{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NHANES I Survival Model\n", "\n", "This is a cox proportional hazards model on data from NHANES I with followup mortality data from the NHANES I Epidemiologic Followup Study. It is designed to illustrate how SHAP values enable the interpretion of XGBoost models with a clarity traditionally only provided by linear models. We see interesting and non-linear patterns in the data, which suggest the potential of this approach. Keep in mind the data has not yet been checked by us for calibrations to current lab tests and so you should not consider the results as actionable medical insights, but rather a proof of concept. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pylab as pl\n", "import numpy as np\n", "import xgboost\n", "from sklearn.model_selection import train_test_split\n", "\n", "import shap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create XGBoost data objects\n", "\n", "This uses a pre-processed subset of NHANES I data available in the SHAP datasets module." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "X, y = shap.datasets.nhanesi()\n", "\n", "# human readable feature values\n", "X_display, y_display = shap.datasets.nhanesi(display=True)\n", "\n", "xgb_full = xgboost.DMatrix(X, label=y)\n", "\n", "# create a train/test split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)\n", "xgb_train = xgboost.DMatrix(X_train, label=y_train)\n", "xgb_test = xgboost.DMatrix(X_test, label=y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "\n", "## Train XGBoost model" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0]\ttest-cox-nloglik:7.67918\n", "[1000]\ttest-cox-nloglik:7.02985\n", "[2000]\ttest-cox-nloglik:6.97516\n", "[3000]\ttest-cox-nloglik:6.96240\n", "[4000]\ttest-cox-nloglik:6.96217\n", "[5000]\ttest-cox-nloglik:6.96558\n", "[6000]\ttest-cox-nloglik:6.96995\n", "[7000]\ttest-cox-nloglik:6.97310\n", "[8000]\ttest-cox-nloglik:6.97721\n", "[9000]\ttest-cox-nloglik:6.98116\n", "[9999]\ttest-cox-nloglik:6.98511\n" ] } ], "source": [ "params = {\"eta\": 0.002, \"max_depth\": 3, \"objective\": \"survival:cox\", \"subsample\": 0.5}\n", "model_train = xgboost.train(params, xgb_train, 10000, evals=[(xgb_test, \"test\")], verbose_eval=1000)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0]\ttest-cox-nloglik:9.28404\n", "[1000]\ttest-cox-nloglik:8.60868\n", "[2000]\ttest-cox-nloglik:8.53134\n", "[3000]\ttest-cox-nloglik:8.49490\n", "[4000]\ttest-cox-nloglik:8.47122\n", "[4999]\ttest-cox-nloglik:8.45328\n" ] } ], "source": [ "# train final model on the full data set\n", "params = {\"eta\": 0.002, \"max_depth\": 3, \"objective\": \"survival:cox\", \"subsample\": 0.5}\n", "model = xgboost.train(params, xgb_full, 5000, evals=[(xgb_full, \"test\")], verbose_eval=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check Performance\n", "\n", "The C-statistic measures how well we can order people by their survival time (1.0 is a perfect ordering)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.817035332310394" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def c_statistic_harrell(pred, labels):\n", " total = 0\n", " matches = 0\n", " for i in range(len(labels)):\n", " for j in range(len(labels)):\n", " if labels[j] > 0 and abs(labels[i]) > labels[j]:\n", " total += 1\n", " if pred[j] > pred[i]:\n", " matches += 1\n", " return matches / total\n", "\n", "\n", "# see how well we can order people by survival\n", "c_statistic_harrell(model_train.predict(xgb_test), y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explain the model's predictions on the entire dataset" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "shap_values = shap.TreeExplainer(model).shap_values(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SHAP Summary Plot\n", "\n", "The SHAP values for XGBoost explain the margin output of the model, which is the change in log odds of dying for a Cox proportional hazards model. We can see below that the primary risk factor for death according to the model is being old. The next most powerful indicator of death risk is being a man.\n", "\n", "This summary plot replaces the typical bar chart of feature importance. It tells which features are most important, and also their range of effects over the dataset. The color allows us to visualize how changes in the value of a feature effect the change in risk (such that a high white blood cell count leads to a high risk of death)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.summary_plot(shap_values, X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SHAP Dependence Plots\n", "\n", "While a SHAP summary plot gives a general overview of each feature, a SHAP dependence plot shows how the model output varies by feature value. Note that every dot is a person, and the vertical dispersion at a single feature value results from interaction effects in the model. The feature used for coloring is automatically chosen to highlight what might be driving these interactions. Later we will see how to check that the interaction is really in the model with SHAP interaction values. Note that the row of a SHAP summary plot results from projecting the points of a SHAP dependence plot onto the y-axis, then recoloring by the feature itself.\n", "\n", "Below we give the SHAP dependence plot for each of the NHANES I features, revealing interesting but expected trends. Keep in mind the calibration of some of these values can be different than a modern lab test so be careful drawing conclusions." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we pass \"age\" instead of an index because dependence_plot() will find it in X's column names for us\n", "# Systolic BP was automatically chosen for coloring based on a potential interaction to check that\n", "# the interaction is really in the model see SHAP interaction values below\n", "shap.dependence_plot(\"age\", shap_values, X)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we pass display_features so we get text display values for sex\n", "shap.dependence_plot(\"sex_isFemale\", shap_values, X, display_features=X_display)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# setting show=False allows us to continue customizing the matplotlib plot before displaying it\n", "shap.dependence_plot(\"systolic_blood_pressure\", shap_values, X, show=False)\n", "pl.xlim(80, 225)\n", "pl.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\"white_blood_cells\", shap_values, X, display_features=X_display, show=False)\n", "pl.xlim(2, 15)\n", "pl.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\"bmi\", shap_values, X, display_features=X_display, show=False)\n", "pl.xlim(15, 50)\n", "pl.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\"sedimentation_rate\", shap_values, X)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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CgcBBzxNC1I1hHaIHbL5z2lilJ+BTVTapdi5YaqbAIxnqhBCisiSwLKe4uJikpPJZ6oLBZXFx8UHPy8vLA+Chhx6iS5cuvPDCC1x66aW8++67vPTSSwc9z+fz4XA4Qi+n03nQY4UQsfP0OXGc0jY4umA1wVV9rexwRg5nlfjgy2wJLIUQhyZ7hYfJHMsYMYzgH5++ffvyz3/+E4DevXvjcrl4++23ueaaa4iLi4s6b/bs2cyaNeuItlUIAZlJKssnJ7KrSCfRquA34J2XNALlRsibJjTcPxBCiMppyIFkedJjWU5ycjIOhyOqvKSkhOTk5IOeV9bL2bt374jyvn374vP52LlzZ4XnjR8/nmXLloVeixYtqkHrhRBV1SJFJcWukBGvcMOJChlOLz32FtKiyMXQVgqDW9Z1C4UQ4ughPZblZGVlRc2ldDgc5ObmRs29PFC7du0OWa/X662w3Gq1YrVaq9pMIUQtGF1SgL5hf+h9z0bJKEqLQ5wRtqvY4KPfNdLscF4XE3aL9GAI0XDI//cy0mNZzsCBA1mzZg0lJSWhsiVLlqCqKv379z/oec2aNaNDhw6sWbMmonz16tXYbLbDBp5CiLrldmp8+n5uRNnP3xXz9xb3Qc4IW7pNo8MMDzcu9jNuvp9eL3spdMvcTCEaCqOCV0MlgWU5F1xwAfHx8UydOpVVq1axYMECZsyYwfnnnx+Rw3Ly5MmMGTMm4twpU6awfPlynnzySVatWsXrr7/OW2+9xbhx47Db7Uf4ToQQVVFUEIjYurFM7t7Db3BwxxI/ngOSP/y+3+CVHyUbhBCi4ZGh8HKSk5OZOXMm06dPZ+rUqSQkJDBmzBimTJkScZymaWiaFlE2ePBgHn74YV599VXmzZtHRkYG119/PVdfffURvAMhRHU0aWYlvbGF/P3+UJnJBB26xh/23K0F0QHpX/kNuc9CiIZFFu+EKUbZcmZRLzgcDoYMGcKyZctITEys6+YI0aD8vcXNW8/tJme3j+RUE+ePz+SkgRUv2ttbouPxQ1a6ylX/8/F/v0R+0fxwrJUxXWSzBCEagj3KfVFlzYzosoZAeiyFEKJUmw527prRnuKCAAnJJkym6F4Iv2Yw4QM3c372oxswuK2JWRfayXUZfLpFJ94Ctw4wS1AphGiQJLAUQohyktPCj8Y1u3TuXBrgz3yD4e1UjkvUefun8HD58m0aT3zjZdHl8RR5DGwmiJMV4UI0MPJ/vowElkIIcRD7nQanv+2npHT9zqs/62Sa/FHHLdsaHAZPiZM/LkI0RDLHMkxWhQshxEEs2KyHgsoye13Rx3VtKo9SIYQACSyFEOKgkirYu8AaZ44IJJskKjw0Inq7ViFEwyF5LMNkKFwIIQ7inE4qnRop/JEX/jMxuY+ZJ0638eWfAZw+OKuzmQSrDIMJ0ZDJUHiYBJZCCHEQcWaF76628MJaLbh4p63KFT1UFEXhrM6Wum6eEELUOxJYCiHEITSKV7hnsDwqhRCHIj2WZeRpKYQQQghRAzIUHiaLd4QQQgghRExIj6UQQgghRA005FXg5UmPpRBCCCFEDRgoUa/qePPNN+nZsydxcXFkZGRw1lln4Xa7Q58vXLiQE044gbi4ODp27Mjs2bNjdQsxI4GlEEKISjO8AQxNr+tmCHHMefjhh7npppu45JJL+Pzzz3n55Zdp27Ytmhbc2evbb7/lvPPOY8CAAXz66adccsklTJw4kXnz5tVxyyMphmFID2494nA4GDJkCMuWLSMxMbGumyOEEADoRR6KrlmA58PfUZJtJN42iMTbBtV1s4SoF7KVR6PKsozbK33+H3/8Qbdu3ViwYAFnnXVWhceMGDECh8PBd999Fyq77LLLWLduHRs3bqx6o2uJ9FgKIYQ4rOJ/foZn3kbQDIwCDyX/XYJn0ea6bpYQ9YRSwavyZs+eTdu2bQ8aVHq9XpYuXcpFF10UUT527Fh+//13srOzq9PoWiGBpRBC1CJPSQBDP/oHhryL/owu+0QCSyFiYdWqVXTv3p2HHnqIJk2aYLVaOfnkk1m9ejUAf/31F36/n86dO0ec16VLFwA2bdp0xNt8MLIqXAghasHePx0smraZ/VtdJDexcfpN7eg4qFFdN6vaTK1T0HOcUWVCiIpXhXu9Xrxeb0SZzWbDZrNFHbt3715+/PFHfv31V1588UXi4+N55JFHOOOMM/jzzz8pKCgAIDU1NeK8tLQ0APLz82NyH7EgPZZCCHEYhm6gOfxVOv7De39n/1YXAMU5Xj5+YBPOAl9tNbHWJT44FCzhPxmm9mnEX9erDlskRP1R0arwRx99lJSUlIjXo49Gz8UE0HUdh8PBvHnzuPDCCxk5ciQLFizAMAyef/75I3w3NSM9lkIIcQBNN8gu0GmerGK3KOS9t4XtU1fi3+0ioX9T2r05FHvH1EPWkbfDTdGeyJ4KzW/w989FHH9a41psfe2JO/M4Gm+8Ac//fkdNtxN3STfUpOieFyFE0O23386tt94aUVZRbyUEex4bNWpEjx49QmXp6en07NmT3377jbFjxwJQVFQUcV5ZT2Z6enosm14jElgKIUSpFdsCjHvXxY5Cg1Q7PN4PTrj8K9CCA13OVfv469IldPvxwkPWk9jIitmqEvBFpuVJbRZXa20/EnzNU9l4ygkkJKh0SbDWdXOEqDcqylt5sGHvinTt2pW//vqrws88Hg/t27fHYrGwadMmRowYEfqsbG5l+bmXdUmGwoUQAghoBmPfCQaVAIVumLzMYJ89Mhh0/ZSLb6/rkHXFJZoZeEWriLLOQzJo3iUpto0+grZu8XDbzdm88txenp62m2n37cTrkXyWQkDNE6SPHj2avLw81q1bFyrLy8vjp59+olevXthsNoYOHRqVs3Lu3Ll06dKFrKysGNxFbEiPpRBCAJtzdXYXR07B11BY16oJI37/O1RmSrFiTj18b93Ay1vRtncq29cX0TgrgbZ9UmPd5CNq3pxc3K5wILl1i4cVS4s4/ay0OmyVEMeGMWPG0KdPHy688EIefvhh7HY7jz76KDabjSlTpgBw9913M2TIEKZMmcLFF1/M0qVLmTNnDnPnzq3j1keSHkshhABapahUNLrbtUPkUFaLB/ugxlXuO3mzzkn0u7gl7fqmoSjV2+Ktvti9K3rhUUVlQjRERgWvqlBVlcWLFzNgwACuv/56xo4dS3JyMsuXLyczMxOAQYMG8b///Y9vv/2WESNGMGfOHF599dWo3JZ1TXoshRACSIpTeGxkHDd97KFsP7Jr+1o475EhFCxsi/fPQpJPb0nCSUfn4pua6tTFzo9rHJFlx8fXUWuEqG9q/sUxIyODt95665DHnHPOOZxzzjk1vlZtksBSCCFK3TDQxoiOZlZs0+iWqdKnVfARmX5e2zpuWd0be2Vj8nL9ZG/1YjLB4NNS6DtAtp0VQkSSwFIIIQ7QIcNEhwxTXTej3klLN3PXQ63Zv89PnF0lKVl+R0KUqepinWOZzLEUQohSu4t1Lp3rpcVjbs6Y7eHn3bLqubzGTS0SVApRTk1XhR9LpMdSCCFKjXnHxw+7gsHk7hKDn97wsG2qnSRbw/0jIYQQVSE9lkIIAWzJ00NBZZk8F3z+p1ZHLRJCHC1quir8WCI9lkIIASTZFFQF9HJ/EVLjpLdSCHFoDXnouzzpsRRCCKBposLVPSPnDvZpoXJaO3lMCiFEZUmPZQWys7N5/PHHWb9+PQkJCYwcOZIpU6ZgsVgOed7ZZ5/Nnj17osq/++67Su8XKoSoO6+MsTKojcbybI2uTVWu72NGVaUnQghxaNJjGSaBZTnFxcVMmjSJ1q1bM336dHJycnj66afxeDzcdttthz1/2LBhXH755RFlVuvht38TQtQ9k6owvpeZ8b2Ojkej16dTVKzTuJHpqN/ZR4ijWUOeU1ne0fH0PILmz5+P0+lk+vTppKSkAKBpGo899hgTJkygceND77qRnp5O9+7dj0RThRD1yNpf3KxY7SIpQeWsYYm0yDz0CEdNfbbUwVvzCnG5DVpkmpk6qRFtW8uXWCFE3ZLJQ+WsXLmSvn37hoJKgOHDh6PrOqtWrarDlgkh6qsvlzt4eEYuy1e5WPSVg/88uI+9OYFau97OPX5eebsAlzvYT7Jrb4CnX8mrtesJIQ5N8liGSWBZTnZ2NllZWRFlSUlJZGRkkJ2dfdjzP/vsMwYMGMApp5zCzTffzJYtW2qnoUKIWrHfZbDwL52thcGgTfNo/PVBNj8//it7v8+p8JyPPy+JeO9yG3y53FHhsbHw6+/h/czL7NgdIL9QUiMJURcksAyTofByiouLSUpKiipPSkqiuLj4kOcOHjyYbt26kZmZya5du3j99deZOHEi77zzDi1btqzwHJ/Ph8/nC713Op01uwEhRLW9/ZvG+IUBAj4DTAr/7q9w2gvfsv/HYG/ghhc2ceJ/unH89Z3YuroAv1enfb80coujd+jZm+dHn7UcffmfKF2bo04+FSUlPibtrGiYPTlRJSlR+gqEEHVLAssY+ve//x36uWfPnvTv358LLriAt99+m//+978VnjN79mxmzZp1pJoohDgIl99g4kd+Au5wkLjk7X10/zFyiHnD85tYvcpJ7k4PAPZkM393Po5Mpyt0jAEMnPMR2vI1offGvB8xrbkDRa158Ne9i40Bvex8/6MbAFWBqy5JxWJuuL0kQtQlWbwTJoFlOcnJyTgc0UNYJSUlJCcnV6mujIwMTjzxRH7//feDHjN+/HjGjRsXeu90Ohk1alSVriOEqLm1ewx87siex1SnJ+q4gCtAfrYTzMGcl+7iAFvjrRSkKrRwevCrKoXmAL2//SHiPOPHvzG+2oQy/Pgat1VRFP5zQwYb/vCwZ1+AHl3iaNpYHudC1JWGPPRdnjyJysnKyoqaS+lwOMjNzY2aexkLVqtV0hEJUQ80skX3Oaxv0QTDpKBo4c/UxnZ0c2Qi9YF5+XzUOJM/0hIA6FS4H7X8Fj4AJdGBak106xRHt04xrVIIIWpEJuSUM3DgQNasWUNJSXgy/pIlS1BVlf79+1eprv3797Nu3TqOP77mPRRCiNrVtamJ9umRvQ6uVDv9nx9AcrtEFBWaDW5K+xu6Rp17XRs/L55lZnBrhXM7qrz6j+Yo/dtFHpSRiDIi+lwhxNFPFu+ESY9lORdccAFz585l6tSpTJgwgZycHGbMmMH5558fkcNy8uTJ7Nmzh48++ggIrgb/9ttvOfnkk2ncuDE7d+7kjTfewGQyRSVMF0LUT19PsHHDQh/fZOt0baLyzEgLHVu1oOPIFqFjdM0gL8fPhi9yMHRoc1IKQ65tgz3ZxOTe4Z5M48MpaP+Zh/HNZpRuLTA9ej5KguzAJcSxSOZYhklgWU5ycjIzZ85k+vTpTJ06lYSEBMaMGcOUKVMijtM0DU0Lp/Zo0aIF+/fv58knn6SkpISkpCT69OnD9ddfT4sWLcpfRghRD7VOVVl4Rdwhj1FNCqNu68jQ69sS8OskN644WFQyUzD/38TaaKYQQtRbimGUz4Z2aC6Xi+nTp3PyySdz+umn11a7GiyHw8GQIUNYtmwZiYmJdd0cIRoUXTNYtayQvza6yWxlZdAZadjjTYc/UQjRoP2kvBBVdpJxQx20pO5VuccyPj6eL774ghNOOKE22iOEEHXm3Zf2sHpZUej9uu9LmPpoFqp6lM6X8vrhv+/AeyshPRFuHwOXD67rVglxDDpKnxG1oFqLd9q1a8eePXti3RYhhKg132RrnP+elzPf8jJnffR2i8UFAdZ8UxRRtmOrh82/xnbTAo/PYHeeRhUHi6rn9jnwzGLYWwgbd8KVL8CKg6c/E0KImqrWHMsrr7ySadOmMXLkSNq0aRPrNgkhREyt3qlz+ps+AqVpKj/fouP2w8Re4Ueg16tHbZMI4HFH76pTXR984+L5jx04PQatm5h4ZGIKnVtF76ITM3NXRr43jGDZKV1q75pCNEANeRV4edUKLLOzs2natCljx45l0KBBtG7dmri4yAnviqJwzTXXxKSRQghRE6+sDYSCyjIz1wYiAsvGmVZad4jj9+wAXpMJi67TJE6ncaLBx7etp3Cnm9Z90hh4bTtsCVV/dG7bE+Dx90tCwev2HI27ZxfxwT0ZNbm1Q0tPhN0FkWWNoresFULUjKwKD6tWYPnKK6+Efl62bFmFx1Q3sNy7dy/z589nx44dFBUVRQ0XKYrCzJkzq1yvEKLhMgB0AwJa8I1FRTeiF+WY2iSRv88dep+UaeLDqb/gKwkOnedtc1K818O503pUuQ1rN/uiekS37dXILdLISKmlBUJ3nAfjniN04cbJcO2w2rmWEEJQzcBywYIFsW4HAN999x3//ve/8fv9xMfHk5KSUivXEUI0LKOPU5i9whvuVvDB0Fb2iGMKizS+/cEdUbZjr0aKZiGN8JzMv1bk4i7yY0+p2hB2Vmb04zY1USEloRb3qbh0ELTKCA5/pycGg8qWjWrvekI0UDIUHlatwLJZs2axbgcAL7zwAqmpqTzxxBOyW40QIma+2+KPGqtat90PhKfwuD06Fe3CGDBF9iZqKBjViAV7d7QwrKeNr372AmBS4Zbzk7CYa/kP0qDOwZcQotbIUHhYjROkFxYWsnv3bgCaN29OampqtevKzs5m8uTJElQKIWJqd3H0ApzdRZFljWwG6UUO8lPC+WOtPj/2kshV4aszMxhnmIivYhsUReGxa1P56U8f23M0+na20ryR5MgUQhxbqh1Ybt68mSeeeIJ169ZFlJ944on8+9//5rjjjqtynWlpaVgstbhCUgjRII3pZuW9n/1RZQdy73ExeO3v/NQli5z0FFIdLk7clM1nHVriT7KR4fawOS2FXZ2b0DSx+r2MJx1n5aSqPx6FEPWYLkPhIdUKLLds2cI111yD1+vl1FNPpV27dgBs3bqV5cuXc8011/D666/Tvn37KtU7cuRIvv76a8aOHVudZgkhRIUu6Wlla57GU994cfoMrupj5b4zIzNZWDSNZKebQes2hwsNg9Pbm7g5qRW6ASlxMPcCO6ajNWG6EKJWyBzLsGoFli+//DJms5nXXnstqmdyy5YtXHfddbz00ktMnz69SvWOHj2atWvXcuutt3LppZfSvHlzTKbooaLMzMzqNFsI0YDdfrqd20+3H/RzW5sk1rVpSqLbR1Z+MTmJdjY1SWfahOaMzkpga75O31YmEqy1+wfEcPlw/HMx3nd/RUmLI/7OIdiv61Or1xRCiFipVmD5008/cdFFF1U43N2hQwcuvPBC5s+fX+V6L7zwQhRFwTAMvv3224Met2bNmirXLYQQh+KyWnhiZH9chord58djMWMoChOaxtEzTaVNWi2u3j6A4z+f43llLQBGiRfH9R9jap+OdVjVRoCEEEeOLN4Jq1Zg6fF4aNTo4CkrMjIy8Hg8Va73mmuuQVGkO1kIceTtKDJwlS73dlvDc71/36/Ts/mRCSoBfPN/iyrzzv9NAksh6jEZCg+rVmDZokULvv32Wy6++OIKP//2229p0aJFleu9/vrrq9McIYSosY6NFJonKewuCfc9mFQYnHXkgkoApWki7HVElKmZiQc5Wggh6pdqPTFHjhzJ999/z5133slff/2FpmlomsaWLVu46667WLVqFaNHj451W4UQotaYTQrvXmylVUqw5yE1Dmada6VlypENLBPuGQoHLA5SmyfJHEsh6jkDJerVUFWrx/KKK67gjz/+4IsvvuDLL78MDV8bhoFhGJx++ulcfvnlh61n7969QHgxTtn7w5HFO0KIWNibr7HsFy9J8QrDesYxuK2JbVPj2FZg0CJZwW458n8cbOd3JXXtZLwfbEBNsxN39UmojROOeDuEEJUncyzDFKP8ZtxVsGrVKr755ht27doFBIfIhwwZQr9+/Sp1fp8+fVBVlW+//RaLxUKfPn0qNcfyWF6843A4GDJkCMuWLSMxUYa/hKgtP/zh45YXC/CWprds09TE6/9Kr90tFoUQx6QVyqtRZacY19RBS+pepXos77//fi644AK6desGBFeFt23blv79+9O/f/9qX7xssU5ZSiFZvCOEiIU/9us8uMzP5lyDMzqo3HGqhfhyaYJeXOAIBZUAf+/T+PA7N1efIb2DQoiqachD3+VVKrD85JNP6NevXyiwnDRpEg888ABnnnlmjS5efrGOLN4RQtRUkcfglFc97C/difGHXTqb8wzeH2uLOG5XrhZ1bkVlefkBFi8uYu8+P9272hk+PBmTSf6ICCHCJLAMq1RgmZqaSl5eXuh9DUbPhRCiVn20UQsFlWXm/6ZR4DZIs4cf/r2Pt/Lanwr5STasAZ2MYi8nHx+5zaPHq/PAg7vJywsGnL/84mbHLh/XTmxcrbYFXAG2z8+mZKuDpqc2JXNIs2rVI4QQ9VWlAssePXrw+uuvs3fvXpKTkwH4+uuv2bFjx0HPURSFa66p+vwCTdP49NNPWb16NXl5edx888107tyZ4uJili9fTt++fWnSpEmV6xVCNAymCqZIKkrEQmsA9qkKOanxAARMJrY3tuCN0yOO+fFHVyioLPPttw7GXdqI+PiqzcXUAzrfXPA1+T/nA7B55ia6/qcbx9/arUr1CCHqH+luC6tUYDl16lTuu+8+5s6di2EYKIrC0qVLWbp06UHPqU5g6fF4uOGGG1i/fj12ux2Px0NJSQkACQkJPP/885xzzjlMmTKlSvUKIRqOMV1MtExW2FkcftRffoKJlLjIyPKTvxWI3C6c9xfnM6JzOOuEpkX/udB10PWq/xnZs2R3KKgss+n5TXSc1BlzfLUSdAgh6gkZCg+r1NOsefPmvPLKK/j9fvLy8jj77LOZOnUqp556akwb8/LLL/P7778zffp0TjjhBM4444zQZyaTiaFDh7Jq1SoJLIUQB5VoU/juOhuPrwjwZ57O8A4m/jEg+lGXUeQgJy5y7/CMnCIgHFj2OimexEQVhyPck9m7dzyJiaYqt8uTE70bmeYKEHAGJLAUQhwzqvQ0s1gsZGZmMnr0aLp160azZrGdH/TVV19x3nnnMWTIEAoLC6M+b9WqFV9++WVMrymEOPa0TlV5/uzI+ZK6X2fHN3sJeDRanZrJ4D3b2dg0PFdS0XVGKrlAp1BZQoKJu+9sxv8+LAwu3ulmZ8yY1Gq1qfnw5qyzqejecJCa0S+DuMZxhzhLCHE0kKHwsGp9Tb733ntj3Q4A9u/fz3HHHXfQz+Pi4nC5XLVybSHEsctT4GXRpcsp3BKcWmNLs/Jbr84RxxiqyqdKCh1+ymf3TwWkt0+k7eAmtGhh5aYbaz6v294snpNnn8IvD6zDsa2EpoMzOemx3jWuVwhR92QoPKxejb+kpKSwf//+g36+detWGjeu3mpMIUTDtfHNv0JBJYC3wEffTbtZ0SEr4jjrDg//u+6H0Pu2gxsz+qmTYtaOzNOakXmarAQXQhy76tUWE3369GHhwoV4PNFzkXbt2sWCBQsYMGBAHbRMCHE0K/wrGFTqioJeujy8ndMRcUyCx0eTPyMX12xbvp89vxQcmUYKIY5asld4WL0KLK+77jqKi4u58sormTdvHoqisHLlSp5//nkuv/xyLBYLV199dV03UwhxlPFmpZLXOJ3tHVrzd4fW7GveGGuXDG5o6aSJ30OHgJPnu7sxAtEzpUr2Rn/RFQ2HkVuCPukN9OPvQL/4BYzNe+u6SaIe0it4NVT1aii8VatWzJw5kwceeICXX34ZgLfffhuA9u3b88ADD5CZmXmoKoQQIsrKIjtGenLovSspgTVKIsxbzRvrVlJgT2DRyJGc0TKe4p3hedwmm0qrvo3qosminjDOew6+3Rx88/tujO/+hC2Po9ithz5RiAaqXgWWAF26dOHdd99ly5YtZGdnYxgGrVq1onPnzoc/WQghKqDu91B+s8YRPy/lgl8/D70/b9Na5j5+D03XWdj3WxEpreIZ/K/O2NMkgGiojL9ywkFlmd2F8MUGODd2c2/F0c8ovwNDA1bjwHLHjh3k5eXRoUMHEhMTa1TXTz/9RNu2bUlLS6NDhw506NAh4vPCwkK2bt3KSSfJf2ghROV1Od7Ohu2RcyoHbfsh4r094Kf58lWcfucw/EuLsPRIQxmYcSSbKeobmzm4bVP5bYylt1KUY0hcGVLtOZYrVqzg3HPP5YILLuC6667j999/ByA/P58xY8awZMmSKtc5adIkVq9efdDP16xZw6RJk6rb5ErLzs5mypQpDBo0iBEjRjBjxgz8fn+V6pgzZw69e/fmlltuqZ1GCiEqbfTlmSRmWELvzXEqqi368dd6Xw5an4dR/zMP7cwZaGNfOZLNFPWM0jIdLuoTWdi9JQw7vm4aJMRRoFqB5dq1a/nXv/5FSkoK1157LcYB3+bS09Np2bIlX3zxRZXrNcp/KyxH13UUpXa/FhQXFzNp0iQCgQDTp09nypQpfPjhhzz11FOVriM3N5dZs2aRnp5eiy0VQlRWYpqFW1/uyoX/yuLcG1vz79e7EnfTiIhjAmYT7X/cGlFmvL8WfXVkWZ3Rdfh7P3ir9iVX1Izyf9eiPH0pnNcL7j4HZdl/USrakF40aIaqRL0aqmoNhb/66qt07NiRN954g+LiYl55JfJbfffu3Vm8eHFMGnigX375hdTU1JjXe6D58+fjdDqZPn06KSkpAGiaxmOPPcaECRMqlUfz2WefZfDgwezZs6dW2yqEqDxrnMoJJ9jAF0BJsaDfdR5LHHGkffgdnqQErFcP5cRbZkefuHU/9GsXVVyY48Pv02nc8gjsnLPyDxj3LGTvh0ZJMONqGHdK7V9XoNgscMsIlFtGHP5g0WAZ8l0jpFqB5caNG7n++utR1Yp/k02bNiU3N7dSdb377ru89957ofdPPfUUM2fOjDquuLgYp9PJOeecU50mV9rKlSvp27dvKKgEGD58OI8++iirVq3i7LPPPuT569at45tvvmH+/PnccccdtdpWIUTFfljn5s33C9mzL0CP4+OYckUKaXe+x2+LtuIymendJYFHb72Oe+NPg3GnAWAuhO96/UDPHzeEK7KaUU7rElF3wK8z74lsNnxbCEDLTvFcfnd7EtMs1ApNh0uegZ15wfd5JXD1izC0KzSXUREhRP1SrcBS13Ws1oNPXi4sLMRiqdxDNikpKZRCaPfu3aSkpEQNISuKQrt27ejevTuXXXZZdZpcadnZ2VHBa1JSEhkZGWRnZx/yXE3TePzxxxk/fjwZGTLpX4i6kJsf4PEXcwkEgu/X/ebhi+vX8FZaDz7/x6UAHL93N0XfeUCND50X0OGdmy6n55PPwa+7oGUapmfHojRNjqj/h09zQ0ElwM4/XHzx5m7Ov6VN7dzQH7vDQWWosRp8sxEuHVQ71xRCVIlharhD3+VVK7Bs27YtP//8MxdddFGFn69YsYKOHTtWqq7Ro0czevRoAM455xxuvPFGTj311Oo0KyaKi4tJSkqKKk9KSqK4uPiQ537wwQe43W7GjRtX6ev5fD58Pl/ovdPprHxjhRBRflzvIRAAA/CrClbdYKUez+eduoaO2ZjZnESXO+pcIzUBy/r7MPKdkGpHqWBU5u/fHJUqi5mW6RBvA5c3srxzi9q7phCiSvQGPKeyvGoFlueeey7Tp0/no48+CgWBiqLg8Xh47rnn+PXXX7n//vurXO+CBQuq05x6IT8/n5dffpn777+/0r21ALNnz2bWrFm12DIhGpb0VBM7kuPY0DQZr8VEqttHm5TofTCshs6Bu67ZfX66bSsEWqOkJxy0/qZZ9ogeS4DMtvbYNL4iyfHwyKVwyxvhsglDoWfb2rumEEJUU7UCywsvvJBffvmFhx9+mGeeeQZFUbjzzjspLCxE13XOPvtszjrrrGo3aufOnSxbtoxdu3YB0KJFC4YMGULLli2rXWdlJScn43BE9z6UlJSQnJxcwRlBL730Escddxw9e/akpCS4L7GmaWiaRklJCXa7HbM5+tc9fvz4iB5Op9PJqFGjYnAnQjRMcRlmfmqRilGaQaLQbsXXtGnUcb2zd3PO2o0s6NaJVLeHq9esI7F3C7il9SHr793Cx6/FBeQkpwGQ6HExOOnQGS1q7B8jYcQJsOJ36NYaBlRuREgIcWTI4p2waidIf/DBBznttNNYvHgxf//9N4Zh0LVrV0aNGsWwYcOq3aCZM2fyxhtvoOuRPQzPPfcc48ePr/U8lllZWVFzKR0OB7m5uWRlZR30vOzsbH766SeGDh0a9dnQoUN59tlnGThwYNRnVqv1kPNVhRBVM2eFB0OJ7EF0mc3g8gcTXgOKX+OGpavpvnMfI3/fEjpOSzv8l1f1rR+4/Nsf2NGoCX6TiTa5+7AVN4ebesX2Rsrr3EKGv4WopxpyeqHyarTzztChQysMpKrr448/5vXXX6dHjx5ceeWVtG/fHoC//vqLt956i9dff50WLVocdmV2TQwcOJDZs2dTUlISmmu5ZMkSVFWlf//+Bz1v6tSpoZ7KMk899RQ2m40bbriB4447rtbaLIQIa2mPHvY2aTpaoQfMKihg+HW2dWlJ9537QscYqkLLm044/AUCOgrQOi8nokwIIUQ92yv8gw8+oFu3brz88ssRw8YtW7bk5JNP5tprr2Xu3Lm1GlhecMEFzJ07l6lTpzJhwgRycnKYMWMG559/fkQOy8mTJ7Nnzx4++ugjADp16hRVV2JiIvHx8fTu3bvW2iuEiDRxRALP/uxgc1J4i9nzTSX8ovs5bq8Ls26wOdFO+8dOpqnyG+bl6zBsNvRbzyGuX/PD1m+b2Aff//0Eenj423Zd31q5FyHE0UG2dAyrVmBZmcUmiqJwzTXXVKnebdu2ceONN1Y4F9FsNnPGGWfw/PPPV6nOqkpOTmbmzJlMnz6dqVOnkpCQwJgxY5gyZUrEcWXzJ4UQ9Uuc3cz3N8Rz13tFbChWuLS9wRk97Tx7bw5Gacdia6+PHs98SfwXy4MFHuDBN2B0Zzip/SHrNw9qS+Li8Xie+RacfqxXnYRtogSWQjRkMhQeVq3AsvxOOwdSFAXDMKoVWFosFlwu10E/dzqdVVpxXV1t27blxRdfPOQxh/odVOUYIUTs3bUGZuYFc1Su/Qsm7XHwa1IiP6cn41cUuhQ7SZ6zPPKkgAb/t+ywgSWAZUQnLCOiRymEEKKhq1ZgWVFaIE3T2LlzJ3PmzMHhcHDfffdVud7jjz+e//3vf4wZM4ZGjRpFfJafn8+HH35It27dqtNkIUQDsXK7xswfwqMJbj+8XBiPKzOcQmhtoxTcugmDlrhIR0UjmT34iw1S66DNQoijmy4dliHVCiybNWtWYXnLli3p168f1157LQsXLuSGG26oUr3XXHMNkydP5qKLLuLcc8+lbdtgnratW7eycOFCnE4nDz30UHWaLIRoIL7aGr2QxlXBBKidcZ3JdASTpOtYyKctO7XWDKjkdQzDAN1AMUmeESEaOhkKD4v54h1FURg2bBhvvfVWlQPLk046ienTp/P444/z9ttvR3yWmZnJfffdR8+ePWPZXCHEMcLpM4i3gMdXwQrtCtJMJjijCxN2lUQfWIHAA4vQnv4K3H7UcX0xP38Jil3ShgkhRK2sCvf7/RQVFVXr3MGDBzNo0CB+//13du/eDQQTpHfu3Bm1gu3VhBAN2697NcbP8/DjLp2sNIUre1qC8yVNKigKGAZWk45fVzEOiCU9dhtJbk9EXUZGPIejzVmDdu8noff66yvRMhIxP3ZezO5JCHF0kVXhYTGP1DZu3Mh77713yGTiFXG5XJx77rnMmTMHVVXp2rUrw4cPZ/jw4Rx//PESVAohohiGwai3PfzosEAjO9mGlUdXBujfUgG/Bv4A+DX6trNixJvBqoJFhXgT33XpEtGR6bTZ+OuEw+eb1Resjy77+JcY3pUQ4mhjKErUq6Gq9l7hFSkqKsLlcmEymbjrrruqVGd8fDxFRUXExx++x0AIIQA25WjsDFiCic8BTCr+eCtX9DQ4r7vCT3t1ruph4q1N0Gqzi855JZh1g62p8azq2h6nxUannTvxWq2sb5vFmSemH/aaSsu06MJWFZQBhRsLyf0+h+TOKTQ5OXpbSSGEONZUK7Bs2rQpSrloXFEUOnXqRJs2bTjvvPNo3vzwiYbL6969Oxs3bmTMmDHVaZYQooEp0VQMM6AZoOmgKmBWeXGdzm/7NNBg3h8G17XROGVHHqphoBgG6R4/6V0TKA40YWlGMANFh+Pj6X9a6mGvabp5KNo7a2BvcbAgzoL5npFRx/3x4ibWP7Au9L71hW3o93xllwYJIY4msio8LOZ5LGvixhtvZPLkyXTr1o2zzz47KngVQogDpWkailfD8B0wqG3S2VioAcHnh+Y2mLchwFiHiySvFwC3xYK1wMR9L3Zg8wYn8Qkm2nWu3GiJ0jod64a70ef8gOH0Ybr4JJR2jSOO8Rf7+G36rxFl2+f9zXHXdCK9Er2iQoijS01Xhb/xxhuMHz8+qvy2225j2rRpofevvfYajz32GNu3b6dTp048/PDDjB49ukbXjrV6taXj008/TVJSEg899BDPPvssLVu2JC4uLuIYRVGYOXNmHbVQCFGfFBQHwGsEF+mU0QwMIh/y+01mLAF/qDTe70fb5cRqU+nWK6nK11UaJWK6aehBP3fvdaO5o3fmcmwrkcBSCHFQn332GSkpKaH3LVq0CP383nvvce2113LnnXdy2mmnMXfuXM477zxWrFhB//79q3W95cuX88UXX7Bv3z6mTp1K586dcTgc/PTTT/To0YPU1NQq11mvAstdu3ahKAqZmZlAMCm6EEIcjJJowax76VFYQhOPjyKLmfVpiThMpogUQwqglMsupDp8MW+PkeeEODNJ7ZOIbxmPa2d4JzHFotLk5CYxv6YQou7FalV4r169yMjIqPCze++9l7Fjx/Lggw8CMHToUNavX88DDzzA4sWLq3QdTdO47LLLmDdvXmi3xEsvvZTOnTtjNpsZM2YM//rXv7jjjjuqfA+VCiz79OlT5WFpRVFYvXp1lc5ZuHBhlY4XQjRsJ7ZUGZJTQBOPH4B0X4CmHh8ft8hAP6DXMsvpIk6PzG9p2Ewxa4exvwTvZf+HvuQPsFsw/+NUBrxyMqtvWoXjrxJsjePo+dBJxDWxx+yaQoj6o7ZXgW/dupXNmzfz2GOPRZSPHTuWf//733i9Xmw2W6Xre+yxx5g/fz5PPfUUZ555Jl26dAl9FhcXx3nnncfixYtrL7AcNWqUzHcUQtQ7G/7whYLKMvGaTgeXh80pCaAbYFYwuxX8qoqlNLjUFYWOQxpBXgl88iOkJcLInmCuXrDp++eHwaASwO0nMG0Jyb1bc+a3I/Hu92BNt6GaJWWaEOLQunbtSm5uLm3atOHaa6/lP//5DyaTiU2bNgHQuXPniOO7dOmCz+dj27ZtUZ8dyv/93/9x5ZVX8o9//IO8vLyoz7t06VLlXtAylQosq7Pvd034fD5+/PFHdu3aBQTnGJx00klVisaFEMe+xEQFAyj/tden6cGclaoCAY1sq5k+V7fm24W5BPwGPU9N5fIuhZB1GzhKk6SfmAXf3AfJVU95pn3+e4Vl5gtOlF5KIRqAilaFe71evKULBsvYbLYKY5lmzZpx//33069fPxRFYcGCBdx1113s2rWL559/noKCAoCoOY9pacFUZ1WdOpidnc3UqVMP+nlqamromlVVr+ZYAnzyySc8/fTTlJSUBPfiJTisnpSUxC233MLZZ59dxy0UQtQX/jgLO+w2WrvDD+8iswlTpg32O4MRpwF3jojjwhF2LrzggIUzg18MB5UA67Lh1a8xxvRD//YvlK7NUHu1qVxD9Ar2jCzxRpcJIY5JFQ2FP/roo9x///0RZffee2+FnXUjRoxgxIgRofdnnHEGdrudp59+mjvvvDPm7U1KSjpkMLplyxYaN2580M8PpV4Fll988QX3338/mZmZXHHFFbRt2xYIzi2YP38+Dz74IDabjTPOOKOOWyqEqA8a2WFVehJ5Tkto8c7GpHheGW6lxGOwYa/GmG5WRnS2RJ+8aVdUkfa/Xwj8e3EoUFQnnYJl5mWHb4gWHVgatnr1eBVCHGG33347t956a0RZVUZeL774Yp544gnWrVsX6pksKioKLXAGQr2K6elVyzYxaNAg3n77bf7zn/9EfVZQUMDrr7/OmWeeWaU6y1T7ybdu3TreeOMNNmzYENG7WKY6i3dmz55NVlYWs2fPJjExMVR+6qmnctFFF3HVVVcxe/ZsCSyFEABs2xegS4mbjckJbExOQDEMOjg8vLkavim2oCkW5mwN8Fm8woDW5R53p3eHd78LvTWAwI97I3of9ZdWoF9/CuqJrQ7ZDrVXK/SvN0eUmXq3rvH9CSGODhWtCj/YsHd1lM2f3LRpE506dQqVb9q0CavVSrt27apU35133smgQYM47bTTuPrqqwH45Zdf+PPPP5k2bRpOp5P//ve/1WprtWaT//TTT0yaNIkNGzbQrVs3dF2nd+/eHH/88RiGQfv27Rk5MnonisP5+++/OfvssyOCyjKJiYmcffbZbN++vTpNFkIcg9qkKDTxBTglt4je+SWckltMqt/P1844NIsZzCrFqoUhcwLRJz99FQwuXQlpNWNcORQ80ccZG/ccth3WJ86FxuHnljq4PeaJ1csrJ4Q4+uiKEvWqqffeew+TyUTPnj1p164dHTt25IMPPog4Zu7cuQwbNgyr1Vqlunv37s38+fPZtGlTKDH7v/71LyZPnozb7ebDDz/k+OOPr1a7q9Vj+frrr5ORkcFbb72FoigMHz6c8ePH06dPH1atWsVtt93GbbfdVuV6GzVqdMjPFUWpcnevEOLY1ayxhQ5trWzZ5iM1EExIviXVHly0cwCfycSPuwL0anHAI69pKnxzP/qyTSiZySgdmsKSO2F3UfgYk4p6SofDtkPt2Qp79n1oS/5ASY/HNKh9LG5PCNFAjBgxgtNOO43u3bsDsGDBAl555RX+8Y9/hIa+77vvPsaNG0f79u0ZOnQoc+fOZfXq1Sxfvrxa1xw1ahTZ2dl8+eWX/P777xiGwXHHHceIESOIj6/6IsYy1Qosf/vtN8aNG0daWhpFRcGHsF6axqN///6MHDmSl156iZdeeqlK9Y4ePZqFCxdy4YUXRt2Uw+Fg4cKFsnhHCBHh8ZvTefP9fLb+UECTDom4MLE7MmVlMDl6uQU2xvZ8/Ge/iLF+F6gK6lX9Mb81nsBVb8LOAkixY37qQpRWlfsyq8RbMZ/TPUZ3JYQ4mtQ0QXrnzp157bXX2LlzJ7qu07FjR5555hluuumm0DGXXnopLpeLadOmMW3aNDp16sSHH37IgAEDqn1dm83G6NGjY7otZLUCS5/PF1otVNb96nKFd5jo2LFjtfIf9ezZk2+//ZaxY8dy4YUXkpWVBcC2bduYP38+qamp9OzZk59++inivJNOOqk6tyGEOAbsWbEP9dUNtPXqKGvhkpNb8nPj9rit4cdb82I32i9uZj+4G79Hp/uIJvSatzgYVALoBvrs71GHdMSa/RDGX/tRWqahxFdteOloYewrglV/QdcWwZ5aIUSN1DRB+owZM5gxY8Zhj5s4cSITJ06s0bVqW7UCy4yMDHJycgCw2+0kJSXx119/MXRocO/cnJwczOaqV33DDTeEfn7uuedCSdnLFgbt2bMn4piybYjWrFlTndsQQhzlAh6NZY9tRPMGuygNHZQVOxl0QiJ/NknFZTXRyOXD7g2w5Mk/Q5PKv3n1b7S90Kdcffq3f2G6sj9Kx2M32DL+7zuMa2eDLwCKgnHbSNRHL6rrZgkhjqDDLfZRFAW73U7r1q0544wzuPbaa0lISKhU3dUKLI8//nh++eWX0Pt+/foxZ84cMjMzMQyD999/n65du1a53nvvvbc6zRFCNFDFu914S6IX3LhMBiluP82KPeTbLfySmcKIzRaSveFden7PbEufTesizlO7N6/tJtcpw+nFuPntYFAJYBgwbRHGFQNRjm9Rt40T4ihW21s6xlrr1q3ZvXs3W7ZsISUlJZTecdu2bRQVFXHcccdht9tZtWoVn332GS+99BIrVqyoVG7LagWW5557Lp988gkej4e4uDhuuOEG1q1bF0oE2qhRI26++eYq11vVMX5d18nJycHv92OxVJCnTghxTEtpGU9cqgVP4QHbOirwR9M0chPD87STAwESfJFbP9qy0iAjEXIdwdMGtUedePIRaXedyc6FInd0+S87QAJLIaqtpnMsj7RnnnmG008/nRdffJGJEyeGYqhAIMArr7zCvffeywcffEC3bt2YOXMmN998M/fccw8zZ848bN2KUT4BZTW53W7WrFmDyWTixBNPrDBlUKzl5eVx1lln8cILL9CnT/lBraOTw+FgyJAhLFu27Ij8DoU42v26aA/LHtoAfh1Uha6XZfF2+7bM3hj83KYYvDQgQN4j6/B7Slf1KHDefZ1J3JDDvpc3Ykmz0urRfqQOOHaHwAEMrx+j1a2wvyRcqCoofz6G0q5J3TVMiKPcrI4fRpVdu/m8OmhJ5Zx++ul06tSJF154ocLPp0yZwp9//smXX34JwOWXX87y5csrlfIxZltD2O12Tj311FhVV2kxiouFEEepD79yk9e8OTafH7/FzLYfDV68XuVfA1S2FBgMaqmQbreSO/NEfl64B79Hp9vwJrBkO3/8e22onryhn9N77dkkdkurw7upXYrNAm9cg3H5K1DghDgLyrSLJKgUooYM9ejqsly9ejUXXXTwudU9evTgrbfeCr0fOHBgVA7Ng6lWgvRx48bx3nvvUVhYWJ3ThRAiJvbv8ZG7w4uq61j8fkwBjYBHZ9X3Do7PUDjnOJV0e/CBn5EVz/Cb2jPy38fR+sQUds78I6Iu3auxZ/afdXEbR5Qy8gSUXU+jrLkn+O8/ZCczIWrKUJSoV31ms9n44YcfDvr5mjVrInYN8nq9lR5FrVaPZUFBAU8++SQzZsxg4MCBjBo1isGDB1drJbgQQlTXz3s0kguLab43B9UIbsuY1yiV9zc04c1cF5v365zR0cxtQ2zEWer3g/5IUuxW6FO1LeCEEMeOc845h9mzZ9OhQwduvvnmUO5wl8vFjBkzePPNN7nqqqtCx69cuZKOHTtWqu5qRYKLFi1i9erVLFq0iG+++YYVK1aQlJTEGWecwejRo6u1IlwIISpj4WaNdzfopNnhjEyFJjm5+EwmdqUl0bjERUZeIa9v9rAtNw5MKit3+/ltj8b7V0amymgxqRPZ/1lFOvkEMFNkzaDZ+OPq6K6EEEezo20o/IknnuDnn3/mjjvu4J577qF582BGjN27dxMIBOjevTvTp08HiFioXRnVCiwVRaF///70798ft9vNV199xaJFi/jf//7H/Pnzad26NaNHjw5tbC6EELEw6yeN6xaF0wt97nIyvFkj3ji5Bx6rBZOmc866zWR4fWxLLh3GSYAPtnopcBmkxYcf/q2HJNDCvhbV7QVA69AKc5adwhV7KfhmL4nd0sg4uxWKqVozhoQQDUk9H/ouLz09ndWrV/Pqq6+ycOFCsrOzARg2bBhnn30211xzTWgDnLi4uIj5locTs1XhAPv27WPx4sW8+eabuN1uVq9eHauqK5SXl8eZZ57Jiy++KKvChWgAurzoY1Ne+JGlajp2VcdpC++QoxgGqR4vBYn28Im6wZ9XKHRoFv4urfe+H37cFlF//rBBrP/KFHqfcW5renw0rBbuRAhxLHmp28KoskkbGuYW1DGbFLlz504WLVrEp59+itPplPmWQoiYcwUivwfrJhWnNfJZYygKBfFxkSeqCqFHkmEEd5xZv4PyfQzq179hpQtWNAKo5H78N0Ur95Ey8NhOQySEqJmjbSi8zNq1a1m9ejUFBQXouh7xmaIo3H333VWus0bRn8Ph4IsvvmDRokX8+uuvGIbBcccdxy233MJZZ51Vk6rrVHZ2No8//jjr168nISGBkSNHMmXKlMMmYb/77rvZsGED+/fvx2Kx0KFDByZOnEj//v2PUMuFOLZd3cPEAyu00HtVCfZaBsoNVysEF/KUaa/6yXrlC3hyMbh9cMUgdMWMichdewxDIQ1X6H0cfjzbnaQMrI27EUIcK+r7KvDy3G43559/Pl988UVoe+yyAeyyn49oYLlixQoWLVrEihUr8Pl8pKenM3bsWEaPHl3pVUOxkJKSwksvvUSnTp1iVmdxcTGTJk2idevWTJ8+nZycHJ5++mk8Hg+33XbbIc/1+/2MGzeOVq1a4fP5+Pjjj/nHP/7BSy+9RM+ePWPWRiEaisXrvDzzpRunz2D8wDjuHmzDZoZ3N+ik22FiJ4NX3i5gVYt0NFVBMQy67i/hnD5W3thjZU9ApXeixtyE3+CqA3KwzVqKP7MVyt59qOgYgIaFElIjrm8jQFzC0fUHQwghDueBBx7giy++4M4772TYsGEMHTqUN998kyZNmvDoo4/idrv5v//7v2rVXa3A8tZbb8VqtXLKKacwevRoBgwYgMlkOvyJlbR9+3a2b99OUVFRhQnQy7Z+NJvN9OrVK2bXBZg/fz5Op5Pp06eTkpICgKZpPPbYY0yYMOGQ+2ROmzYt4v3AgQM555xzWLx4sQSWQlTRV795ufAtF26TCij8sMhLrlPnjtEJ3DEoeIyuG3w120uzzXvItVtJ8fpJCGj8+8xWPJxa9nizwKWroi9QUEQhGSTgQgfySMdFAikUEocHPxaKSAGX7wjdsRDiaGUoR9civ3nz5nHRRRfxwAMPkJeXB0CLFi047bTTGDZsGH369OGNN97g0UcfrXLd1Qosb7vtNkaMGEFSUlJ1Tj+o3Nxc7r333lDSzoqCSkVRqryneFWsXLmSvn37hoJKgOHDh/Poo4+yatUqzj678pNxTSYTSUlJ+P3+wx8shIjwnw9duM0qxJlBUfB7Azyx3Mt/R4fTBhU5DbapVpoYXlo4PPgVhV02K3/u0+mTekBlzaN30/HqFtbTGTseNEz4sNDNvBV7IDgUbsNHnOIlfrDsoS2EOLSjbY7ljh07uPXWWwFCHYM+X/BLtNls5tJLL2XmzJlHLrC88MILq3PaYT388MOsXbuWSy+9lJ49e8Y8cK2M7OxszjnnnIiypKQkMjIyQsvxD8UwDDRNw+FwsHDhQnbs2MEdd9xRS60V4tj1V4kCjeKDEykBEiwUFHgijilx67gUlex4O6phoAMoCkXOyEno/GMEvLMS9hUF39ssFJ06AL5w4ya4etyKLxRUljEbAZQfsuGcbrG/QSGEqCNJSUkEAoHQz6qqsnv37tDnKSkp7N27t1p116ul2z/88AOXXnopt9xyS521obi4uMKANikpieLi4sOe//HHH/PQQw8BEB8fzyOPPEKPHj0OerzP5wt9SwBwOp3VaLUQxx5vgjUcVEJwJXeiNeKY1k3MdGpl5o8dAfTSyfNJdoX+XSKPo3UG/PpoMLh0euGSfrRIS6XoiuXkfbYLU7yZlhM6wHOR2zwCkW0QQogKHG2Ld9q3b8/mzZuBYI9l165dmTdvHhMmTMAwDP73v//RqlWratVdrwLL+Ph4WrZsWdfNqJEhQ4bQsWNHCgsLWbJkCbfffjvTp0/n5JNPrvD42bNnM2vWrCPcSiHqn437NB5Y4mXzfo3hHc3Ex6l4yh2jmhS2bffx3Q8uEuJVTjs5gSevT2X6+yX8vMVHu2Zmbjk/CcdeDwve2UPubi8dTkxm2OXNsDVOhlvODNVlAU5YfAb+Qi9qnAlTnBlX9ma0hb+FjlHaN8J0RuwWBwohjlFHV1zJ6aefzuuvv84zzzyDyWTi+uuv58Ybb6R9+/YoisK2bdt45JFHqlV3vQosBw0axJo1a2ptqL0ykpOTcTgcUeUlJSUkJycf9vzU1FRSU1OB4OKd4uJiZsyYcdDAcvz48YwbNy703ul0MmrUqOo1XoijVKHbYPBMJ3mu4Lzqn3f7SE8zgRr5iEoLBPjXA3mUpVv75EsH0+9pypOTUkPHuEsCPHXNn7gdwbREOX97KMjxMu6u9hVe25JqC/1sf/dyfNOXoi3fito1E+vtw1Cs9eoxKYQQNfbf//6XK664IrSWZcqUKXg8Ht5++21MJhPXXnst//nPf6pVd716Yv7zn/9k8uTJPPnkk1xyySW0aNEC5Qh3L2dlZUXNpXQ4HOTm5pKVlVXl+jp37szKlSsP+rnVag1tmyREQ/Xxb/5QUFkm36lAgg7m0meAZmC4NJyKypYmCcQFNNrnu/jyGweXnBtebLdxVVEoqCyzaVURrpIA8UmHfuQpCTZs9515yGOEEKK8o20oPDExMSpV46233hpa0FMT9SqwTEpKYvTo0Tz11FPMnTu3wmMURanVrSIHDhzI7NmzKSkpCc21XLJkCaqqVivR+S+//EKLFrKqVIhDsVSUrcykQMAIvkqVWMx83rFJaF/eTY2T6LU/coTBbIl+wKsmBdUUXa5v3IM+7yeUtHjUy/uipCVEHSOEEKLyqhRYBgIBvvnmG3bs2EFqaipDhgwJDfvGwptvvskLL7xAeno6Xbt2rdTQc6xdcMEFzJ07l6lTpzJhwgRycnKYMWMG559/fkQOy8mTJ7Nnzx4++ugjAL799lsWLVrEoEGDaNq0KcXFxXz22Wd8//33PPzww0f8PoQ4mozpaqF1qoftheEg0m5TcEd2POKzqqGgEkAzqcz2JHDPAcd06puC2aIQ8IfratbOTlx8ZPSqffIrgfNegkDpuPoTS7D+cBtKkyP/3BFCHN2OtnRDtanSgWVxcTHXX389f/31V2irn+eee47nn3+eLl26xKQx77//Pr169eK5556rs73Gk5OTmTlzJtOnT2fq1KkkJCQwZswYpkyZEnGcpmloWvivXsuWLfH5fDz//PMUFhaSmprKcccdx8svvxzzJO5CHGvirQorb0jk35/7+D3P4LxOKrM2wM5iIvdmNEc/vHd4IhMTZ29wRASVADnb3eT/Vsj2uVsJuAJkXdSW5Ls/Rg14UNEABW17Dtor32K+a2Sl2mwYBugGiunoSowshIi9o20ovDZVOnp77bXX2LJlC4MGDWLAgAFs376d+fPn8/DDD/P222/HpDFFRUWcfvrpdRZUlmnbti0vvvjiIY955ZVXIt5nZWXx5JNP1mazhDim3fGdwbvbg//3f1sHTS06qEDZRgmKQoVLL/XIILI4N3qnHKXAw7Kzv0RzBb8MbntnK8OL80im7MuhgRk/2g9bK9VW7wOf43t6Obj9WMadhO2FC1DiLJU6VwghjmWVjuBWrFjBgAEDePrpp0NlzZo1Y8aMGezbt4+mTZvWuDEdO3asdkJOIcTRa/kOg//bGA4Q/TrsLkvpekBPgOrT0G2mYJlhgAGt3F4gvACuY+8UTOadaAfMzczyO0NBJQAG2HyRydABTHrgsG31z/kR372fh9+/vgYlIwHbY5XflUsIcWyRHsuwSo/h7Nu3LyplzuDBgzEMgz179sSkMVOmTOHDDz9k48aNMalPCHF0+GmfHlWmVzBnqXmJF7Me7sGM9wVoF/BGHJPaxMol/21LWmYw2Gx3QhJZHe1RdfnMFWRj6HD4L8iBBb9Fl338G3z1K1zzEvznbdiWc9h6hBDHDkNRol4NVaV7LH0+X8T+2UBo1XSs9sJetGgRTZo0Yfz48XTv3p0WLVqgqpGxr6Io3HPPPQepQQhxNAr4dKKGuQ0D/IFwuWFQmGAhcMCcRlechRyzjfKOH5DK8QNS0TUD1aSw9+tE9i7aEXFMYXJTEj0loasaKAQUG9G1RVJapkaVmU1uOP3BcMGrX8HPj0ObxlHHCiHEsSwmkxljlWvyk08+Cf38yy+/8Msvv1R4LQkshTi2OIoD4ATs5mAcqRvg9pPo00ny+FF0A2echZLU6LBvrx5c7e1161jjlIjnUVmKoczTmtH3uX5sfvkPAi6NrIuzaHTXT/iIx0Rw+NuPFTW74LBttd58CoF3fsTYWxIsiDNjdeVFHlTghFlfwUNjq/7LEEIcdRpyD2V5VQos3377bT7/PDy3SNM0FEXhxRdfjOrNVBSFp556qkqN+eGHH6p0vBDi2JBhNsCkBleAl76shkG6Izj0rWBgdhkoJihMi4841+TVePw/29i5zUN6YwsXTGhK995JaD4dd5GPxMZxALS5qC1tLmobOs91l4GBmUDpY1ABFD16SL48tXUaCRv+g/+dHzFcfiwXn4gy+M7oA4ui53AKIY5NEliGVSmw/OOPP/jjjz+iyn/99deosiO9Y44Q4uj1t98MByY2VxT8cRbauQpp5vOjAgVmE+tVBZc9gE9RQIEkv8ZpW/ex0xOcjpO/38/sp3ZxwRALv8z+C81vkJBu4exne9G4c7kvv61TMX7fF1Gmdm1WqfYqjRKw3jw4XDBuEDy+IKL9XDaoSr8DIYQ4FlQ6sJTeRCFEbdnpif4iaqgqaboWWmGYFtBo5/Kw0xNeiOPEINEXmUU94Df45p1dJJXmsnTm+/no+h+49pvTI46z/Hc4vqsOSJWWFo/5uoHVu4GHxoLZBO+thLQE+O8YGNCxenUJIY460mMZVq+2dJw0adJhj1EUhZkzZx6B1gghaluuUyfNrnBCI533yiWpiPNr2AORQ9Op/sh0QDoKG9IS6Z1XHFFuDkQGmx6nRu5XO1AWbcZw+Um8ohtxV/ZFaZFC4L2fUNLjMU8ahNomvXo3YjHDw5cGX0KIBkd23gmLeWCZl5fHJ598wieffMIHH3xQpXN37doVNYSuaRq5ubnouk5qaip2e3TaECFE/bFtl5+F3zjxeA2GD4inZ+foBTc/7tK48n0PG3N0micrJGKAYQ3OsyzVqsgZlQ692BL9yHKk21FzColze/DarGQ2NmHfFpkkPdHlxnHu+xjO4JB5yaxfaDL/PBLGdMI0rFPNb1oIIQQQo8BS13VWrFjBxx9/zMqVK9E0jfj4+MOfWM7ChQsrLPf5fLzzzjssXLgwascbIUT9sW2Xn5sfzcXjCw5DL1nl5q7r0hjcK/yFUNcNLnzHTXZB8JjdxUZwq8ZEBbyB4Ipwi4l9iXGwL7InMscWvbvNQGc+XX/djGoYGEBcpzRcPj8Wpw9V0wlYTRzvLwwFlcFGGBRNX03CGBmuFkLUnAyFh9UosMzOzmbBggUsXryY/Px8kpKSOOussxg2bBj9+vWLVRuxWq2MHz+erVu38tRTT/HII4/ErG4hROwsXOYMBZUQTEU570tHRGD5R64eDCrNangHHTNQ6AFveAi7OMmG06RQYjajK9DY46e1x8vGRklQuquOYlXo8cVvqKXbPiqA548C7IYeOsbqDRCnR+fa1Yu8UWVCCFEdEliGVTmwdLvdfPHFFyxYsIBff/0Vk8nECSecQH5+PnfeeSennXZabbQTgBNPPJEXXnih1uoXQtSM22tEl3kiy5onqygWU/hBrCig6xFBJQAOLwtaN0a3mkFRUAI6nYqckGgJ7R+eWeDA5o88TwE0DUwHlO3wWularl2J48qXCCGEqKlKB5br1q1jwYIFfPXVV7hcLjp16sStt97KmWeeSUlJCeeff35tthOA3bt3x2yXHyFE7J3e386SVe6IsjMGRk6L2e80or/d+yvIH2mAbjaF9go3zCqbUhPotL+ErEIXPpPK5vR4AmZT1GKdsh7MMoW2eJKfHIbn/35Fd/pJvKobKbf1r+ZdCiFEJOmxDKt0YHnttdeSnp7Oeeedx+jRo+nQoUPoM4fDEZPG7N27t8LyoqIi1qxZw3vvvUevXr1ici0hROz1Oj6OO69NY/6XDjy+4OKdC4cnAPDbfp3UOIVkm4JJAe3A2K+iFZWKQqsSN71yCrDqOhsyUtiYnkzvPYWhQzIdHtSMBJTdRcFVmYZBY3Q8Xh9eW3gv8EYeD6nXn4jp1j61dOdCiIZMAsuwKg2Fe71eHA5HzALJ8s4+++yDJlY3DIM2bdrw73//u1auLYSIjSF97AzpE55Tub3I4OwP/KzPMVCAK7sptPN4+NMWFzomQdNwqkpw4Q6AAs28Xi7euS+UhKhNsSu6ZxLI81kZ8Hch7jgzNp+GJaCT0DaO3NwSvGYTiR4fHf/RFZPfBy9/DU4vXDQQWmXU7i9CCCEaoEoHlh988AEfffQRn376KQsWLKB58+aMHj2aUaNGxawx11xzTVRgqSgKycnJtGnThr59+6Kq6kHOFkLUR/9cEmD9fgNMCgYw72c/p+c4SI73k2uzkOwPYNJ01qXEQ9l8SUXhBIeT8v/b++8twBkXF1Fm0nRMukGiKzxNpul/etHC7cX7ZyFJw1uR2jcVuv0DduUHD7j7XfjyXhjYudbuWwjRcEiPZVilA8usrCxuueUWbrzxRpYvX87HH3/MrFmzmDVrFh06dEBRFAwjeuJ+VVx//fU1Ol8IUf98kW2AJRwiOuMtuOLNtHJ5aeUKrsxem54IJhOUfXFUFAwl+ktkqtXAecB7sxk6bNsTcYyugEcFW3EAX1EAf5Ef45lPUMqCSgCXF+5/Hz6/J2b3KYRouCSwDKvyqnCz2cxpp53GaaedRm5uLgsWLGDhwoUYhsE999zDp59+ymmnncbgwYNJTEysdL0ul4tLL72USy65hMsuu6yqzRJC1FNePbivd4iisLddMp035eMPBNfmpCUq7AwQTJCuKhDQWZ+WTLeC4ohey24jG3NGEytff11MQrzKeWcmsukTA79ZxRzQ0VWFwmQblsfWYdpaBEDenC3EH5dNQvmG/b2/dm9cCCEaoBrlsczIyGDChAlMmDCBH3/8kY8//pivv/6ab775BovFwsqVKytdV3x8PEVFRdVKrC6EqL9U3QhOhtSMYBSpQqJVYdYTzdm81Uer5hYGv+sHpwrW0iRBhsEes8q81k05ZX8hZt1gXVoSv+80cdzHuwgEDBzAvL0uTmsah7HfBYBJN0j1B1C2Rs4D37fVRrvyDRt1Um3fuhCigTCkwzIkZhMWe/XqxQMPPMBnn33GbbfdFrFqvLK6d+/Oxo0bY9UkIUQ90EHxg0cHvwE+HTw6Z7Yw+DZHYV6+hS/2KexxGOGgEoIBqN3EiYUOMrx+0vx++ucXk/lzDg7FhMtmxWmzkr/djf5bfsT1TM4AlNsMMlfLxHvxMHSTGUNR8J98AjwoIyNCiNgwFCXq1VDFfK/wxMRELrzwQi688MIqn3vjjTcyefJkunXrdsgV4kKI+ivXafDOeg2n3+CSbia0eDOU2+Tms0Iz984rHQc3dFSj9DvugfO0VYUEfwCLHsxxmeTz4zEFg8oQA5QKpnardjO4w4t5Uvo24u8PtoPRFwUD4zuVJk//QOqdg2J120IIIahCYFlUVFTlylNSUqp0/NNPP01SUhIPPfQQzz77LC1btiSu3ApQRVGYOXNmldsihKh92wt1+s3ysrd0JPrBbwL4FYXyPYjf7wGsZQMmCnpZqqEDg0RDJ9kXuSGCWY9MpF6SZKegSRJpOSXhY9JtdJo/jL3TfsazuZDkM1phXfkHLsMggXwUdJykU/iEBJZCiNhoyD2U5VU6sDz99NOr1IOoKAqrV6+uUmN27dqFoihkZmYCkJ+ff5gzhBD1yXOrNfYW6xAIBoAerXTe5OEeHQpQbvMdRTfwqwockLqyokfQvitO4Liduyn6Zg8J3dLIeqwvmk/H5Tfh8pux+lSsecW04WeseADQMLPXcXz1b1QIIQ6gS2AZUunActSoURGBpdfr5csvv6R///5kZMQm0fDChQtjUo8Qom78vDsA3kC4QNODK73N5R665XfaqWA42zCp5MbbSC9yhcqSdB9en4pV19FR0IHMJjY6P3Fa6Bjffg/ft5+HVhLs7dwz+0/SU/aHgkoAEwEykire6UsIIUT1VTqwvO+++yLeFxYW8uWXX3LllVfSp49skyaEgN92+KMLPT5IPGBKS0X5bisosgY0PCaVgKKgAJqqkmxXSCgJoOo6Bgq6AvaMyCk3uR9vDwWVIUUllGdNl80WhBCxYRx2WKbhiPninVjYvXs3a9asIS8vj7POOovmzZvj9/vJy8ujUaNGWCyWum6iEKICfodGVLKJOAtYlNJxbCOYwdyrBfNzmIJzK9vklpBoGPzWJBgkmnSdodk5pLsDBMzhx5TDEcAc0Eof4QYGkO+IjErNKdHPh0JzU5oGIhOpK8NPqPH9CiEEyBzLA9W7wPLZZ5/lnXfeQdd1FEWhR48eNG/eHK/Xy0UXXcTkyZMlgboQ9VQTb4C8A1dtA8SZwRxeqINqQADsxV68ZhMWTad5oYuTcwvovSePgjgrLYtdxGk6bnPkI0rxa2gmNTSfyaTr7PrDGXFMxjmtie+Sguv38IJD9YYzwN0YXv8aAhqc2RMeGRfz+xdCiIauXgWW8+fP56233mLs2LEMGjSIG2+8MfRZYmIigwcPZsWKFRJYClFPJZihu9PD3zYLmqLQ3Ofnz8blNj1QFBSzSobTi99iwhzQsJf2QjZxeWniCucmMmsaZgPAIGAyYagquhruEdVMJtwOLaJ61Wai17ej2PXSJlybi0k/ozlNL20HSn+YdgV4/ZCZVnu/BCFEgyM9lmH1KrCcN28eQ4YMYerUqRQWFkZ9ftxxx/H+++8f+YYJISqlMNFKU4eLdlYdDYVUn8afFRxnqAo7WyRjmFTQDcwWhV6FxZHHKJDo9YUG1g38+M2mqLrM9ugyS7qNrDsqGOpOq/w2s0IIUVkSWIbVOLCMZRLz7du3c8EFFxz089TU1AoDTiFE/WByaqxslYYRKM1JmZ4Q/PfAx4RhgAKGRnDVuALZjZPIzbeTke8OHZaSpOLJC5+mEJy9WS4rEVlZVpZfspT93+8nuXMKJ97fk8YDmtTWLQohhDiESgeWY8eOjXhfNgfywQcfxG63Rx2vKArvvvtulRpjtVrxeDwH/Xzv3r0kJSVVqU4hxJHzd7IdQzNQTMHFOkZZ0nPdCAeXuhGMDsvW3BiABv9r0ZTr8rNDdXkKo1eYm31+fFZLKKGlKRCA939n3+5gRvbC9QV8e8VyRq09B2uqNep8IYSoDbJXeFilA0un0xnVO5mZmYlhGLhcroOcVTVdu3Zl6dKlXH755VGfeb1eFi9eTI8ePWJyrUPJzs7m8ccfZ/369SQkJDBy5EimTJlyyNXoubm5vPPOO6xevZqdO3eSmJhIz549ufHGG2nWrFmtt1mI+sBnABZTOHuQWrYSnHAgqeugRKf68ZQrCxjRD6h4l5vG+3JxJiag6jophcWQG7l4J+AIsO+bvbQ6t3XNb0gIISpBEqSHVTqwPBLJy6+44gpuuukm7r77bs4991wA8vLy+P7773n55ZfZt28fDz30UK22obi4mEmTJtG6dWumT59OTk4OTz/9NB6Ph9tuu+2g5/3+++8sXbqUc845h+7du1NYWMirr77KVVddxdy5c0lLk8UC4thnNQy8ukGCx49iGLjiLGheLdhLaTGDYaB4AxgJ1qhtdJo4IjcU11UVXQ8u6inbmMeqB7D5/NjyC4Hg7jyKScHQIlMOxTWO3ApWCCHEkVGvFu/069eP//73vzz55JN8/vnnANxzzz0AWCwW7rrrrlrvsZw/fz5Op5Pp06eH9jrXNI3HHnuMCRMm0Lhx4wrPO/HEE5k3bx7mA9Kj9OjRg9GjR7No0aIKe2GFONbY/BrphW7MejDQS3F4yUm04ksIB3oJmoajgnObuSKnwaQ2slCYr4QTqisKzqapWF1eLF4/hqLgTbLT3qZRsCcclCbaFRr1j81uYEIIURmyeCcsJoFlIBDgt99+Y//+/bRt25b27dtXu67zzz+fwYMHs2TJEv7++28Mw6BVq1YMHz6cJk1qf0L+ypUr6du3byioBBg+fDiPPvooq1at4uyzz67wvIrmfjZt2pS0tDT2799fa+0Voj6xeQOYdINiswldgSS/RrJXIzeJ0DaOjjgLFW0e/lfzFP7ZSWP/bi8dT0xi3w4PhauKI3o2vQEFV3JiKNi0+DVS1uzBbLXitZqxBHQS93lwLttN4qBm6PluTJmyElwIUbsksAyrdGC5du1ali5dysSJE0lPTw+V79q1i3/961/89ddfobJRo0Zx7733VrtRGRkZocVCgUCAb775hu+++45TTjklZvuSH0x2djbnnHNORFlSUhIZGRlkZ2dXqa6///6b/Px82rZtG8MWClG/7Cwy2Fqg07u5ik+BnCR7KBgsthvYTByQIJ3gvuGB6HpcGoz9Z3he5MrFuWxYVRzRY5kUr0ARofrjPD4MFOJ9AeJ9ZZWq5D37M8UXv4+e58bSvQnpc87F2k1WigshRG2r9Ga5n3zyCd9//31EUAlw//33s2XLFnr06MFll11G27ZtWbRoEZ988kmVGzNjxgyuvPLK0HvDMJgyZQq33347jzzyCGPHjmXnzp1VrrcqiouLK+x9TEpKori4uIIzKmYYBk888QSNGzdmxIgRBz3O5/PhcDhCL6fTedBjhahv7lziJ+sZD6fO9tHiSQ+FtvJzJxW8CeVWZ6sqUZuD6wbpbh+7/nTyy7J8ivN89D0jndaZKoluN4luNxk2jdETm2OyhOtPaGGnot5P78d/oOcFUxf5f80h/9KPYnK/QghREV1Rol4NVaV7LH/77Tf69+8fUZadnc3PP/9Mz549eeWVVwCYNGkS48aNY9GiRYwePbpKjfn+++/p27dv6P3y5cv5+eefufLKK+nYsSPTp0/njTfe4K677qpSvXXhlVdeYc2aNTz33HMVpmMqM3v2bGbNmnUEWyZEbPy4W+eRFeGux0IPwaBRLxc0lnsb4tOCw+NGcNW4z4CZt/wBgMms0Of0VAq2OkJho7fAy+7NTq77v15s/jaPuEQzHQc3YlP37Xi3loSqVcwKcQFfxKX8G/aj7SnB1EzSlQkhYk/SDYVVOrDMy8ujdevI9B1r165FURTGjBkTKouLi+PMM89k7ty5VW7Mvn37Iq6xYsUKmjdvzk033QTA1q1b+eyzz6pcb1UkJyfjcEQvLSgpKSE5OblSdXz44YfMmjWLu+++OyJQrsj48eMZNy68Z7HT6WTUqFFVa7QQdWD1zvKpyglnMD9g+Bq/DqYDdscxDPDppfkrw1Gn74DqtIDBui9yo6rf8kMhIyZn0efCFqGy4xacxbZrvsG5ah9xHVNodlV7PHd+iYqGioaGGSU9ATXdDvklwS0dm6VH1S2EEKLmKh1Y+nw+bDZbRNnGjRsBOOmkkyLKmzZtWmFwdjh+vx/TAX+A1q5dGxGYtWjRgtzc6D82sZSVlRU1l9LhcJCbm0tWVtZhz1+6dCnTpk1j0qRJoZRJh2K1WrFaJZGzOPo0q2hNjKaX9kCWBZaAv7RX0qwGg0m/Fn2eAs395XoZ/UbUAyot00Z58V3TOX7lGPTsPNSWqWA2Ufj4IsxFwV5MA1BOboVy4ysw++tgG4efAO/dCunSgymEqDmjgik5DVWl51hmZmaydevWiLJ169aRlpZGZmZmRLnH46nWDjlNmzZl/fr1APz111/s2rWLXr16hT7Pz88/5LByLAwcOJA1a9ZQUhIeWluyZAmqqkZNBShv7dq13HnnnYwZM4ZrrrmmVtspRF3LcZQGkGW9k4YR7IHUjeAQt6k0kDSMYLZzjwZeLdijGWcCqxo8zqJAvBmTOfJxpKkmkpuEv3RZ7SqnXtEyqh366q1oLW6Fdv9Ca3QTvuveDgWVUDoDc+F69FeXBINKgC9/gTveie0vRAjRYMkcy7BK91j27NmTRYsWce6559KhQweWLl3Kjh07KpxHuWXLloPmezyUM844g9dee42CggK2bt1KQkICJ598cujzP/74g5Yto/+wxNIFF1zA3LlzmTp1KhMmTCAnJ4cZM2Zw/vnnR9zT5MmT2bNnDx999BEA27Zt41//+hetWrVi5MiR/Prrr6Fj09LSar3dQhxp8XrpcLYBERMp48ylC3QIBpWeQDDIDG3pWPqvzQRlHZCGQc89+ZEXUBTOuLYV6/+3i4BHp/fYlrToEvmF1dB0jOGPYS4pXfRWUoLy6lf4SENBR0FDJ5jeyMACHLBN5Ne/IoQQIrYqHVheffXVfPrpp1x22WWkpKRQVFSExWKJSvytaRrLly/ntNNOq3Jjxo8fz759+/jmm29ITEzk/vvvD/V8OhwOli9fzmWXXVbleqsiOTmZmTNnMn36dKZOnUpCQgJjxoxhypQpEcdpmoamhYf0NmzYEFrZPXHixIhjR48ezX333Ver7RbiSLMW+Gjs1dhvO2Aqh1kNB5UQnGNpNZUu1FGDO+/oOoO25rGpeRrFNgvxfo3OOcU0cUXuvKNqGl/c9xuaNxiJLtpQiPJQNzoObYIe0IP7ka/eiloSmUnBRAAbhVhwlu7Yo+KhEQbl5oR2boEQQsSC5LEMUwzDONiazSgbN25k1qxZ7Nixg5YtWzJx4kS6d+8ecczq1at56qmnuPXWW+nXr1/MGqrrOi6Xi7i4uIjdbY41DoeDIUOGsGzZMhITJbGzqL8eW+Rm5fxc9sRZcZpVGnv9fNMiLRhAliZDLxsqb5FTQrHVjEk3aOzz06+oBNsBq8c1oHVePrqiYigKKgbxTjfWQGTCy6ZdkmjayMTWL3ZjTTQz4PQEOt3/crmW6ZRPlKljgnZpqFv3BgvSE2HpA9AjK6a/EyFEw3TzRb9HlT37QZc6aEndq1KEdvzxx/P0008f8ph+/fpVa0X44aiqKoGWEPVIu/ZWvjartPAEF90YEBzuNivhXJYmBQI6A4ud5FnMmA2DDJ8fa7mURCbAZbWS7A33WioV5CnK3+KgZHVwYaCn0M/SeYW0sSYS5wsvFtSJnjyuoqF/cgf8sQucHhjdG1ISavYLEEIIEeXY7foTQtSq1CIPOgqF5mAmBxUjGFCWHxJSFayGQTNfcH6jYlS8frJ8GBkwm7EEyq0gd3ox+QNYvRqGoqCZFDb5OtGWv0iiGDfx5NCYLDbjJx4dMya8mPEGFw6Nid0oihBClNFlJDxEAkshRLWs/NmDXwFLKCJUSPVrFFpMUccquo6hqhgYqIaBpiiYDpiFYwBeixkO6LHUzSbMHh+6xYSBgtkfIKHEhcUbCAavhoE5YOA0xfOH1u2AqxlkkouJACbAwIYXO5bM1Fr4LQghhMyxPFCl0w0JIcSBtjiUA4LKoLaFrnD6oTIBHZvLRducXNrk5uHVAvgVhYCioAOaouAzmbCW6500m8Hi9RHn9GB3urH4/Fg9gYgeUUNVyEuLTEHWmBzM+DDjw4QXE35UdHBGLg4SQoj6yuFw0LJlSxRFYe3atRGfvfbaa3Ts2JG4uDhOOOGEam2hXZsksBRCVMu64ujHR7rbj+oJhPNZ+jSaOtxkenwYJhOqYqJjkQOLpmHSDew+P2ZNA8Mgze8JV2QYJKga8Q4vNrcfm9tPfIm3wm3TAiaFVAqx4iWJEjLIxYy3dOcdHRMBzPjA6Ys+WQghYkAvTXB24KsmHnzwQQLlFi8CvPfee1x77bVccsklfPrppwwYMIDzzjuPVatW1eh6sSRD4UKIatkVbyXN5MGmhdP47E20YZjVYHohA7ConL9lV7leRpXM4hJMBzx4PWYTiieAqigYCqi6gctv0MoRQNXDuSed8SY0c+QDOy7gpxk5ofcW/FGPdAUNpUVKbG5cCCHKieVQ+KZNm3jhhRd48sknmTRpUsRn9957L2PHjuXBBx8EYOjQoaxfv54HHniAxYsXx6wNNSE9lkKIalEUhR9apbIzyUZ+nIUtafFsbJrIqbvyae/10ibgY+jufFI90T2FSumab610ODwuoOG22VANA5Neuringt0r4jUDRQvv9GPya7TpmRTK024ASvfm0Y1VFRSTPO6EEPXfTTfdxKRJk+jUqVNE+datW9m8eTMXX3xxRPnYsWP56quv8Hrrx3Qf6bEUQlRLwBXAY7GyKfWANGC6QprXT4tdBaEio3ShzYF0RUE3qaGeTFXTMQcCmPwBTJqG32LG6g1g1iKTmpsa2TBKSnswFQXdrNL06i4oP/6MWlCMEWeD60+Dh3NgT2HoPOXSAZAq6YWEELWjolXhXq83Ktiz2WzYbLbog0vNmzePX3/9lfnz5/PTTz9FfLZp0yYAOnfuHFHepUsXfD4f27Zti/qsLshXeCFEtQQUpYIcQUbU3CJNicxIqZe9P6A3UjeppBQVk1RYQnyJi+T8Ykw+P+YkC1B6GVXB4dYih9UVhW03fU5cwX6seLF5ijFufAft4YugVSrYTdAvC56q3R27hBANW0V7hT/66KOkpKREvB599NGD1uFyubj11lt55JFHSE5Ojvq8oCD4hT01NTWiPC0tDYD8/Pzyp9QJCSyFENWiHmTPLkPXMGvBl6JpqIaB36TiN5nwmU1oqhqd65Lg8Hj4ZzAHAqRd1hZnYxuONCspY1qh+fWo88pPbzcRQLv+bdixG9wlsHojTHyxBncqhBBVd/vtt1NUVBTxuv322w96/EMPPUTTpk0ZP378EWxl7MlQuBCiWlSnD5JM4cmNqoJN18jwBUIhoongwpx4/wFpggyDQPn5joaBzeNFM5swFAVF17F6/Ox5ZTMZJT4UA4rmZaMmWdDK9Yi2cu2LbpzfH/l+0Y+QVwKNkmJw50IIEamixTuHG/Y+0N9//82TTz7Jhx9+SFFRERBMOVT2r8PhCPVMFhUVkZmZGTq3rCczPT29RvcQKxJYCiGqJc0XwHD5KbGUPkY0g0yHJ+IYBXDG2bAaBqquAwoBk0q8x4PXZsNQVTAM4nw+AjZLaE6lYVJJ2O8grSA8Pymp2I9iNeE2GfgtKooByR43Tb0FlKeglS8AqzzuhBC1o6Y772zbtg2fz8eoUaOiPhs6dCj9+vVjzpw5QHCu5YELezZt2oTVaqVdu3Y1a0SMyJNWCFEtFpRwUFlqV7yNPLNKRiByyNpjsYR+VnSdOH8Au8+PrqqlASdoJlPEYp0ER3QOt3hXgAQ1gFO1oBo6TVLByCMqvZBKuZXougH+6PqEEKI+OPHEE1m6dGlE2bp16/jnP//JSy+9RJ8+fWjXrh0dO3bkgw8+4Nxzzw0dN3fuXIYNG4bVaj3Sza6QBJZCiGoJqNFTtAOqSr7VQkYg3NNo1fTIBTcmE16LGbvPj0kPB5KqHhmMKhXM4VT8Gna/DxsaYGCUaPixhHJXlp1iotxQuEkNvoQQohYYNUyInpqaypAhQyr8rFevXpx00kkA3HfffYwbN4727dszdOhQ5s6dy+rVq1m+fHmNrh9LElgKIaql0KygGkZErsl0r5/WDncokDQZRnBP8HLzj7wWK3ZfZPCnlEtJFDCrwbyUpe8NQNdAp2wvcgU/ZgpJowl7KHu0B7CjpadjOnCF5FVDIUXSDQkhakf5nLu15dJLL8XlcjFt2jSmTZtGp06d+PDDDxkwYMARuX5lSGAphKiWwsQ42hS5ybNacJhNNPb6MRSw6jrxRul6Hl3HpOsEzJGPGlWPnANpAKo/EAwuFQVFN3DHmYlX1WBgSvDBbVINKLcw3EkclgOGvs0E0O64EnZshz/3wPAT4IazauNXIIQQtWbIkCEYRvTQzcSJE5k4cWIdtKhyJLAUQlSTwk67DbumY9N1XCYVp8VMkQqZJW4UQNU04lwecho3wlCD3+gtPj+JDie6yRQavtZMKqoBGXsdmAM63jgT7iQzxn4FrbQnwABsJg0CYMWHjkoAM3bc5VplYEq1wtT6++AVQhxbjlSP5dFAAkshRDUFh54dpQt4vCZI8gewG+EEuYbJhIpBm127ccTHY9J1Ep0uPPFxofmQCqBoOk12FxPnC/ZkWhw6Vk8AQwnPtVSAVG8xTcjHjhcDKCKJOKK3MVNa1Y+0G0KIhqGmq8KPJTKbXQhRLeluf9QCnhKzCXO5RTjueDuWgEZacQnJDicQnfNNATSLKaLMEjAwyj2sy4LKsnNSKUFXIvPEGYoBPVtX866EEELUhASWQohqSS6fhJzgA8VeLrA0Src3K8ujrkPUYh5V07G7yqUIAtRy8ymt5dMIAYqh4yWeAFZ82PEa8fD1r1W7GSGEqAEdJerVUElgKYSoFtUwSPVGBpftHK5geqED6TqKERw2VwAVA4s7cvg6Od9Z4RaRaWc0Cz2lEns3wsAUdUwACxpx+EgkgB0dO1pu9PC4EELUFkNRol4NlcyxFEJUS3O3m7P27+PnRqkUWC20cbg4rsSJGQVNVcAAXVXAZEUvmydpGOiqQottueS2SMMdb8Pi89Nob1GF1zjxjUHgDhBw+Ensms4O5UcS0FBKZ2hqmPBgByLPNzLSavPWhRBCHIQElkKIajGhEK/pnJyTH1HuMqkklzhRDANXgh2zP0C86qNF7j4CZjN/N2pOYUYivjgzJl1DN6s4Umyk55df3Q2bJ39H8cd/g2aQMrQZCVjJIR4PFhQgEXcw8fmB2YsSrJiGd0IIIY4UWbwTJoGlEKJaUt0+dCLn0+TZrZywaRvW0u0TNVUlWXOiOjX2mtPBgDY7d7IjM5PEIjd2lw+fzYzfZsXAHbFYRzEg/8NszKW9nUVL9xBITiO+uJgU3BiACxsZ9/dHXfID+vK/ULo2wzrjfJR0SYYuhDhyJN1QmASWQohqaVvk5I+0RNqUuIkPaOyPt9F4f34oqASCydEDJvQDEqTnxqXSakcu+MJlnjgzTruKfsDKcKtHIw4/SXhRMPBgwVbsw1raPakACXhxr8whc+nNtX/DQgghDksCSyFEtZh0nR45hWi6jt+k0rzQT5O84FxHU0AHw0Azq/hMZsxaeKxa0Q0MnylizWScJ4AzPnJhjs+mkoAHPyZAwUoAa/k9wIHAj7tr4/aEEKLSGvIq8PIksBRCVItCMHWQbrNiAvyAx2olY38JVn8wkAyYFHxxCgEl/KgJrhCPfggr5VeFKwouxYa5bEtHFMwEMBGIOEyvIE2REEIcSZrElSGSbkgIUS1Wnx+/xYzPZMJrMuFXVcyaEQoqAcyaQZxLI8FfujDHMEj1lmAJRAaHiqETKJdJyOoPoOgKGiY0TAQw4cYSsVW4HxU1Xr4fCyFEfSFPZCFEtVgCfkrMCaFk5xoQX9p7GLFdo6GgeE0k+HwoQECPo4m3CJduw2O2YNE0Uj0u4n1W9qclEDCbsHv8ZOaXlNZAqDYNE21Zi5uU0p3C3RS2HXrkbloIISogi3fCJLAUQlSLZjFH7aBTkhhHSmExmilYruoGqg5m3cAUijYV9ick0LTESYbLiV9VcZksJLv9JLkLMSgbSjGg3JC5CQ0VnXgKKdurPNWxozZvUwghDkvSDYVJYCmEqJaAyYSq6ySXOLD6AzjtcXisZjRzeIaNblLA0FE0A6O0WNXAQGVnagpqQEc3Kdj9AeL9rtDuPBDsnzTKPaLS2IdGIgpqaa+oH7Vx/BG4WyGEEJUhgWUFsrOzefzxx1m/fj0JCQmMHDmSKVOmYLFYDnneBx98wHfffceGDRsoLCxk2rRpnH766Ueo1UIcWZaAn/SCYkyli2vivV5MvkDUcYaiYAkYEcPjmg5JxeFFN944FTMuAoSDxOZsJZdWeIkLXg8/meSglPZnKqWlmt1ewUaPQghx5Miq8DAJLMspLi5m0qRJtG7dmunTp5OTk8PTTz+Nx+PhtttuO+S5ixYtAuDkk08O/SzEscru8YWCyjKaxYShRK7wNukGZreGGjBAAb9VId6jY9GDj2IDMLl0AqUBZJkimtCWHRgoGCiY0LEQHbiyeGPsb04IIapAkzmWIRJYljN//nycTifTp08nJSUFAE3TeOyxx5gwYQKNGzc+6Lmvv/46qqqye/duCSzFMc9aQe8kihJeuQNgGFg9GqZAaaEB1gOCSgj2PNrQKJ+kwkEqOjnY8ACgY8JARYlYF14201IIIUR9IOmGylm5ciV9+/YNBZUAw4cPR9d1Vq1adchzVVV+naLhUAIVDHsbYHcGMPs1zH6NOI+G2a+ToRXSTttNlraHeN0dFQqWT2EJoKBjwYuKjoqOGT8BzBHH6ijo8hgTQtQxXYl+NVTyRC4nOzubrKysiLKkpCQyMjLIzs6ukzYJUR8pVlPE8I8BBMwmLH6djH0eGu91E+/009STT2tySMNBI0rowB7M5XbQ0VCx4I0oa0QeZgKouFFxQWmvZgAbOgoaaunweUVhqRBCHDkaStSroZKh8HKKi4tJSkqKKk9KSqK4uDjm1/P5fPh84UUMTqcz5tcQojaYLCpeLGi6gWIYGKpC+v4Skg9YlGN3aaVhYJgFjQyK2EsjypbgJOGmDdtxY0MHrGgkk4+FAtTSoW8DB36SDnhoGai4CajWI3C3QgghKkMCyzo2e/ZsZs2aVdfNEKLKlICGWYOAzRKa55ixJ/rLlxN7VJkJjZbk4cGClQA2AtgpJI2C0gU9KhqWUFAJoGBgxgUHrBxXAJNFj6pfCCGOJNnSMUwCy3KSk5NxOBxR5SUlJSQnJ8f8euPHj2fcuHGh906nk1GjRsX8OkLEmrnIjd3txxMfh2YxY/H4UHTt8CcCfiwk4MdC8HgrJdgpCH2ulA52lxfMbVlOnCQbEkLULdl5J0wCy3KysrKi5lI6HA5yc3Oj5l7GgtVqxWqVoTxx9DF5NRQD7E5PqKw42UpisQ9dCSYwVw2DVMNNPokk4SaACQdxJONAQUHDjIpOCrkVXOHwcycNwEhLOexxQgghjgxZvFPOwIEDWbNmDSUlJaGyJUuWoKoq/fv3r8OWCVG/qFr0EHRCsR9NNWEoCigKuqqiKjrNycGCl0RKaMVerPiwEMCGFys+/ETvnlPR938DtTTtkFK6ItwMTdJq4e6EEKLyNEWJejVU0mNZzgUXXMDcuXOZOnUqEyZMICcnhxkzZnD++edH5LCcPHkye/bs4aOPPgqVbdy4kd27d1NYWAjAhg0bAEhLS6NXr15H8jaEqH0qGJqBOaCjGMHtGxOdPsp/Xy1UEsGAOMKLeqwE8BLcycpAwU0KicRhKc1ZWbZL+IG7hQd/VjFKX6GyZtJjKYSoWxVk9W2wJLAsJzk5mZkzZzJ9+nSmTp1KQkICY8aMYcqUKRHHaZqGpkXOAXv//ff55JNPQu/ffvttAE466SReeeWV2m+8EEeQrcSLLRBc+a3oBrpZwaYH8CqRUzsqSmBePvekArhIJhnPAUnQVRQsBNMMGSiYMTBK6zNK61ZRe2XVxu0JIYSoBsUwDEkCV484HA6GDBnCsmXLSExMrOvmCHFQH2TMIaE4gHrAiHiy7qREiQ8OhQMYBum6g878FdHz6CARG14seAhgwUsCKi5SKaYsaDRRiAlzaG9wAwMdhYApJbjZOEDLNKxr/4vSNPYL64QQorJ63pATVfbzC03qoCV1T3oshRDVEueJDCohuO1iW30XjdiPik4B6fiIi+izVIAUcrHjCpV5cKLjxYoTBQUDg/9v777jq6rvP46/zjl335udQEgCJIBsUBRQURBbUCujKGhtpVWsta62VmutrdZRN47+3DjqxjrAgdpWcCIqiMqQKSNAEkb2Te6+55zfHze5yU3CNAvyeT4ePNp77hnfe3Lv9X2/M4ILkxBa3ehwBRV13ECsj8zCeO0bSHej/fJ4lHR3279YIYTYh2jX7VLZjARLIcQhcUeChHHERmaroBhgw08+W+NB0oMfPy6g8ZRABo5GoRLAQQCI1DV9x8KnlSCGZket73Ji1eDGaShDc1GH5rbtixNCCHFIJFgKIQ5Jkulnp8NJyGUBVUHRTYaV72zWo9KBnzBuNCJQt7Z3Sz/uY03eZqPHGtGLx6H1zgJfCH4xBgZLoBRCdD7RLryEY1MSLIUQh8SimoTcFqjrT2lqCmGblSZLfmOi4KIq/rVroCSM9o7tY9ZtTaT17Q7XTm6T8gshRGuJSK6Mk3kshRCHxG+xx0Nlve/dvZuNAg/gSdiiYmKgxvczifXNbDohuomBMjivDUouhBCirUiNpRDikGgtrN4Y0BxUkokLH2ASwkVLK+gomCjo8WmFQCOCipUo9TNYhnFhHZTTpq9BCCFaQ6QLT4jelARLIcQhcQd9pNntVDrqRmWbJv1qijDRqKV+NRyDZMqbHasRiddixtbQCePHkxBB1Uw7ap+uOV2HEOLwEunoAnQiEiyFEIfEwEK36hq6+auIaBrOcIQ8YxcWwkTrmrob10AS71upN+vmrmBiJYDSIwP21KAc1wtt/hXt/pqEEEL8MBIshRCHxEChO5VYI3r853oUlSR2JwTHCG5UwphY6prAI5jYUJrES2XqMVjfuqrdyi+EEK3FL03hcRIshRCHxIMfK4kdLXWcNNRQxmgEMdFR6tKnWbdn468fEwNzxkltXWQhhGgTAcmVcRIshRCHxNVkkvMYtW6t78TAGVvn2yAWOtW6YTt2NMIYWAiSjKtvZnsUWwghRBuS6YaEEIfETRlgYqlbilElikawWag0sKEDZl3ojNVOjiVECn6yCJKG5adHo40p6JDXIYQQP1QYpdm/rkpqLIUQh8RNBQp+1LrfpyaxSYIMXMTWoTAxsWKqGtqUYbBgObjs8NfpWK8/G2XJVvRPNqMOycYyeXCHvhYhhPhBum6ObEaCpRBHCNMfJnTVm0Re/hYlzYntrxOwXTqm7a6HFa1Ro0fse9WKiY6l7qtFV1SMz25FObE3RHXQ1Pik6paTCrCcJLWUQghxJJFgKcQRInTdO0Se/BIAszZE6LLXUftmYJk4oE2up2BtYZtCEJXoa9dgVAVwXTgKzaLFnqz/XyGEONLIqPA4CZZCHCGi81Y13zZ/dZsFSwNoGhXNun+OGUe3yTWFEEJ0bjJ4R4jDlGmaVH++m4qFxRhhHSU7qdk+SndPm11fxURHjU8sZAI6FjRX85pMIYQQXYPUWApxGIrWRFhx+v/wflEKgL2Xm2P+cjJc+SoYsain9EjG+tu262OpEEHHiVk35rt+ZR3r5ePa7JpCCNEpSVN4nARLIQ5DRQ+vi4dKgNB2H1s+9DN4+R+JvrYSJc2J5YJRqN2a12K2FnXmCfDi8rpJ0VVi9ZW1aDfOaLNrCiFEpyS5Mk6CpRD7M/sduO8/4AvBr06G+88He8c299Z+W95824pytBGnoo3Ia5Nr+rbVsuqaryj/fA9Jg1IYevM5pL38BeghlLpgqZ08CJJdbXJ9IYQQnZ8Ey04qnPY7QsbeR9H6J48h7a2L2rFEXdTry+DP/254/OgiSHHCHT/ruDIBKWO6see1wsRtJ3Zr02suOe8TdlQYBLqnYtsZpXzmEqZseQzrI/+Br7fAr8bBL09u0zIIIUTnJFWW9SRYdlI2I4h9X8GyOtCOpenC3ljefNv85R0eLHMvG0jlx7soe2s7AJ5j0ul718hWvUaoxEfFW9uwpNmxD09ns08lkOEEIOy0EnDb2PFpOX3u/nmrXlcIIQ47kivjJFh2UgYqxj4G7VvLKtqxNF1Yj9QD29bOVLvG8Dd/jH+TF8MfxTM8vVXPX/3JTtb85L8YgdjyjNH+qQQyEq+hWzU2LK+iz8xWvbQQQojDmATLTiqKm0izWQIb+PJ70nYTyYi4KyfC859BqTf22GaBG37asWVqxNUvuU3OW/jXr+KhEiC8vRZ7sosTi74mz1tCmSudL3qORF1eTfSmEsyNe1AnDkK98AQUVWYxE0J0MVJjGSfBspMKqFbUffx5ooqsYtIu8rNg9Z3w3OLY4J2fnwgDczq6VG0uuLkm4bE9rDN17X+wmWGsRphMXylnrX0XxUhCXxIEwPj3ctRvd2B9qGO7CQghRPuTZFlPgmUn9cXQU3Bg3+vz/Se1zWoqogXdU+DPk9vs9MZLX2K8vAzS3Gh/nIBybO82u9aBSj0tl9IXNsUfuwwfDjNIVqBhNHqt1YU1YkCj96nxxGeYd/wUJcnRnsUVQgjRSUiw7KRGbn0P1z4G72xZeSYwsP0KJNqE/tAHGL9vGHUenfcNlq9vQBnUowNLBX0eOIHIniBV/ytCdVlwdIOswsQpjjwRPzud6aQHIg0bIzqEotB202cKIUTnIxWWcRIsO6nMmio8xt77qlV+sAKY3m7lEQfGrAmCx45ygKswGA99mLghEMZ4+jO0e89pg9IdOGuGg6H/PYNoZQjFobH5hH8SwkER/aklFQc+ctlERLUBDcFSPXMISqb0/hVCdDWSLOtJsOykTBTMfbxRrT6ZbqgzMVYVEb3wecxvd0DvdCwPnos29ej9H6ibzbdF9WabKldXsubu1dRsqaH7uO4MvX44thRbK5R8H0V74Ut45H3MDA9amY8tHE0QNwB+UtjM0bh9u1B/MgRj4x7UiQOx3DmtTcskhBCic5Ng2UmZuDH3MSo82zDasTRiX0zTJDr9CcxNdUssbqsgeu5TFL/8R756fDPVhbXkjMni5NuPxZOTuCqNcvHJmH99o+FcFg31wsT1vcOVIT6Z8SGR6ljNYO2WGvxFfk5+se3W5I7+5VW0u19FIfY+S6U72xlM/ZrgEJsSy46K9b0r26wcQghxWJAKyzgJlp2UiYaxj2BJmdRYdhbmxt2Ym/agEkUhiolGbdTGB9evwIjG9ilevIcPf7+Mqa+PTzj2P/1HU3VcDaO2rcNvs7No8GjOTe5GfqN9Sv5XHA+V9XZ+UEKoPIS9ZDf4QzCqL/yAaX7WvFnEty8WEgnoDJqcw8jZb8VDJUAUFQWjyY8dFX0fc60KIUSXIcEyToJlCwoLC7nnnntYtWoVbrebM888k8svvxyrdd/rQ5umyXPPPcdrr71GVVUV/fv35+qrr2bYsGEHXQYFA3Uf71RDl/+gd6gtu2Del5DmRjnjODQCaARQiNXpeW0p8VBZr3RFBf7SIK6shhHTSz6toaz/sXzS/9j4ts8Xe8nv07CP5mz+MVUsCurP7oMPVsQ2DMyF//0NemUe9EvZ+lkpH962Jv74q6e3cGxdv8n6+kkTtcUa9MbhUwghhJBg2YTX6+XSSy+lV69ezJ49mz179vDAAw8QDAa57rrr9nnsc889x5w5c7jyyis56qijeO2117jyyit56aWXyMvLO6hyGGjo+6ixVE35D3qHWbgCJt8B4brk2DMTDT9K3Q8BBegZKMKhBwlqDQHR4tKweRI/chZL8x8PVmvij4ac03PxFHio3Vob39ZnsIb1/RUNO60vhuvnwku/P6CXECiuxbemjLRTevL9e8XNnq+2JFGkFaArFgxU0gOlGJrOqqP6UpaeTHJtgMHfb6eH33dA1xNCiCObVFnWk2DZxLx58/D5fMyePZuUlBQAdF3n7rvv5qKLLiIrK6vF40KhEM888wwzZ87k/PPPB2DEiBGcffbZvPjii/zlL385qHIoBFD3FSxpYdCHaB83vtwQKgFlRxkmWvwfGChEGejdzC5HFsmRGnY6u9OvpwtLk9rHCT9J5cV/lcYf2+0KY09NXE1Hc2ic+vYENj29kZrNNXQ/JZuCt95qXq5lmzCjOsbnW1HSXahDW57IvfDnr5H+6mKSjAgVDg/KSSdAk3WcypXuDA2sxkpsIFE1Hj48dhzbM2PnrE7xUJHuIumrErIP9L4JIcSRSnJlnATLJj7//HNGjx4dD5UAEydO5M477+TLL79kypQpLR63atUqfD4fEyZMiG+zWq2ceuqpfPTRRwddjmp6Et3nnyeCTEH9wxneEKGvd2EdkI4lp+XJF81qP7y6LLbyzvSRmN/vrvsO0Yg1FhtEcaE1+mbRsTG8Yg3H1TUVm4Cxw4pZMzlh8vDxE1JJWruZZZ/X4LKZ/HhmPtnpCtz3Hny8DobmwdU/wZGVzNC/DG8o1M5+8PqXia+lfx6hfv/A3BZbR16dPAT76xeh2Bu6cFS++z3d//1hvGdkcrCW4V8sZkv/HxPWYqPMFdMgL1yMFRPq9jQcGtszcxOu53O6mT/qxxxzAPdZCCFE1yDBsonCwkKmTp2asC0pKYnMzEwKCwv3eRxAfn5+wvaCggJefvllgsEgDseBR0G1rlfb3p+P7vU5cWB8b2yg9JfvYPHVEtVspNw8jtRJeZh//jesK4bJx8IfToMf3wM7q2IHXf86AdOKjfofHgoRTBxN/lYq4MeDFW/dXqCaEcyte4h+VQzeAJaZo1Dmfc6xf5jDcJyo6GjzVRh3DPxnVexE73wLb34Nq+7A3FODsXI76sQhKD8eCpoKekOXiFBhKB4qAYx31hD915eoTgvGxxtRhuYQ+LaCxHHpkOH3ct7ad1mTeRQRzcKA8i24zAAmJjoWFAw008Cs63FZa7XgikbRTAgdxHtaCCGOWAc4d3FXIMGyCa/XS1JS85qrpKQkvF7vPo+z2WzY7YnLMCYlJWGaJjU1NS0Gy3A4TDgcjj/2+WJ91rwkEWXvg4Xc+30lnZ8ZjGDuqUHpmXbAE4of8rUMg8B9Swi9vAolzYnzj2PwXjiPbN8ONHQMXcF7YxXmLcUoUX9swMqcYoxXv8SoDFNOt1hfw2A5FiJY8KGgYwI+MnAQwUDFwIKCjoZOBDt+MgEDExU7VYRG3IdixEJo+Oo3saSECZNH7KNoYvojeP6zEpUIYAAqrC9CH3kj6qoNsTpSRSU69mg0XSeKExMFC0HMdaXNXnfkpgU4SouwoGOikp7ejdicA0EUdAxsRFBICVczpuTr+rtFFI0wqfF+o5ZQhK+yUvg6pxsVTjvucJQTSkpxheUHjhBCiAYSLDvYM888w5NPPtlsey5rcO9jKpfgYb5mXvSJJYSvexuqAigDumF/+QLUET0P+XzGhj0Y35einVSAklZXJ2cYYJqgafhv+xj/TQ2r3EQ+2UqyXolW14dQxSSV3ahRf93k9Cqgo1aWso2B9GA7Kga76EkPduDHQyXZaESwUkMIO1Fc1He0sRDEhQ8b9T9GVIKkxUMldXtGqi00fAwVFNOGSRTiNdIGJjraqu8xiY3OxjRQPl2Njx6YdceGMNBMnaYdfbTSynjttoKOvWInEdWOZkQwUbFQA5qNWsON3QygYhBQ3WiGBQvR+NlMFPruKWRh39jfyGez8EHvbArK9/5jSwghRNcjwbKJ5ORkamtrm22vqakhOTm5hSMajguHw4RCoYRay5qaGhRFabEWFGDWrFnxwT4Qq7GcNGkSGhEs+wiW9YHocGRs3EP40ldjoQ8wN+wh9PPncK6/4ZDOF/zdfCIPfxZ74LTimDsTy2ffwCPvxdaunjyS4DdN7qVuEsWGjVB8k0oUv+rBaQRRAAMrYVQKWBcPWL3ZiJd0SumLCx8GFnw4sVND41AXxYEDL1FSAQ2FCDa8BIEodkwUrEQwcCVEQYUoGolzViqxaImCu+4aBjoqJhZUQnXP2zEBjTAawbozuaDJdEAKoBoqYVLj51L1AB6qiaJiouA2qgmT3qRcJhd8+yWPnzi20UaF3R7nfv8+QghxxJOW8DgJlk3k5+c360tZW1tLWVlZs/6TTY8D2LZtG/37949vLywsJDs7e6/9K202GzZb86X5ItgI72NUeA1JHK7/Sdc/+j4eKuuZG/ZgFFWi5qUd3Lm+LGwIlQCBCKFfvYSlZmPD5/ytZSiW/jR/u9cFWxQUTIJYcRsN0+eomHUNxYnsBLATxksqCgYpVAIqIawEcWAjgpMgOp74DwATKyYq1fTAgo4C+LDiwI8TL1b8AIT3UhOtYAFCdSVW0LDgZBcWggAYWAiThB0vSl1fSAsBQjgwsGDUvcZYv8nGvSxVDJz48TS6PwYoUdQmXXxDFgvOcJghu3exJSODCpebkCbzqQohhCTLBhIsmxgzZgzPPPMMNTU18VrGRYsWoaoqJ5xwwl6PGz58OG63m0WLFsWDZTQa5aOPPuKkk0466HJ8zXgc7H0t6FSq6HbQZ+0c1AEtlDzdhZLlab69CdM0+Wq5n3XrguTlWRmzpqj5PjVhotgJkIqJipMq7NEKgqRjIQIohLARxoJOElYisRH4Wg3uJhXBLQ2gCuNgB9nxeUa9uOhGGeU0TE6eRA292JpwnIEFDzVYiAImDjQ0/FgxADtgYsNPBJUoaeg4UAljowoTDR0XKjoGFqz4MVCppUesFhIfNqoBEwMLsZrKSDyQ1vXgJFr3c6Q+oFJXz5n4VaDyTr8hnPX9qoZ7Cnzcsy8b77uN9ECAoMXCzT86g2eP3ftnQgghRNcjwbKJ6dOn88orr3DNNddw0UUXsWfPHv7v//6Ps88+O2EOy8suu4ydO3fy5ptvAmC325k1axZPPPEEaWlp9OvXj9dee43q6mpmzpx50OUwoYVI08DL/kNYZ6WNPwptxjHor6+IbVAVbLN/ivHiUqL/+A9mMIrll6OwzJ7R7NgXXqrg/fcb+vVtSPLwy6Y7qSblRt94/0M/mbgox1lXKwixZm8DAx0LVaRhJ4jawschNio6goGTWE1hkM0MSZi8PoidcjISjqshiQAOXAQancsK6JSTjoFKMlU4iNK4jyVYCNEDs27glo6VAE5slFKDmzBO3FSioGKQhKWuRtTASZQgGk7UuvHbBgoWfKjYARUFEwthAvFBRmb8Pda03vGWsT9hZ1IS5639Fq/NwW0nT+TWjz8gPRB7PY5olDvef5dF+UcBe+8iIoQQXYJUWMZJsGwiOTmZxx57jNmzZ3PNNdfgdruZNm0al19+ecJ+uq6j64nVWxdccAGmafLiiy9SWVlJ//79eeihhw561R2Ar0cXYFX2PpVLSrmfMQd91vYRqQhR/l4RllQb6WfkolqaN5faX7sI/ZPvMTeWov7oKPhyM8GZr1D/6Qzf+ymU+7D864L4MTU1Oh98kDhY5POaFE7xZNOzdhcKoKMSNmzxUBmjoNSFunoaBmHs7KJhbka7nkwqFVgaLWRYSTYOGoJXLPAndlFQ4vsnCmFPCJYRrBRSEF8DvoJ0erGFZBr69BoQD5UNVCrIo4IeAFSRTS6bcRKNXzc2o2YKKiEM1LpSmtTXhDaU1I6JFq+JVWj5B8ysb5Zz1RnTueq06QAcvbOYrCar7KiYDN9VBBS0cAYhhOhCJFjGSbBsQUFBAY8++ug+93niiSeabVMUhVmzZjFr1qwfXIaI3QrK3qcbilo7Z9+26qWlrDjtf+je2AAUz4h0jv34J1iSmzfra6ccBaccBUBo8iM0/WRGXvk2IVj6/AZ6C2OWNmb0wl5L3RQ/VhwEsTaZ51NpIT7paOSzEhfVhHCxi74EceOhmvrI5SSI0mgqegXIYRff0ze+zWwhWppQ15OyQSVp8VBZf7YyujUJli3XU1uavB5bC4O3FBSqySJaFyYd1OKgOmHOUwNbi99/OkpC2Jy4ZgfXWL9hWa9ueEIRxhbtwmuzkxwOJRx35qTcFs4mhBDiYLz33nvcfffdrF27Fq/XS25uLtOmTeOmm25KWLBlwYIF3HDDDWzYsIFevXpx/fXXt0rmaE0SLDsrwwRl743htUn2vT7XWoIBg8KtQbJ72EhNO7C3yua/LI+HSoDabysoeXIjva4Zuu8DdYP6IShQ12xsJIbn7O5W8ntZqF1VQfeyaqqSXFTkpNGnZA8GWjy0hRUNh+nHRQUKBgFSKbWnkB2qjJ/LBJLYhbNuOiAHfnqxhlpSiSoqPpuTlJAPC0azCGfRomi6Hm8OtxPBhxWbZmDTdaKqSg120kx7QnVgpIWPWwQr8fkqARW9rnSJ8S+g2SlxJRO2WHCHQ/T2KXU1kg1MqAuVAApBkogCfuxUkYabWnqwu8Xb/1bBCUSxYCgKNjOKoVvR8zIY6/URsWqUFuTwgT6SM9d+iV3XMVB4aszJXHVJnxbPJ4QQXcsPq7KsqKjg+OOP5/e//z0ZGRl899133HzzzXz33Xe8//77AHz22WecddZZXHzxxfzzn//kww8/5Ne//jVJSUnMmNG861hHkWDZSdkiEazK3keFK7qx1+ca04u91M5egr6xHNuEPrh/dzyKde/nrfft8lqefmw3wYCBpsGU6RlMnpa+3+Nq1ntZM6wXRT0zsIajHLWhhKwVFbx/5zp2fFNFZoGbk37bh8y+iX1ELeePxHLz/PhHUyOMcdxAIr4oOz/dhTXZRvaYLEYt+hpjox/VjAWp2gwHZqShxk1HRTV1stgQr6V0UcY2xzB2ugtwRKOx6XnUKMdWlbDRPoBySxZJupd+oQ0s79OP50ZNxetMIr+8iOsWvkRyIPE1buqWS7nVTe7OSqIWlQ0FuVSpLiqzk7CHIoRtFtzeIP4tKtZyAwdBqpUULGYlkJJwrkrNwzepBQyp2kxItbA6eSgjy7diNhq4pSsG36QNIqLFarD9NhurGMBxvrU0fJmZhGn+Y6NU6U6R2SP+eA/dGcQWtEbTEH2b3peQ2nBsSLERsWv4bTYqsxwogDMSZWnfwYx8diJfvbKJgpNzuGrKwXfxEEKII9IPbApvOhZj/Pjx2O12LrnkEkpKSsjJyeEf//gHxx9/PI8//jgAp556Kps3b+bvf/+7BEuxf7qioO5jNRpf8v7X3jH9YcpPehp9WzUAof9sIrp6D6nPTNvncZGIwXNP7iEYiIUPXYc3Xy3nuFEeeuTufaQ6wKZxffneiJUt4LLz9fFHYZSWUblgJwDVxQFKvqvm16+fiM3V8PZTKmsSzqMAhi/Iv8Z9QKXbjWYY5Crf4NoUQDMb9kkqD7InNYWsqobj+/N9QtO3AmSHy/gga2jDZ980iEZs7LHmALDHms2G1L7MPXkchhqrPSzMyOPO037JdW+9Q3LdND4+XHyVM5DaJA/f9ckH6sZfW2OzjoYcsftTm+pi+ZC+bPXlxMsxZtsXFDlTyCwNoBoGZRkeSpI9mJZcvs0+Or7fIO9OkiN+zLoBN7vsWfFQWa/YnUV3Xw96sBsFk2pSqLamkB7xJ+xX6kmGRre2liRWOfqipRokhf2U2tPY4syiKQOFT3MyKExyYjMMhpTX0LOqlgHHpjPg2NHN9hdCCNG6MjJig0Lr58j+6KOPuOeeexL2Oe+883j55ZcpLCzc55SI7UmCZSd14+knYFj3Hh6TIhFu3s85gm9viIfKeoEXVpJ8/+moaXufBbNsT5TamuZ9+Aq3BPcbLLelJENl4rGbFCcZjSb9DlRFKPyygv4/ajTt0I5KmvJtqKD41IbQs61GZahe0Wy/iFWhN5uwE6CGFDSLTpMuiaxOGpz4g1JR2eHKxR5pCKCbs3PjobLe9vQcvsvoQ4a3FlNTUHXwetygKKhmbFR1qdtBegtLG5amJZPha6juXNZzJAGHi82NKvrUSBRHILHf4oKCMYwuX0dZcjqpPi/bzO7Nzg2ww96D8lDsuaimUJZuZ9SeLVjM2A8Cr9XBtqQMsmuCCcet6ncUZT1S44/Td5bhCIQT9tmd7GF9WqxWOYjGFz3SMcy9d80QQgiRKBQKEQolfr/b7fZmSz83pus6kUiEtWvXcuuttzJ16lTy8/NZu3YtkUiEgQMHJuw/aNAgANavXy/BUvwwAW3/zdlmpIXmcsOs68+4d5ndLHg8KrW1ifv17rP3Uer1XMkWqpoEy5bmgrQ6E8sfwdZsLPSq7NjAHr9Fw2IYKG4nUYuKJdpQLhM4unYF6ZQB4MZHud2FI5pYc+e1Np8Sx9DU2Mo8dZJ8wWb72MNhFo0ezvrMVCIWlUGlVaQFg6Ao6HVBy25CVFWxGA3lMgDFMPDZbQRsNlL8fkI2V7NpfUy1+SCsytQUXu33k4ZyVXrps3knNKrBVgxYNagXhs2KZpiEFcjaXcknOYPICniJqBplzmSUqInPZac0K4mUaj9JtQEqshLvhT/ZhS0YQa1fCQl4Y8RRzcq19QBqyYUQoktqoYHxzjvv5JZbbknYdtNNN3HzzTfv9TS9e/emuLgYgDPOOIO5c+cCUFkZq3xJTU1N2D8tLbaoSEVF80qXjiLBsrPyhcCy9z+P3sIUPk05pg6gJsuFUdoQsuzTBqJm7jsgWK0qv7y4O08/totwyERVYdK0dHL2U1sJMPGsDJ7/v5L4wjouj8axA91s/aChPTazn4feoxP7axp2JyFcWAkCJlHsLOw3ipeH5bM1LQmLbjCqpJx+VeWkfF+GooOpQHI/jbyv9iScK9XnZ7e9G91Cse0+1UUg1Ylakxhwd3lcFAQbyuWq8dN/+0429or1SVRMkzGrN3LT5JOocsR+YX7Yqzt/+3wVYU1lU1oyzmiUnBo/ZR4P6X4/1miUqKZR43BQa7Hy5YBYjatmGBy9vQhPMPHXa8hqwWE2ZMaIquJNT+yHWZOWTMhWjjMYxlRANUz2ZCZRnZWasJ/XHyKlxk+JJ3ZvTaCwbw925HXHrLtAWnUtyZHEMoTtdmozkrAGIyimScRupTAj8dwA1QfwnhNCCBFz/fXXc/XVVyds21dtJcRGh/t8PtasWcNtt93GlClTWLhwYVsWs9VJsOys9jdDeku1kU2oKQ4yPp1FzS2fEN1Qhn1iXzw3jjugyx832sOgoQUUbg6RnWMlPcNKzQ4fKx7bgHdrLTknZTHsN/2x2BNrHo87KYXUdCtfL/HicqmMmZhGaprG6hHJFH1bRXqBmxEz8lC1xJ93lqlDCb78LdFGU/ssHZzN1rTY6kdRTeWLnlmMiKQzb9wIkvw6lR4bf/n6A37UpOyldEcLaYTrfkLqhh130GRdZir5ZVVENJW1PTN5bNTR/Gz5BoaWlLE9PZlXRg7g8X+/RzQSpigzlRPXb2V1j4x4qAQIaxprMlJYnN+Dvt4AQU3l8zyFYRUBwhYLdl0noqpUOeyUW62UuO1EFQWHrpOdkozFrMYeijU7R6wWdqWnUdQtk2rVxGpAMgqeUJim1vTpju4Ls9vjYkBZFcHcNKxNmqZLczMp84fJ2V1O1KKxLbcbFRmp8VAJUJniwfCarM9IxWu3kVfjo2dVNf/Nz+HYXaXYdINV3dIJRvRYVWzdsYphEJKJ2oQQomUtjInYX7N3S4YPHw7AiSeeyKhRozjmmGN44403GDx4MADV1Ynd2+prMtPT9z+4tr1IsDxMKcaBjQq3DMwi7eVDGy3mcmkMHhZbVzrii/LOeZ/g3x1rLt71VRlVm2s49YHmAzlSejvx6w5sdkhKV1A1haPPzuPos/c+ith63giM70sJ3/8J+MNYZx7Hmr450LhF2zR5JmcgAauN3XWVen8eN4WffLOcIeXF8d0CmpscvTT+2EGIUdtXcc7tfycpGCasaUQMMIIGz5w8LKEcvz1/EruTYjW6rw7qw4Cy5n0/13XL4NTiynjM0oEdSU70Rs3atVaNIocNT6Om9o96ZnOipvJNajK6CoO8PkyblXf75+C3xj6KudU+frG6EFujv68OvDC0L8XuhjW+T91Vxqm7Gl4jQFTT2N0zm6Ke2Xu9zwbwac+ceNj8Pi2VpT0y2do9mc8GNPx9NF8I/GHQVKjrS4rRwiSiQggh2sTw4cOxWq1s2rSJKVOmYLVaWb9+Paeffnp8n/Xr1wM063vZkSRYHq609m2W3P7BzniorLf13SLG3HQM9tSGJvIvSkxOf12npq7SbXgWfHqeRop9/7Vd9htPw3bDRDBMFE2l30tRdvkTa+UCVlusL0vdkjGmqvLosWdwSsk6elWX8XWPfvxkxTqaTj7pxA+KQo2z7tejaUJAb/Yrsz5U1vs+PQVLRCcvEEYzTUrcdgZV+RPq7jTAZupsyPSQ4Q9TY7dQ4rTRqyKxn6dumrzQJw9PNDZ1+sbUZJwW8JsK1IRAgWKPk5cG9WLy5hKygmFqLBpvFPSg2Jb4q3dxt3RGl1USttkwFXCFwlQ7nZRbLJTabaimSa4/gKKquBqF1EqrBV1VKPfYCVo1kgMR0gIRthlGwsAl024Bs/7+mCgGzBwhXxdCCNFeli5dSiQSoU+fPtjtdk499VRef/11/vCHP8T3eeWVVxg0aFCnGbgDEiw7LdUwYwNt9sK6z3by1mce4Ijg6z9tCJUAq0rhiZUm147ef7CMGiYLC01qI/CTApM7T1E541WdkF/HVBX6d1PYtMcgotY1vyuAabL4qIEs7Tc4fh57ROGXKz5NOPdXBflYdIMeNUHCmspujx2LCtFGLyslGKLakRjgDFVl3O5KkiMGBjCoshZLC/fCE9JZ1ycp/jir3Ndsn91WC92DkfgAHnfUoMxhgcpGE2X6o0RMhf/mZmPVDSKqgldt1N1AVcAwiaoq29LTcNeFRq/DwR6rFb/DjhNAUdiQkkSx04rbplLmspMSimDzRdiV6cHviH3096Q6ya70N5uLXzNMuqVp7PLH7vPkfHj+nP0P3hJCiC7pB/YUOvvssxk5ciTDhw/H6XSycuVKZs+ezfDhw5k2bRoAN954I+PHj+fyyy/n3HPP5aOPPmLu3Lm88sorP7z8rUiCZSdlpDkxrHufEigUjOz1ubbQe0IOru6OhFrLgjPzEmorATY0bzlmQ+X+Q2ll0GTI42F2RmMhyonBm1MUxoRr2bBHR1FgbK6ddWqT/iqKQsBux9bofjw78mTOc5Zg/WITAGZ+Bu/M+inT1u/EXjcifrvHweLcdLCqoJugKpiRcKwms1EtpiOqU6xZWOyyYgA5kSjH6jolDhuFDjs202CwL0i5xQK1EbDEzldjURutpxNjM8yExwqQHNYJNKop1EwTZzRW3Rqpq5V26wbVHjt4bLFgGTWwVwXioTJ2GxQ8pkHjOmVTVdiT4YmVCaixWyHJjD+utzvFiakn/o3cvgg7b2w+kl4IIURLfliyHD16NK+88gp33XUXhmGQn5/Pb37zG/70pz9hs8X+O3vyySczf/58brjhBp5++ml69erFU089xTnnnNMaL6DVKOaBVkWJdlFbW8v48eP5dvwCDMs+Rm+rCuYdSXt/vg14t/tY+fgGqrfWkHtStxYH78x8V+eldYlvqZcnq5w3cN9N99OfDzB/T+KEQ73LajD9DW3aUU2hJLt52OlZVks3X0M1aXqqSmW/VPTl23BHwmwbXMCgjRVkNdqn1G7h/f7ZiU3hugEVgYbR+KZJzxo/O6yJ5bKbJqFGqxcpphnrs2hrtJ8FUhWTvHI/9qhBjcNCtQH2JrXQEQV2Npo6SjNNcptMBxW0aezp7kmcbkg3uGjltoT9QqrCLldDP8w9DiurclMTb5ZCLJw2kbmrhqDTiqkouANh/DYLNbe37/tLCCEOV8qtoWbbzL+3/dLLnZHUWHZSeaEIpr73Wslxw9r/DZvcy83YO47d5z73j1cpqTX4aIeJTYPLj1H42YD9/5JbVmzSdCLLaLB+9e8Yi25iCetEbY22Gia9k01C/ljPAY9ToWBUMgtXRCClbmLxCoMRwcQJzKOa2nwUn6aCpmIJhYkqChbTpNza/CMSalLjZypKfZfPBrpJVZKNql72eC2oqyqA3Zv45eNrUgZdUfBbNVyNBv3UeOzNympqKmUOG5nBhrBcZkusPbYaRrMa2NhsA022GSYBpxVnMIpimvgcVuz7eO8JIYRoQibNiJNg2UmtuTMdj8ez/x07mW5uhQ9/prHLZ+KyQPI+Bu2UB0wKq2FYFvQwoxSRGIyUuv6EjTlqQtQm2WMh0DAhrPOLk2xEimFbSYQTRzi4r9iAcKPRO1GDr1M9jC/3xjdl+8MoRt1oZ5O6LwWTE8uqGVwbwAR0Bd7ITIMDmIzeCozto/JJocHgbgqhKGyojoJNi9UQ6jp+zUJ5sklKTWwiJJ/Tik83QFHrJq1XwKpS7rET8YWwR3QiFpWgtYXaXtOkWlPxqCqqaVJhs7LD5cBUoHsoSlSBXXZrbFqqxkFcN1DCRmxwTl0a9lQH6GEzKLaoqEC6qvPVtSnNrymEEELshwRL0Say3fv++XbnUoObPzcI69DdBdePtrJlcZDyuto5TyDCjEEqH28xqfDFwuXgnhb+F7BDyCA2cQ5omsJn73nx1y1BuWVLmKQMO1gS+6futlup0VSSdAMT2GWz0s8e5XtfQ+hK0yMMro0NpFEAiwk/qvTyZre0+svFntNUzCaBV7HAoosaBrfctDDIrYsNCDYKuIaJz23Hl9JQtuQKP94UZ0O4NUxMw6Q6qdFAGdPEFtEJ1ze/myaZ3iA1VhvrrQ1hvMZhZXu6m7WNayRDUYgadX0/DTBA1aMk14bQNQ1LRMdnVVlyTTKBkEkwbNK/h3wtCCGEODTyXxDR7laXmvx1cUNS2+2Hf26x8sokePg/1QQi8Isxdn51Zir+kMniDWGSnQrDelnIfVTHG2wYcJPtC8ZDZT13eQhrlp1I40ExhsmKJDcO3UBXIKSpFPsSawIrNSu7XHay/Q3N1aqigN0WC2WmCZqGwwKu2hDlVgsK0N8XQHMmfpQuPd7GHZ/4iKpaLOQZJn1dUYp9OiG7FRRQInosVCpKQzOKpsTmizTM+AhwdJMfFe6kLNlBqdvBwNJqvuiWTqnbRqYvVvvptVso9tgTm7mNuv9vrQuVdU34Nq9JyKIS0RTcaIzoZpLlUeHwqyAXQojOQZrC4yRYina3pLj5eLFCLwwY5OCN0Yk1jS67wunDG/qT/vPH8Jv/6uh1A1DGpusEdyaeywR6eBS2100j6bBAqhkLssG6kda6qmK28E3gsyY2e69KS4qFM0vDdmsoyrRd5UQVUM3YyG+jb2Iq65Gs8t6vHFzzTpCN5Qan9bPw2NkevvyslucXVhKIwlmj7Fy5y0biUB1QrCpm1IzVNKoKWBX+2yeHnNoAaf4wn2dnUuOw4nUrFKc4Ucy6PqO6AbVhcGixeTwjOimhSGxEuUWDiIHDF2bcYDvBqMn3pToTjrJw36Su2cFcCCFE65NgKdrd0d2aB7rurti//Zk1XGVivsKSYpPBmQqrV1r59xoSBvkEVIWrf+zggeUGwYjJRcdZSYro3PVxmKDLimqYuPxhClJga6PVsWwalLns5Hv9aCYELCq7kh00TX5GXfEtjfJxfu/m4Wxifyurrk4ckTR9UjLTJzWMbJ/zTISViUudc8EQhfnrTby6hg2T28YozPveYOlOJyWmE1S4aAj86zuzYbUf00TVFAyLBvXjbmwaKCY9qgOEVAWrAYZN4/9+amdAhqz7LYQQovVJsBTt7sQchUuPVnh8ZSyZ2TV4ZIKKVTuwtoS8ZIWfJcf2TRrq4CF7LDhaTZOgqmDNsnHVEiXW8RG4czmckW/Bm9YQP6MuK0/8WGX2lzpLS0z6psGDEy28tzWNp5d58ISjBDw2ClLhu22JI8p1u0aNRSOpbr7J7S47pB5AKm7Bwp9pjJurs7481gp+zkCFZyZbePJMk02V0DMJ3DaFa8fC2j06S4tNpg9WSbarzDxa5/oPdQIR+MNojaWlCk+sVCFi1nUSVfjTGBv3fmLF9EWJ2DT+9CObhEohhGhtLawV3lXJPJadTP08lh9//PFhOSr8YKwpM9lYaTI2VyHTdegfylc/8fPIW7X4giZ5WRr2gR5eLU78zWRVYwOkG/v9sQr/9yONUNTEbmm4/vpyk40VJifnKdyx1OC+z6OxAUOmCTaNNA9UlUbpHgwT0lQqbVYen2rlt6ObzJd0EGrDsemZbAcYrlsSipr8ZbHBS2tNUh1wwwkqvxqiYpgm26qhhwccFvnyE0KI1qbcEW62zfyrrYU9j3xSYyk6zJBMhSGZPzzonHuKi6knOimr1snN1LhikQFN+nFqSkMLcb36WXzsTcLWwAyFgRmxbVeOUHl+jUZpIFbbadPg/h8p3Py+wbaqWPP35AEqFx77wz5KHtsPvw92i8IDp2o8cGridlVRKEj9wacXQggh9kuCpTgiOGwKeVmxt/Plx6g8u0Yn0KgF+7yBCs+uaQibTgv8etj+m4TzUxRWX6jx3BoTX8Tk5wNVBmYozBzi4PPtBmlOhWHZ0rQshBBCgARLcQQamqWw7HyNR1cY+CLwyyEKE3qrnFFgMHedSZoDrjpOZVDGgdUSdncr/Hl04r4WTWFcwf4nThdCCNEFSC+jOAmW4og0NEvh0YmJwe9nA1V+NrCDCiSEEEJ0ARIshRBCCCF+EKmyrCfBUgghhBDih5BcGSejDoQQQgghRKuQYCmEEEIIIVqFNIULIYQQQvwQ0hQeJzWWQgghhBCiVUiwFEIIIYQQrUKawlvw6aef8thjj7Ft2zays7O58MILmTp16j6PiUQiPProo3z33XesW7eOYDDIokWLSE1NbZ9CCyGEEKJjSFN4nNRYNrFixQquvfZahg0bxoMPPsjEiRP5xz/+waJFi/Z5XDAY5M0338RmszFixIh2Kq0QQgghROchNZZNPPXUUwwZMoS//vWvAIwcOZKioiLmzJnDhAkT9npcUlISH374IYqisGDBAr744ov2KrIQQgghRKcgNZaNhMNhli9f3ixAnnbaaWzdupWSkpJ9Hq8oUhcuhBBCdDmK0vxfFyXBspGioiKi0Sj5+fkJ2wsKCgAoLCxs/0IJIYQQQhwmpCm8Ea/XC8SatRtLTk5OeL41hcNhwuFw/HFtbS0APp+v1a8lhBBCdAVut7t9WxG7bgVlM0d8sKytraWsrGy/++Xm5rZDaZp75plnePLJJ5ttnzRpUgeURgghhDj8ffzxx3g8nna7nvmnIz5OHbAj/k4sWrSI2267bb/7vf766/Gayfpaw3r1NZX1z7emWbNmcf7558cfG4aB1+vFYrEwefJk3n33Xdxud6tfV+ydz+dj0qRJcu87gNz7jiP3vuPIvW99ch87zhEfLKdNm8a0adMOaN9wOIzFYqGwsJATTzwxvr2+b2XTvpetwWazYbPZErYlJyfHw63b7W7XX12igdz7jiP3vuPIve84cu/FkUAG7zRis9kYOXIkH3zwQcL2hQsXUlBQQE5OTgeVTAghhBCi85Ng2cTFF1/M6tWrueuuu1i+fDlz5szhv//9L7/97W8T9jv++OO59dZbE7YtWbKERYsWsXbtWiC2gs+iRYvYsmVLu5VfCCGEEKKjHPFN4QfrmGOO4Z577uGxxx7jrbfeIjs7mxtuuKHZ3Ja6rmMYRsK2u+66i507d8Yf1wfP3/zmN82C6f7YbDZ+85vfNGsmF21P7n3HkXvfceTedxy59+JIopimaXZ0IYQQQgghxOFPmsKFEEIIIUSrkGAphBBCCCFahQRLIYQQQgjRKiRYCiGEEEKIViGjwjsxv9/PjBkz2LNnD88//zyDBw/u6CJ1Ce+88w5z586lsLAQp9PJkCFDuOeee3A4HB1dtCPaJ598wr/+9S+2bt2K0+lkxIgRXHnlleTl5XV00Y4YO3bs4IUXXuC7775j8+bN9O7dm1dffbXZfm+++SbPP/88u3btonfv3lx++eWMHTu2A0p85Njfva+treWll15iyZIlbN++HZvNxpAhQ7jiiivo169fB5ZciIMjNZad2FNPPYWu6x1djC7l6aefZvbs2Zx22mk89NBD/PWvfyUnJ6fZ1FKidS1fvpxrr72WPn36MHv2bK655ho2btzIlVdeSTAY7OjiHTE2b97MkiVLyMvLo6CgoMV9/ve//3H77bczceJEHnzwQYYNG8af/vQnVq9e3c6lPbLs797v2rWL+fPnc8IJJ3DXXXfxt7/9jdraWi688EK2bt3aASUW4tDIdEOdVGFhIb/85S+56qqruPPOO6XGsh0UFhbys5/9jPvvv5+TTjqpo4vTpdxxxx0sXbqUN998E0VRgFjYvPTSS3nyyScZMWJEB5fwyGAYBqoaq0+4+eabWbt2bbMay7PPPptBgwZx++23x7dddNFFeDweHnzwwXYt75Fkf/c+EAigKEpCy4jf72fKlCmcfvrp/PnPf273MgtxKKTGspO65557mD59Or179+7oonQZCxYsIDc3V0JlB4hGo7hcrnioBOJrJstv39ZTH2z2pqioiO3btzNx4sSE7aeddhpfffUV4XC4LYt3RNvfvXc6nc2627hcLvLy8igtLW3LognRqiRYdkKLFi1i8+bNXHzxxR1dlC5l9erV9O3bl6eeeoqJEydywgkncNFFF/Hdd991dNGOeFOmTGHLli289tpr1NbWUlRUxCOPPMKAAQM4+uijO7p4XUZhYSEA+fn5Cdvz8/OJRCKUlJS0f6G6sJqaGjZv3rzXbgtCdEYSLDuZYDDIAw88wOWXXx6vsRHto7y8nKVLl/Lee+9x3XXXce+996IoCldccQUVFRUdXbwj2ogRI7j33nt5+OGHGT9+PNOmTaO8vJwHH3wQTdM6unhdRk1NDUCz757k5GQAqqur271MXdmDDz6IoihMnz69o4sixAGTYNnJPP3002RkZDB16tSOLkqXY5omfr+fu+++mwkTJnDyySdz//33A7Q4cla0npUrV/L3v/+dadOm8fjjj3PXXXdhmiZXXXWVDN4RXdLbb7/NG2+8wXXXXUf37t07ujhCHDCZbqgT2blzJy+++CKzZ8+mtrYWiHXohlgnbr/fj8vl6sgiHtGSkpJISUnhqKOOim9LSUlhwIABbN68uQNLduS79957GTlyJH/84x/j24YNG8bkyZN57733OPvsszuwdF1HUlISEJv6JjMzM77d6/UCsc+DaHtLlizh9ttv5+KLL2by5MkdXRwhDooEy06kuLiYSCTCVVdd1ey5Sy+9lKFDh/Lss8+2e7m6ij59+lBUVNTiczJooW1t2bKFU045JWFb9+7dSU1N3evfRLS++r6VhYWFCf0sCwsLsVqt5ObmdkzBupDVq1dz3XXXMXnyZC699NKOLo4QB02CZScyYMAAHn/88YRtGzdu5P777+f6669nyJAhHVSyrmHs2LEsWLCADRs2MGDAAACqqqpYv349v/jFLzq4dEe2Hj16sH79+oRtO3fupKqqipycnA4qVdeTl5dHr169+OCDDxg/fnx8+8KFCxk1ahRWq7XjCtcFbNmyhauuuopRo0Zx/fXXd3RxhDgkEiw7kaSkJEaOHNnic4MGDWLgwIHtXKKuZfz48QwePJjrrruOyy+/HLvdzrPPPovVamXGjBkdXbwj2vTp07nvvvu49957GTt2LNXV1Tz99NOkp6czYcKEji7eESMYDPLZZ58BseDu8/lYtGgRAMcddxxpaWlccskl3HjjjeTl5XHcccexcOFCvvvuO5588smOLPphb3/33jRNfve732G32/nFL37BunXr4se63W769OnTIeUW4mDJBOmdXP0k0TJBevuoqqrivvvuY/HixUQiEUaMGMHVV18tX+ptzDRN5s2bx7x58ygqKsLlcjF8+HCuuOKKZlPfiENXUlKy14GBjz/+ePyH7Ztvvslzzz0XX9LxiiuukCUdf6D93Xtgr03fxx57LE888USblU2I1iTBUgghhBBCtAqZbkgIIYQQQrQKCZZCCCGEEKJVSLAUQgghhBCtQoKlEEIIIYRoFRIshRBCCCFEq5BgKYQQQgghWoUESyGEEEII0SokWAohhBBCiFYhwVIIIbqoOXPmMHLkSEpKSjq6KEKII4QESyGEOMwsWLCAuXPndnQxhBCiGVnSUQghDjOXXHIJO3fuZMGCBT/oPNFoFF3XsdlsKIrSSqUTQnRlUmMphOi0fD5fRxehzXXka7RYLNjtdgmVQohWIzWWQohDEgqFePbZZ/nf//7H7t27sVqtdO/enTFjxvCHP/whvt/SpUt5/vnnWbNmDeFwmF69ejFjxgxmzJiRcL4pU6bQo0cPrr76ah5++GFWr15NSkoKb7/9NnPmzOHJJ5/k7bffJicnp8Xjnnjiifi2kSNHMnnyZCZNmsSjjz7Kxo0bSUlJ4dxzz+XCCy/E6/Xyz3/+k8WLF+P3+xk1ahR/+9vfyMrKOqh7sGDBAm655RYeeeQRVqxYwYIFCygvL6d3797MmjWL008//YBfI8A333zDU089xZo1a4hGo+Tn53POOecwbdq0hHPs3LmzWVkef/xxRo4cCcD27dt58sknWbZsGdXV1WRlZTFhwgQuueQSnE5n/JiW7mv9ttdff513332Xd999l8rKSvLz87niiis4+eSTD+oeCSG6FktHF0AIcXi6++67efvtt5k0aRLnn38+uq6zY8cOvvrqq/g+8+fP584772TYsGFcdNFFOJ1Oli5dyl133UVxcXFCAAXYvXs3l112GRMmTOBHP/oRfr//kMu3YcMGFi9ezFlnncWkSZNYuHAhDz/8MHa7nXfeeYecnBwuueQSduzYwSuvvMJNN93Eo48+ekjXeuihhwgEAvGwvGDBAv72t78RDoeZMmXKAb3GTz/9lGuvvZaMjAxmzpyJy+Xi/fff57bbbqO4uJgrrrgCgGuuuYaHH36Yqqoqrr766vh5CwoKAFi3bh2XXnopSUlJnH322XTr1o2NGzfy73//m5UrV/LEE09gsez/q//mm2/GYrEwc+ZMIpEIL7/8Mn/605+YP39+s3AvhBD1JFgKIQ7Jxx9/zJgxY7jllltafL6srIx7772X0047jdtvvz2+/ZxzzuHee+/lpZdeYvr06eTl5cWfKy4u5oYbbkiooTtUmzZt4plnnmHo0KEA/PSnP2Xy5Mncf//9nHvuuVx77bUJ+8+dO5fCwkLy8/MP+lpVVVX8+9//xuPxADBjxgzOO+88HnjgASZOnIjD4Yjv29Jr1HWde+65B6fTyXPPPRevOT333HP57W9/y3PPPceUKVPo1asX48ePZ+7cuYRCIc4888xmZbn11lvJzMzk+eefx+12x7ePHj2aa6+9lv/85z/Nwm5LUlNTeeCBB+LN5CNHjuSCCy5g/vz5XHnllQd9j4QQXYP0sRRCHBKPx8OWLVvYtGlTi88vWrSIcDjMT3/6U6qqqhL+jR07FsMwWLZsWcIxKSkpBxR6DsSwYcPioRLAarUyZMgQTNPkvPPOS9h3xIgRAOzYseOQrjVjxox4qITYvZk+fTper5evv/46Yd+WXuO6devYtWsXU6dOTWiOt1qt/OpXv8IwDD755JP9lmPTpk18//33nHHGGUQikYR7fswxx+B0Ovnyyy8P6DWdd955CX0vhwwZgsvlYvv27Qd0vBCia5IaSyHEIbn66qu56aabOO+888jNzWXkyJGMHTuWcePGoaoqhYWFAFx++eV7PUdFRUXC49zcXDRNa5Xy5ebmNtuWnJwM0KwpNykpCYDq6upDulZLtZz1TdPFxcXNytX0NdbPI9mnT59m5+nbt2+L52nJ1q1bgVg/yTlz5rS4T9N7vjeNa5LrpaSkHPI9EkJ0DRIshRCHZPz48bz99tssWbKEb775hmXLlvHWW28xYsQIHn30UerHBd5yyy1kZma2eI6m4a9xk3Fj+xq1rOt6i9v3FVD39lx7jGXc22tsDfXlnzlzJieeeGKL+9SH6/1R1ZYbtGS8pxBiXyRYCiEOWUpKCmeeeSZnnnkmpmny0EMP8fzzz/PJJ5/Qs2dPINZX7/jjj/9B16kPQ16vN6G2MRQKUVZW1mLtWnuqr51trL72sKWa06bq99myZUuz5+q3NT7P3oJ2r169gFgo/KH3XAghDoX0sRRCHDRd16mpqUnYpigKAwYMAGJNyhMnTsRmszFnzhyCwWCzc9TW1hIOhw/oer179wZiUxc1NnfuXAzDOJSX0Kpef/11amtr449ra2uZN28eSUlJHHfccfs9fuDAgWRnZ7NgwQLKysri26PRKC+88AKKonDKKafEt7tcLrxeb7PawwEDBtC3b1/mzZtHUVFRs+tEo1FpyhZCtCmpsRRCHDS/388ZZ5zBuHHjGDBgAGlpaZSUlPD666+TnJzMuHHjyMrK4i9/+Qu33XYb55xzDmeeeSY9evSgsrKSTZs28fHHH/Paa68d0NQ1o0ePpnfv3syZM4fq6mpycnJYuXIlq1evJjU1te1f8H6kpqZywQUXxAflLFiwgF27dnHDDTccUNO3pmn8+c9/5tprr+WCCy7grLPOwuVysXDhQlavXs2sWbPitZEAQ4cOZfHixdxzzz0MHz4cVVUZNWoU6enp3HrrrVx22WX8/Oc/Z+rUqfTp04dgMEhRUREffvghV155ZasNkBJCiKYkWAohDprD4eDnP/85y5YtY9myZfj9fjIzMxk3bhyzZs2Kj2yeOnUqvXr14sUXX2T+/PnU1NSQmppK7969ueyyy8jIyDig62maxv3338+9997LK6+8gtVq5YQTTuCJJ57g17/+dVu+1APyu9/9jhUrVvDaa69RUVFBr169uO222zjjjDMO+Bzjxo3j0Ucf5emnn+aFF14gEomQn5/f4vRL559/PsXFxXzwwQfMmzcPwzB4/PHHSU9PZ8CAAbz00ks888wzfPrpp8ybNw+3202PHj2YMmUKo0aNauVXL4QQDWTlHSGEOET1K+80XvVGCCG6MuljKYQQQgghWoU0hQshRCORSOSABrikpaW1Q2mEEOLwIsFSCCEaWblyJZdeeul+93v77bfboTRCCHF4kT6WQgjRiNfrZd26dfvd75hjjsFut7dDiYQQ4vAhwVIIIYQQQrQKGbwjhBBCCCFahQRLIYQQQgjRKiRYCiGEEEKIViHBUgghhBBCtAoJlkIIIYQQolVIsBRCCCGEEK1CgqUQQgghhGgV/w/3Sx+gwTHqkQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\"serum_protein\", shap_values, X)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\"pulse_pressure\", shap_values, X)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\"red_blood_cells\", shap_values, X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute SHAP Interaction Values\n", "\n", "See the Tree SHAP paper for more details, but briefly, SHAP interaction values are a generalization of SHAP values to higher order interactions. Fast exact computation of pairwise interactions are implemented in the later versions of XGBoost (>=1.0.0) with the pred_interactions flag. With this flag XGBoost returns a matrix for every prediction, where the main effects are on the diagonal and the interaction effects are off-diagonal. \n", "\n", "The main effects are similar to the SHAP values you would get for a linear model, and the interaction effects capture all the higher-order interactions and divide them up among the pairwise interaction terms. Note that the sum of the entire interaction matrix is the difference between the model's current output and expected output, and so the interaction effects on the off-diagonal are split in half (since there are two of each). \n", "\n", "When plotting interaction effects the SHAP package automatically multiplies the off-diagonal values by two to get the full interaction effect." