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Jeremy Janella 75faa5c410 added material
2026-05-09 23:21:13 -04:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Global SEED set to: 1337\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.multiclass import OneVsRestClassifier\n",
"from sklearn.metrics import (\n",
" accuracy_score,\n",
" classification_report,\n",
" confusion_matrix,\n",
" recall_score,\n",
")\n",
"import seaborn as sns # For confusion matrix visualization\n",
"import os\n",
"import requests # For API submission\n",
"import json # For printing API response\n",
"\n",
"htb_green = \"#9fef00\"\n",
"node_black = \"#141d2b\"\n",
"hacker_grey = \"#a4b1cd\"\n",
"white = \"#ffffff\"\n",
"azure = \"#0086ff\" # Class 0\n",
"nugget_yellow = \"#ffaf00\" # Class 1\n",
"malware_red = \"#ff3e3e\" # Class 2\n",
"vivid_purple = \"#9f00ff\" # Class 3\n",
"aquamarine = \"#2ee7b6\" # Accent\n",
"\n",
"# Plot Style Configuration\n",
"plt.style.use(\"seaborn-v0_8-darkgrid\")\n",
"plt.rcParams.update(\n",
" {\n",
" \"figure.facecolor\": node_black,\n",
" \"axes.facecolor\": node_black,\n",
" \"axes.edgecolor\": hacker_grey,\n",
" \"axes.labelcolor\": white,\n",
" \"text.color\": white,\n",
" \"xtick.color\": hacker_grey,\n",
" \"ytick.color\": hacker_grey,\n",
" \"grid.color\": hacker_grey,\n",
" \"grid.alpha\": 0.1,\n",
" \"legend.facecolor\": node_black,\n",
" \"legend.edgecolor\": hacker_grey,\n",
" \"legend.frameon\": True,\n",
" \"legend.labelcolor\": white,\n",
" \"figure.figsize\": (10, 6),\n",
" }\n",
")\n",
"\n",
"# Global seed for reproducibility\n",
"SEED = 1337\n",
"np.random.seed(SEED)\n",
"print(f\"Global SEED set to: {SEED}\")\n",
"\n",
"# API Configuration\n",
"API_EVALUATOR_URL = \"http://154.57.164.78:30973/evaluate_model\"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Loading Dataset ---\n",
"Dataset 'assessment_dataset.npz' loaded successfully.\n",
" X_train shape: (1500, 2), y_train shape: (1500,)\n",
" X_test shape: (500, 2), y_test shape: (500,)\n",
" Unique labels in original training data: [0 1 2 3]\n",
" Original training label distribution: [375 375 375 375]\n"
]
}
],
"source": [
"print(\"--- Loading Dataset ---\")\n",
"dataset_filename = \"assessment_dataset.npz\"\n",
"\n",
"try:\n",
" data = np.load(dataset_filename)\n",
" X_train_orig = data[\"X_train\"]\n",
" y_train_orig = data[\"y_train\"] # Keep original labels safe\n",
" X_test = data[\"X_test\"]\n",
" y_test = data[\"y_test\"]\n",
" data.close()\n",
" print(f\"Dataset '{dataset_filename}' loaded successfully.\")\n",
" print(f\" X_train shape: {X_train_orig.shape}, y_train shape: {y_train_orig.shape}\")\n",
" print(f\" X_test shape: {X_test.shape}, y_test shape: {y_test.shape}\")\n",
" print(f\" Unique labels in original training data: {np.unique(y_train_orig)}\")\n",
" print(f\" Original training label distribution: {np.bincount(y_train_orig)}\")\n",
"except FileNotFoundError:\n",
" print(\n",
" f\"ERROR: Dataset file '{dataset_filename}' not found. Please ensure it's in the correct location.\"\n",
" )\n",
" X_train_orig, y_train_orig, X_test, y_test = [\n",
" None\n",
" ] * 4 # Ensure variables exist but are None\n",
"except Exception as e:\n",
" print(f\"ERROR: Could not load dataset. {e}\")\n",
" X_train_orig, y_train_orig, X_test, y_test = [None] * 4\n",
"\n",
"if X_train_orig is None:\n",
" print(\"CRITICAL ERROR: Dataset not loaded. Cannot proceed with the assessment.\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Data Exploration ---\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"\\n--- Data Exploration ---\")\n",
"\n",
"# Define colors\n",
"class_colors_map_viz = {\n",
" 0: azure, # Class 0\n",
" 1: nugget_yellow, # Class 1\n",
" 2: malware_red, # Class 2\n",
" 3: vivid_purple, # Class 3\n",
"}\n",
"\n",
"\n",
"def plot_dataset_points(X, y, title=\"Dataset Visualization\"):\n",
" \"\"\"Plots the 2D dataset with class-specific colors.\"\"\"\n",
" if X is None or y is None:\n",
" print(f\"Cannot plot: Data for '{title}' is missing.\")\n",
" return\n",
"\n",
" plt.figure(figsize=(12, 7))\n",
" unique_labels = np.unique(y)\n",
"\n",
" for label_val in unique_labels:\n",
" label_val = int(label_val) # Ensure it's an int for dictionary key\n",
" plt.scatter(\n",
" X[y == label_val, 0],\n",
" X[y == label_val, 1],\n",
" color=class_colors_map_viz.get(label_val, hacker_grey), # Fallback color\n",
" label=f\"Class {label_val}\",\n",
" edgecolors=node_black,\n",
" s=50,\n",
" alpha=0.7,\n",
" )\n",
"\n",
" plt.title(title, fontsize=16, color=htb_green)\n",
" plt.xlabel(\"Feature 1\", fontsize=12)\n",
" plt.ylabel(\"Feature 2\", fontsize=12)\n",
" if unique_labels.size > 0: # Only show legend if there are labels\n",
" plt.legend(title=\"Classes\")\n",
" plt.grid(True, color=hacker_grey, linestyle=\"--\", linewidth=0.5, alpha=0.3)\n",
" plt.show()\n",
"\n",
"\n",
"if X_train_orig is not None:\n",
" plot_dataset_points(\n",
" X_train_orig, y_train_orig, title=\"Original Training Data Distribution\"\n",
" )\n",
"else:\n",
" print(\"Skipping data visualization as data was not loaded.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Training Baseline Model ---\n",
"Training baseline OvR Logistic Regression model...\n",
"Baseline model trained successfully.\n",
"\n",
"Baseline Model Performance on Clean Test Set:\n",
" Overall Accuracy: 0.9260\n",
"\n",
"Classification Report (Baseline Model):\n",
" precision recall f1-score support\n",
"\n",
" Class 0 0.92 0.99 0.95 125\n",
" Class 1 0.96 0.74 0.83 125\n",
" Class 2 0.90 0.98 0.94 125\n",
" Class 3 0.93 0.99 0.96 125\n",
"\n",
" accuracy 0.93 500\n",
" macro avg 0.93 0.93 0.92 500\n",
"weighted avg 0.93 0.93 0.92 500\n",
"\n"
]
},
{
"data": {
"image/png": 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Pm/nfelgi+n0ai7hQc+z42hNJj82hVIhQpX4mek2N0zpGcd4H5lZ58Z3b4ojrBwofy1lwjN+rKXNf/jl69n4Lv2GFf/7nXvhOOv5NdWWvA9qMSEK9rqm4tNMRjfrIkZMpLnJ4wrPnXtgkoWefA6lVXhDP/kBR5BR8XooX1uk0t9JAkS3C6veqFBlr/CuGy2Sn5x3z2dAGIiodTCCpVEXctELj1+TwqZOFyODCExYAsJSpkJslhlolQk5m3he8dRHLgphbqaFSwCDLwvyXRFr4b9nbJ21x+6QtzK1UqNEiAy0HJ6Pl4GSYmWuw5cuCFRmhn0/ICVtkpYrRqLcc4TesUadTWoHu8f9qOSQJZlINNn5USWt8no0BKzadx8VD5qREXKg5ekx5glvHbJGd/vLkKutZIvA0kdRFzD1LxIVZwL9VBp79cdNmRBKUuSKsHOOrVcEqqlL1qvfBswQ6J0NcIIk1pGePKxKj1B436pYV4kLN0aiPHJd2OqJBTzluHbUt9A8mIG/BdgCwdij42j1LLp/to3yaOJpZaJDzwnwuS2vtc5uTIYbUUoPIYKuXzmB/mWfvl+yX9BoQke44BpJK1bWn45o6jUl46X5D5j3GhzsewMpOiew0CdISzOBaJRcikXYSJ5Zo4OKTm98NVhqeLYL8YsLo+IruxdwsCW4ds8PqiVUQds0KgR3TCt3P2M/nRcpcMYKO2KF2+zTUapMOS5ka117Sfe3w9PKOj65oJ/x+DTINEp97tWx0GpOAC9scsX6GD2ydlOg9/ckr7/ds0fkXl+IpLomZBmbmaoieFr4cPBRIiCg4Ice34cufd1HvgydPZ3hXCiw4PEEs0cBSZpgKWHa6BPInZnCrmgOpVcHkurCkrjiu7nWAX6MMVGuaAdcqubj6T9Ez5J91Xbv7FRwv6/Z0W1xYXpd1ckze6+30wuUtxWYaOFfW3vb8Nc0qcNziPq9n75eMZCaQRKWJCSSVqrunbXHruC3qdE5Dl3fjUFjfWbf34lCncxrCr1sjKzUvKQg+agtbFyVqt9dOyup1l8NSpkbw0dK7Ssez5UxcfbV/WTV5PUXrZ++ALHy89z4CO6YWOIZSIYL6JfmAMZ9PYa7udYDMSYWOoxMQddvypbPinyVQDv+5TriFjQodxyRAqRBpjYlUq59Xj0pCJNJg0FfRyEoT45//uSP2viVO/+mMFm8ko1qzl0/0yEiWICtNDOdKuo8jrBSYBZfKuQgPss6f5JEabwaZkxJiyfPn4lEjO3/ihtQiLxkr7vsgIcICMfcsULVJBjxraCeRzQcmY/bxu/BrVHAJpdJw84gdLG3UaPp6stZ2jxrZ+PLfuyW6JvTVffYQiYFeHzxBepIE9wtZuP2ZkBO2UCmAJv1StP5okpip0aiPHLlZovz7P3q6dmO9rtqvZ8Oecli8UIG8eSSvIt5muPaYUnMrFd7fEIrRP4e/8nk8mzxT2NJSRFRy7MKmUvfX5954c2Ekuk+OR+0OabhxyB7yODPYuynRoIcclWpn4/p+O61r/x5e6YraHdIwZP5jnFyXjYRIC3jUyEbbEYlIjJTixB8FF8YuqZATtug6IR49pzyBWpW3PmH9HvLnFaKnvwBj7ltCmSvCsAWPce6vTMTcs4REqkH15hmo3iwTR34pOiZjPp/CPLpsjeRoKSrXzcKeH4oYF/fUjUN2aPJ6CgbPjcbpP51gbadCi8HJOL3BCZa2KnjVzEaLQUkIOW6LpMd5yWbrYUkwt1Ij7Lo1IoKKHqrwotYjklClfhY2feqd36V4aLkr6neXY9DsaPw4sHqRXZUajQiPLtsgsGMaZE7KQtf0dKmSi7pdn89At7BSw6NGDpoNSIYiR6y1WHXQYTt0GJWI4d9FIeS4Ldz8ctCsfwq2zsmb4FO3SxqePLTEtf32xX4f7FjgiXErwzHu1zCcXOeC1HgzVKmXieYDkxF+0xph14r/WuniyK+uCOyUhtdmPoGTtwKPb1vC2ScXrYclIVNuVmDGc3EkR5sj7Lo1qjbKxOk/nV46QSo1Top/V7ui28R4jF0Rjqv/OEAiVaPJa3J41sjBzgUe+UMUgv+1RXyYOdq9nQhzazXCb1jDzS8HjXrLEXHTCpXrZuHZMIPgf21x+5QM9bqm4q1FEQg+agcrOxVavJEMR89c7Pr21QvKP1v39MUVEYhIP0wgqdRlpUmw+r0qqN89FU36pqDN8MT8q3xE37PEoeVuBZZ7SUuQYtlIP/SYHIdWw5JgbadCWqIZruxxwMHlbqU6finqlhU2zKyEzuPi8daPkcjJkODGITv8+UklzD93J79rW60UYeVYX3QdH4+6XVLRamgSlLlixIeb469ZXrj8kjXljPl8CifC1X/s0fGdhCIndDxz55QtdnzjgTYjkjDg8xgkRpnj6GoXXN7liOwMCV7/OBY93o9D1C0rhF2zwcUdDqjfPRVtRyYiJUaK4k6zcfTKRY/JcXhw0UZrRnhulgS7vvPE24sj0XPKk+frYxbi7hkZAjumoUaL9EIn3wR2SENgh+dVX6VChLR4M9w8Yodjv7kgIeJ5JfbQcjdILTSo0zkVtdqkIyrEEn9M80H4DWuc2eSEpv2S0e29OFzda1/s90HoFRssH+WHrhPi0HFMPKQWGqTESHF8rQv+Xe1a7EXEdZWRbIalI/zQ7b14NOghR+vhSUhPkuDOKVscXumKlNiSVd+u7rFH1UaZuP6S7utnDq9wQ0qsFK2GJmHgrGio1SLE3LXAug8raa0ZqlKIsWpCFbz+cSwa9ZGjUR85IoOt8PuUyug8Lh6V62bBzFzzdPKQCH984JN3JZrecgS0i0Z2uhiPb1tixzeerxzzKTbToGrjTMQ+sID8CRcRJypNIhefwNJb84SIyICkVmp8tv8ekqOl+Gl4NaHDoTKuab9kDJ4bjS2zvYq8tCoRlQzHQBJRuaHIEuPEHy7wqZONGi10X5SbTIdIpEGHdxKQGCXlFWiIDIAJJBGVK6fWOyHiphX6fxYDcyuu7UeF6zwuHs4+udjyhXexFrgnIt0wgSSickWlFGP9jEqwdlCh36exQodDZVDlepnoMj4eB392y5/1TUSli2MgiYiIiEgnrEASERERkU6YQBIRERGRTphAEhEREZFOuJA4ERERmZSEicEGPb7LijoGPX5ZUCESSEO/EajscFlRB/ZWhr6KC5UV8iwV7K24BIupkGdpeL5NiDxLyDm8nD+sL3ZhExEREZFOKkQFkoiIiKjYNKxA6osVSCIiIiLSCRNIIiIiItIJE0giIiIi0gnHQBIREZFJEXEMpN5YgSQiIiIinbACSURERCaGFUh9MYEkIiIiE8MEUl9MIImIiIiMoFZAXYwY+S7u37+Ndb8v12qrXqMWXnt9CDw8vZGRkY7zZ0/g0IFd+e3tOnRDh049IJPZISY6Els3r0VUVLixn0I+JpBERERkWgSYRNOpSy+0aNke8fFPCrQ5ODhh3ITp2Ln9T1w4dxKeXj6YNOUTJCbG48qls6hbrzF69RmI1b8sQXjYQ3Tq3BPjJn6Ir+fMQG5urtGfC8BJNEREREQGp1QosGjhV0goJIG0tbPHuTPHce7McajVajyOCse9O7dQrXpNAECLVu1x4dxJPLh/GwpFLg4e2AWNRo069Rob+2nkYwJJREREJkZj4FtBJ08cRnZ2VqFtkRGh2Ln9T61tjk7OSE5KBABU8vFFZESoVnv040j4+Pjq8JxLFxNIIiIiojKkbfuucHF1x4XzJwEAMpkMmZkZWvtkZqRDJrMVIjwATCCJiIiIyow27bqgZ+8BWLVyEVLlKQCKHrIp5FxyTqIhIiIiKgN69RmIZs3bYumSrxETHZW/PT09FTY2Mq19bWS2WvsYGyuQREREZFo0GsPeSqBDpx5o2LgFliyaVyAxjAwPRaX/jHcUiUSo5OOL8PCH+rwKemECSURERCZFBI1Bb7pycnZBz94DsGbVT0hJTizQfub0UTRv2Q7VawTA3NwCffoOgkKRi1s3r5fCq1Ey7MImIiIiMrCFi1cDACSSvNSrbr1GAICZ08aiSdPWkErNMX3mbK37JCcl4pt5H+PO7ZvYvXMzho8cB5nMDpERofh1+Y9QKhXGfRL/IXLxCSz31/NJmBgsdAhkJC4r6sDeSiJ0GGQk8iwV7K1EQodBRiLP0vB8mxB5lnDpR9LYiwY9vtPqZgY9flnALmwiIiIi0gm7sImIiMjElPvOV8GxAklEREREOmEFkoiIiEwMK5D6YgWSiIiIiHTCCiQRERGZFhYg9cYEkoiIiEwMM0h9sQubiIiIiHTCCiQRERGZGFYg9cUKJBERERHphBVIIiIiMi0aViD1xQokEREREemEFUgiIiIyKSKOgdQbK5BEREREpBNBK5BSqRR16jWCj48fZDJbaKBBeloqwsMf4dbNa1CpVEKGR0RERBURx0DqTbAE0rtSFbw7cTo0ag0eP45AZmYGRAC8vHzQrHlbvN5vGH5d8SOePIkWKkQiIiIiKoRgCeSgIW/jzKmjOHRgV4E2kUiEPn0HYdDQUVj2v28EiI6IiIiIiiLYGEhPLx8cPfJPoW0ajQYH9++ET2U/I0dFREREFZ/GwLeKT7AEMiM9FZWrVC2y3aeyHzLSU40YEREREREVh2Bd2MePHcS4CdNw4dxJREaEIjMzAwBgbSODj48vmrdsh907NwsVHhEREVVUnESjN8ESyJPHDyE5KREtWrVHw8bNYWNjC2g0SE9PQ0TEI/yx5mfcuX1TqPCIiIiIqAiCLuNzM+gKbgZdETIEIiIiMjmsQOqLC4kTERERkU54KUMiIiIyMaxA6osVSCIiIiLSSZmsQFpaWiE7O0voMIiIiKgCErEAqTfBK5De3pUxbcbs/J/fHj0J33y/AvMWLIOvX3UBIyMiIqKKiQuJ60vwBHLg4Ldw7eoFAED9hk3hXzMQS5d8jSMH96Bvv6ECR0dERERELxI8gfT0qoQTxw4CAOrWbYRLF04j9NF9nDxxCJ6e3gJHR0RERBWORmPYmwkQPIFUKpWwsLCEVCpFQGB9hITcAABIpeYmUgQmIiIiKl8ETyDvhARh0tRP8f4HnyM9LRX374bAzEyK/m+MwKOH94QOTxDd/IDYKcCm1wu2ta8MnH8bSPsQCHsPmNW68GN4yYDU6cDsNoaNlQyvbZtWOH/mKJYs+k7oUMjAvL29sGb1CgRdu4ALZ49j5oxpEIlEQodFBsLzLSSOgdSX4LOwt2xeiw6dusPCwhKnT/4LjUYDkUgER0dnbNq4WujwjG5mc2BMfeB+UsG2SrbA3kHA9H+BNTeAum7A0WFAaAqw8Zb2vj91NZW3cMU2buwoDHqjP8LCI4QOhYxgxbIluP/gIdq07wpnZyesWb0CSYmJ+O33dUKHRgbA803lmeAVSIUiF0cO7cXe3VuRkpIEkUgEVzd3rF+7AvKUZKHDM7psFdDsD+BBIU/d3QZYdT3vptIA158AR8KAdj7a+/WsBgS4ALvvGyFgMqicnFwMeGMEwplAVnh16waiZk1/zJ2/AKmpqQgNDcMvv67B0CGDhA6NDIDnW2isQOpL8ASyhn9tzJ67GAAgkUgwZdoszPh4HmbPW4LadRoIG5wAll4GUnMKb7sSm1d9/K8q9kBE6vOfLc2AZV2BiQcApdpwcZJxrFv/J9LT04UOg4wgsHZtPH4cDbn8+Qc6JOQ2/Px8YWNjLWBkZAg831TeCZ5A9u0/FDu2bQQANG7SEo6OzpjzxTRs+GMlevUeKHB0ZdvkxkA1R2BN0PNtX7YGTkbm3Yio/HB0dECKXK61Tf70ZydHJyFCIgPi+RYYZ2HrTfAE0tXVHTeuXwIABNZthEsXT0MuT0bQjctwcXETOLqya1JjYG5boM9WIOZpgSrAGRhVD5hxVNjYiKh0aUykS4zy8HxTeSD4JJqcnGzY2dlDqVSiVkAdHD+6HwBgbW0DpVIhcHRl07x2wKi6QLuNQHD88+0regCfnwASeRVIonInKTEJDg4OWtscHR3z2pIKmVVH5RrPN5V3gieQ165cwPSZc6DRaPA4KgKhj+7D3NwCb749AXfuBAsdXpkzrSkwtDbQaj0Q+Z+xj5Xt8pb4CXQBvu+Yt01mDqg1QN8aQOPfhYmXiIon6GYwvL084eBgj5SUvK7MevXq4P79B8jM5F+FFQ3Pt7BErPLqTfAEcteOTYiMCIWFhSWuXjkPAFCplEhJTsSunZsFjq5s8bUH5rYDWq3TTh4BICoNqLRMe9uiznnbvz9vvBiJqGRu37mLoKBgfDnrM8yeMx+enh4Y/+4Y/Lz8F6FDIwPg+abyTvAEUqPR4Mrlc1rbVCoVtv71ByZO/gjLl5rW4slZM/P+lT4dndrPP+9fq4XAm3UAaylwcZT2fcLlQK1fgcdp2tszFXkzup9kGDRkMqBbQRcBAGZmeR/Vrl3yysuB9ZoJFhMZzvtTP8S8uV/i7Kl/kZGRiY1/bsafm7YIHRYZCM+3gExkooshiVx8AgV9Fc3NLdClWx/4+PhCYibN325nZw8raxvM/nzKK4+RMJFd3abCZUUd2FtJhA6DjESepYK9Fa/MYSrkWRqebxMizxIu/ZC/ecCgx7ff0MOgxy8LBJ+FPXjoKNSp2xCxsdGoWs0fkRGPoFIpkZOTjeVLvxU6PCIiIqpwuJC4vgTvwq4VUBffzP8EmRnpaN22M/bsyivfd+n2Guo3aIpDB3YJHCERERER/ZfgFUiRWIzsrLwZZ0qlApKnY72OHvkHbdp1FjI0IiIiqoi4kLjeBE8gI8IfYdiIMTAzkyLuSQx69OwHGxsZAgLrQSzmWDciIiIqbezC1pfgXdh///UHhgwfAw002Lfnb4weNwWdu/aBRqPG3t1bhQ6PiIiIiF4geAKZmBifP1nm/r0QfDXrA7i5e0IuT0aqPEXY4IiIiIioAEESSFc3j5e2Z2dnwcLCEq5uHoiPizVSVERERERUHIIkkJ/OKv7yPNOnjDJcIERERGR6TGSiiyEJkkDOm/2hEA9LRERERKVAkAQyOTkRACAxM4O9vQOSEhO02v2q+iM87AHUarUQ4REREVEFJjKRmdKGJNgyPlZW1pjx0Vx07d63QFv/N0bg/Q8+h9l/Lm1IRERERGWDYAlkj179kZaWiu1bNxRoW7p4PlQqJbp06yNAZERERFSxcR1IfQmWQAbWaYDtf6+HQpFboE2hUGDb1g1o1LiFAJERERFRhcYr0ehNsATS1s4esTGPi2yPiY6EvYOjESMiIiIiouIQLIHMycmGjcy2yHY7ewdkZWUaMSIiIiIyDezC1pdgCeSDe7fRsVPPItu793gdd+8EGzEiIiIiIioOwS5leGD/TkybMRtOzi44efwQ4uOfQCIWw93DG5269IJPZT8s+n62UOERERFRRWUaRUKDEiyBjHsSg2VLvsGAQSMxZdqs/O0ajQYP7t/GT4vmISkp4SVHICIiIiIhCJZAAsDjxxFYuuRryGS2cHZ2hUqlQmJiPMc+EhERkQGxBKkvQRPIZ9LT05CeniZ0GERERERUDGUigSQiIiIyHlYg9cUEkoiIiEyKyEQW+zYkJpBERERERlAroC5GjHwX9+/fxrrfl2u11fCvjX4DhsPN3QMpKck4sG87rlw+l9/erkM3dOjUAzKZHWKiI7F181pERYUb+ynkYwJJREREJsb4FchOXXqhRcv2iI9/UqDN3t4RY8dPw77dW3Du7AnU8A/AqDGTERcXi8iIUNSt1xi9+gzE6l+WIDzsITp17olxEz/E13NmIDe34CWhjUGwhcSJiIiITIVSocCihV8hoZAEslGTlkiIj8XJE4ehUOQi5NYNBAddRcvWHQAALVq1x4VzJ/Hg/m0oFLk4eGAXNBo16tRrbORn8RwTSCIiIjItAlzJ8OSJw8jOziq0zcenCiIjwrS2RUWFw8fHFwBQyccXkRGhWu3RjyPz24XABJKIiIhIQDYyW2RmZmhty8zIgExmBwCQyWSFtKdDJrM1Wowv4hhIIiIiMjHlYxa25mmcRU0aF/JZsAJJREREJKC0tFTY2Mi0ttnIbJGelgoASE9/ebsQmEASERGRiRFgEORLRIaHotIL4xkrV6mK8PBHhbaLRCJU8vFFePhDnR+rtDCBJCIiItOi0Rj2pqMrl8/CydkF7Tt0h1QqRf0GTRFQux7Onj4GADhz+iiat2yH6jUCYG5ugT59B0GhyMWtm9dL+YUpPo6BJCIiIjKwhYtXAwAkkrzUq269RgCAmdPGIj09DatWLsLAQSPR5/VBSE5KxPq1KxATHQkAuHP7Jnbv3IzhI8dBJrNDZEQofl3+I5RKhTBPBoDIxSewfIwkfYmEicFCh0BG4rKiDuytJEKHQUYiz1LB3kokdBhkJPIsDc+3CZFnCZd+pA3abNDj224datDjlwXswiYiIiIinbALm4iIiExMue98FRwrkERERESkE1YgiYiIyKSIWIDUGyuQRERERKQTViCJiIjIxLAEqS8mkERERGRaSrDYN2ljFzYRERER6YQVSCIiIjIxrEDqixVIIiIiItIJK5BERERkYliB1BcrkERERESkE1YgiYiIyLRwFrbeWIEkIiIiIp0wgSQiIiIinbALm4iIiEyKiJNo9MYKJBERERHphBVIIiIiMi2cRKM3ViCJiIiISCcVogLpsqKO0CGQEcmzVEKHQEYkz2KlwJTwfJNx8H2mrwqRQMocnYUOgYwkPTkRGf1+EzoMMhKbnWMgc3IXOgwykvSkJ7C1dxA6DDKSNHmK0CGQHipEAklERERUbBwDqTeOgSQiIiIinbACSURERCaGFUh9sQJJRERERDphAklEREREOmEXNhEREZkWTqLRGyuQRERERKQTViCJiIjIpIg4iUZvrEASERERkU5YgSQiIiITwwqkvliBJCIiIiKdsAJJREREpoWzsPXGCiQRERER6YQJJBERERHphF3YREREZFrYha03ViCJiIiISCesQBIREZGJYQVSX6xAEhEREZFOWIEkIiIiE8MKpL5YgSQiIiIinbACSURERCZFxFnYemMFkoiIiIh0wgokERERmRhWIPXFCiQRERER6YQJJBERERHphF3YREREZFo4iUZvrEASERERkU5YgSQiIiITwwqkvliBJCIiIiKdsAJJREREpoVjIPXGCiQRERER6YQVSCIiIjIxrEDqiwkkERERmRgmkPpiFzYRERER6YQVSCIiIjIpIhYg9VamK5Bdur0mdAhERERE9IIynUB269FX6BCIiIiowtEY+FbxCdaF7ermUYy9RAaPg4iIiIh0I1gC+emsb4V6aCIiIjJlXEhcb4IlkFcvn4NKrcKBfTsKbReJRPiESSYRERFRmSPYGMgtm3+Hr291eHr7IDk5scAtKSlBqNCIiIioQuMYSH0JVoHMzc3Fzz8tgI3Mrsh9Dh/cZcSIiIiIyDSYRpJnSIKuA5maKkdqqrzI9sMH9xgxGiIiIiIqDi4kTkRERKZFoEk0lSpVQd/+w+BT2RdKpRJ3b9/Eju1/IiM9DTX8a6PfgOFwc/dASkoyDuzbjiuXzwkSZ3GU6XUgiYiIiCoCkUiEd9/7EGFhDzDrk0lYMO9jyGztMGjI27C3d8TY8dNw4dwJfPbRe9jx9wYMGT4aPpX9hA67SEwgiYiIiAzMzt4BdnYOuHLpLFQqFTIzM3Az6Cq8K1VBoyYtkRAfi5MnDkOhyEXIrRsIDrqKlq07CB12kcpkAmlpaSV0CERERESlRp6SjMjIMLRs1QFSqTlsZLaoV78JQoKvw8enCiIjwrT2j4oKh4+PryCxFofgCaS3d2VMmzE7/+e3R0/CN9+vwLwFy+DrV13AyIiIiKgiEkFj0FtR1q5eisC6DbFw8Wp8/e3PkEjE2Lt7K2xktsjMzNDaNzMjA7KXrFQjNMETyIGD38K1qxcAAPUbNoV/zUAsXfI1jhzcg779hgocHREREZH+JGZmGDdhOm5cu4iPpo/DrE8nIyszEyNHTSjyPpoyvNyQ4Amkp1clnDh2EABQt24jXLpwGqGP7uPkiUPw9PQWODoiIiKqcDQaw94KUbNmIJycXbFvz9/Izc1BeloqDvyzA/XqN4FSqYSNjUxrfxuZLdLTUo3xapSI4AmkUqmEhYUlpFIpAgLrIyTkBgBAKjUvw3k3ERERlV8CXIlGJIJYJNLaJJZIAAD374Wg0gvjHStXqYrw8Ed6PUtDEjyBvBMShElTP8X7H3yO9LRU3L8bAjMzKfq/MQKPHt4TOrwyoV2rprh0dAd++u7LAm3j3hqCu5ePYPigvgJERqWtSWUbHJoSgJjvGuPB3IaY2skjv61tdVucmB6IuIVNcOerBviku5eAkVJpadeyCS79+zd++nZWgbaeXdrhn79+xa1ze3HmwCZ88sG7EIsF/9qmUlKvTgA2r12GG2cP4OyRHRj79jChQyIDCgt9gOycbPToNQBSqRRWVtbo0q0PHj28h8sXz8DJ2QXtO3SHVCpF/QZNEVC7Hs6ePiZ02EUSfCHxLZvXokOn7rCwsMTpk/9Co9FAJBLB0dEZmzauFjo8wY0fNQyD+/dCaERUgbbfln4LkUiE1NQ0ASKj0uZgJcH2CTXx66kneG35HQR4WGHHhFqISMrFxbB0bBtfE5/sCMcf5+NRx8sa/0wOQFhiDjZfThQ6dCqh8aOGYHC/noV+vuvW9seP8z7GxBlzcPLsJdSs7of1v3yPJ/EJ+H3jdgGipdJkZ2eLNcsXYsPm7Xjr3emoUc0Xv6/4AY9jYrH/UNlNGioMARYSz8xIx68rfsRrrw/G3K9/glKlwoP7t/HH7z8jPT0Nq1YuwsBBI9Hn9UFITkrE+rUrEBMdafQ4i0vwBFKhyMWRQ3uheXoyRSIRXN3csX7tCmRkpAscnfBycnPRb8QEfPnR+7CwMNdquxZ0C8tWrcepfzYLFB2VphZ+trAxl+CbA4+h1gDXozLx25knGNXSFeGJOfj9bBzWnI0HANyIysSxu3K0qWbHBLIcy8nJRb83J+HLjybBwlz7852ZlY2pn32DE2cuAgDu3H+ES1dvwr+arwCRUmlrXL8OrK2s8NPKtVCr1bh1+x7+3LITQwb0YQJZgUWEP8LPP31baNujh/ew8NsvjBxRyQmeQNbwr40RI9/FV198AIlEgslTP0MV32pQKpVYu2YZQoKvCx2ioNb+ua3ItmWr1hsxEjI0sRgQifJuz4bQpGarUM/bBlcjM3A1UnuJh8pOFrj5ONn4gVKpWbtpR5FtD0Mj8DA0AgAgkYjRtGE9NGtUD9NnFf7Lh8oXkVj89PP+fExcWnomateqIWBUpoSzLPQl+GCavv2HYse2jQCAxk1awtHRGXO+mIYNf6xEr94DBY6OyHjOPUpDlkKNL3pWgpVUjHre1hjZ3BVONpIC+05o5w4/FwusOx8vQKRkTP17d8Hdiwew6n/zsHDpbzh59pLQIVEpuHItCNk5ufjgvTGwtLRAQM3qeKNfL9jbld11/4j+S/AE0tXVHTeu530hBtZthEsXT0MuT0bQjctwcXETODoi40nOVGHo6nvoVtsBoV83woJ+lfHXlUQoVNp/KU9o644velXCwF/uISZVIVC0ZCw79h1BreY98c6kTzFl/EgMG9hH6JCoFMhT0zBh6mdo36Y5Lhzbjc9nTMbufYegVCqFDo2oWATvws7JyYadnT2USiVqBdTB8aP7AQDW1jZQKvnLkUzLqQdpaLUwOP/nie3cEZ3y/HMwu3clvNncFd3+F4JbMVlChEgCUCpVuHw9GGv/3I63h/XDpm17hQ6JSsGFy9fQd8iY/J/fHv4GnsSxV4HKB8ETyGtXLmD6zDnQaDR4HBWB0Ef3YW5ugTffnoA7d4JffQCiCsLCTISBDZ2xOygJ6TlqAEDXAHucC82bZf9+Rw+80cgZHRffQlRyrpChkhG8N2Y4Avyr4v2P5+dvE4slUKvUAkZFpcXc3By9u3fCoX9PICMz74/Bdq2b4fL1mwJHZiIEmIVd0QieQO7asQmREaGwsLDE1SvnAQAqlRIpyYnYtZOzi8l05Ko0+LynN2p5WGHOvkj0ruOIDv726LDoFqo4WeCLXpXQicmjyTh/+TqmTngLvbq2w8Gjp1HV1wdvDn4N2/ccFjo0KgUKhQJT3xuNGtV88ePSVejcvjVaNW+MASPGCx2aSXjZ9aqpeEQuPoFl8lUUiUSYOPkjLF/63Sv3lTk6GyEiYdy5eAgAYGaWl+s/Gx/z1oQZWLfyBwCAhYUFFAol1GoVLl4NwlsTZggTrBGkJycio99vQodhMI18bPDTEF/U8rBCZHIuvtgdib03k/FJdy/M6lkJuS+Mh4xIykGDr4MEitbwbHaOgczJXegwDObOhbwhO2ZmeROllEoVAKBW854A8hYSnzxuBKr4eCMlJRV7Dh7D4uVrkauomMN70pOewNbeQegwjKZu7ZqY/+VMVK/qi+jYJ/hu8QocOXZa6LCMJk2eIthj53aZZ9Djmx8pP8vxlJTgCaS5uQW6dOsDHx9fSMyk+dvt7OxhZW2D2Z9PeeUxKnICSdoqegJJ2ip6AknaTC2BNHXCJpBzDXp88yMFrxxX0Qg+C3vw0FGoU7chYmOjUbWaPyIjHkGlUiInJxvLl3K9MyIiIqKyRvAxkLUC6uKb+Z8gMyMdrdt2xp5dWwAAXbq9hvoNmuLQgV0CR0hEREQVCifR6E3wCqRILEZ2Vt4MNKVSAcnTsX5Hj/yDNu06CxkaERERERVC8AQyIvwRho0YAzMzKeKexKBHz36wsZEhILAexOKCV+AgIiIiImEJ3oX9919/YMjwMdBAg317/sbocVPQuWsfaDRq7N29VejwiIiIiOgFgieQiYnx+ZNl7t8LwVezPoCbuyfk8mSkCjhDi4iIiCoojoHUmyAJpKubx0vbs7OzYGFhCVc3D8THxRopKiIiIjINTCD1JUgC+ems4i/PM33KKMMFQkREREQ6EySBnDf7QyEeloiIiAisQOpPkAQyOTkRACAxM4O9vQOSEhO02v2q+iM87AHUarUQ4RERERHRSwi2jI+VlTVmfDQXXbv3LdDW/40ReP+Dz2H2n0sbEhEREZUGkUZj0JspECyB7NGrP9LSUrF964YCbUsXz4dKpUSXbn0EiIyIiIiIXkawBDKwTgNs/3s9FIrcAm0KhQLbtm5Ao8YtBIiMiIiIKjaNgW8Vn2AJpK2dPWJjHhfZHhMdCXsHRyNGRERERETFIVgCmZOTDRuZbZHtdvYOyMrKNGJERERERFQcgiWQD+7dRsdOPYts797jddy9E2zEiIiIiMgkaDSGvZkAwS5leGD/TkybMRtOzi44efwQ4uOfQCIWw93DG5269IJPZT8s+n62UOERERERUREESyDjnsRg2ZJvMGDQSEyZNit/u0ajwYP7t/HTonlISkp4yRGIiIiISsI0qoSGJFgCCQCPH0dg6ZKvIZPZwtnZFSqVComJ8Rz7SERERFSGCZpAPpOenob09DShwyAiIiJTYCLjFA2pWAlkh7atin3A46fOljgYIiIiIir7ipVA/rV+ZbEOptFo4OFXX6+AiIiIiAyLFUh9FSuBdPetZ+g4iIiIiKicKNE6kJYWFujTswvGj3kzf5u7u2upBUVERERkOLyUob50TiDr1QnA1XOH8OVnH+KLT6YDACp5e+LC8X1o14bXriYiIiKq6HROIOd9+REWL/0Vzdr2hFqjBgBEPY7B1Jlf4MtPp5V6gERERESlSaQx7M0U6JxA1g7wx5p1mwHkTZp5Zve+Q6heza/0IiMiIiIyCHZh60vnBDIrKxuVvD0LbG9Yvw5SU7mWIxEREVFFp/NC4us3bcP635bil9XrIRaJ0at7Z9QO8Mc7bw7B2o1bDBEjERERUSkyjSqhIemcQC5cvBwxsU/wzltDkJOTgyUL5yIsPBILfliKDZu3GSJGIiIiIipDSnQpww2btmHDJiaLREREVA7xUoZ6K1EC2adnF3Tp2A6eHm7IzslBbGwc9h44glNnLpR2fERERERUxug8iebTGe9j2aJvYG9vh/sPQxH1OAbu7m5Yt+onTJv8riFiJCIiIipFnIWtL50rkCOGDsDA4WNx5VqQ1vYmjerj918WY/GyX0stOCIiIiIqe3ROIMViMYJD7hTYHhQcAqlUWipBERERERkMx0DqTecu7NW/b8S0ye/CzOx57ikSiTDp3Xfwy+r1pRocEREREZU9xapA/rNjg1ayHlCzOsaOGo7IxzHQqNXw9vaEmUSCa0HB7MImIiIiKkPOH9+LFh36FNju5OiAYwf+Rv3mXXQ+ZrESyKMnzmj9fOzkmUL3M5NIdA6AiIiIyJhEJjLRpW3r5mjfpiV8Knnj84+mFmiv6lcZNtbWJTp2sRLIH5asKNbBZk57r0RBEBEREVHpSkmRw8baChKJGE0a1S/Qnp2djemffFWiY5doHch2bVqgft3aMDc3z9/m6eGGAX17YeHi5SUKhIiIiMgoTGQSzc1bd/Dp7AXQAPhs9oJSPbbOCeT0KeMxddJY3H/wCIEBNXHjZgiq+lVBdMwTfPzF16UaHBERERHp57PZC1C7lj+qV/OFpaVlgfYt23brfEydE8i3hg9Cr35v4tbtu4i4dxk9Xh8OSwsLLFk4F6lpaToHQERERGRcplGBfOaLT6dh8vh3kJqWhpycXK02jUZjnATS3s4Wt27fBQColCqIRCJk5+Tg4y++xsFdf+Lg4eM6B0FEREREhvHm0IEYMnICjp86W2rH1HkdyEeh4Rj15hCIRCJExzxB9y4dAAAyG2u4ubqUWmBEREREhmFalzJUKpQ4dfZCqR5T5wRy/ndLMPuz6bC2tsKadZvw+y+LcfLwDhw/uA2Hj54s1eCIiIiISp1p5Y9YvuoPTBz3VqkeU+cu7GMnz6J2o/bIys7Gb39swp17D1C/biCiY2Kx55/DpRocEREREemnWZMGaNq4AcaPGYmoxzFQq7Wz3N4D3tT5mCVaxicrOzv//2fOXcKZc5cAAP1e64Gdew6U5JBERERERlIGy4QGdOfuA9y8dadUj1miBLIo//thHhNIIiIiojJkwQ9LS/2YpZpAikSi0jwcERERUekzkYXEn/lw6oQi28wkEny36Gedj1mqCaTGxE4IERERUVnXuUMbrZ9FIhG8PN0hs7HBmfOXSnTMUk0giYiIiMo6kYmNgezVv/BJMsMH94eXl0eJjlnsBPLzj6a++mAS5qNERERE5cGfW3bg5OEd+GHJCp3vW+yMr0mj+q/c5+LlazoHUBrSkxMFeVwShs3OMUKHQEaUnvRE6BDIiNLkKUKHQCbBtCqQRalXJwBOjg4lum+xE8j+Q0eX6AGMwd6Kk3dMhTxLA3trqdBhkJHIMxVImBAkdBhkJC4r6/H73ITIswRM4kxszkbw5WMF5qlIpVI42Nthxap1JTom+5yJiIiIKrB53y4usC07OwcPH4UhOORuiY7JBJKIiIjISLp274s27brA0tISYaEP8dem35CUmIAa/rXRb8BwuLl7ICUlGQf2bceVy+dK5TH/+ns3AEAikcDTww0ajQYxsXFQq9UlPiYTSCIiIiIjaN22MwLrNMDiH+YgJzsL/QYMR4dOPfHvob0YO34a9u3egnNnT6CGfwBGjZmMuLhYREaE6v241lZW+PHb2ejdswvMpXnDwLJzcrB91z/49MtvkJOTq/MxmUASERGRaRFoDGTHzj3xx5qfkfJ08u+mjaufbu+FhPhYnDxxGAAQcusGgoOuomXrDqWSQM7/6mNU9vHG2Pc+RFh4JEQiEar6VsHUSWPxxSfTMGvOdzofs0QJpIe7G/r37QlvL4/8B61XtzaCboaU5HBEREREFZq9gyMcHZ3g6uaBt0ZNhLWNDPfu3MLWLX/Ax6cKIiPCtPaPigpHw0bNS+WxO7Vvgy69ByMhMSl/2917D3HjZgj2bV9fogRSrOsd2rVpgfMn9qJLp7Z4e8RgAICXpwd2bPoN/fv21DkAIiIiIuPSGPhWkIO9IzQaoG69Rlj841wsXDALTs4uGDLsHdjIbJGZmaG1f2ZGBmQyu1J5thYW5sjKyiqwXS6Xw9HBvkTH1DmB/PyjqZg87TMMHDYWmqcvUnRMLN4aN+Wl11okIiIiMlViiRnMzMywd9cWZGakIyUlCfv3bUfdeo2LvI+mlNarvHj5GhbM/Qwuzk7521xdnPHNnM9KvIa3zl3YNar5Yd+BfwFoX/v67PnL8KnkVaIgiIiIiIzH+GMgMzPTAQBZ2c8rgUmJ8RCLxRCLxbCxkWntbyOzRXpaaqk89sezvsaGNUsRfPkYMjIyodFoIJPZ4NqNYLw7eWaJjqlzApmYnIzAAP8C6wZ1bNcKcfEJJQqCiIiIyFhEAkyiiY97gqysTPj4+OLunWAAgJOzK1QqJUJu3UCTpq219q9cpSrCwx/p/bjm5lKYm0vRpfcQBAbURGUfbwBAckoKLl25AZVKVaLj6pxALv9lLTb9sQIbN2+HRCzBhLFvoXatGujbpzvmfP1jiYIgIiIiqsjUahXOnz2B114fgtjYx1Cr1Ojesx8uXTiDSxdOo1uP19G+Q3ecPXMUtQMbIKB2PSz+YY5ej2lnZ4u929bhytUgTPt4Nm7dvotbt/MKgIf3/oXcXAUGDBtdomV8RC4+gTqn4e3btsSoEYPhW8UHarUaYRGR+GPjVpw8fV7nAEoDL31lOngpQ9PCSxmaFl7K0LQIeSlDTbOxBj2+6OLqQrdLJBL0GzAcjZq0hEatxq3g69j+9wbk5GSjajV/DBw0Em7unkhOSsSeXVtwM+iKXnHMn/0xatfyx4h3JiErO1urzdLCApvXrcTZC5fx/aKfdT52iRLIsoZfOKaDCaRpYQJpWphAmhZTTCCN7eKp/XhrzPu4c+9Boe21a/njtxU/omXH13Q+ts5d2C+baW0mkeC7EmSxRERERFS63Fyci0weASDkzj14eriX6Ng6J5CdO7TR+lkkEsHL0x0yGxucOX+pREEQERERUenKyMiEs5MjEpOSC213d3dFalpaiY6tcwLZq/+bhW4fPrg/vLw8ShQEERERkdEIdClDYzt97iLee/dtzPt2SaHtH06ZgOMnz5bo2KV2Lew/t+zAycM78MOSFaV1SCIiIiIqoYVLVuDgrj/hU8kbq37fiEeh4TAzk8C/RjVMHv8O6tcLRNc+Q0p07FJLIOvVCYCTo0NpHY6IiIjIQEyjAvngYSheHzwKC+Z+hr3b1uVfAEaj0eD0uUvoPWAkIqOiS3RsnRPI4MvHtK5AAwBSqRQO9nZYsWpdiYIgIiIiMhoT6cIGgOCQu3jtjbfh4uyEyj7eUCqVCI98DLlcv6vc6JxAzvt2cYFt2dk5ePgorMDVaYiIiIhIeAmJSUhITCq14+mUQEokEnh7eWLRT7+UWgBERERExmU6FUhDEeuys0qlwjsjh8DB3s5Q8RARERFRGadzF/ZPy3/DbysXYe8/hxEVHQtFrkKr/fipkk0HJyIiIjIGESuQetM5gZw/+2MAQJuWzQq0aTQaePjV1z8qIiIiIiqzip1Aenl6IDomFu6+9QwZDxEREZFhsQCpt2KPgTx3fI8h4yAiIiKicqLYFUiRSGTIOIiIiIiMhCVIfRU7gXxx8XAiIiKi8ok5jb6KnUBamJtj3/YNr9yv94A39QqIiIiIiMq2YieQarUax06eMWQsRERERIbHXlW9FTuBVCiV+GHJCkPGQkRERETlACfREBERkYlhBVJfxV7G5/yFK4aMg4iIiIjKiWJXIAePHG/IOIiIiIiMgwVIvRW7AklEREREBAicQDo5u6Bh4+bw9ateaPvgoaOMGxARERGZAI2BbxVfsbuwS1uduo3w9uj3kJ2dDUtLS0SEh2LNqv8hIyM9f58mzVpjy+a1QoVIREREFZDIwEmeKaSQglUge/YegC2bfscXn07Gl59NQVqqHO+9/wksLC3/sxdnfhMRERGVNYIlkM7Orrh86SwAICsrE2vXLENMTBTGvvsBxOJnYZlCDk9ERERGpdEY9mYCBEsgU9Pk8Knsp7Xtz/W/QqVS4Z0x78PMTCpQZERERET0MoIlkCeOHsD492agZesO+dvUajVW/7IEAPDJrAUQiyXCBEdEREQVGCfR6EuwSTRnTh9FaqocUnNzre1KpQK/rfofGjdpiWYt2gkUHREREREVRbAEEgBuBhV9dZsrl8/hyuVzRoyGiIiITINpVAkNiQuJExEREZFOBK1AEhERERkdC5B6YwWSiIiIiHRSJhNIS0sroUMgIiKiCouzsPUleALp7V0Z02bMzv/57dGT8M33KzBvwbIir5FNREREVGJcSFxvgieQAwe/hWtXLwAA6jdsCv+agVi65GscObgHffsNFTg6IiIiInqR4Amkp1clnDh2EABQt24jXLpwGqGP7uPkiUPw9PQWODoiIiKqaETQGPRmCgRPIJVKJSwsLCGVShEQWB8hITcAAFKpuYmcAiIiIqLyRfAE8k5IECZN/RTvf/A50tNScf9uCMzMpOj/xgg8enhP6PDKHG9vL6xZvQJB1y7gwtnjmDljGkQikdBhkYF4e3ti5c+Lcfn8cVw48y8WfjsPdna2QodFeujmB8ROFWFTv4Kf2/aVgfNvi5A2Q4SwSSLMaq3d/mUbIGySCOkzRLj1rghv1TVS0GQQ/D4XEifR6EvwBHLL5rUIun4J9+7ewopl30Oj0UAkEsHR0Rlb/1ordHhlzoplS5CcnII27bti6IhR6NWzG0aPGil0WGQgvyxfguSUFLTr1BO9Xx8MP78q+GTmNKHDohKa2QL4qZsI95MKtlWyBfYOFuG3Gxo4/KhBv781mN5MhBGBee3TmgFv1RWh2yYN7H7UYM4pDdb0FqGhu3GfA5Uefp9TeSZ4AqlQ5OLIob3Yu3srUlKSIBKJ4OrmjvVrV0Cekix0eGVK3bqBqFnTH3PnL0BqaipCQ8Pwy69rMHTIIKFDIwOQyWS4GRyChT/+hMzMLCQkJGLnrr1o2rSR0KFRCWUrgWZrNXhQyFebuw2w6nreTaUBrj8BjoQB7SrnVaSuPwGG79LgXhKg1gBbbgMp2UCAizGfAZUWfp8LjLOw9Sb4lWhq+NfGiJHv4qsvPoBEIsHkqZ+him81KJVKrF2zDCHB14UOscwIrF0bjx9HQy5Pzd8WEnIbfn6+sLGxRkZGpoDRUWlLT0/Hp5/P0drm5eWJ6OhYgSIifS29XHTblVjgSqz2L54q9sCNuLxtx8Kfb7cyA96pD6gBHA0r/TjJ8Ph9TuWd4Alk3/5DsWPbRgBA4yYt4ejojDlfTEMV32ro1XsgE8j/cHR0QIpcrrVN/vRnJ0cnfuFUcHXq1MbIEUMwacpMoUMhI5jcBKjmAKy5ob39154ijGsoQmiKBn23ahCbIUh4pCd+n1N5J3gXtqurO25cvwQACKzbCJcunoZcnoygG5fh4uImcHTlh8ZEBu2aqkYN62Pt6uX4buESnDx1RuhwyMAmNQbmthWhz1YNYtK1297dr4HNQjW+OqXBgSEiNOAYyAqH3+fGwEk0+hI8gczJyYadnT2srW1QK6AOQm7l/bltbW0DpVIhcHRlS1JiEhwcHLS2OTo65rUlFTIqnyqEjh3aYvUvSzF77gJs+HOL0OGQgc1rL8InLUVot0GD848L3ydTAay7CZyKBMbU56zd8ojf51TeCd6Ffe3KBUyfOQcajQaPoyIQ+ug+zM0t8ObbE3DnTrDQ4ZUpQTeD4e3lCQcHe6Sk5HV11KtXB/fvP0BmZpbA0ZEhNGxYHwu/nYfJU2fi7LkLQodDBjatGTA0AGi1ToPIVO22PYNEOBKmwf8uPd8mEedNuKHyh9/nAjORiS6GJHgFcteOTdiz6y8cPrgbv674EQCgUimRkpzIZXxecPvOXQQFBePLWZ/B1tYW/v41MP7dMVi/cZPQoZEBSCQSLJj3JRb/72cmjybA1x6Y206EAdsKJo8AcCpSg5ktRKjvBohFQJ/qQBdfYPd9/iIsj/h9TuWdyMUnsEx++4hEIkyc/BGWL/3ulfvaW5lOF46Huzvmzf0SLZo3RUZGJjb+uRlLf14pdFhGI8/SwN5aKnQYRtGkcUNs3rgGOTk5Bdq69uyP6OgYAaIyLnmmAgkTgoQOo9RkfZT3XSV9+qe7Qp33r9X3GsxqDcxpJ0KuSvs+4XKg1i8aiAB80QYYVU8EN2sgPBX47pwG624aL35Dc1lZj9/nJvZ9LhRxnb4GPb46eLdBj18WCJ5AmptboEu3PvDx8YXE7HliYGdnDytrG8z+fMorj2FKXzimzpQSSKp4CSS9nKklkKaOCWT5JngX9uCho1CnbkPExkajajV/REY8gkqlRE5ONpYv/Vbo8IiIiKiCEWk0Br2ZAsEn0dQKqItv5n+CzIx0tG7bGXt25c0y7dLtNdRv0BSHDuwSOEIiIiIi+i/BK5AisRjZWXkzzpRKBSRmeTnt0SP/oE27zkKGRkRERBUS14HUl+AJZET4IwwbMQZmZlLEPYlBj579YGMjQ0BgPYjFEqHDIyIiIqIXCN6F/fdff2DI8DHQQIN9e/7G6HFT0LlrH2g0auzdvVXo8IiIiIjoBYLPwn6RhYUl3Nw9IZcnI1WeUqz7cNae6eAsbNPCWdimhbOwTYuQs7AltXsb9PiqkH0GPX5ZIEgF0tXN46Xt2dlZsLCwhKubB+LjYo0UFREREREVhyAJ5Kezir88z/QpowwXCBEREZmgMtX5Wi4JkkDOm/2hEA9LRERERKVAkAQyOTkRACAxM4O9vQOSEhO02v2q+iM87AHUarUQ4REREVGFxgqkvgRbxsfKyhozPpqLrt0LXk6o/xsj8P4Hn8PMjJMliIiIiMoawRLIHr36Iy0tFdu3bijQtnTxfKhUSnTp1keAyIiIiKhC02gMezMBgiWQgXUaYPvf66FQ5BZoUygU2LZ1Axo1biFAZERERFSRiQx8MwWCJZC2dvaIjXlcZHtMdCTsHRyNGBERERERFYdgV6LJycmGjcwWGelphbbb2TsgKyvTyFERERFRhWci3cyGJFgC+eDebXTs1BN7d28ptL17j9dx906wkaMiIiIiMrx+A4ajQ6ce+GDyWwCAGv610W/AcLi5eyAlJRkH9m3HlcvnBI6yaIIlkAf278S0GbPh5OyCk8cPIT7+CSRiMdw9vNGpSy/4VPbDou9nCxUeERERVVjCViC9vSujafM2+T/b2zti7Php2Ld7C86dPYEa/gEYNWYy4uJiERkRKmCkRRMsgYx7EoNlS77BgEEjMWXarPztGo0GD+7fxk+L5iEpKeElRyAiIiIqX0QiEQYNHYXjR/ej92uDAACNmrREQnwsTp44DAAIuXUDwUFX0bJ1ByaQhXn8OAJLl3wNmcwWzs6uUKlUSEyM59hHIiIiMiDhKpCtWndEbm4urlw6l59A+vhUQWREmNZ+UVHhaNiouQARFo+gCeQz6elpSC9iMg0RERFRRSCztUP3Xv2wbMk3WtttZLZIiYrQ2paZkQGZzM6Y4elEsGV8iIiIiAQh0ELi/QYMx7kzxxEXF1u8MMvwJReZQBIREZGJ0Rj4VlAN/9qoXNkPhw/uKdCWlpYKGxuZ1jYbmS3S01L1e5oGVCa6sImIiIgqsibNWsHB0QlfzV8CIG8yDQDM//ZnHPt3f4Gr71WuUhXh4Y+MHWaxMYEkIiIi0yJAz/DObX/in73b8n92cHDCtBmzsfDbWRCJxOjSrQ/ad+iOs2eOonZgAwTUrofFP8wxfqDFxASSiIiIyMCysjK1VpmRiCUAAHlKMgBg1cpFGDhoJPq8PgjJSYlYv3YFYqIjBYm1OEQuPoFld4RmMdlbmcqly0mepYG9tVToMMhI5JkKJEwIEjoMMhKXlfX4fW5C5FnCpR9m/p0MenzlvaMGPX5ZwEk0RERERKQTdmETERGRSRGV4eVxygtWIImIiIhIJ6xAEhERkWl5yWLfVDxMIImIiMjEMIHUF7uwiYiIiEgnrEASERGRiWEFUl+sQBIRERGRTliBJCIiItPCAqTeWIEkIiIiIp2wAklEREQmhiVIfbECSUREREQ6YQWSiIiITAsXEtcbE0giIiIyKbwWtv7YhU1EREREOmEFkoiIiEwMK5D6YgWSiIiIiHTCCiQRERGZFk6i0RsrkERERESkEyaQRERERKQTJpBEREREpBOOgSQiIiITwzGQ+mICSURERKaFk2j0xi5sIiIiItIJK5BERERkYliB1BcrkERERESkkwpRgZRn8S8JUyLPVAgdAhmRy8p6QodARsTvczIGEcdA6q1CJJD2ViKhQyAjkWdpYG8lEToMMhJ5loqfbxMiz9IgYWKw0GGQkbisqCN0CKQHdmETERERkU6YQBIRERGRTipEFzYRERFR8XEMpL6YQBIREZFp4SQavbELm4iIiIh0wgokERERmRhWIPXFCiQRERER6YQVSCIiIjIxrEDqixVIIiIiItIJK5BERERkWjgLW2+sQBIRERGRTliBJCIiIpMiEjqACoAVSCIiIiLSCSuQREREZFo4BlJvTCCJiIjIxDCB1Be7sImIiIhIJ6xAEhERkYlhBVJfrEASERERkU5YgSQiIiLTwkk0emMFkoiIiIh0wgokERERmRhWIPXFCiQRERER6YQJJBERERHphF3YREREZFo4iUZvrEASERERkU5YgSQiIiKTIuIkGr2xAklEREREOmEFkoiIiEwLx0DqjRVIIiIiItIJK5BERERkYliB1BcrkERERESkE1YgiYiIyMSwAqkvJpBERERkWpg/6o1d2ERERESkE1YgiYiIyMSwBKkvQRNIb+/KcPfwwr17IUhPS4WXtw9atGwPtVqN4JtX8eD+HSHDIyIiIio1Tk4u6P/Gm6hazR9qtRp3QoKw/e8NyMrKRA3/2ug3YDjc3D2QkpKMA/u248rlc0KHXCTBEsimzVpj6IixyMrKhEatxupfFmPCpJl4+PAexGIxJrSdiU1//oYrl84KFSIRERFVSMJUIMeO/wCREWGY88U0WFhYYuz4D9C3/1Ac2LcDY8dPw77dW3Du7AnU8A/AqDGTERcXi8iIUEFifRXBEshOXXpj/doVuH7tItq064yRoyZi+98bcOniGQBAYJ0G6NN3MBNIIiIiKvcsLa0QGRGGPbv+Qm5uDnJzc3Dp4mm069AdjZq0REJ8LE6eOAwACLl1A8FBV9GydYcym0AKNonG0ckZ169dBABcOHcSTs6u+T8DeS+eo5OzUOERERFRBSXSaAx6K0x2dhY2bVyN9PS0/G2Oji5ITkqEj08VREaEae0fFRUOHx9fA74K+hEsgczMSIeLixsAQKFQ4Py5E1AoFPntnl6VtF5kIiIioorCp7If2rbvguNH98NGZovMzAyt9syMDMhkdgJF92qCJZAXzp/C+PdmwKeyHwBgy6bf89vadeiGcROm4+L5U0KFR0RERBWWxsC3l/OrWgMTJs3E7p2bcTsk6CVRlt3Z4oKNgTy4fyeys7NgYWFRoM2/ZiBOnTiMo0f+ESAyIiIiqtAEzMtq12mAkW+Nx5a/1uLalQsAgLS0VNjYyLT2s5HZIj0tVYgQi0XQZXxOHDtY6PbVvyw2ciREREREhuXrVx0jRr6L339bhnt3b+VvjwwPRbMWbbX2rVylKsLDHxk7xGLjlWiIiIjIxBi/C1ssFmPo8DH4Z+82reQRAK5cPgsnZxe079AdUqkU9Rs0RUDtejh7+lipPuvSxCvREBERERmYr191eHh6o9+AYeg3YJhW2zdzP8aqlYswcNBI9Hl9EJKTErF+7QrEREcKFO2riVx8AsvuCM1isrcSCR0CGYk8SwN7K4nQYZCRyLNU/HybEHmWBgkTg4UOg4zEZUUdwR7b2t3XoMfPfBJm0OOXBWWyC9vS0kroEIiIiIioCIInkN7elTFtxuz8n98ePQnffL8C8xYsg69fdQEjIyIiogpJozHszQQInkAOHPwWrl3Nm8Zev2FT+NcMxNIlX+PIwT3o22+owNERERER0YsETyA9vSrlL+dTt24jXLpwGqGP7uPkiUPw9PQWODoiIiKqeIRdSLwiEDyBVCqVsLCwhFQqRUBgfYSE3AAASKXmJnIKiIiIyJiEuBZ2RSN4AnknJAiTpn6K9z/4HOlpqbh/NwRmZlL0f2MEHj28J3R4ZY63txfWrF6BoGsXcOHsccycMQ0iEWepVmRt27TC+TNHsWTRd0KHQgbGz3fF080PiJ0CbHq9YFv7ysD5t4G0D4Gw94BZrQs/hpcMSJ0OzG5j2FiJdCH4OpBbNq9Fh07dYWFhidMn/4VGo4FIJIKjozM2bVwtdHhlzoplS3D/wUO0ad8Vzs5OWLN6BZISE/Hb7+uEDo0MYNzYURj0Rn+EhUcIHQoZAT/fFcvM5sCY+sD9pIJtlWyBvYOA6f8Ca24Add2Ao8OA0BRgo/Ya0/ipq6l0ilJ5IngFUqHIxZFDe7F391akpCRBJBLB1c0d69eugDwlWejwypS6dQNRs6Y/5s5fgNTUVISGhuGXX9dg6JBBQodGBpKTk4sBb4xAOBPICo+f74onWwU0+wN4UMivMncbYNX1vJtKA1x/AhwJA9r5aO/XsxoQ4ALsvm+EgIl0IHgCWcO/NmbPzbv2tUQiwZRpszDj43mYPW8JatdpIGxwZUxg7dp4/Dgacvnzi6uHhNyGn58vbGysBYyMDGXd+j+Rnp4udBhkBPx8VzxLLwOpOYW3XYnNqz7+VxV7IOL56YelGbCsKzDxAKBUGy5O08RJNPoSPIHs238odmzbCABo3KQlHB2dMeeLadjwx0r06j1Q4OjKFkdHB6TI5Vrb5E9/dnJ0EiIkIiol/HybtsmNgWqOwJqg59u+bA2cjMy7EZU1gieQrq7uuHH9EgAgsG4jXLp4GnJ5MoJuXIaLi5vA0ZUfGhP5i4fIFPHzXbFNagzMbQv02QrEPO1wCHAGRtUDZhwVNrYKiwuJ603wSTQ5Odmws7OHUqlErYA6OH50PwDA2toGSqVC4OjKlqTEJDg4OGhtc3R0zGtLKmSUNhGVG/x8m6Z57YBRdYF2G4Hg+OfbV/QAPj8BJGYJFxvRywieQF67cgHTZ86BRqPB46gIhD66D3NzC7z59gTcuRMsdHhlStDNYHh7ecLBwR4pKXldW/Xq1cH9+w+QmclvGaLyjJ9v0zOtKTC0NtBqPRD5n7GPle3ylvgJdAG+75i3TWYOqDVA3xpA49+FibdiMY0qoSEJnkDu2rEJkRGhsLCwxNUr5wEAKpUSKcmJ2LVzs8DRlS2379xFUFAwvpz1GWbPmQ9PTw+Mf3cMfl7+i9ChEZGe+Pk2Lb72wNx2QKt12skjAESlAZWWaW9b1Dlv+/fnjRdjxcYEUl8iF5/AMvkqikQiTJz8EZYvffXiyfZWprPQroe7O+bN/RItmjdFRkYmNv65GUt/Xil0WEYjz9LA3koidBhGcyvoIgDAzCzvbz2lUgkACKzXTLCYjEmepeLn28Q+3wkTK07PU9bMvH+lT2cbKJ7OpLZamLdo+Jy2QK5K+z7hcqDWrwWP9XtvIEwOzDltuHiNzWVFHcEe28bF06DHz0iIMejxywLBE0hzcwt06dYHPj6+kJhJ87fb2dnDytoGsz+f8spjmNIvGFNnagmkqTO1BNLUVbQEkl5O0ATS2cOgx89IjDXo8csCwWdhDx46CnXqNkRsbDSqVvNHZMQjqFRK5ORkY/nSb4UOj4iIiIheIPgYyFoBdfHN/E+QmZGO1m07Y8+uLQCALt1eQ/0GTXHowC6BIyQiIqKKhP0a+hO8AikSi5GdlTfDUKlUQPJ0rNfRI/+gTbvOQoZGRERERIUQPIGMCH+EYSPGwMxMirgnMejRsx9sbGQICKwHsZhj3YiIiKiUcSFxvQnehf33X39gyPAx0ECDfXv+xuhxU9C5ax9oNGrs3b1V6PCIiIiI6AWCz8J+kYWFJdzcPSGXJyNVnlKs+3CWpungLGzTwlnYpoWzsE2LkLOwZU6GvVRyelKcQY9fFghSgXR1e/n0+ezsLFhYWMLVzQPxcRV/KjwREREZU5mqnZVLgiSQn84q/vI806eMMlwgRERERKQzQRLIebM/FOJhiYiIiExmooshCZJAJicnAgAkZmawt3dAUmKCVrtfVX+Ehz2AWq0WIjwiIiIiegnBlvGxsrLGjI/momv3vgXa+r8xAu9/8DnM/nNpQyIiIqLSoTHwreITLIHs0as/0tJSsX3rhgJtSxfPh0qlRJdufQSIjIiIiIheRrAEMrBOA2z/ez0UitwCbQqFAtu2bkCjxi0EiIyIiIiIXkawBNLWzh6xMY+LbI+JjoS9g6MRIyIiIiKi4hDsSjQ5OdmwkdkiIz2t0HY7ewdkZWUaOSoiIiKq6EScha03wSqQD+7dRsdOPYts797jddy9wysSEBERUWnjJBp9CVaBPLB/J6bNmA0nZxecPH4I8fFPIBGL4e7hjU5desGnsh8WfT9bqPCIiIiIqAiCJZBxT2KwbMk3GDBoJKZMm5W/XaPR4MH92/hp0TwkJSW85AhEREREJcAubL0JlkACwOPHEVi65GvIZLZwdnaFSqVCYmI8xz4SERERlWGCJpDPpKenIb2IyTREREREpYsVSH0JNomGiIiIiMqnMlGBJCIiIjIeViD1xQokEREREemEFUgiIiIyLSxA6o0VSCIiIiLSCSuQREREZGJYgtQXE0giIiIyMUwg9cUubCIiIiLSCSuQREREZFJEvJSh3liBJCIiIiKdsAJJREREJoYVSH2xAklEREREOmEFkoiIiEwLC5B6YwWSiIiIiHTCCiQRERGZGJYg9cUEkoiIiEwME0h9sQubiIiIiHTCCiQRERGZFi4krjdWIImIiIhIJ6xAEhERkYlhBVJfrEASERERkU5YgSQiIiKTImIFUm+sQBIRERGRTliBJCIiItPCAqTemEASERGRiWEGqS92YRMRERGRTliBJCIiItPChcT1xgokEREREemEFUgiIiIyMcJUIJ2cXDBo6ChUrVYTubk5uHj+JPbu3gpNOayIMoEkIiIiMoLR46YiNiYKX82aCltbO4x/bybS0lJx/OgBoUPTGbuwiYiIyMRoDHwryKeyH7y8fbD97w3IyspEXFws/j28F63adDLUkzQoJpBEREREBubj44ukxHhkZmbkb4uKCoebmwcsLCwFjKxkKkQXtjyr/I0doJKTZ6mEDoGMiJ9v0+Kyoo7QIZAJEOJ7xUYm00oeASAzIx0AIJPZIicn2+gx6YMVSCIiIiIBacrhwuZMIImIiIgMLC0tDdY2Mq1tNjJbAEB6WpoQIemFCSQRERGRgUWGP4KTk4tWElmlSlXExEQhNzdHwMhKhgkkERERkYE9fhyBiPBHGDhoJKysrOHpVQmdu/XB6RNHhA6tRJhAlgFOTi5Ysmwd3Nw9hQ6FjIDn27TwfJsWnm96md9/WwpLSyvM+fp/eG/yxzh7+hjOnD4qdFglUiFmYZd1bu6e6NGrP2rUCICFpSXSUlMRfPMqDvyzA1lZmYLF1a5DN3To1AMymR1ioiOxdfNaREWFCxZPRVFWz7e5uQUGDx2FJs1a45t5HyPuSYxgsVQkZfV8t27TCR069YCdvQMSE+Oxf+823Ay6Klg8FUVZPd/de/ZD85btYGNji+SkBPx7ZB8uXTgtWDxUOHlKMlatXCR0GKWCFUgD8/aujOkzvkJKchK+W/A5Pv7wXaz+dQm8vH0wdfoXkEqlgsRVt15j9OozEH+uX4XPP34PIcHXMW7ihzA3NxcknoqirJ5vO3sHzPh4LtTl8HJZZVlZPd/16jdBn76DsHH9r/h05gQc+3c/3n5nEpxd3ASJp6Ioq+e7Q6ceaNqsNVYu+x6fzHgXB/fvxLARY1GpUhVB4iHTwAqkgQ0c/Bbu3L6J3Ts352+LiY7EqpWLMXDQSNjZO0KjVmvdx9nZFYOGjkLlKlWh0WhwOyQIW/9ai5zsbIhEIrzefxgaNm4BS0srJMTHYteOzbh39xbMzc0xaMgoBNSuBzOpFDHRUfh7yzo8LqSq2KJVe1w4dxIP7t8GABw8sAst23REnXqNcfXyOcO+KBVYWT3fMpktdu3cjJjHkWjWvI3BXwdTUVbPt1QqxZ7dWxAW+gAAcOnCabzebyiq+FZDYkKcYV+UCqysnu/HUeFYv3YF4uJiAQDXrl7AG0PehruHF3uVyGBYgTQgma0dqlbzx8kThwq05ebmYNPG1YV+mQ8dMQbp6Wn48rMp+Gbex/Dy9kGXrn0AAI0at0DDxs2xaOFsfPzhOBw6uBsj3noXYrEY7Tt2h5e3D76Z9zE++2gibly/hCHD3ik0tko+voiMCNXaFv04Ej4+vvo/cRNVls939ONI3Lp5rXSfsIkry+f7yuVzOHv6WP7PVlbWsLS0QnJSYik9e9NTls/3/Xu3ER7+CAAglZqjTbvO0KjVuH8vpBRfASJtrEAakLOzKwDk/1VYXL+u+BEAoFQqoExX4N6dW/Cp7AcAsLC0hEatgUKhAADcuHYJQdcvQ6PRwMLCCmq1GgqFAmq1GsePHijyAu2yIlbElz1dk4p0V5bPN5W+8nS+hwwbjcjIMISF3tcpVnquPJzvIcNGo2XrDkhMiMfqX5cgNVWu69MkKjYmkAakUuVdck8iluh0P1+/Guj92htwd/eEmVQKsViC0Ef3AADXrlxA02ZtMHvuYty9cxPBN6/hyuVzUCmVOH3qX9St1whzvv4fQm7dQHDQVdy4fgmaQsa9FTUUjiPkSq4sn28qfeXhfIvFEgwfOQ5uHp5Y/tO3fG/ooTyc7782rcGObRtQv2EzjH9vBpb9b0GhXd5EpYFd2AaUlBgPtVoNd0+vYt/HwtISY8ZNxcMHd/Dl51Mxc9pYrb86s7Iy8b9F8/DL8oWIexKL3q+9gfenfgaxWIyU5ER8981nWPf7cmSkp2HwsHfw9uhJhT5OenoqbApZET89LbVkT5bK9Pmm0lfWz7dUKsW7E6fDwcEJSxd/jfT08neli7KkrJ/vZ3Jzc3Hpwmk8engPLVq2K9FzJSoOJpAGlJmZgfv3bqNT514F2qRSKT78aA6qVquptd3NzROWVlY49u9+KBS5AADvSpXz2yVmZrCwsMSjh/ewd/cWLFr4FXz9qsPTywfm5uaQSCS4c/smdmzbiFUrF6NBw2awsrIu8PiR4aGo9J/xjiKRCJV8fBEe/rCUnr3pKcvnm0pfWT/fb70zCUqlEit+/l7Q5WUqirJ8vsdNmI72HbprbROLRFC/MKGHqDQxgTSwbVvXwaeyHwYPHQV7e0cAgKeXD8a/NxNqtRrhYQ+09k+Vp0CtVsOvag1IJBJ07f4arK1tYGtrD5FIhIGDRmLU6En5l0KqUqUalAoF5ClJGD1uKgYOegsWFpYQiUSoXNkP6elpyM7OKhDXmdNH0bxlO1SvEQBzcwv06TsICkUubt28bvDXpCIrq+ebDKOsnu/GTVrCy8sHf6z5GSql0vAvhIkoq+f70YO76NilJ7y9K0MkEiGwTgP41wpEMCfOkQGJXHwCOSjGwJydXdG9V3/UrBUIKytryFOSce3qBRw+uAcKRS6cnFzw5dxF+Ys7d+rSC5279oFarcbpk0dw4/olTHr/E8TGPsaaVT/hjSFvo2atOpBKpUiIj8P+fdsRfPMqHBydMWjI26hatQZEIjFiYx9j147N+eNtXtSqTUd06fYaZDI7REaEYuvmtYiNfWzkV6fiKYvnu2v3vujWoy9EEMFMKoVSoYAGGhw6sBuHD+4W4FWqOMri+X7v/Y9RrXotqNUqre2XL57FX5vWGOulqZDK4vkWiUTo1uN1NGveFjJbOy4kTkbBBJKIiIiIdMIubCIiIiLSCRNIIiIiItIJE0giIiIi0gkTSCIiIiLSCRNIIiIiItIJE0giIiIi0gkTSCIiIiLSCRNIIiIiItIJE0giKhW/LluIpT/OBwAs+u4rLFv8jcEfs3o1P8RHBMOnklepH3vnX7/ji08+KNF9W7VoiviIYFhYmJduUEREZQQTSKIK7sqZg4h+eA2R964g8t4VPAw+h33b16NVi6YGe8zpH3+FydM+e+V+YrEYE8a+ZbA44iOC0al9a4Mdn4jIVDGBJDIBn85eAB//xvDxb4zAxh2wa+9BbPpjOfyq+BTY18zMzGhx1a0TgPcnjDba4xERUelgAklkYrJzcvDrmg2IjY1Dh3atADzvrj22/2/8tX4lAMDbywMb1ixD2O2LuHHhCH5Y8CVsrK3yj/PmsIG4cuYgHgafw7dzP4NYLMpvW/rjfPy6bGH+z2/074OLp/Yj7M5F7Nu+HoEBNdGwfh3s37EBbm4uiLx3Ba1b5lVE3xk5BJdPH0DY7Ys4vPcvtG/bMv84Ls5O2PzHCoSGXMDJwzvQuGFdvV6LCWPfynusOxdx5t/d6NG1o1a7paUlVv38A8JuX8TFk//gtV5d89vs7Gyx4n/f4sHNswi5egKrfv4BLs5OesVDRFReMIEkMlFiiRhKlSr/5/59e+GDj2fjjeHjAOSNaQyPiEJAw3bo0nsIqvn5YvbnMwAA1ar64scFszFrzncIaNQOwSF30aVTu0Ifp5Z/dfz47WxM++hLVK/TCkeOnsLG339GUPBtTP/4K8TFJcDHvzHOnLuE9m1bYsbUiRg9cTqq1WmJpSt+w/rflsLL0wMAMH/2x7C0tESDll0xZOQEjBgyoMTPv1XzJvjik2kYPXE6/AKa45c167Fy6Xews7PN32fwwNewbec++NdvjZWr12HlT9/Dw90NAPDdvM8hlZqhcZseaN6+N9RqNZYt+rrE8RARlSdMIIlMjI21Fd57dxScHR3x77HT+dtvBN3CjaBb0Gg0qF3LH40a1MXcBYuQlZ2N+IREfL/oZwwe8BoAoFf3Tgi5cx/7Dx1Fbq4CGzZvQ2RUdKGPN3xIf5w4dQ5nzl2CUqnEilV/YPb8hbAwLzjBZNSbQ7Dxr+0IuhkClUqF3fsO4fKVG+jftycAoGf3Tvh1zQbI5amIiX2C3/7YVOLX4dzFKwho1A5BN0Og0Wiwfdc/sLG2hn/1qvn7XLsejAOHjyE3V4Hf1/+F9IwMtG/bAnZ2tujftye++f4nyOWpSEtLx9wFi9C5Y1s4OzmWOCYiovLCeIOdiEgwC+Z8ivlffgwAyMnJQXDIXQweOR7RMbH5+0Q+fp4A+lbxgZmZGR7cPKd1HDMzCZwcHeDl4Y7IqMdabaFhEYU+tm8VH63kMjsnB7v2Hixy3+5d2mPiuLfzt4nFYty59wCODvawtrLSetxHoeGveupFsjA3x+czp6Br5/ZwdXHO327+n8T24aOw/P9rNBpExzyBp7s7qvh4QyKR4MShHVrHVCqVqGSAGeFERGUNE0giE/Dp7AX4Y8OWl+6jUCjy/69Wq5GRkQnfgGaF7mtuYQ6NRqO1zUxS9NeJSCQqsu2/NGo15n/3Pyz/dW2BNnd317x9/vO4kpc85qtMmTQW3bt2xPBR7yHkzj1YWVoi4t5lrX3ULzxHkUiE7JwcqNV52+s374yk5JQCxzbkDHciorKAXdhEVEBYeCRsbKxR2cc7f5uNjTUcHewBALFP4lHJy1PrPlX9Khd6rPCIKFTzq5L/s1Rqhvcnji60qzcsIhK1a9XQ2ubtlTf+MTExGQqFAt7ezx+3WtUqKKkGdQNx8MhxhNy5BwAIrF2zwD6+/5mlLhKJ4OnhhtgncYiIegyVSoWA/8RqZmaWn+QSEVV0TCCJqIA79x7g4uVrmD/7Yzg62MPOzhY/LpiNnxcvAAAcO3EG9erWRtfO7WFuLsWoN4fA3a3w5OnPv3agdctm6NKxLSQSCcaPGYlx74yAPDUN2Tk5sLWTwaeSF6wsLfHHxq3o26c7OndoA7FYjNYtm+LU4Z1oUK8OlEolTp+9iHHvjICtrQzeXh4Y9ebgEj/HxzGxqFO7FqwsLVHVtzKmvDcGGZmZ8PRwy9+nSaP66NyhDaRSM7wzcggsLS1w9MQZpKWlY8fu/fj8o6nw9HCHpYUFZn38AbZu+LXE8RARlSdMIImoUOPf/wgSiQTXzh3G1TMH8yqHH34OALh89QY+/+pbLPz6C9y5dgq1A/yxc8+BQteQvH33Pj789CssmPcZHoWcR6/unfHm6MlQKpU4efo8IiIf48TB7ejauR1OnDqHOV//iO/mz0L4nUtY+PUX+GjWfFwPCgYATJ35JUQiEW5ePIq/1v+ClavXAwCkL1m7cv1vy/IXUX9283B3w/9+XgWxWITb10/i5yULMHfBYmzdvhcLv/4iP2ncsOlvDBvcD/dvnsW7o9/EuEkzkJqaBgD49MtvEBH5GKeP7ETI1ROoXasG3ho7pbRPAxFRmSRy8QnUvHo3IiIiIqI8rEASERERkU6YQBIRERGRTphAEhEREZFOmEASERERkU6YQBIRERGRTphAEhEREZFOmEASERERkU6YQBIRERGRTphAEhEREZFOmEASERERkU6YQBIRERGRTv4PbDZj0Li+Uc0AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Train an OvR Logistic Regression classifier on the original training data.\n",
"print(\"\\n--- Training Baseline Model ---\")\n",
