From 1fc62b0d4b0870ca992514ad7a9b7a09a175ce44 Mon Sep 17 00:00:00 2001 From: Anirban Chaudhuri <75496534+anirban-chaudhuri@users.noreply.github.com> Date: Mon, 18 Mar 2024 14:17:18 -0500 Subject: [PATCH] Update `optimize` to be more computationally efficient and add separate notebooks for `optimize` and `sample` (#529) * Create optimize_interface.ipynb * Update optimize_interface.ipynb * Optimize interface with multiple interventions * Update optimize_interface.ipynb * added SEIRHD model to notebook * Update optimize_interface.ipynb * Updating intervention builder to handle multiple interventions at the same time * Update optimize_interface.ipynb * Update interfaces.py * Update optimize_interface.ipynb * Notebook testing different solver options to provide more details to users * Notebook updates * Linting * Update optimize_interface.ipynb * Update optimize_interface.ipynb * Updated intervention_builder to handle multiple intervention param values * type annotation for empty dictionary * Adding smoke_test to optimize interface parameters * Update optimize_interface.ipynb * Added seed * Updated to use rk4 in optimization * Adding penalties to force the optimizer to find a solution within the bounds Avoids simulating the model if interventions are out of bounds * Linting * Update optimize_interface.ipynb * Update interfaces.ipynb * Adding `smoke_test` to `optimize` interface parameters * copying interfaces notebook from main to avoid merge conflicts * Updated ouu to use parallel when sampling Significantly improves speed * Linting * Update `RandomDisplacementBounds` * Lint * remove extra print statements * Update optimize_interface.ipynb * Removing `torch.squeeze()` from `sample` * Update sample_interface_solvers.ipynb --- docs/source/optimize_interface.ipynb | 989 ++++++++++++++++++ docs/source/sample_interface_solvers.ipynb | 562 ++++++++++ .../integration_utils/intervention_builder.py | 42 +- pyciemss/interfaces.py | 23 +- pyciemss/observation.py | 1 - pyciemss/ouu/ouu.py | 112 +- tests/test_interfaces.py | 1 - 7 files changed, 1671 insertions(+), 59 deletions(-) create mode 100644 docs/source/optimize_interface.ipynb create mode 100644 docs/source/sample_interface_solvers.ipynb diff --git a/docs/source/optimize_interface.ipynb b/docs/source/optimize_interface.ipynb new file mode 100644 index 000000000..40415714e --- /dev/null +++ b/docs/source/optimize_interface.ipynb @@ -0,0 +1,989 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PyCIEMSS optimize interface with different intervention types" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load dependencies and interfaces" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import torch\n", + "import pyro\n", + "import numpy as np\n", + "from typing import Dict, List\n", + "import pyciemss\n", + "import pyciemss.visuals.plots as plots\n", + "import time\n", + "\n", + "from pyciemss.integration_utils.intervention_builder import (\n", + " param_value_objective,\n", + " start_time_objective,\n", + ")\n", + "\n", + "smoke_test = \"CI\" in os.environ" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Select model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "MODEL_PATH = \"https://raw.githubusercontent.com/DARPA-ASKEM/simulation-integration/main/data/models/\"\n", + "model_opt1 = os.path.join(MODEL_PATH, \"SIR_stockflow.json\")\n", + "model_opt2 = os.path.join(MODEL_PATH, \"SEIRHD_NPI_Type1_petrinet.json\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set parameters for sampling" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "start_time = 0.0\n", + "end_time_SIR = 40.0\n", + "end_time_SEIRHD = 60.0\n", + "logging_step_size = 1.0\n", + "num_samples = 3 if smoke_test else 1000\n", + "num_samples_ouu = 10 if smoke_test else 1000 # controls accuracy of risk estimation in each optimization iteration\n", + "maxiter = 0 if smoke_test else 3 # maximum number of restarts of local convex optimizer leading to maxiter+1 local optimizations\n", + "maxfeval = 1 if smoke_test else 30 # maximum number of function evaluations in each instance of local convex optimization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define QoI function" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def obs_nday_average_qoi(\n", + " samples: Dict[str, torch.Tensor], contexts: List, ndays: int = 7\n", + ") -> np.ndarray:\n", + " \"\"\"\n", + " Return estimate of last n-day average of each sample.\n", + " samples is is the output from a Pyro Predictive object.\n", + " samples[VARIABLE] is expected to have dimension (nreplicates, ntimepoints)\n", + " Note: last ndays timepoints is assumed to represent last n-days of simulation.\n", + " ndays = 1 leads to using the value at the end of the simulation.\n", + " \"\"\"\n", + " dataQoI = samples[contexts[0]].detach().numpy()\n", + " return np.mean(dataQoI[:, -ndays:], axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Baseline samples before optimization from model 1" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 2.960969924926758\n", + "Risk associated with QoI: [486.3824609375]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "sample_results1 = pyciemss.sample(\n", + " model_opt1,\n", + " end_time_SIR,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.},\n", + ")\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "print(\"Risk associated with QoI:\", sample_results1[\"risk\"][\"I_state\"][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results1[\"data\"], keep=\".*_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Baseline samples before optimization from model 2" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 4.55891227722168\n", + "Risk associated with QoI: [4628619.619999999]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "sample_results2 = pyciemss.sample(\n", + " model_opt2,\n", + " end_time_SEIRHD,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " # solver_method=\"dopri5\",\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.}\n", + ")\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "print(\"Risk associated with QoI:\", sample_results2[\"risk\"][\"I_state\"][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Optimize interface with single intervention\n", + "### Optimizing a single parameter value (SIR)\n", + "Minimum change in the intervention parameter from the current value to get infections below 300 individuals at 40 days for SIR model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 20%|██ | 24/120 [00:32<01:42, 1.06s/it]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + "C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + " 23%|██▎ | 28/120 [00:34<01:08, 1.34it/s]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + "C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + " 26%|██▌ | 31/120 [00:35<00:47, 1.86it/s]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + " 28%|██▊ | 34/120 [00:37<00:52, 1.63it/s]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + " 30%|███ | 36/120 [00:38<00:51, 1.62it/s]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + " 46%|████▌ | 55/120 [00:58<01:08, 1.06s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal policy: tensor([0.1940], dtype=torch.float64)\n", + "{'policy': tensor([0.1940], dtype=torch.float64), 'OptResults': message: ['requested number of basinhopping iterations completed successfully']\n", + " success: True\n", + " fun: 0.15601666165676767\n", + " x: [ 1.940e-01]\n", + " nit: 3\n", + " minimization_failures: 1\n", + " nfev: 54\n", + " lowest_optimization_result: message: Optimization terminated successfully.\n", + " success: True\n", + " status: 1\n", + " fun: 0.15601666165676767\n", + " x: [ 1.940e-01]\n", + " nfev: 9\n", + " maxcv: 0.0}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# Define optimization problem setup\n", + "observed_params = [\"I_state\"]\n", + "intervention_time = [torch.tensor(1.0)]\n", + "intervened_params = [\"p_cbeta\"]\n", + "p_cbeta_current = 0.35\n", + "initial_guess_interventions = 0.15\n", + "bounds_interventions = [[0.1], [0.5]]\n", + "static_parameter_interventions = param_value_objective(\n", + " param_name = intervened_params,\n", + " param_value = [lambda x: torch.tensor(x)],\n", + " start_time = intervention_time,\n", + ")\n", + "\n", + "risk_bound = 200.0\n", + "qoi = lambda y: obs_nday_average_qoi(y, observed_params, 1)\n", + "objfun = lambda x: np.abs(p_cbeta_current - x)\n", + "\n", + "# Run optimize interface\n", + "opt_result1 = pyciemss.optimize(\n", + " model_opt1,\n", + " end_time_SIR,\n", + " logging_step_size,\n", + " qoi,\n", + " risk_bound,\n", + " static_parameter_interventions,\n", + " objfun,\n", + " initial_guess_interventions=initial_guess_interventions,\n", + " bounds_interventions=bounds_interventions,\n", + " start_time=start_time,\n", + " n_samples_ouu=num_samples_ouu,\n", + " maxiter=maxiter,\n", + " maxfeval=maxfeval,\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.},\n", + ")\n", + "print(f'Optimal policy:', opt_result1[\"policy\"])\n", + "print(opt_result1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sample using optimal policy as intervention" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intervention: {1.0: {'p_cbeta': tensor(0.1940)}}\n", + "Risk associated with QoI: [200.28645385742186]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Intervention: \", static_parameter_interventions(opt_result1[\"policy\"]))\n", + "result1 = pyciemss.sample(\n", + " model_opt1,\n", + " end_time_SIR,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " static_parameter_interventions=static_parameter_interventions(opt_result1[\"policy\"]),\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.},\n", + ")\n", + "# display(result1[\"data\"])\n", + "print(\"Risk associated with QoI:\", result1[\"risk\"][observed_params[0]][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(result1[\"data\"], keep=\".*_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optimizing the start time for a single intervention (SIR)\n", + "Maximum delay in the intervention to get infections below 300 individuals at 40 days for SIR model" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 36%|███▌ | 43/120 [00:54<01:36, 1.26s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal policy: tensor([7.6958], dtype=torch.float64)\n", + "{'policy': tensor([7.6958], dtype=torch.float64), 'OptResults': message: ['requested number of basinhopping iterations completed successfully']\n", + " success: True\n", + " fun: -7.69576122033028\n", + " x: [ 7.696e+00]\n", + " nit: 3\n", + " minimization_failures: 0\n", + " nfev: 43\n", + " lowest_optimization_result: message: Optimization terminated successfully.\n", + " success: True\n", + " status: 1\n", + " fun: -7.69576122033028\n", + " x: [ 7.696e+00]\n", + " nfev: 10\n", + " maxcv: 9.765624980673238e-06}\n", + "Intervention: {7.6958: {'p_cbeta': tensor(0.1500)}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# Define optimization problem setup\n", + "observed_params = [\"I_state\"]\n", + "intervened_params = [\"p_cbeta\"]\n", + "initial_guess_interventions = 5.\n", + "bounds_interventions = [[1.], [39.]] # bounds should be withing start_time and end_time\n", + "intervention_value = torch.tensor([0.15])\n", + "static_parameter_interventions = start_time_objective(\n", + " param_name = intervened_params,\n", + " param_value = intervention_value,\n", + ")\n", + "\n", + "risk_bound = 200.0\n", + "qoi = lambda y: obs_nday_average_qoi(y, observed_params, 1)\n", + "objfun = lambda x: -x\n", + "\n", + "# Run optimize interface\n", + "opt_result2 = pyciemss.optimize(\n", + " model_opt1,\n", + " end_time_SIR,\n", + " logging_step_size,\n", + " qoi,\n", + " risk_bound,\n", + " static_parameter_interventions,\n", + " objfun,\n", + " initial_guess_interventions=initial_guess_interventions,\n", + " bounds_interventions=bounds_interventions,\n", + " start_time=start_time,\n", + " n_samples_ouu=num_samples_ouu,\n", + " maxiter=maxiter,\n", + " maxfeval=maxfeval,\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.},\n", + ")\n", + "print(f'Optimal policy:', opt_result2[\"policy\"])\n", + "print(opt_result2)\n", + "print(\"Intervention: \", static_parameter_interventions(opt_result2[\"policy\"]))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Risk associated with QoI: [145.44342834472656]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result2 = pyciemss.sample(\n", + " model_opt1,\n", + " end_time_SIR,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " static_parameter_interventions=static_parameter_interventions(opt_result2[\"policy\"]),\n", + " solver_method=\"euler\",\n", + " solver_options={\"step_size\": 1.},\n", + ")\n", + "# display(result2[\"data\"])\n", + "# Check risk estimate used in constraints\n", + "print(\"Risk associated with QoI:\", result2[\"risk\"][observed_params[0]][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(result2[\"data\"], keep=\".*_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Optimize interface with multiple interventions\n", + "### Optimizing multiple intervention values (SEIRHD)\n", + "Minimum change in two intervention parameters from their current values to get infections below 800 individuals at 40 days for SEIRHD model\n", + "* Intervene on beta_c after 10 days\n", + "* Intervene on gamma after 15 days" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 53%|█████▎ | 64/120 [03:23<02:34, 2.77s/it]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + " 79%|███████▉ | 95/120 [04:53<01:20, 3.21s/it]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + "124it [06:19, 3.06s/it] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal policy: tensor([0.3500, 0.4495], dtype=torch.float64)\n", + "{'policy': tensor([0.3500, 0.4495], dtype=torch.float64), 'OptResults': message: ['requested number of basinhopping iterations completed successfully']\n", + " success: False\n", + " fun: 0.2494535138541334\n", + " x: [ 3.500e-01 4.495e-01]\n", + " nit: 3\n", + " minimization_failures: 4\n", + " nfev: 120\n", + " lowest_optimization_result: message: Maximum number of function evaluations has been exceeded.\n", + " success: False\n", + " status: 2\n", + " fun: 0.2494535138541334\n", + " x: [ 3.500e-01 4.494e-01]\n", + " nfev: 30\n", + " maxcv: 0.0}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# Define optimization problem setup\n", + "observed_params = [\"I_state\"]\n", + "intervention_time = [torch.tensor(10.0), torch.tensor(15.0)]\n", + "intervened_params = [\"beta_c\", \"gamma\"]\n", + "param_current = [0.35, 0.2]\n", + "initial_guess_interventions = [0.2, 0.4]\n", + "bounds_interventions = [[0.1, 0.1], [0.5, 0.5]]\n", + "# Note that param_value is not passed in below and defaults to None.\n", + "# User can also pass ina list of lambda x: torch.tensor(x) for each intervention.