfuYSnv8Dy1CFYfeEx+2+U+qpYMd/3se1Xtj/+4IMP8pa3vOWp768LmX/gB36A3/zN3+S9730v7Xabn/3Zn2Vra4tbb72VP/7jP2Z5efkVXdfNeoVKUaRls3f2xmORK5qS+gG5sXYui7bH/Mo+nWfjNg9+7Pd48PFz/Mj3vguGOzjjDd5731G2Rhm6EotOx+uizt0h01LPrsqiMCtXPyvrUycC5HxDmBXVgNKsgDSrOEl5rwhD8gz2I5u4MG/LNJk/2Vd/A8bbE02ThQAiZOx84wsCeLJUwEnkCgAz8twATbG8rrIE9X2g5WCQiNdPcUF0RLX9stveugCx6rIAxLVPg9OELBQAOt4TAGWXBJwVpoWd62/I9mkI7UviedS5JNN1tQPytenI2vNT8nVvHTq7kj/21BRdIIzUzfqKSlEUDkwVaBYtumPR5hRs/RkAplnM0fwKhn80VWGqaDNVfP737TS7QcIWbIOuGzEMYhSglNPZGXis9zx0TUVTJWB1c+BxdnvA245Mc3KhQmscEKUZK3WHg1MFNnoSJ2JOtEvTJYuZco4gzlis5bh9ocpGz0VRVGbLNkdmixxoSk7fzs6IbDfA3XZJwhQlr2BoKoE/YepTKDVypIlYHHjDCKdkUGoKyzHs+FRm8jhFA3cQMu5mpGToRkZzvgBqxoJpUTIN3CAlUzRqjkHP9Ti/0+Nbjhxgqz8iTlIqjsPp3YvMl6d4cOshznbOcXzqKOc757ENm4ZTx1AsxvGYklXkidYZ7p69m3E0ZhyOGYZD5vJz7Ll7HG8eZxSOsFSL6fw0ZaNMy2+xMd5gbbAmn7OsKsulZRzNYRyNcUOXQTig43fwYg8UeLR9ir/a/BSDcMCR2hG+8w1vw9pscaV9EeXy41S6EblMx2qPsIoVhn6fUrlBqVhg/colRuefoLq8imI8Fzh/I9WLBkJJkvDhD3+YX/3VX2VnZ4cnn3yS/fv386/+1b9i3759/NAP/dDLusD7779/IsJ74fpH/+gf8Y/+0T96WY97szX2KtVoB1DlRjpuIRJARfQp4VjAhdcRBmLqmHj8fJm6+OhnuPu7fxRNU/n2++9kNtsBMv7DP30PqlWEmWPCmnhdOX7lBaYE507K2rzuZHrq/A12o77/mcAs9KRF9WxfI5DHNUMCU4eb8nWuLGDHawsw0m0RGUeeiMRzNZkSC8cTV+Zr0uY6+A7Y/CJYFdENBQPxO/JHsHinsDVBV9px/WuyVt0S8Na6CNuPCnjzBwI2p49KO66xKgDMzAnL5PVkPcFI1qfpAvb23SvXLvaFDSovTKbkfLke5cUJaJ2YRQ4ncSDmTZHmi61SznjKdPGVqnJOZ7MnXxuaylLdYejHjHyJ1/DChIPTRUZ+LFm+mkrPC7ENGbl/w/46OUOjZqp85mKHWt5EU1WW6znao5AoyYgSMZXMpwK6bB1una9waKrIbPWZbZqyadBKodXzGbV8/FFIMI5RyAj9mELNIvASTFvHHQRYeR2naLJ7ZYiqKrjDkDhKMSyN6ZUS3jAichNKzRyqpZImsLc55Pj0Auc626zkl9keDhl4GfW8hZ+MKFsVVBS8MKCWq3K2dRbHzBEToykao3hMpoCmaCRaSpzGKIpCO2jT8lsEUcAd03dwun2aPW+PklnibPssd83cRcWscKh2iFOtUzzWegzHcFgprRBlEZf7lxlGQ+6du5cjtSMilPZ7mKpJpEQU9SJnumcwFIOMjKv9q4y0Xf74kY9woLxCY9clsyss5BZwz38RtePRnGoStQfkUoPZ+j4GVy+Qeh7aNzgQetH89L/+1/+a3/zN3+Tnf/7nMc0bn5yPHz/Or//6r7+si3s160Mf+hBnzpzhC1/4wqu9lG+sGu1ORrAXxdensiRgIt+cOBxPwlPTWPxxguEzXp6mKR//+Mf5T//pPz312Op0nre+/jbe+8778Ee9pzLGVKsowMDrTdybtQn4eoGyitIiax6cBJ8aAg7qB26AoDgSHdLuGdEkpYlMaamm6IaKczcCXDtXmCg3xRixvjrx35lkgSmaCJa9gZyvogrosPLS2upeknZVdUXYl63HJApDs+XxzmUgletYnBUApBmTYNUHhR26PkafpdIO2zsL9RVhvlTrhp6psiRgbe6kgLM4FEbqyT+Fq38DVz4jGqcH/78C6MoLIpYe7YjHktuBK58SoOWPZFrtZr3mqlG0KNg3Ph/rqkrVMVms5bl1roJj6cyWc+yfyrNUd8hbGmXLQFMVdE18g8IkYxwk3LO/RjlnoCgKiqKwUHVoFi0ONAvPYJ4yhAiuFZ7LxLrDkFHXwxtEZBnkiybLt9ZRFJX6bIHSlLBBkR9jF0zKjRyt9RG12TzeIKI+WyBNMvxRRGdrTGXGIZfX6W67DHc9FKBul7mncYT7Vo5TUObJaQWqeYNmycLQLGaLDZYqUwyDBMfIo2o6s4U59pf3oSkaumKSpCluHKCgU7aKrA2uMYpGeJHHtrtNlEa8fvb1zBfmKRpFVqurVO0qBbMgo/Zei6JZfCpmYxSOaLktCkaBS71LAKxWV3EMYYcAEhIqZoWSVWKhuMB8cZ5gb4fDtcMctVfQw4xCc4rg6hpqsUjiufhnztB/9CHis09S6UVolkMShc+57t9o9aIZod/+7d/m137t13jb2972DB3OiRMnOHv27Jd45c26WV9JPY39M3Iisn16FEOWAhONUBoLcLJu9AT+5E/+hHe96100m02++7u/W8C6avDx/+Nfo6qq3NR7Y/G36V+T6adwJMfVTDEk/FJlFUQfA8K2dC7deC6NJb4iGMpzmgGkArKK0wJurpffvyFSVBQBeuUFATdpImupLguoKDQgcIVFyTI55yyVttXMCQE6bkvAmNcW0NU6L+0wry9ATdVlW9UQJkdRBFiVZmGwLWvrXhG2atwRxkdVYeleAYrRAuydFyapMCMMj9+HqcOyXeOoJNOv3A+6LlqgcOLq3T4LjVtkCu78x+HIu59rY3CzXhNl6RrH50tc2nNpjQLSNEPXFGbKOVYaea71x/TcCE1R0TTQlQQUhYKpM12SQFiAOOUpMFTPm1iGjqmpjIOIrhs9Q+ukKrDSKGAZz9X++eOIwE1wSgb1uRqb57usn++RKxg4RZP6fJ7ytEOWZsRhimGpVGbyZFlKpkyAVCcABQI3xrR0Rv1QvI+6PrqhM12sUDAMDlVT5koFWqMiLa+HGw04OXcEVUmo2CUyYvw4omzU0MkxlZthHLpYao4oC0iTDEs1mXIanGqdIm84VOwqu94e64N1LnYvcufMnSRpgq3ZDMMhM84MU84Uf3b1z4jSiDiN6ft9dFXHUA2yLCOn55gvzrM+WudY7RhXh1fxEo8r/SuslFZQVZWW22LKkcnNGWeGjfY1dodXKfrLqOUCo0+fQvEDyNnomk7QaxOeepS51VvQrFdW3vL1UC/JUHF1dfU5j6dpShS9sNX811vdbI29SpWry43+eqVP+7SimaLLSeVnEoQR/+33/wuFhaNPxbC84x3v4JZbbuGtb30r4/FYgFBpFjWcMEdWXjx5RpOICmtiKpgl4rPTWxew9HTDwzSdZG+NBUjkG8KklBdEhHzd88jrTcbQDREsq/qNQNTRnoAjffKmo03yuZ4CBJmsZd+bBaDptlwLpybtpNZ5YWSCoTA3qibj+6MdYX7WH4ID9wlY2nxEzmnmNgEn5/9M9nngrbKOA2+RCTJ/IKyTogrYtPICdKyCXI80hjP/TZgefyA+RqNdeb1VgI0vyrmmkURpqKpEebSekBaa35M4E60uwm7Dlsfd3ecaWd6s10zlLYPjC2XGQUSUZNi6hm0KSDk8VaTvRmxMUuNtUyUXqRyZKaKpGU//IGPpKvsaeQ5O3YhiipOUrb7P9sAjiFJKtsFc1aZReIGbcSbYv9zMsXmxR3fHRVEUBp5H4MY05gvkiwaZIuP6hqmhmzpJJKLpQUu0NFZOJ3AjoiAhiVJ0U6NYtSHLmHGm8c0eIaKLKtgV9lGhZte4pX4LPb/Hxe5FZooNgjhgx9tinAyZcZp4lkfBzrE2WCNNUo7UD3GxdxEyON44wZOdC3SDDkfrR3EjFz/2idIIBYXDpcOcaZ2hNF8iJSWn5xiGQ6I0ojtJty+ZJeYL8zJq7+5xe+N2lKHCnrvHmxfezJX+FdzIpWpXsRSLXgGsbodYz6g7TUJvTBLr6IaJmiooqomGhmbYJKYB7e43fOAqvAQgdOzYMT71qU89R4z8e7/3e5w8efJlW9irXTenxl6lKs7ITfu6wPjpwuXKvmfkHPzqR/6IH/vwr3H33Xc/BYR0Xef06dPPNNksLYgA2OtOJqUasPOYgJTC1I3Ued2Wltdo+wYQCkayrdfnqTd53RZWqDQLC3dIm2qwI4CnPA/5mYlrcibgYfPRG9ofuyjhqfN3iuA48WW6TNUFtGSRiJprKwJS+uuyz50z0pIKBuAl0r468m2ilcpVJ7YAlqwjVxXRdTAQAFXbB1ZVAI+iTli0kgCm5mFhnEa78vrqygS0WGLKONiQn0noyjXcfhwah4Q9ij1oPS4/K7sswHD9s9IKvB4m2/OE+Vq4R1qFuTKgfF2Oz3+jlBvGbPV99gY+GRLtMVu2yVsGsxWHQ1ORePyECYoCQz+i40YcnC5J9lgo4P6W2RKHpp85kaRrKos1h8XaV5ZMYBcMFAUs26C7OUbVFNI4JQ5TFDUhTlJUXWXQ9tntjChULdxRiJJBrmJRnsrh9kJGvYAsU0iTjDhO0W2NLMvwBjH12SrFuQbb3jb9sI+u6Ew5U0zlpzBUg6bTxNEdKnaFJ7tPcqCyRErKKBwxiPrsL+3n1tpRNt1NRuGIklnmHcu30A/6DKMem+MtBuEAXdU53jhOxa4QJRGPtR6j5tQ40z7D0fpRPr/9eTRFw098dFUnSiNqVo2yWeah3YewFZtxNOZA5QDLpWU+uf5JWl4LUzOpWBV2xjscW/kOBju7aBFUGtMYVo5o1EFzCuiOSuy5aJoK+RyGXSBSU1I/QMt/7W0hXkv1ooHQT//0T/P+97+fjY0N0jTl93//9zl37hy//du/zUc/+tFXYo036xupDFt0KO2LwtjkqhAOGVDkI//t05y8ZYW7jh8C4Hvf/Tb+1//zT3nHO95BkiRokwTlZzuNY1gwe7uYDQ63BWBM3SKgKgnle7si7SszLzobkOd3Hofu2o2ssOvxGzuPy7Z2ScwMG4dhpyaAIr3uhYQACKc+mTCrSxvPLsk2ujmZCAsmQaSarEd3RPMTegJk7BIc/TvSHhtuyj6sIgzWZe31g6JtylI513Syrt0npIVVaMq/nTNibKio4j6dn4ix7broiqKRbJdEoh9qn5dt3Y6c42BDps28tryufVnAVpYIMCrPw/qDEhDr1AVomnlZY9AXwbduyifQ7Oan0NdijYOIR9f7uEHytMdctvs+ty1UKOYMbpkrszPw2B74xEnGvkYBU1PouiFemNIomsxXHGbLX33LpTrjUJ13CEYS26Eo8nFEs1QaS3lyRYMkSrn6+BinZIprRJbhDWP6bY/5Q1Xa6yN0Q6U05eCPIhQgHCcUb3Hot1yyLKO5OMOh2qEXXEfezHOkfoS5whwHygd4rP0YPb9HwSzgxR6KqrBYXCRKE55oncWPQ7wIVExWSvvpBT1ymsVsfhZLs1gbrHF5eJnV8ioxMY7hcO/svez4O5xunUZVVRaKC8zmZ1EVlZyWI0gC/nrjrznePM44GmPpFo1cgziLUVGp5qp8ofsozZUqlU5I1xphKTa55gxxp8+o28JQdbBt3GRMwSrj2ypBFvKNLZV+CUDo3e9+N7/7u7/Lhz/8YRRF4ad+6qe44447+MM//EO++Zu/+ZVY46tSN1tjr2JZBfGrCV1pu0QB//wf/jC/8n/+N9737rfwO7/wE6CaTB19ExcvXXou8Hm+MmxhWWorN0BDGonoV9WlTRUObzAsliPgYOOLwiQ9RfmrwiKV5gRYXXeOVrUJM7N545hxJNNuaSRsS3lxYgiZiVhZs2Q/W6eEIbEmnjulBdkmGAgAC4fC3BgFeczvCyCafx1ogSTOTx2ZgLBUGJjijEzXNQ4JuLr2eWGy4kmAazuVTLH2RVlLeUHco/3RxBl6JG04I3dDpF3bJ1lv4Vj2ZeYFEHntibaoJf+7fYlBGW5Ju1BRZeT/2HcAk/RSu87Neu3VWsd7Bgi6Xn6UcrXjcuu8ZJct1vIs1p7LIqRp9rI6bdt5k8VDog3KV0xCL8HMacwfqaHpKsM9n1EvxLA0Qj9h2PZpLBawHZPu9hhvEDC9UkYzFAYtH28UkSsaVGcdFCUjHEfsDiPqcwXmD1W/7HpKVoljzWMcrh+mF/TYG++xPlqn43Vo+S0G3oiV8n6u9tfZ6HfZX5/Hi0fktDwHqivsjfdwLIeH9x6mZtfY9rfJG3lawxZ1u85qeRUNjV7Qo2gWsTWbXtADYNqZ5rHWY/ixz/Z4mz13j7yRl396nlE8IiHByBm0yjGJA9O2QaPSZHj5FGrDwTRyJGmM5VSJpxqEWUKo3hxceEmN+gceeIAHHnjg5V7La6putsZevdre3ua3fuu3+N7v/V6WlpbAhg986Cf4y4ee4PXfdK+MzecbYDq8pLfcXE1aOX4PTF1u/O0Lk2gPRQBN57K4Lmdip3+jUtHl6JYwSE+vwrS0f4JJon0wuOGIXVl+WuBrJiPmmil6p+YhYV3CsWh8gqHEbCQT3RKKsDmVJdnP3lkBTcFIptPSCArzsO+bRFd07TOy71xN9tm5KOvNN+TYpiPH9EcyqaYbMpqv6NIWHG7L1NnT88yCoYAfzZDWZRzI19FIzsvMT2x6y8IQBUMBRYo60XRNHK/TRFqKfhvY91J+ejfrFaooSdkd+C/4fGsY4IfJU3qh56tXIm6kuVgkjhMGrYBxz0c1FNxhAKlCHKVsX+hTmcnhjSKyTKG77VKdyVObzaOoCqoKWZJRncszvU9DNzVsRydJUsyCwc7FPq2N4VcEhK6Xruo0cg3SLKUbdFEUhUquwthWUTKNxcI+ZnObtNw+XuqzUllmEAzxkoDAD6mYFQA+t/U53jDzBmq5Gn+9+dcEccDdM3dTMkoESUCURuSNPLc3b+fK8Aq31G5hEA4IkoCSVaJiVkiyhDRLCeKAftCnYTdoOA1G4Yiz4wtU+lvMHFsgtzskyzRGiUu5XMawVOypOkp088P+TcXizXrN1fd93/fxiU98At/3+emf/mkA7nrDGzn9xLmvjP35cqWq0urZPiVAwetNQJAqDI1dEqbIa8sN3y4+yw8ok+31Z1H/uiXj9Z3LE78cRItTWRQ2ZzK2TxwKePD70pJb++wNnZJZEC2OpsuYvTYhra/rg2aOS7tr7bPScjJzYM0IKLr056Kpyk8JINMMAXujPVmX6cDcncIyJYnoeZyGgK3p4wKqijOy9rXPwb43ygi935kAvxnRIO2eg31vEIG2VZJ/iiJMWfeSnJPhCOOVq8n6C9NynYvToFhfN8nz30iVphlfyrItyyDhS2zwCpWqqczur6KicPlUm+72GMPWaK2PUFUVVVMI/QRNVQnDkDRR6W67GKZKsZ5j1PFxhyGrr5ti1PNJhwqb5z1QBCTV5gokLwEMRGnEpd4lwjREV3V0dLb9MT0vxFR1bq+/kWt4OM0eH7/6MYIs4NbpBbx4xExhhqv9qzIOH49ZH69TMkuMGXOmfYZ9pX24ocuh2iF2vV0e3nuYftBHReWe2XtoeS3yeh5d00nihLXhGl7skaYpmqqxOd7EUA00NNpRH7VQYn/jIIOdHcIwI64aTM0sEWYxBefmB/0XDYRUVf2SN6ObraSb9WLq/Pnz/PZv/zb/4l/8C3I5GSf/wR/8QVzX5dZbb31qu5cFAD29cmUxABzvweW/kvFxq3jDDyidaIeCkTApzzZGTEJxY356eV1pjfkDAQdOUxgWUgFBqi6sid+VdldhVnQ3T7/7mHlppxmOAKFcVfQ1Vh7Iyyi+ZgugyVXFRPHiJ+W18VhYHcNGWniLEoxqONJKSxIBaVZJQEt1P/TXJkGsnUkL7Quw/HrZvr8lzNBoW9aq6hD0pI1mVWRCbOeUgK3Ik5bezG0CEp2pCRDrS7uuPC9j+YY90TG9MPNws16dMnWVYk6nO37+6d+cpZHTX0K8zctQqqpQnSvQ2/MwcxrjQYA/TsjSiELNIo0zojh5qkWmKgpxkICSka9a7D/ZIHBjSZtpe6gaFGs2o47HlVMt5v7ucyehv1z1gz5+Ir/HUZyyNfDY6nts9QN0DcJom8PV/fzXs2eZce6gVO7ScBy2hiF1u85jrcdQFRU/8ekFPdzYJa/nKZpFVEVlGA+5PLjMnrdHxayw4+5gqiabo01m87OYmgySXB5cxo99bN1mf3k/SZIQJRFRGnHH9B2UzIDOY4/wqf5nKToVIjsin2VYbpWlI7diFG9GbLxoIPQHf/AHz/g+iiIefvhhfuu3fouf+ZmfedkW9mrXTY3QK19ZlvHN3/zNXL16laNHj/K93/u9APy9v/f3eN/73vfKL0A3heUoTE1aUE8rVQcyEQ/rFjwdBykaTN0qIOF6DXdg69EbzA7IlJjXFRCjWQIKWk+KUHjcQlpep4Uxijwm1nI3JuX8vgihR1vSOstSATOlWZkw2z0tAK28IFqetc9OEuErwu4EQ5ksG2xMBNILMGoLW9Q6L3lldlFywGJPRNKGJc8fekCYo8EOHLhfxOD9a9Deg4XXiaYpVxHNUHdN1msWBLzNHIOH/5PognJ10WWtPzQJqT0sYnD95pvva60URZEUerf/DJ8fEO38Us15RVpfX2mlcYadN4nDhFHXw7BURp2I2qxB5CfEYUIcZSRRimaqlOoOo74PGahGhSc+u45hafhDCWn1vZjaTB7NVAleAPx9qUomNh5ZlnGt6zLwY0xdxbE03CAhyTL2/F2WphTi1KXvRVhaTJzF+LHHkdoRRuGIIAmYcqZYH67LxFikoykaOT1Hx+8wU5ghTVKauSZFo0jJKnGieYJhMKTtt5nOTdO0mxTNImRwaXCJOI3xEx8/9glCj/sWlimuh+wMNqnbdSzbRC0UUfYtvdw/pq/LetFA6PlS3b/ru76LY8eO8bu/+7sve8TGq1U3NUIvb2VZxoMPPsgf//Ef81M/9VNPuc3+0A/9EJ/97GdZWFh4atuXnf35UqVqckN/uncRTEbpK6K/aRwSnUw4Fu2NXRad0vVKYvHRyZ4FmtNIJrOSyRRZ60n5X7dl+mrcFuZpsC0to9ibTKJVQJlEd+iGaIMKMxOgYote6NJfAJkAqjSB/W+Fxn7YPCX79rsCOPpXhZFJEmGLsljaboUFnooy6a0JgInb0r7y+vJ4rgada3Dlr4Xlqe0XQLf5KFg5EUPXD8mUn1WW9Yw2ZHR/+Y1yrjtPiP4qGMr5xC4k3o024c16TdV02SbJMi63xnih/D7bhspy3WGu8uqmlGu6CO29cYSiKlSmHPxRSHdzTLFpU5rK4RRNwiAhXzQY9wPKDUeMzXs+hYowRz4yOWaYOv44olizSOIX/4G3YBbQFI2e5zP0J271qkqzYOJbUHHg8fYpuuEuqurRCTq0A5NjzUP0ohaP7D3KYnGBKImoWBUu9S+RZikzzgxxGmNpFmEcslJa4YvbX+Ro7ehTY/ifuPoJFouLLJeW8WOfjIwwCXFMhyRN6AU95gvzWJqFlbP4rLrFiaOHOeQeYuD2OHDgm7ii9SiG26xw5GX+SX391cumEbrnnnv44R/+4Zdrdzfrb1n1+33e9KY3EQQB73rXu3jd614HwP/0P/1PX1vg83xVXroxSfb0Ks1O8sJ8YVzMvJA2pblnZpx5XQFJz1dpIiAnTWRqTNUmmhpVAE/3Kox3JgaLOXC74FSFDXqqTZcIAxOOIZ4IlvNNsRewywJSLn8Kbn+vpNNHoQAn1ZgYNqrQXBWtkN8Ve4A0kWPd+ndlOi+JJqPzoeh3ds4I81OalbH/XE1iOq59QYBUZ1tYqiSCxhFppa1/QbRAui3r9zqSh9bfkTahnhMmauVNzx9se7NeEzVXydEsWgz9CDIo5gwM7dXXdFmOAWSMWj520cAqJMysVGhvjiYTYwFOyUQzFBRVxRsljPsBVt4kSTP8cUS5aaNbDuNuwKjjYeUNdF1DtzS6u2OqU1+5n07eyDPlTLE1uPwM5ZSqqixWc/SDPrZmEyUpGilZptALhlzsrnPP/K10/DbXhtdwdIde0OPOqTt5ovMEeSMvbTIjT07P8YWtL7BcXmYUjyiaRS50L5BmKRf6F7jYv8i2u02cxJStMo7hcLB6UCi8DGbyM1wZXKHrdfkv7b9gpbTC0tISfr1ANh5ybXSNLMte/ffgV7leFiDkeR7/2//2vz3jU/3N+satNE35sz/7M86cOcOP/diPAVCpVPi+7/s+fN/HcW6Yqb0m/gALTRELdy7cADSaKUxQeUFAkt8XQbDTEI+cp4t9n80EPbviUEBOvvHMx526tKCuflradKEr2iWrJNsmsbSthpsCoOwyXPorWUd9VcBU+7JofMKuALKlewSA9K5B2BfwYo1h82EBLaYjjM9164D+NWF/0lDiRS5/SvyHnBpsPSJ+S2pJzr97RcCc25Zj56oCbvy+CM/j4Ib43MoL04YqWqTrQbNuG9BvMkKv8TI0lVreerWX8ZxSdQ3TMfDHEZqmUKxZpGlKdSZPHCbsrg1pLBbobIwwbA3DMjFtjciPqE7n6WyOyJUtNEMjjlLSOAMV3H5Ie3P0ooAQwP7KfrrjiPbwKkESoSoKNbtEwTTYGY7xA51mrspe4OInLik+a4NL3D1/nNXyKrPOLB2/Q5RGaKrGrbVbqTt1dFVnFI34zOZn8GKPpWyJ7fE2t9RuoeN3OFI/wtnOWUzN5GTjJH7qoys6ZDAMh6iKysZog8uDy8RpTNNpcqR+BFu3WR+uEyQBaZIyDse4kUvefHHn/betXjQQqlarz7h5ZVnGcDjEcRx+53d+52Vd3M36+qzTp0/zwAMPYBgG73vf+2g2RVT8H/7Df3htAJ/nq/KcaIX8ngALqyR6GRChb3n+hV9rFUVT9EL5WbnKhAHZetYTmTw3f7uwNNFYGKfi9GQ0XxHtUPOwsDut8wIgMgS0lZYmbtmGgBC3I2Lo+iERgoeu+At99pcnxpGqgBHNEFBUXZbtG4ehNANn/lCOV54TcAQ3WKv6fgE57p7ofqr7hMkKhhO9Uyb+T7olmievD5YlOqHy4iTHzBbvoyySSbSbdbNeRElERkypYRMHBsNJu8vIiUDadAyaiwVyJZPATRjsjol8jWE7JQpT5lbLaKaK1w+IgwTLMVCUjNpcnu6ui25qxMdidOMrvy0aqsHx6SOEfpUo9VAUDYM86+45/Cil50VM12wU30RXdXp+St7SiJKQK4OrXOxfYLW8yr7SPsI4xDRMdE3nQvcCSZJwcuokl3qXKBgFyRAbbdDINeh4HQzFoGSWeHjvYSp2hXE45lD1EJZmUc1VsTSLL+5+kX7YZ3O0yYHKAQ5UDpA38pxrn+NA9QBhHJK9CpOAr7V60UDoF3/xF59xM1NVlWazyT333EO1+pX7MNysvx0VBAH/9b/+VzzP4wd+4AcAOH78ON/8zd/MoUOHnpE/95oFQddL05/L2nwlZeZl6qx39bnPqYY8p2ryfPKs6bM4EODVPCQMkMJEFB3Ja/bOiWBaRwDXdZ1PHMjEV5rc8C0qTE1YmaEwPtUVASLTxySqQ9WEBaofFBarfkhabs3DsPYZAVSD9Um22FD2V1YkG8wuynk4dQF8fu+Gl5HfnZznnAizqwdEBJ5lcszGYQl+VXRpQ7od2fZm3awXUVkGmq6JzM5ScQcBUZgQuQmhH6NqKqEbYZg6u1cGWI5GEkvbJ0tSLj/SYma1THWuSHW2gGGrBF5Me3NIEmaM8gGhH70oIASQN3WWaxUu7OikQEiGY+QJ44RGQWd7uI4bqJT1JerlgCSLMVSbYTBkobhAkAb0wz5PdJ9g3plnf2U/Pb+Hl3jovs59C/eRZAmmZpKkCddG1wiSgNnCLJf6l1AVlTAOKVkl3NhlZ7zDvcV7ebj/MDP5GaadaXpBD1MzKRpFHt97nJNTJ+kHfZaKS+SNb2w2CF4CEPrABz7wCizjtVc3p8a+svqjP/oj3vve9zI7O8v73vc+dF1+pT72sY+99oHPy1mNg4AiQCKN5WurIPqZ6+7TsydkmuspPdHEvNGcjMXDs7wb08k0WwIYsm1lQRiaLJEWlKpI2626LO2sNBT2KVeBwZaApt41MVv0h+IRlGVQnBeB9/RxafMZBRFle33Zh1MRz6KNB2UaTLfFyNHvSNDs3J0CqK6HtAZjAWSVZbj61wKirptJJpGMzh96QICbbgo7dbNu1osow9LQDYV82WR3bUBzoUQUxlCAwE/obo3xxzGt9QGhG2PnDbI0ZdQL0XQVM6fTujaiuVBg+0qf5eMNyg2HLM7oDl1MWyN7aRatLNfzOKbGVs9nFMRUzGnajW0ud7YYjyI0FeIsJQkMDtT3oWY5ZovznG6fomyWCa2Qpt1kY7zBkfoRDNXA1mxUTeWRvUdIMhmJz+k5ymaZw7XD/MnlP0FXdUpmiZJZQkFhe7xNlEZsjbYI0xA/9DFVk5IlBo2DcEDBKtAP+yyXltHVm1aC8BKA0KlTp77ibU+cOPFid/+aqZtTY8+tfr/PRz7yERYWFnjXu94FwN/5O3+HkydP8q53vQvf9ykUJIvrGwoEgbSbpm+RnK1wLK0yu/JMLVG+AUvfBG5L2B8jJ+Dm2mefyxSBvNYq3BAWqypM3wooMullpsKy2GWorMDmF+W5XGUyqZbIZFplAfqb0spSdWlT9a4KUzNzQnLTYhcun4HpSaZY4xa4+AnY9yZpf+0+LtqhI++WCbPeNWl16Q7M3iGj/EFPzl1RpV1WWYTZk8JcmQUJr93/Njnn6HnO92bdrC9Rmq5SrOX4/7N33/FVV/fjx1+fu3f2HiRhbwRUwIpiRcSqOL7WiSCOL4p1F0frwoFapVa/YNWCWLVutNafotZRRKzMMAwyA4GQQda9uXt8Pr8/DlyNYSSYcIGcZx/3Ye5nnk8act85533OOxhoxmDU428OYzTpaajxkdMzhUBzGHuSCU9DiOQsK4pOIdAs/pA1WvUYjDpMNgOpeQ6CvijRYBR3rY9IOIYjxUJqrgP9L1gnKcNpIcP54yKrBmOUpqAbmsR7BR1ZjjQyrNmsqPqeguQ0eiT3IBKL4Av7qPZX44/42dS4iaAaJMmcxI7mHZj1ZnY176LIVYTJYEJFJabFsJqshINhGoONNAQbSLemk+fIwx/1Ux+sJ8eegzvsxmV0iQTsiJ8kSxK+Oh9GuxGnyUlDsAFfxIfD5Pgl/9cc9dodCA0ZMuSgH3J7s9Blb8qx5bnnnuPuu+/mpJNOigdCJpOJlStXJrhlRxCT/cfZXvuiN4i1i34quVBUdf/5WL2miMAn+pPFB012MV09pUQkdNdtEuft3iDyhkwOkcNj3lM8NjkXmvYMi3mqxDmpJaL3yJYKZe+L6wfdImDy1oiZYvo9eUcBtzhXbxJ5R5UrRS6TM1skU+cdJ3qa0nuK/KLGbaIXypEtZpBtXySCseJTREAXaoTwnjZKUjtEwjG8TUFqt3rYvaMZNaah0+uwJRuJBsQMN39zBEUBnV4hKcuKM9WCpy4gFgI2QHK6ld073ERCMYxmKzqdQtUWD92HZmDPMGOxdlz50QJnNsdnnojFYMETCAEGwhE97nADep2CV/XQPak7gViA9fXrSbekgwXqA/Ucl3EcX1d+jcPowB/xE9Wi7A7spndqb3Y07xBT5fU2mpVmNDQiaoSGYAOpllQyrBnU+mvZ6t5KpiVTrC8Eoup9NMIJuSdg19sJRAOEYiGZIwS0u396wYIFFBcXM2fOHFatWsWqVauYM2cO3bt3591332Xr1q2Ul5ezdevWzmivdJhUVVXx2GOPsXz58vi2K6+8koEDB3LBBRegHWgtfql9kvJFns5PS3boTWJmWMGJImD5aZe9sieYaqqAnd/B1q/As0PM+rKmQvVq0csTC8KWr0Sg49stEqcz+kDRr8RwVf0Wsc6Q0SKGzHYsE7O7GraIXisUMazn3ilmy/nrRZAT8oghu+ZdIjAKN4s2pfeC4l9Bj3EiUGsoF/fZW4w22AToRO+USS6oKLVPU7UP9+4AkbAovGre82puCBGLqIQCUcw2A2n5DmIRDZvTRNAnhsV8zWEadvmo2daMGgVXhoWmugBWlxF7khmr3QiRjv2dlmI3kWFPI8Oag8VoxqjXke4wotNHsFv05NgyybZnUx+oJ8WSQklyCTn2HLId2eh1ekpcJaSYU+jm7EbP5J5k27OpaK6gyldFRXMFNoMNFbHQYrGrmGHZw7AZbQSiAQalD+LkvJMxG824w27Sbel0T+pOmjWNXc27qPJVkWZJw6Q3yd/lHEKP0KOPPsozzzzDWWedFd82aNAgCgoKuPfee1mxYkWHNlBKjD/+8Y/MmzePDRs28NJLLwGQm5vbrqFRqR1Si0UCcbBJvDcn/zhrLW+4CEyCHjHsFGyGpnKRy5PVX+TueHfvKfIa3RNQ6UWPTsQvenVsqSJwcubDzuXQWC6Sr6MhEbDkDITqtWL4TNVEQGS0iHyeiA+UPYs3JhWINil6MTVf0YtzMnrvuZcHNi4U7dDpEKU+MsS9M3pBTBUxnd7S6lsgSfsTDkVx1wVw7w4Q9EXRVI2QP4bOoIop440hXOlWoqEYsVCUooFpNFZ70el1NNb40WIqjmQLkVAUnztEWq4di81AOKRisujxNARIL+zYpGFFUeiZ5cJi6oujzsROTxU6HRTYUwihJ8eRjdPoJM2aRiASYFPjJmp8NQRiAbJt2SiKgs1gI92ezi7fLip9lRQ4CoipMQKRAHajHZfJRTQWxWF2sGjHInHP5J5oaGxp2oLT7CTXlktlcyWbGzdzfNbxZFgysJls7PLtIsmURCgagiNvpYTDqt2B0Nq1aykuLm61vbi4mLKysg5plHR4bdy4kXnz5nHTTTeRmytm81x99dX88MMPjB07NsGt60IMZjGc9HM6vdjuyBKztBq27qnojsghcuWK5Gf3TjEkptszi625SiQ9R7zivwarCG6qSkWStabumaEWFoFK9iCxeKI5WUzfN1hg2zdiKK56rRj62l0meodAvDfZRW9PzTooOUXkA+UMEuVG1BjYkkT7k/JEvbKIb0+ttabD8i2Vjg1qVKO5QZTLUACDyYCi0xEORDEYdWgxDVeqGTWmEQpEUfQK6HUkZ1mIBGOEglGa64NEw2LRVGVPLTK/J4zBqEOn02O2d9yw2F56nUJRWhLdUo/DF+lNJBbGF/WxtWkrKioaGjn2HD7Z9gn+iJ9kSzIhf4gdzTvol96PYDRIc7iZDGsGyZZkABxGB/nOfNbXr6fAWYABA9ubt5NuTSfFkoLNYGNt/VpUTaU51Izb4CYUCxFWw3yx4wv6p/cn35qPVW9la9NWhmYPJcOeceAHOca1OxDq27cvDz/8MHPnzsViEX/VhUIhHn74Yfr27dvhDZQ639VXX83ixYtJSkri7rvvBmDUqFF88803CW6Z1ErEt6fXZ09QEwmIvCA00WujRkVwZEkSCyvaMkWCdDQkep0MVpHE3VwJOsuegKlavIJu0WuTZICtG2HIpXtW1baJXKWm7RBFJGMHGkTPkTVFJE5bU0UQ5MoX0/bzh4tisZEAGJ2id8jkEDPdQh6RiyRJbaSqGpFwjHAoht8bRlPBaNJhcRjRVA1HmoWUbDspueLfwu7tzfiaQgR9EWIxMRfM6jIRi8RQFAVVUwk2RbGnmIlqCllFLtLzO2+4VlEUHCZRODmFFDRNY5tnG6qmYtabsRltaGjYjXbcYTdNoSZ06Ei3plMXqENRFJqCTWRYM0izpaFTdIRiIaq8YoirIdggFmEMe+mV3IuK5goiSoSoGiUQC6ChEYgGiMQi7GjewYb6DVzS5xJSLCnUBmrpntK90579aNDuQOivf/0r55xzDgUFBQwePBiA1atXoygKH374YYc3MFGOxenzmqaxbNky/vGPf/DEE09gMonZSNdeey0ulyte9kI6gumMiMKsOrBnQ9O2PdPvQyIwUoziGJ1eLIqo1InhtKRCkXfkqYTsAYAqZoMFYyKwCbn3TKvPFzPYSkZD5Qrw1onAquB4cU7dJjEElr5nkcfmKpH4rChQuwnSiqBqjehNCnvFFHq1RuQ72TP21ECztEwAl6SDCHrDoELYH8WeZCbQHCYWVYl4YtiTzNicJpIy7aRmi+EtLQZ1O5sJNIdRIzE0FUwWPYpNTzSsYk+yEA74Sc2xY7GZ0JvA2M71g36JAlcBqdZUGgONbNG2cFzmcVR6K3EH3RQ4CwhGg2JFaVch2fZsVteuZmDGQLGOkGcHgzMGc2LOiSyrXoY/5scf8aPX6XEZXWJBxqbNACgoVPmriMailCSV4I/6iakx6kP1VDRXUOQqwh10H7bnPlIp2iFkSvn9fl599VV++OEHNE2jX79+XHbZZdjtx97CTHunz7vdblyuozvBMxqN0q1bN3bt2sXbb7/N//zP/yS6SVJ7qapY/HDvIoqBRlEwNrynpygS3DN9Piz+W79VBB/J3UQPTu06yOwnhrp2rdozbFW4p2xHd5FzFPSI6fd6kyi46qsRK0+n9RQT2+o3i4RnV7ZYEsCaDJ5aUc/Ms0sM37krxNd6o8hP0plFXbMdS8UQ34ALoedpifs+SkcNNaay84dG6quaCQdU3LVegr4Y0bCK2a4nuySJ9HwnhX3TUHRiUoGmamxbu5utpbtpbgjhaxKLL+r0Cq50K64MC0ajnszuTnatd5PbI5neI3IS8nxbm7ZS0VxBIBqgxluDL+LDG/Gyzb2N3qm9KW8qp6yhjFRLKo3BRk7MPZEkYxJ2k52dzTtxh91sadoCCgzLHEZZQxm1/lp06DDqjKRYUqgP1qNpGr2SexEjRpWvikHpg+ib2peeKT0ZlT8qIc/e2dr6+X1IIbDNZuO666475MZJnW9vva8vvviCxx57DACDwcDUqVPZsGED3bt37a7Qo5ZOJ2Z+Va0WPTfWFDHUFQuLYS5NFfXD6jeLoa607mDc02OkIIKbkBvSe4ihsqadomcnd7CY+RUOillsW74U0+xDTWJ4y70LrOmiN8eZK4bLXDliuKt8saiRZk0VaxnVbhC9VPYskdDtqQYUEXyZbHsWflQP/JyStEc4GCOmapjtJppq3ej1BqxOvahGj4K3KURmNxfhYHRPYVZQdAqFA9Ix242Ur96N1WEU6w6Z9ViTTCgomO0GylfW4Ugy40hNXLZwhi2DSm8lVoOVouQiYmqMhkADuj3/S7GmkO/IpzHUSFFyEWtr1zIkcwg7vTtRFIXmUDPdk7uzvmE93rCXSm8lOfYcCpV0Uj0xIlUNRLBjyMqkMHUQyxpWEYwECathYmqMJKNcJ++QAqFXXnmF559/nq1bt/Ltt9/SrVs3/vznP1NSUsKECRM6uo3SIWhoaODss88mEolw6aWXxocx77333gS3TPrF7GliqKq5WlSQNxjFMJgzG1BEL4ymEV/dWtGLAEqnBzaAySoWR4wGRc2w9J4Q9IPRKBZW3L5ETLfXmyB3KGz/VgxxNWwWM9gie6bjh70i2EkvAfasTo0iepe8NWLBSDW6p7J9pph+nzVQBE8hbyK/g9JRRFFAr4CvMUTjLh9BXyy+Vp3FYSAp3UKgOUzlxkZUVSMaUbHaTSRnWcksdJGcaaOpxk9DjQ+fO0w0HMOg1xH2x0jOFsNpznRrwp7PaXLSO6U3m5s2E1bD6HV6MuwZmAwm3EE36xvWk2JNoVtSN4KRIGXBMgKxADX+GrJsWaTb0qnwVFDgKECniF6gIYYS0iqaaPLV4w970SkK1p11lNhVjDnDSTWnElNjmI1mYhw76R+Hqt2B0HPPPcd9993HLbfcwsMPPxzPoUlJSeHpp5+WgVAChEIh3n//fbZv38706dMBSE9PZ/LkyZjN5qN+SE/aB7NTvPZFbxIBEACaWPsnBmh7ZsUkFYheJU81EBU9R2oEQnoRWJn2BDTuHWKqftFJoodHi0EkDIXHi14iswt8teJ+FpfYn1QoepnCPnGMxSWG5TRVLBzpqwGTRcyQk6Q2MFkMxFSNhiofKAoWuwFVVQFFDPfqFGq2N+N3h1FQMFh0mM16KtZrGE16HCkWkjKt5PVKxlMXIhqOEQpE0esVTBYDNpcJe1Jifx4z7ZkkmZPileh16Pi+/ntK3aXsaN5BIBpgWNYwmkJNjMgdQWOwkUxbJo2hRuoD9eQ4cjDpTfRI6YHT7CBrs5sGXwNWo42YFiMcC+MJefihfDnNIRc53Uro5uqGXtHjjcg/StodCD377LO8+OKLnHfeefEhF4Dhw4dzxx13dGjjpLZZt24dl1xyCWazmWuuuYbU1FQAXnjhhQS3TEqI/a1srUbENPawT6xwnVogvramillmtT+I44LuPYVWk8FiF707ZjvsXAFo4K0SPVAGy4+9UGpEFGvNHrCn0rxVHKtGRO+RM0vkNSk6cc7e6vaSdBCKTsFg2rP2r1g2CGVPrTrFoBAORIhFVML+KAaTDiM6PPVBtJhGwBfBkWymequH7O4uCvunEParBHwR9Dod9mQzjhQzen3ia9+ZDWZyHCJPaUPDBtwhNzpFR7+0foRiIZrCTfijfow6I1a9lQHpA3h7w9t4Y17cDW4UxMyyIl0G/sZaXGYX9YF6YpqKXmcgw5qBO9aM1WNil2cnmfZMCp2F6JVDLytyrGh3IFReXs5xxx3XarvZbMbn8+3jDKkj7a33ZTQamTJlCgBDhw7lN7/5Dccdd5xcJVQSyciN5SIv6OdsaWIqfON2MQxmsIDVJqa9128W4xDu7SIxum6zyBfKHQarXxO9OindxHR59w7IHyFWs979A3z/vhj6cuaK3CO/S9xD0YvkbIBwQPRiqYpYqFGS2kDbM8ybWeCkVtMI+KIoKJisOtQYhHxRdAaVcCCKTm8iGorhawrRWO0HNHzuEHq9jsYaH7YkEyWDjuwgPKJGqAvUYdAZCMVCGPVGavw1+KN+NE2jLlBHN2c3YmqM4dnDWd+wnsZgY3z6fFH6MKIGD3oMWAxWPCE3VpOddFsmaXX1GJp86IJh8G9H3zsbo6tr1xmDQwiEiouLKS0tpVu3bi22f/zxx/Tr16/DGtaRPvzwQ26//XZUVeXOO+/kmmuuSXSTDtnHH3/M1KlTKSgoYNKkSej1+mNu6QLpFzLZIHuwKIT600r3liQxK8ziEj1DgSYx60yNikPMSSIQQgF3pRgi0xlF71FSgdjnzBEzynx1Yphrb7CDJpK3t34pFlZM67Hn2IjooQp7RdClM4lE70y55pjUNoqioNMrONOt+D1h9IYIoBHyR/E2hXCmWjCadegNOuwpJgLuKI3VYhjNZDFgthkwWQ0EvVEqN7qP+EBIVdV4MNTN1Y2Pyz8mEA2QZcuiOSxqi3kjXtbWryXHnkP/tP40h5vj5TJCZoUURzqmKES1KAqQbc/G8/0qoqEgjow8djVWoY9pFMVS4Cgujt5R2h0I/f73v2fatGkEg0E0TWPp0qW8/vrrzJw5k7/97W+d0cZfJBqNctttt/Hll1/icrkYOnQoF1xwQXz46EhWVVXFyy+/zIABAzj77LMBOO+88xg1ahQXXnghkUgEvV52a0r7YE/7SaX7sFhI0Za2p+wFIkBp2CyCob2syWKYLOQVCdEWh1h40d8gpugHGxFrGBnEWkIN5aKgar9zRS9UJCzuUbVGBELRoMgfSikUwVCwGTZ+JHqItGgCvinS0cqZaiEcjJFVkkT9zmaaG4NEIirJmVby+6RSu91D0B9Fp+jwuYOYrQb0Rj2hQBQ1Bs31QYwmHQFPiJrtjWR1S0n0I+3X3oAmrIYx6o2kWlIJx8JYjVa2N2+n2FWM3WhHr9PjDrmp9lXTFGrCHXKTak2lIdTAsNQ8XFUedIqORtWLZfsmfN4GjAYTjdYYJsVIJBbB7aklpc4LXXwScbsDoauuuopoNMr06dPx+/1cdtll5OXl8Ze//IVLLrmkM9r4iyxdupT+/fuTl5cHwFlnncUnn3zCpZdemuCWHdyLL77I/fffz6mnnhoPhCwWi1zxWWqbfVW632v3hpZBEIgE5vxhUL1GFG4NNUM0LHqYrMki38ecBPWbxPpBmgoNm0RgZEsVPUWZfUVP0c5le9YyShH3MlpEAJQ1QEzT18lkaantHCkWQj7RA5TdPYnMqAt3XQCby0DNVg8Go45gcxib00g0FENv1BMOipwhs01PLKKiaQo+dwifJ0woFMJsPjJ/BhVFIcOagV7RE4lFsBltqJqKSWfCZXRh1pup8dVg0Bvom9qXHxp+oDHUiFExYtAZaAg20JzZkzxHLpbKSgJqkJh7M05XOmp6MhtClSSZXWiahj/iJ1JbE5+F11W1K0MsGo3y8ssvc84557B9+3Zqa2uprq5mx44dXH311Z3SwEWLFnHOOeeQm5uLoii8//77rY6ZM2cOxcXFWCwWhg0bxtdffx3ft2vXrngQBJCfn09lZWWntPWX2LhxI3feeScrV66Mb5s8eTInnXQSV155pcz9kTpOqFkkMP+cGhHBUP/zoc/ZokxGrzPF2kLdfiWCHzTR6xPyieGywhFQ/rXofdKbRE9SJChmpTlzRCBktIneocZycY3C48U2SWojnU4hPd9BVpELZ6oFZ7qFrBIHnvoQIX8MvydEaq6DaDgm/htRsblMWOwm3LUBzHYDtmQzVoeB5t0hGmuO7HzWVGsqPVN6kmJOwWwwYzWK6f290noBYDPZ8IV9GPVGil3FIpBBwWl0UugsxB31sMayG3efPPofPx5rSQ+2p6lsjFSSakkh05aJ0+SkPthAIOLfs9xG19WuHiGDwcD111/P+vXrATFFu7P5fD4GDx7MVVddxYUXXthq/5tvvsktt9zCnDlzOOmkk3j++ecZP348ZWVlFBYW7jOAOBIj34ceeohXX32VxsbG+GyvwsJCFi9enOCWScecaEhMdd+XWFj03rjyxXFBN3iqRBJ0t5Mh2AQGA2T0FYswli8Cz06RWN3rDNHLFPEAOjEzLOoX9dE0VQRPzixI7SnyiSSpHRSdgs1lwuYSQ0fb1u2msdpHLKqi0ytEghEUnY68nkloaNTt9GJPNpBdkhkvuOpIsRKLqkRDR/aCnqmWVKwGKyVJJcS0GO6wm0A4wM7mnaRYUmh0N1LkKmJ59XJyHDkMzxyOoiiYdWbWNaxjSPoQHCYH39YtZ5slmxHdBpLizqbKW4U/4kNBVLbXKQpaWhKKLvGz5hKp3U9/4oknsmrVqs5oyz6NHz+ehx9+mAsuuGCf+2fNmsXVV1/NNddcQ9++fXn66acpKCjgueeeAyAvL69FD9DOnTvJydn/UuqhUAiPx9Pi1dGWLVvG1KlTqan5sfDktddey29+8xvOO++8Dr+fJLVgMO9JcN4HTQVLihju0puhfgM074Ld60SF+Yw+kN5flNdY966oWq8zQNUKqP5eLPIY8okVprWYKLMR9opeqFgYKleKYyXpF6jb4SHoC2OxGgkHYjTV+PG6w0RCMZrdQVzpVjK7OXCmWNj5QwPRiIrJpqe5IciuzU0EPBFU9cjtBbEYLPRK6YWqqRQnFZNjyyGqRUkyJ+EyuyhwFJBhzyDFkkKdv45yTzlGvZHaYC0FjgJsJhvlTeXUBepYXP0N/9VvY4d3J1nWLKJqlM3uLbjDTagGPdF0sbhiV9buHKEbbriB22+/nZ07dzJs2LBW9cUGHcYM9HA4zIoVK7jrrrtabD/jjDNYsmQJACeccALr1q2jsrISl8vFRx99xH333bffa86cOZMHH3ywU9t94403snTpUnr06BFfe2n06NGMHj26U+8rSYCYwu7IFAVTW9kzuyyzL7h3/tgzZE0WRVN3lYqZZ6tfB1RxTEoRWFLFytXRPVPkkwtF0BNyi7WDFL0IwJqrYdu30O2kw/rI0rEj6Auxa4sbg0lH0B/FZNFjMFkIB2K46wLo9ArZ3ZOx2A1UbmwkvcCFtzFAc30YvVGHxWaktqIZV5aVrPzkRD/OfmXYMrAb7dQF6six51CUVESdv45ILMLS8FI8QY+oXq8z48GDN+wFDYZnD2dx1WLq/fXEtBj90/vjVYwk9ywm0qiRTzdsQSeZub2oStVIN6t4wh5SLEduAnlna3cgdPHFFwNw0003xbcpihJPtjqc1drr6uqIxWJkZWW12J6VlUV1dTUghvOeeuopxowZg6qqTJ8+nbS0tP1e8+677+a2226Lv/d4PBQUFBxS+/bW+3rrrbd47rnnMBrFyr433HADvXr14uSTTz6k60rSL5beS+TtBBp/3KboRFDjyBQrRpvsYh2hQJOYZVa5SswSS++xp3SHTqwppEZFmQ/3drHSr3NPj2to6Z4L71kFz5Isgi9XHjTXIEmHorq8CZNVT9VmNz53CL87jE4vym04Uy1Ub/VQ0C8VvzuEyWykodJLNKoS8EYAsDmjoCgE3BHIT/DDHITNaKPQWAiAqqlsbtzMd5XfMSB9AFvdW+mW1I01u9eQqWSiQ8eQrCGsqF3BhvoNKIpCjj0HT9hDvb+e0oifVHsKJ+QMwmwuoNmVzrbadaQF6rt8DuohLah4pPl5zs/PM+DPPfdczj333DZdy2w2YzabmT17NrNnz/5FgV0sFmPixInU1ta2aMOkSZOYNGnSIV9Xkn4xk00shuir29NrowdbuiieCiIYMtsADUwuqN8oEp/1FlE6w7cbUruLOmV6o3hFAlDzA4wcJaba64wiAdvoFENp0aAYRjPZZdFV6ZDUVDQSCkZw1wTZUdZA0B9Fr9ehMygEPCHSC5yk5dtpbghgsRvxNgVpbgwR9v+4XEPYF8XvDtN96JG9ntDP6RQdRUlFbG3aSmVzJb2TexNSQxyXcRwGg4EMSwabmjbhDXvR6/QEo0GsBiubGjehoNA9uTvVvmrchjBrapYzWBtMhj0DFRWD7pDKjh4z2pwjNHr0aJqamujWrRvdunVj9erVZGZmxt/vfR1O6enp6PX6eO/PXrW1ta16idpr2rRplJWVsWzZsjYdHwqFePPNN7n11lvj24xGI7/73e+48cYb6dOnzy9qjyR1OJ1eJC+n9xJV6vcGQSCmuucctyfI0YmSGfZ0SCsWX0dDULlc5BFFQxCN7Jk+31MMl9nSofcZUPQrsY5QNAi2FFGxXouJryWpHQK+EF53mGgIKr5vQDHosNqNGE06UDUUnY7Gaj/ONAsBTxiLzUTAE2kRBO2lqeCu9dPsObJnj/2cSW8i1ZJKfaiej7d9TJWviogWYXPjZnYHdhNTYyRbkglEAzhNTtwhN+FYGH/UT12gDqvBSkgNYTVY2dy4GaveSp4jDw3ZI9QmixcvJhwOx99fccUVlJaWUlJS0ikNawuTycSwYcP47LPPOP/88+PbP/vss19c/LW9PUKNjY1cfvnlxGIxrrvuOvr2FSvn/vGPf/xF7ZCkhDCYRBBjcsCuVSLIMdlFD5KmQs4gsVaQr0709lhTwFMDgy6Duo2wdZHoUfJUiTplWYNF0nUsJKbd6+RCoFL7NNY0E/SEaa4PoegU1LCKzy0+k4wmHSarDg1EMVWHBbPTCPv5gE/OstJY48ffHMV5lNWkLnAV0DelL/6wn0xbJlaDlagaxaQ3UdFcQZo1jTy7WDJG1VSy7dkYdUb0ip4CVwF1/joaQ404DA7ynfkkGZLQaV171tgh94cdrjFFr9fL5s2b4+/Ly8spLS0lNTWVwsJCbrvtNiZOnMjw4cMZOXIkL7zwAhUVFUydOvUX3XfatGlMmzYNj8dDUlJSi30ej4d//OMf1NXVxQOd7OxsrrvuOtLT00lJkX/tSscATRMrVKd3h1gAzCmgxsTK0YUngTUddn4HNd+LhRL7jIe69dBQIXKGLMlinaGGrWKBxpRisBVA5gAOYcKq1MXFIgrepghGs4GGXT6MZh2KIuLySEglGg7jSDNjdRpRY2C06skodKGq4K0PoaoaRouelCwbfm+YdJOdkCcKeQe/95Ekx5FDSXIJoViIJbuW0BBsoDipmH4p/chz5lHpqaTQVYjL5CIYC7K2bi1RNcqwzGGYDWaqvdXYDDaKkopwGB3odXqMBmOiHyuhjviBweXLlzNmzJj4+72JzJMmTWL+/PlcfPHF1NfXM2PGDKqqqhgwYAAfffRRpw7Tff/991x//fVYrVZ+97vfxQOlOXPmdNo9JemwioagqlRUjFf3TKmPRcR0+FAz1G0QQ2T9zhPDXhl9ReL1rjVie3MVbF8sgqH0XqIHyZEj6pxVr4Z+5x+kAZLUkhrT0CkaaiyG3qQjHIxhsRuIhFRUVQUU7C4TjlQrOzc2UWLW40yzUFXeRFqBHUWnEAnGaKz2kZRhxewwgnJ0Dgll2DL4aOtHeCNeTHoTGZYMPtn+CSUpJazwr6BvWl82N27GYXZg0pmIEWNd/TpMOhN5zjzW1a8jw5rBhsYN5DvyMepkINRmn3zySfxDX1VVPv/8c9atW9fimLYmJbfVqaeeetDepxtuuIEbbrihQ+/786Gx+fPnx2fKjRgxggsuuICTTjoJXRdfiEo6RjXXiKnuDVvFgoiKXgyP2dJEArSnGpyZ0LT9x/pl/npRgywaFD1Hyd3ELLPKVeDIEOdruWDPAu3IW9RUOsJpGrYkE9XlHjILHNTt9BEKRDAYdegMOiw2Eyk5NsK+CDnFTkLBKCm5VrKLXDRWBQh4Q+gNOjKKnFgdJhSdjmgwSigYwWw5ugKBCk8FDcEGUi2pNAWbiGgR1jWsI82axqmFp7K5cTMNoQZQoFdqL2q9tWxs2kiKJYVd3l0MyxiGzWBjl3cX7ogbndK1P8cUrY1jXG35wD/c0+cPh71DY926dWPr1q0y8JG6hq2LRI+O9tPZXXoxXGawQOUKUWfMvVOsL1T0KzDYRG9Pc7VYndq3W/QI6Y1gtIM9FYwOUboj/0TodkKink46CjXWeGms9VGxtpH6Si96vULQFyMWjWGy6nGkWjBZDeT1TCIcUjHbdIT8MXyNIYL+KAFvBAVQ0DBaTUQjMYoHp5HfKwWb05Lox2uX/1T8h4/KP0JFxaSY8Ea8NAQbyLZnU+IqYV39OrwRL03hJnSajuLk4nghV4fRwcC0gXyy7RN6pvakf2p/JvSacEzOHNv7+e12u3G59p8M1uYnV7v4dNfp06ejqqoMhKRjn6aBe8fPgiAAVQyLaVEI1IviqSB6jGIRaN4OGb3FsBoaoBOBkqJAaokYGvPWimG2pu0yEJLaJSnDTkOtD1e6CW+TAW99CINJwWI3YTDpCfkjWJ1GjFYD1VsaMCXpsdlMNOzyEw5HsTnMxFSVkD+Gt8lHSradsD+GdhR+ttlNdpLMSTQEGshLymPV7lUY9Ua8YS8xYkTUCMFYEJ2mI8OeQX2wnp2enQRiAVLNqdQH6sl15JJpyaQ50ox+fyvNdxHyU30/Zs+eTb9+/Tj++OMBMUvOYDj2ImZJaiUW3vdkG0Un1h+q2ySGulK6gcEqAiJNA6Ki9ye5QARSziwRACUXQ+4QMcOsx+li0cWw/zA/lHS00+kUiIHBasSebCIl24rBpEfVVIL+CDaXiZQsG0FviGhUpfL7JgxGAxoqRqMevyeMvzG8J9VCZXeFB0UH4eDRN4qR68ile3J3su3Z7PTuJKpG2eHZQbI5mU2Nm3CYHFQ2V2Iz2GgKNNEcbsaoN2I1WEmzpVHjq6HSX4mmaLhMriOy/ubhJAOh/WjvOkKSdMzQGcCRBjpTy+1aTEyhN1pBMYoeo7Q9iypuWCjWEkInAqZeZ4EjG7IHQK9x0FwLxGDXCog0gzU1EU8mHeWSs+yoUY1wQMVgNuBKt5Ca46Cgbwomm54tK3fjbYhgsRlFEVKbAb1BT32lj6bdfnxNQRp2+Qn5xHBaoDm8z3WGjnSZtkz6p/VHr9OzO7CbZHMyTpOTiBohEAuI4bCkYhwmBzqdjlA0hMvkIteeS6o5lSx7FimmFHY078BkMBFVj77vQUeSgZAkSS3p9KLURloJmJMQvyYUsVK0LU28nJki4EnrLpKgU/LFGkHObDC7xPBYUgE488RMM4NR9ATpLWK4zGA6SCMkqTWz1YAjxYwaU2muD+CuC1Ff6WPH+iaqNjdjtBgJBaLYkk3YnCaC/hBmuxGLw4DNYcTsMOJIMWEw6bAnW/A2hQkchYGQQWcgzZKGWW8WAY/BwQU9L8BpchKLxdjStIXhmcPpldoLVVUx681YDVa6ubqhoRGNRVnXsA6rwQoqBKKBRD9SQsmxnv3oiBIbknTUSuoG/gbRAxQJiN4fg1lMpbelihwfRSemwzfvEjlCilFUo3dXgmenqCkWDYFeL4bagm7Rq5TRX1Skl6R2UhQFnU4hKc1KY1QjHIqgqioKCilZNgK+MMHmMDqdQkY3Jyg6LHY9abl23LuDhIMxDGY9rnQLer2CGlUxmI7OYaEoUWJajJgWIxgLsqFhA5m2TOwmO+FoGF/Uhz/qx2Kw0Bxppi5Qhy/qo8ZXQ54jD4fBQZI5Cb1O3+VzhGQgtB8HWlBRko55JivkDhPrAflq9yyumAHeOkCFpkpRbLVxh8gTCvtE/lDQB65csNghHAJfhTgWVUybzx4Ivpp9JGJL0sFZbEZMFgMoEPJHsCeZiUZUgr4IuyuaMRh1JGfYMJh06I0G7E4TekXB1xgivdCBFtOI7Tk+rEJuzxQcKUfXjLG9kk3J2I12miPNFCUX8e/t/2agMpCK5gp6p/Tmv1X/ja8oXe2rRlEUmsPNOEwOfBEfPZN70hRswqQ3YTPaEv04CXXIgVA4HKa2trbVbLLCwsJf3ChJko4ARjOkFonXXv46MNog7zjw5oop8sEmUYcsGgRHugiQ0krguxcATUylB1FyY8vn0PssETxJUjvpjTpcaVZye6dQX+mlrtKHyaInHIii0ytkdHNhthmxJ5lIzrShKQq+XT4cqVbqd3oJ+iIYjHrsySasTiM2p5GGqgAGgx5H8tH1M+k0O+mb2hdFU1i9ezWBaABP2EOBo4BwLEwoFsIX8VHkKuL4rOOJqBHqQ/W4TC6KXcVk2jLxhX3s9osaZfouXPam3YHQpk2bmDJlCkuWLGmxfW/FdzmUJEnHMHumWDjR7ICmnWDNECtHb1ssCqoqmqhm70EUcY0ERCCkN4GnUiRQ12+FHr9O9JNIRylXmhW9QcegXxewa0MT3sYgZrsRq8OI2W7AlW4lJduBzWWiptyD1WXGU+sjo9ABOoWIP4bPLXKLfvhvNRabkR7HZ9FjaDrpeUdX7/9xmcfhCXlYVrsMo87I1qatnFl8JnWBOvKd+dT768m2Z7Pdsx0VFbPOTCgawh/xs8OzA6fJSVSL4g66SbV13QkM7Q6EJk+ejMFg4MMPPyQnJ+eYnXYnc4QkaR+cOWK4DCC1G1StFbPIjr9G5ABVrxZT49WoGC7TYhAJikUYM/pCyAsNm8Xii5J0iOxJZmwuE/ZkM776ENGYik6noDfqcKZacKVZxGeTAiazHovdgk4PRrOO9Wt30dwYIugTSdKRYIi1X+7E6jAddYGQxWgh2ZpMSVIJCgp1gTrKm8pxGB0UOArId+SzomYFFc0VqKgYFSOZtkyybFl83/A9l/S+BBOmLr8+XrsDodLSUlasWEGfPn06oz1HDJkjJEn7YDRDzhBwV4gAyGAWCdI130N6D7FgosEK4YDoBQo0iP9qqliEMRyApHywpSf6SaSjnKIopOc6SUq3EfJFADDbjRhNLYd4dIpCJBQlKdPMttX11O7wov3s79uwGmP72npye7nIOMqCoTRLGhnWDBoCDZj1ZuqDYrFEvaKnOdJMc7iZQmchOkVHTIuRbk3HE/bQN7UvETVCgbOAZEtyoh8jododCPXr14+6urrOaIskSUcDk1WsIJ3WUwx31a4X+T9Bt6g11rgNuv9aBDs6g8grUqOi3IbdIRZV7MLd8FLHMpr0rYKfvewuE5FgDIvNgNFswFMXbBUEAaCCe7efUPPRN5U+zZJGsikZk96ETtERMUZItiTTHGomxZxC/7T++KI+AGwGG/6In4ZgA+6QmwHpA7AarPgj/i6dMN3uQOjxxx9n+vTpPProowwcOBCjsWWxugPV85Ak6RjgrQFPlcj/aaoQFepjIbCkien1KUViZWlFhWDznnpjZsg9TuQWJRWA2Z7op5C6AHuKGW9TCFuyGb1ew+Lcf3FVq8MAhqMv1cNusmM0GDHpTNT6a3GH3Px7+78ZkT2Cal81u3y7aAg2ENWi6NGT78xHr+jJc+YRiYlSHG0sOXrMancgdPrppwPw61+3THaUydKS1AXUbYL6LYAmFlhs2CaCIvOeP4ByB8Gu1WIGmSVJvI+ExAKKyQWi7tjeITNbSiKfROoCTGYDWd2cuHcHaHYHKOibyo71jWJdq5989is6yO+TinIUBgSNwUZisRhWoxWDYiDJnIRJMVEfrKfcU45RZySiRvBGvGhouOvdDMkYQp49D2/YK2qSdfHq8+0OhL788svOaIckSUe6gBsathL/BNFiYkFFgxFCTaJXKLlIrC0UaAI1Ao3bReX5zBOgYqnoFfLXiZIbad0T9yxSl2GyGknN1WO2G9FiMGB0Lhu/qyEciO3Zr6doUBpJmVbMtqNvxXN3yE1Ui1LjryEYCxJWwyTbkmkMNVLprSTDmkGhs5CNjRvR0FBQsBvtpJhTiGgRFE3BF/FhNR5dywd0pHYHQqecckpntOOII2eNSdLP+Ha3XAhRUyEpD3aZxW+SkFvUEHPlioKrwSYwOkT+0M5loIbBWyXyhTL7J+oppC4m4I1Qu92D3x1C0SvYk02cOKGY5vogqqrhSLagKBqhQITkrKMvT0an6NDpdARjQbxhL0a9ERWVcCxMmiWNHd4d5Npz6ZvaFw0Nh9GB1WBlY+NGhmUPw2a0oalHX09YRzqkBRWbmpqYO3cu69evR1EU+vXrx5QpU46p2VVy1pgk/Yy2j0RSgxmKfwXbvoagB0wOUYG+fidEfeDfKAKiWEQMj2UNFAnVFvlvSup8sahK9dYm6it9RCMqJosevUFPwy4fmqpgtCj4PGEcSSaKB6ZjMBx9iwomW5KxGWxomkZ9qJ5iV3E8VaU50kyqORWX2UW1vxo9enY176I4WSyoGIlFMOlM2Lt4zl67BwaXL19O9+7d+fOf/0xDQwN1dXXMmjWL7t27s3Llys5ooyRJRwKTs/U2TRWlNwpOhO6nQloPSCmGWACadogAyOQQSdJml6hD5siAFLkCvdT5/J4wjbt8KAoYLXpC/ijRUIzUXDvOFBNJWTa6D86g94hckjKOzmAg1ZJKniOPFHMKOkVHlbcKp9FJniMPu9FOQ6iBOn8ddYE6dnp3oilafHXpqBolqkW79IwxOIQeoVtvvZVzzz2XF198EYNBnB6NRrnmmmu45ZZbWLRoUYc3UpKkI4AjE8xOCDX/bIcGikGsGq03QCwsen6MdgjWAzoxXGZLheq14usuvoCbdHgEmsNoCgSaI3gbQy32JaVbyM6wkdMjOTGN6yA6RUev1F6M7TaWKn8V5Y3lRIliwkSvlF7kOnIpd5dj09nIcmVR7ComokbQoaMuWEeKRU5aaHcgtHz58hZBEIDBYGD69OkMHz68QxsnSdIRRG+EnMFi3aBAo+gNUnQiL8iaKmaCAajsmT6vB51ZFGMNecUU+qIx4hzt6JumLB2FFFCjWqsgCMBdFyR1H9uPRgadgeNzjqch2MC3lm/JseXQGG7EbrRTklSCw+jAF/bF84jSbels82yjMdRIz+Se+MI+7Kajs0esI7Q7EHK5XFRUVLRaWXrHjh04nfvoOpck6dhhdkL+8SLvJxoSpTOsyWI9oUCDCI5CjeLriP/H4bCIHxrLIbVE5BUFGsEq1xyTOpfFaSKwZ9VpNI1YVEWNicRgg0lPOBwjGolhMB59uUE/Z9KbyHfkMyBtAMFYEEvMwsc7PqZXUi+MeiO5jlxiaoxyTzmLdy6md1pvPGEPFoOFSCyS6OYnVLsDoYsvvpirr76aJ598klGjRqEoCosXL+b3v/89l156aWe0UZKkI4migPVn3enOXPDVi5ll7h1i5em6zbD7B0BBFHpKFrPHjFZI7iZqlUlSJ7LaDDiSTQR9YQKeKNGwmPWoMyhYk8zEohrR8LERCAFYTVaSrclYdVYagg0UOArQ6XTo9Xq+2fUNzZFmHEYHx+ccjzfkJcWSQigWQqfv2kPV7Q6EnnzySRRF4corryQaFbNIjEYj119/PY899liHNzBR5PR5SWoHvQGyB0L9ZlFrrLlWTJN3ZEIsBsTEIosmu1hwMWdwolssdQEGk560PAdBXxQdCuqe0VydQYfFYURTNYLeKBb70bd+0L5k2bKoD9RT5a0iGo0yMmckVb4q/rXlX9jNdhwGBw6jA2/YS5IlCTRoDDWiqF17qFrRDnFtbb/fz5YtW9A0jR49emCzHZtZ53unz7vdblk+RJIOJhqGNW/Dunegeo2YMbaXTgepPUVh1hOugaFXJK6dUpfhrvOzaVk1kaBKNKpiMutJzXeApmJ1mlDQkdMjGZ3u2AgGKpsr+ff2f+ML+yhyFrF412K2N2/HoDMQioUIx8J4wh5SLCmcVngaiqpwetHp9Ejtkeimd7i2fn4f0jpCADabjYEDBx7q6ZIkHYsMJsg7DqpKxSrUIY/4E9zkEInTagysSWBLS3RLpS7C4jCSlGmnqSZAcq6JkDdC+ZpadHodRr2elBwb9hQjyRmOg1/sKJBpzyTVkoqCQlOkiXJPOVn2LH6o/4Hdwd1E1SgGnYGIGiGmxsi0ZhJSj42k8UPVpkDoggsuYP78+bhcLi644IIDHrtgwYIOaZgkSUeptB7Q7SSRHO3eKWaPWRxgzxRrCxWdDFn9Et1KqYswGPVYnEZykw3UbPYQCsZQNIWmaj8mswGDWU9FWQPm4UasdnOim/uLGXVG8p35+MN+ArEACgqrd68WQY8tM15g1RfxsbN5Jz2Te5Ji6tpT6NsUCCUlJaEootvQ5XLFv5YkSWrFYIKc40Rx1a1fgq8W/I1iCn23USJIcuUmupVSFxGLqkQDMULhKNGIyg/fVqPF1D0JwiHqKr0U9k0hNcdGfq+jPxAC6J7SnVXVqzDoDaRYUtju3U5MjdHobQRAQcFldJFuTacp2ISeYyNZ/FC1KRB66aWX4l/Pnz+/s9oiSdKxwuIQxVVTS8Sq0tZGscBiWglk9hFrEklSJ4vFVOoqvKiqhoJGxZ7K80FfNF42T9FBxfpG8nofO70iLpMLh8HBLv8u+qf3Z03dGmLESDWnoqFh1BkZkjEET8hD2BYmrIYT3eSEavecudNOO42mpqZW2z0eD6eddlpHtEmSpKOdZ08pDUc6pHaHgpFQeKLoCXLvELlCktTJAp4woUBU9P6oCt6GIH53uFXt4IA7QsMuX+Ia2sHCsTAhLUSVr4ocaw5jC8fSPbk7DqODLGsWw7KGkWROYlPTJpLNyRh1XfsPk3YnS3/11VeEw62jx2AwyNdff90hjZIk6SimqmI9IRBJ0qafJaFG/GKYzCoLr0qdKxz8sVCw3qAQCan7PTbkj+L3BrE5LIejaZ2q2ldNmjWNJHMSu3y7iKgRkk3JFDgKiKkx6nx1fOf+jgHpA3CYHNhMx+as77ZqcyC0Zs2a+NdlZWVUV1fH38diMRYuXEheXl7Htq6DnH/++Xz11Vf8+te/5p133kl0cyTp2KYogA7CPgjUQyQEOiPYksGcBAriJUmd7Kf5rCabkaRMK7u3/bxWHlgcBmwpFnxN4WMmEEoyJ+Eyu1hRvYJCVyExLcbmps0Y9AaSjEmMKxqHRW+hyleFsYsPVbc5EBoyZAiKoqAoyj6HwKxWK88++2yHNq6j3HTTTUyZMoWXX3450U2RpGOfoogyGrs3IgqP7RFoAEcWZPYXpTckqZNZHCaU3QE0DVRVo6h/KgF3iKA/ihrT0OkVzFYDrnQrRqOC2XLIK8ocMVRNJapG43XFipKLKK0p5cTcE8m2ZeMOu0GDQDRAJBYhW8vGoDv6n/uXaPPTl5eXo2kaJSUlLF26lIyMjPg+k8lEZmYmev2RmXk+ZswYvvrqq0Q3Q5KOfQG3mCXm2QloEAmCGgF0P9YYc2bs6TWSpM5ldRhxplnw1AXRYmB1meh+XCY1290EvFF0OkjJsZOeZ0dnUHClH/1DRDpFh9PkxB/1U+uvxWF0MDBjIJ9t+wyTwUS6NR0FhcZQI6mWVAw6AzpFlthok27dRF0gVd3/GOuhWLRoEX/6059YsWIFVVVVvPfee5x33nktjpkzZw5/+tOfqKqqon///jz99NOcfPLJHdoOSZJ+oYZy8Qp6oGEbmFxiSKx+K0S84MyBlGKIde0ZKtLhlZptx2w14G0MomkmfN4wA0bnYks2E41oGAwK0ViYpLRjp5cyx5GDO+RGQcGkN1HtrWZI1hCC0SCRWARFUTAoBiwGC43BRprDzSRbkhPd7IQ55P6wsrIyKioqWiVOn3vuue26js/nY/DgwVx11VVceOGFrfa/+eab3HLLLcyZM4eTTjqJ559/nvHjx1NWVkZhYSEAw4YNIxRqvTLmp59+Sm5u+9YrCYVCLa7l8Xjadb4kdUm+eqjfArVl4K8Xq0r76iEWgcy+EDVC/UZRhNVghky5oKJ0eCg6BUeKBUeKyP1xpBqp3NDMukVVuGv92JLMFA1Mw2w5+nOD9kq3ptM9uTt9UvuwpWkLRclFrKhZQW2gFl/Eh4ZGj+QeOE1OdDod4S7+x0m7A6GtW7dy/vnns3btWhRFia9SuTcprb1FSsePH8/48eP3u3/WrFlcffXVXHPNNQA8/fTTfPLJJzz33HPMnDkTgBUrVrT3MfZr5syZPPjggx12PUnqEny1UL9JlNTQWyDkg3DzjxXp84eJoqsATduhZgNk9U5sm6Uup67WzdaVDaz4uCK+LdAcpX6nD09dEL1JIavg2FhPKMeRw8D0gVgNVpbXLKfSW0lUjaJDh0lvosJTQXOomXxnfpefPt/ugcGbb76Z4uJiampqsNlsfP/99yxatIjhw4d3eB5OOBxmxYoVnHHGGS22n3HGGSxZsqRD77XX3Xffjdvtjr927NjRKfeRpGOKv0EkQwPoFLGIYtAt3sfCIldIZwBLsphNVr8hYU2Vui7v7jDff1O1z32bltXSuCtwmFvUeTRNI0IEh8mBJ+JBRSVKlIgawR1244/6aQw1EogECMaCiW5uQrW7R+jbb7/liy++ICMjA51Oh06n41e/+hUzZ87kpptuYtWqVR3WuLq6OmKxGFlZWS22Z2VltZi+fzDjxo1j5cqV+Hw+8vPzee+99zj++OP3eazZbMZsNjN79mxmz57d7h4uSeqSdDrY0zuMpoElBexpEPSJkhtGC9i6iwAp1CwCJ02TSdPSYeVrCBH0RPa7v7HGfxhb07k0NKKxKEadkUgsQlgNE4iKQE9BQdVUdIqOqBaVQ2PtPSEWi+FwiAXS0tPT2bVrF71796Zbt25s2NA5f+X9vLaZpmntqnf2ySeftPue06ZNY9q0aXg8HpKS5MJvknRAjhxRXFWLiQDHZANbOhgdYvFEs3PPfk2sLq03ySBIOuwU/YF/5nTH0M+kTtFhNViJxCKY9CYyLBkkmZNQNZVgNEhQDaKgYNFbSDJ17c+4dgdCAwYMYM2aNZSUlHDiiSfyxBNPYDKZeOGFFygpKenQxqWnp6PX61v1/tTW1rbqJZIkKYGSCyFrINSsFcGQ2QWBJvBWi2Ao0CTKbqQUier0svq8lACuNDOudDOeutaTa3QGhdS8o3/6/E/trSHWI6kHBp2B7e7txIjhNDrJseUQiUbIsmdhNVoT3NLEaneO0B//+Mf4FPqHH36Y7du3c/LJJ/PRRx/xzDPPdGjjTCYTw4YN47PPPmux/bPPPmPUqFEdeq+fmz17Nv369dvvEJokST+h00HJaMg/AVz5ouBqUj4kF4mgp3mXmC3mbwCDQc4akxLCkWJi4GkF6Aw/6/lRYOCpeSRnHTszx0KxELX+WlRNRa/TUx+oBwVC0RC7A7tpCjUxLHcYekWPP3zsDAkeinb3CI0bNy7+dUlJCWVlZTQ0NJCSktKu4aq9vF4vmzdvjr8vLy+ntLSU1NRUCgsLue2225g4cSLDhw9n5MiRvPDCC1RUVDB16tR236s95NCYJLWTxQVFJ0HVGvDWgtEMSd0g0rxnYcWwqDvmqQY1CpgS3WKpi0nOdJHXL8YYWx92lNXTVBvA5jJR0C+FrBIHGXnHxowxgEgsQigaQq/o2d68nQxrBi6zi0AkgElvQq/Ts7VpK/mOfNwRNykcO8/eXu0OhP7+978zfPhw+vX78S+61NRUgsEgb731FldeeWW7rrd8+XLGjBkTf3/bbbcBMGnSJObPn8/FF19MfX09M2bMoKqqigEDBvDRRx/FF3jsLO1Nlo7FYkQi+0/Ck6TOYjKZ0OmOgJVho2GoXgs7voNtX4O3RqwqbXZBcrEothr2idWlg00ij0iSDrOM7BQysiGzu41oSOTyp2Yee3/smvVmTHoT7pAbb9jLNvc2UMBhdKBpGiE1RJo1DX/Yj54jsyrE4aJoexcCaiOdTofdbmf+/PktFkCsqakhNzf3mJtltbdHyO1243K1XnlU0zSqq6tpamo6/I2TJMS/yeLiYkymBPew1G2BLZ9D005wb4ddpWJBRRA1xlw5oghr/gkw/BpI7dw/ZiSpK4upMT4t/5Rdvl28vfFtQrEQFoMlvvafQWcgHA1zZb8rubD3hcdkntDBPr/3OqSVpR988EEmTpzI2rVreeCBBw61jceEvUFQZmYmNpvtkIYHJelQqarKrl27qKqqorCwMHE/f2oM3BUiN0gB7BmivMbeQCjUBGoWmJLAnAzRY2e9Fkk6EnlCHmxGG8nmZEw6E3pFj0lnwmKwxHuQY4YYTrPzmAyC2uOQAqErrriCUaNGcf7557Nu3TpeeeWVjm5XwrVlaCwWi8WDoLS0tMPYOkn6UUZGBrt27SIajWI0JmiF2FhE5AFpqhhr8O2GrL6iCKu3BvQGMW3elSOGxOQfDJLUqWLE8Mf8oMHAjIFsbdpKXbCOSl8lMS2G3WBnXPE4XKZjp8baoWp3YsHevzhHjBjBd999x+bNmxk1ahTbtm3r6LYl1LRp0ygrK2PZsmX7PWZvTpDNJnMdpMTZOySW0GFpvWlPgLMn18Bog1hUTKVPyoPUHuDMFtvTukMXr3YtSZ3NYXSgQ4dO0ZFpyyTFkoJRZ8RpcpLvyKdHSg/K6suoDdQmuqkJ1+7fRj9NKSosLGTJkiUUFRUxduzYDm3Y0UQOh0mJdET8/Ol0kNwN7JnivdEqXo4sESAlF0BWf8joDWhgT09ocyXpWGcxWCh0FWLSm6j11VLnryPdkk6ONQc0qA/WE4gE2Fi/kRpvTaKbm1DtDoTuv//++MrSIHpD3nvvPW699VZGjx7doY1LJLmOkCS1U3IhFJwA9iwRBFlcYggstTsUnCiGx9SIOM7adafqStLh0iulVzwvSFVU6oJ1BNQADrMDk86ETtFRHajGG/YmuqkJ1e5ZY13NgbLOg8Eg5eXlFBcXY7EcOwtxSUeXI+7n0N8I7h2ippiiB51eTJ03WsCVB85c0YMkSVKnW1q5lNd/eJ1qfzUaGt6IF71OT7I5GTTItmVz49AbKXAVJLqpHa5DZ4198MEHjB8/HqPRyAcffLDf4xRF4Zxzzml/a6Uj0uTJk3n55ZcBMBgMpKamMmjQIC699FImT57c5rVr5s+fzy233HLYlxiYPHkyTU1NvP/++4f1vl2eLUW8JElKOHfYTbekbnxX/R3N0eb4dj16hmYNpchZhNPkTGALE69NgdB5551HdXU1mZmZnHfeefs9TlGUY24doa7uzDPP5KWXXiIWi1FTU8PChQu5+eabeeedd/jggw8wGA5p4qEkSZLUyTRNo85fR3lTOX3S+rBm9xoiakQUWzVYcAdFkGQ32hPd1IRq05/0qqqSmZkZ/3p/LxkEHXvMZjPZ2dnk5eUxdOhQ7rnnHv75z3/y8ccfM3/+fABmzZrFwIEDsdvtFBQUcMMNN+D1ijHnr776iquuugq3242iKCiKEl976tVXX2X48OE4nU6ys7O57LLLqK39cQZDY2Mjl19+ORkZGVitVnr27MlLL70U319ZWcnFF19MSkoKaWlpTJgwIT578YEHHuDll1/mn//8Z/y+X3311eH4lkmSJB0RNMQK0usb1rPbt5thmcMYlD6IPql96J3SG6fJSUOoAYOua/9BKwfq90MmS+/faaedxuDBg1mwYAEgVjZ+5plnWLduHS+//DJffPEF06dPB2DUqFE8/fTTuFwuqqqqqKqq4o477gAgHA7z0EMPsXr1at5//33Ky8uZPHly/D733nsvZWVlfPzxx6xfv57nnnuO9HQx28jv9zNmzBgcDgeLFi1i8eLFOBwOzjzzTMLhMHfccQe//e1vOfPMM+P37exCvZIkSUcSnaLDarCiKAr1oXrW1q+lormCukAd2z3bCcQC+MI+NLp2qnCbwsD2VJW/6aabDrkxRxJZdPXA+vTpw5o1awC45ZZb4tuLi4t56KGHuP7665kzZw4mk4mkpCQURSE7O7vFNaZMmRL/uqSkhGeeeYYTTjgBr9eLw+GgoqKC4447juHDhwNQVFQUP/6NN95Ap9Pxt7/9LT59/KWXXiI5OZmvvvqKM844A6vVSigUanVf6TAL+35MnLamiNljkiQdFtm2bJxGJ82RZlFjLBYiEotg0BlIs6RhM9rQdfF1vdr0G+nPf/5zmy6mKMoxEwhJB6ZpWjwA+fLLL3n00UcpKyvD4/EQjUYJBoP4fD7s9v2PPa9atYoHHniA0tJSGhoaUFUVgIqKCvr168f111/PhRdeyMqVKznjjDM477zz4r06K1asYPPmzTidLZP8gsEgW7Zs6aSnltolFoX6TeDeuafaPGCyQ3ovsbiiJEmdzqQzcXLByXxe8TlVvioUFJLMSWTbs2kINJBhy0h0ExOuTYFQeXl5Z7dDOsqsX7+e4uJitm/fzllnncXUqVN56KGHSE1NZfHixVx99dXxlbf3xefzccYZZ3DGGWfw6quvkpGRQUVFBePGjSMcDgMwfvx4tm/fzv/7f/+Pf//73/z6179m2rRpPPnkk6iqyrBhw3jttddaXTsjQ/7DPiLUb4bGbS23hX1QtQb0ZjmzTJIOg0AsQDQa5YSsE6gL1OGNeglEAjhMDk7OO5mGYEOim5hwso9aarcvvviCtWvXcuutt7J8+XKi0ShPPfVUfDr9W2+91eJ4k8nUKpH+hx9+oK6ujscee4yCArF+xfLly1vdKyMjg8mTJzN58mROPvlkfv/73/Pkk08ydOhQ3nzzTTIzM/e7PsS+7isdJuGA6AnaFy0Gnp0yEJKkw0GBTe5NZNuyybBlkKVkoSgKu5p3sbRmKWeXnJ3oFibcIQVCO3fu5IMPPqCioiL+1/tes2bN6pCGJVpbiq52BaFQiOrq6hbT52fOnMnZZ5/NlVdeydq1a4lGozz77LOcc845fPPNN/z1r39tcY2ioiK8Xi+ff/45gwcPxmazUVhYiMlk4tlnn2Xq1KmsW7eOhx56qMV59913H8OGDaN///6EQiE+/PBD+vbtC8Dll1/On/70JyZMmMCMGTPIz8+noqKCBQsW8Pvf/578/HyKior45JNP2LBhA2lpaSQlJSWuKGlXE/aJVaQVHaCDWEisMq03i2GyQFOiWyhJXYJBZ6AkuYRVNasIqSECkQB6nR6bwYbVYEXV1EQ3MeHanSH1+eef07t3b+bMmcNTTz3Fl19+yUsvvcS8efMoLS3thCYmRluKrnYFCxcuJCcnh6KiIs4880y+/PJLnnnmGf75z3+i1+sZMmQIs2bN4vHHH2fAgAG89tprzJw5s8U1Ro0axdSpU7n44ovJyMjgiSeeICMjg/nz5/P222/Tr18/HnvsMZ588skW55lMJu6++24GDRrE6NGj0ev1vPHGG4Ao7bJo0SIKCwu54IIL6Nu3L1OmTCEQCMR7iK699lp69+7N8OHDycjI4Jtvvjk83zRJrCatM0DYDw2boW4j7N4IDeUiQNKbEt1CSeoSMm2ZaKpIkg5Gg4TVMOFYmGA0iM1gwxf2EY6FD36hY1i7S2yccMIJnHnmmcyYMQOn08nq1avJzMzk8ssv58wzz+T666/vrLYmhCyxIR3pjsifQ1WFzZ9D5TKo2wxhr+gdsqZAem/ocTrkDEh0KyXpmFfjq2H2qtmsb1hPrb8WDQ29osdhdJBuTef0bqdzbo9zj8nVpTu0xMZPrV+/ntdff12cbDAQCARwOBzMmDGDCRMmHHOBkCRJh0CNgrcGKpZCLPDj9mATRIKQMyhhTZOkrkSv6LEarRj1RgqcBfE1gzQ0rEYr3rAXk65r99C2e2jMbrcTCoUAyM3NbTFVua6uruNaJknS0Svghpo1Yrq80Q5GB5gcYHaJZOnaMjG9XpKkTqWikufII9OWid1ox2aw4TQ6ybZli/dGGyiJbmVitbtHaMSIEXzzzTf069eP3/zmN9x+++2sXbuWBQsWMGLEiM5ooyRJR5uwBwIecOWAJRmiQdA08Qs35AFfrUieliSpU5n1ZhQUujm78UPDD0TUCBEiaGh0T+5Oti2bUDSEWW9OdFMTpt2B0KxZs+J1pB544AG8Xi9vvvkmPXr0aPPCi5IkHeP0FsgaAE3boOIbkTRttEJSHtjSIbmbSKiWJKlTuUwuksxJbG7aTElyCaFYCE3TsBgsKCjYjDaMuq49m7bdgVBJSUn8a5vNxpw5czq0QUcKOX1ekn4Biwu0KFQs+XEILBIAfwNk9YOiUxPaPEnqKlRNxWqwkmnLZJdvF+FYGB06jHoj2Y5sgtEgVqM10c1MqHYHQsuWLUNVVU488cQW27/77jv0en28LtTRTtYak6RfINQM7kqwZ4uhsFhIzBrTm0WytBYRM8t0XbvGkSR1Nn/Uj17Rk2JOwW60o6KioBDTYkRiEfSKnpgaQ9+Fe2jb/Vto2rRp7Nixo9X2yspKpk2b1iGNkiTpKOevB7NT5Ai5csGVB85cSMoXr1hEJE1LktSpdOgw6A1k27NJtaRi1pkx6oykWlIpSirCbDDH60Z2Ve3uESorK2Po0KGtth933HGUlZV1SKMkSTrKGUxgMItAKJIM0T09QkabqD5vtIC+a+clSNLhYDfZcZlcNIWacJlduMwt19PJtGV2+erz7X56s9lMTU1Nq+1VVVUYDLJ0mSRJgD0DHFnia6MVrMkib0hvEAFRSveENk+SupIiVxFGpfUfHjaDjRxHTgJadGRpdyA0duxY7r77btxud3xbU1MT99xzD2PHju3QxkmSdJSypULeUBEQ/fTXjKKHvGGQ0SthTZOkribZkszAjIHk2HMw681YDVYKnYUMTB8o1hHq4todCD311FPs2LGDbt26MWbMGMaMGUNxcTHV1dU89dRTndFGqRNMnjwZRVFavc4888z4MatWreKiiy4iKysLi8VCr169uPbaa9m4cWOLa7377rucdtpppKSkYLPZ6N27N1OmTGHVqlWH+7GkI0lWf+hxhgh80nqK9/0mQPfTZJK0JB1mLrOL3qm9GZk7khNzTqQkuaTLzxbbq92/jfLy8lizZg1PPPEE/fr1Y9iwYfzlL39h7dq1FBQUdEYbj3kxVePbLfX8s7SSb7fUE1PbVf7tkJ155plUVVW1eO0tn/Lhhx8yYsQIQqEQr732GuvXr+eVV14hKSmJe++9N36NO++8k4svvpghQ4bwwQcf8P333/PCCy/QvXt37rnnnsPyHNIRSqeHtGLoeboIgPqeK6bOy9wgSZKOIIeU1GO327nuuus6ui2dYseOHUycOJHa2loMBgP33nsvF110UaKbFbdwXRUP/quMKncwvi0nycL95/TjzAGdO3ZrNpvJzs5utd3v93PVVVdx1lln8d5778W3FxcXc+KJJ9LU1ATAf//7X5544gn+8pe/cNNNN7U47pRTTqGd9XylY5VOLxdPlCTpiHVIgdCWLVt4+umnWb9+PYqi0LdvX26++Wa6dz/yEiANBgNPP/00Q4YMoba2lqFDh3LWWWdht9sT3TQWrqvi+ldX8vNwodod5PpXV/LcFUM7PRjal08++YS6ujqmT5++z/3JyckAvP766zgcDm644YZ9HtfVp2RKkiRJR752D4198skn9OvXj6VLlzJo0CAGDBjAd999R//+/fnss886o42/SE5ODkOGDAEgMzOT1NRUGhoaEtsoxHDYg/8qaxUEAfFtD/6rrFOHyT788EMcDkeL10MPPcSmTZsA6NOnzwHP37hxIyUlJS1mC86aNavF9X6aVC9JkiRJR5p2B0J33XUXt956K9999x2zZs3iz3/+M9999x233HILd955Z7sbsGjRIs455xxyc3NRFIX333+/1TFz5syhuLgYi8XCsGHD+Prrr9t9H4Dly5ejquoRkcu0tLyhxXDYz2lAlTvI0vLOC9rGjBlDaWlpi9e0adPaNaT1816fKVOmUFpayvPPP4/P55PDY5IkSdIRrd1DY+vXr+ett95qtX3KlCk8/fTT7W6Az+dj8ODBXHXVVVx44YWt9r/55pvccsstzJkzh5NOOonnn3+e8ePHU1ZWRmFhIQDDhg0jFAq1OvfTTz8lNzcXgPr6eq688kr+9re/HbA9oVCoxbU8Hk+7n6ktapv3HwQdynGHwm6306NHj1bbe/USU5t/+OEHRo4cud/ze/bsyeLFi4lEIhiNIgE2OTmZ5ORkdu7c2TmNliRJkqQO1O4eoYyMDEpLS1ttLy0tJTMzs90NGD9+PA8//DAXXHDBPvfPmjWLq6++mmuuuYa+ffvy9NNPU1BQwHPPPRc/ZsWKFaxbt67Va28QFAqFOP/887n77rsZNWrUAdszc+ZMkpKS4q/O6j3KdFo69LiOdMYZZ5Cens4TTzyxz/17k6UvvfRSvF7vMVt4V5IkSTr2tbtH6Nprr+W6665j69atjBo1CkVRWLx4MY8//ji33357hzYuHA6zYsUK7rrrrhbbzzjjDJYsWdKma2iaxuTJkznttNOYOHHiQY+/++67ue222+LvPR5PpwRDJxSnkpNkodod3GeekAJkJ1k4oTi1w++9VygUorq6usU2g8FAeno6f/vb37jooos499xzuemmm+jRowd1dXW89dZbVFRU8MYbbzBy5Ehuv/12br/9drZv384FF1xAQUEBVVVVzJ07F0VR0Mn1YiRJkqQjWLsDoXvvvRen08lTTz3F3XffDUBubi4PPPBAiynUHaGuro5YLEZWVlaL7VlZWa0+wPfnm2++4c0332TQoEHx/KNXXnmFgQMH7vN4s9mM2Wxm9uzZzJ49m1iscwpD6nUK95/Tj+tfXYkCLYKhvVk395/TD72u82ZeLVy4kJyclrPSevfuzQ8//MCECRNYsmQJM2fO5LLLLosHhKeddhoPP/xw/Pgnn3ySE044geeee4558+bh9/vJyspi9OjRfPvtt7hcrp/fVpIkSZKOGIr2C7JZm5ubAXA6nR3TGEXhvffe47zzzgNg165d5OXlsWTJkha5Ko888givvPIKP/zwQ4fc90A8Hg9JSUm43e5WH+rBYJDy8vJ4IvehSOQ6QtKxoSN+DiVJko41B/r8/qlfVCW1owKg/UlPT0ev17fq/amtrW3VS3S0OnNADmP7ZbO0vIHa5iCZTjEc1pk9QZIkSVLXE1EjeEIeNDScJidmvTnRTToitCkQOu6449q8ON7KlSt/UYN+ymQyMWzYMD777DPOP//8+PbPPvuMCRMmdNh99qWzh8Z+Sq9TGNk9rdPvI0mSJHVNVb4qtru3E4yJ0QeTzkSeI49CV2GXX/y2TYHQ3qGqzuD1etm8eXP8fXl5OaWlpaSmplJYWMhtt93GxIkTGT58OCNHjuSFF16goqKCqVOndlqbAKZNm8a0adPiXWuSJEmSdDSq89exqWETKmp8W1gNU+4pR6/Tk+/MT2DrEq9NgdD999/faQ1Yvnw5Y8aMib/fO2Nr0qRJzJ8/n4svvpj6+npmzJhBVVUVAwYM4KOPPqJbt26d1iY4vD1CkiRJktRZKr2VLYKgn+/Ltmdj0P2iTJmj2iElSzc1NfHOO++wZcsWfv/735OamsrKlSvJysoiLy+vM9qZMJ2dLC1Jv5T8OZQkaX8iaoSlVUuJqJF97tcpOo7LPA6nqXNzfhOh05Kl16xZw+mnn05SUhLbtm3j2muvJTU1lffee4/t27fz97///Rc1XJIkSZKkjqFDh17RE2HfgZCCgkHpur1BcAgrS992221MnjyZTZs2tfjrc/z48SxatKhDG5dIs2fPpl+/fhx//PGJbookSZIkHRK9Tk+GLWO/+1MsKViN1sPYoiNPuwOhZcuW8b//+7+ttufl5bV5kcOjwbRp0ygrK2PZsmWJbookSZIkHbJcey5OY+uhL7PeTDdX5+bbHg3a3R9msVj2WYh0w4YNZGTsP+qUJEmSJOnwsxqtDEgfQI2/hvpAPaqmkmpJJcuehc1oS3TzEq7dPUITJkxgxowZRCJivFFRFCoqKrjrrrv2WT3+aCWHxiRJkqRjhdlgptBVyHFZxzEsexjFycUyCNqj3YHQk08+ye7du8nMzCQQCHDKKafQo0cPnE4njzzySGe0MSGO9aGxyZMnoyjKPtdjuuGGG1AUhcmTJ8eP/elaUu05d1/nA1RXV/O73/2OkpISzGYzBQUFnHPOOXz++ecHbLeiKPGacW15L0mSJEkH0u6hMZfLxeLFi/niiy9YuXIlqqoydOhQTj/99M5oX9egxmD7EvDWgCMLuo0Cnb7Tb1tQUMAbb7zBn//8Z6xWkSwXDAZ5/fXXKSws7LRzt23bxkknnURycjJPPPEEgwYNIhKJ8MknnzBt2rTDUkNOkiRJkuAX1Bo77bTTOO200zqyLV1T2Qew8E7w7PpxmysXznwc+p3bqbceOnQoW7duZcGCBVx++eUALFiwgIKCAkpKSjrt3L29RkuXLsVut8e39+/fnylTpvzCp5IkSZKktmvX0JiqqsybN4+zzz6bAQMGMHDgQM4991z+/ve/8wuK2HddZR/AW1e2DIIAPFVie9kHnd6Eq666ipdeein+ft68eW0ORg7l3IaGBhYuXMi0adNaBEF7JScnt63hkiRJktQB2hwIaZrGueeeyzXXXENlZSUDBw6kf//+bN++ncmTJ7coinos6PRkaTUmeoLYVwC5Z9vCu8RxnWjixIksXryYbdu2sX37dr755huuuOKKTjt38+bNaJpGnz59OqL5kiRJkvSLtHlobP78+SxatIjPP/+8RW0wgC+++ILzzjuPv//971x55ZUd3shE6PSiq9uXtO4JakEDT6U4rvjkjr//Hunp6fzmN7/h5ZdfRtM0fvOb35Cent5p5+7tOTxYteOpU6fy6quvxt97vd42tUmSJEmS2qPNgdDrr7/OPffc0yoIApEvdNddd/Haa68dM4FQp/PWdOxxv8CUKVO48cYbAdET1pnn9uzZE0VRWL9+fauZZD81Y8YM7rjjjna1RZIkSZLaq81DY2vWrOHMM8/c7/7x48ezevXqDmlUl+DI6tjjfoEzzzyTcDhMOBxm3LhxnXpuamoq48aNY/bs2fh8vlb7m5qaAMjMzKRHjx7xlyRJkiR1hjYHQg0NDWRl7f9DOSsri8bGxg5pVJfQbZSYHcb+hogUcOWJ4zqZXq9n/fr1rF+/Hr2+fdP2D+XcOXPmEIvFOOGEE3j33XfZtGkT69ev55lnnmHkyJGH8giSJEmSdEjaHAjFYjEMhv2PpOn1eqLRaIc06kjQ6cnSOr2YIg+0Dob2vD/zscOynhCI9aFcLtdhObe4uJiVK1cyZswYbr/9dgYMGMDYsWP5/PPPee655w6pDdIRLOgBdyU0V0M0lOjWSJIktaBobZz3rtPpGD9+PGazeZ/7Q6EQCxcuJBbr3FlOh9veZGm3293qwz4YDFJeXk5xcTEWi+XQbrDPdYTyRBDUyesISceGDvk57AyxCOzeKJL+tT2/FwwWSO8JSfmJbZskSce8A31+/1Sbk6UnTZp00GNkovQh6Hcu9PlNQlaWlqROVb8F3BUtt0WDUPM96M3gkEWaJUlKvDYHQj9dOE/qYDp9p06Rl6TDLhwQw2H7oqmil0gGQpIkHQHaXXRVkiTpoCJ+UMP73x+QEyskSToyyEBIkqSOpzOAcoBfL3rT4WuLJEnSAchASJKkjmdNAmvy/vfLZGlJko4QMhCSJKlzpPcGg7X1dkfWnjW0JEmSEq/NydJdzezZs5k9e/YxtxyAJB021mQoOF6sHxRoFJMC7JkiENLLXz2SJB0Z5G+j/ej0oquS1BWY7JDWPdGtkCRJ2i85NCZJkiRJUpclAyFJkiRJkrosGQhJkiRJktRlyUDoCBBTYyyrXsZHWz9iWfUyYmrnJ2hPnjwZRVF47LHHWmx///33UZSfF4GF3r17YzKZqKxsvVrw1q1bufTSS8nNzcVisZCfn8+ECRPYuHFj/BhFUeIvu91Oz549mTx5MitWrNhn+3bu3InJZKJPnz773B+Lxfjzn//MoEGDsFgsJCcnM378eL755puDPvvq1au59NJLKSgowGq10rdvX/7yl7+0Om7t2rWccsopWK1W8vLymDFjBj8tzVdVVcVll11G79690el03HLLLa2uEYlEmDFjBt27d8disTB48GAWLlx40DZKkiRJh4cMhBLs39v/zbh3xzHlkync+fWdTPlkCuPeHce/t/+70+9tsVh4/PHHaWw88Cq/ixcvJhgMctFFFzF//vwW+8LhMGPHjsXj8bBgwQI2bNjAm2++yYABA3C73S2Ofemll6iqquL7779n9uzZeL1eTjzxRP7+97+3uuf8+fP57W9/i9/vbxXcaJrGJZdcwowZM7jppptYv349//nPfygoKODUU0/l/fffP+DzrFixgoyMDF599VW+//57/vCHP3D33Xfzf//3f/FjPB4PY8eOJTc3l2XLlvHss8/y5JNPMmvWrPgxoVCIjIwM/vCHPzB48OB93uuPf/wjzz//PM8++yxlZWVMnTqV888/n1WrVh2wjZIkSdJhoh3jPB6PNnz4cG3w4MHagAEDtBdeeKFd57vdbg3Q3G53q32BQEArKyvTAoHAIbXts22faQPnD9QGzB/Q4jVw/kBt4PyB2mfbPjuk67bFpEmTtLPPPlvr06eP9vvf/z6+/b333tN+/mMxefJk7a677tI+/vhjraSkRFNVNb5v1apVGqBt27btgPcDtPfee6/V9iuvvFJzOp1aQ0NDfJuqqlpJSYm2cOFC7c4779SuuuqqFue88cYbGqB98MEHra53wQUXaGlpaZrX6z1ge37uhhtu0MaMGRN/P2fOHC0pKUkLBoPxbTNnztRyc3NbPP9ep5xyinbzzTe32p6Tk6P93//9X4ttEyZM0C6//PJ2te9AfunPoSRJ0rHoQJ/fP3XM9wjZbDb+85//UFpaynfffcfMmTOpr69PdLOIqTEeW/oYGlqrfXu3Pb708U4dJtPr9Tz66KM8++yz7Ny5c5/HNDc38/bbb3PFFVcwduxYfD4fX331VXx/RkYGOp2Od95555DWXLr11ltpbm7ms88+i2/78ssv8fv9nH766UycOJG33nqL5ubm+P5//OMf9OrVi3POOafV9W6//Xbq6+tbXK8t3G43qamp8ffffvstp5xyCmazOb5t3Lhx7Nq1i23btrX5uqFQCIvF0mKb1Wpl8eLF7WqfJEmS1DmO+UBIr9djs9kACAaDxGKxFnkeibKydiU1/pr97tfQqPZXs7J2Zae24/zzz2fIkCHcf//9+9z/xhtv0LNnT/r3749er+eSSy5h7ty58f15eXk888wz3HfffaSkpHDaaafx0EMPsXXr1jbdf28O0E+Di7lz53LJJZeg1+vp378/PXr04M0334zv37hxI3379t3n9fZu/2l+0sF8++23vPXWW/zv//5vfFt1dTVZWVktjtv7vrq6us3XHjduHLNmzWLTpk2oqspnn33GP//5T6qqqtp8DUmSJKnzJDwQWrRoEeeccw65ubkoirLP/I45c+ZQXFyMxWJh2LBhfP311+26R1NTE4MHDyY/P5/p06eTnp7eQa0/dLv9uzv0uF/i8ccf5+WXX6asrKzVvrlz53LFFVfE319xxRUsWLCApqam+LZp06ZRXV3Nq6++ysiRI3n77bfp379/m3pl9galexO0m5qaWLBgQat7zps3r13PZDKJop7jx4/H4XDgcDjo379/q+O+//57JkyYwH333cfYsWNb7Pt50vjP29oWf/nLX+jZsyd9+vTBZDJx4403ctVVV6HX69v1PJIkSVLnSHgg5PP5GDx4cItE1Z968803ueWWW/jDH/7AqlWrOPnkkxk/fjwVFRXxY4YNG8aAAQNavXbt2gVAcnIyq1evpry8nH/84x/U1Oy/J+ZwybBldOhxv8To0aMZN24c99xzT4vtZWVlfPfdd0yfPh2DwYDBYGDEiBEEAgFef/31Fsc6nU7OPfdcHnnkEVavXs3JJ5/Mww8/fNB7r1+/HoDi4mJADHsFg0FOPPHE+D3vvPNOvv3223ig1rNnz30GbT+9Xq9evQD429/+RmlpKaWlpXz00Uetnu+0007j2muv5Y9//GOLfdnZ2a16fmprawFa9RQdSEZGBu+//z4+n4/t27fzww8/4HA44s8rSZIkJVbCS2yMHz+e8ePH73f/rFmzuPrqq7nmmmsAePrpp/nkk0947rnnmDlzJsB+p2D/XFZWFoMGDWLRokVcdNFF+zwmFAoRCoXi7z0eT1sfpV2GZg4ly5ZFrb92n3lCCgpZtiyGZg7tlPv/3GOPPcaQIUPiAQSI3qDRo0cze/bsFse+8sorzJ07l+uvv36f11IUhT59+rBkyZKD3vfpp5/G5XJx+umnx+95++23M3ny5BbH3XTTTcybN48nn3ySSy+9lMsuu4x//etfrfKEnnrqKXJzc+O9O3l5efu87/fff89pp53GpEmTeOSRR1rtHzlyJPfccw/hcDjeu/Tpp5+Sm5tLUVHRQZ/r5ywWC3l5eUQiEd59911++9vftvsakiRJUic4HJnbbcXPZhaFQiFNr9drCxYsaHHcTTfdpI0ePbpN16yuro5njLvdbq1fv37a6tWr93v8/fffrwGtXp05a+znM8cO16yxCRMmtNg2ceJEzWKxaIAWDoe1jIwM7bnnnmt17saNGzVAKy0t1VatWqWde+652ttvv619//332qZNm7S//e1vmt1u12bMmBE/B9BeeuklraqqStu2bZv26aefahdeeKGm1+u11157TdO0H2egrV+/vtU9X3jhBS0jI0MLh8Oaqqraeeedp6WkpGh/+9vftPLycm316tXaddddp5lMJu2LL7444LOvW7dOy8jI0C6//HKtqqoq/qqtrY0f09TUpGVlZWmXXnqptnbtWm3BggWay+XSnnzyyRbXWrVqlbZq1Spt2LBh2mWXXaatWrVK+/777+P7//vf/2rvvvuutmXLFm3RokXaaaedphUXF2uNjY0HbGN7yFljkiRJrbV11tgRHQhVVlZqgPbNN9+0OO6RRx7RevXq1aZrLl++XBs8eLA2aNAgbeDAgdqcOXMOeHwwGNTcbnf8tWPHjk4LhDRNBEO/fuvXLQKh0986vVODIE3bdyC0bds2zWw2a4D2zjvvaDqdTquurt7n+QMHDtR+97vfabt379ZuuukmbcCAAZrD4dCcTqc2cOBA7cknn9RisVj8+J8GlRaLRevevbs2adIkbcWKFfFjbrzxRq1fv377vF9tba2m1+u1d999V9M0TYtEItqf/vQnrX///prJZNIALTU1tUUQsj/7C3a7devW4rg1a9ZoJ598smY2m7Xs7GztgQceaDV1/mDX+eqrr7S+fftqZrNZS0tL0yZOnKhVVlYetI3tIQMhSZKk1toaCCmadgRModpDURTee+89zjvvPAB27dpFXl4eS5YsYeTIkfHjHnnkEV555RV++OGHTmvL7NmzmT17NrFYjI0bN+J2u3G5XC2OCQaDlJeXxxO5D1VMjbGydiW7/bvJsGUwNHMoep1Mpm2PlStXcvrpp3P11Vfzpz/9KdHNOaw66udQkiTpWOLxeEhKStrn5/dPJTxZ+kDS09PR6/X7TFptT8LqoZg2bRplZWUsW7asU+8DoNfpOT77eM4qOYvjs4+XQdAhGDp0KJ9//jl2u50tW7YkujmSJEnSUeKIDoRMJhPDhg1rNQ37s88+Y9SoUZ1679mzZ9OvXz+OP/74Tr2P1HGOO+44HnjgAbp3757opkiSJElHiYTPGvN6vWzevDn+vry8nNLSUlJTUyksLOS2225j4sSJDB8+nJEjR/LCCy9QUVHB1KlTO7Vd06ZNY9q0afGuNUmSJEmSjj0JD4SWL1/OmDFj4u9vu+02ACZNmsT8+fO5+OKLqa+vZ8aMGVRVVTFgwAA++ugjunXr1qnt+mmOkCRJkiRJx6YjKln6SHSgZCuZpCodCeTPoSRJUmttTZZOeI+QJEmSJEmdS9M06gP11PprCcaC2I12Mm2ZpFhSEt20hJOB0H7IoTFJkiTpWFHuKWeHZ0e8koEn7KHGX0P35O7kOfa9An9XcUTPGkukwzl9XpIkSZI6S2OwsUUQtJeqqZQ3lROIBBLUsiODDISkY4KiKLz//vuJboYkSdIRpyHYsM+algBRLUpDqOEwt+jIIgOhLmry5MkoisJjjz3WYvv777+Poiitju/duzcmk4nKyspW+7Zu3cqll15Kbm4uFouF/Px8JkyYwMaNG1sd+49//AO9Xt+u5Q+qq6v53e9+R0lJCWazmYKCAs455xw+//zzNl9DkiSpq4qq0QPuj6ldOwVEBkL7cTgXVNRiMXzfLcX94f/D991StMOUl2SxWHj88cdpbGw84HGLFy8mGAxy0UUXMX/+/Bb7wuEwY8eOxePxsGDBAjZs2MCbb77JgAEDcLvdra41b948pk+fzhtvvIHf7z9oG7dt28awYcP44osveOKJJ1i7di0LFy5kzJgxTJs2rV3P217hcLhTry9JknQ4OEyO/e5TULAZbYexNUceGQjtx+HKEfJ8+imbf306FZMmseuOO6iYNInNvz4dz6efdup9AU4//XSys7OZOXPmAY+bO3cul112GRMnTmTevHn8dMWFsrIytm7dypw5cxgxYgTdunXjpJNO4pFHHmkVRG7bto0lS5Zw11130adPH955552DtvGGG25AURSWLl3K//zP/9CrVy/69+/Pbbfdxn//+98Wx9bV1XH++edjs9no2bMnH3zwQXxfLBbj6quvpri4GKvVSu/evfnLX/7S4vzJkydz3nnnMXPmTHJzc+nVqxcAS5YsYciQIVgsFoYPHx7vNSstLW3xfTjrrLNwOBxkZWUxceJE6urqDvp8kiRJnS3dko5Vb93nPpfJRaol9TC36MgiA6EE8nz6KZU330L0Z7XUojU1VN58S6cHQ3q9nkcffZRnn32WnTt37vOY5uZm3n77ba644grGjh2Lz+fjq6++iu/PyMhAp9PxzjvvHHSG3bx58/jNb35DUlISV1xxBXPnzj3g8Q0NDSxcuJBp06Zht9tb7U9OTm7x/sEHH+S3v/0ta9as4ayzzuLyyy+noUGMfauqSn5+Pm+99RZlZWXcd9993HPPPbz11lstrvH555+zfv16