diff --git a/110424_slide11_4-components.ipynb b/110424_slide11_4-components.ipynb new file mode 100644 index 0000000..2309fb6 --- /dev/null +++ b/110424_slide11_4-components.ipynb @@ -0,0 +1,289 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "89e4c777", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/skylerwu/Desktop/JASA/for_professor_yang/magi_v2.py:12: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import tqdm\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "from matplotlib.patches import Patch\n", + "from IPython.display import clear_output\n", + "\n", + "# core MAGI-TFP class\n", + "import magi_v2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "33857ea9", + "metadata": {}, + "outputs": [], + "source": [ + "# 4-component model governing the SEIR system, appropriate for tensorflow vectorization\n", + "def f_vec(t, X, thetas):\n", + " '''\n", + " 1. X - array containing (S, E, I, R) components. Suppose it is (N x D) for vectorization.\n", + " 2. theta - array containing (beta, gamma, sigma) components.\n", + " 3. Note that N_pop = 1.0\n", + " ''' \n", + " return tf.concat([(-thetas[0] * X[:,0:1] * X[:,2:3]), # dS/dt = -bSI\n", + " (thetas[0] * X[:,0:1] * X[:,2:3]) - (thetas[2] * X[:,1:2]), # dE/dt = bSI - sE\n", + " (thetas[2] * X[:,1:2]) - (thetas[1] * X[:,2:3]), # dI/dt = sE - gI\n", + " (thetas[1] * X[:,2:3])], # dR/dt = g*I\n", + " axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "00fd770f", + "metadata": {}, + "outputs": [], + "source": [ + "# initial data settings\n", + "d_obs = 20 # no. of observations per unit time\n", + "t_max = 4.0 # length of observation interval\n", + "comp_obs = [True, True, True, True] # which components are observed?\n", + "\n", + "# load in our data, thinning based on density of observations\n", + "raw_data = pd.read_csv('data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=0.csv').query(f\"t <= {t_max}\")\n", + "obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))]\n", + "\n", + "# extract out the time vector + noisy observations\n", + "ts_obs = obs_data.t.values.astype(np.float64)\n", + "\n", + "# get the noisy observations\n", + "X_obs = obs_data[[\"S_obs\", \"E_obs\", \"I_obs\", \"R_obs\"]].to_numpy().astype(np.float64)\n", + "\n", + "# make certain components missing if necessary\n", + "for i, comp_obs_val in enumerate(comp_obs):\n", + " if comp_obs_val != True:\n", + " X_obs[:,i] = np.nan" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "517b20be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting NUTS posterior sampling ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-11-29 21:50:06.444941: W tensorflow/compiler/tf2xla/kernels/random_ops.cc:107] Warning: Using tf.random.uniform with XLA compilation will ignore seeds; consider using tf.random.stateless_uniform instead if reproducible behavior is desired. sanitize_seed/seed\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished sampling in 10.23 minutes.\n" + ] + } + ], + "source": [ + "# create our model - f_vec is the ODE governing equations function defined earlier.\n", + "model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec)\n", + "\n", + "# fit Matern kernel hyperparameters (phi1, phi2) as well as (Xhat_init, sigma_sqs_init, thetas_init)\n", + "model.initial_fit(discretization=1, verbose=True)\n", + "\n", + "# clear console for pretty output\n", + "clear_output(wait=True)\n", + "\n", + "# collect our samples from NUTS posterior sampling - toggle tempering=True to use log-tempering.\n", + "# Seem to have massive overfitting to noisy data without tempering.\n", + "results = model.predict(num_results=1000, num_burnin_steps=1000, tempering=True, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e02c0f4e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize our trajectories\n", + "fig, ax = plt.subplots(1, 4, dpi=200, figsize=(13, 3))\n", + "\n", + "# get our timesteps, mean trajectory predictions, and 2.5% + 97.5% trajectory predictions\n", + "I = results[\"I\"].flatten()\n", + "Xhat_means = results[\"X_samps\"].mean(axis=0)\n", + "Xhat_intervals = np.quantile(results[\"X_samps\"], q=[0.025, 0.975], axis=0)\n", + "Xhat_init = results[\"Xhat_init\"]\n", + "\n", + "# go through each component and plot\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " # plot the ground truth + noisy observations\n", + " if comp_obs[i]:\n", + " ax[i].scatter(ts_obs, X_obs[:,i], s=3, color=\"grey\")\n", + " ax[i].plot(raw_data[\"t\"], raw_data[[\"S_true\", \"E_true\", \"I_true\", \"R_true\"][i]], color=\"black\")\n", + " \n", + " # plot mean trajectory + 95% predictive interval\n", + " ax[i].plot(I, Xhat_means[:,i], color=\"blue\")\n", + " ax[i].fill_between(I, Xhat_intervals[0,:,i], Xhat_intervals[1,:,i], alpha=0.3)\n", + " ax[i].plot(I, Xhat_init[:,i], linestyle=\"--\", color=\"green\")\n", + " ax[i].set_title(comp); ax[i].set_xlabel(\"$t$\")\n", + " ax[i].grid()\n", + " \n", + "# shared legend + beautify\n", + "observed_components_desc = str(tuple(np.array([\"$S$\", \"$E$\", \"$I$\", \"$R$\"])[comp_obs])).replace(\"'\", \"\").strip()\n", + "plt.suptitle(f\"Predicted Trajectories vs. Ground Truth | Observed Components: {observed_components_desc}\")\n", + "custom_lines = [Line2D([0], [0], color=\"black\", linewidth=1.0, alpha=1.0, label=\"Ground Truth\"),\n", + " Line2D([0], [0], color=\"grey\", marker=\"o\", linestyle=\"None\", label=\"Noisy Observations\"),\n", + " Line2D([0], [0], color=\"blue\", linewidth=1.0, alpha=1.0, label=\"Mean Prediction\"),\n", + " Line2D([0], [0], color=\"green\", linestyle=\"--\", linewidth=1.0, alpha=1.0, label=\"Initialization\"),\n", + " Patch(facecolor=\"blue\", alpha=0.3, label=\"95% Predictive Interval\")]\n", + "fig.legend(handles=custom_lines, loc=\"lower center\", ncol=5, fontsize=10, bbox_to_anchor=(0.5, -0.075))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9d41e1e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated Parameters:\n", + "- Beta: 0.001 (Predicted) vs. 6.0 (Actual).\n", + "- Gamma: 0.007 (Predicted) vs. 0.6 (Actual).\n", + "- Sigma: 0.077 (Predicted) vs. 1.8 (Actual).\n" + ] + } + ], + "source": [ + "# check our parameters too\n", + "mean_thetas_pred = results[\"thetas_samps\"].mean(axis=0)\n", + "\n", + "print(\"Estimated Parameters:\")\n", + "print(f\"- Beta: {np.round(mean_thetas_pred[0], 3)} (Predicted) vs. 6.0 (Actual).\")\n", + "print(f\"- Gamma: {np.round(mean_thetas_pred[1], 3)} (Predicted) vs. 0.6 (Actual).\")\n", + "print(f\"- Sigma: {np.round(mean_thetas_pred[2], 3)} (Predicted) vs. 1.8 (Actual).\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f1bac4c4", + "metadata": {}, + "outputs": [], + "source": [ + "# checking derivatives (i.e., physics fidelity)\n", + "raw_data[\"t\"] = np.round(raw_data[\"t\"].values, 3)\n", + "raw_data.set_index(\"t\", inplace=True)\n", + "\n", + "# get our true values\n", + "X_true = raw_data.loc[np.round(I, 3)][[\"S_true\", \"E_true\", \"I_true\", \"R_true\"]].values\n", + "thetas_true = np.array([6.0, 0.6, 1.8])\n", + "\n", + "# compute GP-implied derivatives at truth\n", + "X_cent = tf.reshape(X_true - model.mu_ds, shape=(X_true.shape[0], 1, X_true.shape[1]))\n", + "f_gp = model.m_ds @ tf.transpose(X_cent, perm=[2, 0, 1])\n", + "\n", + "# compute the true derivatives at truth\n", + "f_ode = tf.transpose(f_vec(I, X_true, thetas_true)[:,None], perm=[2, 0, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9c80f588", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# checking whether the derivatives match\n", + "fig, ax = plt.subplots(1, 5, dpi=200, figsize=(15, 3))\n", + "\n", + "# plot the ODE vs. GP-implied derivatives for each component\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " ax[i].set_title(comp)\n", + " ax[i].plot(I, f_gp[i], label=\"GP\")\n", + " ax[i].plot(I, f_ode[i], label=\"ODE\")\n", + " ax[i].grid(); ax[i].legend()\n", + " \n", + "# also check the log-posterior\n", + "ax[4].set_title(\"Log-Posterior\")\n", + "ax[4].plot(results[\"kernel_results\"].inner_results.target_log_prob)\n", + "ax[4].grid()\n", + " \n", + "# beautify\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10 (Afterburner)", + "language": "python", + "name": "afterburner" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/111824_slide3_first-two-forecasting-steps.ipynb b/111824_slide3_first-two-forecasting-steps.ipynb new file mode 100644 index 0000000..9573c4c --- /dev/null +++ b/111824_slide3_first-two-forecasting-steps.ipynb @@ -0,0 +1,525 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 40, + "id": "89e4c777", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "from matplotlib.patches import Patch\n", + "from IPython.display import clear_output\n", + "from scipy.integrate import solve_ivp\n", + "\n", + "# core MAGI-TFP class\n", + "import magi_v2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "33857ea9", + "metadata": {}, + "outputs": [], + "source": [ + "# 4-component model governing the SEIR system, appropriate for tensorflow vectorization\n", + "def f_vec(t, X, thetas):\n", + " '''\n", + " 1. X - array containing (S, E, I, R) components. Suppose it is (N x D) for vectorization.\n", + " 2. theta - array containing (beta, gamma, sigma) components.\n", + " 3. Note that N_pop = 1.0\n", + " ''' \n", + " return tf.concat([(-thetas[0] * X[:,0:1] * X[:,2:3]), # dS/dt = -bSI\n", + " (thetas[0] * X[:,0:1] * X[:,2:3]) - (thetas[2] * X[:,1:2]), # dE/dt = bSI - sE\n", + " (thetas[2] * X[:,1:2]) - (thetas[1] * X[:,2:3]), # dI/dt = sE - gI\n", + " (thetas[1] * X[:,2:3])], # dR/dt = g*I\n", + " axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "00fd770f", + "metadata": {}, + "outputs": [], + "source": [ + "# initial data settings\n", + "d_obs = 40 # no. of observations per unit time\n", + "t_max = 2.0 # length of observation interval\n", + "comp_obs = [True, True, True, True] # which components are observed?\n", + "\n", + "# load in our data, thinning based on density of observations\n", + "raw_data = pd.read_csv('data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=3.csv').query(f\"t <= {t_max}\")\n", + "obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))]\n", + "\n", + "# extract out the time vector + noisy observations\n", + "ts_obs = obs_data.t.values.astype(np.float64)\n", + "\n", + "# get the noisy observations\n", + "X_obs = obs_data[[\"S_obs\", \"E_obs\", \"I_obs\", \"R_obs\"]].to_numpy().astype(np.float64)\n", + "\n", + "# make certain components missing if necessary\n", + "for i, comp_obs_val in enumerate(comp_obs):\n", + " if comp_obs_val != True:\n", + " X_obs[:,i] = np.nan" + ] + }, + { + "cell_type": "markdown", + "id": "5eba2d57", + "metadata": {}, + "source": [ + "# Step 1: In-Sample Fit from $T=0$ to $T=2$." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "517b20be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting NUTS posterior sampling ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-11-29 22:30:23.155235: W tensorflow/compiler/tf2xla/kernels/random_ops.cc:107] Warning: Using tf.random.uniform with XLA compilation will ignore seeds; consider using tf.random.stateless_uniform instead if reproducible behavior is desired. sanitize_seed/seed\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished sampling in 5.6 minutes.\n" + ] + } + ], + "source": [ + "# create our model - f_vec is the ODE governing equations function defined earlier.\n", + "model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec)\n", + "\n", + "# fit Matern kernel hyperparameters (phi1, phi2) as well as (Xhat_init, sigma_sqs_init, thetas_init)\n", + "model.initial_fit(discretization=1, verbose=True)\n", + "\n", + "# clear console for pretty output\n", + "clear_output(wait=True)\n", + "\n", + "# collect our samples from NUTS posterior sampling - toggle tempering=True to use log-tempering.\n", + "# Seem to have massive overfitting to noisy data without tempering.\n", + "results = model.predict(num_results=1000, num_burnin_steps=1000, tempering=True, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e02c0f4e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize our trajectories\n", + "fig, ax = plt.subplots(1, 4, dpi=200, figsize=(13, 3))\n", + "\n", + "# get our timesteps, mean trajectory predictions, and 2.5% + 97.5% trajectory predictions\n", + "I = results[\"I\"].flatten()\n", + "Xhat_means = results[\"X_samps\"].mean(axis=0)\n", + "Xhat_intervals = np.quantile(results[\"X_samps\"], q=[0.025, 0.975], axis=0)\n", + "Xhat_init = results[\"Xhat_init\"]\n", + "\n", + "# go through each component and plot\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " # plot the ground truth + noisy observations\n", + " if comp_obs[i]:\n", + " ax[i].scatter(ts_obs, X_obs[:,i], s=3, color=\"grey\")\n", + " ax[i].plot(raw_data[\"t\"], raw_data[[\"S_true\", \"E_true\", \"I_true\", \"R_true\"][i]], color=\"black\")\n", + " \n", + " # plot mean trajectory + 95% predictive interval\n", + " ax[i].plot(I, Xhat_means[:,i], color=\"blue\")\n", + " ax[i].fill_between(I, Xhat_intervals[0,:,i], Xhat_intervals[1,:,i], alpha=0.3)\n", + " ax[i].plot(I, Xhat_init[:,i], linestyle=\"--\", color=\"green\")\n", + " ax[i].set_title(comp); ax[i].set_xlabel(\"$t$\")\n", + " ax[i].grid()\n", + " \n", + "# shared legend + beautify\n", + "observed_components_desc = str(tuple(np.array([\"$S$\", \"$E$\", \"$I$\", \"$R$\"])[comp_obs])).replace(\"'\", \"\").strip()\n", + "plt.suptitle(f\"Predicted Trajectories vs. Ground Truth | Observed Components: {observed_components_desc}\")\n", + "custom_lines = [Line2D([0], [0], color=\"black\", linewidth=1.0, alpha=1.0, label=\"Ground Truth\"),\n", + " Line2D([0], [0], color=\"grey\", marker=\"o\", linestyle=\"None\", label=\"Noisy Observations\"),\n", + " Line2D([0], [0], color=\"blue\", linewidth=1.0, alpha=1.0, label=\"Mean Prediction\"),\n", + " Line2D([0], [0], color=\"green\", linestyle=\"--\", linewidth=1.0, alpha=1.0, label=\"Initialization\"),\n", + " Patch(facecolor=\"blue\", alpha=0.3, label=\"95% Predictive Interval\")]\n", + "fig.legend(handles=custom_lines, loc=\"lower center\", ncol=5, fontsize=10, bbox_to_anchor=(0.5, -0.075))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9d41e1e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated Parameters:\n", + "- Beta: 1.451 (Predicted) vs. 6.0 (Actual).\n", + "- Gamma: 0.315 (Predicted) vs. 0.6 (Actual).\n", + "- Sigma: 0.125 (Predicted) vs. 1.8 (Actual).\n" + ] + } + ], + "source": [ + "# check our parameters too\n", + "mean_thetas_pred = results[\"thetas_samps\"].mean(axis=0)\n", + "\n", + "print(\"Estimated Parameters:\")\n", + "print(f\"- Beta: {np.round(mean_thetas_pred[0], 3)} (Predicted) vs. 6.0 (Actual).\")\n", + "print(f\"- Gamma: {np.round(mean_thetas_pred[1], 3)} (Predicted) vs. 0.6 (Actual).\")\n", + "print(f\"- Sigma: {np.round(mean_thetas_pred[2], 3)} (Predicted) vs. 1.8 (Actual).\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f1bac4c4", + "metadata": {}, + "outputs": [], + "source": [ + "# checking derivatives (i.e., physics fidelity)\n", + "raw_data[\"t\"] = np.round(raw_data[\"t\"].values, 3)\n", + "raw_data.set_index(\"t\", inplace=True)\n", + "\n", + "# get our true values\n", + "X_true = raw_data.loc[np.round(I, 3)][[\"S_true\", \"E_true\", \"I_true\", \"R_true\"]].values\n", + "thetas_true = np.array([6.0, 0.6, 1.8])\n", + "\n", + "# compute GP-implied derivatives at truth\n", + "X_cent = tf.reshape(X_true - model.mu_ds, shape=(X_true.shape[0], 1, X_true.shape[1]))\n", + "f_gp = model.m_ds @ tf.transpose(X_cent, perm=[2, 0, 1])\n", + "\n", + "# compute the true derivatives at truth\n", + "f_ode = tf.transpose(f_vec(I, X_true, thetas_true)[:,None], perm=[2, 0, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9c80f588", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# checking whether the derivatives match\n", + "fig, ax = plt.subplots(1, 5, dpi=200, figsize=(15, 3))\n", + "\n", + "# plot the ODE vs. GP-implied derivatives for each component\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " ax[i].set_title(comp)\n", + " ax[i].plot(I, f_gp[i], label=\"GP\")\n", + " ax[i].plot(I, f_ode[i], label=\"ODE\")\n", + " ax[i].grid(); ax[i].legend()\n", + " \n", + "# also check the log-posterior\n", + "ax[4].set_title(\"Log-Posterior\")\n", + "ax[4].plot(results[\"kernel_results\"].inner_results.target_log_prob)\n", + "ax[4].grid()\n", + " \n", + "# beautify\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1f85aa07", + "metadata": {}, + "source": [ + "# Step 2: Forecasting from $T=2$ to $T=4$." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "5a67e5ca", + "metadata": {}, + "outputs": [], + "source": [ + "# what was the end of the prev step?\n", + "t_step_prev_end = 2.0\n", + "\n", + "# how long are we forecasting for, and what is the stepsize of each sequential forecasting step?\n", + "t_forecast, t_stepsize = 4.0, 2.0\n", + "\n", + "# expand our I discretization set\n", + "I_append = np.linspace(start=model.I[-1, 0], \n", + " stop=model.I[-1, 0] + t_stepsize, \n", + " num=int(40*t_stepsize + 1))[1:].reshape(-1,1)\n", + "I_new = np.vstack([model.I, I_append])\n", + "\n", + "# update our kernel matrices\n", + "model.update_kernel_matrices(I_new=I_new, phi1s_new=model.phi1s, phi2s_new=model.phi2s)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "4d0cb710", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting NUTS posterior sampling ...\n", + "Finished sampling in 7.08 minutes.\n" + ] + } + ], + "source": [ + "# also update our initialization for sigma_sq\n", + "model.sigma_sqs_init = results[\"sigma_sqs_samps\"].mean(axis=0)\n", + "\n", + "# extract last (theta, X) sample from prev. timestep\n", + "model.thetas_init = results[\"thetas_samps\"][-1]\n", + "Xhat_init_in = results[\"X_samps\"][-1]\n", + "\n", + "# numerically integrate forward to get Xhat_init for out-of-sample\n", + "def SEIR(t, x, theta):\n", + " \n", + " # unpack our points + our parameters (N = 1.0)\n", + " S, E, I, R = x\n", + " beta, gamma, sigma = theta\n", + "\n", + " # encode our derivatives\n", + " dSdt = -beta*I*S\n", + " dEdt = (beta*I*S) - (sigma*E)\n", + " dIdt = (sigma*E) - (gamma*I)\n", + " dRdt = gamma*I\n", + "\n", + " # return the derivatives\n", + " return np.array([dSdt, dEdt, dIdt, dRdt])\n", + "\n", + "# use high-precision numerical integration\n", + "Xhat_init_out = solve_ivp(fun=SEIR, t_span=(t_step_prev_end, I_append[-1, 0]), \n", + " y0=Xhat_init_in[-1], \n", + " t_eval=np.vstack([np.array([[t_step_prev_end]]), I_append]).flatten(),\n", + " args=(model.thetas_init,), rtol=1e-10, atol=1e-10).y.T[1:,:]\n", + "\n", + "# stitch together our new initialization + internalize\n", + "Xhat_init_combined = np.vstack([Xhat_init_in, Xhat_init_out])\n", + "model.Xhat_init = Xhat_init_combined\n", + "\n", + "# sample the next step of our sequential forecasting routine\n", + "results_fcst = model.predict(num_results=1000, num_burnin_steps=1000, tempering=True, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "438e663c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# load in the raw data again, with the forecasted cutoff\n", + "raw_data = pd.read_csv('data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=3.csv')\\\n", + ".query(f\"t <= {t_step_prev_end + 2.0}\")\n", + "\n", + "# visualize our trajectories WITH FORECASTED TIMESTEPS!\n", + "fig, ax = plt.subplots(1, 4, dpi=200, figsize=(13, 3))\n", + "\n", + "# get our timesteps, mean trajectory predictions, and 2.5% + 97.5% trajectory predictions\n", + "I = results_fcst[\"I\"].flatten()\n", + "Xhat_means = results_fcst[\"X_samps\"].mean(axis=0)\n", + "Xhat_intervals = np.quantile(results_fcst[\"X_samps\"], q=[0.025, 0.975], axis=0)\n", + "Xhat_init = results_fcst[\"Xhat_init\"]\n", + "\n", + "# go through each component and plot\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " # plot the ground truth + noisy observations\n", + " if comp_obs[i]:\n", + " ax[i].scatter(ts_obs, X_obs[:,i], s=3, color=\"grey\")\n", + " ax[i].plot(raw_data[\"t\"], raw_data[[\"S_true\", \"E_true\", \"I_true\", \"R_true\"][i]], color=\"black\")\n", + " \n", + " # plot mean trajectory + 95% predictive interval\n", + " ax[i].plot(I, Xhat_means[:,i], color=\"blue\")\n", + " ax[i].fill_between(I, Xhat_intervals[0,:,i], Xhat_intervals[1,:,i], alpha=0.3)\n", + " ax[i].plot(I, Xhat_init[:,i], linestyle=\"--\", color=\"green\")\n", + " ax[i].set_title(comp); ax[i].set_xlabel(\"$t$\")\n", + " ax[i].grid()\n", + " \n", + " # add a line where the in-sample ends\n", + " ax[i].axvline(x=2.0, linestyle=\"--\", color=\"red\")\n", + " \n", + "# shared legend + beautify\n", + "observed_components_desc = str(tuple(np.array([\"$S$\", \"$E$\", \"$I$\", \"$R$\"])[comp_obs])).replace(\"'\", \"\").strip()\n", + "plt.suptitle(f\"[FORECASTED] Predicted Trajectories vs. Ground Truth | Observed Components: {observed_components_desc}\")\n", + "custom_lines = [Line2D([0], [0], color=\"black\", linewidth=1.0, alpha=1.0, label=\"Ground Truth\"),\n", + " Line2D([0], [0], color=\"grey\", marker=\"o\", linestyle=\"None\", label=\"Noisy Observations\"),\n", + " Line2D([0], [0], color=\"blue\", linewidth=1.0, alpha=1.0, label=\"Mean Prediction\"),\n", + " Line2D([0], [0], color=\"green\", linestyle=\"--\", linewidth=1.0, alpha=1.0, label=\"Initialization\"),\n", + " Patch(facecolor=\"blue\", alpha=0.3, label=\"95% Predictive Interval\"),\n", + " Line2D([0], [0], color=\"red\", linestyle=\"--\", linewidth=1.0, alpha=1.0, label=\"End of In-Sample\")]\n", + "fig.legend(handles=custom_lines, loc=\"lower center\", ncol=6, fontsize=10, bbox_to_anchor=(0.5, -0.075))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "bf5109ee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated Parameters:\n", + "- Beta: 1.006 (Predicted) vs. 6.0 (Actual).\n", + "- Gamma: 0.356 (Predicted) vs. 0.6 (Actual).\n", + "- Sigma: 0.145 (Predicted) vs. 1.8 (Actual).\n" + ] + } + ], + "source": [ + "# check our parameters too WITH FORECASTED TIMESTEPS!\n", + "mean_thetas_pred = results_fcst[\"thetas_samps\"].mean(axis=0)\n", + "\n", + "print(\"Estimated Parameters:\")\n", + "print(f\"- Beta: {np.round(mean_thetas_pred[0], 3)} (Predicted) vs. 6.0 (Actual).\")\n", + "print(f\"- Gamma: {np.round(mean_thetas_pred[1], 3)} (Predicted) vs. 0.6 (Actual).\")\n", + "print(f\"- Sigma: {np.round(mean_thetas_pred[2], 3)} (Predicted) vs. 1.8 (Actual).\")" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "816e479f", + "metadata": {}, + "outputs": [], + "source": [ + "# checking derivatives (i.e., physics fidelity)\n", + "raw_data[\"t\"] = np.round(raw_data[\"t\"].values, 3)\n", + "raw_data.set_index(\"t\", inplace=True)\n", + "\n", + "# get our true values\n", + "X_true = raw_data.loc[np.round(I, 3)][[\"S_true\", \"E_true\", \"I_true\", \"R_true\"]].values\n", + "thetas_true = np.array([6.0, 0.6, 1.8])\n", + "\n", + "# compute GP-implied derivatives at truth\n", + "X_cent = tf.reshape(X_true - model.mu_ds, shape=(X_true.shape[0], 1, X_true.shape[1]))\n", + "f_gp = model.m_ds @ tf.transpose(X_cent, perm=[2, 0, 1])\n", + "\n", + "# compute the true derivatives at truth\n", + "f_ode = tf.transpose(f_vec(I, X_true, thetas_true)[:,None], perm=[2, 0, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "05724273", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# checking whether the derivatives match\n", + "fig, ax = plt.subplots(1, 5, dpi=200, figsize=(15, 3))\n", + "\n", + "# plot the ODE vs. GP-implied derivatives for each component\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " ax[i].set_title(comp)\n", + " ax[i].plot(I, f_gp[i], label=\"GP\")\n", + " ax[i].plot(I, f_ode[i], label=\"ODE\")\n", + " ax[i].grid(); ax[i].legend()\n", + " \n", + "# also check the log-posterior\n", + "ax[4].set_title(\"Log-Posterior\")\n", + "ax[4].plot(results[\"kernel_results\"].inner_results.target_log_prob)\n", + "ax[4].grid()\n", + " \n", + "# beautify\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10 (Afterburner)", + "language": "python", + "name": "afterburner" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/111824_slide6_sinusoidal-in-sample.ipynb b/111824_slide6_sinusoidal-in-sample.ipynb new file mode 100644 index 0000000..ff47dd9 --- /dev/null +++ b/111824_slide6_sinusoidal-in-sample.ipynb @@ -0,0 +1,288 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "89e4c777", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/skylerwu/Desktop/JASA/for_professor_yang/magi_v2.py:12: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import tqdm\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "from matplotlib.patches import Patch\n", + "from IPython.display import clear_output\n", + "\n", + "# core MAGI-TFP class\n", + "import magi_v2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "33857ea9", + "metadata": {}, + "outputs": [], + "source": [ + "# 4-component model governing the SEIR system, appropriate for tensorflow vectorization\n", + "def f_vec(t, X, thetas):\n", + " '''\n", + " 1. X - array containing (S, E, I, R) components. Suppose it is (N x D) for vectorization.\n", + " 2. theta - array containing (beta, gamma, sigma) components.\n", + " 3. Note that N_pop = 1.0\n", + " ''' \n", + " return tf.concat([(-thetas[0] * X[:,0:1] * X[:,2:3]), # dS/dt = -bSI\n", + " (thetas[0] * X[:,0:1] * X[:,2:3]) - (thetas[2] * X[:,1:2]), # dE/dt = bSI - sE\n", + " (thetas[2] * X[:,1:2]) - (thetas[1] * X[:,2:3]), # dI/dt = sE - gI\n", + " (thetas[1] * X[:,2:3])], # dR/dt = g*I\n", + " axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "00fd770f", + "metadata": {}, + "outputs": [], + "source": [ + "# initial data settings\n", + "d_obs = 40 # no. of observations per unit time\n", + "t_max = 2.0 # length of observation interval\n", + "comp_obs = [True, False, True, True] # which components are observed?\n", + "\n", + "# load in our data, thinning based on density of observations\n", + "raw_data = pd.read_csv('data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=1.csv').query(f\"t <= {t_max}\")\n", + "obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))]\n", + "\n", + "# extract out the time vector + noisy observations\n", + "ts_obs = obs_data.t.values.astype(np.float64)\n", + "\n", + "# get the noisy observations\n", + "X_obs = obs_data[[\"S_obs\", \"E_obs\", \"I_obs\", \"R_obs\"]].to_numpy().astype(np.float64)\n", + "\n", + "# make certain components missing if necessary\n", + "for i, comp_obs_val in enumerate(comp_obs):\n", + " if comp_obs_val != True:\n", + " X_obs[:,i] = np.nan" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "517b20be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting NUTS posterior sampling ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-11-29 21:21:33.358858: W tensorflow/compiler/tf2xla/kernels/random_ops.cc:107] Warning: Using tf.random.uniform with XLA compilation will ignore seeds; consider using tf.random.stateless_uniform instead if reproducible behavior is desired. sanitize_seed/seed\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished sampling in 6.62 minutes.\n" + ] + } + ], + "source": [ + "# create our model - f_vec is the ODE governing equations function defined earlier.\n", + "model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec)\n", + "\n", + "# fit Matern kernel hyperparameters (phi1, phi2) as well as (Xhat_init, sigma_sqs_init, thetas_init)\n", + "model.initial_fit(discretization=0, verbose=True)\n", + "\n", + "# clear console for pretty output\n", + "clear_output(wait=True)\n", + "\n", + "# collect our samples from NUTS posterior sampling - toggle tempering=True to use log-tempering.\n", + "results = model.predict(num_results=1000, num_burnin_steps=1000, tempering=False, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e02c0f4e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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227IkGyYmJur777/X999/r4cfflidOnUqxLuzb968eRo1alSOOP306dM6ffq0fvrpJ82aNcshyQU2iYmJGjx4cI7P6+LFi9qxY4d27NihDz/8UKtXr9aNN96Y57bKyncJFU9aWpoeeOCBHA/L/P7773r77bf1zTffaOvWrbkOS18aymIcVxh9+vQxEyozi4qK0pYtW7RlyxZ9/PHHWrNmjZo0aeLw+ly8eFF33nmnfvzxxxz12bRpkzZt2qRp06bp22+/Vb169fLc1oULF9SrV68c5/Bdu3Zp165dWrdunZYtW1bo33moeDInLFerVi3PZTPP37JlS6GHK85PUFCQpIw2kZaWliWh8fz58+brwMBA8/X69ev19ddfq169enaHOS4tBYkJC3Kt89ixY7rzzjtzPEwWHR1tXvf9+OOPtXr1aoWFhdndxsKFCzVs2LAsyVSnT5/WggULtGTJEk2fPr0wb82utLQ0vfDCC5o6dWqOc8SxY8d07NgxrV271ry2UZJ8fX3Vv39/ffnll1q2bJni4uLyjNNs51l3d3fde++9Oebv2rVLAwYM0JkzZ7JMj4yM1Pr167V+/Xp98sknWrFiRb5tpCSU5jXnmTNn6qmnnjI7cbA5deqUTp06pcWLF+uRRx7RJ598kufvM8Mw9OCDD9p9iK1+/frq0KGDtm3bpvnz5+vf//53nnWy7a/KlSvr9ttvzzKvZcuWWR7csrlw4YL5+XzyySdas2aNU+MnAIDr41cWAABO8Ntvv5nJE506dVJAQECJl/HNN9/ojTfeUPPmzTVr1iyFh4dr8+bNevbZZ81lXnzxRTOB8JprrtEnn3yi8PBwbdy4Uf/85z/l6empmJgY9e3bt0A3YIsrPj5ed955p6KjozV27Fht2rRJu3fv1qeffqratWtLkj766KNck47effddM4GwZs2a+vDDD7Vz505t3rxZY8aM0eXLl3X33Xc7tceNP//8U0OGDJGvr68mT56sH3/80bwRWFI3Jfr3768DBw5k6Q3NdqMw879atWrlWPfcuXMaMGCA3N3dNXnyZG3btk3h4eF67733FBwcLCkjCczWCxoK58SJEwUewjg3f/31l92LSuVFjRo1zO/munXr8u0x0J6ff/5Z/fr105UrV+Tp6anRo0dr48aNCg8P1/Tp082e3T766CO99NJLhd7+a6+9ZiY/9e3bVwsWLNCPP/6oPXv26LvvvtOUKVPUqVOnHAl4tkS0mJiYHDf+M4uKijJ7g7v//vvzTeTKzlY3X19f3XrrrQVeLygoSJ07d5aUcZE+r17g7r33Xh0/flyPPfaYNmzYoF27dmnmzJlq3LixJOmrr77Kcj6xWbVqlZlAeMMNN+i///2vNm3apH379mnTpk365JNP9I9//MMc1jq7cePGady4cUpNTdUtt9yizz77TNu3b9fu3bs1b948tW/fXoZhaOLEibk+ZW/zr3/9Sxs2bNCdd96ppUuXas+ePWZPtRaLxezNbMuWLTp9+nSu2zl48KB5DszeE4BhGJKkW2+9VW+//ba+++477dmzR5s2bdKsWbPUvn17SRk3f5544okc2z5w4ECWc9q///3vHMfq//u//8vzfWZ25swZde/eXWfPnpXFYtFDDz2ktWvXavfu3fr888/VokULSRlP0A8bNizPbRXnfFDUNgQURMuWLXX99ddLst8boW1as2bN1LJlywJt85FHHjETCO+44w59+eWXCg8P165du/Tpp5+qWbNmSklJ0aOPPpqjxwgp40ajl5eX+vXrp//85z/asGGD9u7dqw0bNujjjz82Ex2//PJLvf766/nW59FHH9WmTZs0bNgwrV69Wnv27NE333xjHlPCw8PzvUFVEvbv32++rlmzpt1l7r77bp05c0ZPPfWU1q9fr927d2vBggW69tprJWV8Nv369dM333xjHnuXLFmi3bt3a/v27Zo6darq1q2r2NhY/eMf/9CePXtylBETE6NevXqZCYT33nuv1qxZo927d2v+/Pm66aabNGvWLH388cfFer+ff/65hgwZori4OFmtVj311FNas2aN9u7dqy1btmjatGnq1atXlpv+kyZN0oEDB3TTTTdJkm666aYcx/F169YVqh7Dhg0z44gWLVro888/165du7R27Vqzx9qzZ8+qe/fuOW4IZ1dWvkuoeMaNG6f58+erf//+WeKwPn36SMoYsvOf//xnobZZ0u2tuHFccdneT27/wsPDVadOHUmSp6enatSokWX91NRUNW/eXK+88oq++eYb7dy5Uzt27NCiRYt03333yc3NTcePH1f//v1z9Ow1e/ZsHThwwDy233XXXTnKtz30VBBpaWnq27evmUDYpUsX81i/YsUK9e/fX5J06NAhde/ePc/eVCVp4MCBOnTokJ5++mmtX79ee/bs0fz5880RPFauXKlPP/20wPVDxZU5+Sp7D3/ZZZ6fX4/pw4cPN3t0Cw0NVbt27TR27Ng8z8vXXnutrFarUlNTc1wvWLhwoSSpQYMG5jXi5ORkPfnkk5KkDz74QD4+PnnWyZHyiwkLcq3z3Llz6tChgw4ePKiAgAA999xz+vbbb7V3715t3LhRL730knx9fRUREaHbb7/d7v7auXOnhg4dquTkZHl7e+vFF1/Uli1btHPnTv3nP/9RaGioHnvsMf3888/Fer+PPvqo3n//faWnp6tGjRqaNGmSNm7cqL1792rt2rV6/fXXzd/WNuvWrcsyasHjjz+e47g6adKkApX/wAMPSMp4GGT58uW5LpeWlqZFixZJyuhps2rVqlnmHzhwQN26ddOZM2dUtWpVjR8/Xhs2bNC+ffu0du1aPfHEE/Lw8FB4eLjuuuuuIj/wXFBFvcZQlM921qxZGjFihBISEnT99dfrww8/1LZt27R37159/fXX6t27t6SMRMN//etfedb7gw8+0BdffKFOnTpp/vz52r17tzZs2KChQ4dK+nt/HT9+XD/99FOu27l06ZLZ2+I999wjT0/PLPPT0tJ088036/XXX9eqVau0a9cu/fjjj/ryyy/NhMN9+/YVaDQSAACKxQAA4H9+//134+DBg8bvv//u7Kq4vHnz5hmSDEnGK6+8UqLbtm1XktG9e3cjMTHR7nL79+833NzcDEnG9ddfb1y6dCnHMt9++625TNu2bXPMnz17tlnW8ePHc63T8ePHzeVmz56dY/6wYcPM+cHBwcavv/6aY5mIiAjDarUakow777wzx/zz588bvr6+hiSjXr16xrlz53Is8/333xseHh5mWcOGDcu1zoVVr149s2x7unTpYpZbs2ZN4+TJk7luq6Q+1/Hjx5vz85O5fvXq1TNOnz6dY5mtW7caFovFkGQ8/fTT+W4TOS1evNh47bXXiv1v8eLFzn4rBbZx48Yc39O//vrL8PPzMyQZ3bp1y7FO5mOCPW3atDEkGe7u7sbatWtzzL948aJx3XXXGZIMNzc3u8cU23e+S5cuOebVqVPHkGTcfffdeb636OjoLH+np6cb9evXNyQZPXr0yHW99957z3x/u3fvzrOM7E6fPm2u2759+0KtaxiG8dJLL5nrz5s3L8u8zMcMScb8+fNzrH/lyhWjRYsW5me7f//+LPOHDh1qHkeuXr2aaz2yf3aGYRjh4eHmOWfs2LF210tLSzOGDBliSDICAgJynLsyf98kGa+++mquddi/f7+53Ntvv53rci+//LIhybBYLDmO3enp6UZERESu6xqGYYwbN85c316Mld+xPLf3t3Hjxhzz7777bnP+Z599lmN+YmKi0a1bN3OZNWvW5FimJM4HRW1DgD32ziNTpkwxJBm1a9c20tLSzGXT09PN79/kyZMNw8gaV9lrN1999ZU5/9NPP7Vbh4SEBOPWW281JBn169c3UlJSssyPjY01zp49m+t7SE9PN4YPH25IMvz8/IzLly/nWCZzPSUZX3zxRY5lEhMTjeuvv96QZISEhOSoR0FlPs/mFmueOHHCCAwMtHv8y3y+cHNzM9atW5drWe+8844hyfD09LR7zDGMjPN2s2bNDElGx44dc8x/9tlnzfLeeOONHPOTk5ONnj17Zvn87L2vvM79Z86cMX9LVK1a1Thw4ECu7+nUqVOF2nZ2tt8N9n6LrFq1KstvuaSkpBzLzJgxw1zmnnvuyTG/NL9LqHgyH5PHjx+f6zxJxr///e8c66enp5vt1cPDw/jrr79yLJPf79iSam+lEccV9Le9vbrdc8895rozZszIsUx+1+7Wr19vxtb24kLDyPvzyS63/W4YhjFt2jRz/oMPPmikp6fnWMYWU0syxowZk2N+5v3u6elp95wdHR1tVKtWzZBk3HDDDfnW2ZWsWOG6/xwpNjbW8PT0LNB3pnnz5uZ38P77788xP/v51d4/q9VqfPLJJ7mWYYsHg4ODjenTpxvbt283pkyZYnh5eRmSjAkTJpjLTpo0yZBk3H777UX/APKR37VMwzCMpUuXmu+vQYMGWeYV5lpn3759DUlGnTp1jGPHjtldZu/evea1InvXBFq3bm0eIzZv3pxj/unTp43atWtn+T1rT17Hs2XLlmW55mLvermNvZgwr21nltf5IzU11ahataohyejTp0+u21i3bl2u8V56erpxww03GJKMFi1aGJGRkXa3kfnaf27nivxk/h7kN78415wL+tn++eefZlw/bNiwXONc23nJzc3NOHLkSJZ5mfdPXuc2w8g4N9mOM0888USu9cocw2/dujXH/PzO67NmzTLX37Bhg91lCvoZ5Yb7gwAAwzAMeiIEAMAJMg/hWKVKlTyX/e233/Trr7/a/ZfXEBFubm767LPPcu3t6b///a85JMOnn35qPvGX2e23366HH35YkszeWBxt4sSJOYalk6RGjRqZT69nHx5Ryhje09bD4Lvvvmu3W/9bb73V7hB0pW3y5MmqW7eus6uRqw8//NBuL4UdO3bUzTffLMn+PkDekpKSdOjQoRLZ1qFDh5SUlFQi23KGKlWqmE/Ub9y4URs3bizwupmPRSNGjFDPnj1zLFOpUiXNmDFDUsaw7YXtmcg2lFB+wyJWrlw5y98Wi8U8Zn7//fc6deqU3fVsvXrccMMNat26daHqlvn8UZThSzIPT5N5+Jjs+vbta/bUl1lAQECWz/aTTz7JMt/22bVq1SrP3lWzf3aSNGXKFKWnp6t169aaOHGi3fXc3Nz04YcfytvbW1evXs1zKNzGjRtr/Pjxuc5v3ry5OTTxvHnzcl1uwYIFkjK+D9mP3RaLRY0aNcp1XSmjJ57Q0FAZhqEVK1bkuWxxnDt3zuzRolevXnrkkUdyLOPt7a1Zs2aZQ/VMmzYtz20W9XxQ1DYEFNQDDzwgNzc3nT59OstQjps2bdKpU6fk5uZm9giRnzfffFOSNGDAgFyHNrdarWZ7OXHihDZt2pRlvp+fX44eojKzWCx699135e7urri4OLvDrGc2cODAHD2fShlt2Hb+zK9H2aIwDEORkZGaN2+eOnbsqCtXrkjK6Pkvt9h1+PDh6tGjh915KSkpevfddyVJTz75pO644w67y1WqVElvv/22pIwhzo4ePWrOS0pKynLetNdTiKenp2bOnJmjN4/C+PDDD83fEtOnTzd7u7TH1kO6I9h6iff09NTs2bPl5eWVY5mRI0fqtttuk5TRs2zmIZ6zc9Z3CWjdurXdoTctFovZm3Vqaqq2b99e2lXLUpeyEsdlN3HiRC1evFiS9PTTT9u9jpHbUJ82t912m+68805J0rJly0q8jpnZjl2hoaGaNm2a3d6mJ06caA6r/Omnn+b5e/app55S165dc0yvXLmyHnroIUkZPaPl17Mc4Ofnp+7du0vK+M7Yfttlt2DBgiw9nV29etXucg0aNNDzzz+vr7/+WuHh4QoPD9fChQs1aNAgWSwWJSYm6rHHHjN/M2c3efJk1atXT5cvX9aoUaPUvn17/etf/1JycrJatWqlF154QVJGz36TJk2St7d3vj3wO0JaWppOnDihN998U4MHDzanjxkzJtd18rrW+euvv5qjMUybNk0NGjSwu1zLli3Nnl9nzZqVZV54eLjZY/WoUaPMURYyq1Wrlhl7FtXkyZMlZYz8sGTJErvXy20cFRNmHpp47dq1Wa4DZWa7jmEbAjmz1atXmz1Ifv755woNDbW7jdtvv1133323JBWqB9qiKo1rzlOnTlV8fLxq1qyZ51DFEyZMUK1atZSenq7PP/881+0FBwfnem6Tsg5NvHjxYqWmptpdzra/6tWrpw4dOuSYn995/aGHHjJ72nf0eR0AULHZP3MCAFAAN910k3mT2FVVr15du3fvLvHtZr4Yld8Qti1atFBaWprdeRs3brR7YVWSOnTooPr16+e6XdvNy+uuu07t2rXLdbmRI0fqs88+M9dp06ZNnvUtDovFkuXiVHatW7fWwoULdenSJV2+fDnLhRzb+6lUqZLuuuuuXLfx8MMPm8PVOYOXl5cGDRrktPLzExwcbA4xZU/r1q21Y8cO/fHHH6VYK9dw5coVc8is4jIMQ1euXMk3Cbkse+GFF/Txxx/r6tWrevXVVws8rHHmxAt7SVI2HTp0UNOmTXXo0KF8kzWyq1Gjhv78808tWrRII0aMkK+vb4HXffjhhzVhwgSlpaVp7ty5Gjt2bJb5e/bsMW9O2BIOCyPz+SPz0EwFlXkdW3KIPbabc/a0bdtWzZo102+//Zbjs7Ul0WzZskXHjh1Tw4YNC1SvlJQUc1iXu+++O89hboODg9W8eXNzKMzckn7uvffeLENO2jNkyBD961//0s8//6xDhw6ZQ6TZ/PTTTzp+/LgkFSghKT09XefPn9fVq1ezDAVUu3ZtRUVFmcMiO8LGjRvNeCGvtlG/fn316NFD3377rTZt2qS0tDS7n1NxzgfFaUOu5qabJBcPlyVJ1atLDgiZc1WrVi1169ZN33//vb744gt169ZN0t9DGXft2rVAN/XOnDlj3oy855578ly2adOmCg0NVVRUlLZv324mcdmTkpKiCxcu6OrVq1ni+JCQEP3111/65Zdf9I9//CPX9fM63mROPv/jjz90ww035Fnv/FxzzTV5zm/Xrp2mT5+e6/y86hoeHm4muOX3+Wa+Ebx9+3YzsWfPnj26dOmSpIxhft3c7D8PXbt2bfXs2VOrV6/Os5zc2Na75ppr8vwt4UipqalmUmyPHj3MYUztGTlypDZs2KDU1FRt2rTJbuK/VLrfpfLive3v6b3t7+W7XKsarbTi/qxJY3cuuFN7z+3Nd91n2z+rZ9s/a/59Nemqmn7UNI81/rb8vuVqXfPvfbPq91V6bNVj+a7n7+Wvw08eLlAZpWHw4MG5xnPZv3tlhTPjuMyWLFmiCRMmSJJ69uyp997L//sqSZGRkbp8+XKW5Dzb70VH1v3s2bPmw3L33HOPORRrdu7u7nrooYf0r3/9S5cuXdLevXvNIaOzK+ix6/jx47rxxhuLXnlUCBMmTDDPmcOGDdOxY8f04IMPqkaNGjp37pw+//xzTZw4UV5eXkpOTpYkJSQk5NjOgAEDNGzYsBzHtjZt2ujee+/VqlWrNHDgQKWkpOif//yn7rzzzhwP/lWrVk07duzQuHHjtHLlSkVHR6tWrVoaNGiQXn31VXPI4tGjRys+Pl5jx441Y6Lz589r3LhxWrVqlaKjo1WvXj0NGzZML7zwgt2HDgrj5MmTef4GlzKGkB01apTdefld67QNyevr65vnb0wpIyZ86623dPbsWZ06dcqMhzJfe8jresWAAQMUHBysy5cv51mOPdHR0dq5c6ekjOOZvWS30jJkyBB9+OGHSk1N1ZIlS/T4449nmZ+YmGg+RHjXXXfluL9g+8yvvfbafGO8zp07a/Hixdq1a1eu1wdKQmldc7a99379+slqtea6nIeHh9q3b6+vvvoqz4ca+vXrl+u5zWbIkCFauXKlIiMjtX79+hwPT50+fdpMjswrRrIxDEMXLlzQlStXzOOSlDGc+L59+0otJgEAVEwkEQIAiuz8+fM6c+aMs6tRLmX+4ZlXb4LFkdcFgqSkJEVEREiS+ZRfblq2bClPT0+lpKTo119/LdE6ZhcaGqqQkJBc52fusejq1atZkghtSTktW7bM9QlDSbrxxhuzXBgsbWFhYXlewHC2sLCwXG/OSn/vg9yeykbuSvo756zvcEkJCQnR6NGj9frrr+vHH3/U2rVr1atXr3zXsx2HvLy8zCdwc3PzzTfr0KFDioiIUHJycoEvrA8bNkyvv/66fvrpJ11zzTUaNGiQunfvro4dO+abuFmrVi316tVLa9as0Zw5c/TKK69kuThoe7Lby8vLbs9A+cl8/oiNjS30+pnXCQwMzHW5/BLG27Ztq99++y3HZ/vggw/q888/V3R0tK6//nrddddd6tWrlzp16pRnTy8HDx40e4B66aWX9NJLLxXo/eT1MENBkiHuv/9+vfjiizIMQ/PmzdO///3vLPNtT4p7eXmZT+dnZ1t35syZ2rlzp90bTja59SBQEjKfo/M7t99888369ttvFR8frz/++MPuE+/FOR8Upw25mvPnJcJlx3jwwQf1/fff66uvvjJ7QPr6668lSUOHDi3QNjI/LHT//ffnmoiVnb1jT0pKimbMmKEvvvhC+/bty/M8nd+xwNZTkz3Z42FH8PT01I033qjhw4fr0UcfzTO2zutYm/nzzS1RxJ7Mn2/mXoEKcm4qShJh5t85nTp1yvemnqP88ccf5rmwIMdxm7x+ozn7u1QWXUm6ojNX8z8w1wnKmcQZGR9ZoHWvJGV9UMOQUaD1JCk5LeuxIyEloUDrBnjlfXO7tJWX715ZieNs9u7dq+HDh8swDF177bVatGhRnskcP/74o/7zn/9ow4YNunjxYq7LlaUYNPN6uZ0bysv3B+VD27ZtNXPmTI0cOVLJycl69dVX9eqrr2ZZxt3dXR988IGeeuopSbKbMBQUFJRnOX379tX48eM1duxYxcfHa+bMmXrllVdyLFe9evVceyqUpO+++07ffPON6tWrZ/boeuHCBbVr104nT56Uj4+PGjRooIiICI0dO1Y7d+7U8uXLHRK/+Pv7q1OnTnrqqady7VFayv9apy0mjI+PzzOuzO78+fNmEqEtJvTy8soz/vT09FTLli0LNeKFzc8//2w+/Guvp8PS1LZtW4WFhSkiIkLz5s3LkUS4cuVK88FQe4nXts/8yJEjBf5uJCcn6+LFiw77zV4a15xjYmLMXs2nT5+e58NQmRX32pIt0fDq1auaN29ejvayYMECc0SovDpQWL16tf773/9qy5YteX4OpRGTAAAqLpIIAQBFVpRhFMsbR73HzIlykZGReS6bvQv81157zXwqPS+VKlXKdZ6tNw8p69CW9nh6eiokJETnz5/P86J0Scivp6LMFxqy985oe09Vq1bNcxseHh6qXLmy03rRzGu/lAUF3Qe2Cx8ouOI+Ge7o7TnDs88+qw8//FCXL1/WuHHjCpREaDsOVa5cOd+Lz7ZjuGEYunTpUr7HO5tXX31VZ86c0ezZs/XXX3/po48+0kcffSSLxaJmzZpp4MCB+r//+79ctzdy5EitWbNGx44d09atW82Lz0lJSZo/f76kjCfF80qazk3mdYpyHLtw4YLdbWWX37HU9t6zf7bdu3fXtGnT9MILLyghIUGLFi3SokWLJGUkWPbt21ePP/64WrRokWV7f/31V6HfiyQz2cKeghxv69Spo86dO2vz5s2aP39+liTC1NRUcxi5O+64w+7Qu4mJiRo4cKDZi2J+8roxXVyZz9H5fdczxze5nduLcz4obhtyJRUgXJbknPc5cOBAPf7447p69aqWL19u9tLr4+OTZy9/mZXUsefixYvq2bOn2athfvI7FuTV/vKKh4ti7dq1qlmzprltf39/VatWTd7e3gVaP69jbUl8vpl/txT03FRYFy9eNG8Y5zUstaOV9HFcKt3vUnkR6B2oWgH59yxUxTfnDfQqvlUKtG6gd9YHNSyyFGg9SfJyzxrj+3j6FGhdf6+8RzgobeXhu1eW4jhJOnfunO666y7Fx8crODhYK1asyHMYzYJeG5LKVwwqlY/vD8qXBx98UC1atNCkSZP03Xffmck5bm5u6tatmyZNmpSl1/6iXrsbOXKkXn31VRmGoc2bN9tNIsxLUlKSmcj4wQcfmD0Tvvjiizp58qQ6duyo1atXKzAwUIcOHVK3bt20cuVKzZs3r0gPKdrUrFlTa9euNf/28PBQYGCgqlevnmfSl01+n1dJxoQFuRZU1Jgwc2KWM2NCm8GDB2vChAn66aefdOLEiSwjDtkeeAwNDVXPnj1zrOuIayzFVRrXnJ11bcnHx0cDBw7U3LlztWzZMsXHx2d5v7b91aJFC11//fU51jcMQyNHjtTMmTMLVF9HxyQAgIqNJEIAQJE5YpjfiiJz8sTevfkPh1QUBR16oCBPI5bUEKyloay/H0cNCYGyLzAwUBaLpUS+f25ubnn2IldeBAcH69lnn9W4ceMUHh6uVatWqW/fvgVa15Ft3dPTUzNnztRzzz2nBQsW6IcfftDu3buVnJysX3/9Vb/++qvee+89ffnll3aHPOzbt6+qV6+u8+fPa/bs2WYS4bJly8wL30UZyljKSMSzDae5f//+Qg81k/mckz2RL7OCDK2SmyeeeEKDBg3S/PnztX79ev3444+KiYnRmTNnNH36dM2YMUMvv/xyloS9zDcA3377bd1+++0FeTt5Dulc0M/lgQce0ObNm3X8+HFt377d7BFl3bp15k2E3IZUmzRpknnjuUuXLnriiSfUqlUrVa9eXT4+PuZF8M6dO2vr1q1l5nzq6HoUtw25EsJlx/H399eAAQM0b948ffHFF+b3un///vkON2WT+dgzb968Ag/nmv1G0jPPPGMmEPbv318PP/ywbrjhBlWtWlVWq9U8ptatW1enTp0qM8cCSWrcuHGWG5KFldexNvPnu2nTpgInz2dOFsz8WRXn3FRQzuqFMLuyUg9XlH2o4cLIPrxxQQV4B+j0s6eLtG7fxn2LvC7yVpbiuMTERPXv31+nT5+Wu7u7Fi9erMaNG+e6/Pfff28mEDZo0EDPP/+8OnbsqLp168rf3988No8bN06vv/66w+qdXWkcp4GiatGihRYvXqy0tDSdO3dOiYmJqlmzppnoY3vgT5Kuu+66IpVRtWpVhYaGKjIyskij97z11ls6evSobr/9dvXv319SRu9wCxculCRNnTrVvBbUtGlTvfDCC3r++ec1Z86cYiURenp62k1sKqj8fnvbYsJrrrlGK1YU/Fx6zTXXmK9tx4/Suu5bFmKxBx54QBMmTJBhGFqwYIE5YsOlS5fM89c999wjT0/PHOvaPvMOHTrok08+KXCZtoeLyqvMvz9Gjx6tRx55pEDr5fWgdmGuLc2dO1dxcXFavny52cv9wYMHzeGHc7u2NGvWLDOB8MYbb9To0aN18803q1atWvL19TXr8OCDD2b57QsAgCOQRAgAgBM0a9ZMISEhio6O1tatWxUXF5dnIkRJy3zjM7+erFJTU7P0/JVZ5qdR83pK0FFDNmdWqVIlnT9/PksvW/akpqZm6dGkLCpLnytKjre3t5o2baqDBw8We1tNmjQpcA9BZd3o0aM1depURUdHa9y4cerTp0+ey9uOQ9HR0UpNTc3zCXTb8cBisRSpJ4HrrrtOr7/+ul5//XUlJCToxx9/1Pz58/X5558rNjZW999/v44dO5bjCXUPDw8NGzZMU6ZM0ZIlS/Thhx/K39/fHMq4du3adp8ULwiLxaKOHTuaTzZ///33Bd5WTEyMtm7dKinjc8zrxsiFCxfMYYPssT3dndtnW7VqVY0ePVqjR49Wenq6fv75Zy1dulQfffSRLl++rEmTJqlNmzZmAlnmxJKUlJRi3cAorEGDBumpp55SUlKS5s2bZyYR2p4UDwgIsJvcahiGPvvsM0lSx44d9cMPP+TaS0NpnHcyn6MvXLigunXr5rps5nOlvR4WS0pR2xBQUA8++KDmzZundevWmdMKOpSxlPXYY7FYinTsuXLlitnj6uDBg81jhz1lPQYtaZk/Xy8vryJ9vtmPbXkl1RS155HKlSvLzc1N6enpOnv2bJG2URIyv9f8fqNlnu/I4zjgqspaHPfwww8rPDxckvT++++rR48eeS7/6aefSsp4KGv79u259tRa2jFofseu0opBgby4u7urdu3aOaZv27bNfJ3f0Nx5KWpyz4kTJ/Tmm2/K29tbH374oTn9yJEjSkxMlI+Pj1q1apVlnQ4dOkjKGIa3LLPFhBcuXFCTJk0KNaSxTeZrQfk9TFnUmDA0NNR87cyY0CYsLExt27ZVeHi45s2bZyYRfvXVV0pOTpaUe1JaSEiILly4oMjIyFK9vuJsmX9/xMfHl+p77969u2rUqKFz585p3rx5ZhKh7fehxWIxp2VnO683bNhQP/30k9kLaXYV7fckAMA58u+HGgAAlDiLxaIHH3xQknT16lXNmTOnVMv39vZWWFiYJGnnzp15Lrtv3z6lpKRIUo4f3pl7ecnrR+yRI0eKWtUCa968uaSMC2fZh4DO7JdffjEvtJRVJfW5loWnZpHVTTfdVCLbadOmTYlspywICAjQCy+8ICnjeLNs2bI8l7cdh5KTk7Vv3748l7XdiAsLCyv28M8+Pj667bbbNGvWLL399tuSMoYPWbVqld3lR4wYIYvFori4OC1ZskSnT5/W+vXrJUnDhg0r0JBAuRk2bJj5+j//+U+B15sxY4Y55MmwYcPyPEbs2rUrz23Z5hfks3Vzc1OrVq3073//W99//7053TZUsJSRXG/bTuZkoNIQHBys3r17m3VKTU1VfHy8li9fLkn6xz/+YfcC7sWLF80bpffcc0+u+zQ2NjbP43VJHaszn6PzO7fb2oavr2+W3h0cqbBtCCgI242a1NRUpaamqlq1aoVK0m7ZsqX5uqjHnoiICDNWvu+++3Jd7siRI4qNjS1SGeVVSXy+thhfKvi5qbAy975T1N7GSuJY3qBBA7M3pIIex6Wcv9EAV1cS7a2k4riSMGnSJC1YsECS9Oijj5pDmeblt99+kyTdeuuteQ71nt8IIiXxWRYlBs2+HuBsycnJ+uqrryRl9P5/yy23FGk7f/31l6KjoyUVvke3Z555RgkJCXr++efVqFEjc3pMTIwk2R2NwjbkuW2ZssoWE8bHx+vHH38s0jZsMWFycrLZq5s9qampRU6qbNmypXlc3LJlS5G2UdJsSYK//fab9u/fL+nvXjPr169vPgSZne0z//3333Xy5MlSqGnZUKVKFdWqVUuStGHDhlLtsc/Nzc38PZh5ZAvbOb5Lly52E5ilv8/rd911V64JhIZhOGxEKwAAMiOJEAAAJ3n22WfNH4Uvv/yyjh49Wqrl33bbbZIyutTfsWNHrsvZns7PvI5N5sSDvC5OZx4SxFFsdbt48