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# we only take 300 people in order to run quicker\n", "number_patients = 300\n", "\n", "shap_interaction_values = shap.TreeExplainer(model).shap_interaction_values(X.iloc[:number_patients, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SHAP Interaction Value Summary Plot\n", "\n", "A summary plot of a SHAP interaction value matrix plots a matrix of summary plots with the main effects on the diagonal and the interaction effects off the diagonal." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.summary_plot(shap_interaction_values, X.iloc[:number_patients, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SHAP Interaction Value Dependence Plots\n", "\n", "Running a dependence plot on the SHAP interaction values allows us to separately observe the main effects and the interaction effects.\n", "\n", "Below we plot the main effects for age and some of the interaction effects for age. It is informative to compare the main effects plot of age with the earlier SHAP value plot for age. The main effects plot has no vertical dispersion because the interaction effects are all captured in the off-diagonal terms." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"age\", \"age\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we plot the interaction effects involving age. These effects capture all of the vertical dispersion that was present in the original SHAP plot but is missing from the main effects plot above. The plot below involving age and sex shows that the sex-based death risk gap varies by age and peaks at age 60." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"age\", \"sex_isFemale\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"age\", \"systolic_blood_pressure\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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kJCTw3nvvYTQaeeaZZy577apVqwDo2bOn/f+Fmc1mpk2bBsDrr7+O0Whk9uzZvPDCC8yaNatcvxchhBBCVB+yCt6hRAGooihYLBb745UrV9K1a9ercqHRsmXLyM7OZubMmQQEBABgsVh46623mDx5MrVq1Sr22gULFqDRaIiPjy82AF27di0nTpxgyZIlREdHA7ZtSKdNm8b+/fuvyp+pEEIIIWQIvqASrYKvXbs2e/bsqeCm2OzatYu5c+fy+uuvExcXB0BOTg67du0iMzOzwu+/adMmunTpYg8+AQYOHIjVamXLli2XvbYkUw82bdpEkyZN7MEnQNeuXQkICGDjxo1ut1sIIYQQoqYoUQ/okCFD+OSTT1i3bh1+fn4AvPvuu8ybN++y1/34448lbojFYuGFF15g3bp1qKqKoigMHjyY6OhotFotTz75JOPHj2fy5MklrtMdcXFxjBgxwqnMz8+P0NBQe0Bc1vrr16/vVKYoCvXr1y+X+oUQQghRPUkPqEOJAtD77ruPOnXqsG3bNpKTkzl37hwBAQEEBweXW0M+//xzfv/9dx577DG6d+/OuHHj7McMBgP9+vVj48aNFR6AZmRk2IPsgvz8/MjIyChz/ZmZmUXW7+/vf9n6TSYTJpPJ/jg7O7vMbRFCCCFEZZIA9JISzwEdMWKEvWewc+fO3H333fZFSeVh1apVDBkyhNtuu420tDSX4w0aNLimh6gXLlzIxx9/XNXNEEIIIYQoM7fSMH344Yc0bNiwXBty7tw5xo8fX+xxPz+/SpkD6u/vT1ZWlkt5ZmYm/v7+Za7fz8+vyPozMjIIDw8v9rpJkyZxxx132B9nZ2czdOjQMrdHCCGEEJVDVsE7uBWAduzYsbzbgbe3N+np6cUeP336NEFBQeV+38Kio6Nd5mJmZWWRlJTktHCoLPUfO3bMqUxVVU6ePEnXrl2LvU6v16PX68t8fyGEEEJUDZkD6uDWXvAVoV27dqxZswZVdf18kJGRwYoVKyok8C2sR48ebNu2zam3de3atWg0Grp161Yu9R89epRTp07Zy7Zt20Z6ejo9e/Ysc/1CCCGEENVdtQlAJ0+ezOnTp5kyZQp///03AP/++y/Lli1j/Pjx5ObmMnHixApvx9ixY/H29uaJJ55gy5YtrFixgtmzZzNmzBinHKAPPPAAo0aNcrr24MGDrF27lk2bNgGwf/9+1q5dy86dO+3nDBgwgIYNG/L000/z119/8dtvv/Hqq6/Sq1cvyQEqhBBCXMVUFJeva5WiFtXlWEX+/vtvXnvtNVJSUgDb4idVVQkODuaVV14plx7IkoiNjWXmzJn8888/+Pj4MHToUJetOO+77z7OnTvHTz/9ZC+bPn06K1eudKmvQ4cOfPTRR/bHCQkJzJw5k61bt6LVaunfvz+PP/54qbbizMrKol+/fmzYsEG28BRCCCFqgGPKTJeyxupTVdCSqletAlCwpRvaunUrsbGxqKpKVFQU3bt3x9PTs6qbVq1IACqEEELULBKAOri1CKki6fV6evfuTe/evau6KUIIIYQQ5aZa9fhVsTLNAS3PbTMPHz7Md999V+zx7777jiNHjpSluUIIIYQQVUgp4uva5FYAarFYeO6555gyZQoLFy5kxYoVJCYmAti3zVyyZEmp6vz444/ti4+KsmnTJj755BN3miuEEEIIIaoRtwLQgttmLlmyxCl1UsFtM0vj4MGDdOjQodjjHTp04MCBA+40VwghhBCiypV1FfzKlSvp0KEDBoOBevXq8fLLL2OxWCqotRXLrQC04LaZgYGBLscbNGjAmTNnSlVnWloaAQEBxR738/MrcotOIYQQQoir3ZYtWxg5ciQtWrRgxYoVPPbYY8ycOZNnnnmmqpvmFrcWIVXEtpnBwcGcOHGi2OPHjx8vl60whRBCCCGqQlnyfk6fPp127dqxaNEiAAYPHoyqqjz33HM89dRTl93Ouzpyqwe0IrbN7NKlC8uXL+f48eMux06cOMGPP/5Ily5dSt1WIYQQQojqQC3iq6R2797NoEGDnMoGDx5Mfn4+v/zyS/k1spK41QN6advMu+66y+XYpW0zu3fvXqo67777bn7//XcmTJjAiBEjaNq0KQBHjhxhxYoVeHh4cM8997jTXCGEEEKIGs1oNGIwGJzKLj0+dOhQVTSpTNwKQCdPnsw999zDlClTGD58OGDbNvPUqVN8/vnnbm2bGRkZybx585g+fTpLly51OtawYUNefvlloqKi3GmuEEIIIUSVK2oIPi8vj7y8PKcyg8HgEmw2adKEbdu2OZVt2bIFwL6DZE3i9k5IFblt5pEjRzh9+jQAUVFRxMTEuF3X1Up2QhJCCCFqloPKLJey715O45VXXnEqe/nll5k+fbpT2YIFC7j77ruZNWsWd955JwcPHuT2228nPj6ee+65hw8//LACW17+yrQVZ1Vum5mRkcHTTz/No48+SrNmzSr8ftWNBKBCCCFEzVJUANrI+ECJekCtVitPPPEEc+bMwWw2o9frefnll5k1axYPPvggL7/8ckU2vdyVaSvOqtw2Mz8/n507d5Z6tb0QQgghRFUoqsevqGCzKBqNhvfee4/p06dz8uRJoqKiyM/P5/nnny/TqHNp7dy5k5SUFHr37l2mDscybcUphBBCCCFKpqyJ6AECAgJo06YNgYGBvP/++zRo0IABAwaUe1vffvtt+zqfS26//Xa6dOnCDTfcQOvWrblw4YLb9bvVAzpy5MgSnffjjz+6U70QQgghhChg27Zt/PHHH7Rr147c3FxWrFjBl19+yZo1a9BqteV+v2+//ZauXbvaH//+++98++233HbbbbRu3ZrXX3+dGTNm8M4777hVv1sBaHh4OIriHLVbLBbi4+NJTEykXr161KpVy60GCSGEEEJcjcqSiF6v17Ns2TJeffVVALp27cqGDRtKnfaypOLi4pwyGi1fvpw6deqwaNEiFEUhKSmJFStWVG4A+tFHHxV77Oeff2bWrFk899xzbjVICCGEEOJq5Paqb2w52C+lXaoM2dnZeHl52R///vvvDBgwwN4B2aJFC+bNm+d2/eU+B/SGG26gX79+zJo1q7yrFkIIIYQQlSAiIoJ9+/YBcPLkSQ4ePEjfvn3tx1NTU0u0eKo4ZVoFX5yYmBjWrFlTEVULIYQQQtRIZRmCr2zDhw9n7ty5mM1mtm7disFgYOjQofbj+/fvJzo62u36KyQA/ffff13miAohhBBCXMtqUgD60ksvsXfvXubOnYvBYGDWrFmEh4cDkJubyw8//MDdd9/tdv1uBaC7du0qsjwjI4OtW7fyww8/cN1117ndqJIwGAwMGzZMFjsJIYQQQpSzoKAg1q1bR0ZGBl5eXnh4eDgd/+OPP6hXr57b9bsVgN5///1F9nBe2lSpS5cuPPXUU243qiR8fX1rXNZ/IYQQQly7yrIIqar4+/u7lHl5edG2bdsy1etWAFpc4BcQEEBUVBT169e/Yh0lzSVamOQWFUIIIURNVJ2H4E+dOuXWdVFRUW5d51YAOmzYMLduVlBRuUQTEhI4c+YMPj4+REREAHD27Fmys7OJjIwkLCyszPcVQgghhBDOoqOj3Vq/Y7FY3LpfhSxCKonCuUQPHz7M1KlTeeKJJxg7dqx9rkF+fj5Llizh008/5Y033qiKpgohhBBClIPq2wP60ksvVeoC8hIFoCtXrnSr8tL0lM6aNYsBAwZw6623OpV7eHhw++23Exsby+zZs8uU9FQIIYQQoqpU5yH46dOnV+r9ShSAvvLKKyiKYl9kVBKKopQqAD1w4AADBgwo9njTpk355ZdfSlyfEEIIIYSonkoUgH744YcV3Q4MBgMHDhzgpptuKvL4vn370Ov1Fd4OIYQQQoiKUBNXwVeUEgWgHTt2rOh20K9fP1asWEHdunW544478Pb2BiAnJ4dFixaxZs0aRowYUeHtEEIIIWq0U4ngoYM6QUUeVlUVEjIgxBdFp63kxl3bqvMQvEajKfUcUEVRMJvNbt2vyhYhFfbII4/w77//8tFHH/Hpp58SGhoKQFJSEhaLhWbNmvHII49UcSuFEEKIaiotG8a9DWv3gqLAuO7wxcNgcCQQVzcfQ73rEzh6AeoGwpzxKKMrvpNJVH8TJkyo1EVIilqaiZ2FJCcnc+jQITIyMrBarS7HS5uuyWw2s2LFCv744w/Onj0LQEREBH379mXEiBHodNUmXq5yWVlZ9OvXjw0bNuDr61vVzRFCCFHVHvkU/rfauWzmBHjSlndbNVtQo5+Cs6mO4wYdyul3UGq5JhsX5W+b4jqlsYs6pQpaUvXciuisVitvvfUWy5cvv+zCpNIGoDqdjjFjxjBmzBh3miWEEEJcu/446Fq24YA9AOXAWefgEyDPDH/+C2M7VXz7BNZqPARf2TTuXPTll1/y/fffM3jwYKZPn46qqkybNo2nn36aevXq0bx5cz744IMyNSwtLY20tLQy1SGEEEJcM1pEupa1LLBXd71gMBTR79RYNnkRxfvzzz954YUXuPfeezl8+DBgG4X9888/yxSnuRWArlq1iu7du/Pqq6/So0cPAJo3b85NN93EokWLSEtL49ChQ6WuNzExkZdffpl+/foxaNAgBg0aRP/+/Zk+fToJCQnuNFUIIYS4NrxyC9QNdjxuWheecCzeVYJ9UV4stJh3Yi+Utu5tpShKT0Vx+aquLBYLt9xyC/379+f//u//WLBgAfHx8YBtxHrUqFHMnTvX7frdGoI/e/asfZhco7HFsJdWQXl5eTF8+HCWL1/OhAkTSlzn+fPnmThxIsnJycTExNCwYUMAYmNjWbVqFVu3bmXhwoXUrl3bnSYLIYQQV7cmdeHoHPh5N+h1MLidbTV8Acrzw2FIG/j7KLSJROnbrGraeo2qSWmY3nrrLZYtW8a7777LDTfcQPPmze3HPD09GT16NKtXr+Y///mPW/W7FYAaDAb7giBvb28URSElJcV+PDQ0lAsXLpSqznnz5pGZmcl7771Hr169nI5t3LiRp59+mg8//LDSM/ULIYS4xpktsP041PKHxtW8E8TbAGO6XfYUpX19aF+/khokaqovvviCCRMm8Mgjj5CcnOxyvHnz5qxevbqIK0vGrSH42rVrc+bMGcDWDRsZGcnmzZvtx7du3UpISEip6tyyZQs33XSTS/AJ0LNnT8aOHet0DyGEEKLCHTwDjR+GHi9Ak4fh9tlgcc36IkRJ1KQh+Li4OLp3717s8cDAQFJTU4s9fiVuBaCdO3dm/fr19sdDhgzhl19+4f777+e+++5j3bp1l91WsyiZmZnUq1ev2ONRUVFkZma601whhBDCPQ8tgJOJjsffbIRvN5a+ng9/gWYPQYMp8PoSKCJ1obj61aQA1M/Pz2l0u7Bjx45Rq1Ytt+t3KwC98847efbZZzGZTABMmjSJm2++maNHj3LixAlGjx7N/fffX6o6w8LC2LlzZ7HHd+3aRViYrNQTQghRibYedS3bdqx0dSzbDA/MhyNnIS4BXvwG3vupfNonRAXp1asXixYtKjLdZmpqKgsWLKB///5u1+9WABoaGkr37t3te7NrtVqeeuopfv/9d9auXctzzz2HwWAoVZ0DBgxg3bp1zJkzh6ysLHt5VlYWH3zwAWvXrmXgwIHuNFcIIYRwT6dGrmUdG5aujm/+KqLsb/faI2o0tYiv6ur555/n6NGjXHfddaxcuRKAf/75h/nz59OhQweys7N59tln3a7frUVIR48epUmTJm7ftCj33HMPu3fv5vPPP+fLL7+0d+smJiZitVpp27Ytd999d7neUwghhLis2RPhxjfg3MW5bqO7wG09S1dHoE/JymqQvM92YFr8D5pQHwyP90bXPqKqm1QjVOch98I6derEsmXLuOeee5g0aRIATz75JKqqEhYWxg8//ECLFi3crt+trTg7d+5MTEwMw4YN44YbbiAoKMjtBhRkNpv56aef2LBhgz3XVEREBP369WPYsGGyFWcBshWnEEJUEpMZ/j5sWwXf2o2cmftOQrdnISfP9lirgdUvwKB25drMymKc+Qe5TxdY/eztgf/uR9DGuD8f8Frxp/KpS1kftXp3ruXl5fHbb79x6NAhVFWlSZMmDB48GG9v7zLV61YAOmfOHH7++WcuXLiATqejW7duDBs2jD59+uDh4VGmBomSkQBUCCFqkCNn4ZO1YDTBXf2hU+OqbpHb0qPfxHrSefWz57P98HrjxipqUc3xh7LApayvOrkKWlL13OpSnDZtGg8++CDbt29n1apVbNiwgY0bN+Ln58egQYMYOnQorVq1KlPDLm3vFBgYWKZ6hBBCiCrXNAJm3lXVrSgXahFpqFRLdZ7NWH3UpJ/S7t272bRpEw8++GCRxz/44AN69uxJu3bt3KrfrR7QwoxGI+vWrWPVqlXs3LkTVVWJiopi6dKlpaonMTGROXPm8Mcff5CTkwOAj48Pffv2ZerUqbIKvgDpARVCCFEVcl9bi/Gl3xwFBh3+ux5G2yK86hpVQ2wooge0XzXtAR01ahQmk6nYZPPDhg1Dr9fz/fffu1V/uUyq9PT0ZOjQoQwdOpSff/6ZN998k1OnTpWqDtmKUwghhKj+PF+4HiXIm/zF/6CEeOP5dF8JPkuoJi1C2r59Ow8//HCxx/v27cvs2bPdrr9cAtDTp0+zatUq1qxZw7lz59BoNEXuaHQ5shWnEEIIUf0pioLntB54TutR1U2pcWrSEHxSUhLBwcHFHg8MDCQpKcnt+t0OQDMzM/nll19YvXo1+/fvt6+MevTRR7nxxhtLvTK+JFtx/vLLL+42VwghhBBClFBYWBgHDhwo9vj+/fsvG6BeiVsB6NNPP83GjRsxmUwEBwdz++23M3To0DLlBpWtOIUQQghxNatJQ/ADBgzgk08+4d5776Vly5ZOxw4ePMinn37KmDFj3K7frQB048aN9OnTh6FDh9K9e3e0Wq3bDbjk0lacN910U5HHZStOIYQQQtRkNSkAfeGFF/j+++/p3LkzkydPtq9237NnDwsWLECv1/Piiy+6Xb9bAegvv/xS7iuvBwwYwBdffMGcOXOYOHGivf6srCw+//xz1q5dy113XR0pLIQQQgghqrNGjRqxbt06Jk6cyNy5c52OtWzZkoULF5Zp5Ltc0jCVB6PRyIMPPsjevXvRaDRFbsU5Z84cPD09q7il1YOkYRJCCCFqll+Vz13KBqnVv3Ntz549HD16FICYmBjatm1b5jqrzd6Wnp6ezJ8/32Urzu7du1f6VpxxcXHMmDGDvXv34uPjw5AhQ5g6deoVd3lSVZXPP/+cJUuWkJaWRkxMDI8//jitW7e2n7Njxw6mTJnicu3AgQN54403yv17EUIIIUT1oGpqzhB8Qe3atbtiwvnU1FTGjh3LO++8Q/v27a9YZ7UJQAF0Oh2jR49m9OjRVdaGjIwMpkyZQlRUFDNnziQhIYH33nsPo9HIM888c9lrP//8c+bPn8+0adNo0qQJS5YsYdq0aXz11VdERkY6nfvyyy8THR1tfyw7PgkhhBCipjKZTGzYsIHU1NQrn0w1C0Crg2XLlpGdnc3MmTMJCAgAwGKx8NZbbzF58mT71IDC8vLyWLhwIePHj+eOO+4AoH379owZM4ZFixbx7LPPOp3fqFEjWrRoUbHfjBBCCCGqDbVmdoBWiCoLQFeuXOnWdcOGDSvnljjbtGkTXbp0sQef4Bge37JlC8OHDy/yur1795Kdnc2AAQPsZR4eHvTv35/169dXaJuFEEIIUf3V1CH4ilBlAegrr7yCoiiUZg2UoigVHoDGxcUxYsQIpzI/Pz9CQ0OJi4u77HWA07A6QIMGDfjmm28wGo1OC6geeeQR0tPTCQ0NZfDgwdx///2XXWBlMpkwmUz2x9nZ2SX/poQQQgghqpEqC0A//PDDqrr1ZWVkZODn5+dS7ufnR0ZGxmWv0+v1GAwGl+tUVSUzMxNPT098fX2ZMGECHTp0wGAwsH37dhYtWkRsbCyzZs0qtv6FCxfy8ccfu/19CSGEEKJqqZqqbkH14XYA+ssvv7B48WJOnz5Nenq6y3FFUdi6dWux13fs2NHdW9dozZo1o1mzZvbHnTt3JjQ0lBkzZrB//35atWpV5HWTJk2yzy0FWw/o0KFDK7y9QgghhCgfqlaG4C9xKwC9lDA+ICCAVq1aXVUruP39/cnKynIpz8zMxN/f/7LXmUwm8vLynHpBMzMzURSlyF7VSwYOHMiMGTM4fPhwsQGoXq9Hr9eX4jsRQgghnKknk8l/dCnWv4+jaROB7u0xaNoXvw22EBXFrQB0yZIltGrVirlz55ZrYvi8vDy+/fZbNmzYwNmzZwGIiIigX79+3HLLLZWShD46OtplrmdWVhZJSUku8zsLXwdw8uRJYmJi7OVxcXHUrl1bEugLIYSocqbh81D32fJsW38/gmnQ+xjiXkPxMVzhSlEerLIIyc6t2QjJycnceOON5RpUpaamMmHCBObMmUNsbCy1atWiVq1axMbGMmfOHCZMmFDi3FJl0aNHD7Zt20ZmZqa9bO3atWg0Grp161bsdW3atMHHx4e1a9fay8xmM+vXr6dnz56Xvecvv/wCIGmZhBBCVBjrwXP24NMuKQvr2sNV06BrkKpx/bpaeHl5cdddd1G3bt0Sne9WD2hkZKRTgFYeZs+eTWxsLI899hjjxo2z7zqUn5/Pd999x+zZs5k9ezbTp08v1/sWNnbsWBYvXswTTzzB5MmTSUhIYPbs2YwZM8YpB+gDDzzAuXPnWL58OQAGg4FJkybx0UcfERQUROPGjVmyZAnp6emMHz/eft2LL75IZGQkzZo1sy9C+vrrr+nXr58EoEIIISqMEuAFGgWsztlnlGCfKmqRuJr4+/uzcOHCEp/vVgA6fvx4Pv30U2699Va8vb3dqcLFX3/9xciRI7n99tudyj08PLjjjjs4ceIEGzZsKJd7XY6/vz/z5s1j5syZPPHEE/j4+DBq1CimTp3qdJ7FYsFisTiV3XXXXaiqyqJFi0hNTSUmJob333/faRekhg0bsmbNGr766itMJhN169Zl0qRJTJo0qcK/NyGEENcuJSIQ7V3dsCzc7Cjr0xilV6MqbNW1pax5QFesWMF///tfDh48iK+vL7179+bNN9+kYcOGZW6bO3UoisLx48fdup9bAahGoyE4OJibbrqJESNGULduXTQa137k0uTszM/Pp2nTpsUeb968Ob/99ps7zS21Bg0aMHfu3Mue89FHH7mUKYpyxWBSgk0hhBBVRffxHWj6x2D9+zhKmwi0k7qjKDIvsbKUZSekDRs2MHr0aCZMmMB///tfkpOTeemllxg0aBD79u3Dy8urTG2LiopyeS6cOXOG48eP4+/vbw9QT5w4QUZGBo0aNXLZZrw03ApAX3nlFfv/P/300yLPKW3S+BYtWnDkyJFijx8+fJiWLVuWvJFCCCGEcKJoNWjv7Ir2zq5V3RRRSt9++y3169dnwYIF9kAxLCyM6667jh07dtC7d+8y1V94lHnXrl0MGDCAWbNmMWXKFHsmHpPJxNy5c3nttddYvHix2/dzKwCtiCTyjz76KFOnTqVRo0bcdNNN6HS2ppnNZpYsWcL69euv2CsphBBCCFFdlWUIPj8/Hz8/P6deykvbhpdmV8mSevLJJ7n55pt5+OGHncr1ej2PPvoohw4d4qmnnmLdunVu1e9WAFoeSeSnTJniUhYQEMC7777L/PnziYiIAODs2bNkZ2cTGRnJrFmzmDdvXpnvLYQQQghR2axlGIKfOHEiX3zxBXPnzuWOO+4gOTmZ//znP7Rv3/6K2XbcsW3bNm6++eZij7dv356vv/7a7frLZSvOtLQ0gFIlpD979myR805q164NYN/20s/PDz8/P8xmsz03qBBCCCHE1SAvL4+8vDynMoPB4LK1d+/evfnhhx+4/fbbefDBBwFo164dP//8M1qtttzb5eXlxdatW4vsMATYvHlzmdJxuh2AJiYmMmfOHP744w9ycnIA8PHxoW/fvkydOpWwsLDLXv/TTz+5e2shhBBCFEFVVdStsaDXoekQVdXNEYUUNQT/xhtvOK2tAXj55Zdd0k5u2rSJO++8k3vvvZdhw4aRnJzMa6+9xtChQ/nrr7/KvAipsFGjRrFgwQIaNGjA448/jq+vL2DbnOedd95h0aJFTJ482e36FdWNiQPnz59n4sSJJCcnExMTY18ZFRsby5EjRwgNDWXhwoX23syKcOkHcNddd112h6KrVVZWFv369WPDhg32J4UQQohrlxqfhnnwbNT9tmTzSq/G6FZNQ/Ev38BEuG9J7W9dykacHF2iHtBOnTpRv359li1bZi87c+YMUVFRfPjhh9x3333l2ta0tDQGDRrEjh070Ol01KlTB4Bz585hNpvp0KEDa9eudXs7drd6QOfNm0dmZibvvfcevXr1cjq2ceNGnn76aT788MMKTRqfl5fHqlWrGDJkyDUZgAohhBAFWV5aYQ8+AdS/j2F9by3al4dXYavElRQVbBbl4MGDjBw50qksMjKS0NBQt3NxXk5gYCCbNm1iwYIF/Pjjj5w4cQKAgQMHMnLkSCZNmmTfNMgdbgWgW7Zs4aabbnIJPgF69uzJ2LFj7dtLVqSKWPUlhBBC1ETq9pMuZdbtJyn/2YHCXWoZcq7Wr1+fXbt2OZWdPHmSpKSkCuuI0+l03HfffeXeuwpu7gWfmZlJvXr1ij0eFRVV7lt1CiGEEDXaifNw6EyFVa90ru9SpimiTFQdq+L6VVJTpkxh+fLlPPLII6xdu5bFixczbNgwwsLCLrtavbwkJSWRlJRUbvW5FYCGhYWxc+fOYo/v2rXriouQhBBCiGtCbh6M+D9oNBVaPAzdn4XE9HK/jfbVESit6tofK70ao3lsQLnfR1SNhx9+mHnz5rFhwwZGjRrFo48+SpMmTdiwYQMhISEVcs/4+HjuuusuAgMDCQ8PJzw8nKCgICZOnFjmzERuDcEPGDCAL774gjlz5jBx4kSnlVGff/45a9eu5a677ipTw4QQQoirwv9WwU87HI+3/AsvfQvz7i/X2yh1A9HtfUlWwVdjZUlErygKU6ZMKTYtUnk7deoU3bp14/z587Rr186+G+XBgwf54osv+O2339iyZctlR8Qvx60A9J577mH37t18/vnnfPnll9SqVQuwpWayWq20bduWu+++260GCSGEEFeVjYdLVlYOFEVB6dawQuoWZVeWveAr24svvkhqaiorV65kyJAhTsfWrFnDmDFjePHFF/nss8/cqt+tANTT05P58+fz008/sWHDBuLjbavuunfvTr9+/Rg2bJh9K00hhBDimtY22rkH9FKZENXYr7/+ytSpU12CT4Abb7yRBx54oGp2QtLpdIwePZrRo0e7fXMhhBDiqvfYcFi5E/bE2h5Hh8Grt1Ztm0SVKMsq+MqWmppKkyZNij3epEkT+06Y7qix3ZQeHh506NABPz+/qm6KEEIIUbxgP9g5E/48CEYTXN8GPGrs268og7LsBV/ZIiMj2bBhQ7FzTv/8808iIyPdrr9EfwErV64EYOjQoSiKYn98JcOGDSt1g3Jzc9m7dy8pKSl06dKl2JVd/v7+zJ8/v9T1CyGEEJVOo4F+raq6FUKU2Lhx45gxYwYNGjTg2WefJSAgAICMjAzefPNNvvvuO5599lm36y/RVpydO3dGURQ2btyIh4eH/fHlLlUUhW3btpWqMUuXLmXOnDlkZ2ejKAoffPABnTt3JiUlhWHDhvHUU0/JkP9FshWnEEIIUbN8Eb3UpWxC3E1V0JIry8nJYdCgQWzatAmtVkvdurYUX/Hx8VgsFnr27Mmvv/7q9h70JeoB/fDDDwHsWy5delye1q1bx1tvvUXfvn3p3bs3r7/+uv1YcHAw3bt3Z8OGDRKACiGEEKJGqkmr4L29vdmwYQMLFy5k+fLlxMba5jAPHjyYUaNGMXHixDItOC/RlR07drzs4/Lw5Zdf0qlTJ95++23S0tKcAlCA5s2bs3z58nK/rxBCCCFKTs3NJ+vpXzEu3o8m1Buf5/vgeUfbqm6WqAA6nY57772Xe++9t9zrdmsnpFdeeYX9+/cXe3z//v288sorparz2LFj9OvXr9jjoaGhpKamlqpOIYQQQpSvrKd/JXfOVtTEbCyHEsm483vyN52q6mbVCFZFcfmqKarFVpwrV67kzJni97ONj49n1apVpapTq9Vedk5pUlISnp6epapTVD/5FpUNp6zsvnDFqcdCiKucNTUX1Wyt6maIUjIuLtQBpaoYvyu+U0o4qIrrV3VW7bbivJLc3NxSzwto0qQJmzdv5tZbXXOjWa1W1q5da98GStRMR1JUBi2xcCrT9nhwtMLyURo8ddX8L1AIUa7y/00m5c4fyd8WjybMh4AZ1+Fzlwzh1hSaUG8sidnOZSHeVdQaUVGqzVac58+ft+94BBAXF8euXbtczsvIyGDZsmWlzg1188038/zzzzNv3jyGDh0K2ALPuLg4PvjgA06cOMFDDz1UqjpF9fLkBqs9+AT4JU7l030qD7aXAFSIa0nK7cvJ33kOAGtCNqmTV6LvFolH06LT7onqxef5PmTc+T1cHLXU1PbF857yXxtyNapJieirzVacK1as4OOPP7btM6soLFiwgAULFricp6oqGo2Gl156qVQNGTRoEMeOHWPBggX2b+bhhx9GVVVUVeW+++6jZ8+epapTVC87ixh233FehuKFuJZYErPtwaedVSXv1xMSgNYQnne0RRMdSN6SA2hCvPG8pyPaOrIpTEnUpAC02mzF2a9fP+rWrYuqqrz66quMHj2aNm3auJzn7e1NixYtqF27dqkbM3XqVK677jrWrFlDXFwcqqoSFRXFkCFDaNGiRanrE9VL1zoKy4+pLmVCiGuHJsATTbAX1pRcp3Jtw8CqaZBwi75nffQ961d1M0QFqjZbccbExBATEwPAuXPnuO6662jcuLHbNy5Os2bNaNasWbnXKyrettMW/m+DifhMldEtdDzV2wOd1hFgvt1Pw/4kC8fSbI9HNlaY3FoCUCGuJYpei/8b/Umbshoufh41DGyA543l/34iRHVT3RcdFVQttuIs7L777nP7hsUZOXIkjz/+OH379i3y+F9//cXbb7/Njz/+WO73FmV3IsVK/09yycm3Pd5+xkRitsq7Qw32cxoFKhy5W8u2cxBogGYhNegvUQhRbnzv64ChZz2MvxxH1zgYz6GNUTTyeiCufmoNep5X9FacbqVhmj9/PjfffHOxx2+99VY++eSTUtUZHx9Pbm5uscdzc3M5d+5cscdF1fp6j9kefF7y8fZ8l/M0ikK3ukqFB5+//ZvPA8tyePN3I8nZkuZFiOrGo2Ut/B7vhteIGBStW29FooLkHkwh7t4NHBu5huQvj1R1c0QVefHFF+nevTtvvfUWoaGh1K9fn/r16xMSEsKbb75Jjx49eOGFF9yu360e0PXr19O1a9dij3ft2pXff/+de+65x+2GFZaSkiJ5QKtYvtHC+eM5BNf1xCfIw+mYhxawqmC22Ao0CjrPqnlTeeU3I9N/zbM/fudPE8ef9cPfs+Z88hRCiKqQF5fB4e4/YMkwAZC2Ig5TfA51nmlfxS27OtSkRUjVYivOwuLj44mOji72eP369Uu0beauXbvYuXOn/fHvv//O6dOnXc7LyMjg119/tc9BFZXv2NZUlr95DGOWBa2HQt8JkfS4NcJ+vH8DDZjMjgusKi2CSx+A7klQeWidhR0XoEttmHO9lta1Sv4Hq6oq/12X51SWlK3yxvo83rhRPsAIUVmMexNR8614dQyv6qaIUkj+/Ig9+Lwk4X/7JAAtJzVpCB4qditOt0PXzMzMYo9lZGRgtV552HPHjh18/PHHACiKwvr161m/fn2R59arV4/HH3/cvcaKMrHkW/np7RMYsywXH6v8vuA0TXsFExLpBcC6f12H2/fHm13KLifPrHLjMgvnL+Y3/vMMDPneQuy9WnQl/KM1mVXyLa7l2047F+YZrfz1Vybn4k20aOlNx04+pWqrEKJolkwTZ4b/SM4ftt3yDO3DiFozCl24/I3VBFaT63u3airiRVWIMnIrAG3YsCF//vknEydOdDmmqip//vnnZXtIL7n99tsZPnw4qqoycuRInnjiCZdFSIqi4OXlZZ/8Ksqfxaoy5VcLXx5QUYDJbRXmXK9FuThUkHY+j+y0QgGmCmcPZdkD0JKyqio741UCPCEmxLmHdFO8ag8+LzmTCVvPQU9HZyvnM6zM35hHmlHl7q56WtV1PI0NHhq89Aq5Jud0T9c3dpxjtaq89UY8J47bekrX/ZbBkGGB3Hyr5CAUoqxS3tlpDz4B8nYnkDh9C3XmXV+FrRIlFTI+hgvv/IOa5wg6Q+9pXoUtuspU4yH4L774wq3rJkyY4NZ1bgWgI0eO5P/+7/+YPn06jzzyCEFBQYAtZ9T//vc/9u/fz9NPP33Fenx9ffH19QXgww8/pEGDBgQHB7vTJFEGj/1u5ZM9joBt7g6VIL2V1/toAdAH68nVafEyO38KTgtwDGnf0dHAG+uMZBYY/X6gh8Hp/BOpVoZ8lc+RZNu9RjfT8O1NHugvpmryLebZ6O+hArZzTiSZaTPHSLZGB4qG/+3O45sxFm5u57jXrBGe3P+90TYnFWgUpuWx3nr78X17c+zB5yW//pzO8BFBeHmXfNpAvkVl7jYLv8daaF5Lw+PddYT5Vt8XFyEqQ+7W8yUqE9WTV/MgYn4bxvk3d5OfkEvQTY2o/aRsk1peqvMQ/MSJE1EUBVUt+QYxiqJUbgA6evRodu3axapVq1i9ejWhoaEAJCUloaoqAwcO5KabbipVnR07yjZeVeXrg65DLgv2OgLQ+ByFFfXqMCbuLB6qigr8GR5CfZ0jAI0K0vDXND9mrM8jPt3K6NYeTOvlHIA++avZHnwC/HDYysLdFu7vZHsa7jllApMCeq3jojwLe09baB1mq+uhn0xkax0LoKweOh752ewUgE7u6IH2cDq7d2bjF6Bj4ogQvDwcf/SJKa7DSWazSm6utVQB6N0/5vPlP7a6Vhyx8v0hC/unGtDL3vbiGubZMYzsn+Ocyrw6hlVNY4Rb/HrXxa933apuhqhkxU2BrChuzwF97bXX6NOnD2vWrOHMGdtwS4sWLbjhhhsYMGDAFa+/tK3n5MmT0Wg09rmgl6MoSrmurBcXFfFhp2AI1ShYQfUxsDOyDn55JnI8PEjy9qRHfa3TNW0jdHw1vvin1JYzroHulrMq93ey/d9br4EsE+gtoNOA2QomK14GR+/l4TTX4C453zloXPx5AlvXptuOJZqY80Yu09+OJiTUFrieMejJVxQ8CnzKS9DryNeXPPhMylb5aq9zIHs0WWX1USujmmuLuUqIqqWarWT8fBJzSh4BQ+ujCyndFJqSCHmyI9m/ncK4zdbrqW8eTOj07uV+HyFqouq8Cr64POwVxf3188DAgQMZOHCgW9d+9NFHKIrCXXfdhUaj4aOPPrriNRKAVox+PiaW5eqdygb5mwBbwJaVaSEyMw+zVkuqt+0NKzzfzOn9WTTq62+/5vSpPFavTCMtzUyHTr5cP8AfTYHhho51FM5uSiUmPQuTVsOu0EA61nFcP66NB/f/aCLbZAs8Afz1MLKFo8ezWz0NJw45t79egS2IrVaVTX9kOB3Py1PZvimTG0bYpnf4+WtZFxJAx/QsAswWzhn07AjyKfFCJ4B8q32E34nRXDV728cfyWLbD+fJy7bQ6voQWvYLrZJ2iOrLkmniaL8fyN2VCIDG14NGP4/At2edUtWjqip5v8eRvy8BQ+8o9B2dr9cGetJg623kbj1nWwXfo64kmRfiIlWRnLeXlCkALYsVK1YA4OHh4fRYVL5OZ1I4lOXFv8F+KCo0S86gjZoH2FatnjplKnLi9LETefS7+IEpOSmf/756FqPRFoAdOmgkLdXMuFscC3tuNqezNSHV/rjOqQsM8PXk0tNQr1PY8oAXE5caOZig0rq2wuc3eaEt8OY1Z6ie9SfzOJdjKzNoVL66yTl41uoU8vOdA0FdgWHxzp4m8lWV1WGO+cadszII8gws4U8M6vgpDG6s4Zdjjl7dMB8YFuPc+5mbZWb3b0lkJJlo1i2I6NZ+hasi+Vweezem4emtpW2fQLyLmwxbjITYHL54/ADmiwuvjm5JxZhpoeNwSX8jHJI/PWgPPgGsWfnEP7OJmL/HOp2X9fUBcpYdQRvujf+jnfGIcV6cl3rnj+R8td/+2P+//fD/Ty+X+3l1LV1gK4SofoxGI//73//44YcfOHHiBGBbiD569GgeeughvLzcH0UpUwB68OBB9u/fT0ZGhsuk1Sv1VtapU+eyj0XlCQjQ0vNICj3PptjL/Bs5AqWWLTzxxIqxwMZZiqrSv7ev/fHmTVn24POS39dlOAWgx7c790wqwD+b0mnWwtte1qq2lh3Tik/XEuSlcPJRA6uPWcnMg2ExGgILJJjXaBT6DwpkzY+O78XXT0uXno7vJ/loNvf8e4qN4SEkeRpomJFF18QU0hNCCKpT8lyhi8fpeen3fH6PtdK8loZX+uvwNTjaYsy28PGjB0k+a1vwtPn7Cwx9sD5dhjnmwx3bm8nCV2MxXwyY1y9NYNrbTfAPdk70n2lUOZxooVktLX6FEurvXp1gDz4v2f7jeQlAhRPj4dQrlqXP2ELqM455YNnfHKLuvrvRRdpGKkw7zzkFnwAZr/6F7wMd0QSV/3C+EFeb6rwIqbDExESuu+46Dhw4gL+/Pw0bNgTg0KFDbN26lS+++IL169dTq1Ytt+p3KwA1Go08/fTTbNmyBVVVnVZNXfq/DJfXHDcMD2L/nmzyLwYxBk+FQcMcvYNanYbH7gjgf1+kYlEVQGVYTy8aNXa84RS5aK5QmUcRcywLl505ncfXi5KJjc2jYUMDd9wZSt0I5x5OD63CyKbFz7McMDSQAwdyOXXCiMFLw5CbQvAPcDzVazfxwc9s5oazF+xlPoEe+Ic63+dwkpXP9tjmeU5sp6VZqHNbAzwVZg9xvqagfRuS7cHnJX98fdYpAF37zQV78AmQnpzP5jVJDL7D8YFs/uY8Hv7RiMkCHhqYNdKTqQUyDFgtrj/8osrKw987c1m5IRtVVRnS14e+nb2vfJGoFvyur0fy/AOFyiKdHmfM2u702JpmJOuzfQS+0BMA83HXIJY8C5azmRKAVoL8uHTS395G/ok0vG9ogP/UDig6GdKtSarzHNDCnnrqKQ4ePMi7777L1KlT0ett73cmk4kPPviAJ598kqeeeorPPvvMrfrdCkA/+eQTtmzZwuTJk+ncuTNTpkxh+vTpBAcHs3DhQvLy8njllVdKXW9ubi4///wzp06dIj09vche1ZdeesmdJovLaNDYi5ferM+WvzNQFOje259a4c6B1bkkCx4WFY+LUeWFFKv9gwZAj56+rPop1akXtP/1/k51dO7izYrTjoBMo6h06e04x2xWeWfGOVJTbUHfgf25vDPzHDPeiUKrLfkf7WcLkjgWawJFg8kIXy9KpllzLyLr2YK2Ok186HZTHbYsOwcq6AwabnykAVoPxwv5trNW+n5mwngxl/7srRb+nKinc0TJX+xdcqcCOelmrFbVPjc2Lcn1nPQCZak5KlO/z8V6cVlYvhWm/ZDLLW09CPGxtaXt4FrsXp3gFHS2H1L+q44378nl9Q8dPcv/HDGhKAp9OkngURME3tSIWo+1JemDfagmKz696hA5q7fTOarRdfOIgmWGfvXBoIUCOSK1Uf7omsuc4ysxn8si48uDqHkW/G5rhr5xkPPx5FzOPfYXmWvi0DcMoPb/9cD3+nr249aMPOJ7LMJyLguA3DUnMB1Kpta8wZX6fYhrx08//cTdd9/No48+6lSu1+t57LHHOHDgAD/88IPb9bsVgK5bt47rr7+eKVOmkJaWBkBYWBidO3emc+fOTJgwgZUrVzJt2rQS17l//34ee+wxe31FkQC04oTX0TNyXNFvItnZFlb9nO5Utu+AkYOHjbRsbgs+QkI9eO7FCNasTCM11UzHTj4MGOS8eUDGtgTCkrPI9vJEo6r4ZedwYbsfkQ1sL7JH/zXag89LkpPMnDieR5OYkg2NWywqu3c6Z7O3WmHXzhx7AAow4P76dBgWTsqZXCJa+OHl5/ynMHOTmYLvxUYzvL3ZzOIC803Tcq3ctyiLv+MsNAxSmHOLL+3qOepp3iOI9V/FO/UEN+0R5LQwq3lnfzatSnK6d/POjqB88R6TPfi8REXh210mHuxt+5nUberLbf/XjC1Lz5GXbabV9aFuD79nnDeSejKb2i0DMBSai/rzXzlEX0giOskWhJ4MDeLnvwxuBaBn96WTecFIVKcgvAOL70UuTn6elV0rL3D2UCa1m/jSaUQ4ei/JPnA5iqIQ+W5v6rzcBUtWPvoIX5dzfCe1IePdbY4CvRafO1raH2rDfAj5dgxp037GcjYTXfNQgj8fgaKVXrjLMR1L5XTXr7CmGAFI/b8tRKy9Ga8CO2ycmfAbmavjAMhNMhI3dAUxRyegv7jKMnvZEXvweUnmgn2EvHMdGm/nKTuiGqs5HaCYTCY6dOhQ7PFOnTqxePFit+t3KwC9cOECd9xxBwBare1FPz/f1muj0+kYPHgwy5YtK1UA+t5775Gfn88bb7xB586dZeejKpCbng8KePkXmn+YZSXftaOO1DTnYLF+fQNTHiw+8Ek8loV3ngnvPMc+wwnHHMGir1/Rb2K+viV/c9NowNdXS0aGc9v8A1yDk+AIT4Ijig5sk3OuXNZrZjoH0mz/P5er0mN2BudeDSTgYi7RvEBPVkTXoXt8Mv75Zo74+ZDauDa3Fqhj4O3hLD1gZm+eHg/Vyo0RVlr3CLQfD7fmo1FVrAWGbTSqSh3VuaeqQYcAGnQo29/MpvnH2f55LKoVPLy0DH65JY37OXpS9f8m0vKsI6F4i7MXSDuiB0re+2W1qPz4/H6O/50M2HqfR/63JQ26lW4XqqWv/Mvx7WkAHPwjhWPbUpnwTsvLXyQA0AYY0AYYijwW9FZ/NIEGspcdQRvuQ+B/eqAv1LvpNaopnsObYE01og2VKRglkfrGVnvwCaAaLSS/8DeR628BbBkKMtfEOV2j5lnIWH6C0IdsSeDV/CK2t7YUk45DVFs1aQi+c+fO7Nq1q9jjO3fupEuXLm7X79bHVm9vb8xms/3/Go2GxETH6kpfX1+Sk5NLVefhw4cZP348AwYMkOCzkuUbLSyffpj/jdnK/0Zv5af/HsFcYD/g2uEe1It0DkoNeoU2rUrX8xXRxvX3GlmgrF49A+07Or+hde7iQ526Je8hUxSFkaOdh7Zq1/GgazfX3p7Lubml659GwbJj58324POSXKvC3HWOKPXr3Sb2+Pgxr0k0b7VozPJ6dfhkj8VpaslLHybxp+pDmt6DRIOBLxI9+Wmto7e5XaDKdReSUS7NsVZV+l9Ipl1g+b7pJB3LYttCW/AJkJ9rYd1bh5yeB96xKS7X+ZwsYk7gZRz7O8kefAKY86z8PuuYy3lZSXnsXnaW/WvOY8pxDrYTT+bYg89LTu3NJP6Ic++QKD1FpyHwxV5E7Lmb2r/cimffqKLP02ok+CyF3L/PupTl/ZNg/7+i16Dxce3F1AY7Pij4jG2KJsj5A7Pvrc3R+JZ+BEGIknjnnXdYunQp77//vj3mAzCbzcyePZvvv/+ed955x+363eoBjYyM5NSpU4CtB7Rhw4asW7eOkSNHoqoq69evJzy8dEOAPj4+EnhWkc1fn+HwH45h4ANrEwlt4E332x3zjx5/KIz5Hydy5JiJ2mFaJt0Vir9f6YY8+01rROrpHBKPZYMCLQaF0/IG5+fJgw/VZvPGTGJj82jUyJNuPVwDx9wcCzs2Z2I0qnTo6mtPMH/J9QMDiKynZ/eubIKDdfTq44eXV+k+a93fUUtKLny4w/ZH90AnHfd1dPy5mPKtKKrq8mnWVGAO7OlEC42zc+maloGvxUKslycbQ5yf42vjcP4YqCh8vT6H4QNs59Vr6kMbs5GEPCNnfDyJzDbSxmwkqnnxmQLcceFwhktZbmo+meeNBEXZAo3zWg8iC1+nc/7Zp6WZ+eqLJA4ezKVOHQ/G3RJC02aODypJJ7IpLPVMLmaTFd3FBWnx+9NZ8tg/5Ofagt/NCzy5fX4HfIJtb7T5xiJ6gi5TXhOoqkr6hnPkncwicGAEhojy/f2KqqUUMUSueDhePzUGHaFPdiBh+lZ7maFZEAFjGtsfa0O8qPvn7aS+vgnz8TS8bmhA4H8kwX9NU51XwV933XUuZSEhITz66KO89NJL9lXwJ06cICMjg0aNGvHEE0+wbt06t+7nVgDapUsXVqxYwRNPPIFWq2XMmDHMmDGDkSNHoigK8fHxTJ06tVR19u/fn82bNzNu3Dh3miTKIG5nmmvZjjSnADT1YBo+f8XSNl+F05DSxAKtokt1H/9wT+76rDNJJ7LR+2jxD3cd/tbpFHr39ad3MRsypKeZeePFU6Qk2QLD5d8l8ehzETRp5twb07SZl1PgU1qKotD0bCo3HrUFTE0jfABHqokW9fQ0NagcNjleTHytVh643nHP8CwjA5NS7fFlkxwjXlYVVQ1ypFUtIn1AXoE4Ki1fYU7LRph0tjerlEAfDoUH8mwehJXjtK9azV3zk+b76vEvkJZqe5v6pOda2Rxh+9DQLT6BI62de8jmvX2WvE1naZidg/GAnnmH0nn1o2b4+9vaX69doMt96rTwswefABs/icOUa7VPnU07Z2T30jP0us/24lcnxofQ+l4kncy1XxNYx0C9Vs7fQ0qOlUW78knNURnX1oMW4dVzjqhqsXJgxG+krj4NgOKhodni6wgdHV21DRPlxu/WpiTvSXAq8xnZ2Olx+Mtd8Wpfi8w1J9E39Cf4npZovJzfovWtahH+7cgKb6+oONV5CP7EiRP2hcUFRUXZXudTUmyjYIGBgQQGBpKfn2/PDeoOtwLQiRMnMmTIEPtQ4rhx48jLy2PNmjVotVpGjRrFXXfdVao6H3roIR566CFmzJjB7bffTkRERJE/CFH+giO9iD+Y6VxWzxFImU1Wfp19HMuldEEqbPnmDC0G1CKsYcl7asxGC3+/dYCjq89i8NPR/u7GtL6tQanauv6XNHvwCZBvUlmxJJknXizf4cAfvk1k0a9GwBa0fPmzEUVNZPQtjiD0t8f8mTw/g71JVup6K8wc50NYsONPKiQnn4RC9UYYndMyGTwVKDC/VqOq6Os7vpfvDlrswecl+Tot3x2yMq1zyXt1U3Ot9Flk4WCSikELL/XS8GwPR1u34cPqZvUZfOQUWlUlV6flq1ZNmJivUOtioJsfYGB+u+b2TQn21gqmi58jWk5LNWP94yQhObbAUG/Oxef4WXb+XZv+Q2xzPOu1D6TT+Ch2fnsa1aziXduTwc82c2pr/L+ZKDjm6qvAmf2OHlpFUbjt/5rx+6eniD+cRe3GPlx3TxSaApkSzmdYGfTfRJocPo+32cwttUN488kIhjZ3jtr37M5m545sAgO1XHd9AEHBpX9JNJms7N2ZjdWq0qajL56epettT15xyh58gm2u34nHthAyqr68Bl4lAh/ugHFTPNkrjgPg2aMuof/nmrzff0RD/Ec0rOzmCQFAXFxcpd7PrQDU29ub6Ohop7Lx48czfvz4EtfRuXNnlxdXVVU5cOAAS5cuLfIaRVHYunVrkceE+3pOqEfs9lSyU22RkF8tPd1udwy2pp83YswwozOZ8czNw6T3wOSlJ+FYdqkC0C2zD3NomW3qhjnXwt9vHMA/0of6vUueMii5iLRFyUmuqWOyTmYRv+4c3nW8qDuwLppS5sr7dUMWhf88ftuQ5RSARoZ78OtLxS+eadNUz6G/nMt8/LROq+CDrRCYnUuShw6tCrVN+fiaHPeNCdEAzguqHOUl1/JjM+eyICQzh2yDB89t8KBFqIURF3du+jdZ5bcG9dhaJ5zQnFzO+Pti8tCSkadSy9vW3hPxZvAoMN9MUTiV4GibJSsf/5xcp/tqrSp5x9MB288p16QyNzmAk0298DSbyTDoCY/XMLbAe25+oQ0NFCD1gsmpLCDMQN2JjTkVrxIerhBUx/m15ONV6Yxfvw8vi619Xc4n8eVcC0Pfb2Q/59ef0/h6kWM+6l9/ZPLq/9Wz99YCnN6Txob3j5Ecm0NkuwAGPBFDYITjw1lqcj4zpp+2Pwf9A7U8/XI9wmqXfF5e7uE0LIpCnk6HCmitVtSTWVhzLWi9q2yzOlGONF4e1P1xNPmxaah5FvTNSrfoTlw9qnMPaFllZGTw6KOP8vTTT9OsWbMrnl/qV7ecnBxuu+02brnlFm6//Xa3GgkwdOhQ+XRfTQRFeHHfoo4c25iColFo3CPYKaWNd6AO37QsQi6k23ulMv290ZXy2RO77lyRZQUDUFOaicMfHibln1SC2wfTbEpT9P6ON/PW7X3Y+rdzb22b9s5B8OmVp9k0dTPqxX3ZQzuF0H9Jf7SGkg/BaooYGi+q7HI69w5gw+pULsQ7gqcRtznvGOGTnkubwyepk5CCRaslLjKc8/UcvcIDGmiI9rcQV2CKZn1/GNTQOQA1ppk49tNpTFlmGt4QQWADx9xZVVUxx2fz4oZdRKZlYtJq+LVlQ54JaWoPQL01tu8tw1NPhufFn7dqS2F1ibWI1bYFi3wDdbb5rIWmYjZq4fj9/LrTyNF4C+i09p7deSuzGdPT0/F6UNTLQqE0P8/+aeGtbY6bT2uv8P71jt9v/t/xBFqcA/eYfWcBRwC6emUaFiDO24Cf2QJpZjb+ncmNQwIBMGbk88PT+zDl2OqJ25bK8v/sZ+Lnne11/Lwi1ekDUEaahVXfpzBpam2XbyE/x4zOU+uyL7pnyyByPDzsPctWjQZdLS8JPq9CHg0Cq7oJoopdzQFobm4un3/+OePHj6+YANTb25v09HS8vcs25Dl9+vQyXS/Kl8FbR8uBRfdEZp4zEpyQ7hQX+GXkkPVvOlxX8t5L71ADWeeNzmW1nOeBbrjjD1J22+aZnP/jPAmbEhiw/Hr78S49/Dl30siOr0+hGi3UH1CHUbc6p4nZ89o/WM0q6sUGJ+5I5vSq00SPiS5xWwf38WbhWpM9KEBVGdyndM95Ty8tT/5fNFv/SCc9xUzrTr40bOpcR6NT54i8YOuF05rNxMSdxdgsCHAszto5ScfLf1n464xKzwiFV/s4B9I5CUaWjvgdY5ot0N35/iFumN+der0ddYzfsp/INFvgrrdYGbb3GEsaBwN1AegW6dqjGuwF9QIcv/WGgXDeuYOTaD9HEKjz1KJHxVTgmaIxW/ELcQx7J6a7LhRKzbJitoDHxVcj3wAdWQV6VlFV6jZzBNRnM1Xe3u4cDH+wW+WRDiqNg2z3buSrUnhZVaDG+d4HrTr+CPO3R9G+Ghia5bhv3PZUe/B5SdLxbFJP5xBUz/Z7jC+00xXA2dPOZelxWWx4dhcX9qTgU9uLbk+3pNEQxwhDVly243l2kTHTjCXPUqoPTUJckvNPEhqDFs9mQUUeP7c7hfO7Uwhu4kdUzzCXD0XlIftgKnFPbyPrnxT8u4fR4O2ueEaVLhuJ2aoya4eV1SdUogPgmS5amoZcvQHc1aDwBkKX41YaptatW3Pw4EF3LhU1kIfFgqaI55Qu3ehaeBmdpsSg0TlePLxrGWg5rr79cfLuZHvweUnStiRS9ztS/RhT8zAv3EODgydpeOIMXt/ssQXCF1nNVjLPZGPWKVh0GtuXViHzmHOv6ZWMuKM2k/rqiMzPJtKczaR+Oobf7tqrdSVe3lr63RjMyDvCXIJPgOgiNl7okOec9D/YS+H9QTr2TPbgg8E6QrycX4C3v3fAHnwCqFb468XdTufEnHdNizZecfys29XW8ER3rT10NGjhgyEeeBb4fX37SDANTbmEGfOoZcyjYV4u3z7qeIPLSTQSdiSFsDPp+KXmEnwhi3pHk0nY4kjR1re1gcLvdb1a6vEocB/Pk6kEJGWgz83DkGMkKCEN00FH+2PTofBOoypwPM1ROOiOSPsHkEs6j4lwerzFz8epCzfLCn9pHB+IvINcV3lpNOBZIE9uUX8XWsW5cN3j27mwx/azzj6fy+9P7STjjCMbQH6ea1CuKgpKKXb/Ko3cczlkHE6/8omixslPyOFI5+840u5bDjX/imODfsSS7TxtaducIyy/axNbZh1m9YPbWfvs7mJqc581z8L+gWtIWXUa05lskpbEcmDYL6UKTgAeXmvlqQ1W1p9SWbhPpefXZpJyanbeU1VRXL6uVW4FoNOmTWPt2rWsWLGi1E+o4tx8883MnDmT9evXk5lZumChvMXFxTF16lR69erF4MGDmT17tj3R/uWoqspnn33G0KFD6dmzJ5MmTWLfvn0u5yUmJvLUU0/Rp08frrvuOl577TWysqpvDkNNMbuceAaVLv9c/T7h3LS4Nx3va0L3J5pz85I++IQ53vAvDZkXphaINg4tOkH6ccfzw5SZz853Hftba3Qa8NE59SipGgUMpXuq51zIxfTlPtpvOkD7jQcwfbmPnAu5V76wlCIauAalLZqVrqc1YZdrfs6cBMeHA0VRCGjg2vPQs5tzSqi3B3lweJqeH2/14MzjBm5t5dz7Vi9Iw/63avHBZH/mTPJn34xaNAgpkEom34rBZMEvPY+w+EyCknLQWVU8Uh3BcZMIHa9P9KduiAatBvq31fPyeOctW9XcfDxz8whKyiAwORO9yUxeqqNXsVNtCCmU4MBPDz0iHL/zOm0C6fNQE7z9degNCk36hdLzAedVx8YiAr8dFxzPNT+s+BT6kBV4LsveUwugsVrRWK22bAaqiqKqaCyOenMSjKTsSyMgLY9aCTkEJxvR5Zo587djeVqOtw5zoWAz01eHWs4JxlWryu6HtvBrqx9Z330V63uuJueUa1osUXOde2krOTscz63M306TOOsf++PcVBO7Fzjn3T32czyJB9PKtR1p6+MxxTvv3JGzL5Xsva6vVcXJM6ss2Of8N5qcC0uO1Nx0ayABaEFuTTJ677338PPz4/XXX+d///sfkZGReHo6D6UqisK8efNKXKeXlxdLly7lu+++Q6PR0KRJEzp37kynTp3o0KEDXl6Vs990RkYGU6ZMISoqipkzZ5KQkMB7772H0WjkmWeeuey1n3/+OfPnz2fatGk0adKEJUuWMG3aNL766isiI21Dbmaz2b5D1Ouvv47RaGT27Nm88MILzJo1q6K/Pbf4Rvvi4edBfqZzEF6nX+l7BEOa+BPSxL/oYx1DCGgWQHqB3pmgVoEEtXH0smXEun44SS9QZjVbsRQRWFhL+Zq1Z+5hMuIcHwoyYrP4Z94Ruk9vV7qKrqDjI8357Z6NWC9mGPAK86TFnY2ucJWzwPo+pJ50DiQ8fZz/tHv9pzW/Tttq/9nU7RZKg8HOPYJgW9wUc5n1EbqcfLrtOAmqikdUfSiQKNuzlicaLy3WXOdh69DOzhXe2MmTGzsVv7Wqd/swTH+fcSqrd6NjyNpTp7B0uIa71lg5lQl1fWDBDRr89I4X8tSjGfzz1j8oeVY8gPjlmRxuE0CLuxxBqJe3FmOhIfZu0Y6f284V52lw4AJptXwweuvxyTASkJJLwr506nazTfuo38iTowdy7B/EFSCqkeO1Sh/gQWCWCY+Le6drzFaCUvMweDoCd0MtTxLreOObYUJrVjF668gP9yz1sGhOfA77X9lD8o4kAlsH0erFdvg1cqSmOrM0jlOLHClTMg6mse+5nXT9qk+p7iPc8++8wxybfwSryUL07Y1o+Vzrct/CNHvz+SLKHHPvcxKNWIv4oJ9xNpdaLQJLfB/VbOXM/+0m+bsT6EI8iXi2LUE3OlKy6QKK7pzQ+TuX/3eLlfd2WsnNh4mtFN7rr0Ff4MNYUR/BZOOnq4dbAejZs2dRFIXatW0ByKXcUGXx+eefk52dzc6dO9mxYwc7duzgq6++YtGiReh0Opo3b06XLl2YMmVKme91OcuWLSM7O5uZM2faE+NbLBbeeustJk+eTK1atYq8Li8vj4ULFzJ+/Hj7NqXt27dnzJgxLFq0iGeffRaAtWvXcuLECZYsWWLPJODv78+0adPYv38/rVq1qtDvzx1ag5Yu73Vh87TNWI1W0EDLR1sSEFO+GwcoGoV+3/Rl13//IWFPCuEdQujwQlunxWp1e4Rx/MfTTtfV7eGYh6rRaQjrEkrCNuf91Wv3KPlcVYDUIoYoU4+U/7BlRK9wRq8eSOyqM3j46mg0MgrP4KK3SSxOl6dacfbPtZgujjlrLSqdH3aeAF6vdzi3/z6Y039fwCfMi7rdQku9CDDneAbbeq7BdMHWK3j0uV10+ftGfJrangdabx0xL7Xl8HOOrdtCB9Qh9Po6pbrPiHmdWDrBTP7+JFSthqBB9ejzSBOnc3adtnD6jO0DUXw6bI/zYHADx5v5v0viXD6IHPzyuFMA2qKJFzv3ZaNcfEezeHlwU1vH8PqPnkEMAYITsgFbgJ/sY+AfjffFmbMwYEQIh/7J5uxJWw9teF09N97kmJNsycjHw+gc5CqANs3Ro9toSAS7PzxCeryj/R0mNi4yc0PKBRMeegW/QtMDVFVl460byDhke47mnMom7Z8UBm8bjsbDVk/K5kTX+ra4lonyd/qHk+x7yTHUfWT2QTz8PGj6SItyvY93+1oY9zpPt/Fq73jPCmrkh19dLzLjHaM5Ok8tEV1Ktyr/1Is7iH9zj/3x4Y3nabN9ND7tbc99/+7h+PeuTcZfjoA4dFwDPBs4PhB9fcjKC387/kbn7lEJ9rTyWi/bhzODTuGulgof73VEnEGecHOz8g3aK9u13ONZmFsB6E8//VTe7QBsuyH16dOHPn1sn8jT09PZtGkTCxcuZN++fezfv7/CA9BNmzbRpUsXp12ZBg4cyBtvvMGWLVsYPnx4kdft3buX7OxsBgwYYC/z8PCgf//+rF+/3qn+Jk2aOKWx6tq1KwEBAWzcuLFaBqAA9YZEEr5nJCl7UvBr5I9PRMVsw3d09VkOrruAalFJWnse/46htCrQI9h4TH2SD6Rx+NtYrCYrEb3D6fxMa6c6us/oxJ8PbCb1UDpaTy2tHmxGeNeiPzgUJ7xTKBd2OL+Qh3WsmNQpAQ39aPdQc/evb+LPyOXXc/izo5gyTDQcHU29gXVdzvMKMRAzsuitFUsi9s399uATID8pjxP/t4/WnzvyGTZ8rCXBvcNJ+v0cvjEBhA2LLHWg6+XvwZ3Le5OXa0GrU9B5OL/hJGarPPdrPlhUQnJySfP2ZPr6fO5qr6VeoO1c1XzxjU1VUVTbNAy10MTR3Wla8uv4oeRZULUKeGhZFQs9Lna25jYMZO7gDtyz7h+88i2k+BiYMaILswosqvL11/HMWw04cSQXq0WlcQtvpzRbWm8dWi8tlkK9wvpQRw+w3teDUYv7cvCbWDLP5hDVrzaNbnTunc7OMPPlm3HEHshG0UC73oGMezgK7cW5s+n7Uu3B5yU5Z3JI3JRAeF9bR4F/y0CXn7V/C9l9rjLEfeOarDvu2xMuAWjm6WzO/nUBvygf6vYMK/XfTp1Xu7L/zyQS8QBVJcLTSusn2tuPa7QKg9/txPqX9pD8byb+kd70eq4VnsX0WBYn8fN/nQssKomLjtoDUIBWawZz/qPDZO1Jwb9HGOGTmzpd8sNR167MH46qvFYgPeqcgVoaBFpZddy2COk/3bT2tHA1VXXeCamyVbs8H1arlYMHD7J9+3a2b9/OP//8g8lkIiQkhM6dO1+5gjKKi4tjxIgRTmV+fn6EhoZeNknrpWOF86M2aNCAb775BqPRiKenJ3FxcdSvX9/pHEVRqF+/fqUngS0tvb+e2n1KP+xeUjkJRra+c8AeKKhmlS0zDtBoaCReF3sFFY1Ct5fb0eHxlljyLHiFug7l+jfwY9jPg8g6k40hUI+Hb+m3DGozpSlJ+1KJ32ibT1W3VxhtpzS9wlVVJ6hZAN3f7FSh98g57jr9IbeIssBOoQR2CnUpLy2DV9ErwA8nWok5ncg9m/cSnGMkzcvAwq6tOZAQRb1A2zlNxkYT99ERPLNtgV++h4ZGw+s51RPuDacyFVRPx8tgbR/Hm0On+h480LERv7eKIjwtm9Oh/pi1GsIKbUGr0Sg0bl70BzKdj45GU5vx7zuOecoBrYOoXWj6w9a/M1i0W08aPrRcncujXfIJLhDo/rzoHLEHbL2wqhV2/5FGVFMfegy1/Zy1Rewjfun+l0Td0ZCzP5wieZPtOa0PNtDytQ5FXifKl/Gc6/xxU6pzbtvjK07x55M77K9/kf1qM/DjHqWairH9f4c5q3e8JsaqUPurWFo/6BgRqdUigJuX9sWUbcbDW+tWOkRNESnCCpdpfTyIeKy1y3mX1C1iQXyEn3Nb9FqF57ppea5bqZsoaoAyBaDx8fFs27aN5ORkbrzxRurWrUt+fj7JycmEhITg4VHyN/5vvvmG7du3s2vXLrKzs/H396dDhw488sgjdO7cmQYNSrdjjrsyMjLw83PdltDPz4+MDNf9sgtep9frMRich0/9/PxQVZXMzEw8PT3JzMwssn5/f//L1m8ymTCZHC9Y2dlX3+KBlH8zXBYiWfOtpB7LxKuL889V7+cBfpd/fvlGur+ftt7Pgxu+6E3GSds8UP/6pUsfcjUKvSGC1PXnC5W59rReSerWRI79315yz+QQPiSSxs+3QetZ8nRDrQKtTPtrF94mW/7NwNw8Hvh7N+0CIri0c1Xe8Qy8sh29jvp8Kxxz/vua3kPD5F8cQ4CNAuHOFo43wOHNtUxbmU+OwYPY8EAA6vpBTGjp3rCbv9CWwA4hJG44j08jP6Jub2gfFgeI3ZfB3OU5GKwK3mo+R9O1zHj6BG9+6vjAc2Kf69/7if1Z9gDUr5EfdW6M4Nyas/bjIV1rEVLgg4DWS0fPldeTsjkRU2oetfrVcQpQRcUxhLpOq/Eo8Ppltahs+799Tr30Zzac58wf56nXv+RTWE785ppr+dDXJ5wC0Ev0Zfjd1328NbEPbrQ/1gboCbv7ynkfC3q0g4ZvDllIvBibe+rghW41e3i9JK7mIXi9Xk/fvn0JCio6/Vdhbj8D//e///HVV19htVpRFIU2bdpQt25d8vLyGDduHA888ECpEtW/++67aDQabrjhBm677TaaNm0qieoLWLhwIR9//HFVN+Oyso9nEPf+YYzncqg9IoqIO0q3pZzOoNhWExf8vasqHl5V96J0pcDTkmsm459UvBv6YgirnIVyVaX+Yy3I+TeD+C+Og6pS546GRD9Vuikjuaey2Xbjb1guLv7JOpBGXqKRNh92L3Ed+UfT7cHnJZ5mC9bDKRBu66FPKGLTg4TfncsmtdbQPEThh6NW6vja5psFejqeexH+Gj4fq+fR1SaScqBRsMKicXq0bgyh1RkSSZ0CuT8LWvvVObwtOnsKLK3VyimTB7lZZrx8bS/R4VGeJMU75xcNj3Lu/e/6cU9iPz9Gys5kAloH0Wii86p/sI22hJRyPrQou3pj6pNYIPMBQOQox3SY/Kx8chONjikjCqAopJ/ILFUAWtRbpqbQ89WaayZl9i5y/47H0CaU4Cc6oiucVuIKak9tiT7Ch6TFx/EI8aT2Qy3xjHbtWLmcBoEKq8dq+M9fVnLN8EwXDb0jr/73/JoYgGZnZ7N582YuXLjAgAEDCA8PL/K8oKAgpymHV+JWALps2TK+/PJLbr31Vnr16mVf1Q3g6+tLnz59+Ouvv0oVgHbt2pV//vmH1atXs2XLFvsK+M6dOxMR4bpat6L4+/sXmRIpMzMTf/+iV29fus5kMpGXl+fUC5qZmYmiKPZeTz8/vyLrz8jIKPaXCjBp0iT74iawPSGGDh1aou+pMhjP5bCpz8/kJ9veJC/8eJrcU1k0fq5NietQzSoai4pVi+2VVL34uIhV7dVB4m/x7LnrL/JTTCgeGpq82IbGTxc/5FTTaTw0tPykB01ndwYVdG5MbTi3NM4efF4S//UJWs3pWuLtUn2jfFB0inNvuQJ+BRY4eBfxwcGniDfIbnUVutUtvvf1jnY6xrXScj5LpV6A4vaH4ozVcWT9egpDkwCCJrZAU2DIPClXwQqc9vEkV6uhdq6JwHyz7cPYRYPvqM3JQ9lkpdsC79r1Pek5zHmag9agpfF9l58mcuKPBHZ+FosxPZ8mg2rT5Z6Gpd6mVpRe9PhGZJ3I5PiCY1jzrUTdVJ/mTzg+vBkC9ATU8yY7Nsv+QcSqqNTtWfx7QlGaj6nPzq9OOG2g0eZe5wV8Z29dRdYK25zUrFWxZK2MpcHuO0q9Ij94ZDTBI6NLdU1B/6aoDFhiJf3i56otP1pZMxYG1Jfn4+X069ePP/74o8hj33zzDbfeemu53m/evHk899xzZGRkoCgKv/32G+Hh4SQkJBAVFcX777/Pvffe61bdbgWgS5cupV+/fjzxxBOkFZFIu0mTJnz33XelqnPOnDmYzWb27dvHtm3b2LlzJzNmzMBsNlO7dm06depEly5duOGGG9xpcolFR0e7zMXMysoiKSnJZX5n4esATp48SUxMjL08Li6O2rVr29NURUdHc+yYcx42VVU5efIkXbt2LbZ+vV6PXl+6ieKVKf6bWHvwecmJ2YdKFYCGdQzFp5bBlsNSAVTwretNrXbB5dzasrOarey9fxP5KbZpEWq+lX9f2kPtEVH4Nru6F3boiplvWBKaIuZ1agyu21Nejne4F62nNWfvLMdmGC3ujcEvyjHlInpSY05/G0vWUduwu9ZLS/MXSv5cLEivU4gKdL/X4sLLW0h4dZv9cerCQzTaPA7Fw/azSA/3Y63ei/PeF+c5qypdktJRCuyCFB7lyTMfNePIrkw8DBqatPNDWyh36JkkC299l8k/J/JpXk/HU+P8aFzX8RJ/4UA6q5/cjXrx89z2j49jzbfS46EYRMVSFIXWL7en5fNtwaqi0Tv/HahWFTXX4rTbnEYFU4rrTlu5mWYykvOpVc8TTaHngP+4xmzdoyPNzweNqhKUk8PIAY65z6a4dHvweUneviRy1p/GZ4Dz2oSK9r9djuATwGyFN7aqVHIzKl1Ze0Dnzp3rMl1v1qxZLFu2zGkRdHlYtmwZDz74ICNHjmT48OHcc8899mNhYWHccMMNLF++vHID0FOnTjF27NhijwcGBhYZmF6xMTod7du3p31726o9o9HIX3/9xccff8zKlStZuXJlhQegPXr0YOHChU5zNdeuXYtGo6Fbt+JnQrdp0wYfHx/Wrl1rD0DNZjPr16+nZ8+eTvWvWbOGU6dOERVlG4LZtm0b6enpTufVNFlFpC0yZ145eX9BWr2GwQt7seXVf0jan0qttkF0e7FdteyhyT2ZTV6868KC1C2JV30AWhZ1b27AsTf3Oa2mrz+1aalzXrZ9rCX1BkeQ/E8Kwa2CCGntPOdIH2Sg3x83cG7lGUxpJuoMjcSrbsVkbrgca3Y+iW/vcirL3ZlAxqo4AkbZsjvssBrswSfY3qD2BflhMlnw1Due+3pPLa17BBZ9H6vK3e+kkJBh6zXd9m8+k99JZe2boeg9bD/bI2vi7cHnJYdXx7sEoNnncji9/jyeIQairqvjNF+1pC78cZ4TC45izbcSfUdDIobWu/JF14DiXstMGfnkFt7nFkjZn+qUQm7FnJNs/zkZ1api8NIyfnojGrR29Oy/Pj+VjEDbSJ0VSPT3560Pk3n3VdtcbdVU9GhSceUVKbGIfT0Sa/guRyVR1gC0RQvX1F3btm1j0KBBhIaWffFnQTNnzqR///788MMPJCcnOwWgAJ06dSrT1EC3AlC9Xo/RWPw2jOfPny9yoU1J5OXlsXv3bnbs2MH27ds5fPgwVqsVjUbj1LNYUcaOHcvixYt54oknmDx5MgkJCcyePZsxY8Y45QB94IEHOHfuHMuXLwfAYDAwadIkPvroI4KCgmjcuDFLliwhPT2d8ePH268bMGAACxcu5Omnn+bBBx/EaDQya9YsevXqVW1TMJWEpqidhgrvl1gCwc0CGPJ15STGzs/IJ/dsNr5N/Esd5HrV80YfasCU5NxDEdC++vXWVif6EAM9/7yR2DmHyD2dQ/jQSCLGl26u8CXBLQIJvkzybK2Xjshx0e41tJxYs/NRc8wu5ZYEx7tvrpcHFPqslqPTYkRD8ZN+nO05nm8PPi/JNKqs32NkcGfb/D6PIlYuexTqkT7zx3nWTdmM5WJAEto6iCHf9EHnVfK3ioS/L/D3zRvsGcPP/xZP1497Os15LC/n18YT980JtJ5aGt0dQ3CHikmVVtEMgXr8G/mRUSirRGiB7+fYrnR2rExAb7H1lFrMZr56+RgvfO9Is5SUpVJ4nOzfC47g0hATBO3CYc8Fe5k13AefAc6/m4QlscS9ugdTgpGwm6JpNLMz2iKeP2UxLkbhuyPOz9mbmzq/Dp/LsHLvdzmsOZRP/SANbw7z4uZ21XcksCps2rSJ2NhYXn/99XKve9++fbz11lvFHq9Tpw4JCQnFHr8St55RLVu2ZP369U6B1SV5eXmsXr2aNm1KN9z10UcfsWPHDvbv34/ZbEZVVRo0aMBNN91E586d6dixo9tBbWn4+/szb948Zs6cyRNPPIGPjw+jRo1i6tSpTudZLBYsFue5bHfddReqqrJo0SJSU1OJiYnh/ffft++CBLZe3vfff5+ZM2fy/PPPo9Vq6d+/P48//niFf28VKaBTKHx81KnMu0nF/77cdXz+EQ69ugdLjgXPul50+qQnId1LvjhDo9fS8n9d+WfyRqxGCyjQ4NEW+LeVAPRKvOr70mJmxadUqw50Yd749KlL9p/x9jLFU4vfsGj748n9PNm0wjlIDVIshPmWPDNAeoZrkAuQluZ4jWo5KpK9i09hynKc2358tNP529/aZw8+AZL2pXLsh1M0u73kHxJiPzvmsl3N8YVHyz0APbP8FFvvdazEPv3DKfqtHFBjg9DOb3bk9TdOsyO4FrWyc3iopZmwAlkMNi87j4fFMUyvVVWsWSZSL+QRFG7rQbcoGmx9nw4WjSOoM+db+TGmOTFpOsJT0knx92VviwbUy7Tif3Fb3YztiRy49Q/77/Ds3MOoFpWmH/Yo1+/3pqYaZmfDuztsi5AmtVJ4tqtz7+CEr7NZ+6/t+RqbYuX2Rdm0qaOlWXjJ/zaqm/JehPT111/j4+PDyJEjy7VeAK1Wi/Uy2wjGx8fj4+N+thm3AtA777yThx56iBdffNH+TScnJ7N582bmz5/PhQsXSh2Nf/zxx0RERDB06FD74qPg4Kp5M2/QoAFz58697DkfffSRS5miKEyaNIlJkyZd9tqwsDBmzpxZpjZWN3VvacDphcdIu7iziuKhofmbHau4VUXLPJrB/ud22vd5M8bnsmvKZgbsHlGqoeA6Y+oT0q82aVsT8Ynxx6dRSfurxLWk3jc3ED/tD7J+O4W+SSB1ZvTEo0ASxLs7erD8sJXVRyxYFQUfrco3d5RuVXLn5p54k0EOBYbsrVau6+hYKe9f14tbFnVj33enyU3PJ2ZQbaJ7OW/QUHD72cuVXY6qFjHyUQH7Jx77+IjzffOtnPjsaI0NQJ/eoefrFk0vBigh7MrJ53CWhYBLH0TyrRR+ddKoKgVfsjL8dGjSTCR7aNGoEGi2oAlzzNlOOJ1HqlHD4m5tifPxpk6ukSZZOcQdzqZNz0DbOUviXH5fCd/GOgWgVrOV42/u49yyk3gEG2j0dCvCitja90oe7qDh4Q5Fjz5l56n24PMSixVWHsy/6gLQvLw88vKcR9MMBoNLWsfCzGYz3333HSNGjChTIFictm3b8ssvv/Dwww+7HLNarSxZsqRM+dndCkC7du3Ks88+yzvvvMMvv/wCwEsvvQTYdv954YUXSt0D+tNPP9m39hQ1j9ZTS7e1g0j8+SzGc7mE3RCBV73y/4MoDymbE1w2Gc45lU3O6Wx8SpnvUx9sIOzGotPrVKbzC//lzFv/YE43ETa+MdH/7eSy0EFUDY+6vtT//vIZK366w0BKjpXYdOhYp/RzLn29NTx3sy/vfpuBUdXggcqU4T7UCnZ+iQ+s50PvJ4rP1xjRO5xTa8+5lJVGgzsbcfan005/Yw3uck0JVVbWIuYtVteMGQBZ2RY2bcnClA89uvoQHOT43WQbrSw5o3XaJee81oN3f83jlTG2ucvtBodycrfzXHuNVsE32BFgntRo2RLgYw9yFFWlVYGpUEHhelZHhrHf1/E6VzfXyJMFUnop/npU4HhEMFleBpqeSsS3UM7lf6fv4cTbjs0Vdo5ZT4+/bySgfemC/4QVpzg56xBWo4WIiY2JvM8xzc6ggwA9pDvn66e2X/n2IFYHb7zxBq+88opT2csvv8z06dMve91vv/1GYmJiqTIOlca0adO47bbbePHFF5kwYQJgCzyPHDnCf/7zHw4cOHDZIforcXtSx5gxY+jTpw9r167l5MmTqKpKvXr1GDhwIGFhpc8zJ8FnzafRaQgfVv0XG/gVMW9QH2zAs3bNzOOZuvYsRyf/aX989u19KDoNDd64Noa5q1rC//4hac5eVItKyL0tCX+mg1vpmoK9NQSXYZ3UsL6+9GzvxbGT+URHeFAruOgPICmZVrKNVurVcn357/5Ke/LS87mwPQmdt5bW9zUtdQDq3z6U3I51UA+loKgqlugAAnuV/+t79B0NSd2T4ihQoH4ppgpUpoTEfJ577gxmoy1AXvptMv95vi4xTWyBX0YemDSuHzzOFNh/IKpDIMneBkJyHD1l2c1C0BaYv55qVZx62FRF4XyeIwBNNeMUfALEe3myOVPDqIuPjzUJZ8moLnhrbMP8+9tHE2nOpeDM/LOLnFfSqxaV+G9jXQLQjPNGkmKzCW/qh0+w89zN5N/PsWfUevsHlfTNiagWK/UesH1A0ijQKTubdR6OjoyQ/Hwa5+cBl+8ZrM7UIl4annvuOZdpeFfq/QTb8HtISAiDBw8ur+Y5ueWWW9i3bx///e9/eeONNwC44YYbUFUVVVWZPn06N954o9v1l2lWcWhoaLnnnBJXt+yjGVxYehKPQA9q39YQj8DKn1Ae3CmU+nc14uTnxwFQdAqt/q8DWkPN7DFMWuy6z3Tit8clAK0EKYuOcPaRv+yPzz23Ga2/nlpTqyYfbJC/ls6ti34eW60qLy5MZ80uEypQP1TD/EeDCA9ynO9T24uh3/YlNzkPD29tsYuPrFaVvBwrXkXMU93+zWnOZwKRF6dQWWDTgjhu+I9zz2teuolzO5MJiPIhqHHpp680nNgENAonvz6BxqCl8f1N7fveVzeffJKIxVhgCN2sMv+jBN6ZaZsXWydAQ229lfMm5yB0Yg/H6+PXfxp5v11TWialEWw0cTTIjyyDnheNVjw9bdd56jXkFuoxDPR11PnhDud1C5e8s8nCqIuLqzfsM+OvqPbAMMBs5rTe+ZNRUQuSCpdt/fIkf38ci2oFjU5h4JMxtB7mSKofv/CYy0jU2U+P2QNQU55Kw6QcfDxMnDbo8bVYaZxrJC2xfFd6V7aihuBLMtxeWG5uLsuXL2f8+PGl2nWytF5//XXGjBnDV199xeHDh1FVlSZNmnDnnXfSqVPZtn92KwDt0qULr776arEpkX799VdeeOEFtm3bVuRxcW1K+vUsu4f/bk/5EfvmfrpuG4ohvPJ7HtvN6kqDu2PI/DedkB5heNWp/BQ95UUXXMQ2fyGeRZwpylvqN/+6ln39b5UFoJezZEMOq3c5opOTSVaenJvKl8+7vqF7hRT/ZnhwWzo/fnSWtMR8atf35OZH6hHRyPH3k3jMdc5oQqGyk+vPs+7x7ZhzbQFRs3H16fNae5frrqThhMY0nFD+w/vl7XisyaUsKcF5fuMk3xw+uOBJhocOndVKx6ws2hZIq3MwU8Gi0bA3zHltRIpRpe7FP/fbO+n5YJPzve7t7Xgt6FhPY8+xXFCr2o4PEpYi0uf55TuX5d7WFP67w/44x9MD/1sb2R+nn8vlr49i7fexmlXWvnuUmH61MFzc3UspIr2XUiDtmKeXhtB8I+BJeL7jZ1XPq+gFd9eaFStWkJWVVWHD7wV16NCBDh06lHu9biVYLHKSeSmOi2vT8Zf/cco3ZzyVzZkPj1zmiooV0DqIyLHRNTr4BKjzQHPnIFSjUO8/bauuQdcQbZBroFZUWXWwZpNr4sXD8c49YvkWlVf/ttDm03wGfWtmw0nnOZVZ6Wa+mnmStERbQHL+pJEv34zDWmDRSt1Wrr2ZEa0duXGtFpW/X/nHHnwCHF5yknPbk9z6vmrC+01uEaMrxgJD53lGK+f3ZDLqbCKjzyRw8+kEmqVks2O7Ywx+aCfXD5UhWiu1Axz1vD7UiwExFwM8Bca19eDhPo7rRsboMPjosHfFKoBBwzuDHT1ozVu4dghoPJ3b/0JAFK8O78r6ppGsaNuQR27uy6Lzjud93J4MlyDXYrJy/rjjg0i9B5q6BKFRDzl6yc1Z+bTafBT/dNvPQJdvpsXBU+gPuvc8qS5URXH5csfXX39NVFQUvXr1KucWOjRs2JAVK1YUe3zlypU0bOj+tJfyTex10fnz5/H2rtlv6qL8GU9nF1GWUwUtubp4RvvRfvdozn9yBEu6iVq3NcK/m+z3XRnCHmtH2rLjqEZbMKV4aAh7svQ9eZUhqIhOcS/FOUp4doOVd7fbgs59iSp/nLawZ5JC81Dbm+SJ/VlkmhV+jQzjgqeehlk59D+fTMJpI7Xr2wKXjrfU4+y+DOK22uZn1m3lT4/J0fZ75KWZyC4i6XrSoXTqdC758KrFZGXHq3s4viQOrUFD87tjaPOIa5LuK8k8m8PBb2IxpubR8IYI6pVyzmtJqB0Cyf0jCS+z7Webr1G40MyxeYKiAa1WwWpV8Tc7AnMPD0dwckMzHbc1s/DNYdvvzKBRWThOj6ZAABPopeG3KX6cSrXioYU6/q59TIenGRixWMOhRCsR/hq+u0mHd4H7dGjvzT+/OHqnVKB2hPOHqmNJFrKja7O1oW1IXW+1cjzZ0e5cDw9UcFq1b1EUTFpHyBHQOZTOf93A6Q8OY8mxEDGpMbWGOhZ0ar11BPtr6L35EEa9Do98C1pVxafh5bebre6s5ZCGKTU1lZ9//plHH33U7e2BSyIuLq7IrcMvyc7O5uTJk27XX+IAdMOGDU77j37//fds3brV5byMjAy2bdtGu3bt3G6UuDrVGlGPM/OOFCqr+hXkVwPPKF+iX62eaa+uZt4dw2i68xaSPz0IZivBk5rj3a7WlS+sAveN8GXru6nkam29WRpVZXRH57ljC/c593iaLPDVQSuv97FdExDqwbyY+pgvhha7AgM45ufDqwVWYuu9tNz0ThtST+dgtaiERDtnw/AM1hNQ34f0k84fSMNLuYnDvvcP8u+XtnncFqOFf949gG89HxqOKflejlnnc/l+7Aby0mzD1keWnaL3q+1ofnN0qdpyJdYQL5Y3rUNQlglFVUn3MdAq3PH2q9dr6HedP7/94ljlHhyspVMX5wVDX99i4LkLVk6kqvSpryHIq+jgIyqo+MHN6CANe6cU30u/dVcOZq0GzcWeZauicPqM87C+l9lKhsbRK2rSaLAU6NFu1NqXZYEB1EpPR6Pags/E0EDqRjv3rgZ2rUVg16L/XhSNQstX2rHrgS14mmzD7qF9wql9Y+nTPV1tgoKCXNI2VYULFy6UqbOxxAHov//+y8qVKwFbvsvdu3eze/dul/O8vb1p06YNTz/9tNuNElenmBkdMaebuPBdHDp/PdFPtyRsRPnvjiJEZfJqEUzkOxU3DFZemsd48sHUAD79PoOMHCtDunlx86hAp3M8i3hHKLgO6YuzHpgLJTrP0Oo4nAEdCu07EVSv6DcmRVHo+0YHfntkG7mJeWg8FNrdG0NYoe1UU+KNbP4unrRzeTTuGkjnkbWd9j4//Wt84ao5/cvZUgWgR5aetAefl/zz6dFyD0AzTWDKhwv6i4uKzJBlcu59vu2OECIi9Oz9J4daYToG3xCIl5drINk6XEPr8u+ktfvXrANFceqpSzM4f1BJMysUTkoad9YxN9Oi1XAqOIBcgx6DxYJRpyXZ38cpzVRJ1Lu5AYHtQ4j7+jgBzYOoNzYKRVv9tmYuDdUlm2v18ueff7Jhwwb74++//55jx465nJeSksK3335bps7GEgeg9913H/fddx8AnTt35rXXXivTvuyFc16VhKIo9nyjoubR+XrQ5qs+WD/vhaJVKnToQIhrkZqVh3X/OTTNwlECXefytW/jzZw2xfdYPNpJwzMbHAFmkCfc1crxhr/9bNGrqDefttKhQMfUgfMWPt5qIt8Ckzp70Kme81tN7Q4h3PH7YJIPp+Nb19tl0VNuhpnPHzlAdpptrmnsrnRSzhi58eEG9nO8w71IO+ycF9OrlKnUTFmuC25MRSzC2bUzm+1bs/Dz1zJgYABh4aVbdazJt7rMidSanQN5jUah33X+9Luuaje08G0VyJnt6YReXE5vURQONXKeGlHXaiZW65zBpKmv4xuMPZNPcK4RH7MtKPXNN5OXbeTsBTNNG5Q880nK3hT+vnsjOWdz0HhoSIvNpM0z1W+BX2mU905I5W39+vX2+ExRFL7//nu+//77Is9t3Lgx7733ntv3cmsO6IoVKwgKCrryiZdxqTe1oEsBSeFJ5YqioKqqBKBXidLuuy6EuLL873aTd89iyMwDLw8Ms0bhcV/ptk98upuWKH+FZUeshPsoPNJJQ6S/4w3z0e46fjpgdg6mNAp3tnO8lew6Y6HnB1kYL3aIzd9q4ue7feyLY+yXeWio1bro95GDfybbg89L9vycwMAp9dFdXCnd+qHmXNiSgOVi8nlDsJ7mdzcp1ffbeGgk+784jlogFmwy3DmX8dpf01n0hWPhy8a/M3n1v/UICXF8P3k5Fjb/nMz5uFzqN/ehy8AQtDrHz01bRMxRXZO+Te6gpf0/9Qg+n413voXYIB9eHuT8AeH5bloe32Qmw0MHqkrjvDyeHeUInP1UC/4m599fsDGPQH3pNgrY9vg2cs7a1glY860cnH2QOv1rU6tL9ZzmcjV49NFHmThxIqqq0rBhQ2bNmuWyzaeiKPj6+pZ5t0q3AtA6depc+aQr2L59u9Pj1NRUHnroIerUqcOECRNo0MD2SffEiRN88cUXXLhwgffff7/M9xVCiKuNmml0BJ8AufnkTfse7YhWaGqXrkft1hYabm1R9IfE6xp7MDAmn9+OXezR08DjPT3w93ScP/vvPFvwqVUABYvVytt/5LkEoJf9forYulNVbV+X+LcKJuP29iSuOws6DQ1GReET6br72pFdGZw8lEPtaE9adQtwGsav1TqIge93Zff8fzGm5NHoxgg6PtTc6fo1q9OcHmdnWfn7zwxGjg6+2C6VT6af4NQRW6C0+480Yg9kc/uTjqkAw5poWHHEOfga2qR6fhCP8lfYfKcHs3b6k5AD/2mqcEsz57befVMgMWGZ/LAxh1BfhTtGBBBR1xGk6iyugaYC9kT8JZGflU/awXSX8qRtSTU6AK3uPaABAQEEBNiyVqxfv57mzZu7tblQSbi9Cn7v3r189913nDp1ivR01ycJwI8//lji+t59912Cg4Nd9khv06YNb7/9Ng899BDvvvsur776qrtNFkKIq5J1/3lH8HlJvgXrjtNohrUs13v9OtmbgxfMbD1tZVATHREBzsHJiRQreBTo39NoOZFaulRJzfuEsOGz0xgzHUP+rQeE4mFw3GvF0iR2HTFDpG1C5OktudRrkU7fgYGOcz45y8afHL2XrboHcOez0U73ir6+DtHXF9+pYsqzgqqitaqoClg1GvIK7C4UezDbHnxesvfvNG68qw5BtWzDzXd30PJvssrcHRbyLXBHGy0v9q2QJDTlIiZYYe7Ay/fR9u7jR+8+fkUea9jaF28/LTkFfn8hdfTUaVDyKRI6Hx0+UT5kn3JerBZQxE52NUl1D0AL6tu3b4XW79ZfwMqVK3n11VfR6XRERUWVyzaamzZtYsqUKcUe7927N/Pnzy/zfYQQ4mqjaRYGXh6QW2DYU6tB06ZuhdyvRbiOFsUshDmT45rpPMlUujddn0AP7nq3JX9/fZa083k07hJI95udv5d9u7JJ03twwceAAtTNzGHvrix7AJqRnM/mVc45I/dvTufs8RynxPlX0r6NF/+sTUZ7sfvVpNPSpaujpzUv17VXT1XBVKBcoyjMHOTB/12vw6qCQVdzghB36A0aJr/UkBWfnOVcbC5RzXwYdX8EmlIsQlIUhY7/15GN9260r7CPGhVFnf7Vc7erq8Grr76Koig8//zzaDSaEnX4KYrCiy++6Nb93ApAFyxYQP369Zk7dy61apVPV7jJZCIhIaHY4wkJCeTnu04OF0KIa50S5I3hvVHkPfQ95FtAo6B//UY0UWWbq++OHLNrAJpX9Nqly6oV7c3wpxuTY7TiX8SWn8fNGtIMOrzybfe64O1NXJpjJXZmWj7WIkZ805PziWjkWl6cvPO59uATQG+2kHLGSHQDW2LViCbemLQKRwL9SfQyEJGVS+PcHMLqFbFDWVGTQa9S9WK8eXBG6ebkFlb3ujqM2DGchM2J+ER6E9ymbHMOq4Oi9oKvLqZPn46iKDzzzDPo9XqmT59+xWsqPQA9f/48Dz/8cLkFnwDt2rVj8eLFdO/e3WXLp507d7J48WLJLSqEEMXwuL8H2hEtbcPubSOqJPgE6BalZcV+58iv4FaPJbXqj2w++yGdzGyVpg08eOaeYOqGOd6yzqoGvNQCSdutKvvyHCus60R7YfbRocsukB5Ip6FRK+fcmldy4ohr0vzjh3Po0DsQgH+Pm1gcU59zPraAdAfQOC2Lh07nUz+q5Cu+RdEMQQbqDbl68kWXRyL6ihIbGwuA/mK6sEuPK4pbAWhYWFi590Y+9thj3HPPPUyZMoXmzZsTHR0N2DLxHzp0CB8fHx599NFyvacQQlxNNHUC0AwPuPKJFejjkXq2n7VyLs0WHAb6avhmXOkCsRNn8nl/UZr98ZHYfGZ8msKs5xyLIYp6G1cL5Ig8k6GyKDSMgZZkIox5JOo9WBsWwk2JKt1KniqUFD8DAcnOQegJD8e2UrEmjT34vOR4gA/Zpcx5KURVq1+//mUflze3AtCxY8eyZs0abr/9drTa8kkm0bBhQxYtWsQHH3zA33//zcGDBwFbYvuBAwfywAMPEBl59XwKEkIUL/ebfeR+sRfFV4/PI13R95INC2qKMB+FU094si5WJd+iMqiRBn0ph553HTC6lB0+kU92rhWfi8nZ6zfx5MJ+5wUqPbo45nam5qokGPR8FVXHNinzYs9Tck7pFkStqx/O4IzT+OTbAuoTQT5YIhyZBQxBHoDZ6RpVUbB4VNdES6Iq1aRFSBXNrQC0efPm/P7779x1112MGzeOiIgINBrXlBKFh9KvpG7duvz3v/9FVVVSUmz7CAcFBRVZtxDi6pTz0U7S73fkCTb+eJiQjZPRd5Yt+GoKnUZhcCP332hr13J9awry1+BpcNQ5d4o/E/+nknIsF1Wj0KitN9NvciwOalNHQ8MQDSfSsHWXqhCoV7mucene9tq29OJTfSMi03PI8dCR6OvJ8gaO96TrGmgI8oTUAjFz0xBoFSaBhnBV0wLQ7Oxsvv76a44ePUpycnKRedo//fRTt+p2KwB94IEH7P9//fXXXXa0uZQ0ftu2bW41SlEUQkJC3LpWCFGzZc91zhFMvpXcT3ZJAHoN6d7Wk3bNDOw5bEstpVHg7rEBaAsMa/sYNCx5KgiLNRCNQhHvQ2DRaEBz8Q1TAVWrUESK0cuac72G89kq2zS+6LXwVAeFkY0dAaivXmH1bR489quZfy6o9IpS+OAGnez0Jmq8bdu2MWzYMJKSkoo9p9ID0Jdfftmtm5XEqVOn7LlFC0faAMOGDauwewshyselD6HuXVxEUWmjBlGjabUK/30shO37jJxPstCppYHI2kVvf6ktZq7lP+etnExzft6k58H6ExaGNSv5W189f4Wt43WcylAJMECAwfV+3SI1bJ4sC47ElVXnRUiFPf7445hMJr777juuu+66Mu98VJhbAWhFBIHJyclMnz6drVu3Aq7bcYIt0pYAVFyNzEm5KAYtWr+qexMzpxhJfH8vxoMp+F0XScjdLVBKuW2qOTaV9Ht+wrQ+Fm2TEPzfHYTn0JhS1eF9f0cyHlztKNAqeN9Tuuk8oubTahS6tS3d3u4F1fJR0Ci49HiG+7oXAET515zAQVRf1TkNU2E7d+7kP//5DzfddFOF1F9ttmKYMWMGW7duZezYsXTu3Nm+FZQQVzNzipG4238l85dTKHoNoQ+0JuK9XpU+fKfmWzja53uMB2xzr9O+O0b21gvUX3B9qepJG7eE/J3n/r+9+w6Pqkz7OP49M+mk0AklEJCiBBCWDtJCU5GmIOCiAhZYFEEUEUWlyKLuKoIoIrAI1hULRXoVFEEii1IUpAQIIEgJ6W0y7x95MzBMAgmZFvh9rmuu9TznOefcc3aY3POcpwBgOXCOC/d+QfkjIzFXynvFlLyUGN4UI8iX1I9+xSjhS4lRLfBrrgGIUjhVwkw81tSH2T9dGiDUrY6ZplU0OEikIEJDQ13aHbJACejOnTuBS4OKcrevpTCDkHKTz7Fjxxb4GJHi7uRzW0lcfQwAa0Y2f03/haDG5Sj94K1ujSNh9TFb8pnr/MLfqfR6K3zLFawVyhKXYEs+bTIspK/8g6BHCteCGTSoIUGDGhbqGJErzerpT5eaPvxwzELDiib6N/CaNhe5SVnznEDMO917772sXr2a4cOHu+T8BfrXOHToUAzD4IcffsDX19e2nZ/rGYRktVqpVatoqyaIFDcJa4/nWebuBDQ7Ocux0GLFmuZYbvkzEaxgrmjfqmmUDMAI8sWaYj9HsOmyKWtE3MkwDO6t58O99ZR4incoTn1AX3/9dbp27cqIESMYNWoUNWrUcOrTuQL9q3z55ZcxDAMfn5zqrhiE1LBhQ/744w+nn1fEmwXULknmsUSHMncLvbsaPmUDyDp7aS6Z4A6V8Yu4lGRaUzNJGPgV6d/8BlYrfj1uJezTPhglcvqtmoL9KDHuDpJe2mg7xq9dNfy7FGLdQxER8QiTyZTnrEY//fQT7733Xp7HGIZBVlYeDRgFUKAEtHv37nbbrhgI9PTTTzNs2DCaNGlCx46F63cmUlxVnNKC5O1/kp2Y02rof2spyg6v7/Y4zCF+1NzQi1Pjt5O27zzBHSpTaWpLuzop//6B9K/32bYzlv5O8tTNBL/ayVYWMr4tfm2qkrHuMOY6ZQm8PwpDK8KIiADePQ/oQw895NbxB4Y1r+HmHjBs2DDOnDlDXFwc5cqVy3Nye8MwmDVrloci9C5JSUm0b9+eTZs2ERxcuLWNxbtknU3l4tIjmEL9COteHZO/dw6SuNDhP2RuirUr820VQakfHvNMQCIixcxTfX9zKJux6DYPROJ5XtMx5sSJExiGQXh4OAB//vmnhyMScQ+fsoGUGVLX02Fck0/d8g4JqLlu+bwri4hIsRYVFUXHjh2Jjo6mffv2lCxZ0qnn95oEdNmyZZ4OQdwk7ffzmEP98K2kltviJOj5NqQvP0D20XgATFVCKfFiW88GJSJSjGR77xN4B8HBwcyaNYuZM2diMpm4/fbbiY6OJjo6mrZt21KiRIlrn+QqvCYBlRtf5okkYrstJe2Xs2CCkgNvpcp/OmGYCzfZeUFYrVbS98fjUz4Qn9IBTj//zcgcEUaZ30eQvuIPyLbi3602RmDeq9NI4VlTM+B8MkblUp4ORURcxJv7gF5p+/btJCYmsmnTJjZu3MjGjRt56623ePPNN/H19bWN2Zk0adJ1nd9r+oBK4Ti7D+iZGb9wbvZeMEG5JxpQdlg9J0Rp70inr0laH2dXVmlmO8o8cbtTr5O67zxHeq8g/UA8hp+J8s82otKUltc+UMRDst9aTfaEpZCYBg0jMP93GEbtcE+HJSJO9kS/3x3K3v2ve6fdK4rz58+zcuVKpk6dyr59+zAMA4vFcl3n8qoW0Li4OD755BP27t1LQkJCnstxLlmyxAOR3djOzt3LiZFbbNvH/7EJU5gfpQcUbgnFa0nectKhLH7+XqcnoMcf3UD6gXggZ3L30//8mZCOEYREazUd8T7WHUfIfuaLSwW7jmMZPB+fH8Z5LigRcYnsYjQRfa7s7Gx27NjBhg0bWL9+PVu3biUtLY3w8HCio6Ov+7yFSkCzsrL47rvvOH78OCVLlnRqp9SDBw/yyCOPkJmZSbVq1Thx4gQ1atTg4sWLnDt3jipVqlC+vAY8uMKFj/c7ln203+kJqMnI5srfSSYnD/i2ZmWT/KPjALakzSdu+AQ0MyYO68V0fNtGYvja31hrWhaJEzaRtvh3zJVDCX6pLf7tIz0TqNixrtvnWLj1INaUdIwgf/cHJCIuU5wewU+fPp0NGzbw3XffkZCQQKlSpWjXrh3/+te/iI6O5rbbijZ6v8AJaEJCAkOHDuXQoUO2lY7eeecdZs6cWeQgAN5//318fX1ZsGABJUuWpHPnzjz77LM0bdqUb775hnfffZc333yzyNcRR6YQP8eyUMeyogrrXIXz3x6H//8FaMJCmXwe9VuzsjF8Ct831PAx4V+7pK0FNFdAlOvWsy0Ka3oWCc+sIfWT3RghfgQ/15oSTzYr3DlSM0m4ZyGZGw4DYIoII3TtYHzqlLPVSRi5