\n", + "static_parameter_interventions = param_value_objective(\n", + " param_name=intervened_params,\n", + " start_time=intervention_time,\n", + ")\n", + "\n", + "risk_bound = 3e4\n", + "qoi = lambda y: obs_nday_average_qoi(y, observed_params, 1)\n", + "objfun = lambda x: np.sum(np.abs(param_current - x))\n", + "\n", + "# Run optimize interface\n", + "opt_result3 = pyciemss.optimize(\n", + " model_opt2,\n", + " end_time_SEIRHD,\n", + " logging_step_size,\n", + " qoi,\n", + " risk_bound,\n", + " static_parameter_interventions,\n", + " objfun,\n", + " initial_guess_interventions=initial_guess_interventions,\n", + " bounds_interventions=bounds_interventions,\n", + " start_time=start_time,\n", + " n_samples_ouu=num_samples_ouu,\n", + " maxiter=maxiter,\n", + " maxfeval=maxfeval,\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.},\n", + ")\n", + "print(f\"Optimal policy:\", opt_result3[\"policy\"])\n", + "print(opt_result3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sample using optimal policy as intervention" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intervention: {10.0: {'beta_c': tensor(0.3500)}, 15.0: {'gamma': tensor(0.4495)}}\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Risk associated with QoI: [29969.813515624985]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Intervention: \", static_parameter_interventions(opt_result3[\"policy\"]))\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " result3 = pyciemss.sample(\n", + " model_opt2,\n", + " end_time_SEIRHD,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " static_parameter_interventions=static_parameter_interventions(opt_result3[\"policy\"]),\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.},\n", + " )\n", + "\n", + "# Check risk estimate used in constraints\n", + "print(\"Risk associated with QoI:\", result3[\"risk\"][observed_params[0]][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(result3[\"data\"], keep=\"I_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optimizing for start times of multiple interventions (SEIRHD)\n", + "Maximum delay in starting two interventions to get infections below 800 individuals at 40 days for SEIRHD model\n", + "* Intervene on beta_c to be 0.15\n", + "* Intervene on gamma to be 0.35" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 8%|▊ | 9/120 [00:32<05:52, 3.18s/it]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. 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Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + " 98%|█████████▊| 118/120 [04:05<00:03, 1.76s/it]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + "100%|██████████| 120/120 [04:08<00:00, 1.68s/it]C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + "122it [04:11, 1.61s/it] C:\\Users\\Anirban\\Documents\\GitHub\\pyciemss\\pyciemss\\ouu\\ouu.py:100: UserWarning: Selected interventions are out of bounds. Will use a penalty instead of estimating risk.\n", + " warnings.warn(\n", + "124it [04:11, 2.03s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal policy: tensor([39.0000, 6.0327], dtype=torch.float64)\n", + "{'policy': tensor([39.0000, 6.0327], dtype=torch.float64), 'OptResults': message: ['requested number of basinhopping iterations completed successfully']\n", + " success: False\n", + " fun: -45.032607877335636\n", + " x: [ 3.900e+01 6.033e+00]\n", + " nit: 3\n", + " minimization_failures: 4\n", + " nfev: 120\n", + " lowest_optimization_result: message: Did not converge to a solution satisfying the constraints. See `maxcv` for magnitude of violation.\n", + " success: False\n", + " status: 4\n", + " fun: -45.032607877335636\n", + " x: [ 3.900e+01 6.033e+00]\n", + " nfev: 30\n", + " maxcv: 0.006562499991559889}\n", + "Intervention: {39.0: {'beta_c': tensor(0.1500)}, 6.0327: {'gamma': tensor(0.4000)}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# Define optimization problem setup\n", + "observed_params = [\"I_state\"]\n", + "intervened_params = [\"beta_c\", \"gamma\"]\n", + "initial_guess_interventions = [torch.tensor(10.), torch.tensor(10.)]\n", + "bounds_interventions = [[1., 1.], [39., 39.]] # bounds should be withing start_time and end_time\n", + "intervention_value = torch.tensor([0.15, 0.4])\n", + "static_parameter_interventions = start_time_objective(\n", + " param_name = intervened_params,\n", + " param_value = intervention_value,\n", + ")\n", + "\n", + "risk_bound = 3e4\n", + "qoi = lambda y: obs_nday_average_qoi(y, observed_params, 1)\n", + "objfun = lambda x: -np.sum(np.abs(x))\n", + "\n", + "# Run optimize interface\n", + "opt_result4 = pyciemss.optimize(\n", + " model_opt2,\n", + " end_time_SEIRHD,\n", + " logging_step_size,\n", + " qoi,\n", + " risk_bound,\n", + " static_parameter_interventions,\n", + " objfun,\n", + " initial_guess_interventions=initial_guess_interventions,\n", + " bounds_interventions=bounds_interventions,\n", + " start_time=start_time,\n", + " n_samples_ouu=num_samples_ouu,\n", + " maxiter=maxiter,\n", + " maxfeval=maxfeval,\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.},\n", + ")\n", + "print(f'Optimal policy:', opt_result4[\"policy\"])\n", + "print(opt_result4)\n", + "print(\"Intervention: \", static_parameter_interventions(opt_result4[\"policy\"]))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intervention: {39.0: {'beta_c': tensor(0.1500)}, 6.0327: {'gamma': tensor(0.4000)}}\n", + "Time taken: 7.2512922286987305\n", + "Risk associated with QoI: [30000.24984374999]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Intervention: \", static_parameter_interventions(opt_result4[\"policy\"]))\n", + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " result4 = pyciemss.sample(\n", + " model_opt2,\n", + " end_time_SEIRHD,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " static_parameter_interventions=static_parameter_interventions(opt_result4[\"policy\"]),\n", + " solver_method=\"rk4\",\n", + " # solver_method=\"euler\",\n", + " solver_options={\"step_size\":1.},\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# Check risk estimate used in constraints\n", + "print(\"Risk associated with QoI:\", result4[\"risk\"][observed_params[0]][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(result4[\"data\"], keep=\"I_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intervention: {39.0: {'beta_c': tensor(0.1500)}, 6.0327: {'gamma': tensor(0.4000)}}\n", + "Time taken: 11.807223081588745\n", + "Risk associated with QoI: [28489.04578124999]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Intervention: \", static_parameter_interventions(opt_result4[\"policy\"]))\n", + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " result4 = pyciemss.sample(\n", + " model_opt2,\n", + " end_time_SEIRHD,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " static_parameter_interventions=static_parameter_interventions(opt_result4[\"policy\"]),\n", + " solver_method=\"euler\",\n", + " solver_options={\"step_size\": 0.1},\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# Check risk estimate used in constraints\n", + "print(\"Risk associated with QoI:\", result4[\"risk\"][observed_params[0]][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(result4[\"data\"], keep=\"I_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intervention: {39.0: {'beta_c': tensor(0.1500)}, 6.0327: {'gamma': tensor(0.4000)}}\n", + "Time taken: 11.77100157737732\n", + "Risk associated with QoI: [30001.24765624999]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Intervention: \", static_parameter_interventions(opt_result4[\"policy\"]))\n", + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " result4 = pyciemss.sample(\n", + " model_opt2,\n", + " end_time_SEIRHD,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " static_parameter_interventions=static_parameter_interventions(opt_result4[\"policy\"]),\n", + " solver_method=\"dopri5\",\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# Check risk estimate used in constraints\n", + "print(\"Risk associated with QoI:\", result4[\"risk\"][observed_params[0]][\"risk\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(result4[\"data\"], keep=\"I_state\", qlow=0.0, qhigh=1.0)\n", + "plots.ipy_display(schema, dpi=150)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": 4 +} diff --git a/docs/source/sample_interface_solvers.ipynb b/docs/source/sample_interface_solvers.ipynb new file mode 100644 index 000000000..762f8ee14 --- /dev/null +++ b/docs/source/sample_interface_solvers.ipynb @@ -0,0 +1,562 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PyCIEMSS sample interface with different ODE solvers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load dependencies and interfaces" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import pyciemss\n", + "import pyciemss.visuals.plots as plots\n", + "import time\n", + "import pyro\n", + "\n", + "smoke_test = \"CI\" in os.environ" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Select model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "MODEL_PATH = \"https://raw.githubusercontent.com/DARPA-ASKEM/simulation-integration/main/data/models/\"\n", + "model = os.path.join(MODEL_PATH, \"SEIRHD_NPI_Type1_petrinet.json\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set parameters for sampling" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "start_time = 0.0\n", + "end_time = 40.0\n", + "logging_step_size = 1.0\n", + "num_samples = 3 if smoke_test else 100" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Baseline samples before optimization from model 2 using different ODE solvers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Euler with step size 0.1" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 22.217448949813843\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"euler\",\n", + " solver_options={\"step_size\": 0.1}\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Euler with step size 0.001" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 533.179114818573\n" + ] + }, + { + "data": { + "image/png": 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DL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/Zd7ikz7pk6yXeWOhavkGmUA81X7C73PVVf8LiEe/F4DhVoCf/+J3fh2u+v8K8bxeG/htrvhs4LOA1wF+m+f02cBnAZ8DvBTw2sCtwF8DHwPs8sJ9NvBZwOcAn81zem3gt4DfAV4beG3gt4DPAT6b52Xgd4DXBl4b+C3gd4DX5nmZK8S/wRd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXV/yJv+eEf/uG59epvJxSWr5PpEffaT/hlrrrqfwnx6PcCMNwK8PNf/M6vw1X/XyFeuM8GPgt4HeC3eU4/DbwVV/wOcCvw0sBLAbvAywC38oJ9NvBZwOsAv83zMvA7wGsDbw38FPA5wGfzvAzcCjwEeG3gt4DPAT6b5/XbwGsB4t/gi7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuup/iTd+4zd+4/rS7/1JABLXYeaIi/LTfjkZBq666n8J8ej3AjDcCvDzX/zOr8NV/18hXrjPBj4LeB3gt3lO3w28NfDawF/zbJ8NfBbw28Dr8IJ9NvBZwOsAv83zMvA7wGsDnw18FvA5wGfzvMwVAl4b+C3gc4DP5nn9NvBagPg3+OIv/mIDfPInf7K46qqrrrrqqquuuuqqq676X+DVX/3VX/34q3/45wEgnZa9BYyKO3428+CAq676X0Q8+r0ADLcC/PwXv/PrcNX/V4gX7rOBzwJeB/htXnS3Ag8CTgC7PH+fDXwW8DrAb/O8DPwO8NrAawO/BXwO8Nk8LwN/A7w08NrAbwGfA3w2z+u3gdcCxHP54i/+YvMi+uRP/mRx1VVXXXXVVVddddVVV131P9zDH/7whz/mHT7/q2y2kI7LPg6M6L5fti9c4Kqr/pcRj34vAMOtAD//xe/8Olz1/xXihfts4LOA1wF+mxfdTwNvBbwO8Ns8f28N/BTwOcBn85xeG/gt4HeA1wZeG/gt4HOAz+Z5Gfgd4LWB48BF4GeAt+Z5mSvEc/niL/5i8yL65E/+ZHHVVVddddVVV1111VVXXfU/2NbW1tbrfMS3/5DNlsQW5jSAdfRb+LbbuOqq/4XEo98LwHArwM9/8Tu/Dlf9f4V44T4b+CzgdYDf5tmOAy8FXAL+muf128BrAQ8BbuX5e23gt4CvAT6a5/TWwE8BnwN8NvBg4OnA9wDvzXN6MPB04HuA9+YKA38NvAzP6ThwEfgd4LX5N/jiL/5iA3zyJ3+yuOqqq6666qqrrrrqqquu+h9qa2tr63U+/Ku+ymw/HOgFNwCI6Q+SpzyFq676X0o8+r0ADLcC/PwXv/PrcNX/V4gX7rOBzwJeB/htnu04cBG4FXgIz+k48HRAwHFeuF3gIvAQntN3A+8FvAzw11zx18CDgBM8p48Gvgp4H+C7ueKngbcCHgLcyrO9N/BdwMcAX82/wRd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXV/1Bv/imf93n4Ea8O9IjrZALxVPsJv89VV/0vJh79XgCGWwF+/ovf+XW46v8rxAv32cBnAa8D/DbP6buB9wI+G/gcrjgOfBXw3sDHAF/NFQ8G3gt4BvDdPNtnA58FvA/w3Vzx0sBvAZeAB/Ns7w18F/DdwPtwxUsDvwUIeDCwyxWvDfwW8N3A+3DFceC3gJcGHgLcyr/BF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddX/QG/xSZ/0SdbLvLFQWL5Opkc81X7C73PVVf/LiUe/F4DhVoCf/+J3fh2u+v8K8cJ9NvBZwOsAv81zOg78NvBSwF8Du8CDgQcDXwN8NM/22sBvAb8DvDbPdhz4beClgL8GdoHXBi4Brw38Nc/pp4G3Am4FbgVemyteB/htntN3A+8F3ArcCrw0cBx4H+C7+Tf64i/+YgN88id/srjqqquuuuqqq6666qqrrvof5i0+6ZM+yXqZNxYKy9fJ9IiL8tN+ORkGrrrqfznx6PcCMNwK8PNf/M6vw1X/XyFeuNcGXhv4buBWnr+PBl4bOA78NfDTwG/znB4MfDbwYOC1eV4fDbw2cBz4a+CrgVt5/j4aeGngwcBfA18N3Mrz99bAWwMPBm4Fvhv4bf4dvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqqv+B3mLT/qkT7Je5o2FwvJ1Mr3hMHjazybDwFVX/R8gHv1eAIZbAX7+i9/5dbjq/yvEf523Bj4aeG3+F/viL/5iA3zyJ3+yuOqqq6666qqrrrrqqquu+h9ga2tr63U+4vM+z77+pYXC8nUyPTCi+37ZvnCBq676P0I8+r0ADLcC/PwXv/PrcNX/V4j/GseBpwPvA/w0/4t98Rd/sQE++ZM/WVx11VVXXXXVVVddddVVV/0329ra2nqdD/+qrzLbDxcKy9fJ9IiLcN/v2xcucNVV/4eIR78XgOFWgJ//4nd+Ha76/wrxX+fBwK38L/fFX/zFBvjkT/5kcdVVV1111VVXXXXVVVdd9d9oa2tr63U+/Ku+ymw/XKhavkamR1yUn/bLyTBw1VX/x4hHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVddddVVV1111X+Tra2trdf58K/6KrP9cKBHXCcTiIvy0345GQauuur/IPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqquu+m/w8Ic//OGPeYfP/yqbLaBHXCcTiIvy0345GQauuur/KPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqquu+i/28Ic//OGPeYfP/yqbLaBHXCcTgtvhab+fDANXXfV/mHj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VVX/Rd6+MMf/vDHvMPnf5XNltDc8jUygXiq/YTf56qr/h8Qj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/Ig9/+MMf/ph3+PyvstmS2MKcBkA81X7C73PVVf9PiEe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVf4E3fuM3fuP60u/9SQASW5jTAIin2k/4fa666v8R8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuuuqqq676T/bGb/zGb1xf+r0/CUBiC3MagIg/cz7ucVx11f8z4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV131n+iN3/iN37i+9Ht/EgDScdnHAcT0B8lTnsJVV/0/JB79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVV/0ne4u3e7u38iHf4cACk07K3AMT0B8lTnsJVV/0/JR79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVV/wne4pM+6ZOsl3ljAKTTsrcAxPQHyVOewlVX/T8mHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VX/wd7ikz7pk6yXeWMApNOyt4AR7f6mfc89XHXV/3Pi0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVXXfUf6C0+6ZM+yXqZNxYKxGnsDWBE9/2yfeECV111FeLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVdd9R9ga2tr63U+7MM+zHqZNxYKy9fJ9MCI7vtl+8IFrrrqqsvEo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuurfaWtra+t1PvyrvspsP1woLF8n0wMjuu+X7QsXuOqqq55FPPq9AAy3Avz8F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqqv+Hba2trZe58O/6qvM9sOFwvJ1Mj3iovy0X06Ggauuuuo5iEe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVv9HW1tbW63z4V32V2X440CNOy/SIi/LTfjkZBq666qrnIR79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVV/wYPf/jDH/6Yt/+kTzLbDwd6xHUygbgoP+2Xk2Hgqquuer7Eo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuupf6eEPf/jDH/MOn/9VNltAj7hOJhAX5af9cjIMXHXVVS+QePR7ARhuBfj5L37n1+Gq/68QV/2rfPEXf7EBPvmTP1lcddVVV1111VVXXXXVVVf9Kzz84Q9/+GPe4fO/ymYL6BHXyQTiqfYTfp+rrrrqXyQe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVS+iV3/1V3/1E6/x4Z9ksyWxZTgpE4in2k/4fa666qoXiXj