aJWrlyZ63KzZs1yeF2Kq6Q+V6vVar5OSkoqfsVQbPXr11eVKlWKtY2qVauqXr16JVSjsuHJJ580b36NHz8+z4t8mY9DtqE+7Nm+fbvZ62P2Y1dxde/e3XxtuyiYXaNGjdSlSxdJ0uzZszV37lylp6fLYrHooYceKlb5d955p5o0aSJJWr16tTm0UV6OHj2qiRMnSso4NjzzzDN5Lj937txc5+3evVu//vqrpMJ/tq1atTJ7Lsz82fn6+pqf66ZNm7LcYCwNtgvzkZGRWr9+vZYtW2b29prbk/2ZE9bj4+Nz3fbMmTPNBCN7SupY3bVrV7M3hrzaxp9//mkmtHbt2rVIvUAUV0HaEFAQ7u7uGjp0qLy9veXt7a0hQ4YUaoj3Ro0amb2yLly4UH/++Weh61DQY0FhhhFzFR07djR7jfnkk0905cqVQm+jdevW5nkjr6G7zpw5U6wk9H79+kmSjh8/biaRF4btWF6c47iHh4cZO6xfv16nTp3KdVnbbzR3d3d17dq1yGUC5VFJtLeSiuOK65tvvtGrr74qKSO5YNq0aQVaz1b/vOr+888/53mtRyqZz7JmzZpq2rSpJGnJkiW6evWq3eXS0tLMB2grVaqUo0c1wJmmTp2qyMhISdJjjz1WqHgysxkzZpixiu2cXhBr1qzRihUrVK9ePb3yyitZ5gUFBUnK+K2ava3aYgV7CYZliW0EAiljyOaiyHztIa/rFd98802Re2urXLmymUC6ePHiIvVGWBLH1czuu+8+8/s4b948nT592kxwfOCBB3JNBr/zzjvN10X9zMuagn62tvf+xx9/mMnBpcV2/SglJUVLlizRTz/9pOPHj2eZZ09BzusrVqwoEz1kAgBcH0mEAAA4Se3atfXRRx9JyhgGrVOnTtq0aVO+65VUt/WPP/64+bT9o48+avep1XXr1pmJCG3bts3R+9n1119v3hicNm2a3R/xCxYs0Ndff10idc7LsGHDzKTMZ5991u6wxps3b9aMGTMcXpfiKqnPNfPwkMeOHSvZSqJILBaLBgwYIE9PzyKt7+npqf79+7tcL5N+fn7617/+JUk6cOCA1qxZk+uymY9Fn332mZkMlVlMTIxGjRolKeNJ4Mcff7zAdbl48aJWrFiRZyJj5iSFvHpxGzFihKSMXo1swxF16dJFDRs2LHB97HFzc9MXX3xhfo+GDRtmDqVpz/79+9W9e3ezB6y3334730TUFStWZOkp0CY2NlaPPvqoWQ/b52yzaNEis7dDe3bv3m2ex7J/dq+88or53b7vvvvyPG6lpaVp/vz5On36dJ7vo6D69u1r9uIwb948c7iZ6tWrq1u3bnbXqVKlirnOwoUL7fZyu2vXLo0dOzbPskNCQsxeGItzrK5Zs6YGDBggSVq7dq3dpPnk5GQ9/PDD5s3wJ598ssjl5aYk2xBQEFOmTFFiYqISExP1zjvvFHp9WxtNTEzUwIEDzRvI9iQlJenjjz9WYmKiOa1Ro0bmsevzzz+3u96qVauyDEtXUVitVj3//POSMoa4vO+++8wEbXuuXr2aI4HG29vbTL7/+eefzZ5MM0tNTdXIkSOL1dv4k08+KT8/P0nSqFGjzGR5e+yde2xx9x9//FGsHk+eeOIJSRk3Hh9++GG772nWrFnmcfQf//gHQ8KjwimJ9lZScVxx/Pzzzxo6dKgMw1CDBg309ddfF/h3om1kiW3btumPP/7IMT8yMlJDhgzJdzu2z7K41wtsx67IyEg99dRTdvfLhAkTzIe8Ro4cKW9v72KVCRRGXg+KrFy50kzcCwsL+//27j0oyuv+4/gHdllw5aLES4QKo0UyaoxEUKw0onYqKlVTabzGUCKmGh1Ng5fWppHUMZiO1aber9RojXHUpNZbxltEhCos4Kg4iRJJqzGTmTIZLyRR8fn94Y+nEPaGoNjwfs3sjDp7znP2+Dxnz57n+3yPOXepqby83ONOCHv27NGCBQsk3ZsDefvw4DfffKMZM2ZIured+XezkD3xxBMKCAjQ3bt36zxAWP1wcUxMjFfHaiq9e/c2s4Xv27dP8+fPd/v+8vJyM3tbtT59+pjBx6tWraq1/XS1q1evOv3/q4/qtanKyko999xzbrM8upsTNtY6bLt27cwAynfffVdbt27V3bt3JUnjx493WS4lJcUM8F61apXbBw0l6ezZs24fyn8UeNu3s2fPNr9jpkyZ4jEr7759+8wsjw0VGxtrPvRbc23JZrPpF7/4hcty1d/r//jHP5ze+ykrK9PLL7/cKG0EAMATgggBAGhCaWlpWrBggXx8fPTFF19o4MCBSkxM1J/+9CcdPHhQRUVFcjgc2r9/vxYtWqT4+PhaW1e6Sm/vjR49eigjI0PSvaCdXr16ae3atSooKNCxY8c0a9Ys/exnP1NVVZVsNpvWrFlTpw6r1WoGk5w9e1aDBg3S3//+dxUXF2v//v168cUX9fzzz7vcWqExtW/f3lysKy8vV2xsrFasWKGCggIdP35cv/3tb5WUlKTw8PAGZ4J70BqrX2tuv/LrX/9aOTk5unDhgi5evKiLFy+63fYZD06HDh00ZsyYegcS+vn5acyYMd/bG8VTp041P5unzGRr166VzWZTVVWVkpOTlZGRoY8++kiFhYVat26devXqpTNnzkiSZs2aVa+tsq5du6aRI0eqc+fOysjI0Pbt23Xy5Ek5HA7t2bNHv/rVr8xF5R/84Adm5iJnUlJSzOxJ1YHNL774otdtcScuLk6bN2+WzWbTrVu3NHbsWP3kJz/Rhg0bdOLECRUUFGjnzp1KTU1VbGysedNk5syZXgWOxcXFafz48Zo2bZqOHj0qh8Oh7OxsxcXFmTdPpk2bpqeeeqpWublz5yosLEy//OUvtXHjRuXm5qq4uFiHDh1SZmamkpKSJN3LnDR58uRaZRMSEvT6669LupcJKiYmRq+88or27dun4uJi/fOf/9S2bds0c+ZMRUREaMKECfrqq68a2pWS7gWppKSkSJI++OADMzh13LhxLrNQ+Pr6mk+Sl5SU6JlnntG2bdtUWFiow4cPKyMjQ/3791dAQICio6NdHttqtZqBsRs3btS7776r8+fPm2N1RUWF159j6dKl5jmXnp6uSZMm6eDBg3I4HPrb3/6m+Ph4c0vp0aNHa+jQoV7X7a3GvIaAh2HcuHHmNvEOh0PdunXTa6+9poMHD6qkpEQnTpzQO++8o8mTJyssLEzTpk2rNYd67LHHzC3R9+3bpyFDhuj999835/Dp6el69tln1blz50d+DvogzJkzx8w+un//fnXr1k1ZWVn66KOPVFJSouPHj2v9+vV6/vnn1aFDB2VmZtap4/XXXze3/po7d67Gjx+vAwcOqKioSNu2bVO/fv20f//+Og881cfjjz+uVatWSbq3FWGfPn00c+ZMHThwQCUlJcrNzdXq1as1bNgwp5mFqufdX375pV599VU5HA5zHK/PFnLJycl67rnnJN3bgi0+Pl5btmyRw+HQoUOHlJ6ebj6kEBoaqiVLltz3Zwb+VzXG9dZY87iGGDFihG7evCmLxaI333xTV69e1dmzZ12+agZhv/DCC5LuPeBTncEwPz9feXl5Wrx4sXr27KnS0lKv1wwKCgq0aNEinT592uzLK1eueP1ZpkyZYh5r06ZNGjRokHbs2KGioiLt3btXKSkp5nrND3/4QzP7IvCwPPnkk0pKStL69euVn58vh8OhnTt3auzYsRoxYoRu376t1q1b67333quVKb5aeXm5evXqpX79+ikrK0v79++Xw+FQYWGhtm/frtGjR2vEiBFmQPLixYvNLVU9eeutt1RWVqYhQ4aYD4XVZLPZzC1Sp0+frtWrVysvL09z5841s3tWjwmPsuzsbHPN5w9/+IP69u2rtWvXKj8/31wzWLJkiQYPHqyoqCinD06vXLlSVqtVt2/f1k9/+lPNmzdPubm5Kigo0PLlyxUbG6urV6+qZ8+e993O4cOHa9KkSZKkvLw8c+6ak5OjkpISHTp0SIsWLVKvXr2cBppXj6u7d+/WmjVrdPbsWXNc/fLLL++rTdVB4f/+97+VlZUl6d52xdUZ1Z2xWCx67733FBgYKMMwlJ6eriFDhuidd97RyZMnVVRUpAMHDigrK0sJCQnq0aOHjh07dl/te1i87dtOnTqZWeArKiqUkJCg9PR0ffDBByoqKtKpU6e0a9cu/eY3v1FUVJSSk5PvKyO9K9Xzi7y8PG3ZskXSvTl+9cMLzlRfw1euXFG/fv2UnZ2tU6dOKScnR5mZmYqNjVVFRQVZfAEAD4cBAMD/++STT4zS0lLjk08+aeqmNDu7d+82unTpYkjy6pWQkGDk5uY6rav6PfPnz/d43KqqKuPll192e6yQkBDjww8/dFnHzZs3jb59+7osn5iYaJw5c8b8e3Z2dp06UlNTDUlGZGSk2/ZmZ2eb9Vy6dMnpe2bMmOGyLW3atDEKCgqMyMhIQ5KRmprqsY+8VV2nq8+QmJho9oc3GqNfDcMwRo8e7bKOmn3obfvmz59vlkfDfP7558aKFSuMzMxMj6+VK1can3/+eVM3+b4cPXrU43labdmyZXXOU1c+/PBDIzg42O34NW3aNKOqqsppeVfn/KVLl7wah8PDw42ioiKPn3/69Om1xtPKykqPZerj2LFjRteuXT22t3Xr1sbKlSvd1lXz+v7000+NTp06uawvJSXFuH37dp06qsdCd6+AgABj06ZNLtuxdOlSw9/f32M9NpvNuHDhQq2yNc+3o0eP1qsvjxw5UucYhYWFbst89dVXRkxMjMs2hoaGGseOHfM4xu7Zs8fw8fFxWkfN73NvPl9RUZERFhbmtu9GjRplfP31107LN/T7oLGvIaA+3yPO1Jw/urpu7ty5Y8yZM8ewWCwez92WLVvWGcv/9a9/GRERES7LREREGOfOnXM7B/VmnmsYta+x++kPw/jv3NvTsVyp73ywsrLSeOGFF7waGzp16uS0jrNnzxqPP/64y3JpaWke+9Cb8e2vf/2r0aJFC7dtdDbfv379utG5c2ev3u/pt8jXX39t/PznP3fbhrCwMKO4uNhp+Yd5LqH5qTkmf3fNoT7zMFd1GIbnMaaxrrfGmMd5uo7cXY/ejIk1X9/t07S0NJfvtVgsxp///GePfXn58mUjNDTUaR3f/bzu/s8MwzD+85//GAkJCW4/Q9euXY3y8nKn5b39bmnIfP9/2e7d39/Xw9CyZUu352a3bt3c/japed65e9ntdmPNmjVet+vTTz81AgICDH9/f7fr8V988YXL39rDhg0z7t69W6/+qOZpLdOT+q51lpeXG7179/aqL9PS0pzWsXXrVsNmszktY7VajXXr1nlcZ/Y0nt25c8eYPn26y9/o1S9n3y3FxcUu1zNqvr8+87Dr168bdru9Vl2LFy92W6ba6dOnvb7n8MYbb3hV53dVnweuxu/GWnP2tm+rbdu2zeO6oSTD19fXOHLkSK2yDZknl5WV1TnGjh073Ja5deuWMXjwYJdtbNGihbF9+/YGn9uecH8QAGAYhkEmQgAAHgHDhw/X+fPntWvXLr300kvq0aOH2rZtK6vVqqCgIEVGRmrYsGHKzMzUuXPnlJubq4SEhAYf19fXVytWrFBOTo4mTJigiIgI+fv7Kzg4WDExMZo3b54uXLhgbjnhjN1u15EjR7Rw4UL16NFDLVq0UHBwsHr37q3ly5fr8OHDCgwMbHBbvfX2229r7969SkpKUmhoqAICAhQVFaUZM2aouLhYcXFxD60tDdFY/bplyxb98Y9/VJ8+fRQSEmJuYY2m16FDB02dOlWpqanq1q1bnS2KfX191a1bN6WmpmrKlCnf2wyENU2ePFkdO3b06r2DBw/WxYsXNW/ePMXExCg4OFj+/v5mhrrjx49r+fLl9T7nIyMjze0Shw4dqieeeEKtWrWS1WpVmzZtlJiYqMWLF+v8+fN6+umnPdY3ceJE889jx45tUAZZZ/r3768zZ85o27ZtGjdunKKiohQUFKSAgAB17NhRSUlJevvtt1VWVlavbZ07deokh8OhefPmqWvXrrLb7QoJCVH//v21ZcsW7dixQ1artU65nJwcrV+/XmPGjKn1XRYcHKxevXpp9uzZKi0tdZsp4ZVXXlFZWZl+//vfq2/fvmrTpo2sVqtatmyp6OhopaSkaPXq1bpy5YqioqLuq9+cSUxMNDNdSVJ0dLRiY2PdlgkJCdGJEye0YMEC9ejRQwEBAQoMDFTXrl01a9YsnT59Wv379/d47OTkZB0+fFgjR45UWFjYfW95Lt3LSPDxxx8rKytL8fHxatWqlWw2m8LCwjRq1Cjt3r1bO3fudJphozE09jUEPAwWi0VvvfWWSktLlZGRoaefflqtW7eWxWJRUFCQunfvrgkTJmjTpk26evVqnbG8Y8eOKioq0uzZsxUdHS1/f3+FhISoZ8+emj9/vkpKStxmCvm+a9GihTZt2qTCwkJNnTpV3bt3V0hIiKxWq1q1aqWYmBhNmjRJO3bs0Pnz553W0b17d507d05z5sxRly5d5O/vrzZ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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize our trajectories\n", + "fig, ax = plt.subplots(1, 4, dpi=200, figsize=(13, 3))\n", + "\n", + "# get our timesteps, mean trajectory predictions, and 2.5% + 97.5% trajectory predictions\n", + "I = results[\"I\"].flatten()\n", + "Xhat_means = results[\"X_samps\"].mean(axis=0)\n", + "Xhat_intervals = np.quantile(results[\"X_samps\"], q=[0.025, 0.975], axis=0)\n", + "Xhat_init = results[\"Xhat_init\"]\n", + "\n", + "# go through each component and plot\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " # plot the ground truth + noisy observations\n", + " if comp_obs[i]:\n", + " ax[i].scatter(ts_obs, X_obs[:,i], s=3, color=\"grey\")\n", + " ax[i].plot(raw_data[\"t\"], raw_data[[\"S_true\", \"E_true\", \"I_true\", \"R_true\"][i]], color=\"black\")\n", + " \n", + " # plot mean trajectory + 95% predictive interval\n", + " ax[i].plot(I, Xhat_means[:,i], color=\"blue\")\n", + " ax[i].fill_between(I, Xhat_intervals[0,:,i], Xhat_intervals[1,:,i], alpha=0.3)\n", + " ax[i].plot(I, Xhat_init[:,i], linestyle=\"--\", color=\"green\")\n", + " ax[i].set_title(comp); ax[i].set_xlabel(\"$t$\")\n", + " ax[i].grid()\n", + " \n", + "# shared legend + beautify\n", + "observed_components_desc = str(tuple(np.array([\"$S$\", \"$E$\", \"$I$\", \"$R$\"])[comp_obs])).replace(\"'\", \"\").strip()\n", + "plt.suptitle(f\"Predicted Trajectories vs. Ground Truth | Observed Components: {observed_components_desc}\")\n", + "custom_lines = [Line2D([0], [0], color=\"black\", linewidth=1.0, alpha=1.0, label=\"Ground Truth\"),\n", + " Line2D([0], [0], color=\"grey\", marker=\"o\", linestyle=\"None\", label=\"Noisy Observations\"),\n", + " Line2D([0], [0], color=\"blue\", linewidth=1.0, alpha=1.0, label=\"Mean Prediction\"),\n", + " Line2D([0], [0], color=\"green\", linestyle=\"--\", linewidth=1.0, alpha=1.0, label=\"Initialization\"),\n", + " Patch(facecolor=\"blue\", alpha=0.3, label=\"95% Predictive Interval\")]\n", + "fig.legend(handles=custom_lines, loc=\"lower center\", ncol=5, fontsize=10, bbox_to_anchor=(0.5, -0.075))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9d41e1e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated Parameters:\n", + "- Beta: 5.247 (Predicted) vs. 6.0 (Actual).\n", + "- Gamma: 1.235 (Predicted) vs. 0.6 (Actual).\n", + "- Sigma: 2.223 (Predicted) vs. 1.8 (Actual).\n" + ] + } + ], + "source": [ + "# check our parameters too\n", + "mean_thetas_pred = results[\"thetas_samps\"].mean(axis=0)\n", + "\n", + "print(\"Estimated Parameters:\")\n", + "print(f\"- Beta: {np.round(mean_thetas_pred[0], 3)} (Predicted) vs. 6.0 (Actual).\")\n", + "print(f\"- Gamma: {np.round(mean_thetas_pred[1], 3)} (Predicted) vs. 0.6 (Actual).\")\n", + "print(f\"- Sigma: {np.round(mean_thetas_pred[2], 3)} (Predicted) vs. 1.8 (Actual).\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f1bac4c4", + "metadata": {}, + "outputs": [], + "source": [ + "# checking derivatives (i.e., physics fidelity)\n", + "raw_data[\"t\"] = np.round(raw_data[\"t\"].values, 3)\n", + "raw_data.set_index(\"t\", inplace=True)\n", + "\n", + "# get our true values\n", + "X_true = raw_data.loc[np.round(I, 3)][[\"S_true\", \"E_true\", \"I_true\", \"R_true\"]].values\n", + "thetas_true = np.array([6.0, 0.6, 1.8])\n", + "\n", + "# compute GP-implied derivatives at truth\n", + "X_cent = tf.reshape(X_true - model.mu_ds, shape=(X_true.shape[0], 1, X_true.shape[1]))\n", + "f_gp = model.m_ds @ tf.transpose(X_cent, perm=[2, 0, 1])\n", + "\n", + "# compute the true derivatives at truth\n", + "f_ode = tf.transpose(f_vec(I, X_true, thetas_true)[:,None], perm=[2, 0, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9c80f588", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# checking whether the derivatives match\n", + "fig, ax = plt.subplots(1, 5, dpi=200, figsize=(15, 3))\n", + "\n", + "# plot the ODE vs. GP-implied derivatives for each component\n", + "for i, comp in enumerate([\"$S$\", \"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " ax[i].set_title(comp)\n", + " ax[i].plot(I, f_gp[i], label=\"GP\")\n", + " ax[i].plot(I, f_ode[i], label=\"ODE\")\n", + " ax[i].grid(); ax[i].legend()\n", + " \n", + "# also check the log-posterior\n", + "ax[4].set_title(\"Log-Posterior\")\n", + "ax[4].plot(results[\"kernel_results\"].inner_results.target_log_prob)\n", + "ax[4].grid()\n", + " \n", + "# beautify\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10 (Afterburner)", + "language": "python", + "name": "afterburner" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/112924_missing-component_good-cubic-init.ipynb b/112924_missing-component_good-cubic-init.ipynb new file mode 100644 index 0000000..3419abc --- /dev/null +++ b/112924_missing-component_good-cubic-init.ipynb @@ -0,0 +1,289 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "89e4c777", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/skylerwu/Desktop/JASA/for_professor_yang/magi_v2.py:12: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import tqdm\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "from matplotlib.patches import Patch\n", + "from IPython.display import clear_output\n", + "\n", + "# core MAGI-TFP class\n", + "import magi_v2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "33857ea9", + "metadata": {}, + "outputs": [], + "source": [ + "# 3-component model governing the SEIR system, appropriate for tensorflow vectorization\n", + "def f_vec(t, X, thetas):\n", + " '''\n", + " 1. X - array containing (E, I, R) components. Suppose it is (N x D) for vectorization.\n", + " 2. theta - array containing (beta, gamma, sigma) components.\n", + " 3. Note that N_pop = 1.0, and that S is deterministic: S = 1 - (E + I + R)\n", + " '''\n", + " # implicitly compute S\n", + " S = 1.0 - tf.reshape(tf.reduce_sum(X, axis=1), shape=(-1, 1))\n", + " return tf.concat([(thetas[0] * S * X[:,1:2]) - (thetas[2] * X[:,0:1]), # dE/dt = bSI - sE\n", + " (thetas[2] * X[:,0:1]) - (thetas[1] * X[:,1:2]), # dI/dt = sE - gI\n", + " (thetas[1] * X[:,1:2])], # dR/dt = g*I\n", + " axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "00fd770f", + "metadata": {}, + "outputs": [], + "source": [ + "# initial data settings\n", + "d_obs = 20 # no. of observations per unit time\n", + "t_max = 4.0 # length of observation interval\n", + "comp_obs = [True, True, False] # which components are observed?\n", + "\n", + "# load in our data, thinning based on density of observations\n", + "raw_data = pd.read_csv('data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=3.csv').query(f\"t <= {t_max}\")\n", + "obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))]\n", + "\n", + "# extract out the time vector + noisy observations\n", + "ts_obs = obs_data.t.values.astype(np.float64)\n", + "\n", + "# get the noisy observations\n", + "X_obs = obs_data[[\"E_obs\", \"I_obs\", \"R_obs\"]].to_numpy().astype(np.float64) # S is implicit!\n", + "\n", + "# make certain components missing if necessary\n", + "for i, comp_obs_val in enumerate(comp_obs):\n", + " if comp_obs_val != True:\n", + " X_obs[:,i] = np.nan" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "517b20be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting NUTS posterior sampling ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-11-29 21:23:20.117795: W tensorflow/compiler/tf2xla/kernels/random_ops.cc:107] Warning: Using tf.random.uniform with XLA compilation will ignore seeds; consider using tf.random.stateless_uniform instead if reproducible behavior is desired. sanitize_seed/seed\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished sampling in 6.18 minutes.\n" + ] + } + ], + "source": [ + "# create our model - f_vec is the ODE governing equations function defined earlier.\n", + "model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec)\n", + "\n", + "# fit Matern kernel hyperparameters (phi1, phi2) as well as (Xhat_init, sigma_sqs_init, thetas_init)\n", + "model.initial_fit(discretization=1, verbose=True)\n", + "\n", + "# clear console for pretty output\n", + "clear_output(wait=True)\n", + "\n", + "# collect our samples from NUTS posterior sampling - toggle tempering=True to use log-tempering.\n", + "results = model.predict(num_results=1000, num_burnin_steps=1000, tempering=False, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e02c0f4e", + "metadata": {}, + "outputs": 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kZKS6deumwMBA7du3T6tWrVJubq6OHz+um2++WXPmzNGAAQNK3E+lOZ6Octa+X7BggR544AHr9+DgYHXp0kV16tSRl5eXEhMTtWfPHu3YsUNZWVllKmu+O+64Q+PGjZPFYtFvv/2muLi4QsdqtfXTTz8pKSlJktSiRYsCLS3cWf7SWrZsmfVzgwYN1KlTJ7es19HzzZXnvKvMnDlTI0eOlCQ1bdpUF198sfz8/LRr1y79+eefMgxD8fHxuummm7Rz506FhoYWmg/3D+dyxjU4n7OOcUWy/e3XqVNHV1xxRanzCAwM1C233KLZs2dLkkOt0CXpnXfe0YQJEyTlHf9LLrlEvr6++vvvv62/9ePHj+v666/X0qVL1blz5wJ5OPO66ux6gq2SznVX3HNctV0VdU1aunSp9XO9evUcahVdWq6810ybNk3PPvusJKljx45q3bq1DMPQypUrrb1rzZo1S02bNtXTTz+t/v3767fffpOPj48uv/xyNWzYUElJSVqyZIni4+NlGIYeffRRderUSZdffrlD2+eM35yr95Mzr6uu/E2Xp5zluQ8565p36NAhNWjQwPp92bJluvLKK0vc7pLY9qbg6HmZk5Nj1/tUZW1RfW45S2pRLUndunXT1q1bJeWNVe3IMgAAOKwiouMAgMqttC2q27RpY03fqVOnAvNl8ya0l5eXERISYnz//fcF0mVkZFg/f/rpp9ZlAgMDjWnTphX6ZvjSpUuN2rVrW9O++uqrRZZz2LBh1nRms9n48ssvC6T5/fffjYiICEPKax2en748LaqnTZtmtw8GDRpkHDlypNC027dvN8aMGWP89ttvZV7fuZy9L12xH8vLWS3iHD0/DcMwXnvtNWPGjBnG6dOni8x7xYoVRuPGja35f/HFF0WmdfTYOvt4Ouv8LGsro5EjR1qX8/T0NKZMmWLk5ubapdmzZ4/dW//BwcHGgQMHCs2vrMfTkfI7c9/btkoYPXp0kS3uk5OTja+//tp46qmnCp3vqCuvvNK6vvfee6/E9DfffLM1/eTJkyu8/KXRsGFDa9luu+02l66rLOebs895d7So9vX1NapXr27X20e+P/74w64l5KRJk4pcL/cP1x2vslyDXXGMS8uZLaobNWpkzat///5lzuedd96x2zdF3RNt0/j4+Bhms7nQ+/zatWvtjk/Tpk2N9PT0AumcdV11RR26tOe6s+85rtquirom2Z6rAwcOLHM+xXFl/crHx8eoXbu28eeff9qlycnJMR5//HFrutDQUGPixImGJOPKK680YmJi7NInJCQYPXr0sKa/8sori90mZ//mXL2fnHVddfVv2lnlLO19yFnXvHNbdRfVg1NpDRw40Jrnu+++69Ay27ZtsytLUedJRTu3nPv27StxmY8//tiavm/fvm4oJQCgKiFQDQAooDSB6p9//tnuj5ynn366QBrb+SaTqcQu2JKSkozQ0FDrA4OS0v/zzz+G2Ww2pLxuyQr7I3fXrl125SjsQVS+P//8s0A3cmV9MHzmzBkjKCjImuaBBx4odltKUtoHAM7el67aj+XlrECDI+dnaR08eNC6Tzt37lxkOkeOrbOPpzPPz7IESfbt22d3jrzzzjtFpj1z5owRFRVlTXvXXXcVmq6sx7Ok8jtz3ycnJ1vXVbduXWvXmK40ffp06zq7dOlSbNr4+HjDx8fHug8PHTpkN78iyl8aXl5eDj1QdYbSnm+uOOfdFajeunVrkfm999571rTNmjUrNA33jzyVOVBd3mNcFs4MVNv+9h150bIoS5cutds3RXXLbJtGkjF37twi89y9e7fh7+9vTfv+++/bzXfWddUVdWjDKP257sx7jqu2qyKvSbbn6sSJE8ucT1FcXb/y8/Mz/vnnn0LT5ebmGs2bN7dL37JlyyIDxYcPH7buD5PJZMTGxhZZVmf+5gzD9fvJGddVd/ymnXX9L819yJl1SVcFqps2bWrN8/fff3domXO79X/wwQeNUaNGOfTvp59+ckq5S1vO4OBgh/b/ypUrrcs0aNDADaUEAFQlBKoBAAU4GqhesGCB9Q9nKe/N9sOHDxdIZ/vH2qBBg0pc/9tvv21Nf8899zhU5hEjRliX+e677wrMf+KJJ6zzL7300hLzGzJkiEMPo0r6g9x2nL769esXaMVZWqV9EO3sfemq/Vhezgo0OHJ+lsV1111nfQCXmJhYaBpHjq2zj6czz8+yBEmeeuop6zJt2rQp8SHJvHnz7B6qJSQkFEhT1uNZUvmdue+PHTtmnd6uXTuHy1geCQkJ1geXkoz9+/cXmda2lf0VV1xRYH5FlN9RiYmJdufA1KlTS1xm4cKFJT48jI+PL3TZ0p5vrjjn3RGofuihh4rNLykpyS7QUNh1jvtHnsoaqHbGMS4LZwWqy/LbL8rmzZvt8vrxxx8LTWebprBr5bmeffbZIq+dzrquuqIObRilP9edec9x1XZV1DXp3HP17bffLlM+xXF1/eqRRx4pNr/x48c79BvKd8UVV1jTFhesc+ZvzjBcv5+ccV11x2/aWdf/0tyHnFmXdEWg2mKx2F3Ddu7c6dByjzzyiF1ZSvPvq6++Kne5HWVbzm7dujm0zIEDB6zLeHl5GTk5OS4uJQCgKil5sBIAQJX2yy+/aPTo0Xb/7rzzTjVt2lR9+vRRQkKCNe1bb72lunXrFpvfbbfd5tA6S5Neknr27Gn9vGrVqgLzbcctHDJkSIn5DR061KH1luTXX3+1fr7vvvvk6+vrlHwd5ex9WVH70V0c3UfnOnz4sL799ltNnjxZTz75pB566CG738zBgwclSYZhWMf2KgtnH8+KPj9tx2i86667Shy/u2/fvqpWrZokKTMzU2vWrCk2fVmPZ2Gcue+rV68uPz8/SdL27du1YsUKJ5WyaCEhIbrxxhut37/66qsi0+aPzSpJd955Z4H5FVF+R+WPjZgvICCgxGXWrVun999/v9h/+WOnFseR88LV57yrDBw4sNj5QUFBatSokaS869zhw4cLpOH+Ubk54xhXpLL89oty7ljEjvz+HTlfhw0bZv28detWnT171vrdWddVV9Shz+VIvs6850gX1t8G556rzhz7Op+r7zX9+/cvdn6rVq2sn/38/HTdddc5nD6/zlyS8v7mJNfvJ2dcV93xm66I678z65JRUVEy8hpiyTAMp4xPnZiYqIyMDOv38PBwh5bbsmVLmddZ1DjqrmBbTkfHmo6IiLB+zsnJUVxcnLOLBQCowrwqugAAgMpt/fr1Wr9+fbFpgoKCNHXqVN11110l5texY8cS09j+0T9r1iwtWLCgxGWOHj1q/XzkyBG7eYZhaNu2bdbvl1xySYn5de7cWSaTSYZhlJi2OH/99Zf1c48ePcqVV1k4c19W5H50F0fOT1tr1qzR008/rZUrVzq8jeX5o97Zv42KPD8Nw7B7SNK1a9cSl/H29lbnzp2tAfZNmzapd+/eRaYv7fEsjjP3vbe3t/r27auvvvpKubm5uvrqqzVgwAANGDBA3bt3d/hhWGndeeed+vbbbyXlBQb+97//FUgTExOjP//8U5Lk6+tb6MPLiiq/I4KCguy+p6amum3dJZ1v7jjnXaV169YlprE97omJiXbzuH9UfuU9xhXNmb/9lJQUu+/BwcElLnPppZeWmCY6Olrh4eGKj4+3Xg/y773Ouq46u55QGEfPdWfdc6QL62+Dc8/Vc8+38nLHvaZly5bF5hcWFmb93KRJE3l5Ff/o0Ta9Iy+GSOX/zbljPznjuuqO33RFXP8rc11SKngPyQ+ql8T2nJozZ06lfYnNtpzt2rVzaJlz94E769gAgAsfgWoAQKkFBgYqPDxcbdq00dVXX62hQ4cqNDTUoWWrV69e7PyUlBS7lgZffPFFqct37tvyiYmJysrKsn6vV69eiXkEBwcrJCTErsV4aSUlJSk9Pd36vWHDhmXOqyycvS8raj+6U0nnp63PPvtM9957b6kfWJ7bksZRzj6eFX1+JiYmKjs72/q9fv36Di0XFRVl/VxS0L80x7M4rrguvfXWW9q0aZN27dql7OxszZkzR3PmzJHJZFKzZs3UrVs39erVSzfccIPMZnO5t0GSrr/+eusD2127dmnjxo0FAg6zZ8+2ntM33HBDkdf2iii/I4KDg+Xl5aWcnBxJcujaM3HiRE2cONFu2qFDh9SgQYNSrbuk880d57yrhISElJjG29vb+tl2OyXuH+eD8h7jinbub//MmTNlzuvc63V+C8riOHJOS1LdunUVHx8vSTp9+rTdvPJeV11xryqMo+e6s+45F9LfBvn5lPY+VRruuNeUdL2wDUw7cm2xTe/otaW8v7nKsJ+k4q+r7vpNV9T1v7LWJQtTUmt7Ke/FG9v93aZNG1cWqczOLaejLaoBAHAluv4GABRrwoQJdl1pGYah5ORkHTp0SD/++KPGjBnjcJBaKvltZGe8oZ3/4CffuS0V/P39HcqnPN1GSu7p2q84zt6XFbUf3cnRt+V37typESNGWB+utmnTRu+8847Wr1+vU6dOKT093e43Y9v1oMViKVPZnH08K/r8PPd8cvQ8sU1XUtDf0eNZEldcl2rUqKH169dr4sSJioyMtE43DEM7d+7Uxx9/rAEDBigyMlKvvPKKcnNzy10Gb29vu9Zqtt2tFjatqC5YK6r8jrJ9eL1z5063rbek880d57yrOPKAtjjcPyq/8h7jysA20LRjx44y53Puso4EsMpyTp/7ey7vddUV96rCOHquO+uecyH9bZDP9pz6559/nJJnPnfca0pzvXDVtaW8v7nKtp8K467fdEVd/ytzXfLc8yEtLa3EZTZv3mz97OvrqyZNmji9XM5gW05vb2+1aNHCoeVsX3CWzq86GgCg8iNQDQCoVM79gychIaFAoLykf8uXL7fL49wAnCN/aErl787K1V37lcTZ+7Ki9mNl9NZbb1kf/Fx//fXasGGDHnroIV188cWqXr16gbf+nRFccvbxrOjz89zzydHzxDbdudvgKq64Lkl5+2DChAk6cuSI1q9frzfffFN9+vSxGwPu7NmzeuaZZ9S/f3+ndIFsGwiYO3eu3UO/zZs3Wx+Yh4WF6YYbbig2r4oovyO6detm/bxu3Tq3rNMRlemcL+sLM2XF/aN83H28zle2XffaDm1RWrbL1q9fX3Xq1ClxmbKc04X9nstzXXXVvao8nHHPuZD+Nsh3+eWXWz+X51wtTGW617hSeX9z58N+qoy/aWerrHXJkJAQu7/nHOnRxrY77ZYtW5bY5X1FObecPj4+Di1n2yOBl5eX3TECAKC8CFQDACqV0NBQ+fr6Wr/v3bu33HmGhITY/QF2+PDhEpdJSkoq91vswcHBdq1ODh48WK78SsvZ+7Ki9mNltGTJEuvnF154wa47vMLExMSUe53OPp4VfX6GhITY7TdHzifJfl+66wGJK65Ltjw8PHTxxRfr0Ucf1ffff6+TJ09q1apV6tOnjzXNDz/8oO+++67c6+ratau1m/fjx49r6dKl1nlffvml9fPAgQMdfnDlzvI7wna89QMHDmjDhg1uWW9JXHXO2+bpSMspyf3jC3P/+M/5cLzOV7a//aNHj2rFihWlziM1NVU//PBDoXkWx9Hfs+14scXdw8pyXXX1vaosnHHPuZD+NsjXs2dP6+eYmBitXr3aKflK51f9qjzK+5s7H/ZTZfxNu0plq0uaTCa7ng9sx/0uim1L5cra7bdkX05Hx6eWpGPHjlk/161bV56ens4sFgCgiiNQDQCodDp37mz9/Ntvv5U7P5PJZPfH4tq1a0tcZt26dU55Y/uSSy6xfrZ9OFdWpe2azZn7siL3Y2UTGxtr/dyyZcti0yYmJmrbtm1OWa+zfxvOPD9Le26aTCa7hyOOPKTNycmxayHboUOHUq2zPJy974vj4eGhrl27av78+br22mut03/88Uen5D948GDr5/xuVy0Wi+bOnWudXly33yVxdflLMmDAAIWHh1u/v/XWW25Zb0lcdc7btug6e/Zsidfcw4cPKykpyYESOw/3j/+46nhdCF13l9fAgQMVFhZm/T5lypRS5/Hxxx/b9TAyYsQIh5Zbs2ZNiWn27t1rHSvXZDKValxQR6+r7rxXOcoZ95wL6W8DKe9ctQ1yluVcLcr5Vr8qq/L+5s6X/VQZf9NFceZ9qKLrkpLUtm1b6+fdu3eXmN62pXJlDlTblrM096Fdu3ZZP5cmwA0AgCMIVAMAKp0bb7zR+vnDDz9URkZGufO0bRFj24KjKJ9//nm51ylJ1113nfXzJ598oszMzHLlZ9sFWXZ2donpnb0vK2o/VjYeHv9VoUrqenD69OkOHStHOPt4OvP8LO25Kdm3KPr8889LfAD8448/Wh84ms1mdenSpQwlLRtXXJdKYjKZ7LpCPXnypFPyHTJkiPXz/PnzlZ6erqVLl1pfwKhfv75dt6Rl5arylyQgIEAPPfSQ9ftXX33l1gebxXHFOR8cHKxq1apJyrse7dmzp9g8v/7669IW2ym4f+Rx1fEqyzX4QhMQEKAHH3zQ+v2HH37Q/PnzHV4+JiZG48ePt36//PLLdemllzq07BdffFFimpkzZ1o/t23b1i6o7qiSrqsVca8qiTPuORfS3wZS3jjfY8aMsX7/7rvvytRSNDU1tdAA6/lUvyorZ/zmzof9VBl/00VxxX2oouqSkv1LAlu3bi027dmzZ+1a5VfWQPW55SxNwNn2xWvbl50BAHAGAtUAgEpnxIgRCg0NlZTXzdaDDz7ocAuGuLg4u/Hv8t19993Wz2vXrrW26CjM6tWr9dVXX5Wu0EW47777rGOgxcTE6OGHHy5XfratBG273yqKs/dlRe3Hyia/G0tJdl2Enmvv3r2aNGmS09br7OPpzPOztOdm/vrzg/6bNm3Sxx9/XGTaxMREPfnkk9bvt99+u0JCQspY2tJz5r5PTk5WVlaWQ8vaPkyqXr264wUuRpMmTXTxxRdby/Ljjz/a/ZbvuOOOYlvFVHT5HfHUU0/ZtRIZPHiwfv75Z7etvyiuOudtH6baPpg/19GjR/Xyyy+XstTOwf3jP644XmW5Bl+Inn32WbVo0cL6fciQIQ51AX7ixAn16tXL2pra399fn3zyicPrXbFihebNm1fk/L179+rtt9+2fr/33nvt5jvruuqKOnR5lfeeI11Yfxvke/LJJ+1a5A4ZMkQ//fSTw8tv375dl1xyiRYtWlRg3vlUvyqr8v7mpPNjP1XG33RRSnMfOh/qktdcc43186pVq4pNa9udtmTfGrsysS2nyWQqVTlXrlxp/dyrVy+nlgsAABkAAJyje/fuhiRDkjFhwoRy55efV2luOzNmzLBb7oYbbjB27txZaFqLxWKsXr3aGDVqlOHv728kJycXmm7IkCHW/Mxms/Hll18WSLN48WIjIiLCkGR4e3tb0x88eLDQPOvXr19imvfff99uWwYNGmQcOXKk0LQ7duwwxowZY/z222+Fzn/ggQes+YwcObLQNOdy9r50xX4srwkTJljX0b1791ItW5bz8+mnn7YuExYWZvz6668F0ixevNiIjIw0JBkBAQHW9DNmzCg0T0fOJcNw/vF01vlZlnPTMAxj5MiR1uW8vLyM9957z8jNzbVLs2/fPqNz587WdMHBwcaBAwcKza8sx9MwHNv/ztr3y5YtM2rWrGmMHz/e2LFjR6HL5+TkGF9++aXh6+trXd/s2bNLtU3Fefvtt635Xn311UZwcLD1+z///FPsss4s/7n71JkOHDhg1KhRw5q3h4eHcfvttxubNm0qcpnc3Fxj2bJlxjXXXGNXrqLOibKU3dnnvGEYxqxZs6xpfXx8jG+//bZAmjVr1hgNGzY0TCaTQ9fl0m6bbd1h2bJlhabh/pHHFcerLNdgVxzj0rLN01m2b99uhISEWPP19vY2xo0bZ8TFxRVIm5mZaXz++ed21wqTyWR8/vnnJa7Hdv/5+PgYZrPZ+OKLLwqk++uvv+zuMdHR0UZ6erpdGldeV51Rhy7vdbo89xxXbldFX5P2799f4D41ZMiQIveJxWIx1q1bZwwdOtTw8PAwpKL/VqvI+tWyZctKdV21vQ4X97enM39z+Sq6HurIdbUy/KYdKWdp7kPOvOYdPHjQbnucdX8yDMOoV6+eNd/Y2Ngi073xxhvWdLVq1XLa+g3DudtnW86GDRs6vFxcXJz1mlO7dm3DYrGUuQwAABTGZBgX4MBfAIByufLKK/XHH39IkiZMmKCJEyeWKz/bVhKlue2MHz9eL7zwgl0+rVq1UqtWrRQcHKzU1FQdO3ZMmzdvVkJCgjVdcnKytZWorfj4eF166aXat2+fdVp0dLQuvfRSeXp6auvWrda3jB9++GF9//33iomJkSQdPHhQUVFRBfKMiooqMY0kPfjgg5o2bZr1u6enpzp16qQmTZrIbDbr9OnT2rx5sw4dOiRJ+v7779WnT58C+SxevNju7e5LLrlEHTp0kL+/v3XayJEj1ahRI7vlnLkvXbEfy2vixInWlsvdu3fX8uXLHV62LOfnqVOn1KpVK50+fdo6rUOHDmrRooVMJpM2bdqkv//+W5J07bXXqkaNGtYuCmfMmKHhw4cXyNPRc0ly/m/DGednWc/NtLQ0XXnllVq/fr11Wp06dXT55ZcrMDBQ+/fv14oVK6wtQry8vDRnzhwNGDCg0H1T1uuNo/vfGft++fLldl2OXnTRRWrfvr1q1qwpLy8vnThxQhs3btTx48etabp166bly5fbdTtfHqdOnVLt2rWVk5NjN71Dhw7auHFjscs6s/wzZ87UXXfdZf3u7D9NYmJidMsttxTosrFGjRrq2LGjIiIiFBAQoNTUVB09elTbtm2zduuZr0ePHvrhhx/sxhbOV5bzzdnnvJQ3bubFF19st50dOnRQu3btlJubq23btlmvyxMnTtSMGTNKPN9Lu222dYdly5bpyiuvLJCG+0ceVxyvslyDXXGMS8s2T2f+/nfs2KHrrrtOR48etU7z8vJSly5dVL9+ffn4+Oj48eNavXq1EhMTrWl8fHw0a9Ys3XrrrSWuw3b/TZ06VWPHjpUkNWrUSF26dJGPj4/+/vtv/fXXX9Z0/v7+WrJkSYEuxZ19X3B2PaGs53q+8txzbJ0PfxuU1qFDh3TTTTdpx44ddtOjoqLUpk0bRUREKDc3VydOnNCWLVsKdH38xhtv6LHHHiuQb0XWr2zPZ0euq7bX4eL+9nTmby5fRddDHb2uVvRv2pFyluY+5Mxr3qFDh9SgQQPrd2fdnyRp3Lhx1p5NPvjgA40cObLQdEOGDLEOIVCzZk3179/f4XWYTCa98cYb8vX1LXS+M7fPtpz9+/fXt99+69Byn332me655x5J0hNPPKHXXnutTOsHAKBIFRAcBwBUcpWhRXW+efPmWVulOvKvc+fORkZGRpH5HT582Gjfvn2xedx1111GZmamQy0sHW0Faxh5rUlsW5AU9c9kMhXZotowDOPOO+8sdvmi3rJ25r509n4sr4poEbd69WprC5ui/vXp08dISEgwhg0bZp1W3hbV+Zz923DG+VnWczM5OdkYNGhQieuuVauW8csvvxS7X8p6PEuz/8u779euXWt4eXk5vPyAAQOMpKSkUm2PI3r37l1gXVOmTClxOWeW35UtqvOlpqYaL7/8com/13PP827duhkLFiwoNu+ylt2Z53y+AwcOGA0bNix2m5599lnDYrE4dL6XdtscbW3L/SOPs4+XYZT+GuyqY1warmhRne/kyZPGAw884PD16uqrrza2bNnicP7n7r8JEyYYJpOpyPxr1qxZ5H5zxX3BmfUEZ1yny3rPceV2GUbluCYlJycbzz//vBEaGurwdrVt29aYP39+iflWRP3KHS2q85cr62/OVkXWQ0tzXa3I37Sj5XT0PuTMa54rW1Tv2bPHeo4Vdy63bNnS4W0591+9evWKLcOBAwfs0q9YsaLM22NbzhdeeMHh5Wyv3472ggEAQGkQqAYAFFCZAtWGYRgZGRn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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize our trajectories\n", + "fig, ax = plt.subplots(1, 3, dpi=200, figsize=(10, 3))\n", + "\n", + "# get our timesteps, mean trajectory predictions, and 2.5% + 97.5% trajectory predictions\n", + "I = results[\"I\"].flatten()\n", + "Xhat_means = results[\"X_samps\"].mean(axis=0)\n", + "Xhat_intervals = np.quantile(results[\"X_samps\"], q=[0.025, 0.975], axis=0)\n", + "Xhat_init = results[\"Xhat_init\"]\n", + "\n", + "# go through each component and plot\n", + "for i, comp in enumerate([\"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " # plot the ground truth + noisy observations\n", + " if comp_obs[i]:\n", + " ax[i].scatter(ts_obs, X_obs[:,i], s=3, color=\"grey\")\n", + " ax[i].plot(raw_data[\"t\"], raw_data[[\"E_true\", \"I_true\", \"R_true\"][i]], color=\"black\")\n", + " \n", + " # plot mean trajectory + 95% predictive interval\n", + " ax[i].plot(I, Xhat_means[:,i], color=\"blue\")\n", + " ax[i].fill_between(I, Xhat_intervals[0,:,i], Xhat_intervals[1,:,i], alpha=0.3)\n", + " ax[i].plot(I, Xhat_init[:,i], linestyle=\"--\", color=\"green\")\n", + " ax[i].set_title(comp); ax[i].set_xlabel(\"$t$\")\n", + " ax[i].grid()\n", + " \n", + "# shared legend + beautify\n", + "observed_components_desc = str(tuple(np.array([\"$E$\", \"$I$\", \"$R$\"])[comp_obs])).replace(\"'\", \"\").strip()\n", + "plt.suptitle(f\"Predicted Trajectories vs. Ground Truth | Observed Components: {observed_components_desc}\")\n", + "custom_lines = [Line2D([0], [0], color=\"black\", linewidth=1.0, alpha=1.0, label=\"Ground Truth\"),\n", + " Line2D([0], [0], color=\"grey\", marker=\"o\", linestyle=\"None\", label=\"Noisy Observations\"),\n", + " Line2D([0], [0], color=\"blue\", linewidth=1.0, alpha=1.0, label=\"Mean Prediction\"),\n", + " Line2D([0], [0], color=\"green\", linestyle=\"--\", linewidth=1.0, alpha=1.0, label=\"Initialization\"),\n", + " Patch(facecolor=\"blue\", alpha=0.3, label=\"95% Predictive Interval\")]\n", + "fig.legend(handles=custom_lines, loc=\"lower center\", ncol=5, fontsize=10, bbox_to_anchor=(0.5, -0.075))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9d41e1e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated Parameters:\n", + "- Beta: 5.296 (Predicted) vs. 6.0 (Actual).\n", + "- Gamma: 0.551 (Predicted) vs. 0.6 (Actual).\n", + "- Sigma: 1.725 (Predicted) vs. 1.8 (Actual).\n" + ] + } + ], + "source": [ + "# check our parameters too\n", + "mean_thetas_pred = results[\"thetas_samps\"].mean(axis=0)\n", + "\n", + "print(\"Estimated Parameters:\")\n", + "print(f\"- Beta: {np.round(mean_thetas_pred[0], 3)} (Predicted) vs. 6.0 (Actual).\")\n", + "print(f\"- Gamma: {np.round(mean_thetas_pred[1], 3)} (Predicted) vs. 0.6 (Actual).\")\n", + "print(f\"- Sigma: {np.round(mean_thetas_pred[2], 3)} (Predicted) vs. 1.8 (Actual).\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f1bac4c4", + "metadata": {}, + "outputs": [], + "source": [ + "# checking derivatives (i.e., physics fidelity)\n", + "raw_data[\"t\"] = np.round(raw_data[\"t\"].values, 3)\n", + "raw_data.set_index(\"t\", inplace=True)\n", + "\n", + "# get our true values\n", + "X_true = raw_data.loc[np.round(I, 3)][[\"E_true\", \"I_true\", \"R_true\"]].values\n", + "thetas_true = np.array([6.0, 0.6, 1.8])\n", + "\n", + "# compute GP-implied derivatives at truth\n", + "X_cent = tf.reshape(X_true - model.mu_ds, shape=(X_true.shape[0], 1, X_true.shape[1]))\n", + "f_gp = model.m_ds @ tf.transpose(X_cent, perm=[2, 0, 1])\n", + "\n", + "# compute the true derivatives at truth\n", + "f_ode = tf.transpose(f_vec(I, X_true, thetas_true)[:,None], perm=[2, 0, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9c80f588", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YWADA2bNnBYko2n2Gmr6MHxgYaPAkqRUrVlRbZ/DgwVi7di2aNWumKdMeTTM4OBhyefVpC9p9oHPnzkGtVmsSzM3MzDB27Fj8/vvvUCqVePTRRzFu3DiMGzcOAwcOhLOzc20+Vq2cPHlSs3zt2rUKiWOVeRB7VlYWCgoKYGNjo7OemZkZunbtWv9AYZjfzfJ69epV/0CJDIhJUkREtZSQkICsrCzNerdu3USMhoiIiMh0lO9HcSQpIiIiasrK942efvppwVv3BQUFgql1srOz8fLLL8PNzQ1jxoxp6HCJiIiohtLS0jTLVlZWaN68eY328/Ly0iSipKenC7Zpr7u7u9eovdatW1e5feHChcjIyKh0u7Ozc62n95XL5XBwcICXlxeCg4Px9NNP60zw1v4ZeXp61qhtLy8vzXJpaSny8vJgb2+vKfv6669x9uxZxMbGoqysDBs2bMCGDRsgkUjg6+uL/v37Y8iQIRg+fDgsLS1r9bmqcufOHc1yZGQkIiMja91GVlZWpUlSTk5ONUoiqwlD/G6W5+rqWvcAiRoAk6SIiGpJO7vdwsJCb3MAExERETV22v0oMzMzdOrUScRoiIiIiMSl3TeSyWRYs2YNrKysKtQ7fPgwRo4cifz8fAD3H2gySYqIiMh4PfibDaDSxBddtOvm5eVV2qa1tXWt29Pl119/RUJCQqXbPT09q02SUqvVNYqlvLr8jMrXK58k1bx5c0RGRuKrr77CqlWrNMlLarUaMTExiImJwapVq+Dk5IT58+fjzTffhEwmq1P82nJycurdhkKhqHSbrv5hXRnid7M8fcZLZAhSsQMgIjI12kOadu7cWW/Z20RERESNXfl+lLm5uXjBEBEREYlMu2/k4+NT6QOl0NBQfPbZZ5r16OjoOo1QQERERA3D1tZWs1xQUFDj/bTr2tnZCbZpJ6kUFhbWuj1jU5efUfl65X9GD9pduHAhbt++rUmYGjNmDFxcXDR1srKysGDBAjz55JN1TvLSpn1uli1bBrVaXet/2qNkGZIhfjeJTA2TpIiIakn7LT9OtUdERERUc9r9qB49eogXCBEREZER0O4bVTcN8YwZMwQP9zZs2GCwuIiIiKh+tKcbKyoqqnZ6sge0R3XS/rtffj0pKalG7SUnJ1e5/datW1Um7ty6datGx6kL7Z9RYmJijfbR/vmYm5tXmawjlUoREBCA119/HVu3bkVKSgqOHTsmGI1z+/bt+Ouvv2offDktWrTQLMfFxdW7PUMyxO8mkalhkhQRUS1pv+XHJCkiIiKimtPuR1X3IJCIiIiosdPuG/Xs2bPKuhYWFhg3bpxmfcuWLYYKi4iIiOqpdevWaN68uWb9xIkT1e6TkZGBq1evatbL9w20XzY7ffp0jeIw5pEnte8LnT59Gkqlstp9jh8/LthfIpHU+HhSqRR9+/bFli1bMHToUE35jh07KtStTbsAEBwcrFneu3dvrfZtaIb43SQyNUySIiKqhaysLEFGO5OkiIiIiGqmfD+KI0kRERFRU1a+b1STBPLRo0drlhMSEhAdHW2Q2IiIiKj+wsLCNMtr166ttv6vv/4KlUoFAHBzc4OPj49ge2hoqGb533//xY0bN6ps78SJEwYdCaq++vTpAwsLCwBAWloawsPDq6yvVqvx66+/atYHDRpUp+NKJBIMHz5cs56SklKhjqWlpWa5rKys2jaHDh0KuVwOALh+/Tp27txZp9gair5/N4lMDZOkiIhqQXsYdADo3r27SJEQERERmRbtfpREImE/ioiIiJq08veYapJAHhYWBltbW83633//re+wiIiISE9mzZqlWd66dSv27NlTad3bt2/jk08+EexbfjSjrl27olevXgDuJwy9/vrrUKvVOttTKBR488036xO+wTk6OmLixIma9TfffBN5eXmV1l+xYgUuXLgA4P6oUDNnzhRsz8vLQ2lpaY2OrZ2orj393APOzs6a5eqmLATuj870zDPPaNZfeOGFGu0HACqVCmlpaTWqqy/6/t0kMjVMkiIiqgXtG1itWrXivLtERERENaTdj2rbti0cHBxEjIaIiIhIXNp9Iy8vLzg5OVW7j4WFBQYPHqxZ1zU9DBERERmHsLAwPP7445r18ePHY/PmzRXqnTt3Do888giysrIAAB4eHnj11Vd1tvnxxx9rlrdv344ZM2YgPz9fUCczMxPjx4/HiRMnNCM1GauFCxdqEsCvXbuGoUOHVhghS6VS4dtvv8XcuXM1ZS+//DLatm0rqBcVFQVPT08sXLgQly9f1nk8pVKJ9evX49tvv9WUDRs2rEK9rl27apb37t2LnJycaj/Lp59+ilatWgG4n1gVGBiIP//8UzMCU3nJyclYvnw5fH19sWnTpmrb1ydD/G4SmRK52AEQEZmS8+fPa5bVajVmz55d430lEgmWLFli9J1SIiIiIkPQ7kfVZDoZIiIiosasrn2jkSNHYuvWrQCAyMhI3Lt3Dy1bttR3eERERKRl5cqV2LZtW43rf/TRRxg1ahR++eUX9O3bF/Hx8cjPz8eECRPQoUMHBAcHw9zcHDExMTh16pRmRCgbGxts2LABjo6OOtt9/PHH8dJLL+H7778HAPz888/4888/MWjQILi6uuLOnTs4dOgQCgsL0bZtW4wePRrLli0DcH/0JWPTrl07rFmzBpMnT4ZSqcTJkyfh4+OD/v37o3379igoKMDRo0eRlJSk2ad379744osvdLZ37949fPTRR/joo4/QokUL+Pv7o2XLlpDL5bh37x6ioqJw9+5dTf3+/ftj0qRJFdoJDAxEmzZtkJiYiHv37sHX1xdDhgyBi4uLZhSlwMBAwUhYrVq1wvbt2zFs2DCkp6fj7t27GD9+PJo3b47g4GC0aNECKpUKGRkZuHTpEm7cuFHpSGANQd+/m0SmhElSRES1oP2W371797BixYoa79umTRtBdjoRERFRU6Ldj6rJdDJEREREjZl236g2SVLDhw+HVCqFSqWCWq1GeHg4pk+fbogQiYiI6P+lpKQgJSWlxvUzMzMBAC1atMDx48fx9NNP4+DBgwCAuLg4xMXFVdjH29sbv//+OwIDA6ts+9tvv4VUKsWKFSugVquRm5tbIYHLx8cH27Ztw7p16zRldnZ2NY6/IU2cOBE2NjaYMWMGUlJSoFAocOjQIRw6dKhC3aeeegpr1qyBpaVlhW1WVlaQy+VQKBQA7p+zqqaRGzduHH7++WedyWNSqRQ//PADnnjiCZSUlODevXv47bffBHWmTJkiSJIC7idOnTlzBtOnT8eBAwcAAKmpqVVOkdyiRQt06NCh0u2GYojfTSJTwSQpIqIaKi4uxtWrV+u8f1BQkB6jISIiIjId5ftRTJIiIiKipqx836g2SVLNmzdHUFAQTp06BeD+lHtMkiIiIjJeLVq0wIEDB7B3715s3LgRx44dw71791BWVobmzZvD398fY8aMwTPPPAMzM7Nq25NKpfj2228xceJErFy5EkePHkVKSgocHBzQvn17TJo0Cc8//zxsbW01yVoAjHoEoBEjRuD69ev4+eefsXPnTly+fBnp6emwsrKCm5sbwsLC8NxzzyE4OLjSNoKDg5Gamor9+/fj2LFjOHfuHOLj45GRkQGlUgl7e3u0b98evXv3xjPPPFPtM7thw4YhKioK3333HY4dO4aEhATk5+dXO/qTp6cn9u/fj5MnT2Lz5s2IiIjA7du3kZWVBblcDmdnZ3To0AEBAQEYMmQIQkNDIZeLk7Kh799NIlMhUYs5jhsRERERERERERERERERERHpVd++fXHixAkAwMmTJ9G7d2+RIyIiEh+TpIiIiIiIiIiIiIiIiIiIiBqJxMREtGvXDkqlEubm5sjOzoaVlZXYYRERia7iJJtERERERERERERERERERERkctRqNebOnQulUgkAGD16NBOkiIj+H5OkiIiIiIiIiIiIiIiIiIiIjNx3332HTz75BMnJyTq3JyYmYty4cdi6dSsAQCqV4vXXX2/IEImIjJpc7ACIiIiIiIiIiIiIiIiIiIioaunp6fjwww+xcOFCdO7cGZ06dYKjoyMKCwtx7do1REVFQaFQaOovWLAAvXv3FjFiIiLjwiQpIiIiIiIiIiIiIiIiIiIiE6FSqXDx4kVcvHhR53YLCwssXLgQCxYsaODIiIiMm0StVqvFDoKIiIiIiIiIiIiIiIiIiIgqV1BQgPDwcPzzzz+Ijo5Gamoq0tPTUVpaimbNmqFDhw4YNGgQZsyYAXd3d7HDJSIyOkySIiIiIiIiIiIiIiIiIiIiIiKiRk0qdgBERERERERERERERERERERERESGxCQpIiIiIiIiIiIiIiIiIiIiIiJq1JgkRUREREREREREREREREREREREjRqTpIiIiIiIiIiIiIiIiIiIiIiIqFFjkhQRERERERERERERERERERERETVqTJIiIiIiIiIiIiIiIiIiIiIiIqJGjUlSRERERERERERERERERERERETUqMnFDoCqV1xcjIsXLwIAXF1dIZfztBEREdWHQqFAWloaAKBr166wtLQUOSKqL/aXiIiI9Iv9pcaH/SUiIiL9Y5+pcWF/iYiISP+Mrb/Ev+4m4OLFiwgKChI7DCIiokbp9OnTCAwMFDsMqif2l4iIiAyH/aXGgf0lIiIiw2KfyfSxv0RERGRYxtBf4nR7RERERERERERERERERERERETUqHEkKRPg6uqqWT59+jRatWpV7zaLiooQEREBABgwYACsrKzq3SYZBs+VaeH5Mh08V6bDEOfq7t27mrfCtP/Okulif4l4vkwHz5Xp4LkyHewvUU0Yor8E8FphSniuTAfPlenguTIdhjpX7DM1LuwvEc+V6eC5Mi08X6ajKdxjYpKUCdCe87hVq1Zwd3evd5tFRUVwcXEBALi7u/NCZMR4rkwLz5fp4LkyHYY+V9p/Z8l0sb9EPF+mg+fKdPBcmQ72l6gmDNFfAnitMCU8V6aD58p08FyZjoY4V+wzmT72l4jnynTwXJkWni/T0RTuMXG6PSIiIiIiIiIiIiIiIiIiIiIiatSYJEVERERERERERERERERERERERI0ak6SIiIiIiIiIiIiIiIiIiIiIiKhRY5IUERERERERERERERERERERERE1akySIiIiIiIiIiIiIiIiIiIiIiKiRo1JUkRERERERERERERERERERERE1KgxSYqIiIiIiIiIiIiIiIiIiIiIiBo1JkkREREREREREREREREREREREVGjxiQpIiIiIiIiIiIiIiIiIiIiIiJq1JgkRUREREREREREREREREREREREjZpc7ACIiKjxUKvVKCgoQG5uLoqLi6FUKsUOqVIqlQrOzs4AgMTEREilzBs2VrrOlUwmg6WlJezt7WFjYwOJRCJylNQYlL+GlZWV8TphQkzpui6VSmFubg4bGxvY2trC3Nxc7JCIiIhqrLS0FPn5+SgoKEBpaSkUCoXJ/A1u6thfIiIiIiIioqaOSVJERKQXKpUKiYmJKCoqEjuUGlGr1bCysgIAKJVKqFQqkSOiyug6VwqFAiUlJcjJyYGVlRXatGlj1Df4yfjpuobxOmFaTO18PXjAnJKSAldXVzg7OzPhk4iIjJparUZ6ejrS09MrlJvS3+CmzNTOFftLREREREREpG9MkiIionpTq9UVkgskEglkMpmIUVXvwc1VuZx/Do1d+XOlVCqhVqsBAEVFRUhMTISnpydvmFOdVHUNs7a2BsDrhKkwleu69jUMANLS0lBaWgo3NzcRoyIiIqra3bt3kZOTIyhjn8n0sL9ERERERERETZlxfxsmIiKTUFBQoEkukMlkaNmyJWxtbY16ZB+VSoXc3FwAgL29vVHH2tTpOlcqlQr5+fm4d+8elEolioqKUFBQAFtbW5GjJVNU2TUMAK8TJsSUrutqtRolJSXIzc1FRkYGACAnJwfOzs6wsLAQOToiIqKKiouLBQlSzs7OsLe3h4WFBdRqtcn8DW7q2F8iIiIiIiKips54vwkTEZHJeHCTFQBatmxp9DdbyfRJpVLY29ujZcuWmrK8vDwRIyJTxmsYNTSJRAJLS0s0b94czZs315RnZWWJGBUREVHlsrOzNcsP/n5ZWlpyJFcyGPaXiIiIiIiIyBA4khQRUR2pVSrcionEvaidsLlzEralabBT5eBRdRHSJU64GvMdih07wNF/DHwCH4WkET9wLy4uBnD/JiZH8qGGZGtrC4lEArVaLZgqjag2eA0jMTk6OiI1NRUAUFhYKHI0pItSoUBc1EFknf8b1lkxsC9NRTNVOtSQIEfqiAK5E3Id/WDT+XF0CBoKSysbsUMmItI77b9Rjo6O4gVCTRL7S0T1l5+bhcTLp5B78wwkmTdgWZAE+5JUWKkKYI1CmKtLoYQMSokMhbBCntwJhWZOKLbxAFw6wKZ1J3h06QsHJxexPwoRERGRaMqUKizeFYt9V+6hZxsnfDK2C+wtzcQOi2qJSVJERLVUXJiPCzu+gcfVtWirTkHb8hUkgA3uwrP4LnDvNLB7PW7vcUNy23Ho9sQbsLZ1ECNsg1IqlQDuT1PF0VeoIUmlUshkMigUCs3vIVFt8RpGYpLJZJDJZFAqlbyOGZm0O7cQv+1TdEzdDV/k6qzjqMoHSpOA1ItA6h8oPGiBf52HwmPUe3Dz8mngiImIDOfB3yi5XA6ZTCZyNNTUsL9EVHulJcW4FrkP+Zf2oHnqcXgpE9BJoq58BwkAlAEA7FGAlop0QAGg6DSQDiAWwAEgQeqBFIdukHUYDO/eI+DQzNXwH4aIiIjISByIScXPx28CAJKyitDZzR6zBrYXOSqqLSZJERHVkKKsFGc2fw7va2sQjOxa7euhvgOPG9/g7pINiBvwCboPmmSYIImIiMjkcKoi45J+7zbi/1yIHmk70FtSVqt9rSUlCM7cgbJfwnG62WNoN/EzuLRsY6BIiYiImg72l4iqp1apcDVyP3JOr4dPxn50Qf7DjXr6L+Spug3PrNvA6XAo/30NVyy6IM97FDqETkaz5q31cxAiIiIiI/XWX9GC9cW7Y5kkZYKYJEVEVAO3Ys6g7K8X0FsRV692WiENrSJmIersBnSc+QvsHJrpKUIiIiIiqq+o8DVoH7kQwciv14MkM4kSQVnhyFoZgbMhi9Fz6LP6C5KIiIiISEtxUQGid62G6+Wf4atKaLDjyiRqdCq9CFy5CMXlxThvEwxJwFR0GTAOMjkfPREREVHjk1NUuxcqyTixp0pEVAW1SoV/N3yMnte+gblEobPOHUlz3G7WB1KPIEhtmiHuZiJkRRlwsyhEm5QD8FDfqbBPr/zDiP9mEIqnb4Orm5eBPwURERERVSUnMw3Xf56BXvmHK61zU+qJey0HQt7cB1bOHoBEguKcFJSlxMHpTgQ6lsVCWm4KEyfkwenkbJyO3Y1uM1fB0trWwJ+EiIiIiJqK4qICnN/yFTrErUEQcqqtX6aWIUHuhSxbbygcPCFzagNze1eY2zhCbm4FlUoBlaIMpflZKM1JgTLnDsyy4+FYcBMeikRYVDHKqlyiQo/Ck0DESdyLeA+3vJ9B55Gv8gVRIiIialTMZBKUKauYwphMApOkiIgqUVJciOgfpqJ3zl6dIwlEWwZAPvAN+AUPhZtUCgAoKipCUuE+AEDPIUNgaWGB2Mj9UB74GJ1LhUMwtlfexL1Vj+DWxE3w8gsw+OchoqYtMTER33zzDcLDw5GYmAgLCwt4e3tjwoQJeOmll2BtbV3nts+cOYMjR44gMjISV65cQVpaGjIzM2Fubg43Nzf07t0bU6dORVhYmB4/ERGRfiRdvwTV7xPQS5VcYVupWoZzLiPg9vibaOvdFW2raCftzi3Eb1+M7ve2wEpSKtgWlBWOK18PReuXtsPByUXPn4CIiIiImhKlQoGo7d/C6+I36I3MKuvGyTsgo+UAOHZ9DF7d+sLbyqZOxywpLsS1K6eRGRMB69sR6Fh0HpaVJE21RBpaXv8auV//iJNu4+A79h04ubaq03GJiIiIjImZTIoypVLsMKiemCRFRKRDRkoS0taMR2DZlQrbEqTuKBr6NboFD6m2HYlUCt/gIVAHPorIHd+jw/nFcES+ZntLpCNr0xjcnhwOjw7d9foZiIgeCA8Px+TJk5GT8/DN0sLCQkRGRiIyMhJr1qzBrl270K5duzq1P3fuXBw/frxCeWlpKa5du4Zr167ht99+w/jx4/Hbb7/B0tKyzp+FiEifrpzag1Z7ZsAJeRW2nbUdALcJSxHcpkON2nJ184Lriz8i/d67iFn3EnoWHBVs71R2CTe/fQSlM7ZzJFEiIiIiqpO4cxFQh89DkOJapXVuS9yQ5DkangOnokNbX9SsN1s1C0trdOwZCvQMBQAUF+bj3LFtUF38C365x2EtKamwjz0KEXLnNxR89wdOejyNTk++yxcGiIiIyKSZyaQAmCRl6pgkRURUTvqdBBSsGQZfVZKgXKWW4HSrp9FjypewrOVbVxKpFIFjZiO5Wxjy1z0Jd/VdzTYn5KHw9/HIeOEgnFu46+UzEBE9cOHCBUyYMAGFhYWwtbXFggULEBYWhqKiImzcuBGrV6/G1atXMXz4cERGRsLWtvZTQVlYWGDgwIHo06cP/Pz80LJlSzg7OyMtLQ0XLlzAypUrcfPmTWzevBlSqRQbN240wCclIqqdCwf/gN+RFytMqZwNW8QHfohew2fUqV2Xlm3gPG8HTm9fgc7nP4GNpFizra3qFu6sHoy0mf8wUYqIiIiIaqyoIA8X1r6GoNQ/K0zx/MBFC3+ogl9C14FPwkMmM2g8lta28B/yDDDkGRTkZeP03p/hFLMeHZTXK9S1kRQjJOlnZC3fjH99X0bPJ16HmbmFQeMjIiIiMoT7SVJk6pgkRUSkJTX5JkrWDIOn+o6gvEBtibh+X6P34Kfr1X7rdp2R+eIBXF31BHwUsQ/L1Sm4uvoJWL92AFY2dvU6BjU9KpUKO3bswN69e3HixAncu3cPWVlZsLS0hIuLC7p27YqQkBA88cQT6Nixo842QkNDceTIkQrlUqkU9vb28PLyQr9+/fCf//wHXbt2NfRHIj2aO3cuCgsLIZfLsW/fPoSEhGi2DRo0CB06dMD8+fMRGxuLpUuX4oMPPqj1Mfbu3Qu5XHe3cujQoXjllVfwyCOP4OTJk9i0aRPeffdd/h6RBq9hJIaLR7bA98hLFRKkbki9YD3tL/Ty8K5X+xKpFEFjX8GNDkGw/3MCXJCt2eamTsWNNaNh8epB2Ds61+s4RETUNLC/RNS0XTt7GJY7X0JvVTIgqbj9kkUPyAd/gK4BjzR8cABs7BwRNO51AK8jNnI/Cg8vQ4/8YxWSuZyQh+DYz5D42TrkhC5G1wGjRYmXiIiIqK7MZTo6Y2RymOpGRPT/0u7cQumax+FRLkHqHlyRMn4HetQzQeqBZs1bw33OXlyXtReU+yiu4srKZ6FWqfRyHGoadu3ahc6dO2Ps2LFYuXIloqOjkZqairKyMuTl5eHmzZvYsWMHFixYAB8fH4SGhuLEiRM1bl+lUiE7Oxvnz5/Hd999hx49emDhwoUG/ESkT5GRkTh8+DAAYPr06YIEqQfmzZsHPz8/AMCyZctQVlZW6+NUliD1gJWVFebMmaNZj4iIqPUxqHHiNYzEcOnodnQ4+B9YSITXuwtWwWg+9zBa1jNBSlu7LsEonbIXtyVuwnLVLdz+fgxKigv1diwiImqc2F8iarpUSiVO/vou2m0fizaq5ArbE6WtcTHsF3RZcAS+IiVIlecb+Ch6vrkTyc8cQaTDEKjUFR8ktlElo+vB5xD59QRkp98TIUoiIiKiujGTM72mMeBIUkREAPJyMpH70xi015oGDwBuS9xgMWMX2rVuq9fj2dg5wnHmNtxdOQitkKYp75V3CJE7vkfgmNl6PR41Tp9//jkWLFgAtfr+m3l9+/bFyJEj4e/vD2dnZxQXFyMlJQXHjx9HeHg4rl69iiNHjuCjjz7Cnj17Km334sWLmmWVSoW7d+9ix44d+PHHH6FUKvHRRx+hVatWeOGFFwz+Gal+tm3bplmeNm2azjpSqRTPPfccFixYgKysLBw+fBiDBw/Weyw2Ng+nKS0uLq6iJjUVhrqGHT9+HLa2tpBKpbyGUQXx0SfQbv9MWJZLkIp0GIKer2yArJqkz7pwa+uLjBf+we2VgwXJ+J1Lo3Hm+2fRa+5mSKS8wUJERBWxv0TUdOVkpePG6mcRUniiwuhRRWpznG83E70mfYA2FpbiBFgNjw7d4fHaZiTEnkXG3wvRs6Diy1KBOXuR9V0gzvR6D72Gz2SfmIiIiIyeXMqRpBoDJkkRUZNXWlKMW98/ga7Km4LyRGlrWM3YBVc3L4Mc16VlGyRM+gO5G0fAHgWa8k7nPkZyt0fQup2fQY5LjcNvv/2Gt99+GwDg4uKC9evXY8iQITrrPvHEE1iyZAn+/vtvLFiwoNq2u3TpIljv1q0bhg4dikceeQRPPvkkAGDhwoWYOXMmZDJZPT8JGdLRo0cB3E9Q6tWrV6X1Bg4cqFk+duyYQZKkNmzYoFn29fXVe/tkWgx5DevUqRPs7e0h/f8b7LyG0QNpd27BbstkWEtKBOVn7B81WILUA84t3FH87Bak//aYYOq9gNz9+PfPJQieMN9gxyYiItPE/hJR05UQexayTU/BX11xlKVr8o6wnLAaIR17NHxgdeDp2xOevn/jyqk9MNv/Hjoo4gTbnZCLgKj5iL68GS6TVsDNy0ekSImIiIiqZyZjUndjwLNIRE2aWqXChe+fRdeSc4LyJEkrWM/YbbAEqQc8fXsiPmSxoMxGUoy8DdOgKCs16LHJdCUnJ2ve6LWxsUFERESlN8sfkEgkGDVqFKKiojB9+vQ6HfeJJ55A3759AQCpqak4e/ZsndqhhhMTEwMA8Pb2rnJKPO2kpQf71JdKpUJKSgoOHjyIsWPH4vfffwcA+Pj4YOjQoXo5BpkmXsNIDIX5Ocj56Qk0R6agPMo2FD0MnCD1QOt2fsgeux4FauHb/v6XP0fc+aMGPz4REZkO9peImq5LR7fDaeNwuJdLkFKqJTjZ5j9o99ZxtDGRBCltnXo/hvYL/sW/nd9HntqqwvZuxZGw/2Ugzvz9owjREREREdWMOafbaxQ4khQRNWn/rl+E3jn7BGUZcIDk2b/g4ubZIDH4D52C0zF7EJS9S1PmWxaDUxs+Ru/nPm6QGMi0LF26FEVFRQCATz75BH5+NR91zNLSEuPHj6/zsXv37o3jx48DABISEhAYGFjntsiwiouLkZ6eDgBwd3evsq6TkxNsbGxQUFCA27dv1+u4Xl5eSEhI0LnN09MTf/31V5UJW5VJSkqqcvvduw+nSy0qKtL8H6kJlUqlmcJEpVIJynUtU/189dVXmvPz8ccfw8fHp8Y/X3Nzczz55JPV1q9se3BwsOYadvPmzSpHWGtoarUaKpWqVr+7pkp7ys2GmH5TrVIh5odn0EsZLyi/bNYF3tN/QZlCiTJFw/zcW3fshUvBnyPw9BxNmblEAZvt05Ha8gDsHFwaJI6aauhzRXVniHPVFK5HRMaK3/mImqbTW7+F//mFMJMoBeVZsEfSI98hZMBokSLTD6lMhuDxbyC1z5O4/vts+BccE2y3lRQhIGo+IuMPotP0H2Fj5yhOoERERESV4EhSjQOTpIioyboYsRWB178BtKaPLVRbIGP0OnRs17lBY+k8/QckLQ0WvCXWLf5HpCY/j+at2zZoLGTc1Go1fvvtNwCAra1tnd8Qrivt5BalUllFTRJbXl6eZtnW1rba+g+SpPLz8/Uei1wuxwcffIA5c+bA3t6+Tm14eHjUuG5ERARcXGqeaODs7AwrKytIJBLk5ubqrGOIn0tTVP4aNm7cuEp/5rWhUCgE65WdL+3rVn5+vl6OrQ8KhUKT3BcbGyt2OA0qIiLC4MdQXf8HYwuEx0lEC8S0fxHXI8QYwckJeyyG4bGShwnybuoUHFnzH2R3fUGEeGqmIc4V6Ye+ztWDZGsialj8zkfUNJ1a/xF6x30luE8J3J9ez2HqRnR1by9OYAbQvHVbNH8zHOf2/gr3kwvhiizB9sDsPbi9NAR3x6yGd/d+IkVJREREVJGZTFJ9JTJ6THUjoibpzs1YeBycDZlErSlTqSW41v8bdOw5sMHjsbFzRP6wFVCpH/5xtZaU4PameQ0eCxm3y5cvax5Y9e/fH3Z2dg16/OjoaM2ym5tbgx6bakd7FAlzc/Nq61tYWACo/6gR+/btw8WLF3HhwgUcPHgQH3/8MZo3b45PPvkEs2fPZrJRExcTE4OMjAwA90cpaOhr2OXLlzXLLVu2bNBjkziK0+IxPPd3QVmO2gan2r0OM6uG/f3TVuQzDpckHQRlAxUnUJJ0rpI9iIioqeB3PqKmRa1S4eTP8+8nSJVz1qY/PF47iBaNKEFKm//QKTCfcwaRDo9V2OahvoM2W0bh1PqPoObIzkRERGQkdI0kpVKpddQkY9YoRpJKTEzEN998g/DwcCQmJsLCwgLe3t6YMGECXnrpJVhbW9e57dzcXOzatQsHDhxAVFQUbty4gcLCQjg4OKBz584YMWIEZsyYAUdHR/19ICIyqJLiQhT+72m4Qfig/l+vFxDy6CSRogJ8Ax/F6RPDEZS1U1PWK/cArpzcjU4hj4sWl76oVGpkFZaKHYaGSqVCXmEZAKBMWgKpVL95w07W5pBK9Z9Rrn3DumfPnnpvvypnzpzBvn33p6e0trbmtAtGztLSUrNcWlr9/72SkhIAgJWVVb2O27FjR8F6WFgYXn75ZQwdOhTr1q3DhQsXcOzYsVo/7KluGsC7d+8iKCgIADBgwIBqpxjUlpiYCKVSCblcLhjpSqVSaZK6rK1tkFOsqKyJRskQ17EbN25oloOCguo8slh55adwtLW1rXBdP3PmDA4dOgTg/jUsNDRU8P9ETGlpabCysoKtra1RTQFoKMXFxZqRbgYMGGCw85CblQbVqnkwLzddSVyfLzBywJMGOWZtpHX3Q+66R2GPAk1ZaNqvwJPTjWbavYY6V1R/hjhX1U11S1SeSq1GRr7+v1sZM0P0l/idj6jpUKtUOLVmDkLu/FZh26mWkxE081tIZTIRIms4Dk4uCHxtE878/SN8zyyEreThi1vmEiV6x32Fs0vPwPeFdbC2dRAxUiIiIiLdSVKlShUspY27z9bYmHySVHh4OCZPnoycnBxNWWFhISIjIxEZGYk1a9Zg165daNeuXa3b3r17N8aOHat5aKgtPT0dR44cwZEjR7BkyRJs2LABYWFh9fosRNQwzv08B72V8cIym34Ifu6/IkX0kPdTXyD3+0OCh2VW/7wNRcAjkJtVPxKMMcsqLEWvT/aLHUaDiXrvUTjbWui9Xe1pT1xdXause/nyZajVujPY27ZtCxsbm2qPp1KpcO/ePWzfvh3vvvuuZrqFV199lQ9KjZx2ElJNRm8qKLh/3anJ1Hy15eTkhF9//RWdOnVCdHQ0Fi9ejE8//bRWbdQm6cnKyqpWyV5SqRSq/38ztbKHejnFCgR+erDGbTYGhriOZWZmapabN29e5UPU+lzDpFKp5rxWdg2rz4sUhiCRSCCVSuudqGhqLC0tDfaZr3w/B72QJig72eo5hAx9xiDHq6027TvhdPcFCLrwnqasOTJxetNbCJrzexV7isOQ54r0S1/niuebaiu7SIFB37C/VF/8zkfUdJz6Zb7uBKl2r6L3cx+LEJF4AkbOQnLnfrjz+1R0VFwTbOuZfwQ3vh4Ay2c2wa2tr0gREhEREemebq9MqYKlGZOkTIlJJ0lduHABEyZMQGFhIWxtbbFgwQKEhYWhqKgIGzduxOrVq3H16lUMHz4ckZGRtX7ol5GRgZKS+2/ADR48GI899hi6d+8OR0dHJCUlYf369di0aRNSUlIwYsQIHD9+HD169DDMhyUivTi/fwN6p/4hKEuQuqPDrP8ZxZtZzZq3xr++ryA49jNNWVvVLUSG/4jAMa+IGBkZi7y8PM1ydX/XunfvrrnBXd6hQ4cQGhqqc5tEUvWb0KNGjcJHH31UdaAkOktLS7i4uCA9Pb3akSCysrI0SVIeHh4GicfPzw8dOnRAXFwc/vzzz1onSVHj0BDXMCcnpyrb5TWsaYja9RN65Qkf1F8x64LA5ytOYyKmwNEvI/rqNnQrPqMpC8oKx+Xj4ejcd7iIkRERkVjYXyJqGk7++g5Cbq+uUP5vp3fRe8J8ESISX+t2nVH65lGcXPsGQu6uE2xrp7yFrF8fxeXBK9G57wiRImycHsymEhkZiTNnziA5ORlpaWkoKiqCo6MjOnXqhGHDhmH69OlwdnbW2UZxcTH27t2L/fv34/Tp04iLi0NeXh7s7Ozg4+ODoUOHYtasWWjVqlWNYiosLMSKFSuwefNmXL9+HaWlpfDw8MDw4cPx6quvok2bNvr8ERAREdWYzpGkFJwa2NSY9PjXc+fORWFhIeRyOfbt24d33nkHISEhGDRoEFatWoUvvvgCABAbG4ulS5fWun0zMzPMmjULN2/exJ49ezB37lyEhYXB398fI0eOxMaNG/HNN98AuN9pmzdvnl4/HxHpV2ryTXgee1NQVqI2g+rJn2FrX/UNwobU68l5uCH1EpS5XfgWZaUVR7Wjpkd7dKAHSS0NwdLSEgMHDsT69euxfft2mJmZNdixqe78/PwAANevX4dCUflUcbGxsRX2MYQHb8InJCQY7Bhk3HgNo4aQficB7U9/ICjLhQ2cp/xmdCNzSqRSNH96JfLVwhF7rA+8A0WZ8UxTTEREDYf9JaLG799NnyPk5ooK5ae7f4zgJpog9YC5hSVCZn2HCwN/Qi6Eo+E5IQ8++57FqQ2fQq3iw0h9OX36NJ566iksXboUERERiI+PR25uLsrKypCWloYjR47grbfegq+vL/bu3Vth/+joaDRv3hxjxozBd999h9OnTyMrKwsKhQJZWVk4deoUPvzwQ/j4+OCPP/7QEYFQfHw8evbsifnz5yMyMlLzYl9sbCy++uordOvWDbt27TLEj4KIiKhaUh2DDKh0D+5LRsxkk6QiIyNx+PBhAMD06dMREhJSoc68efM0D/qWLVuGsrKyWh1j4sSJWLlyZZVZ6a+88goCAgIAAIcPH0ZGRkatjkFEDUOtUiHlt+fhhDxB+fnO89G2c7BIUekmNzNHXr93BWWt1Sk49/cPIkVExkT7ja20tLQqagIKhQJqtVrzb+HChTU6xsWLFzX/rly5gtu3byMvLw+HDx/G008/Xa/4qWH169cPwP2HK1FRUZXWO3LkiGa5b9++BosnOTkZgGGm9CPT0BDXsOPHj+PChQu8hjVRapUKyetmwhHCaUavBSxCC/f2IkVVtZZtOuByp9cEZW1VtxC15WuRIiIiIjGxv0TUuJ3duw6BVxZXKP+38wcIGvuqCBEZp+5h45DzzF4kSIWjXcslKvS++jkiv3sWCr5QqjceHh547rnnsHz5cmzZsgUnT57E8ePHsWnTJowfPx4ymQzp6ekYNWoUoqOjBfvm5uZqRkHs27cvFi9ejH/++Qdnz57F3r17MWvWLMhkMuTl5eHpp5/G7t27K40jPz8fI0aMwNWrVwEAM2fOxIEDB3DixAn897//ha2tLXJycjB+/PgKcRAREYlFDWZJmRqTnW5v27ZtmuVp06bprCOVSvHcc89hwYIFyMrKwuHDhzF48GC9xxIaGoozZ85ApVLh5s2blQ45SkTiOf3nEgSXnBWUnbXpj6Bxb4gUUdW6hY7D1RNL4KO4qinzuPQdSke8AHMLSxEjqzsna3NEvfeo2GFoqFQq5OXff4BqZ2sLqVS/ecNO1oYZqaJ79+6a5bNnz1ZRs+66dOlikHap4Y0ZMwaLF9+/+frLL78gOLhiUqhKpcJvv/0GAHB0dERYWJhBYomMjNSMINW1a1eDHMOQjO0a1hAMcR1riGtYp06dYG9vr/frOpmGqPDVCCj6V1B21nYgeg2bIVJENRPw5Dzc+PR3tFPd0pT5xHyDnIypcHBuIV5gRES14GglR+Q7g5rU32D2l4ioNmL+3YvOJ16DVCJ8kHbKZz56j+csFeV5eHdF3pwInPvxafgXnhRsC8rcieivR8D75c2wtnUUJ8BGIiwsDImJiZVunzBhArZt24axY8eitLQUH374If766y/NdqlUigkTJmDhwoXo1KlThf2HDBmCxx9/HGPHjoVSqcQrr7yCuLg4SHSMxLFkyRLNaOdffPEF3nzz4awQISEhCAsLw4ABA1BYWIi5c+fi4MGDFdogIiJqcMyRMjkmmyR19OhRAICNjQ169epVab2BAwdqlo8dO2aQJKmSkodvLPDmApHxSbp+CV0vLwG0vnelohnaT/8FEiP9PyuRSlHa/23g0MMk0FbqNJze8R2CxhtnYld1pFIJnG0txA5DQ6VSwUx1//ptb2thMtfvzp07w9nZGRkZGTh69CgKCgpgY2NT/Y7UJAUFBaF///44evQofvrpJ0yZMqXC6JtfffUVYmJiAABz5sypMK3G2rVrNQnpCxcuxKJFiwTbT58+Dblcjp49e1YaR3JyMqZMmaJZf/bZZ+vzsURhbNcwU8VrGBlSTkYK2kV9IihLhyPaTvnRaPt8D8jkchQ9uhjY95SmzBH5+HfD2wie/YuIkRER1ZxUIoGjCX23MlbsLxE1TrevX4Tb7mmwkAhnuzjpMRMhT71byV5k59AM3eeF4+QvbyIk6SfBtm5Fp3F92SNwmrkNzi08KmmBqiOTyaqtM2bMGPj6+iI2NhYRERGCbX369EGfPn2q3H/06NF44okn8NdffyE+Ph7nz5+Hv7+/oE5ZWRmWL18OAPDz88O8eRUTB0NCQjB9+nT8+OOPOHToEKKioqp8PkhERNQQmCNlekz2rsWDh3ne3t6QyyvP9fL19a2wj749mKJGLpfD29vbIMcgorpRKhTI2zQT1hLh8MspYV/BoZmrSFHVTJf+YxBjJnz7ps3llRxKuomTSCR47rnnAAB5eXlYu3atuAGR0Vu+fDmsrKygUCgwZMgQLF68GKdOncKhQ4cwa9YszJ8/HwDQsWNHnTegqnPlyhX06tULffv2xWeffYY9e/YgKioKUVFR2LFjB1577TV07txZ0w979NFHKx0FlBo/XsPIkK6um4tmyBWU3e7zXzi5thIpotrp3GcYztoOFJT1StuG29cvihQRERGJgf0losYnJysd6t8nwgEFgvLTzUai97QvRIrKdEhlMoTMWIqo4GUoVgtf7PJWXEfJykeQFHdBpOiajgcJu8XFxXXaX3vk8vj4+ArbDx8+jOzsbADAlClTKk26njp1qmZ5y5YtdYqFiIhIn9TMkjI5JjmSVHFxMdLT0wEA7u7uVdZ1cnKCjY0NCgoKcPv2bb3HEh4erpn7eOjQobC3t691G0lJSVVuv3v3rma5qKgIRUVFtT5Gedod2bp2aqlh8FzVz7m/lqBP2RVB2UmnUegR9Lhe/i+Vp+/zVdznDeDI85r1lkjDv7t/QbchU6rYq+GpVCqo/78XoFKpRI6mZrTjNJWYH5g7dy5WrlyJoqIivPPOOxg8eHCNknTVWj01lUpV6ec2tp9HTc6VWq2GSqWq8f9rQ/z/N1b+/v7YtGkTnnnmGeTm5uKdd96pUKdjx44IDw+HnZ1dnY9z4sQJnDhxoso6U6dOxYoVKzi6QBP3+uuvC65hQ4cO5YsGVG+Xj4cjKHuXoOycdV/4D3lGpIjqptX4L1H8c19Y/v8IA3KJCinbF8JjHm/+ExE1JewvETUeirJSJPw4Ed1UyYLy81a90fPFn41+xFNj0uvxaYh18UCL8KlwQp6m3E2dguz1w3FtxFp0DHhUxAgbr5iYGJw/fx6AcGCC2qhuRpYHs8cAwhliygsICNA88zt27FidYiEiIqorHbPFQs2xpEyOSSZJ5eU97ADb2tpWW/9Bhyk/P1+vcWRmZuLll18GcH9I0o8//rhO7Xh41Hwo2IiICLi4uNTpOFW1SaaB56p2SvIzMDzuO8E0e0nq5rjrNgKp+/YZ/Pj6OF9qlQzm8EZnXNeU2Z/7EXtVLSGR6vhLLBJnZ2dYWVlBIpEgNze3+h2MjL7/Phiavb09vvzyS8yePRu5ubkYMGAA1qxZg379+lW5X0pKima5sLBQcK4UCoVm2ZjPoa5zpVAoNEnEsbGxNWrnQbJ1UzFy5EhER0dj+fLlCA8PR1JSEszNzeHt7Y3x48dj9uzZsLa2rlPbEydOhJubGw4ePIgTJ04gOTkZqampKC0thb29PTp06IC+ffvi2WefRbdu3fT8ycgUubu7Y8WKFXj++eeRm5uL/v37Y8OGDQgNDa1yv6ysrIYJkExOaUkxbA/MF5Tlq63g9vS3IkVUd608fXDS7SmE3P1NUxaQdwDxF0+hfdfeIkZGREQNif0losbjzJpX0Lv4jKAsXtYWHV7aBLmZuUhRmS7fwEeR4BCOwg3j0Vr98D6XI/Jg+fckXMj9Ht0HTRAxwsajsLAQycnJ+Pvvv/HFF19AqVQCAObMmVOn9h7MyALoTrTSngmmqkQsuVyO9u3bIzo62mCzxxAREdUGR5IyPSaZJKU9Oou5efVfJCwsLADod9QIpVKJyZMnIyEhAQDw3nvvVZhDmYjE1Sb+f7CRCEdzOu42A5bmliJFVHsSqQSXXR5D5/TvNGV+uIHo9DhYNu8oYmQktsmTJ+Pu3bv49NNPkZKSgpEjR6JPnz54/PHH0blzZzRr1gxqtRppaWm4dOkSwsPDERUVpdnf0tJ0/h+Qfnh6emLp0qVYunRprfabOnWqYCjz8qysrDBkyBAMGTKknhFSUzJt2jQkJyfjgw8+wL179xAWFoYBAwZg1KhR6NatG5ydnaFWq5GamooLFy5g69atOH36tGZ/KysrEaMnY3P2z8/RWyUcnfey3xwEu7cXKaL66TTuPeR9sxl2koffX/N2LwK67hEvKCIianDsLxGZvqjwNeidslFQlgEH2EzZDBs7R3GCagQ8O3ZH2n/2I27NWHRQPnyx1FJSBr8jL+BEQT76jHy+ihaoMmvXrsW0adMq3f7GG29g8uTJtW73woULCA8PBwB07twZnTp1qlDnwUwwNjY2cHR0rLI9Dw8PREdHIy0tDSUlJZpngDUhxswuAGcMMSU8V6aD58q0NJbz9SBpWFtRcTEa0+QlhjhXxja7i0kmSWk/2C0tLa22/oNhPPV5c+Cll17Cnj33b1IPHz4c77//fp3bqm4awLt37yIoKAgAMGDAgGqnGKyJ4uJizSg3AwYM4MNyI8ZzVTcXD25EkCpKUPavwzCMeu5Vgx7XEOdLoQjF3a82oRXSNGXeWUfQ6ZnZ9W5bXxITE6FUKiGXy+s07agYVCqVZlQiW1tbk5z+66OPPkJgYCDefPNNxMXF1Wi6s759+2Lx4sXo27evoFwuf9glMLZzWN25SktLg5WVFWxtbdGrV68atVndDREiMrz33nsP3bt3x7x58xAXF4eIiIhqR2Hs27cvPv/8cwQHBzdQlGTs0u8losu1HwQjh8bJvBEw7k3xgqonB+cWOOk1BSEJKzVlPQpPIjZyP3wDOX0IEVFTwv4SkelKiD0Lv9PvCPqppWo50ob/BN82HcQLrJFwbdUGVnMP4PyK8ehR/DBB1FyiRPCZ13GoMBdhE+eKF2Aj06NHD6xcubJOf1tKSkowY8YMzUPlTz/9VGe9BzPI1HT2mAfy8/NrlSQl9swuD9ol08BzZTp4rkyLKZ+vu3elAITPqCIiItCs5n+KTIq+zpWxze5ikklSdnZ2muWaTJFUUFAAoGadq5pYsGABVq1aBQDo168fNm/eDJlMVuf2apP0ZGVlpfc3wSwtLfl2mYnguaqZ3OwMeEV+JCjLgAN8n1vWoD8//Z0vK1zu8CxaxT0c/aVHwTHcu3sLrdv56aH9+pNKpVCpVJplUyOVSk0ybgAYPXo0RowYgR07dmDPnj04efIk7t27h6ysLFhZWaFZs2bo3LkzgoKCMH78eJ1vapVnzD+Lys6VRCKBVCqt8f85XkuJjMPIkSMxbNgwvV7DqGm5sfEtBEmEbyIpH/8CMrlJftXV6Prk28ha+juc8HAK3LL9/wWYJEVE1OSwv0RkevJzs4A/noW1pERQfr7bewgKGixSVI2PrZ0jOs8LR+R3kxGYs09TLpOoERazECc3FiNk0tsiRmh6xowZg4CAAAD3R3yIj4/HH3/8ga1bt2Ly5MlYtmwZRowYUas2Z8+ejTNn7k85OWXKFIwaNUpnvQcjVdRm9pgHcRIREYmJ0+2ZHpO8c2xpaQkXFxekp6dXOxJEVlaWJkmqNhnilfn888/x2WefAQB69uyJnTt38kErkZGJ+d8bCEamoOxmr3cR4NxCpIjqr9Pw2cj/+gfY/v9DQJlEjdt7l6H1iz+KHBkZA5lMhrFjx2Ls2LF1buPw4cP6C4iIqBb0dQ1TqVTIzc2tvjI1GtfOHkZQ9i5BWaTDYwgMeESkiPTH1t4JpzrMRO+4rzRlXUvOIu5cBDr4DxAxMiIiEgP7S0SmJean/yCw3HTQpx2HIejJ10SKqPEyMzNHr1c34uyPM9AzdYtgW0jsYkRvLEa3SYvECc4EOTo6Cqa6CwwMxKRJk7Bu3TpMmTIFo0ePxk8//YSpU6fWqL3FixdjzZo1AIBevXphxYoVldZ9MCNDbWaPAWr/IqQYM7sAnDHElPBcmQ6eK9PSWM7XP/mXgfQUQVn//v3h7tR48kUMca6MbXYXk0ySAgA/Pz8cPXoU169fh0KhEEwTpC02NlawT318//33ePvttzVt7d27Fw4ODvVqk4j0K/bMAQSmbRUMZR1tGYBew2eKF5Qe2Ds641TL0eidslFT5puyE8VFBbC0sqliTyIiIqLGR61SQbl7gaAsX22FthO/ECki/esx9nVkfLEGzsjRlOXt/wJgkhQRERGR0Yrc/r1gVCMAiJe1Q7f/rBYposZPKpOh54s/48Ivduie+KtgW7fYr3F+XTG6P7NYpOgah2effRY7d+7EH3/8gdmzZ2P06NFwcnKqcp8ff/wR77zzDgDAx8cHu3fvFkyTV96DGWRqM3sMUPsZZMSe2QXgjCGmhOfKdPBcmRZTPl9yHbOLWViY7uepjr7OlbH9fIx3Pp1q9OvXD8D9zlBUVFSl9Y4cOaJZ7tu3b52Pt27dOsyePRsA0K5dO+zfv98gcxETUd2VlZbAYtdrkEoejmtYpDaHy8QVkBjx9GE15T74FcG6I/Jx6cB6kaIhIiIiEs/5f9bBr+yKoOyS93/g4uYpUkT6Z2lti2vtpgjKehYcRUJM5d9/iYiIiEg8d25eQaezHwrK8tRWsJz8P1ha1y6Rg2pJIkH3actxyuvFCpt6xP+And/ORV6xQoTAGo/Ro0cDuP9Mbvfu3VXW3bBhA1566SUAgKenJ/bv3w9XV9cq93mQvFRQUIDs7Owq6z4YDcrV1VUw9R4REZGhSSSSCmVqcL49U2OyWQNjxozRLP/yyy8666hUKvz2228A7g8TGhYWVqdjbdmyBdOmTYNarYa7uzsOHDgANze3OrVFRIYTtfETtFUlCMoutH8Bbm19RYpIv9y9u+CyeXdBmVX0/0SKhoiIiEgcpSXFcD0lfBP8jqQF/Me/LVJEhtNl9GvIhbWgLHXP5yJFQ0RERESVUSkVUP41CzaSYkH5taBP0LpdZ5GiamIkEvSe+hkOeM6tsGlk5lr8/f185Jc1fFiNhXaSU0JCQqX1duzYgeeeew4qlQqtWrXCgQMHajR6U6dOnTTL2jPElKdQKBAfHw+g/rPHEBER6YOKOVImx2STpIKCgtC/f38AwE8//YSTJ09WqPPVV18hJiYGADBnzhyYmZkJtq9duxYSiQQSiQSLFi3SeZx9+/bhqaeeglKpRPPmzbF//354eXnp9bMQUf2l3bmFbvE/CsriZW3Ra9J7IkVkGEXdnhGsdy69gKTrF0WKhoiIiKjhnd2yFO7qu4Kyu4HzYWFpXckepsvOoRkuu08SlPln/4M7Nyt/aEBEREREDc8sbgc6KuMEZacdh6HX8BkiRdR0DZq6CHvbvlWhfHrZ75DF/S1CRI1DcnKyZrmyKe4OHDiACRMmQKFQwNnZGf/88w/at29fo/YfzB4DCGeIKe/MmTOa6fbqM3sMERGRvqjVzJIyNSabJAUAy5cvh5WVFRQKBYYMGYLFixfj1KlTOHToEGbNmoX58+cDADp27Ih58+bVuv1Tp05h7NixKC0thZmZGb7++muUlZXh0qVLlf6rbhhQIjKMW5vehLWkRLOuUkugHL4MZuaNa7jdLo9MRhbsBGVJB36spDYRERFR45Kbkwmfqz8Iyq7KfdDzsedFisjwfEfPR6H6YZ9WLlEhcfdSESMiIiIiIm1F6TfwWOEOQdltiRs6T/+hkj3IkCQSCYZOeQcxPT+ssG1SyWa0vM1EqbrYvHmzZrlr164Vtp84cQKjR49GSUkJ7O3tsXfvXnTuXPNR1EJDQ+Hg4AAA+PXXXyt94Lx27VrN8tixY2vcPhERkaEwRcr0mHSSlL+/PzZt2gR7e3vk5+fjnXfeQUhICAYNGoRVq1YBuJ8gFR4eDjs7u2paq2jPnj0oLCwEAJSVlWHy5Mno2rVrlf+2bdumz49IRDUQe/ofBObsE5SdaTYMHXuGihOQAVla2eBqi+GCsg53d6CstLiSPYiIiIgaj0t/LoYTcgVlqsEfQyI16a+2VXJybYXoFqMFZV1SdiAvJ1OkiIiIiIjogeLCfATfXgW5RKUpK1PLUDx6FWzsHMULjOA3ai6yQhdXKA9O3wz5v9+JEJFxWrt2LYqLq763/PXXX2PXrl0AAC8vL8GoTwBw/vx5DB8+HAUFBbCxscGuXbvQq1evWsVhbm6OV199FQAQExODJUuWVKhz8uRJ/PTTTwCAgQMHIjAwsFbHICIiqi+JjjIOJGV6TP5O8siRIxEdHY3XXnsNHTt2hLW1NRwdHREQEIDPP/8c586dg7e3t9hhEpGBKBUKyPa+LSjLU1uh/aQvRIrI8FqFzRKsOyMHlw5vrqQ2ERERUeOQmXYPXRPXCcrOW/eBX/BQkSJqOG0enwel+uFtGFtJES6HrxAxIiLjk5iYiDfeeAN+fn6wsbFBs2bNEBQUhCVLlmhegKur3NxcbNy4ETNnzkTPnj3h6OgIc3NzuLq6IjQ0FEuWLKnRyOJeXl6QSCTV/vPy8qpXvERE1HBiNr6LtrgjKDvjOR0devQXKSLS5hT6Eg62faNCudnhT4Dj34gQkfFZtGgRWrdujf/85z/47bffcPz4cVy4cAHHjh3DDz/8gH79+uH1118HcD+RafXq1ZDL5Zr94+PjMXToUE1f6JNPPoGDg0OVM7KkpqbqjOXNN99Ex44dAQDz58/HrFmzcOjQIZw6dQqLFy/GkCFDoFAoYGVlhWXLlhn050JERFRzzJIyNfLqqxg/T09PLF26FEuX1m7KgalTp2Lq1KmVbl+0aBEWLVpUv+CIyKCitn+LIOV1Qdnlji+hdwt3kSIyPE/fnogx6wS/siuaMnX0H8CQZ0WMioiIiMiwrvz1X/STFGnWVWoJnEZ8JGJEDcetrS/O2vZDz4KjmrI2ceugVCyATN4ovtYT1Ut4eDgmT56MnJwcTVlhYSEiIyMRGRmJNWvWYNeuXWjXrl2t2969ezfGjh2LkpKSCtvS09Nx5MgRHDlyBEuWLMGGDRsQFhZWr89CRESmIzZyP3qn/iEYUiBO5o2AZz4RLyiqIHDi2/ji8wzMV/8iKFffOgZJyMuAVCZSZMYjMzMTq1evxurVqyut4+7ujp9//hmPPvqooPzo0aOCpKfXXnut2uMtXLhQ57M3Ozs7hIeHY9iwYYiLi8OqVas0s8Y8YG9vj/Xr16NHjx7VHoeIiKghcCQp08O7qURksnKy0uF9UZgcmSD1QK/xb4kUUcPJ7fgkcPlhklTnvJPIzc6AvaOziFERERERGca9O4nwv7tJ8ADqgsMg+HdqOtMrWPafDex5mCTlpk7B2QMb0HMoE+Wpabtw4QImTJiAwsJC2NraYsGCBQgLC0NRURE2btyI1atX4+rVqxg+fDgiIyNha2tbq/YzMjJQUlICqVSKwYMH47HHHkP37t3h6OiIpKQkrF+/Hps2bUJKSgpGjBiB48ePV/vQbvTo0fjkk8ofoJubm9cqRiIianglxYWw3D0XUsnDp2IlajOYj1sFM3MLESOj8uwszeDyyBx8tFuBD8zuj0y7X+kPafevMIgJUjhw4AD279+PQ4cOISYmBikpKcjIyIClpSVatGiBHj16YMSIEZgwYQKsra0NHo+3tzfOnTuHFStWYPPmzbh+/TpKS0vh4eGBYcOGYc6cOfD09DR4HERERDXFHCnTwyQpIjJZMRveQW/kCspyQz+GZxO4EeE76FmUXvoU5hIlAMBCUobog/9D4BNzRI6MiIiISP/itnyC/pKHo7go1RK0HL1IvIBE4Bc0BHH/eKOD1iiqlmdWAkySoiZu7ty5KCwshFwux759+xASEqLZNmjQIHTo0AHz589HbGwsli5dig8++KBW7ZuZmWHWrFl455130KZNG8E2f39/jBw5En379sWrr76KwsJCzJs3DwcOHKiyTUdHR3Tp0qVWcRARkXE5u/59hKhuC8rOeP0Hff16iRQRVWVy7zYYdGwsJHlq9JbG4OWyV9HjeBIGdfEQOzTRtW/fHu3bt8esWbPqtH91M7bUhY2NDebPn4/58+frtV0iIqL60pUQxZGkTI9U7ACIiOoiISYKASmbBWXnrPug64CxIkXUsBycW+CyTbCgzOrqFpGiISIiIjKc5MQbCEwT9nOinR9Dq/bdRIpIHBKpFDndZwjKOpVdwo1L/4oUEZH4IiMjcfjwYQDA9OnTBQlSD8ybNw9+fn4AgGXLlqGsrKxWx5g4cSJWrlxZIUFK2yuvvIKAgAAAwOHDh5GRkVGrYxARkWm5eflf9EoUTt12FV7oNq7xj25vqizkMrwa1g4/KYfhZcVcTOnrjdXPBYgdFhERETUCao4lZXKYJEVEJketUiF32xuQS1SashK1GZqPW1rFXo2PqssEwXqn4gtITb4pUjREREREhpGw/RNYSh4mNZSpZfAYs0i8gETUbeg0pMFJUJZ26HuRoiES37Zt2zTL06ZN01lHKpXiueeeAwBkZWVpkqr0LTQ0FACgUqlw8ya/lxERNVYqpRIlW+doRncHAIVaivNtpkMu53SpxmxE1xZ4zF2Fd/3VeP3R9nCwMhM7JCIiIjIxah3DRnEkKdPDJCkiMjkXj2xB15KzgrKz7s+gdTs/kSISR+fQ8chXW2nWpRI1bhz6VcSIiIiIiPTrXmIcAtK3C8qiXUfApY2vSBGJy9zCEvHuTwjKuqTvQX5ulkgREYnr6NGjAO5PydKrV+XTGw0cOFCzfOzYMYPEUlLycEpQqZS324iIGqszW5fDVxEjKNtrPRyWzp4iRUQ1JZVI8LiHCo4WYkdCREREporT7TUOvGtDRCZFqVDA7uhHgrJUNEP3pz4UKSLxWFrbIsYpVFDmcnOHKLEQERERGcLt7R/BXKLQrJeq5fAcu1DEiMTnNfQlKNUSzbqNpBiX96wRMSIi8cTE3H9I7e3tDblcXmk9X9+HiZUP9tG3I0eOAADkcjm8vb2rrBsREYFu3brBxsYG1tbWaNu2LSZOnIht27bpfCuViIiMQ2ZqMnwuLRGUJUlaosR7tEgREREREVFD0vWVndPtmZ7K7yARERmhqL+/R5AqQVB2q/trCLJ1ECkicVn2fAo4uFuz7q2MR9L1S3D37iJiVERERET1l5oQA//0ncDDfCCcaz4Gwa3bixeUEWjp4Y1zNiHwLzyhKXO5uh5q1TxIOHoNNSHFxcVIT08HALi7u1dZ18nJCTY2NigoKMDt27f1Hkt4eDiio6MBAEOHDoW9vX2V9ctPx3fr1i3cunULf/zxB/r27YtNmzahdevWtY4jKSmpyu13797VLBcVFaGoqKjGbatUKk0Cl0qlqrBN1zIZH1M/V2q1GiqVqla/u6aquLhY5zKJK279awhGgaDsTvAHkJXcn2aP58q4Ger/VVO4JhEREdF9HEmqcWCSFBGZjKKCPHhd+FpQdlPqhV4jXxIpIvF16jMcGQcd4IwcTdntE5uYJEVEREQmL2nHJ2guefgAt1htBq8x74sYkfGQBc0ADj9MkmqvvInYqIPwDXxUxKiIGlZeXp5m2dbWttr6D5Kk8vPz9RpHZmYmXn75ZQCATCbDxx9/XGldc3NzjBo1CkOGDEGXLl3g4OCA7OxsnDx5Ej/88ANu376N48ePY/DgwTh58iQcHGr3MpCHh0eN60ZERMDFxaXG9Z2dnWFlZQWJRILc3NxK6+n750uGY2rnSqFQaJL7YmNjxQ6nQUVERIgdAgEoTrmGiTl7BWVHZb2RWfLwbxDPlenQ57l6kLRNRERERKaBr5kSkck4/+diNEemoCyv//uQVTGtQmMnk8tx3TlUUOacuEecYIiIiIj0JD3pOrqm7xaUnWn+JFq09hInICPTpf8YJEtaCMryjv0oUjRE4tAeAcLc3Lza+hYWFgD0O9qDUqnE5MmTkZBwf7Tj9957D/7+/pXWP336NLZv346XX34ZAwcORI8ePRAaGooFCxbg8uXLGDJkCID7UwJ++GHTm1KeiMhYqVQqdL+zXlCWr7bEvfZPiRQREREREYlBrWPYKI4kZXqabmYBEZmUzNRkdL3xs2C6lUsWPdB14BPiBWUkrLuPBQ5u16x3VFzD3YSraOXpI2JURERERHUXv+NzBEuUmvVitRnaj3lXxIiMi1Qmw+22E9H6xjeasi7Zh5GbnQF7R2cRIyNqOJaWlprl0tLSauuXlJQAAKysrPQWw0svvYQ9e+6/pDJ8+HC8/37Vo905OjpWus3Ozg5//PEH2rdvj4yMDKxatQqfffZZjRLAHqhuKsG7d+8iKCgIADBgwIBqpynUlpiYCKVSCblcXmE6QZVKpRmVyNbWFlJO/Wm0TPlcpaWlwcrKCra2tujVq5fY4RhccXGxZqSbAQMGCK551PDOh/8IXwinSr3g/RJGjJ3Ic2VCDHWuqpvuloiIiBoPndPt6SwlY8YkKSIyCXGbP0CwRPjGr+WwTyExoRt6huLbexhyDtrAAQWasoRjm9DK8wMRoyIiIiKqm/SUJHRL2SZIjj/rMgp9WrcRLSZj1GHoLJR9vwJm/59MZiUpRfQ/axE8fp7IkRE1DDs7O81yTaYNKyi4/32pJlPz1cSCBQuwatUqAEC/fv2wefNmyGSyerXp4OCASZMmYcWKFSgoKMCZM2fQp0+fGu9fm6QnKyurWiWMSaVSqFQqzXJV9Uwp8aYpM8VzJZFIIJVK9ZrsaAosLS2b3Gc2JgV52ehw6WtBWYLUHUET34aZuYWgnOfKdOjzXPGcExERNSE68qE4kpTpMa1vwkTUJCVdv4SeqVsFZWfsB8O7e1+RIjIuZuYWuOo4UFDmcGt3JbWJiIiIjNvVbV/ASvJwVJgytQxeI98SMSLj5NzCHZdsQwRlTlc3ihQNUcOztLSEi4sLgOpHcMjKytIkSXl4eNT72J9//jk+++wzAEDPnj2xc+dOvT0g7dSpk2Y5OTlZL20SEVHdRW9cCBdkC8qy+y+qkCBFRERERI2frlGjmCNlepgkRURGL3XbO5o35AGgVC1H6yf/K2JExsei22jBuk9pDNLvJIgUDTW0nJwcrFixAsOGDYOXlxesra3h4OCAjh07YvLkydi0aROUSmWVbSxatAgSiaTCPwsLCzRv3hwdOnTAsGHD8MEHH2iGJq/OrVu3dLZZ1b8xY8bo4SdCRKZEX9cwmUwGJycnODk5QSaT8RpmorIy09Htzh+CsvNOQ+DmxWmEdZH0fFaw3lFxDTevRIoUDVHD8/PzAwBcv34dCoWi0nqxsbEV9qmr77//Hm+//bamrb1798LBwaFebWpT8xVU0oH9JSJx3Ll1FT2T1gvKLlgGonvYeJEiIiIiIiIx6frKzu/xpodJUkRk1GLPHEDP/COCsrOtJqKVJx+UafPtMwp56odvLkslasQf5UgCTcGaNWvQvn17zJ49G7t370ZCQgKKioqQm5uLuLg4/P7775g0aRK6deuGY8eO1br90tJSpKWl4fr169i9ezc+/vhjDBw4EJ06dcLmzZsN8ImIqCnhNYzKu7T9K9hpTbGsUkvgNvxtESMybl0GPIE0OAnKUo78JFI0RA2vX79+AO5PpRcVFVVpvSNHHn6n7Nu37iMSr1u3DrNnzwYAtGvXDvv379eMZqUvV65c0Sy7ubnptW0yTewvEYnn3p9vwkJSpllXqKVwHPOFiBERERERkbZLyTl4dcM5fPT3FeQWl1W/gwEwRcr0yMUOgIioMmqVCuq97wvKcmADvwkfihSR8bKwtMZFh74IyN2vKbO+sRsAp6ZpzN58800sWbIEACCXyzFp0iSMGjUKnp6eKC0txdWrV7FhwwYcOHAAV65cwaOPPor//e9/GDduXJXt/vzzzwgMDARwPwM+JycHaWlpiIyMxM6dO3Hx4kXExMRgwoQJeP7557F69WpIpVXnXY8ePRqffPJJtZ/J3t6+hp+eiEydoa5h3333Hfr37w+pVMprmIkpLMhF54T/Ccqi7QegR4ce4gRkAuRm5rjuNhKud37TlHVMCUdpSTHMLSxFjIyoYYwZMwaLFy8GAPzyyy8IDg6uUEelUuG33+7/H3F0dERYWFidjrVlyxZMmzYNarUa7u7uOHDggN6TmHJycrBp0yYAgLW1NQICAvTaPpke9peIxHPl5O4KL26eaf4kevv2FCkiIiIiItJWXKbExB9PoqD0/qi6GQUlWD7J36DH5EhSjQOTpIjIaJ3f/zv8yy4LymI6zELvZq4iRWTcpJ1GAqceJkn5FEcjLycTdg7NRIyKDGXFihWam+UeHh74+++/0b17d0Gdfv36Yfr06di0aROee+45lJSUYPLkyfD29kaPHj0qbbtt27bo0qVLhfKxY8fi008/xd9//43nn38e6enp+Pnnn+Hs7Iwvvqj6TUpHR0edbRJR02TIa5inpye6dOlS4UEer2HG78L27xCCXEGZ01COIlUd97AZwPqHSVLNkItzhzfBf+gUEaMiahhBQUHo378/jh49ip9++glTpkxBSEiIoM5XX32FmJgYAMCcOXNgZmYm2L527VpMmzYNALBw4UIsWrSownH27duHp556CkqlEs2bN8f+/fvh5eVVq1j37NmDgQMHwsrKSuf2vLw8TJgwARkZGQCA6dOnw8LColbHoMaF/SUi8SgVCpjvf1dQlg1b+E36r0gREREREVF5O87f0SRIAcD283cMnySlY9wo5kiZHk63R0RGSVFaAudTnwrK7kiaw//JN0WKyPh17DMapeqHua/mEiXiTmwXMSIylISEBLzxxhsAAFtbWxw8eLDCzXJtEydOxK+//grg/lQKzz77bL0y20eOHIkTJ05o3gD+8ssvce7cuTq3R0RNC69hpEtZaTHaXhNOE3fRKhCeXfqIFJHp8OjQHTFmnYWFFzaJEwyRCJYvXw4rKysoFAoMGTIEixcvxqlTp3Do0CHMmjUL8+fPBwB07NgR8+bNq3X7p06dwtixY1FaWgozMzN8/fXXKCsrw6VLlyr9l52dXaGdzz77DO7u7pg5cyZ+/fVXHDt2DOfPn8fhw4exePFidO7cGfv27QMA+Pj46EzWoqaD/SUicUX9/T28lfGCsqu+s+Hg3EKkiIiIiIiovLT8kgY/ps6RpBo8CqovJkkRkVGK2vYN2qiSBWV3er0JC0trkSIyfrb2Toi1Et40VcbuESkaMqRly5ahuLgYwP233b29vavdZ9KkSRg+fDgA4NKlS9i5c2e9YujQoYNmahPg/kMfIqKa4DWMdInevRotkS4ok4e+IVI0pifPd7xgvXPBKWSn3xMpGqKG5e/vj02bNsHe3h75+fl45513EBISgkGDBmHVqlUA7idIhYeHw87Ortbt79mzB4WFhQCAsrIyTJ48GV27dq3y37Zt23S2lZmZiTVr1mDq1Kno378//P39ERYWhnfeeQe3b98GAAwYMAAHDhxAs2YcEbgpY3+JSDzFhfnwuvC1oCxB6oGeT7wuUkREREREpIuFvGKqi6GnvtPVOkeSMj1MkiIio5OfmwXvK98KyuJk3uj5+HSRIjIdhZ6PCta9c05AqVCIFA0Zglqtxm+/3Z9Sx8rKCjNnzqzxvq+++qpm+Zdffql3LFOnToWjoyMAYOfOnSgrK6t3m0TUuPEaRrqoVUo0v/CDoOyKWWf4BT8mUkSmx2fQsyhRP5xCzFyixNWDv1WxB1HjMnLkSERHR+O1115Dx44dYW1tDUdHRwQEBODzzz/HuXPnapRkYkhLlizBZ599htGjR8PX1xcuLi6Qy+Wwt7eHr68vpkyZgj179uDw4cNo3bq1qLGSuNhfIhLX+a1foTkyBWU5/RfBzJxToBIREREZE11JUiUKVYPHYejELNI/JkkRkdG5tPkTOCNHUFYyaBGkMpk4AZmQNr2fEKw7IRdx5w6LEwwZxOXLl5GZef9m3YABA+Dg4FDjfR955BFYW98fje3YsWP1jsXa2hp9+tyfBqmwsBBnz56td5tE1LjxGka6XDz0BzzKjSBaHDxHpGhMk4OTCy7bCacmdLi2RaRoiMTh6emJpUuX4urVqygoKEBWVhYiIyMxf/58zd8PXaZOnQq1Wg21Wq1zirtFixZpttf039SpUyu0ExAQgLfeegvbtm1DTEwM0tLSUFZWhpycHMTExGDt2rUYOnQoJBKJHn8qZIrYXyIST15OJnziVgvKLln0QLewcSJFRERERESVsZBXfG5cXKY06DE53V7jIBc7ACIibel3EtAtcR2gdV/4glUwuvcdKV5QJsStrS9uSdvAS5WoKcs6twMIfLSKvRqISgUUZVZfr6GoVJAU5t1flpUCUj3nDVs103+bAC5cuKBZ7tmzZ632lclk6N69O06ePIm0tDTcuXMHbm5u9YqnZ8+e2LVrFwDg2rVrCA4O1lkvOzsbly5dqra9tm3bwsbGpl4xERmEWgUUGNE1rCEY4DrGaxjpYvbvd4L1eKkXeoSNr6Q2VUbafRJw/Ihm3VcRg+Qbl9G6XWcRoyKiJkWtAgrSDfI9yGixv6TB/hI1Bpf+/BQhyBOUmQ1eKFI0RERERFQVcx0jSRWXGXokqYopURxIyvQwSYqIjEr8n+8hWFKiWVeqJbAf+V8RIzI9d1uGwuvOw+lVWt47UkXtBlSUCXzZXuwoNKQAav4+bh28GQ/YuOi92fT0dM1yy5Yta71/ixYtNMsZGRn1vmHu7OysWc7Kyqq03vbt27F9+/Zq2zt06BBCQ0PrFRORQRRmAl91EDuKhmWA6xivYVRe/PkIdCkVPlBN6zoL7WVN6AG7nnQa8ASyjs+Hk9aDvcTDa9G63ZciRkVETYmkKAvSVbVL6jF57C9psL9Epi4zNbnCi5vnrPvCP2CQeEERERERUaV0TbcnzkhSzJIyNbzzTERGIyH2LAIy/haURTUbhradAkWKyDQ5dReOutVWdQt3E66KFA3pW17ewwefdXn7Vnuf3Nzcesdja2urWdaOjYhIF17DqLziY8JRpFLRDP7DnhcpGtNmbmGJay6DBWUet3dArTL0G3RERKRP7C8RiePaXx/BRlKsWVepJXAc8aGIERERERFRVWTSitPVFxk6SarGhWTMmCRFREYja8c7kEke/iUpUpvDaxxHkaqtDr0GIQt2grLEU9vECYb0zs7u4bnNz8+v9f7a+9jb29c7Hu2b5FW1N2XKFKjV6mr/8Y1iosaN1zDSVpiTCv/8o4KyG97PwcLCUqSITJ9j72cF6+7qe7h29rA4wRARUZ2wv0TU8O7dvg7/e38JyqIcB/PFTSIiIiIjpis3yfAjSemYbs+gRyRDYJIUERmFKyd2oUfhSUHZeY9n0Lx1W5EiMl0yuRzx9r0FZeYJh8UJhvROe6qDe/fu1Xr/lJQUnW3VlfZUEM2aNat3e0TUuPEaRtqckvYJEuTzYYXOI14VMSLT17FnKG5LhNMqZZ3eKFI0RERUF+wvETW8xC0fwEJSplkvVcvQeszHIkZERERERNXRlbBUXNbwI6rrmoKPjJtc7ACIiNQqFeQHFwrKMmGPLuPfFymiRsD7EeDsP5rVjgVnUVpSDHMxR2awaga8GS/e8ctRqVSaN2Lt7Owgleo5b9jKMDePu3fvrlk+d+5crfZVKpWIjo4GALi6usLNza2aPaqnHYOPj0+92yMyWtbGdQ1rEAa4jvEaRg+UFeVjcMkRQGtU7CutxiLIsf4Pc5syiVSK5NaPwyPpJ01Z+9R9UCoUkMn59Z+IDEtt5QTVvDj9f7cyZuwvEZm8xGvn0Stzl6Bfes51NILb+ooXFBERERFVS6UjOcngI0npLGOWlKnhXVIiEt3ZPT+jl+KaoCzO72UEO/ANxbpqGzwSOPu2Zt1GUozLUQfRuc8w8YKSSgEbF/GOX55KBbXS/P6yjf39+ExAly5d0KxZM2RmZiIiIgI5OTlwcHCo0b779+9HYWEhAKBfv371jqWwsBAnTpwAANjY2KBHjx71bpPIaEmM7BpmongNowfMbx+CtaREs16mlqHtiDdEjKjxaNV3MrDpYZKUK7Jw+fQ+cfuBRNQ0POgvmch3K2PF/hJRw0rf8QHaaI1uWqi2QPtxH4oYERERERHVhErnSFKGnm6vZmVk3HjXgohEVVpchFaRXwjKbkvc0HPsayJF1Dg4t3DHdVl7QVnupd0iRUP6JJFI8OyzzwIAioqKsHr16hrv++2332qWp06dWu9YfvnlF+Tk5AAARo4cCTlHqCCiavAaRgBQVlKEPvn7BGUXHMLg2rp9JXtQbXj69cINqZegLD9qkzjBEBFRrbG/RNRwbl7+Fz3zjwjKLrSeBJeWbUSKiIiIiIhqStdIUmW6CvVI90hSZGqYJEVEojq75Su4qVMEZem934aZuYVIETUeaS2Eb426phwXKRLStzlz5sDC4v7/kQ8//BDXr1+vdp+NGzciPDwcANCpUyeMGDGiXjHExcVhwYIFmvW33367itpERA/xGkbXDv4KF0mOoMx+EBPk9SnFc7hgvWPGQZSVllRSm4iIjA37S0QNI3P3p4L1XNig07j3RYqGiIiIiGpDrWMIJ11lpn5M0j8mSRGRaHKy0uFzbaWgLNasE3oMflakiBoX+y6PCda9lfFIv3dbpGhIn9q2bYsvvrg/Alt+fj4eeeQRXLhwodL6f/zxB6ZMmQIAMDc3x7p16yCtxxQYO3fuRJ8+fZCXlwcAWLBgAbp3717n9oioaeE1rIlTqdDi8k+ComjzHujYo/5TAtFDbfoL+9NOyEXM8b9FioaIiGqL/SUiw0uIiYJ/nnAUqcttnoFDM1eRIiIiIiKi2jCW3CQjCYNqgWMkE5FoYjZ/iN7IExYO/giSetzIo4c69BqEgr2WsJEUa8pund4Jl1EvihgV6curr76KGzduYPny5UhMTERAQACeeuopjBo1Cp6enigrK0NsbCx+//13HDhwAMD9m+W//fYbevbsWWXbN2/ehIuLC4D7GfC5ublIS0tDZGQk/v77b1y8eFFTd+bMmfjvf/9bbbzZ2dm4dOlStfVkMhn8/PyqrUdEps2Q17CEhARcunQJUqmU1zAjFH9yG9orhUnbxQEvixRN49W6nR+uyn3go7iqKSs5vxkIGydiVEREVBvsLxEZVtruT+EpefhIK09thU5j54sYERERERHVhkrnqE4iBMIsKZPDJCkiEkVKYhz8kzcAkodlZ236o2fQYPGCamTMLSxx2aYn/AtPPCy8fgAAk6Qai2XLlsHX1xfvvvsuMjMzsW7dOqxbt05nXV9fX6xcuRIDBw6stt3nn3++2jqdOnXCxx9/jCeeeKJGsW7fvh3bt2+vtp6DgwOys7Nr1CYRmTZDXcNmz55dbR1ew8RTevx7wXq8pA16DnpSpGgat6x2I4FrD5OkfHIiUFpSDHMLSxGjIiKi2mB/icgwbsddgH/OAcF9ycseT6O3k4t4QRERERFRrah0JCepDZyxpCsJy9DHJP1jkhQRiSLxr/fQQlKmWVeopXAdU/2biVQ7pZ6hQMzDJKm2uaehUiohlcnEC4r06oUXXsCkSZPwv//9D+Hh4bh8+TLS0tIgl8vRokULBAYGYvTo0Rg3bhzk8tr/2TczM4O9vT0cHBzg4+ODgIAADBkyBP36cVokIqo/XsOalrQb5+FXGCkou9X+WbSXs19iCO0GPgNcW6JZt0chok+Go1sok9KIiEwJ+0tE+ndv56fw0BpFqkBtCb+xb4kYERER0UPXU/OQmluCoLbNIJdx5hWiyogxkpSuhChjmfaPao5JUkTU4OIvnkKv7L2Ct7WiXMcguEN38YJqpNwDRwAxn2rWnZGDGzFn0K5LsIhRkb45Ojpi9uzZNXobuDKLFi3CokWL9BcUAC8vL6jZOySiaujrGvbBBx8gNzcXAGBvbw9pPafv5TVM/5L3LIOr1nqm2g6dhkwRLZ7Grnnrtrgq94WPIlZTVhy9FWCSFBGRyWF/iUh/km9chn/2PsF9yejWExDi3EK8oIiIiP7ftnPJmLf5ApQqNfzbOOKvF/pAKpVUvyNRE6Tru4jBk6R0jSRlIl+J7mQXQalSw6OZtdihiI5JUkTU4ArD34G03Nta3uM/FjGixqt1u864I2kBN3WKpiz1wl4mSREREVGDKspJh09quKAswnIQhtrZixRR05Dl9Rhw/WGSlHfmESgVCsjqMNIIERERUWOQ/Pd/0Vqi0qwXqi3gM+ZtESMiIiJ66JPwGCj/fw6xc4nZ2Hv5Hh7v2krkqIiMk+7p9gxLV0KUrhGtjEFxmRKf7orBvzcycTO9AKXK+33gVwZ5Y94QH5GjExfH6COiBnUxYgu6FkcJyqK9psK5hbtIETV+SY6BgnWrpGMiRUJERERN1dVd38IKpZr1MrUMee6DRIyoaWjT9ynBejPkIvbfvSJFQ0RERCSuO7euwj9zj6AsutU4NGveWqSIiIiIhNLzSwTrf0ffESkSIuOne7q9hk9YMs4UKeDPqCT8djIBV1PyNAlSAPDtwevIKSwTMTLxMUmKiBqMSqmE9ZGPBGVpcEL38e+IFFHTIPUOFax7F15AWWmJ7spEREREeqZWlKL1tf8Jyo7KgmFv7yRSRE2HW1tfXJe1F5Tln/tLpGiIiIiIxHX7709hJlFq1ovVZvAes0DEiIiIiKqWU9S0ExmIqqJz6jtDH1PHEYx0ICm8t+1Spdti7uU2YCTGh0lSRNRgzu5cifbKm4Kym13nwtrWQaSImgavXo8J1m0kxYi/cFSkaIiIiKipuXp4A1zV6YKy2y2GiBRN05PmPliw3jb9EFRKZSW1iYiIiBqnlKR4+Kf/LSg732IsXFp6iBQRERFR9XKLFGKHQGS0dI4aZeCEJd0JUUaaJVUFqUQidgiiYpIUETWI4sJ8eJz7SlB2S9oGPUe9JFJETYdLSw/clHoKyrIu/SNSNERERNTUyCNXCtYvS31g36KdSNE0PW4hEwXrzZGJa2cPiRQNERERkThu7vgc5lqjSJWozdB+zLsiRkRERFS93GKOJEVUGZUIuUm6DlnZSFIqlRrr/03AxzuvIOaucY3cJG3aOVJMkiKihnFu86dogQxBWU6/dyE3MxcpoqYlxSVYsG5/94RIkRAREVFTknz5GLxLrgjKUv2mNvkv4g3J07cnEqTCERKyz/wpUjREREREDS8nIwXdUrYJys67joSrm5co8RAREdVUbhObbm/7+WSMX3kCb/0ZzQQxqpZKR3aSrunw9KoWg1etjIjHu1sv4adjNzF6xXGk5ZUYNLTakHAkKSIiw8pISULXGz8Lyi5Z9EC30AkiRdT0WHYcJFjvUHIFxYV5IkVDRERETUXG/mWC9XtwRrdHnhInmCbsjptwyr02qQegVqlEioaIiIioYV35+2tYSx4+lFKopfAY8baIEREREdVMThNKkrqZXoA5G88j8lYWNp25jWX/xIkdEhk5XSNJVTaqkyFVdswv9lzVLJcqVFhx6HoDRVS93/9NFDsEUTFJiogM7vof78FWUqRZV6klsBz2KSRSXoIaSruAIVCqH2YFm0sUiDtzUMSIiIiIqLHLTU2EX6awvxHjMRHWVpYiRdR0NQ8aL1h3U6ci/iJHFiUiIqLGr7gwHz631gvKztuHwc3LR6SIiIxLbm4uNm7ciHnz5mHgwIHw9vaGg4MDzM3N0bx5c4SGhuKLL75ARkZG9Y0B2LNnD5544gm4u7vDwsIC7u7ueOKJJ7Bnz54ax1RYWIgvv/wSQUFBaNasGWxtbeHn54c33ngDiYlN+6EuNT1iTCcmliX7rgrWfz5+U6RIyFSodY4kZeBj6jhCTUevumJEU+79dTZJ7BBExQwFIjKohNhz6JW+XVAW5TgE3t37ihRR02Tv6IzrZh0FZfmx+0WKhoiIiJqC+F3LYSZRataL1ObwGf6KiBE1Xe269EaypIWgLO30ZpGiISIiImo4F3b+gGYQPpByfHSeSNEQGZ/Tp0/jqaeewtKlSxEREYH4+Hjk5uairKwMaWlpOHLkCN566y34+vpi7969lbajVqsxa9YsPP7449i6dSuSk5NRWlqK5ORkbN26FY8//jhmzZql84G2tvj4ePTs2RPz589HZGQksrKyUFBQgNjYWHz11Vfo1q0bdu3ape8fAxEZgbRc45mKjEyDzun2DD3bXn1Gr2pCSY/GjklSRGRQWTsWQC55OJVHsdoMHuM+FTGipiuzRYhg3Tn1lEiREBERUWOnLClE21ubBGVnHIbCraWbSBE1bRKpFLdbPCooc7vLhHkiIiJq3JQKBVrHrBGURVv24subROV4eHjgueeew/Lly7FlyxacPHkSx48fx6ZNmzB+/HjIZDKkp6dj1KhRiI6O1tnGe++9h1WrVgEA/P39sWHDBpw+fRobNmyAv78/AGDVqlV4//33K40jPz8fI0aMwNWr90eTmTlzJg4cOIATJ07gv//9L2xtbZGTk4Px48dXGgcRETUdOqfbM3Amkq7WmftkeuRiB0BEjdfl4zvRo/CkoOyc+2SEeHiLFFHTZuszCEheq1lvV3YdBblZsLF3Ei8oIiIiapSu7PsJXZEnKHMaxFGkxOQY8CSw8+FUM56qJCTERMHTr5eIUREREREZzvl969BLfU9QJu07R6RoiIxTWFhYlVPYTZgwAdu2bcPYsWNRWlqKDz/8EH/99ZegzvXr1/HFF18AAAICAhAREQErKysAQGBgIEaNGoWBAwfizJkz+PzzzzFt2jS0b9++wrGWLFmC2NhYAMAXX3yBN998U7MtJCQEYWFhGDBgAAoLCzF37lwcPHiwQhtERNR0iDOSlK5jMk3K1HAkKSIyCJVSCYuDHwjKMuCArhMXiRMQoX3PUJSpZZp1uUSFG2f180VSKr3/50SpVLIzQA1KrVZDqbw/ldOD30Oi2uI1jMSkfR2TyWTV1DYRajUcLgjf2D9r1hOduweJFBABQEf/UKSimaDszqk/xAmGiEzOg79R7C+RGBplf4kMTq1SwT7qO0HZdVl7dO47UqSIiIxTTa6rY8aMga+vLwAgIiKiwvavv/4aCoUCAPDtt99qEqQesLa2xrfffgsAUCgUWLZsWYU2ysrKsHz5cgCAn58f5s2rOC1mSEgIpk+fDgA4dOgQoqKiqo2diEzDqRsZOH0rU+wwyMTonPrO0Mc0cPsNqSl/t+fTRCIyiLPhq+CtjBeUXe/0Cmw5apForG0dEG/WUVBWEHdEL22bm5sDuP8HtaSE80ZTwykpKdF05B78HhLVFq9hJKbCwsJGdx27GbkbbRS3BGUlvWZCIpGIExABAKQyGW66DhKUNU/aK1I0RGRqtPtLhYWFIkdDTU1j7C+R4V0+GY4OyuuCspxeL0PCF6yI6sTGxgYAUFxcLChXq9XYvn07AMDX1xe9e/fWuX/v3r3h4+MDANi2bVuFB7OHDx9GdnY2AGDKlCmVvgw5depUzfKWLVtq/TmIyPhEJ2XjqdWnxA6DTJDOJB8REn9MNdfIVOPWB34jICK9Ky7Mh/vZJYKyBKk7eo3lcNZiy2oeKFh3TI3US7sPviQDQG5url7aJKoJ7d837d9DotrgNYzEolarkZn58C05e3t7EaPRn8KIbwXrCXBDr0cmiBQNabP1f1Kw3l55E8k3LosUDRGZEu2/UZmZmU36jVNqWI21v0SGpzq6TLCeLGmB7oOfFScYIhMXExOD8+fPA4BmRKkHbt68ieTkZADAwIEDq2znwfakpCTcunVLsO3o0aMV6ukSEBCguY9z7NixGsVPRMbtg+2Xm3SyBtWdSoyRpHQe0zR/gXVF/e+NDOyLScWFDAmiMyW4nVXU4HE1BCZJEZHend/8KVoiXVCW1fd9yM34tp/YbDoIv2C2K72KooK8erdra2urWc7IyEBGRoZmKHwiQ1AqlZrftQe0fw+JaoPXMGpoarUaBQUFSEpKQn5+PgBAIpE0iutYRmIM/PJOCsputn8G5mZykSIibb5BQ5AJ4cPl26f49jURVc/W1lYzImB+fj6SkpJQUFDAZCkymMbcXyLDi794Ct2KzwjKknyn894kUS0UFhYiLi4OS5cuRVhYmOY+yZw5whehY2JiNMvlE6jK096uvV9t2pHL5Wjfvr3ONojINJ2/nS12CGSiVDq+jxr6K6qu5mt6TGNLptL18/t6/zXM+eMSfr4mw09XZThyLV3HnqaPd6qJSK8yU5LQ5cbPgNZsKpfNu6N7GEcPMAbtej0CxWEp5BIVAMBcosSlc4fQpd+oerVrbm4OV1dXpKWlAQBSU1ORmpoKmUxm1FPrKBQKANDETcZL+1yp1eoKCSyurq6cdoHqrKpr2IPfNV4nTIOpXNeVSqXgobJEIkHr1q0rnU7AlCTu/hrOkoefLVdtja7DXxAxItImk8tx3bEfgrJ3acpsE/YDeF+8oIjIJEilUrRu3RrJyclQq9XIz89Hfn4+JBIJpFIp+0wmhP0lagqy/vlSsJ4Je3Qf+bJI0RCZjrVr12LatGmVbn/jjTcwefJkQdnt27c1y+7u7lW27+HhoXM/7XUbGxs4OjpW2050dDTS0tJQUlICCwuLKutrS0pKqnL73bt3NctFRUUoKtLPCBra0xSWn7KQjIsxnit9/R6aoqo+uzGeK6qcIc5XaWmZjrJSvf6fuZtTjPWnk+BobYbngj2QXVBSoU5JDY+pUqmM6v9zYVERzGXC71dKpUqwrlAo9BKzMX1ugElSRKRncZvfR7Dk4YVOpZbAYvhiSHgTyyjY2jvhmpk3Oiquacryrh4B6pkkBQDOzs4oLS1FTk6OpsyYR2JRq9WaP8pWVlZGnczV1FV3rhwcHODs7CxGaNSI6LqGaX8B4HXC+Jnqdf3BAz87OzuxQ6m3kvwsdLy7XVB2zmUkBjbjNdqYmHUaDpx4mCTlU3wROVnpcHByETEqIjIFdnZ2gkQp4P7fX/aZTAf7S9QUpCbfRPecQ4IXOK96Po0Qa45CRlRXPXr0wMqVKxEcHFxhW17ew1kKqhvt78E0eQA0owSWb6cmIwaWb6c2SVLaiVrViYiIgIuL/r8nRURE6L1NMgxxzlXFR/f79u0TIY6GVHm6Qk0/O/9fmRZ9na/riVKUnzgtNjYW+3L0M9KgUg18GCVDTtn9juVvx64jrbjid6hLFy/BOuWijhaEv9tZWdkN/P+56lSgf/7ZD7Nyj+8zM2XQ7kjHx1/HvoK4ekeSnm5cI1IxSYqI9Cbh6nn0StsmuAkR5TgEgd37ihYTVZTpEgjce5gkZZ/yr17alUgkcHNzQ7NmzZCdnY3CwkKjTpLSzti2tbXl26hGTNe5kslksLa2hqOjIywtLUWOkBoDXdewsrIyXidMiCld12UyGczNzWFvb2/0sdZGzO4f0AMP3wRTqiVoPXROFXuQGHz6jETJ8bmwkNx/285MokTcia0IGD5T5MiIyBTY2dmhY8eOyM/PR25uLkpLS9lnMiHsL1FTEB/+NUIkD+9HFanN4TfyNREjIjIdY8aMQUBAAID7Iz7Ex8fjjz/+wNatWzF58mQsW7YMI0aMEOyjPRpIdaO8ayczlR9R4kE7NRkpvqp2iIio6dA59Z0e24/OkGgSpADoTJDS9zEbUk2mCTSN12pqj0lSRKQ32dvegqfk4TB8xWozeIz7VMSISBfLDgOAe+s1694lsSguKoCllU0Ve9WifUtLtGzZUi9tGVJRURFiY2MBAL169YKVlZXIEVFleK6oIWlfw/i7Z1p4vsSlVirQMmatoOyMVR8Ed+wsTkBUKWtbB1yw6oHuxZEPC2N3A0ySIqIakkqlsLe3h729PQD+DTYlPFfU2BUV5MHvzl+CsmiXxxHsYvz3qYiMgaOjo2Cqu8DAQEyaNAnr1q3DlClTMHr0aPz000+YOnWqpo72y4ulpaVVtl9S8nCKovJ/gx60U10b1bVTnfLT/JV39+5dBAUFAQAGDBhQ7RSCNVVcXKwZOWXAgAF86dOIiX6uTh6sUDRkyJCGjaGh6fjMD1T12UU/V1Qrhjhfl/bHA8kJgjIfH18M6V3zUQOrknDsFhB3o9p6nTt3xhB/t4obyv1uOzk5YsiQXnqJrUaq+L8FAIMeeQTW5jJB2a9JUUDew9k2OnTogCEhXvUOpbrpbhsak6SISC8uHtmC7kWnBGXn3CcjxMNbpIioMm17PgpVhARSyf0UYQtJGa6cj0CnkMdFjoyIiIhMVdzRP9FRlSIok4a8JFI0VJ3idkOBKw+TpDrmnUJZaQnMzGs+TQURERGRsYne9SOCIZzCq+XgueIEQ9SIPPvss9i5cyf++OMPzJ49G6NHj4aTkxMACKZCLT+FXnkFBQWa5fLT6j1op7o2qmunOrVJerKysjJIQrGlpSUTlU2EsZwrY4hBLDX97MZyrqhm9HW+ZPKKqS5yMzO9/S7IzcxqVM/MzLxGx5RKpUb1e2ppaQkrC+HPUFJuBF9zPf08jelzA+UnaSQiqgNFaQnsjnwgKMuAA7pMWChSRFQVBycX3JC3E5TlxB4WJxgiIiJqFNSnvhesX5O0Q89+w0SKhqrj1ecJwbo9CnA1cp9I0RARERHVn0qpRMuYXwRl0ZaB8PTtKVJERI3L6NGjAdxPUNq9e7emXDvpqLpRIrRHcfLwEI7y8aCdgoICZGdn16gdV1dXwdR7RETUtKh1zBenq6zu7desnqqGFfUYml7oirv8z0/SSOfbY5IUEdVb1Jav4KUSDlMb3/V12Dk0Eykiqk66s3A4R5uUKJEiISIiIlN379oZ+BRfEJb5TYNMxq+bxqqFe3tcl7UXlOVH7xQpGiIiIqL6uxSxFZ4qYYKGhCObEumNq6urZjkh4eHURp06ddIsP5jStTLa2/38/ATbatqOQqFAfHy8zjaIiKhpqWlykqFFxKWJHUKd6PrpGcdP1PB415qI6iU7/R58Y78TlF2XtUev0bNFiohqwrxtH8F626JLUCoUIkVDREREpuzevq8F6xlqB/gPe16kaKim0twGCdbdUw9DrVKJFA0RERFRPf37g2D1ltQDXfqPEScWokYoOTlZs6w9xV3btm3h5uYGADhy5EiVbURERAAAWrduDS8vL8G2fv36aZarauf/2Lvv8Cjq/A/g791NLyRA6IQakN4JRDoKqIjKeaAe1kOPs2PjlDvLnd1DBO9nOUTFDsIhliBSpBMktISSAIF0QkhIz2b7/P6I2WSysy2Zzexu3q/n8XHnu7Mzn53ZDcnuez7fw4cPW6fbmzBhgmvFExGRX7JIJHqUyE1tPnEJ+WU1Lb/jZhIkPgZsfPzUftpKiiEpImqWM2ufQxSqRWOGGa9JzgNL3qPHcPGXYpGqGmSlHVaoGiIiIvJVVaWXMLD4F9HYia63IrLBh+bknTqMuUW03F24hJyzxxWphYiIiKg5stOOYJhO/LnW5UF/hkrNrz+I5LJ+/Xrr7aFDh1pvq1Qq61R86enpOHjwoOTjDx48aO0QdfPNN0PV6EvXqVOnIioqCgDw2Wef2Z0uac2aNdbbc+fOdf+JEBGR35CcLk6hXkjv7cxo9jYEQcBbW9Ix6IUtuG7FHmRcrnL6mLxSLf6z4xy+P57v9lSDUseq8YifZqQYkiKipss8nYwxRd+Jxo5ETsOg8dcpVBG5KqZrT+SpOovGik/vUqYYIiIi8llnE/+DYBitywZBg77XP6ZgReSqvkOvxmWIp8cuOPSdnbWJiIiIvNelbStEy6WIxLAb/qJMMUQ+Zs2aNdDpdA7Xeeedd7B582YAQK9evURdnwBg8eLFCPj9oulHH30UNTXibho1NTV49NFHAQABAQFYvHixzT6CgoLw2GO1f0umpaVh2bJlNuskJSXh448/BgBMmTIFY8eOdeEZEhGRv5LKBMnZScqd0FFuibbZ+0srqMT7u85DazAj/VIl3t1xzuH6VXoTZr+7D29vO4vH1x7HB7vPu7U/6U5c4kE/zUgxJEVETSNYLKj+/hloVPU/LHVCILrN+7eCVZE7CtqMEC0H5P2mTCFERETkkyxGA2LPfy0aOxw5HbE9eitUEblDpVYjs/1k0VhU7naFqiEiIiJqmtKiAgy/8rNoLL3bHxESxs6mRK546aWX0K1bN/zlL3/B559/jv379yMlJQX79u3DBx98gIkTJ+LJJ58EUBtk+uijj6yBqDr9+/fH008/DaB2OrwJEyZg3bp1OHz4MNatW4cJEybg8OHabm/PPPMM+vXrJ1nLM888g/79+wMAlixZgkWLFmHnzp04ePAgXn/9dcycORMmkwmhoaFYsWKFh44IERH5gmq9CWsOZNmMy9lHyp3AVaDGeezG2eaWbzsrWv4h5SJ+TLmI47llkut/kZSN8pr6i1ff2nLGaQ2ieqQ6cTUaatz50V9wPiwiapKUHd9ghP6YaOxYj3uQ0EP6DxzyPkKP8cCJLdbl2MrjECwWtiIn8lM5OTl49913kZiYiJycHAQHByMuLg7z58/HQw89hLCwsCZvu6KiAps3b8aOHTtw5MgRXLhwAVqtFlFRURg8eDBuvPFG3H///YiOjpbvCRGR4tJ+/QKDhRLRWPjkhxWqhpoiZPBsYM8m63J/QxpKLuejXcduyhVFRERE5IYzif/BeJW4s2nc7MXKFUTkg0pKSvDRRx/ho48+srtO9+7d8cknn+Daa6+VvP/VV1/F5cuX8cknn+DYsWO4/fbbbdZZuHAhXnnlFbv7iIyMRGJiIm644QacO3cOq1atwqpVq0TrtGnTBl999RVGjBjh2pMjIiK/lHiiQHJczk5S7tComx8mMpgtNmOPflP7XfyyecPxx9HdRfel2AlPuUqykxRaRycphqSIyG16nRYxB/4lGruMdhh+2wsKVURN0WnwFOBE/XJHlKAg9xy69LxKuaKIyCMSExOxYMEClJeXW8e0Wi2Sk5ORnJyM1atXY/PmzejTp4/b2/75558xd+5c6PV6m/uKi4uxe/du7N69G8uWLcM333yDadOmNeu5EJH3CD4i/rD6lGYgho2dqkwx1CRXJcyGdncwwlS1P8M1KgHnD3yHdrc8onBlRERERM4Z9Dr0yfpGNJYaNR1juvZSpiAiH7Rjxw5s374dO3fuRFpaGgoLC3HlyhWEhISgU6dOGDFiBG688UbMnz/f4QV2arUaH3/8MW699VasWrUKycnJKC4uRkxMDMaOHYtFixbh+uuvd1pPXFwcjh07hvfeew/r169HRkYGDAYDYmNjccMNN+Dxxx9Hz5495TwERETkg5ZsSJUcbxzyaQ53tqSRoeOSRSq19Lun16fYhKSaS+pY2XaSknWXXoMhKSJy29G1/0KCcEk0ljP6WYyJiFKoImqKHv1HoBSRaItK61h+yk6GpIj8TEpKCubPnw+tVouIiAg899xzmDZtGmpqarB27Vp89NFHOHPmDGbPno3k5GRERLg3JcGVK1eg1+uhVqsxY8YMXHfddRg+fDiio6ORl5eHr776CuvWrUNhYSFuvPFG7N+/n1f7EfmBnNTdiDOki8bKh9/vty2Y/VVIaDiOhY/BSO1+65jm3C8AGJIiIiIi75e6/QuMgbizafQ1i5UphshH9e3bF3379sWiRYtk2d4NN9yAG264oVnbCA8Px5IlS7BkyRJZaiIiInKXxSJg49E8l9fXaJr/majZQUhKSnM/hpXqusXp9oiIJBRkn8GIzI9F/fXSAwZi9OwHlCuKmkSlViMrbCjaag9Yx8zZSQD+qlxRRCS7xYsXQ6vVIiAgAFu3bkVCQoL1vunTp6Nfv35YsmQJ0tPTsXz5crzwgntdAQMDA7Fo0SIsXboUPXr0EN03cuRIzJkzBxMmTMBjjz0GrVaLp556Cjt27JDluRGRckp+fRcN3/EFiMGoWXcpVg81nbHfdUBKfUjqqqpD0Ou0CA5p+jSsRERERC0h/PgnouXTgUMwaPhEhaohIiIiIqXJNd3ev346jawrWpfXD5Rhuj1zC88VKLU7i9A6pttTK10AEfmWS98+iVCVwbpsEVQImLMMKjV/nPgifZexouWOpccUqoSIPCE5ORm7du0CACxcuFAUkKrz1FNPYeDAgQCAFStWwGg0urWP2267DR9++KFNQKqhRx99FGPGjAEA7Nq1C1euXHFrH0TkXUovZWNw6U7R2LketyEkOFihiqg5+l79B1iE+o88wlU6nDn4s4IVERERETmXkbIfA42nRWM1I+9XqBoiIqLmE1o4IEFE9q05kOXW+hoZvid3NN2eFHtNnoxmC34+UeB8fy78zPHTRlIMSRGR61J3bsDI6n2iseQOcxHHK7R8VvSAyaLlnuYclJcUKVQNEclt06ZN1tv33Xef5DpqtRp33303AKC0tNQaqpLb1KlTAQAWiwWZmZke2QcRtYzzm1ciUGW2LtcIQRgw+1EFK6LmaN+pO84GDhCN1Zz8SaFqiIiIiFxTsus90fJltMOwa/+kUDVERETNx4xU62MwWWA0W5Quw68oFTYMcKGTlLPa5Ookde+nh/DgV0ed1yM11ni6PVkq8j4MSRGRS/Q6Ldrt+YdorBRtMOBPbylUEcmhz7CJ0AuB1mW1SkB26h4FKyIiOe3duxcAEB4ejtGjR9tdb8qUKdbb+/bts7tec+j1euttNbsPEvkso16LvjnrRWPH2s5Cx05dFKqI5FDWfbpoufuV/RAs/JCOiIiIvFP5lUIMK9kqGjvfcz4Cg9jZlIiIfBczUq3LR3suYOALWzDq5W3YfrpQ6XL8hlJhQ42m+XEitztJSUSYTuSVY3+GazN5SO1PaPyTyE9bSfEbKiJyydG1/0J3QdyaL2PY04hq10GhikgOQcEhyAzqJxqrvnBQoWqISG5paWkAgLi4OAQEBNhdb8CA+g4idY+R2+7duwEAAQEBiIuL88g+iMjzTm5ZjbaoEI21v+YxhaohuXQYdaNouZtQiNyMVIWqISIiInIs7ef3EaKqnyreIGjQ7/qHFayIiIio+TjdXutRrjXi1c1pMFsEVOpMePGHU0qX5DeUehfVdZISBAFbThbgvZ0Zbm/DWScpV35GnLxY7vZ+xfsQL7vQIMsn2f+2jIjodwXZZzAi82NRT70zAQMw+uZHlCuKZFPWbjhQeNq6HH7ZeQtGIvJ+Op0OxcXFAIDu3bs7XLdt27YIDw9HdXU1cnNzZa8lMTERqam1X7bPmjULbdq0cXsbeXl5Du8vKKgP8tbU1KCmpsbtfTSm0+kkb5N34vlqAYKA6NSPRUMpgSPQP26oW+85nivv06XvcBShLTqg1DqWe/A7RHZYbF3mufJunnhfyfFvKRERkdzMJhN6nP9aNJYaNQ1jOvdQqCIiIiJ5MCLVevx6Rtw5Kr+Mf3/LRbFOUr+niT5Pym5y6M1kdly8ySIgsGHHKokAk9mNblQWiYPVeESqW5U/YEiKiJy69O2T6KIyWJctggqaOW9DrdEoWBXJJajXOKDwG+tyL10aLGYzzy+Rj6usrLTejoiIcLp+XUiqqqpK1jpKSkrw8MO1V/RqNBq8/PLLTdpObGysy+vu2bMHMTExTdqPo22S7+D58gxjYRr+aM4SjZ2Kno6srVulH+ACnivvERk4DNONu63LIZnbsWfPKOsyz5XvkOtc1YWtiYiIvMmJXesxQrgsGouY9KBC1RAREclHKrBA3quk2oD/+zUDZosFD0+LQ8c2IS4/Vi0xhZnFIkDtr217WpDNdHEtpK6TVHO6gjn7GWAwWRCocTxRnDsd6aRWbVyDn862x+n2iMix1J0bMLJ6n2gsucNcxA2fqFBFJLduQyeLltugGrkZJxSqhojk0rCLRFBQkNP1g4ODAcjbNcJsNmPBggXIzs4GAPzjH//AyJEjZds+EbWs2EJxGCpH6ISQrsMUqobkVhw1XLQ8xJIOs4Hdo4iIiMi7qA9/JFrO0PTFVaOnK1QNERGRfJiR8i1//eIIPtmfic+SsnH3J4fceqxKInnibKo1co29w5iSW4aZ7+zGuNe2Y/1h+WfT0Kidx26cnWFnXaD0JotoWSq/1JxOUmaLYPN4P81IsZMUEdmnrSpHzJ7nRGOlaIMBf3pLoYrIEzp174vLaIeOKLGOFZ7eg55XjVCuKCJqtpCQ+itXDAaDgzVr6fV6AEBoaKhsNTz00EPYsmULAGD27Nl4/vnnm7wtZ9MAFhQUID4+HgAwefJkp1MMukKn01m7cUyePFl0TMn78Hx5VnHeOXQ7elT0l3FW3wW4/rrr3N4Wz5V3qq4YC+P77yFQZQYABKtM6BJSjcuW2vPDc+XdPPG+cjbVrbfJycnBu+++i8TEROTk5CA4OBhxcXGYP38+HnroIYSFhTV52xUVFdi8eTN27NiBI0eO4MKFC9BqtYiKisLgwYNx44034v7770d0dLRL27ty5QreffddbNq0CVlZWRAEAb1798Ytt9yCxx57DO3bt29yrURE/izn7HEM0x0RjZUMuRdxLnwpRURERCSXMq0Bh7Lqv1NLv1SJs4WV6N8p0qXHSzWMMlsEBHKCl2azFxF66cdTOFtYO4vG3787iVlDOqNNSKBs+w2QoQuYs3yToVFIqinbaKhuVUEQ8M8fT2PNgSzblfw0JcWQFBHZlfrlcxjfqH11xrCnMbZdB4UqIk/JixiCjlX103IIuckKVkNEcoiMrP+DzJUp9KqrqwG4NjWfK5577jmsWrUKADBx4kSsX78emmZM4+lO6Ck0NFTWsBdQGzqTe5vkOTxf8iv49QPEqur/yq4SQjF8zqPNPs48V94jNDQUp4IHY7Ah1TqmuvAr0GseAJ4rXyLXufKl852YmIgFCxagvLzcOqbVapGcnIzk5GSsXr0amzdvRp8+fdze9s8//4y5c+daA+UNFRcXY/fu3di9ezeWLVuGb775BtOmTXO4veTkZNx8880oKCgQjaempiI1NRWrV6/G999/jzFjxrhdKxGRv7u47f/Qo8FyGSIwbNafFauHiIhITmwk5DtqjGabsYoao8uPl5puz50OQOSAnTfSsZwy622D2YIfUy5iwbiedjbh/rnQyBCSct5JSvy6k+pI5s60nYvXHofJImBYtyiss9NdS+q16g/84hKLnJwcPP300xg4cCDCw8PRrl07xMfHY9myZdBqtc3atslkwrFjx/Df//4X999/P4YNG4aAgACoVCqoVCpkZWXJ8ySIvMz51AMYU/CNaOx04FCMvvlRhSoiTzJ0Hi1a7lCWamdNIvIVISEhiImJAeC8E0Rpaak1JBUbG9vsfb/55pt44403AACjRo3CTz/95FNftBKRWE1VOQYWbBKNpXa4EVFt2ylTEHlMZaw43NGrNAkCP6QjL5eSkoL58+ejvLwcERERePXVV3HgwAHs2LEDDzzwAADgzJkzmD17tkvB8cauXLkCvV4PtVqNWbNm4Z133sGvv/6Ko0eP4ocffsBtt90GACgsLMSNN96I48eP291Wfn4+5syZg4KCAgQEBGDJkiXYs2cP9uzZgyVLliAgIAAXL17EjTfeiPz8/CYdDyIif1VVUYrBl38SjaV1uQUhYfJc6ENERKQ0welkXOQtpHIo7mRJpPI0JonPXwrKazD/wyQMe+kX/OvH060ySGUyW5B+qQIl1c5nywCcT2lXx+igK1NTDnOAWoX8shr3H9iAs/PrWicp14s/kV+OtIIKuwEpwG8bSfl+JylPXi0IAK+++ipeeuklmaol8g1mkwnmHx5HgKr+h61BCED4H/8DtcYvspXUSFT/CUDGO9blnuZsVFWUIqJNWwWrIqLmGjhwIPbu3YuMjAyYTCYEBEj/6peeni56THO8//77ePbZZ63b+uWXXxAVFdWsbRKRsk4kfoh41F98YhFU6DprsXIFkcd0HnMTcH5l/TKKoS/PR0jb5k9hSuQpixcvhlarRUBAALZu3YqEhATrfdOnT0e/fv2wZMkSpKenY/ny5XjhhRfc2n5gYCAWLVqEpUuXokePHqL7Ro4ciTlz5mDChAl47LHHoNVq8dRTT2HHjh2S2/r73/+OwsJCAMDXX3+NefPmWe+bNGkSxowZg/nz56OwsBDPP/88PvnkE7dqJSLyZ6e2fIRxqvovniyCCj1nPaZgRURERPJqhfmXJjOYLFh/9CJOF6owtoPvHTjJDkASL4D/7r5gndbvk/2ZmDm4E8b3aT3Ts+uMZixY/RuOZJeiTUgAPrl3LMb0cu2izXOFlVi9NxPtIoLwyLQ4m/sdvd/cCRrVySnR4oaVe91+nDv71bsQkjI7X8UtftpIyrc7SXn6akFA3E4tJCQE48ePR9++fWWpn8hbJa9/C/1NZ0VjR3rch55XjVSoIvK03kMSYBDqp8HSqARkpTbvH3MiUt7EiRMB1E6ld+TIEbvr7d6923p7woQJTd7fF198gUceeQQA0KdPH2zfvt3azYqIfJPFbEaX9DWiseNh49Gr3xBlCiKP6nnVKFyCeGrt4CJ2GCXvlZycjF27dgEAFi5cKApI1XnqqaesIfAVK1bAaHR9CgQAuO222/Dhhx/aBKQaevTRR63T4+3atQtXrlyxWaewsBBffvklAGDWrFmigFSdefPmYdasWQCAzz//3BqoIiJq7QSLBR3TvxKNpYQnoGuvqxSqiIiISH5NmeKrtXr466N44cd0rL2gwadnWz7uIH2mXE+TSE63J3H+1xzIEi3/88fTLu/DH2w5eQlHsksBABU6E1768ZTTxwhCbbjq1g8OYN3hXHyw6zz+semk7XoOttGUkNT6I3kodzLl4tlLlfjXj6fxRVKWZCjO+XR74gSU1CuuKbU7ovLTXlI+HZJqfLXg0qVLkZCQgOnTp2PVqlV46623AMB6tWBTJCQk4MMPP8SRI0dQWVmJpKQk6xeORP6oMO88hqavFI3lqLth5J/+pVBF1BJCwiKQFSgOgFZmHFCoGiKSyy233GK9/emnn0quY7FY8PnnnwMAoqOjMW3aNMn1nNm4cSPuu+8+CIKA7t27Y8eOHejatWuTtkVE3uPE7o2IFS6KxgKufkihasjTVGo1stuLw7K9tCkKVUPk3KZNm6y377vvPsl11Go17r77bgC1UwzXharkNnXqVAC1v1tlZmba3P/DDz/AbDY7rBUA7r33XgCA2WzGDz/8IHudRES+6MyRX9HbkiUa08Tfr0wxREREHsKIlGuKq/TYdrr+gpKTpWpccXEqNm8hNWmPK1Pp6YxmD1TjvT7eJ/7b+mR+hdPHCBDwQ8pFVOhM1rHvjtlOZ+8olOipvGK1wYxP9mfi+e9P4f92ZkBvMuPzpCx8uj8TOqPZacDJlen2ZA9b+mdGyndDUi1xtSBQe3XfokWLMGrUKLtT1BD5k4tfP4pwlU40VnntMoSEhilUEbWUkrbDRcuhhccUqoSI5BIfH49JkyYBAD7++GMkJSXZrPP2228jLS0NAPD4448jMDBQdP+aNWugUqmgUqnsTkG8detW3HHHHTCbzejYsSO2b9+OXr16yfpciEgZqt8+FC1nqnti6IQbFaqGWkLwgFmi5cGWszDpa+ysTaSsvXtru9+Gh4dj9OjRdtebMmWK9fa+ffs8Uoter7feVqttP26rq7VxPY21RK1ERL6mct8q0XK+qhOGTLpFmWKIiIg8hI2kXFNcpbcZc9bBxx2CIGD76UKsS85Btd7k/AFNINWdx5WQlNxdgrxdgMb9hI4gAAVlOpfWa8p9clm+7Swe/uooXvj+FP7542nc/9lhp68BQ6O59KSmwpN7uj01Q1LexZuuFiTyF8e2fomR2v2isUPRN2Dw1TcoVBG1pICe8aLlnjWnIVhk/teUiFrcypUrERoaCpPJhJkzZ+L111/HwYMHsXPnTixatAhLliwBAPTv3x9PPfWU29s/ePAg5s6dC4PBgMDAQLzzzjswGo04efKk3f/KyspkfpZE5AnnTx/FMP1h0Vjx4Pugkvjyn/xHv/E3wCDUXyAUqDLDfNl5O3MiJdQFvePi4hxe2DZgwACbx8itbvrigIAAxMXF2dxft9+oqCh07tzZ7na6dOmCNm3aiB5DRNSalRVfwrCyX0Vjub1vg1qjUagiIiIiz9hyskDpEnyCyWwbJJGavq6pVu44h/s/P4y//e8E/vD+Aclp0aTG3ClBOtzCkFRjAU1I6AhwLdgjOOjd1lLHeXvaZevtfRnFKNU6DvvpXegkJjVtY3P463R7PtsaqalXC86YMcPjtRH5ovKSInQ78LxorARtcNVdK5QpiFpc18GTgQbfg7ZFBfIunEb3uCHKFUVEzTZy5EisW7cOd955JyoqKrB06VKbdfr374/ExERERka6vf0tW7ZAq9UCAIxGIxYsWOD0MZ9++ql1Khki8l6F21ai4WS8ZYjE0OsfUKweahnhkdE4ETIMQ/VHrWMx5Zxyj7yPTqdDcXExAKB79+4O123bti3Cw8NRXV2N3Nxc2WtJTExEamoqgNqO5HUhp4bq9uusVgCIjY3FqVOn3K41Ly/P4f0FBfVfutTU1KCmRp4ucTqdTvI2eR+eK9/Bc1Xv1Ob3MUFV/4WRQdCg57T7ZPsZ1lw8V77DU+fKW16LROS9LhRVYdvpQgzo0gZT+neQXEdvMuNv/zvRwpX5JqkAS1PCNPas2H7OevtMYSV2pF/GjEGdnNbgTgUaiXpdCkm1sr4GUsfJGUFwLbDmKEvkrWE0m05SEuvIPd2ejPlDr+KzISlvulqQyB+c/fxRjEWJaOzCqL9jTPtOdh5B/qZLz/4oRjRiUGYdu3R6L0NSRH5gzpw5SE1NxcqVK5GYmIi8vDwEBQUhLi4O8+bNwyOPPIKwME6rSkT1ii8XYGTJZtFf22e734r4sAjliqIWU91zOnC2PiQ1xJDCDqPkdSorK623IyKc/2yqC0lVVVXJWkdJSQkefvhhAIBGo8HLL78suV5dva7WCsDtWmNjY11ed8+ePYiJiXFr+65ul3wDz5XvaM3nSrAIGHlhnWjsYEA8So+eAOB9XyS35nPla+Q8V3WhbSJqWSazBcu2nkXiiYsY1i0ar80diqiwQKXLsnGxrAY3/mcftIbaDjArbx+Bm0d0s1kvObO0pUvzOYIgQKVSwSQRJnrs2xP4bOE4dIwMkXysxSJgR/plWAQBMwZ2gtqN8M3x3FKbkJQrgSZHpDpfyd0ByB8EatzvZi+g9nXifD37mnl6PUZvdP7ZnNwBLz/NSPlmSMqbrhaUgxJX+vEKF9/REufq1N6NGFv2s2gsJXgMBl1zF6+EcZOvv7dyQwcipibJumzM+g01NfcqV5AH+fq5ak08ca5a48+2nj17Yvny5Vi+fLlbj7v33nsddn166aWX8NJLLzWvOCLyOmd+WokJKoN12Sho0PeGxcoVRC2q29ibgLPLrMsdVWVIS0/GwNFTlSuKqJGGvxcGBQU5XT84OBiAvL8Hms1mLFiwANnZ2QCAf/zjHxg5cqTkunX1KlUrEZEv0l9OQ09cEo1d7DQNoQrVQ0RE3mNfRjE+3H0eAJBbUoOrOkfisWv6KVyVrXd3nLMGpADg8bXHJUNSjqb+au2+SMrC29vOok1IIN65bbhkB6C0S1VYsf0cXps7VHIbS/6Xig1Har+Pv2l4V7x7h/TfbVKkpveT7CTlRsudT/Zl2m6zUTLHYLINxHhrhyNPaUonKbjYScrRsZS7G5NcbDpJSTxRuQNe7CTlRbzlakG5KH2lH69w8R2eOFdGfTUmnfq7KApaKYTiTI8FyNq+Xfb9tSY++d5Sx2Ik6kNS7UqOYevWrQoW1DJ88ly1UnKdK17lR0Rkn65Gi6tyvhGNnYiejlFdeytUEbW07n2HIk/VGd2F+i8lS1J+BhiSIi8SElJ/hbDBYHCwZi29Xg8ACA2V76v1hx56CFu2bAEAzJ49G88//7zddUNCQqDVaj1aq7OLAwsKChAfHw8AmDx5sktT/7lCp9NZf0+fPHmy6NyQd+G58h08V7VO/99q0XK2qjtuWvAIVGr3uwp4Cs+V7/DUuXJ2ETwRecbSjeKOgsu3nfXKkNSuM0UurRfgRf+2eZOU3DI8//0pAECZ1og3fk7HUzOvklz3699yJENS5TVGa0AKAH5IuYjnbxyEDpHBLtXQOJgCNC+IYjRbsCP9ss144w5Zm47l26zjpdkdjzh9scLl909DAqQ7ddms5+BYeutxlgrONdbcLmeNuRP+8yU+GZLyhqsFifxFu3Nr0UklbuP5S/SfEBzRXqGKSEm6NnFAdf1yXyEHp4x6aAJd+2WRiIiIfF/Kz6sxrsH0uwDQdsaTyhRDilCp1chvPwHdi/9nHWt3kaFy8i6RkZHW265cFFddXfuHjisX27niueeew6pVqwAAEydOxPr166HRaOyuHxkZCa1W69Fa3Qk9hYaGyhoYqxMSEuKR7ZL8eK58R2s9V8WXcjCsar/ows6C/n9Cz9+nJPVGrfVc+SI5zxXPOZEyKnQmpUtwiav5gkCNfwYRmutfP50WLSdnlbodArlSpbcZK6zQuRySMkqEpKRqcLXLU0WNUXK88TaX/C+1yfvwdYIg4IHPDzf5sa40oHLULcpbj7PeZBYtSz1Nqc5nzeGvP5l8MiTlDVcLykmJK/14hYvv8OS5Or1vE0Ybd4vGUoNH4Ya/vOxVV2T5El9/b2mrE2D+z+vQqGr/EQ1QWdC3Yyj6j71W4crk5+vnqjXxxLniVX5ERNIEiwUdToqv2D8VPByDh1ytUEWklJDB1wO760NS/YzpqCi7gjbRvJiCvENISAhiYmJQXFzs9He70tJSa/DInW7e9rz55pt44403AACjRo3CTz/95PQzp+7du6OwsNCl30PrPieSo1YiIl+VseVDjFfVfxFUIwRh4Ky/KFgRERF5E19pbuJq1qJJ04q1ApfKdTZjjTsuOSO1uiudhurkltg2YZEKSTV3ijZXgjmXK/XYeDQPN4/o5tevmVMXK5BfZr/5TWGF7euijiAAKheiPY4Ot9xT1snFtU5Sztdxh6/8rHWXT4aklL5aUG5KX+nHK1x8h5znqqLsCrrv/7torEoIRccFqxDmxVdk+RJffG+FhobifEBv9DVfsI7VZB1C6OQ5Clbleb54rloruc4VzzcRkbST+77HUEu2aMwc/5BC1ZCS+sdfB/2uQASraq9wDFBZcP63nzBy1j0KV0ZUb+DAgdi7dy8yMjJgMpkQECD9MVd6erroMc3x/vvv49lnn7Vu65dffkFUVJTTxw0aNAhHjhxBeXk5Ll26hM6dO0uuV1BQgIqKCllqJSLyVWaTCT2zvhWNnWh7LeLbdVCoIiIi8jb+FhDx1lCG0qT6ObgfArE9uO4EP3afLUJWcTV6xdR/dyoVsGnuOXQ1/PXktylIzirB638Y1rwdejGd0Wz3vv/79RyWbT1r9/6fT15yGLCq4+hoNzfw5il6F0JS7oYInXElcOaLfLJVTN3VgoDzThByXy1I5C/SP3sMnXBFNHZ66BJ07uF9czZTyyqOFv9iFVx4VKFKiIiIqMUd+D/RYo66G4ZMnadQMaSk0PBInAkZIhoznNmuUDVE0iZOnAig9uK4I0eO2F1v9+76DsoTJkxo8v6++OILPPLIIwCAPn36YPv27dbPp1yttXE9jclVKxGRLzu5ZyO6oEg0Fj15kULVEBGRN9L4cHuT/LIa3PzefvT/+8/424ZUGM0Wl6f3slgEVOtNbk8556ukOj65O52Y1KF19+WzYrs4lGOW2KilmefEncd/cyi3Wfs7c6kS163Yg+H/3IoPdp1v8nY8ReXgBDkKSAFwKSAF+HMnKZlDUr77o9YhnwxJAfVX09VdLWiPnFcLEvmLlF/XIr70J9HYieCRGPuHxcoURF5FHRsvWo6tPglB5vaMRERE5H1y0pIxVHdYNHZx4EKoNRqFKiKlVXadLFruUZLE3wvJq9xyyy3W259++qnkOhaLBZ9//jkAIDo6GtOmTWvSvjZu3Ij77rsPgiCge/fu2LFjB7p27ery42+66Saof78M2l6tALBmzRoAgFqtxk033dSkWomIfJ1w+BPRcoamL/qNmGxnbSIiao0chSi8iSDRr+bjvZlIyS2DwWzBusO52JdR7FLwp7TagHn/TcLgF3/BHz44gKJKvSdK9ipSYTh3O+VIre1ud5xNxy+KlqWCKM3NprgbbtGZ7Hdbcubfv6Qj/VIlymuMeHNLOnJLtE3elie0RKc4R8FEV0OLLc2mk5TEYTK6GSJsrXw2JNXSVwsS+YsrhXnovmeJaKxaCEHMn/4LlVTfSmp1Og+eKFqOQRku5Z5TqBoiIiJqKYVb3xEtlyASw2/gFfutWczwWaLlLihCbkaqQtUQ2YqPj8ekSZMAAB9//DGSkpJs1nn77beRlpYGAHj88ccRGBgoun/NmjVQqVRQqVR46aWXJPezdetW3HHHHTCbzejYsSO2b9+OXr16uVVr586dsWDBAgDAL7/8gg0bNtiss379evzyyy8AgLvuusvulHxERP7sUs45DK0+KBorGXgnP7ckIiIRX55t75P9maLlpRtPuBTKWHc4F0eySwEAKbll+PJgtkfq8yZSWThH3XT0JjNeTTyNue/vxwe7zsNsESQ7BjX39SM1HVtzp2hzNyRVra8NSf2aXoiZ7+zGze/tR1pBhUuP3Z52WbTc+DWptJZ4ezucbq8F9t8Urk23J+/FjVLd3PyBz/5l0ZJXCxL5C8FiQe6ahWiPctH4ySFL0KXnVQpVRd6me9+hKEOEaCz/5B6FqiEiIqKWUFqYi+Elv4jG0rvPR2h4hJ1HUGsQ228ECoW2orGLRxIVqoZI2sqVKxEaGgqTyYSZM2fi9ddfx8GDB7Fz504sWrQIS5bUXiTUv39/PPXUU25v/+DBg5g7dy4MBgMCAwPxzjvvwGg04uTJk3b/Kysrk9zWq6++ig4dOgAA7rjjDjz77LPYt28f9u3bh2effRZ/+tOfAAAdOnTAK6+80rQDQkTk47K2fgCNqv6rqSohFINn/VnBioiIyBu1RKeZlmI0Cy4FZN74OV20vHKH/1/cLhXQ0DvooLT2UC4+2puJYzlleHNLOvacLZIMoDU39yF1vqSm4HNrm24+XmswQW8yY/Ha4zhbWIWU3DLcufo3VOiMbu/b3tR9ZouA/LIaVOvtz+rlCS0SzHHUScpL59trHBCU6ojmbqc1Z/w0I+W7IamWulqQyJ8c+t9yjKgRX4l1LOxqxN/6hEIVkTdSqdXIDh0kGjPlHLazNhEREfmDjMR3EKSq/8BDLwSi3+zFyhVEXkGlVuN04FDRWGjOLmWKIbJj5MiRWLduHdq0aYOqqiosXboUCQkJmD59OlatWgWgNiCVmJiIyMhIt7e/ZcsWaLW1Uw8YjUYsWLAAQ4cOdfjfpk2bJLcVGxuLH3/8EZ07d4bJZMKbb76JSZMmYdKkSXjzzTdhMpnQuXNn/Pjjj+jevXuTjwkRka8yGvTom7dRNHaqw/UIj4xWpiAiIvJa/tTdxCK4FpJqjaROs6NuOi/+cEq0/PjaY3ayMM17/UgFmupOYcblKhzKLLF7Tu2d6aZ0ksoq1qJCV/953pVqA3adKXJrOwAQoLGNjOiMZty5+jdMeONXTH97F05dLJd4pGe0RANRR4fbS2fbcxgQrGOWebo9//lJKxagdAHNsXLlSkyYMAE1NTWYOXMmli5dimnTpqGmpgZr164VfRjWlKsFAaCqqsqmBXpGRob19oYNGxATE2NdHjFiBEaMGNGkfRF5Us7Z4xh28k3RT7NiRKPnvavZrppsaDuMAHIOWZejSk4oVwwRERF5lL6mEv1yvhWNHYueifFdeihUEXmToqihwJX6rqL9tCnQ67QIDglTsCoisTlz5iA1NRUrV65EYmIi8vLyEBQUhLi4OMybNw+PPPIIwsK84zU7btw4nDhxAitXrsSmTZuQlZUFAOjduzduvvlmLF68GO3bt1e2SCIihZzcuRYjUSoa6zD1rwpVQ0RE3syfvtYymS0MSdkhFYbTGZ0HRepU6EwQJGJJzc3YSYVoLIKAb5Nz8ezGVFgEYFK/GHz+53ioGu3M3tSK7r4GtAYTQoM0NuNFlXq3tgMAARKd2TafKEDShSsAgMIKPd7eehaf3DvW7W03RUuEIB1NcenK9JdKMJobdZKSOExyT7fX+PXrL3w6JFV3teCdd96JiooKLF261Gad5lwtCADFxcW477777N7/zDPPiJZffPFFhqTI6xgNeujXLUSoyiAaz5/8bwzv2E2hqsibhfUaA+Sssi73NGTAZDQgIDBIwaqIiIjIE05u/i9Go1I01n4GO41SLXWHQbAUq6D+fdqbMJUeJ5O3YcikmxWujEisZ8+eWL58OZYvX+7W4+69917ce++9du9/6aWXZO8+HhMTg5dffhkvv/yyrNslIvJ1AUfXiJbTAwdhwJBxyhRDREReTeNHX9xbBMdTZAmC4LdBBWeknrfO6F4IRCrv0tyjKRVoEgQBS/6Xal3ee64Yv2WWYHyfRhfB2DnVbneSMpgRFGCbFnQ2VdzlSp3NWIDG9ois2C6ezvHX9Mtu1dccLRGScnS8vTUkZXbhpW+UuZOUv/L5nG3d1YJPPPEE+vfvj7CwMERHR2PMmDF48803cezYMcTFxSldJpGiDn/2N/QzZ4jGfov5A4ZPn69QReTtug+ZKFoOU+mRe/aYQtUQERGRp1jMZnQ89Ylo7FjwWPQb0jJXhpH3CwyNRLqqj2is6tQvClVDRERE/iov4ySG6o+KxiqH3KVQNURE5O3UEp1vvJErWQuzRXAYyvDSvEaLkDrN7nSSsqcufFWhM+Lhr44i/tXteG5jqsvblpxuTyLAIjX1nb1sjtudpPQmyXBd3Wspr1SLpd+dwMs/nUa51mi9//2d520eEyDRmk2qA1dLaYlMoKNgorc2dtueVijqJiV1mOTuSucjP2rd5tOdpOp46mpBAOjVqxeE1vyvD/m80we3ID5vjegnZba6O4bd965iNZH3a9+xGwrQAV1Q/wtc8ZmD6D2YV+8RERH5kxM7v8VwS754MOEhZYohr3UhdCgG1dR/iNbx8n4FqyEiIiJ/lLf9fXRvsFyGCAydcbdi9RARkXdriU4zLcVsERx3kmrBWryN1HnWm9zrJOUogLbuUC4STxQAAL45lIuEvjEubVMqOyC1n19OXUJsu1DcNLwrIkMCax9r54xKBa8cqTaYJQMxZkGAIAi446ODyC2pAQCcu1yFz/8cDwBYcyDL5jFS0+0pqSWiGY7DRN77rtt+uhDXD+0CQDrMJXdIyl+72Pl8Jykisq/kcj5itjwIjar+B6JB0MB4838RGt60KSip9bgYPlC0bMk/amdNIiIi8lUBh94TLZ9X98LwSbcoUwx5req2Q0TLfSxZKL6YrVA1RERE5G8Meh36X/pRNJbe6UaEhEUoVBEREXk7L8t0NItZEBxOkdaam3lInWe9qfmdpOqO6aub00TjT3173KU6pKY9kzqFmcXV+Pt3J3Hz/+23hldk6yRlMMEkMbWaIAC/ZZZYA1IAsOdskcPtB2i8KzLSEl2sTFKtv37nrZ2kAOCxtfWz/vzvaJ7N/Y6eV1P40Y9aEe96xRORbCxmM/I+uRsdUSIaP9LnQcQNn2jnUUT1DJ1GiJbblZ9SphAiIiLyiDPH9mKw4YRo7MqwB6D2sg9GSHlBHfqiQggTjWUe+tHO2kRERETuOfnrN2iHCtFYl+kPKlQNERH5AnaS8k46oxmFFTqYpFJETSDVxUYqGOSIVMbM3uE22tl249ebVNcoRx2rLhRXY8vJS7/XY6eTlJvJHJNZkO4kZRFwuVLv1valOkkpmc1z9xzLvQ9H51Jpda/R9EsVkvfrjDKHpPznR60IP/0m8lOHvngew3SHRWMngkcifsE/FaqIfE1kn3jRck/jBeh1WoWqISIiIrlV7BBPV16Ethhx/f0KVUPeTK3W4Fz4KNGY6vyvClVDRERE/iYg5QvR8unAIeh51QhliiEiIp+g8adWUoDDTlLeHNhoKLO4GrNW7MG413bg9lUHUakzNnubUqfZUaBMMuwjuaZ7x9QmJCVRg7PzdDy3tHbPLnSScvR6aLg/qa5BFkGA2c64PQEa73k/GUwW3P3JIY/vx9HrSOZmTB5xLKdMcvxEfrms+/GeV4a8GJIi8kOnk37G2Mz3RWNFaIsuf/4SmoAAhaoiX9Nj6ATRcpDKjOzTyQpVQ0RERHLKu5CGUZU7RWMX+ixAUHCIQhWRt9P3mCJa7luZDIu5+S3uiYiIqHW7mHUGQ2qOisaqhyxQqBoiIvIV/tRJCnAc2PCRjBTe25mB7Cu1F9ofzi7F98cvNnub0p2k7CdYQoM0NmNSnZvcPabqRokKs2QnKcfbqOsAZG/fdSEmi0XAfWucfxcnCNLdoSwWQbIjlrvT7Sn1utty6hJKqg0e34+j4+HtwcRjOaV4buMJ5yvKQOo96A8YkiLyM1cK8xDzy0PQqOp/gJsFFS7PeA8xnborWBn5mjZR7ZCj7iYaKz13UKFqiIiISE55m98S/b6oFYIxcM7jClZE3q7rqOtEy21RgfOp+xWqhoiIiPxF9vYPoW7we2kFwjDk2rsUrIiIiHxBUxpJ7c8oxqS3fkXC6zvw84kC+YtqBqnQja/ZcCRPtPzPH081e5vudpKS6jAmtbq9LQTa6ajUMJT3Q8pFPPL1MdttOjmHxt/DXfYCOHXPa/e5Iuw+W+RwW0Dta0bqWFgE6ankzIJgt8amxGCq9SZUyNAtrLEPd52XfZtSvD0I5cjrP6e32L78NCPFkBSRP7GYzcj/9G50RIlo/FCvRRg8YbZCVZEvuxwxSLSsLrD9xY+IiIh8S0lhHkYU/SgaO9F5Ltq07ahQReQLOsX2swnQF6dsVqgaIiIi8gcmowF98zaJxtJirkNoeKQyBRERkc9Qu5mSEgQBz208gdySGhSU6/DsxhPQmzzfHdnVGIbS0+0ZTBbsSCvE8dwy2bYpRwcaqW046gAkfahc7yQV0Lhl1O80v9dRrTfhmfUpkus4O091wSV7a9W9BjYczrOzhu3+pI6F2c50e2azgO1plyW35Szg1dhPqRcx+pVtGP7Prfi/X8+59Vhv4egpe3uA6lBmifOVZOKnGSmGpIj8yW+fL8Uw3RHR2IngUYi/+zWFKiJfZ+oyUrTcoaL5yX8iIiJS1tkf30aIqv5KL6OgQa85zyhYEfmKi+2vFi1H5e9VqBIiIiLyByf3bLS52DNmyiKFqiFqvY4ePYrXXnsN119/PWJjYxEcHIyIiAj0798f9957L/budf33/uzsbDz77LMYPXo0oqOjERgYiHbt2uHqq6/Gyy+/jKIi591RAECr1eLf//434uPj0a5dO0RERGDgwIF4+umnkZOT09SnSn5E42YAp0JnQk6J1rpcXmPE4axSuctqMiWn2xMEAbevSsLCzw7jlvf247MDWbJs1+hgWjxXSWXhpKaSc0S6k5T0NgLshO/qXm6bTxRAb5J+XhK5JBGjxXEnqbrR3zKvON5Q3fqC9OvmRF45nv/e9rs8syDgmQ3SAS9HwTMpz/7vBHRGCwQBWLb1bItMjyc3R0EoNw+HX/PX6fYClC6AiOSR+us6jMv6ryjSWYS26PrnL6DR2M7BS+SK6LhxwJn65VhzLqoryxAeGa1YTURERNR0NZVlGJi3TjR2LHoG4rvHKVQR+ZLQgTOBovXW5X6GNFSWlyAyqp2CVREREZGvEo58Jlo+G9Af/YeOV6gaotZpypQp2LNnj824wWDAuXPncO7cOXz22We46667sHr1agQFBdnd1tdff40HHngAWq1WNF5aWoqkpCQkJSVh5cqV+PbbbzF9+nS72zl//jxmz56NM2fOiMbT09ORnp6O1atX4+uvv8YNN9zg5rMlf6J284t7qdVrDJ7vJOUqR52kPJ3X2HOuGEdzyqzLL/5wCvdc3avZ2xWE2g5VQQFN79kidZ6luiTV71Ni+jmJY2u3k5S96fZ+D085CrM9ZafDVB1rJyk7m7BYBCRnlaC4yrXAkdki3TFqX0ax3e2XaaWnx3MnFCQIAqr0JtHY/oxizBne1fWNeAFHT9nbO0m1JP+MSLGTFJFfyD17HL33PA61qv6HtllQ4fLM99G+U3cFKyNf12vweBiF+pCdRiUg+2SSghURERFRc5z88V1EoVo0FnPdEoWqIV/TL34WDEL9tVaBKjMyfuOUe0REROS+ootZGFp9UDRWNuAOhaohar3y8/MBAF27dsXjjz+ODRs24NChQ0hKSsLy5cvRrVvtlNtffPEF7r33XrvbSUpKwt133w2tVgu1Wo377rsPmzZtwqFDh7BhwwbMmTMHAHDlyhXcdNNNyMrKktxOVVUVbrzxRmtA6oEHHsCOHTtw4MABvPrqq4iIiEB5eTnmzZuH1NRU+Q4E+RypWdEcTRkmSORq7HUEUoKj8M3xBgEmT0g671rnoqb4MeVisx4vFW5zdKykmCVeF/ZDUtLRibqwVnMCI3Wdtey9TgUASzeecHl7FkGwBq9cIXUcGm7Lph43gkI+GSlyULS70w/6Mz9tJMWQFJGvqywvgWXtAkSiRjR+qO+jGHw1r6Sg5gkJi0BOQE/RWMX53xSqhoiIiJrDaNCh59k1orGjoVejz8DRyhREPicsIgpnQ4aIxgxntilUDREREfmyjK0fIkBV/+W0VgjGoJn3KVgRUes0YMAArFu3Djk5OVixYgVuvfVWjB07FuPHj8cTTzyB48ePo3///gCAb775xu7Ue6+99hrM5tquPP/5z3/wySef4Oabb8bYsWNx66234ocffsCTTz4JAKiursby5cslt7Ns2TKkp6cDAN566y2sWrUK06dPR0JCApYuXYqtW7ciICAAWq0WixcvlvlokC+R6jDkKDsjFRAxmL2ok5SDUMYSO1OkycXe1HNySDxR0KzHSx0WR1PDSd0jtQ13p9tTq2pDTi/+YDuNnavqpgm0V70gAOcuV7m8PYvgXscjR4Eqd7bjL/khTrfnGn+dbo8hKSIfZjGbcf6/C9DTkicaPxI5DePv/KdCVZG/uRI1WLQcWHhcmUKIiIioWY5v/ggdIb46MGjqkwpVQ76qqvsU0XJsSRIEB63uiYiIiBqzmM3omb1RNHay3QxEtGmrUEVErddPP/2E+fPnQ6PRSN4fExODt99+27q8YcMGyfX2798PAGjfvj0eeughyXVeeOEF6+0DBw7Y3G80GrFy5UoAwMCBA/HUU0/ZrJOQkICFCxcCAHbu3IkjR45I7ov8n1RIyuTgb1OpQITBmzpJOQiwXCzXQWf0nkDX5Uod7lh1EINf2IKn16dAb7Jfm6NAkyukcizudE8C7HVJkl5XYzckpcLuM0XN6j5W9/q0F85xd4o3i0Vwq6uWu6Egu2EuqTEfTE45KtkHn47H+GdEiiEpIp92aM3fMEIr/mPivKY3Bi76DCqpXqNETdF1lGixc9VphQohIiKiprKYzeiY+qFo7HTgEAyOv1ahishXdRw5W7TcVShE3oWmX0lJRERErc+p/T+gq1AoGoue9IBC1RCRM1OnTrXePn/+vOQ6BoMBANC7d2+724mKikJMTAwAQK/X29y/a9culJWVAQDuueceqO18x9Fw2r+NGzdKrkP+Ty0RZnF0/Y5FIgXSEtPtuRq2cDQVmrf5IikbSReuoNpgxoYjediZXmR3XXeDP41JdXxyFIaTSvDYyxFJBXvsd5JS4ZlmdvSqC3fJdaotguBWCM3Ruu5sxxcDUVIch8b84znKwU8bSTEkReSrjm39EuNzPxKNlSISoXetQ1hElEJVkT9q33+8aLmbUIiy4ksKVUNERERNcXzHNzbdR40Jj/lty2TynN6DxqII4i4PFw//pFA1RERE5IuMhz4VLWeqe6HfiMkKVUNEztQFoADYDS7VTcmXmZlpdzsVFRUoLi4Wrd9Qw6n8pkyZYnN/nTFjxiA8PBwAsG/fPgeVkz/TSHyc4biTlO2YN3WSMjvp0OzR0Iabm/7Prxmi5afX2w8PNTskJdVJys3p9ux1kpIKyQVopH/GqVVAtaF53byMZsedpNw9VBbBva5ajs6FO8Enf4kPOXoeDEnV89dPjhmSIvJBF04eRP/94lazJkGN/GveQ9deVylUFfmrHgNGQycEisZyTu5XqBoiIiJyl2CxIOzQf0RjmepeGDZ1nkIVkS9TqdXIihonGgvO3qVMMURERORzSi7nY0ilONRQ2O82dsUn8mK7d++23h4wYIDkOosWLQIAXLlyBR9++KHkOi+//LLN+g2lpaU53Q8ABAQEoG/fvjaPodZFaro9h51yJEIPLdFJylVmJ6U0c9Y6jzI6KN5iAfaeK8I1b+/CjOW7kXT+ilvblnrajoJBUmEfqS5iAgTJ86+xczGhVOcyd9WFu+zlb9yebs/NTlKOwmVSp9BeOf6SH3L0PJxkFlsXP73ANkDpAojIPZfzMxGx4Q6Eq3Si8cNXPYnxk25WqCryZ4FBwTgfGIcBpvo/OKszDwFTb1WwKiIiInJV6v5EDDeli8ZKRz6I3vwiippI1e8a4PAW63J/7TEY9DoEBYcoWBURERH5grNbV2G8qr4Tg04IxMBZnGqPyFtZLBa88cYb1uX58+dLrnf//fdj7969+Oqrr/Dwww/jyJEjuOmmm9ClSxfk5OTgyy+/xHfffQcA+Nvf/oaZM2fabCM3NxcAEB4ejujoaId1xcbGIjU1FUVFRdDr9QgODnbp+eTl5Tm8v6CgwHq7pqYGNTU1Lm3XGZ1OJ3mbmk4QbFMMVdoaBKuku/1IncvqGr3NuNznSqpOKfoGHdukVGu1kuNyvEaNRlOztqtysL7BZMKT646jqKr2+T29/ji2PZbgcmdzs9n2fBpM9js6SeVedBLTe+p0emhrbD8Xs9g5XyoIzZ5mTm80oaamxu7rymA0urU9g8GIGr3rARZtjf3Xs8FosDmHUs+3pqZGsgOb0WD7+MbqnvepUhV+XJuCqzpH4i+TeiGoUfcuV98zzWUym+zWvOiLwy1Sgy8wGmx/TjaFXP+eyoUhKSIfoq0sQ+Unf0BflIjGk6NmYtztf1eoKmoNytoOAYrqQ1IhRakKVkNERETu0OxdJlq+pOqA4df9WaFqyB/0HTcHluQlUKtqPzALU+lx8vA2DJkwR+HKiIiIyJsJFgu6XlgvGjsZNRVj2nVQqCIicuadd97BoUOHAABz587FmDFjJNfTaDT48ssvcdNNN+GNN97A6tWrsXr1atE606ZNw7PPPisZkAKAyspKAEBERITTuuqm2wOAqqoql0NSsbGxLq0HAHv27EFMTIzL67uzXWq+4iI1Gk+Y9OvOXYgKsrO+Dmj8tfiZjAvYasyQXB+Q51zpDRq4MmHVhaxsOJoAaseOnZD6Wn/r1q1NL+53mVm2x9LxdsV16EwWbPllq2R9p/LLoDPXP//8Mh2++XEbYkTXWNmPK5SWlqHx8auorLIZq2M2mWzuO3L0OACNaOzgwYM4F2K7b3vb1tXU/N5dqOlddUrLKrB161bkVNnuFwDOnj1rU6cjmdnZKAoQXH7MgQNJkvsFgIyMC9hqEL8XdDrb1+7WrVthtMBmOympJxBY4Px7w8s1wKp0DYAr2H7mCjIvnMes7uIwVkWFa++Z5rp8uUjydZ5VCVQbGKGpczg5GVkyXBNZN92ut+Clw0Q+wmIxI/eTu9HXfEE0nhY4CEP/uoYtqcmjAmJHi5a7a9nGmIiIyBekH9qGIYbjorG8QYugCbTzqSGRC9p26ILzgXGiscqTzf9gloiIiPxb2qGt6GHJF42FJSxUqBoicmb37t149tlnAQAdO3bEBx984HD99PR0fP311zhx4oTk/UlJSfj8889F3ZoaqusyEhTk/O/VhqEob+tOQS1D6hsxRzOPSd3XErPtuRr1cDZrmr27a0zAuvNqfHBajbRSzwdLagM+ts5XSO9b6nk5mC3PhtSqjk6b1PqujgH2p2CT48jWPW+709i5uT1BcO9YOnx/uLnfpkrMFb9zN+e6HgqTmwCgwgBsyVVh7yWV9VgevcLv21sDxuCIfIBgERCR9iVGGA6JxnNVXdH5LxsREhpu55FE8ug4IAE4Wr/cAaW4nJ+Jjt16K1cUEREROWXY+ZZouQhtMXTOQwpVQ/6kuNNE9Ms/Z13ueHmfgtUQERGRL6hO+li0nKPuhoHjZilUDRE5curUKcydOxcmkwnBwcH49ttv0alTJ7vr7927FzfddBPKysrQs2dPvPLKK5gxYwbatWuHwsJC/PDDD/jHP/6Br776Crt378bWrVsxcOBA0TZCQmpbVRicTDsGAPoG02eFhoa6/LzqpvSzp6CgAPHx8QCAyZMno3v37i5v2xGdTmftSjR58mTrc6Wm+7n8JFByWTQ2cdIkdIuWfj1cKK4Gjv8mGuvcLRYzZ14lGpP7XP0rdS/gwjRq3brHApfy7d4/ecpU4LDt392HTbE4cLk2eHiuQoXdT01A+3D3Low7vvUcUCB+b9jr+Hbb6sMAKmzG0yydANh2ignQBMBgEU+Pl3D1BMR1aPC9ZtKvdmuLjo4GKstFY0HBoYCdKes0Gg1+b/lkNWToMODsKdFY/Lhx6B4danNMQ0LDAJ1t8DIyIhwlhppmJYSCQsMwc2YCUvLKgZNHbO6Pi+sH5FyQeKS07rGxaBMSCORlubT+mPhxkvsFgF69emPmtX1FY6+e3AcYxT+PT2n64i9TewKHxF3Whg0biplDOzvcv06nw1sp+23GG7/WPsw8hHytnTSejNq2a4/3M7QoKK/996QsuAP+c9tQPP5P+6/H1mhcfDz6do5u9nacTXfb0hiSIvIF57dghmGHaKgUkVAtWI+2HbooVBS1Jt37DkWlEIpIVf0vh/mn9jMkRURE5MUyU/dhWI04ZH++358xPoQBe2q+qKHXAfmfWpf7mi+g+FIuYjq7Pn0FERERtR7lJUUYWrZT1IrhYp956MHu+EReJzMzEzNnzkRpaSk0Gg2++eYbTJkyxe76er0ed9xxB8rKytC5c2ccPHgQnTvXf1nevXt3PPTQQ5gyZQrGjBmDvLw83H333UhOThZtJzIyEkDt9HnOVFdXW2+7Mj1fw1pcFRoa6lYAy1UhISEe2W5rowmw7UATHGz/2AYGmWzGzFA5PBdynCuVysUeRCrH/x7am1Jyw7H6zmxmQcCnB/Px/I2DXK4PADQa27iAveedmm8bkAKACp1Zclzq6QcGBVm3fzirxGFtUsfPUUckqbs0AYE2Y0FBwQgOsT2mgp3TpdHI8ftK7estMMhewMu92IZao4FK43onpgAHXeXVGo3EObc9GKv2ZWNcX9tpkoManFNHpF4PjR+ncvJekMuBC6Wi5e3pRRjIgJSNkJBgWf7N8rZ/9/gXCJGXS932OW6qXCsa0wuBKLz+E3SPG6JQVdTaqDUaZIc0uqIiO9nO2kREROQNKra+IVouQRsMvelxhaohf9Nv1DRUC+IrarMOJSpUDREREXm79K2rEaKq76RhEDToN+MBBSsiIikXL17Etddei4sXL0KlUuGTTz7B3LlzHT5my5YtyM+v7YDz6KOPigJSDQ0ePBh33nknAODw4cNISUkR3V8XYKqurkZZWZnDfdZ1hOrQoYPd8Ai1PhYHXX6k7tMZpYM9SjA5mW/P2XR8dXJLtG7vuxmzp1klZ5VKjkuFnEy/z2tWYzDjro8P2dzfkFRtJot78yRKH1tBsimUvU2rXQ27OVC/Cekj7u55MFsAs6svDDhe19F7p7FnN9pOqerqwxlM8T0uBz19DF+LRF4sdecGjDzyHNQq8b8uJ+PfwIBx0q0uiTylst0w0XJEcapClRAREZEzOWmHMbxqr2gsrefdCI+MUqgi8jeBQcE4Gz5KNCac5xV3REREZEuwWNDhrPgi0JORE9C+kzzTWBGRPIqLizFjxgxcuFA73dN//vMf3H333U4fl5aWZr09atQoB2sCo0ePtt5OT08X3Tdo0CC79zVkMplw/vx5ALCZso9aD6mv7R2FQKTua4mQlKvhkQ1HHE9FZXZxQzqTewEiJVgEAYIgYP5/k1Dj5BxIPW1HgTLp4JPtoCDYWdfOcZYzKGKvfHdn8hMEwRo4c22/jkJSEtu3s2651vn0kY1drtRh6fenkVPtn4Ebf+avZ4zT7RF5qfTftqLfrgcRpBL/gpDU+xEkzL5foaqoNQvuORoo+Ny6HKs/C8FigYpt0YmIiLxO8eZX0aPBcrkQjsG3PKlYPeSfDD2nAGkHrMu9y3/j74dERERk49zxPehvyRKNBY69T5liiEhSeXk5Zs2ahdOnTwMA3njjDTz88MMuPTYgoP6rRpPJdkqzhozG+i/XGz4OACZOnGi9vXv3bowfP15yG4cPH7ZOtzdhwgSXaiT/4/Y0bBL3OQvoeBOpoI8UncG7npNUMCf7ihY3/d9+lx4v9azLHIR0pM6zVMDMIkjXZi9oJwiCLB23arclPe5ONycAWJuc69b67oYI7XG1k5feZMaK7efwwa7zLm+bvI+fNpJiJykib3T+xEF0/fkehKoMovGkdrdg/F0vK1QVtXadBySIlqNRhYKccwpVQ0RERPbknD2OERU7RWMnY/+E6LbtFaqI/FXX0bNFyzEoQ1Yap2QmIiIisbK9H4mWL6o6YvDEmxWqhoga02q1mD17No4ePQoA+Pvf/46//e1vLj++d+/e1tt79+51sGZt+EnqcQAwdepUREXVdj/+7LPPINgJDKxZs8Z629lUgOS/pL63t/eaAaRDIDVeFihyxNX8jM7k/nNyt4ORO6SO+zvbzrq+ATeLczX4ZC/0ZC8r5G6AyRF72/LgaQDgOAjl6L3TmHTXKdvBp9enNikg5a+hHF+l8tNeUgxJEXmZ3IwTiP7ffLSBeN7g3QFXY9jC93hVNimmS49+KEOEaOxSepJC1RAREZE9BYmvi6ZrrhJCMfiWZxSsiPxV9z6DcVHVUTRWeOxnhaohIiIib1RVUYohJdtEY9k9/gC1RqNQRUTUkMFgwNy5c7F/f21Xl8cffxyvvPKKW9u45pprEBYWBgD44IMPcOLECcn1fv75Z3z33XcAgG7dumHEiBGi+4OCgvDYY48BqJ3Cb9myZTbbSEpKwscffwwAmDJlCsaOHetWra1NbokWeaVa5yv6CUfNcKSCKTVG5x1xhN+nhlOaqyGdpgS/5OuRZEuq7gvF1S4/3t3KpPYnNSZAujuX3QCT4F6QyBG7m/Hw60zvYCpGyeCTG+VIrftjykXXN9DE/ZLn+WtojdPtEXmRwrzzCPhyLtqjXDT+m3okSgbdD7WaHx6QclRqNXKD+yNaf9Q6ps89BuBexWoiIiIisZzzaRhdtlV0SeXJbvMwPqaTckWR31Kp1chtOx5dS36wjoXl7VGwIiIiIvI2p7d+iniV3rpsFlToO/OvClZERA3dcccd2Lp1KwBg+vTpWLhwIU6ePGl3/aCgIPTv3180Fh0djWeffRYvvPACKisrcfXVV+PRRx/FjBkz0LZtWxQWFuL777/HRx99BMvv0zS98cYbUEtcEP7MM89g3bp1OHv2LJYsWYKMjAzcfvvtCA0Nxc6dO/Haa6/BZDIhNDQUK1askO9A+KGV28/hne21HXv+dt0APDi1r8IVycvVMIyj+3ROptvbnl6EpZvSoDdb8M+bBuOO+B7uFyoTqSnjpHjbFIImN6Zxk+JuYEZqdyazVCcp6cfb67ZklnW6PektNfNQOWU02w9Jufr6otaHISki8qiii1kwfHwjYlEkGj8VOBR5Vz2MAA3frqS8qnZDgIL6kFT4Fft/MBMREVHLu/jjy+ihqv/Qo0YIwlVzn1OwIvJ3gf2vAQ7Wh6T616RCp61CSFiEg0cRERFRaxGd/o1o+UT4eIzo1tvO2kTU0jZu3Gi9/euvv2LYsGEO1+/ZsyeysrJsxv/xj3+gpKQEK1euRFVVFV5//XW8/vrrNusFBgbitddew5133im5/cjISCQmJuKGG27AuXPnsGrVKqxatUq0Tps2bfDVV1/ZdKKieuU1RmtACgDe3JKOhRN7IyjAf2YqkZ4qzVFIynbMUdclQQBe33IOlXoTAODln05j7shuCAlUppmBq12MdC50x7Ldtrw1NGXbdh8vQzRJKviUfqkCb2xJtxmX6i4FyNPdqC5rYreRlIcn3DM46CQlfW6bXk9zum75ayjHV3G6PSLymMv5mdB9dD1iBXHrwQxNX3S6/1sEBAYpVBmRWFDsKNFyrO4sBIv7v3QTERGR/HLPn8KYUvFUZye73Iq2HboqVBG1Bn3jZ8Ms1H9gEqIy4tzhbQ4eQURERK3FhZO/ob/prHhw1D3KFENEHqVSqfDOO+8gOTkZf/3rXzFkyBBERkZCo9EgKioKo0ePxpNPPomTJ0/i6aefdrituLg4HDt2DG+++SbGjBmD6OhohIWF4aqrrsITTzyB1NRU3HjjjS30zHxTWkGFzViZ1qBAJR7k5vRgUkEZR12XaszAxXKddVlrMOO3zBKXyzNbBHx/PB9XquU57q52GdJ7sJOUEs2G5NinVJekf/54Gim5ZTbj9oJ2GrV8QRFHU/p5ksNOUjK3sWJjKv/hr6E1tqYhUtjl/EzoV99gE5DKUXdDu0U/IjSyrUKVEdnqPGA8cKh+uS0qcCnvPDr36KdcUURERAQAuPTDvxDbqItU3Ny/K1gRtQZR7TrgTOBVuMpUfwVm9eltwOS5ClZFRERE3qBo9yr0abB8Ge0wZMqtitVDRLaa0+1DyujRozF69Ohmbyc8PBxLlizBkiVLZKiq9amoMdqMBWr8q2+GVNcdd6fbc9ZJqjGNG2mBv393AmuTc11e3xlXQyxyTbcnCAJUvz/fzOJq/PPHUyiXeF15miwhKTcCQPZWHdilDc4XVTW/GNh/TkpOtye1b3eOfeN1mZHyH36akWInKSIlFeadh2G1bQepXFVXhN6/Ge06dlOoMiJpXXtdhQqEi8Yuph1UqBoiIiKqk5+RilFlv4jGUrvOQ9tOsQpVRK1JSZeJouWOl/crVAkRERF5C522CgOLxF1Oz3e7mR3ziYhaQIXOZDPmb6EFqQCHo5CJ1IQYRgezZEhtytWMlNkiyBqQAhwHwBoyyZS0abiZZ/+Xil1ninAsp0yWbbtDjmdjbwo9yXUdHGe5MqV2O0l5ero9s3shwuaQO4DrrbpGhShdgsf5aycphqSIFHIpNwPGj29Ad6FANJ6j7oaQB35Gh669lCmMyAGVWo2cYHHXKH3uUYWqISIiojqFP/4TGlX9BxDVQjD6sYsUtZC2Q2aJlvtYslB8MVuhaoiIiMgbnNz+JdqgWjTW89q/KlQNEVHrUqmz7fjjb6EFqafjqGOQ1JRrgmA/QCM17GpYwGCyH75qKk+ePqnXRt2YxSK4Nc2g3OR43boTHLM/FZ58J8Duljz8FnX0unQnSOYKT3fF8haBAa0hauOfKanWcOaIvE7+hTSYP7kB3YVLovFsdXeE3c+AFHm3qraDRcthxScUqoSIiIgAIP/sMYwo2yEaS+l6O7uSUovpO3IKKoVQ0VhmcqJC1RAREZE3CD35lWj5RPBIdO09QKFqiIhal4oa/+8kJRVmcRRksRd+kQpP1a5vO6Z2MSXlqENVU7kzZZy7pLZcN1Yp0ZXM17jTJUmuTlyO2Hudyt3NqTFHIakqvbw/MzzdFctbaNT+GSBqyF+fIkNSRC3swsnfEPz5degmFIrGs9XdEf6XnxHTtadClRG5JjB2lGi5u+4sBA/80k9ERESuufzjS1A36CJVJYTiqj88p2BF1NoEBgUjI1z8O6Lq/K8KVUNERERKy804gcGGVNGYYfhdClVDRNT6VEh2kvL8fnVGM4qr9C3StUpqD46n27MTkrLXSUpizOWQlAc6SbkToNl15nKz91e3u/Ia29eSr3En+GTvMMvxilb9/vqxuw8Pv22MZvuvy+1pzX/NNOTuc9l2uhD3fXoIf9uQijKt77zmAvw1QdQAp9sjomZL/20rYjbMRQzKROPZ6liE/2ULYjr3UKYwIjd0umq8aLk9ynH5YqZC1RAREbVuF07+hpGVu0Rjx7vfgfYduihSD7Vehl5TRcu9KpJhMZuVKYaIiIgUlbdjlWi5FJEYMv0OhaohImp9tAaprjCeTWCk5pVh8ls7MeaV7Xjwy6Me7XwESIcwHAWJ7JVjL0Aj3UnKlcoAo1n+5+7O4bz302SkFVQ0c3+1O1Q6JCVHcEiWqeRkPKX2ytlwNE++nUhwFJICgHOFlaJld8KOjdd057xtPXUJD3x+GDvPFGHd4Vzkl9W4/mCFBaj9P2qj4nR7RNQcKb9+i56bF6ANqkXj5zW9aztIdY5VqDIi93TtPdBmOpWCtN8UqoaIiKh1K9v8L9FyhRCGIX9YqlA11Jp1HzNbtByDMmSeTlaoGiIiIlKK0aBHv4IfRGNnOs1GcEiYQhUREbU+kgEFD3ep+fcvZ3C5Ug8A2HLqEvZlFHt2hxJPyFFIyl5oy+64xLDK1U5STsIoTeFud65XEk+7sW3795XVGNzar9zkCPfJEdiTM2Ro71x6uoOS3kmHs6Lf379ycOd4Ld92Vrb9trQAjX8GiBpiJykiarLDP/4Xg3b/FaEq8S8TpwOHIOaR7QxIkU9RazTICe4nGqvJOaJQNURERK1X+tG9GKXdJxo71etuRLfvoFBF1Jp16zMY+apOorGi45sVqoaIiIiUcmLntzZd9LtM/YsyxRARkZWnJ8Dbe04cinpvZ4ZH9yeVMynXGlFcJR30sBdMqQvQZBVX4/vj+cgrre1iI5WrcTUsYPBASMrdoM/J/OZ1kvKW6fbk6CTlznR7nqwDqD2PBy+UyLMxNzl7XUaGBMq2L3eOV/qlSucrealWMd2e0gV4SIDSBRD5M8FiwW9f/xPjM1bY/BQ5HpaAAY9sQEhYhCK1ETVHZdvBQGGqdTms+ISC1RAREbVONVvFXaTKEIGht/5NoWqIgLx2Ceh2ZZN1OTxvj3LFEBERkSI0xz8XLacHDsKAgaMVqoaIqHWSCvM46rLkCZ7ODkg9nwe/OgqNWoV7Enrh+RsHijo/me08f5PFgpP55Zj3YRJqjGZEBGvw6ADpkJSr3Zw80UnKk7MXSnX9qTu+lTrbqRtbkhxPW47Xvhxvn0qdCXPf34/UvPLmb6wJDE46SQUGiN+0zXnKLfvTRjmtYro9P20l5f9njkghRoMeyf+5qzYg1Uhy1CwMXvw9A1LkswJiR4mWu9WcUagSIiKi1unE/s0YqTskGjvb9z5EtGmnUEVEQGD/a0XL/XUnodNWKVQNERERtbRLuRkYohVPt1sx6A6FqiEiar2kAh0tnJGCxsMpKXtPx2wR8Mn+TLz1i/g7C3shI7NFwL9+PI0aoxkAUKU346ccteR0e64GlYwm+Q+2u9PtubdtibHf/+8sWONpcjxvOabbk0NxlV6xgBQA6H5/jdvTnEPd+Dy1dChTKZxuz3cxJEXkAeUlRTjz9kzEl/5kc9/BTrdj9GPfIDAoWIHKiOTRsX+8aDkGZSi+mK1QNURERK2LYLEgcOc/RWMliMKwPzyjUEVEtfrGXw+TUP8xQ7DKiHPJWxWsiIiIiFpS5rZV0KjqvxSrEkIxZMY9ClZERER1WjqyoPLwJE3OMhgf7DqP747lWZctdoIyOqMFh7LE05+dKFVLBqLsbaMxj0y352bopLnhonOFlbhUrvNIVyx3yPG6lSMkJdVty9fojI7PZeNgkzsvocartpKMlMfDoN7AX58hQ1JEMsu/kIay/5uKIfrjNvcd7PMYxi36AGqNpuULI5JR975DUSWEisby0pIUqoaIiKh1Sdn+FQaY0kVjFwY9jJDwKIUqIqoV1TYGGUEDRGPVpxmSIiIiag3MJhN652wUjZ2KmYmwCP6OSkTkDTzZiUhKU7qPfHcsDw98fhjv7cyAyUk4x5Vn88S6FOtte51tdqQVSo5LdZJyNajkDdPtNfdsz33/ACb/eyd+SLnYzC01kwwvW1lCUn4Q+tGbPNdJynZjMm7LiwVq/D9qw05SRORU2m+/IOzzmehpyRON1whBOJbwLsbf/TJUrWB+UvJ/ao0GOcFxorGa7CMKVUNERNR6WExGtDv4hmgsX9UZw295XKGKiMRKu0wULXcqYpCeiIioNTi9/wd0RpForN3E+xWqhoiIGvP26faOZJfgiXUp2Ha6EP/+5Qy+PpTjcH13Q1/2gjKvJKZJjlsE2/pd3aVnQlIenG7PzrjBZFF0ejjAmzpJ+T69m52kmqO1TLfXOjpJ+edzZFqDSAaCxYLf1r2BuM13oC0qRPcVIxq5N2/AyFlsLU3+pSJ6kGg5tPiEQpUQERG1Hik/vY8ejQL5BaOfRmBQiEIVEYm1HTpLtNzbksVpmYmIiFoBY/KnouXzmj6IGz7RztpERORJ3pBPcPdr9X9sOiVafuH7U3bWrOXuc3Q3tCE53Z6SnaRkCPrY4w2vF3vk6IDm7lSF0nU0exOKc7eTlFvHvvFjXX+kTwvU+GeAqCF2kiIiSTptFQ6vvB3j0l5HoEr8D0ymuhdMf96O/qOmKFQdkecEdB8pWu6qPaNQJURERK2DTluJ7sdXiMbOafpi1PV/VqYgIglxIyajAmGiscxDPylUDREREbWEK4V5GFK5XzRW3P82dtQnIvIiO89cbtH9qd38Zj3jcqVb6wtuxjDczRhJTrfn4kYMJvkjIm5npPwkpeItnaT8gd7Ucp2kWnp6T6UEtILfdRmSIiIbFzPTkf/2JIwt/8XmvpSQseiweBc69+inQGVEnteh/zjRckeUoPhSrkLVEBER+b/jG95EB5SIxion/gNqjUahiohsBQQGISN8tGhMdeFXhaohIiKilnBu22oENbh4VCcEYsBMTrVHRORNXvj+FL7+zfEUdnJSufnNurtTOrmbwVh/2L3vLqRyNa7u83xRlVv7ktImJKBRPe49YU+u3ZLkCO7IE5Ly3mPkKmchqfyyGmgNJln21VpyaQGcbs9nMSRF1ESpu/6H8M+mo6/5gs19SV3vwZCntyCiTVsFKiNqGd3jhkErBIvG8k8nKVQNERGRfystLsSgCx+LxlKDRmLk1LkKVURkn7HXVNFy74pkWMyO27oTERGRbxIsFnS98K1o7ET0NES1jVGoIiIismfpdydabF/uZgfc7VbianamLiBzNKfMre1LdZJyJbCzP6MY//6lebNuzB7aBTER4u9ePDndnjeToyGRHCEpf2iMpDM6/lzmka+PYfqy3UgrqGj2vtzt9OarNB4ISd02Jlb2bTYHO0kREQDAaNAjadWjGLJzIaJQLbqvSgjF0YT/Q8Jf3oUmIMDOFoj8gyYgANlBfUVj2uwjClVDRETk305/+xLaQCsaC73hZbevzCRqCbFjbhQtt0c5Mk/9plA1RERE5EnpydvQw5IvGgsfz+mgiYiU5A0BBXen23M7JOXic3QWDLFHqueOK2GbZzemNml/DT0xo7/N8fBkRsqbA0BeE5JqfhmKc+W9cKlCh/d2Zri9bZv3oz8cMBcEaOT9XHZkj2jcOLyLrNtsLn/95JkhKSI3XMw6gwtvTUbCxc+hVol/wmeru+PKn7Zg1Ky7FKqOqOWVRw8WLYcUNf8PACIiIhLLvXAGYwrXi8aORk5DvxGTFKqIyLGuvQcgTyX+UKfo+M8KVUNERESeVHXgE9FyrqorBo6bpVA1RESkBEEiyaJ28xtod6d0cjX30uSQlGQnKcePEQQBuSU1TdpfQ2qVbYcat6fb8+bkkxvkeB5mGbbhD8fT2XR7dX5KLQDQvJyT7x8t17gbBrWnW3Qofnp0Ir5dlIDgAI0s25SLv16gy5AUkYuObP4UEWum4ipTus19R8Mnof3ifeh51YiWL4xIQZpuI0XLXbRnFaqEiIjIf13a+DcEq4zWZaOgQZc/vKpgRUTO5bdPEC1H5O9RqBIiIiLylPLSYgwp+1U0lt9nHlTufjNORESycjdw1FwmifSQu1+su/09vIspDK1BvpDUX788gtV7L9h9TFGVvkn7akytUtmEL9wNSbnDm/M/cnTQYiepWk19LzSFJ1+v3kSu6fY6RAZjSLcoBGrUbk9V6kkqv3jlS+NfK0ROaKvK8du7d2H0ocU2U5wYBA0Oxj2BkU/9gIg2bRWqkEg5Ha4aJ1rujGKUXM63szYRERG5K/23rRhbtVM0ltJ5Lrr0HmznEUTeIaj/NaLl/rqTqKmuVKgaIiIi8oT0bZ8gVGWwLhsFDeJmPKBgRUREBLT8dHsms0QnKTdTT+6u7+pzfOiro25tt47EUwIAvJKYhotl0t2iSqoNkuPuUqtUNiEztztJ/f5/k9mC93Zm4MEvjyDx9w5Btut6bxBCjtpaS2BHds04bK3lkMsVkmq4GT9t3OR1GJIiciA9eTtK3h6HcSU/2NyXp+qM7Fs2YfydL/HqKGq1uscNQ40QJBrLO5WkUDVERET+RbCYodm2VDRWgXD0v+01hSoicl3cuBtgEur/TgpSmXDu0C8KVkRERERya39mrWj5RMQExHSOVagaIiJyhSemDTNZbKfxcjc74M7qlyt0SM4qdWndE/nlyC3ROl+xEUfNhz7Zl4niKj0OnC8WBaOkwmJNoVYDmkZfO0ocYpd8lpSNf/9yBj+fvISHvz6K1LyyZtfXkuToJCXHeWktoR+5tJbDpZEp0dQwJOpN09t5USmyY7KDSIJep0XSqkfR76c/ortgm6w+3OZaRC1OQr+RkxWojsh7BAQGITuwr2isOvuwQtUQERH5l+OJ/0U/0znRWNpVD6FNu04KVUTkusiodjgXNFA0pk3fplA11Brk5OTg6aefxsCBAxEeHo527dohPj4ey5Ytg1br/pciDZlMJhw7dgz//e9/cf/992PYsGEICAiA6vcrvLOyslzaTq9evayPcfRfr169mlUvEVFLyEjZhzjzedFYwJh7FKqGiIgachToMMoU5GlIjk5Srqak0i9VYOYK96ZzP11Q4V4tsN9JCgDOFFbiuhV78KePfsPMd/Yg+0o1AMBgbmKSqRE5pturW/3ln06Lxl/64VSzamtpcoSTON2e5zU+TxY50m0+QKPxQEhKli3Kw5tqkVuA0gUQeZuMlP3QfP8gEizZNu9+rRCMkyOex9ibH2b3KKLflUcPAorTrMvBRScVrIaIiMg/6KrL0f3Iv0VjOapuGPmHZxSqiMh9ZV0nAdn1H8B2LjqgYDXkzxITE7FgwQKUl5dbx7RaLZKTk5GcnIzVq1dj8+bN6NOnT5O2/+qrr+Kll16SqVoiIv9wZc9HiGuwfAkdMHjSLUqVQ0REDTiKJ9QYzAgKkPf7LZNEIMLdjJSjUNWVKj0e/vooDmWWNKmzUKXO5Nb6KggO97P3XLH1dnGVHu9sO4sVt4+E0SRfSKq50+3Zk36p0mbMm7skFVfpm70NswxP0BMd2LydO8+49R2dWnJ1kmq4GbcDph7kz0kIhqSIfqfXaXH06xcxJvtjBKrMNvefCRiAsNtWIb7fcAWqI/Jeqm4jgeL/WZe7VKcrWA0REZF/SFn7L4xDiWjscsLz6BEcrFBFRO5rN3QWkP2hdbmXJQeX8zPRsVtvBasif5OSkoL58+dDq9UiIiICzz33HKZNm4aamhqsXbsWH330Ec6cOYPZs2cjOTkZERERbu+j4QfiISEhGDFiBIqKinD+/HkHj7Lv5ptvxiuvvGL3/qCgILv3ERF5g5rqSgwq/kV0gWlmj7noHMCvG4iIvIGjPEeN0YwoBMq6P+np9tz7ol9q9UvlOqw5kIWvDmajUu9e0KmhKp3RrfXVKvemedt0/GJtSEqu6fZUttMVuhsOE+zEVqS6Kvl7wKW1dDWSW3OCYa0lUxbg7ryidnhrSMqLSpEd/2ohApD+21aE/vIkEiy5Nt2jDIIGR/o8iLF/ehEBgfygkqixmH7xQEr9chcUoaz4EqJjOitXFBERkQ8ryD6L4TmfiX4vPR40GqOvvU25ooiaIG7EZFT8FI42qLaOZR36CR3nPqpgVeRvFi9eDK1Wi4CAAGzduhUJCQnW+6ZPn45+/fphyZIlSE9Px/Lly/HCCy+4vY+EhAR8+OGHGDt2rHWqvXvvvbfJIano6GgMGTKkSY8lIvIGJ7d9hrGqGuuyRVCh97V/UbAiIiJqyFG4QWtoetjol1OX8PfvTgIQ8MotQ3HdkNrvAKSm23P3u3Wp9W/94ADyy2ok7nGP+52k3A8lAYBRpun2VCqVTYcauTpJyTH1nK+Ro5NUa9Scl4pcr1dvp5YpJCWabs+LgkleVIrs/LlLFpFTleUl+O0/92DAz/PQ05Jrc/95TW/kzfsZCfe8yoAUkR09rhoJnSC+8iT3FKdSISIiaqq89X9DiKr+KkeToEbkTW9yumfyOZqAAGREjBaNqS/sVKga8kfJycnYtWsXAGDhwoWigFSdp556CgMHDgQArFixAkaje1eRA8CsWbOwaNEijBo1CgHskkJEhIhTX4uWT4aOQece/RSqhoiIGnM43Z7RdiYVV5gtAv6x6SSKq/QorjLgH5tOWgM3UtPtud9JynZ9OQJSAHCl2uBmLUBT4k5yhaRqO0k1Ckm5mVixl1GROlf+TirE565WkvkRcSfo1HjV1nK45Jpuz1lIamCXNrLsx13eFNiSGz9lp1ZJsFhwbOuXqHlnNMZd2WRzv0lQI6nbfYhdchB9hoxr+QKJfEhAYBCyA/uIxqqyjihUDRERkW9LTfoFY6t+FY0d7nAL+g4Zq1BFRM1j6jVNtNy3MhkWc9M+lCdqbNOmTdbb9913n+Q6arUad999NwCgtLTUGqoiIqKmyT5zHAONp0Rj5pF3KVQNERFJcdRJSmdsWpAns7gaRZV663JxlR7ni6oAACaJcJC713nJ1JBFktshqSbuR77p9lQ24QRPZpv8PQAkR/cse9MX+jO3QlKNjk9zpurzJRqN/NPtqSR+Ak0f0EGW/bjLjzNSDElR65N/4RRS/30dRh54GB1RYnP/OU0csv7wExIeWIGg4BAFKiTyPWXRg0XLwUWpClVCRETku4xGA8K2/U00VoFwDLz9NYUqImq+7mNmi5bbogIXTiYpVA35m7179wIAwsPDMXr0aLvrTZkyxXp73759Hq+LiMifFfz6oWj5CqIweCqnhSYi8iaO4glSgabmblWqO5HF7d147uv4UjdDUgaLCk05TPJ1klJBo/bMdHtS/D0AJMd0e60k8yPiTraMnaSap2EnKamAqUah2QXYSYrID+i0VUj6+GnEfDYFw2t+s7lfKwTjYL8n0fvZJMQNn6BAhUS+S9VluGi5c/UZhSohIiLyXYfXL0OcJVM0dnbAQ4iK6aJQRUTN17XXVchVdRWNFR3/WaFqyN+kpaUBAOLi4hxOgzdgwACbxyhpz549GDZsGMLDwxEWFobevXvjtttuw6ZNm1rNFbdE5JsMeh2uKkwUjZ3tMocXmhIReRlH4Qa5uh0B9cEIqenM3A31ePLLeF0TphhML3f/K3SDTCEplVpiuj03T5srq287XYjl287i9MUK9zbuY9ydqlBKa/wzzb1OUo2WW8kBaxxmbKqGb3epqUoDPNlqzwE/zkjB/idIRH7k+I616LjvBSQIhZLv6NSQ0Yi57X2M7z3A9k4icqp9v3jgRP1yV6EQ5VcKEdW+k3JFERER+ZArl3Iw5Oy7orEsTU+MvHWJQhURyedi+wTEFv/Putwmf6+C1ZC/0Ol0KC4uBgB0797d4bpt27ZFeHg4qqurkZub2xLlOZSZKQ7EZmVlISsrC99++y0mTJiAdevWoVu3bm5vNy8vz+H9BQUF1ts1NTWoqalxex9SdDqd5G3yPjxXvsNbz9WJ7V8iHuIvUjtMvFe2nye+yFvPFdny1Llqza9/8l6OAgpN73Zk/+tyk0TbqPVH8lCqNWJEbBT+MrkvggIch448+WW8zuR+SCqz0v2K5OwkZTPdnswpqe+P5+Pxtcfd26aPkqOTVGsjCIJ7wTBBQG6JFl8ezEbHNiG4um97j9XmTeQKSTUMRkltUa79uMufO0kxJEV+7cLJ31D103MYoTsieX8xopE16jmMvvEvUCnUqo7IH/QYMBp6IRDBKqN1LOfUQQydfLOCVRFRQzk5OXj33XeRmJiInJwcBAcHIy4uDvPnz8dDDz2EsLCwJm/bZDLhxIkTOHToEJKTk3Ho0CGcPn0aZnPtBxCZmZno1auXTM+EyD/lfPMERkL84bpu5lvQBAYpVBGRfIIHzAD21Yek+ulPQltVjrCIKAWrIl9XWVlpvR0REeF0/bqQVFVVlSfLcigoKAg33XQTZs6ciSFDhiAqKgplZWVISkrCBx98gNzcXOzfvx8zZsxAUlISoqLce4/Exsa6vO6ePXsQExPj7lNwabvkG3iufIc3navuxz8TLaeoBiAr4yJOZVxUqCLv4k3nihyT81zVhbaJvImjbINc3Y4aspff2Z5WiO1phajUm/Dc9QNt7q/Wm1ChM6JzmxDJ7ily0Rvlf85SjCa5QlJAoEb8naXR/fkLHXpi3XFZt9eQWuV+5ytPMsvQPc3fpyRsLK/UvQBwjdGMm/5vH0q1td8RToyT/29NbyRXh6eGm1FJ/CxsibDSp/eOxX1rkkVj/pycYEiK/FLxxWxcWP8cRpdshkZl+w+XSVDjcKd5GPSn1zEmunWkWYk8KTAoGGcDe6O/6ax1rDrrMMCQFJFXSExMxIIFC1BeXm4d02q1SE5ORnJyMlavXo3NmzejT58+Tdr+q6++ipdeekmmaolan7NJiRhZvl00dijqOsSPu06hiojkFRd/HYx7NQhU1YZng1RmpB36BcOnz1e4MvJlDTtABAU5D5QGBwcDULbbw6FDhxAdHW0zPnXqVDzyyCP44x//iK1btyItLQ3//Oc/sXz58pYvkojIDn1FEUZaTooubz8bPRWM9BMReR/PdJKy3WZ9cMRxgOTzA9k2IanjuWW4/7PDKK7SY9pVHWDyYKpGL1N4yRm5noNapUJwo85bcge9PBli0qhVsMg4rWNzydFJyuxNqa8WMOOd3W6tvy451xqQAoB9Ga0jQKyWbbq9Bp2kJDapaYGUlNQu/LiRFENS5F+0VeVI+fYVDM/+DPEqveS7Ny1wMIJvfgfjh4xr+QKJ/Fhp1EDgSn1IKvByqoLVEFGdlJQUzJ8/H1qtFhEREXjuuecwbdo01NTUYO3atfjoo49w5swZzJ49G8nJyS51Ymis4QcvISEhGDFiBIqKinD+/Hk5nwqRXzIadAjZJp5Sr1wIR+87lilUEZH8Itq0xengQRhkqJ+fuSZ9G8CQFDVDSEiI9bbBYHC6vl6vBwCEhoZ6rCZnpAJSdSIjI/Htt9+ib9++uHLlClatWoU33njDpQBYHWdTCRYUFCA+Ph4AMHnyZKfTFLpKp9NZO3JMnjxZdG7Iu/Bc+Q5vPFdHv3gO6gYXo1YIYbj2zqcREub+35D+xBvPFUnz1LlyNt0tkRIcZUKaGpKSelhdcyNnGZQao+10d2/8nIbiqtrf0XeeKWpSTa7SN2G6vaaQq0uXSgWb6Qk90QHMU2oDH94TKpIj4HSlyvnfnL4kKjQQnduE4ExhpeT9OjdDeeeLquUoy+d4opOUVFe9lugkJTWlH6fbI/JyZpMJR358H71S3kECSiTDUZfRDtkjnsaYmx7k1HpEHqDqMgK48r11uVN1unLFEJHV4sWLodVqERAQgK1btyIhIcF63/Tp09GvXz8sWbIE6enpWL58OV544QW395GQkIAPP/wQY8eOxbBhwxAQEIB7772XISkiFxz+5mUkWMQfqp+46jFM7Oz6lElEvqC860Qgqz4k1aU4ScFqyB9ERkZab7syhV51de2Htk0JhLeUqKgo3H777XjvvfdQXV2Nw4cP4+qrr3b58e6EnkJDQz0SGAsJCVE0iEau47nyHd5wrkxGA/pd/F40ltbhOoxr30GhiryTN5wrco2c54rnnLyRw5CUqWmBEZPEdG914RNXtqg1mBAWVP+19MELJU2qoylaqpNUU49tY2qVCkGNptszuPkcDGYLrvweQmtpLdH1xh1yhKQuFPtXCGhQlzYo1fpX8EsJck0TqmoQbJDaoienI60j9b71rneyvJgUIZ93Ys/3yHp9DOJTnkdH2P5SpRWCkdRjESKePo6xtzzMgBSRh7TrFy9a7i5cQnlp62ipSeStkpOTsWvXLgDAwoULRQGpOk899RQGDqxtd71ixQoYjUabdZyZNWsWFi1ahFGjRiEggBl8IlflZZ7BiAurRGNnNf0wft5TClVE5Dnth10vWu5pycWl3AyFqiF/EBISgpiYGADOOziUlpZaQ1Kxsd4dQh00aJD1dn5+voKVEBHVO7HzW5vPXWOmLFKoGiIickZwEFty1pFoy8kC3Ln6N7zw/UlU6U3WcamgSV1wypXZzO7/7LDzlTzE3EJTvzV9KkMxtUqF4EDxd5mf7s90ezvz/6vMxUkyNdeRTWubKs8VGrVKNMUbNY1U96WmaBhdkApEybUfxzW0rk5STIuQz8pOO4KUN2dg6K93o6/Z9pcDs6DCobY3QrsoGQl/fgthEVEKVEnUesReNQoGQSMayz3NDgFEStq0aZP19n333Se5jlqtxt133w2g9gvEulAVEXmWYLGgcN3jCFXVX7VlEVTA7OUICAxUsDIiz+g7bALKIO7gk5ucqFA15C/qgt4ZGRkwmUx210tPr+9yW/cYbyW48g0TEVELUx9dI1o+E3AV+g4dr0wxRETklKNMiKMgT84VLf765VHsyyjG50nZWLHtrPU+qaCJtZOUC7/DHjh/BfllNU7X8wRzC/2OLV9ICgjSiL9raUrOR6kp0KTCFkpiSMqWSuV9YTZfJFd4qWFgTSqYJEcnqe8euhof3T0GA7u0kbxfcrq9Zu/VezEkRT6n+FIufvvPPei29loMrzkkuU5qyGjkzP8F8Y9/hZiuPVu4QqLWKTgkDDkBvURjVZnKXR1CRMDevXsBAOHh4Rg9erTd9aZMmWK9vW/fPo/XRUTAocSPMVonDhMf6XAL+o+arFBFRJ6lCQjA+YgxojF15k6FqiF/MXHiRAC1U+kdOXLE7nq7d++23p4wYYLH62qO06dPW2937dpVwUqIiGoVZJ/B0Brx5zvlg+9UqBoiInKFw+n2HAR5Vmw/K1peva++QYF0JynXp9sDgAMZxXjsm2P4x6YTzleWUUuEZARBcNqly1UqiU5SvqQlpgZzR0uF5HxJbScppavwfbJ1knIakmr+Pkb2aIsZgzohUCO9Mal9+PNrxHd/wlKro9NW4eCapQj5YCzGXdmEAJXtLxuZ6p5InfoJhj37K3oPHqdAlUStW0nUINFyQGHL/rFDRGJpaWkAgLi4OIfT4A0YMMDmMUTkOaVFBeh35F+isRK0wcA7lylUEVHLMPeeJlruW5kMs4PuP0TO3HLLLdbbn376qeQ6FosFn3/+OQAgOjoa06ZNk1zPG5SXl2PdunUAgLCwMIwZM8bJI4iIPC9r24dQq+q/XKxAGIbOlO5UTERE3sJ+KMToYOq5SxU6u/eZ7HSSMpot+OePpyUeYeuZDan4IeUivjyY49L6crG0QEjGYLbAJOO0fkEa3/0KvyWmBnMHO0nZsgjeF2bzRQGyhaQa3rbdppzd2ez9PJTcr2x79T72vy0j8hIWsxlHfvovehxbhvG4ItnbrRjRuDB0MUbd9DACAoNavkgiAgAInYcDJT9alztVMWxBpBSdTofi4mIAQPfu3R2u27ZtW4SHh6O6uhq5ubktUZ7b8vLyHN5fUFBgvV1TU4Oamua379bpdJK3yTv50vm68MXDGI0K0VjW2OcxMDhclteut/Olc9XayX2uOg27FjjxonU5GlU4dXQX+gz17s4+vsAT7ytf+HkUHx+PSZMmYe/evfj4449xzz33ICEhQbTO22+/bQ2BP/744whsNKXpmjVrrNMSv/jii3jppZc8UuuWLVswZcoUhIaGSt5fWVmJ+fPn48qVKwCAhQsXIjg42CO1EBG5ymjQIy7vO9FYWsx1GBceqVBFROQJR48exZYtW7B3716cPHkSly9fRmBgILp27Yqr8mx2eAABAABJREFUr74aCxcuxKRJk9za5qFDh7BmzRrs3LkT+fn5sFgs6NSpEwYMGIBrrrkGd911Fzp06GD38VqtFu+99x7Wr1+PjIwMGAwGxMbGYvbs2XjsscfQo0eP5j5tv+YoE2Qw2e925CgzYbHTSWpn+mWkFVRIPMJ7SAW85KY3WWTdT1CA78YTvC1801pDUvck9MRvmSVIv1Rpc58gCKIp3qhp5HqtO+8kJd+5svfvg9Q+/PklwpAUebVTBzYjaMfzGGvOkLy/RghCSuxdGHrbC4iPjG7Z4ojIRtu4eKDBRSOxwkVUlpcgMqqdckURtVKVlfV//ERERDhdvy4kVVVV5cmymiw2Ntbldffs2YOYmBhZ979nzx5Zt0ee5c3ny3TxOG6t2CEaS9KMxmVjR+Ru3apQVcrx5nNFYnKdKwu6ojcuWpfP71qLjIJqWbZNteQ6V3Vha2+3cuVKTJgwATU1NZg5cyaWLl2KadOmoaamBmvXrsWqVasAAP3798dTTz3VpH1UVVVhw4YNorGMjPrPKTZs2CD63WPEiBEYMWKEaP033ngDCxYswB/+8AdMnDgRffv2RUREBMrKypCUlIQPPvjAGla/6qqrPBbWIiJyx4md32IUSkVjHaf9VaFqiMgTpkyZIvn7o8FgwLlz53Du3Dl89tlnuOuuu7B69WoEBTm+SF2v1+ORRx7Bxx9/DKHRN7EXLlzAhQsXsHnzZvTp00fUFbSh8+fPY/bs2Thz5oxoPD09Henp6Vi9ejW+/vpr3HDDDe49WT+WdP4K3t+VgfbhQVg6e6DDzkmOpttTSXUp+J10JykLHl973K1aldASs60ZTBaYLfJMtwcAwT4ckvK2JlitNCOFHu3DcfBCieR9giDZk4TcFGBn6jp3NdyK1M8rOZuz2Xs/SIak5Nut12FIirxSztnjuLLpOYzUHpC83yKocKTtdejxx1cxvnvfFq6OiOzpMXAMjN9rEKgyW8dyT/+GQQnXK1gVUevUsIuEsw+wAFg7FfhC1wgiX2U2aDHx0qeivzDLhTDk9rkHwf58aQ5RA2eDhqC3oT4k1bPmJLIwR8GKyNeNHDkS69atw5133omKigosXbrUZp3+/fsjMTERkZFN63xSXFxs7TYl5ZlnnhEtv/jiizYhKQAoKSnB6tWrsXr1arvbmjx5Mr7++mu0a8cLTYhIeQHH1oiW0wMGYsDgccoUQ0QekZ+fDwDo2rUr5s2bh0mTJqFHjx4wm81ISkrC22+/jfz8fHzxxRcwmUz4+uuv7W7LYDBg7ty5+PnnnwEAkyZNwt13342BAwciICAA2dnZSElJwfr16+1uo6qqCjfeeKM1IPXAAw/g9ttvR2hoKHbu3InXX38d5eXlmDdvHpKSkjBs2DAZj4ZvqtabcN+aQ9AZawM6NUazg8n2gNzSGjy38QRUKmDxNf3QsU2I9T5HH01IdeM5kVeBGqNZYu3WR2+ywEH+zG2+HJLytk5SrZVGZX9qNYsgyBq8aa3keq037Ooldcbk7SQl/ZqQ2oU/v5UZkiKvUlpUgLPr/o5RRZvQQyX9i9XJ4BEIueE1jB3OKRmIvE1IaDjOB/RAX3OmdaziQjLAkBRRiwsJqf+Aw2AwOF1fr9cDgN0pYJTmbBrAgoICxMfHA6j9ctHZFIOu0Ol01qspJ0+eLDqm5H184XylrnoAnVTiK/GPD3wac26er1BFyvCFc0W1PHGuToVUAkn1XdMGWs6ie0I8wtgZuFk8ca6cTXXrTebMmYPU1FSsXLkSiYmJyMvLQ1BQEOLi4jBv3jw88sgjCAsLU7TGZcuWYceOHUhKSsKZM2dQXFyMsrIyhIWFoWvXrhg3bhzuuOMOzJw5k9MeEJFXuJiZjiE1R0QB/8ohdypXEBF5xIABA/Daa6/h1ltvhUajEd03fvx43HXXXZgwYQLOnj2Lb775Bg8++KDdqfdeeeUVa0Bq2bJlNl08x40bh/nz5+PVV1+F0WiU3MayZcuQnp4OAHjrrbdEYfSEhARMmzYNkydPhlarxeLFi/Hrr782+bn7iw1H8qwBKQD45VQhpvS3P5Xhjyn1F62czC/HD49MtC47+j1UKiT1zvaz7pbrt/RGs8MOXu4KDtA4X6mJ7IUk5MKQlHfQqFV2X5OCwPMkB41MSTNnm2mJcyU5zZ/H96ochqTIKxgNehzZ8BYGnX0f46CV7N+WrY5F2cR/YNjU+VCp/fltSeTbrkQORN+y+pBUQGGqgtUQtV4NOyW4MoVedXXtVEeuTM2nBHdCT6GhobKHvUJCQrw2QEa2vPF8pez9AeNKfxSNHQ8ahUnznoDa2/qQtyBvPFckTa5zNfDqG2E48BiCfr8oJkhlRu6J3Rhxze3N3jbVkutc+dp7s2fPnli+fDmWL1/u1uPuvfde3HvvvQ7X6dWrV7O/SBgzZgzGjBnTrG0QEbWk7O0foKuq/mdfBcIxdOa9yhVERB7x008/Obw/JiYGb7/9NubMqe3+umHDBsmQ1IULF/DGG28AqP39ytk0x4GBgTZjRqMRK1euBAAMHDhQchsJCQlYuHAh/vvf/2Lnzp04cuQIRo8e7XBf/q5Maxs4czWsk5pXjkvlOnSOqr3IwtHX8FLT7VG92k5S8h2jIA92kjLI2fJKAr/C9Q5qtcruVJMWQfDrLkEtRb6QVINOUhInTc73lNS/D8/fOEh6uj0/fo3wxxQpLmXnehS8MRLjzy5DG2ht7i9BG/w26O/o9txRDJ9+OwNSRF5O6DJctNyhKl2hSohat5CQEMTExABw3gmitLTUGpKKjY31eG1ErU15eRna73haNKYVgtHhjg9bdUCKWqfwyGicCx4sGtOnb1OoGiIiIpJiNOjRL3+TaCytw/UICfPOi2qIyLOmTp1qvX3+/HnJdVatWgWj0QiVSoUXXnihSfvZtWsXysrKAAD33HMP1Ha+C2oYcN+4cWOT9qUUvRk4U1iFSp10J62maO6X2A2ny3P0fb+cXZL8kd5kgVnWTlIeDEmZPBuS0vhzssKHaFSOO0mxg3HzyfVab/jPndQpk3e6PduxhRN7S0+3J9tevQ8/kSfFZJ85jpQ3rsXw3fejhyXf5n69EIikrvcg8IkUjJu/BAGBQQpUSUTuiuo7VrQca86DtqpcoWqIWreBAwcCADIyMmAymeyuV9fGvOFjiEg+p9c8gu4oFI2dHPQEuvW+SqGKiJRV0U185XmXK0kKVUJERERSTvz6DWJQJhrrNP1BZYohIsUZDAbrbXvBpfXr1wOo7Z7Zu3dvAIDFYkFeXh4yMzNRU1PjdD979+613p4yZYrd9caMGYPw8HAAwL59+5w/AS9RpgfeStXglg8P4boVe5FVXO2xfbmT1Wn4Jbij0AQ7STmmN5ph8ZVOUh4OSall6q5DzaNWq+wG9wQITqd4I+cCNHIdRMfbkTMkZS8419qmX2RIilpceUkRDr7/ALp+PR3DdcmS6xxucy1KFyYh4S/vIjKqXQtXSETN0XNgPMxC/T+mapWAnFO/KVgRUes1ceJEALVT6R05csTuert377benjBhgsfrImpNUrZ/g4RG0+ydCRqMsfOWKFQRkfJihl8vWu5hyUdB9hmFqiEiIqLGAo99JlpOCxyEXgM5ZShRa9Xwc6MBAwbY3F9UVIQLFy4AqJ0Or6KiAosXL0ZMTAxiY2PRp08ftGnTBlOmTEFiYqLd/aSlpTncT52AgAD07dvX5jHebmeBGsW62s/N88tq8O6v52TZrlTQQYDrYZ2G34s7+orcbPFssMbXGczyTrfXJtR2Skq5eHy6vVYWtvBWGpUK9t62FoHnqbkWTekj2zFs+HM8IjjA5v6YiGBZ9gPYD9FKPRN/foXYHmUflJOTg3fffReJiYnIyclBcHAw4uLiMH/+fDz00EMICwuTZT9r167Fp59+itTUVJSWlqJz586YNGkSHn74YYwfP16Wffgzi9mM5I0r0P/UOxiPSsl31rmAfjDPfB1j4me0fIFEJIvQ8EhkanqgtyXbOlZ2IRkYN1PBqohap1tuuQWvv/46AODTTz/FuHHjbNaxWCz4/PPPAQDR0dGYNm1ai9ZI5M/Ki/LRfd/fRGNaIRhRd3wElVqjUFVEyus79GqUbopEW1Rax3IPb0aXnuyuRkREpLT8C2kYqj8qGqsacpdC1RCR0iwWC9544w3r8vz5823WOX36tPV2aGgoRo0aZTMtn8lkwp49e7Bnzx488cQTWL58uc12cnNzAQDh4eGIjo52WFdsbCxSU1NRVFQEvV6P4GDXvkDOy8tzeH9BQYH1dk1NjUsdsFyh0+mwq0Dct2Lj0Xy8Oqf5fwNJdY83mcwSa9qvraamtjaLRKKi7hjodAab+6heZbUORjeOuyM1NTWICPBc567Kanle1/ao3AjpkeeYTUbJ9zQAmMxmBLKVjlNjekajZ7tQ/O9YgWg8tm0I7hzTFYUVOln2YzGbrT9rQ9TApLj22JtxxVpDx/Dmn6y67UsFXmtqamAw6CUfp9PJ8xzl+vdULj4fkkpMTMSCBQtQXl4/lZNWq0VycjKSk5OxevVqbN68GX369GnyPnQ6HebNm4effvpJNJ6dnY3s7Gx8/fXXeOmll/D88883eR/+LvPUb9B/9zjGmaRT/UVoi6wRT2P0nAeh1vALIyJfVxw5EL3L60NSmkupClZD1HrFx8dj0qRJ2Lt3Lz7++GPcc889SEhIEK3z9ttvW6+6e/zxxxEYKL5Kac2aNbjvvvsAAC+++CJeeumlFqmdyNcJFgty1tyPoRBPOXt62HMY03uwQlUReQe1RoMLkWMxuvJX61hA5k4ATyhXFBEREQEAcra/j24NlssRjqEz7lasHiJS1jvvvINDhw4BAObOnYsxY2y7ypWUlFhvr1ixAnq9HldffTVef/11jB07FjqdDj///DOefvppFBQU4J133kH//v3x17/+VbSdysraiygiIiKc1lU33R4AVFVVuRySio2NdWk9ANizZw9iYmJcXt85269kt27d2uytZuSrAIi/V7tSUgJXJxPat28fYkJqbxcVqW0eV1djSqHtfqjeoaPHcOmyCnJM4rR161boTICnvsbfvWevx7YNANqqKvh3DxrfcOrkCYxvB3xXYfu+LSsrh04jgJOOOWauKkGuFmh8nB7tV4WjB3YhrxqQ472Ul5eLrVvrv1O9qR3QrqcKggBM7FSMfXv2NHs/dT/Lq7UaNH5/bt26FZdrYLMPlar230I5FBcXy7Idufh0SColJQXz58+HVqtFREQEnnvuOUybNg01NTVYu3YtPvroI5w5cwazZ89GcnKyS79YSVm4cKE1IDVt2jQ8/vjj6Nq1K06cOIHXXnsN58+fxwsvvIAuXbrg/vvvl/Mp+jxtdQVSvlyKMRe/RqDKNkGtFwJxtPsCDLv9nxgbGd3yBRKRR5g7DwPKt1iXYyp9p+0xkb9ZuXIlJkyYgJqaGsycORNLly4V/b60atUqAED//v3x1FNPNWkfVVVV2LBhg2gsIyPDenvDhg2iD5VGjBiBESNGNGlfRL7i6KaVGF19QDR2LDQBo+c+rlBFRN7F3GcakFIfkupbdRhmkwmaAJ/+mIKIiMinGfQ69L/4vWgsreNsjA9r2ufqROTbdu/ejWeffRYA0LFjR3zwwQeS61VXV1tv6/V6jB49Gjt27EBISG3yJjQ0FH/6058wduxYjBw5EtXV1XjhhRdwzz33IDQ01PrYum4VQUFBTmtrGIrytu4U3qFpARVHj+Jke46ZLPansWqKYA0QqBJgFOQPG5k93OiJs7h5B7UKGNdBwHdZtvcJAmNsrlCraqcmbCxYU3+/HBpvJkgDTO9av2OdPE3qarHRGwAfD0ktXrwYWq0WAQEB2Lp1q6gzwvTp09GvXz8sWbIE6enpWL58OV544QW397F79258/fXXAIA5c+bgu+++g+b3Tkdjx47FTTfdhNGjRyMnJwdLlizBH//4R6dtQFuLlJ0b0GHPc0gQLkv+pD0aPhmd//hvJPS2P7c0Efmm6D5jgTP1yz3MOaiprkRoeKRyRRG1UiNHjsS6detw5513oqKiAkuXLrVZp3///khMTERkZNPeo8XFxdZuU1KeeeYZ0fKLL77IkBT5tZxzqRiY8rrod+AriEK3ez6CSs0rtIgAoOfY2UBKfTfmKFTjbOo+9B81VbmiiIiIWrkTO77B6EadULtMf1ChaohISadOncLcuXNhMpkQHByMb7/9Fp06dZJcty4MVefVV1+1GQOAfv364cEHH8SyZctQVFSE7du3Y86cOTbbMRicT+um19dPC9QwaOVM3ZR+9hQUFCA+Ph4AMHnyZHTv3t3lbTui0+mApAM24zNnzmz2trP3ZQE5F0RjUdHRQEW55PqNTZo0CbFta4/hj6UncKK0SLLG4uQ84MLZZtfrr/oNGIQM82WgvLTZ26o75m+m7UdBufQUWM0xdlwCkJIs+3brREe1QV51pce2T64ZOWIEZgzsgGeTf7W5L7JNG7QLD0R6eYnEI6lO165dYLEAKC4Ujde9RzOKqvFmym82j7t2QAdsTy+yGbenZ88emDmzv937L1fqgSP7Xd6elLqa/512ANDrbO7LKdHi1eMHbR43efJkyX/T3eVsutuW5rMhqeTkZOzatQtAbaenxlPHAMBTTz2FTz/9FGlpaVixYgWee+45mylknHnrrbcAABqNBu+//741IFUnJiYGb775Ju644w6Ulpbi448/bnIXBn9RXlaCM2seRnzZZsn781RdUDrtTYyafHMLV0ZELaXH4HGwbFZBraqNJGtUArLTDmHAmGsUroyodZozZw5SU1OxcuVKJCYmIi8vD0FBQYiLi8O8efPwyCOPICwsTOkyifyC3qCHdu39CFOJP8S6cPWbGNvZ9bb+RP6uU/e+yFLHopel/kuKKyk/AwxJERERKSYo5TPR8unAIRg0YJRC1RCRUjIzMzFz5kyUlpZCo9Hgm2++wZQpU+yu3/Ciu6CgIEybNs3uurNmzcKyZcsA1H7P1zAkVbedqqoqpzU27F7lziwy7oSeQkND3QpgNYUc2w8MlOi8pXL9Aq2Q4BBrHQEa22m56u5Ta3z2K+UWIag0srVQqjvmIYEBAOQPSakC3Puu3F1SryO5BWnUMJi9r7/Z4K5tcOpihdJlAABCQ4Lt/4xRqVrkPPm64MBA1Bht2zhZ36PBJpv71v5lPLpFh2J7+k6X9xMUGOjw34MwU/Mvuq3bviDR2SY0NBRhodItpkJCQmT5t8rT/566y2cvY960aZP1tr3OBWq1GnffXTtfemlpqTVU5aqqqirs2LEDADBjxgy7vzz94Q9/QJs2bQAAGzdudGsf3sBgsmDj0TxsOVkAi1TPODec2PcTtCviJQNSBkGDg90XImbJEQxlQIrIr4VFRCFXI/6ZWX7ec1cmEJFzPXv2xPLly3HmzBlUV1ejtLQUycnJWLJkicOA1L333gtBECAIAl566SXJdXr16mVdx5X/7G2HyB8c+nQJBpjPiMYOtrsFY2feoVBFRN7rUszVouWoi/sUqoSIiIjyMk5iqP6YaEw79C6FqiEipVy8eBHXXnstLl68CJVKhU8++QRz5851+JjY2PoLgjp16uRwuryG616+fFl0X913cNXV1SgrK3O4z7qOUB06dBBNvdcaSeVyzG581yc0mHvJUfNrd7bZGulNltqOMzLy1LR1BpNnw0VyTUHmSLtw59NyKuH5GwcpXYKVxsH72SIAas6L6JRGpYLZzfkp24UHuf3edfaeaYn3VGvjsyGpvXv3AgDCw8MxevRou+s1TLfv2+feB66HDh2ytux0lJIPCgrC+PHjrY8xGo1u7Udpi75OwZPfpuCvXx7FCz+cbNI2tNWVOPDeAxi6fQG6wLZ93OmgISi4YzvG378cIaHhzS2ZiHxAUYR4Kk1VQYpClRAREbWMlJ3/w4SL4qvv89RdMfzP/1GoIiLvFjpwhmi5nyENlWz1TkREpIjcHR+IlssQgSEzGJIiak2Ki4sxY8YMXLhQO3Xbf/7zH2sjAkf69etnncXFbLbtuNFQw/sDAsSdiQYNqg8XpKen292GyWTC+fPnAQADBw50Wp+/qdQZkVeqhSDUfnEv9d25O4GmhquqJLfm/jZbI4PJArPQ/GPUMFzhqVyEp0NSmiYkOtx9iLfme5ry3D3FUQhKEASvPYbeRK1Gk97XKjcPrrPAmtT2Fk7sjXsSemJy/w5u7cti5/moJV67/vwS8dmQVFpaGgAgLi7O5hephgYMqP+Svu4x7u6j8XYc7cdkMuHcuXNu7UdJxTrgYGb9/LhfHsyB3uT4l9jG0o/tRdGy8bi66Fub+6qFECQPfREDn92DnmzNTNSqmDoNEy23r3TvZzAREZEvKc6/gB67F1unmgUAo6CB6eYPERrRRsHKiLxXv7EzYRDq/54PVJlx/tAWBSsiIiJqnXQ11RhQ8L1oLL3TjbzYlagVKS8vx6xZs3D69GkAwBtvvIGHH37YpccGBgYiISEBAFBYWCiaCq+xunATAHTr1k1038SJE623d+/ebXcbhw8ftu5jwoQJLtXoLw5kFGPimzsx8c2dWPTFEVgs0kEHk1shKVFKSpIgCPj2cK70nQSgtpOU3EEyT3X68XRIyt2ACOD+c/XW8IY3haQc1SIITTtPrY1apWrS+9r90J/jB0htr31EEP558xC8essQt/ZlLyTV2l4NPjmBrE6nQ3FxMQDn8we3bdsW4eHhqK6utrbfdFXD9Z3tp2GL0NzcXFHi3Zm8vDyH9xcUFFhv19TUoKamxuVt26PT6QAAJXrbl/z5glL0jnHtD+CjP7yHMaffQLDKtnvW6aChCP/j+xgS2w86vaF5Bbdideeq8W3yTjxf9UJjhwMNMqM9TDkoKy1GcIh3fMDGc+U7PHGu5Pi3lIiojtlowJXP7sRVqBCNpwx4AmOG2+9IS9TahUVE4WTIEAzRH7eO6c9sA2b8SbmiiIiIWqETv6zBWFSKxrpe86BC1RBRS9NqtZg9ezaOHj0KAPj73/+Ov/3tb25t49Zbb8WePXtgNpvx/fff409/kv6dfuPGjdbbkyZNEt03depUREVFoby8HJ999hmWLFki+cXxmjVrrLedTQXoT4xmCxZ9eQSVOhMAYOvpQhzLLZPs/mRxZ7q9Bl+Y2wuqrNpzAeeL7IffCNCbzHbDB+5oeAY8FpIye7iTVFNCUmqVuK2ZjwrwppCUo05SEDiFmws0apXD0Km9Q+yoK58726m/33aFuh837r7d7P2Yam3TL/pkSKqysv4PtoiICKfr14WkqqqqPLaf8PD6L/3d3U/DgJUze/bsQUxMjFvbd0Sjsn0nbNpxAIPbOv6HyGQ0oP2ZzzHVuMcmWqgXArElaj4svWdAnZYJpGXKVm9rt2fPHqVLIDe09vNlMtRgeIPlQJUZWzZ+gdCYPorVZE9rP1e+RK5zVRe2JiKSw9FPn8RYwynR2LGwCRh9298VqojId1R2mwxcOG5d7nrloHLFEBERtVJtToqnjD4RPBJD+49QphgialEGgwFz587F/v37AQCPP/44XnnlFbe38+c//xmvvvoqLl++jKVLl+Kaa65Bp06dROvs2rULX3zxBQBgyJAhNl2ggoKC8Nhjj+Hll19GWloali1bhmeeeUa0TlJSEj7++GMAwJQpUzB27Fi3a/VVJ/LLrQGpOnmlWjudpFwPwVicN5LC6z/bn/6QaulNFpjM8oZ8PJVZ8Ifp9rw1TuVNnaSkpk+rYxHcD/K0RmqVymHoNCYi2GasQ0SwwyCiSmUbVHL2snH0s8CVjmANt2/v2XjRS7dF+GRIqmEXiaCgIKfrBwfXvkDd7Rrhzn7q9tGU/SjJaLF9xRc5adJRUlKICdn/QX/k2NyXruqDE70fQFB0N9+dy5GIZBEQFIpsdEFP1HfDCyzPArwwJEVERNRUx7evxdiLX4jG8tEJvReugUrN34iJnOkw/DrgwrvW5VjhIi5mpqNrb8dT3hMREZE8zh3fi6tMZ0RjxlELFaqGiFraHXfcga1btwIApk+fjoULF+LkyZN21w8KCkL//v1txiMiIvDuu+/ijjvuQHZ2NsaOHYtnn30W8fHx0Ol0+Pnnn/HOO+/AbDYjICAAH374oeQXu8888wzWrVuHs2fPYsmSJcjIyMDtt9+O0NBQ7Ny5E6+99hpMJhNCQ0OxYsUK2Y6DL9DqzS6v605Dnobdj1pZIxFZ6Y0WeTpJNTgJnpoOzdMhKUfhHLuPcfO5ynGsPSHAiz4LdHRMLYIALyq1xQRp1G51UtOoVQgJ1Ni9PzosCH8Y1Q0bj+YDAOaO7Ia24UG4XGE/bBGgVsHYKFDp7PXv6H5X3jkNH2/3rdPKfv77ZEgqJCTEettgcD6Nm16vBwCEhoZ6bD91+2jKfpxNA1hQUID4+HgAwOTJk51O/ecKnU6HPXv2wCjxcyCsQ0/MnGn7S64gCEjc+Dluzfon2qi0Nvcf7DAfg+/6N3oG2qYmqenqzhVQe/4bvi7J+/B8iZ08twY9q+pDUt3UxRg+c6aCFdXjufIdnjhXzqa6JSJyRe6FM+i970nRmF4IQOns/6Jb+44KVUXkW/oMGY+S79qgXYPpKnMPJzIkRURE1EJKd70vWi5EewybfptC1RBRS2s4/d2vv/6KYcOGOVy/Z8+eyMrKkrzvtttuQ3FxMZ588knk5ubi4YcftlknIiICX375pU0XqTqRkZFITEzEDTfcgHPnzmHVqlVYtWqVaJ02bdrgq6++wogRIxw/OT9jlvhm2yII2Hnmss24O52kGm62tU23JCe9yQyzzNPFeaqzS6GDAIccmlJ3U6bo80be1ElKcBAkEwTPhfC82bd/TcBDXx7BxXLb94DUjI8atQpPzuiP7WmF1rHbx4pnCFv2x+G4bnBnAMC1A3/voOjg0GokQlLOzoWje105jQ3Xsfe6kPr5788vEZ8MSUVGRlpvuzK1XXV17Ty5rkzN19T91O2jKftxJ/QUGhrqdgjLEamQVF653nYfgoB9n7+AeZnv2rwTq4UQpMW/hvGzeYWRp4WEhMh6/smzeL4Ac+dhQMav1uWYyjSvPCY8V75DrnPF801EzaWtroT2qz8hFtWi8SMDnsbV8dMUqorI96g1GlxoE492FdutY4FZOwE8pVxRRERErUT5lUIMK90m+rz3Qs956BTofPYGIiIpDz/8MKZOnYr33nsP27ZtQ35+PjQaDfr06YPrrrsOixcvRpcuXRxuIy4uDseOHcN7772H9evXIyMjAwaDAbGxsbjhhhvw+OOPo2fPni30jLyH1JRPhzJLsT/jis242Y1p30SdpJpWGqF2uj2pIFtzeCq09va2sx7Zbp2mBJ7cfciEuBhr9x5vEuBFISlHmT1BEFpFKDIiOABV+tppSq/u2x4jYqNxVedIOyEplU2HMrVKhYFdIvHUjP748rds9I4Jx6PX9BOvo1Zh5u8hqYaPs6e225g4oOHsZeNoe66cx4YhLHtd2Pz/1SDmkyGpkJAQxMTEoLi42GkniNLSUmuAKTY21uG6jTUML+Xl5WHMmDF2123YDcrd/ShJKiSVfUX8RQ/MRuR+9TAmZq6zWTdXEwvLvM8xZsAoD1VIRL4sovcYIKN+uYcpC3qdFsEhYcoVRURE1EyCxYJTH96LseYM0fjRyKlIuO1vClVF5LuEPtOA4/UhqX5Vh2E06BEYxC7FREREnpS25UOMVxmtywZBg37X23Z+ISL/5ajTSFMNHjwY77//vvMVHQgPD8eSJUuwZMkSmaryfVJdir45lCO5rsmNjkYNXwJS3Uykwllk6+eTl2TZTsMz4KsZlqZ0KHJ3ir5BXdqgaqABW9OK3N6XJ/lKJymL0DpCMY9dE4fh3aNRXmP8f/buOz6KOv0D+Gd2N1vSIYVAGiEhJKFDKKF3FATEgoINDz3Pjj8U7/Qsdzb0lNO781QORL0TRT3kVFCxUKXX0AIJvUMghfRs+f0Rs8lkZ8tsdnd2k8/79eL12vnuzHeemdkJye6zz4ORGXVV/+3lkEq9bNWqutfzw6M72yRHOeLov1ap14jg5GpIxVZ/fV25jo3XsRdaa0iaayxgu01mZmYCAAoKCmA0Gu2ul5eXZ7ONq7KysiTncbQfjUaDtLQ0WftRkmQlqaJKnCupxG8/2o5xr36Lna+OR+JR2wSp/NjxaP/4RiQzQYqI7EjMyhEtawUTTh3aqVA0REREnrFtyZ/Q7+qPorEzqvbI+O1iCKqA/ROLSDEpAyeLlsOESuTv+NnO2kREROQJZpMJCQVLRGN7w4cjOi5JoYiIiMgROVWK5LR9E1WSkviM3F7VEfK+QG2HpnbjrTG51acsFuDNm7vhsW72cwSUoFH7zzWr/zFw79AUiecsXmvn6E8ECBjQKQrjusYh6NcXppzET3fbQDo6t1LVxpxdC4dhuBBi4wQoe8fPJKkAMWTIEAB1be527Nhhd721a9daH9vrcWxPv379oNVqbeZpqqamBps3b7bZJhBIJUkZzRY8tGQXNh84gpfLn0WfGtvzuyX1EXS+fyk0hnAfRElEgSqiTTROC+Iyk1fytyoUDRERUfPlrfsC2flvicbKYIDlliUIDmurUFREgS06LgkF6lTRWMnebxWKhoiIqHXYt345EiziqhfBQ36nUDREROSMnA/25SRUNZ5W6iNyFpJyn04j/2P4xnkK/pDE0jZE/mfe7lRTcichTBAEdAyTvZlXebqSVP+O7r/XWJ/g+JshtklSg1KjWkVSjNQhGs0SyRGQrv4kt8JZvahQHXomREg+J/Uacbaf5rbbazy93R/pLf/lIBKwSVLXX3+99fHixYsl1zGbzfjoo48AAJGRkRg5cqSsfYSFhWH06NEAgB9//NFua79ly5ahtLQUADB16lRZ+1CaVJIUAJw8cQxLtS8gWyXuS1tlCcIH8X9C/9v/HLh1HonIpy6EZIiWLef2KBQJERFR85w6vBvxPz8EldDw56TZIuDIkL8ioQurqxI1x6V2Q0TLsRfWKxQJERFR62De+i/R8jFVR2T0G6tQNERE5MiJy+X4+88FLq/vbiUpqQ/bWUnKfXPGpaN9hN7t7QM1icWtdnvNOFTBftqHz2k8WGH+t8M64c1be7m9ff292z7CgBev72Yd12lUeGR051aXFFPPTo6UpObcgwvv6oeZgzrajEtVknK2G6k46n80uxJh4+1v7JMgeq7Drz+jpO7BlvwSCdgkqf79+2Po0KEAgEWLFmHTpk0267zxxhs4ePAgAODRRx9FUFCQ6PkPPvgAgiBAEAQ8//zzkvt5/PHHAQBGoxEPPvggTCaT6PnCwkI8+eSTAOoSse65555mHZev1ZptX94xKMIn2heRqTolGi+yhOLZNq/i1pkPB2yJRyLyvZrYHqLlNiUHFIqEiIjIfcWXL8LyyXSEoVI0/kvy/eg5ZrpCURG1HBE9JoiWU01HUXj2hELREBERtWxnjx9Cj/LNorGLmXewdTQRkR+6XFaNCW+tx4FzpS5vIydJqnEOFNvteVbXDhH4ec4IvD3D9S/WCY3SEvzhk1iLG9ffnRZlciswNd6FP31k7alKUgf+PB5PTchEqF7jkVhuH5iM9+7oi9ljOuOrh4YgoU1wwCbhySGVz5ASHeLy9s25njFhOjw/uavNuEaiH6Wza+Gw254r17HRKvePSEXUrxXigtQCXrupp0sxtDTu31l+4K233sLgwYNRWVmJcePG4amnnsLIkSNRWVmJTz/9FAsWLAAApKenY86cOW7tY9SoUbj11lvx6aef4quvvsLYsWMxe/ZsdOjQAXv37sVLL72EkydPAgDmzZuHNm3aeOz4fKGmSbZkXYLUS0hTnRWNXw2Kweq+7+DPo0dBH6T2YYREFOhCO2YDRxuWk2uPobamGkFanXJBERERyVBTU4PjC25FL4v4d+QtISMx6K6XFIqKqGXp3Gckrn5rQJjQkIh4dMtXiJ76sIJRERERtUwnVv0DHRpVR71qMaDbNYH15V8iotbi3bVHUF5jcr5iI0YZSVKzPtwGlSBgXFY71Jpst7tSXiNr39RAJQgwaNWIi3Dvs5BATVpwJ7FE7rFanLSJ9KYgtSB5rwDSVYLkCtGqEaytS+Fwd7YIQxAGpESJxsZ3jcP4rnHWZX9o56iEh0en4bMdpyTb6zXl6faJgJ1KUk62cXR7yK0k1S5cj29nD8Xmo1fQpV0YusSFOd1HSxTQSVK9e/fG0qVLcfvtt6O0tBRPPfWUzTrp6elYsWIFwsLcb0r6/vvvo7S0FCtXrsTq1auxevVq0fMqlQrPPPMM7rvvPrf3oZTG7fbaolQyQeqyNh5R93+LG9ok+zg6ImoJkroOBH5uWNYJtThyaBdSuw9ULigiIiIXWcxm7Pjn3cip3iEaL1Cnotv9H0Et8e0fIpIvSKvD3tB+6FO+zjqmPvoTACZJEREReVJ1VQUyzi4XjR2InYgBYZGKxENERI79UnBZ9jZmGUlSxRW1AIBPt51C21+rizR29+JtsvfvS72TIrHrZLHSYUhqSLCQkX3gZxWS3Kkj5k5yV3OOVSUAdnKWvEKrVqHWJJ246ImkmsaHIrezU9cO4aiqNeHpiZnQahy/Zyn4Ra0yzxiWHoN1hy/ZjEsdYUKbYPxn1gDctnCL03m9kUgm9RpxWklKqt2ei9vWrSNejg3TY3LPDqIxqVaRMv4rCTgB/47+pEmTkJubi8ceewzp6ekIDg5GZGQksrOz8eqrr2LXrl1IS0tr1j4MBgNWrFiBjz/+GGPHjkVsbCy0Wi0SExMxY8YMbNiwwW67Pn9XnyQVgkp8oH3VJkHqmLkddo/6GGCCFBG5KSKqHc4KsaKxK/nOf/kgIiLyB1s+/ANyir8RjV1BBMLv/hwhoeEKRUXUMhk7jRItp13dCmMtv7VMRETkSXtXfYg2ELdsihv9oELREBGRM0az2flKNtu498m2VNWo/Itlbs3lKwY/7n5T/706dxOA/KGSlDvdFt1JLGlOclGt2bfnKchB8pEnKkm5WyUrXK/BikeG4qc5IzAqo53T9VtSl+W/3NRDukKTnRM4OC3apXkN2ubXG+rSTlzI5/re8TbrNOtWd2FbV36WSCXVVcv/7ydgtIiXf3JyMubPn49Dhw6hvLwcRUVF2LZtG+bOnYvg4GC7282cORMWiwUWi8WlJKcZM2Zg1apVuHDhAqqrq3Hy5El8/PHHyMnJ8eDR+FatGdChBguC5qOH6pjouWPmdphe80f06palUHRE1FKcD84QLZvP7lYmECIiIhl2f/UPDDzxrmis2hKEosmLEZuQqlBURC1X8oDJouUIlKNg9zo7axMREZE7QnM/FC3v0/VCckYfhaIhIiJn3E14ai2kkqR+O6yTApHYqk9McDf/wQ9ypNzii3Z7Sp4bvcZ+Yp5nKkm5d8/LrTold31/NTojFu3C9Xjz1l42z8k5QguAASltrcs6jQrX9+pgfwMXPTUxE+H6umSrB0akIqGNwWadZiVEuvBycXd6mZ1eA0qLSJIi9xlNZrwR9A4Gq/eLxk+ZYzC95o+IjOuIqFD3euUSEdWrju0uWo4sPqBQJERERK7Zt+YLdNvxjGjMbBGQN3g+UvuMVigqopatXUIqjqnEVYyL96xUKBoiIqKWp2DPL8gwHhSN1fS+W6FoiIjIFUZf9hELQGF620ov6U0qtyilPmFGTjJK4zX9o5KU/NefO8k3cnOL3Klw5SnBWvtJUp5OPJIzndxdK//qct/zk7LQLT4cI7rE4PnJXQFI3y9yrofFYsGfp3RDn6RIdIoJwRvTeiJMH9TsWIenx2Dr02Ow70/jMfeaDMmY3Mmtq78HDA5ej/XcfV3WtOBKUs2vEUYBbUbtF7hOLW57dckSjjtqf4/ziMI1naIUioyIWpKQ5L5Ao2J1SbVHYaytgSbItsc5ERGR0vJ2rkWn1Q9AI4j/EtzcZS4GjbtToaiIWocLsUOQcv6EdTnqPCtJERERecqVNf8ULV9EW/QYPUOhaIiIyBUmVpJyaFBaNL7ddx7Vxrr3cKb3T0RcuF7hqOq03kpS8rfxh4QwV7mSlNIc4nZ77iXYuSKQznlT13Zvj5mDU0RjUkcj9xC7xIVh2QOD3Q/MDn2jinfScbp/LbQaFR4ZlYa//VwAAJg5qCM+2HhcPL+bc7fkJClWkmrFEi9vwHTTV6KxqxYDZtb8Hsct7QEAOalMkiKi5kvIGihaNgg1OJW/R6FoiIiI7Dt2eC9ivroDwUK1aHxd7O3Imf4HhaIiaj1Cu10jWu5szMflC6cVioaIiKjlKLlyCd2vrBKNHUm6mV9gIyLyc0ZzC/6U2gMiDUH430ODcduAJDw1IQMvXt/draos3tBQScr1bRqv6w9JLO6k6LkTtz8cq6vsVZK6K6euMva4rHa+DMdKbqKNv9wnniJ1+P54iFJxulVJqtHd+X/juuDbR4fi64eGWCtried3s5IU2+1RS6M6vQU9T70vGjNaVLiv9jHst3QEUHeTDkxhkhQRNV/b2HicR7RorPDwFjtrExERKePs8UPQL7keUSgRjW8NG4PB9/3N4yWzichWer9xqLCIW74f2/K1QtEQERG1HAe/fQcGoca6XGtRo/M1DyoYERERuYKVpBwTBAEZceF4aWp3/HZYKtQqASo/yf7Q1CdJuZmqEahvQ7mVJOUn18wVjasC1ZvSqwOem1SXnPLE+C5oG+J+EnrjO15Wgp3M/bS89zkD43ikfh544lpktg9H94QIyefcvb0sAXJO3cEkqdboyjFol90NtcUoGn7WeDc2mrtZl7t2CEdEcPN7bRIRAcC54C6iZdOZ3coEQkREJKHw7DFYPpyM9igUje/X9Uavhz6GWu3dUtpEVEer0+NQSF/xYMGPygRDRETUQpiMRiQUfCwayw0biugOyQpFRERErjIyScohqY/w/aUqkcqdSlKNjsgvjsMCTMtOkLWJ2o2MjADKkZKsJDWpRwfr9e7cLgzfzx6Gd27r494O3Lzl5b5cfPnyCvFyi0LAzmtIxkH66ietdCUp716MlpcQ13xMkmqNTm0FqopFQ+8br8ES02jR2JSe8T4MiohauqqY7qLliOL9CkVCREQkVnzxNCoWXod4y3nR+FFNKlIeWgatTq9QZEStU03HUaLl1NKtMJtacI1vIiIiL9u75nMkNPld1zD4dwpFQ0REchhNTJJyxFOtq7yhuYkPco7DIFHdyFMeHtVZ1vruJUn5yUVzQbBWYzPWtC1mTJgO13Zvjy7twmTP37iNmrzTIrfdnu/OuUHinDWHReLHolQikD++qqQTO+XPI3UO7O7TzRPRRtty//9hklRr1PMW1Nz4EWpVdR/2rDb1xIvG2wEAU3vHY0xmLP5vbDruGtRRwSCJqKUJThZXBEiuOQKT0WhnbSIiIt8oKjyPovcmIsl8WjR+TJWM6N+tRHBYW4UiI2q9EvtPFi23QSkK9mxQKBoiIqLAp9n2rmj5iDoFmQPGKxQNERHJ0TT5gsSkEj38pWpKfeKDrEpSQuPHrm+44cmRru9EBguAxLbBsraRe/r/cG1GQLXbM0hURaqxk8z45q29vBxNA7nn3ZenPEjt/Z01s5CUz0jF5E6cctKXXE2I+9v03qLlG1Na7v8/nk3bo4BhTh2DX9KfhXDgczxc+yDMv+bLzRiQhH4d+UEQEXlefFYOsK5hOVioxomCXCRnuFlylIiIqJmuFF7E5XcmoLPpuGj8hBCP0Hu/QXh0nDKBEbVyHTp2wQlVApIbJS9e3r0C6DNcwaiIiIgC0/GD29Gterdo7HK33yBVxe9PExEFAhPb7QEAstqH48C5Utsn/LiSVH3rPMHNejZytooK1bm1D29Qy8z4+O2wTvhu/3nnK/oJqapdNUbpZJLM9uGy529cIUjOa0fuq8yXyYTuVBeTSzL5SMZZkVOZqXl8n9jp6um/rnt7XC6rxob8i2hbfQHd2rTc/3/4l1ArdtWQgHtqH0cZGjKA9Rrv9wQlotYpOi4RFyFOwrx0eItC0RARUWt3+dJ5XHpnAjqbjojGT6MdNDO/Rkz7JIUiIyIAOBc9WLTc5uw6O2sSERGRIxd+eEu0fAXh6HHNLIWiISIiuYxMkgIAaOxUopFuXeUfWVL1Ybgbjr8ch1xy4u6ZGAlBEALqWIOlKknZSZJyR+M73t0qZN5YvzmC1N5PSZGuKuf13comFZO3K225en+pVALuHpyCf9zSA0PiLH55/jyFSVKtmNkCmCziV7c+iC8JIvKes8FdRMvG07sUioSIiFqzwvMnUfrOOHQx5YvGzyMGwl1fIz45VaHIiKheSNdrRMuda/NQXBg43ywlIiLyByWXL6DH5e9EY4cSboLeEKJQRERE1Nj4v67DxL+tx44TV+yu47vqJv7N3of8UhVY/CXhxp0kqcar+kPRR4uXX4A+6MLmcXrJSlImj83v7jk3yczT8uV9ovFwJSmtRuLmkKwk5bpwvW8asEnFpHbjZu8eH9G8nbZyfvDjlZRSK/HDUuoHOxGRp1RGdxcthxcfUCgSIiJqrQrPFKBqwXikmE+Ixi+hLSx3/g/xKV3sbElEvtS5/3hUWrTWZbVgQcHG5coFREREFIAOrPgHDEKNdbnWokbahEcVjIiIiBo7dOEq9p8txROf53o9GSXQ2UuykBr2h+QioCEJxSwjeaVx0pe7bfo8yZ1XpVnGa7m+DVsgvf51Egk61Q4qSQ1KjXJ7X3JeAYVl1V6bu7k82W6vd1Ik2oZobcal9uAoD2zuNeL3gOdP69W8wFwkldjpShLZo6M7Wx+ntwvF6IxYl/fpL4mj/sRP/psgJUglSelYSYqIvMiQ1Ee0nFRdALPJcxn2REREjpwu2AvTwvFIMJ8VjV8QomC84yu079RVociIqCm9IQSHgsW/OyJ/lTLBEBERBSBjbQ1Sji4Rje2JGImYDh2VCYiIiOw6WliOSxIJDmeLKxWIxj/ZS7KQSiTyh+QioCExoUZGiZ/GkftD+7T63KUHRrhedV1Oh0hPJs/4ilSSS62Da/xIo+QWV4jb7Xnv/PgyccZT7fZmDEjCe3f0lXxO7rm6fWAyJvXsgMS2Btw7NAXDu8R4IkS3uHIfzB7TGQvvzMa8G7pj2QODoZJx7wTgbeZ1vqkbRn6JlaSIyNfis3KADQ3LoUIlTh3dh8TOPZULioiIWoXDuVvQdtk0RKNYNH5aiIPm7q/RPildmcCIyK7qlDHAgc3W5c5XN8NYWwNNkO03BomIiEhszw8foy8KRWPhIx5WKBoiInLGaLLNLNl5skiBSPyTxk5fNqm8CH8pmlIfR3Wte18Ul5vEIsC9yk+uuGtQR/xzzRGX1pVTFcpaScqtqJQh9VKMCLb/PoVU5SlHGp8+b76UfZk4Y+/+levlqd3tPid1PI4SJsP1Qfj79N6eCEsWqYhcqSQlCALGZLVza5+sJGWLZYNasRqpJCkNk6SIyHui45JQiEjR2IVDW5QJhoiIWo3cDSvR7r9TbRKkjgpJ0NzzPeKYIEXkl5IHXi9ajkA58neuViYYIiKiABO8a4Fo+ZAmA+l9RigTDBEROVUj0a7LXyoi+QN7H/JLjfpLQkB9GHIqSTU+IFeTWLQyk3DkmNonHgDQLlyPjLgwl7aRk/DkL9dKDpVKwMQe7a3LOo0KN/SOt7u+xl/6Pzblw3PvShJQc0n+vPTDl5fUaQ/EimqBjpWkWrGmlaRUAhDkoUxOIiIpgkqFM4Z0RFdutY4ZT+1UMCIiImrpdnyzAN23/QFawSgaP6zujLb3fY3o2PZ2tiQipcUldcYxVUekmI9bx4r3fAMMGK9cUERERAEgf/d6ZNYeEI1d7X2PQtEQEZErqoy21Yaq3KxA1BIJggCVYNvKTarFlr/k3dQnbUglwLm0vQsHohKAv93aq2F9GVWcXPHQyDTrY1cTOcwy+u35InnG01SCgBemdEOYToNLV6vxuxGpCNHZT7loThUlb76WfVpJygeJYpJV5by+V/mk4vT2+emREOHV+QMRk6RasaZJUvogtVd7mxIRAUBlVHfgdEOSVFjRAQdrExERucdiNmPHf55G9tF/2vxFnKfthvgHv0ZYRFtlgiMil52PG4aUs8ety3Hn1ykXDBERUYAoXv030fJFtEXPsXcqFA0REbmissY2IaqCSVJWAuqSdMxN2hL6c2JEfRJKdkfX339qHLuzj2zvHZqCiT06oFdipM22ntIh0mB9PL5rHPafLXW6jYwcqYZ2ewHUb08lCGgbosW8G3u4tH5zEsG8+bm9L6t4+aJSktQe/DHvQarilafPz9MTMvHSyoMA6grkzB7DLgpN+Wl9N/KFWrP4htMHsdUeEXmfLqmPaDmxJh8Ws3vfpCAiIpJSU1ONHX+/rS5BqonckEFIeew7JkgRBYjInteJllPMx3H+ZL5C0RAREfm/wrMn0LP4Z9HY0Y7TEaTVKRQRERG5olIiIaqi2iixZuskCNJJHUomRtzYJ8Hh8/VxRBiCMGes/CQFZ0ksN/VNtCZI1e1P9i5kmTm4o0vrmWVkPNUfYwDlSMmuwKRR+2c6hi/Thxy9NtsEByE5KtgD+3Dt54PipCpJebjT1z1DU/Dy1O6YOagjlt0/WJTsSHX8864kn7CpJOXFnrVERPXaZw4ULYejAmePH1QoGiIiammqq8px4h+TkV200ua5zTE3o9tjX0NnCFMgMiJyR+c+I1GCENHYic3LlQmGiIgoAOSvmC9qNV1tCUKXiQ8rGBEREbmiuumHdgAqJKpLtVb1laRsxhVst/fsdVkOn28c7sOjO2NcVjtZ8/tbJ7pwfRDWzx3pdD2LjCQpd5ND0mJD3drOE1QyL4y/thSUexz1PHl/TenVAbueHYelv81p9lwhOttiMH5YSEoyccvTlaQEQcCMAUl4fnJXdGerPUnMimnFpNrtERF5W7v4TihCuGjsfN5mhaIhIqKWpPLKKeQceB49aveIxs0WAetT52DAA/+CSsOO40SBRBOkRX6YOMled/wnhaIhIiLybxVlJcg687lobE/UNWgT016hiIiIyFVSlaSkxlorQRCkK0kp2G4vIjgIT0/ItPt807ZaUaFap3M2TvqSasvVWNMCRc7W94TEtsE4Pm8ivnxgkN115LTbc6flW2pMCIanx8jezlPkxuyLVnPucDeByJ1r5mwbT5yiNsG291e5HyaaSiV2+msiXUvGJKlWrGmSlI5JUkTkA4JKhVN6cWnZmlM7FYqGiIhaioM/foTJx/+MROGCaLzSosXOQf/A0Due9cs+9ETkgs7jRIvp5TtRVVmuUDBERET+a++KdxAB8f+R7cY/rlA0REQkR6XEh/kVNYHbbi8mTIcRXWJwz5AUj8wnQDqRQnrMd+//ONqV0DSJSWZcKief4tvM58O3vRydYznt9qwJRC5u88eJmVj2wGCXqyDldIpyORZXye2e5+lWap7i7n3izlb2dmW97B44RZHBQTZjxeU1zZ/Yw3xRSYqcY5JUK2ZbSYovByLyjfKobqLl8Mt7FYqEiIgCnbG2BlvevR99dsxFsFAteu4yInF26n+RPf52haIjIk9IG3Q9TJaGN4yChWoc3vytghERERH5H5PRiIS890Vjuw0DkdyllzIBERGRLFJVoyqq/a8KiitGZ8Ri29Nj8MHd/fHH67IwKLX5iSqCYC+RQLl2e4DjRJOmz7kSVuNNnCVVNX3Wl2kWjkKTU0mq/pq6miRyz9BOiDDYJsPY89Gs/lh4ZzZ6J0W6HpQTcpOLNM6y3RTi7uvFneQqe1vUv1Q8kdgYqrPtHlBcWdvseT1N6lCZJOV7/nlXkk/UNE2S0rCSFBH5hj65n2g5qfowzKbA/IOPiIiUc/HcKeT9ZTQGnF9i89xhTTosv12N1F7DFIiMiDwpMjoO+VpxC4PK/SsVioaIiMg/5f70MeIt4qqqQUMeUSgaIiKSq0oqScoPW0W5omkSgCcSIMqrTZKJBNLt9vykklSTZbnnwVnehE0Slg/zLBydY4ucSlK/Bq3z0mfUQWoVxmS1Q7+Obe2uc/+IVFlzyk6SamGVpNy5vZztyxNnSCqpsKjC/ypJSd0ebLfne0ySasVYSYqIlBLfdbBoOUyoxKkCVpMiIiLX5a79EsJ7Q9CtJtfmuY0RE5E0Zy2iO3RSIDIi8obi+JGi5cTLG2Axm+2sTURE1PoYtr8rWi5QpyIr51qFoiEiIrleXHEQ50uqRGNGOSV5/Irnk3eulNdIJkFI1pby10pSLsQliB473sC2UpV/JIeZZLxu6xPfvP0ZtaMz0ysxEjMGJLk8l/xKUv6ZAOPufeLO4djb18xByb/O6Z1z1D0+wivzNodJIktK7afVxloynvFWrNYs/oFj0LKSFBH5Rmx8Ci6hjWjsYt5GhaIhIqJAYqypwrb3HkSP1TMRg2LRc9UWDT4L/w163bcQekOwMgESkVfE9J0sWu5guYCTh3crEwwREZGfydv+EzJqD4jGinvdB4EfuBARBZR/rikQLcupyONPvJHvoFYJ1qpDjUklV/i0opKjSlLNrKjlLBml6XT+ctwmi8XlWFQq71WSEiUnOYhHLQh4eWp3HH7RteRytcxfr/y1lZqzdo52t3MrGU96mz5JbX6Nxa1QbDx5TYb1cZhegxv7JnhmYg8ySyQR+msiXUtm25yRWg2bSlJst0dEPnQ6OBMxFQ2JUebTOxSMhoiIAsHJw7tR+9ks9DMW2Dx3AVFYk/gQ9DGpbv+RT0T+q1PX/rjw3yi0w2Xr2Lnt/0NyRh8FoyIiIvIPFWveFC1fQBR6jp+pSCxEROS+jzadwJ+ndLMumwM1ScoLc5otFpfb7XmrKo0UR+9BuZPE1Hg+Z+9v2czvfHqPcZQoYzZboBIEyYo5TWm8WEnqjWk9rY8dxVufU67VuBaD3Pcdg/w0ad3dvBx3tpPapnNsqPVceqoK2u+Gd0L7CD1OXK7A1N7xCNcHeWReT5KqtOaviXQtmX/eleQTTZOkdEFMkiIi36mK6SFajizap1AkRETk78wmMzYsfQPRH49DqkSC1F5DPwj3/Ah9TKoC0RGRLwgqFY63bdKy+eTPCkVDRETkP84cPYieV9eLxo6l3YEgrU6hiIiIyFMCtdte0xySWlPzW6VbLA3JLKJ9SSRX+Lbdnv3nmsYmNxHEWds623Z+/tFuz2i2uHyk9cfg6UpSb93aC1N6xVuXHVf8knfepCqaOaLy0wQYd5MJ3dlOapPGSaCCxL0dFaIV3V/D02Nc2I+A63vH49ExnZEU5Z9dBqSSX1lJyveYJNWK2VSS8nK/VyKixkJS+ouWk2uPoLamWqFoiIjIX507cQj7XhuNIQf/jGBB/P9EjUWDTZ2fQLcnvkdYVHuFIiQiX9Flikvfp1fvR2nxZTtrU2tz8uRJPP7448jMzERISAjatm2L/v374/XXX0dFRUWz5jYajdi1axfee+893HPPPejRowc0Gg0EQYAgCDh+/Lis+S5fvoznnnsOPXv2REREBMLDw9GzZ08899xzuHyZr2kikuf0t69DLTR82FJmMSDrukcUjIiIiDwlcCtJiT/wrzU1/zhMFovLrfU8VZXGFQ4rFNm025M3t1FukpS86ZvFUaKM2c61klJfQUfn4c+oGydIAY7Pjew2iC3k43R3c+rc2U7qPrGInrcVFarFS1O7o0OEHj0SIvD0xEz5O/ZDUjmjrCTle2y314rZJkmxkhQR+U5St8HAmoZlvVCLgoPbkdZzsN1tiIio9TCbTNj139eQuf+vaC/YJtEeFxJQNWUBcnrz/w2i1iI9ZyJqNmigFYwAgCDBhNyNy9F3wiyFIyOlrVixArfddhtKSkqsYxUVFdi2bRu2bduGhQsXYuXKlejUqZNb87/00kt4/vnnPRLrtm3bMGXKFJw7d040npubi9zcXCxcuBD/+9//kJ2d7ZH9EVHLVnLlErpf/Fr0ydK+uOsxMDJKuaCIiMhjAjZJqsnn/Z44DrPFIlnBR7rdXrN35zKHlaRsKj05n6/xKiaz4wpcSuZVOKwkZbK4nLFVX0FH50Kru+YUynJYSUrmXL5s5+hN7lYec6cyllRimblREqBkAiQETO+fhOn9k2Tvz59JtaHUtJTMuwDCM96K2SRJebiUIRGRI5HRcTgjtBONXc7folA0RETkT47m7caheUPQ98A8m+pRALAteiraPb4ZGUyQImpVgkMjkGfoJRqz5H2rTDDkN/bs2YNp06ahpKQEoaGheOmll7Bx40b89NNPuPfeewEAhw4dwsSJE1FWVubWPiyN3sTU6/UYOHAgUlPlt3g9c+YMJk2ahHPnzkGj0WDu3LlYt24d1q1bh7lz50Kj0eDs2bO47rrrcObMGbdiJaLW5eBXfxX9vmy0qNBx4hwFIyIiouZq/LunkxwZv9U038ETuV517fakEykkBn3GUZ6JbSUpue32nO3cybIXOdrVpJ4dXE7gqr+mrhTy+NutvV2bVGo/Ds693Oviy7aG3uRukp07m0ndp40LpbWQU+oSs0SFOLW6FZ0AP8EkqVaM7faISGnnQ7PEA2d2KhMIERH5hcryq9jwr/9D/CdjkFl7wOb5i2iLAyMWot9DH8AQEqZAhESktMqUcaLlzqUbYaytUSga8gezZ89GRUUFNBoNVq1ahaeeego5OTkYNWoUFixYgNdeew0AkJeXh/nz57u1j5ycHLz77rvYsWMHrl69ik2bNmHIkCGy53n66adx4cIFAMCSJUvw6quvYujQoRg6dCheffVVLFmyBABw4cIFPPPMM27FSkStR2X5VaQf/7dobE/4CMQldVYoIiIi8oRqY8OHdwFbSapJQoTFx5WkfNpuz0F2h81zrlSSarSO80pSyrXbs3fcPRIicE23OJevQf01bRuidbrupJ4dXA+wCcft9jw3VyBx9z65Z6gbFZoldtX455tULC01ccokkSSlYbs9n2NWTCtWaxbfcGy3R0S+Vtuul2g5unS/MoEQEZGiLGYz9v7wIUpe740hZxZBJ9TarLOxzWToZ29H1oibFYiQiPxF8qAbRcsRKMehbT8qFA0pbdu2bVizZg0AYNasWcjJybFZZ86cOcjMzAQAvPnmm6ittf0/xpnx48fjvvvuQ58+faDRaNyK9cKFC/jPf/5jne/mm23/P7v55psxfvx4AMBHH31kTagiIpKS+83baItS0VjEmMcVioaIiDylrNpofRygOVI2CRESOQGymS0W6YQohdvtydmV3IpFRicnziZJyodZJVK7Gt+1Hb743SAEqVUuXwP1ryve1DfBYcu9+EiDO2E2kJPM5v5UAcXd++TGPgnIah8uaxupXVlaaSUpqXZ7aiZJ+RyTpFoxVpIiIqWFpw4QLScbj6Oqwr0WGEREFJiOHtiO/a+OQvdfHkGc5ZLN86eFOOwZ/W8MevTfCI+MUiBCIvIncYlpKFCL25xd3fOVQtGQ0pYvX259fPfdd0uuo1KpcOeddwIAioqKrElVvvbVV1/BZDIBsB8rAMycORMAYDKZ8NVXfG0TkbTammokHVwoGsvVZyOtJ9tRE5F8O3fuxMsvv4xrr70WiYmJ0Ol0CA0NRXp6OmbOnIn169e7PXdFRQU6deoEQRAgCAI6duzo8nZ/+ctf0L9/f7Rt2xahoaHIzMzE448/jpMnT7odTyCoqDZZHwdqJammyTsWeKCSlFk6kUAq8ciXyUJyEp9cy4NoWMnZ9W86ny8TTaR2NSAlCtpfE51cvQb11zRMH4R/3tbH/v6aeWyerSTVMhJaXHntdowKthkL1qnx5YODmr0vUSWplnFKXSLZbq81nQA/wayYVqzGJkmKlaSIyLeSu+XAZGn4z18jmHF8/2YFIyIiIl+5dP4kNv79biQtHYtu1btsnjdaVNjefgain9iOnkMnKxAhEfmrSx1GiZYTLq6GxUkbAmqZ6j+wCwkJQd++fe2uN3z4cOvjDRs2eD0uKY0/XGwcT1P+ECsR+b89372P9hB/wUA9bI5C0RBRIBs+fDj69u2Lp59+Gt999x1Onz6NmpoalJeXIz8/Hx9++CGGDRuGO++8EzU18ttcP/vsszh27JisbY4cOYI+ffpg7ty52LZtG4qKilBeXo68vDy88cYb6NGjB1auXCk7lkDRuJJUoCZJNf243xOHYbFYpBOiXNh/c43Lamf3OZWMT9rlJtdIteVqznye5CzBxtWcj8aJb6MzHZxnGUkkIVrbz7sdba6SmSXVYvJZnByHVq1CVKhOcjOdRl5OgdQ5a/zzTW6VtUAmVUlK7muQmo9JUq1Y00pScn+gERE1V0hYJE6pE0VjxQVbFIqGiIh8obzkCrYumoOQd7Ix6PIyaATbxIZ92h44e+sqZN/3DvTBYQpESUT+LCb7etFyguU8Th7erUgspKyDBw8CANLS0hy2wcvIyLDZxtfq9xsREYG4uDi767Vv3x7h4eGibYiIGjObTIje/U/R2CFNBrIGXqNQREQUyM6cOQMA6NChAx599FF88cUX2Lp1KzZt2oT58+cjPj4eAPDvf//bWvHSVbt27cKbb74JvV6PsDDX/rYvKyvDddddh0OHDgEA7r33Xvz000/YuHEjXnrpJYSGhqKkpAQ333wzcnNzZcUTKKqNjStJKRhIMzTNd/BMuz3pRAvpdnueSzi4pmsc3rvD/hcy5CQqyc2DcJok1eRTfl+mWTg7xa7G4mqbMUerXZ9sEi2/eWtviXgctNtzsF9DCy4w4m6imzuV2qS2aPzybk0pQlKVpMj37L+DRC0e2+0RkT+4FN4VHYsbSiRrztlWEyEiosBXUVGGPcveQEbBv9AfVyX/+r2AKBzr+xQGTPwNBDlfxSOiViW1+yBc/LItYnHFOnZ265dIzrBfmp9anqqqKhQWFgIAEhISHK7bpk0bhISEoLy8HKdOnfJFeDbq9+ssVgBITEzE/v37Zcd6+vRph8+fO3fO+riyshKVlZWy5renqqpK8jH5H16rwOHoWu1f8wWyzeJWU6V9H0BVdbVPYiMx3leBw1vXylP/nyolIyMDL7/8Mm688Uao1eJkgIEDB+KOO+7A4MGDcfjwYXzyySe4//77MXToUKfzmkwm3HvvvTCZTHjuueewaNEiXL161el2r7/+OvLy8gAAr732Gp544gnrczk5ORg5ciSGDRuGiooKzJ49Gz///LPMI/Z/1caGD+8sLaaSlAfa7VksdpIzpDKnmr07AMBrU7MwbUCKw3Vk5Yu4sHLjVYxOkimaJrm422YwJToEZ4oqUWMSf3A874budrdxlhzmamUcV9uMOTq2Qe0sCIrqgD1nSjE2qx1GdomR2N69uaWSuFpKQo+7xYvc2UwqIcvipJKUL9tm+lJksFbpEAhMkmrVbJOkWm42LBH5L3P73kDxt9bl2LIDCkZDRESeVllWit3/+xs65S9CTqOEhsaqLUHYk3QHut3yPAaGRvg4QiIKNIJKhWNRwxB7ebl1rM2pHwG8oFhM5HuNP2QLDQ11un59klRZWZk3w7KrPl5XYwUgO9bExETnK/1q3bp1iI6OljW/q/NSYOC1ChyNr5XFbEHanrdEzx9FPE5XhePsqlW+Do2a4H0VODx5reqTtgPVN9984/D56OhovPHGG5g0aRIA4IsvvnApSeqtt97Cjh070KVLFzz55JNYtGiR021qa2vx1lt1P+MyMzMxZ45tG9GcnBzMmjUL7733HlavXo0dO3Y4bLsciGoaJUkFasERbyQ3mC3SyRlSiR6e2H2/aDMm9bBfAbZhX8pVkmo6n7uHfduAJNyRkwyLBfjXuqNYfegi+qdE4YY+9r/g4alKUq4mUznan04N/PnaDBgMBrficRSC5HMtJHfHWSWpxgmbjbl1f0m222vmnAFqfNc4RBiCUFJZCwAYkxmrcEStE7+e3YoxSYqI/EGbzgNFy0nmMygtvqxQNERE5CmlxYXY9tEfUPV6V+Tk/wXtJBKkTBYB2yInoPTezeg/668IZoIUEbnI0G2SaDm95iAuX3BcRYdalsYVILRa59/E1Ol0AJSr9lAfbyDESkT+q+rSIXRDvmhsZ5vroGIVViLyohEjRlgfHzlyxOn6J06cwLPPPgsAeOedd1z6/QcA1qxZg+LiYgDAXXfdZfdnW+O2f8uWLXNp7kDSODFh75kSBSNxX9N8B7OHKklJJ0TZDnqi3d41idIJIrb7cn1OV1rzNV7Dabs9mdk6WrX0PSUIAnQaNfRBajw8ujOWPTAYv782A1qN/d8vnJ1iV6+BxsMVp+xxtLmjWKWSuOSed09ztwJUU66cUukcMXfa7dlu0/jngtR93FLzprQaFZbcOwATusdhev9EvHZTT6VDapVYSaqVslgsqDWLf7yw3R4RKSE5qx9q/qeGVmjoG31y3y/oNmSyglEREZG7zp0+iqPf/BU9zn2OfoL9D3d3BA9BxMTn0a9rPx9GR0QtRZecCShfo0eIUJd4ohIsOLJxGaKmPqJwZOQrer3e+rimpsbp+tW/tqFy9O1ib9Lr9aioqPBqrM7a8507dw79+/cHAAwbNsyl1n+uqKqqslbkGDZsmOjakH/htQoc9q7V4bf+LlrvHGIwbuZTCNLqfB4j1eF9FTi8da2ctbttCRr//uJKUuYDDzyA8vJy3HHHHRg5cqTL+1m/fr318fDhw+2ul52dba0SumHDBpfnDxT1laR2nJCuxh0QmmQ3OMr1GZ0Ri5/yLjqd0l67PaUL/chJyHIluWVIWkO1V2ft9pru2lkoFkjP51ZhIMn2aK7HUs8TlaRc295BIpSjdntOjlMJKkHwSOKhuxXf3NlM6jJ36+D4y7JKn2dv6tohAv+8rWVVQQw0TJJqpZr2lQUAvYaVpIjI93T6YOQHdUJnY8M3Ia8e3QYwSYqIKHBYLCjY+RNK1/wD3UvXob1gsvsOy0FdT6jHPY++fUf5NkYialF0+mDsD+2PPuUNrVKC8r8DwCSp1iIsLMz62JW2dOXl5QBca3fnDWFhYaioqPBqrHKSngwGg1cSxvR6vWKJaCQPr1XgqL9WR3I3omfVNtFzJzNmYUBEpDKBkQ3eV4HDk9eqNVzztWvXWh9nZGQ4XPfTTz/FypUr0aZNG7z++uuy9nPw4EGX9qPRaJCamorc3FzRNi1FtbHuy8TPLN+vcCTua1o1xuIgoWPOuC6uJUmZ7VWScm1MLlenkLMrqYSg+4Z3wntrjwIAdBoVHhubbn3Oebu9pvO5d+DuVCZyto2rCTiuVojyRHUwexxWmZKsJKWsunPR/CQpT1WkcoUgAM9OSMefVx62jv1hguP/T4i8iUlSrVRV0157YLs9IlLOlYiuwOWGJCndhd3KBUNERC4rLy/D3u8XI2r/B+hsKqgbtPMH9m59fxhGPYHM/uN8FyARtWimztcAuxuSpLqUb0dVRRn0wcokwZBv6fV6REdHo7Cw0GkFh6KiImviUWJioi/Cs5GQkIALFy64VG2iviKUUrESkX8q/uE10fIVhKPHpIcUioaIWguz2Yx58+ZZl6dNm2Z33aKiIsyePRsAMG/ePMTGxsraV/3vQCEhIYiMjHS4bmJiInJzc3Hp0iVUV1db2xU74+x3sXPnzlkfV1ZWeqz9cYWMecoqq1FZWYkD50o9sm8lmM1G0bkzO0j2SWkThDCdBlerjQ7ntFjqXo9N1VRXo7JSXOGsutZks547Grf4llJZWYna2lqHzzdmlFh3QlY0erYPxcHzVzE2MwbRBsG6Xa3R8XFUV1fCVNv42B0nztjLVTMajbJf69VV1TZjtbW1DfO4WOnIZKx1ad8CLDbrNb4+zq6VyWj/OtXUVNuNQZA4pzU1NbLPV5BKQK2TpLfGHM3vKKlLTly1NfbPST2pe666qgoWo7zuVCaTCVO6RWH/ARNOlwu4fXhXdGqjdRhvuF7NFvQKkXNvucrfriWTpFqpxj2N67HdHhEpRUjoC1xebl3uUN7yvgFERNRiWCw4lrseF9e9j4zCVRgolNtd1WwRsCtsGEJGP4FevYf6MEgiag3SBt8A066noRbq3mgMFqqxe9M36DX6VoUjI1/JzMzE+vXrUVBQAKPRCI1G+m2uvLw80TZKyMrKwo4dO1BSUoLz588jLi5Ocr1z586htLTuAzGlYiUi/3Mibyd6l64RfSHhUMfbkBMSZncbIiJP+Otf/4qtW7cCAKZOnYrs7Gy76z7xxBO4cOECcnJycO+998re19WrVwG4Vk0zJCTE+risrMzlJCk5Sejr1q1DdHS08xVdUPeRnGsfye7Zux8RhftcXt8fnT1zFqtWNSSklZWrYe9bdatWrUKwSo2rTurz1BhrUVJcbDPP+vXrEdWke2atjPNtjyDA2qKzju18q1atQu4VAYB0EYpVq1aJlgvO2K67aeNGtA8G0gAc252PY42eKyq2f94A4McffhRVA6qpdry+2WKWfD4v7yBWFR+wu52Ukhqg6Tk5lJeHVSV1n+3U1DiOxbrvA/uxqnBfoxHp63b16lWb89mY+FrZypc49/U2b9qEU9YfKeL917VCFx/Htm1bceWQw93ZGNpOhZ/Puf45vPhYxTGZzSabmKS3cyz3sv1zUq9I4p778ccfoVHZxuXI2TNnsGH9KQxrDwAWmM/sxaoze0XrdAxV43hZ3b4EWNDPcEnW8ZB3OLu3XFVYWOiReTyFWTGtVJVEFjUrSRGRUmK65IiW43AJly84/4Y1ERH5zoWzJ7Hx33/CsRd6IuXLSRhw+UtE2EmQqrRosT16Cs7fsQ59H/8KGUyQIiIvaBPTHoe0XUVjNfu/USgaUsKQIUMA1LWn27Fjh931GreIGTx4sNfjklIfKyCOpyl/iJWI/M+llS9BJTRUH7hqMSBr8hwFIyKi1mDt2rX4/e9/DwCIjY3FO++8Y3fddevW4f3334dGo8G7777rcqutxuqrVWi1WqfrNk6K8rfqFFJkFJCBsfldtPyOs0Ny5dVSV5jIdibJdnsuzOcpcvYlta6j7Z29bmQfp5353DlfzrZxuV2hiys295o62l7ujyt3Yhkdb0ak1jM3d6TzH5EuceU4JGquQO3GCXBlk+mpJqSFWxAfbMGsLmakhsvfD5GrAjcNmZqlSuKnmk7DnDkiUkZSem9UWHQIFhpKtJ7evwFR7VgFgIhISaWF53B4zRLo879CZtUetBMc/zF/FrE41mk6uk18ENlR7XwUJRG1ZqXJY4CChm+ddrqyHmaTCSo1vwTUGlx//fV45ZVXAACLFy/GgAEDbNYxm8346KOPAACRkZEYOXKkT2OsN3nyZNx///0wm81YvHgxbrnlFsn1PvjgAwCASqXC5MmTfRghEfmrM0f3oXfJT6JPl/YlTkdO2xjlgiKiFm///v2YOnUqjEYjdDodPvvsM7RrJ/13fnV1NX7729/CYrHg0UcfRY8ePdzap15fVw6opqbG6bp11V3qGAwGl/dR39LPnnPnzqF///4AgGHDhiEhIcHluR0pLCkDfq3I5UzHTp0xblhHYNPPHtm3EhIS4jFuXENV1DfyNgFVtslsz0xIx7h+CfjHkS04X2m/UjkACCo12rYNB0qLRePDhw1D+whxKalakxnYssbt+IG6/3aHDRtmfV1KXY9x48Yh6HAhcChXco5x48aJlk9sOAGcPCIaGzx4MFJjQiDlH0e2ABX2z8v48eL5X9q3AaW10vfPwyNS8M+1xyXb4GVlZWFcdrzd/UgpLKsBdmwQjWVkZGDcgLpqbfMO/ILiGtuWfE316tEd47o3qrJr53UfGRGOceP6icaqqqqsVW5E10rCqV9sz329IYMHI63+GjTZv0GvR0mT4xgwYAB6J0bY3Zc9Y0bXYl3+ZTyxzHnVLtFrp0lMwzM7YPvJEhy/XOF4OydUeZeAw3sdrqMPCQXKxa9B6+tOxs+oxMQEDBvW0en1utPlGcmb5NxbrnLW7tbXmCTVSlXXipOkdBqVW5n9RESeoNZocFzbGVm1DR9wVRzbDoBJUkREvnb+9FEc3bgMYUe+QWbVHmQLv/7e6OBXxQP63qjNvhfdRtyCDnZaHREReUP8gBuAgjety9EoxuE965HeZ4RiMZHv9O/fH0OHDsX69euxaNEi3HXXXcjJEVepfeONN3DwYF3Lh0cffRRBQUGi5z/44APcfffdAIDnnnsOzz//vFdijYuLw2233YZ///vf+P777/HFF1/gpptuEq3z+eef4/vvvwcA3HHHHXZb8hFR63Ll+9eQ1ujLCuUWPbKm/l7BiIiopTt27BjGjRuHoqIiqNVqfPLJJxg+fLjd9V966SUcOnQIiYmJzfpdKiysroVoWVmZ03XLG31o70p7vnpykp4MBoOsBCxHNJW1Lq9rEVQe269StEEa0TFYJN5TWnx3P4zsEgsAUKucF3Goy+2xXS8sJBgGg7jdYpBJovyNTALqEvccXQuDwQC9zn5Zn6bbHrtSZbNOVESI3X1YHLwZpxJs51cJ0udxxoAkPDwmA2+vPSb5vE6rlf2aM5hs9xUUFGSdx5VrCtQlIbmyb7Va7XA9Z9dKqw2y+5yjGGLD9ThfKk6S0ul0bt2jBoMB43sYXEqScjR/UJAGn/0uB/1f+knWdk3pXWhTWmOyTapz59g1Go0o0cbZ9SL/4alr5W/Xm59gtFJVRnG7PbbaIyKllbbtDlxoSJIKLtyjYDRERK2HsbYWBbvXojR3BaLPrkEn01FYP5J1kBh1FrE4njgFncbci6zkLr4IlYjIRmLnnjipikeS+Yx17PKOLwEmSbUab731FgYPHozKykqMGzcOTz31FEaOHInKykp8+umnWLBgAQAgPT0dc+a415qqrKwMX3zxhWisoKDA+viLL75AdHS0dblXr17o1auXzTwvvfQSvvvuO1y6dAnTp0/H9u3bcd111wEAvvnmG7zxxhsAgJiYGLz44otuxUpELUt1yQX0KflR9Ht5bvwtyGHVViLykrNnz2LMmDE4e/YsBEHA+++/j6lTpzrc5tVXXwUAjBkzBt98I93+uj6pqby8HJ9++imAuhZ+o0aNsq6TkJCALVu2oLy8HMXFxYiMjLS7z/qKUDExMaLWe/7KLKPfXrVUfys/FBumw8Wr9ioFid9QMkscUn2CFACXijiYLRaYJaogadW2yTgqHxaFkFOAIiMuzGYsLtx+hRaNyv7cUvu1F8qcsenQOugm5M7pcnaOXZ1T4vLZ2Z9r69kjOHiTs3Gs9w5Nwb/WNySTPT6uC+58f6vd9eXyzGtTQGyYHvogFapq3f954co5rao1OV/JpX2xUAv5FyZJtVJNK0npg9hqj4iUpUnqC1z4xLqcVJkHi9kMwcVvHBAReVxNOYYe+hPOR/SBUNwFMGQoHZFHWMxmnC3YgzO7V0F14heklu9EBq66tG2FRYe8yGHQ9rsTmTkT0YHtrIjID5yNHYGk8x9bl9ufC9y2FCRf7969sXTpUtx+++0oLS3FU089ZbNOeno6VqxYYa1OIFdhYaG12pSUJ554QrT83HPPSSZJJSYm4uuvv8b111+P8+fP49VXX7V+qFgvLi4Oy5cv91hrFyIKbDEnv4ZGaHgft8KiQ8bUPygYERG1ZIWFhRg7diyOHj0KAPj73/+OO+903vyovj3e4sWLsXjxYqf7mD59OgBg+PDhoiSprKws/Pe//wUA5OXlYeDAgZJzGI1GHDlS1zYrMzNTch1/Y2yBSVKOkh7k5kO4kqxhslhgkkiSCtK4niwkh6tzyNnVsPQYzPsuz9rxbu41XRwmWT17XRZmLNwi+ZzUObM3U/21svcqdOd0OdvG1aQYT69nj6ubPzy6M0oqa1FwsQzT+yehZ0KkzTptg+1XD3Mah9tbNppDqJ/L++ekssYzSVLMkSJ/wySpVqrK2DRJih9wEZGy2mcOAbY1LLdBKc4cP4T4ToHxhy4RtTy7flyKQRVH0LbiCPDe5zimz8LBqLGIyb4BfXv2hKq5X2HykerKMhzbtxlXDm+G9uxWdCrfhXiUIt7F7SssOuwPzYGq21R0HX4j+gS79wEzEZG3RPaZCqxsSJLqaD6Jk4d3Iym9l3JBkU9NmjQJubm5eOutt7BixQqcPn0aWq0WaWlpuPnmm/HQQw8hODhY6TABAAMGDMDevXvx1ltvYfny5Th+/DgAICUlBVOmTMHs2bMRFRWlbJBE5BeqSy9iaO0G0adpezrcjJyY9soFRUQtVklJCcaPH48DB+raQM2bNw8PPvigT2MYMmSI9fHatWvtJklt377dWplq8ODBPomtuUwtMEnKUdJD06csEslNrs7VMIf0eQySKEUkp7pTc8lJ3slsH45/3ZGN/+05i24dwvGbISkO1++f0hZ35STjw00nbJ6Tc4whurp0AHuXwZ0EJKlNGsfk6owatXjN7OQ22H6iyGY9b1YianxewvVBeO2mnqLnh6RFY0NBIQCgd1IkOkaHuL0vTxxH/QzNrq7lQixN8wnc3pdHZiHyHCZJtVLVTcrj6TVMkiIiZXXo2AVXEI62KLWOndu/jklSRKSYkIKvRMspVQeQcuYAcOYtHP8qAVfaD4M2bSgSeoxCZHScnVl8q6zkMk4d2oni47lQnd+N6JL9SDIeR4Yg71s/pQjGkbABQNcpSB98A/qFRXgpYiKi5kvvOwqFKyMRjWLr2JlNnzNJqpVJTk7G/PnzMX/+fFnbzZw5EzNnznS4TseOHZ1+sCNHdHQ0XnjhBbzwwgsem5OIWp7ok9/YVJFKv55VpIjI8yoqKjBx4kTs3LkTAPD000/jySefdHl7V35P6tixI06cOIHk5GRrknhTI0aMQEREBEpKSvDhhx9i7ty5kh/if/DBB9bHzloB+gs5SVK1psBIkpJTScrZ4buaOCJ1Hh21pPMFuUkvY7LaYUyWa21zNWoV/jSlGzYdvYzDF8qa7Nd2fan75cGRqQ5b7dVt6FI4TTZxvJG7FaJ+NzwV93y0XWqHzeIoIcjZz7B37+iL9zccg9FswSwniW3O42jW5k3mat5krlyjGk8lSbGUFPkZJkm1UraVpNjOioiUJahUOBHcDW0rNlrHTCe2ALhPuaCIqPWquIKulRJ/kP+qo+U0Op5dApxdAqwDzgmxKAxOQ210BlRx3RCW2APtUrIQGuL+N4ukWMxmXC0qRNG5Iyg+dwQVF4/BUnQcYVePIK76BGJwBTappS7+DXpclYQzMcMQ3mMiMvqNRm+tzqOxExF5i0qtxpGoEYi+vNw6FnVqFYCXFIuJiIioOS6cysfQmvWi3+Vz427AwHZsxUlEnlVTU4OpU6fil19+AQA8+uijePHFFxWJRavV4pFHHsELL7yAgwcP4vXXX7dpa7xp0yYsWrQIQF27vn79+ikRqmxy2u2ZPZicr5SmCTQWu43e6td3jVSSlLeSL1yd1Re5H1LJLFJJSlKxPDE+w635nRGcfazs4pTqJtle9kJpbi6co+2d3Z6hOg0eGd25eQH8yhOvl/rr1dy5nJ3TbvHh2Hem1PFKLmKOFPkbJkm1UlW14iQpHdvtEZEfqGrXGzjWkCTVtjhXwWiIqFXTR+DdxNfQ9tg3uFa9FW2EMoert7dcRPvyi0D5RuAEgC1148UIRbE6CmVBUajQxqBW3xYqbTA0OgOgMcCk1sGs0kJlMUJtMUIw1cBYUw1TbTWEmlJoq4ugrS2BrrYYwcYStDUXIVyoQjiA5GYe4nlE4VR4XwgpQ5GcfQ06JqajYzPnJCJSSnDPG4Cfl1uX042Hcf5kPuKSPPNGJhERkS+d//Y1dGxUDbbKEoS0qU8pGBERtVTTp0/HqlWrAACjRo3CrFmzsG/fPrvra7VapKeney2eJ554AkuXLsXhw4cxd+5cFBQU4NZbb4XBYMDq1avx8ssvw2g0wmAw4M033/RaHJ4mp5JUoORIyUl6cHr4Lk7mjwlkSiV/SFeScm8udzaT2qbx/l1NvGqaJGVvu6bryeVoa1++rpxV4HJpDqF+Lu/G8tykrrj53U3N3Itr+yLyNSZJtVJVTdvtMUmKiPxAWFoOcOxt63LH2qOoqiiDPjhUwaiIqFVSqRGZOQL/K47Fd8KdGBd9ET1K1iDpygZEWlz/Bk0kyhBpKgNMJ4AqAM398o2bf0+aLQJOqhNRGNENSMpBXI8xiE/JQJyK1USJqGXIGHgNSn4OQQTKrWPHf/kMcUlPKxgVERGRfOdOHEKfKytFv/vvbncDBsYlKRcUEbVYy5Ytsz7++eef0aNHD4frO2qX5wlhYWFYsWIFJkyYgPz8fCxYsAALFiwQrRMeHo6PP/4YvXr18locniYnSUrOukqSk7TiLAfF1al8eW5cTTjyRfKHVOKQq9WlXOFOcpWzCl6uTqluMo+9ae8Y2NHFGe3E4yBeX76uPNEdsn4KVTMnc7Z5SrTnOiQo3BWTyAaTpFopm3Z7zvrREhH5QMfuQ2BaJUAt1P1SGiSYULB3IzIHjFM4MiJqjW7s3QFhl/YBUGHcuDthMNwHi8mIg7vW4sKOFWhTuAPpNQdgEGqUDlWk1qLGWXUHXAlJQ3W7XghJ6YekrBx0bNOWlaKIqMUK0upwOGIo+pV8Zx0LO/YtACZJERFRYDn15fNo36iKVLUlCKnXs4oUEbUeaWlp2LVrF95++218/vnnKCgoQE1NDRITEzFhwgQ8+uijSE5ubn1t35LTbu9cSSX+uHyv5HOpMSE4cqlc8jlfc5TzYNtezzPt9jyVy9IzMRJ7ThVbl+MjDThTXOlWTL5I/pD6jqMnK1i5027P2XG7W0lKKpkpqW0wxmTGuhybFEfhhOp8ly7hyfaQza4k5SSWILUKkcFBKK6obeae2G6P/A+TpFqp6ibt9lhJioj8QWh4GxxVJ6OT+bh1rCT/F4BJUkTkJwS1BpnZo5GZPRoAUFtThSN5O3HpyC5Un92H8NLDiK8+ilhc8WocJouAS0JbFAW1Q2VwB9RGdoImLgsRSd2QkNodyXp9s9vxEREFmqBuU4BfGpKkMqr34fKF04hql6BgVERERK47eXg3+hZ9K/rUa0fMFAzq0FGxmIioZbP4qM2U3OpTISEhmDt3LubOneudgHxMTqWabceLsO14keRznWJC/SdJSkbWg7PDd3UuT1X8GZMRi/TYUHy15yx6JERgfNc4vLjioFtzNbeaj0v7kKoaJTnm3vxuVZJykqLj6pxNz5/U6fzoN/2hUTev2IejcDp6sGKSMx6pJPXryXUnuU08j+PntWoVXpnaHfd/vNM69rfpvd3cF7OkyL8wSaqVqjI2bbfHSlJE5B8utemJTpePW5e153baX5mISGFBWj1SewxCao9BovGqq1dw8cwxXLlwEuWFpyGUXUBQ5UWoq4oBYxVgrILGXAOtpRoaSy3Mghq1CIJRCIJFHQSotTBpQlCrjYRRHwlNaBR04TEIjmyH8LhOaNu+I+J0esQpc9hERH4pY/BkVGyYjWChGgCgFiw4suFzRN34mMKRERERuebSV88hSWj4ALjcokPypD8oGBEREXmCyUPJaBo/6lklJ+fBWTKer9vtadQq/OXmnvjLzT0BAF/tOWuzjquH54srIpVgInXO3I3FnQQWqU0E0fOuzdn0NS2V+COntaNdduKZPaZz8+eWFUbzj6V+Co26ue327G/fKzESBq0a13SLwzPXZWFD/iUMSo3GxO7t3dqX//zkIqrDJKlWipWkiMhfCQn9gMv/sy4nlO9TMBqiluPkyZP429/+hhUrVuDkyZPQ6XRIS0vDtGnT8MADDyA4ONgj+/n000+xePFi5ObmoqioCHFxcRg6dCgefPBBDBw40CP7CAT6sLZIymiLpIy+SodCRNRq6INDsTNsIPqUrbWO6fJXAGCSFBER+b8juRvRt2yNaGxN8HiMio1XJiAiIvIYTyX3+KJqkavkROLs6F1NHDF7KNnMk0VtfFEhR2oPrlaXcnd+p9t46LCbHoe3zqa9eduF6720R++J+zXmeTf2wN2Lt1nH7x2aImseez9OxmS2w9MTMwHUvaZmDUnBrCHy5m6KlaTI37B8UCtVZWSSFBH5p3ZZQ0XLsbiCC6ePKBQNKe10UQX+tvoofjoj4JcLAr7bf1HpkALSihUr0KNHD7zxxhvIy8tDRUUFioqKsG3bNjzxxBPo06cPjh492qx9VFVVYdKkSZg+fTpWrVqF8+fPo7q6GidOnMB//vMfDB48GC+88IKHjoiIiEiaOXOSaDmzcidKiy8rFA0REZHryr59XrRcYglGZcq1ygRDREQe5bEKSH6UJCWn1ZfZyfG7OpOnzqMr+3P18HyR+yFZNcqDO/ZGuz1XW3k2rRLlyTaCrszhR7eUVVSIVrR8U98E62OdRoXbBiYDAIakReOW7ETog1TokxSJ38hMZJI6J1EhWiy8KxspHm5ByBwp8jdMkmqlqpu229PwpUBE/iExrTtKIf4F7HTuOoWiIaUdL6zAO+uO46uTanx2VI0Xvz2kdEgBZ8+ePZg2bRpKSkoQGhqKl156CRs3bsRPP/2Ee++9FwBw6NAhTJw4EWVlZW7vZ9asWfjmm28AACNHjsTy5cuxdetWLFq0CKmpqTCbzXj22WexcOFCjxwXERGRlC5DbkSNpaFotlYw4fD6LxSMiIiIyLm8rT+gZ+UW0djakIkI0nn2AyoiIlKG0UPJPWo/yjRwFErTBBpn+TKuHNbrN/f0y0pScpLFPLkPZ+3u5HCW8CS5jdQmbpwL23Z7UtN6oEWdnWP0hwpHnWLEv++9/msbyHrPT+6K3wxOwcQe7bH0vhyE6ure8whSq/DqTT2Q98K1WPbAYLSPMMjarzcS0p65Lgtd2oXZztu8aYk8ju32WqmqJu32dKwkRUR+QqVW47g+Ez2qtlvHak9sAXC3ckGRYsqqjaLlEB1/dZFr9uzZqKiogEajwapVq5CTk2N9btSoUejcuTPmzp2LvLw8zJ8/H88++6zsfaxduxZLliwBAEyaNAlffvkl1Oq63y369euHyZMno2/fvjh58iTmzp2Lm266CZGRkR45PiIiosbCItpiT3Bf0QfNqrxvgEn3KRgVERGRfRazGaYf/ywau4wIGFPGgu/YEhG1DJ6qgNS06o6S5CTWODt6Z4lG13SNw7Xd4vDSigMu79MRV2J39eh8cUmkzo/kfn348nB2zVxNaGvaQlIyccf1sOyyF64/JB5O6NYe7SP12HTkMoanx2BElxjR86E6DZ6dlOXx/UpfQ/fPR2RwEGYNScFXu8+4uC8i5bB8UCtVzXZ7ROTHKmJ6i5Yjr+xRKBJSmk2SlJb/X8mxbds2rFmzBkBdpafGCVL15syZg8zMuh7jb775Jmpra2Xv57XXXgMAqNVq/POf/7QmSNWLjo7Gq6++CgAoKirCokWLZO+DiIjIVdVpE0TLGWVbUFXhfrVEIiIib9q34Wt0rckVjeWlzoJaq1coIiIi8jRPVZLSqD2TaKDzcXcZZ63XnOVPvHtHX4ToNJ5rt9dkf1Lx+VVKh0QwUkknM/oniZY7RgV7KyKPnZ+mSUrSlaSavx97U6j8JFPitgHJ+MeMPrg5O9Fn1a08VAxMYg7vtEwk8iQ/ufXJ16pqxe32DEySIiI/EpwqTuRIqclHTXWVQtGQksqbJEmFspKULMuXL7c+vvtu6WpsKpUKd955J4C6BKb6pCpXlZWV4aeffgIAjB07FgkJCZLr3XDDDQgPDwcALFu2TNY+iIiI5EgbejNMloZ34IKFahzcsFy5gIiIiOywmM3QrXtRNHYBUeh63YMKRURERN7gqeQeT1Rj6RgVjLwXrmn2PBYH9aGaPufs8F2tSuWh0+gaF091rcn7QUklDkm9Fm7tn4TUX1u36YNUeGlqd6/F5Oyl6GpnxKbV0byVIGRv2tZc4UiyjWMz5qvfVjLRrRnzEnkDk6RaKdtKUnwpEJH/SO4xTLSsE2pxbP8WO2tTS2bbbo9JvXKsX78eABASEoK+ffvaXW/48OHWxxs2bJC1j61bt6K6utpmnqa0Wi0GDhxo3cadilVERESuaBsbjzyd+M1g4/6vFIqGiIjIvt0/LkG68bBo7ET3h6HThygUEREReYOnkqQ0bvZ2+83gFPRKjESfpEi8eWtvjySiuJoEAzhOqAJcrzLjuUpSnmu3V2syO1+pmVxN5AnVafDNw0Ox5N4B+OGx4RicFu3Sds6ujxRn59DVdnu2SVK268h5rdljLxHPH5Kk3Dn/niB16N6rJKX8eSZqjJkxrVRVLdvtEZH/imgbgxMqcTWaokPyEjeoZWiaJMVKUvIcPHgQAJCWlgaNxv65y8jIsNlG7j6azuNoP0ajEfn5+bL2Q0REJMfVlGtFy11KNrAyKRER+ZXammpEbX5ZNHZaaI/ekx5QKCIiIvIWT7XbU7mRJBUdqsOzk7Kw/MHBWPbAYPRKjPRILHKOyFmSi6sJFLf2TxQtd4p2L6nYzVwzSUolSdlrE2fQqjEoNRqJbb3Xas8V7r7ipY7VI3cPK0nZkK4k5f75qL+PvdUykciT+EljK1VlFLfbYyUpIvI3F8O7I7n4tHVZc3aHgtGQUsqqmlSS0jKp11VVVVUoLCwEALst8Oq1adMGISEhKC8vx6lTp2Ttp/H6zvaTmNjwRsapU6eQlZXl8n5Onz7t8Plz585ZH1dWVqKystLlue2pqqqSfEz+idcrcPBaBY5AvlYd+l8PHHrVuhyOcmxf+190HXqDckF5kTeulSf+LyUiIvt2fvkmBpjPiMbO9/0/JGh1MPJnMBFRi2JWsJKUJxOCGrPIKO/jNEnKxXnuG5aKr/ecRWFZDbQa99vJubI/V2My+qDdnlSCiSeTezxRqQlocs5cnLNpxSmpo/LE/WPvbHnr/pDDU+dfLk9Xkqr/mSBZSYoN98jPMEmqlbq1bzx2HSxArRmIieuA+EhlM4qJiJqyxGcDxd9alzuU7VMwGlJKuU27Pf7q4qqrV69aH4eGhjpdvz5JqqyszGv7CQlp+HaX3P00TrByZt26dYiOdq2ctJw5KXDwegUOXqvAEYjXqhSd0Q0NlQvLtn6CVZXO/08MdJ66VvXJ1kRE5HlXS66g88F/iMbyNZ3R59pZCkVERETe5Kk2ce50hfFWpRxHR6Rusk9nrddcTVSJi9Bj5aNDse1YEbrEhSItNsy1DZvwZOuvGh9UkpKK198rIHm0kpQn2u3ZOV/uVGdrKaQrSXliXtsxP3+5UivE8kGt1G+HdsTUjmZM62TGK9dnoUuce79IEBF5S3TmUNFyB8sFFJ6XV+GGAt/VpklSrCTlssZVJLRardP1dTodAPlVI+Tsp34f7uyHiIhIrvyw/qLlPrU7YDbWKhQNERFRg32f/RltUSoaqxn1Z6jU/JuXiKgl8lS7vWCt/C+Qei0HxMEhRQSL3yN0dvRykpZiw/SY2KO92wlSdfvzzDoA0C0+wu04XCX1nri/55y4UmksqW0w4iMNojGp827xQMM9+5WklD+TChWS8vjPhvr7WKpqVCvORSM/xXIMRETkl5Iz+qLCokOwUG0dO5W7FtFxtysYFfla00pSoawk5TK9Xm99XFNT43T96uq6e81gMDhZ0/391O/Dnf04awN47tw59O9f92H4sGHDnLb+c0VVVZW1GsewYcNEx0r+h9crcPBaBY5Av1aF3brA/NESqIS6txzDhQokBJej24hpCkfmed64Vs5a3RIRkXsunD6C3qf/I/q0blfwIPQeNEG5oIiIyKs8VUkqRCc/mdaTVZMac3REbYKDxOt6qJKUp3iy3V58pAE39knAf3d67++nzrGh+LbJmCcvq6eSdBrH5Mqcb97ay+b1KXVcnrh97J2v1py84638MJVEiR5v/Rwichc/aSQiIr+k1mhwTJeBrjV7rGNVx7cAYJJUa1Jm026P36p1VVhYw7epXGltV15eDsC11nzu7qd+H+7sR07Sk8FgkJ2E5Yxer/f4nOQ9vF6Bg9cqcATitUpMzcABbVdk1Ta0bRYOfgXDtXcpGJX3eepaBdr1JiIKFCe/eBr9hIbKhkaLCm2nvKJgRERE5G2KVpLyUk8hR4lPbZpUkgrWamze521s1pBO+PHgRY/F5oxG7dmT8vrNPbyaJJUu0Q3IHyogNTUkLdr6WKrFYnZyG2w/UYQ2wUH4153Z6JPUxmYdqZaSGg9kMtlNkvKDLClPtBN0h1TiUnOSmeq39MfXJlFTbLdHRER+qzS6l2g5vHC3InGQcpr+8cxKUq7T6/WIjq77w9RZJYiioiJrAlNiYqKs/TROXnK2n8bVoOTuh4iIyB1XU68TLWeWbEBVhfPkYSIiIm84sncz+hZ9JxrbET0ZyV16KRMQERH5hMcqSUm0XXPGWwkLjo4ookklqTem9RQtzxmbLloekNIW1/Vo76nQnApyIUlKzlkTBAFtQ7TOV3RT06QzwLPX1ZXWeFJeu6mHNYFpxoAkJEeFNJrTdv3/3DMAax4fgTVPjER2x7aSc3aKDkHHqOCG5ZgQJLRp/hd4pFrAAa07occTyWeuas3nmfwTk6SIiMhvGVIGipZTqg/BWOu8bRi1HGVVTSpJufFGQGuWmZkJACgoKIDRaP/bWnl5eTbbuCorK0tyHkf70Wg0SEtLk7UfIiIid6SOuA0mS8ObcSFCFQ6u/6+CERERUWtlMZtR8c3vrW1gAaDcokfqzS8qGBUREfmC59rtuVFJSoHkhJhQnWh5ZJdY3D4wCdGhOozJbIfbByaLnlepBPx9em9s/+MYUTUibwlSu3BO/CinQ6ux/TjfH3JOpmUnYv2TI/HznOF4eWp30XNSSVIalYCO0SGIMATZPvkrQRDw7h19MTw9BsPTY/DObX090qrNn9vtWTzW8FCe5v5siA0T3+dTesXbndcfXq9EjTFJioiI/FZij2Gi5WChGicOblcoGlJCuU27PVaSkmPIkCEA6trc7dixw+56a9eutT4ePHiwrH3069cPWq3WZp6mampqsHnzZpttiIiIvCk6Lgl5uh6iMfO+LxWKhoiIWrO9a5ehe/Uu0Vhux5mIjmOVXSKils5T7fZCdPK/QOqt5AR7xYc6RgUjq324aEyrUeHF67tj+x/HYOFd2WgjUXVJEAREh+ok2615WtNKUlLHIve0eTMHRCtR+coTiUOe0D7CgE4xoS6tq3YxIykjLhwf/qY/PvxNf3SRaDXoDnvnS+0n51EJGleSBR1oXEksKkSL3w3vBEA68az1nmXyV0ySIiIivxXVLgFnhHaiscKD6xWKhnzNbLagvMYkGnPnjYDW7Prrr7c+Xrx4seQ6ZrMZH330EQAgMjISI0eOlLWPsLAwjB49GgDw448/2m25t2zZMpSWlgIApk6dKmsfREREzVGWNkm0nFm6ERVlJQpFQ0RErVFtTTXC1/9JNHYRbdFr2h8VioiIiHzJU5Wk3Ekg8lYlqZxOUTZj2clt8I8ZfaDyh/I8DrjSbk8ub+baSFaS8t7uPEKqhZ+SiV329uwXyWbKFJJqdoLYiC6x+OqhIXjzll74dvZQxIbrAUifU7bbI3/DJCkiIvJrZ8PF/crVp7coFAn5WnmNbXs4ttuTp3///hg6dCgAYNGiRdi0aZPNOm+88QYOHjwIAHj00UcRFCQud/zBBx9AEAQIgoDnn39ecj+PP/44AMBoNOLBBx+EySRObissLMSTTz4JoC4R65577mnWcREREcnRecQMGC0Nb38EC9U4uO4LBSMiIqLWZscXf0FH80nR2PGej8EQ4pnqCERE5N9M9souyeRekpRHdi0yNqsdusWH24z/554B6BYf0ay5ZwwQV1hMiQ5p1nxSXGm3J/+0eS8JRCpJyuyh15S3+Ft09nJ0XK1u5UlNEwzvHNTR5zEAnjn2rA7huL53PGLD9NYxyUpSzJEiP8MkKSIi8mvmhAGi5YSrexSKhHytrNo2SSqU7fZke+utt2AwGGA0GjFu3Di88sor2Lx5M1avXo377rsPc+fOBQCkp6djzpw5bu1j1KhRuPXWWwEAX331FcaOHYuvvvoK27dvx+LFizFw4ECcPFn3gcC8efPQpk0bzxwcERGRC9rGxuOgvpdoTNi/XJFYiIio9bl84TSyDr8tGjui7oS+kx5QKCIiIvK1llRJ6h8zeuO92/tKJsF4YlfD02MxLD0GQN17wS9M6db8SZtwpZKU3GPxaiUpiXg91cIRsN86sTn8LYlLsJPEJpWA5m1PXNMFceF6qARg9pjOiI80+DwGwHsJYn5RnYvIiYD/pLGiogJvv/02Pv/8cxQUFKCmpgaJiYmYOHEiHnnkESQlJTV7HwUFBdi2bRu2bt2KrVu3YteuXaisrARQ17pm5syZzd4HERFJa9dtBLD/BetyHApx/mQ+4pI6KxcU+US5RJIU2+3J17t3byxduhS33347SktL8dRTT9msk56ejhUrViAszP1vMb///vsoLS3FypUrsXr1aqxevVr0vEqlwjPPPIP77rvP7X0QERG5qzJ9MrB3p3U5q2wTykqLEBrOxF0iIvKuI5/ORX9UiMZqx70KtSbg35onIiIXeSpJSi0ICFILqDW5Pp+nExYGpETZbafX3PZdQF3ixgcz++FoYRnaBGsRFapr9pxNeaXdnsdnbKCTSOSpNZk9Nr/F7+o+eZ69l6bUufW2PkltsPmp0T7fb1PeSpKSriTFxCnyLwH9l9iRI0cwceJEHDp0SDSel5eHvLw8LFy4EEuWLMGECRPc3sfatWsxYsSIZkZKRETuSkrvjRKEIALl1rHTuauZJNUKXK0SJ0kFqSzQqFgE0x2TJk1Cbm4u3nrrLaxYsQKnT5+GVqtFWloabr75Zjz00EMIDg5u1j4MBgNWrFiBJUuW4IMPPsCePXtQXFyMdu3aYejQoXjooYeQk5PjoSMiIiKSp8uIGajNfQFBQl1LWL1Qi+1rP0P2JCbvEhGR9xzeuRbZV1aKPjndHj4G2QPGKRcUERH5nKeq/rQJCYJWrUKtyeTyNp7Og9D8OqFUoSBPVa1SqQSkxXqvJa0r7fbkMmi99+VeqWpHRhmJckrws0JSdpPYlEiS8hdeqyQlcbYV6GpI5FDAJkmVlZXhuuuusyZI3Xvvvbj11lthMBiwevVqvPLKKygpKcHNN9+MTZs2oUePHm7tx9Lop7hKpUJmZiZCQkKwdetWjxwHERE5plKrcdzQDT0rt1jHTMc3AfitckGRT5RXi//YZxGp5klOTsb8+fMxf/58WdvNnDlTVtXMGTNmYMaMGTKjIyIi8q6IqHbYY+iDnlXbrGPqg8sBJkkREZGXmE0mWFY+AZXQ8P5yhUWH5FvfUDAqIiJSgicqSf1mcAp0GjWCNCqgRk6SlGezE1TWJCnbY7JXYcrfNK0kNTIjVrTcVif/er10fXfcvqjhM4z7hnVyLzgJUklSnqwk5Q0e7AboEfZuAyXa7fkLr1WSkjilgfGTgVqTgL3zX3/9deTl5QEAXnvtNSxYsACjRo1CTk4OnnrqKaxatQoajQYVFRWYPXu22/uJj4/HX/7yF6xZswYlJSXYt28f7r//fg8dBRERuaIirp9oObpol0KRkC+VVdeKlvVMkiIiIqJmqO4yRbTctXwrSosvKxQNERG1dNu/+ie6GMUdEPak3oeYDh2VCYiIiBTjiSSpR0fXdVaQ2yrO03kQ3kqs8KWm5zDCEIRnr8uCRiUgTKfBjSnyE5AGdmqL3wxOQdsQLYakRWPW0BRPhQutxDX3VHUyb9H43etEOh6dpvV+6CDVHlMq+VEuqdZ6bLdH/iYgk6Rqa2vx1ltvAQAyMzMxZ84cm3VycnIwa9YsAMDq1auxY8cOt/bVuXNnPP744xg+fDhCQ0PdD5qIiNwW0WWoaDnFeJwfaLUCZU0qSTFJioiIiJqjy4jpqLE0FNTWCkYcWvOJghEREVFLVVp8GZ32vC4aOyV0QJ9pf1AoIiIiUpInElp0QXUf6QbJTD5xJznh43sGYFLPDpLP1SdW+HeKjmNS7fZ+MyQFeS9cg01zh6JbG/lHp1Gr8OykLOx8Ziz+c88AxIbpPRGqde6mao2eqyTljdZ4N/VNEC0ntjV4ficy2LsN6u+r1sh77fZs+V3OHLV6AXnnr1mzBsXFxQCAu+66Cyqpum2AqDXMsmXLfBAZERF5Q6eeQ0UfaKkEC47vXqNcQOQTZVWsJEVERESeE9EmGgdCxBVK9Qf/q1A0RETUkh345GlEo1g0dmXon6DTBysTEBERKcoTlaR0v7YFC5LZHsxeIkSoTiM5DgCD06IRppd+vv4jWW8k1viKvWpcGrUqYCplebKSlDeu5QMjU9G1Q7h1+YbeCQ7W9j57V1WqSldr4a2KT5ItPllJivxMQN7569evtz4ePny43fWys7MREhICANiwYYPX4yIiIu/QG0JwVJsuGisv4M/1lq68RlxJSqcO4L+8iYiIyC8Yu94oWs6q2oVLZ48rEwwREbVIxw5sQ9/zn4nGdhsGoueoaQpFRERESvNEklR98oLcdntSLbUA4K+39HK4nb3kEVWLqCQVkB+PixjNnqsk5Q3BWg2W3DsQ86f1xKK7sjF7TGdF47GX/KOTmXRIzknlGTJFivxNQN75Bw8etD7OyMiwu55Go0FqaqrNNkREFHiKo3qLlsMvutdGlQLH1SqjaJmVpIiIiKi5uo64FWWWhjL/asGCIz9/oFxARETUophNJlR/+QiChIYv/dRYNIi+8Q0FoyIiIqWZPFiqR26Cj51mPBjZJQaPjLafuGIvscvabi+AS0lJtdsLNIYgz71Z7q0rGWEIwg19EjA6s51HKhQ1h9TetRqV4nG1RFLnVLK6FJGC7NdS9GOnTp0CAISEhCAyMtLhuomJicjNzcWlS5dQXV0NnU7ngwjlOX36tMPnz507Z31cWVmJysrKZu+zqqpK8jH5H16rwMLr5T3q5AHA+Y+ty52qD6KkpAharXu9vXmt/F9Jufi66NSeu1ae+L+UiIiIAo8hJAzb2oxAv+JvrWMxx/4H4HmlQiIiohZk23/nY0DtAdHYjoQ7kJPWTaGIiIjIH3iiklQ9rcwEH3vt4zRqFf5vbDp2nyrGusOXbJ6vMUpXKlL9Ot/ATlGy4vAnclsW+qOUmFClQwgoUjk6uhZQUczTPJH8yG57FAgCMknq6tWrAIDQUOf/AdS32wOAsrIyv0ySSkxMdHnddevWITo62qP7X7dunUfnI+/htQosvF6eVVupRr9GywahBl99tgj62OaXaeW18k/5x1VoXPRSr/bctSosLPTIPERERBR4DH2nAz81JEmlmo7i2IFtSMnq52ArIiIixwrPnkDmgfmisdNCe/S+7UWFIiIiIn9h9GCSlOxKUk6yE+wlRdSYHLdz6xYfgTGZsfjx4EUAwHOTsmTFpaQge+W1/FhGXBjyzl+1Lk/LTvDY3FGhWo/N5a8kk6SCAu91EAikfuYwR4r8TUDe/fVVJLRa5z+0GydFsWoEEVHgCjKE4QjEv/jriw8pFA35QrVJvKxXB24JZyIiIvIfmTkTcRFtRWPn13+kUDRERNRSnFjyCMJRIRorGvkq9MGs9EBE1Np5spKU3CQpe5Wk6tkrHFNtNEk/0ciCO7Lx6W8H4ttHh+LuwSmy4lJSILbbu31gsvVxp5gQTMt2vQCHI3HhegzvHOORufyZIJGmo9N4rmUhNZD6kcN2e+RvvFpJymg0IigoqNnzLF68GDNnzrQu6/V1rZVqamqcbltdXW19bDAYmh2LN9S3D7Tn3Llz6N+/PwBg2LBhSEhofnZwVVWVtRrHsGHDrOeU/A+vVWDh9fKu3SeWIfVKQ4vSjqZjSB83zq25eK3835JzO4GiYuuyTu25a+Ws1S0RERG1XGqNBkfjrkVs41bO51bAbHoTKjXfJCUiIvn2/PwZ+patEY1tDx+L7GFTlAmIiIj8iieTpDQyE3w0TpKkzPYqSdlpt9eYSiUEZNs9Z4lj/uj2gcnIiAvDmeJKjM1qJztZzp7P7suxtlBs0SQOUdsC2i76I6mENJaSIn8TkO32wsLCANS1z3OmvLzc+tiV9nxKkJP0ZDAYPJ7spdfr/TaBjMR4rQILr5fnadOGAVuXW5dTK/chSKOGJqh55WB5rfxTpVH8B7pe7blrxetNRETUusUOuQv4oiFJqh0uY9/mleg2eJKCURERUSCqKCtB7LqnRGPFCEWn299SKCIiIvIn245fwc+HCps1R6/ESOtjrURyzNisdvjhwAXJbZ2325Mer3YhSSoQde0QDiFAq9pkd2yLbA/PmRQV7OEZ/ZPUFZe6l6j5pLpZBuYdRy2ZV5OkNBoNDh482Ox52rdvL1pOSEjAli1bUF5ejuLiYkRGRtrdtr5KU0xMjKj1HhERBZ7kPmOBrQ3LoUIl8vdvQedeQ5ULirymrMooWtazsAMRERF5SKduA3BsWUekmI9bxyq2LQGYJEVERDLl/ucPGIhLorHDPZ9E/9h4hSIiIiJ/culqtfOVnHhoZJr1sVQFoU7RIXa3dVY1yV4lqWu7tcf6/OYld/mbTtEh+NPkrkqHQQqQSoyTW5WNXCN1rgM1MZFaLq9XksrIyPD4nFlZWfjvf/8LAMjLy8PAgQMl1zMajThy5AgAIDMz0+NxEBGRb0XHJeGU0AGJlrPWscv7VzNJqoUqqxYnSemYJEVEREQedCFlClKONFT5yCxajaqKMuiD/bMKNRER+Z8juRuRfe4T0dfj92u7o9+Uh5QLioiI/Eq4PqjZc8RF6K2PgyRahGnUArKT22D7iSKb55y1UpsxIAlbjl2xLneKqUu4mto7Hk99udfdkP1Ol3Zh+P6xYUqHQQqRugsCse1iIJA6qzzV5G8Cso7ckCFDrI/Xrl1rd73t27db2+0NHjzY63EREZH3nYvsI1rWndmkUCTkbU2TpPRqO7WfiYiIiNyQMvIumC0N79SFCZXYv2apghEREVEgqamugrD8fmiEhnZENRYNwm76BwSpPiNERNQqRRianyTVuAhLkET1G7VKZTcZSu2kgsu13dqjb3IbAECoToMXp3QDABi0/MYqtRxSt4GzVpTkHqnzylNN/iYg/1obMWIEIiIiAAAffvghLHZKQX7wwQfWx1OnTvVFaERE5GWqlCGi5ZSKXJhNJoWiIW8xmS2oqBFfV1aSIiIiIk9ql5CKA/qeojH1vs8VioaIiALNzn8/hU6N2rYCwI7k3yApvZci8RARkX8KNzS/qU/jpAOtRLs9jUqwW6nFWbUcrUaFpb8diG8eHoKfHx+OQWnRzYrVXzFJo3UTJOobsbqRLU98TV3qvEqdfyIlBWSSlFarxSOPPAIAOHjwIF5//XWbdTZt2oRFixYBAIYPH45+/frZrHP8+HEIggBBEDBixAivxkxERJ6R0GuMaDkSZTiRt12haMhbymuMNmN6JkkRERGRh1Vk3CRa7lq+FVcunlEoGiIiChT5u9Yh+9Ri0dgxVUf0mfEnhSIiIiJ/5Yl2e42TpIIkkqTUKsFuVRxXWopp1Cp0i49AbJje6bpEgUjqNmC7Pe8QWEmKAkDz05cV8sQTT2Dp0qU4fPgw5s6di4KCAtx6660wGAxYvXo1Xn75ZRiNRhgMBrz55pvN2tcXX3yBsrIy6/KGDRskHwNAXFwcrrnmmmbtj4iI7ItL6oyzQiw6WC5axy7uW42UrgMUjIo8rbxRqz0BZoxV7YBe1Uu5gIiIiKhFyhx1G6p2/wl6oRYAECSYkL/63xhwy+8VjoyIiPxVdVUFgr5+QNRmr9aihmnKP6HTBysYGRGRe3bu3InvvvsO69evx759+3Dx4kUEBQWhQ4cOGDRoEGbNmoWhQ4c6nKOqqgrff/89fvzxR2zduhX5+fm4evUqwsLC0KVLF4wfPx733Xcf2rdv71JMFRUVePvtt/H555+joKAANTU1SExMxMSJE/HII48gKSnJE4fuE2F6T1SSangslSQlCPYTPpy122steiREKB0CKYnt9nxG6rRKJU4RKSlgk6TCwsKwYsUKTJgwAfn5+ViwYAEWLFggWic8PBwff/wxevXq1ax9Pf744zhx4oTkc4sWLbJWrALqqlYxSYqIyLvOhPdGh5LvrctBJ39RMBryhrKqhiSpe9Qr8XTQEpw91ReoGgAYDApGRkRERC1JWERb7Agfgr5XV1vH2uT/FwCTpIiISNrOD59EjvmUaGx78izk9BysUERERO4bPnw41q1bZzNeU1OD/Px85Ofn48MPP8Qdd9yBhQsXQqvV2qybm5uLIUOG4OrVqzbPFRUVYfPmzdi8eTPmz5+PhQsXYtq0aQ5jOnLkCCZOnIhDhw6JxvPy8pCXl4eFCxdiyZIlmDBhgsyjVYZGIqlJLkFUSUqqbZhgNwlB1Uqr5TxzXRZe+OYAgLpzNntMusIRkZKk2r2xkpR3SCWf8UyTvwnIdnv10tLSsGvXLrz66qvIzs5GZGQkgoOD0aVLFzz22GPIzc3Fddddp3SYRETkYZaOQ0TLKeW7YDaZFIqGvKHs10pSvYQCzNUsBQB0KNkB3eLRwKltSoZGRERELYym962i5XTjYRw7wN83iIjIVt72n9D/7L9FYwXqVGTf/qJCERERNc+ZM3Wtpjt06IBHH30UX3zxBbZu3YpNmzZh/vz5iI+PBwD8+9//xsyZMyXnKC0ttSZIDR48GK+88gp++OEH7Ny5E99//z3uu+8+qNVqXL16FTNmzMC3335rN56ysjJcd9111gSpe++9Fz/99BM2btyIl156CaGhoSgpKcHNN9+M3NxcD54J/9Y4l0Mq6UmAdDsxAPBAjlZA+s3gjnj1xu6YNSQFXz4wGB0i+cXb1kwqh5BJUt4hdVpZtYv8TcBWkqoXEhKCuXPnYu7cubK37dixIywWi9P1jh8/7kZkRETkLYl9xgN7nrEut8FVHD24HZ26seVeS1FWbUQ4yvH3oL8jSGhIgBNKzwI1ZQ62JCIiIpKn69AbcGnd7xGDIuvYhTX/QkpWPwWjIiIif1NVUYbglQ9DLTS8n1xjUUN9wzsI0uoUjIyIyH0ZGRl4+eWXceONN0KtVoueGzhwIO644w4MHjwYhw8fxieffIL777/fpvWeSqXCtGnT8NxzzyErK8tmH+PGjcO1116LqVOnwmQy4eGHH0Z+fr5k5aPXX38deXl5AIDXXnsNTzzxhPW5nJwcjBw5EsOGDUNFRQVmz56Nn3/+2ROnwes6RgXj+OUKt7dvnGBgLwHBXlu91tpuTxAE3NIvcNoykndJ3QVsAecdUueVp5r8TSvNHyYiokDWPrkLzgjtRGMXc1cpFA15ktFkxpFLZSirrMW8oH8hUXVJ/HzOo0DqSIWiIyIiopZIE6RFQYdJorEuF1eiusr9DzGIiKjl2f3hHCSZz4jGdqb8Dild+YUtIgpc33zzDaZNm2aTIFUvOjoab7zxhnX5iy++sFln0KBBWLp0qWSCVL0pU6bghhtuAFDXTm/37t0269TW1uKtt94CAGRmZmLOnDk26+Tk5GDWrFkAgNWrV2PHjh32D86P/PHaztCp65JsE9voZW8vTpKSTkBguz0i+6TuD4nOleQBUj+KeKrJ3zBJioiIAtKZSPE3+/Wnf1EoEvKU00UVGPjKzxj9xlr8svQ1TFBvFT1/OSQdxiGPKxQdERERtWQJo34rWm6Dq9j381KFoiEiIn+Tu+a/GHjhU9HYYU06sm97XpmAiIh8aMSIEdbHR44ccXuekSMbvvgoNc+aNWtQXFwMALjrrrugUkl/hNm47d+yZcvcjseXBqdG4dneJjzdy4h3Z/SUvX3jpAOpZA+VINhtq9daK0kRNcZ2e74jncjJc03+hUlSREQUkFSdhomWU8t3w1hbo1A05Anzvs1DYVk1soTjeEbzH9FzpQjF9o73A6qA7xRMREREfigxrTsOaLuLxoJy/2NnbSIiak0Kz59C/JrHRGPVliDobnwXmiCtQlEREflOTU3De672EpdcUV1d7XCe9evXWx8PHz7c7jzZ2dkICQkBAGzYsMHteHwtNAiINbiXmNE4v0C63Z50YgIAqFkuh0iykpG9e6Y1S4sNbfYcUmeVCWnkb5gkRUREAalj32tEy2FCJY7u3ahQNNRc1UYTVuddRDCq8Pegv0Mn1Iqe/6v2t6jSRikUHREREbUG5VnTRcvdKnfg/Ml8haIhIiJ/YDaZcPaDuxGFEtH4rozHkJzZV6GoiIh8a+3atdbHGRkZXpvn4MGDLu1Ho9EgNTXVZptAIZWY0aVdmMvbSG2vUgn2k6SYCELESlJ2PDUho8lyZrPnlPwZxVNNfoblGIiIKCBFd0jGCVUiks2nrGOX9/4A9BmhXFDkti1Hr6C8xoQ3gt5Hquqc6LmFxmuRG9oHvWBWKDoiIiJqDbqNvRNXd72AMKESAKASLDj2478Q95vXFI6MXHHy5En87W9/w4oVK3Dy5EnodDqkpaVh2rRpeOCBBxAcHOyR/Xz66adYvHgxcnNzUVRUhLi4OAwdOhQPPvggBg4c6HDbjh074sSJE073kZycjOPHj3skXiJqnq2fvoSBVdtEY3sMAzDglj8oFBERkW+ZzWbMmzfPujxt2jS35tmzZw9WrFgBAOjatSuysrJs1jl1qu593pCQEERGRjqcLzExEbm5ubh06RKqq6uh0+lciuP06dMOnz93ruF9ycrKSlRWVro0rzNVVVXWx7U11TbPp0QZcOjCVbvb11RXoz4Uk9Fo87yxthYWi0lyW7PJ5LHjAODRufxR42vV+LGUlnAuAvkY5Fyr6mrbLiQWszmgj98TpveNQ0VVDfLOl+G67u3QMTKo2efEZJL+GSXnepGyvHGt/O1eY5IUEREFrPNt+yG5sCFJKvQsK0kFqh8PXsANqnW4US0ukb3H3AmvGqejn1qhwIiIiKjVMISEYUv0OAy4/D/rWPKpL2E2vQKVmr+M+LMVK1bgtttuQ0lJQ6WXiooKbNu2Ddu2bcPChQuxcuVKdOrUye19VFVV4eabb8Y333wjGj9x4gROnDiBJUuW4Pnnn8czzzzj9j6IyL8U7NmAPoffFPUMKUQkEu9eDKEZ7aaIiALJX//6V2zduhUAMHXqVGRnZ8ueo7q6Gvfccw9MproknpdffllyvatX65KEQkOdt3uqb7cHAGVlZS4nSSUmJrq0HgCsW7cO0dHRLq/vqm1bt6Lpx7Onz52Ho+Y/69atRcSvHV6PnBEAiP8+ycs7iAulguQcx48dxapVBW5Ga/sx8qpVq9ycK/CsW7eu0VJLOBct4Rikia+VreNXgabHf/HCeaxaddZ7QQWIFAApEYDp5FmsOtn8+Y6dUqHpz6Ldu3ai6pjFuuzsepH/8NS1Kiws9Mg8nsK/5oiIKGBpO48QLadV7UN1VYUywZDbLBYLDu7fgz8HfSAaL7UY8FDtw6iFBnp+LklEREQ+0GbwLNFyB8tF7P/lGztrkz/Ys2cPpk2bhpKSEoSGhuKll17Cxo0b8dNPP+Hee+8FABw6dAgTJ05EWVmZ2/uZNWuWNUFq5MiRWL58ObZu3YpFixYhNTUVZrMZzz77LBYuXOh0rilTpmDv3r12/7WUDyqIAln51WLolt8LrdBQlcNsEXBu1N/QNjZewciIiHxn7dq1+P3vfw8AiI2NxTvvvOPWPA899BC2b98OALjrrrswefJkyfXqq1VotVqnczZOivK36hTOSHWdMjopoC/Yedx4jN2siOyTvG9403iJxWaE55r8DStJERFRwErpOx7mjQJUQt0vXQahBvt3rkHXQRMUjozkOHDmMp6qmo9Qlbhs5x9q78UpSzsAgF5t+4s1ERERkad17jUUx77piBTzcetYzbYPgGFTFIuJHJs9ezYqKiqg0WiwatUq5OTkWJ8bNWoUOnfujLlz5yIvLw/z58/Hs88+K3sfa9euxZIlSwAAkyZNwpdffgn1r9XF+vXrh8mTJ6Nv3744efIk5s6di5tuuslhi5jIyEh069ZNdhxE5Dv7F92P/hZxZYEtHe5ADv8/IKJWYv/+/Zg6dSqMRiN0Oh0+++wztGvXTvY8r7zyijWJvG/fvnj77bftrqvX6wEANTW2bbGaqq5uaFlnMBhcjqe+pZ89586dQ//+/QEAw4YNQ0JCgstzO1JVVWWtxjEoZyCwc7vo+ZCINkCjqqhNjRo5Am1D6pLHTv1yAl+fPCJ6vlvXrqg+WYzthedttk3umIJxo1PdC3zTzzZD48aNc2+uANH4Wg0bNsz6umwR56LJMaiEADyGRuxeKwn7z13F/H3iFsoJ8R0wbpxt609qnoK1x/Dd6WOisQH9stEjzuDy9SJlybm3XOWs3a2vMUmKiIgCVmR0HAo0nZBmavijsPTADwCTpAJK2fevYIBKXPL5U+MIrDAPtC7rWEmKiIiIfEBQqXAh7WakHP6Ldaxb6XqUXL6AiCj5HwqRd23btg1r1qwBUFfpqXGCVL05c+Zg8eLFOHjwIN5880384Q9/QFBQkKz9vPbaawAAtVqNf/7zn9YEqXrR0dF49dVXMX36dBQVFWHRokWYM2eOewdFRIrb+uXf0b94pWjssCYd2Xe/rlBERES+dezYMYwbNw5FRUVQq9X45JNPMHz4cNnzvPfee3jqqacAAF26dMG3334rapPXVFhYGAC4VP2zvLzc+tiV9nz15CQ9GQwGWQlYrs9r+2Gz0eK4zEqwwQCDoS5JSidRaUun0yJIY+cjX7Xao8fhjXPir/R6vcPjDfRzoVYJAX8M9Zxdq9DgWpsxrUbTYo7fn+i0tn9vG/R6UaKNs+tF/sNT18rfrjfb7RERUUC7FCv+ICTq/AaFIiG3nNiE7FPvi4aOmuPwZ+OdojG22yMiIiJfyRh3D2osDR8w6IRaHFy1SMGIyJ7ly5dbH999992S66hUKtx5Z93vlkVFRdakKleVlZXhp59+AgCMHTvW7gdrN9xwA8LDwwEAy5Ytk7UPIvIfBXt+QY/dfxKNlVkMCJnxAYK0OjtbERG1HGfPnsWYMWNw9uxZCIKA999/H1OnTpU9zyeffIIHHngAAJCcnIwff/wRMTExDrep/z2rvLwcxcXFDtetrwgVExMjar0XCFQS+VDVtSbbQdE2DRtJta1SCYJoncZMJlboJ2lqqRdjC6VpRceqNEHiZ5GaGSnkZ/iSJCKigBaWJS4Hm1abj5LLFxSKhmSpLEbl0t9ADbN1qNaixlzLw6iA+BtVTJIiIiIiX4mMjsPesCGisZiCz2Axm+1sQUpZv349ACAkJAR9+/a1u17jygcbNsj7UsXWrVut7VwcVVDQarUYOHCgdZvaWttvKhORfyu5fAHBy++GXhDfv3nZf0J8p64KRUVE5DuFhYUYO3Ysjh49CgD4+9//bk02l+Orr77CnXfeCbPZjPbt2+Onn35yqYJTVlZD26u8vDy76xmNRhw5UtdZIDMzU3Z8SpNKZmoX7riVkdDo01yp7QUAKjtJIEYzk6RImtpOYl1LpFHZpkTw1vAOe4mcRP6ESVJERBTQ0rLHoNLSUGJYJVhQsGWlgy3IH1TVmrBnwT0wVJwVjf9TmIbMviNs1me7PSIiIvIlbb+7RMuppmPI371OoWjInoMHDwIA0tLSoLHXXgRARkaGzTZy99F0Hkf7MRqNyM/Pt7veunXr0KNHD4SEhCA4OBgpKSm45ZZbsHz5clgsfKeeSAlmkwnH/3UbOljEX7raEnMTsifdp1BURES+U1JSgvHjx+PAgQMAgHnz5uHBBx+UPc9PP/2EadOmwWg0IioqCj/88ANSU1Nd2nbIkIYvKqxdu9buetu3b7e22xs8eLDsGJUmlSwwqWcHl7eRyoVSqaTHAaDWxC97eMIbN/cULf99em+FInHfjAFJouU/TemmUCS+p1Hb3iD828s7pH7GtaaqZRQY7L+DREREFAD0hhDkGnqiR9U265gp/0cA0u02SHkWiwX/WfAX3FP0g2h8szkTVQMfxpDkKPx78wnRc0EC/2AhIiIi3+k6ZArOrY5Be1yyjpWs/SfQZ4RyQZFIVVUVCgsLAcBpZYI2bdogJCQE5eXl1tYsrmq8vrP9JCYmirZrXA2hsWPHjomWjx8/juPHj+Ozzz7D4MGDsXTpUsTHx8uKEwBOnz7t8Plz585ZH1dWVqKyslL2PqRUVVVJPib/w2tl387//BGDG72vAAAHNZnIuP11j90rcvBaBQ5eq8DhrWulxM8IT6uoqMDEiROxc+dOAMDTTz+NJ598UvY8GzduxJQpU1BdXY3w8HB8//336NrV9Up8I0aMQEREBEpKSvDhhx9i7ty5km2bPvjgA+tjd1oBKk0qV0CrUeHF67vhj8v3Od1GqmKUShDsJiEY2W7PIyb36oDjl8ux8chlDO0cjWu7xSkdkmz3DeuEzUcv4+ilcgxPj8HE7u2VDslnpCpJ8c7wDqmfRKwkRf6GSVJERBTwKhKHAfkNb2YmFW2BxWyGIPGLLylvzZbtuOXim6Lflksswfgm9Xk8My4DVTW2324K19oMEREREXmNSq3G8ZRpaH/sbetYj+KfUXTpHNrEtJ43kv3Z1atXrY9DQ0Odrl+fJFVWVua1/YSEhFgfS+1Hq9Vi8uTJGDduHLp164aIiAgUFxdj06ZNeOedd3Dq1Cn88ssvGDt2LDZt2oSIiAhZsTZO0nJm3bp1iI6OljW/q/NSYOC1alB1Zg9uvrBI9DdqoSUC+zr9DofXKH+eeK0CB69V4PDktapP2g5UNTU1mDp1Kn755RcAwKOPPooXX3xR9jy7d+/GxIkTUV5ejpCQEKxcudJhO2QpWq0WjzzyCF544QUcPHgQr7/+Op544gnROps2bcKiRYsA1LVC7tevn+xYlWavLV5m+zC72wiN/pOSShwTBMFuEkIt24Z7RJBahTnjumCO0oE0Q3JUCL6fPQyVtSaE6TSSr6WWSqqSlIn99rxC6mcRk6TI3zBJioiIAl5cnwlA/hsNy7iEU0f2IrFzTwdbkRLKK6sQ9f2DCBPE37Lb3+fPeGHyeAiCAJ1Gjam94/HlrjMAgMy4UMToixWIloiIiFqzLtc+iJq334NWMAIAdEItdn77T+Tc+YLCkREgrgCh1TrPqNfpdADkV3uQs5/6fdjbz9atWxEZGWkzPmLECDz00EO46aabsGrVKhw8eBB/+tOfMH/+fFmxEpF81aUXcc2Fd6FqVL3YaFHhpw4PQh/SRsHIiIh8Y/r06Vi1ahUAYNSoUZg1axb27ZOuZgTU/T6Unp4uGjty5AjGjx+P4uJiAMCLL76IiIgIh/PExsYiNjbWZvyJJ57A0qVLcfjwYcydOxcFBQW49dZbYTAYsHr1arz88sswGo0wGAx488035R+wH5DKkapr+2U/iaBxfoFkuz1BvE5jrCRFjQWpVQhSt74vlwdJfKHezHZ7XiH1s4jt9sjfMEmKiIgCXnKXPriItojFFevY2R0rmSTlh3b+548YajkkGjuZNBWDptwrGnvlhu7o17EtKmqMmNQtGpvXrfZlmERERERoGxuP7REjkV3a0CK449FPYDI+B7WGb6coTa/XWx/X1NQ4Xb+6uhoAYDAYvLaf+n3Y249UglS9sLAwfPbZZ0hNTcXly5exYMECzJs3z6UEsHrOWgmeO3cO/fv3BwAMGzbMaftAV1VVVVkrcgwbNkx0zsi/8FqJlZVcQfmC8YgQykXjW1IfxuSbH1Eoqjq8VoGD1ypweOtaOWt36++WLVtmffzzzz+jR48eDtdPTk7G8ePHRWPr16/HxYsXrcuPPfaY0/0+99xzeP75523Gw8LCsGLFCkyYMAH5+flYsGABFixYIFonPDwcH3/8MXr16uV0P/5IqnqPxSKd/FSvcRUWe1Va1HaypFgthwhQS1SS4p3hO60wL4/8HN/VIyKigCeoVDgROQCxxd9ax3Qn1wL4g3JBkY3TuWsw6PRC0ZeizqvbI3HG32zW1QepMWNAEgD53/YnIiIi8pTQYfcD3zQkSbXHJexe8zl6jZmuYFQE1H2AVs+VFnrl5XVJEK605nN3P/X7cGc/ABAREYFbb70Vb7/9NsrLy7F9+3YMGjTI5e3lJD0ZDAbZCWOu0Ov1XpmXPK+1XytjbQ3OfXAHepjFyYU7Q4dj0O3PQ5CoNqCU1n6tAgmvVeDw5LXiNfe8tLQ07Nq1C2+//TY+//xzFBQUoKamBomJiZgwYQIeffRRJCcnKx2m2+wlMzlqfaZyoZKUvTZ+tSa22yPSSNwfFlaS8hm22yN/4z9/7RERETWDkDZKtJxevhPVVRUKRUNNVVeUQLX8d1A3aWFQe/0CCPpwBSMjIiIisq9Ln5EoUKeKxlTbFyoUDTWm1+sRHR0NwHkFh6KiImsCU2Jioqz9NE48crafxpWc5O6nXlZWlvXxmTNn3JqDiByzmM3Y8d596FG1QzR+TJWM9N9+6FcJUkRE3maxWGT9a1pFCgBmzpwpex6pKlKNhYSEYO7cudi2bZv1d7m8vDzMnz8/oBOkADvt9mBx0GxPnGAglUwlCILddnvd4iNkRtjg7sEdRcuDUqPcnotISVItBpkj5R1SbQzZbo/8Df/iIyKiFqFT/4kwWxp+0QoWqnF46w8OtiBf2vv+o+hgPica25h4LxK7D1MoIiIiIiLnBJUKV7LuFI31qNqO0wX7FIqIGsvMzAQAFBQUwGg02l0vLy/PZhtXNU5aajyPo/1oNBqkpaXJ2k89fpuZyPu2LJ2HAYXLRGOXEQH9XZ8jNLyNQlEREVFrIZXkZDbDbpJT3TYNj+2127NXqeWunI5yQ7S6b1gq2kfUtaYM12vw1AR5v0sT+QupHB22ovQOqT9pWUmK/A2TpIiIqEVoGxuPgqDOorHy/SsVioYa2/nTZ8gu/FI0tk+VgezbX1AoIiIiIiLXdb9mFkoQIho7/cM/FIqGGhsyZAiAujZ3O3bssLve2rVrrY8HDx4sax/9+vWDVqu1maepmpoabN682WYbuQ4cOGB93KFDB7fmICL79vz8GfrlvSYaq7YE4dJ1i9E+uYtCURERUWtnASA4qCXVOLHKbrs9ifHEtgZEBAe5HVdchB7fPToMS+4ZgB/+b3izqlIRKUkyOZE5Ul4hdVpZSYr8DZOkiIioxbjcYaRoOf7iOoUioXrnz59B4vonRGPlFh300/6FYL1OoaiIiIiIXGcICcPBdpNFY1kXvkJl+VWFIqJ6119/vfXx4sWLJdcxm8346KOPAACRkZEYOXKk5Hr2hIWFYfTo0QCAH3/80W7LvWXLlqG0tBQAMHXqVFn7qFdSUoKlS5cCAIKDg5Gdne3WPEQk7dj+LUhd+4ioDTwA7O3/CjKyRysUFRERtUZx4XrR8qiMWIeVpBqzV0lKKsmqc2yYW/E1FhEchEFp0WjXJGaiwMcsKW9gJSkKBEySIiKiFiO693Wi5UTLWbZCUZDFbMaJD3+HGBSLxvd1m4u0jB7KBEVERETkhoSxD4mWw1GOvd8tUigaqte/f38MHToUALBo0SJs2rTJZp033ngDBw8eBAA8+uijCAoSf5P+gw8+gCAIEAQBzz//vOR+Hn/8cQCA0WjEgw8+CJPJJHq+sLAQTz75JIC6RKx77rnHZo7vvvsOlZWVdo/l6tWrmDZtGi5fvgwAmDVrFnQ6fqmAyFPOn8xH8OfTESqI78NNSb9F9sR7FYqKiIhaqxeu74ZQnQYqAXhifBe0DXG9CqlUroFgp5IUExOI7GMlKe+wSCSfqZiRQn5Go3QAREREnpLaYzAK/xeJ6EZJOae3LkdCWjflgmrFNix/F0MrxdW89gUPQP8b/0+hiIiIiIjck5DWDbn6fuhRtc061vbAR7BMfQQC3+1T1FtvvYXBgwejsrIS48aNw1NPPYWRI0eisrISn376KRYsWAAASE9Px5w5c9zax6hRo3Drrbfi008/xVdffYWxY8di9uzZ6NChA/bu3YuXXnoJJ0+eBADMmzcPbdq0sZlj3rx5uO2223DDDTdgyJAhSE1NRWhoKIqLi7Fp0ya88847OHXqFACgS5cudhO2iEi+okvnUPPBFCThsmh8e9hoDJz5qkJRERFRazY2qx22/3EMLBbAoFUDcD2hyV4lKansKTX/VCGyyyJV8oiaTeq0qgUBrNxF/oRJUkRE1GKo1GocjRyE6OKV1rHgkz8D+KNyQbVSp47no8eeF9G4ynMJQpE0cxE/SCQiIqKAZO53D7C+IUkqzXQEeTt+Rka/MQpGRb1798bSpUtx++23o7S0FE899ZTNOunp6VixYgXCwtxvN/L++++jtLQUK1euxOrVq7F69WrR8yqVCs888wzuu+8+u3NcuXIFCxcuxMKFC+2uM2zYMCxZsgRt27Z1O1YialB+tRiX3puMdPMZ0XieJhPdHvg3/z4lIiLF6IPUouXmtNuzV0lKLTVIRAAAE3N2vEIq+Yw/i8jf8K9AIiJqUTRdxomWMyr3oPxqsTLBtFImkwlXltyLCKFcNH56yMsIj01UKCoiIiKi5uk+/CacFWJFY+Vr/65QNNTYpEmTkJubi8ceewzp6ekIDg5GZGQksrOz8eqrr2LXrl1IS0tr1j4MBgNWrFiBjz/+GGPHjkVsbCy0Wi0SExMxY8YMbNiwwWH1p9dffx3z5s3DlClTkJGRgejoaGg0GoSHhyMjIwN33XUXvvvuO6xZswbx8fHNipWI6lRXVeDoP6Yi3XhYNH5ClYi43y2H3hCiUGRERES2XE+SkhoTIECqkhQ/Biayh5WkvEPqtKqYJEV+hpWkiIioRUnLmYzazXMQJJgAAFrBiP2bvkHvcbcrHFnrsfHTeRhas0s0tjtyHHqNuUuhiIiIiIiaT63R4GSn6ehw5C3rWK+ra3H2WB46pGQoGBkBQHJyMubPn4/58+fL2m7mzJmYOXOmy+vPmDEDM2bMkBkdkJ2djezsbNnbEZF7TEYj9v1jOvpW7xSNn0cM9L/5HyKj4xSKjIiISJpUkpPkenIqSTEvgcgu5kh5h9RpVQsCu+2RX2EKMRERtSjhkVE4rOsqGqs9+K1C0bQ+R/N2Ifvwm6Kxi0IUOt/9rjIBEREREXlQ5nWPoNyity6rBQtOrfyLghEREVFTFrMZ29+Zhb5la0TjRQhHzYwv0C4hVZnAiIiIHGhuJSmpSi2s3kJkn5lZUl4hdVrZbo/8DZOkiIioxbmaNFq03KloA0xGo0LRtB411dWo/fxeGIQa0XjR2DcREhGlUFREREREnhPRJhp7464XjXW/+DVKLl9QJiAiIhKxmM3Y8u7vMODyctF4uUWPwikfIym9lyJxEREROeNqCoFKIptKagwANExMILKLOVLeIZV8Zu9nFJFSmCRFREQtTvzAG0XL0ShG/s7VCkXTemz79x/RxZQvGtve7mZ0GTRZoYiIiIiIPC95wv/BaGl4OyVYqMbBr99ysAUREflCfYLUwItLReM1Fg2Ojl6Azr2HKRQZERGRc1Jt9KSoJD7ZVQnSSQis3kJkn4lZUj7DH0Xkb5gkRURELU5iWnccVyWJxop3fqlQNK1D3s61GHBqoWjslCoe3Wf+VaGIiIiIiLyjfXIX7I4YJRpLO/4xqqsqFIqIiIgsZjO2vHe/TYKUySJg74DX0X3YFIUiIyIico3r7fZsVxQEQXJ7Vm8hss/CJCmvkDqrTNgkf8MkKSIiapHOtRe33Eu48DMsZrNC0bRsleVlMHz9ADRCw/k1WlSomfwudIYwBSMjIiIi8o7I0Y+JlqNRjNyV/1IoGiKi1q0uQeoBDLzwqWjcZBGwq99r6DvhboUiIyIicl3z2u1JV2phuz2iBiO7xIiWHx7VWaFIWjap5DNXK+UR+QqTpIiIqEWKyb5BtJxgOYcTh3YqFE3LtueD2Ui2nBaN7UyehdRebGVARERELVNazyHYp+slGovd9y+YTSZlAiIiaqUaEqQ+EY3XJ0hlX/dbhSIjIiKSx14SwZReHUTL0klSAgSJNCsVk6SIrOaM64L2EXoAwLXd4jA4LVrhiFomFuiiQMAkKSIiapFSew7BBUSJxs5t+UKhaFqu/ev/h4GXPheN5Ws6o8/tLykUEREREZFvmAY+JFpONp/C3rX/VSgaIqLWx2wyYes/Z0knSGW/ygQpIiIKKFLpTIIAvHB9N9GYVN6Tyk67PTWrtxBZdYuPwOrHR2D3s2Pxz9v6sAWcl1gkG+4R+RcmSRERUYskqFQ4Hj1CNBZ96kdlgmmhSooKEf2TuNVMlSUIumkLodHqFIqKiIiIyDd6DL8Rx1WJojHN5n8oFA0RUetSU12FnW/ejAGFy0TjJouAXX3nIXvSfQpFRkRE5B6pfKbnJ3VFuD6oyXq2KwqCdIUpJoEQiemD1IgM1rL9mxeZmSNFAYBJUkRE1GKF9pwiWu5sysf5UwUKRdPy5C/+HdrhsmhsT8ZsJKX3UiYgIiIiIh8SVCpc7C6uUtK1Zg/yd69XKCIiotahoqwEeX+9DtlXfxKN1yVIvYLsyb9TKDIiIiL3SSU5WST6VsmqJMUkKSLyMbbbo0DAJCkiImqx0gdcgxKEiMaOr//Eztokx85vFyO79AfR2D5dL/Sb9geFIiIiIiLyvZ7X3oNCRIrGSn96Q5lgiIhagZLLF3DyzfHoUbVNNF5jUWP3gDeQPfl+hSIjIiLyDZVE4hMrSRGRv2C7PQoETJIiIqIWK0irw+GIoaKxNke/USialqPw7Al02vJH0VgpghF9+yKo1GqFoiIiIiLyPZ0+GPkpt4nGepeuwYlDu5UJiIioBbt45hiK3h6DDONB0XiFRYdDoxeh74RZCkVGRETUfFKVoKRagsmpJCWVOEVE5FXMkaIAwCQpIiJq0bS9bhItdzHm4ezxQwpFE/gsZjPOfDQLkSgTjR/u8xziEtMUioqIiIhIOVmTHkOZxWBdVgkWXFrxooIRERG1PEdyN8Lyr9HoaD4pGi9GKE5N+hTdh01VKDIiIiLPkEqIsrOmzYhKkN6elaSIyNeYI0WBgElSRETUomUNnoxihIrGTqz/WKFoAt+2/76Bnk3aGuwMHY6+1/1WoYiIiIiIlBXRNgZ7E24RjfUu+RGn8vcoFBERUcuy+4claP/f69EOl0XjFxCFklu+QpfsUQpFRkRE5DlS6UzS1aWkxgQ7FaaaHRYRkSwWC9OkyP8xSYqIiFq0IK0Oh9uMEI1FH1+hSCyB7nTBXnTb9xfR2CW0QaeZCyCo+CsFERERtV6ZU/+AcoveuqwWLDj/zUsKRkREFPgsZjM2/+c59NjwAIKFatFzJ1XxsPzmeyRn9lUoOiIiIs9qTmc8lQAIEmlWrlenIiLyjKwO4UqHQOQUP9EkIqIWz9B7mmi5s6kAZ48dUCiawGSsrUH5p/fYvDF9bvhfEBkdp1BURERERP4hMjoOufHi3zl7F/+A0wX7FIqIiCiw1VRXYdvfb8fAgjehEsTfRj8Q1A1h9/+EuKTOCkVHRETkeapmJDSp7FSSYrs9IvK163p0QIeIhi+RPTQyTcFoiKQxSYqIiFq8zJxrcQXi7PXzm5YqFE1g2v7xc+hizBONbYm6Hj1G3qxQRERERET+JWPqU6iw6KzLGsGMc9+8qGBERESB6fKF08h/Yyz6F9lWgd4WcQ1S5/yANjHtFYiMiIjIe5qTzqQSBMlKVMyRIiJfC1Kr8PXDQ/DUhAy8eUsvzBmXrnRIRDaYJEVERC2eJkiL/KhRorH2Z75TKJrAU7BnA/oee080dlpoj+53/02hiIiIiIj8T5uY9tjTQZxA3rvoe5w5ul+hiIiIAk/ellUwvTMUXWtybZ7b1OkRZD/6CXT6YAUiIyIi8jKJhCZXc5wEQbq1XnOqUxERuSsqVIffDkvF9b3j2faT/BKTpIiIqFUI7XuLaLmT+QSqrpxUKJrAUVVZDs3/focgwWQdM1kElE18G8GhEQpGRkREROR/ukhUkzrzFatJERE5YzGbsfnjPyN15a2IxRXRcxUWHXbm/AM5d74AQcW3s4mIqGUSmlFLSqWS3prJCURERLb4VyUREbUKmQPG4wKiRGMR5zcoFE3g2P3B/6Gj+ZRobGvi3cjIHq1QRERERET+q21sPHLb3yQa6130Pc4ey7OzBRERXS25gl3zp2Bg/huiL+gAwAVE4ewNy9Bn/B0KRUdEROQbzclnEiBdNYrt9oiIiGwxSYqIiFoFlVqNY/HXicb6VW2E2WRUKCL/t++XrzHwwqeisQJ1KrLvnKdQRERERET+L+36P6DSorUuBwkmnP6a1aSIiKQU7PkFxW8ORp+ydTbP7dX1RtAD65HWc4gCkREREfmWZD6Ti5lTggBIFVtkuz0iIiJbTJIiIqJWo8Pw34iWo4RS1J7bq1A0/q20+DKif5gtGqu2BCHopn8hSKuT3oiIiIiIEB2XiD1xN4rGel9eiTNHDyoUERGR/zEZjdj80TNIWjYJiZazNs9vTpiFrCd+RNvYeAWiIyIi+v/27jyuqmr///j7ADIjaDiDI6KYliYiXM2ptJwyNcvqW9o18zaqV7Pb3P1VlqZlde8tLdNmU7NuaZkNiFk4Zg4JpjiCqGCIMnPg/P7wcuLIYT5wBl7Px8PHY7P32mt/OMvN+XD47LXqX20LmqwtuOfGVFIAAJRBkRQAoMFoG95TBzy6WuwL+YMl96w5sOxetVS6xb5dXaarXURvO0UEAADgPMLGPqY8UyPz140MRUr9/Ek7RgQAjuPU8YNKnD9Y0Ydfk+cly+tlyk+7B7yl6LtflruHh50iBACg/tV20idr51MjBQBAWRRJAQAalHNdJlh83du4S+fOnrFTNI5px7q31CfzG4t9+7x6KuqWx+wUEQAAgHMJbtlWv7a8yWLfVZnf6fC+rXaKCAAcw461S+T7zgBdXrCnzLGDHp2VPTlWVw652Q6RAQBgX9Zmgqoqk0kyWKmSYrk9AADKokgKANCgdL12svJLPdXvZTDqcNwHdozIsZw8ekDh25+y2HfB5KPg29+Wm7u7naICAABwPl0nPKMLJh/z124Gky6sYzYpAA1T+qkT2rlgjCJ3PKzGyrE4VmwyKL71JLV7eLNat+9ipwgBALAzK/VM1SlxsjZrFDNJAQBQFkVSAIAGJbBJsPYF9LPY1zJplUzFxXaKyHEYCwuU+eHkMh9YH4j8p1q27WynqAAAAJxTUHBL7Ws/yWLflblbtX/LejtFBAD1z1RcrG2fva5Gb/ZV76yNZY6fUjMlXv+xYu55TZ5e3vUfIAAADqKqkz6V18zaTFTWZpcCAKCho0gKANDgNIq8w+LrTsVHdGDnD3aKxnFsf/9xRRTut9wXOEyRo6fZKSIAAADndsVNjypdQRb73L97mgJ9AA1CyuHf9Nu8wYra/YQClV3m+I7GQ+U7Y6u6xQy3Q3QAADiWqpYzBfo0KrPPu5G71Vmj3CmSAgCgDIqkAAANTverx+qkoYXFvgubF9spGseQuHWDoo69ZbEvxdBCXf/asF8XV5GTk6OXXnpJUVFRatq0qfz9/RUREaHZs2fr+PHjNrnGoUOH9PHHH2vmzJnq16+ffH19ZTAYZDAYtHz5cptcAwAAZ+MXEKSkiHst9nUxJuqX9cvsFBEA1L2C/Dxtee9JNX13kLrn/1rm+Dn5a0efBYr8+2o1Drqs3uMDAMARuVWxoKljM391a9XY/HVU+6Zq6udpddYoN/4KDABAGR72DgAAgPrm5u6uI+0mqPXRf5n3XXEuVhlpqWrSrJUdI7OPzIx0BX59n9wNJvM+o8lNWaPeVJvApnaMDLaQlJSkkSNH6sCBAxb7ExMTlZiYqLffflsfffSRRowYUeNrxMXFadCgQbWMFAAA19TrxhlKTlymENMp875W2+cpb/BEefv42TEyALC93bGr1HTTU4o2nbQ6JcaOgGvU4f9eU2SLkPoPDgAAB1adSZ/e/WuU3tiYJHc36f7BYeWeX9XCKwAAGhJqiAEADVLHa6Yo3/RnrbCXoVAH1r9hx4jsw1RcrIPvTFUrpVns39Hhb+oSOcROUcFWsrKyNGrUKHOB1NSpU/X999/r559/1vPPPy9/f39lZmZqwoQJ2rNnT42vYzL9WWDn5uamyy+/XFFRUbWOHwAAV+Dp5a206Mcs9rU2ndavq+fZKSIAsL0Th/Zq97xhujLuboWaTpY5fkrB2j1gsSJnrdFlFEgBAFCGwUp1cXk1Ts0CvPTU6G56fGQ3Bfl6SrJeEGVtdikAABo6iqQAAA1SUHArbW1kWcQRcvgTFRcV2Ski+9j++euKvPCDxb79nj3U5/+etVNEsKUFCxYoMTFRkjR//nwtWbJEQ4YMUUxMjB577DFt2LBBHh4eysnJ0YwZM2p8nTZt2uill17Sxo0blZmZqX379unee++t/EQAABqInkPv0P5G3S32dUt6SxlpqXaKCABs4/y5s4pffL9avD9QV+ZuLXO82GTQ1uDx8v/7Dl05ZKIdIgQAwDnUtp7J2ulu1EgBAFAGRVIAgAYrtcU1Fl+HmE5pb9xqO0VT/5L2btUVuy2Loc7LT03vWC53D1bkdXaFhYV69dVXJUkRERGaNWtWmTYxMTGaMmWKJCk2NlY7d+6s0bU6d+6s2bNna+DAgfL396950AAAuCiDm5s8hs+12NdYOfp9xT/sFBEA1E5eTpa2fPC0ihddoZjUD+RpKPvA0e8e4To4eo36PvCO/Bs3sUOUAICq+OWXXzR37lwNHz5coaGh8vLykr+/v8LDwzV58mT9+OOP1epv/fr1GjdunEJCQuTl5aWQkBCNGzdO69evr3IfOTk5eumllxQVFaWmTZvK399fERERmj17to4fP17db9FpWZtdqjxuVv7i685MUgAAlEGRFACgwfIKDtNBtbXY577l33aKpn5dyPxDnmsmy9tQaLE/qe/zahkaZqeoYEsbN27UuXPnJEmTJk2Sm7VPSiRNnjzZvL1mzZp6iAwAgIYp/KqB2tH4Wot9fdL/q0O7f7JTRABQfcbCAm379BWdn99D0YcWKUhZZdqkK0jbrnxOYY9uYRl3AHBwAwcOVO/evfX4449r/fr1Sk5OVkFBgbKzs3Xw4EG9++67GjBggO68804VFBRU2JfJZNK0adM0fPhwffbZZ0pJSVFBQYFSUlL02Wefafjw4Zo2bZpMJlOF/SQlJemqq67SnDlztH37dmVkZCg7O1uJiYlauHChrrjiCn311Ve2fBkcQq1nkmK5PQAAqoQiKQBAg2VwM2h30DCLfd0Lduv3XzbZKaL6YSou1u9v/1WhppMW+7c2u0m9ht9lp6hga6Wf8hs4cGC57SIjI+Xn5ydJ2rx5c53HBQBAQxYyYZ5yTF7mr90MJhWunS1TcbEdowKAyhkLC7Tjy8VKnXulovY+o+b6o0ybApO7trS8XV4zdylq7INyc3e3Q6QAgOpISUmRJLVu3VrTp0/X6tWrtW3bNsXHx+vll19WmzZtJEnvv/++xYN21jzxxBNasmSJJKlXr176+OOPtW3bNn388cfq1auXJGnJkiV68skny+0jKytLo0aN0oEDByRJU6dO1ffff6+ff/5Zzz//vPz9/ZWZmakJEyZoz549tf32HYpbLQuaWG4PAICqoUgKANCguYfGKE2W0/5f+GGhnaKpH9tWLVDvC7EW+w56dFbPKa/bKSLUhYSEBPN2165dy23n4eGhTp06lTkHAADYXsvQMO3u8FeLfRGF+7Vz7RI7RQQAFSvIz9O2Txfp1Nweitw5p8zDNiV+8RugU7f/oOi//UcBgU3rOUoAQE117dpVn3zyiY4fP65FixZp/Pjx6tOnj6KjozVz5kz9+uuvCg8PlyR9/PHH5S69d+jQIc2fP1/SxQfyfvrpJ02cOFF9+vTRxIkTtXnzZkVGRkqS5s2bp6SkJKv9LFiwQImJiZKk+fPna8mSJRoyZIhiYmL02GOPacOGDfLw8FBOTo5mzJhh41fDvmpbz2StyKq2hVcAALgiD3sHAACAPbl5NNLv7W5Ts2N/LrPX80KcUg7/pjYdL7djZHXj4K8/qtf+eRa/dZ+Xn/xu/0Be3r72Cww2d+LECUmSn5+fgoKCKmwbGhqqPXv2KC0tTfn5+fLy8qqwvT0kJydXeDw1NdW8nZubq9zc3FpfMy8vz+o2HBPj5TwYK+fBWNWNiDGzlfLaGrUxnTbva/fLi0rve4P8Gjep4Mzy1cVY2eK9FIDzysvJ0u4vXle7xLcVpfRy2+316iWv6/6pq64qf/ZaAIDjWrt2bYXHg4ODtXDhQo0ePVqStHr1al199dVl2r3yyisyGo2SpNdff10+Pj4Wx319ffX6668rJiZGRqNRixYt0uuvWz6wWVhYqFdffVWSFBERoVmzZpW5TkxMjKZMmaLFixcrNjZWO3fuVO/evav+DTuw2i6NZ+10N6bKAACgDIqkAAANXufh9yrrjXfkb7j4hyB3g0nJXy1QmweW2Tky28r8I11+/50iT4PRYv/hfgvUs0P5Mw3BOV24cEGS5O/vX2nbkuX2pIvTmjtikVRoaGiV227atEnBwcE2vf6mTa69DKerYbycB2PlPBgr28oLvk23pL1i/rqZMvTN0unKu/z/at23rcYqPb38oggAriv95DEd+upVhSevUl+dL7fdQY/OyhvwpHoMGFOP0QEA7GHQoEHmbWszQJlMJv33v/+VdHFmqujoaKv9REdHq0uXLjpw4IA+//xzvfbaaxaFQRs3btS5c+ckSZMmTZJbORU+kydP1uLFiyVJa9ascZ0iKWv7qlE3ZW3WqNoWXgEA4IqoIQYANHgBgcHa1/JGi31Xpn2pMylH7RJPXSgyGnXkrdvVutSMBZK0peXt6jn0NjtFhbpUMouEp6dnpW1LF0UxawQAAHXPq3VPbXe70mLftfnfKi/9sJ0iAtDQHdq9WdtfmaDGi3spOnmpmpZTIHXQo7N2/eXfCntsGwVSANBAFBQUmLetFS4dOXJEKSkpkqSBAyueWbDkeHJyso4ePWpxrPRSfhX1ExkZaX7gb/PmzRUH70RqW89k7XR3iqQAACiDmaQAAJDUYfTDKnxrpRoZiiRJ3oZC/frZM2r+wHL7BmYj25bOVEzuFot9iY26qfdfXynnDNQXo9GoRo0a1bqfZcuWafLkyeavvb29JVl+kFWe/Px88/al06E7ipLlA8uTmpqqqKgoSdKAAQMUEhJS62vm5eWZZ+MYMGCA+TWFY2K8nAdj5TwYq7qV2rWt8lYMk7ehUNLF2UyvOvm+Wt4cKw+PyoucS6uLsapsqVsAzi8vN1v7vn1fvnvfV7fCfRd3lvO31P2Nuquo/yx1v/pGGVi7BwAalLi4OPN2165lZ6NPSEio8HhppY8nJCSoQ4cO1e7Hw8NDnTp10p49eyzOcXbWZn2qTomTtfOtzS4FAEBDR5EUAACSWoR00tbLRqrvH1+Y9/VO+0InjySqtZMvRbfjy8WKSX3PYl+GGivozvfVyNPxllWDbQQEBEi6uHxeZbKzs83bVVmezx6qU/Tk4+Nj82Ivb29vhy0gQ1mMl/NgrJwHY2V7HSOu0pYO9yj66L/N+zoXJWnLl68p+rYna9yvrcaK8QZcV15GsnYtfUDd0tcrUhX/vrDHu7c8Bj6sbjHD6yk6AIAjKS4u1osvvmj++uabby7TpvSDbZV9fhMaGmr1vNJf+/n5KSgoqNJ+9uzZo7S0NOXn51vMkl6Ryh4ESE1NNW/n5ubabMb1khnfL92uTEFhYZVjKCzMt7qPWeOrp6ZjhfrHWDkXxst51MVYOdp7EUVSAAD8T/txzyj/ra/l9b+n+RsZipTy+dNqPfMT+wZWC7//EqfuOx63eOyo0OSuk9ct1uWhYfYLDGYeHh42eeqtVatWFl+HhIRo69atys7O1rlz5yr8cKnkQ6hmzZpV+UMlAABQe1fd+pSOzvtC7Yv//APRFQde18kjE5y+UB+AY8nMSNdvG5arU+IKdTcdrLBtnqmR9lx2vZpdO11XdOtTTxECABzRK6+8om3btkmSxo4dq8jIyDJtLly4YN6u7OG7kmXypLIP9pX0U5UH+C7tp6qfZ5Uu0qrMpk2bFBwcXOX21em3fJZ/tt3/22/akL6vSv0mnS97/s4dO3X+oKl6AcKs4rGCI2GsnAvj5TxsNVbp6ek26cdWKJICAOB/WoR00pYW4xR95s+iqKvOfaNjib+oXder7BhZzaSdPKqgLyabl3Ap8Uv3x9T3LyPsFBWsqWwq8pro1q2bPv30U0lSYmKioqOjrbYzGo1KSkqSJEVERNg8DgAAUD5PL2/lDFsgrb/FvM/XkK/DK6ap1SOxLGkFoFby83K0f9MamXZ/ou5ZP+svBmOF7c+oqQ63v1VdRj6oqGatKmwLAHB9cXFx+sc//iFJat68ud544w2r7UrPMuHpWfGy0aWLmS6dVaKkn8r6qKyfhsrawnoGAwVSAABciiIpAABK6Tz+KeX853P5Gi5OT+xuMOmPLx5Xu65f2zmy6snLzVbGOxMUrj8s9m8NHqe+E2bbKSrUp/79+5u34+Liyi2S2rFjh3m5vX79+tVLbAAA4E/doq/X1m03WCz73D3/V2377FVFjZ9px8gAOKPCgnwl/LxWeXs+U5c/flAv/W9pbWt/Of2fvV69VHDlHepxze2K9vKun0ABAA7tt99+09ixY2U0GuXl5aWVK1eqRYsWVtt6e//53lFQUFBhv/n5fy4Jd+nyziX9VNZHZf1U5NIl/i6VmpqqqKgoSdKAAQMqXT6wqvLy8syzcQwYMMDiNbMQ/4PFl5dffrmGXdW6StfYdSJT+m2nxb7oqChd1Tao2vE2ZFUeK9gdY+VcGC/nURdjVdlyt/WNIikAAEq5rEWI4kNuVUzKcvO+Xjk/a3fsKl05eIL9AqsGU3Gx9r0xSZHG3y32/+Z5ha665007RYX6NmjQIAUGBiozM1Pvvvuu5syZI4Oh7F9Gli9fbt4eO3ZsPUYIAABKdJv0qk6/8pNa6Kx5X8SeeToVNVotWSIZQCXycrOV+NMXKtz7ubpk/qgrSgqjKpCuIB1sPUZtr52mHh0vr4coAQDO4siRIxo2bJgyMjLk7u6ujz/+WAMHDiy3fUBAgHn70iX0LlXyoJ5Udlm9kn4q66OyfipSnaInHx+fahVgVZW3t3eV++3VPrjKbb2986zsq/q1UBavn/NgrJwL4+U8bDVWjjbezNsOAMAlut30pP5QY4t9TTc9pfy8HDtFVD1blv5dkee/tdh30tBCraeuVCNPr3LOgqvx9PTUQw89JElKSEjQggULyrSJj4/X0qVLJUkDBw5Unz59yrQ5evSoDAaDDAaDBg0aVKcxAwDQUAUENtXpgfMt9xlylfbBVBUXFdkpKgCO7NSJQ9q6aqF2zR+hohc7qufmv6lP5no1rqBAqsDkoXj3SH0SPF2eM3cr5p7X1IYCKQBAKSdPntS1116rkydPymAw6J133qn0obrShUeVzRRReian0NBQq/1kZ2fr3LlzVeqnWbNmFkvvObuHhvz5gET/sGB1bxNY5XOtTRrpVsFMkgAANFTMJAUAwCUCmwRr25UPK2r3k+Z9oaaTiv/kOcVMmmvHyCq3deV8xaQss9iXbfJW/s0fqnWzVnaKCvby8MMP65NPPtHvv/+uOXPm6NChQ5o4caJ8fHwUGxuruXPnymg0ysfHR4sWLarVtVavXm3xpN/mzZutbktSy5Ytdf3119fqegAAuJorBt+k7btXq8+5P5d57pH/i7asnKfoWx+zY2QAHEFhQb5+3/G9zu9dp5anN6tD8VG1LDlYyR9A93v20IXOY9Wu3006s/1XeUs8QAMAKCM9PV1Dhw7V4cOHJUmvv/667rzzzkrP69atm3k7MTGxwralj0dERJTp59NPPzW3i46OttqH0WhUUlKS1T6c3d+HdVF0x8t0Ps+oayKaV+tcNyszyFvbBwBAQ0eRFAAAVkTecL8O/PaBuhgPmPddefhtnTw6Sa3bd7FjZOXb9c27ivxtrsUH5EUmgw4OeFU9u5WdIQiuLyAgQOvWrdOIESN08OBBLVmyREuWLLFo07hxY3344Yfq2bNnra41e/ZsHTt2zOqxpUuXmmeski7OWkWRFAAAZYXf+S+dfi3KYtm9nokv62ji9Wrf9So7RgagvhUXFelY4g6d2fuDGp34SZ2zduhyQ26Vzz/g0UUZ7a5X26tvV7f//Q6bm1v18wEADUtmZqauu+467d+/X5L04osv6v7776/SuR06dFDr1q118uRJxcXFVdh206ZNkqQ2bdqoffv2Fsf69+9v3o6Liyu3SGrHjh3m5fb69etXpRidyV/Cgmt0HkVSAABUDcvtAQBghZu7u9xGLVSx6c9fJH0N+Tr30RQVGY12jMy63bGrdPnPM+VuMFns39njSfW8ZqKdooIjCAsL065duzRv3jxFRkYqKChIvr6+6tKli2bOnKk9e/Zo1KhR9g4TAABICmwarDPXvGKxz9tQKOOqu1WQn2enqADUh+KiIiXt3aItHz+vXS+NVOaz7dRh1TD1TXxRV2X/qIBKCqSKTQbtb9RdW8If1qkpO9XliW2KvuP/OexDPgAAx5GTk6ORI0fql19+kSQ9/vjjeuSRR6p8vsFg0JgxYyRdnAFqy5YtVttt2bLFPJPUmDFjZLikgGfQoEEKDLy4vNy7774rk8lUpg9JWr58uXm7sqUAGxJr9VDUSAEAUBYzSQEAUI7OPa/W1h/HqO/Zz837uhXsVfzHzyrmjn/aL7BL7PvpS3XZeK88DUUW+7eE3q3om2bZKSo4Ej8/P82ZM0dz5syp9rnt27cv90Op0o4ePVqDyAAAwKV6XD1GW/beougzn5j3hRUlKf6dGYq59007RgbAli5k/qFjezfrQtIWeZ/epQ45e9RJWepUjT4y5adDAX1V3OladYi+Qd1ahtZZvAAA11RQUKCxY8fqp59+kiRNnz5dzz33XLX7mTFjht566y0ZjUY9+OCD2rRpk3x8fMzHc3Nz9eCDD0qSPDw8NGPGjDJ9eHp66qGHHtKzzz6rhIQELViwQA8//LBFm/j4ePNs5QMHDlSfPsyeX8JaQZS7G1VSAABcyumLpHJycvTvf/9bq1at0qFDh1RQUKDQ0FCNHDlSDz30kNq2bVur/o1Go2JjY7VhwwZzlfu5c+fk5+enjh07asiQIbr33nvVqVN1PsIAADiLbne+otRFP6mVKc28r/ehfylp7wh16tHXjpFd9NtP69RxwxR5Gwot9m9reoP63vWSnaICAABAbfSc/LKOLvhZ7YtPmPfFnP5Yv34/iFlCASdkLCzQsYQdSj/wswwpO9X8/F61LUpWd0PlDyNc6pB7J6W1HKAmV45UWK+B6t3Isw4iBgA0FLfeeqs2bNggSRoyZIimTJmiffv2ldve09NT4eHhZfaHh4dr9uzZevHFF7Vjxw7169dPjzzyiDp16qSkpCTNmzdPu3btkiQ9/PDD6ty5s9X+H374YX3yySf6/fffNWfOHB06dEgTJ06Uj4+PYmNjNXfuXBmNRvn4+GjRokW1fwFciEEstwcAQFU4dZFUUlKSRo4cqQMHDljsT0xMVGJiot5++2199NFHGjFiRI36T0tLU0REhM6ePVvmWGZmpnbt2qVdu3bp9ddf1/z58zV9+vQaXQcA4LgCApvqxHX/UouvJ8rtfx9gexqM8vhsii603aSAwKZ2i2137Cp12XhvmQKp7YHDFHn/chncWFUXAADAGXn7+qto7NvKXz1KXqVyvfY/ztLpLn3UIoQHtQBHlXU+Q8kJ25V5dJcMp/cq6PwBhRYeVSdDgeUsUVX8m2Wqmik5sLdM7furY98bFNa6ncLqInAAQIO0Zs0a8/YPP/ygK664osL27dq1K3c28eeff15nzpzRO++8o127dmnixLLF/VOmTKlwpqqAgACtW7dOI0aM0MGDB7VkyRItWbLEok3jxo314YcfqmfPnhXG2tBYq4diIikAAMpy2iKprKwsjRo1ylwgNXXqVItq8hdeeEGZmZmaMGGC4uPjK03srMnPzzcXSPXs2VNjxoxR37591aJFC2VmZurrr7/W66+/rry8PM2YMUM+Pj665557bPp9AgDsr1v09YrffYdiUt8z72tXfEK737xF3Wd9LXeP+n87/WX9cnWP/3uZJfZ+8R+oXg98KDd393qPCQAAALbTqUe0tu5/WH0T5pr3BSlLCe/+n5rM3ihPLy87RgegID9PqYd/09lje5WfmiCv9P1qnvO7Qkyn1PXSxtX4A2WKoYVSAnvL0L6/Qnpdq1btuqiVLQMHAKCOuLm5aenSpRo/fryWLFmi7du3Kz09XcHBwerTp4+mTZum4cOHV9pPWFiYdu3aZXUVmREjRmj69Olq165dPXxHzo+JpAAAKMtpi6QWLFigxMRESdL8+fMt1iWOiYnR4MGDNWDAAOXk5GjGjBn64Ycfqn0Ng8GgoUOH6v/9v/+n6OjoMscHDx6s8ePHa/DgwcrNzdWcOXN06623KiAgoObfGADAIV01aZ6SXtqsTkWHzfuuzN2mLW89oOh736y3OEzFxdr68bOK+v0V88xWJXb5Xa3uD66UB8stAAAAuISoCQ/rl4WbdVX2JvO+iML9+vmt+/SXB5baMTLHc/z4cb322mtat26djh8/Li8vL4WFhenmm2/WfffdJ19fX5tcZ8WKFVq2bJn27NmjjIwMtWzZUldffbXuv/9+q58dWXP27Fm99tpr+vzzz3X06FGZTCZ16NBBN954ox566CFddtllNokVtnEh8w+dPrpf547tU+HpRHmfO6imuUfVuihV7QxFqs2faAtM7jraqJMygrrLvW2UQnoNVZvQMLWxWfQAAFTMZKr+0q+VGTFiRI1XeCnh5+enOXPmaM6cOTaKyvVZG0oDVVIAAJThlEVShYWFevXVVyVJERERmjVrVpk2MTExmjJlihYvXqzY2Fjt3LlTvXv3rtZ12rRpY16LuTx9+/bVfffdp4ULFyozM1Pfffedxo4dW63rAAAcn5e3r3zuWKGM5deqic6b90ef/lhbPgpR9G1P1HkMxsIC7XxzqqLPfl7mSeTtgcPU64EPKZACAABwIQY3N3W6e5lOvhaj1qYz5v1/SV+tnz7rrX5j77NjdI5j3bp1uv3225WZmWnel5OTo+3bt2v79u16++239dVXX6ljx441vkZeXp4mTJigtWvXWuw/duyYjh07po8++kjPPPOMnnzyyQr72b59u8aMGaPU1FSL/Xv27NGePXv09ttv67///a8iIyNrHCuqL/PsaZ0+lqDzKQdUmJYkj8wjCsg+oebGFDXVeVl9HLIGf3NMMbRQqn93GVtdpaDwGLW/PFrhPn61DR8AAEAmla2SokQKAICynLJIauPGjTp37pwkadKkSXJzc7PabvLkyVq8eLGki+sqV7dIqqoGDx6shQsXSpKSkpLq5BoAAPtr3b6LEoa/Lb+vbrVY5i7695cU/36hYu74Z51d+3Rykv549w71LfytzLGtl92oPve9wxJ7AAAALiiwSbDSblym/DU3ystQaN5/1a9Pa1+7K9T9qv52jM7+du/erZtvvlk5OTny9/fXo48+ap7xe8WKFXrrrbd04MABjRw5Utu3b5e/v3+NrjNlyhRzgdTgwYM1ffp0tW7dWnv37tXcuXOVlJSkp556Sq1atdLdd99ttY+UlBSNHj1ap0+floeHh/7+979r1KhRkqS1a9fq5Zdf1smTJzVq1Cjt3LlTbdown5CtXDh3Vukph3Q+9bDy0o/KdO6EGmWlqHFeipobTypQ2Qq04fWMJjedcA/VWf9wGZtfLr+2VykkIkptmrViligAAFAn6mBSMAAAXJJTFkn9+OOP5u2BAweW2y4yMlJ+fn7Kzs7W5s2b6yye/Px883Z5BVsAANcQ0fc6bTv5T0Xttpw5KiZpkeLfyVH05Hky2Pi9YPcPK9R202xF6EKZY/Ed7lf0Hc/Z/JoAAABwHGFX9teuo0+r164/c1AfQ4Eu+2KSTrWIVWDTZnaMzr5mzJihnJwceXh4aMOGDYqJiTEfGzJkiDp37qw5c+YoMTFRL7/8sp566qlqXyMuLk4fffSRJGn06NH67LPP5P6/BxT69OmjG264Qb1799bx48c1Z84c3XTTTQoKCirTz+OPP67Tp09Lkj766CNNmDDBfOzqq69WZGSkbr75Zp0+fVpPPvmk3nnnnWrH2hCZiouUcSZZf5xM0oVTR1Rw9pgM55PllZWixgWnFFx0WgHKtT4blA2kqYlOe7VTduMwubW6Qk069VZIeC918PFThzq6JgAAQFWw3B4AAGU5ZZFUQkKCebtr167ltvPw8FCnTp20Z88ei3NsLS4urkrxAABcQ9TYBxV//pRijvzLYn/M8SX6ZcF+dbr7XQU2Da71dc6eTtaRD2co8vy3ZY7lmxppX995ihkxpdbXAQAAgOPrNeZB/ZKyU1ed+cy8r5XSlbhsgrzuW2fHyOxn+/bt2rhxo6SLMz2VLpAqMWvWLC1btkwJCQlatGiRHn30UTVq1Kha15k/f74kyd3dXf/5z3/MBVIlgoODNW/ePN16663KyMjQ0qVLNWvWLIs2p0+f1gcffCBJuu666ywKpEpMmDBB1113nb755hu99957euGFF9SiRYtqxeqKss//ofTkJJ0/c0y56cdUfC5ZHhdS5JN7SkGFp9WsOF1NDUY1rcMYik0GnXJrpjTv9spt3EnuLSIUEHq5WoX1VLMmwWq4ZYoAAAAAADgXpyySOnHihCTJz8/P6pN5pYWGhmrPnj1KS0tTfn6+vLy8bBpLamqqli1bJunih2KDBw+udh/JycmVXqNEbm6ucnNzq32NS+Xl5VndhuNhrJwL4+U8ajtWPW9+Qj+tcle/w69a7L8qZ7NSXv+Ljgyary5R19Usttxs7f/qDXU/9IYilV3m+ElDc2Vc/x91u7K/Td4THF1d3FcN4XUDAACu58q739SBhQfVJX+feV9XY6K2L7tHpo53yuDWsJ4U//zzz83bd911l9U2bm5uuvPOO/Xoo48qIyNDGzdu1NChQ6t8jaysLH3//feSpKFDhyokJMRqu3Hjxqlx48Y6f/681qxZU6ZI6osvvlBRUVGFsUrS5MmT9c0336ioqEhffPGFpk6dWuVYnVFhfo7SU47o3Kkjykk7psKME3K/kCKvnFNqnH9KlxWnKUC58quoExv9tzea3HTKrYX+8ApRrn9bmZp2kHeLzmoS0lUt24WrtbevWtvmUgAAADZnbbm9hvXbAQAAVeOURVIXLlxcbsjf37/Stn5+f36MkpWVZdMiKZPJpL/97W/meJ588kn5+PhUu5/Q0NAqt920aZOCg2s/O8mlfcI5MFbOhfFyHjUeq8De+qzxnRp7/j2L3W1Mp9UmdpK2xV2pIyE3yfuydlXqrjD3vNyTf1a/C1+pn+Gc1Tbx7pFK6TJFjU7n6NCGDTWL24nZ6r5KT0+3ST8AAAD1yd3TW62mrlbqvweolemMeX+fC98r7YCvCiPKzk7kyn788UdJFz/76d27d7ntBg4caN7evHlztYqktm3bpvz8/DL9XMrT01PR0dHasGGDtm3bpsLCQosZq0pirayfS2N15iIpk8mkP85lKj35oLJOHVJB2hG5nTsqr+xk+eefVlPjGTXVebWS1KqeYkpXkM56tFCWdysV+LeRW5O28mnRWZe17armIWEK8fSS9TI4AAA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# checking whether the derivatives match\n", + "fig, ax = plt.subplots(1, 4, dpi=200, figsize=(12, 3))\n", + "\n", + "# plot the ODE vs. GP-implied derivatives for each component\n", + "for i, comp in enumerate([\"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " ax[i].set_title(comp)\n", + " ax[i].plot(I, f_gp[i], label=\"GP\")\n", + " ax[i].plot(I, f_ode[i], label=\"ODE\")\n", + " ax[i].grid(); ax[i].legend()\n", + " \n", + "# also check the log-posterior\n", + "ax[3].set_title(\"Log-Posterior\")\n", + "ax[3].plot(results[\"kernel_results\"].inner_results.target_log_prob)\n", + "ax[3].grid()\n", + " \n", + "# beautify\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10 (Afterburner)", + "language": "python", + "name": "afterburner" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/112924_slide15_oscillatory-gp-derivatives.ipynb b/112924_slide15_oscillatory-gp-derivatives.ipynb new file mode 100644 index 0000000..47928da --- /dev/null +++ b/112924_slide15_oscillatory-gp-derivatives.ipynb @@ -0,0 +1,329 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "89e4c777", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-04T14:19:15.522170Z", + "start_time": "2024-12-04T14:19:12.525965Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/shihaoyang/Workspace/pigp/pypigp/tfpigp/magi_v2.py:12: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import tqdm\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "from matplotlib.patches import Patch\n", + "from IPython.display import clear_output\n", + "\n", + "# core MAGI-TFP class\n", + "import magi_v2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "33857ea9", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-04T14:19:30.955952Z", + "start_time": "2024-12-04T14:19:30.952229Z" + } + }, + "outputs": [], + "source": [ + "# 3-component model governing the SEIR system, appropriate for tensorflow vectorization\n", + "def f_vec(t, X, thetas):\n", + " '''\n", + " 1. X - array containing (E, I, R) components. Suppose it is (N x D) for vectorization.\n", + " 2. theta - array containing (beta, gamma, sigma) components.\n", + " 3. Note that N_pop = 1.0, and that S is deterministic: S = 1 - (E + I + R)\n", + " '''\n", + " # implicitly compute S\n", + " S = 1.0 - tf.reshape(tf.reduce_sum(X, axis=1), shape=(-1, 1))\n", + " return tf.concat([(thetas[0] * S * X[:,1:2]) - (thetas[2] * X[:,0:1]), # dE/dt = bSI - sE\n", + " (thetas[2] * X[:,0:1]) - (thetas[1] * X[:,1:2]), # dI/dt = sE - gI\n", + " (thetas[1] * X[:,1:2])], # dR/dt = g*I\n", + " axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "00fd770f", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-04T14:19:38.468728Z", + "start_time": "2024-12-04T14:19:38.446723Z" + } + }, + "outputs": [], + "source": [ + "# initial data settings\n", + "d_obs = 20 # no. of observations per unit time\n", + "t_max = 2.0 # length of observation interval\n", + "comp_obs = [True, True, True] # which components are observed?\n", + "\n", + "# load in our data, thinning based on density of observations\n", + "raw_data = pd.read_csv('data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=2.csv').query(f\"t <= {t_max}\")\n", + "obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))]\n", + "\n", + "# extract out the time vector + noisy observations\n", + "ts_obs = obs_data.t.values.astype(np.float64)\n", + "\n", + "# get the noisy observations\n", + "X_obs = obs_data[[\"E_obs\", \"I_obs\", \"R_obs\"]].to_numpy().astype(np.float64) # S is implicit!\n", + "\n", + "# make certain components missing if necessary\n", + "for i, comp_obs_val in enumerate(comp_obs):\n", + " if comp_obs_val != True:\n", + " X_obs[:,i] = np.nan" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "517b20be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting NUTS posterior sampling ...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-12-04 09:21:04.254738: W tensorflow/compiler/tf2xla/kernels/random_ops.cc:107] Warning: Using tf.random.uniform with XLA compilation will ignore seeds; consider using tf.random.stateless_uniform instead if reproducible behavior is desired. sanitize_seed/seed\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished sampling in 3.81 minutes.\n" + ] + } + ], + "source": [ + "# create our model - f_vec is the ODE governing equations function defined earlier.\n", + "model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec)\n", + "\n", + "# fit Matern kernel hyperparameters (phi1, phi2) as well as (Xhat_init, sigma_sqs_init, thetas_init)\n", + "model.initial_fit(discretization=2, verbose=True)\n", + "\n", + "# clear console for pretty output\n", + "clear_output(wait=True)\n", + "\n", + "# collect our samples from NUTS posterior sampling - toggle tempering=True to use log-tempering.\n", + "results = model.predict(num_results=1000, num_burnin_steps=1000, tempering=False, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e02c0f4e", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-04T14:35:22.269470Z", + "start_time": "2024-12-04T14:35:21.612678Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize our trajectories\n", + "fig, ax = plt.subplots(1, 3, dpi=200, figsize=(10, 3))\n", + "\n", + "# get our timesteps, mean trajectory predictions, and 2.5% + 97.5% trajectory predictions\n", + "I = results[\"I\"].flatten()\n", + "Xhat_means = results[\"X_samps\"].mean(axis=0)\n", + "Xhat_intervals = np.quantile(results[\"X_samps\"], q=[0.025, 0.975], axis=0)\n", + "Xhat_init = results[\"Xhat_init\"]\n", + "\n", + "# go through each component and plot\n", + "for i, comp in enumerate([\"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " # plot the ground truth + noisy observations\n", + " if comp_obs[i]:\n", + " ax[i].scatter(ts_obs, X_obs[:,i], s=3, color=\"grey\")\n", + " ax[i].plot(raw_data[\"t\"], raw_data[[\"E_true\", \"I_true\", \"R_true\"][i]], color=\"black\")\n", + " \n", + " # plot mean trajectory + 95% predictive interval\n", + " ax[i].plot(I, Xhat_means[:,i], color=\"blue\")\n", + " ax[i].fill_between(I, Xhat_intervals[0,:,i], Xhat_intervals[1,:,i], alpha=0.3)\n", + " ax[i].plot(I, Xhat_init[:,i], linestyle=\"--\", color=\"green\")\n", + " ax[i].set_title(comp); ax[i].set_xlabel(\"$t$\")\n", + " ax[i].grid()\n", + " \n", + "# shared legend + beautify\n", + "observed_components_desc = str(tuple(np.array([\"$E$\", \"$I$\", \"$R$\"])[comp_obs])).replace(\"'\", \"\").strip()\n", + "plt.suptitle(f\"Predicted Trajectories vs. Ground Truth | Observed Components: {observed_components_desc}\")\n", + "custom_lines = [Line2D([0], [0], color=\"black\", linewidth=1.0, alpha=1.0, label=\"Ground Truth\"),\n", + " Line2D([0], [0], color=\"grey\", marker=\"o\", linestyle=\"None\", label=\"Noisy Observations\"),\n", + " Line2D([0], [0], color=\"blue\", linewidth=1.0, alpha=1.0, label=\"Mean Prediction\"),\n", + " Line2D([0], [0], color=\"green\", linestyle=\"--\", linewidth=1.0, alpha=1.0, label=\"Initialization\"),\n", + " Patch(facecolor=\"blue\", alpha=0.3, label=\"95% Predictive Interval\")]\n", + "fig.legend(handles=custom_lines, loc=\"lower center\", ncol=5, fontsize=10, bbox_to_anchor=(0.5, -0.075))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9d41e1e4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-04T14:35:35.950562Z", + "start_time": "2024-12-04T14:35:35.947505Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated Parameters:\n", + "- Beta: 5.692 (Predicted) vs. 6.0 (Actual).\n", + "- Gamma: 0.718 (Predicted) vs. 0.6 (Actual).\n", + "- Sigma: 1.55 (Predicted) vs. 1.8 (Actual).\n" + ] + } + ], + "source": [ + "# check our parameters too\n", + "mean_thetas_pred = results[\"thetas_samps\"].mean(axis=0)\n", + "\n", + "print(\"Estimated Parameters:\")\n", + "print(f\"- Beta: {np.round(mean_thetas_pred[0], 3)} (Predicted) vs. 6.0 (Actual).\")\n", + "print(f\"- Gamma: {np.round(mean_thetas_pred[1], 3)} (Predicted) vs. 0.6 (Actual).\")\n", + "print(f\"- Sigma: {np.round(mean_thetas_pred[2], 3)} (Predicted) vs. 1.8 (Actual).\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f1bac4c4", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-04T14:35:43.908818Z", + "start_time": "2024-12-04T14:35:43.898826Z" + } + }, + "outputs": [], + "source": [ + "# checking derivatives (i.e., physics fidelity)\n", + "raw_data[\"t\"] = np.round(raw_data[\"t\"].values, 3)\n", + "raw_data.set_index(\"t\", inplace=True)\n", + "\n", + "# get our true values\n", + "X_true = raw_data.loc[np.round(I, 3)][[\"E_true\", \"I_true\", \"R_true\"]].values\n", + "thetas_true = np.array([6.0, 0.6, 1.8])\n", + "\n", + "# compute GP-implied derivatives at truth\n", + "X_cent = tf.reshape(X_true - model.mu_ds, shape=(X_true.shape[0], 1, X_true.shape[1]))\n", + "f_gp = model.m_ds @ tf.transpose(X_cent, perm=[2, 0, 1])\n", + "\n", + "# compute the true derivatives at truth\n", + "f_ode = tf.transpose(f_vec(I, X_true, thetas_true)[:,None], perm=[2, 0, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9c80f588", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-04T14:35:47.551743Z", + "start_time": "2024-12-04T14:35:47.311435Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# checking whether the derivatives match\n", + "fig, ax = plt.subplots(1, 4, dpi=200, figsize=(12, 3))\n", + "\n", + "# plot the ODE vs. GP-implied derivatives for each component\n", + "for i, comp in enumerate([\"$E$\", \"$I$\", \"$R$\"]):\n", + " \n", + " ax[i].set_title(comp)\n", + " ax[i].plot(I, f_gp[i], label=\"GP\")\n", + " ax[i].plot(I, f_ode[i], label=\"ODE\")\n", + " ax[i].grid(); ax[i].legend()\n", + " \n", + "# also check the log-posterior\n", + "ax[3].set_title(\"Log-Posterior\")\n", + "ax[3].plot(results[\"kernel_results\"].inner_results.target_log_prob)\n", + "ax[3].grid()\n", + " \n", + "# beautify\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + }, + "id": "e41238fff65ddfb0" + } + ], + "metadata": { + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Data Generation.ipynb b/Data Generation.ipynb new file mode 100644 index 0000000..0fd2d0b --- /dev/null +++ b/Data Generation.ipynb @@ -0,0 +1,191 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "dea6bfd2", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from IPython.display import clear_output\n", + "from scipy.integrate import solve_ivp" + ] + }, + { + "cell_type": "markdown", + "id": "12e528e1", + "metadata": {}, + "source": [ + "# SIR Model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "889995b4", + "metadata": {}, + "outputs": [], + "source": [ + "'''\n", + "Showcase Samples:\n", + "1. (S_0, I_0, R_0) = (9900, 100, 0) + (b, g) = (1.5, 0.75).\n", + "2. (S_0, I_0, R_0) = (9900, 100, 0) + (b, g) = (3.5, 1.75).\n", + "\n", + "Standard Settings:\n", + "1. 20x noisy observations per unit time with discretization 1.\n", + "2. {0.5, 2, 8} interval lengths - we'll generate datasets to 20.00.\n", + "3. {0.05, 0.15} alpha noise level multipliers.\n", + "4. 10x randomized seeds.\n", + "'''\n", + "# generate separate datasets for each possible combination, using maximum precision\n", + "for seed in range(10):\n", + " for alpha in [0.05, 0.15]:\n", + " \n", + " # two possible combinations of params (beta, gamma)\n", + " for params in [(1.5, 0.75), (3.5, 1.75)]:\n", + " \n", + " # set a seed for reproducibility\n", + " np.random.seed(seed)\n", + "\n", + " # what are our parameters + population size?\n", + " b, g, N = params[0], params[1], 10000\n", + "\n", + " # encode ODEs for solve_ivp data-generation processes\n", + " def SIR(t, y):\n", + "\n", + " # unpack y\n", + " S, I, R = tuple(y)\n", + "\n", + " # dS/dt = -b*S*I/N; dI/dt = b*I*S/N - g*I; dR/dt = g*I\n", + " dSdt = -b*S*I/N\n", + " dIdt = +b*S*I/N - g*I\n", + " dRdt = +g*I\n", + "\n", + " # return only the derivatives\n", + " return np.array([dSdt, dIdt, dRdt])\n", + " \n", + " # generate our data\n", + " t_start, t_end = 0.0, 20.0\n", + " t_steps = np.linspace(start=t_start, stop=t_end, num=20001)\n", + " SIR_init = np.array([9900, 100, 0])\n", + " X = solve_ivp(fun=SIR, t_span=(t_start, t_end), y0=SIR_init, \n", + " t_eval=t_steps, atol=1e-10, rtol=1e-10).y.T\n", + "\n", + " # compute appropriate noise levels based on alpha choice\n", + " sigmas = alpha * (X.max(axis=0) - X.min(axis=0))\n", + " \n", + " # create a copy of X + add the noise\n", + " X_noised = X.copy()\n", + " X_noised += np.random.normal(loc=0.0, scale=sigmas, size=X.shape)\n", + " \n", + " # save time, X_true, X_noised as a .csv for our gold-standard dataset\n", + " data = np.hstack([t_steps.reshape(-1, 1), X_noised, X])\n", + " cols = [\"t\", \"S_obs\", \"I_obs\", \"R_obs\", \"S_true\", \"I_true\", \"R_true\"]\n", + " \n", + " # save this dataset to our gold-standard datasets list\n", + " df = pd.DataFrame(data=data, columns=cols)\n", + " df.to_csv(f\"data/SIR_beta={b}_gamma={g}_alpha={alpha}_seed={seed}.csv\", index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "ecf5e40f", + "metadata": {}, + "source": [ + "# Lorenz Model" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9de8613c", + "metadata": {}, + "outputs": [], + "source": [ + "'''\n", + "Showcase Samples:\n", + "1. (X_0, Y_0, Z_0) = (5, 5, 5) + (beta, rho, sigma) = (8/3, 28.0, 10.0).\n", + "2. (X_0, Y_0, Z_0) = (5, 5, 5) + (beta, rho, sigma) = (8/3, 6.0, 10.0).\n", + "\n", + "Standard Settings:\n", + "1. 20x noisy observations per unit time with discretization 1.\n", + "2. {0.5, 2, 8} interval lengths - we'll generate datasets to 20.00.\n", + "3. {0.05, 0.15} alpha noise level multipliers.\n", + "4. 10x randomized seeds.\n", + "'''\n", + "# generate separate datasets for each possible combination, using maximum precision\n", + "for seed in range(10):\n", + " for alpha in [0.05, 0.15]:\n", + " \n", + " # two possible combinations of params (beta, gamma)\n", + " for params in [(8/3, 28.0, 10.0), (8/3, 6.0, 10.0)]:\n", + " \n", + " # set a seed for reproducibility\n", + " np.random.seed(seed)\n", + "\n", + " # what are our parameters?