PvvsMz788EOam5s555xzGDhwICtXruShhx7izjvvbHFOVVUVp5xyCkOGDGH58uUsXLiQmpoafvvb3x7w+SRJkg4Hs8FMv7R+uEwuFETqgw4dqZZU+qT2Qad08VCg4wvfH1vcbrcGaG63u9W+QCCglZWVaYFAoN3XVaNRbeMpp2plvfvs+9Wnr7bxlFM1NRrtiMdoZdKkSdqECRM0TdO0ESNGaFOmTNE0TdPee+897ac/Fi+88II2ZMiQ+Pubb75Zu/zyy1tc6//+7/80m82mOZ1ObcyYMdqMGTO0LVu2tDgmFotpBQUF2vvvv69pmqbt3r1bMxqN2qZNm/bbxu+++04DtAULFhz0eQDtj3/8Y/y91+vVFEXRPv744/2ec8MNN2gXXnhh/P2kSZO0rKwsLRQKxbc999xzWlpaWov/j1988UUN0FatWqVpmqbde++92hlnnNHi2jt27NAAbcOGDQdt+y/1S34OJUnqOmJqTGsINGg1vhrNHWz9mXasOdDn90918TBw/zo7R8i/fEWrnqAWNI1odTX+5Ss65f4/9fjjj/Pyyy9TVlbWat/cuXO54oor4u+vuOIKFixYQFNTU3zbtGnTqK6u5tVXX2XkyJG8/fbb9O/fv0Wx3E8//RSfz8f48eMBSE9P54wzzmDevHkAfP311zgcjvjrtddeiw/B7St5e18GDRoU/9put+N0OqmtrY1v++tf/8rw4cPJyMjA4XDw4osvUlFR0eIaAwcOxGQyxd9v2LCBQYMGtVix+YQTTmhxzooVK/jyyy9btL9Pnz4AbNmypU1tlyRJ6mw6RUeKJYVMWyYu8/5XWu5qZCC0H52dIxTdvbtDj/slRo8ezbhx47jnnntabC8rK+O7775j+vTpGAwGDAYDI0aMIBAI8Prrr7c41ul0cu655/LII4+wevVqTj75ZB5++OH4/nnz5tHQ0IDNZotf66OPPuLll18mFosxfPhwSktL469zzz2Xnj17oigK69evb9NzGI3GFu8VRUFVVQDeeustbr31VqZMmcKnn35KaWkpV111VauE6J8PwWma1ioQ035WlUZVVc4555wW7S8tLWXTpk2MHj26TW2XJEmSEkOuLJ0ghoyMDj3ul3rssccYMmRIPEEYRG/Q6NGjmT17dotjX3nlFebOncv111+/z2spikKfPn1YsmQJAPX19fzzn//kjTfeoH///vHjVFXl5JNP5uOPP+bss8+mR48era41btw4Zs+ezU033dQqSGlqamqVJ7Q/X3/9NaNGjeKGG26Ib2tLb02fPn147bXXCIVCmM1mQBQK/qmhQ4fy7rvvUlRUhMEg/0lJkiQdTWSPUILYhg/DkJ0N+xv2URQM2dnYhg87LO0ZOHAgl19+Oc8++ywAkUiEV155hUsvvZQBAwa0eF1zzTWsWLGC1atXU1payoQJE3jnnXcoKytj8+bNzJ07l3nz5jFhwgRABE5paWlcdNFFLa4zaNAgzj777AMmTc+ZM4dYLMYJJ5zAu+++y6ZNm1i/fj3PPPMMI0eObPPz9ejRg+XLl/PJJ5+wceNG7r333jb19l122WWoqsp1113H+vXr+eSTT3jyySeBH4fspk2bRkNDA5deeilLly5l69atfPrpp0yZMkWWaJEkSTrCyUAoQRS9nqx77t7z5mfB0J73WffcjaLXH7Y2PfTQQ/Fhnw8++ID6+nrOP//8Vsf17NmTgQMHMnfuXPLz8ykqKuLBBx/kxBNPZOjQofzlL3/hwQcf5A9/+AMghsXOP/98dLrWP24XXnghH374ITU1NftsU3FxMStXrmTMmDHcfvvtDBgwgLFjx/L555/z3HPPtfnZpk6dygUXXMDFF1/MiSeeSH19fYveof1xuVz861//orS0lCFDhvCHP/yB++67DyCeN5Sbm8s333xDLBZj3LhxDBgwgJtvvpmkpKR9PrMkSZJ05FC0nyc8SEDLoqsbN27E7XbjcrVMLgsGg5SXl1NcXNwimbY9PJ9+Ss2jM1skThuys8m6525cZ5zxi55B6hyvvfYaV111FW63G6t132tzHE4d8XMoSZJ0rPF4PCQlJe3z8/unZCB0EAf6RnbUB5AWi4lZZLt3Y8jIwDZ82GHtCZIO7O9//zslJSXk5eWxevVqbrzxRk499VReffXVRDcNkIGQJEnSvrQ1EJKZnUcARa/HfuIJBz9QSojq6mruu+8+qqurycnJ4aKLLuKRRx5JdLMkSZKkDiADIUk6iOnTpzN9+vREN0OSJEnqBDKTU5IkSZKkLksGQpIkSZIkdVkyEJIkSZIkqcuSgZAkSZIkSV2WDIT2o7OLrkqSJEmSlHgyENqPzi66KkmSJElS4slASDpmKIrC+++//4uvM3/+/DYXc5UkSZKObjIQ6qImT56Moig89thjLba///778WKiP9W7d29MJhOVlZWt9m3dupVLL72U3NxcLBYL+fn5TJgwgY0bN7Y69h//+Ad6vZ6pU6e2q52KomA0GsnKymLs2LHMmzcPVVVbHFtVVcX48ePbdF1JkiRJAhkIHRFUVaNyQyMbl1VTuaERVT08VU8sFguPP/44jY2NBzxu8eLFBINBLrroIubPn99iXzgcZuzYsXg8HhYsWMCGDRt48803GTBgAG63u9W15s2bx/Tp03njjTfw+/1taueZZ55JVVUV27Zt4+OPP2bMmDHcfPPNnH322USj0fhx2dnZmM3mNl0zESKRSKKbIEmSJP2MDIQSbMuqWv5+zxLe//MqPptbxvt/XsXf71nCllW1nX7v008/nezsbGbOnHnA4+bOnctll13GxIkTmTdvHj8tT1dWVsbWrVuZM2cOI0aMoFu3bpx00kk88sgjrRLNt23bxpIlS7jrrrvo06cP77zzTpvaaTabyc7OJi8vj6FDh3LPPffwz3/+k48//rhFYPbTobFwOMyNN95ITk4OFouFoqKiFs/Z1NTEddddR1ZWFhaLhQEDBvDhhx+2uO8nn3xC3759cTgc8WBsr2XLljF27FjS09NJSkrilFNOYeXKlS3OVxSFv/71r0yYMAG73c7DDz8MwMMPP0xmZiZOp5NrrrmGu+66iyFDhrQ496WXXqJv375YLBb69OnDnDlz2vS9kiRJktpHBkIJtGVVLQufX4evKdRiu68pxMLn13V6MKTX63n00Ud59tln2blz5z6PaW5u5u233+aKK65g7Nix+Hw+vvrqq/j+jIwMdDod77zzDrFY7ID3mzdvHr/5zW9ISkriiiuuYO7cuYfc9tNOO43BgwezYMGCfe5/5pln+OCDD3jrrbfYsGEDr776KkVFRQCoqsr48eNZsmQJr776KmVlZTz22GPof1Lo1u/38+STT/LKK6+waNEiKioquOOOO1p8XyZNmsTXX3/Nf//7X3r27MlZZ51Fc3Nzi3bcf//9TJgwgbVr1zJlyhRee+01HnnkER5//HFWrFhBYWEhzz33XItzXnzxRf7whz/wyCOPsH79eh599FHuvfdeXn755UP+fkmSJEn71mVqjfn9fvr27ctFF13Ek08+mejmoKoaX7+56YDHLH5rE8WDM9DpWufsdJTzzz+fIUOGcP/99+8zMHnjjTfo2bMn/fv3B+CSSy5h7ty5jBkzBoC8vDyeeeYZpk+fzoMPPsjw4cMZM2YMl19+OSUlJfHrqKrK/PnzefbZZ+PXue2229i8eTM9evQ4pLb36dOHNWvW7HNfRUUFPXv25Fe/+hWKotCtW7f4vn//+98sXbqU9evX06tXL4AWbQUxjPXXv/6V7t27A3DjjTcyY8aM+P7TTjutxfHPP/88KSkp/Oc//+Hss8+Ob7/sssuYMmVK/P3FF1/M1VdfzVVXXQXAfffdx6efforX640f89BDD/HUU09xwQUXAFBcXExZWRnPP/88kyZNavs3SJIkSTqoLtMj9Mgjj3DiiScmuhlxVZuaWvUE/Zy3MUTVpqZOb8vjjz/Oyy+/TFlZWat9c+fO5Yorroi/v+KKK1iwYAFNTT+2a9q0aVRXV/Pqq68ycuRI3n77bfr3789nn30WP+bTTz/F5/PFk5nT09M544wzmDdvHgBff/01Docj/nrttdcO2m5N0/aZ2A0iybq0tJTevXtz00038emnn8b3lZaWkp+fHw+C9sVms8WDIICcnBxqa3/soautrWXq1Kn06tWLpKQkkpKS8Hq9VFRUtLjO8OHDW7zfsGEDJ5xwQottP32/e/duduzYwdVXX93i+/Hwww+zZcuWA3w3JEmSpEPRJQKhTZs28cMPP3DWWWcluilxPs+Bg6D2HvdLjB49mnHjxnHPPfe02F5WVsZ3333H9OnTMRgMGAwGRowYQSAQ4PXXX29xrNPp5Nxzz+WRRx5h9erVnHzyyfGcGBDDYg0NDdhstvi1PvroI15++WVisRjDhw+ntLQ0/jr33HMP2u7169dTXFy8z31Dhw6lvLychx56iEAgwG9/+1v+53/+BwCr1XrQaxuNxhbvFUVpkRs1efJkVqxYwdNPP82SJUsoLS0lLS2NcDjc4jy73d7q2j8P3n563b0z4V588cUW349169bx3//+96DtliRJkton4YHQokWLOOecc8jNzd3vOjBz5syhuLgYi8XCsGHD+Prrr9t1jzvuuOOgCcGHm93VttlNbT3ul3rsscf417/+xZIlS+Lb5s6dy+jRo1m9enWLD+Xp06cfML9HURT69OmDz+cDoL6+nn/+85+88cYbLa5TWlqK1+vl448/xmq10qNHj/jL6XQesL1ffPEFa9eu5cILL9zvMS6Xi4svvpgXX3yRN998k3fffZeGhgYGDRrEzp079zm9v62+/vprbrrpJs466yz69++P2Wymrq7uoOf17t2bpUuXtti2fPny+NdZWVnk5eWxdevWFt+PHj167DfokyRJkg5dwnOEfD4fgwcP5qqrrtrnh9qbb77JLbfcwpw5czjppJN4/vnnGT9+PGVlZRQWFgIwbNgwQqHWPSeffvopy5Yto1evXvTq1avFh3yi5fRMxp5sPuDwmCPFTE7P5MPSnoEDB3L55ZfHc3gikQivvPIKM2bMYMCAAS2Oveaaa3jiiSdYvXo1mqZx//33M3HiRPr164fJZOI///kP8+bN48477wTglVdeIS0tjYsuugidrmXsffbZZzN37twWeTU/FwqFqK6uJhaLUVNTw8KFC5k5cyZnn302V1555T7P+fOf/0xOTg5DhgxBp9Px9ttvk52dTXJyMqeccgqjR4/mwgsvZNasWfTo0YMffvgBRVE488wz2/T96tGjB6+88grDhw/H4/Hw+9//vk09Tb/73e+49tprGT58OKNGjeLNN99kzZo1LXKUHnjgAW666SZcLhfjx48nFAqxfPlyGhsbue2229rUPkmSJKltEh4IjR8//oCL4M2aNYurr76aa665BoCnn36aTz75hOeeey7ey7NixYr9nv/f//6XN954g7fffhuv10skEsHlcnHfffft8/hQKNQiqPJ4PIfyWAel0ymcfHFPFj6/br/H/Oq3PTs1UfrnHnroId566y0APvjgA+rr6zn//PNbHdezZ08GDhzI3Llzue+++ygqKuLBBx9k27ZtKIoSf3/rrbcCYljs/PPPbxUEAVx44YVcfPHF1NTUkJWVtc92LVy4kJycHAwGAykpKQwePJhnnnmGSZMm7fOaAA6Hg8cff5xNmzah1+s5/vjj+eijj+LHv/vuu9xxxx1ceuml+Hw+evTo0WpxyQOZN28e1113HccddxyFhYU8+uijLWaV7c/ll1/O1q1bueOOOwgGg/z2t79l8uTJLXqJrrnmGmw2G3/605+YPn06drudgQMHcsstt7S5fZIkSVLbKNpPExQSTFEU3nvvPc477zxArAVjs9l4++23W3wg33zzzZSWlvKf//ynXdefP38+69atO+CssQceeIAHH3yw1Xa3243L5WqxLRgMUl5eHh+2OxRbVtXy9ZubWvQMOVLM/Oq3Pel+XOYhXVM6uowdO5bs7GxeeeWVQzq/I34OJUmSjjUej4ekpKR9fn7/VMJ7hA6krq6OWCzWqqcgKyuL6urqTrnn3Xff3WL4wePxUFBQ0Cn3Auh+XCbFgzPELDJPCLtLDIcdzp4g6fDx+/389a9/Zdy4cej1el5//XX+/e9/t5hhJ0mSJB0+R3QgtNe+Ztnsb9r0gUyePPmgx5jNZsxmM7Nnz2b27NkHXSSwI+h0Cnm9Uzr9PlLiKYrCRx99xMMPP0woFKJ37968++67nH766YlumiRJUpd0RAdC6enp6PX6Vr0/tbW1+80n6SjTpk1j2rRp8a41SeoIVquVf//734luhiRJkrRHwqfPH4jJZGLYsGGthg0+++wzRo0a1an3nj17Nv369WtVL0uSJEmSpGNHwnuEvF4vmzdvjr8vLy+ntLSU1NRUCgsLue2225g4cSLDhw9n5MiRvPDCC1RUVDB16tRObZfsEZIkSZKkY1/CA6Hly5fH61YB8UTlSZMmMX/+fC6++GLq6+uZMWMGVVVVDBgwgI8++qhF7ajOcDhzhCRJkiRJSowjavr8kehA0+/ktGXpSCB/DiVJklpr6/T5IzpHSJIkSZIkqTPJQGg/ZLK0JEmSJB37ZCC0H9OmTaOsrIxly5YluilSJ3jggQcYMmRIopshSZIkJZgMhLqgU089dZ91q95///34QpWxWIyZM2fSp08frFYrqampjBgxgpdeeumg11YUBUVRMJvN5OXlcc4557BgwYLOeJROtb/vkyRJknTskIHQEUBVY+z4fg3rv/kPO75fg6omfqbaAw88wNNPP81DDz1EWVkZX375Jddeey2NjY0HPffaa6+lqqqKzZs38+6779KvXz8uueQSrrvuugOeF4lEOqr5kiRJktQmMhDaj8OVI7TpuyW8OO1q3ppxDx898yfemnEPL067mk3fLenU+x7Mv/71L2644QYuuugiiouLGTx4MFdffXWLOmz7Y7PZyM7OpqCggBEjRvD444/z/PPP8+KLL8ZXVd5bqf6tt97i1FNPxWKx8Oqrr6KqKjNmzCA/Px+z2cyQIUNYuHBh/NpfffUViqLQ1NQU31ZaWoqiKGzbti2+7cUXX6SgoACbzcb555/PrFmzSE5ObtXWV155haKiIpL+f3v3HhXFeT5w/LvcL4ICgiyCYkRUFEEUU0CNmirRCmI0iU2j0qRazQU1otFao6ZeU7wlMS0aG6y10bT1Fqp4RaOSKBpR8xM9yJFgBMS7XESFnd8fHrau3BaFXdZ9PufsOe4778w8s48sD++8M9O8OaNGjaKoqAh4+DiWgwcPsnLlSu0IV05ODjdv3uQ3v/kN7u7u2Nvb06FDhzpHyYQQQjRdUgjVwBBzhLKOprF92UKKb1zTaS++cY3tyxYatRjy9PRk//79XL16tUG2N3bsWFxcXKqcIvvggw+Ii4sjMzOTyMhIVq5cydKlS0lISOD06dNERkYSHR1NVlaW3vs6cuQIEyZMYNKkSWRkZDBw4EAWLFhQpV92djZbt24lOTmZ5ORkDh48yOLFiwFYuXIlYWFh2tGt/Px8fHx8mD17NmfPnmXnzp1kZmbyl7/8hZYtWz7dhyOEEMJojH5DRXOl0VSwP2l1rX1S162mfejzWFhYGiiq/1m2bBkjR47E09OTLl26EB4ezrBhwxg8ePATbc/CwgJ/f3+dURuAyZMn8/LLL2vfJyQk8MEHHzBq1CgAlixZQmpqKitWrGDVqlV67evTTz9l8ODBxMfHA+Dv709aWhrJyck6/TQaDUlJSTg5OQEwevRo9u3bx4IFC2jevDk2Njba0a1Kubm5dO/enZ49ewLg6+tbr89BCCGM5cbdG1y9e5X7FfdxsHLA3cEdZ9ua769jLmREyEguZ/5flZGgxxVdv8blzP8zUES6AgIC+PHHH/n+++/57W9/y5UrV4iKiuJ3v/sdABs2bKBZs2ba16FDh+rcpqIo2snYlSoLCnh486u8vDwiIiJ0+kRERJCZmal37OfPn6dXr146bY+/h4dFTGURBKBWqyksLKx12xMnTmTjxo0EBwczffp00tKMewpTCCH08dPtnzhz7Qz5JflcL7vOpeJLZFzNoKCkoO6Vn3FSCNWgsecIFd+qe9JxffrVh7OzM7dv367SfuvWLZ27b1pYWBAaGsqUKVPYsmULSUlJrF27losXLxIdHU1GRob29WhBU52KigqysrJo166dTrujo2OVvo8XS48WUBYWFtq2So9Psq6u4KruBurW1tZV9qvRaGo9jsGDB/PTTz8xefJk8vLyePHFF7UjT0II0RTdvnebn4p+QkH3e1CjaMi+lU1ZeZmRImsapBCqQWPPEWrWwqVB+9VHp06dOH78eJX29PR0OnbsWON6AQEBAJSUlODk5ISfn5/2ZW9vX+s+161bx82bNxkxYkSNfZydnfHy8uLw4cM67WlpaXTu3BkAd3d3APLz87XLMzIyqhzfsWPHdNqqO9662NjYVPusOXd3d2JjY/nHP/7BihUrWL269lOcQghhTNfvXkejVP9H3gPNA26U3TBwRE2LzBEyktadu9DMtWWtp8ec3FrSunOXBt/322+/zWeffcY777zD+PHjsbe3Z8+ePaxdu5b169cDMHLkSCIiIggPD8fT05OLFy8yc+ZM/P396dSpU63bLy0tpaCggPLyci5fvszmzZtZvnw5EydO1HnAbnWmTZvGnDlzaN++PcHBwXz55ZdkZGSwYcMGAPz8/PDx8WHu3LnMnz+frKwsli5dqrON9957j759+7Js2TKioqLYv38/O3furDJKVBdfX1+OHj1KTk4OzZo1w9XVlblz59KjRw+6dOnCvXv3SE5O1hZpQgjRFD3Q1H5rknJNuYEiaZpkRMhILCwsGRBb+311+o8d3ygTpX19fTl06BDZ2dkMGjSI0NBQkpKSSEpK4pVXXgEgMjKSb775hqioKPz9/Rk7diydOnVi9+7dWFnVXj+vWbMGtVpN+/btGT58OGfPnmXTpk18/vnndcYWFxfH1KlTmTp1KoGBgaSkpLB9+3Y6dOgAPDyd9dVXX3Hu3DmCgoJYsmQJ8+fP19lGREQEf/3rX1m2bBlBQUGkpKQwZcqUej+QND4+HktLSwICAnB3dyc3NxcbGxtmzpxJt27d6Nu3L5aWlmzcuLFe2xVCCENqZt2s1uUOVg4GiqRpkqfP16Gxnz6fdTSN/UmrdUaGnNxa0n/seDo8H/5UsYv/GTduHOfOndNrUrepkafPCyFqU1ZexsnCk9yruFdlmZO1E8EewVga4erkxqbv0+fl1FgNVq1axapVq6qdI9KQOjwfTvvQ5x9eRXbrJs1auNC6cxejXDL/LElISGDgwIE4Ojqyc+dO1q1bp9eIlBBCPGvsrOzo7NqZrFtZlDwoAUCFCmcbZ/xd/Z/JIqg+ZESoDo09IiQax6uvvsqBAwcoKiriueee47333mPChAnGDqtRyP9DIYQ+KjQV3Lx3k/KKcmytbGlh26LecydNiYwICbP29ddfGzsEIYRoUiwtLGlpL3fCf5xMlhZCCCGE2ZJCqAHI2UVhTPL/TwghnpwUQk+h8s7EpaWlRo5EmLP79+8DYGlp3hMehRDiScgcoadgaWlJixYttM+ncnBweKYnnommR6PRcPXqVRwcHOq8v5MQQoiq5JvzKVU+mbyuh3UK0VgsLCxo06aNFOFCCPEEpBCqgb73EVKpVKjVajw8PKo8/FMIQ7CxsdE+jFYIIUT9yH2E6qDvfQiEEEII0XTo+/tb/owUQgghhNmSQkgIIYQQZksKISGEEEKYLZksXYfKKVR37twxciRCCCGE0Ffl7+26pkJLIVSHoqIiAHx8fIwciRBCCCHqq6ioiObNm9e4XK4aq4NGoyEvLw8nJyed+7SEhoaSnp5e7TrVLXu87c6dO/j4+HDp0iWjX41W27EYanv1WUefvnX1qWm5vu1NJX9NIXf1Xe9p8/es5A4aNn+mkLvalpta/uRnr/7ths6doigUFRXh5eVV6y1GZESoDhYWFnh7e1dpt7S0rDGR1S2rqb+zs7PRv4xrOxZDba8+6+jTt64+NS2vb7ux89cUclff9Z42f89K7qBh82cKuattuanlT372nrzdkLmrbSSokkyWfkLvvPNOvZbV1t/YGjq2J9lefdbRp29dfWpaXt92Y2sKuavvek+bv2cld9CwsZlC7mpbbmr5k5+9J29vauTUmJHIjRpNm+TPdEnuTJvkz3Q11dzJiJCR2NraMmfOHGxtbY0dingCkj/TJbkzbZI/09VUcycjQkIIIYQwWzIiJIQQQgizJYWQEEIIIcyWFEJCCCGEMFtSCAkhhBDCbEkhJIQQQgizJYVQE5WcnEzHjh3p0KEDX3zxhbHDEfUwfPhwXFxcGDlypLFDEfV06dIl+vXrR0BAAN26deNf//qXsUMSeioqKiI0NJTg4GACAwNZs2aNsUMST6C0tJS2bdsSHx9vsH3K5fNNUHl5OQEBAaSmpuLs7ExISAhHjx7F1dXV2KEJPaSmplJcXMy6dev497//bexwRD3k5+dz5coVgoODKSwsJCQkhPPnz+Po6Gjs0EQdKioquHfvHg4ODpSWltK1a1fS09Nxc3MzdmiiHmbNmkVWVhZt2rQhISHBIPuUEaEm6NixY3Tp0oXWrVvj5OTEkCFD2LVrl7HDEnrq378/Tk5Oxg5DPAG1Wk1wcDAAHh4euLq6cuPGDeMGJfRiaWmJg4MDAGVlZVRUVCB/55uWrKwszp07x5AhQwy6XymEGsG3335LVFQUXl5eqFQqtm7dWqXP559/Trt27bCzs6NHjx4cOnRIuywvL4/WrVtr33t7e3P58mVDhG72njZ3wrgaMn/Hjx9Ho9Hg4+PTyFELaJjc3bp1i6CgILy9vZk+fTotW7Y0UPSiIfIXHx/PokWLDBTx/0gh1AhKSkoICgris88+q3b5pk2bmDx5MrNmzeLkyZP06dOHwYMHk5ubC1DtXzEqlapRYxYPPW3uhHE1VP6uX7/OmDFjWL16tSHCFjRM7lq0aMGpU6e4ePEi//znP7ly5Yqhwjd7T5u/bdu24e/vj7+/vyHDfkgRjQpQtmzZotPWq1cvZcKECTptnTp1UmbMmKEoiqIcOXJEiYmJ0S6Li4tTNmzY0OixCl1PkrtKqampyogRIxo7RFGLJ81fWVmZ0qdPH+Xvf/+7IcIU1Xian71KEyZMUL7++uvGClHU4knyN2PGDMXb21tp27at4ubmpjg7Oyvz5s0zSLwyImRg9+/f58SJEwwaNEinfdCgQaSlpQHQq1cvfvzxRy5fvkxRURE7duwgMjLSGOGKR+iTO9F06ZM/RVGIjY1lwIABjB492hhhimrok7srV65w584d4OFTzr/99ls6duxo8FhFVfrkb9GiRVy6dImcnBwSEhIYN24cH374oUHiszLIXoTWtWvXqKiooFWrVjrtrVq1oqCgAAArKyuWLl1K//790Wg0TJ8+Xa58aAL0yR1AZGQkP/zwAyUlJXh7e7NlyxZCQ0MNHa54jD75O3LkCJs2baJbt27aOQ7r168nMDDQ0OGKR+iTu59//pm33noLRVFQFIV3332Xbt26GSNc8Rh9vzuNRQohI3l8zo+iKDpt0dHRREdHGzosoYe6cidX+DVtteWvd+/eaDQaY4Ql9FBb7nr06EFGRoYRohL6quu7s1JsbKyBInpITo0ZWMuWLbG0tKxSBRcWFlaplkXTIrkzbZI/0yW5M21NPX9SCBmYjY0NPXr0YM+ePTrte/bsITw83EhRCX1I7kyb5M90Se5MW1PPn5waawTFxcVcuHBB+/7ixYtkZGTg6upKmzZteP/99xk9ejQ9e/YkLCyM1atXk5uby4QJE4wYtQDJnamT/JkuyZ1pM+n8GeTaNDOTmpqqAFVeY8eO1fZZtWqV0rZtW8XGxkYJCQlRDh48aLyAhZbkzrRJ/kyX5M60mXL+5FljQgghhDBbMkdICCGEEGZLCiEhhBBCmC0phIQQQghhtqQQEkIIIYTZkkJICCGEEGZLCiEhhBBCmC0phIQQQghhtqQQEkIIIYTZkkJICPHE5s6dS3BwsEH36evry4oVK7TvVSoVW7dubdR9xsbGEhMT06j70Mfjxy6EeHpSCAlhZmJjY1GpVKhUKqytrWnVqhUDBw7kb3/7GxqNxtjh1Vt+fj6DBw9ukG3l5OSgUqnIyMjQaV+5ciVJSUkNso/qJCUlaXNS0+vAgQOkp6czfvz4RotDCHMkhZAQZuill14iPz+fnJwcdu7cSf/+/Zk0aRJDhw6lvLzc2OHVi6enJ7a2to26j+bNm9OiRYtG2/5rr71Gfn6+9hUWFsa4ceN02sLDw3F3d8fBwaHR4hDCHEkhJIQZsrW1xdPTk9atWxMSEsIf/vAHtm3bxs6dO3VGPm7fvs348ePx8PDA2dmZAQMGcOrUqRq3q9Fo+Oijj/D29sbW1pbg4GBSUlJ0+vz888+MGjUKV1dXHB0d6dmzJ0ePHgUgOzubYcOG0apVK5o1a0ZoaCh79+6t9VgePTU2d+7cakdTKo8pJSWF3r1706JFC9zc3Bg6dCjZ2dnabbVr1w6A7t27o1Kp6NevH1D11Ni9e/eIi4vDw8MDOzs7evfuTXp6unb5gQMHUKlU7Nu3j549e+Lg4EB4eDjnz5+v9hjs7e3x9PTUvmxsbHBwcKjSVt1pwcTERIYOHYqDgwOdO3fmu+++48KFC/Tr1w9HR0fCwsJ0jhHgm2++oUePHtjZ2fHcc88xb948kyuAhWgoUggJIQAYMGAAQUFBbN68GQBFUfjVr35FQUEBO3bs4MSJE4SEhPDiiy9y48aNarexcuVKli5dSkJCAqdPnyYyMpLo6GiysrIAKC4u5oUXXiAvL4/t27dz6tQppk+frj0lV1xczJAhQ9i7dy8nT54kMjKSqKgocnNz9TqG+Ph4nVGUhIQEHBwc6NmzJwAlJSW8//77pKens2/fPiwsLBg+fLh2/8eOHQNg79695Ofnaz+Lx02fPp3//Oc/rFu3jh9++AE/Pz8iIyOrfC6zZs1i6dKlHD9+HCsrK9588029jqM+/vSnPzFmzBgyMjLo1KkTr7/+Or///e+ZOXMmx48fB+Ddd9/V9t+1axdvvPEGcXFxnD17lsTERJKSkliwYEGDxyaESTDeg++FEMYwduxYZdiwYdUue+2115TOnTsriqIo+/btU5ydnZWysjKdPu3bt1cSExMVRVGUOXPmKEFBQdplXl5eyoIFC3T6h4aGKm+//baiKIqSmJioODk5KdevX9c73oCAAOXTTz/Vvm/btq2yfPly7XtA2bJlS5X1vvvuO8XOzk7ZtGlTjdsuLCxUAOXMmTOKoijKxYsXFUA5efKkTr9HP7Pi4mLF2tpa2bBhg3b5/fv3FS8vL+Xjjz9WFEVRUlNTFUDZu3evts9///tfBVDu3r1b5zG/8MILyqRJk6q0V3fsf/zjH3WOGVDWrl2rbfvqq68UOzs77fs+ffooCxcu1Nnu+vXrFbVaXWdcQjyLrIxYgwkhmhhFUVCpVACcOHGC4uJi3NzcdPrcvXu3yqkWgDt37pCXl0dERIROe0REhPZ0WkZGBt27d8fV1bXa/ZeUlDBv3jySk5PJy8ujvLycu3fv6j0iVCk3N5eYmBji4+N59dVXte3Z2dnMnj2b77//nmvXrmlHgnJzc+natate287OzubBgwc6x2ltbU2vXr3IzMzU6dutWzftv9VqNQCFhYW0adOmXsdTm0f30apVKwACAwN12srKyrhz5w7Ozs6cOHGC9PR0nRGgiooKysrKKC0tlTlIwuxIISSE0MrMzNTOk9FoNKjVag4cOFClX20ThysLqUqPFlf29va17n/atGns2rWLhIQE/Pz8sLe3Z+TIkdy/f1/vYygpKSE6OpqwsDA++ugjnWVRUVH4+PiwZs0avLy80Gg0dO3atV7bVxQFqP04K1lbW2v/Xbmsoa/Mq24fte1Xo9Ewb948Xn755SrbsrOza9DYhDAFUggJIQDYv38/Z86cYcqUKQCEhIRQUFCAlZUVvr6+da7v7OyMl5cXhw8fpm/fvtr2tLQ0evXqBTwcvfjiiy+4ceNGtaNChw4dIjY2luHDhwMP5wzl5OTofQyKovDGG2+g0WhYv369TmFy/fp1MjMzSUxMpE+fPgAcPnxYZ30bGxvg4QhJTfz8/LCxseHw4cO8/vrrADx48IDjx48zefJkvWM1lpCQEM6fP4+fn5+xQxGiSZBCSAgzdO/ePQoKCqioqODKlSukpKSwaNEihg4dypgxYwD45S9/SVhYGDExMSxZsoSOHTuSl5fHjh07iImJ0U5AftS0adOYM2cO7du3Jzg4mC+//JKMjAw2bNgAwK9//WsWLlxITEwMixYtQq1Wc/LkSby8vAgLC8PPz4/NmzcTFRWFSqVi9uzZ9RpBmTt3Lnv37mX37t0UFxdTXFwMPLz83cXFBTc3N1avXo1arSY3N5cZM2borO/h4YG9vT0pKSl4e3tjZ2dH8+bNdfo4OjoyceJEpk2bhqurK23atOHjjz+mtLSUt956q155MIYPP/yQoUOH4uPjwyuvvIKFhQWnT5/mzJkzzJ8/39jhCWFwctWYEGYoJSUFtVqNr68vL730EqmpqXzyySds27YNS0tL4OEplR07dtC3b1/efPNN/P39GTVqFDk5Odq5KI+Li4tj6tSpTJ06lcDAQFJSUti+fTsdOnQAHo647N69Gw8PD4YMGUJgYCCLFy/W7nP58uW4uLgQHh5OVFQUkZGRhISE6H1cBw8epLi4mPDwcNRqtfa1adMmLCws2LhxIydOnKBr165MmTKFP//5zzrrW1lZ8cknn5CYmIiXlxfDhg2rdj+LFy9mxIgRjB49mpCQEC5cuMCuXbtwcXHRO1ZjiYyMJDk5mT179hAaGsovfvELli1bRtu2bY0dmhBGoVIqT3gLIYQQQpgZGRESQgghhNmSQkgIIYQQZksKISGEEEKYLSmEhBBCCGG2pBASQgghhNmSQkgIIYQQZksKISGEEEKYLSmEhBBCCGG2pBASQgghhNmSQkgIIYQQZksKISGEEEKYLSmEhBBCCGG2/h9o94flSb+YMwAAAABJRU5ErkJggg==", 