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VVXvQje/MM+7MPYfo23B5DYwpwGQDzVfsLvc9VVV73IxKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqhbjuuuuue4X3/rzPM9sPB5A4idkBQDzVfsLvc9VVV/2riEe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVC/DSL/3SL33zm3zy59lsCVXL18j0AGL6g+QpT+Gqq676VxOPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqufjLd/rvd4rr3+T9wYQmlu+RiYMh9J9v2lfuMBVV131byIe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVQ+wtbW19Tof8XmfZ1//0gBIx2UfBxDcDk/7/WQYuOqqq/7NxKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqmR7+8Ic//DHv8PlfZbMlFMjXYOZc8TfmCX/NVVdd9e8mHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VXAW7zd272dH/EOHw4gNLd8jUwAI9r9Tfuee7jqqqv+Q4hHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVddddVVV131/9rW1tbWa3/EJ30SfsSrA0jawT4JgLhXftpvJsPAVVdd9R9GPPq9AAy3Avz8F7/z63DV/1eIF+448FPAxwB/zfP32sBrAa8N/DbwPcCt/Ou8F/DSwIOB3wa+B9jl+Xtt4K2ABwO/DfwMcCvP32sDrwW8NvDbwPcAt/Lv8MVf/MUG+ORP/mRx1VVXXXXVVVddddVVV/2/9fCHP/zhj36Hz/s8rOuEAnEae4Mr/sY84a+56qqr/sOJR78XgOFWgJ//4nd+Ha76/wrxwv0U8NbA6wC/zfN6b+C7uOJvgJfiivcBvpsXzV8BLw1cAnaBBwG7wOsAf81z+i7gvYFLwK3ASwG7wOsAf81z+mrgo7jib4CX4or3Ab6bf6Mv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrq/6U3fuM3fuPuZd77w2y2gF7SNdgVGK2j38e33cZVV131n0I8+r0ADLcC/PwXv/PrcNX/V4jn7zjwXcBbc8XrAL/Nc3pt4LeAvwFeG9gFjgO/DbwU8BDgVl64zwY+C/ga4KO54r2B7wJ+G3gdnu29ge8Cvgd4b654aeC3gYvAQ3i21wZ+C/gd4K2BXeClgd8GDDwE2OXf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqrrvp/ZWtra+t1PuzDPsx6mTcGkNjCnAZAXJTu+M3MgwOuuuqq/zTi0e8FYLgV4Oe/+J1fh6v+v0I8r/cCPht4MPA3wEsBrwP8Ns/pu4H3Al4G+Gue7a2BnwK+BvhoXriLwCXgwTyn7wbeC3gZ4K+54unAg4ETwC7P9tXARwHvA3w3V/w08FbAQ4Bbebb3Br4L+Bjgq/k3+OIv/mIDfPInf7K46qqrrrrqqquuuuqqq/7fePjDH/7wx7z9J32S2X64UFiclL3FFY83T/hTrrrqqv904tHvBWC4FeDnv/idX4er/r9CPC8DzwDeG3ht4LOA1wF+m+d0EbgEPJjnZeCvgZfhBXtt4LeArwE+muf01sBPAZ8DfDbwYODpwM8Ab81zejDwdOB7gPfmCgN/A7w0z+k4cBH4HeC1+Tf44i/+YgN88id/srjqqquuuuqqq6666qqr/l949Vd/9Vc/8Rof/kk2W0CPOC3TA6OY/jR5ylO46qqr/kuIR78XgOFWgJ//4nd+Ha76/wrxvN4b+G6u+Gzgs4DXAX6b52Tgd4DX5nn9NvBagHjBPhr4KuBzgM/mOb028FvAzwBvDbw28FvA5wCfzfMy8DvAawMvDfwV8DvAa/O8DOwCJ/g3+OIv/mIDfPInf7K46qqrrrrqqquuuuqqq/7Pe/MP+7APY/s13h5AYstwUiYQF+G+37cvXOCqq676LyMe/V4AhlsBfv6L3/l1uOr/K8QL99nAZwGvA/w2z/bawG8BvwO8Ns/rt4HXAsQL9tnAZwFvA/w0z8vA7wCvDbw18FPA5wCfzfMy8NfAywCvDfwW8DnAZ/O8fht4LUD8G3zxF3+xAT75kz9ZXHXVVVddddVVV1111VX/Z1133XXXvcJ7f97nme2HA0icxOwAIJ4qP+1Pk2Hgqquu+i8lHv1eAIZbAX7+i9/5dbjq/yvEC/fZwGcBrwP8Ns/22sBvAZ8DfDbP67eB1wLEC/bZwGcBrwP8Ns/LwO8Arw18NvBZwOcAn83zMlcIeG3gt4DPAT6b5/XbwGsB4t/gi7/4iw3wyZ/8yeKqq6666qqrrrrqqquu+j/p1V/91V/9xGt8+CfZbAlVy9fI9ABi+oPkKU/hqquu+m8hHv1eAIZbAX7+i9/5dbjq/yvEC/fZwGcBrwP8Ns/2YODpwM8Ab83z+m3gtQDxgn028FnA6wC/zfMy8DvAawOvDfwW8DnAZ/O8DPwN8NLAawO/BXwO8Nk8r98GXgsQz+WLv/iLzYvokz/5k8VVV1111VVXXXXVVVdd9X/OW77Xe71XXv8m7w2AtAE+LROGQ+m+37QvXOCqq676byMe/V4AhlsBfv6L3/l1uOr/K8QL99nAZwGvA/w2z8nA7wCvzfP6beC1APGCvTXwU8DHAF/Nc3pp4K+A3wFeG3ht4LeAzwE+m+dl4HeA1waOAxeBnwHemud1ETgOiOfyxV/8xeZF9Mmf/Mniqquuuuqqq6666qqrrvo/Y2tra+t1PuLzPs++/qUBkI7LPg4guB2e9vvJMHDVVVf9txKPfi8Aw60AP//F7/w6XPX/FeKF+2zgs4DXAX6b52Tgr4GX4XldBC4BD+YFe23gt4DPAT6b5/TawG8BnwN8NvBg4OnA1wAfzXM6DlwEfgZ4a64w8DvAa/O8DPwO8Nr8G3zxF3+xAT75kz9ZXHXVVVddddVVV1111VX/J7z0S7/0S9/8Jp/8eTZbQoF8DWYOQMSfOR/3OK666qr/EcSj3wvAcCvAz3/xO78OV/1/hXjhPhv4LOB1gN/mOf008FbAQ4BbebaXBv4K+B7gvXnBjgO3Ak8HXobn9NXARwFvA/w0V9wKHANO8Jw+Gvgq4GOAr+aK3wZeCzgB7PJsbw38FPA1wEfzb/DFX/zFBvjkT/5kcdVVV1111VVXXXXVVVf9r7a1tbX1um/3dm+X17/JewMIzS1fIxPAiHZ/077nHq666qr/McSj3wvAcCvAz3/xO78OV/1/hXjhPhv4LOB1gN/mOb028FvAdwPvw7P9FPDWwOsAv80Vx4GXAi4Bf82zfTXwUcD7AN/NFS8N/BZwCXgwz/bRwFcBHwN8NVccB/4KOAE8GNjlircGfgr4buB9uOI48FvASwMPAW7l3+CLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq676X+ulX/qlX/qmN/mkT8K6DkDSDvZJAMS98tN+MxkGrrrqqv9RxKPfC8BwK8DPf/E7vw5X/X+FeOE+G/gs4HWA3+Z5fTfwXsBfAz8NvDXw0sD3AO/Ns7028FvA7wCvzbM9GPht4EHATwO7wFsDx4HXAX6bZzsO/DbwUsBPA7cCbw08GHgf4Lt5Tr8NvBbw18BvA28NPBj4HOCz+Tf64i/+YgN88id/srjqqquuuuqqq6666qqr/te57rrrrnv59/mwD8OPeHWu6BGnZXqu+BvzhL/mqquu+h9JPPq9AAy3Avz8F7/z63DV/1eIF+69gfcGPhr4a56/jwbeGngwcCvw3cB385xeGvhuYBd4bZ7TceCrgZcGjgN/DXw18Ns8r+PARwOvDbw08NvAVwO/zfP32cBrAy8N/DXw3cB38+/wxV/8xQb45E/+ZHHVVVddddVVV1111VVX/a/yFm/3dm/HI9/hvW22hAL5OGYHwHCIjv4U33YbV1111f9Y4tHvBWC4FeDnv/idX4er/r9C/Nd5a+Cjgdfmf7Ev/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqf4WHP/zhD3/M23/SJ5nthwMgbQhOYleueLx42l8nw8BVV131P5p49HsBGG4F+PkvfufX4ar/rxD/NY4DvwV8DvDT/C/2xV/8xQb45E/+ZHHVVVddddVVV1111VVX/Y+2tbW19drv9V7vxfZrvD2AUEWcxN4AQNwL9/2pfeECV1111f8K4tHvBWC4FeDnv/idX4er/r9C/Nd5a+Cn+V/ui7/4iw3wyZ/8yeKqq6666qqrrrrqqquu+h/r1V/91V/9+Gt82IdhXQeAdBy8IxPASMRfOx/3OK666qr/VcSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq676H+e666677hXe55M+yb7+pQGE5pZPyvQAgtvhab+fDANXXXXV/zri0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVX/Y/ylu/1Xu/lG97k7W22hAL5OGYHwHAo7f6+fc89XHXVVf9riUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXfU/wku/9Eu/9M1v/GEfZrYfDoC0AT4tE1zxN+Jpj0uGgauuuup/NfHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqqv+W21tbW299nu913ux/RpvDyBUkU9j5gCIe+G+P7UvXOCqq676P0E8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqquuuuqq/zav/uqv/uonXuPDP8lmCwDpOHhHJoBRTH+aPOUpXHXVVf+niEe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXfVf7rrrrrvuFd7nkz7Jvv6lAYTmiNPYFQDxVPlpf5oMA1ddddX/OeLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVf9l3rL93qv98rr3+S9AYTC4qTsLQDDobT7+/Y993DVVVf9nyUe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVf4mXfumXfumb3uSTPgnrOgCJLcNJmeCKvzFP+Guuuuqq//PEo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquu+k+1tbW19Tof9mEfZr3MGwMIVeTTmDkA4l7pjt/PPDjgqquu+n9BPPq9AAy3Avz8F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqv80b/RGb/RG/cu+z4fbbAmFxY7s41wxWke/j2+7jauuuur/FfHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqqv+w73RG73RG3Uv+97vjXUdgNAccRq7csXjxdP+OhkGrrrqqv93xKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrvoP80Zv9EZv1L3se7831nUAQnPk45g5AOIi7P6pfc89XHXVVf9viUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXfXv9kZv9EZv1L3se7831nUAQhVxEnuDK0bgceYJf81VV131/5549HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVddddVV/2Zv9EZv9Ebdy773e2NdByBULY7L3uKKEXiceNrjkmHgqquuugoQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666l/tjd7ojd6oe9n3fm+s6wCEqsVx2VtcMQKPE097XDIMXHXVVVc9gHj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VUvsjd6ozd6o+5l3/u9sa4DEKoWx2Vv8WyPF0/762QYuOqqq656PsSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq676F73RG73RG3Uv+97vjXUdgFC1OC57i/uJp0p3/HXmwQFXXXXVVS+EePR7ARhuBfj5L37n1+Gq/68QV/2rfPEXf7EBPvmTP1lcddVVV1111VVXXXXVVS/QG73RG71R97Lv/d5Y1wEIVYvjsre4n3iqdMdfZx4ccNVVV131IhCPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqebzRG73RG3Uv+97vjXUdgFC1OC57i/uJp0p3/HXmwQFXXXXVVf8K4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVVz3LG73RG71R97Lv/d5Y1wEIVYvjsre4n3iqdMdfZx4ccNVVV131byAe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXUVb/RGb/RG3cu+93tjXQcgVC2Oy97ifuKp0h1/nXlwwFVXXXXVv4N49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVddddX/Y2/0Rm/0Rt3Lvvd7Y10HIFQtjsve4n7iqdIdf515cMBVV1111X8A8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuuuqq/4fe6I3e6I26l33v98a6DkCoWhyXvcX9xFOlO/468+CAq6666qr/QOLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVf9PXHfddde94hu90RvlDW/8xljXAQhVi+Oyt7ifeKp0x19nHhxw1VVXXfWfQDz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqqq6666v+4l37pl37pm97k7d4OP+LVeSahanFc9hb3E0+V7vjrzIMDrrrqqqv+E4lHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVddddVVV/0ftLW1tfU6b/RGb+RHvv3bY13HM0lsAVuYOfcTT5Xu+OvMgwOuuuqqq/4LiEe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVX/R/y0i/90i998xu90RtZL/PGPJNQtdgC78gEV4yI26Q7/jrz4ICrrrrqqv9C4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVV/8ttbW1tvdqrvdqr9S/z9m9vth/O/aQNwRb2BvcTF+XpcXDbbckwcNVVV13130A8+r0ADLcC/PwXv/PrcNX/V4h/nwcDD+L5ewZwKy+alwbeiiv+GvgZXrAHA28FHAduBb6HF+zBwFsBx4FbgZ8Bdvl3+OIv/mIDfPInf7K46qqrrrrqqquuuuqq/6Wuu+66617hvd7rvYiXeXWbLQChsNgRbGFX7ieeCrtPse+5h6uuuuqq/2bi0e8FYLgV4Oe/+J1fh6v+v0L8+/w08FY8f58DfDb/su8C3pvn9NfA6wC7PKfPBj6L53Qr8DrArTyn9wa+i+e0C7wO8Nf8G33xF3+xAT75kz9ZXHXVVVddddVVV1111f8yb/RGb/RG/cu+8Rvb1780zyQ0t9iSvcUzGQ4V8TjlU56SDANXXXXVVf9DiEe/F4DhVoCf/+J3fh2u+v8K8e/zdEDAd/O8fhv4bV64zwY+C/ge4KOBXeCjga8Cfht4HZ7trYGfAv4GeGvgVuCjga8C/hp4GZ7ttYHfAv4GeGvgVuC1gZ8GDDwE2OXf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqr/he47rrrrnv5t3u7t9POa7yxzRaAUCBvgI5jV55JcLu1+zj7nnu46qqrrvofSDz6vQAMtwL8/Be/8+tw1f9XiH8fAz8DvDX/Nk8HTgDHeU4/DbwV8DLAX3PFXwEvDTwEuJVn+2rgo4C3AX6aK34aeCvgZYC/5tk+Gvgq4GOAr+bf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqr/gd7tVd7tVc78Zpv/Mb4Ea/Os/VIO+ANmQAwHAqeorjjKZkHB1x11VVX/Q8mHv1eAIZbAX7+i9/5dbjq/yvEv91rA78FfA7w2fzrvTTwV8D3AO/Nc3pv4LuAzwE+GzgOXAR+BnhrntNLA38FfA/w3lxxEbgEPJjn9GDg6cDvAK/Nv8EXf/EXG+CTP/mTxVVXXXXVVVddddVVV/0Ps7W1tfW6b/d2b5c3vPEbY13HM0lsGXZkeu4n7pWnpyRPeQpXXXXVVf9LiEe/F4DhVoCf/+J3fh2u+v8K8W/30cBXAW8DPAh4MLAL/A7w2/zLPhr4KuBzgM/mOb028FvAzwBvDbw28FvA5wCfzfMy8DvAawMvDfwV8DvAa/O8DOwCJ/g3+OIv/mIDfPInf7K46qqrrrrqqquuuuqq/yFe7dVe7dVOvvqrv7r1Mm/MMwlV5B3DlkxwxQg8RXHH4zIPDrjqqquu+l9GPPq9AAy3Avz8F7/z63DV/1eIf7vvBt6L5++ngfcBdnnBPhv4LOBtgJ/mOR0HLgK/A7w28NrAbwGfA3w2z8vAXwMvA7w28FvA1wAfzfP6a+ClAPFv8MVf/MUG+ORP/mRx1VVXXXXVVVddddVV/41e7dVe7dVOvvqrvzrxMq9us8X9pA3hHcyc+4mL8vS45ClP4aqrrrrqfzHx6PcCMNwK8PNf/M6vw1X/XyH+7X4beC3gc4CvBnaBBwPfDbwW8DnAZ/OCfTbwWcDrAL/N8zLwO8BrA58NfBbwOcBn87zMFQJeG/gt4HOAz+Z5/TbwWoD4N/jiL/5iA3zyJ3+yuOqqq6666qqrrrrqqv9ir/Zqr/ZqJ1/91V+deJlXt9ni2XqJLdAGduWKEXEb3Pc4+8IFrrrqqqv+DxCPfi8Aw60AP//F7/w6XPX/FeLf7sHAg4Hf5jkdB24FjgHiBfts4LOA1wF+m+dl4HeA1wbeGvgp4HOAz+Z5GXgG8GDgtYHfAj4H+Gye128DrwWI5/LFX/zF5kX0yZ/8yeKqq6666qqrrrrqqqv+C7zaq73aq5189Vd/deJlXt1mi2frJbZAG9iVZzIcKuJxyqc8JRkGrrrqqqv+DxGPfi8Aw60AP//F7/w6XPX/FeI/x28DrwW8DPDXPH/vDXwX8D7Ad/OcXhr4K+B3gNcGXhv4LeBzgM/meRn4HeC1gQcDTwe+B3hvntdF4DggnssXf/EXmxfRJ3/yJ4urrrrqqquuuuqqq676T/Jqr/Zqr3by1V/91YmXeXWbLZ6tl9gCbWBXnslwKLgN3fcU+8IFrrrqqqv+jxKPfi8Aw60AP//F7/w6XPX/FeI/x08DbwW8DvDbPH+vDfwW8DnAZ/OcXhv4LeBrgI8GXhr4K+BrgI/mOR0HLgI/A7w1Vxj4HeC1eV4G/gZ4af4NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqP9BLv/RLv/TNb/RGb0S8zKvbbPFsvcQWaAO78kyGQ8Ft6L6n2BcucNVVV131/4B49HsBGG4F+PkvfufX4ar/rxD/Ng8Gng78NfAyPK+/Al4aEC/Yg4GnA78NvA7P6bOBzwLeB/hurtgFLgIP4Tm9N/BdwOcAn80VtwLHgBM8p9cGfgv4GuCj+Tf44i/+YgN88id/srjqqquuuuqqq6666qp/p4c//OEPf/QbvdEbsfPqr451Hc8kVBEbxlsyPc82Im4zR7fh227jqquuuur/GfHo9wIw3Arw81/8zq/DVf9fIf7tbgUeBLwO8Ns820cDXwV8D/DeXHEceCngEvDXPNt3A+8FvAzw11xxHPgr4ATwYGCXKz4b+CzgbYCf5orjwE8Brw08BLiVK94b+C7gY4Cv5tl+Cnhr4HWA3+bf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqr/g0e/vCHP/zRb/RGb8TOq7861nU8k1BFbBhvyfQ824i4zRzdhm+7jauuuuqq/8fEo98LwHArwM9/8Tu/Dlf9f4X4t3tp4K+AXeC7gVuBlwbeG/gb4LWBXa54beC3gN8BXptnezDw14CBrwZ2gfcGXhp4H+C7ebbjwK3AMeCrgV3grYGXBj4H+Gye018DLwV8NXAr8NrAWwPfA7w3/0Zf/MVfbIBP/uRPFlddddVVV1111VVXXfUievjDH/7wR7/RG70RO6/+6ljX8UxCFbFhvCXT82wj4jZzdBu+7Tauuuqqq666TDz6vQAMtwL8/Be/8+tw1f9XiH+flwY+G3grrngG8NPAZwO7PNtLA98N7AKvzXN6aeCzgbfiimcAHw38NM/rOPDdwGsDx4BLwGcDX83zOg58NfDWwDHgEvDVwGfz7/DFX/zFBvjkT/5kcdVVV1111VVXXXXVVS/Eq73aq73aiZd+6Zdm59VfHes6nkmoIjaMt2R6nm1E3GaObsO33cZVV1111VXPQzz6vQAMtwL8/Be/8+tw1f9XiP86rw18NvDa/C/2xV/8xQb45E/+ZHHVVVddddVVV1111VUP8PCHP/zhj3mpl3opHvnqr25f/9I8gFBFbBhvyfQ824i4zRzdhm+7jauuuuqqq14o8ej3AjDcCvDzX/zOr8NV/18h/mscB74L+Bvgs/lf7Iu/+IsN8Mmf/Mniqquuuuqqq6666qr/17a2trZe6qVe6qVOvvqrv7rjpV8a6zqeU4+0Ad6Q6Xkg8VRzdBu+7Tauuuqqq656kYlHvxeA4VaAn//id34drvr/CvFf4zjw3sBX87/cF3/xFxvgkz/5k8VVV1111VVXXXXVVf/vPPzhD3/4Y1/t1V7N17/6q5vth/MAQhV5bjQHb8gEDyC4Habb4LbbkmHgqquuuuqqfzXx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666v+866677rqXeqmXeqn+pV/6pYmXeXWbLR5AaI68YZjL9DyA4VBwm3V0D77tNq666qqrrvp3E49+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqqv+T3rpl37pl77p1V7t1bT90i9tth/OAwhVxAYwN57LBM82Cu5xxD3ittsyDw646qqrrrrqP5R49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVdd9X/Cddddd90rvNqrvZof+dIvLR7x0jZbPJNQWMyF56AN7MoDiYuYe9DubfY993DVVVddddV/KvHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqf6Xrrrvuuoc97GEPO/HSL/3S7Lz6q2Ndx3PqJc3BG5g5z2lE3CZP9xD33JN5cMBVV1111VX/ZcSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqq/xUe/vCHP/wxL/VSL8XDH/5wx0u/NNZ1PIBQIG8YzQVz7MoDiYuY29B9t9kXLnDVVVddddV/G/Ho9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqf5ytra2tl3qpl3qpUw9/+MN9w0u/tH39S/NchALoLebgDZmeBzAcStxjjm4L33NPMgxcddVVV131P4J49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVdd9d/u4Q9/+MMf9rCHPax/6Zd+acdLvzTWdTyvXqI3moN7mZ7nJu5FcRu+5x77wgWuuuqqq676H0k8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqquu+i+1tbW19fCHP/zht7zUS72Ub3jpl4brH26zxXMRmlvMBb3xXCZ4buJezAXr6B58221cddVVV131v4J49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVdd9Z/quuuuu+6lXuqlXqp7+MMfru2Xfmmz/XCei1BFngO9YS7T81wMhwEXHHEPvnDBvucerrrqqquu+l9JPPq9AAy3Avz8F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qqrrvoPc91111133XXXXXfLS73US+UND3+4eMRL22zxXITmiB6YAz125bmJi5h7xHSBuOeezIMDrrrqqquu+j9BPPq9AAy3Avz8F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qqrrvo3eemXfumXvvbaa6/tHv7wh2vn4Q+H6x9us8VzEQqLufAc6DFzntcouMdwAe3eY99zD1ddddVVV/2fJR79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVe9UNddd91111133XW3vNRLvVTe8PCHy9ddZ7YfzvMhFEBvMQeqYI5deW7iInBBnu4h7rkn8+CAq6666qqr/t8Qj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq57lpV/6pV/62muvvbZ7+MMfrp2HPxyuf7jNFs9fL9EbVeG5oZcJnteIuIC5B+3eI1+4kAwDV1111VVX/b8lHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVV/w9dd91111133XXX3fJSL/VSecPDHy5fd53ZfjjPh1AAvcUcqOBepucFEfdiLhBxgO+5x75wgauuuuqqq656APHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrvo/7OEPf/jDr7322mtPPfzhD/d1111HXHcdXP9wmy2ev16iN6rCc0MvEzwfhsOAC4YL1tGF0IULmQcHXHXVVVddddW/QDz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqqq/6Xe/jDH/7wra2trVte6qVeKre2trTz8Ieb667Duo4XQCiA3mIOVHAv0/P8jYgLmAtiumAdHNj33MNVV1111VVX/RuJR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXV/wLXXXfdddddd911Nz/sYQ/T1taWb3jplzbXXYd1HS9cLxQWc+EAekMvEzw/4qLMgeEC2r1HOjjIPDjgqquuuuqqq/4DiUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111f8Q11133XXXXXfddTc/7GEP09bWlm946ZfGW1tm++G8EEIVqIgeXIEeVLErL9iIuIC5IKYL1sGBfc89XHXVVVddddV/AfHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrvovct1111133XXXXXfttddeO7vuuutya2tLOw9/ON7aMtsP54UQqkBF9IYQnhtCpueFMBxKHGDuIWLAFy5IBweZBwdcddVVV1111X8T8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquu+g/y0i/90i8NcMtLvdRLAeQND3+42NqC6x9us8W/QCiAHrkaVUEPDsycF8JwKHGAuQAMaPceGAb7wgWuuuqqq6666n8g8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuehFcd91111133XXXXXvttdfOrrvuutza2tLOwx+Ot7bM9sN5EQhVoFoE0AsH0ANg5rxwI+ICcIA5sI4uiIMD+8IFrrrqqquuuup/GfHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqr/l+77rrrrrvuuuuuA7j5YQ97mLa2tnJra0s7D384l13/cJstXgRCcwBEbwhBDw5Qxa68KMS9wAHmwDq6IIbBvucerrrqqquuuur/EPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqr/k966Zd+6ZcG2Nzc3Dz18Ic/HCBvePjDxdYWgH39S/OvIFSBahFALxxAD4CZ86IZERdkBsMFALR7D4B9zz1cddVVV1111f8T4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVf9r/HSL/3SL80z3fywhz1MW1tbubW1pZ2HPxzAXHcd1nX8KwgF0AMgekMACM+5TBW78qIQF4EBcwEYxHRgHRxIBweZBwdcddVVV1111VWXiUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1313+KlX/qlX5pnuvlhD3uYtra2AHzdddcR110HgLe2zPbD+bfphcIigJ4rqnAFwMz51xkRF2QGwwUAtHsPgH3PPVx11VVXXXXVVS8y8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqqv+XR7+8Ic/fGtra4tnuvlhD3uYtra2AHzdddcR110HgLe2zPbD+XcQmnM/0RsCQHgOAKrYlX+dEXEBAHMBGADQ7j0A0sFB5sEBV1111VVXXXXVfxjx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqq/+de+qVf+qV5gJsf9rCHaWtri2fKGx7+cLG1xbNc/3CbLf6dhObcT/SG4IoqXAEMIdPzbyEuAoPMYLgAIKYD6+AAwL7nHq666qqrrrrqqv8W4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVf8LbW1tbT384Q9/OA+wubm5eerhD384D5BbW1vaefjDeQD7+pfmP5BQBSr3E70huKIKVwBDyPT8e4iLwACAuQAMAGj3HgDp4CDz4ICrrrrqqquuuup/NPHo9wIw3Arw81/8zq/DVf9fIf5vOw68FFdcAv6af6cv/uIvNsAnf/Ini6uuuuqqq676T/bwhz/84VtbW1s8l2uvvfba2XXXXccD+LrrriOuu44HMNddh3Ud/3l6oeB+ojcEzyTowcEzGXqZ4N9LXAQGrjjAHAAQMeALF3gm+557uOqqq6666qqr/k8Rj34vAMOtAD//xe/8Olz1/xXi/66XBn4KeDDP9tfA2wC38m/0xV/8xQb45E/+ZHHVVVddddX/Wy/90i/90rwA11577bWz6667jueSW1tb2nn4w3k+7Otfmv8iQgH0PIBFAD0PIBxAzwMYepngP4jhUOKA+5kLwAAgpgPr4IDLhsG+cIGrrrrqqquuuur/PfHo9wIw3Arw81/8zq/DVf9fIf5vejDwV4CA9wZuBV4b+Crgr4GX4d/oi7/4iw3wyZ/8yeKqq6666qr/cg9/+MMfvrW1tcULsbm5uXnq4Q9/OC+Er7vuOuK663iBrn+4zRb//Xqh4LnJ1ajyAMIB9DyAIWR6/rOIi8DA/cwFYOCZrKMLYhh4JungIPPggKuuuuqqq6666qp/I/Ho9wIw3Arw81/8zq/DVf9fIf5v+m7gvYC3AX6aZ/ts4LOA9wG+m3+DL/7iLzbAJ3/yJ4urrrrqqv+lHv7whz98a2tri3+lmx/2sIdpa2uLF5Gvu+464rrreFF4a8tsP5z/JYTmvCByNao8F+EAep4fM+e/zoi4wAPIDIYLPFDEgC9c4AHkCxeSYeCqq6666qqrrrrqv4l49HsBGG4F+PkvfufX4ar/rxD/N10ELgEP5jk9GHg68DPAW/Nv8MVf/MUG+ORP/mRx1VVX/Y/w0i/90i/Nf6Jrr7322tl1113Hf5Dc2trSzsMfzr+Tue46rOv4/6cXCl4IiwB6XrgqXHkBDL1M8N9NXAQGntcB5oAHihjwhQs8h2GwL1zgqquuuuqqq6666v8I8ej3AjDcCvDzX/zOr8NV/18h/u95MPB04HeA1+Z5GbgVeAj/Ci/90i/90gDv/M7v/FcAP/zDP/wyXPWf6tprr712dt111/H/VN7w8IeLrS3+F7Cvf2mu+l9FqAKVfy3RG4IXXRWuvKjMnP8txL28YAeYA55bxIAvXOD5sO+5h6uuuuqqq6666qqr/kXi0e8FYLgV4Oe/+J1fh6v+v0L83/PawG8B3wO8N8/rVuBBgPhXePNP/uHfAnj147e+NsDv7z74t7nqqqv+RxCa859JrkaV/yDCAfT8u6liV6666qqrrrrqqquuuur/IcOtAD//xe/8Olz1/xXi/57XBn4L+Bzgs3levw28FiD+Fd78k3/4twBe/fitrw3wB7sP+WP+55mMJ/6PEKpA5V9L9IbgfzlBDw7+NzBzrrrqqquuuuqqq6666qqr/gsZbgX4+S9+59fhqv+vEP/3vDbwW8DnAJ/N8/pt4LUA8Vy++Iu/2Fx11VVXXXXVVVddddVVV1111VX/K/z+7oN/++e/+J1fh6v+v0L83/PSwF8B3wO8N8/r6cCDAfFcvviLv9hcddVVV1111VVXXXXVVVddddVV/yv8/u6Df/vnv/idX4er/r9C/N9k4HeA1+Z5Gfgb4KW56v+sL/7iLzbAJ3/yJ4ur/t/64i/+YgN88id/srjq/70v/uIvNsAnf/Ini6v+3/viL/5iA3zyJ3+yuOr/vS/+4i82wCd/8ieLq/7f++Iv/mIDfPInf7K46v+tL/7iLzbAJ3/yJ4urrrrqfzLE/023AseAEzynlwb+Cvge4L256v+sL/7iLzbAJ3/yJ4ur/t/64i/+YgN88id/srjq/70v/uIvNsAnf/Ini6v+3/viL/5iA3zyJ3+yuOr/vS/+4i82wCd/8ieLq/7f++Iv/mIDfPInf7K46v+tL/7iLzbAJ3/yJ4urrrrqfzLE/00fDXwV8DbAT/NsXw18FPA6wG9z1f9ZX/zFX2yAT/7kTxZX/b/1xV/8xQb45E/+ZHHV/3tf/MVfbIBP/uRPFlf9v/fFX/zFBvjkT/5kcdX/e1/8xV9sgE/+5E8WV/2/98Vf/MUG+ORP/mRx1f9bX/zFX2yAT/7kTxZXXXXV/2SI/5uOA7cCBj4b+GvgvYH3Bv4GeGmu+j/ti7/4iw3wyZ/8yeKq/7e++Iu/2ACf/MmfLK76f++Lv/iLDfDJn/zJ4qr/9774i7/YAJ/8yZ8srvp/74u/+IsN8Mmf/Mniqv/3vviLv9gAn/zJnyyu+n/ri7/4iw3wyZ/8yeKqq676nwzxf9eDgZ8GXopn+x7go4Fdrvo/7Yu/+IsN8Mmf/Mniqv+3vviLv9gAn/zJnyyu+n/vi7/4iw3wyZ/8yeKq//e++Iu/2ACf/MmfLK76f++Lv/iLDfDJn/zJ4qr/9774i7/YAJ/8yZ8srvp/64u/+IsN8Mmf/Mniqquu+p8M8X/fceClgb8Gdrnq/4Uv/uIvNsAnf/Ini6v+3/riL/5iA3zyJ3+yuOr/vS/+4i82wCd/8ieLq/7f++Iv/mIDfPInf7K46v+9L/7iLzbAJ3/yJ4ur/t/74i/+YgN88id/srjq/60v/uIvNsAnf/Ini6uuuup/MsRVV/0f9MVf/MUG+ORP/mRx1f9bX/zFX2yAT/7kTxZX/b/3xV/8xQb45E/+ZHHV/3tf/MVfbIBP/uRPFlf9v/fFX/zFBvjkT/5kcdX/e1/8xV9sgE/+5E8WV/2/9cVf/MUG+ORP/mRx1VVX/U+GuOqq/4O++Iu/2ACf/MmfLK76f+uLv/iLDfDJn/zJ4qr/9774i7/YAJ/8yZ8srvp/74u/+IsN8Mmf/Mniqv/3vviLv9gAn/zJnyyu+n/vi7/4iw3wyZ/8yeKq/7e++Iu/2ACf/MmfLK666qr/yRBXXfV/0Bd/8Rcb4JM/+ZPFVf9vffEXf7EBPvmTP1lc9f/eF3/xFxvgkz/5k8VV/+998Rd/sQE++ZM/WVz1/94Xf/EXG+CTP/mTxVX/733xF3+xAT75kz9ZXPX/1hd/8Rcb4JM/+ZPFVVdd9T8Z4qqrrrrqqquuuuqqq6666qqrrrrqqqv+90FcddVVV1111VVXXXXVVVddddVVV1111f8+iKuuuuqqq6666qqrrrrqqquuuuqqq6763wdx1VVXXXXVVVddddVVV1111VVXXXXVVf/7IK666qqrrrrqqquuuuqqq6666qqrrrrqfx/EVVddddX/HceBlwL+Btjl+TsOvBRXXAL+mqv+r3owcBz4a676/+o48FI82+/wwr0Wz/Y7XPV/zUsDx7jiEvDXXPX/1XHgpbjiEvDXvHAvDRzjit/hqv9rXho4xhXPAG7lqquu+t8EcdVV/3c8HXgwz9/rAL/NVf/XfRfw3sDrAL/N83pt4KeA4zzbXwOvA+xy1f8lx4GnA38DvDbP66WBv+IFE1f9b/dZwEcDx3m2XeB9gJ/mOb008FPAg3m2W4G3Af6aq/63Ow78FPDaPKffBt4HuJXnZF6w1wF+m6v+N3tr4LuA4zzbrcDbAH/NczoO/BTw2jzbLvA+wE9z1f92x4GvAt6b5/TVwMfwvJ4OPJjn73OAz+aqq67674C46qr/G44DF4HfAX6b5/XdwK1c9X/ZVwEfzRWvA/w2z+nBwF8BAt4b+GvgrYGvAv4aeBmu+r/iwcBPAS8N/A7w2jyv9wa+C/ge4Fae12dz1f9m7w18F/A7wGcDtwIvDXw18CDgdYDf5orjwNMBAe8N/DXw2sBXAwYeAuxy1f9mfwW8NPA5wE9zxVsDnwX8NfAyPNtrA78F/A7w2zyv7wZu5ar/rV4a+Cvgb4DPBn4beGvgqwEDDwF2eba/Al4a+Bjgt4EHA98NGHgZ4Fau+t/su4D3Br4H+Gqu+GjgvYCvAT6a52Tgb4Cf5nn9NvDbXHXVVf8dEFdd9X/DawO/BXwM8NVc9f/Jg4HvAl4buAQcA14H+G2e03cD7wW8DvDbPNtXAx8FvA/w3Vz1v917AV8NHOeK3wFem+f12cBnAS8D/DVX/V/zdOAE8GBgl2d7aeCvgN8BXpsrPhv4LOB9gO/m2d4b+C7gY4Cv5qr/rd4a+Cnga4CP5jl9N/BewOsAv80V7w18F/A2wE9z1f81Pw28FfAywF/zbJ8NfBbwMcBXc8V7A98FfA3w0TzbawO/BXwP8N5c9b/Vg4GnA78DvDbP6VbgGHCCZ3tt4LeAzwE+m6uuuup/EsRVV/3f8NnAZwGvA/w2V/1/Yq74HK74LOB1gN/mOV0ELgEP5jm9NPBXwPcA781V/5t9NPBVwDOAtwb+Cvgd4LV5Xr8NvBYgrvq/5jjw01zx2jwvA7vACa74K+ClgRPALs92HLgI/DXwMlz1v9V7A58NvDfw2zyntwZ+Cvgc4LO54quBjwIeAtzKVf/XfDRwHPhsntNbAz8FfA7w2Vzx3cB7AS8D/DXP6VbgGHCCq/63ejDw3sBfAz/Nc/pt4LUA8WwfDXwV8DrAb3PVVVf9T4K46qr/G74beC9AwFsBLw38NfA7wC5X/V/23cBnA7cCnw18FvA6wG/zbC8N/BXwO8Br87wM/DXwMlz1v9l7Aw8GPpsrDPwO8No8r4vA3wDvDbwW8GDgt4Hf4ar/y44DF4HfAV6bKwz8DvDaPK/fBl4LEFf9X/TVwEcB7wN8N1f8NvDSwIOB1wJeGvht4G+AXa76v+qngLcGXgf4ba54OvBgQDyv3wZeC3gZ4K+56v+SBwN/BVwCHsyzfTfwXsAJ4KWA1wb+Gvgb4Fauuuqq/06Iq676v+GvgAcDu8CDebZd4H2An+aq/w8+G/gs4HWA3+bZXhv4LeBzgM/meZkrxFX/lxj4HeC1eU4PBp4O3AocB47zbH8NvA/w11z1f9FPAW8NfAzw1Vxh4HeA1+Z5/TbwWoC46v+a48DTAQEPBna5wsAuVxzn2W4F3gf4ba76v+LBwFsBbw28NvA9wHvzbAYuAcd5Xp8NfBbwOsBvc9X/Ba8FvDXw1sAJ4LWBv+bZfht4LeBW4ME82y7wMcB3c9VVV/13QVx11f8N5orPAb6bK94a+GzgGPAywF9z1f91nw18FvA6wG/zbK8N/BbwOcBn87x+G3gtQFz1f4mB3wFem+f02sBvAZeAjwZ+Gngw8N7ARwG3Ai8D7HLV/yXvDXwX8DfAS3PFawO/BfwO8No8r98GXgt4HeC3uer/iuPAbwEvDbwP8N1c8WDg6cAl4LOBnwaOA28NfBawC7wMcCtX/V/w2cBnccUu8NHA9/BsBn4HeG2e12cDnwW8DvDbXPV/gXm2nwY+BriVZzNXfA7w3Vzx2sBXA8eA1wF+m6uuuuq/A+Kqq/73Ow68NHAc+Gme01sDPwX8DPDWXPV/3WcDnwW8DvDbPNtrA78FfA7w2Tyv3wZeCxBX/V9i4HeA1+Y5PRh4aeBW4K95Tt8NvBfwMcBXc9X/FZ8FfDbwN8BrA7tc8WDg6cDvAK/N8/pt4LWAhwC3ctX/BceB3wJeGvge4L15tuPAa3PFT/OcPhv4LOB7gPfmqv8LHgzcCrw08NXAawFfA3w0Vxj4HeC1eV6fDXwW8DrAb3PV/wXHueKtga8GDLwMcCtXvDZwHPhpntNbAz8F/Azw1lx11VX/HRBXXfV/n4Fd4ARX/V/32cBnAa8D/DbP9trAbwGfA3w2z8tcIa76v8TA7wCvzYvutYHfAr4HeG+u+r/gu4D3Bv4GeG1gl+dk4HeA1+Z5/TbwWoC46v+ClwZ+Cngw8DHAV/OiOw5cBH4HeG2u+r/mOPDXwIMAccVfAw8CTvC8Phv4LOB1gN/mqv9r3hv4LuB7gPfmX2auEFddddV/B8RVV/3f93TgwYC46v+6zwY+C3gd4Ld5TgZ+B3htnpeBvwFemqv+LzHwO8Br86J7beC3gJ8B3pqr/jc7DvwU8NrAzwDvDezyvAz8DvDaPK/fBl4LEFf9b/fSwG8Bx4H3Ab6bfz0DfwO8NFf9X/TbwGsBrwP8NvDbwGsB4nn9NvBawEOAW7nq/5rjwEXgd4DX5l/2V8BLA+Kqq67674C46qr//V4b+Czgd4DP5jkdBy4CvwO8Nlf9X/fZwGcBrwP8Ns9pF7gIPITn9NLAXwFfA3w0V/1fYuB3gNfmOX028FbA+wB/zXN6a+CngM8BPpur/rc6DvwW8NLA9wDvzQv208BbASeAXZ7tOHAR+B3gtbnqf7OXBn4LEPDawF/z/L038F7A9wDfzXN6aeCvgJ8B3pqr/rd6OrALvAzP67eB1wJOALvAdwPvBbwM8Nc8p6cDJ4DjXPW/1VsD3wV8DPDdPKeXBv4K+BngrYHXBj4L+Bvgo3leBv4GeGmuuuqq/w6Iq6763+/BwNOBW4GXAXZ5ts8GPgv4GOCruer/us8GPgt4HeC3eU6fDXwW8DrAb/NsPwW8NfA6wG9z1f8lBn4HeG2e00cDXwV8D/DePKe/Al4aeAhwK1f9b/XVwEcB3wO8Ny/cewPfBXwM8NU822cDnwW8D/DdXPW/1YOBvwIEvDbw17xgrw38FvDbwOvwnH4KeGvgbYCf5qr/rf4aeCngZYC/5tleGvgr4BnAg7niwcDTge8G3odne2vgp4DvAd6bq/63emngr4DfBl6H5/TVwEcBHwN8NfBg4OnArcDLALs822cDnwV8DvDZXHXVVf8dEFdd9X/DVwMfBfw28NXALvDewHsDfwO8NFf9f/DZwGcBrwP8Ns/pOHArYOCzgb8GPhp4a+BngLfmqv9rDPwO8No8r78GXgr4auCngePAZwMvDXwN8NFc9b/Vg4Gnc8Vv84K9Ds/218BLAZ8N/Dbw2sBnA38DvDRX/W/23cB7AbvAX/P8fQ/w3Vzx08BbAT8NfDVwHHhv4K2B7wHem6v+N3tp4K+AXeCjgVuBlwY+GzgOvAzw1zzbbwOvBfw08NXASwOfDQh4aeBWrvrf7LuB9wJ+G/hsrvho4K2B3wFem2f7bOCzgL8GPhvYBd4beG/gb4DXBna56qqr/jsgrrrq/47PBj4aOMazfQ3w0Vz1/8VnA58FvA7w2zyvlwa+G3gpnu17gI8Gdrnq/xoDvwO8Ns/rOPDVwHvxbJeAjwa+m6v+N/ts4LP4l4lnOw78NPBaPNvvAG8N7HLV/2YXgeO8cJ8DfDZXHAc+Gvgsnu0S8NXAZ3PV/wWvDXw38CCe7W+A9wb+mud0HPhq4L14tt8BPhr4a6763+448NHAZ/Gcvgb4bGCX5/TZwEcDx3i2rwE+G9jlqquu+u+CuOqq/3temiv+mquuev6OAy8N/DWwy1X/3702cCtwK1ddBa8N/DWwy1X/3700sAvcylX/Fx0HXhr4a2CXf9lrA7cCt3LV/0UvzRV/zb/swcBx4K+56qqr/idAXHXVVVddddVVV1111VVXXXXVVVddddX/Poirrrrqqquuuuqqq6666qqrrrrqqquu+t+HfwQNgzcJYQr3aAAAAABJRU5ErkJggg==", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"euler\",\n", + " solver_options={\"step_size\": 0.001}\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RK4 with step size 1" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 3.6580941677093506\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 1.}\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RK4 with step size 0.001" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 2111.2512545585632\n" + ] + }, + { + "data": { + "image/png": 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4iZd40Jt/6qfi2OSZrHtv/YUv+siP5EXz2sBvAb8DvDb/eg8G/how8NHArcBx4KOB1wY+Bvhqrvhq4KOAnwZ+G/ga4LeB1wK+Gvhprnht4LOBS8AxQDzbLnAM+GrgZ4DfBl4b+C1gF/hq4LeBBwOfDTwYeBvgp7kCcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVVVddddUL8NCHPvShj33HL/pqnkss//A3nvYbv/EbT3/6058O8JCHPOQhD32913u9XLzq6/FcHvejn/LRT3va057Gi+a1gd8Cfgd4bf5tXhv4auCleLZLwFcDn82zvTTw08CDuELAg4HvBl6LZ3sG8NHASwOfBbwN8NNc8d7Ad3HF7wCvzRUvDXw38FI82zOAjwZ+mmdDXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111VVXXfVCvMW7vuu7+pa3emf+DeJxP/DtP/uzP/uz/Pc4Drw0V/w2L9hxYJfndBx4aeBW4Fb+ZQ8GbuX5e23gVuBWnhfiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqrrrrqv81Lv/RLv/Rf//Vf/zX/w73Fu77ru/qWt3pn/hXicT/w7T/7sz/7s1z1wiCu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrrrqqqv+27zFe7/3e//cd3/3d/O/wEMf+tCHPuadPvqj5WsfzAth3Xvr43/kq7/6aU972tP493tp4Bgvut/hfxfEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVXXXXVf5s3/+Sv/uqf/+KP/mj+F3nlV37lVz7z0Ic+1Le8+IvDQx8KAE97mm77+78/+7SnPe2P//iP/5j/OL8NvBYvOvG/C+Kqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqquuuuq/zZt/8g//1s9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuuqqq676b/HSL/3SL33TG3/yV/38F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqquuuuqq/xZv8d7v/d6+7o3f6+e/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVXXXXVVVf9t3iLT/78zzcPf7Wf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVVVdd9d/iLT7lh3/OZuvnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111VVX/Zd7+MMf/vBHv/3nfxvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666qqrrvov9+Zv//Zvz8Pf/sMAfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVddddV/ubf45M//fPPwVwP4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VVXXXXVVf/l3uJTfvjnbLYAfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVddddV/qYc//OEPf/Tbf/638Uw//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuuqqq6666r/Um7/92789D3/7D+OZfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVddddV/qbf45M//fPPwV+OZfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVddddV/qbf4lB/+OZstnunnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111VVX/Ze57rrrrnv59/7qHxIK4wT4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VVXXXXVVf9l3viN3/iN60u/9ychbWAfAfz8F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqquuuuqq/zJv8cmf/Mnmpd9I4qTNBYCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVVVdd9V/mzT/lh34I6zrEDZi7AH7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVXXXXVf4nrrrvuupd/76/+IaEA32K4FeDnv/idX4er/r9CvHAvDdwK7PLCHQdeCngGcCv/Ng8GHgT8Dv+yBwMPAv4G2OWFOw68FPA3wC7/Tl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVVV1111X+JN37jN37j+tLv/UlIG7KvMdwK8PNf/M6vw1X/XyGe13Hgq4D35tluBd4G+Gue00sDXwW8Ns/228DbALu8aN4a+CrgwVyxC3w18Dk8r5cGfgp4MM/21cDH8LxeGvgq4LV5tu8GPgbY5d/oi7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuuqqq676L/EWn/zJn2xe+o0kTmJ2DLcC/PwXv/PrcNX/V4jn9VfASwOfA/w28NLAZwMGXga4lSuOA78FvDTwOcBvA28NfBTw18DL8C97beC3gL8BvhrYBT4beCngc4DP5tkeDPwVIOCjgV3gvYG3Ar4G+Gie7TjwdEDAZwN/DXw08FbAbwOvw7/RF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVVV131X+LNP+WHfgjrOsQNMr3hVoCf/+J3fh2u+v8K8ZzeG/gu4GOAr+bZ3hv4LuBrgI/mis8GPgv4GOCrebbPBj4LeB/gu3nhfgt4beAhwK08218DDwIeAuxyxXcD7wW8DvDbPNtvA68FPAS4lSs+G/gs4H2A7+bZvht4L+B1gN/m3+CLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666qqrrvpPd91111338u/91T8kFOBbAAy3Avz8F7/z63DV/1eI5/R04BLw0jyvzwZ+G/htrvgr4KWBE8Auz/Zg4OnAzwBvzQv2YODpwM8Ab81z+mjgq4D3Ab6bKww8A3gwz+mtgZ8CPgf4bK54OnACOM5zemngr4DvAd6bf4Mv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqquuuuo/3Ru/8Ru/cX3p9/4kpA3Z1wAYbgX4+S9+59fhqv+vEM92HLgIfA3w0fzLDPwO8No8r1uBY8AJXrC3Bn4K+Bzgs3lOrw38FvA1wEcDrw38FvA5wGfzvAz8DvDawIOBpwO/A7w2z8vAXwMvw7/BF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVVV131n+4tP/zDPzy3Xv3tkI7LPg5guBXg57/4nV+Hq/6/QjzbawO/BXwOcBH4aODBXPHTwMcAt3LFSwN/BfwO8No8r98GXgsQL9hnA58FvA/w3TynBwNPB34HeG3gtYHfAj4H+Gyel4HfAV4beG3gt4DvAd6b53Ur8CBA/Bt88Rd/sQE++ZM/WVx11VVXXXXVVVddddVVV1111VX/6d7ik7/t28z2wyWuw8wBDLcC/PwXv/PrcNX/V4hne23gt4CfBt4a+BpgF3gw8F7ALvAQYBd4beC3gO8B3pvn9dvAawHiBfts4LOA1wF+m+dl4HeA1wY+Gvgq4HOAz+Z5mSsEvDbwW8DnAJ/N8/pt4LUA8W/wxV/8xQb45E/+ZHHVVVddddVVV1111VVXXXXVVVf9p9ra2tp67Q//9p8DEDyYZzLcCvDzX/zOr8NV/18hnu2zgc/iircBfppn+2jgq4DvAd4beG3gt4CvAT6a5/XbwGsB4gX7bOCzgNcBfpvnZeB3gNcG3hv4LuBzgM/meRm4BBwHXhv4LeBzgM/mef028FqAeC5f/MVfbF5En/zJnyyuuuqqq6666qqrrrrqqquuuuqq/1Sv/uqv/urHX/3DP09oDr6OZzLcCvDzX/zOr8NV/18hnu21gd8C/gZ4aZ6XgVuBh3CFgd8BXpvn9dvAawHiBfto4KuAtwF+mud0HLgI/A7w2sBrA78FfA7w2TwvA78DvDbw0sBfAV8DfDTP6+nAgwHxXL74i7/YvIg++ZM/WVx11VVXXXXVVVddddVVV1111VX/qd7ywz/8w3Pr1d8O6bjs4zyT4VaAn//id34drvr/CvFsrw38FvA9wHvzvH4beC1AXGHgd4DX5nn9FfAQ4Dgv2GsDvwV8DvDZPKfXBn4L+B7gvYHXBn4L+Bzgs3leBn4HeG2uMPA7wGvzvAw8A3gw/wZf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVddddV/qrf45G/7NrP9cInrMHOeyXArwM9/8Tu/Dlf9f4V4tuPAReB3gNfmeV0EBBzniluBY8AJntNx4CLwO8Br84K9NPBXwPcA781zem/gu4CPAb6aKwz8NfAyPKe3Bn4K+Bzgs7liF7gIPITn9GDg6cDPAG/Nv8EXf/EXG+CTP/mTxVVXXXXVVVddddVVV1111VVXXfWfZmtra+u1P/zbfw5A8GAewHArwM9/8Tu/Dlf9f4V4Tt8NvBfwMsBf82yvDfwW8D3Ae3PFRwNfBbwN8NM820cDXwV8DPDVvHC/DbwU8BBgl2f7LeC1gYcAt3LFdwPvBTwEuJVn+27gvYDXAX6bKz4b+CzgdYDf5tk+G/gs4H2A7+bf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqquu+k/z6q/+6q9+/NU//POE5uDrEBcxJwAMtwL8/Be/8+tw1f9XiOf0YODpwK3ARwO/A7wW8N2AgJcGbuWK48CtgIH3Bv4GeCvgq4FnAC8N7HLFSwNfBfwN8NE821sDPwX8NfA+wC7wWcB7A18DfDTP9tLAXwF/DXw08AzgrYCvBn4HeG2e7ThwEdgF3hv4HeC9gK8G/gZ4af6NvviLv9gAn/zJnyyuuuqqq6666qqrrrr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", + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"rk4\",\n", + " solver_options={\"step_size\": 0.001}\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### dopri5 (adaptive-step solver)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 6.195805311203003\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"dopri5\",\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Explicit Adams-Bashforth solver with step size 0.1" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 6.544038772583008\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Anirban\\anaconda3\\envs\\askem\\lib\\site-packages\\numpy\\lib\\function_base.py:4655: RuntimeWarning: invalid value encountered in subtract\n", + " diff_b_a = subtract(b, a)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"explicit_adams\",\n", + " solver_options={\"step_size\": 0.1},\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Implicit Adams-Bashforth-Moulton solver with step size 0.1" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Anirban\\anaconda3\\envs\\askem\\lib\\site-packages\\torchdiffeq\\_impl\\fixed_adams.py:220: UserWarning: Functional iteration did not converge. Solution may be incorrect.\n", + " warnings.warn('Functional iteration did not converge. Solution may be incorrect.')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 25.169328451156616\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"implicit_adams\",\n", + " solver_options={\"step_size\": 0.1},\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Scipy solve_ivp with RK45 (adaptive-step)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 5.027729749679565\n" + ] + }, + { + "data": { + "image/png": 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7buBjgF2e00sD3wW8NM/228D7ALfyonlv4KuA4zzbVwMfw/N6a+CrgAfzbD8NvA+wy3N6aeCngAfzbL8NvA2wy7/RF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVVVz2XN/+UH/ohrOskrsPMgb8xT/hrrvoPIR79XgCGWwF+/ovf+XW46v8rxHN6b+C7gL8BPhvYBV4b+Czgt4HX4dmOA08HBHw0cCvw2sBnAX8NvAz/srcGfgr4G+CzgV3go4G3Ar4G+Gie7aWB3wIEvDewC3w08FbATwNvw7M9GPgrQMBHA7cCrw18FvDXwMvwb/TFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddVVD/DGb/zGb1xf+r0/SaiCbwJG8bQfT4aBq/5DiEe/F4DhVoCf/+J3fh2u+v8K8ZyeDpwAHgzs8mw/DbwV8DLAX3PFZwOfBbwP8N0822cDnwW8D/DdvHBPBx4MnAB2eba/Bl4KeAhwK1f8NPBWwMsAf82z/TTwVsDLAH/NFd8NvBfwNsBP82xfDXwU8D7Ad/Nv8MVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111VUP8Oaf8kM/hHUd0mnZW4in2k/4fa76DyMe/V4AhlsBfv6L3/l1uOr/K8SzHQc+GjgOfDTP6bOBzwJeB/htrvgr4CHAg4Fdnu3BwNOB3wFemxfswcDTgZ8B3prn9NHAVwEfA3w1Vxj4G+CleU5vDfwU8DXAR3PF04ETwHGe00sDfwX8DPDW/Bt88Rd/sQE++ZM/WVx11VVXXXXVVVddddVVV1111TO9+qu/+qsff/UP/zyhCr4JQHHHT2QeHHDVfxjx6PcCMNwK8PNf/M6vw1X/XyFeNH8FvDTwEOBWrjDwO8Br87xuBY4BJ3jB3hv4LuBzgM/mOb028FvA9wDvDbw28FvA5wCfzfMy8DvAawMPBp4O/A7w2jwvA7cCD+Hf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqque6S0+5au+yr7+pZFOy95CPNV+wu9z1X8o8ej3AjDcCvDzX/zOr8NV/18hXrCXBh4EfDTw2sD7AN/NFS8N/BXwO8Br87x+G3gtQLxgnw18FvA+wHfznB4MPB34HeC1gdcGfgv4HOCzeV4Gfgd4beC1gd8Cvgd4b57XrcCDAPFv8MVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111VXAS7/0S7/0TW/8yV8lFJZvkgnFHT+ReXDAVf+hxKPfC8BwK8DPf/E7vw5X/X+FeMF+G3gtrvhr4H2Av+aK1wZ+C/ge4L15Xr8NvBYgXrDPBj4LeB3gt3leBn4HeG3go4GvAj4H+Gyel7lCwGsDvwV8DvDZPK/fBl4LEP8GX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVXXQW8xad81VfZ17800nHZxxH32k/4Za76Dyce/V4AhlsBfv6L3/l1uOr/K8QL9tLALvDawFcDx4C3AX4aeG3gt4CvAT6a5/XbwGsB4gX7bOCzgNcBfpvnZeB3gNcG3hv4LuBzgM/meRm4BBwHXhv4LeBzgM/mef028FqA+Df44i/+YgN88id/srjqqquuuuqqq6666qqrrrrq/73rrrvuupd/76/+IaGwfJNMoN1fse+5h6v+w4lHvxeA4VaAn//id34drvr/CvGieW3gt4C/Bl6GKwz8DvDaPK/fBl4LEC/YRwNfBbwN8NM8pwcDTwd+B3ht4LWB3wI+B/hsnpeB3wFeG3hp4K+ArwE+muf1dODBgHguX/zFX2xeRJ/8yZ8srrrqqquuuuqqq6666qqrrvp/7y0++ZM/2bz0G0nawT6JuNd+wi9z1X8K8ej3AjDcCvDzX/zOr8NV/18hXnS3Ag8CxBUGfgd4bZ7X04ETwHFesNcGfgv4HOCzeU6vDfwW8D3AewOvDfwW8DnAZ/O8DPwO8NpcYeB3gNfmeRl4BvBgnssXf/EXmxfRJ3/yJ4urrrrqqquuuuqqq6666qqr/l+77rrrrnv59/7qHwKQdBN2tY5+C992G1f9pxCPfi8Aw60AP//F7/w6XPX/FeLZXhr4KuBvgI/meV0EBBzniluBY8AJntODgacDvwO8Ni/Yg4GnA98DvDfP6b2B7wLeB/hurjDw18DL8JzeGvgp4HOAz+aKXeAi8BCe00sDfwV8D/De/Bt88Rd/sQE++ZM/WVx11VVXXXXVVVddddVVV131/9pbfPInf7J56TeS2MKcNhzCE36cq/7TiEe/F4DhVoCf/+J3fh2u+v8K8ZwM3Aq8DLDLs7018FPAzwBvzRXvDXwX8D7Ad/Nsnw18FvA+wHfzwv028FrACWCXZ/sr4KWBhwC3csV3A+8FvAzw1zzbTwFvDbwO8Ntc8dnAZwFvA/w0z/bVwEcB7wN8N/8GX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/b+1tbW19Tof8e0/ZLMl6SbsKqY/SJ7yFK76TyMe/V4AhlsBfv6L3/l1uOr/K8Rz+mjgq4C/Bj4buAS8FPDZgICXBm7liuPArYCBjwaeAbwU8NXA3wAvzbO9NvBbwO8Ar82zvTbwW8BfA58NXAI+Cnhr4GuAj+bZHgw8HdgF3hu4BLwX8N7AzwBvzbMdB24FDHw08AzgtYDPBv4GeGn+jb74i7/YAJ/8yZ8srrrqqquuuuqqq6666qqrrvp/6y3e+73f29e98Xshbci+xnAIT/hxrvpPJR79XgCGWwF+/ovf+XW46v8rxPP6bOCjgWM82+8A7w3cynN6aeC7gZfi2X4HeG/gVp7ttYHfAn4HeG2e03sDXw0c49m+BvhontdrAz8NHOPZvgf4aGCX5/TSwE8DD+LZfgd4a2CXf6Mv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqqv+X9ra2tp6nY/49h+y2ZK4DjMn4s+cj3scV/2nEo9+LwDDrQA//8Xv/Dpc9f8V4gV7ba64FbiVF+7BwIOBXeCvef5eG/hs4LV5/l4aOA7cCtzKC/fSwHHgVuBWXrgHAw8GdoG/5t/pi7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuuqq/5fe/O3f/u15+Nt/mNAcfB0wiqf9eDIMXPWfSjz6vQAMtwL8/Be/8+tw1f9XiP86nw08GHhv/hf74i/+YgN88id/srjqqquuuuqqq6666qqrrrrq/6U3/5Qf+iGs6yRdg70B/I15wl9z1X868ej3AjDcCvDzX/zOr8NV/18h/mscB74beG9gl//FvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqquu+n/njd/4jd+4vvR7f5JQBd8EjOJpP54MA1f9pxOPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqqv+33nzT/mhH8K6Dum07C3EU+0n/D5X/ZcQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqr/l959Vd/9Vc//uof/nlCFXwTgOKOn8g8OOCq/xLi0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVXXXXV/ytv8Slf9VX29S8tcRKzg3iq/YTf56r/MuLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddX/Gy/90i/90je98Sd/lVBYvkkmFHf8RObBAVf9lxGPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqqv+33iLT/78zzcPfzWk47KPI+61n/DLXPVfSjz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqqq6666qqrrvp/4brrrrvu5d/7q39IKCzfJBNo91fse+7hqv9S4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111f8Lb/HJn/zJ5qXfSGILcxpxr/2EX+aq/3Li0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVXXXXV/3nXXXfddS//3l/9QwCSbsKuYvqD5ClP4ar/cuLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddX/eW/54R/+4bn16m8nsYU5bTiEJ/w4V/23EI9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuuqqq/5P29ra2nqdj/j2H7LZknQTdhXTHyRPeQpX/bcQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqr/k97i/d+7/f2dW/8XkJz8HWGQ3jCj3PVfxvx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrrrq/6ytra2t1/mIb/8hmy2J6zBz4G/ME/6aq/7biEe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVVf9nvfEbv/Eb15d+708SmoOvA0bxtB9PhoGr/tuIR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVV/2e9+af80A9hXSfpGuwN4G/ME/6aq/5biUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXVVf8nvfEbv/Eb15d+708SquCbAMTTfigZBq76byUe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVf9n/Tmn/JDP4R1HdJp2VuIp9pP+H2u+m8nHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/Z/z0i/90i990xt/8lcJVfBNAIo7fiLz4ICr/tuJR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVV/+e8xad81VfZ17+0xEnMDuKp9hN+n6v+RxCPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqqv+T3npl37pl77pjT/5q4TC8k0yge77OfvCBa76H0E8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqquuuuqqq676P+UtPvnzP988/NWQjss+jrjXfsIvc9X/GOLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddX/GQ9/+MMf/ui3//xvA0DcIhNo91fse+7hqv8xxKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqv8z3uJTvuqr7OtfWtIO9knEvfYTfpmr/kcRj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqr/k949Vd/9Vc//uof/nlCYfkmmUC7v2Lfcw9X/Y8iHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/Z/w5p/yQz+EdR3SadlbiHvtJ/wyV/2PIx79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVVV/2v9xbv/d7v7eve+L2AXnADgOKOn8g8OOCq/3HEo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuuqq/9W2tra2Xucjvv2HbLYkrsPMgcebJ/wpV/2PJB79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVVV/2v9haf/MmfbF76jZA2ZF8DjOJpP54MA1f9jyQe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVf9r/Xwhz/84Y9++8//NgBJN2FXIv7M+bjHcdX/WOLR7wVguBXg57/4nV+Hq/6/Qrxwx4Fd/uscB3Z50TwYuJUXzXFgl/8AX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/a/1Fp/yVV9lX//SSMdlHzccwhN+nKv+RxOPfi8Aw60AP//F7/w6XPX/FeJ5vTbwXcCDebbfBt4HuJXn9NXAR/H8fQ7w2fzLXhv4LuDBXLELfDbwNTyvlwa+CnhtrtgFvhr4HJ7Xg4HvAl6bZ/tq4HOAXf6NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqquu+l/p1V/91V/9+Kt/+OcJheWbZALt/op9zz1c9T+aePR7ARhuBfj5L37n1+Gq/68Qz+m1gd8CLgFfDfw18NrARwG7wEOAXZ7tt4GXBv6a5/XdwHfzwr008FuAgM/mivcGXgr4GOCrebYHA38FCPhq4FbgrYG3Ar4G+Gie7TjwW8BLA18D/DXw1sBbAT8NvA3/Rl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVVV/2v9Oaf8kM/hHUd0mnZW4h77Sf8Mlf9jyce/V4AhlsBfv6L3/l1uOr/K8RzejpwAnhp4Fae7a2BnwK+B3hvns3A7wCvzb/NbwGvDbwM8NdccRz4a+AY8BBglyu+G3gv4HWA3+bZfht4LeAhwK1c8dnAZwEfA3w1z/bTwFsBrwP8Nv8GX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/a/zFu/93u/t6974vYBecAOA4o6fyDw44Kr/8cSj3wvAcCvAz3/xO78OV/1/hXi2BwNPB34GeGuel4HfAV6bK14a+Cvgc4DP5l/vwcDTgd8BXpvn9NHAVwHvA3w3Vxh4BvBgntN7A98FfA7w2VzxdOAE8GBgl2d7aeCvgO8B3pt/gy/+4i82wCd/8ieLq6666qqrrrrqqquuuuqqq/5X2dra2nqdj/j2H7LZkrgOMwceb57wp1z1v4J49HsBGG4F+PkvfufX4ar/rxDP68HArTyn48BF4HeA1+aKtwZ+Cngb4KeB1wKeAdzKi+atgZ8CPgf4bJ7TawO/BXwN8NHAawO/BXwN8NE8p+PAReB3gNcGjgMXgd8BXpvnZeCvgZfh3+CLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666qr/Vd7ikz/5k81LvxHShuxrgFE87ceTYeCq/xXEo98LwHArwM9/8Tu/Dlf9f4V40Xw28FnA5wCfzRWfDXwW8NPAW/Nsu8D7AD/NC/fZwGcBHwN8Nc/pwcDTgd8BXht4beC3gM8BPpvnZeB3gNcGXhv4LeBngLfmee0CxwDxb/DFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddX/Gg9/+MMf/ui3//xvA5B0E3Yl4s+cj3scV/2vIR79XgCGWwF+/ovf+XW46v8rxL/svYHvAp4BvDSwyxW/DbwW8Azgs4Fd4LWB9waOAa8D/DYv2GcDnwW8DvDbPC8DvwO8NvDewHcBnwN8Ns/LwC5wAnht4LeAzwE+m+f128BrAeLf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqv813uJTvuqr7OtfGum47OOGQ3jCj3PV/yri0e8FYLgV4Oe/+J1fh6v+v0K8cO8NfBUg4LWBv+bZPhp4aeCjgV2e7bWB3wJuBR7CC/bZwGcBrwP8Ns/LwO8Arw28N/BdwOcAn83zMnAJOA68NvBbwOcAn83z+m3gtQDxb/DFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddX/Cq/+6q/+6sdf/cM/Tygs3yQTaPdX7Hvu4ar/VcSj3wvAcCvAz3/xO78OV/1/hXjB3hv4LuAS8NrAX/Oi+23gtYCHALfy/H008FXA2wA/zXM6DlwEfgd4beC1gd8CPgf4bJ6Xgd8BXht4aeCvgK8BPprn9VfASwPiuXzxF3+xeRF98id/srjqqquuuuqqq6666qqrrrrqf4U3/5Qf+iGs65BOy95C3Gs/4Ze56n8d8ej3AjDcCvDzX/zOr8NV/18hnr+vAj4a+BvgrYFb+df5buC9gNcBfpvn77WB3wI+B/hsntNrA78FfA/w3sBrA78FfA7w2TwvA78DvDZXGPgd4LV5XgaeATyY5/LFX/zF5kX0yZ/8yeKqq6666qqrrrrqqquuuuqq//He4r3f+7193Ru/F9ALbgBQ3PETmQcHXPW/jnj0ewEYbgX4+S9+59fhqv+vEM/ru4D3Bn4HeGtgl+d1HPgo4ATw0Tyv3wZeCzgB7PL8vTTwV8D3AO/Nc3pv4LuAjwG+misM/Azw1jynlwb+Cvga4KO5Yhe4CDyE5/Rg4OnAzwBvzb/BF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVV/6Ndd911173C+3z1t9lsSVyHmQOPN0/4U676X0k8+r0ADLcC/PwXv/PrcNX/V4jn9NnAZwHfA7w3L9wuYOAhwC7P9mDg6cDfAC/NC/fXwIOAEzynnwbeCngIcCtXfDfwXsBDgFt5tu8G3gt4HeC3ueKrgY8CXgb4a57to4GvAt4H+G7+Db74i7/YAJ/8yZ8srrrqqquuuuqqq6666qqrrvof7S0++ZM/2bz0GyFtyL4GGMXTfjwZBq76X0k8+r0ADLcC/PwXv/PrcNX/V4hnezDwdK74amCX5+9zuOKzgc8Cfht4H+BW4K2ArwYeDLwO8Ntc8dLAVwF/A3w0z/bewHcBvw28D7ALfBbw0cD3AO/Ns7028FvAXwPvA9wKvBfw1cDvAK/Nsz0YeDpwK/A+wG8DHwV8NfAM4MH8G33xF3+xAT75kz9ZXHXVVVddddVVV1111VVXXfU/1ku/9Eu/9E1v/MlfBSDpJuwqpj9InvIUrvpfSzz6vQAMtwL8/Be/8+tw1f9XiGf7bOCz+JeJZ/tq4KN4TpeAtwZ+m2d7beC3gN8BXpvn9NnAZ/Gcfgd4a2CX5/TewHfxnP4GeG1gl+f01sB3A8d4tmcAbw38Nf9GX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/Y/1Fp/yVV9lX//SSMdlH0dctJ/ws1z1v5p49HsBGG4F+PkvfufX4ar/rxDP9mDgwfzLfpvn9GDgpYEHA38N/DbP6zjw3sBbA6/N83ow8NLAg4HfBv6aF+zBwEsDLw38NvDbvGDHgZcGXhv4beC3+Xf64i/+YgN88id/srjqqquuuuqqq6666qqrrrrqf6Q3fuM3fuP60u/9SUJh+SaZQLu/Yt9zD1f9ryYe/V4AhlsBfv6L3/l1uOr/K8R/nY8GXhp4b/4X++Iv/mIDfPInf7K46qqrrrrqqquuuuqqq6666n+cra2trdf+iG/7NqzrkE7L3hLcnjzhN7nqfz3x6PcCMNwK8PNf/M6vw1X/XyH+axwH/hp4beBW/hf74i/+YgN88id/srjqqquuuuqqq6666qqrrrrqf5y3eO/3fm9f98bvBfSCGwAUd/xE5sEBV/2vJx79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVddddVVV/2Pct111133Cu/z1d9msyVxHWYO/I15wl9z1f8J4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111f8ob/HJn/zJ5qXfCGlD9jXAKJ7248kwcNX/CeLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddX/GC/90i/90je98Sd/FYCkm7CrmP4gecpTuOr/DPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqquuuup/jLf4lK/6Kvv6l0Y6Lvs44qL9hJ/lqv9TxKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqv8R3viN3/iN60u/9ycJheWbZALt/op9zz1c9X+KePR7ARhuBfj5L37n1+Gq/68QV/2rfPEXf7EBPvmTP1lcddVVV1111VVXXXXVVVdd9d9ua2tr67U/4tu+Des6pNOytwS3J0/4Ta76P0c8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqquuuuqqq676b/cW7/3e7+3r3vi9gF5wA4Dijp/IPDjgqv9zxKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqv9W11133XWv8D5f/W02WxLXYebA35gn/DVX/Z8kHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/bd6i0/+5E82L/1GSBuyrwFG8bQfT4aBq/5PEo9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuuqqq/7bvPRLv/RL3/TGn/xVQoG4AbuK6Q+SpzyFq/7PEo9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuuqqq/7bvMWnfNVX2de/NNJx2ccRF+0n/CxX/Z8mHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVX/bd44zd+4zeuL/3enyRULd8gE2j3V+x77uGq/9PEo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuuqq/3JbW1tbr/0R3/ZtWNchnZa9Jbg9ecJvctX/eeLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVddddV/ubd47/d+b1/3xu8lNAdfB6C44ycyDw646v888ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuuuqqq6666r/Uddddd90rvM9Xf5vNlsR1mDnwN+YJf81V/y+IR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVV/6Xe4pM/+ZPNS7+RxBbmNDCKp/14Mgxc9f+CePR7ARhuBfj5L37n1+Gq/68QV/2rfPEXf7EBPvmTP1lcddVVV1111VVXXXXVVVdd9V/mpV/6pV/6pjf+5K8SCsQN2FVMf5A85Slc9f+GePR7ARhuBfj5L37n1+Gq/68QV/2rfPEXf7EBPvmTP1lcddVVV1111VVXXXXVVVdd9V/mLT7lq77Kvv6lkY7LPo64aD/hZ7nq/xXx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrrrqv8Qbv/Ebv3F96ff+JKFq+QaZQLu/Yt9zD1f9vyIe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVf9p9va2tp67Y/4tm/Dug7ptOwtwe3JE36Tq/7fEY9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuuqqq/7TveWHf/iH59arv53QHHwdgOKOn8g8OOCq/3fEo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuuqq/1Qv/dIv/dI3vfEnfxUA4gaZHvgb84S/5qr/l8Sj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666qr/NFtbW1uv8xHf/kM2W0jHZR83HAZP+9lkGLjq/yXx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrrrqP82bf8rnfR5+xKsLzcHXAaD7fs6+cIGr/t8Sj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqr/lO88Ru/8RvXl37vTxIKxA3YFfgb84S/5qr/18Sj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666qr/cNddd911r/A+X/1tNluSrsHeQFy0n/CzXPX/nnj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VVXXfUf7i0++du+zWw/HGlD9jXAqLjjZzMPDrjq/z3x6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrrrqP9RbvPd7v7eve+P3EqqWb5AJIv7M+bjHcdVVgHj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VVXXfUf5uEPf/jDH/32n/9tABLXYeaC25Mn/CZXXfVM4tHvBWC4FeDnv/idX4er/r9CPK8HA58FvDbwYOCvgd8GPgfY5TkdBz4KeGvgpYFbge8GPocX3YOBzwLeGjgO/DXwMcBv87yOA18FvDbwYOCvgc8BfprndRz4KOC9gQcDtwJfDXwN/w5f/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVf9h9ja2tp67Y/4tm/Duk7SDvZJYBRP+/FkGLjqqmcSj34vAMOtAD//xe/8Olz1/xXiOb008Fdc8TXALvDawGsBtwIvA+zybD8FvDXwO8BvA28NvBTw3cD78C97aeC3AAE/DewC7w0cA94G+Gme7TjwW8BLA98D7AJvDTwI+Bjgq3m248BvAS8N/Azw18B7Aw8Cvgb4aP6NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqquu+g/xlh/+4R+eW6/+dkAvuAEA7f6Kfc89XHXVA4hHvxeA4VaAn//id34drvr/CvGcfgt4beBlgL/m2T4a+Crgc4DP5or3Br4L+Brgo3m2nwbeCngd4Ld54b4beC/gdYDf5orjwF8Dx4ATPNtnA58FfAzw1VxxHPhr4BjwMsCtXPHewHcBHwN8Nc/208BbAQ8BbuXf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqn+3V3/1V3/146/+4Z8nFJavk+mBx5sn/ClXXfVcxKPfC8BwK8DPf/E7vw5X/X+FeLbjwEXgd4DX5nkZ+B3gtbnit4HXAh4C3MqzvTTwV8D3AO/NC3YcuAj8DfDSPKevBj4KeBvgp7niIiDgOM/pvYHvAj4G+Gqu+CvgpYETwC7P9tbATwFfA3w0/wZf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVf9u2xtbW29zkd8+w/ZbEmcxOwgLspP++VkGLjqquciHv1eAIZbAX7+i9/5dbjq/yvEsx0HXhq4FbiV52Xgd4DX5goDfwO8NM9rF7gIPIQX7K2BnwI+B/hsntNrA78FfA7w2cBLA38FfA3w0Tyn48BF4HeA1waOAxeB3wFem+dl4HeA1+bf4Iu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrqqn+Xt/iUr/oq+/qXFpqDrwNA9/2cfeECV131fIhHvxeA4VaAn//id34drvr/CvGi+