\n", + " beta, rho, sigma = params\n", + "\n", + " # encode ODEs for solve_ivp data-generation processes\n", + " def lorenz(t, y):\n", + "\n", + " # unpack y\n", + " X, Y, Z = tuple(y)\n", + "\n", + " # dXdt = sigma * (Y-X); dYdt = x(rho - z) - y; dZdt = xy - beta*z\n", + " dXdt = sigma * (Y-X)\n", + " dYdt = (X * (rho - Z)) - Y\n", + " dZdt = (X*Y) - (beta*Z)\n", + "\n", + " # return only the derivatives\n", + " return np.array([dXdt, dYdt, dZdt])\n", + " \n", + " # generate our data\n", + " t_start, t_end = 0.0, 20.0\n", + " t_steps = np.linspace(start=t_start, stop=t_end, num=20001)\n", + " y_init = np.array([5.0, 5.0, 5.0])\n", + " X = solve_ivp(fun=lorenz, t_span=(t_start, t_end), y0=y_init, \n", + " t_eval=t_steps, atol=1e-10, rtol=1e-10).y.T\n", + " \n", + " # compute appropriate noise levels based on alpha choice\n", + " sigmas = alpha * (X.max(axis=0) - X.min(axis=0))\n", + " \n", + " # create a copy of X + add the noise\n", + " X_noised = X.copy()\n", + " X_noised += np.random.normal(loc=0.0, scale=sigmas, size=X.shape)\n", + " \n", + " # save time, X_true, X_noised as a .csv for our gold-standard dataset\n", + " data = np.hstack([t_steps.reshape(-1, 1), X_noised, X])\n", + " cols = [\"t\", \"X_obs\", \"Y_obs\", \"Z_obs\", \"X_true\", \"Y_true\", \"Z_true\"]\n", + " \n", + " # save this dataset to our gold-standard datasets list\n", + " df = pd.DataFrame(data=data, columns=cols)\n", + " df.to_csv(f\"data/LORENZ_rho={rho}_alpha={alpha}_seed={seed}.csv\", index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10 (Afterburner)", + "language": "python", + "name": "afterburner" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=0.csv b/data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=0.csv deleted file mode 100644 index 88b3973..0000000 --- a/data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=0.csv +++ /dev/null @@ -1,10002 +0,0 @@ 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-9.997,-0.01935680792592612,0.005918686285579759,0.006025378895584722,0.9417391511945958,5.227775859015643e-05,6.393687317188717e-06,0.015052406624822639,0.9848889219292706 -9.998,0.01083584576488484,-0.028832740801543078,-0.02923370325997452,1.0472950513854447,5.22730387810796e-05,6.386904595369564e-06,0.015043389388824545,0.9848979506677996 -9.999,0.018691545019672767,-0.028146536126078012,-0.003878403123010493,0.9682045437789827,5.226832222517616e-05,6.3801308210267264e-06,0.01503437754934597,0.9849069739976084 -10.0,-0.02531592609757349,0.00468263790394982,0.027075066798861652,0.9816564731354198,5.2263608919952036e-05,6.373365980563559e-06,0.015025371103166386,0.9849159919219337 diff --git a/evaluation.py b/evaluation.py new file mode 100644 index 0000000..fa74263 --- /dev/null +++ b/evaluation.py @@ -0,0 +1,486 @@ +import os +import pickle +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt + + +def compute_rmse(true_values, inferred_samples, observed_indices): + """ + Compute the Root Mean Square Error (RMSE) between the true values and inferred samples. + + Parameters: + - true_values (np.array): Shape (T, D), true trajectories. + - inferred_samples (np.array): Shape (num_samples, T, D), posterior samples. + - observed_indices (np.array): Indices of observed time points. + + Returns: + - float: RMSE value. + """ + # Extract true values at observed points + true_obs = true_values[observed_indices] + + # Compute the mean inferred trajectory + inferred_mean = inferred_samples.mean(axis=0)[observed_indices] + + # Calculate RMSE + mse = np.mean((true_obs - inferred_mean) ** 2) + rmse = np.sqrt(mse) + return rmse + + +def compute_log_rmse(true_values_log, inferred_samples): + """ + Compute RMSE on the log scale. + + Parameters: + - true_values_log (np.array): Shape (T, D), true log-transformed trajectories. + - inferred_samples (np.array): Shape (num_samples, T, D), posterior samples. + - observed_indices (np.array): Indices of observed time points. + + Returns: + - float: RMSE on log scale. + """ + # Extract true log values at observed points + true_obs_log = true_values_log + + # Compute the mean inferred log trajectory + inferred_mean_log = inferred_samples.mean(axis=0) + + # Calculate RMSE + mse_log = np.mean((true_obs_log - inferred_mean_log) ** 2, axis=0) + rmse_log = np.sqrt(mse_log) + return rmse_log + + +def compute_parameter_error(true_params, inferred_samples): + """ + Compute parameter estimation errors. + + Parameters: + - true_params (list or np.array): True parameter values. + - inferred_samples (np.array): Shape (num_samples, P), posterior samples of parameters. + + Returns: + - np.array: Absolute errors for each parameter. + """ + inferred_mean = inferred_samples.mean(axis=0) + errors = inferred_mean - np.array(true_params) + return errors + + +def compute_parameter_rmse(true_params, inferred_samples): + """ + Compute RMSE for parameter estimation. + + Parameters: + - true_params (list or np.array): True parameter values. + - inferred_samples (np.array): Shape (num_samples, P), posterior samples of parameters. + + Returns: + - np.array: RMSE for each parameter. + """ + inferred_mean = inferred_samples.mean(axis=0) + mse = np.mean((inferred_mean - np.array(true_params)) ** 2) + rmse = np.sqrt(mse) + return rmse + + +def summarize_simulation_results(results_dir, true_params, observed_time_points): + """ + Summarize simulation results across multiple pickle files. + + Parameters: + - results_dir (str): Path to the directory containing simulation result subdirectories. + - true_params (list or np.array): True parameter values [beta, gamma, sigma]. + - observed_time_points (np.array): Array of observed time points. + + Returns: + - pd.DataFrame: Summary table with RMSE and parameter errors for each simulation. + """ + summary = [] + true_R0 = true_params[0] / (true_params[1]) # R0 = beta / (gamma) + true_params = np.concatenate([true_params, [true_R0]]) + + # Iterate through each simulation directory + for sim_dir in os.listdir(results_dir): + sim_path = os.path.join(results_dir, sim_dir) + if os.path.isdir(sim_path): + pickle_file = os.path.join(sim_path, "simulation_results.pkl") + if os.path.exists(pickle_file): + with open(pickle_file, "rb") as f: + data = pickle.load(f) + + # Extract necessary data + ts_true = data["ts_true"] # Shape (T,) + x_true = data["x_true"] # Shape (T, D) + results_forecast = data["results_forecast"] + X_obs = data["X_obs"] # Shape (observed_T, D) + results = data["results"] # Contains "thetas_samps", "X_samps", etc. + + # Identify observed time indices + observed_indices_in_true = np.isin(np.round(ts_true, 5), np.round(observed_time_points, 5)).nonzero()[0] + observed_indices_in_I = np.isin(np.round(results['I'], 5), np.round(observed_time_points, 5)).nonzero()[0] + + # Compute RMSE on log scale + X_samps = results["X_samps"] # Shape (num_samples, T, D) + rmse_log = np.sqrt( + ((x_true.loc[observed_indices_in_true, :] - X_samps[:, observed_indices_in_I, :].mean(axis=0)) ** 2).mean(axis=0)) + rmse_log = rmse_log.values + rmse_orig = np.sqrt( + ((np.exp(x_true.loc[observed_indices_in_true, :]) - np.exp(X_samps[:, observed_indices_in_I, :].mean(axis=0))) ** 2).mean(axis=0)) + rmse_orig = rmse_orig.values + rmspe = np.sqrt( + ((np.exp(x_true.loc[observed_indices_in_true, :] - X_samps[:, observed_indices_in_I, :].mean(axis=0)) - 1) ** 2).mean(axis=0)) + rmspe = rmspe.values + + I_samps_forecast = results_forecast["X_samps"][:, :, 1] # Shape (num_samples, T) + peak_timing = np.argmax(I_samps_forecast, axis=1) + peak_timing = results_forecast['I'].flatten()[peak_timing] + peak_intensity = np.max(I_samps_forecast, axis=1) + peak_intensity = np.exp(peak_intensity) + + peak_timing_true = np.argmax(x_true.iloc[:, 1]) + peak_timing_true = ts_true[peak_timing_true] + peak_intensity_true = np.exp(np.max(x_true.iloc[:, 1])) + + forecast_eval_time_points = np.linspace(2.0, 4.0, 41) + forecast_eval_indices_in_I = np.isin(np.round(results_forecast['I'], 5), np.round(forecast_eval_time_points, 5)).nonzero()[0] + forecast_eval_indices_in_true = np.isin(np.round(ts_true, 5), np.round(forecast_eval_time_points, 5)).nonzero()[0] + + rmse_pred_log = np.sqrt( + ((x_true.loc[forecast_eval_indices_in_true, :] - results_forecast["X_samps"][:, forecast_eval_indices_in_I, :].mean(axis=0)) ** 2).mean(axis=0)) + rmse_pred_log = rmse_pred_log.values + + # Compute parameter estimation errors + thetas_samps = results["thetas_samps"] # Shape (num_samples, P) + + beta_samples = thetas_samps[:, 0] + gamma_samples = thetas_samps[:, 1] + sigma_samples = thetas_samps[:, 2] + R0_samples = beta_samples / gamma_samples + thetas_samps = np.hstack([thetas_samps, R0_samples.reshape(-1, 1)]) + param_errors = compute_parameter_error(true_params, thetas_samps) + + prediction_samps = np.hstack([peak_timing.reshape(-1, 1), peak_intensity.reshape(-1, 1)]) + true_prediction = np.array([peak_timing_true, peak_intensity_true]) + prediction_errors = compute_parameter_error(true_prediction, prediction_samps) + + # Compute parameter coverage + coverage = compute_coverage(true_params, thetas_samps, ['Beta', 'Gamma', 'Sigma', 'R0'], confidence_level=95) + coverage_peak = compute_coverage(true_prediction, prediction_samps, ['Peak_Timing', 'Peak_Intensity'], confidence_level=95) + + # Append results to summary + summary.append({ + "Simulation": sim_dir, + "RMSE_logE": rmse_log[0], + "RMSE_logI": rmse_log[1], + "RMSE_logR": rmse_log[2], + "rmse_pred_logE": rmse_pred_log[0], + "rmse_pred_logI": rmse_pred_log[1], + "rmse_pred_logR": rmse_pred_log[2], + "RMSE_E": rmse_orig[0], + "RMSE_I": rmse_orig[1], + "RMSE_R": rmse_orig[2], + "RMSPE_E": rmspe[0], + "RMSPE_I": rmspe[1], + "RMSPE_R": rmspe[2], + "Beta_Error": param_errors[0], + "Gamma_Error": param_errors[1], + "Sigma_Error": param_errors[2], + "R0_Error": param_errors[3], + "Peak_Timing_Error": prediction_errors[0], + "Peak_Intensity_Error": prediction_errors[1], + "Beta_Coverage": coverage["Beta_Coverage"], + "Gamma_Coverage": coverage["Gamma_Coverage"], + "Sigma_Coverage": coverage["Sigma_Coverage"], + "R0_Coverage": coverage["R0_Coverage"], + "Peak_Timing_Coverage": coverage_peak["Peak_Timing_Coverage"], + "Peak_Intensity_Coverage": coverage_peak["Peak_Intensity_Coverage"], + }) + + # Convert summary to DataFrame + summary_df = pd.DataFrame(summary) + return summary_df + + +def generate_latex_table(summary_df, output_path="summary_table.tex"): + """ + Generate a LaTeX table from the summary DataFrame. + + Parameters: + - summary_df (pd.DataFrame): Summary DataFrame with error metrics. + - output_path (str): Path to save the LaTeX table. + + Returns: + - None + """ + # Select columns excluding 'Simulation' + metrics = summary_df.columns.drop("Simulation") + + # Compute mean and std of absolute values + mean_values = np.abs(summary_df[metrics]).mean() + std_values = np.abs(summary_df[metrics]).std() + + # Create a new DataFrame for the table + table_df = pd.DataFrame({ + "Metric": metrics, + "Mean Absolute Error": mean_values.values, + "Std Dev": std_values.values + }) + + # Round the values for better presentation + table_df["Mean Absolute Error"] = table_df["Mean Absolute Error"].round(4) + table_df["Std Dev"] = table_df["Std Dev"].round(4) + + # Generate LaTeX table + latex_table = table_df.to_latex(index=False, caption="Summary of Simulation Results", label="tab:summary_simulation_results", column_format="lcc", float_format="%.4f") + + # Save to file + with open(output_path, "w") as f: + f.write(latex_table) + + print(f"LaTeX table saved to {output_path} as \n{latex_table}") + +def visualize_forecast_means(results_dir, observed_time_points, output_dir="visualizations"): + """ + Visualize the aggregated forecasted trajectories across all simulations. + + Parameters: + - results_dir (str): Path to the directory containing simulation result subdirectories. + - observed_time_points (np.array): Array of observed time points. + - output_dir (str): Directory to save the plots. + + Returns: + - None + """ + os.makedirs(output_dir, exist_ok=True) + + # Initialize lists to collect posterior mean trajectories from each dataset + all_posterior_means = [] + + # Iterate through each simulation directory + for sim_dir in os.listdir(results_dir): + sim_path = os.path.join(results_dir, sim_dir) + if os.path.isdir(sim_path): + pickle_file = os.path.join(sim_path, "simulation_results.pkl") + if os.path.exists(pickle_file): + try: + with open(pickle_file, "rb") as f: + data = pickle.load(f) + except Exception as e: + print(f"Error loading {pickle_file}: {e}") + continue + + results_forecast = data["results_forecast"] + X_samps = results_forecast["X_samps"] # Shape (num_samples, T_forecast, D) + + # Compute posterior mean for this dataset + posterior_mean = X_samps.mean(axis=0) # Shape (T_forecast, D) + all_posterior_means.append(posterior_mean) + + if not all_posterior_means: + print("No forecast data found.") + return + + # Convert list to numpy array + # Shape: (num_datasets, T_forecast, D) + all_posterior_means = np.array(all_posterior_means) + + num_datasets, T_forecast, D = all_posterior_means.shape + + # Compute aggregated statistics across datasets + # Mean across datasets: Shape (T_forecast, D) + aggregated_mean = np.mean(all_posterior_means, axis=0) + + # 2.5th and 97.5th percentiles across datasets: Shape (T_forecast, D) + lower_quantile = np.percentile(all_posterior_means, 2.5, axis=0) + upper_quantile = np.percentile(all_posterior_means, 97.5, axis=0) + + # Assume the time points are the same across simulations + # Extract from one of the simulations + sample_sim_dirs = [d for d in os.listdir(results_dir) if os.path.isdir(os.path.join(results_dir, d))] + if not sample_sim_dirs: + print("No simulation directories found for extracting time points.") + return + + sample_sim_path = os.path.join(results_dir, sample_sim_dirs[0]) + sample_pickle_file = os.path.join(sample_sim_path, "simulation_results.pkl") + try: + with open(sample_pickle_file, "rb") as f: + sample_data = pickle.load(f) + ts_forecast = sample_data["results_forecast"]["I"].flatten() # Shape (T_forecast,) + except Exception as e: + print(f"Error loading {sample_pickle_file} for time points: {e}") + return + + # Create a DataFrame for plotting + plot_df = pd.DataFrame({ + "Time": ts_forecast, + "E_mean": aggregated_mean[:, 0], + "E_lower": lower_quantile[:, 0], + "E_upper": upper_quantile[:, 0], + "I_mean": aggregated_mean[:, 1], + "I_lower": lower_quantile[:, 1], + "I_upper": upper_quantile[:, 1], + "R_mean": aggregated_mean[:, 2], + "R_lower": lower_quantile[:, 2], + "R_upper": upper_quantile[:, 2], + }) + + # Plot settings + compartments = ["E", "I", "R"] + colors = {"E": "blue", "I": "green", "R": "red"} + + for compartment in compartments: + plt.figure(figsize=(10, 6)) + plt.plot(plot_df["Time"], plot_df[f"{compartment}_mean"], label=f"Mean {compartment}", color=colors[compartment]) + plt.fill_between(plot_df["Time"], plot_df[f"{compartment}_lower"], plot_df[f"{compartment}_upper"], color=colors[compartment], alpha=0.3, label="95% CI") + plt.title(f"Aggregated Forecasted Trajectory for {compartment}") + plt.xlabel("Time") + plt.ylabel(f"log({compartment})") + plt.legend() + plt.tight_layout() + plt.savefig(os.path.join(output_dir, f"{compartment}_aggregated_forecast.png")) + plt.close() + print(f"Saved aggregated forecast plot for {compartment} to {output_dir}") + + # Optionally, plot the average of the posterior means across datasets with true trajectories + # Uncomment the following block if you wish to include true trajectories in the plots + + # Load true trajectories from one simulation (assuming all have the same ts_true) + try: + with open(sample_pickle_file, "rb") as f: + sample_data = pickle.load(f) + ts_true = sample_data["ts_true"] + x_true = sample_data["x_true"] + if not isinstance(x_true, pd.DataFrame): + x_true = pd.DataFrame(x_true, columns=["E_true", "I_true", "R_true"]) + true_forecast = x_true.copy() + true_forecast.index = ts_true + + X_obs = data["X_obs"] # Shape (observed_T, D) + ts_obs = observed_time_points # Assuming observed_time_points align with X_obs + example_observations = X_obs # Shape (observed_T, D) + + # Extract true trajectory + x_true = data["x_true"] # pd.DataFrame with ['E_true', 'I_true', 'R_true'] + if not isinstance(x_true, pd.DataFrame): + x_true = pd.DataFrame(x_true, columns=["E_true", "I_true", "R_true"]) + true_trajectory = x_true.values # Shape (T, D) + + except Exception as e: + print(f"Error loading true trajectories: {e}") + true_forecast = None + + for compartment in compartments: + plt.figure(figsize=(10, 6)) + plt.plot(plot_df["Time"], plot_df[f"{compartment}_mean"], label=f"Mean {compartment}", color=colors[compartment]) + plt.fill_between(plot_df["Time"], plot_df[f"{compartment}_lower"], plot_df[f"{compartment}_upper"], color=colors[compartment], alpha=0.3, label="95% CI") + if true_forecast is not None: + plt.plot(true_forecast.index, true_forecast[f"{compartment}_true"], label=f"True {compartment}", color="black", linestyle="-") + plt.title(f"Aggregated Forecasted Trajectory for {compartment}") + plt.xlabel("Time") + plt.ylabel(f"log({compartment})") + plt.legend() + plt.tight_layout() + plt.savefig(os.path.join(output_dir, f"{compartment}_aggregated_forecast_with_true.png")) + plt.close() + print(f"Saved aggregated forecast plot with true trajectory for {compartment} to {output_dir}") + + + # Initialize the figure with subplots + fig, axes = plt.subplots(1, 3, figsize=(12, 6), sharex=True) + plt.subplots_adjust(hspace=0.3) + + for idx, compartment in enumerate(compartments): + ax = axes[idx] + # Plot aggregated mean trajectory + ax.plot(plot_df["Time"], plot_df[f"{compartment}_mean"], label=f"Mean {compartment}", color=colors[compartment]) + + # Shade the 95% confidence interval + ax.fill_between(plot_df["Time"], plot_df[f"{compartment}_lower"], plot_df[f"{compartment}_upper"], + color=colors[compartment], alpha=0.3, label="95% CI") + + # Plot true trajectory + if true_forecast is not None: + ax.plot(true_forecast.index, true_forecast[f"{compartment}_true"], label=f"True {compartment}", color="black", linestyle="-") + + # Plot example dataset observations + if example_observations is not None: + # Find the indices in ts_forecast that correspond to observations + # Assuming observed_time_points are a subset of ts_forecast + observed_indices = np.isin(np.round(ts_forecast, 5), np.round(observed_time_points, 5)) + ax.scatter(ts_obs, example_observations[:, idx], label="Example Observations", color="orange", marker='o', s=100, edgecolors='k') + + ax.set_title(f"Forecasted Trajectory for {compartment}") + ax.set_xlabel("Time") + ax.set_ylabel(f"log({compartment})") + ax.legend() + + plt.tight_layout() + plt.savefig(os.path.join(output_dir, f"log_aggregated_forecast_with_true_and_sample_obs.png")) + plt.close() + print(f"Aggregated forecast figure saved to {output_dir}") + + plot_df.iloc[:,1:] = np.exp(plot_df.iloc[:,1:]) + true_forecast = np.exp(true_forecast) + example_observations = np.exp(example_observations) + + # Initialize the figure with subplots + fig, axes = plt.subplots(1, 3, figsize=(12, 6), sharex=True) + plt.subplots_adjust(hspace=0.3) + + for idx, compartment in enumerate(compartments): + ax = axes[idx] + # Plot aggregated mean trajectory + ax.plot(plot_df["Time"], plot_df[f"{compartment}_mean"], label=f"Mean {compartment}", color=colors[compartment]) + + # Shade the 95% confidence interval + ax.fill_between(plot_df["Time"], plot_df[f"{compartment}_lower"], plot_df[f"{compartment}_upper"], + color=colors[compartment], alpha=0.3, label="95% CI") + + # Plot true trajectory + if true_forecast is not None: + ax.plot(true_forecast.index, true_forecast[f"{compartment}_true"], label=f"True {compartment}", color="black", linestyle="-") + + # Plot example dataset observations + if example_observations is not None: + # Find the indices in ts_forecast that correspond to observations + # Assuming observed_time_points are a subset of ts_forecast + observed_indices = np.isin(np.round(ts_forecast, 5), np.round(observed_time_points, 5)) + ax.scatter(ts_obs, example_observations[:, idx], label="Example Observations", color="orange", marker='o', s=100, edgecolors='k') + + ax.set_title(f"Forecasted Trajectory for {compartment}") + ax.set_xlabel("Time") + ax.set_ylabel(f"log({compartment})") + ax.legend() + + plt.tight_layout() + plt.savefig(os.path.join(output_dir, f"orig_aggregated_forecast_with_true_and_sample_obs.png")) + plt.close() + print(f"Aggregated forecast figure saved to {output_dir}") + return plot_df, true_forecast, ts_obs, example_observations + + +def compute_coverage(true_params, inferred_samples, names, confidence_level=95): + """ + Compute the coverage of the true parameters within the posterior intervals. + + Parameters: + - true_params (list or np.array): True parameter values [beta, gamma, sigma]. + - inferred_samples (np.array): Shape (num_samples, P), posterior samples of parameters. + - confidence_level (float): The confidence level for the interval (default is 95). + + Returns: + - dict: Coverage information for each parameter. + """ + lower_percentile = (100 - confidence_level) / 2 + upper_percentile = 100 - lower_percentile + coverage = {} + for i, param in enumerate(names): + lower = np.percentile(inferred_samples[:, i], lower_percentile) + upper = np.percentile(inferred_samples[:, i], upper_percentile) + is_covered = lower <= true_params[i] <= upper + coverage[f"{param}_Coverage"] = is_covered + return coverage diff --git a/generate_tab_fig.py b/generate_tab_fig.py new file mode 100644 index 0000000..f2ee641 --- /dev/null +++ b/generate_tab_fig.py @@ -0,0 +1,96 @@ +from tfpigp.evaluation import * + +# True parameter values used in simulations +true_params = [6.0, 0.6, 1.8] # [beta, gamma, sigma] + +# Define observed time points based on simulation settings +d_obs = 20 # Observations per unit time +t_max = 2.0 # Observation interval length +num_observations = int(d_obs * t_max) + 1 +observed_time_points = np.linspace(0, t_max, num_observations) + +# Path to the directory containing all simulation result subdirectories +results_dir = "large run/" # Replace with your actual path + +# Generate the summary DataFrame +summary_df = summarize_simulation_results(results_dir, true_params, observed_time_points) + +# Display the summary table +print("Summary of Simulation Results:") +print(summary_df) + +summary_df_print = summary_df.copy() +summary_df_print.columns = [x.replace('_', ' ') for x in summary_df_print.columns] + +generate_latex_table(summary_df_print, "summary_table.tex") +plot_df, true_forecast, ts_obs, example_observations = visualize_forecast_means(results_dir, observed_time_points, results_dir) +import pickle +save_dict = { + 'summary_df': summary_df, + 'plot_df': plot_df, + 'true_forecast': true_forecast, + 'ts_obs': ts_obs, + 'example_observations': example_observations +} +with open(f'{results_dir}/seir_magi_plot_data.pkl', 'wb') as f: + pickle.dump(save_dict, f) + + +import matplotlib.pyplot as plt + +# Assuming summary_df is already loaded as a DataFrame + +# Generate 3-axis histogram plot for parameter estimation errors +fig, axes = plt.subplots(1, 3, figsize=(15, 5), sharey=True) + +parameters = ['Beta Error', 'Gamma Error', 'Sigma Error'] +errors = [ + summary_df['Beta_Error'], + summary_df['Gamma_Error'], + summary_df['Sigma_Error'] +] + +for ax, param, error_data in zip(axes, parameters, errors): + ax.hist(error_data, bins=20, alpha=0.75, edgecolor='black') + ax.set_title(f"Histogram of {param}") + ax.set_xlabel('Error') + ax.set_ylabel('Frequency') + ax.grid(axis='y') + +plt.tight_layout() +plt.savefig(f'{results_dir}/parameter_error_histograms.png') +plt.show() + +summary_df.iloc[:, 1:].describe() +summary_df.sort_values(by='Beta_Error', ascending=True, inplace=True) +summary_df + + +import os +import pickle +all_posterior_means = [] +results_dir = "fully_observed/" # Replace with your actual path +# Iterate through each simulation directory +for sim_dir in os.listdir(results_dir): + sim_path = os.path.join(results_dir, sim_dir) + if os.path.isdir(sim_path): + pickle_file = os.path.join(sim_path, "simulation_results.pkl") + if os.path.exists(pickle_file): + try: + with open(pickle_file, "rb") as f: + data = pickle.load(f) + except Exception as e: + print(f"Error loading {pickle_file}: {e}") + continue + + results_forecast = data["results_forecast"] + X_samps = results_forecast["X_samps"] # Shape (num_samples, T_forecast, D) + + # Compute posterior mean for this dataset + posterior_mean = X_samps.mean(axis=0) # Shape (T_forecast, D) + all_posterior_means.append(posterior_mean) + +with open(f'{results_dir}/all_posterior_means.pkl', 'wb') as f: + pickle.dump(all_posterior_means, f) + +ts_forecast = data["results_forecast"]["I"].flatten() # Shape (T_forecast,) diff --git a/magi_v2.py b/magi_v2.py index 1dcda68..9687d2c 100644 --- a/magi_v2.py +++ b/magi_v2.py @@ -76,7 +76,8 @@ def __init__(self, D_thetas : int, ts_obs: np.ndarray, X_obs : np.ndarray, 2. User can overwrite the fitted values with exogenous values on their own. ''' # function for modifying state variables + progressing with the fitting process. - def initial_fit(self, discretization : int, verbose=False): + def initial_fit(self, discretization : int, verbose=False, use_fourier_prior=True, phi_exo=None): + self.use_fourier_prior = use_fourier_prior # discretize our data self.I, self.X_obs_discret = self._discretize(self.ts_obs, self.X_obs, discretization) @@ -100,8 +101,15 @@ def initial_fit(self, discretization : int, verbose=False): # interpolate our fully/partially-observed components + fit (phi1, phi2, sigma_sq) self.X_interp_obs = self._linear_interpolate(self.X_obs_discret[:, self.observed_indicators]) - hparams_obs = self._fit_kernel_hparams(I=self.I, X_filled=self.X_interp_obs, verbose=verbose) - + if phi_exo is None: + hparams_obs = self._fit_kernel_hparams(I=self.I, X_filled=self.X_interp_obs, verbose=verbose) + else: + hparams_obs = { + 'phi1s': phi_exo['phi1s'][self.observed_indicators], + 'phi2s': phi_exo['phi2s'][self.observed_indicators], + 'sigma_sqs': phi_exo['sigma_sqs'][self.observed_indicators] + } + # populate our hparams + initialize Xhat for the observed components self.phi1s[self.observed_indicators] = hparams_obs["phi1s"] self.phi2s[self.observed_indicators] = hparams_obs["phi2s"] @@ -245,7 +253,15 @@ def fit_unobserved_step(): self.thetas_init = thetas_var.numpy().copy() # fit kernel + sigma_sq hparams for unobserved components. Populate our model variables. - hparams_unobs = self._fit_kernel_hparams(I=self.I, X_filled=self.X_interp_unobs, verbose=verbose) + if phi_exo is None: + hparams_unobs = self._fit_kernel_hparams(I=self.I, X_filled=self.X_interp_unobs, verbose=verbose) + else: + hparams_unobs = { + 'phi1s': phi_exo['phi1s'][self.unobserved_components], + 'phi2s': phi_exo['phi2s'][self.unobserved_components], + 'sigma_sqs': phi_exo['sigma_sqs'][self.unobserved_components] + } + self.phi1s[self.unobserved_components] = hparams_unobs["phi1s"] self.phi2s[self.unobserved_components] = hparams_unobs["phi2s"] self.sigma_sqs_init[self.unobserved_components] = hparams_unobs["sigma_sqs"] @@ -279,7 +295,7 @@ def fit_unobserved_step(): 2. Can specify number of burn-in + actual samples. ''' # note that tqdm is not permissible because violates XLA-environment + tf.function. - def predict(self, num_results: int = 1000, num_burnin_steps: int = 1000, sigma_sqs_LB=None, verbose=False): + def predict(self, num_results: int = 1000, num_burnin_steps: int = 1000, sigma_sqs_LB=None, tempering=False, verbose=False): # make sure we are ready to do inference (i.e., no NaNs in initializations) assert ~np.any(np.isnan(self.Xhat_init)), "Please make sure Xhat_init does not have NaNs." @@ -296,7 +312,7 @@ def predict(self, num_results: int = 1000, num_burnin_steps: int = 1000, sigma_s sigma_sqs_LB = ((self.Xhat_init.std(axis=0)) * 0.01) ** 2 ''' - As of 11/25/2024, we will use temperature annealing to encourage more initial exploration. + As of 11/25/2024, we will use optional temperature annealing to encourage more initial exploration. - Will also constrain sigma_sq values to be at least sigma_sq_LB using softplus bijector. - Will also constrain theta values to be positive for now using softplus bijector. ''' @@ -343,7 +359,11 @@ def unnormalized_log_prob(X, sigma_sqs_pre, thetas_pre, beta_temp): return beta_temp * ( -0.5 * ( ((1.0 / beta) * (t1 + t2)) + (t3 + t4)) + log_jacobian_sigma_sqs + log_jacobian_thetas) - # need to create a helper function to let NUTS know it's a 3-variable input. + # wrapper function if not doing any log-posterior tempering + def unnormalized_log_prob_no_temp(X, sigma_sqs_pre, thetas_pre): + return unnormalized_log_prob(X, sigma_sqs_pre, thetas_pre, beta_temp=1.0) + + # need to create a helper function to let NUTS know initially it's a 3-variable input. def init_tempered_log_prob(X, sigma_sqs_pre, thetas, beta_temp): return unnormalized_log_prob(X, sigma_sqs_pre, thetas, beta_temp=beta_temp) @@ -359,10 +379,19 @@ def init_tempered_log_prob(X, sigma_sqs_pre, thetas, beta_temp): num_adaptation_steps=int(0.8 * num_burnin_steps), target_accept_prob=0.75) - # wrap the above with our temperature-controlled custom kernel setup. - annealed_sampler = LogAnnealedNUTS(base_kernel=adaptive_sampler, - num_steps=num_burnin_steps + num_results, - unnormalized_log_prob=unnormalized_log_prob) + # initialize our final sampler based on whether we are doing log-tempering or not + if tempering: + + # wrap the above with our temperature-controlled custom kernel setup. + final_sampler = LogAnnealedNUTS(base_kernel=adaptive_sampler, + num_steps=num_burnin_steps + num_results, + unnormalized_log_prob=unnormalized_log_prob) + + # just use standard NUTS + DualAveraging Step-Size Adaptation + else: + + # keep it as the same + final_sampler = adaptive_sampler # set up our initial state, i.e., our current state (note the softplus inverse bijection) sigma_sqs_pre_init = np.full_like(a=self.sigma_sqs_init, fill_value=-5.0) # filling with something small by default. @@ -383,7 +412,7 @@ def run_nuts(): num_results=num_results, num_burnin_steps=num_burnin_steps, current_state=initial_state, - kernel=annealed_sampler, + kernel=final_sampler, trace_fn=lambda _, pkr: pkr ) return samples, kernel_results @@ -404,8 +433,11 @@ def run_nuts(): # package everything into a dictionary as output results = {"phi1s" : self.phi1s, "phi2s" : self.phi2s, "Xhat_init" : self.Xhat_init, - "sigma_sqs_init" : self.sigma_sqs_init, - "thetas_init" : self.thetas_init, + "sigma_sqs_LB" : sigma_sqs_LB, + "sigma_sqs_init" : self.sigma_sqs_init, + "sigma_sqs_init_constrained" : tf.math.log(1.0 + tf.math.exp(sigma_sqs_pre_init)) + sigma_sqs_LB, + "thetas_init" : self.thetas_init, + "thetas_init_constrained" : tf.math.log(1.0 + tf.math.exp(thetas_pre_init)).numpy(), "I" : self.I, "X_samps" : samples[0].numpy(), "sigma_sqs_samps" : np.log(np.exp(samples[1].numpy()) + 1.0) + sigma_sqs_LB, @@ -599,26 +631,31 @@ def mean_fn(x): 2. Resolve by noting that for Normal / TruncatedNormal, scaling LLH by 1/D ~ scaling Normal variance by D. 3. gpjm.log_prob() is a D_observed x D_observed matrix of partial derivatives. We can take TRACE! ''' + + #### 3. CHOOSE PRIOR FOR PHI2 BASED ON FLAG + if not self.use_fourier_prior: + # Flat prior for phi2 (mean = 1.0, large variance) + mu_phi2s = np.full(D_filled, max(I)*0.2) + sd_phi2s = np.full(D_filled, 1000000.0) + # constructing a sampleable-object to pass into TFP optimization - gpjm = tfd.JointDistributionNamed({"phi1s" : - tfd.TruncatedNormal(loc=np.float64([1e-4] * D_filled), - low=np.float64([1e-6] * D_filled), - high=np.float64([np.inf] * D_filled), - scale=np.float64([1000.0 * np.sqrt(D_filled)]\ - * D_filled)), # flat prior - "sigma_sqs" : - tfd.TruncatedNormal(loc=np.float64( ((X_filled.std(axis=0)) * 0.1 ) ** 2), - low=np.float64([1e-6] * D_filled), - high=np.float64([np.inf] * D_filled), - scale=np.float64([1000.0 * np.sqrt(D_filled)]\ - * D_filled)), # flat prior - "phi2s" : - tfd.TruncatedNormal(loc=np.float64(mu_phi2s), - low=np.float64([1e-6] * D_filled), - high=np.float64([np.inf] * D_filled), - scale=np.float64(sd_phi2s\ - * np.sqrt(D_filled))), # Fourier-informed prior - "observations" : build_gps}) + gpjm = tfd.JointDistributionNamed( + {"phi1s" : + tfd.TruncatedNormal(loc=np.float64([1e-4] * D_filled), + low=np.float64([1e-6] * D_filled), + high=np.float64([np.inf] * D_filled), + scale=np.float64([1000.0 * np.sqrt(D_filled)] * D_filled)), # flat prior + "sigma_sqs" : + tfd.TruncatedNormal(loc=np.float64( ((X_filled.std(axis=0)) * 0.1 ) ** 2), + low=np.float64([1e-6] * D_filled), + high=np.float64([np.inf] * D_filled), + scale=np.float64([1000.0 * np.sqrt(D_filled)] * D_filled)), # flat prior + "phi2s" : + tfd.TruncatedNormal(loc=np.float64(mu_phi2s), + low=np.float64([1e-6] * D_filled), + high=np.float64([np.inf] * D_filled), + scale=np.float64(sd_phi2s * np.sqrt(D_filled))), + "observations" : build_gps}) # define our TO-BE-TRAINABLE variables + constrain them to be positive, and then make them positive. phi1s_var = tfp.util.TransformedVariable(initial_value=X_filled.std(axis=0) ** 2, @@ -644,7 +681,7 @@ def target_log_prob(phi1s, sigma_sqs, phi2s): "sigma_sqs": sigma_sqs, "phi2s": phi2s, "observations": X_filled_bcst}) - num_iters = 1000; optimizer = tf_keras.optimizers.Adam(learning_rate=.01) + num_iters = 1000; optimizer = tf_keras.optimizers.Adam(learning_rate=.1) # taking one step of Adam + scaling up to train our model @tf.function(autograph=True, jit_compile=True) @@ -785,7 +822,7 @@ def _build_matrices(self, I, phi1, phi2, v=2.01): Kappa *= (l ** v) # https://en.wikipedia.org/wiki/Mat%C3%A9rn_covariance_function - np.fill_diagonal(Kappa, val=phi1) # behavior as |s-t| \to 0^+ + np.fill_diagonal(Kappa, val=phi1 + phi1 * 1e-6) # behavior as |s-t| \to 0^+ # 2. p_Kappa, but need to replace everywhere with l=|s-t|=0 to have value 0.0. p_Kappa = (2 ** (1 - (v/2))) @@ -805,7 +842,7 @@ def _build_matrices(self, I, phi1, phi2, v=2.01): Kappa_pp /= ( (phi2 ** 2) * (l ** 2) * gamma(v) ) # CHECK WITH PROF. YANG ABOUT THIS ONE! SHOULD THERE BE A NEGATIVE HERE? - np.fill_diagonal(Kappa_pp, val=v*phi1/( (phi2 ** 2) * (v-1) )) # behavior as |s-t| \to 0^+ + np.fill_diagonal(Kappa_pp, val=v*phi1/( (phi2 ** 2) * (v-1) ) * (1 + 1e-6)) # behavior as |s-t| \to 0^+ # 5. form our C, m, and K matrices (let's not do any band approximations yet!) C_d, Kappa_inv = Kappa.copy(), np.linalg.pinv(Kappa) diff --git a/magi_v2_main.py b/magi_v2_main.py new file mode 100644 index 0000000..c0edcff --- /dev/null +++ b/magi_v2_main.py @@ -0,0 +1,94 @@ +import numpy as np +import pandas as pd +import tensorflow as tf +import sys +import pickle + +# core MAGI-TFP class +import magi_v2 + + +# 3-component model governing the SEIR system, appropriate for tensorflow vectorization +def f_vec(t, X, thetas): + ''' + 1. X - array containing (E, I, R) components. Suppose it is (N x D) for vectorization. + 2. theta - array containing (beta, gamma, sigma) components. + 3. Note that N_pop = 1.0, and that S is deterministic: S = 1 - (E + I + R) + ''' + # implicitly compute S + S = 1.0 - tf.reshape(tf.reduce_sum(X, axis=1), shape=(-1, 1)) + return tf.concat([(thetas[0] * S * X[:,1:2]) - (thetas[2] * X[:,0:1]), # dE/dt = bSI - sE + (thetas[2] * X[:,0:1]) - (thetas[1] * X[:,1:2]), # dI/dt = sE - gI + (thetas[1] * X[:,1:2])], # dR/dt = g*I + axis=1) + + +# create our list of settings (480x settings) +settings = [] +for d_obs in [20, 40]: + for discretization in [1, 2]: + for t_max in [2.0, 4.0, 8.0]: + for comp_obs in [[True, True, True], [False, True, True], + [True, False, True], [True, True, False]]: + for seed in range(10): + settings.append((d_obs, discretization, t_max, comp_obs, seed)) + +# which command-line argument setting are we running? +d_obs, discretization, t_max, comp_obs, seed = settings[int(sys.argv[1])] + + +# load in our data, thinning based on density of observations +raw_data = pd.read_csv(f'data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed={seed}.csv').query(f"t <= {t_max}") +obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))] + +# extract out the time vector + noisy observations +ts_obs = obs_data.t.values.astype(np.float64) + +# 11/18/2024 - let's try using the truth instead of _obs +X_obs = obs_data[["E_obs", "I_obs", "R_obs"]].to_numpy().astype(np.float64) # S is implicit! + +# make certain components missing if necessary +for i, comp_obs_val in enumerate(comp_obs): + if comp_obs_val != True: + X_obs[:,i] = np.nan + +# create our model - f_vec is the ODE governing equations function defined earlier. +model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec) + +# fit Matern kernel hyperparameters (phi1, phi2) as well as (Xhat_init, sigma_sqs_init, thetas_init) +model.initial_fit(discretization=discretization, verbose=False) + +# collect our samples from NUTS posterior sampling +results = model.predict(num_results=3000, num_burnin_steps=3000, verbose=False) + +# what are our discretized timesteps? +I = model.I.flatten() + +# checking derivatives (i.e., physics fidelity) +raw_data["t"] = np.round(raw_data["t"].values, 3) +raw_data.set_index("t", inplace=True) + +# get our true values +X_true = raw_data.loc[np.round(I, 3)][["E_true", "I_true", "R_true"]].values +thetas_true = np.array([6.0, 0.6, 1.8]) + +# compute GP-implied derivatives at truth +X_cent = tf.reshape(X_true - model.mu_ds, shape=(X_true.shape[0], 1, X_true.shape[1])) +f_gp = model.m_ds @ tf.transpose(X_cent, perm=[2, 0, 1]) + +# compute the true derivatives at truth +f_ode = tf.transpose(f_vec(I, X_true, thetas_true)[:,None], perm=[2, 0, 1]) + +# save these true-X derivatives +results["f_gp_true"] = np.transpose(f_gp.numpy(), axes=[2, 1, 0])[0] +results["f_ode_true"] = np.transpose(f_ode.numpy(), axes=[2, 1, 0])[0] + +# name our trial +obs_desc = "" +for i, comp in enumerate(["E", "I", "R"]): + obs_desc += f"{comp}={comp_obs[i]}_" +fname = f"DOBS={d_obs}_DISC={discretization}_TM={t_max}_{obs_desc}seed={seed}" + +# save our results +with open(f"results/{fname}.pickle", "wb") as file: + pickle.dump(results, file) \ No newline at end of file diff --git a/mle.py b/mle.py new file mode 100644 index 0000000..405432f --- /dev/null +++ b/mle.py @@ -0,0 +1,335 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +from scipy.integrate import solve_ivp +from scipy.optimize import minimize + +############################## +# Define the ODE system +############################## +def f_vec(t, X, thetas): + ''' + Log-scale EIR model with E implicitly represented. + ODE: + dE/dt = beta * S * I - sigma * E + dI/dt = sigma * E - gamma * I + dR/dt = gamma * I + where S = 1 - E - I - R + + On the log scale: X = [logE, logI, logR] + + Parameters + ---------- + t : float + Time + X : np.array (3,) + [logE, logI, logR] + thetas : array-like + [beta, gamma, sigma] + + Returns + ------- + dXdt : np.array (3,) + Derivatives in log scale + ''' + logE, logI, logR = X + beta, gamma, sigma = thetas + + E = np.exp(logE) + I = np.exp(logI) + R = np.exp(logR) + + S = 1.0 - E - I - R + if S <= 0.0: + S = 1e-10 # small positive value to avoid instability + + # Original scale derivatives + dEdt = beta * S * I - sigma * E + dIdt = sigma * E - gamma * I + dRdt = gamma * I + + # Log scale derivatives + dlogEdt = dEdt / E + dlogIdt = dIdt / I + dlogRdt = dRdt / R + + return np.array([dlogEdt, dlogIdt, dlogRdt]) + +def ODE_log_scale(t, y, theta): + return f_vec(t, y, theta) + +############################## +# Negative log-likelihood function +############################## +# Negative log-likelihood function +def negative_log_likelihood(params, ts_obs, logI_obs, logR_obs): + # params = [log_beta, log_gamma, log_sigma, logE0, logI0, logR0, log_sigma_obs] + log_beta, log_gamma, log_sigma, logE0, logI0, logR0, log_sigma_obs = params + + beta = np.exp(log_beta) + gamma = np.exp(log_gamma) + sigma = np.exp(log_sigma) + sigma_obs = np.exp(log_sigma_obs) + + thetas = [beta, gamma, sigma] + X0 = np.array([logE0, logI0, logR0]) + + # Solve ODE + sol = solve_ivp(lambda t, y: ODE_log_scale(t, y, thetas), + t_span=(ts_obs[0], ts_obs[-1]), + y0=X0, t_eval=ts_obs, rtol=1e-10, atol=1e-10) + + if not sol.success: + return np.inf + + X_pred = sol.y.T + logI_pred = X_pred[:, 1] + logR_pred = X_pred[:, 2] + + mask_I = ~np.isnan(logI_obs) + mask_R = ~np.isnan(logR_obs) + + residuals_I = (logI_obs[mask_I] - logI_pred[mask_I])**2 + residuals_R = (logR_obs[mask_R] - logR_pred[mask_R])**2 + + SSE = np.sum(residuals_I) + np.sum(residuals_R) + N = np.sum(mask_I) + np.sum(mask_R) + + # Negative log-likelihood with unknown sigma_obs: + # NLL = N*log(sigma_obs) + SSE/(2*sigma_obs^2) + constant + # The constant doesn't affect optimization. + NLL = N * log_sigma_obs + SSE / (2.0 * sigma_obs**2) + + return NLL + +# Main function for running optimization and visualization +def mle(ts_obs, X_obs_full, maxiter=1000): + logI_obs = X_obs_full[:, 1] + logR_obs = X_obs_full[:, 2] + + # Initial guesses for parameters + init_log_beta = 0.5 * np.random.randn() + init_log_gamma = 0.5 * np.random.randn() + init_log_sigma = 0.5 * np.random.randn() + init_logI0 = logI_obs[0] if not np.isnan(logI_obs[0]) else -4.0 + init_logR0 = logR_obs[0] if not np.isnan(logR_obs[0]) else -4.0 + init_logE0 = -4.0 + init_log_sigma_obs = np.log(0.1) # starting guess for sigma_obs + + init_guess = [init_log_beta, init_log_gamma, init_log_sigma, + init_logE0, init_logI0, init_logR0, init_log_sigma_obs] + + # Adjust bounds if needed. For sigma_obs, let's allow it to vary widely: + bounds = [(-5, 5), (-3, 3), (-3, 3), (-10, 0), (-10, 5), (-10, 5), (-5, 0)] + # Here, (-5,0) for log_sigma_obs means sigma_obs is between exp(-5)~0.0067 and exp(0)=1.0. Adjust as needed. + + res = minimize(negative_log_likelihood, init_guess, + args=(ts_obs, logI_obs, logR_obs), + method='L-BFGS-B', bounds=bounds, options={'maxiter': maxiter}) + + log_beta_est, log_gamma_est, log_sigma_est, logE0_est, logI0_est, logR0_est, log_sigma_obs_est = res.x + + beta_est = np.exp(log_beta_est) + gamma_est = np.exp(log_gamma_est) + sigma_est = np.exp(log_sigma_est) + sigma_obs_est = np.exp(log_sigma_obs_est) + + print("Best fit parameters (on natural scale):") + print("beta: ", beta_est) + print("gamma: ", gamma_est) + print("sigma: ", sigma_est) + print("E0: ", np.exp(logE0_est)) + print("I0: ", np.exp(logI0_est)) + print("R0: ", np.exp(logR0_est)) + print("sigma_obs: ", sigma_obs_est) + + final_thetas = [beta_est, gamma_est, sigma_est] + X0_final = np.array([logE0_est, logI0_est, logR0_est]) + + # Compute approximate uncertainty + hess_inv_mat = res.hess_inv.todense() # inverse Hessian approximation + se = np.sqrt(np.diag(hess_inv_mat)) # standard errors on log-scale + z_val = 1.96 + lower_log = res.x - z_val * se + upper_log = res.x + z_val * se + + param_names = ["beta", "gamma", "sigma", "E0", "I0", "R0", "sigma_obs"] + print("\nApproximate 95% CI (on log scale):") + for i, p in enumerate(param_names): + print(f"{p}: [{lower_log[i]:.4f}, {upper_log[i]:.4f}]") + + lower_nat = np.exp(lower_log) + upper_nat = np.exp(upper_log) + print("\nApproximate 95% CI (on natural scale):") + for i, p in enumerate(param_names): + print(f"{p}: [{lower_nat[i]:.4f}, {upper_nat[i]:.4f}]") + + return final_thetas, X0_final, sigma_obs_est, res.fun, (res.x, se, lower_nat, upper_nat), res + +############################## +# Metropolis-Hastings Sampler +############################## +def metropolis_hastings(initial_params, n_samples, proposal_cov, ts_obs, logI_obs, logR_obs): + # log_posterior is proportional to -NLL, so we can just use negative_log_likelihood and convert + # For MH, we actually only need NLL and use exp(-NLL) + # We'll store samples in a chain: + chain = np.zeros((n_samples, len(initial_params))) + chain[0] = initial_params + + current_params = initial_params.copy() + current_nll = negative_log_likelihood(current_params, ts_obs, logI_obs, logR_obs) + accepted = 0 + + for i in range(1, n_samples): + # Propose new parameters + proposal = np.random.multivariate_normal(current_params, proposal_cov) + # Compute NLL for proposal + proposal_nll = negative_log_likelihood(proposal, ts_obs, logI_obs, logR_obs) + + # Metropolis criterion + # alpha = exp(-(proposal_nll - current_nll)) = exp(-proposal_nll)/exp(-current_nll) + # If alpha >= 1, accept. If alpha < 1, accept with probability alpha. + alpha = np.exp(-(proposal_nll - current_nll)) + + if np.random.rand() < alpha: + # Accept + current_params = proposal + current_nll = proposal_nll + accepted += 1 + + chain[i] = current_params + + acceptance_rate = accepted / (n_samples - 1) + return chain, acceptance_rate + + +def simulate_trajectory(params, t_eval): + """ + Given a set of log-scale parameters and initial conditions, simulate the ODE trajectory. + params: [log_beta, log_gamma, log_sigma, logE0, logI0, logR0, log_sigma_obs] + t_eval: array of times to evaluate solution + Returns: E(t), I(t), R(t) on the original (not log) scale. + """ + log_beta, log_gamma, log_sigma, logE0, logI0, logR0, log_sigma_obs = params + beta = np.exp(log_beta) + gamma = np.exp(log_gamma) + sigma = np.exp(log_sigma) + thetas = np.array([beta, gamma, sigma]) + X0 = np.array([logE0, logI0, logR0]) + sol = solve_ivp(lambda t, y: ODE_log_scale(t, y, thetas), (t_eval[0], t_eval[-1]), X0, t_eval=t_eval, rtol=1e-9, atol=1e-9) + E = np.exp(sol.y[0]) + I = np.exp(sol.y[1]) + R = np.exp(sol.y[2]) + return E, I, R + + +def plot_mcmc(samples, raw_data, X_obs, ts_obs, final_thetas, X0_final, t_max=2.0, n_pred_samples=1000, + caption_text="MCMC on MLE", output_dir=None): + # Extract parameter names and indices + # Define a fine time grid for plotting + t_fine = np.linspace(ts_obs[0], t_max, 200) + + # Sample a subset of posterior samples (to reduce computational cost if needed) + idxs = np.random.choice(samples.shape[0], size=n_pred_samples, replace=False) + E_pred_samples = [] + I_pred_samples = [] + R_pred_samples = [] + + for i in idxs: + E_, I_, R_ = simulate_trajectory(samples[i], t_fine) + E_pred_samples.append(E_) + I_pred_samples.append(I_) + R_pred_samples.append(R_) + + E_pred_samples = np.array(E_pred_samples) # shape: (n_pred_samples, len(t_fine)) + I_pred_samples = np.array(I_pred_samples) + R_pred_samples = np.array(R_pred_samples) + + # Compute posterior mean and 95% credible intervals + E_mean = np.mean(E_pred_samples, axis=0) + I_mean = np.mean(I_pred_samples, axis=0) + R_mean = np.mean(R_pred_samples, axis=0) + + E_lower = np.percentile(E_pred_samples, 2.5, axis=0) + E_upper = np.percentile(E_pred_samples, 97.5, axis=0) + + I_lower = np.percentile(I_pred_samples, 2.5, axis=0) + I_upper = np.percentile(I_pred_samples, 97.5, axis=0) + + R_lower = np.percentile(R_pred_samples, 2.5, axis=0) + R_upper = np.percentile(R_pred_samples, 97.5, axis=0) + + # Plot + fig, axes = plt.subplots(1, 3, figsize=(12, 4)) + + # Ground truth (if available) + if 'E_true' in raw_data.columns: + E_true = raw_data.query("t <= @t_max")['E_true'].values + I_true = raw_data.query("t <= @t_max")['I_true'].values + R_true = raw_data.query("t <= @t_max")['R_true'].values + t_true = raw_data.query("t <= @t_max")['t'].values + axes[0].plot(t_true, E_true, 'k-', label='Ground Truth') + axes[1].plot(t_true, I_true, 'k-', label='Ground Truth') + axes[2].plot(t_true, R_true, 'k-', label='Ground Truth') + + # Posterior Mean and intervals + axes[0].plot(t_fine, E_mean, color='blue', label='Mean Prediction') + axes[0].fill_between(t_fine, E_lower, E_upper, color='blue', alpha=0.3, label='95% Predictive Interval') + + axes[1].plot(t_fine, I_mean, color='blue', label='Mean Prediction') + axes[1].fill_between(t_fine, I_lower, I_upper, color='blue', alpha=0.3, label='95% Predictive Interval') + + axes[2].plot(t_fine, R_mean, color='blue', label='Mean Prediction') + axes[2].fill_between(t_fine, R_lower, R_upper, color='blue', alpha=0.3, label='95% Predictive Interval') + + # Observations + axes[0].scatter(ts_obs, X_obs[:, 0], color='gray', alpha=0.8, label='Noisy Observations') + axes[1].scatter(ts_obs, X_obs[:, 1], color='gray', alpha=0.8, label='Noisy Observations') + axes[2].scatter(ts_obs, X_obs[:, 2], color='gray', alpha=0.8, label='Noisy Observations') + + # Initialization (e.g., from MLE solution) + beta_est, gamma_est, sigma_est = final_thetas + X0_est = X0_final + thetas_init = [beta_est, gamma_est, sigma_est] + sol_init = solve_ivp(lambda t, y: ODE_log_scale(t, y, thetas_init), (t_fine[0], t_fine[-1]), X0_est, t_eval=t_fine, + rtol=1e-10, atol=1e-10) + E_init = np.exp(sol_init.y[0]) + I_init = np.exp(sol_init.y[1]) + R_init = np.exp(sol_init.y[2]) + + axes[0].plot(t_fine, E_init, '--', color='green', label='Initialization') + axes[1].plot(t_fine, I_init, '--', color='green', label='Initialization') + axes[2].plot(t_fine, R_init, '--', color='green', label='Initialization') + + axes[0].set_title("Component E_true") + axes[1].set_title("Component I_true") + axes[2].set_title("Component R_true") + + axes[0].set_xlabel("t") + axes[1].set_xlabel("t") + axes[2].set_xlabel("t") + + axes[0].set_ylabel("E_true") + axes[1].set_ylabel("I_true") + axes[2].set_ylabel("R_true") + + # Combine legends + handles, labels = axes[0].get_legend_handles_labels() + # Just ensure we get all unique labels + handles2, labels2 = axes[1].get_legend_handles_labels() + handles += handles2 + labels += labels2 + handles3, labels3 = axes[2].get_legend_handles_labels() + handles += handles3 + labels += labels3 + + by_label = dict(zip(labels, handles)) + fig.legend(by_label.values(), by_label.keys(), loc='upper center', ncol=5) + + fig.text(0.5, 0.01, caption_text, ha='center', fontsize=10, color='gray') + + plt.tight_layout(rect=[0, 0, 1, 0.9]) + if output_dir: + plt.savefig(f"{output_dir}/f{caption_text.replace(' ', '_')}.png") + else: + plt.show() diff --git a/oscillatory-gp-deriv.py b/oscillatory-gp-deriv.py new file mode 100644 index 0000000..41d6384 --- /dev/null +++ b/oscillatory-gp-deriv.py @@ -0,0 +1,140 @@ +import numpy as np +import pandas as pd +import tensorflow as tf +import matplotlib.pyplot as plt +from matplotlib.lines import Line2D +from matplotlib.patches import Patch +from IPython.display import clear_output + +# core MAGI-TFP class +import tfpigp.magi_v2 as magi_v2 + +# 3-component model governing the SEIR system, appropriate for tensorflow vectorization +def f_vec(t, X, thetas): + ''' + 1. X - array containing (E, I, R) components. Suppose it is (N x D) for vectorization. + 2. theta - array containing (beta, gamma, sigma) components. + 3. Note that N_pop = 1.0, and that S is deterministic: S = 1 - (E + I + R) + ''' + # implicitly compute S + S = 1.0 - tf.reshape(tf.reduce_sum(X, axis=1), shape=(-1, 1)) + return tf.concat([(thetas[0] * S * X[:,1:2]) - (thetas[2] * X[:,0:1]), # dE/dt = bSI - sE + (thetas[2] * X[:,0:1]) - (thetas[1] * X[:,1:2]), # dI/dt = sE - gI + (thetas[1] * X[:,1:2])], # dR/dt = g*I + axis=1) + +# initial data settings +d_obs = 20 # no. of observations per unit time +t_max = 2.0 # length of observation interval + +# load in our data, thinning based on density of observations +raw_data = pd.read_csv('tfpigp/data/SEIR_beta=6_gamma=0.6_sigma=1.8_alpha=0.05_seed=2.csv').query(f"t <= {t_max}") +obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))] + +# extract out the time vector + noisy observations +ts_obs = obs_data.t.values.astype(np.float64) + +# get the noisy observations +X_obs = obs_data[["E_obs", "I_obs", "R_obs"]].to_numpy().astype(np.float64) # S is implicit! + +# create our model - f_vec is the ODE governing equations function defined earlier. +model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec) + +# fit Matern kernel hyperparameters (phi1, phi2) as well as (Xhat_init, sigma_sqs_init, thetas_init) +# phi_exo = { +# 'phi1s': np.array([0.00630768, 0.00512528, 0.00489537]), +# 'phi2s': np.array([0.50114429, 0.50701198, 0.46386214]), +# 'sigma_sqs': np.array([1e-4, 1e-4, 1e-4]), +# } +phi_exo = None + +model.initial_fit(discretization=2, verbose=True, use_fourier_prior=False, phi_exo=phi_exo) +model.phi1s +model.phi2s +model.sigma_sqs_init + +# clear console for pretty output +clear_output(wait=True) + +# collect our samples from NUTS posterior sampling - toggle tempering=True to use log-tempering. +results = model.predict(num_results=1000, num_burnin_steps=1000, tempering=False, verbose=True) + +# Visualize our trajectories +fig, ax = plt.subplots(1, 3, dpi=200, figsize=(12, 6)) + +# Get timesteps, mean trajectory predictions, and 2.5% + 97.5% predictive intervals +I = results["I"].flatten() +Xhat_means = results["X_samps"].mean(axis=0) +Xhat_intervals = np.quantile(results["X_samps"], q=[0.025, 0.975], axis=0) +Xhat_init = results["Xhat_init"] + +# Loop through each component and plot +for i, comp in enumerate(["$E$", "$I$", "$R$"]): + + # Plot ground truth trajectory + ax[i].plot(raw_data["t"], raw_data[["E_true", "I_true", "R_true"][i]], color="black", label="Ground Truth") + + # Plot mean trajectory and 95% predictive interval + ax[i].plot(I, Xhat_means[:, i], color="blue", label="Mean Prediction") + ax[i].fill_between(I, Xhat_intervals[0, :, i], Xhat_intervals[1, :, i], color="blue", alpha=0.3, label="95% Predictive Interval") + ax[i].plot(I, Xhat_init[:, i], linestyle="--", color="green", label="Initialization") + + # Plot noisy observations + ax[i].scatter(ts_obs, X_obs[:, i], color="grey", s=20, zorder=5, label="Noisy Observations") + + # Titles and labels + ax[i].set_title(f"Component {comp}") + ax[i].set_xlabel("$t$") + ax[i].set_ylabel(f"{comp}") + ax[i].grid() + +# Set shared legend at a better position to avoid overlap +handles, labels = ax[0].get_legend_handles_labels() +fig.legend(handles, labels, loc="upper center", ncol=5, fontsize=10) + +# Beautify the layout +# plt.suptitle("Predicted Trajectories vs. Ground Truth", fontsize=14) +plt.tight_layout(rect=[0, 0, 1, 0.95]) +plt.show() + +# check our parameters too +mean_thetas_pred = results["thetas_samps"].mean(axis=0) + +print("Estimated Parameters:") +print(f"- Beta: {np.round(mean_thetas_pred[0], 3)} (Predicted) vs. 6.0 (Actual).") +print(f"- Gamma: {np.round(mean_thetas_pred[1], 3)} (Predicted) vs. 0.6 (Actual).") +print(f"- Sigma: {np.round(mean_thetas_pred[2], 3)} (Predicted) vs. 1.8 (Actual).") + +import matplotlib.pyplot as plt + +# Extract the parameter samples +thetas_samps = results["thetas_samps"] +beta_samples = thetas_samps[:, 0] +gamma_samples = thetas_samps[:, 1] +sigma_samples = thetas_samps[:, 2] + +# Create trace plots for each parameter +fig, ax = plt.subplots(3, 1, figsize=(10, 8), dpi=200, sharex=True) + +# Beta trace plot +ax[0].plot(beta_samples, color='blue', alpha=0.7, lw=1) +ax[0].set_title("Trace Plot for $\\beta$ (Beta)", fontsize=12) +ax[0].set_ylabel("Value") +ax[0].grid() + +# Gamma trace plot +ax[1].plot(gamma_samples, color='green', alpha=0.7, lw=1) +ax[1].set_title("Trace Plot for $\\gamma$ (Gamma)", fontsize=12) +ax[1].set_ylabel("Value") +ax[1].grid() + +# Sigma trace plot +ax[2].plot(sigma_samples, color='red', alpha=0.7, lw=1) +ax[2].set_title("Trace Plot for $\\sigma$ (Sigma)", fontsize=12) +ax[2].set_xlabel("Iteration") +ax[2].set_ylabel("Value") +ax[2].grid() + +# Adjust layout and show +plt.tight_layout() +plt.show() diff --git a/seir_log_eir.py b/seir_log_eir.py new file mode 100644 index 0000000..f170833 --- /dev/null +++ b/seir_log_eir.py @@ -0,0 +1,161 @@ +import numpy as np +import pandas as pd +import tensorflow as tf +import matplotlib.pyplot as plt +import os +import argparse +import pickle +from IPython.display import clear_output +import tfpigp.magi_v2 as magi_v2 # MAGI-TFP class for Bayesian inference +from tfpigp.visualization import * +from scipy.integrate import solve_ivp + +# Define the EIR representation ODE on the log scale +def f_vec(t, X, thetas): + ''' + Log-scale SEIR model with E implicitly represented. + + Parameters: + 1. X - array containing (logE, logI, logR) components. Shape (N x 3). + 2. thetas - array containing (beta, gamma, sigma) parameters. + + Returns: + Derivatives (dlogE/dt, dlogI/dt, dlogR/dt) as a tensor of shape (N x 3). + ''' + logE, logI, logR = tf.unstack(X, axis=1) + beta = thetas[0] + gamma = thetas[1] + sigma = thetas[2] + + # Convert log variables back to original scale + E = tf.exp(logE) + I = tf.exp(logI) + R = tf.exp(logR) + + # Compute S implicitly (EIR representation) + S = 1.0 - E - I - R + + # Ensure stability for S + S = tf.maximum(S, 1e-10) + + # Derivatives in the original scale + dEdt = beta * S * I - sigma * E + dIdt = sigma * E - gamma * I + dRdt = gamma * I + + # Derivatives in the log scale (chain rule) + dlogEdt = dEdt / E + dlogIdt = dIdt / I + dlogRdt = dRdt / R + + # Return derivatives as a tensor + return tf.stack([dlogEdt, dlogIdt, dlogRdt], axis=1) + +# Add command-line argument for the seed +parser = argparse.ArgumentParser(description="Run SEIR model and save results.") +parser.add_argument("--seed", type=int, required=True, help="Seed for the simulation") +args = parser.parse_args() + +# Seed value from command-line argument +seed = args.seed + +# Specify output directory and create it if it doesn't exist +output_dir = f"results_fully_observed_seed_{seed}" +os.makedirs(output_dir, exist_ok=True) + +# Initial settings +d_obs = 40/60 # Observations per unit time +t_max = 60.0 # Observation interval length + +# Load data and select observations +orig_data = pd.read_csv(f'tfpigp/data/logSEIR_beta=0.2_gamma=0.08_sigma=0.1_alpha=0.15_seed={seed}.csv') +raw_data = orig_data.query(f"t <= {t_max}") +obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))] + +# Extract observation times and log-transformed noisy observations +ts_obs = obs_data.t.values.astype(np.float64) +X_obs = np.log(obs_data[["E_obs", "I_obs", "R_obs"]].to_numpy().astype(np.float64)) + +# Create the MAGI-TFP model +model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec) +# model.initial_fit(discretization=0, verbose=True, use_fourier_prior=False, phi_exo=None) +# model.update_kernel_matrices(I_new=model.I, phi1s_new=model.phi1s, phi2s_new=model.phi2s) + + +# Fit initial hyperparameters +phi_exo = None +model.initial_fit(discretization=2, verbose=True, use_fourier_prior=False, phi_exo=phi_exo) + +clear_output(wait=True) + +# Collect samples using NUTS posterior sampling +results = model.predict(num_results=1000, num_burnin_steps=1000, tempering=False, verbose=True) + +ts_true = raw_data.t.values +x_true = raw_data[["E_true", "I_true", "R_true"]] +x_true = np.log(x_true) + +# Visualization and saving results +plot_trajectories(ts_true, x_true, results, ts_obs, X_obs, caption_text="MAGI on log-scale SEIR", output_dir=output_dir) +plot_trajectories(ts_true, x_true, results, ts_obs, X_obs, trans_func=np.exp, caption_text="MAGI on original-scale SEIR", output_dir=output_dir) +print_parameter_estimates(results, [0.2, 0.08, 0.1]) +plot_trace(results["thetas_samps"], [0.2, 0.08, 0.1], ["beta", "gamma", "sigma"], "trace plot for theta in MAGI", output_dir=output_dir) + +# 'results' contains posterior samples from the in-sample fit, e.g., up to t_max=2.0 +# Extend model for forecasting +t_step_prev_end = 60.0 # end of the in-sample period used in the first script +t_forecast_end = 120.0 # new forecast horizon +t_stepsize = 60.0 # length of the new interval we want to forecast + +I_append = np.linspace(start=model.I[-1, 0], + stop=model.I[-1, 0] + t_stepsize, + num=161)[1:].reshape(-1, 1) +I_new = np.vstack([model.I, I_append]) + +model.update_kernel_matrices(I_new=I_new, phi1s_new=model.phi1s, phi2s_new=model.phi2s) + +model.sigma_sqs_init = results["sigma_sqs_samps"].mean(axis=0) +model.thetas_init = results["thetas_samps"].mean(axis=0) +Xhat_init_in = results["X_samps"].mean(axis=0) + +def ODE_log_scale(t, y, theta): + y_tf = tf.convert_to_tensor(y.reshape(1, -1), dtype=tf.float64) + theta_tf = tf.convert_to_tensor(theta, dtype=tf.float64) + dYdt_tf = f_vec(t, y_tf, theta_tf) + return dYdt_tf[0].numpy() + +sol = solve_ivp(fun=lambda t, y: ODE_log_scale(t, y, model.thetas_init), + t_span=(t_step_prev_end, I_append[-1, 0]), + y0=Xhat_init_in[-1], + t_eval=np.concatenate(([t_step_prev_end], I_append.flatten())), + rtol=1e-10, atol=1e-10) + +Xhat_init_out_log = sol.y.T[1:] +Xhat_init_combined = np.vstack([Xhat_init_in, Xhat_init_out_log]) +model.Xhat_init = Xhat_init_combined + +results_forecast = model.predict(num_results=1000, num_burnin_steps=1000, tempering=False, verbose=True) + +# Visualization and saving forecast results +raw_data = orig_data.query(f"t <= {t_forecast_end}") +ts_true = raw_data.t.values +x_true = raw_data[["E_true", "I_true", "R_true"]] +x_true = np.log(x_true) + +plot_trajectories(ts_true, x_true, results_forecast, ts_obs, X_obs, caption_text="MAGI forecast", output_dir=output_dir) +plot_trace(results_forecast["thetas_samps"], [0.2, 0.08, 0.1], ["beta", "gamma", "sigma"], "trace plot for theta in MAGI forecast", output_dir=output_dir) + +# Save results and data as pickle files +output_data = { + "ts_true": ts_true, + "x_true": x_true, + "results_forecast": results_forecast, + "X_obs": X_obs, + "results": results +} + +pickle_file_path = os.path.join(output_dir, "simulation_results.pkl") +with open(pickle_file_path, "wb") as f: + pickle.dump(output_data, f) + +print(f"Results saved to {pickle_file_path}") diff --git a/seir_log_missing_e.py b/seir_log_missing_e.py new file mode 100644 index 0000000..f16fda7 --- /dev/null +++ b/seir_log_missing_e.py @@ -0,0 +1,221 @@ +import numpy as np +import os +import argparse +import pickle +import pandas as pd +import tensorflow as tf +import matplotlib.pyplot as plt +from IPython.display import clear_output +import tfpigp.magi_v2 as magi_v2 # MAGI-TFP class for Bayesian inference +from tfpigp.visualization import * +from scipy.integrate import solve_ivp +from tfpigp.mle import mle, metropolis_hastings, plot_mcmc + +# Define the EIR representation ODE on the log scale +def f_vec(t, X, thetas): + ''' + Log-scale SEIR model with E implicitly represented. + + Parameters: + 1. X - array containing (logE, logI, logR) components. Shape (N x 3). + 2. thetas - array containing (beta, gamma, sigma) parameters. + + Returns: + Derivatives (dlogE/dt, dlogI/dt, dlogR/dt) as a tensor of shape (N x 3). + ''' + logE, logI, logR = tf.unstack(X, axis=1) + beta = thetas[0] + gamma = thetas[1] + sigma = thetas[2] + + # Convert log variables back to original scale + E = tf.exp(logE) + I = tf.exp(logI) + R = tf.exp(logR) + + # Compute S implicitly (EIR representation) + S = 1.0 - E - I - R + + # Ensure stability for S + S = tf.maximum(S, 1e-10) + + # Derivatives in the original scale + dEdt = beta * S * I - sigma * E + dIdt = sigma * E - gamma * I + dRdt = gamma * I + + # Derivatives in the log scale (chain rule) + dlogEdt = dEdt / E + dlogIdt = dIdt / I + dlogRdt = dRdt / R + + # Return derivatives as a tensor + return tf.stack([dlogEdt, dlogIdt, dlogRdt], axis=1) + +# Initial settings +d_obs = 40/60 # Observations per unit time +t_max = 60.0 # Observation interval length + +# Add command-line argument for the seed +parser = argparse.ArgumentParser(description="Run SEIR model and save results.") +parser.add_argument("--seed", type=int, required=True, help="Seed for the simulation") +args = parser.parse_args() + +# Seed value from command-line argument +seed = args.seed + +# Specify output directory and create it if it doesn't exist +output_dir = f"results_missing_e_seed_{seed}" +os.makedirs(output_dir, exist_ok=True) + +# Load data and select observations +orig_data = pd.read_csv(f'tfpigp/data/logSEIR_beta=0.2_gamma=0.08_sigma=0.1_alpha=0.15_seed={seed}.csv') +raw_data = orig_data.query(f"t <= {t_max}") +obs_data = raw_data.iloc[::int((raw_data.index.shape[0] - 1) / (d_obs * t_max))] + +# Extract observation times and log-transformed noisy observations +ts_obs = obs_data.t.values.astype(np.float64) +X_obs = np.log(obs_data[["E_obs", "I_obs", "R_obs"]].to_numpy().astype(np.float64)) + +X_obs[:,0] = np.nan + +# benchmark MLE +final_thetas, X0_final, sigma_obs_est, loss, intervel_est, optim = mle(ts_obs, X_obs, maxiter=1000) +n_samples = 5000 +# params = [log_beta, log_gamma, log_sigma, logE0, logI0, logR0, log_sigma_obs] +initial_params = np.concatenate([np.log(final_thetas), X0_final, [np.log(sigma_obs_est)]]) +proposal_cov = 0.01 * optim.hess_inv.todense() +chain, acceptance_rate = metropolis_hastings(initial_params, n_samples, proposal_cov, ts_obs, X_obs[:, 1], X_obs[:, 2]) + +print("Acceptance rate:", acceptance_rate) +# Discard burn-in +burn_in = 1000 +samples = chain[burn_in:] + +plot_mcmc(samples, orig_data, np.exp(X_obs), ts_obs, final_thetas, X0_final, t_max=120.0, n_pred_samples=400, + caption_text="MCMC on MLE likelihood", output_dir=output_dir) +plot_trace(np.exp(samples[:, :3]), [0.2, 0.08, 0.1], ["beta", "gamma", "sigma"], + "trace plot for theta in MCMC on MLE likelihood", output_dir=output_dir) + +# Create the MAGI-TFP model +model = magi_v2.MAGI_v2(D_thetas=3, ts_obs=ts_obs, X_obs=X_obs, bandsize=None, f_vec=f_vec) + +# Fit initial hyperparameters +phi_exo = None +model.initial_fit(discretization=2, verbose=True, use_fourier_prior=False, phi_exo=phi_exo) +model.phi1s[0] = 4 +model.phi2s[0] = 6.82 +model.update_kernel_matrices(I_new=model.I, phi1s_new=model.phi1s, phi2s_new=model.phi2s) + +clear_output(wait=True) + +# Collect samples using NUTS posterior sampling +results = model.predict(num_results=5000, num_burnin_steps=10000, tempering=False, verbose=True) + +ts_true = raw_data.t.values +x_true = raw_data[["E_true", "I_true", "R_true"]] +x_true = np.log(x_true) +plot_trajectories(ts_true, x_true, results, ts_obs, X_obs, caption_text="MAGI on log-scale SEIR", output_dir=output_dir) +plot_trajectories(ts_true, x_true, results, ts_obs, X_obs, trans_func=np.exp, caption_text="MAGI on original-scale SEIR", output_dir=output_dir) +print_parameter_estimates(results, [0.2, 0.08, 0.1]) + +theta_samples = results["thetas_samps"] # Shape: (num_samples, 3) +beta_samples = theta_samples[:, 0] +gamma_samples = theta_samples[:, 1] +sigma_samples = theta_samples[:, 2] +# Calculate R0 samples +R0_samples = beta_samples / gamma_samples +theta_samples = np.hstack([theta_samples, R0_samples.reshape(-1, 1)]) + +plot_trace(theta_samples, [0.2, 0.08, 0.1, (0.2 / 0.08)], ["beta", "gamma", "sigma", "R0"], + "trace plot for theta in MAGI", output_dir=output_dir) + + +# 'results' contains posterior samples from the in-sample fit, e.g. up to t_max=2.0 +# Now we want to predict out-of-sample beyond t=2.0, say up to t=4.0 + +t_step_prev_end = 60.0 # end of the in-sample period used in the first script +t_forecast_end = 120.0 # new forecast horizon +t_stepsize = 60.0 # length of the new interval we want to forecast + +# We assume a similar density of discretization points as the in-sample fit. +# The first script used something like 20 observations per unit time. +# The model.I attribute contains the discretization grid used internally. +# We will extend this grid to t=4.0 + +I_append = np.linspace(start=model.I[-1, 0], + stop=model.I[-1, 0] + t_stepsize, + num=161)[1:].reshape(-1,1) +I_new = np.vstack([model.I, I_append]) + +# Update kernel matrices for the extended interval +model.update_kernel_matrices(I_new=I_new, phi1s_new=model.phi1s, phi2s_new=model.phi2s) + +# Use posterior means for sigma_sqs as a starting point +model.sigma_sqs_init = results["sigma_sqs_samps"].mean(axis=0) +# Use the posterior means for thetas and X_samps as starting points +model.thetas_init = results["thetas_samps"].mean(axis=0) +Xhat_init_in = results["X_samps"].mean(axis=0) + +# The states in Xhat_init_in are [logE, logI, logR] +# ODE in original (linear) scale to integrate forward +# Create a wrapper for solve_ivp in log-scale +def ODE_log_scale(t, y, theta): + # y is [logE, logI, logR] + y_tf = tf.convert_to_tensor(y.reshape(1,-1), dtype=tf.float64) + theta_tf = tf.convert_to_tensor(theta, dtype=tf.float64) + dYdt_tf = f_vec(t, y_tf, theta_tf) + return dYdt_tf[0].numpy() # return numpy array of shape (3,) + +# Integrate forward in log-scale from t=2.0 to t=4.0 +sol = solve_ivp(fun=lambda t, y: ODE_log_scale(t, y, model.thetas_init), + t_span=(t_step_prev_end, I_append[-1,0]), + y0=Xhat_init_in[-1], # last known log-state + t_eval=np.concatenate(([t_step_prev_end], I_append.flatten())), + rtol=1e-10, atol=1e-10) + +# Extract the solution beyond t=2.0 +Xhat_init_out_log = sol.y.T[1:] # shape (#new_points, 3) + +# Combine old and new +Xhat_init_combined = np.vstack([Xhat_init_in, Xhat_init_out_log]) +model.Xhat_init = Xhat_init_combined + +# Now run prediction again for the extended time period +results_forecast = model.predict(num_results=100000, num_burnin_steps=5000, tempering=False, verbose=True) + +# plot +raw_data = orig_data.query(f"t <= {t_forecast_end}") +ts_true = raw_data.t.values +x_true = raw_data[["E_true", "I_true", "R_true"]] +x_true = np.log(x_true) + +# results_forecast now contains posterior samples for the entire time range [0,4], including the forecasted portion. + +# Optionally, we can visualize the forecast: +plot_trace(results_forecast["thetas_samps"], [0.2, 0.08, 0.1], ["beta", "gamma", "sigma"], + caption_text="trace plot for theta in MAGI forecast", output_dir=output_dir) + +sol_mle = solve_ivp(fun=lambda t, y: ODE_log_scale(t, y, final_thetas), + t_span=(model.I[0], model.I[-1]), + y0=X0_final, # last known log-state + t_eval=model.I.flatten(), + rtol=1e-10, atol=1e-10) +results_forecast["Xhat_mle"] = sol_mle.y.T +plot_trajectories(ts_true, x_true, results_forecast, ts_obs, X_obs, trans_func=np.exp, caption_text="MAGI forecast", + output_dir=output_dir) + +# Save results and data as pickle files +output_data = { + "ts_true": ts_true, + "x_true": x_true, + "results_forecast": results_forecast, + "X_obs": X_obs, + "results": results +} + +pickle_file_path = os.path.join(output_dir, "simulation_results.pkl") +with open(pickle_file_path, "wb") as f: + pickle.dump(output_data, f) + +print(f"Results saved to {pickle_file_path}") diff --git a/seir_magi_pinn_plot.py b/seir_magi_pinn_plot.py new file mode 100644 index 0000000..157d2d0 --- /dev/null +++ b/seir_magi_pinn_plot.py @@ -0,0 +1,189 @@ +import pickle +import matplotlib.pyplot as plt +import numpy as np + +# Define function to load pickle files +def load_pickle(file_path): + with open(file_path, 'rb') as f: + return pickle.load(f) + +# General function to plot and save results +def plot_magi_pinn_comparison(magi_data, pinn_data, output_name='partial'): + """ + Plot MAGI and PINN forecasts for E, I, R compartments in a single figure. + + Parameters: + - magi_data (dict): MAGI data containing plot_df, true_forecast, etc. + - pinn_data (dict): PINN data containing plot_df_true, plot_df_partial, etc. + - output_name (str): Output file name to save the plot. + """ + # Extract relevant data + pinn_plot_df_true = pinn_data['plot_df_true'] + pinn_plot_df_partial = pinn_data['plot_df_partial'] + pinn_truth = pinn_data['truth'] + + magi_plot_df = magi_data['plot_df'] + magi_true_forecast = magi_data['true_forecast'] + magi_example_observations = magi_data['example_observations'] + magi_ts_obs = magi_data['ts_obs'] + + # Compartments and colors + compartments = ["E", "I", "R"] + colors = {"E": "blue", "I": "green", "R": "red"} + + # Initialize combined figure with 2 rows and 3 columns + fig, axes = plt.subplots(2, 3, figsize=(18, 10), sharex=True, sharey=True) + plt.subplots_adjust(hspace=0.3, wspace=0.3) + + # Top row: MAGI plots + for idx, compartment in enumerate(compartments): + ax = axes[0, idx] + ax.plot(magi_plot_df["Time"], magi_plot_df[f"{compartment}_mean"], label="MAGI Mean", color=colors[compartment]) + ax.fill_between(magi_plot_df["Time"], magi_plot_df[f"{compartment}_lower"], magi_plot_df[f"{compartment}_upper"], + color=colors[compartment], alpha=0.3, label="MAGI 95% CI") + if magi_true_forecast is not None: + ax.plot(magi_true_forecast.index, magi_true_forecast[f"{compartment}_true"], color="black", linestyle="--", label="True") + if magi_example_observations is not None: + ax.scatter(magi_ts_obs, magi_example_observations[:, idx], color="orange", marker="o", s=50, edgecolors='k', label="Example Observations") + ax.set_title(f"MAGI {compartment} Forecast") + if idx == 0: + ax.set_ylabel("Trajectory Values") + ax.legend() + + if output_name == 'full': + pinn_plot_df = pinn_plot_df_true + else: + pinn_plot_df = pinn_plot_df_partial + + # Bottom row: PINN plots + for idx, compartment in enumerate(compartments): + ax = axes[1, idx] + ax.plot(pinn_plot_df["Time"], pinn_plot_df[f"{compartment}_mean"], label="PINN True Mean", color=colors[compartment]) + ax.fill_between(pinn_plot_df["Time"], pinn_plot_df[f"{compartment}_lower"], pinn_plot_df[f"{compartment}_upper"], + color=colors[compartment], alpha=0.3, label="PINN Partial 95% CI") + ax.plot(magi_true_forecast.index, magi_true_forecast[f"{compartment}_true"], color="black", linestyle="--", + label="True") + ax.set_title(f"PINN {compartment} Forecast") + if idx == 0: + ax.set_ylabel("Trajectory Values") + ax.legend() + + # Add common x and y labels + fig.text(0.5, 0.04, "Time", ha="center", fontsize=12) + fig.text(0.04, 0.5, "Trajectory Values (log scale)", va='center', rotation='vertical', fontsize=12) + + # Save the combined figure + plt.tight_layout(rect=[0.05, 0.05, 1, 0.95]) + plt.savefig(f"seir_magi_pinn_2x3_{output_name}.png", dpi=300) + plt.show() + print(f"Figure saved to {output_name}") + +# Load pickle files +pinn_data = load_pickle('results/seir_pinn_plot_data.pkl') +magi_data_full = load_pickle('fully_observed/seir_magi_plot_data.pkl') +magi_data_partial = load_pickle('large run/seir_magi_plot_data.pkl') + +# Generate Full Observation Case +plot_magi_pinn_comparison(magi_data_full, pinn_data, "full") + +# Generate Partial Observation Case +plot_magi_pinn_comparison(magi_data_partial, pinn_data, "partial") + + +import pickle +import matplotlib.pyplot as plt +import numpy as np + +# Define function to load pickle files +def load_pickle(file_path): + with open(file_path, 'rb') as f: + return pickle.load(f) + +def plot_magi_pinn_comparison(magi_data, pinn_data, output_name='partial'): + """ + Plot MAGI and PINN forecasts for E, I, R compartments in a single figure. + Both MAGI and PINN forecasts with their confidence intervals are plotted + on the same axes for each compartment. + + Parameters: + - magi_data (dict): MAGI data containing plot_df, true_forecast, etc. + - pinn_data (dict): PINN data containing plot_df_true, plot_df_partial, etc. + - output_name (str): Output file name to save the plot. + """ + # Extract relevant data + pinn_plot_df_true = pinn_data['plot_df_true'] + pinn_plot_df_partial = pinn_data['plot_df_partial'] + + magi_plot_df = magi_data['plot_df'] + magi_true_forecast = magi_data['true_forecast'] + magi_example_observations = magi_data['example_observations'] + magi_ts_obs = magi_data['ts_obs'] + + # Determine which PINN dataframe to use + if output_name == 'full': + pinn_plot_df = pinn_plot_df_true + else: + pinn_plot_df = pinn_plot_df_partial + + # Compartments we are plotting + compartments = ["E", "I", "R"] + + # Create figure: 1 row, 3 columns + fig, axes = plt.subplots(1, 3, figsize=(18, 5), sharex=True, sharey=True) + plt.subplots_adjust(hspace=0.3, wspace=0.3) + + for idx, compartment in enumerate(compartments): + ax = axes[idx] + + # Plot MAGI mean and CI + ax.plot(magi_plot_df["Time"], magi_plot_df[f"{compartment}_mean"], + label="MAGI Mean", color="red", zorder=2) + + ax.fill_between(magi_plot_df["Time"], magi_plot_df[f"{compartment}_lower"], magi_plot_df[f"{compartment}_upper"], + facecolor="none", edgecolor="red", hatch='/', alpha=0.5, + label="MAGI 95% CI", zorder=1) + + # Plot PINN mean and CI + ax.plot(pinn_plot_df["Time"], pinn_plot_df[f"{compartment}_mean"], + label="PINN Mean", color="blue", zorder=2) + + ax.fill_between(pinn_plot_df["Time"], pinn_plot_df[f"{compartment}_lower"], pinn_plot_df[f"{compartment}_upper"], + facecolor="none", edgecolor="blue", hatch='\\', alpha=0.5, + label="PINN 95% CI", zorder=1) + + # Plot observations if any + if magi_example_observations is not None: + ax.scatter(magi_ts_obs, magi_example_observations[:, idx], color="orange", + marker="o", s=50, edgecolors='k', label="Example Observations", zorder=3) + + # Plot the true trajectory last, with a thicker line and higher zorder + if magi_true_forecast is not None: + ax.plot(magi_true_forecast.index, magi_true_forecast[f"{compartment}_true"], + color="black", linestyle="-", linewidth=3, label="True", zorder=4) + + ax.set_title(f"{compartment} Forecast Comparison") + if idx == 0: + ax.set_ylabel("Trajectory Values") + ax.set_xlabel("Time") + ax.legend() + + # Add common labels + fig.text(0.5, 0.0, "Time", ha="center", fontsize=12) + fig.text(0.0, 0.5, "Trajectory Values (log scale)", va='center', rotation='vertical', fontsize=12) + + # Save the combined figure + plt.tight_layout(rect=[0.05, 0.05, 1, 0.95]) + plt.savefig(f"seir_magi_pinn_1x3_{output_name}.png", dpi=300) + plt.show() + print(f"Figure saved to {output_name}") + +# Load pickle files +pinn_data = load_pickle('results/seir_pinn_plot_data.pkl') +magi_data_full = load_pickle('fully_observed/seir_magi_plot_data.pkl') +magi_data_partial = load_pickle('large run/seir_magi_plot_data.pkl') + +# Generate Full Observation Case +plot_magi_pinn_comparison(magi_data_full, pinn_data, "full") + +# Generate Partial Observation Case +plot_magi_pinn_comparison(magi_data_partial, pinn_data, "partial") diff --git a/seir_simulation.py b/seir_simulation.py new file mode 100644 index 0000000..aa5b04a --- /dev/null +++ b/seir_simulation.py @@ -0,0 +1,120 @@ +import numpy as np +import pandas as pd +from scipy.integrate import solve_ivp + +# generate SEIR datasets +for seed in range(0, 100): + for alpha in [0.15]: + # parameter set for beta, gamma, sigma + for params in [(0.2, 0.08, 0.1)]: + np.random.seed(seed) + + b, g, sigma, alpha_value, N = params[0], params[1], params[2], alpha, 1.0 + + + # encode ODEs for solve_ivp data-generation processes + def SEIR(t, y): + # unpack y + S, E, I, R = tuple(y) + + # SEIR model equations + dSdt = -b * S * I / N + dEdt = b * S * I / N - sigma * E + dIdt = sigma * E - g * I + dRdt = g * I + + # return only the derivatives + return np.array([dSdt, dEdt, dIdt, dRdt]) + + + # initial conditions + SEIR_init = np.array([0.9899, 0.0050, 0.0050, 0.0001]) + t_start, t_end = 0.0, 120.0 + t_steps = np.linspace(start=t_start, stop=t_end, num=20001) + + # solve the system + X = solve_ivp(fun=SEIR, t_span=(t_start, t_end), y0=SEIR_init, + t_eval=t_steps, atol=1e-10, rtol=1e-10).y.T + + # Compute noise levels (on log scale) + X_log = np.log(X) + + # Add noise to the data (on log scale) + X_noised_log = X_log.copy() + X_noised_log += np.random.normal(loc=0.0, scale=alpha_value, size=X_log.shape) + X_noised = np.exp(X_noised_log) + + # save time, X_noised, and true values + data = np.hstack([t_steps.reshape(-1, 1), X_noised, X]) + cols = ["t", "S_obs", "E_obs", "I_obs", "R_obs", + "S_true", "E_true", "I_true", "R_true"] + + df = pd.DataFrame(data=data, columns=cols) + filename = f"tfpigp/data/logSEIR_beta={b}_gamma={g}_sigma={sigma}_alpha={alpha_value}_seed={seed}.csv" + df.to_csv(filename, index=False) + + + + +import numpy as np +import matplotlib.pyplot as plt +from scipy.integrate import solve_ivp + +# Parameters +beta, gamma, sigma = 0.2, 0.08, 0.1 +t_start, t_end = 0.0, 120.0 +num_steps = 20001 +t_steps = np.linspace(t_start, t_end, num_steps) +initial_conditions_log = np.log([0.9899, 0.005, 0.0001]) # Initial logS, logI, logR + +# SEIR function for simulation (log scale) +def f_vec_log(t, logX, thetas): + logS, logI, logR = logX + beta, gamma, sigma = thetas + + # Convert log variables back to original scale + S = np.exp(logS) + I = np.exp(logI) + R = np.exp(logR) + + # Compute E implicitly + E = 1.0 - S - I - R + + # Derivatives in the original scale + dSdt = -beta * S * I + dIdt = sigma * E - gamma * I + dRdt = gamma * I + + # Derivatives in log scale + dlogSdt = dSdt / S + dlogIdt = dIdt / I + dlogRdt = dRdt / R + + return [dlogSdt, dlogIdt, dlogRdt] + +# Solve ODE +solution = solve_ivp( + fun=lambda t, logX: f_vec_log(t, logX, [beta, gamma, sigma]), + t_span=(t_start, t_end), + y0=initial_conditions_log, + t_eval=t_steps, + atol=1e-10, + rtol=1e-10 +) + +# Extract results and convert back from log scale +log_results = solution.y +results = np.exp(log_results) # Convert back to original scale +S, I, R = results + +# Plot the results +plt.figure(figsize=(10, 6)) +plt.plot(t_steps, S, label='S (Susceptible)') +plt.plot(t_steps, I, label='I (Infected)') +plt.plot(t_steps, R, label='R (Recovered)') +plt.xlabel('Time') +plt.ylabel('Proportion of Population') +plt.title('SEIR Simulation (Log Scale with E Masked)') +plt.legend() +plt.grid() +plt.show() diff --git a/visualization.py b/visualization.py new file mode 100644 index 0000000..4355420 --- /dev/null +++ b/visualization.py @@ -0,0 +1,116 @@ +import numpy as np +import os +import matplotlib.pyplot as plt + +def plot_trajectories(ts_true, x_true, results, ts_obs, X_obs, trans_func=lambda x: x, caption_text="", output_dir=None): + """ + Plot the predicted trajectories against ground truth and noisy observations. + + Parameters: + - ts_true: Array of time steps for the ground truth data. + - x_true: DataFrame or array of ground truth data (columns for each component, e.g., ["E", "I", "R"]). + - results: Dictionary containing prediction results from MAGI-TFP. + - ts_obs: Array of time steps corresponding to noisy observations. + - X_obs: Array of noisy observations. + - trans_func: Transformation function to apply to all plotted data (default: identity function). + """ + fig, ax = plt.subplots(1, x_true.shape[1], dpi=200, figsize=(12, 6)) + I = results["I"].flatten() + Xhat_means = trans_func(results["X_samps"].mean(axis=0)) + Xhat_intervals = np.quantile(trans_func(results["X_samps"]), q=[0.025, 0.975], axis=0) + Xhat_init = trans_func(results["Xhat_init"]) + + for i in range(x_true.shape[1]): + comp = x_true.columns[i] + true_values = trans_func(x_true[comp].values) + + # Plot ground truth trajectory + ax[i].plot(ts_true, true_values, color="black", label="Ground Truth") + # Plot mean trajectory and predictive interval + ax[i].plot(I, Xhat_means[:, i], color="blue", label="Mean Prediction") + ax[i].fill_between(I, Xhat_intervals[0, :, i], Xhat_intervals[1, :, i], color="blue", alpha=0.3, label="95% Predictive Interval") + ax[i].plot(I, Xhat_init[:, i], linestyle="--", color="green", label="Initialization") + if "Xhat_mle" in results: + ax[i].plot(I, trans_func(results["Xhat_mle"])[:, i], linestyle="--", color="red", label="MLE") + # Plot noisy observations + ax[i].scatter(ts_obs, trans_func(X_obs[:, i]), color="grey", s=20, zorder=5, label="Noisy Observations") + # Titles and labels + ax[i].set_title(f"Component {comp}") + ax[i].set_xlabel("$t$") + ax[i].set_ylabel(f"{comp}") + ax[i].grid() + + handles, labels = ax[0].get_legend_handles_labels() + fig.legend(handles, labels, loc="upper center", ncol=5, fontsize=10) + fig.text(0.5, 0.01, caption_text, ha='center', fontsize=10, color='gray') + plt.tight_layout(rect=[0, 0, 1, 0.95]) + if output_dir: + plt.savefig(f"{output_dir}/f{caption_text.replace(' ', '_')}.png") + else: + plt.show() + + +def plot_trace(thetas_samps, true_values=None, param_names=["$\\beta$", "$\\gamma$", "$\\sigma$"], + caption_text="", output_dir=None): + """ + Plot trace plots and histograms for sampled parameters. + + Parameters: + - thetas_samps: Array of sampled parameters with shape (num_samples, num_params). + - true_values: List of true parameter values for comparison (default: None). + - param_names: List of parameter names for labeling (default: ["$\\beta$", "$\\gamma$", "$\\sigma$"]). + """ + num_params = len(param_names) + fig, ax = plt.subplots(num_params, 2, figsize=(12, 3 * num_params), dpi=200) + + for i, param in enumerate(param_names): + # Trace plot + ax[i, 0].plot(thetas_samps[:, i], alpha=0.7, lw=1, color="blue") + ax[i, 0].set_title(f"Trace Plot for {param}", fontsize=12) + ax[i, 0].set_ylabel("Value") + ax[i, 0].grid() + + # Add true value as a horizontal line if provided + if true_values is not None: + ax[i, 0].axhline(y=true_values[i], color="red", linestyle="--", label="True Value") + ax[i, 0].legend(loc="upper right") + + # Histogram + ax[i, 1].hist(thetas_samps[:, i], bins=30, density=True, orientation="horizontal", color="green", alpha=0.7) + ax[i, 1].set_title(f"Histogram for {param}", fontsize=12) + ax[i, 1].set_xlabel("Density") + ax[i, 1].grid() + + # Add a vertical red line for the true value + if true_values is not None: + ax[i, 1].axhline(y=true_values[i], color="red", linestyle="--", label="True Value") + ax[i, 1].legend(loc="upper right") + + # Match the y-axis of the histogram to the trace plot for visual consistency + ax[i, 1].set_ylim(ax[i, 0].get_ylim()) + + # Label the x-axis of the trace plots at the bottom row + ax[-1, 0].set_xlabel("Iteration") + fig.text(0.5, 0.01, caption_text, ha='center', fontsize=10, color='gray') + plt.tight_layout() + + if output_dir: + os.makedirs(f"{output_dir}", exist_ok=True) + plt.savefig(f"{output_dir}/{caption_text.replace(' ', '_')}.png") + else: + plt.show() + + +def print_parameter_estimates(results, true_values): + """ + Print the estimated parameters against the true values. + + Parameters: + - results: Dictionary containing prediction results from MAGI-TFP. + - true_values: List of true parameter values [beta, gamma, sigma]. + """ + mean_thetas_pred = results["thetas_samps"].mean(axis=0) + print("Estimated Parameters:") + for i, (predicted, actual) in enumerate(zip(mean_thetas_pred, true_values)): + print(f"- Parameter {i + 1}: {np.round(predicted, 3)} (Predicted) vs. {actual} (Actual).") +