kpQPcpbQtew/x/kfjlFu9z/wqeWd9+WmUruCY1lEaQh0/r9BEZGCevrppzGbzTzwwAOMHDmSRo0aOXWe0AL/hZ83bx4HDx6kdevWjBkzhvvvv5+UlBSmTJnilEB27dpF7969iYyMtJXlPoLv3bs3rVq14p133nHKtcRe+dEN4bJkz/AzUX6Ucx+LA4TPv5MyHcrjTzoBvplUGFWfkEH2k66n/niSow0XcND3LY79bSFpO07lc7b8VZnRBiPw0m+r0G7VKNm7RpHjd4XElzaS8u4OrPFpZB9PIGHEStKWHyjUOdI+2GFLPgGyj18kZcwq27bVaiXlo1/tD0q3kPrfvUWKXZzD6NkIo/Nl03D5mDG91c+tE0KLiHtkG44vb9W5c2f8/f356KOP6NatGwMHDmTevHkcOXLEKecvcAvoli1baNmyJdOmTbOVVaxYkenTp3P69GkqVMjjV3whpKSkUKVKziNSX9+ckbWpqam2/bfffjvvvvtuka4heQvpUIXaW+/j3Lx9GGYTZR6tS1Cjctc+sJDMZYOotGEAljPJGIE+mELsHy9mp2Zyqsc3WM7m/P+e/r8znOz+DdWPDcXwK/iz+tCu1ah37GES1x3HNyKE4NYVnfo+nCntK8dJidO+/I2AbgXv/pC107Fv7eVlhmFgBPpiTbVfLs0ooRHs3sDwMWNa9XTOo/jYcxhdozCqlfV0WCLiAsVpLfjVq1eTmZnJtm3bWL9+PRs3buSJJ54gMzOTqlWrEh0dTceOHXnggQeu6/wFbgE9ffo0rVu3titr27YtVquVU6cK30p1pdKlS3Pu3DkASpQoQWBgIMeOHbPtT0xMvO6RVnJtJZpWoOr7HYh4t51Lks/LmcuXcEg+AdK2nrQln7ksp1NI2174z5dP2UBK9a/t1ckngKm84zxqpgqFm1vNp0XENcuCn7GfBcBUoQSBAxsU6jriOobJhKlLPUyPt1PyKSJew9fXlzZt2jBhwgS+++47Lly4wGeffUZQUBAffvghDz744HWfu8AtoBkZGYSFhdmVhYSEAJCZmXndAeSqXbs2v/12qTXob3/7G59//jlRUVFkZ2fzxRdfULu2cwfFiHfxqRLiWGiAT+Ubd8L64PFtuNDzc7DkdDcxlQuixPCmhTpHwCONyVx7kIxvcgazmG8tR4l/3Wl/nRfaYL6lFGmL92OuHEKJp5pjLle0SYRFRKRwitMgpFxpaWls2bKFDRs2sGHDBnbu3InFYsFkMtGwYcPrPq9TpmFyRl+lO++8k0WLFpGWlkZAQADDhg1j6NChDBs2DAB/f3+eeOKJIl9HvJdfndKEPFSXxIWXRgWHPlIf3xolr+t82X8lY4T4YQR476PmgG61KbtzKKmf7cYU6k/goIaYK+aRiF+F4edD6Nd/x3LgLNkJafg0rpznv8nAfvUI7Of8+V1FRKRgvLnP55UmTpzIhg0b2L59O5mZmVitVurWrcs//vEPpyzPWeCJ6Js2bUqdOnUoV+7S41mLxcK2bduoV6+eQ+uoYRi89dZb1x0Y5KwHv2nTJkwmE61atbL1ERXnT0TvLazZVpKXHyY95k8Cmlck6K7qhf6BY4m9QOKA/5K17ThGqD9Br0QTOPoOF0UsIiJSMIMHHnQom/9xTQ9Ecm0mk4kaNWrYlt+Mjo526nSYhWoB3b9/P/v3O84ZuXv3bocyZ7SKhoeH079//yKfR4oPw2QQ3P0Wgrvfkm+d1Jk/kvqv77EmpuP/YENK/OtODL9LH+WkIV+Tte04ANaEdJKfWYlPy6r4tqzq8vhFRETyYy1GE9HHxsZStarr/m4WOAHdsWOHy4IQKaj0Zb+RPOJb23bajB8xgnwpMbUrANYsC5kbDzscl7nmDyWgIiLiUcVpFLwrk08oxCh4EW+Q8aXj3JXpl5UZPmZMkaUc6phqasJ1ERERb+H0BPTcuXMsWLCAvn37OvvUInlPW3RFWYl/32k3sb7PHdXw76vBNyIi4lnZhuHwulk5ZRR8dnY2W7ZsYcmSJWzduhWLxUJQUJAzTi1iJ+CJFqR9uBPr2ZScAh8TQS+2t6vjf189fP6oTMaK/ZiqhOHXrQ6G2bON/VZLtsdjEBERzypOo+BdrUgJaGxsLEuXLmXFihWcP3+ekJAQ7rrrLjp27Ejz5s2dFaOIjTmyFCV/GUH6/J+xJmbgP6ABPrfbTzaffT6F1HEryVy6D1OVMIz0TPz6embS9Yz5P5E+fhXWPxPx6XYbAXP7YipfuGmWxMu99jXMXAGWbHisM0zoByb92BARuZpCJ6CpqamsWbOGpUuXsnv3bsxmM7fffjvnz5/nxRdfJDo62hVxitiYK4US9GKHfPenPPolmd/k9AvNPnCW5P6fYr6tPOZ64e4KEQDLz3GkPbII/n+ms6xl+0h7dBFBS4e4NQ5xofnrYdzHl7YnL4LSwTCqu+diEhGvlV2MRsG7WoET0F27drF06VLWr19PSkoKderUYfTo0dx5550kJiZy7733OiWgnTt3sm3bNs6fP8/AgQOJjIwkJSWF33//nVq1atlWXxLJizXLQubSK9ZXz7aSsXgvgW5OQDOX7bUln7mylv+GNTsbQy1kN4ZFP+ZRttU1Cejs1bBgEwT5w6h74J4mzr+GiLhUcVwJyVUKnIA+9thjlC5dmt69e3PPPfdQs+aliVOTkpKKHIjFYmH8+PGsX78eq9WKYRh07dqVyMhIzGYzzz77LAMHDmTIELUeyVWYTRhlgrCesf9Mmiq4f7J+U5WSDmVGpVAlnzcQa1qWQ3uGNc3i/DaOd1fCk3MubW/YDRsnQbsoZ19JRMQtCvWXMD09naSkJKcknFdasGABGzZs4Omnn2bRokVcvkCTv78/7du354cffnD6deXGYhgGgRM62ZWZ6pTDb0BDt8fiO6AhpvqX9U81DPyn3OX2OMR1sq3+XN7Gbf3/Mqebt85+22qF/6x3/nVExKWyDcfXzarALaCLFi1i8eLFrFy5kqVLl1KpUiXuueceunXr5pRAli9fzt13382AAQOIj4932F+9enUloFIg/v9oibl+OBlLf8NUJQz/h/+GEeyCpOAajBL+lNg2gszPd2E9cRGf7nUxN6zs9jjEhcqVxEIoJjIAyMYPo5zjPLRF5pvHV7WfUyYxERE3upmnXbpSgb/BIiMjGTVqFE8++SSbN29myZIlzJkzhzlz5lCzZk0Mw6CAy8rn6dSpUwwcODDf/SEhISQmJl73+Qtj8+bNzJo1i6NHjxIeHs6gQYPo0aPHNY9LSkrirbfeYtOmTWRlZdGiRQuee+45ypYta6sze/Zs5syZ43Ds888/T58+fZz6Pm5mPndUx+eO6p4OAyPID78hzTwdhriI6YloLF/vJNtizikwDIwRHZ1/oRF3w4PTL237+sDQLs6/joiImxT6J7SPj49tUfqzZ8+ydOlSli1bhtVq5eWXX2blypVER0fTtm1bgoML3u8uKCiIixcv5rv/+PHjlCrlgpaFK+zatYsxY8bQs2dPnnnmGXbs2MHkyZMJCgqiU6dOVz123LhxHD58mHHjxuHn58d7773HU089xcKFC/HxuXSr/f39ef/99+2OrVxZLWMixY3Rrg7mjWPInrUJLNkYj7bB1NkF/TIHtoPQQPhwI5QIgCfvgiY1r32ciHgVjYK/pEjPcMqWLcuQIUMYMmQIP//8M0uWLGHDhg189913+Pr6snXr1gKfq2HDhqxcuZKHH37YYV9CQgJLly6lZcuWRQm3QObOnUtUVBQvvPACAE2aNCEuLo7Zs2dfNQH99ddf+fHHH5k5cyYtWrQAoFq1avTt25eNGzfSuXNnW12TyUT9+vVd+0ZExC2MNrUxt6nt+gv1aJbzEpFiy+Kk/HPBggW8/fbb/PbbbwQHB9O0aVO+/vprAgMDnXMBN3DacNzGjRszadIkVq1axdixY+1GyRfEkCFDOH78OMOGDeP7778H4MCBA3z11VcMHDiQ1NRUBg0a5Kxw85SRkUFMTIxDotmlSxeOHDnCyZMn8z1269athISE2E3AHxkZSe3atdV3VURERJxiypQpjBgxgn79+rF69Wpmz55N9erVsVgsng6tUJzeiz04OJg+ffoUuj9j3bp1eeONN5g8eTITJ04EYPr06VitVkqXLs2///1vatSo4exw7cTFxZGVlUVkZKRdefXqOX0JY2NjqVSpUp7HxsbGUq1aNYwrOhhXr16d2NhYu7L09HQ6depEYmIiVatW5YEHHqB3795Oex8iIiLifYo6CGn//v1MmDCBpUuXctddl2ZVue+++4oamtsVOAG9Wv/M/ISFhRWq/h133MGyZcvYvn07R44cwWq1UrVqVVq2bElAQEChr19YCQkJAA6T3YeGhtrtz+/YvCbJDwkJsTsuIiKCESNGUKdOHTIyMli1ahVTpkwhKSmJBx98MN/zZ2RkkJGRYdtOTk4u2JsSERERr1DUaZfmz59P9erV7ZLP4qrACWinTp0cWveuxjAMtm/fXuiA/Pz8aNOmDW3atCn0sXlJSkri7Nmz16znrkFAd999t932HXfcQWZmJvPmzWPAgAF2g5UuN3/+/DxHz4tI8WdNTsfy6c9kHz2PuVsU5paen8FBRNwjPT2d9PR0uzJ/f3/8/R2nD9y2bRv169fn1VdfZcaMGcTHx9O0aVPeeustuy6AxUGBE9Bu3brZJaDp6emsXbuWFi1a2E0z5G3WrVvHq6++es16X375pa2l88qJ9nNbMHP35yU0NJTTp087lCcmJl71OIDOnTuzfv16jh8/bnvcf6XBgwfz97//3badnJzstDlYRcRzrKkZpN3xNtZdJwDImrIG33f74jvcOT/CRcR75DUKfurUqbauh7leeeUVJkyY4FD3zz//5Oeff2b37t289957BAUF8c9//pMuXbrwxx9/UL58eVeF7nQFTkCvvBHx8fGsXbuWhx56iKZNmxY5kJ49e16zjr+/P+Hh4bRo0YLevXsXaLRXr1696NWrV4FiyMjIwMfHh9jYWLsR97l9OK/sG3q5yMhIfvrpJ9syopcfW9gBWXnx8/PDz8+vyOcR8TTrhRQy523HevwC5u5R+HSq4+mQPMry5S5b8pkrc8JKfIa11rKtIjcYSx5PkseNG8fo0aPtyvJq/QTIzs4mKSmJL7/8kgYNGgDQokULIiMjmTlzJpMmTXJ+0C7iNd9uFSpUwGw2c/LkSRISEggODiY4OJiEhAROnjyJ2WwmICCAPXv2MG3aNAYOHMiFCxecGoOfnx9NmjRh/Xr7Je7Wrl1L9erV8x2ABNCqVSsSEhL46aefbGVHjx5l//79tG7d+qrXXb16NSEhIURERBTtDYh4OWtiGinN3yZjzFIyZ2whrfP7ZLz9nafD8ijrqTz6lp9NhvQs9wcjIm7n7+9PaGio3Su/BLRUqVKUKVPGlnwClC5dmkaNGrF37153hewUXpOAPvPMM1y8eJGxY8eydu1aPvnkEz755BPWrl3Lc889R0JCAi+99BLr1q1jzJgxHD9+3GEyd2d49NFH2b17N6+99hoxMTHMnj2bVatWMXToULt6zZs3t/ul0aBBA1q2bMmkSZNYt24dmzdvZuzYsdSqVYsOHTrY6g0cOJDPP/+cbdu2sWnTJp5//nk2btzI448/nm//T5EbRdZ/d2H94y+7sowpa4u0ilpxZ+5eD8z2X8WmrrdiBOqJh8iNpqhrwUdF5b/QRVpaWhGjcy+vSUCnT59Oly5d6NOnj10i5uPjQ9++fenUqRPTpk3DZDJx//3307VrV9t8oc7UsGFD3njjDXbt2sWIESNYtWoV48ePd5gb1GKxkJ2dbVc2depUmjdvzpQpUxg/fjwRERFMnz7d7v1ERETw6aef8swzz/Diiy9y6tQpJk+ezIABA5z+XkS8jfWvJMfCC6mQle1YfpMw3RaO36cPYdQoA2YT5h718J//92sfKCLFjgXD4VUY99xzD+fOnWPXrl22snPnzrFz504aN27s5Ghdy2ua3Pbs2UPHjvmvoVyzZk1WrFhh227QoAHr1q1zSSzt2rWjXbt2V60TExPjUBYcHMzLL7/Myy+/nO9xU6dOLXJ8IsWVT+/6ZLy80i7hNPeqh+Fr9mBUnudz/9/wuf9vng5DRLxcr169aNq0KX369GHKlCkEBgYydepU/P39GT58uKfDK5Qit4AWZmqmq/H19WXfvn357t+7dy++vr627YyMDIKCgpxybRFxD9OtFQj4ajCmBpWgZCA+DzYhYE4/T4clIuIWFsPxVRgmk4kVK1bQsmVLhg4dSv/+/QkNDWXz5s2Eh4e7JmgXKXALaP/+/e22s7OzMQyDyZMn5zka3TAMPvvsswIH0rZtW5YtW0ZERAT9+/e3TTyflpbGZ599xvLly+2mHfr111+pWrVqgc8vIt7Bp0c9fHrU83QYIiJuV9SVkADKli3LRx995IRoPKvACWhycrJDa2d4eDhWq5WUlJQiBzJq1Cj279/Pu+++y/vvv0+5cuUA+Ouvv7BYLNSsWZORI0cCOXOQ+vn50bdv3yJfV0RERETcy7B60fDTzMxMFi9ezJYtWzh58iQAlSpVok2bNvTq1cvuEfzNLikpifbt27Np0yaCg4M9HY6IiIhcQ4vhjgvWbHuvggci8TyvGYQEOf1A+/btq5ZNERERkRuYUxLQrKws9u7dy19//UX16tW55ZZbnHFaERERkRuGlpe4pMAJaExMDBs3buSRRx6hdOnStvITJ07w7LPPcujQIVtZt27deOWVV64roH379rFnzx4SEhIcJqc2DINHH330us4rImInNR2enAPfbIdyofDvQdC96MsKi4jkJ6+lOG9WBU5Av/32W3799VfGjBljVz5x4kQOHjzI7bffTr169fjxxx9Zvnw5jRs35p577ilwIGlpaTz33HNs27bNtp56bgKa+99KQEXEaXq/Dqt35fz3hWToMRV2vA5Nank0LBGRm0GB5wHdu3cvLVq0sCuLjY3lf//7H40aNWLu3LmMGjWKBQsWEBERwfLlywsVyNy5c9m2bRtDhgzh/fffx2q1MmHCBGbMmEHDhg2pW7cuX3zxRaHOKSKSrzW/OJZNWuT+OETkppFlOL5uVgVOQM+dO+cw72ZMTAyGYdCrVy9bWUBAAHfeeSd//PFHoQJZv349HTt2ZNiwYbY+pOXLl6dly5a89957ZGZm8u233xbqnCIi+cprApCk4rWWsogUL1kYDq+bVYET0IyMDPz9/e3Kclcu+tvf7JeQq1ChAklJeaz5fBWnT5+2rWNqNucsy5eZmQnkrAfftWtX1qxZU6hziojkq24Vx7In73J/HCIiN6ECJ6Dh4eEcPnzYrmzXrl2UKlXKYfmntLQ0QkJCChVIUFAQWVlZtv82mUz89ddftv3BwcGcO3euUOcUEcnXqpcvJaF+PjC2N9zb0rMxicgNLdNwfN2sCpyANmrUiOXLl3Pw4EEANm7cyPHjx2nVqpVD3YMHD9pWMiqoKlWqcOzYMSCnBbRGjRqsX78eAKvVysaNG6lQ4eacrFVEXCCiLOydAaf/A/EfwWsPejoiEbnBZRqGw+tmVeAEdNCgQWRkZPDAAw/QuXNnxo4di6+vLwMHDrSrZ7FY2Lx5Mw0bNixUIM2aNWPDhg1YLBYA7r33Xn788Ud69uxJ7969+emnn+jRo0ehzikiHnIuEbIsno6iYMqXhED/a1YTERHnKfA0TJUrV+aDDz5gzpw5HD9+nKioKB555BGHSedjYmIICwujXbt2hQpk0KBB3H333bapl/r27Ut6ejorV67EbDbTq1cvHn744UKdU0TcbM9ReHAG7DoCFUrCW4PggbaejkpExCtkejoAL+JVa8FLwWktePFKUSNh3/FL22YTHHwPIst7LiYRES9RcqTjWJb46WU8EInnFfgRvIjIVR0/a598AliyYW0e822KiMhNzSlrwYuIUDYEQoMgIcW+/JbwvOuLiNxkUm/eMUcO1AIqIs4R6A+vDrAvu6cJdKhnX3Y6HiZ8DkNmwuLtbgtPRMTTMjAcXjcrtYCKiPOM6AbtomD9bqhTCe5sBJdPMxKfDM3HwtH/n+N3/gb4599h3H2eiVdERDxCLaAikmP7QWg3CcoPg34z4OSF6ztPg0h4ujvc3RhMV3zFfP79peQz1xuLITv7+q4lIlKcGHm8blJqARWRnJbJLlMhITVn+4ttcPwcbJ3o3OtcTHYsS0rLGax0ZbIqInKjuYknnr+SvvFFBFbsupR85vrxD8fWyqLq0ypn2cvL3d8KfPVbWETkZqIEVESgdB5zyfqYITjAude5JRxWjIfWt+YshTn8Tpg9zLnXEBERr6dmBxGBzvWhSQ2IOXypbGg0lAmxr5eaAd/+DFYr3NMYgq5jCcuODXJeIiI3Gz2Ct1ECKiI5KxZtHA/zNsK+E9ChLvRraV/n2Flo83LO/wJULg1bJkF1rXIkIiKFowRURHIEB8DIu/Lf/9riS8knwInzMOVrmKtH6CIiBaIGUBsloCJSML+dKFiZiIjkQxloLg1CEnGlzXuh8wS4bQQ8/xGkZXg6ouvXsZ5jWXRU4c9zPgneWAZPzoc1vxY9LhERKXbUAiriKof+hK6TLyWdv3+Tk3x98A/PxnW9nu0Ovx6FL/9/+cxeTWFc78KdIzEVmr0Eh07nbL+7Ft78O4zu5txYRUS8kRpAbdQCKuIq//3escVz4abiu+pPgB98MRpOz4FTs+HrZws/Cv6zrZeSz1z/XJIzql5E5EanlZBs1AIq4ip5JWeBfsV/xZ9yodd/7Lkkx7L4FMiyaDJ6EZGbSDH/Syjixf7eFiqUtC8b3d0joXiNe5vmTHB/ZZmSTxG5KagJNJe+9UVcpVwYbH8NZizPmbKoZzMY0MbTUXlWnUqweDS8tChnSqfuf4O3H/J0VCIi7nHz5psOlICKuFK18vDmYE9H4VbWhFSyfzqGUascpmqlHSt0a5TzEhGRm5YSUBFxGsvyvaT3/xCS0sFk4DOmI36v9fB0WCIiXkJNoLnUB1REnMKaZSHjsc9ykk+AbCtZr68je+dxzwYmIuIt1AXURgmoiDiF9cRFrKcSHMqzY455IBoREfFmSkBFxCmMymEYlcIcyk3NqnkgGhERL6QWUBsloCLiFIaPGb95AyAsMKfAbMJnfFdMDat4NjAREa+hDDSXBiGJc+0/ASfPQ6tbwd/X09GIs504B59szlm56IG2EFHWbrf5zroEnphEdswxjJrlMFUu6Zk4RUTEqykBFefIzoaH34GPv8vZrlASvn0BmtT0aFjiRHuPQesX4GJKzvaUr2Dzq9Cwul01o4Q/5na1PBCgiIiXu3kbPB3oEbw4x+KfLiWfAKfj4Yk5HgtHXOCNxZeST4DEVHj9G4+FIyJS7BiG4+smpQRUnGPHQceymEPuj0Nc58T5gpWJiIhcgxJQcY5meTxqb3qL++MQ1+nVzLGsZ1P3xyEiIsWeElBxjp7N4OEOl7YrloL3HvdcPOJ8w++Esb0hJBCCA2B0dxh1j6ejEhEpPjQI3sawWq1WTwchhZeUlET79u3ZtGkTwcHBng7nkoOn4NQFaF4L/DQK/oZltd7UfZdERK6HMT7Zocz6agkPROJ5GgUvzlWzYs5LbmxKPkVEroO+O3PpEbyIiIiIOxTxEfyHH36IYRgOr+eff975sbqYWkBFREREipFVq1YRFnZp6ePKlSt7MJrrowRURERExB2c9AS+cePGlC1b9toVvZgS0Dxs3ryZWbNmcfToUcLDwxk0aBA9evS46jGZmZm899577Nmzh99++420tDTWrVtHyZIlHer+8ssvvP322xw4cIBSpUrRp08fHn74YQz1qxMREbmB6e98LvUBvcKuXbsYM2YM9evXZ8aMGXTu3JnJkyezbt26qx6XlpbG4sWL8fPzo1GjRvnWO378OCNGjKBs2bJMmzaNAQMGMHv2bD7++GNnvxURERHxcunp6SQkJNi90tPTr3pMVFQUZrOZGjVqMHXqVCwWi5uidR61gF5h7ty5REVF8cILLwDQpEkT4uLimD17Np06dcr3uJCQEDZs2IBhGCxbtowff/wxz3oLFy4kLCyMf/7zn/j6+tKsWTPi4+P5z3/+Q79+/fDz83PJ+xLxKvHJcOYi1KqoEfUicvPI4+tu6tSpTJw40a7slVdeYcKECQ51K1asyMSJE2nevDmGYbB06VLGjx/PiRMnmDlzpouCdg0loJfJyMggJiaGp556yq68S5curF69mpMnT1KpUqV8jy/II/StW7cSHR2Nr++lOTK7dOnC/Pnz+fXXX2nSpMn1v4GiSM2Alf8DkwF3NQJ/zeEpLvLK5zlryKdnQp3K8PVzUDfC01GJiHjEuHHjGD16tF2Zv79/nnW7du1K165dbdtdunQhMDCQadOm8eKLL1KxYvGZBlGP4C8TFxdHVlYWkZGRduXVq1cHIDY2tkjnT01N5fTp01SrVs2uPDIyEsMwinz+63bkDNQeCfe9Cb3/Dbc9rTW+xTU274VJX+QknwD7T8Aj73o2JhERD/L39yc0NNTulV8Cmpf7778fi8XCrl27XBekCygBvUxCQgKQ8zj9cqGhoXb7r1diYmKe5/f19SUgIOCq58/IyCApKcn2Sk52XE3hur36FcSdu7R95Ay8tth55xfJtWmvY9m2A5cSUhGRG5mW4rS54R/BJyUlcfbs2WvW8/Y5tObPn8+cOXNcc/J9cQUrEymqqDwetdesqC4fInJzcEGf988//xyz2XzVAdDe6IZPQNetW8err756zXpffvmlraUzKSnJbl9uy2Tu/uuV2/J55fkzMzNJS0u76vkHDx7M3//+d9t2cnIy3bp1K1I8Nu2jYNsf9mUdopxzbpHL9WwG9zSBb2NytgP9YMYjno1JRKSY6Nq1K9HR0dSvXx+ApUuX8sEHHzBy5EjCw8M9HF3h3PAJaK9evejVq1eB6mZkZODj40NsbCwtW7a0lef2zbyyb2hhBQYGUqFCBYe+nkePHsVqtV71/H5+fq4bIf/ivbDnGHy7M+fXWe+m8Ex311xLbg6JqVDCH0xX9PLxMcOyF+D73+D4WejUAMqF5X0OERGxc+uttzJv3jzi4uLIzs6mdu3avP3224wYMcLToRXaDZ+AFoafnx9NmjRh/fr1DBgwwFa+du1aqlevftUR8AXVqlUrNm/ezMiRI/Hxybn9a9asISQkhNtvv73I578uwQGw7PmcgUcmAyqW8kwcUvz9HgcPvwM//QFVysBbg6FvK8d6d9zm/thERDytiE/gp0+fzvTp050Ti4dpENIVHn30UXbv3s1rr71GTEwMs2fPZtWqVQwdOtSuXvPmzZk0aZJd2Q8//MC6devYt28fkLOi0rp16zh8+LCtzkMPPcT58+d54YUX2LFjB5999hkfffQRQ4YMsZuaySMql1byKUVz/5s5ySfkDGx7YBoc+8uzMYmIiNdRC+gVGjZsyBtvvMGsWbNYsmQJ4eHhjB8/3mESeovFQnZ2tl3Za6+9xqlTp2zbuQnqY489ZktgIyIimDlzJtOmTWPkyJGUKlWKoUOHMnDgQBe/s+LDmmWBk/FQuRSGWb+Rio3jZ2H3UfuyLAus2QWPdvZISCIi3uUmHvZ+BcNqtVo9HYQUXlJSEu3bt2fTpk0EBwd7OhynyV7+C9mPLYBTF6FyKUzzBmHqWs/TYUlBpKRDhcGQlGZfvvYV6OSh7iUiIl7EmOy4xKb1pYLP+XkjUfOSeA1rQirZ/WfnJJ8AJy6Q3e99rMlXXxNXvESQP0zsb192ZyPo2MAz8YiIiNfSI3i5JLdLwZUjl93Euv0wJF2RbF5MhZhYaFfHIzFJIY3uAW3rwvpfc5bZ7N5Ea72LiIgDJaCS009v9HyYuy4n+RzWBd54yO2JqFGzfE6ycnmvELMJbinn1jikiJrUzHmJiIg9/R630SN4gTeXwDsrIDUDktPgzaXw3iq3h2FUL4fxTBf7srF3YVQp7fZYRERExHXUAiqwdIdj2ZKf4Mm77YqsK3+BTb9B3crQvwWGC5ZPNP/rfqz9mmH9ORajWXWMRtWcfg0RERHxLCWgkjNh+JUiytptWp//L7z+7aWCBVuwrh+H4YL+fUaTSIwmkU4/r4iIiEepT7yNHsELjLsPQgIvbZcKhud62TatF5Jh2hWP5Df+ltMaKiIiIlJIagEVaFgdfpsBn23JGXj0QBsIv2xFpPNJkJHleNypeLeFKCIiUuypAdRGCajkqFwGnu2V5y7jlgpYG0TAr8cvFZbwh6713RObiIiI3FD0CF4K5uuR0Lke+Jjh9qqwbDRGmRBPRyUiIiLFkFpApUCMWyrAmrGeDkNERKT40iN4GyWgIiIiIm6hDDSXHsGLiIiIiFupBVRERETEHdQAaqMWUBERERFxKyWgIiIiIuJWegQvIiIi4g56BG+jFlARERERcSsloCIiIiLiVnoELyIiIuIOegRvoxZQEREREXErJaAiIiIi4lZ6BC8iIiLiDoaewedSAioiIiLiDso/bZSAFlNWqxWA5ORkD0ciIiJSPJUoUQJDrZIeYVhzMxkpVk6fPk23bt08HYaIiEixtWnTJoKDgz0dxk1JCWgxlZ2dzV9//UVQUNBN+estOTmZbt26sXz5ckqUKOHpcG4Yuq+uo3vrGrqvrnGz3Fe1gHqOHsEXUyaTiQoVKng6DI8rUaKEfr26gO6r6+jeuobuq2vovoqraBomEREREXErJaAiIiIi4lZKQKVY8vPz47HHHsPPz8/TodxQdF9dR/fWNXRfXUP3VVxNg5BERERExK3UAioiIiIibqUEVERERETcSgmoiIiIiLiV5gEVr/X999+zcOFCDh8+THJyMuXLl6ddu3Y8/vjjdvPSbd68mVmzZnH06FHCw8MZNGgQPXr08GDkxUtKSgp9+vThzJkzLFy4kLp169r2LV68mIULF/Lnn39SrVo1hg8fTps2bTwYrfdatmwZEydOdCh/+OGHGTFihG1b9/T6fPvtt3z66afExsYSGBhIVFQUb7zxBgEBAYC+B67H448/zs6dO/PcN2XKFLp27QroMyuuoQRUvFZCQgJRUVH069ePsLAwDh06xAcffMChQ4d49913Adi1axdjxoyhZ8+ePPPMM+zYsYPJkycTFBREp06dPPwOioe5c+disVgcylevXs2UKVMYMmQITZs2Zc2aNTz77LPMnTuX+vXreyDS4uGdd96x+4FUrlw523/rnl6fefPmsXDhQgYPHkz9+vWJj49nx44dZGdnA/oeuF7PP/88ycnJdmWffvopGzZsoHnz5oA+s+JCVpFi5Ouvv7Y2btzYeubMGavVarU+8cQT1sGDB9vVeeGFF6x9+vTxRHjFzpEjR6x33HGH9csvv7Q2btzYunfvXtu+3r17W1944QW7+oMHD7aOGDHC3WEWC0uXLrU2btzYeuHChXzr6J4W3pEjR6zNmjWzfv/99/nW0feA8/To0cP61FNP2bb1mRVXUR9QKVbCwsIAyMzMJCMjg5iYGIcWji5dunDkyBFOnjzpiRCLlTfeeIP77ruPatWq2ZXHxcVx7NgxOnfubFfepUsXduzYQUZGhjvDvCHonl6fZcuWUblyZVq3bp3nfn0POM8vv/zCiRMnuOuuuwB9ZsW1lICK17NYLKSnp/P7778zd+5c2rZtS6VKlYiLiyMrK4vIyEi7+tWrVwcgNjbW/cEWI+vWrePQoUM8+uijDvty792V9zYyMpLMzEz9Ub+K+++/n2bNmtGzZ0/mz59v696ge3p9du/ezS233MLcuXPp3LkzLVq0YMiQIezZswdA3wNOtGrVKgIDA2nXrh2gz6y4lvqAitfr3r07Z86cAaBVq1ZMmTIFyOkjChASEmJXPzQ01G6/OEpLS2PatGkMHz7crr9irsTERACHfbn39uLFi64PspgpW7YsQ4cOpV69ehiGwXfffcesWbM4c+YMY8eO1T29TufOneP333/n0KFDjB07loCAAObPn88TTzzBN998o+8BJ8nKymLdunW0bduWwMBAQN8D4lpKQMXrTZ8+ndTUVA4fPsy8efN4+umnbYOQ5PrMmzePMmXKaJSwE7Vs2ZKWLVvatlu0aEFAQACffvopjzzyiAcjK96sVispKSm8/vrr1KpVC4D69evTo0cPvvjiC1q0aOHhCG8M27dv58KFC9x5552eDkVuEnoEL16vVq1aNGjQgF69evHmm28SExPDxo0bbb/Ck5KS7Orntnjk7hd7p06d4uOPP+bxxx8nKSmJxMREUlNTgZwpmVJSUmytSfnd29y+uHJ1nTp1wmKxsH//ft3T6xQSEkJYWJgt+YSce1WnTh0OHTqk7wEnWbVqFWFhYXY/ovSZFVdSAirFSq1atfDx8SEuLo4qVarg4+Pj0Mcrv35LkuPEiRNkZmYyatQoOnToQIcOHXj66acBGDZsGMOHD7fdu7zura+vL5UrV3Zz1MWf7un1qVGjRr77MjIy9D3gBGlpaXz33Xd06tQJH59LD0b1mRVXUgIqxcqePXvIysqicuXK+Pn50aRJE9avX29XZ+3atVSvXp1KlSp5KErvVqdOHd5//3271+jRowEYN24czz//PFWqVKFq1ap53tumTZvi6+vridCLnTVr1mA2m6lTp47u6XVq06YNFy9eZP/+/bay+Ph4fv/9d2677TZ9DzjB5s2bSUlJcXj8rs+suJL6gIrXGjNmDLfddhu1atXC39+fAwcO8NFHH1GrVi3at28PwKOPPsrQoUN57bXX6NSpEz///DOrVq1i6tSpng3ei4WEhNCkSZM89912223ceuutQM4qKS+99BJVqlShcePGrF27lj179jBnzhx3hltsPPnkkzRp0oSaNWsCOX/Uv/nmG/r370/ZsmUB3dPr0b59e+rWrcvYsWMZPnw4/v7+fPjhh/j6+tKnTx9A3wNFtWrVKsLDw2nYsKHDPn1mxVUMq9Vq9XQQInn58MMPWbNmDSdOnCA7O5uKFSsSHR3NwIED7UZl5o42vnwJvp49e3ow8uInJiaGYcOG5bkU54IFC2xL8D3xxBNagi8f//73v9m6dSunT5/GarVStWpVevXqRb9+/TAMw1ZP97Tw4uPjefPNN9myZQuZmZk0atSI0aNH2z2e1/fA9UlISKBr164MGDCAp556Ks86+syKKygBFRERERG3Uh9QEREREXErJaAiIiIi4lZKQEVERETErZSAioiIiIhbKQEVEREREbdSAioiIiIibqUEVERERETcSgmoiIiIiLiVElARERERcSsloCIiIiLiVkpARURERMStfDwdgIiIt0pOTmbBggVs376duLg4UlJSqFChAh07duSxxx4jICDAVjc+Pp7p06ezefNmMjIyiIqKYtSoUbz11lucOnWKZcuW2Z173759/Oc//+F///sfKSkpVKxYkW7duvHwww/j46OvZhG5sRlWq9Xq6SBERLxRbGwsQ4cOJTo6mqpVq2I2m9m5cyfr16+nefPmzJw5E4CMjAwGDRrEgQMH6N69O1FRUfzxxx+sW7eO0NBQsrKy7BLQ77//njFjxhAREcFdd91FaGgou3fvZsWKFXTo0IHXX3/dU29ZRMQt9DNbRCQflStXZvny5XYtkvfffz+zZs1i3rx57Nmzh3r16rFkyRIOHDjAP/7xDx555BFb3Zo1a/L6669TsWJFW1l6ejqTJ0+mXr16zJo1y3bu++67j1q1ajFt2jRiYmJo0qSJ+96oiIibqQ+oiEg+fH19bQliVlYWCQkJxMfH06xZMwD27NkDwJYtWzCbzQwYMMDu+F69ehEcHGxXtn37ds6dO0f37t1JSkoiPj7e9mrdurWtjojIjUwtoCIiV7Fo0SK++uorDh8+THZ2tt2+xMREAE6cOEHZsmUJCgqy2+/r60ulSpVs9QCOHDkCwKRJk/K95rlz55wVvoiIV1ICKiKSj48//pi3336bFi1a0L9/f8qWLYuvry9//fUXEyZMcEhICyK32/3IkSOpXbt2nnXKlStXpLhFRLydElARkXysWLGCSpUqMWPGDEymSz2Wtm7dalevUqVK/PTTT6SkpNi1gmZlZXHy5ElCQkJsZVWrVgUgMDCQ5s2bu/gdiIh4J/UBFRHJh9lsxjAMLp8sJCsriw8//NCuXps2bbBYLHz22Wd25d988w1JSUl2ZS1btqR06dJ8+OGHXLx40eGaaWlpJCcnO+9NiIh4IbWAiojko2PHjsycOZOnnnqKDh06kJyczOrVqx3m6ezVqxdff/01s2bNIi4uzm4apoiICCwWi61uYGAgEydO5Nlnn+W+++6jR48eREREkJiYSGxsLBs3buRf//qXRsGLyA1N84CKiOTDYrGwcOFClixZwunTpylTpgydO3emR48e9O3bl8cee4yhQ4cCcOHCBbuJ6OvVq8fTTz/Nq6++SlpaGosWLbI798GDB1mwYAExMTFcuHCB0NBQqlSpQqtWrejbty9hYWGeeMsiIm6hBFRExEUsFgudOnWiXr16vPPOO54OR0TEa6gPqIiIE6SlpTmUffXVVyQmJmqwkYjIFdQHVETECaZMmUJ6ejoNGjTAz8+P3bt3s2rVKiIiIujdu7enwxMR8Sp6BC8i4gTffvstixYt4tixY6SkpFCmTBlat27NsGHDKFOmjKfDExHxKkpARURERMSt1AdURERERNxKCaiIiIiIuJUSUBERERFxKyWgIiIiIuJWSkBFRERExK2UgIqIiIiIWykBFRERERG3UgIqIiIiIm6lBFRERERE3Or/AHK22FUF2p8eAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"age\", \"white_blood_cells\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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dhb5vUZOOGzn4+/uTnJzssj8pKQl/f/9iuWe3bt0AOHz4cJ7njBw5kvXr19sfNxplL4QQQoiyRUVxemRkZGA0Gp0eGRkZ1y2jevXqeHl50bJlSypVqsRPP/2U57nTpk3j/PnzPP/880X9VApNAtAcwsPDXfp6Jicnc/Xq1Ty/YZQEDw8PfH197Q8fH59Sq4sQQgghCm/q1KkEBAQ4PW40J/jy5cvZvHkzX331FYcOHaJPnz5YLBaX81avXs3kyZN57bXXaNmyZXE9BbdJE3wOHTp0YM6cOSQlJdn7gq5ZswaNRkO7du2K5Z4rV64EoEGDBsVSvhBCCCFKX85BSJMmTWL8+PFO+wwGw3XLaNKkCQDt27endevWNGvWjD/++IPBgwfbz9m9ezeDBg3iwQcf5LXXXiui2hctCUBzGDRoEPPnz2fChAmMGjWKK1eu8OGHHzJw4EBCQkLs5z311FNcvHiRRYsW2fcdPHiQCxcukJCQAEBUVBQAQUFB9m8fr776KlWrVqVevXr2QUg//fQTkZGREoAKIcQtypihsua0SkUfhY5Vbo/R4yaLSroZ/A23x/N1h8FguGHAeT1NmjRBr9c7DTI6fvw499xzDx06dODrr78uimoWCwlAc/D392f27NlMnz6dCRMm4OPjQ//+/RkzZozTeRaLxSXl/euvv7J06VL79rx58wBo0aIFX375JQARERGsWLGCH3/8EZPJROXKlRk5ciQjR44s5mcmhBCiNGw+r9LrdwuJ17r2da2usHSABoPu1g3M3tlq5d3tVpJN0CNc4fteGkK8b93nW1q2bdtGZmYmERERAFy8eJHu3bsTFhbGb7/9dsMlxEuToqpqgeZCTU1NJTIykieeeILHHnusuOolbiA5OZnIyEjWr1+Pr69vaVdHCCFEHtrOM7P9kvO+b3toGNn41hyG8dcpK/csdF4wfmg9hZ97a0upRmVHjPKK03aI+la+rx04cCCtWrWiSZMmeHl5sXfvXqZPn06FChXYsWMHFouF9u3bc/LkSX788UenVluDwUDz5s2L7HkUhQJnQL29vfHz83OZa0oIIYQQrvZfzW1fQdfBuXmsOOX63JafvHWfb0EUZiL6Nm3aMH/+fN59912sVivh4eE8/vjjvPDCC3h4eBAdHc3evXsBXBbUqV69epEuplMU3GqCb9mypb2DqxBCCCHydkdVhVXRqsu+W1WNAIWcC01GBJZKVW4pEydOZOLEiXkeDw8Pp4CN2qXKrfz/s88+y549e/jiiy9ynTNTCCGEEDaf3q2hgW3BGrQKPN1MoX+tWzcAHdVIoVGwY9tDC1PvuDW7GxSckuNx+ypwH1CAfv36kZqaSmJiImAb5Z3bOuZ//vln4WsociV9QIUQ4uahqiqHYqG8F1T0ufUDj3Szyu/HVK6mQd+aCuEBt/5zzo/LivOUSBXVN0qpJqXPrSb4ihUroijyxySEEELkh6IoNAi+8Xm3Ck+dwoP1JU4QeXMrAM2aUkgIIYQQQuRPYQYh3WpkHlAhhBBCiBIgAahDoQLQc+fOsX79es6fPw9AlSpViIyMpGrVqkVSOSGEEEIIcetxOwCdPXs23333HVar82SzH3/8MSNHjmT06NGFrpwQQgghxK1DMqBZ3ApA//zzT7799luaNGnCI488Qs2aNQE4ceIEP/zwA99++y1VqlShT58+RVpZIYQQQoiblTTBO7gVgC5YsIBGjRrxxRdfoNM5iqhatSodO3bk8ccfZ/78+RKACiGEEEIIF27NDHvq1Cm6d+/uFHxm0el0dO/enVOnThW6ckIIIYQQtwo1x+N25lYGVK/Xk5qamufxlJQU9Hq925USQgghhLjVSBO8g1sZ0AYNGvD7778TGxvrciwuLo4//viDRo0aFbpyQgghhBDi1uNWBvSxxx7jqaeeYsiQIfTr148aNWoAcPLkSZYsWUJKSgpvvfVWkVZUCCGEEOLmJhnQLG4FoC1atGD69OlMmzaNefPmOR0LDQ1lypQpNG/evEgqKIQQQghxK5AmeAe35wHt3LkznTp14tChQ1y4cAGwTURfr149NBq3WvaFEEIIIcRtIF+RYps2bfjrr7/s26+//jpRUVFoNBoaNmxIt27d6NatGw0aNJDgUwghhBAiFzIK3iFf0aKiKFgsFvv20qVLOXfuXLFVSgghhBDiVqOiOD1uZ/kKQENDQ9mzZ08xV0UIIYQQQtwO8tUHtFevXnz99desXbsWPz8/AD744ANmz5593ev+/PPPwtdQCCGEEOIWcLtnPbPLVwD6xBNPUKlSJbZv305sbCwXL14kICCAcuXKFXf9hBBCCCFuERKAZslXAKooCn379qVv374AtG7dmkcffZSePXsWa+WEEEIIIcStx61pmD7//HMiIiKKui5CCCGEELes233ke3ZuBaAtW7Ys6noIIYQQQtzSpA+og0zaKYQQQgghSpTbKyEJIYQQQoj8kwyogwSgQgghhBAlQAJQB2mCF0IIIYQQJUoyoEIIIYQQJUBGwTsUKgDdvXs3W7duJS4ujmHDhhEeHk5qaiqHDx+mdu3a9lWThBBCCCGENMFncSsAtVgsvPLKK6xduxZVVVEUhR49ehAeHo5Wq+WFF15g2LBhjBo1qqjrK4QQQgghbnJu9QGdO3cuf//9N88//zwLFixAVR1JZYPBQGRkJJs2bSqySgohhBBC3OxUFKfH7cytAHTZsmX06tWLBx54gMDAQJfjNWrU4Ny5c4WtmxBCCCGEuAW5FYBevHiRJk2a5Hncz8+PpKQktyslhBBCCHGrkQyog1t9QL29vUlMTMzz+NmzZwkKCnK7UkIIIYQQtxoZBe/gVga0WbNmrFixwqnvZxaj0cjixYtlvXghhBBCCJErtwLQUaNGcfbsWUaPHs3GjRsBOHr0KAsXLmTYsGGkpaUxYsSIoqynEEIIIcRNTZrgHdwKQBs0aMC0adOIjo7m9ddfB+DDDz/k3XffJSMjg/fff5+IiIgiragQQgghxM2sMAHo8uXLufPOOwkJCcFgMBAREcH48eNdukQuWbKEpk2b4unpSZ06dZgzZ05RPoUi4/ZE9J06dWLJkiVs27aNU6dOoaoqYWFhtG/fHk9Pz6KsoxBCCCHEbS0uLo62bdsybtw4ypcvT1RUFFOmTCEqKopVq1YBsHHjRgYMGMBjjz3GrFmz+Pvvv3n00Ufx8/Nj8ODBpfwMnClqbh05b3PR0dFMmzaNffv24ePjQ69evRgzZgx6vf661y1YsIBNmzYRFRVFQkIC7777Ll27dnU5LyYmhmnTprFt2zZ0Oh1dunTh+eefx9fXN991TE5OJjIykvXr1xfoOiGEEEKUjgPKLKfthupzhSrvq6++4oknnuD8+fNUrlyZHj16kJyc7DQX+4MPPsiePXs4ePBgoe5V1Nxqgr+VGY1GRo8ejdlsZvr06YwZM4Y//viDDz744IbXLlu2jISEBDp27JjnOWazmbFjx3LmzBneeustJk6cyNatW3nllVeK8mkIIYQQoowp6j6g5cuXB8BkMpGRkcG6desYMmSI0zlDhw7l0KFDREdHF/p+RcmtJvh+/frl67w///zTneJL1cKFC0lJSWH69OkEBAQAtqVH33vvPUaNGkVISEie13777bdoNBouXLjAsmXLcj1nzZo1nDx5kgULFhAeHg6Av78/Y8eOJSoqikaNGhX5cxJCCCHErcFisZCZmcnBgwd544036Nu3L+Hh4Rw8eJDMzEzq1avndH79+vUBOHz4sD3uKAvcyoBWrFiR0NBQp0dISAiZmZlcuHABrVZLaGhoUde1RGzevJk2bdrYg0+Abt26YbVa2bp163Wv1Whu/HJu3ryZ2rVrO/0RtG3bloCAAFm+VAghhLiF5cyAZmRkYDQanR4ZGRnXLaN69ep4eXnRsmVLKlWqxE8//QRAfHw8gMsKlVnzssfFxRX9EyoEtzKgX375ZZ7H/vrrL2bNmsWkSZPcrlRpio6Opm/fvk77/Pz8CA4OLpL0dXR0NNWrV3fapygK1atXL3PpcSGEEEIUnZyDbqZOnWqfTSjL5MmTmTJlSp5lLF++nJSUFA4cOMBbb71Fnz59WL16ddFXtpi5PQo+Lz179mTPnj3MmjWLWbNmFXXxxc5oNOLn5+ey38/PD6PRWOjyk5KSci3f39//uuWbTCZMJpN9OyUlpdB1EUIIIUTpmTRpEuPHj3faZzAYrntN1lLo7du3p3Xr1jRr1ow//viDBg0aALhMy5SVGS1XrlxRVbtIFHkAClCnTh1WrFhRHEXftubMmcNXX31V2tUQQgghhJtyDjwyGAw3DDivp0mTJuj1eo4fP06fPn3Q6/UcPnyYHj162M85fPgwgEvf0NJWLKPgjx49iqLcnDP8+/v7k5yc7LI/KSkJf3//Qpfv5+eXa/lGo/G65Y8cOZL169fbH3kNchJCCCFE2VTUo+C3bdtGZmYmERERGAwGunTpwm+//eZ0zvz586lfv36ZGoAEbmZAd+/enet+o9HItm3b+OOPP7jrrrsKVbHSEh4e7tIXMzk5matXrxbJLy88PJzjx4877VNVldOnT9O2bds8r/Pw8MDDw6PQ9xdCCCHEzWfgwIG0atWKJk2a4OXlxd69e5k+fTpNmjShf//+ALz66qtERkYyZswY7rvvPtatW8dPP/3E/PnzS7fyuXArAH3yySdzzXBmzWnfpk0b/ve//xWuZqWkQ4cOzJkzx6mv5po1a9BoNLRr165Iyl+xYgVnzpwhLCwMgO3bt5OYmHjd+UOFEEIIcXMrzMo/bdq0Yf78+bz77rtYrVbCw8N5/PHHeeGFF+wJqk6dOvH777/zyiuv8M033xAWFsbXX3/tMjdoWeDWSkhLly7NdX9AQABhYWEuo7xvJkajkfvuu4+wsDBGjRrFlStXmDlzJj179uSll16yn/fUU09x8eJFFi1aZN938OBBLly4YF8FadiwYTRq1IigoCBatmwJ2Caif+ihh1AUhaeffpr09HRmzZpF7dq1CzRoS1ZCEkIIIW4uu5VPnbZbqE+XUk1Kn1sZ0N69exd1PcoMf39/Zs+ezfTp05kwYQI+Pj7079+fMWPGOJ1nsViwWCxO+3799Ven4HzevHkAtGjRwj51lU6n4+OPP2b69Om8/PLLaLVaunTp4jIKTgghhBDiViVrwd+kJAMqhBBC3Fx2K585bbdQx+Rx5q0vXxnQvJrcb+RWzpQKIYQQQhREUYx8v1XkKwB9/fXXURSFgiRLFUWRAFQIIYQQQrjIVwD6+eefF3c9hBBCCCFuadLn0SFfAWjWCG4hhBBCCOEeaYJ3KJaVkIQQQgghhMhLodaCj42N5dChQxiNRqxWq8tx6QMqhBBCCGEjTfAObgWgVquV9957j0WLFl13YJIEoEIIIYQQNlZpgrdzKwD94Ycf+P3337nnnnto164dkydP5plnnsHb25uff/4ZX19fxo4dW9R1FUIIIYQQtwC3+oAuW7aM9u3b88Ybb9ChQwcA6tevz+DBg5k3bx4JCQkcOnSoSCsqhBBCCHEzU1GcHrcztzKg58+fZ+DAgQBoNLYY1mw2A+Dl5UWfPn1YtGgRjzzySJ5lZE1uf++996IoSr4nu5dmfSGEEELcjKQPqINbAajBYECns13q7e2NoijExcXZjwcHB3P58uXrlpE1uX2PHj3Q6/X5muxeJrcXQgghhLj5uRWAhoaGcu7cOVsBOh1Vq1Zly5Yt3HvvvQBs27aN8uXLX7eMrMnt9Xq907YQQgghxK3odm92z86tALR169asW7eO5557DoBevXrxxRdfEBMTg6qq7Nmzh2HDhl23jJyT28tk90IIIYS4lUkA6uBWAPrwww/Trl07TCYTHh4ejBw5kvj4eFasWIFGo2HAgAE8+eSTRV1XIYQQQghxC1DU63W6LAVbt27l7NmzJCYmuvQHVRSFxx57rJRqVrYkJycTGRnJ+vXr8fX1Le3qCCGEEOIGNihfO23fod6+MY1bGdBjx45Ru3btIq1IdHQ0L7zwAmfOnMlzIJIEoEIIIYS4WUkTvINbAeiDDz5InTp16N27Nz179iQoKKjQFXnnnXe4fPky48ePp3nz5vj7+xe6TCGEEEIIUfa4FYAOHz6cv/76iw8++ICPPvqIdu3a0bt3bzp37mwf1V5QBw4cYPjw4QwdOtSt64UQQgghyjLJgDq4FYCOHTuWp59+mh07drBs2TLWr1/Ppk2b8PPzo3v37tx77700atSoQGUGBAQQGBjoTnWEEEIIIcq8MjXoppS5FYCCrT9mmzZtaNOmDenp6axdu5Zly5bx+++/s3DhQsLCwvjtt9/yXV737t1Zv3499913n7tVEkIIIYQQN4EiHwX/119/8e6775Kamsr27dvzfZ3JZOKll15Cq9UydOhQKlWqhFardTkvNDS0KKt705JR8EIIIcTNZZ0yx2m7izqylGpS+tzOgGZ39uxZli1bxooVK7h48SIajYZOnToVrCI6HREREfzwww/8+++/eZ5XkKBWCCGEEKKskCZ4B7cD0KSkJFauXMny5cuJiopCVVVq167Nc889xz333FPgkfEfffQRP/30E3Xr1qVZs2b4+fm5WzUhhBBCCFGGuRWAvvjii2zatAmTyUS5cuV48MEHuffeews1N+jy5cuJjIxk2rRpbpchhBBCCFFWySh4B7cC0E2bNtG5c2fuvfde2rdvn2tfzYJKT0+nXbt2hS5HCCGEEKIskgDUwa0AdOXKlUU+8KVRo0acPHmySMsUQgghhBBlj8adi4pj1PXzzz/P6tWr+fvvv4u8bCGEEEKI0mbN8bidFcko+KIwY8YMvL29mThxIiEhIVSpUgWNxjk+VhSF2bNnl1INhRBCCCHcp2qkCT5LmQlAz58/j6Io9nk+L126VMo1EkIIIYQQxaHMBKBLliwp7SoIIYQQQhQbVRKgdmUmABVCCCGEuJVJE7xDmQtATSYTu3bt4vz58wBUqVKFFi1aYDAYSrlmQgghhBCiKJSpAHTp0qXMnDmTpKQkspaoVxQFPz8/nnvuOfr06VPKNRRCCCGEcI/q1txDtya3A9CVK1cyf/58zp49S2JiostxRVHYtm1bvstbtWoVr7/+OqGhoTz88MPUqFEDgJMnT7Jw4ULefPNNDAYD3bt3d7fKQgghbiMZZpXfjqpEG6FXDYXmFaX5U5QuVev+3+CCBQuYN28eu3btIj4+ntq1azNu3DhGjhyJotjKTU1N5c0332T+/PlcunSJqlWrMmLECF588UV0ujKVc3QvAP3+++/55JNPCAgIoFGjRgQGBha6InPmzCE8PJw5c+Y4zTN65513MmTIEIYPH86cOXMkABVCCHFDJotK518sbL82ocqrG+GL7hoebyIpKHFz+uCDDwgPD2fGjBmEhISwevVqHn/8cc6ePcvkyZMBGDt2LAsXLuSdd96hQYMGbNmyhddee42UlBTefvvtUn4GztwKQBcsWECjRo347LPP8PT0LJKKnD59mtGjR+c6yb2vry99+vThq6++KpJ7CSGEuLX9fky1B58AKvDKRiujGiloZSCIKCXWQvztLVmyhODgYPv2XXfdRWxsLB988AGvvvoqAPPnz+d///sfTz/9NABdunThyJEj/PLLL2UuAHXrq2BsbCz33HNPkQWfAOXLl7/ucUVRKFeuXJHdTwghxK3rjNF135VUSDeXfF2EyKJqnB8FkT34zNK8eXOMRiMpKSmoqorZbCYgIMDpnICAAPu4mrLErQC0atWqJCUlFWlFevfuzZIlS0hNTXU5lpyczJIlS2QQkhBCiHy5N0IhZ7KpSzUFHw/Jfopbx8aNG6lSpQp+fn5otVpGjBjBJ598wo4dO0hOTmbNmjX88MMPjB07trSr6sKtJvhhw4bxzTffMHToULy9vd268e7du522W7RowcaNGxk6dCiDBw8mPDwcgFOnTrFw4UICAwNp3ry5W/cSQghxe2kYrDCnp4ZJG6xcSIa7w2zbQpSmnPOAZmRkkJGR4bTPYDDka+rJjRs38ssvvzBjxgz7vs8++4zRo0fTpk0b+75JkyYxfvz4Qta86CmqG3nZpUuXsnDhQi5fvkzfvn2pXLmyy7rtYMtq5qV169b2UVtZslcl61jOfdu3by9odW9JycnJREZGsn79+lz7zQohhLB9hpgsYNBJ5lOUvkXlfnLa3jPuKK+//rrTvsmTJzNlypTrlnPu3Dnatm1L/fr1WbVqlT0G+9///sePP/7Im2++Se3atdm6dSuvv/46U6ZM4X//+1+RPpfCcisAbd269Y0LvkGwuHTp0oLeFrh+UFtUoqOjmTZtGvv27cPHx4devXoxZswY9Hr9da9TVZW5c+eyYMECEhISqFOnDuPHj6dx48b2c3bu3Mno0aNdru3WrRtTp07Ndx0lABVCCCFuLjkD0HsuDipwBjQhIYE77rgDRVHYsGGDvc9nVFQUjRs3ZvHixU5dFt9++23efPNNYmJi8PPzK8JnUzhuNcF//vnnhb5xSQSS7jAajYwePZqwsDCmT5/OlStXmDlzJunp6bz00kvXvXbu3Ll88cUXjB07ltq1a7NgwQLGjh3Ljz/+SNWqVZ3OnTx5sr2bAVAkU1kJIYQQouzK2QSf3+b2LGlpafTu3ZvExES2bNniNODo4MGDADRr1szpmubNm5ORkcG5c+eoX7+++5UvYm4FoC1btizqepQZCxcuJCUlhenTp9t/sRaLhffee49Ro0YREhKS63UZGRnMmTOHYcOG8dBDDwG2X/rAgQOZN28eEydOdDq/Zs2aNGjQoHifjBBCCCHKDGsheoKYzWbuu+8+Dh06xIYNG6hSpYrT8erVqwO2MTbVqlWz79+1axeKotiPlxVFMi1+QkICcGtk8TZv3kybNm2cvlVkNY9v3bo1z5H4+/btIyUlha5du9r36fV6unTpwrp164q93kIIIYS4dY0ZM4alS5cyY8YMjEYjW7dutR9r3rw5rVq1olWrVjz55JNcvnyZWrVqsW3bNqZOncqoUaPcHjReXNwOQGNiYvjkk0/4559/7FMn+fj4cOeddzJmzBgqVKhQZJUsSdHR0fTt29dpn5+fH8HBwURHR1/3OsCpWR2gRo0a/Pzzz6SnpzvNm/rss8+SmJhIcHAwPXr04Mknn7zuvKomkwmTyWTfTklJyf+TEkIIIUSpy9kEXxCrVq0CYMKECS7HTp06RXh4OEuWLOHVV1/lnXfe4cqVK1SrVo0XX3zxhl0IS4NbAeilS5cYMWIEsbGx1KlTh4iICMD2Aixbtoxt27YxZ84cQkNDi7SyJcFoNObaSdfPzw+jMZeZjbNd5+Hh4dKXw8/PD1VVSUpKwtPTE19fXx555BFatGiBwWBgx44dzJs3j1OnTjFr1qw8y58zZ46sBCWEEELcxNRCNMFfLwmWJTQ09KaJFdwKQGfPnk1SUhIzZ86kU6dOTsc2bdrEiy++yOeff37DaQRuR/Xq1aNevXr27datWxMcHMy0adOIioqiUaNGuV43cuRIe99SsGVA77333mKvrxBCCCFEUXNrVt6tW7cyePBgl+AToGPHjgwaNIgtW7YUunKlwd/fn+TkZJf9SUlJ+Pv7X/c6k8nkMp1CUlISiqJcd+qDbt26AXD48OE8z/Hw8MDX19f+8PHxudFTEUIIIUQZoiqK0+N25lYAmpSU5DTCKqewsLAiX6qzpISHh7ukuZOTk7l69apL/86c1wGcPn3aaX90dDShoaHX7d8phBBCiFufVXF+3M7caoKvUKECu3btYvDgwbke37179w0HIeWc+T8/FEXhtddeK/B1BdGhQwfmzJlDUlKSPWu5Zs0aNBoN7dq1y/O6Jk2a4OPjw5o1a6hTpw5gmzJh3bp1dOzY8br3XLlyJYBMyySEEEKI24JbAWjXrl35/vvv+eSTTxgxYoR9JZ7k5GTmzp3LmjVrGD58+HXLyG0lpNyW38zar6pqiQSggwYNYv78+UyYMIFRo0Zx5coVPvzwQwYOHOg0B+hTTz3FxYsXWbRoEWCbTHbkyJF8+eWXBAUFUatWLRYsWEBiYiLDhg2zX/fqq69StWpV6tWrZx+E9NNPPxEZGSkBqBBCCHELK8wo+FuNWwHoY489xn///cfcuXP54Ycf7IFZTEwMVquVpk2b8uijj163jB07djhtx8fH88wzz1CpUiUeeeQRatSoAcDJkyf5/vvvuXz5Mh9//LE71S0Qf39/Zs+ezfTp05kwYQI+Pj7079+fMWPGOJ1nsViwWCxO+4YPH46qqsybN4/4+Hjq1KnDxx9/7LQKUkREBCtWrODHH3/EZDJRuXJlRo4cyciRI4v9uQkhhBCi9BRmFHxJ+P777wF4+OGHURTFvn0jjzzySIHv5dZa8GBrXl6yZAnr16/nwoULAFSpUoXIyEh69+6NTlew2PbVV18lMTGRjz76KNfjzzzzDEFBQbzxxhvuVPeWI2vBCyGEEDeXn6r96rT94Nn7SqkmudNoNCiKQlpaGh4eHvbt64WKiqK4JOTyw+2J6HU6HQMGDGDAgAHuFuFk8+bNjB49Os/jd9xxB1988UWR3EsIIYQQoqSV9ZHvWSs3enh4OG0XhyJZirMomEwmrly5kufxK1eukJmZWYI1EkIIIYQoOmV95Pudd9553e2ilK8ANGvA0L333ouiKLkOIMpN7969812RZs2aMX/+fNq3b0+LFi2cju3atYv58+fTrFmzfJcnhBBCCCHKpnz1AW3dujWKorBp0yb0er19+0Z9ArZv357vipw8eZLHHnuM5ORk6tevb59XMzo6mkOHDuHj48PXX39NzZo1813mrUz6gAohhBA3l+/Df3PafiQ69+ksy5rVq1dz7NgxYmNjc52p6NVXXy1wmfnKgH7++ecA6PV6p+2iFBERwbx58/j000/ZuHEjBw8eBMDb25tu3brx1FNPOY0mF0IIIYS4mZT1UfA5HT58mAEDBnD06NE8k47FGoC2bNnyuttFpXLlyrz99tuoqkpcXBwAQUFBaDRuLdgkhBBCCCHc9OSTT3L27FlmzZrFHXfcQVBQUJGV7dYgpNdff51BgwbRqFGjXI9HRUWxcOFCJk+e7FalFEWhfPnybl0rhBBCCFEWWcv4KPictm/fzsSJE3nmmWeKvGy3AtClS5fStm3bPAPQCxcusGzZMrcC0DNnznDmzBkSExNzTfcWZGCTEEIIIURZcbM1wZcvX57g4OBiKbtYpmFKS0sr8ET0sbGxTJkyhW3btgGuy3GCLTMqAagQQgghRPEbOnQoixYt4umnny7ysvMdJV66dMm+4hHYRqfv3r3b5Tyj0cjChQsLPGBo2rRpbNu2jUGDBtG6dWsCAgIKdL0QQgghRFlW1ieiz+ntt99m8ODBDBgwgHHjxhEeHo5Wq3U5LywsrMBl5zsAXbx4MV999RWKoqAoCt9++y3ffvuty3mqqqLRaHjttdcKVJGs4POll14q0HVCCCGEEDeDmy0A1ev1NGzYkOnTp7N48eI8zyvWpTgjIyOpXLkyqqryxhtvMGDAAJo0aeJynre3Nw0aNCA0NLRAFVFVldq1axfoGiGEEEIIUTxefPFFZs6cSfPmzenUqVPpjIKvU6cOderUAeDixYvcdddd1KpVq8gq0qxZM44dO1Zk5QkhhBBClCU32yCkH374gQEDBvDbb7/d+OQCcmuCzSeeeKJIg0+A559/nnXr1rF27doiLVcIIYQQoixQNYrTo6xLTU2le/fuxVK2W6Pgv/jiC9auXcuvv/6a6/GhQ4fStWtXHnvssXyX+e677+Lt7c2kSZMICQmhSpUqLhPQK4rC7Nmz3amyEEIIIYQogHbt2nHgwIFiKdutDOi6deto27Ztnsfbtm3L33//XaAyz58/j9lsJjQ0FK1Wax91n/1x/vx5d6orhBBCCFHqVEVxepR1M2bMYP78+fz+++9FXrZbGdALFy4QHh6e5/Hq1auzaNGiApW5ZMkSd6oihBBCCHFTuBma3bN77rnn8PPzY8iQIVSpUoUaNWq4TMOkKIpb3Sfdnog+KSkpz2NGoxGr1epu0UIIIYQQopSdPHkSRVHs83yeOXOmyMp2KwCNiIjg33//ZcSIES7HVFXl33//vW6GVAghhBDitnMTNLtnFx0dXWxluxWA9uvXj3feeYcpU6bw7LPP2ueFio+P56OPPiIqKooXX3yxwOWeO3eOH3/8kQMHDmA0GnNdjvPPP/90p8pCCCGEEKXqZmuCz5KRkcH69es5efIkADVr1qRz5854enq6XaZbAeiAAQPYvXs3y5YtY/ny5faF6q9evYqqqnTr1o3BgwcXqMzjx4/z6KOPkpmZSfXq1Tl//jwREREkJiYSGxtL1apVqVChgjvVFUIIIURJuxQP8SlQv2BLc2eXblY5mwQ1AkB3kwZvN7vvv/+e8ePHEx8fb08MKopCYGAgM2bMyLU1PD/c7gP65ptv0rlzZ1asWMG5c+cAaNCgAT179qRr164FLu/zzz9Hr9czd+5cAgMD6datGy+88AKtW7fmjz/+4NNPP2XGjBnuVlcIIYQQJUFV4ekv4cvVYLFCozBYPAlqVCxQMT8etPLM31bi06GSD3zfS0PX6m5N3lNm3Awj37ObP38+I0aMICwsjBdeeIEGDRoAcODAAT7//HMeffRRvLy8uP/++wtctqLm1s5dCrp27cqAAQN4+umnSUhIoFu3bnz66ae0adMGgNdee42kpCRmzpxZyjUtG5KTk4mMjGT9+vX4+vqWdnWEEEIImwWb4b73nffd2xKWvpzvIi6nqIR9acGUbYnxYC8496QWg+7mCuKy+7TZCqftp/fcU0o1yZ+mTZuSmZnJ1q1b8ff3dzqWmJhI27ZtMRgM7N27t8Bll5mvEqmpqVStakvT6/V6ANLS0uzHmzZt6tYTFEIIIUQJ2nDQdd+/uey7js0XVKfgE+BqGkRdLUS9RIEdOXKEkSNHugSfAAEBAYwcOZKjR4+6VbbbTfAABw8eJCoqKtcBQ4qiFGglpHLlyhEbGwuAj48PXl5eTsP9k5KSsFgseV0uhBBCiLKgUZjrvsa57LuO+uVcs5yeOltf0JvZzTYIKTQ09LrHFUWhYsWCda3I4lYAmp6ezosvvsjWrVtRVRVFUZw6pmbtK0gAWqdOHQ4dOmTfbtGiBb/88gsNGzbEarXy66+/UqdOHXeqK4QQQoiS8kgk/LIR1kXZtgN94IORBSqiXnmF51oqzNp1LbYA3u6koZzXzRXA5XSz9QEdMWIEc+bM4amnnnLp7mc0GpkzZw4jRxbsd5vFrQD066+/ZuvWrYwaNYrWrVszevRopkyZQrly5ZgzZw4ZGRm8/vrrBSqzZ8+eLFiwgPT0dDw9PRk9ejRPPvkko0ePBsBgMPD000+7U10hhBBClBRPD/j7DVtTfIwRujUFPy+X077ZY+HXQ1ZCvBUmtNXQPNS5V+DMLlqGN1TZe0WlQxWF2kE3V/B2M/r333+dtjt37szSpUtp3LgxY8aMoV69egAcOnSI2bNnExwczB133OHWvdwahDRgwADq1avH1KlT7QOGPvvsM1q3bo3ZbOaRRx6hQ4cOjB071q1KZbl06RLr169Ho9HQoUMHex9RIYOQhBBC3LymbrLwf+sd3eq89bDnMT21c2l6v5V83Gql0/YzO3uUUk1yp9FoUHJkabOHiVnHcu5zp4ukWxnQy5cv89BDDwHY1wTNzMy0FajT0aNHDxYuXFjoADQ0NJShQ4cWqgwhhBBClC2f7nIOWFIzYe4+C29FFmpoSplXmCb4BQsWMG/ePHbt2kV8fDy1a9dm3LhxjBw50iloTEhI4LXXXuO3334jLi6OKlWqMGbMGCZMmHDDe8yZM8ft+hWUW79pb29vzGaz/WeNRkNMTIz9uK+vr31Akbi9qCkmUEDx9ijVesQsP8Olv89TqWc1grtK5lwIIcoSay5tr7ntEw4ffPAB4eHhzJgxg5CQEFavXs3jjz/O2bNnmTx5MgApKSlERkai0+mYOXMmFStW5OjRoxiNxnzdY/jw4cX5FJy4FYBWrVrVPkJdq9USERHB2rVr6devH6qqsm7dOrdHRYmbk5qeSfITi8j4eR9oFDxHtsDnkz4oOm2J12VD31UcOZgMioKy6CINWh2h/S93l3g9hBBC5O7J5lqmbHBkQT118Ejjkv+8KGmFGQW/ZMkS+8qTAHfddRexsbF88MEHvPrqq2g0Gt59912SkpLYt28fPj4+AERGRha22sXCrXlA27Rpw99//21v8x84cCBbtmyhX79+DBgwgO3bt9O3b98iragofaqqYknPvZ9H6tR/yPjhPzTmTBSTifQvdpD+yVanc6wZFi5N/4/jvZdzbuJWMmPSci2rMOK2XrYHn2Br7ji4I5GkwwlFfi+Ai6fT2bc1kaQEs8sx1aqSOOVfzleaxfnKH2J8e6PLdGVFKelsCmmxGcVWvhBCFJXX7tDwcXctncMUBtZVWDdMR73gW7v/J9g+k7I/CiJ78JmlefPmGI1GUlJSANsg8VGjRtmDz7LMrQzoiBEj6NWrl/3DdMiQIWRkZLBixQq0Wi39+/cv0TSuKBqJsZn4+GnRebh+L4n6+ii7Zhwkw6IQUE5HtzmdKFffMSFb5uJDGEhDg+1vwooG0+KDeD3X0X7OqWFrSPjtpO1ey06T+OcpGuy/H0VXsO9Bx9ZeYs9Pp/EM8KDTs3UIqu74R7u88ZI9+MyiahSubrmMX71A+7708ylc+O4EluRMQh+MwK9xUIHqAPDbFxfYvDIOAJ1e4cFnq9Ksg+M1Sf50J8bXN9i3E1/5B00FH3wfb+5UTsLpZC7sjCMowpdKzcvleq/4rTFkXEyjfJdQ9IHO3RtSY9L5+6ktXPkvDkWrUHtQdTq+3QKlGOabS150jJTFx9FV9SPgqWboKskAOCFEwSmKwtjWWsa2vvWznsVp48aNVKlSBT8/P6Kjo7l06RLBwcH07duXlStX4uPjw6BBg5g5c2aZG7Dsdh/Q8PBwp33Dhg1j2LBhRVEnUcKObY/n18lHMKsaFKuV8Kb+PDK9gf147IF4Fs+5yMVGdbBqNHiYMol9eAtjdva0n6NNTibOy4/j5augqCp1Ys8RmJBkP246n0zCwpNO900/nIBx1VkCelXPd103zz7Gf18ct2//9M9l7vulIyG1/QCwVvFDxTZnXBYVUKv42bdTTyWxrfUyMq9lC6PfP0DzpXcT3KNKvusRfSSVzSvj0Jsy8TCZSPPy5PevLtC4jT/aa8vEpS045HJd6oJDTgFo1PxoNrwTxbW4nTp9qnL3283sx61mK7sHrydm+XkAtH56Wv4eSfk7HZMDb39nH1f+swXCqkXl6K/RVGxZntqDw/P9fACuLDrD6fcPYEnKJHRYBNUnNHQKYuOmbSP2JccUHcY5UYTtG4E2yLNA9xGlJzVTZVW0io8e7gpT0N5kk2ILcbPLmfXMyMggI8O55cpgMGAwGG5Y1saNG/nll1+YMWMGYJs5COCFF15g4MCBLF++nGPHjjFx4kSSk5P5+eefi+hZFI0CN8GnpqbSr18/fvrpp+KojygFv75mCz4BVI2GU/uS2L7oov34X28f5nyVClg1tnNMHnqOVatMwnFHp+bLnn4sqdeegxXCOVCxBovrdSDO05GZzDRm2oOs7GIPJbrsU615N/VHfXPceYdF5d+3o+yb6aoWVaPYb6Viy4CmWRz/9Gc/OWwPPgFUs8rJt/fler+8XDydTsilq0QcP021MxepdTQazhkxxmfaz9GEeLtcp822LzPVzNZZh0EFy7U3paNLznF5f7z9nEsLT3Nl+XksOgWzXiEzJZNDz+9wKvPSdte16S5uc94Xd9zIksc28237FSx9fAvxJ5KcjsdvuMzuwes4vy+OS9FJHHx5N6enRTmfM835vuZzSST9WLDl9UTpOXhVJeIrCwP+tNL9Nyut51lISL95R32YrSof7bDQZ0Emz68xcz7p5n0u4vaRswl+6tSpBAQEOD2mTp16w3LOnTvH/fffT5cuXRg3bhwAVqsVsC3sM3fuXO6++25Gjx7N+++/zy+//MLJkyevV2SJK3AA6u3tTWJiIt7erh+uRWH37t189tlnvPXWW0RHRwO2oHf37t0kJSVd/2JRYIlXMjDn/DNQFHZmC0DPJGlcmrVNHh5EH0u1b+8OqI6qOMqxaLTs9naMPj9/wURcgPPfTLqHjgM5Jks4OucYfzRbzK+1F/LPIxtIv5rufEK6a1/L9ChHIbW7h5Ls60WGQUdsoC8ZHjqM/j5EdAxx1P1yuksZpiuu+64nUMmkfFyCPdOqUVUqXY7BL8DRnOT3YnsUT0cjg+Ktx++FdvbtlJh04i1attSvxapWTVjfuB5XAvxIOJViPydxdyyZXhosBg1WDw1mLy0Jh52Ddo9A1xkHvCo4spKWTCtLHtvK5X+u4nEulUvrY1j8+BasZqv9nCPv7ifdR4dWBa0VzAYtBz90BJeqVcWamIEKpCt6Mq/9zZhjnV+3jT+fY8ygAzzywDFeGLSPy9EpuMOUnMnZfy+RctH9fsJXDyWw7f0D7J59hJTLuZdjjMvk4E4jibGZuR4vScYrGSRezrsPryXDQtx/sWTk/J/Ip5c3Wrns+JflvyvwyX83b9A2ZqWFZ9dYWHpcZdYOKx2+zyTFdPM+H3F7mjRpEomJiU6PSZMmXfeahIQE7rnnHsqXL8/ChQvRXEsOBQXZupJ16dLF6fy777YNwj1w4EAxPAP3udUE37hxYw4ePEj//v2LrCIWi4VXXnmFtWvX2pfy7NGjB+Hh4Wi1Wl544QWGDRvGqFGjiuyeArz9tShWK6rGOQgNCHEENcF1/Th31vk6jcVCtRaOfpMxel9IMzmdc8nD0eytq+jDvgZh1Iy+QqAxhRRvA6fCKhBezdFnMmZ7DLte/c++feHvi+yYtIs7vnL0Iw1OSuZiUKDTfQItjvtejrWyv24EJp0WVVFQrCp6i4WrCRaq+dv+3CsOrs7FH52/CVYcnP9uAABqbKrLPq3JTPrVDHwr2wJtQ9sqVNzzGCnf70PRKHgPb4K+lqOPZ0A1H/bWq4FRb2tqSfM08F+tcB6t73hdMzOtkKOZVPV1/rfNVBWnbgdWBTIyHcHl5T1xGI4kEphuC7L8kjNITcng8r54KrUobztnXxxaxyUoQEa2LLSiUbjgF0hGkhaLogVVxU9Nw+rrTVa3+Msnk/l4RSamAH8Akrw8efl/Z/h6Qf3rv5g5HPn+OJve3IcVBVSVmpEV6fJ1R6dzLu+KY8cb+8i4kkblHlVo91pjp+4Cp9ZeZPXYbfas+55vjjNkUSR+VR1Z+Y0rYln/wTECriaTWN6Xzs/WonMf507+Rybv4fDnx8hAQ3jbIFrO74zWy/n1NydlErvgBJ41Awi4s1KBnitAZrqFbyYcJG2nbSo7j2bBPDazIQZvx5eZK5sus/WJzWTEZqDx0NBgfEPqP9ewQPfZf9U1OIvKZd/NwJih8t0+q9O+M0ZYdNTKQ42kT6Eou3I2wee3uT1LWloavXv3JjExkS1bthAQ4PgMrVmz5nXLSk9378trcXFrFPzYsWNZs2YNixcvLrJRvXPnzuXvv//m+eefZ8GCBU7lGgwGIiMj2bRpU5HcSzjoPXVUi/CEbK+3zmKh/6Ta9u0+E2rinZotg6Sq+GdmUL5itj/0MMc/gb2cGo5Aqlpdb2IrBnK0Zig7mtfkYN2qXCofQOv+jg/s82svupRxIcc+Q4COynHxaKxWPDIzqXv+Ar49HMFjUrKFjGvBJ9ia3006Lakpjg+rCv3DqPthGzyr+aAvZyDsufrUfK3p9V4mFxWbuQ4W8qnkhXdF5+Xm9HXLE/h2FwLejHQKPgEuXbXYg88sVo2GY9laz/XBrv0r1RyT5ZmSMsk06DDrtWTqtZg9dJjiHUH56X9i8Ep3zvB5p2VydrPjRrmNxlSy3cdqsXJF8bMFnwCKQpLGm//WOrphfPfqcUw65+As1teHfX9ddtpnSUjH+M1ejN/sxRLv/IZozbSy5fW9tuDz2n1O/HOFC+sdfwcJ0Sms77eW9K2XUE8mcn72Qf4avsWpnH+mHnDq8mFOzmTDh0ft28mJZo6O30aXNftpsecUXdbu58T/tjl1oTj59RG+32Jm1Z2N+CeyIb9oQlg9ZKPz8/v1OFFBX3Ll0VWcjlzA/vo/o5qdA6MLx1OY+39HeX/YXn6bdpKkOOffxYK3jxPw5xHCT1wm/MRlyi89wvzXjtiPq1aVLc9t54S3P4cahnOiWig7Zh0h4WACBdG5quvvOLd9NwOLFSy5fPSYrK77hChLCjMK3mw2c99993Ho0CH++usvqlRxHrfg4eFB9+7dWbt2rdP+1atXA9CiRYvCVb6IuZUBnTlzJn5+frz11lt89NFHVK1aFU9P5w9KRVGYPXt2vstctmwZvXr14oEHHiAhIcHleI0aNSQALSYPfNiEzyYdJeGQEcVHR4//1cOnnCMwOngkgwuB/lRMMKKzWknxMHAqIBBjkgV/P1tA0unJCBa9mo5fcioqCkn+Pjz4RA17GXq9hgceDSFjzFoiLp/lckB5Yl/sT8VKjkyrTxXXbh3elZ33bezWira/beGuqEOYdFo2NqxLuTYR9uOKVnHpLoCioGqd91UfV5/q4/LOzKmqypGl5zn9z2V8Q71o8lAN/Co5gsvy9QJoMaYu/315FNWsYgjQc+dbzdFo8/+G4u+rwUOvYMp0/iQNKefI4BjahqIS5TSoKqNRBafzA5MzSFEUrNnuHZiUrSk3zbXbAoA12bE/pGcV4n4+5XRcW82RLbRkWvFNcm0eNsc5At10E5DLl29jrOOczGNxXOj0I5Yrtgxy3KR/qbLpIfS1bcH55fUXMGtcvxef+PgglSNtX1Z2fnAYbaZzH+GktefsLScAaVczyJkHu3Qs2f7zue2x1D5y3ul4rSMXOLv5Kg3vtd3n9wVxJAQ5vkRlGPT8bQ6kZ7Zrzj26Fu216egUgMMxnH9jJ1XfaGN7TVLMLH1iO032HKZtcjKX1pTjj+PNeeRLxwdByuJTBGf7gmDIMJP8VzS8bxsImHYxlcOGABKDbC0K6d4Gkvy8uLglhsAGgfbrjvwTw59fXyAxxUrDBp4MfKkWnn56+/Gpd2g4HGdhywVbXR+or/B4k4IHoDEpKnP3WYhPg/saaGga6lYeo1CCvBQG1FFYeMTxv1POE/rXLvm65NehK1YWHTRT0Vfh/iY6fDxuzuBflJ4xY8awdOlSZsyYgdFoZOtWx1SHzZs3x2AwMHnyZDp06MBDDz3E8OHDOXbsGJMmTeKhhx6iZs2apVh7V24FoOfPn0dRFEJDbSNx4+LiCl2RixcvXncUvZ+fX4n1AY2OjmbatGn2iVx79erFmDFj0Ov1171OVVXmzp3LggULSEhIoE6dOowfP57GjRs7nRcTE8O0adPYtm0bOp2OLl268Pzzz5faFAkffR/P+iRfqGq7/77vk/iytjch5Wx/Ht7eWlSNhkvlAu3X6PUKHtneQJt2CEQ7tRFbV8eh0Sr07lmOOk2dn0+9179HPXsaAN+Y89R8Zw7qE++g+NsCu/BB1Tk29wSJR2x9HBWtQtOJzq/dVYueH+/qiD7TjEWrwarR0NXoSHuEVzeg0YA1WyZEr1eoWvn6v7uctn96lF1fOQY8HfvrAkMXdsYzwBEwtxpXnwZDa2A8m0Jww0B0ngVr+vPx1jD4Xj9+WuTIIrZq7Emjuo4vc/uNOnY2q0n9o+fwSjdxIbQch6pWY0i2cirGpWJKhwR/T7RWK8FXU/HLdGSkm4+ry/JZUWizZTQtWoUWYx1Z7g5ftGfVoUQy9sbZMochnnRd091+XO+pI8NThyFHH1zfmo4gteeDFTnwRzqZ2bKgAWnptB7geNOLn7rVHnwCWGNSiZ+6lQrf9gLAv4o3OrMFc44FDIIqOCJbU1ouA9RUFatZRau3/U16p2eSM1z2zha0Ju+PR5Mjg6YBkvfFwrUA9HIu/dzTvJz72yrJrkF58tqzcC0APbYuhsgNOzBcWzmuxuXL+Py6mfg3GxJ0rQXBI8m1WcyQrVyLp57EQOf/JYtex1WN4zW5ciKFmZ9eJd3DF7zh/CmVqy8fY9xHjtksKvooTE67yJrdCXhpoH/TSui1zl0OkhMy+fO941w5kUL5MG/6vVSTgBDHfS4lq7T62sSlRCtaFd7brGHhEB396pZ8s/fc3jpqBllYdUqlVhBM7qQlyKt0grof91t4e4OFuDSV+xpqmdZVi6fOUZc/DpgZ8nM6lmvvS+9vMLHlKW8CPG/OIPRKkpVXl6ex6ZSZJpW1vNXLi4hg6fqQH4VZinPVqlUAuS6peerUKcLDw2nZsiXLly9n4sSJ9O3bl6CgIJ544gnefvttt+9bXNwKQJcsWVLU9bAPbsrL2bNn7R1si5PRaGT06NGEhYUxffp0rly5wsyZM0lPT+ell1667rVz587liy++YOzYsdSuXZsFCxYwduxYfvzxR6pWtQ3IMZvNjB07FoC33nqL9PR0PvzwQ1555RVmzZpV3E/PhSlTZcMu5wEaGSaVjbvSGNDNlnFp2dybKpX1nL/gyNJ07+qPp8E529CojT+N2vjneh/1+BXUnaedd8anoq48iDKkJQB6Hz3dJkdw5v/+IS3ORNU+YQT0rOx0SatmXqz5J5lMvc5pX5agIB0PDS3HT/PjsFhAp4Phw8rh65v/N0erRWXfT9FO+1JjMji24gKNh4Y77feu4Il3BfenIaod7oGXp0JauopWA/VrOwc4HgYN56oEc66KI1Dw8XV+3YP7VyfzowOEXnFk+MoPcNTTM8CDoFdacWXaf3hkmDEZdFR6pTkevo57KYpCjw33YEkzY81U0fs7B+xWi8rVUB/CTl+lgiWWdAycDahItfaObgVt+ofS8s8ojqboydDp8DFlcm9HT6e+jOYTCS6vQfZ9Pg3KUUOTyQmrYpt1QVWpmJhC3bfvsZ/T5MnabFoajTbbtwylaQW0esfrUvliIkkGHfEBXmisKhXjkrFkG6xlrVuODL0WQ7ag1KTTotRzvM56Ly3kiHU11hxtvF56SHNuUvdp75giy2vPOfRmM5kaDXE+3oQkJVMh0Yj2khEq2gbGZXjpwej8P5g90NUZNGi0CjlvHVDL0cd66fwrpHtk+9tRFP67qsdssqDzsL3+C984yt4tRrL+WxbNOIVittL8HkdG/fNRezAl2p7PuVgTX4zay/8Wt7Znlr/YZeHev/bTPPo8iqpy1d+PqQHt6Fe35Ce99vFQeK+LjqebWQnxVfDSl04wt/GMlYf/MNt7fHy83YICfNjT8R718qoMe/AJcChGZe7uTMZ1KPklizeeNPPqijROxVm5p76O93p741/AQLjv10lsO2375zhwycLmU2aOvhyAh+7mDKhLUmFWQsoamH0jd999Nzt27LjxiaXMrQC0ODRr1owVK1bkOoG90Whk8eLFtG/fvtjrsXDhQlJSUpg+fbq9c6/FYuG9995j1KhRhISE5HpdRkYGc+bMYdiwYTz00EOALSU+cOBA5s2bx8SJEwFYs2YNJ0+eZMGCBfa5VP39/Rk7dixRUVE0atSo2J9jdhoFPHQKaTk6VHkaHP8ker3C5Fcq8fe6JC5dzqRxIy/atSngB46/J2g1OL0LA5RzZJnUE1dQes6ketZgpkO7sVrT0E535Psevj+ItHQrW3em4uWpoX8vf1o2c85U3dMjgHZtfTh71kT16gYC/Av2zVy1qlhy6Uxmzsh9aih3mc0qH34bR9q1qXAsVpj3h5H2Lb2pGmoLADt29GX50niSsmV5e9wT6FRO9altsKSYufrTcbT+HlR5qSnlejv6xZoyVb4850t8745orFasGg3lTmlob1bR5/jA0Hrp0Dp3YwVAo1WoH5FB6+Ob0Km2uoSaKuLR+i77OYqi8MI3jTi4NYGYsxnUbOJL9QbOmTuvnjVI//esy77sWm/sy7ZxBzhuVCins9JtQnX05RxBftVWQdSZ2Z7/PjhAapqVSg0D6fVla6cyEiv4E3b8MlVjHK0m0dkGvDW9O5j3Ojag3bYj+KSZSPXyYEubOrzY0xGMeTUtR/KOeCxa29+PYrWS6e0cmFea2ZnzY/62Z5czq/hT+e22juMtyvFr3drM6diWJE9PKiYaeX7terpmGwx1tm4oJotClau2L+AXy/lzto6jb7SXr47md5dj12pHS1NQRQ/qt3E8nzNG1w81q0aD2eJ4kz/yTxx4ZHvLVxT+/eyUPQA9siXOHnxmMaea+e+vGFpcO8fy02Fanjpr6+aiQEhSEkO+2QjP9LBfo6oqX23NYO7OTKoGKEzu7kWD0KLPju29YGHoj6kcvmIlwBPe7eXJ6Pb5H8xRVBYctLrMMDf/gMUpAD2TqNr6PWgUWwuDVeVMQvEMAFNVldMJKhV8FLxzNPOfT7DS48skUq+9xX6+2cSVJJWFI/Pf+nboksUefGY5HW/l72OZ9Kxf8gG1uHkVKgC9cOEC27dvJzY2lnvuuYfKlSuTmZlJbGws5cuXv2GTdXajRo3iscceY/To0fTp0weAo0ePcubMGebOnUtaWhojRowoTHXzZfPmzbRp08ZpZFm3bt2YOnUqW7dutdctp3379pGSkkLXrl3t+/R6PV26dGHdunVO5deuXdtpIv+2bdsSEBDApk2bSjwA1ekU+t7ty/zljg/qkHJaOrdyDup8fbT07R3o9n2UCv5oHuuE9QvHROZKuxooXerat9Uft7mMpFe/+heyBaDeXhqeGx2C2ayi0YAmj2+TQYE6ggLd+/PW6jXU6VWZw3+es+/TeWqp1a3gI5yv5/JVMwlG50BXVeHICZM9APUP0PHa61VZvTKRhHgzLVr60K6Dn9M1Wm8dtb/uTO2vO+d6n0MnTMRfu0/WXK5xiVaOnDTRqE7+P7DbHN+FVnXUNyz5Mkr0SWjr+FKm1So07ph3S0XghDaYj8dj/N42HYjfww0JnNDG6ZynfjOxtFZ9kgw6PM0WVq7OYNsdKh7ZMlxrQ0N4o1s7kjKgTTUtLc0awrOVoXmuBakT1uCdYQuoLpb3p1627hwGTw39ZzTiy4/LkZhiJcBHw6NPVcLTK1sWta4vuw6kUyUlDa2qEuNpIKi+82C7j0Oq8/njg2h/6jxXfLw5XiuUgxkaslqtE9tU55O7fLBem6LscoA/Mwf2oFuQI8o/WbsyW4MrEZiUiqKqxPv7EOT8K6b/02FUCvfi+N4kQqp40rF/BfTZWiCq1PPl1LlEp77CZo3ilBXWZJqdA1CAJEfAaUrNfQSPKdURbIRtjMaaowkxIMV5RojnfjYS9N5Gph8/Q6y3J893bM5X3zYmrFzRBqEP/WQLPgES02HMH+ncGaGjfsWSbQoul8sXtvLezq9R7RAte65k26FRaVut4PU8GqfyzX4rJis80kBD84rO99l3ycr9C0wcvqriZ4C37tIzrp3jd/77fpM9+MyyKCqT5AwVX0P+MnOGPN5WPSX7mS+FaYK/1bgdgH700Uf8+OOPWK1WFEWhSZMmVK5cmYyMDIYMGcJTTz3Fgw8+mO/yGjRowLRp03jzzTd5/fXXAfjwww9RVZVy5crx/vvvExERcYNSCi86OtplHXs/Pz+Cg4Ovm/7OOpZzhagaNWrw888/k56ejqenJ9HR0VSv7jzlj6IoVK9ePd/p9aL2SH9/wirp2b4/jQrldfS9yxcf74J35jdmqPx5XEWnQN9aiksne+1nD6DcUQv1n6MoDSujeawTSvYBJ7ktyanL/U1aV8xvdp3/rxFe5QxEXxuE1OrJWvhVLtq5b0PK6/Dz0ZCU4vzBX7O68xe3kBA9Dw5zXQM4v8oF5P67DArI/wegarGiPWEbzX7Vywc/UzoGiwX14AUK8pswmhQm1W7LyeG2YDCiljczTApZXWtjjRZ+v+xBsrftrSlTq2G/Vcfc9Wk83s32+m86ZeZ/Sx39JreftfDor2msHe3I4gwYE8bvVQaw7adoNL56Oo6pSZOWzr+/U16ezK9TlaupUN4L7vLxIPsiqX3v9GHFplQOG23ZV40GnrnXuYvJu1syyfTyZHGDa/1cM2Hin6l887CtLrtOZNqDzyyXMXA2xkL1irbneEXVAmYS/Bz1i80xhEqrVejQtwId+joPQMtyV1d//lqfjI/Z1vybqVHwifBxynCHeljJPvmYYrFSt4kjE9vorvIsn6HBkpGta4NOoWUfxz09rVZyTkCmydF6Uv3t9dx78AQA5VPTmLl4HR98EsCs1xyZ7qRtVzg1YRspUfEE3BlKxEft8azuHHXH7Yvj+A8nUC0qEUNrENLG8UXnktHKgctWAswWKpoySdZquOih5+/jZpcANN2YSWpMOkE1fN1entZsVrl01UyF8jqnL0IAj7fQMnunhcvXprxVgP/r5FyHyzlfNEXhSFzBMqD7YlTa/2gh9Vo37E/+s7BysIa7whx/X8N+twWfAEkZ8OyKTCLDNTS5NlAst6Z2Lz3oCxALRwRr6dtIz+Iox5eX5lW1dK5ZZhpUyzQJQB3c+otZuHAhP/zwA0OHDqVTp072Po0Avr6+dO7cmQ0bNhQoAAXo1KkTS5YsYdu2bZw6dQpVVQkLC6N9+/Yuo+yLi9FoxM/Pz2W/n58fRqMxlysc13l4eLjMweXn54eqqiQlJeHp6UlSUlKu5fv7+1+3fJPJhMnk+OqakuLeBN+5URSFLu286dLu+gGWeuwSHL8MHWqj5JhU/kisSuefzWSNL6nmB5se0lHN3/HPpmg0aB9qCw+1JTfKw+1h2l/s8yrHZT9/Op06jvfYLrmeW9x0nlraP1eP9s/VK7Z7eOgVnno4iFnfxGHKVFEUGNDDj/CqRduMVa2Sni5tvFi33dHPsGt7L6pUzP+/v6LVEH13Cx6qcAdbqtTAPyON1zavZHxkwV6fH1Yms++MmVh/W+CTfCaT7/9K5pnBtsDuv3MWknOkWCwahb9OWHm8m2179VHXSeP/Pm7GbFHRXZsJQFEUBvUvB/1dp8sCSMpQeXihiayB/bFp8PBCE3fX1NoHhoQEafnylRBWbkklOVUlspUXtcOcvxxkml2DiH/OOgK4Grm8xj6eChUCHZ/4AWEexCc4loNQAZ+qBWtK3nhFw8bgQOolpeJltnDZy8AVvTdWq2pvJRjyXSv+6LOBq4oejcVKlWAt3WfcaS9DURQeqJvA4m0akgze+JjSuLd+OnoPR10b3R/Gzh9PYtVeq62qEuDn/Jp0PRqNFjMGMrCiIUM1UH3ZEbgWgJoTTUT1/AtLgu39LG7xGTLOpND8vwH2Mq7uvMpPj+/meOUQrIpCxJN7eGBmIypdmwmhnLdCs8w0eu6LpkJsIilenmyqXZW6IWFOddk++yi7vzmONVPFr7IX98xqRXDd3Pup52VnVDozvosnPtGKn4/C2IcCubO14/2vsp/C7ic8+Hq3hdhrMwN0DHP+0pFugc7Rhxh8aDuXffz5qsVdpGWWL1A9Zu2y2oNPALMVpm1XuevaU76aorL/suvf49+nrPYAdFATD95Ylc7JWMff6Lg7PDEU8Av9/OG+fLIhnY0nzTSrouXZOz3zbI0SIi9uBaC//fYbkZGRTJgwIdcpk2rXrs2vv/7qVoU8PDy44447uOOOO9y6/lY1Z84cvvrqq1K7vzrue/jYNpcYPgbUX55G6e3IF725xUK2wc2cTYJp26183DX/X60tVYJ44OOp/HbR9uEbrGSy9CFPcg9Xbw2dWnvTpL7B1uxeSU+lCsWTRXjh0SA6tvDiaLSJOjU86NCs4F/oRt7zEFsu2X6fRoMXL3TpT/saPnTIcZ7ZopKYYqV8Ln1vN50w8195X/tUS2d8DEScyOCZa8cbVdOhqCaXLEH7Oo4gp3aIa7kR5TX24DM/dl2wknNWqdRM2HHeSteajvLLBWh5oKfrF8YsilZBzZEBbFA5W8AWrqdPW0+WbLNlbBUFxvXzwStbc+fEfr70OmUhOM2MAlwxaFnUv2AzYpw3qlzx9OCKZ7aBZemQaYWslnqfqt4M+68HKUeNaLy1eFV17sdtvZBIuY9XMyJ7P+0tCtaJ7dDUsmUfm01phik6meOrLqICQRU96fZPD6dy9JpMAnGsEuZJOv6Ko8yEVefswWeWlD2xpB1NxKuOrYvD6q/OsKFpHfuUapdDgvD/+hyPXQtAFRWGbjlE9bOOdu3KV+IIig8BbH8rF/+LY+fnx+zHky6ksXL8Lh5a5vyl9tKpVPaui0dnUGjZLZjACo7XMMOk8t7XcSSlXMsqpqi8/208zeoZCPBz/J4r+ylMagOZaRa8y7n+D8++/A/3f/+lfXv07rUkj3ofcHRXMWWq/L09jZPnM2lcy4NOzT3tg78Arqa6BpcxKY59gZ5Q0RcuJzufUy/YUYavQWHLOD8+25TByTgr99TT80CLgn/h9dQrvHCXFy/cdeNzhTPJgDq49Wl35swZBg0alOfxwMDAXAPTm4G/vz/Jycku+5OSkvD3z/ubs7+/PyaTiYyMDKcsaFJSEoqi2LOefn5+uZZvNBqpWLFinuWPHDnSPrgJbBnQe++9N1/PqbDULcccwSdASgaMnoN6uinKtUzI0Vxm4ipoE9NvR1R78AlwVdUzbq2VbQ+X3bn9ioK/r5bWTXPpSFaEtBqFTi296NTSvftYrCr/XHIN/ObuNNEh3PE2smJbGh8tTCI+WaVGJS2vjwigTjVH8HhSb3Ca59Os0XDKw/E7D/XT0K2KyqoLjjfpYJ2VZ+90BMxDmuj5YouWDadsfRN1Gni/d8EC6rrBGnQaWxYpi1YDdYML9uHwSFtP5m52ZJZ1eg2fDXB+jd94xJ+Bnbw4edFMy9p6quf4ktGqmo5/XwxkzvYMrCoMb22gUaWC9Q/sU0/Lq2szyb5GwT21Nblmtnzq5DFTxalY10GCqor1+FV7AArQ5rtOtCFv3kqqU7cMHRba1My20EUuiyugVdAFOQKhvRleLvP57scRlCdcTKPauRjn+6abOPvDMVq2tc2qcei3My63STyXiiklEw8f29/k8f+MfD/5ONZr3Vy3/BnD6Jl1Ca5iq+Opc5n24DNLphkOnTTRLtv/7KYPDrF/3imsZpUKTYLo9WFLvMs7/q7v+3MRAOlaD3RWC1WN8bBsPTR0ZH1f/jSW3YdsgfnCtSn0i/Rm3AOB9uNVMkyAc7BYOSODrI9xnVZhQEULn2dbOjlMMXNXuHM2vYKfhik9i/f9RuRNAlAHtwJQDw+P6y7pdOnSpVybma+nX79+NzzHYDAQGhpKu3btGDBgAF5eRf9PFB4e7tIXMzk5matXr7r078x5HcDp06epU6eOfX90dDShoaH2LgTh4eEcP37c6VpVVTl9+jRt2+ad6/Pw8MDDo5RGGO6Odt13Ph6uGKFSIABdwxV2XHJ+o+5WvWD/aLtzaT7KbZ8oHpdTVObut2LMUBnaQEOjkByBv6q6BAWn4xwBy8VYC2/9YLTHMKcuWnjlm0TmTy5vz+RofLSQY/Sv4u0cbK0Y5cknW8wsPmShaaiGV+/2RJ8tu+mhU1j3lC/LD5k5l2ilVz091csV7EtKJT+FKV30vLLW0Zz/yp06quXRXzYv3w3xonOEjq+3m6gaqOH9ewxUzaWMZhF6mkXkPSizXkUt7/Vxv49x41ANPwz24P9WZ3I2UeXeulq+6l+w9wtNi6pQ3gdis3Xv8TWg7VAj74ty4YPrwgcRYdnmho2shP8doRg3XLLvq/RkPfQhjvdz76re4LxOAJ7ZpjvzSctAyWUVvgrZvtwrOYNpbDMZZB+y/s+vl+zBJ0B6ioWti2Po/VQ1W3nlNCiq6hw0qCoVgxy/4yNLz7Hv2+O2Qe5AzJ5YVv1vN/2/dczakhRj4q+G/TkTGIaH2UTbcztpfTHB3u0i6ngGuw+Z8MlIJzQxkbPlyrHkn1SG3etHuWstCT5xGdS9kErT6AvoLFZ21qxMuQwNYMtkmzJVoncm0yFDxaqxLWNrUGHTXh1dWknAKcoetwLQhg0bsm7dulwnjs/IyGD58uU0adKkQGVWrFiRq1evcvbsWXx9falc2Tb/44ULF0hOTqZatWp4enoSFRXFli1bWLhwIV9//XWRzw3aoUMH5syZ49RXc82aNWg0Gtq1a5fndU2aNMHHx4c1a9bYA1Cz2cy6devo2NGxjnWHDh1YsWIFZ86cISzM1nln+/btJCYmOp1XprSr5bovPBgqOjIpr7TXcCxe5fejKgrwUAOFZ1sV7MO8XWXXgLVtpVv/22JMvIV9J0yEV9JRs0rBJswvKmeNKq2/y7QPpHhvq5Ulg3X0rGn7HSpgm91f48iuoKp4m9LhWmZq11GTSwLtzBULF2OtVL42SbXWZcIa0CrO+zSKwrgOesZ1yPu10GoU+jQs3Gv1cqSeQQ217DhvpWVlDQ0quJdpH9VSz6iWpfN7y+7BpjoebKpzWhGqIBQvDzwXDCdj1C+o0XEoVQMxfD4Yxb9g2WVD//qY5u932ufRz7HqmKIoNFzZkytzj5G6Pw7/OysRPMQ5yO03tAJRMy6jZsul9huabYqsOoH4eqikmJyfZ6NRjkUP6vWvypEl57BmDWRUVQJDPPDwdfyuUhNdg+UUo2Nf7Jk0qscnEB0UaP+7r5KYRMwxL2qE2TKLB3457ZTxVYBLu2Kdyvyj5j3E+NqyyCadBxvCO3DxUAr9s+5zMY0eUfsYtm0zHhYLyR4GPou8G2NSsD0AratPp8+XywlIsWXcUw16tvxfD8A2QDHDpEKqmcEH91M1JpZUTw/WNmxMnNE5GbRlYyLf/RBHokmhbiWFCROr4p+tu4yqqsR8uI/YOYdQPLVUeLYp5R6s41SGarWS8PkOzv1xhtDOFQh+sSNKjr7bKclm1v1wnuRYE20HVaZG/ZKfK7Yskgyog1sB6MMPP8wzzzzDq6++as9cxsbGsmXLFr744gsuX77MW2+9VaAyJ0yYwJgxY3jppZfo378/umurqZjNZv744w+++OIL3nvvPWrWrMlvv/3G+++/z+eff86kSZPceQp5GjRoEPPnz2fChAmMGjWKK1eu8OGHHzJw4ECnOUCfeuopLl68yKJFiwBbdnbkyJF8+eWXBAUFUatWLRYsWEBiYqJToN61a1fmzJnDiy++yNNPP016ejqzZs2iU6dOJT4FU34pLWugvtIP3l0KZguU94VvH3cawe6tV1jQT0dcmopGgUA3VvjoX1shsgqsP20LSHw8YHrkLbC6RlqG7cPL0zUjtXJ9Aude/J1m54+yJyiUv0f34/GxBcs4FYVPdzlG8YKtafrNTRZHAKpa8TNlkKQ3OOYyVFXaXz5J1gcguUwEblUg0Nex/64lK2hs1TOnmW3KqBF7NlBhVwY8kXeXnuJUL0RDvZyZ3pucO8FnFl2X2mhPvIx6OQmlgp+9i01B+MzuD1YV0x8H0VT0xev1rujbOQ8O0nrpqDQ676VwmzbyYtLzFfnr7yQsFpWud/rSrpUjgFEUhciv27Pr4XXEW3R4Wc3Uf7gG/p2r2s+p1K4CLYfXYN+3x7Gq4Fveg26znDsPNOwUxOXTF532NeoUaP/ZkmqmWmIS5VPSSPI04JthwiczE2uKY3CbkstLlPM3EOPtOovFqURHVrLctLWM2PIfmmtZXV9TBmPWr8V3lS+MbApA6Hf/2YNPAO+MTOr+uAteC7dte8Ij/24gxdOXC+Uq4mHKpPuu/ehO+5L1JfH86XRWj/+PkXsP4GXO5KJfAG+cacP78xo66vrJfo69sJU0H1uAnTBsLfUDPQjoFW4/Z2PzX9irDULV+MOiNGp/N5+eJxxdxBJiTXw7aDP6ayt6Lf7zFM0mNOLOoc4Li9yOJAB1cCsAbdu2LRMnTmTGjBmsXLkSgNdeew2wzX35yiuvFDgD+uGHH9K9e3cGDx7sXEGdjiFDhnDixAlmzpzJZ599xn333cf+/fvZuHGjO9W/Ln9/f2bPns306dOZMGECPj4+9O/fnzFjxjidZ7FYsFicJ+MdPnw4qqoyb9484uPjqVOnDh9//LF9FaSs5/Pxxx8zffp0Xn75ZbRaLV26dGH8+PFF/lyKkvLmYNQxXSE6BppXR8klmAIoV4il8P67pPLPaUc2LMUEn+2y0r7KTRogmDJhzJfw/T+2T6RRd8PHj9mnlsowqfg8/hGPHt8DQMsLR7nwfwc42uND6tQu2imfbuRSLpMqXMrW903RaBi/fx1vduqD1VOHYlEJvhrLiABHpueKRSFOo1AuW0fEM1oNl5JVIq4l0Xoe3EWHk4eYuXIeAJ6WTLbUqAeUTgBKWgYcvQi1K4F3yU9iXhYpGg1KpYAbn5gHTZAXfr8WbAaU3DRv4kXzJnk3Hft1rU7n4w9gWhiFrnVVdPVd+9C3frExjUbVJuVSGuXqBaDJMdXbnfeHkpluZfeaWPQGDR0HVKBhtnlsI5r6o9EreGea8U6+lhlVcDqnyUM1WL3buRN8lXbOAadHhhmTl3OW3Cv7hJwn4+3BZxZfUwZxWy8RfC0A1US7rhTofdkxf/OFvXGkGnxI9ra9ZhkGD0z6QAwzt8BIW5eCJa9EMXTHdjyuLfEVkJiG/8J/SPqkNn7XVgo7+sEB0soZiK5aAa3VSvi5K5yYupcW1wLQpB3n2acJQs1KQCgKxwLL03DmLqo9b+t/u+q9o/bgE0Cjquz/8IBbAWjM0SRijiVRqXEAQWGSRb2VuD3kduDAgXTu3Jk1a9Zw+vRpVFWlWrVqdOvWjQoVcp+r7nqioqK4++678zxeq1Ytli9fbt9u0qQJa9ascavuN1KjRg0+++yz657z5ZdfuuxTFIWRI0cycuTI615boUIFpk+fXqg6lgalUqC9z2dx+P2I64oivx228kPfXE+/oQyTisHD/YB47WkrS06ohPkrjGqkFDyrO/1P+GatY/vzlVArFCbYWg2uHr5Kh+N7nS6pnBTLroU7YaLzpPKbTmZyyWjlrjp6gnLM0ZpuUvlgQRIrt6fh66Xh4e7eDL2rYG/UA+tqmLvfuf18UN1s91EUjHc3wWqwRZIqkFYhANNAxxj4+hU1HNNp8VdVvFQVo6LB4KOhkr+jHH318nDSFnhm0YW7P8dpofy2BR7/AhJSIMAbPn8ChpbRbjDChXXDMTKHfI1y2YhFr4VX7kH3muvATK9gT7xyG/iEbX7VHqOq0GNUlVyPe3hp6fdSLZZMP4E5w4pWr9DtqXD8yju+gNfsUZmEU8n8981xzOkWqnYIoeu0Fk7lBMUkcaVqkH0ZRkOqiWq1HMG137g2MPqU8/MDqrzs+P+KCQ2kykXnpv1LFQLtP6uHr5Lk4/zFVdVo0KQ5/q/DVx2wB59ZQtONJB2Mx6+DLYC/gsK2ds3sXQ6OVa1Mh31HyHpGBz894piGK4uicOjnM/YANGPnZXJSMly7OxzelsC+5VfwCfag/eBKlKvk/CXwzxf3cmRzPBqLFatWQ5vBlYl8ro5LOTcTVRKgdoWa8yU4OJihQ4cWSUX0ej0HDx7Mc3T9gQMHnFZWMplMeHuXbJZIFK8KmMj5J1nBmk7OkZ83sueYiek/G4m+aKZWFR0vDfOnQXjByvhwl5Xn1mW9cat8sRd2PazFtyAB7fJdWFHYUakmCiqtL55AWb7bHoBWDNKQZPDik7b92FmlLhHxFxmzbTHh2SbSzrSoDPo6iZWHbAGbjwcsfMyfLtmmJZr9ZzKLN9ma5jIyrcz6LZlqITo6Ns5/Rq9vbQ2zumqZttVCkgmGNdTwRmfnfmFf+taFbFNwJhu8+DlGwwvX1odoH65neBsDc3eYMGJrqf+4rzde2V6zhjMHk9TxP/yuzWOb5ONDw5nOrR4lwpgKIz61zegAkJgKoz6DHk0hqGBTIImSp6oqmSO+h8vX5k7OtGCZvBRN78ZoWoRd/+ICahAZTM02QcREp1K+mhdefq4fmy1H16H5Y7WwZFrRe7keb/hwOL6fHiE5wBOd2YpXeiZ3LnKsqhf+ZBP2v7eJ0FPnULB9wbsY2YSmYY7+m1WeqMeJd5Kpce4yigrnQsujuc+xklxotzB0H5zGnGPxjuBqjkDXV3FdTlhBxdffUefTVSo6DTa0arVcDHFkfP361kKz94BzEKqqeHRwBPGV/SEhx7TWfikZTtubfjjH4Td3452aToKiMH9eEA8s7UxgiO29+lJUAqfWXqZ8QhIKYFUUdv+USdvh4XgFldKA3CIgTfAObrVttmnThr/++ivP46tWraJNm+tN1OGqc+fOLFmyhO+++85phH16ejpz5sxh2bJldO7syArt27fPPohH3Boe2bWeGnHO35xfW/tbgcpIy7AycXY80Rdt37aPnzczcXZCrhOG58Wqqry51TkbeDQefjlcsBH5MRHV6frAawwY/CL9B79Ej/tfIbZGtu4Y1cozfugEfmt0J9FBofwd0ZzHB0zAa0BL+zm/7zHZg0+wdUuY8Idze/k/e11npFi/J+9ZKvLybGst55/xwDjBg8966vK1tF7O99LvHvRl63P+zHnAhxOvBPBoO+cg2LtpGH4nPibx3ZEkvjsSvxMf4920FP6Pd59yBJ9Z0kyw80TJ16WsWbUH3vgVlu60DTwriy4Z4eRVl93q5pO5nFx4Bm8tVRv45Rp8ZtHoNLkGnwAt3m5Bq+87EdbMnxr3VqL7/r745mhObnzyKVJ+f5RLT3TBvGkcTdfd73S82+gaeD3fgqU92rCke2syRrfgvimOANQjxJta1iSnawJSUmg337E8dOjLrbDk6KEa7+GNXwNHn1az1rXfvTlb14UGA8MISUhGc23EoWJVqRhjpON7rezntB5fj9AribaZMwDv1Ayat3Ke/uvIzP14p9repzSqSuD5ODbPOmo/vnVuNH7Xgs+sc/zjkti7+IJL/cTNya0MqJrL9BcFOZ6b5557jiNHjvDpp5/y+eef2wf8xMTEYLFYqFWrFs8++yxgG2nv4eHBkCFDrlekuMkExSew87P/Y06LSC76BTHg4HY6xkQDo/Jdxr4TmSSlOf/9xRqtHD6dSeOa+fvWbLZCXJrr/phc9qVlqlxOVqkeqLgM/pjZqT+HDzj+xaIqhPFJ8ypMvrZ9Kd7Cbh/npr94T182noDu12LQA5csWDUKFr0OFAWNxcKBS85ZjPL+Wi7FOQcKwYFFO3hLURRGN9MwY4fjPgEGeKC+63fYttV1tK1+nbeWioEEDOtg/7lU1KtsW38wM9trqdVAg6p5X1OcftsMn/0FVhWe6AYPdr7xNe7IyIS/94OPAe5o4PoNYuxX8OkKx/YjkTB3XPHUpTAq+EHlALjg3C9SaV6tlCp0Y9X6VqNa3+vXL3xABAzIe8npXs/XpNfzNfM83mPrAKo98w+nt8XhH+xBi687YghxBLo1n27Mv7+dJGBzNJ7WTOI8van8XU+nJUpre6VzFec+wI2bOwfLPbb1ZclTO2F/DGr1AO749V70Bsd7gX/nKnSZ0pjTb+0mPSGTKv2rU+2jTk5lGGJdO56nH3b0pfXUuQ7m0qgq3oUYZ1AWSAbUoViWXbl06VKBm8cDAgKYO3cuixYtYsOGDVy4YPuW06ZNG+644w769+9vb4I3GAy8+eabRV5vUcoGt8dn2mKqxl9Fl2mmkjEe7i9Yn7yKQa6Bl0axLauYU0KaSoYFKvo6vyF4aBVqBcKxBOfzO+foJvbF9kxeWmkiMR1qlVf45X4DLas47rM/xRNyzIkYlezoi+ahU9AoOE0eDuCZrcm6VgUtZk8Pe6Bg0WqolCO4fLSXD//7PIFMq+0NOyRAw8A7in7ev/ciNVTzhz+PqVT1gxfbaqnsV8A305R0eOADWLLTtt2nFfw8HnxKZqldu9AgeOsBmPijY37TN+6HKgVbHrFI/Lkdhrzv2P7ngC0Yvr9T3te44+gFuHsynLvWj7BtbVg1GfyvvVefibEFwdl9vx5eGgANylZgp2g16GY/gHnoN5BmayHQjL4DTce8g7NCsVjgzFWoUg48Sn/KrbwoHloafnEXDfM6rlG485/+XNl5laSzKTTrWAHvCs7vFf2WdUU3cB2HEvVorSotIhTu+Nz5C1FABQPDFl7/vTl4VH2CR+U904G+ojeWC86LsoS1d/QHbz+6Fr/9esIpCFU1CvXvzb2/7s3CKgGoXb4D0PXr1/PPP//Yt3///Xe2bdvmcp7RaGT79u00a9aswJXR6/UMGTJEMpu3qZQG4dzx+qf8l+oJKrzQ/SEWDNTY58rLj/BKOjq38OTf3Y4m6O7tvAgt5wjaLFaVsUsz+XqnGbMVetTW8PN9BoKufbO2WFXOuy5Wxa4r0PFaguzoVStP/WmyD5o6Hqvy4PwMDj/vZc+E+vq6Zgf9su0r56ehVxtPlm5z1DUiVEv7Bo5M7dlkxSVLFZfpXG7j2h4EdSzHimgVTy0810pDSBFnQME29+azrbQ82+rG5+bpvT8cwSfYfn7vD3jjgULXr8Be7AeD2sKuk9CiBtSqVPJ1APgml8GUX68p+gB00jxH8Amw7Zgt2znpWr/783H2JlMnZ6+WuQAUQNu3KZpzU7FuPI5SuwKa+sX0+1uzF0Z+YnvtQvxh9pMwqP2NryvDKrQKpkKr3Af/KVoNvf+8m97FXIfOM1ux7uF/wWRrVfGuHUCzMY4BRgHVfWk8ph5Rsw/bOsVqFdq/0Qy9T/EsVyxKXr5/k0ePHmXp0qWArTnuv//+47///nM5z9vbmyZNmvDiiy8WXS1FmWBVVZJN4G8onm9w8/aaOZigIyw9DQ8V4nQaxq/zpH/zG1+bxWJVWZigJcbbgK/FSpJWS0q8jleyTc49Z7eFz7c7MpMrj1mZuDKTL66tHKNiG4GaU/ZlG1cft7iM2D8aq3IuUaVaoO0+UZetWHF0tLYCey46N5+/8oAv8Sb477iJSsFaZo3wy7Hqj2s9PHLEli+us7IsGkAh1QLvbFNpWcXKwLpudfEuXusP5G9fSakZanuUJl0uXxZy21dYe6Ovv69lBFQKgovxjn1BvtAp7yxWaVPK+aDt27T4bpBugqEfQOy1vpUxRhj2IUQ2gvIFW+1POAvtWIGBO/twfu1FPMsZCI2siCbH6Po2ExrS6JGaJBwzUr5RIAb/m3fwURbVpWPB7SvfAegTTzzBE088AUDr1q1588036dmzZ5FX6ODBg0RFRWE0Gl36kiqKwmOPPVbk9xQ39tMBKy+ss3Ax2bZi0dzeWuqUK9p/pJUHTDRMSiergau82cKZswD5786xMdrCsVhApyVBqwUF9l60svu8lZZVbR/qa09cCwKzVX/1CTNZo+11GoWRDRVm73X8/fl7wNB6jgtiU3Lr56w6BYdXk61c9tChu3aqWQF9kvN193+Vwn+HbfMBnjtjoeesJPa+EYj2Wp+sYU11vPtPplOf1HHtnZsAl51wDZeXHi+jAWjDarDhoPO+0up3WVaM6Ql/7nAM+FEUePqeor9Px3pw4pLzvg71HD976OHPifDE57DnlO13NfvJku8eUZbsjXYEn1nSTbD5MPRpXSpVupUYyhmIGBJ+3XO8QzzxDrl1/galD6iDW7nsxYsXF/kSmOnp6bz44ots3brVvpRcVgCa9bMEoKXjZILKI0stWK7FTlsvqAz908zukQXrCxWXZGXG4hR2Hs+kdiUtz/bxoXYlx59g0kUTOUsMNWVSEFYV2wd5VpynAorqtNyjRVVd5n/Q5Nge0xQWHrBwJUNBCzxcW6Fytr6i4UGK89ro9r9VRxmKpxZSbYGn/T7ZOtCfj7ew+3CG0/fhJKOFrzebeLKTbfR4JX8NW0d78cGmTM4bVQY00DKihfO/bZi/wlmj6rKvTPq/QfDXfxB9xbYdXgFeLoVpmMqSrk1h9WTbPLFWKzzeDXoUIO2fX+8Og6gzsPvaSPFB7eDJ7s7ntK4N/82wLaJQnH0dTZnwy0Y4cBY6N4B7C9OvoxhFVLQ1Q5hyzGFZ9+buhyhEWeBWAFqpUtH3tfn666/ZunUro0aNonXr1owePZopU6ZQrlw55syZQ0ZGBq+//nqR31c4ZFpUp+bfLCtPWu3BZ5b/LsOlZJVQ3/wHOuO+TmTXCdsb+ZkYC3tOZbJqSnm8rzXpazSuZWkLOKHCyVgLLm3jKkTHW2l27TPDmksTiNnqvO/JxWauxNsyUhbg063wQEMNHcNsKc4+9XUEeWUQn23E/T11tFTI1sezZgUtF6Odm9zrhDpSpKcScm+MORbrnNGsHaxhdr+85/R84w4NvX61kHHtVuEBMKZFGcx+AlQLhsMf24JQgJ7NweBGoJOSbgtgzsXaBjK1KKbBJyXlrsa2R3GqVA52vQ8HzthWfarhunKQXXEPtOn9Dqy+tgjDtEUwoS+8P6J47+mOkACYcj/834+Ofc/1hjqypKRwj2RAHdzuzbtv3z5+/fVXzpw5Q2Ki6xJhAH/++We+y1u7di133303o0ePJiEhAbCtGNS6dWtat27NI488wtKlSxk7dqy7VRZ5OJ9oZdTvJlafsFDFX+Gdbnoebu74AAoPcP2HCTRAUAFaRc5etdiDzyyxSSobD5no3swWXNWv78Xm0xlOycl434L1+clrBjBLtpiuRpDr88m+L8Ossvmsa7P23yet9gA0yEvh70e9eHWNiSMxVrrW0vJOd+cg8bG2HmyMdp676bE2jufTIVxLpocGvclxL6sCj7Qp2If/XeEaDj2h8NthKwEGhaENlGLrp1skDHroV7B5gp2kZkCHSbDvtG379V/h26dhxF1FU7/SsvuELYXfqlbx3qdhKc+f/O8BR/CZ5aPlMHEgBPvnfk1pmjQI+raGrUehWQ1oeZN/2RGlSgJQB7cC0KVLl/LGG2+g0+kICwsjNLTwnfgvX77MQw89BID22kS4mZm25ledTkePHj1YuHChBKDFYPjCDNaesM3hc86oMnyhiRaVtTSsaAsFe0QodA1XWBPtiO7e7KzBkMtE5dZrcwrlzGYa9OQ65ZB3timHHm/vwdz/fAmNT0NvUYn39qBXZMGWlLy/qQdj/kh3mt7RUwe9GziCumfa6vhhr5nL10a6e2jh1UjHcYNOISJI4WS8c2XrhzhnFZtV1rLkkbynOxreyoMMM3yxNQONojCmgwf3N3MEoHFpcNXXE/9kE56ZFjK1GhJ8PDifrNCkQM8aagQq/K9dMQxcKYt+2egIPsH2reOVn27eADQ+GXq9ZQtwAFpEwF+v2rJvt6JLCa77Ms22vpZlMQAFW9Be2oG7ELcYtwLQb7/9lurVq/PZZ5/ZJ4wvLG9vb8xms/1njUZDTEyM/bivry+xsbF5XS7clGpSWXvSCjrHdD+qVeXPQ5k0rGjL6GkUhRX3aVlyTOV4gkrX6hqahzoHmJkWlfF/ZfLNfxa0CoxprWNqV509EK0QoKVLEw/W7jXZrwmroKV9PUfg1zBEYf4jXry5ycDFZJUH62p4/Y6CNSX7eSosHenNiPlpXExSqRqg8NOD3k7Bclighn1jvPhhr5kUE9zfWEvdYOf7zLpHz+D5JkzXAtketTT0r1fwZu0n2nnwRLvcs7gpJshUNMT6OaeSEzNyPV1kOZfL+8DFBNtcjbms4lLmvfeHI/gEWx/Nt36DDx8tvToVp25NwdcTkrOt1tWwmvSrFLcFWQvewa0A9NKlS4wbN67Igk+AqlWrcubMGcCWAY2IiGDt2rX069cPVVVZt24dFStep8+ScItBq6LRKc79IjUKManO/yU6jcKAunn/50zfZOaT7Y6047RNZsIDFZ5q4/gT25Kh55KnirfFSoZGw2VVR4oJ/LPFX91raOheo3D9F7vX1XP+VR3xaSpBXq4rFAFU8FWY0DHvpu4+dbVEP+/JqhMWqvkrdKmhybWcwqgeqNCxmsKms45Ma5An9KpdRvtvlhV9WsGU+c79Le5tcXMGnwDbj+Vv360iyBeWvgzPfWsbFNW5AXz+ZGnXSogSIRPRO7j1SVehQgV783hRadOmDX///TcWiy2IGThwIFu2bKFfv34MGDCA7du307dv3yK9p4B0i5LroJxyPgX7J1l8xOKy789s+47HWtl9USXBoOeCt4FYTz3xJoWVx1yvKwqKolDOu3BBYyU/heHNdNwVoS3y4DPLwvs8GNZEQxU/6BahYfXDHmW7/2ZZ0DwC5oyFquVt0xf0bQ1fjyntWrkvtz6frYu5H2hpu7OhbbR95gJY+zrUlkE9Qtxu3MqADho0iBUrVvDggw/a+2sW1ogRI+jVq5d96qUhQ4aQkZHBihUr0Gq19O/fn+HDhxfJvYSDj4dCzSA4Ee+8v1tEwb6bVPVX2JZj+Hm1bFMB+RsUNJpr3/4016YwMquU8y69YCvTomKxgqe+9OpQ0VfhhwE3/+TKJW54F9vjZm12z27iAFgfBTuO27abhsMrt/nUVELcomQQkoNbAWj9+vX5+++/GT58OEOGDKFKlSpock6kCLRo0SLfZXp7exMeHu60b9iwYQwbNsydKop8slpVjLn0OTyTqNIu2+p7qSaVH/dZOBan0r2mhq41nT/0/+8OPSuPZ5B8rYtnOS94oaPjz6uCr0KtijqOJjiu8fZSuTO85P8ZVVXl1b/NfLjNTFom3NdQy5d99PhK5vHmc7MHnwDl/GD7NFuzu9UKbeu4LL8qhLg1SADq4FYA+tRTT9l/fuutt1yaJ7Mmjd++fXvhaieKXboZYlJd92cfAW62qHT5LoPt5237pm+CN+/S8cqdjj6ULSprODTWk5/3m9FpFB5orCXUz/F3cSlZ5XiO2bpSzQpro6FHCc9q8tN+C29vcEwJ9XOUhQo+MOseyUSKUtSmdmnXQAghSoxbAejkyZOLuh6ilHh7KHSuruHf0465KBXgntqOzNKyY1Z78Jnl3Y1mJnTQ4ZWt+bpqgML/OuU+sCc103UKJoBkUwFnmi8Cy466zvG57JiVWcWw+qEQQgiRRQYhObgVgPbu3buo6yFK0dz+eh7+I5ONZ6wEe8Pbd+lpGuroUnEpyTVITDFBUgZ45XPO9IgghY5VFTadc5RVwQd61iz5Ed/hga5vALntE0IIIYqSTMPk4PZKSOLWER6kYcMoA4npKj560OVYjvPeOlo8tJn2OTEBOoZpqFCAZTgBfh+iZ+LfZv45baVhiIZ3umjx8Sj5/8Zn2uqYt89iXz/dWw9TIuVfQZSi1Xtg9kpbM8ET3aBXy9KukRBCFKt8feru3r0bcAwqytq+kYIMQhKlL8Az92CwaoDCogc8+N+qTI7F2gYhze5d8P6SFXwUvu1TzGtM50MlP4X9Ywz8esBCigkGNdBQLUDm3hSlZNUe6PmmY17TP7fD4knQp3WpVksIUfTUXKY9vF3lKwB98sknURSFTZs2odfr7dt5kUFIt557amud+oXe7AI8FR5vKVlPUQbM/st5Un2AT1dIACrELUj6gDrk6xP4tddeQ1EUdDrb6TIISQghiojFdVBcrvuEEOIWkq8AtE+fPk7bMghJCCGKyBPdYclO131CiFuOzAPqIG2QQghRmnq3gj9egs/+cgxCGtKhtGslhCgGEoA6yMgLIYQobf3bwqrJsGYK3NextGsjhCiDFixYQL9+/ahatSo+Pj40a9aMb7/91r6EeU6LFi1CURQaNWpUwjXNH8mACiGEEEKUAGshEqAffPAB4eHhzJgxg5CQEFavXs3jjz/O2bNnXcbmpKWl8fzzz1OxYsVC1rj4SAAqhBBCCFECCtMEv2TJEoKDg+3bd911F7GxsXzwwQe8+uqraDSORu2pU6cSFhZGjRo12LlzZ27FlTppghdCCCGEKOOyB59ZmjdvjtFoJCUlxb7vxIkTzJgxg48++qgkq1dgkgEVQgghhCgB1iKeiH7jxo1UqVIFPz8/+75nn32WRx55hKZNmxbpvYpagQJQs9nMP//8w9mzZwkMDCQyMpLAwMBiqpoQQgghxK0jZxN8RkYGGRkZTvsMBgMGg+GGZW3cuJFffvmFGTNm2PctWbKEzZs3c/To0aKpcDHKdxO80Wjk4YcfZtKkSXz66ae88847DBo0iEOHDhVn/YQQQgghbklTp04lICDA6TF16tQbXnfu3Dnuv/9+unTpwrhx4wBIT0/nueee4/XXX8+1ub6syXcG9JtvvuH48eN06tSJ9u3bc+bMGRYuXMjbb7/NvHnzirOOQgghhBA3vZyj4CdNmsT48eOd9t0o+5mQkMA999xD+fLlWbhwoX3w0axZs9BoNDzwwAMkJCQAYDKZsFqtJCQk4O3tjYeHR5E9l8LKdwC6YcMG2rdvz8yZM+37KlWqxIcffsjly5fL9FB/IYQQQojSlnMt+Pw2t2dJS0ujd+/eJCYmsmXLFgICAuzHDh8+zPHjxwkJCXG5LigoiNmzZzN69Gj3K1/E8t0Ef/nyZTp2dJ4guXPnzqiqysWLF4u8YkIIIYQQwsZsNnPfffdx6NAh/vrrL6pUqeJ0fOLEiaxbt87p0aNHD8LDw1m3bh19+/YtpZrnLt8ZUJPJ5BRpA/ZRV5mZmUVbKyGEEEKIW0xh5gEdM2YMS5cuZcaMGRiNRrZu3Wo/1rx5c+rVq0e9evWcrvnuu+84d+4ckZGRbt+3uBTJNEyKrG0qhBBCCHFdhVkJadWqVQBMmDDB5dipU6cIDw93v/BSUKAAdN68eaxcudK+bbFYUBSFzz77zCU7qigKH3zwQdHUUgghhBDiNhYdHV3ga7777rsir0dRKVAAeuTIEY4cOeKyf//+/S77JCsqhBBCCOGgFvFE9DezfAegO3bsKM56CCGEEELc0nKOgr+dyVKcufj333+ZPXs2p0+fJjQ0lBEjRuRr9FhycjIffPAB69evx2w2065dO1588UWnCWG/+OILvvrqK5drJ06cyODBg4v0eQghhBBClEVFHoDGxsaydOlSli5dyoIFC4q6+GK3Z88e/ve//9GvXz8mTJjAjh07ePPNN/H29qZr167XvXbSpEmcPHmSSZMm4eHhwWeffca4ceP4/vvv0ekcL7XBYODzzz93ujbndApCCCGEuLVIBtShSAJQq9XKhg0b+PPPP9m8eTMWiwVvb++iKLrEff311zRs2JD/+7//A6BVq1acO3eOL7744roB6L59+9iyZQuffPIJ7dq1A6B69eoMGTKEdevW0a1bN/u5Go2Gxo0bF+8TEUIIIUSZUphR8LeaQgWg0dHRLF68mOXLlxMXF4efnx/33HMPd999N23bti2qOpYYk8nEzp077euqZunevTsrV67kwoULVK5cOddrN2/ejJ+fn9PzDg8Pp06dOmzatMkpABVCCCGEuJ0VOABNS0tj1apVLF68mP3796PVamnatClxcXG8/PLL3HXXXcVRzxJx7tw5zGazy1xaNWrUAGwBd14BaHR0NNWrV3cZ/V+jRg2XqRMyMjLo2rUrSUlJhIWF8eCDDzJgwIAiex5CCCGEKHusMgreLt8B6J49e1i8eDFr164lNTWVunXrMn78eHr27ElSUhIDBw4sznqWCKPRCDhWeMri7+/vdDyva3Nel1VW9uuqVavGM888Q926dTGZTPz111+8/fb/t3fvUVXV+f/HX0cBQbmY4miCiiWZ13IkEc0URctBEb+Zl2oqU9SxydHMTH9rGtMcsYasrDHzbi3LrCzRJMW8jmbSbbxmKlhoo2lyOSAcLuf3h4ujW1ARDvtweT7WOmt5Pvtz9nnvzzpr++Zz27NltVr15z//+Zrnt9lsstlsjvdZWVmluygAAFAplOdJSNVNqRPQmJgYNWjQQIMHD9aAAQPUqlUrxzGr1VohwTmD1WrVuXPnbljPrEVAf/rTnwzv7733XuXl5WnJkiUaMWKEYbHSlZYtW1bi6nkAAICq5qaG4HNzc2W1Wit1wnm1xMREvfTSSzes99FHHzl6Oq++vqIezKLjJfH19dWZM2eKlWdmZl73c5LUt29fbdmyRb/88otjuP9qI0eO1COPPOJ4n5WVpcjIyOueFwAAVB4sQrqs1AnomjVr9Omnn2rjxo1at26dmjZtqgEDBlT6JCg6OlrR0dGlqmuz2eTm5qaUlBSFhYU5yovmcF7vOatBQUH6+uuvZbfbDfNAU1JSDL3FZeXh4SEPD49ynwcAALgG2zBdVqu0FYOCgjRx4kRt2LBBsbGxatGihRYtWqTo6GhNnTpVFotFdru9ImOtcB4eHgoJCdGWLVsM5Zs3b1bLli2vuQBJkrp166aMjAx9/fXXjrKTJ0/qxx9/VPfu3a/7vV988YV8fHzUrFmz8l0AAABAFXDTq+Dd3NzUu3dv9e7dW+fOndO6desUHx8vu92uF154QRs3blTv3r113333ydvbuyJirlCjR4/W2LFjFRsbq4iICH3zzTdKSEjQnDlzDPVCQ0MVGRmpF154QZLUsWNHhYWFaebMmZo0aZJjI/rg4GCFh4c7Pvfoo49qwIABCgoKUk5OjhISErR161ZNnjz5mvM/AQBA1ccq+Mssdid1W37zzTf67LPP9OWXXyo3N1fu7u7avXu3M05tuu3btxd7FOegQYMMdUJCQjRgwADNmDHDUVb0KM6tW7eqoKBAoaGheu6559SoUSNHnWnTpungwYM6f/68JKlVq1YaPny4+vfvf1MxWq1W9erVS9u2bauSiT4AADVN1KhfDO/XLam5I59OS0CLWK1WJSQkaN26dVq5cqUzT40rkIACAFC1kIBe5vQxX29vbw0ZMkRDhgxx9qkBAACqLBYhXVbqBDQ9Pf2mT+7n53fTnwEAAKiO2IbpslInoBEREcUeM3k9FotFe/fuLVNQAAAAqL5KnYBGRkYaEtDc3Fxt3rxZXbt2lb+/f4UEBwAAUF2wCv6yUiegV672lqS0tDRt3rxZjz32mO655x5nxwUAAFCtFDAH1KHUG9EDAAAAzsDO5wAAACZgEdJlJKAAAAAmKGAOqAND8AAAADBVuXtAb2ZrJgAAgJqqgJTJodQJ6PDhww3vCwsLZbFYNGvWLHl5eRWrb7FY9P7775c/QgAAgGqAJyFdVuoENCsrq1hvZ5MmTWS325Wdne30wAAAAFA9lToBjY+Pr8g4AAAAqjX2Ab2MRUgAAAAwlVO2YcrPz9fBgwf122+/qWXLlrr99tudcVoAAIBqI9/VAVQipU5Ak5KStHXrVo0aNUoNGjRwlJ86dUrPPvusjh8/7iiLjIzUP/7xD+dGCqDKK7TbNW1HoRb8YJckjbvLotj7aqkWw1IAagCG4C8r9RD8+vXrtWfPHkPyKUkvvviijh07po4dO+rhhx9Wy5YttWHDBq1fv97pwQKo2uZ/a9fL++zKtEmZNumVfXbN/9bu6rAAACYrdQJ68OBBde3a1VCWkpKi7777Tp06ddLixYs1ceJErVixQs2aNdOGDRucHiyAqu3TY8WTzbU/FbogEgAwX77F+KrJSp2Anj9/Xs2bNzeUJSUlyWKxKDo62lHm6empBx54QD/99JPTggRQPQR4l1DmU8PvwgBqjHxZDK+arNQJqM1mU506dQxlhw4dkiT98Y9/NJQ3btxYVqvVCeEBqE6mdqklX4/L7308LpUBAGqWUt/5mzRpohMnThjKvv/+e91yyy1q0qSJoTwnJ0c+Pj7OiRBAtdGhkUUHR9ZWbI9aiu1RSwefqK2OjWp2LwCAmiPPYnzdjDVr1mjQoEEKDAxUvXr1dPfdd2vp0qWy2y9NbcrIyNCMGTPUpUsX1a9fX40bN9bAgQO1f//+CriS8it1AtqpUydt2LBBx44dkyRt3bpVv/zyi7p161as7rFjx9SoUSPnRQmg2gj0sWhqaC1NDa2lZr4knwBqjjyLxfC6Ga+++qrq1q2ruLg4xcfHq3///oqJidHMmTMlST///LMWLlyofv366cMPP9SiRYuUnp6url276vDhwxVxOeVisRelzjdw6tQpDRs2TDabTX5+fkpPT5ebm5veffddw76fBQUFioyMVO/evfXcc89VWOA1ndVqVa9evbRt2zZ5e5cwsQ4AAFQqLSacM7w/+YZ/qT977tw5+fsb648ZM0arV6/WhQsXdPHiRVksFtWtW9dx3Gq1qkWLFnr44Yc1f/788gXvZKXuAQ0ICNA777yj7t27y8/PT926ddPChQuLbTqflJQkPz8/9ezZ0+nBAgAAVFV5V71uxtXJp3RpdDojI0NZWVmqV6+eIfmUJG9vb7Vq1UqnT58ua8gV5qaehNS2bVvNmzfvunVCQ0O1evXqcgUFAABQ3WQ7eSP6Xbt2KSAg4JrrbtLS0nTgwAH17dvXqd/rDE55FCcAAABuTm5urnJzcw1lderUKbbrUEl27dqlDz74QHFxcdes89xzz8lisWjcuHHljtXZ2P8EAADABBctxtecOXPk5+dneM2ZM+eG50lNTdWwYcMUHh6uCRMmlFhn2bJlWrRokd566y0FBgY6+1LKrdSLkFC5sAgJAICqxTLxd8P7nLn1broHNC0tTT169JDFYtHOnTvl5+dXrM7GjRsVFRWladOmOVbJVzYMwQMAALhAaYfbi1y8eFEDBgxQenq69uzZU2Ly+dVXX2nIkCF6/PHHK23yKZGAAgAAmKMca5Dy8/M1dOhQHT58WDt37lRAQECxOocOHXJshfn222+XI9CKRwIKAABghnKsgh8/frzWr1+vuLg4ZWRk6KuvvnIc69Spk9LT03X//ffLy8tLkyZNUlJSkuO4r6+v2rZtW67QnY0EFAAAoJLbtGmTJGny5MnFjiUnJyslJUWpqamSpD59+hiO9+zZU9u2bavwGG8GCSgAAEAll5KSct3jQUFBqkrryklAAQAAzODkjeirMvYBBQAAgKnoAQUAADADHaAOJKAAAACmIAMtwhA8AAAATEUPKAAAgBnoAHUgAQUAADADCagDCWgJduzYoQULFujkyZNq0qSJnnjiCUVFRV33M3l5efr3v/+tAwcO6PDhw8rJyVFiYqLq169frO4PP/yg1157TUePHtUtt9zieGarhe0ZAABADcAc0Kt8//33mjJlijp06KA33nhDffv21axZs5SYmHjdz+Xk5OjTTz+Vh4eHOnXqdM16v/zyi55++mn5+/tr3rx5GjFihBYuXKj33nvP2ZcCAAAqFctVr5qLHtCrLF68WO3atdP06dMlSSEhIUpNTdXChQsVERFxzc/5+Pjoyy+/lMViUXx8vPbs2VNivZUrV8rPz0///Oc/5e7uri5duigtLU1Lly7VsGHD5OHhUSHXBQAAXKxm55wG9IBewWazKSkpqVii2a9fPyUnJ+v06dPX/XxphtB3796tXr16yd3d3XD+zMxM/fe//y1b4AAAAFUICegVUlNTlZ+fr6CgIEN5y5YtJd34Oaw3cvHiRZ05c0YtWrQwlAcFBclisVz3/DabTVar1fHKysoqVywAAMBsDMEXYQj+ChkZGZIuDadfydfX13C8rDIzM0s8v7u7uzw9Pa97/mXLlmnRokXl+n4AAOBCNTvnNKj2CajVatW5c+duWC8gIMCEaMpu5MiReuSRRxzvs7KyFBkZ6cKIAAAAyqbaJ6CJiYl66aWXbljvo48+cvR0Wq1Ww7Ginsmi42VV1PN59fnz8vKUk5Nz3fN7eHiwQAkAgKqMHlCHap+ARkdHKzo6ulR1bTab3NzclJKSorCwMEd50dzMq+eG3iwvLy81bty42FzPkydPym63l/v8AACgMiMDLcIipCt4eHgoJCREW7ZsMZRv3rxZLVu2VNOmTcv9Hd26ddOOHTuUn5/vKNu0aZN8fHx01113lfv8AAAAlR0J6FVGjx6t/fv3KzY2VklJSVq4cKESEhI0duxYQ73Q0FDNnDnTUPaf//xHiYmJOnTokKRLT1RKTEzUiRMnHHUee+wx/f7775o+fbr27dun999/X++++66efPJJw9ZMAACgmmERvIPFbrfbXR1EZbN9+/Zij+IcNGiQoU5ISIgGDBigGTNmOMoGDhyoX3/9tdj5YmJiDAnsDz/8oHnz5jkexfnQQw/d9KM4rVarevXqpW3btsnb2/vmLxIAAJjK8v+MWyjaZ9dzUSSuRwJaRZGAAgBQtZCAXsYQPAAAAExV7VfBAwAAVAo1fN7nlegBBQAAgKnoAQUAADAFXaBFSEABAADMQP7pwBA8AAAATEUPKAAAgBnoAXUgAQUAADAFGWgRhuABAABgKnpAAQAAzEAHqAM9oAAAADAVCSgAAABMxRA8AACAGRiCdyABBQAAMIOFDLQIQ/AAAAAwFQkoAABAJbdmzRoNGjRIgYGBqlevnu6++24tXbpUdrvdUG/JkiW644475Onpqbvuukvr1693UcTXRwIKAABgBstVr5vw6quvqm7duoqLi1N8fLz69++vmJgYzZw501Hngw8+UExMjIYNG6aNGzcqLCxMgwcP1ldffeXMq3AKi/3q1BlVgtVqVa9evbRt2zZ5e3u7OhwAAHADlpk5hvf2FzxL/dlz587J39/fUDZmzBitXr1aFy5cUK1atdS6dWt17txZq1atctTp1q2b6tevr88//7x8wTsZPaAAAACmKHsX6NXJpyR16tRJGRkZysrK0okTJ3T06FENHTrUUGf48OHasmWLcnNzyx52BSABBQAAMEM5huBLsmvXLgUEBMjHx0dHjhyRJN15552GOm3atJHNZlNycnL5v9CJ2IYJAADABXJzc4v1TNapU0d16tS54Wd37dqlDz74QHFxcZKkCxcuSJLq169vqHfLLbdIkn7//XcnROw89IACAAC4wJw5c+Tn52d4zZkz54afS01N1bBhwxQeHq4JEyaYEKnz0QMKAABghquG3adNm6ZnnnnGUHaj3s+0tDT1799fDRs21Mcff6xatS71JRb1dKanp6tJkyaO+kU9ow0aNChv9E5FAgoAAOACpR1uL3Lx4kUNGDBA6enp2rNnj/z8/BzHiuZ+HjlyRK1bt3aUHzlyRB4eHrrtttucF7gTMAQPAC52Mt2u2V8VataeQp1IY2c8AMXl5+dr6NChOnz4sBISEhQQEGA4ftttt+mOO+7QmjVrDOWrV69Wnz595OHhYWa4N0QPKAC40P7f7Or+foEybZfex+6Vdgyvrc5NeGY0UO2U41nw48eP1/r16xUXF6eMjAzD5vKdOnVSnTp1NGPGDD3yyCO6/fbbFR4ertWrV2vv3r3asWOHM6J3KhJQAHChV/YVOpJPScrOl+Z+XagPo2q7LigAlc6mTZskSZMnTy52LDk5WUFBQRoxYoSys7MVGxur2NhYtW7dWmvXrlVYWJjZ4d4QCSgAuND/soqX/ZrFMDxQLZVjYCMlJaVU9UaNGqVRo0aV/YtMwhxQAHChwcHF/0f6v2BuzQCqN3pAAcCFxt1l0a9Wi9763q5CuzT2Losm/JH5nwCqNxJQAHAhi8WimffW1sx7XR0JgArH35YOJKAAAACmIAMtwkQjAAAAmIoeUAAAADPQAepADygAAABMRQIKAAAAUzEEDwAAYAaG4B3oAQUAAICpSEABAABgKobgAQAAzMAQvAM9oAAAADAVCSgAAABMxRA8AACAGSyMwRchAQUAADAD+acDCWgVZbfbJUlZWVkujgQAgKqpXr16stAr6RIWe1EmgyrlzJkzioyMdHUYAABUWdu2bZO3t7erw6iRSECrqMLCQv3222+qW7dujfzrLSsrS5GRkdqwYYPq1avn6nCqDdq1YtCuFYe2rRg1pV3pAXUdhuCrqFq1aqlx48auDsPl6tWrx1+vFYB2rRi0a8WhbSsG7YqKwjZMAAAAMBUJKAAAAExFAooqycPDQzExMfLw8HB1KNUK7VoxaNeKQ9tWDNoVFY1FSAAAADAVPaAAAAAwFQkoAAAATEUCCgAAAFOxDygqpV27dmnlypU6ceKEsrKy9Ic//EE9e/bUmDFjDHvS7dixQwsWLNDJkyfVpEkTPfHEE4qKinJh5FVLdna2hgwZorNnz2rlypVq27at49inn36qlStX6n//+59atGih8ePHq0ePHi6MtnKLj4/Xiy++WKz88ccf19NPP+14T7uWzfr167Vq1SqlpKTIy8tL7dq108svvyxPT09J3AvKYsyYMfr2229LPDZ79mzdf//9kvjNomKQgKJSysjIULt27TRs2DD5+fnp+PHjeuedd3T8+HG99dZbkqTvv/9eU6ZM0aBBgzR58mTt27dPs2bNUt26dRUREeHiK6gaFi9erIKCgmLlX3zxhWbPnq0nn3xS99xzjzZt2qRnn31WixcvVocOHVwQadUxf/58wx9JjRo1cvybdi2bJUuWaOXKlRo5cqQ6dOigtLQ07du3T4WFhZK4F5TV888/r6ysLEPZqlWr9OWXXyo0NFQSv1lUIDtQRXzyySf2zp0728+ePWu32+32p556yj5y5EhDnenTp9uHDBniivCqnOTkZPu9995r/+ijj+ydO3e2Hzx40HFs8ODB9unTpxvqjxw50v7000+bHWaVsW7dOnvnzp3tFy5cuGYd2vXmJScn27t06WLftWvXNetwL3CeqKgo+4QJExzv+c2iojAHFFWGn5+fJCkvL082m01JSUnFejf69eun5ORknT592hUhVikvv/yyHnzwQbVo0cJQnpqaqp9//ll9+/Y1lPfr10/79u2TzWYzM8xqg3Ytm/j4eAUEBKh79+4lHude4Dw//PCDTp06pf79+0viN4uKRQKKSq2goEC5ubk6cuSIFi9erPvuu09NmzZVamqq8vPzFRQUZKjfsmVLSVJKSor5wVYhiYmJOn78uEaPHl3sWFHbXd22QUFBysvL4z/0Gxg6dKi6dOmiQYMGadmyZY4pDrRr2ezfv1+33367Fi9erL59+6pr16568skndeDAAUniXuBECQkJ8vLyUs+ePSXxm0XFYg4oKrWBAwfq7NmzkqRu3bpp9uzZki7NEZUkHx8fQ31fX1/DcRSXk5OjefPmafz48Ya5ikUyMzMlqdixorZNT0+v+CCrIH9/f40dO1bt27eXxWLR9u3btWDBAp09e1ZTp06lXcvo/PnzOnLkiI4fP66pU6fK09NTy5Yt01NPPaW1a9dyL3CS/Px8JSYm6r777pOXl5ck7gWoWCSgqNRef/11Xbx4USdOnNCSJUs0adIkxyIklM2SJUvUsGFDVgg7WVhYmMLCwhzvu3btKk9PT61atUqjRo1yYWRVm91uV3Z2tubOnavg4GBJUocOHRQVFaUPP/xQXbt2dXGE1cPevXt14cIFPfDAA64OBTUEQ/Co1IKDg9WxY0dFR0crLi5OSUlJ2rp1q+MvcKvVaqhf1NtRdBxGv/76q9577z2NGTNGVqtVmZmZunjxoqRLWzJlZ2c7epKu1bZFc3FxYxERESooKNCPP/5Iu5aRj4+P/Pz8HMmndKmtWrdurePHj3MvcJKEhAT5+fkZ/ojiN4uKRAKKKiM4OFhubm5KTU1VYGCg3Nzcis3vutacJVxy6tQp5eXlaeLEiQoPD1d4eLgmTZokSRo3bpzGjx/vaLuS2tbd3V0BAQEmR1090K5lc9ttt13zmM1m417gBDk5Odq+fbsiIiLk5nZ5YJTfLCoSCSiqjAMHDig/P18BAQHy8PBQSEiItmzZYqizefNmtWzZUk2bNnVRlJVb69at9fbbbxtezzzzjCRp2rRpev755xUYGKjmzZuX2Lb33HOP3N3dXRF6lbRp0ybVrl1brVu3pl3LqEePHkpPT9ePP/7oKEtLS9ORI0fUpk0b7gVOsGPHDmVnZxcbfuc3i4rEHFBUSlOmTFGbNm0UHBysOnXq6OjRo3r33XcVHBysXr16SZJGjx6tsWPHKjY2VhEREfrmm2+UkJCgOXPmuDb4SszHx0chISElHmvTpo3uvPNOSZeekPL3v/9dgYGB6ty5szZv3qwDBw5o0aJFZoZbpfz1r39VSEiIWrVqJenSf+pr167V8OHD5e/vL4l2LYtevXqpbdu2mjp1qsaPH686depo+fLlcnd315AhQyRxLyivhIQENWnSRHfffXexY/xmUVEsdrvd7uoggKstX75cmzZt0qlTp1RYWKhbb71VvXv31qOPPmpYkVm00vjKx+8NGjTIhZFXPUlJSRo3blyJj+JcsWKF4/F7Tz31FI/fu45//etf2r17t86cOSO73a7mzZsrOjpaw4YNk8VicdSjXW9eWlqa4uLitHPnTuXl5alTp0565plnDMPz3AvKJiMjQ/fff79GjBihCRMmlFiH3ywqAgkoAAAATMUcUAAAAJiKBBQAAACmIgEFAACAqUhAAQAAYCoSUAAAAJiKBBQAAACmIgEFAACAqUhAAQAAYCoSUAAAAJiKBBQAAACmIgEFAACAqdxcHQAAVEZZWVlasWKF9u7dq9TUVGVnZ6tx48bq06ePYmJi5Onp6aiblpam119/XTt27JDNZlO7du00ceJEvfrqq/r1118VHx9vOPehQ4e0dOlSfffdd8rOztatt96qyMhIPf7443Jz47YMoPqz2O12u6uDAIDKJiUlRWPHjlXv3r3VvHlz1a5dW99++622bNmi0NBQvfnmm5Ikm82mJ554QkePHtXAgQPVrl07/fTTT0pMTJSvr6/y8/MNCeiuXbs0ZcoUNWvWTP3795evr6/279+vzz//XOHh4Zo7d66rLhkATMOf2gBQgoCAAG3YsMHQIzl06FAtWLBAS5Ys0YEDB9S+fXt99tlnOnr0qP7yl79o1KhRjrqtWrXS3LlzdeuttzrKcnNzNWvWLLVv314LFixwnPvBBx9UcHCw5s2bp6SkJIWEhJh3oQDgAswBBYASuLu7OxLE/Px8ZWRkKC0tTV26dJEkHThwQJK0c+dO1a5dWyNGjDB8Pjo6Wt7e3oayvXv36vz58xo4cKCsVqvS0tIcr+7duzvqAEB1Rw8oAFzDmjVr9PHHH+vEiRMqLCw0HMvMzJQknTp1Sv7+/qpbt67huLu7u5o2beqoJ0nJycmSpJkzZ17zO8+fP++s8AGg0iIBBYASvPfee3rttdfUtWtXDR8+XP7+/nJ3d9dvv/2mGTNmFEtIS6Noyv3f/vY33XHHHSXWadSoUbniBoCqgAQUAErw+eefq2nTpnrjjTdUq9bl2Uq7d+821GvatKm+/vprZWdnG3pB8/Pzdfr0afn4+DjKmjdvLkny8vJSaGhoBV8BAFRezAEFgBLUrl1bFotFV24Ukp+fr+XLlxvq9ejRQwUFBXr//fcN5WvXrpXVajWUhYWFqUGDBlq+fLnS09OLfWdOTo6ysrKcdxEAUEnRAwoAJejTp4/efPNNTZgwQeHh4crKytIXX3xRbJ/O6OhoffLJJ1qwYIFSU1MN2zA1a9ZMBQUFjrpeXl568cUX9eyzz+rBBx9UVFSUmjVrpszMTKWkpGjr1q165ZVXWAUPoNpjH1AAKEFBQYFWrlypzz77TGfOnFHDhg3Vt29fRUVF6aGHHlJMTIzGjh0rSbpw4YJhI/r27dtr0qRJeumll5STk6M1a9YYzn3s2DGtWLFCSUlJunDhgnx9fRUYGKhu3brpoYcekp+fnysuGQBMQwIKABWgoKBAERERat++vebPn+/qcACgUmEOKACUU05OTrGyjz/+WJmZmSw2AoASMAcUAMpp9uzZys3NVceOHeXh4aH9+/crISFBzZo10+DBg10dHgBUOgzBA0A5rV+/XmvWrNHPP/+s7OxsNWzYUN27d9e4cePUsGFDV4cHAJUOCSgAAABMxRxQAAAAmIoEFAAAAKYiAQUAAICpSEABAABgKhJQAAAAmIoEFAAAAKYiAQUAAICpSEABAABgKhJQAAAAmOr/A42cJnaX+TxnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"age\", \"bmi\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we show a couple examples with systolic blood pressure." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"systolic_blood_pressure\", \"systolic_blood_pressure\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"systolic_blood_pressure\", \"age\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.dependence_plot(\n", " (\"systolic_blood_pressure\", \"age\"),\n", " shap_interaction_values,\n", " X.iloc[:number_patients, :],\n", " display_features=X_display.iloc[:number_patients, :],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We sum up the interaction over all patients to plot a which features interact the most. Note that we do not analyze how the features interact (high feature A + low feature B leads to outcome C, etc.).\n", "Light colors show strong interaction effects" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interaction_matrix = np.abs(shap_interaction_values).sum(0)\n", "for i in range(interaction_matrix.shape[0]):\n", " interaction_matrix[i, i] = 0\n", "inds = np.argsort(-interaction_matrix.sum(0))[:12]\n", "sorted_ia_matrix = interaction_matrix[inds, :][:, inds]\n", "pl.figure(figsize=(12, 12))\n", "pl.imshow(sorted_ia_matrix)\n", "pl.yticks(\n", " range(sorted_ia_matrix.shape[0]),\n", " X.columns[inds],\n", " rotation=50.4,\n", " horizontalalignment=\"right\",\n", ")\n", "pl.xticks(\n", " range(sorted_ia_matrix.shape[0]),\n", " X.columns[inds],\n", " rotation=50.4,\n", " horizontalalignment=\"left\",\n", ")\n", "pl.gca().xaxis.tick_top()\n", "pl.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 1 }