Wjgq4CvAT4aeDDwdOB3gNfmef028FqAeME+G/gs4GOAr+Y5vTTwV8DvAK8NvDbwW8DnAJ/N8zLwO8BrA68N/BbwM8Bb87x2gWOA+Df44i/+YgN88id/srjqqquuuuqqq6666qqrrrrq3+zN3/7t356Hv/2HCYXlm2QC+BvzhL/mqqteAPHo9wIw3Arw81/8zq/DVf9fIf5lLw38FiDgpYFbgdcGfgv4GeCteV6/DbwWIF6wzwY+C3gd4Ld5XgZ+B3ht4L2B7wI+B/hsnpeBXeAE8NrAbwGfA3w2z+u3gdcCxL/BF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddVV/yYPf/jDH/6Yd/j8r7LZknQN9gbiXvsJv8xVV70Q4tHvBWC4FeDnv/idX4er/r9CvHAvDfwWcBx4G+CnueK1gd8CPgf4bJ7XbwOvBYgX7LOBzwJeB/htnpeB3wFeG/ho4KuAzwE+m+dlrhDw2sBvAZ8DfDbP67eB1wLEv8EXf/EXG+CTP/mTxVVXXXXVVVddddVVV1111VX/Jm/xyd/2bWb74RJbmNPAqLjjZzMPDrjqqhdCPPq9AAy3Avz8F7/z63DV/1eIF+ytge8CBHw08N0823HgIvA7wGvzvH4beC1AvGCfDXwW8DrAb/O8DPwO8NrAawO/BXwO8Nk8LwO/A7w28NrAbwGfA3w2z+uvgJcGxHP54i/+YvMi+uRP/mRx1VVXXXXVVVddddVVV1111b/aW7z3e7+3r3vj9xKqlm+QCevot/Btt3HVVf8C8ej3AjDcCvDzX/zOr8NV/18hnr/3Br4LuAS8NvDXPC8DvwO8Ns/rt4HXAsQL9trAbwGfA3w2z+m1gd8CfgZ4a+C1gd8CPgf4bJ6Xgd8BXpsrDPwO8No8LwOXgOM8ly/+4i82L6JP/uRPFlddddVVV1111VVXXXXVVVf9q7z0S7/0S9/0xp/8VQCIG2R6we3JE36Tq656EYhHvxeA4VaAn//id34drvr/CvG83hv4LuBvgPcG/prnbxe4CDyE52Xgd4DX5gV7beC3gK8BPprn9NbATwGfA3w2cBy4CPwM8NY8p5cG/gr4GuCjucLAXwMvw3M6DlwEfgd4bf4NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqquuepFtbW1tvfZHfNu3YV2HdFz2ccNh8LSfTYaBq656EYhHvxeA4VaAn//id34drvr/CvGc3hv4LuBvgNcGdnnBvhr4KOBlgL/m2d4b+C7gc4DP5oW7FTDwEJ7TdwPvBbwM8Ndc8dvAawEngF2e7auBjwLeB/hurvhu4L2AhwC38mzvDXwX8DHAV/Nv8MVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111YvszT/l8z4PP+LVgV5wAwDa/RX7nnu46qoXkXj0ewEYbgX4+S9+59fhqv+vEM92HHg6cBx4a2CX5+93uOLBwNOBvwZeB9gFXhr4LUDASwO3csWDgfcCngF8N8/23sB3Ad8NvA9XvDfwXcDvAK/Ns7028FvAdwPvwxWvDfwUcAl4MM/2YODpwF8DrwPsAi8N/BYg4MHALv8GX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VVXvUhe/dVf/dWPv/qHf55QIG7ArsDjzRP+lKuu+lcQj34vAMOtAD//xe/8Olz1/xXi2T4a+Cr+ZeLZ3hv4Lq64FXgwV7wP8N0822sDvwX8DvDaPNtx4KuB9+KKXeA48DfAawO7PKevBj6KK24FHgxcAl4b+Gue00cDX8UVu8Bx4BLw2sBf82/0xV/8xQb45E/+ZHHVVVddddVVV1111VVXXXXVv+i666677hXe56u/zWZL4iRmB3HRfsLPctVV/0ri0e8FYLgV4Oe/+J1fh6v+v0I822sDr82/7LN5Tg8G3ho4zhXfDdzKc3ow8NnAg4HX5nm9NvDaXLELfDUv2EsDb80Vu8B3A7s8fy8NvDbwYGAX+Gpgl3+HL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqr/kVv8Slf9VX29S+NtCH7GmBE9/2yfeECV131ryQe/V4AhlsBfv6L3/l1uOr/K8R/nfcG3hp4a/4X++Iv/mIDfPInf7K46qqrrrrqqquuuuqqq6666oV687d/+7fn4W//YUJh+SaZIOLPnI97HFdd9W8gHv1eAIZbAX7+i9/5dbjq/yvEf40HA78NvDXw1/wv9sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111Qv08Ic//OGPfvvP/zYAieswc8S99hN+mauu+jcSj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqrnq+tra2t1/nwr/oqs/1wSTvYJ4FRPO3Hk2Hgqqv+jcSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666qrn6y0//MM/PLde/e2AHnGdTFhHv4Vvu42rrvp3EI9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuuqqq57HS7/0S7/0TW/8yV8FgLhBpkc81X7C73PVVf9O4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV1111XPY2traep2P+PYfstlCOi77uOEweNrPJsPAVVf9O4lHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVddddVVV1111VXP4c0/5fM+Dz/i1YXm4OsA0H0/Z1+4wFVX/QcQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qqrnuWN3/iN37i+9Ht/klAgbsCuwN+YJ/w1V131H0Q8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqquuuuqqq6667LrrrrvuFd7nq7/NZkvSNdgbiIv2E36Wq676DyQe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVVdd9haf/G3fZrYfjrQh+xpgVNzxs5kHB1x11X8g8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuuuqqq666ird47/d+b1/3xu8lVC3fIBNE/JnzcY/jqqv+g4lHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVddddVVV1111f9zD3/4wx/+6Lf//G8DkLgOMxfcnjzhN7nqqv8E4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV131/9jW1tbWa3/Et30b1nWSdrBPAqN42o8nw8BVV/0nEI9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuuqq/8fe4pM+6ZOsl3ljoBfcAIB2f8W+5x6uuuo/iXj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VVX/T/1Fu/93u/t6974vYTC8nUyPfB484Q/5aqr/hOJR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddX/Q2/8xm/8xvWl3/uTACRdg72BuCg/7ZeTYeCqq/4TiUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXV/zMv/dIv/dI3vfEnfxUA0mnZW8CI7vtl+8IFrrrqP5l49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVddddVVV/0/8vCHP/zhj3mHz/8qmy1JO9gngRHd98v2hQtcddV/AfHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqquu+n9ia2tr67U/4tu+Des6iS3MaQAx/UHylKdw1VX/RcSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666v+Bra2trdf58K/6KrP9cKBHXCcTRPyZ83GP46qr/guJR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddX/A2/+KZ/3efgRrw70iOtkAvFU+wm/z1VX/RcTj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/497ikz7pk6yXeWOhsHydTC+4PXnCb3LVVf8NxKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrrrq/7A3fuM3fuP60u/9SQCIG2R6xEX5ab+cDANXXfXfQDz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqqq6666qqr/o969Vd/9Vc//uof/nkASKdlbwGjeNqPJ8PAVVf9NxGPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqv+DHv7whz/8Me/w+V9lsyVxErMDjOi+X7YvXOCqq/4biUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXV/zHXXXfdda/wPl/9bTZbEluY0wBo91fse+7hqqv+m4lHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVddddVVV1111f8hW1tbW6/z4V/1VWb74UJz8HUAYvqD5ClP4aqr/gcQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/Q97iU77qq+zrXxroEdfJBPB484Q/5aqr/ocQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/I97ikz7pk6yXeWOhQNyAXRFPtZ/w+1x11f8g4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV131f8BbvPd7v7eve+P3EgrL18n0iIvy0345GQauuup/EPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqquu+l/ujd/4jd+4vvR7fxKApGuwNxAX5af9cjIMXHXV/zDi0e8FYLgV4Oe/+J1fh6v+v0K8cA8Gvgv4GOCveV6vDbwWz9/vAL/Nv+w48FHAa3PFrcDXAH/N8/dZwGtzxa3A1wB/zfP3XsB7c8Uu8D3AT/Pv8MVf/MUG+ORP/mRx1VVXXXXVVVddddVVV131v9jDH/7whz/67T//2wCQTsveAkZ03y/bFy5w1VX/A4lHvxeA4VaAn//id34drvr/CvGCHQd+C3hp4HWA3+Z5/TbwWjx/nwN8Ni/cceC3gJcGfgfYBd4K2AVeB/hrntNfAS8N/A2wC7w0cAx4H+C7eU7fBbw38DfArcBrA8eA9wG+m3+jL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/pR7+8Ic//DHv8PlfZbMlsYU5DYDu+zn7wgWuuup/KPHo9wIw3Arw81/8zq/DVf9fIZ6/lwa+C3hprngd4Ld5XheBZwAvzb/NdwPvBbwP8N1c8dLAbwMXgYfwbJ8NfBbwMcBXc8VLA78NGHgIsMsV7w18F/A9wHtzxXHgt4GXAh4C3Mq/wRd/8Rcb4JM/+ZPFVVddddVVV1111VVXXXXV/0JbW1tbr/0R3/ZtWNdJbGFOA4jpD5KnPIWrrvofTDz6vQAMtwL8/Be/8+tw1f9XiOf1WcBHAwJuBV4KeB3gt3lODwaeDnwP8N786x0HLgLPAB7Mc/pu4L2AtwF+misuAgKO85w+Gvgq4H2A7+aKvwJeGngIcCvP9t7AdwFfA3w0/wZf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVf/LbG1tbb3Oh3/VV5nthwM94jqZIOLPnI97HFdd9T+cePR7ARhuBfj5L37n1+Gq/68Qz8vA7wDvDbw38FnA6wC/zXN6beC3gI8Bvpp/vdcGfgv4GuCjeU6vDfwW8DnAZwMPBp4OfA/w3jynBwNPB34GeGuuMPA7wGvzvAz8DvDa/Bt88Rd/sQE++ZM/WVx11VVXXXXVVVddddVVV/0v8xaf9EmfZL3MGwtVyzfIBOKp9hN+n6uu+l9APPq9AAy3Avz8F7/z63DV/1eI5/XawG9zxWcDnwW8DvDbPKfPBj4L+BzgpYDXBm4F/hr4GGCXF+6zgc8CPgf4bJ7TawO/BfwO8NrAawO/BXwO8Nk8LwO/A7w28NrAbwG/A7w2z8tcIf4NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqqv+F3nLD//wD8+tV387obB8nUyPuNd+wi9z1VX/S4hHvxeA4VaAn//id34drvr/CvHCfTbwWcDrAL/Nc/pp4K244neAW4GXBl4K2AVeBriVF+yzgc8CXgf4bZ6Xgd8BXht4a+CngM8BPpvnZeBW4CHAawO/BXwO8Nk8r98GXgsQ/wZf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVf9LvPEbv/Eb15d+708CQNwg0yMuyk/75WQYuOqq/yXEo98LwHArwM9/8Tu/Dlf9f4V44T4b+CzgdYDf5jl9N/DWwGsDf82zfTbwWcBvA6/DC/bZwGcBrwP8Ns/LwO8Arw18NvBZwOcAn83zMlcIeG3gt4DPAT6b5/XbwGsB4t/gi7/4iw3wyZ/8yeKqq6666qqrrrrqqquuuup/gVd/9Vd/9eOv/uGfB4B0WvYWMIqn/XgyDFx11f8i4tHvBWC4FeDnv/idX4er/r9CvHCfDXwW8DrAb/OiuxV4EHAC2OX5+2zgs4DXAX6b52Xgd4DXBl4b+C3gc4DP5nkZ+BvgpYHXBn4L+Bzgs3levw28FiCeyxd/8RebF9Enf/Ini6uuuuqqq6666qqrrrrqqv/hHv7whz/8Me/w+V9ls4V0XPZxYET3/bJ94QJXXfW/jHj0ewEYbgX4+S9+59fhqv+vEC/cZwOfBbwO8Nu86H4aeCvgdYDf5vl7a+CngM8BPpvn9NrAbwG/A7w28NrAbwGfA3w2z8vA7wCvDRwHLgI/A7w1z8tcIZ7LF3/xF5sX0Sd/8ieLq6666qqrrrrqqquuuuqq/8G2tra2Xucjvv2HbLYktjCnAayj38K33cZVV/0vJB79XgCGWwF+/ovf+XW46v8rxAv32cBnAa8D/DbPdhx4KeAS8Nc8r98GXgt4CHArz99rA78FfA3w0TyntwZ+Cvgc4LOBBwNPB74HeG+e04OBpwPfA7w3Vxj4a+BleE7HgYvA7wCvzb/BF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddX/UFtbW1uv8+Ff9VVm++FAL7gBQEx/kDzlKVx11f9S4tHvBWC4FeDnv/idX4er/r9CvHCfDXwW8DrAb/Nsx4GLwK3AQ3hOx4GnAwKO88LtAheBh/Ccvht4L+BlgL/mir8GHgSc4Dl9NPBVwPsA380VPw28FfAQ4Fae7b2B7wI+Bvhq/g2++Iu/2ACf/MmfLK666qqrrrrqqquuuuqqq/6HeotP+aqvsq9/aaBHXCcTiKfaT/h9rrrqfzHx6PcCMNwK8PNf/M6vw1X/XyFeuM8GPgt4HeC3eU7fDbwX8NnA53DFceCrgPcGPgb4aq54MPBewDOA7+bZPhv4LOB9gO/mipcGfgu4BDyYZ3tv4LuA7wbehyteGvgtQMCDgV2ueG3gt4DvBt6HK44DvwW8NPAQ4Fb+Db74i7/YAJ/8yZ8srrrqqquuuuqqq6666qqr/gd6i0/6pE+yXuaNhQJxA3ZFPNV+wu9z1VX/y4lHvxeA4VaAn//id34drvr/CvHCfTbwWcDrAL/NczoO/DbwUsBfA7vAg4EHA18DfDTP9trAbwG/A7w2z3Yc+G3gpYC/BnaB1wYuAa8N/DXP6aeBtwJuBW4FXpsrXgf4bZ7TdwPvBdwK3Aq8NHAceB/gu/k3+uIv/mIDfPInf7K46qqrrrrqqquuuuqqq676H+YtPumTPsl6mTcWCsvXyfSIi/LTfjkZBq666n858ej3AjDcCvDzX/zOr8NV/18hXrjXBl4b+G7gVp6/jwZeGzgO/DXw08Bv85weDHw28GDgtXleHw28NnAc+Gvgq4Fbef4+Gnhp4MHAXwNfDdzK8/fWwFsDDwZuBb4b+G3+Hb74i7/YAJ/8yZ8srrrqqquuuuqqq6666qqr/gd5i0/6pE+yXuaNhcLydTK94TB42s8mw8BVV/0fIB79XgCGWwF+/ovf+XW46v8rxH+dtwY+Gnht/hf74i/+YgN88id/srjqqquuuuqqq6666qqrrvofYGtra+t1PvyrvspsP1woLF8n0wMjuu+X7QsXuOqq/yPEo98LwHArwM9/8Tu/Dlf9f4X4r3EceDrwPsBP87/YF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddV/s62tra3X+fCv+iqz/XChsHydTI+4CPf9vn3hAldd9X+IePR7ARhuBfj5L37n1+Gq/68Q/3UeDNzK/3Jf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVf+Ntra2tl7nw7/qq8z2w4Wq5WtkesRF+Wm/nAwDV131f4x49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVddddVVV/03ue666657hff+vM8z2w8HesR1MoG4KD/tl5Nh4Kqr/g8Sj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/Bg9/+MMf/ph3+PyvstkCesR1MoG4KD/tl5Nh4Kqr/o8Sj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq6666qr/Yg9/+MMf/ph3+PyvstkCesR1MoF4qvy0P02Ggauu+j9MPPq9AAy3Avz8F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqqv+Cz384Q9/+GPe4fO/ymYLaQN8WiYQT7Wf8PtcddX/A+LR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVdd9V/kpV/6pV/65jf55M+z2ZLYwpwGQDzVfsLvc9VV/0+IR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddV/gTd+4zd+4/rS7/1JABJbmNMAiKfaT/h9rrrq/xHx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrvpP9sZv/MZvXF/6vT8JQGILcxqAiD9zPu5xXHXV/zPi0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVXXfWf6I3f+I3fuL70e38SANJx2ccBxPQHyVOewlVX/T8kHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VX/Sd7yvd7rvfL6N3lvAKTTsrcAxPQHyVOewlVX/T8lHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VX/Cd7ikz7pk6yXeWMApNOytwDE9AfJU57CVVf9PyYe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVf/B3uKTPumTrJd5YwCk07K3gBHd98v2hQtcddX/c+LR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVdd9R/oLT7pkz7Jepk3FgrkazBzYET3/bJ94QJXXXUV4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV131H2Bra2vrtT/ikz4JP+LVhcLydTI9MKL7ftm+cIGrrrrqMvHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqquu+nfa2traep0P/6qvMtsPFwrL18n0wIju+2X7wgWuuuqqZxGPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrqqn+Hra2trdf58K/6KrP9cKGwfJ1Mj7goP+2Xk2Hgqquueg7i0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVXXfVvtLW1tfU6H/5VX2W2Hw70kq7BroiL8tN+ORkGrrrqquchHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111VX/Bg9/+MMf/pi3/6RPMtsPB3rEdTKBuCg/7ZeTYeCqq656vsSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq6666l/p4Q9/+MMf8w6f/1U2W0CPuE4mEPfKT/vNZBi46qqrXiDx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrvpXePjDH/7wx7zD53+VzRbQI66TCcRT7Sf8PlddddW/SDz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqqq6666qqrXkSv/uqv/uonXuPDP8lmS2LLcFImEE+1n/D7XHXVVS8S8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuuuqqq656Ebz5h33Yh7H9Gm8PILGFOQ2AeKr9hN/nqquuepGJR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVddddULcd111133Cu/9eZ9nth8OIHESs8MVjzdP+FOuuuqqfxXx6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666qqrrnoBXvqlX/qlb36TT/48my2havkamR5ATH+QPOUpXHXVVf9q4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddVVV131fLzle73Xe+X1b/LeAEgb4NMyYTiU7vtN+8IFrrrqqn8T8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuuuqqq656gK2tra3X+YjP+zz7+pcGQDou+ziA4HZ42u8nw8BVV131byYe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVVc/00i/90i9985t88ufZbAkF8jWYOQARf+Z83OO46qqr/t3Eo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqquuugp4i7d7u7fzI97hwwGE5pavkQlgRLu/ad9zD1ddddV/CPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqqqv+X9va2tp67Y/4pE/Cj3h1AEk72CcBEPfKT/vNZBi46qqr/sOIR78XgOFWgJ//4nd+Ha76/wrxwh0Hfgr4GOCvef5eG3gt4LWB3wa+B7iVf533Al4aeDDw28D3ALs8f68NvBXwYOC3gZ8BbuX5e23gtYDXBn4b+B7gVv4dvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqv+3Hv7whz/80e/weZ+HdZ1QIE5jb3DF35gn/DVXXXXVfzjx6PcCMNwK8PNf/M6vw1X/XyFeuJ8C3hp4HeC3eV7vDXwXV/wN8FJc8T7Ad/Oi+SvgpYFLwC7wIGAXeB3gr3lO3wW8N3AJuBV4KWAXeB3gr3lOXw18FFf8DfBSXPE+wHfzb/TFX/zFBvjkT/5kcdVVV1111VVXXXXVVVf9v/TGb/zGb1xf+r0/iSt6SddgV2C0jn4f33YbV1111X8K8ej3AjDcCvDzX/zOr8NV/18hnr/jwHcBb80VrwP8Ns/ptYHfAv4GeG1gFzgO/DbwUsBDgFt54T4b+Czga4CP5or3Br4L+G3gdXi29wa+C/ge4L254qWB3wYuAg/h2V4b+C3gd4C3BnaBlwZ+GzDwEGCXf4Mv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrq/5Wtra2t1/mwD/sw62XeGEDSDvZJAMRF6Y7fzDw44KqrrvpPIx79XgCGWwF+/ovf+XW46v8rxPN6L+CzgQcDfwO8FPA6wG/znL4beC/gZYC/5tneGvgp4GuAj+aFuwhcAh7Mc/pu4L2AlwH+miueDjwYOAHs8mxfDXwU8D7Ad3PFTwNvBTwEuJVne2/gu4CPAb6af4Mv/uIvNsAnf/Ini6uuuuqqq6666qqrrrrq/42HP/zhD3/M23/SJ5nthwuFxUnZW1zxePOEP+Wqq676Tyce/V4AhlsBfv6L3/l1uOr/K8TzMvAM4L2B1wY+C3gd4Ld5TheBS8CDeV4G/hp4GV6w1wZ+C/ga4KN5Tm8N/BTwOcBnAw8Gng78DPDWPKcHA08Hvgd4b64w8DfAS/OcjgMXgd8BXpt/gy/+4i82wCd/8ieLq6666qqrrrrqqquuuur/hTd+4zd+4+5l3vvDbLaAHnFapgdGMf1p8pSncNVVV/2XEI9+LwDDrQA//8Xv/Dpc9f8V4nm9N/DdXPHZwGcBrwP8Ns/JwO8Ar83z+m3gtQDxgn008FXA5wCfzXN6beC3gJ8B3hp4beC3gM8BPpvnZeB3gNcGXhr4K+B3gNfmeRnYBU7wb/DFX/zFBvjkT/5kcdVVV1111VVXXXXVVVf9n/fmH/ZhH8b2a7w9gMSW4aRMIC7Cfb9vX7jAVVdd9V9GPPq9AAy3Avz8F7/z63DV/1eIF+6zgc8CXgf4bZ7ttYHfAn4HeG2e128DrwWIF+yzgc8C3gb4aZ6Xgd8BXht4a+CngM8BPpvnZeCvgZcBXhv4LeBzgM/mef028FqA+Df44i/+YgN88id/srjqqquuuuqqq6666qqr/s+67rrrrnuF9/68zzPbDwdAOi17CwDxVPlpf5oMA1ddddV/KfHo9wIw3Arw81/8zq/DVf9fIV64zwY+C3gd4Ld5ttcGfgv4HOCzeV6/DbwWIF6wzwY+C3gd4Ld5XgZ+B3ht4LOBzwI+B/hsnpe5QsBrA78FfA7w2Tyv3wZeCxD/Bl/8xV9sgE/+5E8WV1111VVXXXXVVVddddX/Sa/+6q/+6ide48M/yWZLqFq+RqYHRjH9afKUp3DVVVf9txCPfi8Aw60AP//F7/w6XPX/FeKF+2zgs4DXAX6bZ3sw8HTgZ4C35nn9NvBagHjBPhv4LOB1gN/meRn4HeC1gdcGfgv4HOCzeV4G/gZ4aeC1gd8CPgf4bJ7XbwOvBYjn8sVf/MXmRfTJn/zJ4qqrrrrqqquuuuqqq676P+ct3+u93iuvf5P3BkDaAJ+WCcOhdN9v2hcucNVVV/23EY9+LwDDrQA//8Xv/Dpc9f8V4oX7bOCzgNcBfpvnZOB3gNfmef028FqAeMHeGvgp4GOAr+Y5vTTwV8DvAK8NvDbwW8DnAJ/N8zLwO8BrA8eBi8DPAG/N87oIHAfEc/niL/5i8yL65E/+ZHHVVVddddVVV1111VVX/Z+xtbW19Tof8XmfZ1//0gASJzE7AILb4Wm/nwwDV1111X8r8ej3AjDcCvDzX/zOr8NV/18hXrjPBj4LeB3gt3lOBv4aeBme10XgEvBgXrDXBn4L+Bzgs3lOrw38FvA5wGcDDwaeDnwN8NE8p+PAReBngLfmCgO/A7w2z8vA7wCvzb/BF3/xFxvgkz/5k8VVV1111VVXXXXVVVdd9X/CS7/0S7/0zW/yyZ9nsyUUyNdg5gBE/JnzcY/jqquu+h9BPPq9AAy3Avz8F7/z63DV/1eIF+6zgc8CXgf4bZ7TTwNvBTwEuJVne2ngr4DvAd6bF+w4cCvwdOBleE5fDXwU8DbAT3PFrcAx4ATP6aOBrwI+Bvhqrvht4LWAE8Auz/bWwE8BXwN8NP8GX/zFX2yAT/7kTxZXXXXVVVddddVVV1111f9qW1tbW6/7dm/3dnn9m7w3gNDc8jUyAYzovl+2L1zgqquu+h9DPPq9AAy3Avz8F7/z63DV/1eIF+6zgc8CXgf4bZ7TawO/BXw38D48208Bbw28DvDbXHEceCngEvDXPNtXAx8FvA/w3Vzx0sBvAZeAB/NsHw18FfAxwFdzxXHgr4ATwIOBXa54a+CngO8G3ocrjgO/Bbw08BDgVv4NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqqv+1Xv3VX/3Vj7/Gh30Y1nUASMdlHwdA3Cs/7TeTYeCqq676H0U8+r0ADLcC/PwXv/PrcNX/V4gX7rOBzwJeB/htntd3A+8F/DXw08BbAy8NfA/w3jzbawO/BfwO8No824OB3wYeBPw0sAu8NXAceB3gt3m248BvAy8F