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YKGXY7tp85cIuk6UMV7cHlLIKt84UkaR0+f7AbRNEccJ4USNGwAkSDFVkp+uw1mhRzmocnMjzzWstDk/k2O05lDIqasFg5IZc2xsgIGJoImvNETtdh1peIwGEBKZKBkEU0+g5jNwAN0wI4gQBGNoBez2XlcYIU5MoZTXCKGa36/LuE3UcN8INIqo5jVo+h+1F7HQdNuOYekGnltfZaNss7VmUsxqLYyb/yz/+KeIw4F//2n/Fy0zy+YefoO8lnF/vo8gibhBjewFdy8fUZY5M5CjndA6O5fCihOXGENdPmKuZ/J375mj2A4IwwtRkZhWB3Z5N3wlY2htweqHy8gfYdeD8E7B8EewhZHKweAyO3wFG5uXv/y7Ddy1Zvhp6vR7FYvH68v2BBx74lu/f2triwx/+8PXXn/jEJ15Xc73rhzyz2mH0oiWsG0Q8vdIlbygcnMjDfsE0ThKubA+o516Q4rwVEASBY9MFnl7tMPLC/S+yge2G+0t0sJyAIEqYqWbI7F9LIaOwUM/yx09t0R35OF6EJKYFoq7l0bE8ZmtZrFaA64fsdF26tsd8LUscx5xb66JKIo8ttagXdERBYK5m8rULe1heQJzAdDlDKathuyGtvke9oPHsWg9FFuiPfJb2LKI4/aI9cnmXfEaj1Xe5uNEjn1EZuSG1oo4sCOz1XS5u9rj3SJXxksHl7SFbHRtRELi6OyRJEqp5jShK2O7a5HSFUlbl8EQOyw145EqTW2dLJEka/WqSyHbXYa01QhBgrKAzUTAQBLi6OyRnKNwyU2C8aFAyVZ5d61E007zryA2QRINL230ev9Ymn1HZ6qS54LblorRE3CCkO/I5NVdmq5vmh+MkQpUkqjmNqztDho7P4liOrY7DSsMiTtI0ST2f5jIny1n6I5epaoEDYzlW90ZsdGy8IKI38llpDJFEgUpWw/Ujbp0rsdG2uXW6wErLwotirj6fJhFgpmKiey0+++l/wrv+wb9Eqy1yxw//Q249MEVzGFDK6uwMA4IgJTsniHjyWpvNro3jhxiqxLNrXY5OFejbPl4Qc2Qqj6lIXN3pM1bMoKsCfTukNXQQBagUDKI4ojVwGXnBjRrZOIZvPAwXHn9haTToQWMT+h141w+C/PbS0W//9m/z27/929dfb21t3bD/u5Ysi8UinU7nhm2dTucNF3Ompqa+LSON3Z57A1GKQlpASYC+m2oDc8YLD4MXRrRHHpPqy/9CdkceXcsnSaBoKpSz2rctTC5kVO45WGNv4DKwPTqWz5GpPK4fsd11U+KrmERxwlMrbbK6woGxHCM35OBYju2ujeulcpynV7tossDti2kUd2QyiyrLPL7UAkR2ujZXdwZMlTPoikhjkEZ+SZKw03PY6jqokgAIiILA8t6QnK5QyamMFXTOHChzbddiYPsUsyqKKLC8Z2E5IbVCSL2QYXE8z1bLpmiqdIdeuhQdehyeyjOW19npueQNmcV6lmfWuux0HTQ1Xa6bmkw+ozBwQqbLGR5+boc4SVUBqiRQyqgYqszQDdnu2ez1XbwwYq/vMFvNstN1kAXIaBJRnFA0FDojj5wuU8hobLZH6IrEE0sdBFHgnsM1nlntUi/oZFSRg2Ml9gYO05UMuz0X2wsJooTmwGGqYrLZcRkr6CzUczy92ubL5/eo5TV0RUaWRBISBo7PPYdqjBU03MBgb+DwjcstLm33iGKBrCYhyyJnDlR5arnNyItoWR6WF1A2Vb6x1KLRd5BEkXxGJdO7zM7aNawjH+T0XIWDJ++lUsxyaL7EsekFLCekM/L4yrltEkFgtppFFqBteSw3hgy9gGJGZaqU4dqexaWtAXccqHBpo8fVXYuJko4fxKx3NrjvcI3pksmF7QFjeYOMrrJqDzg2VSaMXvLgbq/CxbMvEOXziBO4+DQcvBVm316t9EsDqRcHWfBdTJYPPPDAK2onz5w58x05f9/xb3gtCALB8xrFBBwvuoEsAaLoxspIHCdc3Oqx0R4hCgJeGDGwA0qmxsnZEuNl4w3p9p6HpkrMVk022rDRtpElETeMsFyfkRex1rAYOCq7PRc/jLlc7dMYuKzuWSw1hhQMjXccqjBdzvCVi3s89OwOhiZz7+E68zWN1sBPc4hSKk1ab4+4+2CVekFnt+cwVzW5umvRHXkcmsjTG/lc3unT7HuIItw6W+LYZIHVxohn17pMlQ3WGhZuEDNyA3RVojmIubabLv2v7AwAGC/qzFSzkMBs2cQNUkKUhPRnbmoKx6fzrDZHKJKI40f07YADY1l2eg6zFZOtro0sSOQNlUpO58nlFqoiXo++q3mV8YLBhc0ehiKx2bFw/Ij5msnIjzi71GFhLEfP8hm6AY2BgxdE5DSZD56a4u6DVVaaFgMnYKNtoUgimx2bKIKyqWKoInlD4dJWn5lKhtbQJ2ekkq6wkdAaeoiCT5IkHKpqKFKCIkLPDvj6xT28OF2lHBkv0LQdiqZJkiRc2x1ycDxPz/bRZInZisnlnQFRmCDbTfqhgu3mcXau0rv6Tf7e3/kf8MKIf/iz/286lgOI/NHZbUZuQDWrcnC8QCIkPHK5yYfumGKpYVEwFWoFjbGCxuUdi2u7AypZDUOVuP/4WBosJDA/YbLSGPLV83scnSqwWM/y+FKL9ZbFu4+Ns92zr69qrmN3A6JXKTTGIeytv+1k+Vr4riLL55fYwMs6cpaXlzlz5sx3TCakvESUHMUJxYzK1r5U56UcJwpp29yLsd4asbYv0F5pWDT6zxtJWGx3bG5fLHPrbPnb6hhJkoStzggniNjcGbDaTMlosWbiRTGPXmszW8mQ0WQubvd5cqlNECWUMgqSCK2Rz+89vk576OOHEeUk4fceX+fug1UOjmd5crWDu58X2+s6PHK5xa1zBe48UGHgBpRMFVUSGNgBYZgQJekfijiG/shnuWHtOwwl+FGC7Uc0ei6qInJ0qsCfPr11vYhjaBJRDP1RQFb3uWWmwGTF4NL2kIee2+bAWI7dvkvX8nD8iDsPVths2zQHLqIIs7UsZ1faHJ4ocG1viCyJWK6P5UaEcYIXxhycKBAmaReTF0ZEccKBsRynF8pYXoAsigzdkFMLJSw3ZOQHXNkdYDshs/UM1bzBHz+9zXzd5Px6j5blo6sSH7l7hiCOubTVxwk1ojhGECCjyRyZLHJ5u8fJuTJ5XUGVBTKaxP2LBmNsM+pvU89rTGUHLNkVFsbznF1ucetsiZyukDEk/DBmrmriBzG3zZXp2R6TRYMwDnn/LRNcXN3hV37u73P/R36Gg+/9ONZ9H+XI+36coRcxXzVZa1gEScJfnN9leV97a6hpHleVRN53YpzZisk3rrQIwpisJlPOGmQ1jw+cnCCjymnn18BjaAcUTRUvijkwluNL53YRJZHxosGtMyWeXe+y23eYkowbVBvpg/EqD3IYgO+C773KG7578LaT5fNFGoBf+IVf4M4777yej/zc5z7HP//n/5w777yTxx9//C0r5LwSanmdtdbohnbnrC5j6jJuEJJ/iSC5XjBuaDGM42Q/ooTm0HsRUaZoWR6bHZtCRuXAeJ43Cj+I2WyNuLiVRmVDJ8QPY5pDn62ORb1g4AWpcHyjOQIEBo6HJoss1LM8eqWJF8TESXzdNs3xIi5s9TmzWGG6lOHCZh9DkbG9kKHjc3mrz9GJAmGYMF3JsLI35OLWgLGidl1uJAgwWc5weWfAybkSc7Ucj11toioSfSfAjCWu7A739XkikihgKBIdK62m90Yex6dLLO/1WW4OkUglMHlDRpEFDF2la/mUTIUDtSyJBBlV4vBEgeW9ATPlDLfMFrHckFJOQJVFWkMPVRYYKxhshhEDO+TWuSKmLnNuo4vtRyRJwlw1y+mFKqoscnGrRzWns9ezyeoKF7Z6iIj0rYBsRqFr+5iaxGrT4t5DdRwvoj/yqeZUhl7Ikck8piZycr5M0VTwwoiP3jvHfD5h+/JX6FlDNEVkr+NhjRwMbZM7x29HEmtc3OxzbrOHJkuEUUTX8pkuZ4iJKZkqz/3lH/N7/+Xfcfc//DWiROInfv43SApzXNruoyoixRC8MObMfJlyTuW/P75JrWAwVTZx/YAru0OeXGnzriNjTFYMHrnSZK05IowiZqpZzm30eGypyXQ5Q0ZTMBQRRZZYb1tsdQVkET54ahKBBMuL2enZnJ4v8UBxkoET4PgJq3t9jky/SM1SHwdZSckR0ihzbwvau6lI+OCt8OXfh9P3Q/FGFcx3C952snzggQd44IEHrnfkvBiLi4vXt7+aHvOtQjWvM1s1WWu90KoWxgm3zBTwghhZTjs/JFFgopThyMSNhBdEMW4QIYoCOx37pYcnjGL8MGajM2KhnnvDfcJOELLWeuG4siTgh4AAHStAEEQ6I59yRmW5OaKe02hECY6f5iv3+g5hlJDV0+KKFyaoskB74CIJAqYqMXRDylkVLxRQFZGFWo6+E6AqIju7Q2aqWba7Dook4cURYRxz62wJWRQZuSGKlEZSfpRgGmIqywHCMMLy0o6gKzsDDo3n6dkBCVDMyIRRzJVtC0ORKGZV/CCmZ/sUMirXtgZMlgy+7+QEuixzYavPdtvhwFiWiWIGQYCLm31cP+TEbIVn17tMVUyeXOlSy+tMlTPcNldCSGC5YTFwQrwgZr6WIYgTfutry4yXDM5v9qnmVOYqJtOVDMuNEUPHx4/S6GuylGGibOD6Mc+ud/f1njqHJ3N4YUxz4GKoErP1HMt7A7K6Sqvvsig2EEKbnCahqzIjL0SVRbqWw53KDo+GMzQGLrWcxk7fIQgSREHgmYd/hzHvTk7c/g76So3y0fup51QCQSYKD+JFMfcdrrHZcbC8AEGAa40hHStNqQRRghUnaIrE7QtVgiji8GSOr19s8fRam1reAODRK02KpsqJ6SJTlQxbHZuRF6LECR+4bYJGz2XkRzx6tc09h+pc3R3SHLh4QdppZGgylZxCd/QSO77JeTh4Ai4/C0kMWyspWYoS3PFOcCw4twqdJvzAJ74rq+NvO1l+t0IQBI5NFfdF1TaOF5HPKEyWM1SyGt2RTxglZDTpBrux56FIIqqc5tWC6OVrEEkU97tiEoIoRhPfWBV96ATk9DTqg1Q4bnsRqpRKcHKGjCnLiIJAEidpmkBXkEWRIIjJ6Srb3f5+MShGEgQq5Qz9UUBr6DJRynD7QpkgjFmsi8zVszy93MbQJDKaQiGnYvsBJ2aLlE0VP4yRJJE4jmkNPao5DUUSGYwC7jtS4+JWH02RiJOYmaqJLIm0hx5lU2OtNSKfUQnCiELGRBChYCr07IBKTiWIEtaaAX4YM1PJoEoiWV3lv/zFEroic2yqwNAJ8cKItabFbbNl+rbPVtvi3sN1Lm33MVQJy/HZEyEIE1abFl4Qcno8Yt7oETlX2bMSKrPj7PhpQas58PCCiIlShpmKwflNj7yhkCRpm2TX8vGCiLyhcG6jR9ZQKZhpqqaaV0AUeexak/Wmja5ILNazLK1cJafJGLJI30mLhH4YkzUUmu0mt44v0LXyPHa1id+4Qn7mBG4YM1h+nC8LEXbxCLnJQxTOVPnKpQ63zRd5z2wGo9eg1N/kQJjQMsssJTLbHRsvjMnqCustiyCMiYCu5XJ0ushe3yGK4zQwqJiMFXX+wg9RJJFSVkWVJPwgJqMpZDWZ59b7qLKI5QSsNS1kEfKGyuHJHF3LI6NI2F7ATidBEUXuOfKiB1bV4O73p3Khy8+kEebpd0BtMtVc2hZUx6HbhNXLcOz0G/o+fCdwkyy/BURRYKqcYar88r9y5W/hbPP8Z2cqJkt7A3RFwnpJcrtsKiiKiKFILxOTvx4IgkC9YGB5IaP9vuIgihnaAaWshqaIEIOqpg9+uN//PF0xQYQD41l2ejZBlDB00nY6VRYpZFXGigZnV9o0+i7jRYPxUo4LGz3ypooiCQwcn9bA4wO3TbDeHtEbBaiSiC4LiKrE0ck8kghjpQwjP0KRBLK6jOUGZDSZgqGy2rSo5dJIb7fvQAyJALPVDCM35OhkgYef20FVRCZLGRZqOTa6Iyr7rX3dkcdcNUvOUDm/2cPUZEpZldvmyjh+xG3zZf7gyQ3uOlDh2GSeSk4jCGMyqsRsNUPbcritMqK58hi9ss7A8ekMfWRpjzMHDuFOTPLUuoXtRZSyCo2BxMHxPPM1k4vbA4Iwud51ZPshAydkopTB9kNyhsxsJc9awwKB/ap3gBsGLBQ0en2X2WqBURCx3bHRVZmcIeMFCZoEC7Uc5x79Ehu/9/9h8md+k1xtihOf/GXatk+07zg1WcqkaYNyzOz2c4SuR2foUTBV7J0dvu/AHN9UZ1m1Ay5tDzA1iSh5Xqurst2xGdgqc1WDQibP4liWnZ5L0VQxVImiqdEbpemjgxMFTENmpmIgSyKmrtC3fWp5nT95epN7DtapFw10VQBbIAxC1ls2fcuhkDVeeGjzRbj3ATBzMD4NT38DvvKHac4SwDDhrvdAa/cNfx++E7hJlm8hZiomfSdgphpwcbN/fXveUK63ns3WXqdX5EtQyqpkdIkDY7nUtMH2KGcVNto29xyqMnQCIO3eObNY4anlNgfGTfww4ur2gLsO1mgPPdZbaU7O9kN6I58PHqxycq6I7UXMVrJMlHSWdoeUTI1bZ4tMV0yu7gxYqOWwnJBTc2V2+y4D20dXZAxV5NRckYym8sRSiyeXOkRxTDmrUi8YjLwQ23f4wdunEQUBAZirm7QHPuMlg0PjWWwvpjVwmamadCyPvb5D0VQwZImxQoZiRqE19JipZmgOPao5FctN9YiaLJHRRIaORyWrcXaly4HxHFldpmQohAmEUUIcheijq8hCgohAEoMsiURxTK+5wR0TVbb7WrpEHgVMlQ0ubfl0LJ+crtDoO9h+yOHJPFsdh7sPVhkvpq2Ru32Xdxyp8fhyE0WW6Ns+5azGle0hhVKOgjTk7HKbMEqIkoTN3QFRnHD1m3+Jr32Vv/NP/iU/8WM/wh9W6iwePkw1p7HUSCvTB8dzbHcc4iQtQpb2LnNppwlJ2q3j+iFHpguMek3iKGFx9iDn1ntsdx2CKL6ef80bKgfGc/Rsn52ey0rLop7X8YIIAYGLnR7vOlYnq8noqoShSMiyxNXdPq6fUM2qSILAh++YZas34uJmlzOLFbwowotiKgasNEecejFZQloZ1XV49lG49NSN+5wRPPLnsHD0DX8fvhN4TbL8uZ/7OX7hF37hO3Et33NQZJGTsyUmCzo5XUl1e6pMIaOgyCJzVZPpV4haXw9MTWGhluPa7oBaXqOWTyPdMIZ8RmaqZLLTcxg4AVlN4tBknmbPTXOVMUgCfPTuOdZaNhe3ewAcmSwQhBE7HYdD41m2ey6TpQzTZZNiViGnK3TtgKyhECcJuirRG/ncc7BK30mXySVTZXEsy/KuxUwty5kDIauNEQkJjhdyx2IFRRKZr5mcnC/THKS+ks2Bu2+MC7qqkNUlfjQ7y/mNHs2Bw5HJAnGSkFUVWkOXnu3z2NU2ThBSyWkcmShwYatHd+RTy+c5OVchiFJC0RSJS1s9IiCMIi5vDzgzJbB3eYCuSiAkRHFCFMdoskTRVHDtBjPVRXY6DlEUc8tMmaKpstEeESUCZw5UKJoqM5UMj11rcWVnyNcuNSAhrdZ3HPp2QCUnUtxfuvfsgEFtnGljSBD22G50eeSrf8kP/MADdAKR7PwZRmKRlhXQ6Tscv+0UT612ufdQlYwic3SmQFZXiBKH59a73FkTeezpa0wWdI5N5bm4NWA7dlhr2UxXMtw3HvJIlFDOpgYjU6XMfrVe4MB4ju7IZ7acoTsKWG/aTJVMbl8sE4YJGb1IGKWGyn4Q4ocJj1zeRpZEZFGgZ3kgCDSHLrfNVzjba7HSHHF8usBTK110KSIMY1w/fLkps6jA2hVQFBBEiKM0dxnHEATQ3vsrfOveOrwmWX7uc5/jwIEDnDlzhlOnTn0HLul7C6IoMFbK8MFShu7Ioz9Kq4GlrEbhW/XPvg4cHM+hKxLrrREjP0ARRe4+WGXoBYRRwkTJYLqSId536T48UaBkKqw1Rvj7/eTHZwv81LsW2OiOuLw9xPJCwjA1pfjYfQuMF3SeXu2SkBa4qgWD6XLEtb0BfhCTSKkqJKPJZHU4MVNipTEkESBnKNyxWGWylKE5cAnjBEkUODVf5uBEnryhUMnpWG5A76pPZ+ix00sdeMo5jamywftuGSdJEjqjgDCIeGa9x9cvNxAFOD5dYKVpEUQJT691OTZVYOQFGKrIN67ukdM11lsj4jhmtpZlt+cwltfZ7NoUMzJ6LY38wzAmo8mospj2UvccJNPBckIymkQ5pyKLqQLh/iN1WkOfKzt9HrnSoJrVefeJcZ5e6aLJEocncuiKSBhFLNSzdEc+pp4SfNZQGDrwB5cC7jw0ycDrcvnCJY7dfi+3vONv8XXH4dhUkYIuo0kZvCDmlumYE7NFWgOPkRuxMrR47FqTvh0QFFVsx6c6U+DxpQ5BHBGECYqYPmMTkzFhEiMJMT989yyVrIrjJ/Qdj4sbfaIYDo/nCcIYVRaYKunkDJWVpsVjF1qYmsyh8QJrLY9GzyGrK6y10qKYoYhsdm0W61kOjOeZKmfY6Iy4bbZIRpWQZQFJStjtuczXX9L/LQpQqMDqlbSw8zyMLEzO8TInl+8SvCZZPvnkkxQKBVZWVvjCF74AwI/+6I++5Rf2vYiS+coO5t8uBEFgpmoyVc4QhDGSlHbSnN/ssdke7UdLqfgpryvcMlMkqyscnijsL9NTQhMEgbmxPMemSvSdlHSrBe16u9p0xWflRYPIDC1d/u/1XIqmgiwK5A2FuVqWnC7j+C+0b0iSwHTVpF4w8MPU7uzETPGGsbiSKLDbtVlppFKrjCrTtTz6I5/j0wU6I5+coWDFCRldZnEsx3bHZqNtM1c1ubIz3PfzFFmoFVgcz6FJMmtti1peZ+SlNnMHxnMcnyowOrfDhV2HA5LMdFkmpyuYusJOx+bq3hA/jMmbNba3bf72mVnyhsyTq11KGZXffWyDnu1haipz1SwXtgb8168u8aE7Z4jjhI6VyocubA3wgohn17ocGs+z1bF49/EJvvhff5G9pWcR/ul/pGeUOPUP7+EpX+bJx0e858QEaw2LR680GCul6YZP3LfAZnvEgVqOJ1ba2G6ALIlkNJlNW+T2yTJRlLDRsZmtmhQyIttthys7Q+ZvS8cPi6LE1y40MHWZKEkYLxjkMgpjeZ2RG5DVZR64bZzNls3ATVcCcQw5Xb3+HMXA5c0+OUNJC5dBjCJFdKzUP+GO+QqtkU8QJ4Rxwsm5Eq4X0RU85nkJWWoGqCrkCunrwANJgowJkgyVsTftO/Jm4jXJslBIb2hhYYGHH36YT3/603z2s5/l4x//OLfffjvz8/Nv9TXexGtAFIUbetJvmSkyXtRpDdL2wefdf54nKEEQyGfUlx2jVjCoFV6SYwLm6lk6ln9DV1NGk7llpsgtM0UMXcZQJARBwPbTosdLoSoiqiKiyRLSS2RSWx0bQ03bJIdOyGrLSivEurLfWpg+pl4YQwLTFQPHDxl5IbWCQXPgkdElDo7nODyRY6UxIqOl3T1DJ0CRBJoDj6Kp8W//4CLfd2qSa7sBd8wdpLdzGTeI6dkpabzr+BhtW2BTnuXDeZ2KqfJnz24zU8mw0hjRGXn7TkoREyWDrCbTsXyu7Q75gVMT/MHZbQr7hFLKyNw1Z/C1X/0Us+/7H4mTcabu+zuc+P5/wE7PwQtEdvshWVWgWtBYa6ZdNF0rtXQLo5in1zpkdYXzmy3KOZ3OyOfQeB5RTKVei7PHeeqrjyGLoKsi/ZFPQkLe1HDKk/zF0w1myhlMTUBVFVodi5LQ4q55iZzhoWRr7FRrjIIIURQZORF5Q2ayZLDbcxgFIRJp91lCQhDHaEpquuFFqUa3NfTIZhQMWSSOE0qmzF9eafDAiQkKr1S8lGWYP5a6D+UKaSQpiulSXFFhfPZ1P/vfSbwmWX784x+nXC7z4IMP8qlPfYqHHnqIhYUFAJ566imWl5d53/ve95Zf6E28fgiCQC1vXNfO/VXxfJFou2fT6LskCdTyGhPll3sXZlSZWk5n5yUels9jsmS8bHb4TtdJHZAGIo2+SxCl2kJgP88rcWA8nxocWx6OF6bzfoR0/tCZA+VUy6nJDJwIWRSp5nT6dmoMcnXXIknSVsO8qfLceod3HKnzR0sRB7QpgvYaSehRL2ToRnlGxgF+/5kuP37fPI9dbWNqMrt9hyQRGNgh6802hpY2J0yVDSp5lYKhcn6rjx9GfOmrf8HupW9invk49x6uc/pdP0h2bo5aQadRHCOSRUbDEUMnoJzVqBcMmgOXqbKI40UMnHDfQk7m8naTAxM5zm/0EBDw/JAzh6rkdQUniFkTMxy+8zTr5y5iuyFuEJMpFhi//TTPdgV+6ISBMFhjrGKhqTpjByzWWjbBQMbqQyKIjI8d4MFrWdY7DiRgaDJ5Q2G6lMEIJHa7DgfqOQZOQBKBIEFWSx35oyRmupxhtK/CEISExXqOh8/t8siVFj981/TLH4LREI7cBp6T5i6fF6rnSnDmnZB9400a3wm8rmX4z/7sz/Ibv/EbL9vX7XZf1UrtJr57EEYxe32X1sAlShLKpsZE0XhNhyTPjxi4PpIgUDBVFuo5Fuq51zzfgbG0h/nFy3FIUwFzL81fAWGcjqloDFLpSvFF+1RZotF3Ke2bCMdJkvaEOz6uHzFeMhi4IaWMykLdRFNkZismF7a6XNoaMHQDBraf6hgHLsemCkyVDM5t9FluOFwMcxwfv4NaIWQlEVnfkjk4oXH7vMpm2+HiVo+xUoayqdEYpJV5ENCUNCDKqCody2NzdZmJcp6OpbK7vUlv5WlKZz7KetNi/j0/SRgn2F7IcmNIOatRzemocuptmTNkHE+mktN4+NkdjkwVWG1Y5AyF1v6s9ZEdUsqqTNRz/NlT25RzGkM7YLGeo5QdQzpaYEIJMASRjUinbcO7DwTkhueJNR9T0ymJe6xfeZZasURPnUdRNTZaDsPVi9Sleb7ZkTB1hd2+gyymdoS3zRU5Op4hR5dq4mJFMk/vymx1HY5NFxkr6BQyCk4UMVfNkFEULDdgrTmiXjBY2hlyZKp0oweCokLgw8l74fAt0O+l24rVF/Z/F+I1yfLTn/40H/nIR15x34MPPsjHPvaxN/2ibuLNQxDGPLfeYfdF7Za7PYf1tsXp+crLzEAgbdVc2huy3hrhhREC7Oc684wVXztazWcU7jpQZbvr0By4+7ZoBpOlV54FPpbX2XhRp1SSpB1KYZT6R1ayqQNQECWpE1E3bRLI6QqSKDJeyHB6vsQ7j9VpDn2eWmmz03VoDT3iOCVXXZFYqGUpZVWaQ48Lmz28ICZJ4Oz6iChOrexmqzpXdyz8MKRe0KkWDIZOSKPvUsiolEwVU1OwvABFSh2SSlmZL/7iP2X21HvJ3v13mTj5XqT5+7AjAUEQMVSZ59Y7TJYy3L5YYaM9wnJ9JksGRVNDkaBgSEzqIz5+OsNaPyYIZS5vDVgYS/+4uGGEogrs9Gx6to9pKHhRxN7ARlZMKlmToSzx2HILGPGRu2YQB0+wvNelktXoOR5D+yp5QyUObaqZAQNhDFOTubo7QJI2KZiHU0d6NZVmbXcd/u5dOXprjyEkLmOxy7gAB2ZzWCduYc/WGSukM5HyurRv9+eiywr1goYXRIShT7fTpJrPgrrv91oZg/Wrqb5SUqA6lv7SoyBtiSzX39hD/h3Ca5LlAw88wC//8i/zqU99inw+zxe/+EXuvPNO8vk8/+7f/bvvxDXexF8BG+3RDUT5PCw35OrOgNsXX27SutwYcnV3cP11Qmpy/PRahzulCuXX4Qpv6gqHJhQOTbz2kmqybCKudgH2WwUdXD81pDBU6XpFP0oiGn2XSlZjoZplrp7F9SOyhkwxq7HVdcjpyn70l0IQ0uKracjs9BwmSqnWs2+nDk2TJYNKPkNWU9LZQCLIqkjBSP0y71go87uPr5M3VCQRihmVq3sW0fbTbD/6fzD28V/hzmMzvOen/w2WXKHjRByfKVLLewRhwsJYFi+M8MKYJ5bbnJorU8vpXNsd8uRKhzOLZT54UMRwrnF5dRvbD5nNmBwZX2TkZpAkgdmaieWFKILEemvATMUkZyh4QYgiSTheSJJROTKVZ71tcdfBGhojRK9P2VS5sj1gspKFoc1IjDk5W6JjtWhSQCQ1ua4UfbKaSEJqNjJZNjgxpiC0nmGj0aKcVVmo5djsjsjILoX4CjvRYRA0Do3n+Pyjq0yWctwym2e9NWKiYHA832bCvUy0qUPJBKMGxcPpMnvxOCxdSGVDz1e/JSltiXyTWh3DMGRjY4NOp5Pm6fN5Zmdnv+355q9Jlg8++CCtVuv66/e///184QtfuFkR/2uCrVfoS38eraGL5QY3tGs+707+SojihI22TdHUaAxcdrt22iutK0yWMhTNb+8hLJoqdyyU2evZbHVGeEFMRpOo5XU0RaSz79hezqks7bwwvrZr+SRAECfMVBN6tk9WkymZGlttm8mSwU7PoZLT2O06HB7PE8YJhipRLxipL2fXYeRFrHppR1EQxdx9sMKTK22OTxcZOAG3zZYZuQHPfeUL+CgcOv0BytN3cC3YYqJsMFXJsBHNEfkht1RVChkVyw3Z7aWV5IV6llpep2AonNvspbrQyQKqBD98W5btS18iEEASU7OWdn9A3r/A/ZNH2U2KbHdsdnsOB8byTJYy7PVdanmNuVqWyWKG5iC9x5aVdjUdmcyzuT3A9gMEwIti3FiiUqiRRB6RoNLo94lzMaahpm23QoaOHeD58f4ojohbb4kxpBBTk9ls2ex2HU5MF5FkkSiyee8BhWsDuLzTpzsKOTwlUc3pnFtp8sNHfbC2KKrKvoVlDPYO+AMYuwem5lPSbO2luUs9A7WJFyrkf0U4jsPjjz+OIAioqkqSJDQaDba2tjh16tT1wvUbwWuSZaVS4ZOf/OS3dcE38fYijhO8l7mwvoAoSa7rLZ/HyA1eNvjsxWhZLld3ByztvUBaraHHRnvEbbMlJkrfXlRwYDzH0akCjh+RkBJHtB90HJrKsdMdYagyQZS87PpyevoYC6SEvjiWJYxjrmwPyGgymizRsTzcIEQUoGio3H+0zpfO7RInCbYf4AYxAzugmtdwg4iJgoHnBayff5zF2+5GU0UK3jZWrGNqMi1XZ/G9f5fmwOPJay2OTxfIBjKKJPHI5Qa2H1HNp1rRclbj2fUui2M5ruwM2e46eH7MQj2LbK8zsD1mKiaabNLanwcviSKHcj0OVQ9xdWtITVPIZdIZOIokYjkhoyDC9UPuOVRHV9Mpi8dmilhOwJ6tcKxYJA4jPnJvmbLikQuLhNY2SjZHkpngmZaCIgmMlw1WojGafRdDk5mtmiyUROZzFpO5PCtNB0USMVSJlWaaS5VEAXoD6gUT2e/x0ds0js8ZCKOrfLjyHLONcyiKjOZNkYkFMBYhMwGhDb1LkFuAQjn97y3A5cuXMU2T5eVltre3AZiYmGB+fp6lpSVuv/32N3zM1yTLxx57jA984APkci8k9h9//PGbkeVfA4j7+sfW8JW9AlVJwnxJDlEUbxyK9lI4XsRm++WRZxQnXNzqU8lp1+db922fRt/F8dPoZKxovKLpCKSFnMV6lr4dsN2xU0ekjMR01SRnyAiCydAJqBVuzG8KAlTyaVqgmtPJGQobHZsjEwVEQSAIYjK6zONLTQQ7zV+eOFCkPwo4OpWnktXo7/dcH5nMU8vrPLW8x7HZGksXnuWL/+6fUv9//hp24Qgnf/T/TneUzmAXpbSXXhCgkNE4vVBm5Ed843LzOpmrsoQsCSztDbh1tkicCNx7uMpW12G6nPa7y/4yx6aKRFHMTs9BEUVKporr+UzKO+jyeQbeDvOGBHGeubuP8EcXPdpDn6lKhu+7bZJGz+XCRh9RgPuP1ogQ6DohEwfnmLAfRWg/gxp2yORrSJkc1s5XyeXOsJCfIF+dQSwf45kLMtV8n6m8xHtnukwpXSbx8FttTk6UudY16Y9GTJQy6JrGZF5iurxHMHyKUFZxRQPp2h61+iR+tESeFpJjI40uI4+fhI4Nww2IfVCzUD4OehVKJ9LXbyI8L33e//Iv/5KlpaXr7cTXrl1jY2OD97znPXS7XUql0hs67muS5U//9E9z+vRpDhw4QLFY5OzZs6/oYH4T352YqZi0rdTh+uX7Mi+riBcyCoWMSnfkv/wDcH1eyyvBDSLaw3QY2HorHdv64nnlyw2LW2dLjBfTJXAYJfstjunDrCsy5axKNa+RxCnZB1FMECYUDIWxfCpsbw9dbC9C2zfZyBtpvtELIlabFqt7FoaWusnv9hz8IKZs6piaks4KMnVKGY21tkVGlzg6VUXZF/T/+X/+t6wuXab8M7+MY07zvv/5Nykt3ELQdxkrptrD2w9UMBQJ2wupZFUKWY2hE9K2fCYKBrVbdaIYNjojNjoOeV3hufUeAgnvPjbGYi3HenvEeMlAjVVavQ6OH1835jU1mcP5kEF7h/NrRRRRoJbV2Oj0KAjP8NHT93CxGTOXT7AHHS5tu3StgLsP15BEkebA5fbxmObms4jOZWpxk9awhdprUq6OUTr0AfzNqyxmTYJgk10n4UNHZzg8PsMpc41xPaQoQUFwQHaw/XVqUzN8fTtPQZeYEtcoqwpxs4NjjZCiIYfreTqJSj2wUBcP4a1uIwgKkV5ClHUIbGiehdJx0CuAAPZuun3iPpDevAq4ZVksLy/TarXQdZ3BYECSJGSzWTqdDleuXGFsbOzNJ8uFhQWefPJJHnzwQXq9Hr/4i794XWd5E9/9mChlcIOIa7uD62MxJFFgspRhcezlMiBBEDg0keeplc7LrOVKppp2b/RffZkeRuly9qVECanH58XNPpbjs9tzcYK0Sj1TMZmpZqjmda7uDgj3rzOKXvh8ApycL6PIAgfGcux07XRKpSQgCakhbWef4BfHs+mQMHvIkakCQZRW9Le7NiMvQrTScRsjN6SqxXzxP/0SY7f/AHtJGb90lBP3LXJqvsSfPO2g5qfJaBL3Hanx5HI79XjsusiCQGfkMV/P0rV81ppDVFlCIC0oNfseAzfgys6QiVKG22aLbHVHqTlzd8SH75hhMi9AMEVEmzjxyBsyIzckq0SIbhMtP4ZiyURBwHp7xLVdi1vnVM7kdshZHaxuHyWKuE3VWbzndrYclY2WzaXtPh+a3kLye9g+9GIFUa1gJQlyoCG3VrCdEU5iMfIHbI0S8pkmHz56kqy1id5/lsb2MiNBYLaskjPG6DWf5P0HH8B2RhiRQl4T6DgBFamNg0QUR5TiDZLNdcRelVzlBEHoMFx/HOSEKB4iqWZKipEPjSfTKFMQIRimhKm/wkTIbwOj0Yhut0u73abX6yHLMnEcMxqNME2Tvb09HOeVdcDfCq/LdahQKNyQt1xdXb3ZufPXCAv1HGNFg87QI04SCpm0CPFqqOZ07jpYZas9ojX09w2ODaZKaf/v3itU12G/6qwrNAfOy4gSUvOO7Z7N+n4bIoDjpyYa3ZHPqfkShycKXNru3ZAGEAU4PJG/3ku/MJZjYSxHFMd4fsijV9u8OPUaJ3B0qoAfRJTM1A5uvpZlopKha3k8em6V5cvnmTp6hqVdi5WLT2HO305uchxr+hSFqoEqCZyaL6IIqRayv+/gPrR9RFFgt+dx35E6Fzb7DJy0q+YbV9K55oIo8M6jY/RGHnt9l87II4hjDo7lsb2Ad89LHJUv883HrzJb1rhzVmO1o7LeGhDGMYYU03MFOtoYSezum6Mo5AyF8ZyI3Pw6m7slNEXGjyLqekK0+ySb1jyyOc5YNmF3d4e65FOSRfxRhCinsqey6iEFPRYP3IYj5tlsWYyrefZ6QybjSwjWcwSDa8wUFToOtEYxkrWBXDtBMNxGyExhGFk6rVV0zWA0kjDzNcKdR9BUCbUwhpgpQf8qDLZQSgskSUQc2EhJmEqEhiug7+cqkxhGW9A4C+PveEFe9FdAkiQMBgN830fTNGRZTmdoBQGu69JqtfD9V145fSu8LrJ8+umnb5i0+JnPfIbPfvazb/hkN/H2IaPKZCqv35Hv1Qh1vJjOKX+lwlEtp1MyVXa6r1yBT4C1hsVY0SAIYxp9N9VCJjHLe0MkCY5PFcnvy3xsL8LQJCaKBpVXkCtJokjPCXFf4VqCKL4+izyjyXQdHyGOsNyQc1/+PI//yW/xj371TzkfCMz8nV/GUyWMJGG+anD7gSqd/cFyAyfg0taAEzNFvvDoKsWsRiWrM18z0omUI4+8ofLNpTZrLZuiKRPF8GfPbvHOI3VMTcH2HearadFpXLcIdh9nxVPZbvfZaCSsN1TuXsgwPj7FXm/EUCuQ0SZYXWkQJTE5QyGjyhyfrWB3rsG4RhSD5flUsjrTZZPHrjVZrOdwC3NIccKhKIfg+wy7u0wXKtTNGDnok6vOE9sNgrWHUTIVxrUpsrUs4XSdqPkYsttkOOihShKzJQ0rULG8ANEfImkVmiuPEWU1ytEmmaRHdvIOXKtNdeoIihCCP0DqXwJBRClOI2XGEUTAXoX8CehdhtzcS3+TELtgb4N66HU8nd8a+XyeJEnI5/OMjY0RhiFRFGEYBpZlYds24rcxKPA1vz0f+9jHbhgkBmmb4038zURWVzg5X+LyVv96XlNXRCo5naOTBQRBuHFe9Itguemsc1USWWta9O3g+j7Hj7iyNSBJ4LbZ0uvSckJa8X81SJJAq++z2R7wy//4I9z/t36M4ukPcfzdHyF/4gEubVss1k10LY8sisxUTGw/5PxGDy+IKGRUdjoOdx+pstt1qBcyqKqI4wfM103WmyNmKiZ/cbFBMaNSMBVGbjomQkLA8kLeeayOG4QYssjIjymF63ST6HqKwQ8j1jo+lgdjUwLXkpNYOy7fN7ZKrZD2yleyGgvjRYqmzmCnQa4yAZsDiBKOT+bp2gFuGCOHPXQp5uktH1eU6Ow5fOJ4ldmkgdO6jFiaR2p8E0HSiTNTxKKE6u0h9zaR1ApaJkupPkteVyF2iBIJU4vxoy4V1cKNdzg4U8MatqmaOkJ/iOwtI2az0N1CGK0SyQVEVSEY7SGFNrIoEBVPIcqZVIDe3QStDFoR4iBdkmdCsFuQXEojTdmAzBhI357pjCiKzM3N4fs+ly5dIt63pRNFkUqlwunTp4miV08lvRpekyw/8IEPvEw69N/+2397wye6ie8NJElCf+Qz8kIsJyCIEwoZhcWMmnpDAvWiztKe9LLoM9mf6Q3cQJTPI04Sdro2sxWT0ms40Q+dgIETEIQxmizuj7UQiKLUaWn1ynP80YP/iY/8o3/JXj/g2Lt/lLmjpylXc5RzZQ7OjrPethm5qUv8dsfCckMeudIgo6bORmNFg822TWfgI4jp/PdeK3WFzxvqdV2pJAo4QYQiiiiSiOtH9MQA14uI9IQgjOk4AbE/pNXbQ9j/OZRMFceLkASBoRMw5Tcp5g8RxyoDbZGMP0RVYnIZA2m0geYPKbprOA2LUxOTxPoYiRATkOCFCRlN4c+vtdjthxi1CU5Pd+n0t6noIrpqIilZCDeR9TGILWKpjN1ZwVCzhLFMKV9HaJwlO7pGFAYkooyUm8aYXCROQJJF1HidvGSDnEepnyTY+SZ6fgoh7BLLJogyiW+jZmsk3hD8AaIkI5WPpsQoShBYYG1CEkF2Ol2GD9ehfCLdJkrQN6F6GvQ3VoQBiKKIarXKuXPnKJVKJElCHMfEcYyqqsiyjGG8cd+E1yTLAwcOvK5tN/E3A5ttmys7AxIg/yIR+uXtPookMlM1yagyJ+dKPLfevaFyXslpQELXenm+SBDA1GXiJC3UvBpZhlHM5e1+Oqt7P6psD1zKOY3Hn3iOZteiPneYnfUWFy9cwLc6lLNZfvzv/QN6o4CL2wOeXvNZa424baZEx/Jo9D3OLJZpDD0kMXXY6ds+XhBycq5EDDx2rYUopJMo/SjmG9eafPiOGcpZjSRJsBw/nSMUxWiqyNGJPE4YoakSURKTifscKDsYksvQl7iw2WO2amJ7abRdLxpkVJlG18GLRZ7YEbln7i7K8R5h8xGujXo4k3PEySRaonBY36JnXabnq4xpGd5/bIJlr87AhZ2eja7keODMrfS2+uz4PuVMkXppEk83wdokATw/7dLSJCjmM8ijVSK/h6iYIHqQxIjWKlLpEFGYELa+SZQIqAQkfpEwDpGrtyLgQXYeMRyBb4Mik4RpXjvR6yTDDYj7kDsAhQgGqxDXoHAAkGC0l0aZopwSZ24WwhG0n4WJ+1PyfAOI45idnR0mJiYoFAoMh0OSJKFSqSDLMmtraxw7duwNHRNeB1kuLS3xmc98hjvvvDO9+SThwQcf5PHHH3/DJ7uJN4YkSbDCtGqXlY1va/zEm4k4TlhrWrzSwjcB1poWU+UMoihQzevcd7ROc+DhBxG6KlHJajy33uVJq/2yz0+UMiiySBglfKu7XNkbprPbhf2IznEwNZlvXm3yn/7Nz5Irj/OT/+yXOHPn3Rw49ls8tdMnq9pc2EwNe49PFdnru4hC2nlyz6EaSTKgMXTx/IhjkwVMXSajKbSGPh+4dZw/e3YbQ5FQlNQVaOSFFDMqlhswXckwV8+y201/T2MFnayhoCkiraHLbXdNInUv0ti+BlIGNXYRuxscy9fYHqWzd6bKJo2+S6RVqKomsWdzbbfPFzoaf/ekyY5Txk8KXLoWcsvMNLcL53CbW2iChKHO0hu0KWd9GuokUyUDATBUmS+f28ZwVaaP30IcbWB7EZLtoKtVdClCk3X8ZICezYPbIJJNJEkg9jzETB3cJnEQgW8RCWZavY5ixPw4YWYOt79FQdYQandC6zkENYeglyEOwe+QhD7xaAshY0JvCbwujN8Hfh+8Duy10+W2Vk63Rw74FtgxBCHIPcg3IDfxhp5T3/dRFIVr166xvb3NcDjcf35jFhYWOHXq1FtT4PnMZz7DAw88QPIioV7ySqK9m3hTsed1uGbv0A9S0928kuGgMcW4/tZ0PLweuGGE7Yevut/202LL87Ztqiy9bNjbLbMlwijhLy/v4QUxqiIytT8xM4zSKZSv1DbZ7Ds8u9bliZUOopB27bTWLvIL/7e/x8//2ufJFqf4v/6rX+HQ4ix7g3TW9hfP7eCHMfcdqfEHT25y76E6y02L3a6D7UecmC7w58/usFjPIgoizaGNqcnYfkTOUMgbCo2+x9BOTTVsPyQIIjKaxNAJObfZ5/bFKvceqvLlc7v7s9DTAXRty+PeQzXi3gpPPfsUhYxKRhWJsjOo6h7OaI+DtSy7fp6BHVDOZ5mZnEbYOs92e5v5KKBUnURwZKZyETlxhOf7LFazSF6WJJ4j8YdkdQVHqiKXxrFWtqkYE3yzM2KxlmNsrMI9uQGlrE9VHiOnJ8TdVWJrhJox8RId2SgR6+MIg2WkoI/oNBHNGhQWQTEQq2X84R5Rdh61uIDoNIl6V5HsJhlzCkEvkXQuIkgKuLsIu3+Rkl9+HoEQoXCAWK9B9vtguAahC+Y0ZMV0WU4CRDBYAWMOdgdgPQKiCgjQ9ODWd78hQ2BRFHEch7W1NRzHuYGvrl27Rr1e54477njdx3ser8t16P3vf/8N2x544IE3fKKbeP1oeD2e7F8l4gU9TDewOBtc5Q7hEGPam0+YTa/HkrND2x+QEXUWM+NMahX6UTo/pyCbSIKYzjd/laKKKArIrzH/XFMk7jxYRVFEGn0HURQRSIgTSOKEyr7l14txdbvP1680uLI94Ct/9Hk8q8u9H/77zFfnOPq+j7M+gMTtE8cK5zo7HJ0o0B15LDcsNFFg5IZMlU1Gfsj2/hzsyaLByA/pWh5dU6U38lioZ1natdjuDmCmyErTYuj47PVdBFFAk0TGSybPrLWp5XVMXaZruWRUiR+5e45r2wM6tofrx9xzqIapJDS2rxInqSP9UsNiveNw5+Jd5Kx1xHjEybkF+pQYJDmePPt1ZDFisqRzQDEY+X0OyX0CoYkiQGwaaGEH3W/iBh5OoiFkphGTGud3ukRRiBj0ODZV5G8fhemkwezoUbTGLvnxAySdPlL5OGL3CpIEqlogiQNkMUScfQf0l0i0LFjrqQNQ62libQxVMYjNIlJnjcTdQ4x9JDwESYCVL5Ac+gTC4Bqs/3Fa6Q4t2PkaxDFCfg4pv0jcehqxfhd0ngGnA0YVrG3ITad5S68NTQF2LkH51P5vPgHPg4tPwal3vG6fyyiKaLfbOI7zsghSlmU2Njbemsjy/e9/P7/0S7/EE088wWc/+9nrrkM38dZhxdm5gSifR0TMkr37ppPl1dEWX+08Q9PvIwkSIvDV3jMs6uPU1CJu7JETM+QUE60KkROTxBIEElK4X7VWQio5lecVGXESEyQhQiIgixKi8IJUQxQFbpkpsqYr7HZHbPc8droOhYxCAjxyucmRyQKiAFe3e/yH3/ldxOpB9Ewed9Ck327gBhF/dq7FzP0/zradMOoMqeZ0OpaHJkkcnynwA6en6Nv+dY3iXs+hbKqp23o5w5W9AYos4gYRfhgxGSUUTYWsUeDiVh9Flths29w6V8QPYtqWRxDFvOf4OLoistlx2O067PZd1tsjTFVmrKgzXpRpDTzMosCBqsrIUulZPqokMnIDvnxuh8lqldsPjGEVT/JHz1qcNK6iSQmNvs9qY4SmSNy/IEMcMJVx2fNyIOr4O2fpu5vIik6UlPAblylUQ9qWzmwtS05KuKOywuzwPMV4G50+qhjjbD2BIgso1ZPIE2dIFAN1uEwiaQiiAH4Ptr+CoGSheIRE1kjMKUR/hFC5A3G0C8EIZBNREBGKh1K9pCgjEEH3Iig50Otpp05mDBQTBmsgmyShDSTg9iEcQmc3zVPaG+Aegvzd0FgDREhCQAUpkx4zDKCx/YZMgYMgIJPJEIYh8Ytm+iiKgiRJ39bq+HVNd1xcXLweTd50HXpr4UYe3WD4qvv7oYUdumTk1yeteS1sO01+e+fLXBitkZDmC4tynqKc4Wudc9xVPEo3HPL0cJkdr01JziLFCovqDAvaJPmcwpbfxQ48ZqIi7c42EhLbXodeaCEhUpLzHM5OUZKzqXxDyWHKBocm8jh+SNsKODieS6NWUju4P3limclqgaW1Lf7D//aPufcnfpaD93w/t3zf32PghCRJQtf2yKgSth+iylI6q2Y8x3ObXZwg5PL2gPl6FlUWmS5n8IKIuZrGl87tMnCDdIqhIpHVZCJFomX5eH7A6YUq1ayGqae93Yoocr7dx3IDBASKportiiRJzPnNPpoiMl3KcGlnwNXdIXNVEy+IqOeL7A1CiqZCs+/tL9/T4WvlnEsUJ/zGl3Y4MZVBCnos7Q2vd02ZmkxRshiOXKYnJpAEEaF3CVU3cK3UDcjIlvBima31q4zlbmGioBB3t5iTd1DjPhlvG0V0kPQSQpQgOC3i0RaJ20WrHSMebiOKEfSXYPKdMHYXdC7AaAvB7SBUT4OskehjiEGXJOgh0EZQs2l+cbgJ5gR4AxAS0GtpYUYxUvmPUU2JT9IQ6nemx85MwMACOQOyBl4P/CHEKth76X63BYWDkJ9/obgz6r/i8/tqqNVqqKrKvffeSzabJYoigiBgfX2der2Opr1xWdJrkuWZM2f4yEc+whe/+MU3fPCbeONIJ2l/66Xsm1XoCeKQL3ee5fJog2S/bCMgsubs0pEzzGg1nrNWOGcts+a2EAQ4Z61xW3aBmpBnJfb5y53z2LFLRc1T9nPoHZkDmUn6kU0nHGIIKkfMGR7dPE9Jy3EkM0NRyTJn1JmSxmkNXUxdIoyS64Wj3/73/zt/+nuf5X9/8EtkimX+8a98gQ4lBrafVqn9CEkAVZTww4g4SpDkdDDape0B/ZHHbbMlChmVjbZNz/K482CVJ5fb7PYdzhyo0B546UjfOMH2Ig5P5Wn2HURNYakxRBZFMppE3w5p9B0yqoypy2y1HUwtnbHjRyE5Xeb8Vp96TuOuA1W8MMLUZDRZZKVhcf/JI/S2ziEKAm4QUcvrHJ8pYCgyI2WSnYHL6TmR0ShKB5HtR6c5QyYrj3Bth6VOhsL4IYL+VRJRpjZ9gt6gj49G3lBpDFymMi6eLVBQRbKjyyh4GFGDvCySuH0SrZymCK0tBDUH3YsIsgb9yylB+VaqcTTG0qhQHyMpHYSdxxHELow2EQIL6mfA7aXvMcag+VSqnxTUtNUqEaB8GgIFHDsd/TlcQQydNOrM1NNo0vNAUFI9WWhDNEq9LUc7ELmQXwD5Rd08yusntzAMmZyc5L777uOb3/wme3vpaN1KpcItt9zCwYMHkaQ3VmGH10GWKysrwI1f0JuuQ28dNEmlphbY9l5eMQaoKgWMb1Os+1I0/B57foeIG/WQURIxCC1Gco4Nt4GbpEPIrMghTcgnNKMejw4v0o9GqMjYoUvT7zOplbjS3kIVFba8NgvGGH/eOsv9lRM83rrKVq5NRtS4K3+UTbnDtuTg+C5f+KXP8J73/SAnz7yXI6fvwxZz2K7PdMVkenaB4dYAQ5EZ4lMyVWoFgys7QwoZmYlKBilJWO/YxHFCJafTHLisNiyaQ5eiqXFkqsC7T4zzxFKLgRNwaCrPobEC37iyR8fyKRgKz651Gdg+t82VGdo+j11rcc+hajr4LfFwvABBEPDCkKu7NmVT5fBkATeMMTWZjbaF5YRU8hrvOFRjpTHi9y/L3J6rUDI7mLrMwA5IgB2/gORUcfxVGiOB6UKNUwZYXkjX8jk0nqPvyYR+SN9RWVnrY1omsiOhyBI5yWBkS+hRRLVcQytUuLBlcWuxgx73EYgRSRBjn9hpIOcmkcUEFJFYkiEJEcQEZDUlsN7FlJxELR2yk5lEaJwlyY6nEaGkpUPFdh4BcwoGS2n0OHEvKHnIL+5HlbfApb+E/ma6zDaLcPAISOvg7EHlRLqszkxAdha8Ibh7oLpgmOAMgThdymtlyM2kurLq66+IJ0mCbdusrKwgiuJ170pFUdjc3GRmZuatiSxPnz7NmTNnqFQqPPTQQ9cnPN7EW4fFzATtYIAX3yjcVkWZA5k3JqP4VnAij4ykIwsyQfJClVsQRCJi3NjHiTxGoYuESBCnE/5iIY1KN9wGedlElxRiEg4YEzixS1bOMKYVyIgajw0vU5AyXLW2OJadoSblmDJqrLa2+No3v8g9f+s9YHhs7SyxZy9j1s9w2wNTTL47T99bYqkT0wpEpEyG9WWbuw/WuLjVZ601xNRkwjhhr2tTNjXCMMFQZRw/ZGl3SHfkIYsCQRjx9GqXuw5WmaubbLZttlo2Ty6lBr85Q6FjeRiyyOHFKpW8mkqBBOhYPokAhiIiSyrVrIrrh3hhxNNrHQRR4OnVLmEUc3SqgCKLZHWFh57bYaJooKgS57wDHCvPoOs2Hj6BUuax5YhxwWO+liWKY3aicXRrl2bXQldFNtoOdSOLzgBLrNEY+swjsdbopSOQp6Y5NywzqxiIoUxNmEAPvs6wP2A6a5IENoqoEgcNxCQkGW6mxCNpSKPNdJnrdiC3CE4rFYrrtfQ99XtgtAGhhdDvp/rH0lFoPgF0wO+mHTh6BXa/Dgc+AplJ2NuEtXPQXYbQSXOWsQpLF2FxESZPpGQ89V6ITIiE1DG99wQkPkwUYVeB4Q4YFbA2ID8LUwtQef2jJmRZZmtri1arhWEYGIZBGKbPt+/7bG9vv3UFngcffJDf/M3fJEkSfvM3f5PTp0+/4RPdxOtHSclxV+Eoq84ue146bqGulZg3xigprz0w7PXAiTz64YgoSaipBXa9LjExCTGmqGHHLpook5UztMIBYRITxBGaqOBFPqGooggyBTlDWckxoVZ41lrmmr2NIamMe2XKSo5xrcS10Q6HMlMc0qfZGTT5D50/R/tyk0f+5ed56L8tcXBygdt+5UfoijLngyv0/RHL3i5JJBBkEyTFIGhleH/5EFeXHcpZnaKpYM5KPHatw9W9ISemRCZKRppXFGC1aaUzrKMEL4yJ4pjVpoUqi3hBjCgIzNfSfKYsCtdHAbctl+XGkDsWy/Rsn4wqMXRFXC+ilFMpZlScIEGTJWwvRhIE6gUN24vZ7tkcmywiCgKqJKLIEp2hix8mmHqOkVRlGIX88RMbzNSy9GyfD56c5Nm1Ll9ejrh//hRCsMR41sGPYprSAkb1VrzOKp2Bw3h9DlEcoGWKXB0WaFs+miJRLpr4mTnmyt/EsDoohSmU3nkUpYrY3SVOQCQiFhSEwgHIzSMUFqB9Lu3HtjbAGE8JsHs1lfbsPQbFQ2CtpUa963+S5imVbLpMVgrp0r16BtxBOvvbK4CqQ+U2cJr73TjpZLconkfSZqAbwJVLsHMRsiZMz8P0+0HfAzOEqgndBkQGFMbhxB1QGecV5yu/2rPtONcr4ZZlIQipDWCSJGQyGXZ2dm4o+rxevC5nhcXFRX7xF3/x+uubrkNvPYpKllPKQcI4XSLLb7CL4Vthy21xzlolSWKG0QhNkFEEiSiBkBhNUigqOWpqkSAJ2fU7tIIBGUklShJ0UUUWZKa0Crt+lzm9zmP9yzixS0yMJqbSn4ujdWb1Ou8snUARZH714/8C4UiB+/7ZD+O/r8SpW/8+pfEy/XCEG/lM6zWu2TtookJOyWBoGoagkpjwtL3HsisydMdoDkN0RaBe0IGEW6eLTJQMzixW+MqFXTY7DtWshh9ERHFCGKeuRc+sdTkwlmer47BYN8lnFM5t9Dgykadjeez0HIqmxsgL2e15vOtonbGSwTNrXaIoZq05YuSGdEc+t0wXWahncYOIteaIsqmR0SRKWTXt5R7Lcna5zXrLpmu5DOwAyw/4gdNTvPPYBBsdi+bQYXXPIp9RODSR43InYK0xzQfqFeI45tmNdJzE8foR3nVI4kp3yNSBA6xuruPYLpPlPJFWoZc5ytXVkP9x4RCZlcext3epTB8lGW2T1M8ghjZxZpooM4mkZUna55GcVlpgMWpg1KF0BFrPwuR96f8rt8Duo6kWMjufEmQwSgsymfFUoD5chsl3w96jYB6C9cfSvKTXg+wMIICggRXBxhZ0fPjaF1OtpRanEe21Apy4E267ByoFWP0GdLegOA/Vu6BYeUNECanO8vmcpCRJSJJ0nSxt26Zer781ZPmlL33phte9Xo/PfOYz/Nmf/dkbPtlNvHG8GSTpxwENv4cVOgRxyJbXJkrSJfUxc5bnrFXmxXROSU4xyIga9xVv4aK1gRsHVJUCTuzjxQFu7KEJMqagM6aVGEYOXhQyjG2yko4eqWQknUE4Qt30ufTv/5C7/vWPQlbltp98N+u5AWU1z4VgHbsEXXuHrGxwa/E4MhJPDC5TUQqMYhc38ijKWSpqgVOz45xfGTCzMM5TX7EwVIXdrsvBiRwb7REICStNFVkScdyAXhxTLxp0LY+JooEXhCzUcwhCwmwlgxfGXNjsp904psqV3WGq9QSaA4846TJTneTRyw2COGanl3pgZjQNUYDOyGNhzMTxY45M5FEViYSEzbbFeFGna3mE+1KkY1Op5CVODB690uS9x8ep5FS8MGa2avL0SpswjJmrmoRRzFLT55aZAork4fgxX18ZsdbPUMoW+PpOzHxlnHwxoKlofOWqRfvZHf6H9xxAy06g1G+BzhWE0R74XeLycRKthOi1iLe+RhIMULJjCPkZkvwiQhTC1ANgb0EwSAsyejWV7XhdqN0BhGn+0e+lS2u9Cm4zXWpbW2llOxymJCooabtiYKVRaHcEIwtmZ+DSczBspsfVC5ArwqgFWxswfxq2zsHGn6cel90m+FmIC3Dyg/AGXIIMw6BWq6Hr+nVbtiRJ0DQN0zSZmZkhCF7uTfBaeE2y/NSnPsUdd9xxXZf08MMP84EPfOANn+gm3h4MghFnh9cYhqlt2qbbpOUPOGbOkpE0EARuzx1kGDk4kcex7CyHzWlKSo6j5hRjWpG6UmAQOVihjSFpTGqpSetVe4sJtcKO3yIvZdAEhYOtPO1Gi94xiYlclr2WhdkTOFGfY/v9ORrWBpftTZ4YXIYEdFGlohZ4tH+JH6zdxan8QUaRy4RQZs/vIQIncnMMgxH3HpwgbsnwZYE4jrG8CFkUqOV1lvYsFEmkmtM5vVhh6IZossh7Toyz1R7xxXN7fOSuWSq51NLs4laPgqEiiQJPLrc4NJHn/EYPVRKRRDBVhZ2uixsm3HOoxmNLLRw/pGhquGHqYlPO6jx6pUmcJLS6HrYX8a7jY1zZ7uMFMRc2eoiiSLvv8rfumKae13lqucN2z2W6nKGaFdluj8jqCm6QWtZttkaYmsx02eD2hTKb7dTkeLVpUS+k7keCADtdh7wRUMlpeEHMyB5waX2XE/lJXLGDnJ/H9DfwN/4Cdfo+BGcXiEiMGknhEPFgFdHeAq0Em3+e/r9wJDXidVspKdbvgNCDwXKaQxxtgFRLK9ZaCZQQnJ20VbFzCcYXYenRtGgUOKBNgiNAYRKEDDT2UpmQIIFrQTYLU8egdhge/TpoEWgHQfHSFkdBhKXHYOIQjB983c98HMdMTk4yMzPD6urq9WmOcRwzMTHxhh3Sn8e3NTf8pozorwfiJOZZa+U6UQK4cYCfhJwfrXFH/mBauEkirNAlSELc2EdAwIt8nrFWcWIPU9IZRBZZyWBSL7Ooj3POWmfTa5FFZYE6tVweSVL4s3/9H+g1Osz/2oco5rMY//7jjOdnOJKdY6fT4URujqeG1yjLOUaRiyopqIJMQsJj/cvkpQwrzi6maHBrfp41u8EXdv+Sg5lJMlmde+dq3H9rxDcv9NAUEVOTaPRdXD9ib+BRLxoEUUycJHRHPqONLmMFg5+4f5ED41niOOZrF/tMV0w6ls/ZlXZaZbcD3nN8nGu7Aw5P5OmNfOI4QZIE1lpD8rrMfDVLd+Slo2Rtn6vbfWw/QiRV3cxUTSpZlc12yF7PJYhiKhmFOxar/MGTm4wVDJoDl7FCOh5j5IdMF03m6yZty6cxcJkfy7K8Z3F1Z8A9R2p87B1zPPTsNkEUo0gC9x6ucX4/ddAd+eiyxIfPTDObD9lrDYmTErfP3oPTvopaWkTy+mDtEA2uEmqTKNlp4tYziJlyugy2t0EyCLOHiYQyUnYSWdRheA2MCchX0gKPYsLM90P7ubSqLSupfKiwmOY7Mx2QPVAEcNqglkGdAu8CjC+AGO/nMNU096ln4L6Pw94aBDF0OpDVwRbg+AMwcQBiC2I7Fau/QbIMw5DZ2VlKpdL13vBarUYQBIxGrzy99LXwmmT5UqKEN0/n91dBr9fjF37hF/j4xz/+bU1q+17HMLBZd/e4ZG2QkTXyUgZFkChIJlbo4Cch3SAVjV+2N4n3VY4ZScOJPLKSQTe02HLbLLk7LNk7uLGPYkn8UO1utrwmZdmku9nmsx/919z2b36Y0p2z3PmzHybOiKiaTjvoczQzzaxa5TlrGTv22XO7bHltRFKZVBTH+EmAJio4oceJzDx52WRMLfBI7wJltUBeMNnwmjSDPhIiP/XBo5xfsbCdCF1NpzfO17JsdW12Ozb1gsGEImJ7EYokcOZAlY7l8tCzO5xeqJAIAq2By6GJPFsdm7bl0Rv5tPpu6qheMq4PbXvkcou+E7LWsOiO2oyXMoR7Qw6M5dB1BVPzsdyQjCpx3/4wsu2OjSQJqKrE4ckCZ1fbOF7IRnPETDWDpoh86dwut8wU8bIhQzfgwJjJQt3kaxf3ODZVIG8olEyN+ZpJLafz7HqHnp1axd2+WMYPY95xtMZ22+YbVxpsVTQ+Mp2jbw353V2PY1NHKXsy0/OLxGv/nSR3lJFQREsyJBTIOx3EJMBe+CQN44cYjiSiIEQXJYrjDjXlPyPtfBE6YTpcbOeR1N08OwNKJl2ml46lS/HRZvrQRS24473Q6cPAhkSH+QXIRWmeslJLifRf/hm4NnRbcPR+KNehPAaKDoGbjsZ1RuB6IAHuKzvzvxrK5TKO41yvgCdJgu/7rK6uMjExgaqqKMore65+K7wmWf7yL//yDa+fn2vxvve97w2f7M3EE088Qa/Xe1uv4bsRSZJwebTBsrODGwWsuXsUZZMdOgRJiBN5BHFIWc1jhQ7d0LpOlLqokpczJMCj/Yv7BZctdrwOhqTgxT4zWp3f+eyDLD9+gZn/x/0cn57nXf/zDzN5/DjLcRcvG3JAH8dJAgqSyZ7XQRdVtt02QRwwZ9R5xlomKxsUpSxTZhkhEdNrDLp4iY8kCJwdXkMURZ4ZLpERdSpajjiOOW+tMVcd4+RsCcuNqOUNmkOPa7sDFseyKLKE5QZokUTJ1MhoMo2+y1w1w8xdWWw34thUDs9PyBoy7zpW5/FrLbwoZrvnEMQxthcRJwmNgY2pKqy2RqiyREaViaO0Aj5TNdns2JycLzNXNVnaHSHtmxorskgpqwIJfhhBAmGUYBoCx6aLNAcux6eKVPMG1ZxGbxTQ6Lu8/9YxBCHVgrasVNN6br3L7YsVjkwWWGlYWG7AwXoOU1O4vNNjpTni0ESeW+dKxFJMMnwOTZG4vGvRGUW882iNWaGMHAu4goqSgJnJk9gDnMWfYVX4Ea59c53GRpsoislXsswemSA49I+Y8RrQfDzNFxYPQ+c8OI1UU6lEaTht76Zk2rmQ6jS3/jjVZM7ekUaSz63DZh9p4n6YPwif+hU49zisXU5F6HtbMOzBz/yv6fK9tQ2BD9n9nKZjg6HDcAC519fumM1m0TQNQRAYDofk8+nnwjCk2+1y6NCht0Zn+Tu/8zt8/OMfv/56cXGRj33sY2/4RN8KZ8+e5ZOf/CRPPvnkDduXl5f5/Oc/z+LiIsvLy3zqU5+67tj+wAMP8NBDD72p1/HXHf3AYs1psO42kBBRRYmSbLJk79AKB5TlHFW1QD+y2bY6vLN4C/6+vlIRZOaNMSRBJE5iRpHHjtthy2sTRiF7j1xj8cgBujWL7WEDwYq4TV+gF9tsfX+GmaLBvco4YRyRkVOPx1FoU48LbHptalqBxweXySsmd+QP40QeogCqoJCRNSRBpOP3sQ2PbbfDrtclTCJuyc6z47Zpej3mjXH8JGDb7/C377qVRi9kuTnkjoUKiigSRnHq/KPKTJYMwjhhYSzLfDVLMauytDugPXIpZw12ujbCvuzn9sUyjYGHKAocGMvz9ct7lDMqgiCxMJ5lvGTwtUtNTE1mqpzh1rkijZ5D1/JoDz3iOGFpb8B6S6Se12kNPZb2LE7OFRl56bC0vKFw95EalzZ7rLdtVFmgPUqt4kZuwE7f5bmNPsemCthukfXWCF2RsdyAr13cw1BEFsZyFEyF9daIhXqWY9Ml7jlYY3fo8EePbzI3ZlD0asijVWYrOqemVForj+Hlyqxu9MgYcHRS54g8IBntsJ35GE/8wTP0m0OiKEYUoTnqYPUcZOUw5cOfxBTktHgjaTD7fSDpqRzIacDy70H11nT4mJJNR0Y4e1A8Al4/lSbVD8DKLnTPwwO/BCsX4dLZtOjzzCPQ2ILf/CL02/DFL8ATfwFRCIdvg3d8H9x6b5rf3LgGx1//CvLUqVNsb29TLBbxfZ8gCCgUCszOzuJ5HnNzLx1t8dr4tlyHXozBYHCdub8dPE+GZ8+efdm+H/uxH7tOoMvLy3zyk5/kc5/73Ld9ru9VOJHHeWuNhtfl3GgNJ3TJyRkOZ2aQBJlOmNq8DcIRRSVLWclhSjqjyGFKrSIIAkUliyamj4MkiGiCTKfXJRZjkijmm/+vz2P/g/dy8KfuY+HDt3PhfWtsRh2ujjZ5T/kUe36Xr3aeYxQ5VNUCM0aVKaVKWc0Tey0EBPKSQZwkCAm4sY+fhPTDlLSswOH/MvthLttbjOsljpkz6LJGSTZxQ5//c+dhnNhDE8tkRJXvPz3Nyu4oFX7LUM3rPHatRZJA0VTIaDITJYPFepZTCxVKpsrB8TyWmzqYb/dstto2uipTz2fY7NgUDZnlhkV36GF7IRMFgy+f2+Udh+vMVjI4QdqS+Kdntzk+W6CW03n/rRN0Rz5BlLDbdbltrsR/+YtlenaArogUDZWJssFiNYsTRhRNjaEbosgiez2XnD6iZCrU8xpLuxaffWSNH75zBkURieKEhXqOi1t9unZAuDMkEeD4ZIHfe2ydgRfyg7dP898f3yCME3Rd5hu7eU5M3EGceGj9iwjaIk1PpVqxyQkjitVZhgMX846fYHe5jef6zB4dJ4wS4iBGViWG3RGrF7aYWTyCmexXwgUJBDmtdlvb6axvxUg7eQQZJt6R9oHrtTTCDEb74vUVuOUdYANqCVa/nEak7ghmD8Lt96dL79/4V7B0/oWH+tGH4cKT8Kl/Ae/44H5nz+tHvV7n/e9/P8888wydTocwDNE0jUwmw5133vnWOKVXKhWefvrpV93/mc98ht/4jd94wyd+Hh/96Edfcfvy8vINrxcXF3n44Ye/7fN8ryJJEp4ZLtH0+4RxTMvvseW2CYnY9TtopJVAMZUlEyYRiigzqZWxQ4+snsGLAvb8LlESIQsSZSXH8u89yX/+V7/BD//5zyIaKg989n9iemqaZ6xlusEQPwlp+wPm9DGeGSxx0V5nSqsSJAGtoM+62+CdpVsY10pMaRV6gcUD5TtYdXcxZZ1xrcxVewNd0pjSqqnD0GibMaWIKWls+W0uWms4kcesXuN/mvkQX+08iyaqzOg1sprOiRmNYlZnq21TyKjMV012eg7a/jK4mtdZrOcp77uul7Pa9X8fnirg+CF9O0AATE3i3EaXesHA1BSu7A3QJZH33zpJHCe840iN5za6iAgcmS6gyyJ3HKkRxwnNgYskwFw1w1pzxE+86wBPLLXY7tjcMltk4AZsdB2eWe2gySJHp4qIQqpTEkXY6NhUczprrRGqLPLV83sUzP9/e28eHdd133l+3nu1r6+qsAMkiAI3rRRBQrZsyZYl0J64bTkjcYnax+3pSUg4mZmT7jN9CCvd6XN6kgkFdnpOMt1JDMjTnROfxCYJadKedBahZKcteRMJaKMkbiiuAIit9r3qvTd/PFYJKwGCAEGC76ODI9Rb7ru3CvzV7977+31/ZpoCTjaanYzFs2yqdWE3mzh9JYJZBLvdjCKASdQFk0uqyvVYliqPjQuTBYq5ItFsgk81CdjyE5h9dTRv+yqZgp+YZw9V9hpy6TA1DX4ufngV840d40KuSKDOi9VhIV8066mNQr1e9iF1RVcBctXrhlBT9TXLUvqG7FqtLrXm2qBvCBUSugHNDED143o+uKrpQebv/xIunYWX/xLe+aluKEURpsc/JqLw5n+Dh9v1FMlbQBAENmzYgNfrJRqNVgqWBQKBZU3BYYlK6QcPHqS9vR1N0wiHw/h8Pnw+H5FIhIsXL96WsVyIUCiE3z9Tiszv9zM4OHhfbuhEi0kmCnGKagm3yUGtVcYqWpgsxpm8UR4gWkwymo9SupHrHS9lsIslLKKZarMHSRDZaKtFQWUkN0m0mCSlZLmUG6fO6uPtoz9E3lrHp/Y9y5NPfx6bxYrdVcN1JY612k212UNKySIgUGuW8Uh2REFkpBCh0VpNwOJCEkTckp2smiev6LnUqqYxmBrCKlowY+K9dJhIMUmN2UuDJQAamAQTk4UYzfZafhx5h4/SVwhYvHhMDobzU1zKjvM/1n4Wh2BBVVUmczGqbLJeczzgRNM0vdxpSSWZKyIKAl6H+aabkXaLCfsNoeLRaIZIuojDZuJT26qQXRauTGawmUVcDhN1HjuPt1aRLamMRjJEUnmGIymiqSKPb66i/4MRYpkCfqeF67EMzzxUi9NmYSSaoXBjimuzSBRLGuHxJA81ednW4OZqJMtEIk+tx4aqahRKKn6XREmB86MJ6mQr2xr1Mrs2swmLWWQymeehRplzo3GSmQI1spWrExlUTcNllTBLVizmAjudeaTUdVKKlbZtv8r1YZXI2BR2pw2zzY67ysXlsyN4qzxkbpQ39tV4KJUUlKKCKEm6EpA9oE+xEXSPMRnWs3c8mwEVYh/pxlTerqdLJoZ0PUyzQxfK8D+shxJ5ZD1t8dR/h+GL+jm5Cs68q38gqqoHoE+XTzv7HsQm9TXMW0QQBLxebyU3/HZZUgbP9DK4oBcsK++Sv/LKKyvSkdkstHlT7ksoFJoxdV/PBvRc+hoX0sMzNC7dWQdt7s2kSrmKYtBEKYbH5GCyqMtZpZUstWYfY4UY44UYbd4tyGYng4nzXM1NUEzmeO9Hb1HaU8vHmavkUjGaS0GsgpmrcoInXuhgMh8jKDaiaCqjxQh5pYCiqSDCBnsNyWIWn8lJpJQimUkRLaWxS1ZqLTIb7NWEM9dRBY1tjkY8JjsXsqMkS1nqLX7Mopn3UkNsdTQhinZyWomkkuajzDUEQWSiGCerFpBNTiyimQ+SF3mu6tNk1Tw5ZWZub9komk1ixXu8FcqVKhVdJ4QHN3jZ1uAhnVeQRIHWGn233WqWMJtEMkWFWLqEx27hwvU4OzcF+OmZCbIFlXwxz0C4iCDByFRZQ1PQlwwkEY/dTDJbpNbnwBzPIWgaVrNEUVHRNIik8mwMOACBoetp6mQbX36sibMjCUwmgUafnc89UMPWBg/nhuPsDlYxlRhhY8BJLF0gX1T49MYAGwQnLvtu6lp/hYlrWSSLQG1zNclImvhkEpvLhsNpY/TyJPl0ATRIRtM43DaqGn16oXezA66F9P+nh/VsH8kJVUFdmi3wyI26OY2AAuf+AtybdaNnq9bXMotxfc3TAlhtkEmC1Q6FvJ4maZsmNzjbWFpsYLWCZWXEY26HRY3lfN/M04M6Z1d+XG3KRrSjo2NJiu3Dw8M899xzldcvvvgiL7744mp1b8UZy0c5l76GiIBZMCEAJU0lWcrwQeoiTdZqQBcGzilFvCYnebVIWslR0lSqLR5GCxEUTcEnuZjIx7g8PkzEnsUTLvD27/2/fPXhf4FvSx38m008IW8nrRSwYCKr5qmx+YgXUnyQDLPRUctmRxM/jZ0GdAnDnZ5WPs5cJq8WyasFClqRXLGApmmcTw/zuGcbH6QuYhEt1Fh8lG4Y/FQpSzgzwgOujSiaypnUNXZ5NnM6eYmSqmCVzESLScYKURotgYqBbPduo97ip6TcegbGzRBn/Z0XSjciBG5UrHTZTFR77VyPZan3ORAFEdmRJ1coUeWx8nCjF5MkMnhxinimgF+20Riwc2U8SzJfQlE08iWFdK7IVCqPWRLZpCi4rWaqvXZGI1kUVaUpYKfa42DoegJRAJetRDqv0OiXkJ0mcgWNK5Npjv/8Is8+XE9b0I/VLFIv2/nl+UksJpGiomInjcX9GPFJjVrFiqZmyKUKDL0/RCFXxF/nQTKZMFst1DdXEZ9MEp9MoWkapaKCpmmICFCI6Jk7uUlwNEL1Y7qOZeY6SHY9bnLbP7sRfzmsx2aW0oCiB5WXMnqVxswIxK/rGzq+Gti4BT46BcOX4ZFPwU/+DgrZuR/Mp56BhiC4V0YT4WZ8//vf5/vf/37l9fDw8IzzixrL119/nT179uCe1tn+/v5VDx2SZXmORxuJRGbUL18KjY2N/PCHP1zBnt1ZRvJTCMBIPsJEMYYJiRqrlxqzTLKUxWI3YxHN5NUiFtFERtU9zYySJ61kCWfH2GivvpHeCN/t7CZZyvD8n/4vXH80wt7+f82QbYrzyXO4RTvxYoqH3JtIq3nOZYZpslWTUrK0OOoYzUfJlHJ8Xn4Ep8nG9UIU2ezCLJrIKDk8JgeqpmGSJMyixFgxhtvk5Epugla7rpZkE8xUW7ycTV+hyVZNrJjGb3cTV9KYBYm0mkMQIKPksApmHCYbNsmKAOS1AiO5KWyiWfduV5CAy8LFceYtxiYKArLLRp3PiVkSGY1mqPfbqfHacNlMbG+Q9deyg03VTi6Pp8iXFCRJ5LFNMrFMAVEQMJtErkymuTye0qtXagJ+t4WNNU763x3B57QiCWASYHOdC9llpcFnZzKR462PxympGpPJHIlskXqfnYBbz3CqD9h4oF6mRrYhApIgEFCmSFy5TsvmVpLxNKgaH50MY7NZsDksqIqGyayRS+Vp2laLx++kbpNKdCJGPlMgFctgtkr61FjJo6db+WH4LX2qnY9BbkjP5Imcho3/Awyd0F+nroCrBQIPQmYUspMogGQ36Qb07Lvw+BegfiP88g34lV+DZ56Dn/ytHn8Juujv1kdhz/PgdEN1w4p+3vMx25Ga7mTBEtMdm5ubKymOg4ODd2RHuqOjg56enjnHd+/everPvptIlNK8mxwip+rrcOP5GO8kL+CSbOxwtSKbHGy1N/JR+gp+s5uP01duGMoc25xNjF8doe/3T/C//p+H2fhAFf/8W7/OzzPnGM1P4bd4+IVtmJyqT0ElJJps1ZxMnMUmWtnqbEJEYCQb4d3iEI3WANVWL3mlyMfpa5TUEl6zE4/koN7qZ7KYoMriYaIQxyna2OZoRNNUmu21VFu9fJi+TDgzwi7PNrY7N2KVzEzmEzglG4+4WogX0zzibmUkHwEENtlrsIgmCqqCQomgrQG3ycFIbgqnx3HzN+4WCbhtNPidDEfmZnc0VzsrRdQe2egjWOOqqLN7HZ8UV5NdVjwOCw80+RiJZVBVlZ9Gs8QzBbIFlQafjW31HnxOC4IgsLXezVg8S6PPyae31dyQfNYIj6WQJBGvzURzlRO7SdJLBCfzCKJAvd+BoOkGfuh6gqlUnp+dneShRpl62YbHYcFr92C2F0hMpPHVe7lybRSn246q6PWzRZNIbCxBqaRyfjCLzWnD6bXrXwwBD54qFwJF3fhJNkC6kblj0b1I0OMtXY269mTsY13XUsnru+dyK1z8a13BKDepG9fkFdj+v0P/q3D8O7BpG2zfCZFxePprsP0x+HAQ8jnY/ig8+ik9++cXfwf/5JtgWtKq4aqx6NPb2tq4ePEix48fB6C3t3fFFkxnE4vFKp5jMBiccS4cDrN79+5b9izvdcbyUXJqEUkQuJgdqxi2uJLhejHK5dwEHrOLT8nbsSUsTBUSnDlzluLFBNoXGog6CyiFEqdHzxPYVMvOpx5neFIjUkxiFiWEG+tDDtFKldnNhewIV/OTiAjUWX1YBAlJFBjOT5FTCzSY/Wx1NXE2exWHaMVndnEyfo5mWw31Fh9pJc9WZxMu0Ua0kMIsmnjItYmTibOomspWZxMThRiJYponXA/TalcYSo/eiLU0sdVWjxbYRU4tMJaPcC03qXvNgpnHPV5GC1Nst29Am6dG0e0gigIPNXnx2s1cnUqTLynYzSY2VDlpmlWh0mkz47TNzQCpcluxW0wk1WIlpfEzW6s5OaSHTjX47Tis+i53vc/B+dE4mYJKuqDw5ccaCI8lmUzl2RBw4rSZiafzDEezlEoqfqeVfLGE12nBYhJ5ZIOM02qiqKjYLCZ+cX6Cj4fjRNJ5PDYzNbVWJs6O0/rYJhAgnysgmUQ0RcXutpFJZHEFXFy/NEEuW6BUUoiOx9mwvZ5kJEV1kw+tkEYzORHqntC1L1NXbiibpwFR3/GOh/WyFIJ0QyNzEmo+BeMn9fXK9DW9qqPFo/9/cx7+2b+A//KH+m74pbPwwS/h138HdnwG2j6vB6ubzeDywYke2NSkp0U2tq7oZ36rLMlU9/b2VgqW/ehHP2L37t23FVs5nVAoVAkuP3LkCO3t7ZVwohMnTtDV1UV7ezsnT56872IsU6VspS5OupSvGMoy8WIKr8nJ5ewYvqINe8lEu2cr//3/e43B13/Gvi9sZ1ugmQ3/z28RK6UZyo5SVErs9mzhh+M/p6AWMQkmqiQbBbVEldXL+6mLekC7YCan5PlF5gwPO5uxCBKTxQS1Fpl3E0O6CDCQLGWRBIEz6askSjnskj5FPqdk2GyvZ6qY5J3EeUbyk3hNTlRVo927lXeTQ5xJXyGhZMiUcnzd/wxXchP0R99hu30DeaFErJTCb/ZgEkSqzF4G4ueoschstTeSnSZWvFKYJJFNNS6aq50oqoYkCreU2muSRB7Z6OP9y1FS+SJ2yUT75iq2NXqJpvKoGtT77DzY6KNetnFxIsVkIgsiJDIKD27wkS+UmEwWKKkKsRS4bBKizYyiqghoVHlsWEwib54d58p4igc3+ogkctjMEvmiSiJbwms1I6QKeKq8TF6NkphM4pKdoKWpafQzORJFFEXSiSz+OhmTWSKbzJHPFFCLKharPk0vZjPkCip2Rz14t+seZvy8nhPuadUFNYS4Pj1Pj4B3ix6H6WzQqzua7IAAzgYkVP33t78FX/g+/O6fQfhDiEzqMmwuD0yNQUMLlDT4WT+8+xNIRyG2CR57ElhbYyloi5Q5+/a3v01rq97J8mbOvVSw7Lnnnrtn1yxTpQw/iX7ASC7CYOI8U6VE5ZxNNBO01/Mp73biyQQHdz7Pb/9eF4//2jOcG7vE+dIIMTGLBvhNLmyilXqrr7IJlFQyjBXinEqcxWNyUG8NIEtOzmdHGclNUKTEDleQi9kxqs1eTKLEB6mLPORoJmDxcDYzjEkQ8UgOdnu28l8nf8bZ9DA5Nc9nvA+BAC22WkyCiQ9Tl0AQUDWVR1ybiBdS2Ew2RgsRUqUsz/h2ECkl+SB1EUVTqbZ4+XnsY+qsfuyihSqLl3OZYarNXlrstQTt9fzTui/wkLdlzT6bm1EsqYwncmQLJSwmkSqPrVJLfTaKqlIqaaiaymtvX+HieIpMrkRzlZN/eH+YqVSBbKGEgIDfZWH7Bpl0rsSmKifprMJUKkdztQu3zYTbaSZfVHBbJOThScyaxscnwwTqvWzZ0cz41QhTozHGLk9isVnIpXOYLCbqNlWTTeUoKSpV9XqMpc1hZfPDXtzj38etXEHKRxGqHob4BUic1yXY0qO6oXQ0gMmmC3M0fwWcdXC1H3JT+vRbFJGy4/qU3lal73hnJ6H+n0L15yCdhwtn4W//EqaGwWwBRYFMBkQN6jbCt/8Edj51Rz/H2bZjUc+yvb3dKFi2RjglOx6TA8WqssFejZgTUVGxiGZGf3KG//fVv6b9e3+Ew+XkyB//ex5/8gmuk6baH+DkZBgNqLf4Gc5PMVUYJlaqYSBxno22Gp7x72Cbo4lYMUleK5Eopgna62hBr79jl6w4RBslTSGiJNlsrqfNvQWPycHV3AQfpS+RV4vIJheiILLH10arvQGrYAFBI13KcSZ9VVdItzfiNNv5ZexjREFkQkkSz41Sa/Wz2dFArdXPB+lLXMxe5zH3Zs6lR7BKZoayo9gEM5Ig4hCtnM8M86i7hZxaQFugdvndgNkk0uhf2pqqJIpIFhiPF/G7rIzHc2gaFFWVlmo32UKMBtlBtlAiU1T46GqMHc0+JEHg0kQSSRIpqQoBj4uA24oGeG1mpHyesUsTiKJA7YYqrC4ryXhGn6lIIoqiompgsVtQFIXGzbXEJpKoRZVSXsGzwUVkQsGEA0uhgFnRfwRB0jN4zFZ9E0bJ68bPvVGPpxQArahPuyffAbWIZPHohhJJn8LbAjeKlU3B3/42CA2gBeHaOT34XCkAgq5MJFj0MKNb0LNcLYyCZXcxgiDQam9gsHiBGrPM+2+8jbPKS+DhTcQdTrwOF8lUkoDXz8F/9j8jIjKQPI+i6WrlZkFivBDneiFCo6WK6/kYZsFMXivyXvIiO9xB2jyb+Sh9hcvZMcYKMQpqEZ/ZjWxyIokStRYfV3JjjEsJdrpa+WXiLPFSimZrDUk1i6pqDCYvoGgKbsnBFmcjP4ue5nohht/sJqsUiBZTjKdiBMxu7JIVkyBwJTeBWTSx3d7EVCFOUSvhMjmwiCZUQUFCYptzA9FigtF8hGqrTKMtQLyYYocriF7dfP1wPZZBAx7aKJPNKxQUlU01Lmr9di6Np5CyAm70shYBlxWP3cyeHfXs2OjHYpWIJAuUVJVar50mv5MYCpPDEQL1MogwfG6MYraA3WmjdmOATDKH02NHsoioisblj4dRiipyjZtcNk9szIYn4MIU3IO16EeSLCjX/hHJ5oPN+xHGToLJpcddWnxgrQa7D6Y+BGsVIOpVH9WirpGJoAeta0X9vNkFsUGoq4VJwO7SA9YTMUgrunEUBfAHYEOrHiKwxhgFy+5yhFiRnfJmzqau8o9/+CrBJx9m5642Ht/zVYQvPqen3zmbsNwo5bDT3UrA5OZSdoxYMcmpxAXqLQEckpVEKYPdZMEl2shrBRKlDCICm2x1WEUzWxyNXMtN0GgNUNIU3kkMUWfzIZudZJU8v0h8RFFTiBZTPOJqxiSYuZS7TkEt4ZacPOzcQGjqXQBqrTIX09cp2RUCFg8jhSkUVC5mRmm21jFiiWDGhEuyUdCKmASJa7lxHnBspN29nbFClKv5CQJmDz6zm9FshGuFCZ7wPoBbcmCTbl1i624mV9SzrkqKhtkkYjaJiAI8skGmwefAKolo6MHr5cD2bQ1eqr3z5zhbNviIjteQiqUREJgciSKZJEbC43j8br0ujQgev4srZ0ZxeR346r0kJlNYrCYK+RKJWIai1Ix1exukxzBZZbj6OoVcFK31AJKWB1SEfFT3NrNjEP0YfFt1D7LuczDyYz3rB01XVHdv0DeFrDIoGfBI4N8KuVqoqdM9Vn81oOqepdsOGxphGbncK82SCpadOHGCnp4eo2DZHeZv/uZv+NVf/VXC4TBPb9jBW//9JxScApFikqyWx2/ysMFWTbVVrtxjEc1sdjayV3yKX8bPktOKqJpGSVMoagqFfBGbZEVFJa3kcJvtnM1co8rkxiqYmSomKGglwtnrOCUboiYxlp+k1uLDbDaTKKVptAW4no9hkUzYRSsiImOFCEFHHXU2P1UmD+8kL9DirOP95EWuiOMAOCUrBU1BEkT+SfXj/CRympSawypacUl2Ntpqkc1OPkpd5uPMFYqqnqu+0V5Dg81PgQICIkW1pGfarCOcVhOTyfyMY/pKg0Cd18aOTQECLislVUVTwWq5ebkRm8NG09Y6pkajoEEuk8fmsGJzWolej9H8YANmq4l0PIvH50Ku9RCbTCBXeyjmCowMjdO0tRZNE3TxX3cjCJ8ib5aJJeOouTguqxlrZAAxcR6Bki4EbPNBekxXVbfXwZav6zvipQyYZV153dUI136sG0xUKJ0Hqwm+0AFn3oPIFCCAywE+GeqqwLtyVU2Xy5LWLF966aUZBcsMVo/f/d3fxWKx8Lu/+7s8/fTT/Jf/8l+orq7Wp+R1m5bcTpO9mqyS43L2OglFn+JZRV2VPKXqmRJ2yaorpKsFtrs20mKtwSqZuZKdYFSMEjB7iBaTXM6NcSk3xmZHA1dzE+z2bmEwcZ7JUkEvCKaVcEl2ruTGsQgm6ix+trk28Iv4x6SUHGbRRErJkihlOZ++RnXAi6IqPOxuxiKYEDSFVnsDkiARmhrkMXcr1/KTKKKqr7FpEC2m+NXqzzAQv8BWZyPS2s/KVpQGn658pMyzFutxWKhy6/qMlluoyeSr8iBXuclnS3pMucNKIVfAW+th6nqssslTyJVQRkqYzCZymTxWm5lsOk58MkkhNy1TSrKSSsW4Op6goEpYSCHnLVQ7t+AwqYg2HwhnIB8BzPra47V+3dj6HwXHDUWi5BV9Eyg1rNfjKSag+kY2UIMETUHACkIBSENNM4iZBUZ551h04efQoUNz1idnFzEzWD6JRII/+ZM/qUjd22y2iiqKy+XiG9/4xrLkpABanY20e7fxqLuFne5WWux1uidq1mt6+0xOnKKVNs9WNlqryVGi3uqnyRbALEiklCz1Vj8gYBIlHKIVURQ5k75KtVnGIpoxixKqoNHqaEBE4EJ2lEgxQaZUwG/2UGPxomkqrfZ6FE2lhMpQdpjHPK1UmWWa7bXktBLj+Qhb7A085t6MoqkE7fVssAeotfjIayW9GFh+CrfFcUPibWXTHdcan8vKg00yFukTYygAPqeFh5rkZVUnEAQBySRhsUps2bkRs9XEhq311LcESEezFLIFajdUUd3kw+q0ks8VKRVL5PNFAvUykslEOpat1N/CFkCyyfqvZhGnGiWdyZG4/HPiZ/4GTVH1tUuLR68WqZX0jB1bNSQvwqX/BhPv6SFFzkbwPwKOGmh8BmxuMH0I1fWQugDX/w6UKWh+BOoCunDHGrOk3PDf/M3fpLW1lWAwSCQS4cSJE2uulH4vo6oqY2Nj1NfXMzU1xb/8l/+S7du38+yzz/Kv//W/XrHniILIo+4WBhMXSClZ6qy6ipNDstFqr8cp2bCJZnJakZKmr5kVNYUai49WRwNZJU+9xc/ztZ/lrehpxgsxvuB7lMHEBVRUHKKVEgqtjnoUTeHD9GU22mqosrgZL8ZJljK4TXbiJV0aTkBkq6OJemsV76cu8oBzI6fi57BKFqZKSUYTUTJqDq/JybX8JGklR0rRY01H8lM02gKYMNFkqyFVyt9s6PckGwJOqtxWJhI5FEXDaTNT5bYiistzo1VVxelxcvnjYbLpPLlMgWwyi6fKzea2TVhsEqqqMTkaI5fO4vS6cLitmMwSmVSehs01xCeSFPJFrDYLCCKOup3YJuIUcmkEyQxqgZK1hhJ5StlJzDZZDyNKXwf/Dn2TJnpGzyOXt+vG8crf6oHnvgfA1azvqFt8UNcMFi/42iG3FXytQB6KUZAaV/S9Xg6LGsuXX36Zjo4OJicnmZycBOaqEBncGr/1W7/FL37xC9555x1aWloYGxtbdsW5xfCaXXzG92ClFO6Dzo34zC5AQBBANrm4kB7hbOZq5R6zKFFt8TJVTNBor0LIiTxX/QSXc+PUmHx8wb8Di2giXswwWYxzLj3M2cwVqsyyXvBMkGi0VfGP0ffwm914JSdThQRJNcsDjg086mymzhbgTPoKHrOTN6Mf8AX/DqaKSSbScS5lx5AEkbFCFIdkxSRI+MwuBESqLV5kyYFFWl+74WXsFhMbq1wr1l50IsHkSASz1Yy32o1SKpFN5rA6LExcixK9HsdsM6OqMHZ5ErvTyvbHg9RtqqJULOJw22cYa4vLj7f1aSauX0ZUaxFTk4wli/g8dbiyEaTCOGL1TvA9pHuWuSmQbqSEWtyglvQ1TGtA3/FOX9U3fsbCurKR78EbFSBN4K6G+OUb96/9IvUcY5lIJAiHw0QiEVpaWujp6ZmjlG7EXN4a0WiUr3/96xw+fJinn36azs5OvvGNb1TOr5ahLKML5tYseH6zswFBgEs30ikVTaXN00peKZJVi9hNFsbzGXZ7ttJsC/Bh+ipjhRhuk513U0NcyIygASVKqJrKR6nLAGx1NFJr8/NuIsyDro3YRSsBi4esVqSglIiX0pxOXcYuWTmbucJT3h1klQKThQRFtcQjrhamSglSxSwPuTZSbfbgMjn0CpXKymfwrDdSsQyJqRSpaBaTpQgC5NJFRBG0dJ58Nk82UyCfLYAo4PHrnqVSUikVS6TiWeqaqzFbZkYebKjxI5lsDE/WIfgiJMb7MVtsJHIJZN92rPkpSFwApYAkWSF+Tt/csXj0tQWLX88AGnsb6j6tFzOz+vW1y+z4jThME4y8CfWfBdEN+btwGu7z+ejp6WHfvn14vV5aWuZmSdyszISBzrlz53jzzTf59V//dWRZxuPxVNZ+7rZoAlEQ2eJsYqO95kb6oohsciEIAvFiikQpw8XsdTJKjpRaoNleQ6SYIqcWedC5AQmJWEmX/W+x1XE1P0GspKdi5ktFQGWiECdZylJrlXmh5imu5K5TZZZRuIygKYzmY3ycvsxu71YkQeD9VJgr2XF8JidP+h7Wi57lIzhFKyWtRPGGwLHBwsQm46TiaeweG6V8iWQkg91hoXpDgLHLkxTzulEUNJDMEqV8EdHn4OrZURq31OKtdmMyze/BN/gd1PvsjPi/iGwXyEwMkSmUgHqqnSXE1DU9NMj9qJ4KmZ+ErPxJPfLyxo47COe/p4sF2zdCDshchMAWKGbg+i+gpQ4Ka//lOMdYHjx4kN/4jd8AdC9zOiuVD75eSSaTFItF/H4/b7zxBv/u3/07XnzxRRwOBz/4wQ/WunuLYhUtWC2WGce8Zhdes4tqi5eruUlG8pOoGnypahdXsxO8nwqzwV7Fw1Iz4cwIbyfO4jE5uZwdZ6uziRZnPZFSErtkodVuZaQQZSB+HpMgEnQ16pJiiMSVNG8nzvCAYwMPOjeS14ooDl0M93x6mFgpRZ3VT5O9lkQxg9u0sqpD65FMPI9JkoiNJyjkigiCSMFtxeK04PDYySSzyFVuioUSmgp2t5VMIqvHYEoCTq8DybzwSp0gCDQEfIwqT1My+aDQTGrqQ3ymAhbBhCTadA/R5tOzfBD0abitRvcgqz8N8bNgqYaMD66MQ+ljsDhBzUPzAxD/GBLnoKr9zr1xCzDna6OcBw56SYk/+IM/4Nlnn+XUqVN3tGP3Goqi8MADD1RKB//zf/7PuXz5Mg7H+vhHbZOsbHE28nn/Dr4Q2MGn5Ad4yvcIn5EfZKd7Mw7Jhooez+kzuai3+dFu/PdeYoiRfIQfR99HUxVcFjubnU34RRc73EFG8lN65g4Cp1LndVEPs5eJQpy3YqeJKWm2OpvY5mgiUkwwpSQRtHUWO7TCFAslEFTiUylKBQWlqAIaklli8loUFZXqpgCegAt/nZfqJh+lkh6H66/3IplEbA4TLvnmkRiCINBQW0vwkWeo2fJ5Nmx/Got/M5LZBlYPFOLgqIPMhJ69Y6/RlYl8D0LVY7pHmfTC8HnIxvW6PaUcjIThygi0vKCLAmtrv0Y9pwfT18927tzJyy+/zP79+2fsfr/22mt3pnd3OT/5yU/4zGc+Qy6XQ5Ikent7+da3vgXMDAFar1RZPTgkG1UWLw7JyiOuFiRBJKlmkE0uaiwyOaXIiw1fQNNUHnG1UELjJ1MfcL0Q4YNUmF8J7OYrNZ+izuynyRqg2VbHycQ5osUkjzg38c3GDv5J4HFkk4uxQox3EudRUbGvswyelUbTNHKpIjaHBafXjs2ui/5ODkcwW01U1flIJ7LEJhJErseJXI9jtVvw18m4/U6aH2hENIm45KVtNlnMJjyBJuzBDqSGz0P95/UpNqqe3bPpy7pqkaaCvFmPqcxHgBoYuaAbTUkA3yOQk+HyKHxwGs6dAdfWTzaJ1pA5PvbQ0BDJZJLpYkTlYuXlY/39/fdtbvjf//3fI4oiX/ziF6mvr6e5uZlYLEZdXR1f/vKX17p7dxRJkHjMvZn3U2Gsool0MY/LZONKboJNVr0w2rXcBDbBwldrniBaTJEuZXFIVh51BXk7fob/6/KrPFfzBAGTB0VT8ZtdZJQsb8fPErdmSKb1QlxmSSKvlNhkr0W4UeDMYGHMFhOqppFOZHH7nPhqPVhsZuqD1bi8Dj74yVk2bm/AYjcRG0+Sz+Rx+Rxs3FqPXOtmcjjKpu2NOFy2xR82HUEE/zbdi4yd09WHPE4Y+YnuNTbWwdiArlbk2gCJuB5zmRkF5xY494G+8a2WwL4B3n0DChl48uFVeZ9uaWizJdpEUZwTAFuunDf9d0W5NxbYV0Ki7eLFi2zatAlBEPjKV76Cz+fje9/73gr18N5H1VSmCgkyap5EMc1YIUpaySMBFsFKopjmo+xlas0+osUUV3MTqJqCw2RjvBDDrJnYJW/hdPoSiXyKp6t28srw3/FR+hKy6KTJXo3L5MAr2XnC+wCxUoYv+tv4XPWOtR76XYumaZx75zID/acpFYp4qlzYXTay6Tz5tF42opArUbvRR+2mKsxmMwgq6Xiebbs3USwo1DdXY7Ev04PXVIhdgIv/9Yas2yXQCjcigASIfqSrFLk+B+/360HpwxFIjINa0D1PyQY+D/h88IX/HR5ZvObWSrKoRNuhQ4fo6uqaU4a2zNTUFEePHl29Ht5lnDp1ivb2dt566y0++9nP8oMf/ACn07nW3bqrEAWxkp9etJZIJ3Jk1QIaIAgaZ3JXGctFaTT7KFLi3dQQn3JvwyqZ9WJqikJzvpon5Yf48dS7FNQCn/U+wCZbLSP5SS5nx0GYotVez7VchK3ORoqs/e7o3YwgCMgBF5seaGD44ji+Gi9mmxmrw0pCSFLMl9i6s5lMOsvU9QSaqmK1W3D7nORzRZq3NSDeTiyrIOqybWXdApMdcmn9/2pJ17WMnAaxBmo/pcdjxk4Dgi7nZg3onqlgBqlGj8N8ZCXemeUzx1h2dnbOGy5Uxuv10tnZuaqdWmuOHj3KuXPn+O53v0tbWxvHjh2rhPu4XCsXMLweMYsmdno2cyU7wbXcBEW1hEu0scu7BbNo5jFrK6HJAT7KXOJp/2PIkhOP1cG14iQTU0lkk5ufx84goGIWJWyShaCzHougpwH+KPYOJRQ+713jfzn3AJ4qF3WbqnH6HKgKxMZjRMYSCAJs3FqHKkA2USA+lSSbzmOxmvDVenF67STrUnj9txn9YrLpGzpWny72K9l0j1Et6kpEgUdBrtMN6pUJ/Tq1qIcMpcdg06fANKlLwa1wNc9lDWf2gaXEAN5tcYK3SyaT4T//5//Mc889x8aNG6mtrSWT0RP3RVFk//79a9zDewuraGGLs5HNjgYSpTQllEo1Rll08htN/4Sea/+N9+NhNtpryKlFwplRzqav8jvBf8q1yBQi8DcTv0BDwyna8Js9TBUT5NQCU84446UYD63tMO967E4b/joPgkng/f9+hpHwOKJkwmyREM0ikiAxMRxh/GqkkiAzdiVCqaQQqPPevrEE8D+ox1Qmr+jeZD4Cxax+XFVASUPi59DyK3D5Q5i8rMu0NW4C5TzYGnXtS69bn9oLa7crft+ukquqysWLF2ltbUVVVf7tv/23VFVVsXHjRr75zW+udffWBYIg4DW7CJg9jBdiAKS1PGZR5DFPKxICNZKMyWpiODfFg+5mfho9zaPOFj7MXKbVUU9JU0mXslzLTyAJIkFHPZlSnkgxubaDu0dIpzKMDo0zenGSZCRDqajgq3UjCRJD717BW+VGQEC7YS3VksqFdy6zfXeQDVtXoAPuZsglQLTB5Ptgv2EwE5dg4xchNqTHYMb64Ykn4ZwX1KxejkJyAio4XeCx68Z1DdNc71tj+Xu/93v8p//0nxgeHsblcnHt2rV1ExN5t7HV2US8lCGvFihqJZySHQmBeCmNomk0in6soolMMYvNYkZFwSxIvJcK4xTteE1OPCYHJVVFNjkpod6SVNn9SiKeJJ8pMjI0wdRorOI9ZpN5NFUjk8wiSiIu2UEy+kkJYLWkzXh9W0gWqL4hz2b164YyNwnyA7pCUfJ1XUxj6n2I/rkurjEe0YPS5RZo2AqyBWwuXXl9DVn7SM87RKlU4itf+Qp/8Rd/AcA3v/lN/vqv/1rfBQTDUK4iPrObT3sfYLNDr/stm1084NrI1fwkE8U4EhJTxSReswuHycFwIcJmRwOPOlvIqXnGChHSSo6AxY39RuG1gGRkky1GIVOkVFCITyURpwmAZlN5rHazXusnX0Qyz/zicbhtqCWVZGKF8rElM3g2woYvgNkNohXcLVCMgfyg/v/EBT3bRxiGjXbYugGCfqjzQOoM2Fan/PatsCzP8tKlS2zatGmFu7I6XLhwAU3TMJlMbNu2jUAgAMCmTZvumTGsBzxmBx5zMw/QzIX0MAOJszzu3cZIboqiWuRRdwt/N/E2m+y1jOQmiRYSfF7eQYO1irSaRdU0vCYXIgK7PVsR7p/v+WWjaSqqqmC2mLDarWSTuco5s9VEdZOPfLZIaVretWSWqGryYXOayaeLuFfyO0ky6x7j8I/0IHVBBHs1RD7Qy+cqWT3eMnNdX6dUk0ABGp7Up/JrzJKM5bvvvjtDlq2np4djx46tWqdWkqGhIUZHR2loaOA//If/sNbdMQCu5iaZKqbwSnYa3FsZyo4QK6T59aZfIV5Kk9dKmDQTsVKKHa4WkmqWaDGFopVotTdiESSsa7jQf6/g9DqJXE9QvSFAZDyB3WUll9ErY04MR6ndVIUoilw5N4rb58TmtGBx6OFDJrOJUnEVdqBNVj0YPXpW3x2XzPoOeU07XPvRjWM3xIFRdOMqmUDNLdr0arOosdy/fz+xWAxZlivH3nnnndXs04qyZ88eGhoa1robBtMoaronk1YLWAULBa3IpcJ1RiNT7HC28KCjmXeS58ipBUYKkyiqilWyYBH1P1dJEMnfvNy9AeBw2rE7bVgdZjZuqWdyZAqLzaxv6GjQtKWOQrZANpMjnykgIBCo8+KpchKdSOBrlFe+U85GkCR9h9zs0stMeFsheQkCj+j1yNUCoOo6l74HYeTn0Nq88n25RRY1lnv27OHgwYMzjr366qur1qGVRrwL6g0bzKTe4kcSRD2cSBDIKAUecDbzfnKIj9JXedyzjQZbFZezY7yXCiOgr7c97NrEBWEEj8lJgzW7xqO4NxBMEKjzkk1mqd4QAARMZgmby0oiqtcdbwjWImgapZJKJpUjMpbEareg5Fch8N8b1NcsnRshdVHf7DHZdRUik+PG9NsKohkQdBV1qwzC2n85Lmosp6sQ3eyYgcFSabbXssXRwPnMCBklj0U0o6FSZwlwITPMV6s/g8tsZ7KQ4EHnRmyilXprgFQpw4fpy0iCxE53cK2HcU/gdNsZzU/hq5VRVZVsModJEnH6HDjcdj742XlEQaikMxfyBUwWE26fk+hYguvuSeqaq1auQxYPyFt0T9LVDKkroAng3QKT70FiSJ+Wa5qe2RM7rxc7E9Y++mFRYzk0NERPTw/t7bqenKZpHD9+nJMnT6565wzWJx6zg8/7d+AQbVzNT1CluLmanaDB5sNvdjGen2Iod51wdpR6q5+SpjCYOEuylMNusnAtP0FONdIdl4LL68Ljc3Dt/Di5bA6loIKmkcsUcD/qoqm1hqnrcVKxLCLg8jpw+VwkIinC719BVbSVNZYAns0wdgrQINAO0Xeh5tP6WmUpCQj65k/iMpSy0PDUvWEse3p66OjomKFCpBnrRQa3SZOtGl+Vm7F8hA9Sl9jibOR6LsJEIcHJxDk2OeqIFBOEc6NoaFgw4TbZkU1+NE1DXEa1w/sRi9VMbXM1k8Mx4hMJBFGgVFBIRNOY7SYagjUk4xlqXDY0TSMTzzI1GsVmtzJ6cRKHx8HWXc14Ayu4Le7brqsOxc5DMQKOWhh+Q98FT1/TUxu1Ijjqde8yOwmBtU8zXtRYdnd3zykj0dFxZ9U/1iuDg4P09PTQ29vL4cOHaW1tJRaLMTQ0xJ49e9i7d+9ad3FVcZpsNApVfJi6zEQhQTg7ypPyw4Qz14mXUjTba6hWChRRUFUVVdMQEWm0BmgyB9a6+/cMvmoPjz65hWu1XiZGIqglcHltSBYRq82CUlRQSypKScVkMZNOZgm/dxU0yCQyZNN5vCv5dtu84NkE0dMQ/RgCD+vT8vSIbjilG2uWSl6vPa4W4S4oI7KosXz22WdJJBIcP34c0HfH11tu+FrR1tZGd3c3vb29vPTSSzMiDvbt20c4HObw4cNLbm921MJKslptXy9EQYBWRz0DiXNcy0/gszpRVA3Z5ELV0nhEiZxS4HohhqZpPBPYicUQ/70lPAEPD/jcbIw3kCsUkESB+HiKQqFIYiLF9cuTiJJALltELaqUHXe9fvgKb5JqGpjceuykzayvU7o26KrqmVFA0+MvRSuMvw1VbXqqo6rAGmZuLfouXLx4kWeeeYbXX3+d119/nV27dvHuu+/ega7d37zyyit0dXURi8WWdH04HK58oa00q9l2pKDneDslG03Wai5mxmix1XMhM8zDrk1stFVhEUw02Pw8X/MZ9td9HgGBmLJC6Xj3EYIo4PI5qKqV8VV7EQRITiXYsmsTuXSBTCKPWlRB0DMjzXYTmx5qxLNEtfSlowEqWL36Tngpi/5QDcwesMigapAe1dcubQHdSGpru069qLF89dVXOXXqFMePH+f48eOcP3/+nglIv5eRZZm2tjZ6e3uXdH13d/eq9WU12y6vPRa1Eg+6mhnKjbLJVsMj7iBvRk6TUQtIokRBVZgsJBjLR5gqxLEZSum3hVJSiIzHmbgWw1Pl4HMv7MZXp5eqFQSBmg0BPvd8O26/A6tjhcujCKI+3c5P6sIakkP3Kn3b9eqPhaS+ZunaAM2/ok/DBUHfJV9DFv2Lm0/bcvfu3avSGYOZBIPBGVEHfX19yLJMOBxmaGioYsRCoRCnTp2qZFl1dHQQDAYXvD4Wi3H8+HGCwSCxWIyTJ0/S3d1NKBRicHCw8tzysfnaXimqLTJXcuMABMxunvI9DAicT19Dtri4mhvHLErk1CJvJ87gkGz8y43P45EMAebboVRSyCZzpKIZPv5ZmKbtdTz1P+6ikNWzdkxWCbPZxIYtq5TQIW/XRTMKUV1QQ7yRCmmr0oPUbbWQG9en3lYvZMdWpx+3wKLGMhwOzzl28eLFVemMwVymT8P37dvH0NAQHR0ddHZ20tfXx969e+no6KCjo4PW1lYOHTq06PW9vb20tbVVNuoikQjhcJiuri4GBgYqx44ePcrhw4fnbXulqLXKNFgDjOSnkEQRn9mNKqjU23z8aOpdpkopFBRAwClasQgSk4UEE6U4m2la8f7cL1isZjQgny1iMgtY7BZAQzSLmEwmLDYT3hoPZusqrQ07ArD5RbjQB9kpaPwcXPpbKCb1MKHkFV2ZyNEIxZyuZalr769Of5bAosayo6ODL37xi+zatQvQvZjVnJYtlVgsxpEjRzhw4ABtbW1r3Z1VIRwOz4g8iEajFU+xbOBuxkLX7927l127dhEMBjlw4ACHDh3iyJEj+P1+QqFQ5f47EUsrCRKPuoP4zC6u5iZosAbIl/KAroVZbfWRVwuA/s/EIpopaQoj+alV79t6RhAEvFUeXN4o2z69iYmrMa6dGyU5lUayStS31LDpwQaq6mRMN6kdflsEHoJ8Qs/7HvsFbP2G7l1mx0E06bvhV/4e3E2w9X/Sy1GsYZXHRd+FnTt30tPTQ09PDwC9vb13xW74qVOnlrz5ca8SDodnlPA4cuQIgUCAvXv33nQqXN65Xuh6v99PNBplcHCQY8eOsW/fPtra2mZ4m8C8nuRq7IqbRRNBRwNBRwOqpvJB/CJvRN7DY3JwOTtOkRImTLhMVpzYEBGwieu7zPCdoKrBS0lpZOpajHd+/BGZeBalpCvaT16LEZ9K4vTaad7euDodsHr1NUpc+prlmT8Hi0sX08gn9Lo88mZIXkYX1VBgDWPTlxQT0NLSwssvv8zLL7/Mzp07uXTp0pIfMDg4WPFKpxMOhzl69Ch9fX0cPXr0lg1fR0fHqoXJ3A10dnZy6NChipErrycePny4stZYPj6bUCh00+uPHDlCOByuhC7JssyBAwfmtLVQ26uJKIg87N3ELu8WrucjyGYndWYffrMTARGv2UWslOZB58ZV7cf9QCmv4HBYCb9/leRUumIoAUqFEuH3rjJ+ZZU9eP+DN3a9zXrKo6rou+M2H/i26bV4LB4o5sFsX92+LMIcz/K1116jo6MDj0eP2P/ud78743wsFqO/v59/+Id/WLTxvr4+gsEgg4ODc87t27evsj4WDoc5ePAgJ06cWNYg7lXKQemge403C0rfvXs3sixXjNW+ffvo6empGNPOzs5KzGZHRwd+v3/B6wOBAKFQCL/fTyQSqSxldHd309XVVUltLXuZs9tebSRBYrt9AwfqnuZvJ08SK6VwSlZa7XV4TS42O+qRLWuf0XEvUyqUyGULFIsK1y9Pzn+RBqPhyRmlsFcci0vfvPEE4fL/p4cJaYoejI4Cdr8etK7dhQXL/uAP/gBZlnnmmWcA+M53vsOBAwdmXDM1tbRvm4UyUGavtQWDwRkeS19f37zrcYtNP+812traZixx3AxZlud8mUw3XMFgcE47N7t+PsobRbOZr+3VJFJIcqUwgUOy8fX6Z7iejxApJoiXsjTba2hx1FPS1j6j415GVVU0TUOSBEqKgsku8dmv7sThtqOpGqIkcG7gMoIA6UQal3eVvpxyU3pVR0GEuid1w2lyQCmna106GsEkg9m2Os+/BeYYy1OnTs14/corr8xZo7xd76Ls1UzH7/czODhIW1vbuk/zM1iYaDHJT2On+Xn8I07FzxEpJamSPGy01+A3u3gzehqHaOVrNZ9Z667e05gsJswWExYrbGsPEnxwAx/+4hyXPxpFUzW8VS4e+sxmNmyrR7Ks5kLhjV3u6FloegYu/wPEPtKPWzx6yVxXAyjqYg2tOotu8Ph8vsrv8XicUCg07xrkrbDQ+uR0NfbFKK/JlVmvO+L3G+dSV3kvcQFFVYgX0yioJNQMpzOXaTD7sYgSCSVDqpjBaVp7b+NeRRRFvFUuJkdiPPKZrbz+F28RG/+kYmZ8MsXbf/c+FpuZzTtWUXjXIutB544auPoPkDgPCLpnWcyAxQuX/w4eqAVVhTXUp13UWIZCIX7jN34DAK/XywsvvMB3v/vdyrGV5FY2eRaaMs5meHiY5557rvL6xRdf5MUXX1xO9wxWGVVTGcpeR0VgopDgIVczl/PjTORjqKiYBYl9tZ8jWkgSzo5Sa/cv3qjBgshVHlRB4+OfXiCTyGKySCglFUEUMJlEVFXl/bfO0bS1bvV2xC0u8G6F+BkYHwCTDWzVINbo59MjuhJR6hqV8pSrxPe//32+//3vV14PDw/POD+vsYzH4xw/fhxBEOjv759zfmBg4LaMpSzLc7zISCSyKrvbjY2N/PCHP1zxdg1Wh4yaQwBqLTLvpYZwiTY8jgayap68WiKcGeFBZzPRklE3/HYRRAGHy8rY1SkKuRKiJCCKAhpQyJdAg8hInExilVXp3TdEgL2tEDkN8XM3gtBFXaYt8CgUszeOrd6SwGxHarqTBQuEDnm9Xjo6Ojh16hRDQ0NcuHBhxs+tKOHMx0IeoZFGeX8jCiKNlioEDUyixPVClIHkeQaT5xnNRSiqJTJKgZFchCqTvNbdXRfY7XbsDn05Q1U0lJKKWlIrTpxkFueUyl15SmCTP6kprqnoSepAZgRSV/V4yzVWmlpwGt7S0sJ3vvMd3njjjTl6lsthejDz7B3tcDhcCY0xuL95yNXMP0bf453EECIitRYfWbWAgsJmRwN2QVdKd0hGUPpKsWFbLe/848fzznI3P9ZMVYO8uh1QclAq6MXLrP6ZMmyCSd8pt3h073INYy2XpGc5nR/96EfEYjGef/75RRsPhUKVafyRI0dob2+v7HSfOHGiEtN38uTJ+y7G0mB+TKJEk7Uaq2hCAzJKDhCos1WRVnLYRQs20YLC2u+Orhf8TQE+/ZUd/OJv3pthMKs3yDz6ua34a30L37wSqHldgcjVpG/2xM6DkgEEPe6yZrduTNdYHX9JSZ+vvfZaJe5R0zROnTq1JGNZ3oSZL5c8GAxWjt/NoUKKqvKzsxNcj2Wpk+18Zls1klExctWYKMSIlZI8IT+IN+VCEgREUSJSSHC9EMEqmNnibFjrfzfrisZN1UiaRk1TgOGhMfLZIjWNPupaqmh5aMPqd8Dk0r3HXASQoHY3KCV92l3M6Bs/jV/QN3/WkEWN5be//W1isRiRSKSSNjc9X3k9819PXqXrLwcYjmQqxxr9Drq/vouvtS/vj6is7gNUgv37+/tpbW2trAWXNSzLsajhcHhGQP5i5+9lREHS1XDUEiOFKSaLcUBfvtIAsyjxsHMTTsmxlt1cd9S11FDXUsMjn9165x8umcFep/+en4DUBT29UTTpupeuRsjF9LVM4S4OHWptbeXgwYNcvHgRQRDYtGkTP/rRj+5E39aU/3ryKt/4j2/OWcYZiWT4xn98k+/9b08ty2AGg8FKOmHZoy7LpoGeWjg71XH6l1NnZyf79u2bsUnW2dm5bkRFGq1VVFlkJgpxdriCjBVjjOQnUTW9VO6vVLWz0V6H30h3XD/Ya4DTutjvxCDkrlORYhOA6jbIx/QUyDX0Lhc108FgkMuXL9PS0kJfX9+d6NOao6gqXX85MG9UV/lY118OoKi3v25W9jL3799fEeWdvSzR1dWF3++vlHeYHU3Q1dW1LrxKAL/Fzae926ix+hAEAY9o52HHJna4WvmC71G2OTewwV6Fz+xe664arBQmG6gF3VDaa6H2CajerZfHtVbB5b/XPco1Loe7qGcZi8UIBoNEo1EmJyf50pe+NCN3fD3ys7MTM6bes9GA4UiGn52d4KkHapf1jJMnT9Lb21vJQiqLXsxn9MrHTp06ddPz64Wdni24TA7eiV/gndQFCkqJoL0en9mFS7Kz3XkH1tEM7iyZMV2ybeyXn0y1BUFXIUIFq3z3hg6VeeGFF1AUXbTg5Zdf5o033lj38ZDXY0sLwl3qdfPR3t4+R4Jt9+7d8wqIlKfY853v6+ujq6uLzs7O245/vVsQBIGtziYEDeptPnJKkbSSRRAkpkoJPk5f5VF3C+Iarl8ZrDCCqKcz+rbpeeKoetEy0QJVu/TCZmvMon9t09cn33nnHcLhMG+88caqdmqtqZOX9sEs9bqbUZ5SDw4OIssy+/fvn7PcEQqFkGUZWZY5dOjQjPPljZ31Vss9XkwzlBkhq+SJl9IkShkypRySJjKam2KqkFjrLhqsJM56KCT0qXb9ZyHwmL5WWfdpPcbyLlijXtSz3Lt3L7/2a7/Gn/7pn7Jz50527tzJl770pSWFDt2rfGZbNY1+ByORzLzrlgLQ4HfwmW3Vt9x2OBymv78fWZYrRq+/v7+S/tnT00Nvby+9vb2V3e7pIiFlXcnp5/ft27fuAvqniglUAX4ZO8Pp1EWSSgabYGWLo5HPyg8ymY9TbZXXupsGK4VohZbn4IP/W1cakizocZZVuvEU1rayIyzBWL7yyiucPHmSLVu2EAqFaG5uvqvjIlcCSRTp/vouvvEf36yErJQph/d1f33XsuItg8HgnHz72e/nYoXBVqNw2N2Gqqi8FT3NycRZmm3VNNoCZEo5PspcJqGk2WirWesuGqwkAhAfggf+Z4ieg/yUXnLC2ahPx+MX1rqHi0/DBUHg5Zdf5s/+7M949tln+e53v0sgELgTfVtTvta+ge/9b0/R4J8Zz9fgdyw7bMhg6UyW4kzkYzzsbOZKbpKfx85wNT9F0F4PCIwUli7nZ3APYHJA8hJc/lt9Y8cb1OXbxgYg+qGe2bPGLOpZHjt2jOeff74irLF//34uXry4rqfhZb7WvoGv7Go0MnjWgJxSRBIlXh3/KdoN3/56IcK5zDWe8T9GtpRb4x4arCgWny7ym5+EqQ9AK+mbPiY7iHawV4GmrWnK46LGcv/+/ZW6PLIs8/rrr/PKK6/cib7dFUiiuOzwIIPlU9RKvB0/g0mQKGmlSsVoAXg3OcSXA4+vcQ8NVhSTVZdqS14CMa/X4RFFvZCZ1adrXN7tueEvvPDCnGN79uxZlc4YGJTJqXksggmbZEHVTJWiWaIgUlJVFM0Q0lhXmBx6ymPtp/XSt7mpT9Id5Qd0Y7rWXZx9YLHqjtFolFAotKTqjgYGy8Uh2Wl11HM+M0JGzaHecCqsgkkPUL8LQkkMVhCT9RPVIckCalAPI7J4werRM3vWuouzD6xkdcf1gKIpvBk9zWg+Qr3Vz1O+h5FuI+2qLKRRLik8nT179iDLMq+88gqRSKSSCllWZ1rOfbcqvjFd6GP6cxd6vVrZQxvtNWyyN2AVLUwW4mTUPFbBjN/iYYMlwCZjN3x9YfXpsZbajfK3hfQna5ZWH3hWsQ7QElmT6o73Cq+NvcVvn/lTruU/qavcZK3ij7f/Fs/XPrmsNoPBIAcOHKC/v59wOFwxNoODgwSDwYrhk2W5IrhRvma59y0mzjG7f7PvX+z1arDRXs1OTxApCdUWL0VNRRIEbKKFHa5Wgo6GVXu2wRogCOB/WM8RL9rBfiOGWRDBHQRH3dr2jyWEDs02lMDqFVy/i3ht7C32vvd/zDCUAMP5Sfa+93/w2thbt9V+Z2fnjFrckUiE1tbWFb9vMXGOuxWraOF/qNrN53yP0mirwm920WCt4gv+x/hydTuSuLaiCgargNUDdU9AYAe4W8C7BWqeAP8Da765A/N4lrPXKGcTjUY5fvw4J0+eXLVOrTWKpvDbZ/50QdUhAfgXZ/6Mr9U8sewpeVtbGwcPHqy8XqrhutX77mXxDZfJQUdVG497t1PQithFC867IEfYYBWRrODeuNa9mJc5xnK+NcrZaNrqlqRca96Mnp7jUU5HA67mJ3gzepqn/TuW/ZzOzk76+vqQZZmOjg5CodCK37eYOMeRI0cq5+/W0h4esyH0a7D2zDGW3d3dixYoW+9rlqP5pWWHLPW6hdi/fz/79u2rbJisxn3TxTmmT8VDoRB79+6dt+SHgcGaoRQhOwb5uL5eaa/S88Pvxmn4YoayXLBsvrXM9UK9dWlT4qVeN51wOExPTw+RSKQi0Vb2/vr7+ysKQpFIpCK4Ufb8lnNfMBhcVJxjdv9mP/dmr++F6bzBPUIxDRPvQCH6ybHEELg2QuDhNS0pASBoS5hTz1ew7NixY6veuZXgueee44c//OEt3aNoCpt+8g2G85MLqg41Wau5+Lm/uK0wIgMDg2mMD+h1wucjsOOOr2XOth2Lmupvf/vbvP7667z99ttMTk4yNDS07guWSYLEH2//LeATlaEy5dd/tP03DUNpYLBSFFL69HshUlfuXF8WwChYtgDP1z5J345/O0+cZTV/tP03lx1naWBgMA/KjXzwhSgtXOblTrGosZxesOwP//AP+Vf/6l/diX7dFTxf+yRfq3liRTN4DAwM5sFk03PB1dL8582eO9ufeTAKli2CJEi3FR5kYGCwBMxOcDQsMN0W9DK5a4xRsMzAwODuQN4OSg6yE1TqEwgSeFrBufbprYsay3g8ziuvvMKhQ4cqSkT3Q7pjBVWB0TchMwqOeqh/CoxUOwODlcdkhZp2XZ4tH9djK21Veoncu4BFjeXx48eZnPxkg+PZZ5/ltddeuy+U0hl6Dd76bUhf++SYswme/GNoXd7451MdCoVCdHV18corr8yIfwyFQoTD4Tk1d6bHS548eZKXXnqJSCRCZ2cnsixz4MABIpFIJXJhdizkQu0CHD16tHJ9OBymo6NjwZjMcsG1kydPsmfPnkqyQm9vL8FgkMHBwRnKRrFYjCNHjnDgwIEZbZafuZASksF9hCDqIhr2Wy8GuOpoi/Dqq68u6djdyle/+tXl3XjhVU37E0HT/oRZP4L+c2H578GJEye0w4cPa93d3TOOzebw4cNaMBiccWxgYEDr6emZcU00GtU0TdO6u7tnnNM0Tevo6FhSu5qmaXv37tUGBgbm3D80NDTn2v7+/kr/h4aGtLa2tsrvhw8fntHm9HsOHTo04xknTpyotBONRmdcXyZRSGtjuagWLSTnnDMwWC1m245F4yzffvttksnkjGPrWUQD0Kfeb/02LCilAfz0X+jXLZPu7m6OHTs2b9426F5Ye3s7siwzODhYOS7LMj09PZVjL7300k3L4La1tVW0LG/WbjgcJhwOz/EiOzs7502J7Ojo4PDhw5V7y+vYoVBohgrS9PGVS5NMJxKJVPRRZ/cpp+R5J3GBN2Mf8Mv4x/w0eppfRD8iUVz7MBKD+49FjWVnZ2elVviBAwfYsmXL+i8rMfrmzKn3HDRIXdWvuw1OnDjBvn375j1XllWbLckWDAbp7u6mq6sLn883wxDOR2trKwMDA4u2Gw6H51Uwmp7muBA9PT2VPPWyQEeZ2a9ns3//fsLhMLFYjL6+vkr9dFVTeTcZ5lpuolJCQkVjohhnMHmevFq4absGBivNosaypaWFgYEB9u7dy+7du3n99dfXf9hQZnRlr1uAshDwfIIYAwMDlTXB2Z5hR0cH/f39RKNRhoaGZnhjs4nFYjM8vYXaXUidaHBwkLa2Nrq6uti3b98c43706FFeeumlyjqjLMuLGsjpyLLMiRMnKl5tuZ2pQoLJQnzee5KlDGP5pT/DwGAlWHSDB/Tdb0EQ8Pl890XNcBz1K3vdTTh8+HDFUy+rAg0ODtLZ2VmZEvf391dUg0KhEMFgsHJuz549FW9sPvr7+yvSazdrV5blGdJvsViMtra2yv3zTfVDoVBlA6jczu7du2foBiy0OVQmFovR29vL4cOH6e3t5aWXXgIgoWQqJXDnva+YYqPdKC1hcOdY1LO8ePEizzzzDK+//jqvv/46u3bt4t13370DXVtD6p/Sd73nZIaXuREkW//ULTddVh0qe3cwU0dycHBwjqfp9/s5cuQIg4ODyLJMKBSqqAiVd6zLakFlA9jb20tXVxc9PT2VtcCbtQu64S6rFgHs27dvQY3LcDjMvn37OHjwIK2trZV72traaG1trfRxetnkUCjE4OAgx44dqzyzXAqjrMlZ/sKQFlGYMRlZVAZ3mEVVh+ZLcXzppZc4cuTIqnZsMcoeUH9//7zhMWWWozoE6GFD/1DWf5z+Ft0woF/qW3b40L1CV1dXxdssb+bcKdKlLD+JfkBpnnxhAYFPyduptsh3tE8G9xe3rDrU0tIy59haZ/DEYjFOnjxJR0cH7e3tqyNg2/q8bhCdjTOPu5ruC0MJ+hR/165daxL36DTZ2epoQpzHu99kr6XKfHcEKhvcPyy6Zjnfov/FixeX/IDBwUEOHjw4Y0e23G5fX18lGPnQoUM3DYGZjizLFQNZ9ixXhdbnoeVr920GT0dHB9FodPELV4lWZwMuk41ruUkSpQwOyUqjrYoGa+D+yiIzuCtY1Fh2dHTwxS9+kV27dgH6utNSPbmyMZxvt3bfvn0VAxoOhzl48OAt14AJhUKVNa9VQ5Sg8enVa9/gptRa/dQuQ5HewGClWdRY7ty5k56enkpMXm9v75JLSswuv1pmtrcaDAZnFN3q6+ub16OdnQrX0dGB3++ns7OzssFgYGBgsBosKXSopaWFl19+ufL63Xff5bHHHlv2Q0Oh0JwAaL/fX4npW8jIlunt7SUWi3H48OElBU0bGBgY3C5rUjd8oaDlm8ULTmf//v2EQiFCodCMOMJVQVFg8E2YGIXqemh7CqTlr1mulpDG9KWImwllzKYcmF5uryxmEYvF2LdvH0NDQ8seq4HBeuKuqhu+1MwPWZYr3ueqluUNvQYv/zaMTUt9rG2Cb/8xdCxvN7yctXPy5EmOHj3K4cOH6ejo4KWXXpoTwF2OmZxu9Mrrv+Xxz/elNd9989HZ2cmePXtmePLlzbLp2TQGBgbMVR0KhUKLqnEMDg7eknrH7Mf09PRUVGrKyLKs9ff331K7S6GtrU376le/Wvn5q7/6q6Xd2P+qpj0iaNrDzPx5RNB/+m9Pdajct7Kiz2zVoWg0qp04cUJra2ubodJTVvgpHysrDi1232yi0agmy/Kc40NDQ5U2Ozo6tBMnTsxQBtI0Xd2orJxUZmBgQGtra9P6+/srykHd3d1af3+/dvjwYa2np2eGOtLsNg0M1pq/+qu/mmErZtuoRSXaNE3Tjh49qu3fv1/TNN2YxuPxW+rEbGM5XdKrjCzLc/7hrwTLkmgrlTTt2aa5hnK6wezYoF+3DMqGcfr7MNtYlqXWenp6tEOHDs0419/fr3V0dGiyLM8xODe7b3Ybsz+D2Uw3uNOl3spfaocPH57xBdfW1qZFo1EtGo3OkGqbLrvW09NT6ePAwMC80nQGBncDtyzR9u1vfxtZlivT3WeffXbGzvVSmT7Fnj29K0t8rWoI0K0w+ObMqfdsNA2uX9Wvuw1WQ0hjoftmC2EsJJwRi8VmfFblpYHp68mDg4OEQqF5l03KoVzl+NlYLDZjM29gYIBYLEYoFCISiazuMorBvYeqQPo6TJ2GqQ8gNbxwEbM7zKK74e3t7bzwwgu88cYbt9x4eQMG4MiRI7S3t1fWx06cOEFXVxft7e2cPHlydTdpbpWJJaoJLfW6m7CSQho3u292bKwsy+zfv79yvkwoFLppNELZEHd0dDA4OEgsFqtEMcyOcCgbzOlScHv27Knks4P+RXnXfEkarC1KASbfg+z1T44lL+mlJap26hUg15AlCWnAzLo7S90J7+jooLu7G03T6O7unvGPsKzLWP6HfFf9g6leoprQUq+bxmoJaSxFKGM2PT09RCIRent76evro6+vr2Joy15heWc9HA4TCoVoa2tjaGiokhDQ399fEeooZ2UBFSN65MgR9uzZU+lb+W+gLPYxn4amwX1K8tJMQ1kmNwnxC3e8O7NZVEjjjTfeoKuri0AgQFtbWyWD517RtFyWkIaiwJc2wfiwPuWejSDou+J/f/G2wojWM11dXTO82dliwwYGM1AVGPlHKC2ggi9aofHzIFnvWJduWUjj2Wef5fjx4+zcuRNN0+jt7b1nDOWykSQ9PAh0wzid8uuuPzIM5U3o7Oykt7eXUChEX19fJV3WwGBe1BKoxYXPayV9mr6GLCmDJxgMzsjguS/oeB7+r7754yy7/mjZcZb3C8FgcElB8QYGAEhmkGwLG0zRop9fQxY0lolEgt7eXk6ePEksFmPXrl10dnbS3Nx8J/u3tnQ8D1/42opm8BgYGMyDIIKrGaKn5z/v3qgb1DVk3mn4v//3/x5ZlvnBD36Apml4vV5ef/112tra+J3f+Z073ce1RZKg/Wn48ov6/w1DaWCwOniawR2E6Sr4ggjODeBZ+2yyOZ7lq6++ysmTJ4lGo3i9cwVWv/Wtb/Haa6/x/PPGNNTAwGAFEUQIPKQLbOemAA2sPrDdHRETczzLUCjE8ePH5zWUoOeO309yaKqqcvmjYT782XkufzSMqqpr3SUDg/WN1QveIHhb7xpDCfN4lksRT7hfBBbOnAzz+vd+SjKSrhxz+5188RufZXv78t6Du0V1KBwO09nZiSzLHDhwgEgkwtDQ0Ix6Rq2trbekOjQ4OGgoFRmsW+Z4lj6fb9GblnLNvc6Zk2Fe/ePXZxhKgGQkzat//DpnTi5PQ7Oc4tjW1sbRo0cBbqo6NDvzZrrq0EKZNvPdN18/9uzZU1EdOnToEN3d3TNKdNyq0TOUigzWM3OM5dDQEMlkkkQiseDPevccVFXl9e/99KbX9H/vp7c1Je/u7ubYsWMLChfHYjHa29sr2TFlZFmmp6encmy2V7nQfUulra2tkhnU2toK6Aa6r6+PwcHBioEvZ/2UveTplLOBytcCHD16tHJ9mcHBQXbt2kUoFKrkrB89erTiaZdFnqffP71NA4M7yRxjWU499Pl88/7Isrzu/2Cvnhmd41HOJhFJc/XM7eWGnzhxomIkZnP8+HH27t07J/OlnCba1dWFz+ebIZZxs/uWSmtrKwMDAwSDwYqXWBa9CAaDldTKgYEB9u7dW8n1LlO+bu/evTPWtqcr4JeFWMqe9O7du3nllVcIh8NMTU1V6qCXi9j19vZWNEw7OjpmpIoaGNwp5hjLQ4cOEYlEbvpz8ODBtejrHSMVWyDlapnXLcRaqg4tRCwWq3iUZQ4dOsTAwAAtLS2cOnWKY8eOVTJyOjo65iwfGEpFBuuRORs8nZ2dC+6ET79mPeOSHSt63c1YK9WhhZivTEcoFKoUrdu3bx979uyZYfRisdhNhVAMpSKD9cAcz3IplRuXWt3xXmXD9nrcfudNr/H4nWzYfu+qDoXDYfr7+ysGtbe3l66uLnp6eipF4MpKQ+FwuLJGeeDAAQ4dOsTU1FTl2PQ2DaUig/XKoqpD9zrLUh3ik93whXjht7+47PAhg/kxlIoM7iZm244lCWncj2xvD/LCb39xTpylx+9kz23EWRosTFmpKBgMVvQIDAzuFgxjeRO2twfZumsTV8+MkoplcMkONmyvRxQXVbYzWAaGUpHB3YxhLBdBFEWaH2xc624YGBisMYaLZGBgYLAEDGNpYGBgsAQMY7kIiqLw3nvv8eMf/5j33nsPRVFuq71wOFwJDi9nvoRCIfbs2VMJ8ZleQGy+dMJyO3v27GHfvn0zQn8WSp9cKQYHB+cErQPrPqvLwMBYs7wJb731Ft/5zneYnJysHKuqquJb3/oWTz755LLaDAaDtLe3V34HPVg7FovR1tY2QygDFq6kWRbCKKcBltmzZ8+qSugtJJZx7NgxDh8+vGrPNTBYawzPcgHeeustfv/3f3+GoQSYnJzk93//93nrrbdW5bmLCWUsRlkIYz6RinIBsXIwO+ieYllFavrvsLCoBcwUyyinMfb19REOh+cV3jAwuNcxjOU8KIrCd77znZte09PTc9tT8vlYTChjMcpCGLNFKvr6+vD7/XR0dHDo0KFKyup0T3H67wuJWsBcsYyOjo6KhxsMBucIbxgYrAcMYzkPp0+fnuNRzmZiYoLTpxcornQbLCSUsVwhjLJIRTnFsMx0kYv5WEjUosx8YhllZgtvGBjcEkoRshP6zxqXv52OYSznYTFDcqvXzaajo2PGWuR0IYpQKDQjl7sslNHd3c2JEyfmiFzMpr+/vxLYPd3I7dq1a0F9y+nXTd8gmk/UYjH6+voqwhvRaPS+KkFisAIkr8LoT2DsF/rPyE8gfhHugqxsY4NnHpYq1LBcQYe2tjYOHDgwQxSivElTFsooe2SxWGzejZOyEIYsy/j9/kpZiLIQxnSRirISenl9MRwO88orr1TaKu+ol6fOfX19FXGOsnfZ1tZGd3f3DLGMsjENhUIcOHCAvr6+yjS8PLYDBw4s6z0yuA9Jj0LkfdCmiWorWYh+CKKkl8NdQwwhjXlQFIVvfvObN52KV1dX8+d//udI67Q0riFqYXDHuf6zG1Ud58HsgYan9AqQd4jZtsOYhs+DJEl861vfuuk1nZ2d69ZQwieiFqFQiL6+PkPUwmB1KeWhkLjJ+TQUb09s+3YxpuEL8OSTT/Jv/s2/mRNnWV1dTWdn57LjLO8VDFELgzuKIHJT300Q7qhXOR+GsbwJTz75JE888QSnT58mEong9/t5+OGH17VHaWCwJkhmcDZA8uL85201YL79ygS3g2EsF0GSJHbs2LHW3TAwWP+4WyA3CcXkzOOSHbyb16ZP0zCMpYGBwd2BxQk1j0P6GqSvAxo4asHZBBbXWvfOMJYGBgZ3EWYHyFv1n7sMYzd8Ft///vfXugt3HGPM9wfGmG8Pw1jOwviDuj8wxnx/YBjLZTL9jVvo99V41u1eu9D52cfnu84Y8/of881eG2NeOQxjyfr9g5p9zBjz+hyzYSzvjLFc9+mODz30UEWFZ3h4mMbGxiX/fjvcSjuLXbvQ+dnH57vOGPP6H/PNXhtjXv6Yh4aG+PDDDyuv172xNDAwMFgJ7qtpuIGBgcFyMYzlIpTFJI4ePbrqxcDuFmKxGF1dXQvqX65HpheIC4VCa92dO0JZe/ROFLq721hMRHs+DGN5E8LhMENDQ3R0dHD48GG6urrWukt3hFOnTs1bUXK9Utb43Lt3L52dnffF5xyLxTh58iQdHR20t7fPkONb78wW2F4q95WxLBfxmk04HObo0aOVAlxlQxEKhWaUaLgXv31vdcxApabOvcqtjrn8ZVi+Zvfu3XeyuyvCrY5ZluWKgezv76/UZLqXWM7fdvn3+SqULop2n3DixAltYGBAm2/IbW1tld+Hhoa0vXv3apqmad3d3VpPT0/lXDAYXP2OriDLGXOZw4cPawMDA6vex5XmdsasaZq2d+9ebWhoaFX7uNLczpj7+/u1w4cP3zdjPnHihKZpmtbR0XHLz7xvjGWZ2W/u0NDQjDdX0zRNlmVN0zStp6dH6+7urhy/14xlmVsZc5l71ViWWc6Yu7u777sxa5qmDQwMLMt43A3cypgHBga0aDSqadryjOV9NQ2fj1AoNKeWjt/vZ3BwkN27dzM19YnMfbmi4b3Ozca8XllszKFQiI6ODtra2ujr61uLLq44Nxtzb29vpaa7LMv35BLTfCzlcy7Xt7/VMtP3verQQhsZkUiEjo4OTp06NW+Rr3uZm40Z5i6Ar4cviZuNORwOs2/fPoLBYKUUcbmA3L3Mzca8f/9+QqEQoVCI/v7+RauG3iss9u+5ra1t2dEO972xXIjym34/lVaYvuHR0dGxtp25Q8RiMYLBINFodK27cscol14ufyHcD5/17A3MoaGhW27jvp+Gy7I8p/53JBK5p3eDF8MYs44x5vXHao75vjeWC32r3ovhI0vFGPMnGGNeX6zmmO9LYzndJZ8db1WOs1tv377GmI0xG2O+Pe6bNcvyQjbAkSNHaG9vr6zZnDhxgq6uLtrb2zl58uS6Wew2xmyM2Rjzyo3ZUB0yMDAwWAL35TTcwMDA4FYxjKWBgYHBEjCMpYGBgcESMIylgYGBwRIwjKWBgYHBEjCMpUGFwcFBOjs7EQSBrq6uithCZ2fnksUlQqEQu3btumWRgqUyX/u7du1aFfGL1Wq3rJN69OhRent72bVrV2VMXV1dtLa2VnLzV6sPBreOETpkMINYLIbP5yMajc4I5N23bx/t7e0VkdybcfToUWRZXrW8+tnth0KhFQk8LudMl1mpdmfT19dHW1tbJYB63759+P1+enp6AP1Lq6zcvlp9MLh1DM/SYEm88sordHV13ZXlJlZC2T0cDnP8+PEVb3c+IpHITZW629raKvnN97pq/XrCMJYGS0KWZdra2lZter3W3MkaNPv371+RawzuLPdNuqPB7RMMBjl58mTldVn3snx8IYMzODhIKBQiGAxWppdlzyocDtPT00N7e3tFZ1GWZfr6+iqitENDQzdt++DBg3R2dnLo0CH6+vo4duwYBw4cAODgwYOcOHGCjo6OBdsMhUKcOnVqhjcXi8VmtHuzcZQrJHZ2dlbO3UwjcimeoizLc8a20HO6u7uJxWKEQiGGhoYq0/lb+YwMlsCtC7kbrGei0agGVOT3p7N3796KHP9s+f7pJTim1y4aGhqaI+Hf1tamRaNRLRqNasFgsPKsw4cPV9oAKnVhDh06VKmdMrv92a+nX3f48GHt0KFDldc3a/Pw4cMz2ryVcZTvn17rpaOjY8klKvbu3Tujnwv1YaHnzC59Uu7TzT4jg1vH8CwNlkw4HK5IYPX09OD3+2eoTk/3Osv09PTMUVoPBoOV9cFgMFjxtF566aXKNeUNpnA4XFEzXwrl/pXLB0wXeV1um4uN49ChQwQCAQKBQOXcfLqKK8F8z5m+/ll+rizLS/6MDJaGYSwNlkw4HJ5RMrWtrW2GfuCt7n7P3n2e/vuRI0cIBAIzpuxLQZZlYrEYnZ2dFVWawcFB2traltzm7H7d7dysr7f7GRl8grHBY7AkyutmZSNz4MCBObVMpr8u75rPd93g4CD79+9n7969c4qklevCDA4Ocvjw4UpdnIXan+/1vn376OrqqvS1XEdpsTaXO47VZrEIhIXOL/YZGdwahmdpUGFwcLCyOXDkyBFaW1uJxWIMDQ2xZ8+eGUW82tra6O7urugGgj4FHhwc5NixY5XX5euOHj1a2WQ4ceIEsixXpoqz2wDdWyr/w963bx89PT0Eg8E57QMcO3YMv99fiUsMh8P4/X56e3s5ceIEnZ2dlVjF+doE/cugu7ub3t7eGeMot3uzcczuUzgcrryXwWBwQS+23NfyF0Zvby+7d++uTPdn9yEWi837nPLnUW6vu7ub7u7uBT8jg+VhBKUbGBgYLAFjGm5gYGCwBAxjaWBgYLAEDGNpYGBgsAQMY2lgYGCwBAxjaWBgYLAEDGNpYGBgsAQMY2lgYGCwBAxjaWBgYLAE/n8VVmF54tyRpAAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -329,6 +274,7 @@ "ax.set_yscale('log')\n", "ax.set_xscale('log')\n", "ax.axline((1, 1), (10, 10 ), color=\"black\", linestyle=\":\")\n", + "plt.legend(loc='lower left', fontsize=7, title=\"Dataset\")\n", "plt.savefig(save_dir / \"figures\" / \"localization_joint_datasets.pdf\", bbox_inches=\"tight\")\n", "plt.show()" ] @@ -342,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -375,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -384,13 +330,19 @@ " \"va4krqr6\",\n", " \"bf3lrfx9\",\n", " \"emk7nyz3\",\n", + " \"2adxm708\",\n", + " \"zj9secov\",\n", + " \"np2b68ru\",\n", + " \"eho1sajh\",\n", + " \"r9nol7jo\",\n", + " \"qr1ukbne\",\n", "]\n", "runs_dir = Path.cwd() / \"../lightning_logs/\"" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -404,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -440,9 +392,9 @@ " \n", " \n", " 0\n", - " 0.001197\n", + " 0.000636\n", " Frequency\n", - " Marginal Wasserstein\n", + " Sliced Wasserstein\n", " 10.0\n", " 50.820747\n", " 1016.156311\n", @@ -450,9 +402,9 @@ " \n", " \n", " 1\n", - " 0.001107\n", + " 0.000246\n", " Frequency\n", - " Marginal Wasserstein\n", + " Sliced Wasserstein\n", " 10.0\n", " 50.820747\n", " 1016.156311\n", @@ -460,9 +412,9 @@ " \n", " \n", " 2\n", - " 0.001033\n", + " 0.000197\n", " Frequency\n", - " Marginal Wasserstein\n", + " Sliced Wasserstein\n", " 10.0\n", " 50.820747\n", " 1016.156311\n", @@ -470,9 +422,9 @@ " \n", " \n", " 3\n", - " 0.000987\n", + " 0.000447\n", " Frequency\n", - " Marginal Wasserstein\n", + " Sliced Wasserstein\n", " 10.0\n", " 50.820747\n", " 1016.156311\n", @@ -480,9 +432,9 @@ " \n", " \n", " 4\n", - " 0.000968\n", + " 0.000701\n", " Frequency\n", - " Marginal Wasserstein\n", + " Sliced Wasserstein\n", " 10.0\n", " 50.820747\n", " 1016.156311\n", @@ -493,12 +445,12 @@ "" ], "text/plain": [ - " Value Metric Domain Metric Gaussian Kernel Width \\\n", - "0 0.001197 Frequency Marginal Wasserstein 10.0 \n", - "1 0.001107 Frequency Marginal Wasserstein 10.0 \n", - "2 0.001033 Frequency Marginal Wasserstein 10.0 \n", - "3 0.000987 Frequency Marginal Wasserstein 10.0 \n", - "4 0.000968 Frequency Marginal Wasserstein 10.0 \n", + " Value Metric Domain Metric Gaussian Kernel Width \\\n", + "0 0.000636 Frequency Sliced Wasserstein 10.0 \n", + "1 0.000246 Frequency Sliced Wasserstein 10.0 \n", + "2 0.000197 Frequency Sliced Wasserstein 10.0 \n", + "3 0.000447 Frequency Sliced Wasserstein 10.0 \n", + "4 0.000701 Frequency Sliced Wasserstein 10.0 \n", "\n", " Time Delocalization Frequency Delocalization Diffusion Domain \n", "0 50.820747 1016.156311 Time \n", @@ -508,7 +460,7 @@ "4 50.820747 1016.156311 Time " ] }, - "execution_count": 16, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -543,104 +495,24 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 22, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", - " if pd.api.types.is_categorical_dtype(vector):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "/home/jonathan/anaconda3/envs/fdiff/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -653,8 +525,8 @@ " df_ecg_conv_filter = df_ecg_conv[(df_ecg_conv[\"Metric\"] == \"Sliced Wasserstein\") & (df_ecg_conv[\"Metric Domain\"] == metric_domain)]\n", " ax = sns.lineplot(data=df_ecg_conv_filter, x=\"Gaussian Kernel Width\", y=\"Value\", style=\"Diffusion Domain\", color=\"blue\")\n", " ax.set_yscale('log')\n", - " ax.set_ylabel(f\"Sliced Wasserstein ({metric_domain})\", color=\"blue\")\n", - " ax.legend(title=\"Domain\")\n", + " ax.set_ylabel(f\"{metric_domain} Sliced Wasserstein ($\\downarrow$)\", color=\"blue\")\n", + " ax.legend(title=\"Domain\", loc='center right')\n", " ax.tick_params(axis='y', colors='blue')\n", " \n", " \n", @@ -663,11 +535,20 @@ " sns.lineplot(data=df_ecg_conv_filter, x=\"Gaussian Kernel Width\", y=\"Frequency Delocalization\", ax=ax2, color=\"red\", linestyle=\"--\")\n", " ax2.set_ylabel(\"Delocalization\", color=\"red\")\n", " ax2.tick_params(axis='y', colors='red')\n", - " \n", + " ax2.set_yscale('log')\n", + "\n", + " plt.savefig(save_dir / \"figures\" / f\"ecg_conv_{metric_domain.lower()}.pdf\", bbox_inches=\"tight\") \n", " plt.show()\n", " plt.close()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null,