/DRwK/DWwIOB9wG+m+f028BrAX8N/Dbw1sCDgc8BPpt/oy/+4i82wCd/8ieLq6666qqrrrrqqquuuup/neuuu+66l3+fD/sw/IhX54oecVqm54q/MU/4a6666qr/kcSj3wvAcCvAz3/xO78OV/1/hXjh3ht4b+Cjgb/m+fto4K2BBwO3At8NfDfP6aWB7wZ2gdfmOR0Hvhp4aeA48NfAVwO/zfM6Dnw08NrASwO/DXw18Ns8f58NvDbw0sBfA98NfDf/Dl/8xV9sgE/+5E8WV1111VVXXXXVVVddddX/Km/xdm/3djzyHd7bZksokI9jdgAMh9Lu79v33MNVV131P5Z49HsBGG4F+PkvfufX4ar/rxD/dd4a+Gjgtflf7Iu/+IsN8Mmf/Mniqquuuuqqq6666qqrrvpf4eEPf/jDH/P2n/RJZvvhAEgbgpPYlSv+RjztcckwcNVVV/2PJh79XgCGWwF+/ovf+XW46v8rxH+N48BvAZ8D/DT/i33xF3+xAT75kz9ZXHXVVVddddVVV1111VX/o21tbW299nu913ux/RpvDyBUkU9j5gCIe+G+P7UvXOCqq676X0E8+r0ADLcC/PwXv/PrcNX/V4j/Om8N/DT/y33xF3+xAT75kz9ZXHXVVVddddVVV1111VX/Y736q7/6q594jQ//JJstAKTj4B2ZAEYi/tr5uMdx1VVX/a8iHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111f8411133XWv8D6f9En29S8NIDS3fFKmBxDcDk/7/WQYuOqqq/7XEY9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquuuup/lLd8r/d6L9/wJm9vsyUUyMcxOwCGQ2n39+177uGqq676X0s8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqquuuuqq/xFe+qVf+qVvfuMP+zCz/XAAiS3DSZngir8xT/hrrrrqqv/1xKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qqrrvpvtbW1tfU6H/ZhH2a9zBsDCFXk05g5AOJe6Y7fzzw44Kqrrvo/QTz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqqq6666qr/Nm/0Rm/0Rv3Lvs+H22wBIB2XfZwrRjH9afKUp3DVVVf9nyIe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VVXXXXVf7nrrrvuuld4n0/6JPv6lwYQmiNOY1cAxFPlp/1pMgxcddVV/+eIR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVdd9V/qLd/rvd4rr3+T9wYQCouTsrcADIfS7u/b99zDVVdd9X+WePR7ARhuBfj5L37n1+Gq/68QV/2rfPEXf7EBPvmTP1lcddVVV1111VVXXXXVVf8lXvqlX/qlb3qTT/okrOsAJLYMJ2UCGIHHmSf8NVddddX/eeLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVf9p9ra2tp6nQ/7sA+zXuaNuaKXOImZAyDule74/cyDA6666qr/F8Sj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq676T/OW7/Ve7+Ub3uTtbbaEwmJH9nGuGK2j38e33cZVV131/4p49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVddddVV/+He6I3e6I26l33v98a6DkBojjiNXbni8eJpf50MA1ddddX/O+LR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVf9h3mjN3qjN+pe9r3fG+s6AKE58nHMHABxEXb/1L7nHq666qr/t8Sj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq676d3ujN3qjN+pe9r3fG+s6AKE58nHMnCtGIv7a+bjHcdVVV/2/Jx79XgCGWwF+/ovf+XW46v8rxFX/Kl/8xV9sgE/+5E8WV1111VVXXXXVVVddddW/2Ru90Ru9Ufey7/3eWNcBCFWL47K3uGIEHiee9rhkGLjqqquuAsSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq676V3ujN3qjN+pe9r3fG+s6AKFqcVz2FleMwOPE0x6XDANXXXXVVQ8gHv1eAIZbAX7+i9/5dbjq/yvEVf8qX/zFX2yAT/7kTxZXXXXVVVddddVVV1111Yvsjd7ojd6oe9n3fm+s6wCEqsVx2VtcMQKPE097XDIMXHXVVVc9H+LR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVVf9i97ojd7ojbqXfe/3xroOQKhaHJe9xf3EU+Wn/WkyDFx11VVXvRDi0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVVV1111VVXvUBv9EZv9Ebdy773e2NdByBULY7L3uJ+4qnSHX+deXDAVVddddWLQDz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqqq6666qrn8UZv9EZv1L3se7831nUAQtXiuOwt7ieeKt3x15kHB1x11VVX/SuIR78XgOFWgJ//4nd+Ha76/wpx1b/KF3/xFxvgkz/5k8VVV1111VVXXXXVVVdd9Sxv9EZv9Ebdy773e2NdByBULY7L3uJ+4qnSHX+deXDAVVddddW/gXj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV1111VW80Ru90Rt1L/ve7411HYBQtTgue4v7iadKd/x15sEBV1111VX/DuLR7wVguBXg57/4nV+Hq/6/Qlz1r/LFX/zFBvjkT/5kcdVVV1111VVXXXXVVf+PvdEbvdEbdS/73u+NdR2AULU4LnuL+4mnSnf8debBAVddddVV/wHEo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqqv+H3qjN3qjN+pe9r3fG+s6AKFqcVz2FvcTT5Xu+OvMgwOuuuqqq/4DiUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111VVX/T9x3XXXXfeKb/RGb5Q3vPEbY10HIFQtjsve4n7iqdIdf515cMBVV1111X8C8ej3AjDcCvDzX/zOr8NV/18hrvpX+eIv/mIDfPInf7K46qqrrrrqqquuuuqq/+Ne7dVe7dVOvOYbvzF+xKvzTELV4rjsLe4nnird8deZBwdcddVVV/0nEo9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqquu+j9oa2tr63Xe6I3eyI98+7fHuo5nktgCtjBz7ieeKt3x15kHB1x11VVX/RcQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqqq676P+SlX/qlX/rmN3qjN7Je5o15JqGKvGPYkgmuGBG3SXf8debBAVddddVV/4XEo98LwHArwM9/8Tu/Dlf9f4W46l/li7/4iw3wyZ/8yeKqq6666qqrrrrqqqv+l9va2tp6tVd7tVfrX+bt395sP5z7SRuCLewN7icuytPj4LbbkmHgqquuuuq/gXj0ewEYbgX4+S9+59fhqv+vEP8+DwYexPP3DOBWXjQvDbwVV/w18DO8YA8G3go4DtwKfA8v2IOBtwKOA7cCPwPs8u/wxV/8xQb45E/+ZHHVVVddddVVV1111VX/Sz384Q9/+GPe7u3ejniZV7fZAhAKix3BFnblfuKpcN/j7AsXuOqqq676byYe/V4AhlsBfv6L3/l1uOr/K8S/z08Db8Xz9znAZ/Mv+y7gvXlOfw28DrDLc/ps4LN4TrcCrwPcynN6b+C7eE67wOsAf82/0Rd/8Rcb4JM/+ZPFVVddddVVV1111VVX/S/zRm/0Rm/Uv+wbv7F9/UvzTEJziy3ZWzyT4VARj1M+5SnJMHDVVVdd9T+EePR7ARhuBfj5L37n1+Gq/68Q/z5PBwR8N8/rt4Hf5oX7bOCzgO8BPhrYBT4a+Crgt4HX4dneGvgp4G+AtwZuBT4a+Crgr4GX4dleG/gt4G+AtwZuBV4b+GnAwEOAXf4NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqf4Hrrrvuupd/u7d7O+28xhvbbAEIBWIL2MGuPJPgdmv3cfY993DVVVdd9T+QePR7ARhuBfj5L37n1+Gq/68Q/z4GfgZ4a/5tng6cAI7znH4aeCvgZYC/5oq/Al4aeAhwK8/21cBHAW8D/DRX/DTwVsDLAH/Ns3008FXAxwBfzb/BF3/xFxvgkz/5k8VVV1111VVXXXXVVVf9D/Zqr/Zqr3biNd/4jfEjXp1n65F2wBsyAWA4FDxFccdTMg8OuOqqq676H0w8+r0ADLcC/PwXv/PrcNX/V4h/u9cGfgv4HOCz+dd7aeCvgO8B3pvn9N7AdwGfA3w2cBy4CPwM8NY8p5cG/gr4HuC9ueIicAl4MM/pwcDTgd8BXpt/gy/+4i82wCd/8ieLq6666qqrrrrqqquu+h/muuuuu+4V3+iN3ihveOM3xrqOZ5LYMuzI9NxP3GuOHodvu42rrrrqqv8lxKPfC8BwK8DPf/E7vw5X/X+F+Lf7aOCrgLcBHgQ8GNgFfgf4bf5lHw18FfA5wGfznF4b+C3gZ4C3Bl4b+C3gc4DP5nkZ+B3gtYGXBv4K+B3gtXleBnaBE/wbfPEXf7EBPvmTP1lcddVVV1111VVXXXXV/xCv9mqv9monXvON3xg/4tV5JqGKvGPYkgmuGIGnKO54XObBAVddddVV/8uIR78XgOFWgJ//4nd+Ha76/wrxb/fdwHvx/P008D7ALi/YZwOfBbwN8NM8p+PAReB3gNcGXhv4LeBzgM/meRn4a+BlgNcGfgv4GuCjeV5/DbwUIP4NvviLv9gAn/zJnyyuuuqqq6666qqrrrrqv9GrvdqrvdrJV3/1Vyde5tVttngmiS1gCzPnfuKiPD0uecpTuOqqq676X0w8+r0ADLcC/PwXv/PrcNX/V4h/u98GXgv4HOCrgV3gwcB3A68FfA7w2bxgnw18FvA6wG/zvAz8DvDawGcDnwV8DvDZPC9zhYDXBn4L+Bzgs3levw28FiD+Db74i7/YAJ/8yZ8srrrqqquuuuqqq6666r/Yq73aq73ayVd/9VcnXubVbbZ4tl5iC7SBXbliRNwG9z3OvnCBq6666qr/A8Sj3wvAcCvAz3/xO78OV/1/hfi3ezDwYOC3eU7HgVuBY4B4wT4b+CzgdYDf5nkZ+B3gtYG3Bn4K+Bzgs3leBp4BPBh4beC3gM8BPpvn9dvAawHiuXzxF3+xeRF98id/srjqqquuuuqqq6666qr/Aq/2aq/2aidf/dVfnXiZV7fZ4tl6iS3QBnblmQyHwfTXcNttyTBw1VVXXfV/iHj0ewEYbgX4+S9+59fhqv+vEP85fht4LeBlgL/m+Xtv4LuA9wG+m+f00sBfAb8DvDbw2sBvAZ8DfDbPy8DvAK8NPBh4OvA9wHvzvC4CxwHxXL74i7/YvIg++ZM/WVx11VVXXXXVVVddddV/kld7tVd7tZOv/uqvTrzMq9ts8Wy9xBZoA7vyTIZDwW3ovqfYFy5w1VVXXfV/lHj0ewEYbgX4+S9+59fhqv+vEP85fhp4K+B1gN/m+Xtt4LeAzwE+m+f02sBvAV8DfDTw0sBfAV8DfDTP6ThwEfgZ4K25wsDvAK/N8zLwN8BL82/wxV/8xQb45E/+ZHHVVVddddVVV1111VX/gV7t1V7t1U6++qu/OvEyr26zxbP1ElugDezKMxkOBbeh+55iX7jAVVddddX/A+LR7wVguBXg57/4nV+Hq/6/QvzbPBh4OvDXwMvwvP4KeGlAvGAPBp4O/DbwOjynzwY+C3gf4Lu5Yhe4CDyE5/TewHcBnwN8NlfcChwDTvCcXhv4LeBrgI/m3+CLv/iLDfDJn/zJ4qqrrrrqqquuuuqqq/6dHv7whz/8MW/3dm9HvMyr22zxTELVYkuwhV15thFxG9z3OPvCBa666qqr/p8Rj34vAMOtAD//xe/8Olz1/xXi3+5W4EHA6wC/zbN9NPBVwPcA780Vx4GXAi4Bf82zfTfwXsDLAH/NFceBvwJOAA8Gdrnis4HPAt4G+GmuOA78FPDawEOAW7nivYHvAj4G+Gqe7aeAtwZeB/ht/g2++Iu/2ACf/MmfLK666qqrrrrqqquuuurf4OEPf/jDH/1Gb/RG7Lz6q2NdxzMJVcSG8ZZMz7ONiNvM0W34ttu46qqrrvp/TDz6vQAMtwL8/Be/8+tw1f9XiH+7lwb+CtgFvhu4FXhp4L2BvwFeG9jlitcGfgv4HeC1ebYHA38NGPhqYBd4b+ClgfcBvptnOw7cChwDvhrYBd4aeGngc4DP5jn9NfBSwFcDtwKvDbw18D3Ae/Nv9MVf/MUG+ORP/mRx1VVXXXXVVVddddVVL6KHP/zhD3/0G73RG7Hz6q+OdR3PJFQRG8ZbMj3PNiJuM0e34dtu46qrrrrqqsvEo98LwHArwM9/8Tu/Dlf9f4X493lp4LOBt+KKZwA/DXw2sMuzvTTw3cAu8No8p5cGPht4K654BvDRwE/zvI4D3w28NnAMuAR8NvDVPK/jwFcDbw0cAy4BXw18Nv8OX/zFX2yAT/7kTxZXXXXVVVddddVVV131AmxtbW291Eu91EudeOmXfml2Xv3Vsa7jmYQqYsN4S6bn2UbEbeboNnzbbVx11VVXXfU8xKPfC8BwK8DPf/E7vw5X/X+F+K/z2sBnA6/N/2Jf/MVfbIBP/uRPFlddddVVV1111VVXXfUAD3/4wx/+mJd6qZfika/+6vb1L80DCFXEhvGWTM+zjYjbzNFt+LbbuOqqq6666oUSj34vAMOtAD//xe/8Olz1/xXiv8Zx4LuAvwE+m//FvviLv9gAn/zJnyyuuuqqq6666qqrrvp/bWtra+vVXu3VXq1/6Zd+acdLvzTWdTynHmkDvCHT82wj4jZzdBu+7Tauuuqqq656kYlHvxeA4VaAn//id34drvr/CvFf4zjw3sBX87/cF3/xFxvgkz/5k8VVV1111VVXXXXVVf/vPPzhD3/4Y1/t1V7N17/6q5vth/MAQhV5DtownssEDyC4Habbkqc8hauuuuqqq/5NxKPfC8BwK8DPf/E7vw5X/X+FuOpf5Yu/+IsN8Mmf/Mniqquuuuqqq6666qr/86677rrrXuqlXuqlupd99VcXj3hpmy0eSNoQnhvmMj0PYDgU3GYd3YNvu42rrrrqqqv+3cSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqq/5Ne+qVf+qVverVXezVtv/RLm+2H8wBCFbEBzLE3eE6j4B6YbiPuuSfz4ICrrrrqqqv+Q4lHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVddddVV/ydcd911173Cq73aq/mRL/3S+BGvzgMIhcUc2BDMsSsPJC5i7kG7t9n33MNVV1111VX/qcSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqq/5Wuu+666x72sIc97MRLv/RLs/Pqr451Hc+plzQHb2DmPKcRcZs83QO33ZYMA1ddddVVV/2XEY9+LwDDrQA//8Xv/Dpc9f8V4qp/lS/+4i82wCd/8ieLq6666qqrrrrqqqv+V3jpl37pl775YQ97mB/50i8ND3841nU8gFAgbxjNwRsywQOJezH3oPtusy9c4Kqrrrrqqv824tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVddddX/OFtbW1sv9VIv9VKnHv7wh/uGl35p+/qX5rkIBdBbzMEbMj0PYDiUuMcc3Ra+555kGLjqqquuuup/BPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqv93DH/7whz/mpV7qpXj4wx/ueOmXxrqO59VL9EZzcC/T81wEtzviHnzPPfaFC1x11VVXXfU/knj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV131X2pra2vr4Q9/+MNveamXeinf8NIvDdc/3GaL5yI0t5gLzw29TPDcxL2Ye6yjC/i227jqqquuuup/BfHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqrrrrqP9V111133Uu91Eu9VP/SL/3S6OEPN9sP57kIVeQ50BvmMj3PxXAYcMER9+ALF+x77uGqq6666qr/lcSj3wvAcCvAz3/xO78OV/1/hbjqX+WLv/iLDfDJn/zJ4qqrrrrqqquuuuqq/zDXXXfddQ972MMedurhD3943vDwh4tHvLTNFs9FaI7ogbnxXCZ4buIi5h7r6J7QhQuZBwdcddVVV131f4J49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVVdd9W/y0i/90i9988Me9jBfd9112nn4w+3rX5rnQ6ha9MJzoMfMeV6j4B7DBbR7j33PPVx11VVXXfV/lnj0ewEYbgX4+S9+59fhqv+vEFf9q3zxF3+xAT75kz9ZXHXVVVddddVVV131Ql133XXXPexhD3vYqYc//OF5w8MfDg9/ONZ1PB9CAfQWc6AK5tiV5yYuYu4R0wXinnsyDw646qqrrrrq/w3x6PcCMNwK8PNf/M6vw1X/XyGu+lf54i/+YgN88id/srjqqquuuuqqq6666lle+qVf+qVvftjDHubrrrtOOw9/uH39S/OC9RK9URWeG3qZ4HmNiAuYe9DuPfKFC8kwcNVVV1111f9b4tHvBWC4FeDnv/idX4er/r9CXPWv8sVf/MUG+ORP/mRx1VVXXXXVVVdd9f/Qddddd93DHvawh516+MMfnjc8/OHw8IdjXcfzIRRAbzEHKriX6Xn+RsQFzAUxXbAuXLAvXOCqq6666qqrHkA8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqqv+D3vpl37pl97c3Nw89fCHP9zXXXcdcd119vUvzQvWS/RGVXhu6GWC50dclDkwXEC790gHB5kHB1x11VVXXXXVv0A8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqqv+l3v4wx/+8K2tra1bXuqlXiq3tra08/CHm+uuw7qOF0AogN5iDlRwL9Pz/I2IC5gLYrpgHRzY99zDVVddddVVV/0biUe/F4DhVoCf/+J3fh2u+v8KcdW/yhd/8Rcb4JM/+ZPFVVddddVVV1111f8C11133XXXXXfddTc/7GEP83XXXaedhz/cXHcd1nW8cL1QWMyFA+gNvUzw/IiLMgeGC2j3HungIPPggKuuuuqqq676DyQe/V4AhlsBfv6L3/l1uOr/K8RV/ypf/MVfbIBP/uRPFlddddVVV1111VX/Q1x33XXXXXfdddfd/LCHPUxbW1u+4aVfGm9tme2H80IIVaBazIUD6EEVu/KCjYgLmAtiumAdHNj33MNVV1111VVX/RcQj34vAMOtAD//xe/8Olz1/xXiqn+VL/7iLzbAJ3/yJ4urrrrqqquuuuqq/yLXXXfdddddd91111577bWz6667Lre2trTz8IfjrS2z/XBeCKEKVERvCOG5IWR6XgjDocQB5h4iBnzhgnRwkHlwwFVXXXXVVVf9NxGPfi8Aw60AP//F7/w6XPX/FeKqf5Uv/uIvNsAnf/Ini6uuuuqqq6666qr/IC/90i/90gC3vNRLvRRA3vDwh4utLbj+4TZb/AuEAuiRq1EV9MZVpueFMBxKHGAuAAPavQeGwb5wgauuuuqqq676H0g8+r0ADLcC/PwXv/PrcNX/V4ir/lW++Iu/2ACf/MmfLK666qqrrrrqqqteBNddd91111133XXXXnvttbPrrrsut7a2tPPwh+OtLbP9cF4EQhWoFgH0wgH0AJg5L9yIuAAcYA6sowvi4MC+cIGrrrrqqquu+l9GPPq9AAy3Avz8F7/z63DV/1eIq/5VvviLv9gAn/zJnyyuuuqqq6666qr/16677rrrrrvuuusAbnmpl3opgNza2tLOwx/OZdc/3GaLF4HQHADRG0LQgwNUsSsvCnEvcIA5sI4uiGGw77mHq6666qqrrvo/RDz6vQAMtwL8/Be/8+tw1f9XiKv+Vb74i7/YAJ/8yZ8srrrqqquuuuqq/5Ne+qVf+qUBNjc3N089/OEPB8gbHv5wsbWFt7bM9sP5VxCqQLUIoBcOoAfAzHnRjIgLMoPhAgDavQfAvucerrrqqquuuur/CfHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qqr/td46Zd+6ZfmmW5+2MMepq2trdza2tLOwx8OYK67Dus6/hWEKlABEL0hhAPouUwVu/KiEBeBAXMBGMR0YB0cSAcHmQcHXHXVVVddddVVl4lHvxeA4VaAn//id34drvr/CnHVv8oXf/EXG+CTP/mTxVVXXXXVVVdd9d/ipV/6pV+aZ7r5YQ97mLa2tgB83XXXEdddB4C3tsz2w/k3EJoDWATQAwh6cABg5vzrjIgLMoPhAgDavQfAvucerrrqqquuuuqqF5l49HsBGG4F+PkvfufX4ar/rxBX/at88Rd/sQE++ZM/WVx11VVXXXXVVf8uD3/4wx++tbW1xTPd/LCHPUxbW1sAvu6664jrrgPAW1tm++H8OwjNuZ/oDSEcQA8AqtiVf50RcQEAcwEYANDuPQDSwUHmwQFXXXXVVVddddV/GPHo9wIw3Arw81/8zq/DVf9fIa76V/niL/5iA3zyJ3+yuOqqq6666qr/5176pV/6pXmAmx/2sIdpa2uLZ8obHv5wsbXFs1z/cJst/p2E5txP9IbgiipcAQwh0/NvIS4Cg8xguAAgpgPr4ADAvucerrrqqquuuuqq/xbi0e8FYLgV4Oe/+J1fh6v+v0Jc9a/yxV/8xQb45E/+ZHHVVVddddVV/wttbW1tPfzhD384D7C5ubl56uEPfzgPkFtbW9p5+MN5APv6l+Y/Vi8U3E/0huCKKlwBDCHT8+8h7uV+5gIwAKDdewCkg4PMgwOuuuqqq6666qr/0cSj3wvAcCvAz3/xO78OV/1/hfi/7TjwUlxxCfhr/p2++Iu/2ACf/MmfLK666qqrrrrqP9nDH/7wh29tbW3xXK699tprZ9dddx0P4Ouuu4647joewFx3HdZ1/OfphYL7id4QPJOgBwfPZOhlgn8vcS/3MxeAAUBMB9bBAQAMg33hAlddddVVV1111f8p4tHvBWC4FeDnv/idX4er/r9C/N/10sBPAQ/m2f4aeBvgVv6NvviLv9gAn/zJnyyuuuqqq676f+ulX/qlX5oX4Nprr712dt111/FccmtrSzsPfzjPh339S/NfRCiAngewCKDnAYQD6HkgM+c/kOFQ4oD7mQvAACCmA+vggMuGwb5wgauuuuqqq6666v898ej3AjDcCvDzX/zOr8NV/18h/m96MPBXgID3Bm4FXhv4KuCvgZfh3+iLv/iLDfDJn/zJ4qqrrrrqqv9yD3/4wx++tbW1xQuxubm5eerhD384L0Te8PCHi60tXgD7+pfmf4ZeKHhucjWqPKcqXHkAQ8j0/GcRF4GB+5kLwMAzWUcXxDDwTPKFC8kwcNVVV1111VVXXfVvJB79XgCGWwF+/ovf+XW46v8rxP9N3w28F/A2wE/zbJ8NfBbwPsB382/wxV/8xQb45E/+ZHHVVVdd9b/Uwx/+8IdvbW1t8a90y0u91Evxr5A3PPzhYmuLF4W3tsz2w/lfQmjOCyJXo8pzEQ6g5/kxc/7rjIgLPIDMYLjAA0UM+MIFHkC+cCEZBq666qqrrrrqqqv+m4hHvxeA4VaAn//id34drvr/CvF/00XgEvBgntODgacDPwO8Nf8GX/zFX2yAT/7kTxZXXXXV/wgv/dIv/dL8J7r22muvnV133XX8B8mtrS3tPPzh/DuZ667Duo7/f3qh4IWwCKDnhavClRfA0MsE/93ERWDgeR1gDnigiAFfuMBzGAb7wgWuuuqqq6666qqr/o8Qj34vAMOtAD//xe/8Olz1/xXi/54HA08Hfgd4bZ6XgVuBh/Cv8NIv/dIvDfDO7/zOfwXwwz/8wy/DVf+prr322mtn1113Hf9P5Q0Pf7jY2uJ/Afv6l+aq/1WEKlD51xK9IXgRCXpw8CIwhEzP/xbiXl6wA8wBzy1iwBcu8HzY99zDVVddddVVV1111VX/IvHo9wIw3Arw81/8zq/DVf9fIf7veW3gt4DvAd6b53Ur8CBA/Cu8+Sf/8G8BvPrxW18b4Pd3H/zbXHXVVf8jCM35zyRXo8p/EOEAev7dVLErV1111VVXXXXVVVdd9f+Q4VaAn//id34drvr/CvF/z2sDvwV8DvDZPK/fBl4LEP8Kb/7JP/xbAK9+/NbXBviD3Yf8Mf/zTMYT/0cIVaDyryV6Q/C/nKAHB/8bmDlXXXXVVVddddVVV1111VX/hQy3Avz8F7/z63DV/1eI/3teG/gt4HOAz+Z5/TbwWoB4Ll/8xV9srrrqqquuuuqqq6666qqrrrrqqv8Vfn/3wb/981/8zq/DVf9fIf7veWngr4DvAd6b5/V04MGAeC5f/MVfbK666qqrrrrqqquuuuqqq6666qr/FX5/98G//fNf/M6vw1X/XyH+bzLwO8Br87wM/A3w0lz1f9YXf/EXG+CTP/mTxVX/b33xF3+xAT75kz9ZXPX/3hd/8Rcb4JM/+ZPFVf/vffEXf7EBPvmTP1lc9f/eF3/xFxvgkz/5k8VV/+998Rd/sQE++ZM/WVz1/9YXf/EXG+CTP/mTxVVXXfU/GeL/pluBY8AJntNLA38FfA/w3lz1f9YXf/EXG+CTP/mTxVX/b33xF3+xAT75kz9ZXPX/3hd/8Rcb4JM/+ZPFVf/vffEXf7EBPvmTP1lc9f/eF3/xFxvgkz/5k8VV/+998Rd/sQE++ZM/WVz1/9YXf/EXG+CTP/mTxVVXXfU/GeL/po8Gvgp4G+CnebavBj4KeB3gt7nq/6wv/uIvNsAnf/Ini6v+3/riL/5iA3zyJ3+yuOr/vS/+4i82wCd/8ieLq/7f++Iv/mIDfPInf7K46v+9L/7iLzbAJ3/yJ4ur/t/74i/+YgN88id/srjq/60v/uIvNsAnf/Ini6uuuup/MsT/TceBWwEDnw38NfDewHsDfwO8NFf9n/bFX/zFBvjkT/5kcdX/W1/8xV9sgE/+5E8WV/2/98Vf/MUG+ORP/mRx1f97X/zFX2yAT/7kTxZX/b/3xV/8xQb45E/+ZHHV/3tf/MVfbIBP/uRPFlf9v/XFX/zFBvjkT/5kcdVVV/1Phvi/68HATwMvxbN9D/DRwC5X/Z/2xV/8xQb45E/+ZHHV/1tf/MVfbIBP/uRPFlf9v/fFX/zFBvjkT/5kcdX/e1/8xV9sgE/+5E8WV/2/98Vf/MUG+ORP/mRx1f97X/zFX2yAT/7kTxZX/b/1xV/8xQb45E/+ZHHVVVf9T4b4v+848NLAXwO7XPX/whd/8Rcb4JM/+ZPFVf9vffEXf7EBPvmTP1lc9f/eF3/xFxvgkz/5k8VV/+998Rd/sQE++ZM/WVz1/94Xf/EXG+CTP/mTxVX/733xF3+xAT75kz9ZXPX/1hd/8Rcb4JM/+ZPFVVdd9T8Z4qqr/g/64i/+YgN88id/srjq/60v/uIvNsAnf/Ini6v+3/viL/5iA3zyJ3+yuOr/vS/+4i82wCd/8ieLq/7f++Iv/mIDfPInf7K46v+9L/7iLzbAJ3/yJ4ur/t/64i/+YgN88id/srjqqqv+J0NcddX/QV/8xV9sgE/+5E8WV/2/9cVf/MUG+ORP/mRx1f97X/zFX2yAT/7kTxZX/b/3xV/8xQb45E/+ZHHV/3tf/MVfbIBP/uRPFlf9v/fFX/zFBvjkT/5kcdX/W1/8xV9sgE/+5E8WV1111f9kiKuu+j/oi7/4iw3wyZ/8yeKq/7e++Iu/2ACf/MmfLK76f++Lv/iLDfDJn/zJ4qr/9774i7/YAJ/8yZ8srvp/74u/+IsN8Mmf/Mniqv/3vviLv9gAn/zJnyyu+n/ri7/4iw3wyZ/8yeKqq676nwxx1VVXXXXVVVddddVVV1111VVXXXXVVf/7IK666qqrrrrqqquuuuqqq6666qqrrrrqfx/EVVddddVVV1111VVXXXXVVVddddVVV/3vg7jqqquuuuqqq6666qqrrrrqqquuuuqq/30QV1111VVXXXXVVVddddVVV1111VVXXfW/D+Kqq6666v+O48BLAX8D7PL8HQdeiisuAX/NVf9XPRg4Dvw1V/1/dRx4KZ7td3jhXotn+x2u+r/mpYFjXHEJ+Guu+v/qOPBSXHEJ+GteuJcGjnHF73DV/zUvDRzjimcAt3LVVVf9b4K46qr/O54OPJjn73WA3+aq/+u+C3hv4HWA3+Z5vTbwU8Bxnu2vgdcBdrnq/5LjwNOBvwFem+f10sBf8YKJq/63+yzgo4HjPNsu8D7AT/OcXhr4KeDBPNutwNsAf81V/9sdB34KeG2e028D7wPcynMyL9jrAL/NVf+bvTXwXcBxnu1W4G2Av+Y5HQd+Cnhtnm0XeB/gp7nqf7vjwFcB781z+mrgY3heTwcezPP3OcBnc9VVV/13QFx11f8Nx4GLwO8Av83z+m7gVq76v+yrgI/mitcBfpvn9GDgrwAB7w38NfDWwFcBfw28DFf9X/Fg4KeAlwZ+B3htntd7A98FfA9wK8/rs7nqf7P3Br4L+B3gs4FbgZcGvhp4EPA6wG9zxXHg6YCA9wb+Gnht4KsBAw8Bdrnqf7O/Al4a+Bzgp7nirYHPAv4aeBme7bWB3wJ+B/htntd3A7dy1f9WLw38FfA3wGcDvw28NfDVgIGHALs8218BLw18DPDbwIOB7wYMvAxwK1f9b/ZdwHsD3wN8NVd8NPBewNcAH81zMvA3wE/zvH4b+G2uuuqq/w6Iq676v+G1gd8CPgb4aq76/+TBwHcBrw1cAo4BrwP8Ns/pu4H3Al4H+G2e7auBjwLeB/hurvrf7r2ArwaOc8XvAK/N8/ps4LOAlwH+mqv+r3k6cAJ4MLDLs7008FfA7wCvzRWfDXwW8D7Ad/Ns7w18F/AxwFdz1f9Wbw38FPA1wEfznL4beC/gdYDf5or3Br4LeBvgp7nq/5qfBt4KeBngr3m2zwY+C/gY4Ku54r2B7wK+Bvhonu21gd8Cvgd4b6763+rBwNOB3wFem+d0K3AMOMGzvTbwW8DnAJ/NVVdd9T8J4qqr/m/4bOCzgNcBfpur/j8xV3wOV3wW8DrAb/OcLgKXgAfznF4a+Cvge4D35qr/zT4a+CrgGcBbA38F/A7w2jyv3wZeCxBX/V9zHPhprnhtnpeBXeAEV/wV8NLACWCXZzsOXAT+GngZrvrf6r2BzwbeG/htntNbAz8FfA7w2Vzx1cBHAQ8BbuWq/2s+GjgOfDbP6a2BnwI+B/hsrvhu4L2AlwH+mud0K3AMOMFV/1s9GHhv4K+Bn+Y5/TbwWoB4to8Gvgp4HeC3ueqqq/4nQVx11f8N3w28FyDgrYCXBv4a+B1gl6v+L/tu4LOBW4HPBj4LeB3gt3m2lwb+Cvgd4LV5Xgb+GngZrvrf7L2BBwOfzRUGfgd4bZ7XReBvgPcGXgt4MPDbwO9w1f9lx4GLwO8Ar80VBn4HeG2e128DrwWIq/4v+mrgo4D3Ab6bK34beGngwcBrAS8N/DbwN8AuV/1f9VPAWwOvA/w2VzwdeDAgntdvA68FvAzw11z1f8mDgb8CLgEP5tm+G3gv4ATwUsBrA38N/A1wK1ddddV/J8RVV/3f8FfAg4Fd4ME82y7wPsBPc9X/B58NfBbwOsBv82yvDfwW8DnAZ/O8zBXiqv9LDPwO8No8pwcDTwduBY4Dx3m2vwbeB/hrrvq/6KeAtwY+BvhqrjDwO8Br87x+G3gtQFz1f81x4OmAgAcDu1xhYJcrjvNstwLvA/w2V/1f8WDgrYC3Bl4b+B7gvXk2A5eA4zyvzwY+C3gd4Le56v+C1wLeGnhr4ATw2sBf82y/DbwWcCvwYJ5tF/gY4Lu56qqr/rsgrrrq/wZzxecA380Vbw18NnAMeBngr7nq/7rPBj4LeB3gt3m21wZ+C/gc4LN5Xr8NvBYgrvq/xMDvAK/Nc3pt4LeAS8BHAz8NPBh4b+CjgFuBlwF2uer/kvcGvgv4G+ClueK1gd8Cfgd4bZ7XbwOvBbwO8Ntc9X/FceC3gJcG3gf4bq54MPB04BLw2cBPA8eBtwY+C9gFXga4lav+L/hs4LO4Yhf4aOB7eDYDvwO8Ns/rs4HPAl4H+G2u+r/APNtPAx8D3MqzmSs+B/hurnht4KuBY8DrAL/NVVdd9d8BcdVV//sdB14aOA78NM/prYGfAn4GeGuu+r/us4HPAl4H+G2e7bWB3wI+B/hsntdvA68FiKv+LzHwO8Br85weDLw0cCvw1zyn7wbeC/gY4Ku56v+KzwI+G/gb4LWBXa54MPB04HeA1+Z5/TbwWsBDgFu56v+C48BvAS8NfA/w3jzbceC1ueKneU6fDXwW8D3Ae3PV/wUPBm4FXhr4auC1gK8BPporDPwO8No8r88GPgt4HeC3uer/guNc8dbAVwMGXga4lSteGzgO/DTP6a2BnwJ+Bnhrrrrqqv8OiKuu+r/PwC5wgqv+r/ts4LOA1wF+m2d7beC3gM8BPpvnZa4QV/1fYuB3gNfmRffawG8B3wO8N1f9X/BdwHsDfwO8NrDLczLwO8Br87x+G3gtQFz1f8FLAz8FPBj4GOCredEdBy4CvwO8Nlf9X3Mc+GvgQYC44q+BBwEneF6fDXwW8DrAb3PV/zXvDXwX8D3Ae/MvM1eIq6666r8D4qqr/u97OvBgQFz1f91nA58FvA7w2zwnA78DvDbPy8DfAC/NVf+XGPgd4LV50b028FvAzwBvzVX/mx0Hfgp4beBngPcGdnleBn4HeG2e128DrwWIq/63e2ngt4DjwPsA382/noG/AV6aq/4v+m3gtYDXAX4b+G3gtQDxvH4beC3gIcCtXPV/zXHgIvA7wGvzL/sr4KUBcdVVV/13QFx11f9+rw18FvA7wGfznI4DF4HfAV6bq/6v+2zgs4DXAX6b57QLXAQewnN6aeCvgK8BPpqr/i8x8DvAa/OcPht4K+B9gL/mOb018FPA5wCfzVX/Wx0Hfgt4aeB7gPfmBftp4K2AE8Auz3YcuAj8DvDaXPW/2UsDvwUIeG3gr3n+3ht4L+B7gO/mOb008FfAzwBvzVX/Wz0d2AVehuf128BrASeAXeC7gfcCXgb4a57T04ETwHGu+t/qrYHvAj4G+G6e00sDfwX8DPDWwGsDnwX8DfDRPC8DfwO8NFddddV/B8RVV/3v92Dg6cCtwMsAuzzbZwOfBXwM8NVc9X/dZwOfBbwO8Ns8p88GPgt4HeC3ebafAt4aeB3gt7nq/xIDvwO8Ns/po4GvAr4HeG+e018BLw08BLiVq/63+mrgo4DvAd6bF+69ge8CPgb4ap7ts4HPAt4H+G6u+t/qwcBfAQJeG/hrXrDXBn4L+G3gdXhOPwW8NfA2wE9z1f9Wfw28FPAywF/zbC8N/BXwDODBXPFg4OnAdwPvw7O9NfBTwPcA781V/1u9NPBXwG8Dr8Nz+mrgo4CPAb4aeDDwdOBW4GWAXZ7ts4HPAj4H+Gyuuuqq/w6Iq676v+GrgY8Cfhv4amAXeG/gvYG/AV6aq/4/+Gzgs4DXAX6b53QcuBUw8NnAXwMfDbw18DPAW3PV/zUGfgd4bZ7XXwMvBXw18NPAceCzgZcGvgb4aK763+rBwNO54rd5wV6HZ/tr4KWAzwZ+G3ht4LOBvwFemqv+N/tu4L2AXeCvef6+B/hurvhp4K2Anwa+GjgOvDfw1sD3AO/NVf+bvTTwV8Au8NHArcBLA58NHAdeBvhrnu23gdcCfhr4auClgc8GBLw0cCtX/W/23cB7Ab8NfDZXfDTw1sDvAK/Ns3028FnAXwOfDewC7w28N/A3wGsDu1x11VX/HRBXXfV/x2cDHw0c49m+Bvhorvr/4rOBzwJeB/htntdLA98NvBTP9j3ARwO7XPV/jYHfAV6b53Uc+GrgvXi2S8BHA9/NVf+bfTbwWfzLxLMdB34aeC2e7XeAtwZ2uep/s4vAcV64zwE+myuOAx8NfBbPdgn4auCzuer/gtcGvht4EM/2N8B7A3/NczoOfDXwXjzb7wAfDfw1V/1vdxz4aOCzeE5fA3w2sMtz+mzgo4FjPNvXAJ8N7HLVVVf9d0FcddX/PS/NFX/NVVc9f8eBlwb+Gtjlqv/vXhu4FbiVq66C1wb+Gtjlqv/vXhrYBW7lqv+LjgMvDfw1sMu/7LWBW4Fbuer/opfmir/mX/Zg4Djw11x11VX/EyCuuuqqq6666qqrrrrqqquuuuqqq6666n8fxFVXXXXVVVddddVVV1111VVXXXXVVVf978M/Ar1FNwkUFhVlAAAAAElFTkSuQmCC", + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"scipy_solver\",\n", + " solver_options={\"solver\": \"RK45\"}\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Scipy solve_ivp with LSODA (automatic switching between solvers for stiff and nonstiff ODEs)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken: 5.277068614959717\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_t = time.time()\n", + "with pyro.poutine.seed(rng_seed=0):\n", + " sample_results2 = pyciemss.sample(\n", + " model,\n", + " end_time,\n", + " logging_step_size,\n", + " num_samples,\n", + " start_time=start_time,\n", + " solver_method=\"scipy_solver\",\n", + " solver_options={\"solver\": \"LSODA\"}\n", + " )\n", + "print(\"Time taken: \", time.time()-start_t)\n", + "# display(sample_results2[\"data\"])\n", + "# Plot results for all states\n", + "schema = plots.trajectories(sample_results2[\"data\"], keep=\"I_state\")\n", + "plots.ipy_display(schema, dpi=150)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": 4 +} diff --git a/pyciemss/integration_utils/intervention_builder.py b/pyciemss/integration_utils/intervention_builder.py index 28a625ea9..b41779e55 100644 --- a/pyciemss/integration_utils/intervention_builder.py +++ b/pyciemss/integration_utils/intervention_builder.py @@ -9,21 +9,30 @@ def param_value_objective( start_time: List[torch.Tensor], param_value: List[Intervention] = [None], ) -> Callable[[torch.Tensor], Dict[float, Dict[str, Intervention]]]: + if len(param_value) < len(param_name) and param_value[0] is None: + param_value = [None for _ in param_name] + for count in range(len(param_name)): + if param_value[count] is None: + if not callable(param_value[count]): + param_value[count] = lambda y: torch.tensor(y) + def intervention_generator( x: torch.Tensor, ) -> Dict[float, Dict[str, Intervention]]: - static_parameter_interventions = {} + static_parameter_interventions: Dict[float, Dict[str, Intervention]] = {} for count in range(len(param_name)): - if param_value[count] is None: - if not callable(param_value[count]): - param_value[count] = lambda x: torch.tensor(x) - static_parameter_interventions.update( - { - start_time[count].item(): { - param_name[count]: param_value[count](x[count].item()) + if start_time[count].item() in static_parameter_interventions: + static_parameter_interventions[start_time[count].item()].update( + {param_name[count]: param_value[count](x[count].item())} + ) + else: + static_parameter_interventions.update( + { + start_time[count].item(): { + param_name[count]: param_value[count](x[count].item()) + } } - } - ) + ) return static_parameter_interventions return intervention_generator @@ -35,11 +44,16 @@ def start_time_objective( def intervention_generator( x: torch.Tensor, ) -> Dict[float, Dict[str, Intervention]]: - static_parameter_interventions = {} + static_parameter_interventions: Dict[float, Dict[str, Intervention]] = {} for count in range(len(param_name)): - static_parameter_interventions.update( - {x[count].item(): {param_name[count]: param_value[count]}} - ) + if x[count].item() in static_parameter_interventions: + static_parameter_interventions[x[count].item()].update( + {param_name[count]: param_value[count]} + ) + else: + static_parameter_interventions.update( + {x[count].item(): {param_name[count]: param_value[count]}} + ) return static_parameter_interventions return intervention_generator diff --git a/pyciemss/interfaces.py b/pyciemss/interfaces.py index 666134a59..2d6a9e579 100644 --- a/pyciemss/interfaces.py +++ b/pyciemss/interfaces.py @@ -513,7 +513,7 @@ def wrapped_model(): for k, vals in samples.items(): if "_state" in k: # qoi is assumed to be the last day of simulation - qoi_sample = vals[:, -1] + qoi_sample = vals.detach().numpy()[:, -1] sq_est = alpha_superquantile(qoi_sample, alpha=alpha) risk_results.update({k: {"risk": [sq_est], "qoi": qoi_sample}}) @@ -762,7 +762,7 @@ def optimize( solver_options: Dict[str, Any] = {}, start_time: float = 0.0, inferred_parameters: Optional[pyro.nn.PyroModule] = None, - n_samples_ouu: int = int(1e2), + n_samples_ouu: int = int(1e3), maxiter: int = 5, maxfeval: int = 25, verbose: bool = False, @@ -852,6 +852,8 @@ def optimize( guide=inferred_parameters, solver_method=solver_method, solver_options=solver_options, + u_bounds=bounds_np, + risk_bound=risk_bound, ) # Run one sample to estimate model evaluation time @@ -877,6 +879,8 @@ def optimize( guide=inferred_parameters, solver_method=solver_method, solver_options=solver_options, + u_bounds=bounds_np, + risk_bound=risk_bound, ) # Define constraints >= 0 constraints = ( @@ -893,10 +897,18 @@ def optimize( print( f"Estimated wait time {time_per_eval*n_samples_ouu*(maxiter+1)*maxfeval:.1f} seconds..." ) + + # Updating the objective function to penalize out of bounds interventions + def objfun_penalty(x): + if np.any(x - u_min < 0) or np.any(u_max - x < 0): + return objfun(x) + max(5 * np.abs(objfun(x)), 5.0) + else: + return objfun(x) + start_time = time.time() opt_results = solveOUU( x0=initial_guess_interventions, - objfun=objfun, + objfun=objfun_penalty, constraints=constraints, maxiter=maxiter, maxfeval=maxfeval, @@ -917,11 +929,6 @@ def round_up(num, dec=roundup_decimal): ) print(f"Optimal policy:\t{opt_results.x}") - # Check for some interventions that lead to no feasible solutions - if opt_results.x < 0: - if verbose: - print("No solution found") - ouu_results = { "policy": torch.tensor(opt_results.x), "OptResults": opt_results, diff --git a/pyciemss/observation.py b/pyciemss/observation.py index 00158dfc2..764f9c081 100644 --- a/pyciemss/observation.py +++ b/pyciemss/observation.py @@ -34,7 +34,6 @@ def markov_kernel( raise NotImplementedError def forward(self, state: Dict[str, torch.Tensor]) -> None: - if self.observables is not None: for k, v in self.observables(state).items(): state[k] = v diff --git a/pyciemss/ouu/ouu.py b/pyciemss/ouu/ouu.py index 09ddc3cbf..3699194b9 100644 --- a/pyciemss/ouu/ouu.py +++ b/pyciemss/ouu/ouu.py @@ -1,4 +1,5 @@ import contextlib +import warnings from typing import Any, Callable, Dict, List, Tuple import numpy as np @@ -9,7 +10,10 @@ from scipy.optimize import basinhopping from tqdm import tqdm -from pyciemss.interruptions import StaticParameterIntervention +from pyciemss.interruptions import ( + ParameterInterventionTracer, + StaticParameterIntervention, +) from pyciemss.ouu.risk_measures import alpha_superquantile @@ -28,11 +32,24 @@ def __init__(self, xmin, xmax, stepsize=None): self.stepsize = 0.3 * np.linalg.norm(xmax - xmin) def __call__(self, x): - xnew = np.clip( - x + np.random.uniform(-self.stepsize, self.stepsize, np.shape(x)), - self.xmin, - self.xmax, - ) + if np.any(x - self.xmax >= 0.0): + xnew = np.clip( + x + np.random.uniform(-self.stepsize, 0, np.shape(x)), + self.xmin, + self.xmax, + ) + elif np.any(x - self.xmin <= 0.0): + xnew = np.clip( + x + np.random.uniform(0, self.stepsize, np.shape(x)), + self.xmin, + self.xmax, + ) + else: + xnew = np.clip( + x + np.random.uniform(-self.stepsize, self.stepsize, np.shape(x)), + self.xmin, + self.xmax, + ) return xnew @@ -55,6 +72,8 @@ def __init__( guide=None, solver_method: str = "dopri5", solver_options: Dict[str, Any] = {}, + u_bounds: np.ndarray = np.atleast_2d([[0], [1]]), + risk_bound: float = 0.0, ): self.model = model self.interventions = interventions @@ -70,43 +89,66 @@ def __init__( self.logging_times = torch.arange( start_time + logging_step_size, end_time, logging_step_size ) + self.u_bounds = u_bounds + self.risk_bound = risk_bound # used for defining penalty + warnings.simplefilter("always", UserWarning) def __call__(self, x): - # Apply intervention and perform forward uncertainty propagation - samples = self.propagate_uncertainty(x) - # Compute quanity of interest - sample_qoi = self.qoi(samples) - # Estimate risk - return self.risk_measure(sample_qoi) + if np.any(x - self.u_bounds[0, :] < 0.0) or np.any( + self.u_bounds[1, :] - x < 0.0 + ): + warnings.warn( + "Selected interventions are out of bounds. Will use a penalty instead of estimating risk." + ) + risk_estimate = max( + 2 * self.risk_bound, 10.0 + ) # used as a penalty and the model is not run + else: + # Apply intervention and perform forward uncertainty propagation + samples = self.propagate_uncertainty(x) + # Compute quanity of interest + sample_qoi = self.qoi(samples) + # Estimate risk + risk_estimate = self.risk_measure(sample_qoi) + return risk_estimate def propagate_uncertainty(self, x): """ Perform forward uncertainty propagation. """ - pyro.set_rng_seed(0) - x = np.atleast_1d(x) - static_parameter_interventions = self.interventions(torch.from_numpy(x)) - static_parameter_intervention_handlers = [ - StaticParameterIntervention(time, dict(**static_intervention_assignment)) - for time, static_intervention_assignment in static_parameter_interventions.items() - ] - - def wrapped_model(): - with TorchDiffEq(method=self.solver_method, options=self.solver_options): - with contextlib.ExitStack() as stack: - for handler in static_parameter_intervention_handlers: - stack.enter_context(handler) - self.model( - torch.as_tensor(self.start_time), - torch.as_tensor(self.end_time), - logging_times=self.logging_times, - is_traced=True, + with pyro.poutine.seed(rng_seed=0): + with torch.no_grad(): + x = np.atleast_1d(x) + static_parameter_interventions = self.interventions(torch.from_numpy(x)) + static_parameter_intervention_handlers = [ + StaticParameterIntervention( + time, dict(**static_intervention_assignment) ) - - # Sample from intervened model - samples = pyro.infer.Predictive( - wrapped_model, guide=self.guide, num_samples=self.num_samples - )() + for time, static_intervention_assignment in static_parameter_interventions.items() + ] + + def wrapped_model(): + with ParameterInterventionTracer(): + with TorchDiffEq( + method=self.solver_method, options=self.solver_options + ): + with contextlib.ExitStack() as stack: + for handler in static_parameter_intervention_handlers: + stack.enter_context(handler) + self.model( + torch.as_tensor(self.start_time), + torch.as_tensor(self.end_time), + logging_times=self.logging_times, + is_traced=True, + ) + + # Sample from intervened model + samples = pyro.infer.Predictive( + wrapped_model, + guide=self.guide, + num_samples=self.num_samples, + parallel=True, + )() return samples diff --git a/tests/test_interfaces.py b/tests/test_interfaces.py index 3ec3000fb..8bd270021 100644 --- a/tests/test_interfaces.py +++ b/tests/test_interfaces.py @@ -243,7 +243,6 @@ def test_sample_with_multiple_parameter_interventions( logging_step_size, num_samples, ): - model_url = model_fixture.url model = CompiledDynamics.load(model_url)