"baseline_model = None\n",
"baseline_accuracy = 0.0\n",
"\n",
"if X_train_orig is not None:\n",
" # Define the base estimator (Logistic Regression)\n",
" #######\n",
" ### Don't change these parameters! The API will expect them as is,\n",
" #######\n",
" base_estimator_config = {\n",
" \"random_state\": SEED,\n",
" \"solver\": \"liblinear\",\n",
" \"C\": 1.0,\n",
" \"max_iter\": 200,\n",
" }\n",
"\n",
" baseline_logistic_estimator = LogisticRegression(**base_estimator_config)\n",
" baseline_model = OneVsRestClassifier(baseline_logistic_estimator)\n",
"\n",
" print(\"Training baseline OvR Logistic Regression model...\")\n",
" baseline_model.fit(X_train_orig, y_train_orig)\n",
" print(\"Baseline model trained successfully.\")\n",
"\n",
" # Evaluate baseline model on the clean test set\n",
" y_pred_baseline = baseline_model.predict(X_test)\n",
" baseline_accuracy = accuracy_score(y_test, y_pred_baseline)\n",
" print(f\"\\nBaseline Model Performance on Clean Test Set:\")\n",
" print(f\" Overall Accuracy: {baseline_accuracy:.4f}\")\n",
"\n",
" # Detailed report\n",
" num_classes = len(np.unique(y_train_orig))\n",
" target_names_report = [f\"Class {i}\" for i in range(num_classes)]\n",
" print(\"\\nClassification Report (Baseline Model):\")\n",
" print(\n",
" classification_report(\n",
" y_test, y_pred_baseline, target_names=target_names_report, zero_division=0\n",
" )\n",
" )\n",
"\n",
" # Confusion Matrix for Baseline\n",
" cm_baseline = confusion_matrix(\n",
" y_test, y_pred_baseline, labels=np.arange(num_classes)\n",
" )\n",
" plt.figure(figsize=(8, 6))\n",
" sns.heatmap(\n",
" cm_baseline,\n",
" annot=True,\n",
" fmt=\"d\",\n",
" cmap=sns.dark_palette(azure, as_cmap=True),\n",
" xticklabels=target_names_report,\n",
" yticklabels=target_names_report,\n",
" cbar_kws={\"label\": \"Count\"},\n",
" linecolor=node_black,\n",
" linewidths=0.5,\n",
" )\n",
" plt.title(\"Confusion Matrix (Baseline Model)\", fontsize=14, color=htb_green)\n",
" plt.ylabel(\"True Label\", color=white)\n",
" plt.xlabel(\"Predicted Label\", color=white)\n",
" plt.show()\n",
"else:\n",
" print(\"Skipping baseline model training as data was not loaded.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 375 samples belonging to Class 1 in the training set.\n",
"Targeting 93 Class 1 samples to be flipped to Class 0.\n",
"Targeting 93 Class 1 samples to be flipped to Class 2.\n",
"Successfully flipped 93 Class 1 labels to Class 0.\n",
"Successfully flipped 93 Class 1 labels to Class 2.\n",
"\n",
"Label distribution in original y_train: [375 375 375 375]\n",
"Label distribution in y_train_poisoned: [468 189 468 375]\n"
]
},
{
"data": {
"image/png": 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s+F3HkSEtqS0xd1l4R3jv8djUFF+TEt1Eazm3/clJFzRithnsfD8xRngDVBda2PZOEibV4KTzG9q8d+1zaVHhDeF17/Cm8BykjRn87RUFAsHgRHi+BQLBsEeSadP/1mwPVztfelM1GeMC7FvnZN/H4Qf1tNwgjmSNxioTtSVt8z4bKlQaKk0kZYZIzQ1QUxRfMO1f62T6Ehdfe7SQ1f9IZ8/qBCqPhB8AdS32gTh3ZlgctFfpu3C3jcmL3Iya5mXXB7FitHhv20Jb3sawWFZt4c0BRdUZNS18DW+THLcfcHWBmZwpfrIm+SndbyN7Yli8lh5oe/6yg1aCPgnV2j99kiNU5lviVugu3muDvWGPvjVBw2LXoz2bfe7w8SZL18ZW3Hyelngaw4LMbOtacTG/R44bchw9jzV8nqzmOS0/FO++JPavc3Z506C7hIUYqM33ZBhSTCi2LTGExa4jycfHbraFujSPPpcSzdeVZAN7soZq0ZEkUNTw+1Vz/9hKb659bFvb71tps0jLHH/8cxg7J5zr7qkzxf3ulOdbSBkVJG+mt19zv4HoRljEpuJResBKfbmJSad6uPWJAta/kkL+Zkd0o6H1+tMZ8daAjqgrU6kvb7t2Rs7Tcm77k0hNhXifM0DRLhsLr6hn9LS2mzPx1oVIxEhHcy8QCAQdIcS3QCAY9tiTtHZ7TQe8EmufT+OdPx330jhTw2Horpr2l0h3nUJSZghHikZNUfxj1r+SijNN4ws3VvPFOyv54p2VNFaZOLjBwWcrksnffNzbePya8XM43bXhvzuStTavxc07bw5blprjou1JGkrzYXe/kd/ufYXHokXfEz5/2zEZhoS7QSHZGmrzWl/iqov/GThTQ5z/7UpmndMYHW9Pcce5P7qpE9117eTeRs7TrHXsyaHma8a/r9o4Rb76Cmda+NotW7ul5QY4/7sVTDvdha2XVcwnLXRxzterGHuSF7WLGx99RU+v3RTnO+5tiGy8GCgmHS0kR23s638r6PB8ke9xfxLvc2yNFpR5+vaxXHN/CVNPdzH1dBdaEIp229izJpHNryW3Ka7YEe3adzu0N7bI3NoSe/ed7SqRzyPe5wzgbl5fHCltxxNvXTBafZ8FAoGguwjxLRAIhj0+l8zLPx0d8zddl/DUKZQcsLYpnBN9dO8gpDziHTQ6fM4P9xdf+0Ia05Y0MfU0F5MXuZl/SQPzL2lg439TePXXo2Iv2s5DndT79sxAuJjQi3fndnho2QFLzFiMdvKPu9qaqDfE89CZLDq3/+MomeMDlB6wsObZdOrLVUL+8LEXfLey37zHvSVyN0Z7OrefNGtiRhBHikbQJ9FYGf7pd6aG+M6LR3CmahzZamfXB4k0Vpqihei+9IvSLm9sTF7k4pa/FCDJsOPdJPK32PE0mNC18HW+9Iuy/rmxXl477ufQwuQith/5nr/8s9H4mto3/Nahzf3BqKlhL21NnKicllTkW3ns6onkzvAybUkTUxa7GTPbw7iTvXzhxmqe/Pq4aMXzzuiup7zddTGyppywdoHNm5CdrKsdr+MCgUDQdwjxLRAIhj1aUGLP6q4Xx4l4SSKF2OIR9VTXdr6M+poUtr+d3Ny2yWDyIjdX31fCoi/VseO9RA5vctJUYyJzfKDda3bnevFwN5gIBSVMZoPDmx343Z17siIiI+IBb4mshMN7B4JZZzeROT5A+WEL/+8rE9CCsWLonK9XDci4ukKkOrUtzpwCJGX3T87w3AsbkGXYuSYhGu6+4PI6nKkaBzc4eOobY2m98/OlX5R2+fxfuLE6XH/g8Qw+eDI21zdrYv/kevfFtR0pGg0VsfbjSAp/17xNclR0NlWbSB0dpHSftcuCtT8YPd1L5vgADZWmdkOpW1O810bxXhsf/C0ceXHBdypZfFUdl/20jCe+Nr7zE/QAZ0r8dSyyZrQsbtmR8I239nSHpuZIos7X1b7rmS4QCAQdIQquCQQCQSvqSsw01SgkpGmkj2nrQU3LDZCQpuGqVajrwPtkS9BIblOsSuLQRicfPxcu6jR6elgcFO0K5xeOm+uJe66xc5v7Qe9um4fYFfSQRMm+sGiYtMAd95hwL/PjT8KR4l85U9sKmLxZXkzqwLiLIgXAjnxmbyO8EzPD1d8HK9WFYXsJ59O3nb/prQrq9QVJWUHOva0KXQ+nQkRIyQkL/XCxtdY1CLzdCuePFP/a/2lCm9emLen7e+qra0dyuVsyqvk7WdGi3VbhzvD3buKp8b87KaMC0ZoD/YWsGFzxs7AXf+O/Uzr0HkuSQeZ4f5sxeepNvPabHDyNMrnTvf021pRRwbgh+KOnha/ZspVZKBD+DlscbcMQMif27rtc2Nzfvd119aTw33u6rgoEAkF3EeJbIBAI4rDl9XAl6vO+XUmsSDI4/zuV4WPeSG73/Vanxs8+OMBtTxZEKw+3JBIWHSnOtOXNZLQQLPpSXZuKyVNPb2LCPA/1FSYOrHe2OVdX2fxa+J7Ovb0KtVXBoPHz3Nz95iFue+p4Tuu+tWExs+jKOkzm48dLssGyb1b2eBy9JdJbOnNC7IO5NUHjKw8WR3M1T1ReaXeoOmahtkTFkaJx8hdjKywvvrqWjHF9u3GQN8vDt549ii1RZ+1zaTEVq+ubbS+r1TwmZQW56lclUW+gvcU8BpuFUiR3PXqu5s8kq5VYGj/PzcLmKvsWh94vArU31z7r5uoY2waDM6+rAWB3i2iZyHfnCzdW42glKjPG+fn+v/P5weuH+02AJ6QHufWvBYyZ7eXYdhsf/b3jbgPnf6eSu988zOKra9u8ljIqiNWhRz9/IJqy0VtPcwRZgWW3x64R9qQQ8y8J23zLNl3VBeENqTGzYgVyyqgAJ1/Ytgp5ZKy2BK3DbhMAO95NxOeWmXNeY5uK9zmTfZx0fiN+j8yO95LaOYNAIBD0LSLsXCAQCOLwwVMZTDnNxckXNpKWe5T965xIMkw7o4m8WT6K91pZ9bfMdt/vcyl8+HQGF363kv974zC7P0qgoUJFteqMneNl8iI3xXut7PogLHArj1h57/FMvvi9Sr73Sj7b3k6iqcZE9kQ/J53fQMAr8fJPR8e0suouW15PZvqZTcw6u4n/e/0wO95LJOCRyZrkZ9Y5TQR8Mu+1KDy3c1UihbtsjJnt5c6Xj7BzVSKSBDOXNuKuN1F+2BLeRDjBxYf2rUugqTpcyfmmPxVQuNNOYmaQOcsa2bkqkYLtds6+tZqzb6kmdVSgU6Fyonn/L5lc89sSrrqvlEkL3dQUm8mb4WX8PA9rnk1n2Te7Hza/4NL6aJErSYaEtFA0v1cLwXt/zuDDJ2PnYfvbSZxzaxWnXFKPyWxQnm8hLTfA7HMb+ejpDEZN83LyhY1c9P0KdryXyLoX06nMD3ssp57m4urfFBP0ybz2m1FseSOFKYvdXPbjMkZP9+KpV8id4WPSQjd///YYrnuomMSMENf8toSdqxLZ/WHnaSAZY/184cbqdl8/vNlByT5bj64tSaCFoPKIhbtezWfXqkSCPolpS1yMPclL1TFzTJTAoU1OPvlnKmd8tZYfvHqYbW8n4a43kTEmwJzzGpAVeOfRrG7nRrdm8kJ3TME4e5JG1kQ/U89wYVINdn2QwL/vHd3pdT59KZV5FzVwyT3lzDizicLdNoI+meTsILPPDbcQfP/Px7/rFUfCn+uCy+pRLTquOhPv/r+s7t9A87CObbcx6VQ333zmKIc3OTBZDE6+sIGE9BDb3k6ieM9xT/PWlUmcdk0tX7ixhlBApvKohfQxfpZcV8umV1NYcl1tTP2NphoT7joFR4rGLX8ppL7cxIdPZ8Stl+BpMPHafTlc89sSvv38Uba+lURdmUrq6CAnf7EBSTZ47b5R0cJrAoFA0N+I1UYgEAjiEPTKPHHTOL5wYw1zzmtk6c3VGEY4bPjdP2Wy9sW0mN7X8fjoqQyqjpk59fJ6ZpzVhDNFQ9egusDCe49nsPaFtJiw6dXPZFCeb+WMr9RwyiX1mG0GrlqF7e8m8dHf06NtynqKYUg8f1ceC6+sY/4l9Sy+ug5FMWisNvHZm8l8/Fwa1QXHw0ENXeLp28dwwXcrmbm0ibNvraap2sTujxJ49/9lRr3kJzr83Nek8LfbxnLR9yoYM9vLxAUeqgrMvP+XTDb8O5Xk7ACTFrrJmeLjlEsa+OiZwSW+P/9fMoYOX7ixhpO/2IDfLXN4s4M/XTee8SeHvX/dLQD1hRtrYv7trldoKFdZ82wam19LidsGrbbEzFPfHMsF361k6hlNTD+zifJDFv77y1HsXJXEqKlecib7GT3dh6ZJrHsxnbJDVlb9NYPTrqnlpPMao62jtr+ThGrVWfLVGhZeUUfAK3Nsu50nbhpHyT4bK/+YxUV3VTBzaSN1ZWqXxHfOFD/Lf1DR7utvPpRNyT5bj65tMhtgwL9/MZpzbq3i5IsaSMkJ4nPJfPZmMm8/ltnm+/3m73I4tt3Ooi/XMf/SesxWg6YaE7s/SmTdC2lxW1N1l1nnNDHrnOM9sP0emYYKEzveTWTLGynkb+lar+2mapXHrx/PkutrmHaGi9OuqcVi03HXmzi61c66F9M4uvX4ufZ9nMDG/6Zw0vkNzL2wkf3rehZhE1kLAl6ZZ783hou+V8Hiq+qwJ2s0VJhY9dcMPnwyPeY9RbvtvPCDPM7+ehXn3FaFrkmUHbDwyr2jCPpkllxX22qNkfjPL0ZxyQ/LmXiqm8ZKE6ufSW93Q2Lb28nUlamc9bUa5ixrxOrU8DQqHFzv4ONn0ynY2bXceYFAIOgLpPS8maLGo0AgEAgEg4AvfK2a5XdV8OlLqbzxQM5AD0cgEAgEAkEfInK+BQKBQCA4gaTl+Zl1TmObvGk4nn9dW6y2eU0gEAgEAsHQRohvgUAgEAhOIMu+WcWNjxSx9ObYfOb0sX7mXtCArsPej9tW7hYIBAKBQDC0ETnfAoFAIBCcQD54MoOpp7s462s1ZE30U7jTRmJGiLkXNKBaDT58Kp3qwrY52gKBQCAQCIY2IudbIBAIBIITTFpugKW3VDFpoZvEjBChgETZQSsb/p3K9ndE2yOBQCAQCIYjQnwLBAKBQCAQCAQCgUDQz4icb4FAIBAIBAKBQCAQCPoZIb4FAoFAIBAIBAKBQCDoZ4T4FsQlKSlloIcgGAQIOxCAsANBGGEHggjCFgQg7EAQRthB9xDiWxCXpGTxRRIIOxCEEXYgAGEHguMIWxCAsANBGGEH3UMUXBPExWRSCYWCAz0MwQAj7EAAwg4EYYQdCCIIWxCAsANBGGEH3UN4vgVxSU1LH+ghCAYBwg4EIOxAEEbYgSCCsAUBCDsQhBF20D2E+BbExWq1DfQQBIMAYQcCEHYgCCPsQBBB2IIAhB0Iwgg76B5CfAviEgj4B3oIgkGAsAMBCDsQhBF2IIggbEEAwg4EYYQddA+R8y2IiyzL6Lo+0MMQDDDCDgQg7EAQRtiBIIKwBQEIOxgoJEnC4XBiszuQJGmgh4MsyejG8LYDwzBoqK/rk40GUx+MRzAMyc0bR2HBkYEehmCAEXYgAGEHgjDCDgQRhC0IQNjBQJCUlML5X7yM3LxxAz2UKCbFREgLDfQw+h0tFOKN1/5FwbH8Xp1HiG+BQCAQCAQCgUAgGMQoisINN92O1+vh7f/9l/q62kHhcVZVlWBweFc7VxSFxaedxWVXfIUnHn+oVx5wIb4FcWmorxvoIQgGAcIOBCDsQBBG2IEggrAFAQg7ONGkpKajmi289p8XKSkpHOjhRFEUBU3TBnoY/c6G9WsYN2EySckpVFWW9/g8ouCaIC4jIXxE0DnCDgQg7EAQRtiBIIKwBQEIOzjRyHJYtgUHWU9twxgZ5cMiGwy9zbMX4lsQl7S0jIEegmAQIOxAAMIOBGGEHQgiCFsQgLADQRiTSQRSdwchvgUCgUAgEAgEAoFAIOhnhPgWxKWstHighyAYBAg7EICwA0EYYQeCCMIWBCDsYKSSlzuKqsLdTJo4HmDYF1vra4T4FsQlOSV1oIcgGAQIOxCAsANBGGEHggjCFgQg7GA4M2nieJ58/Pfs+fxjCg5s4bNP3uW3v/wRSUmJbY5VFGUARjh0EeJbEBebzT7QQxAMAoQdCEDYgSCMsANBBGELAhB2MFyZNWMq7694iZLScs46/wrGTTuVG269gxnTprDytRewWq0xx0cKwQm6hpgtQVxECIkAhB0Iwgg7EICwA8FxhC0IQNjBcOXB+37K6rWf8qv7H6aqugbDMNi7/yDX3fxtPt+6s83nnpc7in+/8DcO7fqUAzs+4YnHHsTpdABhYX7fvfew+7PVHNu/mdXv/Jczz1gEgN1m4/FH7mfftrUc3buJla+9yOyZ06LnXX7huXz64QoKDmxh7arXufKyi6KvzZ93Eu+++S+O7t3E/u3rePjBX2A2qydgdnqPEN+CuJSXiTwegbADQRhhBwIQdiA4jrAFAQg7GI5kpKexcME8nvrHP9u85vZ4ufPun7fp6f2H+++lpraOWfOXctrSi5kxfQp3futWAC6/5EIuu/gCli2/hnHTTuWRx5/kz4/cj6IofOOW65k5bQqLz1rOpNmn8dY7q3j4wV8C4bD3Pz38W35072+ZMGMRP/rZb3n4wV8wb+5sAP78yP18sHodE2ct5vSzL2HyxPFcd82V/Ts5fYQQ34K45I0ZP9BDEAwChB0IQNiBIIywA0EEYQsCEHYwHBmTNxqA/CMFXX7PjV+/k+/f8wv8/gA1tXV8vG4DJ82eAYDT6UDXdXw+HwArVr7PnFPPQdM0nE47mq7h9wfQNI0nnnqO8y6+BoAbvvIl3l21mnWfbkLTNNZv+ow3//ceV195Sfi8DgeBQABd16mprePSq27imedf7sup6DeE+BYIBAKBAJAMCauWgENLwaolIBnSQA9JIBAIBIITRjAUArpXRG3+vJN4/ZVnOLxrPUUHP+frN30Vs9kMwOsr3qG4pJxtG1fx7JOPce2XL0NVw33Bn3n+Zew2Gzu3fMgTjz3IpcvPR5LCv7vjxuZx2cUXUHTw8+j/v3T5ckaNygbgVw/8kbu/9y0++fBN7v3JXUybMqkvp6FfGfRd0XNzx3LJ5deSN2YcoVCIA/t28fpr/8LtahrooQ1rGhvqB3oIgkGAsAMBjAw7sGvJ5ASnMNY/F7ueiEdupMCynTL1IB6lfqCHNygYCXYg6BrCFgQg7GA4UlhYjKZpTJ0ykfKKyk6PdzodPP2XP/CPF1/himtuwevzce9P7mLeSeHw8MbGJi664joWnTqPZWefyU/uuYMbvvplll95AyWl5SxZdjlnnr6Qc88+kz88cC+XLj+fm795F7pu8NyL/+ZH994f97r/fnUFH65ex4Xnnc0F5y3lw7f/zS23/4B33v+oT+ejPxjUnm9JkrjtWz/g2LHD/OxH3+aB+36IMyGRL19940APbdgTCAYGegiCQYCwAwEMfzuwa8nM9VzAkqbrGRuYQ0ZoHGMDc1jSdD1zPRdg15IHeoiDguFuB4KuI2xBAMIOhiP1DY18smEz3/7GTW1es1osfLDyFXJH5UT/NmnCeBISnDzx5HN4m0PLZ02fGn3dbFZxOOxs3LyV+x58lPMuvpb5805ixrTJ2G02VJOJ1WvX89NfPsh1N3+Hi794HklJiRwrKGL6tMkx18/JzopWVk9NSaamto4XX36V627+Dq/8dwXXXnVZP8xI3zOoxXdiUjKJicl8vmU9mqbh8bjZtXMro3PHDvTQhj3p6ZkDPQTBIEDYgQCGtx1IhkROcApTfKcjERtmLiExxXc6OcEpIELQh7UdCLqHsAUBCDsYrvzo5/czd85M/vDAvWRnhT/jGdOm8MoLfyUU0qioqo4eW15RiaZpLDhlLqpq4vvfuY3k5CQyM9KQZZkHfv0T/v6Xh0lJTgJg3tzZ+P0Bysorefapx3jwvp/icNiRZZm5c2ZSU1tHY2MTL778KqfOP5mrv3QJJpOJWTOm8t6Kf7H8wnMZlZPNzs0fsezsM5EkieSkRCaMH0NB4dAoADioxXdDfR1FRcdYfNpZqKoZhzOBOSfNZ+/u7QM9NIFAIBAMAyy6k7H+uW2EdwQJibH+uVh15wkemUAgEAgEJ57D+UdZtvxqrBYLq956mYIDW/jH3x5h4+atXH71zTGtxsorKnngD4/z6O9/zY5NH6KYFO74wc9ISkri1X89za/u/yP1DY1sWPMWx/Zt5v++dzu3fusHVNfU8v177iUjI40dGz/g8K71XLr8Am78+h0YhsHh/KN847v3cMftt3J07yaee+r/8Zcnn2PFyvcpLSvn29//MT/70fc4um8T61f/j8KiEn73xz8P4Kx1HSk9b6Yx0IPoiLS0DL75nXvIyMgC4PChffztLw8TjBPqkpSUQlJyCgDFRcfIzMrBbLbg83mpralm1Og8AGprq5ElieSUNABKigtIz8jCYrES8PuprCwnNy/sXa+vr0XXdVJT0wEoLSkiNS0dq9VGMBigvKwkWu2xoaGOUDBIWvNOYHlZMYlJKdjtDkKhIKUlRYwZOwGAxsYGAn4f6c33VVFeijMhEYfDia5pFBcXkDdmPJIk4WpqxOv1kJEZLjJQWVGG3eHA6UzEMAyKCo+SmzsWWVFwu124XI1kZY0CoLqqAovFSkJieMepsOAIo0ePQTGZ8HjcNDbUkZ2TGz62uhJVVUlKSkFVVY7kHyQ7JxdVVfF5PdTV1ZAzqnkOa6qQFYXk5NTm+S4gMzMbs8WC3+ejuqaS0aPHAFBXWwNASmrzfJcUkp6WicXaznxrGqlpGQCUlRaRkpKG1WYnGAxSXlYcM9/BYDC689pyvrVQiJKSwuh8NzU24G853xWlOJ3tzLerEY/bTWZWOKymqrIcm82OM6Gd+W5qJCv7+HybLVYSW8z3qNF5mExqm/muqa7E1DzfAEWFR8nOGY2qmuPbrCzHn2+/j+qqimhESH1dDbphxLXZQMBPZUUZuXnjwnNYX0dIC5EWne9iklNSsTXPd21NVfTeGhvqCQQDLea7hMTEJOwOJ5qmUdJiDpsaG/D5vFGbragoxelIwOFMQNd1iouOkZs3DlmWcbuacLmbojZbVVmO1WojITEpOt+jc8eiKAoet4vGxgayc0ZHbdasmklMSm4xh2Gb9Xo91NfVkjOqeb5rqjApJrFG9GCNyBsznmAwGLNGRI5NSEhG8amgSfg1H5ZkEzaHnabGhiGxRqSYsjm78VbSAmPQdQ2z2QKAP+DDpKgoikK5nM97lr+QPDYBRTGN2DVCVVUKC47GrBEt51usESNnjRg7bhKGoXf4HNF6vsVzxPBbI1RVpbqqssPnCLFG9N0akZKazrLzLubF5/5KbW0VEO61rigKsixjGAbBYDBa7EzTNAzDwGQyRY+VFQVFljEMCAYDqGYzEqBpOrquR4uhBYNBZFlBUWQMIBgIoKpmJAk0XUfXNFRVjV4HjhdpC7Q4Vtd1tBbHhkIhJElqdayKJElxj0WSMLU41mRSkWUJXTcIhY7faygUHoPJ1IVjNQ1azUtX5jAjM5trvnILb634D16vp80aUVhwhK4wqMW3YjJx9w/vY/eurbz/7grMFgtXX3MTBgbPPPX/Bnp4w5r09EyqqzsvtCAY3gg7EED7djAcipRZtQROc13L2MCcdo8pMO9kvfMlfMrILvQp1gNBBGELAhB2cKLJzMrhuhu/yYvP/ZXKirKBHk4Uk8kUFsrDnL6a/0Eddj516kxS0zJY+b//Egj4cTU18u7brzPnpPk4HCIEsD+xi/kVIOxAECaeHQyXImV+2UWBZTsG8fehDQwKLNvxya4TPLLBh1gPBBGELQhA2IEgTKQImqBrDO7ZkiRkKTYPT24OPRi07vphQiSERDCyEXYggLZ2MJyKlBmSQZl6kIPWT9sIcAODg9ZPKVMPgiR+dcR6IIggbEEAwg4EYQzx89gtBnWf72NHD+Pz+7jgi1fwwfsrMJlUzj1vOUfyD+JxCy9Ef1JSXDDQQxAMAoQdCKCtHXS1SFmJum9IhGp7lHq229+lQj0ypEPo+xuxHggiCFsQgLADQZh4dbgE7TOoxbfH7eLJJx7m4kuv4te//X+ENI3Dh/bx3D+GRjW7oUzemPEUFR4d6GEIBhhhBwJoawcKJux6YofvseuJKIP7JyYGj1JPvryFEnUfCiY0QuFQc+HxjiLWA0EEYQsCEHYgCKOazQQDQoB3lUH/ZFRYcIQ//78HB3oYIw5JGvzhooL+R9iBANragUYIj9zY4Xs8ciMaQ6wAi2QMCU/9QCHWA0EEYQsCEHYgCCOsoHsM7pxvwYDR1Ngw0EMQDAKEHQigrR2IImUjE7EeCCI01NcN9BAEgwCxJghA5P53FyG+BXHx+bwDPQTBIEDYgQDa2oEoUjYyEeuBQDIkrFoCer2MVUtAGgJFFQX9h1gTBAC6Ln7ru8OgDzsXDAwZmdldbhYvGL4IOxBAfDsQRcpGHsNpPZAMCYvujOb3+2UXhtgs6hC7lkxOcApj/XNJUTOpC1aK7/sIZzitCYKeo6omAiLnu8sI8S0QCASCHiGKlAmGIi1FpNg06hp2LZm5ngui7QVtip3EQDZjArM5aP2U7fZ3xdwJBIJekZc7iq3r32fx0os5nD98C/mJsHNBXCoqSgd6CIJBgLADAXRiB81FytxKXbhYmRDew5bhsB5EROSSpusZG5hDRmgcYwNzWNJ0PXM9F2DXkgd6iIMOyZDICU6JCm8Af8AXfg2JKb7TyQlOARGCPuIYDmvCSMVAQjcnoFtT0M0JGL0omxYMBrt03KSJ43ny8d+z5/OPKTiwhc8+eZff/vJHJCV13D2lv7nt5uvYuv59Cg9+xrtv/os5s6b36/WE+BbExelIGOghCAYBwg4EIOxAEGao20E8ERl9TYjIdrHoTsb658bMmUk5HjgpITVHESRh15JFLvgIYqivCSMV3ZpMcPQCvLOuxXPyLXhnXUtw9AJ0a3KPzifLSqfHzJoxlfdXvERJaTlnnX8F46adyg233sGMaVNY+doLWC2WHl27t3zx/HP48f99l+/+4KdMnXMGqz5ay7+e/Qt2m63frinEtyAuDqdYUAXCDgRhhB30HZGCVQ4tZciJlKFuB/FEZEsiItKqO0/wyAY3CibseqxnSmkhvhVDJSU0iiQtiyVN13Ga61om+BeIKIIRwFBfE0YiujUZ38QL8M6+nlDWHLTkcYSy5uCdfT2+iRf0SIArSudy8sH7fsrqtZ/yq/sfpqq6BsMw2Lv/INfd/G0+37qT7OzMNu8ZOyaXf7/wNw7t+pQDOz7hiccexOl0ACDLMvfdew+7P1vNsf2bWf3OfznzjEUA2G02Hn/kfvZtW8vRvZtY+dqLzJ45Le64rrvmSv75ymt8umELXp+Phx/7K7quc8F5S7s9D11FiG9BXHRdH+ghCAYBwg4EIOygr3BoKUzyLWJJ03Wc03DbkBMpQ90O4onI1tj1RBRRDicGjRAeuTHmb5HkEsVQSdQyMGHCotvJCk4SYfwjiKG+Jow0DCRCaVMI5p0OrXu0SxLBvNMJpU3pdgi60Um2WUZ6GgsXzOOpf/yzzWtuj5c77/45xwqK2rz26EO/pqa2jlnzl3La0ouZMX0Kd37rVgAuv+RCLrv4ApYtv4Zx007lkcef5M+P3I+iKHzjluuZOW0Ki89azqTZp/HWO6t4+MFfxh3bnNnT2bFrb8zf9uw9wEmzZ3Tt5nuA+IURxKW46NhAD0EwCBB2IABhB31BQiidUzyXMN99GSZDRZNCeOQGxvvnsc+2ZkgUrBrqdhBPRLbGIzeiETpBIxoa+GUXBZbtjAnMjkYN+LweACyGA4eewiHLJtJCedGNi0gYf4V6hHx5i6gFMUwZ6mvCSMMwOwlmzW0rvCNIEsGsuZiq9iEFmrp83mCw40rnY/JGA5B/pKDL5wS49sbbAfD7A/j9AT5etyEqip1OB7qu4/OF60+sWPk+/3t7FYZh4HTa0XQNvz+Apmk88dRzPPHUc3GvkZqSTH19bL/6uvpG0tJSuzXW7iA834K45OaNG+ghCAYBwg4EIOygt5g1O+MCc1nSdD12PRGzYcOmJ5AWyiVJy2S696whkWs81O0gIiJb96aPYGBQYNkertgviGJIBmXqQQ5aP43OndVmQzZM2PREttrfotZUzJjAnJj3iTD+4c9QXxNGHLIJw9Jx9I9hSQS5e75ZVTV3+HowFN7QVJTOc8NbsmD+XF5/5RkO71pP0cHP+fpNX8VsDl/r9RXvUFxSzraNq3j2yce49suXoarhcT/z/MvYbTZ2bvmQJx57kEuXn4/UzoZDu177ztz5vUCIb0FcZFmYhkDYgSCMsINeYIBDT2aG96y4ucZOPRWr4RwSImWo20E8ERl9DYOD1k8pUw8KL20cPEo92+3vsi7hBQrMO6mQj1Bo3sGqxL+wx/YRk/2LSNay27xPhPEPb4b6mjDi0ENI/o6jfyR/I+jdi/5pz5EeobCwGE3TmDplYpfP6XQ6eO7Jx1i/6TNmLzibvCmn8MTTz0dfb2xs4qIrruOaG75J/pGj/OSeO3jz38+iKAolpeUsWXY5t337bmrr6vnDA/fy9ycejnudmtpaUlKSY/6WlppMVXVtl8faXcSKKIiL29X1cBPB8EXYgQCEHfQGi+7EaiTg1NLaPcauJ+HQUga9SBkOdhARkRXqkR73+ZYMCYvujPa298sujBEg2D1KPfnyFkrUfVhMVoKWINmBKZzsuSiu8AYRxj/cGQ5rwkhCCrhQK7YTypwdXzEbBmrFdqRA96J/NK3j3P/6hkY+2bCZb3/jJj5etyHmNavFwluvPc/Pf/UQxaVl0b9PmjCehAQnTzz5HN7m0PJZ06dGXzebVVRVZePmrWzcvJWnn32JnZs/ZMa0yeQfKUDXdVavXc/qtetZsfI93nr1BZKSEmloiN182LZjNyfNnsG/X10BhDeUZs+azj9fea1bc9AdxJaVIC4ut1hQBcIOBGGEHfQcBROyIeNSato/xjDhGwIiZbjYgUepJ9+yhfXOl1id+HfWO18i37KlS8LbriUzwb+A01zXsrTxliFXNK/XSAY+pQmvuRGPXI8kQZKWFfdQEcY//Bkua8JIQcLAVHMQtejTtmHVhoFa9CmmmoNI7aTmtIeua50e86Of38/cOTP5wwP3kp0Vrmw+Y9oUXnnhr4RCGp9t2xFzfHlFJZqmseCUuaiqie9/5zaSk5PIzEhDlmUe+PVP+PtfHiYlOQmAeXNn4/cHKCuv5NmnHuPB+36Kw2FHlmXmzplJTW0djY1t7fW5F//NV666nNMXL8Bht/HTH96Jz+fnvQ/WdGsOuoMQ34K4ZGWNGughCAYBwg4EIOygN+hoWPUEDlk2tZtrHJKCHBsCImVY2UGziHQrdfiUpi6Fmtu1ZOZ6LmBJ0/WMDcwhIzRuxFb2zs4eDRIijH+EM6zWhBGC7KvHmv8utl0vYKrYiVJ/DFPFTmy7XsCa/y6yr77b51RVtdNjDucfZdnyq7FaLKx662UKDmzhH397hI2bt3L51TcTDMZuPpdXVPKb3z3Ko7//NTs2fYhiUrjjBz8jKSmJV//1NL+6/4/UNzSyYc1bHNu3mf/73u3c+q0fUF1Ty/fvuZeMjDR2bPyAw7vWc+nyC7jx63dgxMnj/ujjT/nl/Q/zp4d/y77t6zj1lLlc+7Xb8fs7LiLXG6T0vJliVRS0YczYCRQWHBnoYQgGGGEHAhB20BskQyI3MAvFMDHTezbzPMtjcr8NDNYlvMBmx+t4lLoBHGnnjGQ7kAyJCf4FLGm6Pm7ufuRzzLeMjMreLW3BriWTE5zS4zB+wdBlJK8JA0FmVg7X3fhNXnzur1RWlHX+hg4wkDDMznBxNT2EFHB12+MdwWw2Ewj0n1gdLPTV/A/uBDPBgFFVWT7QQxAMAoQdCEDYQW8wJIMaUxFj/XPYY/uIMvUgk/0LcWipuJVa9trWcMy8fdALbxjZdmDRw0XxWgpv2TAhIWFgoEshxvrnUqLuC3vShzktbaFlLngkD94nu0bEJsRIZySvCUMdCaNb7cQ6orXXWtAxQnwL4mK12vA29/EUjFyEHQhA2EFv8Sj1FFh2khbKo16p4BPnP9ElHZ/UhEuuI6h4B3qIXWIk24GCCbsebtGjGCoWw4FdT0IxTNGe7U4tddAXzesr2thCcxi/YGQxktcEwXFkWULrPO1b0IzI+RbEJSExaaCHIBgECDsQgLCDvsCj1FNk3k2peR91pjJqlRLqTKVDRnjDyLYDjRAeuRHFUEnUMkgL5WLTE2J6to8kRrItCI4j7EAA3e/fPdIR4lsQl3hFCQQjD2EHAhB20Gc0ewc9Sj1+xUWc1OFBzUi2A7/sosCyHbNhx6mntnndwKDYvCfcq90YYh9sDxjJtiA4jrADAdDDTPGRixDfgrgUFR4d6CEIBgHCDgQg7GAgkQwJq5aAQ0vBqiUgDaCwG8l2YEgGFaZ8Dls2xq3svdX+FrWmYib5FoUF+DBnJNuC4DjCDgQAwRFQbK0vGRnJSYJuMzp3LCXFBQM9DMEAI+xAAMIOBorBVkV6pNtBUPKzx7aaalNhTNG8Q5ZN1JqKmexfhEV3jIi875FuC4Iwwg4EAKpqJhgUAryrDP9fCEGPEPkbAhB2IAgj7ODEE+kpPcV3ekyF7TGB2Ry0fsp2+7snXID3lR1IhoRFd0YrY/tlF8YQqIwtIZEbmElI8rPJ8Wr072mhPE72XESylk2BeScaw7/yr1gTBCDsQBBGGv6ZNn2KEN+CuHjcroEegmAQIOxAAMIOTjSSIZETnNJGeENYAE7xnU6FeoR8+cT2lO4LOxhs3vzu4JddVKsFLGm6Hh2NkBTAZJijnm4DgwLL9nCbrWGOWBMEIOxAEEbX9YEewpBCiG9BXBobGwZ6CIJBgLADAQg7ONHE6yndEgmp33tKx/NONzT0rhf5YPTmdwdDMihTD3LQ+ilTfKdjMezHX8PgoPVTytSDHW6IDFWvf2vEmiAAYQeCMJroM9YthPgWxCU7ZzSFBUcGehiCAUbYgQCEHZxoWvaUbg+7nthubnFvBV573ulatZA6yrt1Ly3H1FNv/mASrB6lnu32d6lQj3Tbez+Uvf6tEWuCAIQdCMKoqkqgD4qu5eWOYuv691m89GIO5w/fYn5CfAsEAoFAMIiI9JTuCI/cGDe3uLcCryPv9FG2sEVd0SOh2FNv/mAUrB6lnnx5CyXqvuiGgE92dejxHupef4FAMLyQJIMEq44qGwR1iSafjNHP3TQmTRzPPd//FqcvPhWn005VVQ3vfbCGhx75Cw0NHf/m9ScOu43f3/8LvnzF8hMi/IX4FsSlurpyoIcgGAQIOxCAsIOe0lOPbaSn9JjA7Lhitb3c4t4KvM6805M8iym27+9RrnlPvPkOLYW57i8yzbcEAF0Kdet++pXmnu1dO3Rw5vD3BrEmCEDYwVAl1RFi5igf88d7SLZr1HsUPjtqZ0+plVp396VhKNR5kclZM6ay4j/P8dw//8NZ519BdU0t06dO5re//BErX3uBc794VU9upddkZWXwxsvP8Pm2nSfsmqLPtyAuZtU80EMQDAKEHQhA2EFPsGvJTPAv4DTXtSxtvIXTXNcywb8Au5bc6Xtb5hbH6ykdL7e4KwIvJzgFOvBsdOadVmSZsf65Pepj3V1vvlmzM8Y/h8Xuq8kIjSVVG41dT0Yx1C7fz2Chq17/odQfXKwJAhB2MBRJdYS4bF4Dt51VwynjvEzMDHDKOC+3nVXDZfMaSHV0v1uD1IVy5w/e91NWr/2UX93/MFXVNRiGwd79B7nu5m/z+dadZGdntnnP2DG5/PuFv3Fo16cc2PEJTzz2IE6nAwBZlrnv3nvY/dlqju3fzOp3/suZZywCwG6z8fgj97Nv21qO7t3EytdeZPbMaXHHlZ6ayi/vf5jf/fHP3b7vniLEtyAuiUnJAz0EwSBA2IEAhB10l4gHeknT9YwNzCEjNI6xgTksabqeuZ4LuiTAI7nF6xJeoMC8kyrTMQrMO1mX8EJcj29XBF6efzYW3dHuNVt6p2XDhGKoyMZxL4jJpHaYa94REW9+682ECC29+TYtiWQtmzneZdj1RMyGDZueQFool0QtIyrAh4pg7W0O/2BErAkCEHYw1JAkg5mjfCyd5mrTHkySYOk0FzNH+ZDaWafbo7OWcxnpaSxcMI+n/vHPNq+5PV7uvPvnHCsoavPaow/9mpraOmbNX8ppSy9mxvQp3PmtWwG4/JILueziC1i2/BrGTTuVRx5/kj8/cj+KovCNW65n5rQpLD5rOZNmn8Zb76zi4Qd/GXdse/Yd4L1Va7p1v71l6Kz0AoFAIBAMcvoyxLg7ucUdCbx6pYxj5h1UmA9hNqxImhQ3BF4jhF9yY9eTsetJKIYJTQrhkRvwS240XWs317wzWlcKbzk3Md58DLKCEwEDp5bW5jxOPRW/7MEj1fepYO3Pom69yeEXCASCviLBqjN/vKfdvtySBPPHe9hRbKPR23c93MfkjQYg/0hBt9537Y23A+D3B/D7A3y8bgMnzZ4BgNPpQNd1fD4fACtWvs//3l6FYRg4nXY0XcPvD6BpGk889RxPPPVcn91PbxHiWxCXosLhW2VQ0HWEHYwcOhIfwg7CdEWgmXVH37YJ62JucXsCb791HfmWLaSGcpntOR+Lbsel1MYtWqajUW4+xCL3VcfHb4BNT8Al19Lgq6Qgsed9rLtSKdyqJTDOfzLHLFtxKTUQbHseu56ET3L1mWDt76JuPc3hH8yINUEAwg6GGqpskGzvuC1Ykl1Dlbu38dhZpfNgc054Zx7y1iyYP5ef3H0HkyeOx2KxYDIpbNqyDYDXV7zDVVdcwraNq1izdgPvrVrNq2+uJBAI8szzL3PheWezc8uHfPDROt5dtZoVK9/HMAZHTQ0hvgVxyc7Jpay0bQiIYGQh7GBk0Jn4EHbQyRzJ9Vj1hKgXtlTdR5KWSbKWHf9c/RBiHBF4owPT0aQgJsPMQesGDlo/4WTPRSx0fRmAoOzDIzcw3j+PfbY10RB2yZDICk2kSa5hq/0t5nmWxwhFh57CNsdKytRDvSoK1pk3X8GEU08hLZTHIcumuBEESnMofF8I1hNRhbzLXv8ezGvrDSGf3IRE/7dmE2uCAIQdDDWCukS9p2MB3OBRCOrdq6WhqirBYJyd0mYKC4vRNI2pUyZSXtG1In1Op4PnnnyMf7z4Cldccwten497f3IX806aDUBjYxMXXXEdi06dx7Kzz+Qn99zBDV/9MsuvvIGS0nKWLLucM09fyLlnn8kfHriXS5efz83fvKtb99VfCPEtiIuqqgM9BMEgQNjB8Kcr4oNu5n8NNzqao8OWjey1fcxk32IyQmPxSS4qzEfYZl/JZP8icgMz25yvpx7bjjzvhmRQpO7mvaQ/YdeTCEheGpVKJvoXcHbjbehSiJAUwKSrUU/2dO9Z0RB4i+5ksm8xCgp7bB9Rph5ksn8hDi0Vt1LLIcsmKiyHCeLr+UQev5F2vfkRD/6YwGy22d+OuxEQkoLst67rsWA9PowTV4W8N/3B26P1hlCheTfF5t2khfLIC8zu19Zs4rdBAMIOhhpNPpnPjtqZN9YbN/TcMOCzo3aavN0rCdZZwbX6hkY+2bCZb3/jJj5etyHmNavFwluvPc/Pf/UQxaVl0b9PmjCehAQnTzz5HN7m0PJZ06dGXzebVVRVZePmrWzcvJWnn32JnZs/ZMa0yeQfKUDXdVavXc/qtetZsfI93nr1BZKSEge0pVkEIb4FcfF6PQM9BMEgQNjB8Kar4qO8Yd8AjXDg6WiOTIaZBe4r8MiNhCQ/GaFxAEzxn06BeTt7bB/h1NJiPOA9DTHuLDoh8voE3ykkadnssX6EX3Yz3XsWQcmHIekY6NHzRXKnIyHwMgp2PZGM0DicWhqF5p1scrwaPT4tlMe04BnUW8oJ4u3BTHaNiAd/SdP1TPYvirsRsNO2igLLzl6LyZ72Hu8qrTdLPHI9+Zbu9Qdvj9YbQvVKGY1KBYtdVzPFdxpNSjWaFPZE9UdrNvHbIABhB0MNw5DYU2pl9X5nm6JrhgGr9zvZU2rFaGdNbA9d1zs95kc/v5+3X3+RPzxwL3949K+UV1QyY9oUHvj1jwmFND7btoPsrOMVz8srKtE0jQWnzOWD1Wv5zjduJjk5CafDjizLPPDrnzA6J5vb7/wRdfUNzJs7G78/QFl5Jc8+9RilpeX89FcP4vX6mDtnJjW1dTQ2dn8d7w+E+BbEpb6udqCHIBgECDsY3nRVfJS69tPN3+JhQ0dzZDEcJOhpTPYvZJPjVTRCKJgISB6m+E6jTD1IoXknyd6w+O5piHFHnvft9rfJt2xhtvfc6OsaIVxKHQ49hSQts43wjp5XT8KhpaBgIkQwmjOerGWT7M1Go9lbbphRMFFo2YVm6d+iYK1DtFtvBHjkBuqUMoJK7zcA+rMKeX/mkcfbECo07yI1lBuNEgjIXjxS+Dr90Utc/DYIQNjBUKTWbeKNrUkcKrcwf7yHJLtGQy/7fGtax3nkAIfzj7Js+dXc/b3bWfXWyyQmJlBeXskb/3uXRx9/imAw9relvKKS3/zuUR79/a/RNI1nnn+ZO37wM1596e+8+q+nufG2O3noNz9jw5q3sFosHC0o4tZv/YDqmlq+f8+9PPTbn7Nj4wfIssz+g4e58et3xM35vuu7t/H9734j6r1f8+6rGIbBI3/6G3/805PdnouuIMS3IC45o3IpLDgy0MMQDDDCDoY3XRUfVtWONzTwoVoDQXtzJBsm7HoSAA4tFYCQFGiuEB6kSakmKzSJbfaVZAUn4pPdPRJfnUUnyIaJ3MDMmNdDUgAZCclQ8MgNyIaCJrUV34phwtccAh+vKJiCKZpfbWBQ4thzQoqCtQ7RzglOIUHL4JhlG01KTZ8Ib+i/KuT9nUfeekNII0SNqYiF7iujf4sUpdOl8Nh768VvTUe/Df1ZOV4wuBDPCEOTWreJTw452FFsQ5UNgrpEk1futsc7gqqqnRZdAygoLOY7d/203deLikvJGDMr+u/H//oPHv/rP2KOmXnKF6L//c07fhj3PCWl5Xz1pm93Oh6AP/7pyX4T2e0hxLdAIBCMULoqPgyp813t4Up7cyQhRYWpWwl7f0yG+fj7pCCKoeCSa1mT+Aw6eo9CjDvyvGuEqDUVM9fzRRRDjQotk2FGQiZBS+egbT1T/Kejo8V4vyVkNIIcs2zHJ7lAotOiYBWWwxA6MSKqO23WekpfVSFvKTYDePs9j7z1hlBICj/0tmzNphimNtc/Eb3E+7tyvEAg6BsMpD5tJyboOkJ8C+JSU1M10EMQDAKEHQxNuup56qr48DAyvd7Q/hwZGGhSCMMwOGTZRFoor42wieSC98bT2FF0QkR0JWoZMWNTMJEWysMjNVKnlPGZ/Q1O8l4AhEW3bCjIKHzufIsaUxF5wVnUmIo6LQqmmfyc0FbUrQqzSYaERUvoM49qX1Qhbyk2rbqDrY6VTPGdjskwR3OuY26pDzzQrTeEIps+LVuzaVIIo1WhxL7sJR7vt+FEVI4XDC7EM4IAIBQ6kT8MQx8hvgVxMSnCNATCDoYi3fE8xRMfcrPHTEfngO1jytSDmC0WAkF/j8Yz1ENQ2xNouhTCLdez17qGWlMxJ3suin1fH/Vu7ig6ISK6GpUq0kJ5Ma9FqoVnBMez17aaYvMeJvkXkqRl4ZEa2GVfRZF5F1N9S5jqOz1GHLXncU6ypOD39V+xtY7oL49qb6qQtxabfsmDVXcwKjCFRC2DRqUqrgDvrQe69YZQZLOlZWs2j9wQjYSAvu8l3vq34URWjhcMHsQzggA6r3YuiEV8awRxSUpOoaGhbqCHIRhghB0MLXrieYqIjypTAZP8i0gNjcYrN3LIupESdS8aQRz2BFyu7nu/h0sIansCrci8iyalilnec9tUNO9N7+aWdBSdoGAiNZTLAesnLHR/Keb1ZC2Hyf5FHLJsRDYU6pRyPnW+hIyER25CI8A035lM850B0EYcxfPKDtR60N8e1Z6EuMcTmy090KOD0/HLnmjRs5jr9dIDHW9DqGVrtim+0/BL7uPH96E9RmhtC/1dOV4wOBHPCAIARVG6VHRNEEaIb4FAIBgG9MbzpKPhlzzss66J/i0tlMeZTTdSqeazr3YN3WW4haC2J9CsupOjlq1ggF1PxiPXc9S6tcMNhu5EA3QWGq1LIYrNe0jRctq8PjowgyrTMfZY16BiIVHLRNUt5PlnMS4wN2bDYLCKoxPmUe2g93g84onN1h7o1kXPoO880PE2hJK0LDY4X+GgdX2/9/luTX9WjhcIBILhhFgFBXEpLjo20EMQDAKEHQwdeup5kgyJ0cHpLGm6Hh0tprUUhNtOVbqOUmep6LK4GbYhqO0ItHqljN32j5ornYcISl504nsBehIN0JXQ6I5eDypeVM3CSZ7zyApOalcAdSaO+nI96OoGxInuxR0ZR+TvEhIhAiioMcdISHHFZksP9CzvOT3KI+8q8TeEmqg1lVBk3t1vheqgrS30V+X4vmaop8EMNsQzggDoUqVzwXGE+BbEJTMrh/KykoEehmCAEXYwdOip56mluGnZWiqChMREYz7F+t4ui5uREoLa0rvfcuNCRonr3e9NNEBnodGdva6jEZQCHYrrzsRRd9eD9oROdzYgInYdqUUQ8fa3pK97cVeajuDQU8kMTqDGVEiqlktuYCaqbsGl1FJg2U6FKZ8i824yQuNizhkJ999j+4hCyy6yAhOwGs7+80DH3RDqnhe/J7S2hb6qHN+fDJc0mMGEeEYQAJhUlVCwbX0LQXyE+BbExWy2DPQQBIMAYQdDh556nroi2p1GcrfEzUgIQW3t3W+9cdHau98n0QCdhUZ38HpXxFGReRc6GlYtIa5HsDvrQfvCNp9Rgeksdl/d5Q0ITdJI1UZHIws8cgN+yR0tZtaXvbjH++dRYN7OXtsa6kzFzPVcyDzPciQkXHItjUpVdKz7rZ8w3n8KKVpOzOZAbmAmDi2VdQnPc8iyoV890ANFa1voi8rx/clwS4MZLIhnBAGALAqudQt5oAcgGJz4BqiirWBwIexg6BARV63bC0Voz/PUFdHuor5b4maohKD2hva8+xoh/JIHHa25/ZQz5njFUFEMFTlOhEHL47uLZEhYtQQcWgpWLQFJlzFr9ui/DY6Lo9Y2Ihsmjlm24VJqWey6mtNc1zLBvwC7lhxzXLz1oM11m/8913MBS5quZ2xgDhmhcYwNzOELjTcx13MRVepRNttfo14pj7n/Kb7TyQlOASM8p3YtmfRgHhWmw1h1J2bDhk1PIC2US6KWgWKoPfKodrQRYjWcLHZfDUgkaplR4Q3g1FOxGI7oWNNCeWyzr8SmJ5GqjSY9NIZUbTQ2PYlq0zG8chM+pQm3UhfeFBkmwhvi20Ik/WFdwgsUmHdSZTpGgXkn6xJeGFBx25WNr5Z2J+g64hlBAKDrw2dtOxEMXbeDoF+prake6CEIBgHCDoYOPfU8dcUjmi9/1i1xMxRCUHtLa+9+vVJGoXkXNaai6N+szTnDAKphITmUhV1Pwqo7QJLaeHD7KnzaL7kpNu+l3lROnn8mTj2dAst2itU9bXLD/ZKbcvMhmuQaZnnPJjcwE4jvEWy9HrTn3a5TSlF1Gzpac0SAisVwYNeSyGm6EZdSQ6XpCNuUlUz2L4pes2U6gl92kROcwmzPuWy3v8NW+1tthLBPdrPXtrrbHtX2Nk5kw4RdT0InhIKJMYE5bee6RRG1sf6T2Ox8jfWOl5nqX4xDS8Wt1HLIsolS8z40hm8YZnu/DT2pHN/fjJQ0mIFAPCMIoO/6fOfljmLr+vdZvPRiDucf7ZNzDkaE+BbEZdToPAoLjgz0MAQDjLCDoUVPehZ3RbTXOAsg1PWH58EegtoXtPTuF5n3cNiykdRQLgvdV+LU0nApNey1rcVkmFE1OwHJxybnq9j1D5BRGB2YzlTfGTH9oPsifFoxVBK1DBa5r2Kr/S322D5itGcGS5qu56D1U7baV5JvOS6OzLqN8f5TONl3UZvq561D4VuuB+2F8Y71n0S+dTO77O9zyLqRUYGpzPSdzajgVCRkzLqNWZ5z2OxsYKJvAftsH+PU0qLXtuuJyChRwZSijYrmUJepB5nsXxgVuXttazlq/rzbHtX20iLC82ciKPlQDBW7loyBjo5OUPKhGlaU5vBygCQtm0QtEwOdTY5Xo+dJC+WxyHU1u+yrhl5RwS7S4W9DNyvH9zcjIQ1moBDPCEMXCUiQQJUkgoZBk0E7cXOdYzarXSq6NmnieO75/rc4ffGpOJ12qqpqeO+DNTz0yF9oaOh+O9O+4mvXXc3tX7+BrMwMCoqKefAPj/PO+x/12/XESiMQCATDiJ54njoT7Y5UK1R2fxzd3QgYSkS8+4laOoctG5npPTvGMysFZTKCEyDBoNiyh+zAZCb4F5ATmIpXqeewdRMfJT7JPPclpGqjcUt17UYDdFSRu3U4rcVw4NRTAZjnWU6ZepBC807meM87LqYtW/ApTVg0Jws8VzA+cHLce+yoQn68MF7FULHqTk5zfQW3XEdQ8oIEG52vEHB7meJfjIFBgp4OSJzsXk6VWkCZepDkUA5+2Y1LrkMjhAk1KphyAzNxamkUmnfGiFyrnhCNGugO7aVFGBhoUgizbkWTglSo+dSaiik178fAQEIiMziBzOB4krUcNCmIyVA5yXs+QJtOAcKb2jEnqvL4SEiDEQi6Q6osMdOsMN9iIlmRqdd0PvOH2BPQqO2nEPJZM6ay4j/P8dw//8NZ519BdU0t06dO5re//BErX3uBc794Vb9ctzMuuuBcfvbDO7nmxtvZtmM3X7r8Ip768x8449xLOVZQ1PkJeoAQ34K41NaKUCKBsIMhSw88Tx2JdtnbsdeoJ+cc6kS8+yG7j7TQ2FjhjYxHaqDaVIhPdjPPfTGzPcsISQHsehL24Ayme7/A54432epYwWmur3DIsjFuNEBHFZqD+GPCaSNh0xEkJCb7F7LJ8Spacyh1S0FoQsWpp3R4ny09gpH1IG6P62aPu1NPw2zYmOE9i83O17i85hfstL/DVscKUrRssoOTccm1yMhYDSfZgUlsdP6bKtMxNClEg1KOX3IjNVcIj9xXWiiP1FAuQckXFbnF5r0cs2zr9mfXXlqE3lzMzao7ccv17LetZYJ/Aae6riBBT6dJrmafbS2fO1Y0b2QcJi2UF52f1p0ChrM3tbe/DSey8vhISIMZKMQzwtAjVZa4zGFmqU1FihRKUxXmWUys9gZ5wx3otgDvStj5g/f9lNVrP+VX9z8c/dve/Qe57uZvc/+vfkJ2diaaFtuic+yYXH7/259z8txZ6LrBR2s+4e6f3ofL5UaWZX71s//j8ksuxOl0cPRoIb/47R9Y+8lG7DYbD93/c8456wysFgt79x/iRz//Dbv27G8zLqvVwn2/e5TPtu4A4JX/ruCXP/0/5s2dLcS34MQiKhcKQNjBiKMd0d4rOxhkIah9iUeppxqJGb5z8MmuaDVun+RCk0KUmveSqo1ikesqGpUKkrRMGpRKfHITdj2JWd5lHLNs593Ex3AptW1ER2cVmnfZPojJK46ETbfEoYW94CEpgGKYYgRhdz2CETuIF8Z73ONuoBHEqaeFPckEWOC+glLzAQ5a1pMZnMh+21rG+Gdz2LqJPfaPSA+NY577IpCg0nSE/bZPKDMdoMi8i4n+U1EMBdWwYDIsBGQvfslNSAr0WDB1lBbhk1ysSngCXQox23M+C11fJlnLDvf7lgKMD5zC5/YVfO5YQYggS1zXdWnuIgyXPtO9WRNOdOXxkZAGM1CIZ4ShhQTMNCuxwjvymiSx1KZyKKjxiS/UzRD0ju0gIz2NhQvmcfGXbmjzmtvj5c67fw6Ec75b8uhDv6a8opJZ85fidDh47eW/c+e3buW3Dz3G5ZdcyGUXX8Cy5ddQVl7BJRedx58fuZ+5i5bxjVuuZ+a0KSw+azlNLje33XwdDz/4S867+Jo213/1jZUx/05MTCDB6aSktKxbM9AdhPgWxCU5JY3GxoaBHoZggBF2IABhB52hGAq1Ssnx0G/dgVNLoUI9wqmuK1AxYwA2PRHVsFJnKqHWVIzJsJAdnMxR8zZ8kjvmnF2p0FxlKqDIvIcJgVOA42HTLZ+a3EotACbDDMQKwu56BCN20Fq0t/a465JGg1KBhIQJS3i83tPY4nyDz40VVJuKyA5MZoPzZaZ6z2BcYC5mw45f8lBpOoZimBgfmIdbrqdU3ctJngvxKPX4ZQ8OPRkzNrY4XuuVYOooLaJY3cu4wFxO8lxIk1KNT3Zh0xOQkNGkIGMDczloXU+5epgkLSvu+eN5U4dTn+mk5NQerQl90nKvBwz3NJiBQvw2DC0SJJhvMbUR3hEkSWK+xcQOf4jGbnz9TCaFQEBr9/UxeaMByD9S0K3xXnvj7QD4/QH8/gAfr9vASbNnAOB0OtB1HZ/PB8CKle/zv7dXYRgGTqcdTdfw+wNomsYTTz3HE08916VrPvK7X7Jj1142f7a9W2PtDkJ8CwQCgUDQgu54JyNCVJfCglYxVBL0NHRC0fzmEAEkQEbGYthJ0rIJSn6SQznkSJORHQpBObZlT7zQ7pa9pHUpRF5gNtvsbxEiiAk1GjZt0xOAsAA8ZNkUDY1uLQj7qkJ+a4+7jsYB6yekhEbhlRvQjRCKoVKnlLDP+jHz3ZdSrO4lUctgov9UArIHyZDwyU0ctobz5xe4L2eb/W322D+gWi1ksncxEhJHLZ9Tph6g0LwLj1zf488Y2kuLaMKqJzA6MAO3XIcE+CV383/Hzn2peT/7rWuZ5juz07nrK2/vYPCcS4ZEU5kLh5bS7TEMZOXx4ZwGIxB0BVWSSFY67jKdpMiokgRG330vgs1h6YqidOt9C+bP5Sd338HkieOxWCyYTAqbtoRTjV5f8Q5XXXEJ2zauYs3aDby3ajWvvrmSQCDIM8+/zIXnnc3OLR/ywUfreHfValasfB+jg3symUz86eHfMGnieK689tYOj+0tQnwL4lJS3L3dKcHwRNiBAEaWHXTXO9laiLYs2iUh0ShXYVZsmA07EuGHnnCouISCiWpTEX7Z1SZqr2Vod7RVl54UDW33yA04tVSCkp8D1nXM8C1FQsIvuXHJtTj0FLba36LWVMzJnovaFdPd8QhG7KC1aG/pcTcw2Gp/ixpTESd7LqLGVITJMFNhzgckzm68jYzQGHbY32Wmdym6FCI1lIvZsPK5/X+khkZziucSTJiZ5T0bm55IpZrPFufrGBjUmUqwaHYm+xazw/5u7wVanLSIyNxHNlQADPSYYyKfzQ77e1SpBR3OXV95eweD5zwyhnFNc7Fp3R/DgFceH8ZpMAPBSPptGA4EDYN6TQe1fRHcoOkEuyk8O6t0XlhYjKZpTJ0ykfKKrlVvdTodPPfkY/zjxVe44ppb8Pp83PuTu5h30mwAGhubuOiK61h06jyWnX0mP7nnDm746pdZfuUNlJSWs2TZ5Zx5+kLOPftM/vDAvVy6/Hxu/uZdca9ltVh4/u9/wmJWufhLN9LY2L9rhBDfgrikZ2RRUV460MMQDDDCDgTQ/3YwGLx50DPvZGsh2tL7PCowjV32VZzm+gopWhIByYuCCZdSi2RI1JiK2Wf7GHccD27Eo368kFlqi4uCTU+gSN2NIenssL9PjVocFWUF5u0xfb4blEp22t9vVyB11SPY0g5ai/b6UDkmTByybKLWVMxk/yKStWw0KYiBzjHzVpJC2YQkP3tta6hTSpEMBaeegtmwohGkxLyPBe5Lw750Q0KRVFK10Uz2LwRDQpc08s1b+Nz5BqMCU9lrW42Pvn9IahlWrxGKqWIe+XekKrtPaep07vrC23ui86Q7G4PVYsMf8nV7DKLy+PBCPCMMLZoM+MwfYl47oeeGYfCZP0RTN39+TSaVUKj9zhP1DY18smEz3/7GTXy8bkPMa1aLhbdee56f/+ohilvkWU+aMJ6EBCdPPPkc3ubQ8lnTp0ZfN5tVVFVl4+atbNy8laeffYmdmz9kxrTJ5B8pQNd1Vq9dz+q161mx8j3eevUFkpIS47Y0e/LPvycQCHDdzd8mEOh+B43uIsS3IC4Wi3WghyAYBAg7EED/2sFg8OZB77yTrYWoU0ulSN1NuekwFeZD5Fs2sTD0JTQpSKNciUeuRyPEfttaSsz74no7Ix71ab4lscK7GQODYvMerLqTGlNxTO9ujXDRN7Nho9Fe2bXw2i54BFvbQUvRrhoWbHoiuYGZnOw53jPcwGCf7WMKLLsw0FhpKseqOzAkHSQDa3OIfJ1Sjo6GU0sLv08KF26TANWwohoWMCBFz0FCAcnApicS0oJ4lb7NOfXLLg5ZN1CvlFFrKgbCBeuM5v+ZDSsNSgX+SJ5+J3PXW29vPNtsuSnQX3nSHY1Blo+HrnbHey8qjw8vxDPC0MIA9gQ0VnuDbYquGYbBam+QPQGt2/2+Zbnzwns/+vn9vP36i/zhgXv5w6N/pbyikhnTpvDAr39MKKTx2bYdZGdlRo8vr6hE0zQWnDKXD1av5TvfuJnk5CScDjuyLPPAr3/C6Jxsbr/zR9TVNzBv7mz8/gBl5ZU8+9RjlJaW89NfPYjX62PunJnU1NbF9WhfedlFzJg2hSXnXnZChDcI8S1oh4DfP9BDEAwChB0IoP/sYDB48yJ01zsZ8darhgVd0vDjJt98XAADWHUnGcHx7LGtpsx8iNzATFTdgkup7XSDwZAMKkz5HLZsJC2U2yanOBJSPsm3CHdz+HVrARjAQwBP30wQ7dhBs/D00URIC9JgqqBBqyQo+drdSHHoU0gMZXLQsoGcwFRCUqBZyBq4lBqMoI5GELdSh0V3hIV3My65Jpz7bd5ObmAmDaaKPhedhmRQr5SRrGWx0H0lqmGjxlREoXknTUo1Y/1zMRtWjlg/79ImUW+9vS1ts14po9C8ixrT8RY4aaE80oNj+7WneOvvh67HhuF3NVdbVB4fXohnhKFHrW7whjvAoaDGfIuJJEWmoZd9vvUuvOdw/lGWLb+au793O6veepnExATKyyt543/v8ujjTxEMxq5/5RWV/OZ3j/Lo73+Npmk88/zL3PGDn/HqS3/n1X89zY233clDv/kZG9a8hdVi4WhBEbd+6wdU19Ty/Xvu5aHf/pwdGz9AlmX2HzzMjV+/I24e91euvpzRo7I5uPPTmL//5/X/cdcPf9ntuegKUnreTLHCCdogywq63n7lQsHIQNiBAPrHDiRDYoJ/AUuarm/XA7Yu4QXyLd0TVj0NYXdoKSxtvIWM0Lh2j6kyHWN14t/R0cgNzGSSfxFpoVw8cgOHrBspUffikmsJKM2C15Cw6k4kJIL4MWHuVqEni+YkPTSGrOBEJvsX4tBScSu1MaHdqm5lTeIzePrY+xuPLtlB8z13eJ8GmHQzVsOJU0/DqjtJC+XhlZqwGk4uargLj1yPW64nMzQhpoDcGykP0CBX4JddnOy5iAalkvXOl/pUdEY2haZ7z8Ji2NAxSNQySNDT2Ox4jd22D5nruZAkLatLm0S9tfWIbfpkN4ctG0kN5TLZvxCnloZLqeGQZRMVaj7VpkL8Sv94jNt8P+IUZIp8P9xKXafnGywRL4LeIZ4RTiyZWTlcd+M3efG5v1JZ0btWWBLh6ueqJBE0DJoMuu3xHmn01fwPCc/3svMv4Ywzz8VqtXLsaD6vvPR3amuqB3pYw5rcvLEUFhwZ6GEIBhhhBwLoHzvoj6rHvXmg76p3EuBk9xdZ6P4yCXpa9LWZ3qVstb/F5443qaciPOZW4cghuuclkpDIDcwkJPnZ5Hg1+ve0UB4TfadSayqhxLYfxVCxagn9nivfJTvoQvi6XT/+OTm1NEKSj2LzXqrVQgxJY13CC0z0nYoENCgVaASRMfGZ/Q2OmbdiMizM9J1FspZNUPJFIw36onZAy/BqXQrhlVw4tGRsRgIhKcBcz4WUqPsoNO9kjve8LoVb99bbqxGiylRAhXqYmd6zmedZfvwcQZjiO51Njv+y3vkyfvpHfLf+ftisNrze2KiK7uRqi8rjwwPxjDB0MSDcTqwPqnqbzeZOi64JjjPoxffpS85h5qy5PPKHX+H3ebnsiq9w1tkX8tp/XhjooQkEAoGgC7QWRT65CRkZq+7o8H3dqXrc2xD2ruaiWnUnc70XxQhvCAvleZ7llKkHCVr8fSIk/LKLarWA05quJSh5MQCLYafUfIDD1rAH9GTPRSiGMmQ8hy29ylbDiVm3EZIC5AVms9e2hs8cb7DZ/hrF6l7G+0/Grifhk90UWLZTaTpCaiiX2d5l0Zxyj9xIAF/MxotTS8ErN3LMsp1S8/4ueWIjtN4Ukg0Fm5EYrXYuITHZv5BNjlfRCKFg6tImUW/6TIdz0Dcyzj83Vng3IyExyb+IfOsWXEptvwjYfsnVFpXHBQLBCGTQi++l51zIc8/8mfq6GgBe+ufTAzyikUF9fe1AD0EwCBB2IIDe2UFLUaQRoNi8lxpTMZoUZKtjJaMD0xgTmBMVUy3pqietL1o5dcU7WWHKZ7bnXBx6cvxxNAuzUvMBLLqj1yHAhmRQpO7mvaQ/YdeTgPB81pvKOdnzRab4TqNJqUaTwkVi+jtXvrfrQeRzmu49iyQtM6aQnIGB051KpXqECiUfHZ29tjUggV/yEMTPdN8Spvu+EPOeQ9YNqFiZ6zk/KugjLdlO8l7IZ443+Ny+giZT16LlWhdHa93DHMChhccdkgIohqnLm0Q99fYakoFfdpEXmImM0nzvx3OuXXItAcnTb/2xI2No+f0ItqhsLHK1Ry7iGUEAENJE6kF3GNTiOyk5hZSUVDIys7nha7djdzg5uH8P//n3c3jcohJmf9K6mIpgZCLsQAA9t4OW3uhi816OWHaQGsplvucSQgTxyo2Uq4fZZl/JZP8icgMzo+/tjietvRD2lhWh+8I7qREiIzS+jRhriUNLRTFMKLTfR7WrRDYuJvhOIUnLJiQFOGj9lIDsBaQY4Q3dqzrdE3q7HkQ+p3Cud2wF95AUwCs3MdO7lKDdzxmurwBhO0gJ5ZBv3cIe20dkBSfh0FNQDJV86yYqTPnkBWc1C/oM7HoyEjISEmbDxpKm66kxFbJf+pSg4u10jK3Dq1v2MI/gVsKCQzJk/JIn2nasS/TA22vTElENK7Jhpl4px64nIRkSIcmPW2nAL7nRpGD/9scm9vsxITQPi+EcMhEXgv5BPCMIgD4JXR9JDGrxnZyUgmHA7DnzeOThX2NWzdx063e5+tqb+MfTf2pzfFJSCknJKQAUFx0jMysHs9mCz+eltqaaUaPzAKitrUaWJJJTwmGDJcUFpGdkYbFYCfj9VFaWk5s3Fgjv6um6TmpqOgClJUWkpqVjtdoIBgOUl5WQN2Y8AA0NdYSCQdLSw6Xyy8uKSUxKwW53EAoFKS0pYszYCQA0NjYQ8PtIz8gCoKK8FGdCIg6HE13TKC4uIG/MeCRJwtXUiNfrISMz7BmqrCjD7nDgdCZiGAZFhUfJzR2LrCi43S5crkayskYBUF1VgcViJSEx7DUpLDjC6NFjUEwmPB43jQ11ZOfkho+trkRVVZKSUsjOHs2WzZ+QnZOLqqr4vB7q6mrIGdU8hzVVyIpCcnJq83wXkJmZjdliwe/zUV1TyejRYwCoqw1HLaSkNs93SSHpaZlYrO3Mt6aRmpYBQFlpESkpaVhtdoLBIOVlxTHzHQwGSY8z31ooRElJYXS+mxob8Lec74pSnM525tvViMftJjMrB4CqynJsNjvOhHbmu6mRrOzj8222WElsMd+jRudhMqlt5rumuhJT83wDFBUeJTtnNKpqjm+zshx/vv0+qqsqGJ3bPId1NeiGEddmAwE/lRVl5OaNC89hfR0hLURadL6LSU5JxdY836pqjp6nsaGeQDDQYr5LSExMwu5womkaJS3msKmxAZ/PG7XZiopSnI4EHM4EdF2nuOgYuXnjkGUZt6sJl7sparNVleVYrTYSEpOi8z06dyyKouBxu2hsbCA7Z3TUZs2qmcSk5BZzGLZZr9dDfV0tOaOa57umCpNiEmtEN9eIhvpapkyZSVVVOTU1VdE1ovV8t14jyktLyQ1M5yRpGXX2Ug6bNjHLey7zfReDIeE3PNSaipnmP5OD1k/YY1tNmmk0KUYOXp+XI47N1DoLSU/OoLa2pt01orSkEKtsI0XNxCLb8Pu8eO11HDVtp1I6imGALMvYjARkSSY5JY2EhER0TYu7RiQlO6lx51PWcABVsiCZDAxbCE9jPUmmDHymRnRZQ9KPt1vSdR0kCVmS8Kr1aFIIk9lE3ujxeDzubq8RaWmZ+KpCzHSfw7TgEkyKCR0dLaiz2H0tReou9to/wuKxka2GbSsQDCBJEqpJZYqxkFJjP4nZTixWKz6fN7pGSJIUXSNSUtIwDJ2y0hLS0jM6XSOys0ezbeummDWi5Zrc0RoRDAZpLHKRQBpOIwVJkgEjOoeNNGI2rGSFJiIBQQIk29LQdR0vjSRqmfhlN58kvohFd+CVm/CaGjDLVsa65mLCjF/x4Jc94fB87NiNJEy6mRm+pZRY9qMlemhsqutwjdCCGqXsZap3IT6fD9kEPpqwk4ShG8iKxEHbBkKyn/WJ/wrPp1JBQHGTlp6Bw5EQd43QNI2UlFQkSaastLhLa0QwEKCpxMNJ/gsoUw+gyAoSEo2mKjAMNClIUPJjMpswK3Z8ehOyKpGXOx5D1/tljQgGA+SXbKEhpRgtoBMiiMdoIDM7m3Q1NeY5orM1QjxHDP3niOzs0RzYv7vD54iurhHiOaLz54iU1HRkSUaWZMxmMwDBYBBFUZBlGcMwCAaD0dc0TcMwDEwmU/RYWVFQZBnDgGAwgGo2IwGapqPrOqra4lhZQVFkDCAYCKCqZiQJNF1H1zRUVQVAkmRCofA4AAItjtV1Ha3FsaFQCEmSWh0bbnsW71gkCVOLY00mFVmW0HWDUOj4vYZCYe+7ydSFYzUNWs1LV+ZQVVUkCK8nVlubNaKr9Q8GdbXz8ROmcOddP+O+X/yAmpoqAKZNn81tt/+Ae+76eocN3QW9Y8zYCaKIhkDYwQgnkqttszjw+t3dKmBl1RI4zXUtYwNz2Gl7HwODixruivFONyiVuOV6zIaNdQkvEDT85AVndDtXt+W1isx74laE3mtbyzHzVgKSFwm5x8W4JvgXcH7Dd0kP5bV53cBgZdIfKbBsp8ZU3GPPc0fVsRVDJS2Ux6rEJ5CQmOM9r837W1adbq8IWU+Kk/V2PbBqCSxpuo5TPJdgNmzRvxsYVJsKUA0b+ZZNrHe+QpKWQVpoDGMCc2hSajhs2UiilklWcAI2PRGXUscRy2fUmApZ2ngL4wLzSNDSMKESam5TFpB8OPVkqpUi3kl+jFqlpEupAK3rByiGSqKWgUNPYZPjv3zmeIOswGTm+M5FNlSqTcc6bDvW00JwLe1gl21V9DsUnjMdCZlaUwkeub7H3QG6S+RerGY73kB4TWinZqJgBCCeEU4sfVntvC8ZKQXXRkS1c48n/CPp9R0PFautqUKWZZwJidE8cEHfU1pS1PlBgmGPsIORS8tcbUdTEm6poVvhpZHcWY0QNaYiFrqvbCMkbXoCbrkWn9RETmAyG53/odFUgVVPJDWUi4HRpWtFikElaukctmxsUxFaCspkBCeQZsvlkHUjuYGZVKsF0XvpqjiK5L3utL3LAvcVMUXXIr23S837aJJrkACLltDpOeMVo+uoEryBgS5pbYp+tSSSK2/TkhgVnBoTQr/Xtga3XEtmaEK3C3/1dj3wyy6OWbZzkvfCGPHtlRvRpBBmQ6JUPcgU32LGBU7mkGUjmxz/BQlOdl/ELO851JiK0KQgaVoeowPTeT/pcfyyhxQtB6vujJ7ToafQoFTQpNTQYKpANuQuh2THSz8oMG+nyLKbcvUwE33zWdr0dbxyI37JjTU4k9HBGXHz7XtTgb+lHYwJzGab/W222t9inmd5NPfbrifhlZo4YPu433OuY9YEo/trgmD4IZ4RBACBgHCGdodBLb6rKivwej3k5Y3jwP7dAKSmZaBpIRobul69VNB9UtPSB9WummBgEHYwMmnt+TNbLAT8/mhBr632lfhlV4eCNZI7myiFd8OdWlqb62hSCJBI1rIgYJCs5XBa09XN1aWNLhcPi4jikN1HWmhsrPBGxiM1oEsai9xX0ahUEZL8LGm6nk2O/1Bs3tstIepR6tnqWEmFeoRJ/kWkhkbjlRujfb4b5SrM2Mjzz+r0nPGEWcSb27LoV0t0KYRHbmhT9Cs6F8258hohFngujSkeV6+UYdUdzPKczdjAXHTpeJ5yV4q19XY9MCSDUvN+PnO8EfXqByU/HrmBBC2dw5bN+JRGTm+4llRtNFN8p/GflHsBidneZWiEH/Bkw4QuhTChMs4/j0LzLib6FpKjT8ZEcxgkEklaFj7ZxX7rOix6AjrFXR5rvOJofsnNmMBs5nouok4pjZm/ePn2va3A37L4W7KWw2T/IvbYPqJMPRjt+15vKmeXbRUl5n39KoA7WxM6upe+aAEnGJyIZwQBgMlkEtHI3WBQi29d19i4/mMuvvRqystL0DWd8y+8jC2bPhVFHvoZq9XW+UGCYY+wg5FHvMrhihz2sklI2PVkHHoyuYGZjGsunhVPXEa80aMD0wFwKTXQ6rfZIzegYMKpp1Fi3odsyJgNe/Ra3Ske5lHqqUZihu8cfLILxTChSSF8kgtNCuHUkzEb1qjHuFYpwSs3cYrnEsb5T+6WOPIo9RyybqTIvBuTYcGQNPx4CMl+7HrXBFd7wmx0YDrvJf0Jv+Ru9179kptqUyEAJsMc/Xtkw6JcPUR2aFKbcxead5EaymWx++pwuLJ0/N66Mt99sR64lTo+t6+gxlTIDO9ZgIxHrqdMPUi9qZTFrmtI0/Iw0NEJYUgGU3yLCUgeQlIQm57YbHMNlJoO4JEaKDXv5/XUX5OsZTPGP4cZ3rPIDIVz8A5a1lOmHsCuJ+OTm7onBFsVR7NqCUz0L4wR3RDeDJCQMDCOF/aTmzqswD/N+wWqTAUcNW9FkwNxx9C6+FtuYCZOLY1C885o33ef7KZaKSCkdK+HfHfobE3oyG564/kXDH7EM4IAQJZF7kl3GNTiG+CtFf/msiu+wj0//i2GrrNn93Zef/WfAz2sYU8wOPxzNwSdI+xg5BEv5Fk3wpudjXIVRyyfs8B9BeP8c3HqadHQ29biMuKNzrduIjWUyyHLppiHd5dci1/ykKClhVtGWTaRFsqLCQ2WkLrdPkkxFGqVkuh1LLqDJC0T1bAAx9tEFZibK6+7L+uSF7MNUWHW1OJPXWt5dkT6rN3jTKjkBmZSbN7L6OCMuKHnISnAPtvHNCnVFJv3thE1QfxM9i2OeW/r8H+7noRPcrW5747mu6/WgyZTNfulTylS94Jk4NTSGOs/iZPdy8kMjo+20QpKPgwM0oNj8cqNSMgkaVnUK2V86nyJEvNeMoPjWeT6MlY9AU0KUqLu41DKg4zzn4xbqaPCdAQdnUrTEex674Rg6zZkiqFiMRzR1maaFKI+VI5qWDB0I27qQMv3zPYuo0mpwR5MpFw93GYM8XprJ2vZJHuz0QgRlPxscv6HkNq/63RHawK0bze99fwLBj/iGUEAYPRRtfO83FFsXf8+i5dezOH8o31yzsHIoBffmqbx6n9e4NX/vDDQQxlRlJeVDPQQBIMAYQcjj9YCA8Dv86EYKhXqYTJCY1ngvpwaUxFW3YFdT8Ql19KoVLURrJHc2bRQHiEpwBbHa8z0notXbiQguTEAs2Fjq/0tak3FnOy5qM14OmqfJBkSqm5rHnc43LiloFQMlQQ9LSq8IdwmykCn3lTGIveXMBlqXIHbE+HfUa525Jx5/tmUqQc7PG5sYA4bnf/lkGUjk/2LYo6LeLdLzPvwyPWsd77Upme0Q0tp8xmGpAAGOqpuQyOI0uytbU1H892X60FQ8VIve3Fqqcx1X0hWaCK6FKJBqcQnu8N9zQ0DA50mpRpVs5CoZXDMvI0Nzlfwyo0scn2ZOZ4LcCu1eOUmDDSyg5Obhd3bTPCfQl5gFhWOw5iwdFkItucdj3iiZUNBRokWYYtigAkTVj0BZHBqKdEQeSBauC3SZi05lI1Vd7DQ9WUKLNvaiNGOes/LKBRYtlGuHu733trtrQktaW03Xd2I6o+WeIITh3hGGLr0ZTpIMNi1kPNJE8dzz/e/xemLT8XptFNVVcN7H6zhoUf+QkNDY+cn6Cf+73u385WrLic1NZnikjL+9MTfeeW/K/rteoNefAsGhrwx40UFS4GwgxFI61BXAFVVkf0WqtQCTnVdgd7c01gi3CbKqafilz1oUrCNYPUo9XjkBky6mU+c/yLf8lk4XF1PxCPXs8n5H1xyLZP9i0jWstuMJ1I8rDV2LZlELRMJiczgeMb7T+GwZROV6lGm+E8nIHnC7bla9GiOeNiTQ6NoMJXj1NLQpBAG8R84uts3OZ5IaY3FsKEYaofHJWs55PlnstP+HuXmQx16auNtDLT+DOuVMo6Zd9CgVLI28TlseiKZwQlkBseTqGfEvLe9+YZ+WA8kCElBPEoDuha+piYF8Uj1+CQXEjIpoVEcsm5ksetqXHItWx3/w64lkx2azMmei2lQylAwkxWcAEj4JTezPcsoVw9z1LwduxH28E8IzO+SELTrSXG948XqHnQ0ytQDTPMuQcVCijYKjRC6pGGgY2Bw2LKZ8f5TyLduRpNCpGqj8cgN+KQmLIYjpr95pF+4aljaFaOd9Z4/EZ7jeGuCzWbH6/UcH2cru+nKRlR3N7cEgw/xjDA06et0kK5UO581Yyor/vMcz/3zP5x1/hVU19QyfepkfvvLH7HytRc494tX9fBuesc3b72Bq668hC9fdxtHjxVyyUXn8df/9zv27T/Ezt37+uWacr+cVSAQCARDkkioa4wg1aRwKC0GTj0Nt1KH2bDGPFjb9SRkwxRfsEoGZmzNYkVjr20NnznfYKvjfxwxh0OwcwMz24wlUjzMJ8e2h7JryUzxLcaqO5jnXs4l9T9kjncZS1zX4ZHrKTTvIEFLR0bGLddGzxXxsI8LzAXCeegeuaFNDm8Ej9xIqHWiegfEEymt8UvesMDs5Dinno5f8pBv2cJ650usTvw7650vkW/Z0unDUcvPsMi8h632lSDBEtf1nOa6hgWuy/HKjXzuWEGxeU/0fe3Nd38S196g+TPRmeU9lzL1AIes6zlg/ZRELQtd1hjnO5kGpQynnkpWcAIOPRWnnkqCnk5WaCKzvGcTkD1UKQVYDEdUCMqGCcVQkY226Q0OPZk5nmUsabqesYE5ZITGMTYwh9mec0nRcpjlPRuP3MAe+0c4tBQUQ8Vs2Jrz7iW22VfSoFRwiudiRgWmkW/ZgkV3kBoajcmw4NCSotdsnWoRGUPLiu0RPEp9j+ygr2jvM4oQz266shHV3c0tgUDQeyLpIK3XuSVN1zPXcwF2LblfrvvgfT9l9dpP+dX9D1NVXYNhGOzdf5Drbv42n2/dSXZ2Zpv3jB2Ty79f+BuHdn3KgR2f8MRjD+J0OgCQZZn77r2H3Z+t5tj+zax+57+cecai8D3abDz+yP3s27aWo3s3sfK1F5k9c1rcce3eu59vfvce8o8cQ9d13vjfuzQ0NjF50oR+mQcQnm9BOzSIavIChB2MROKFuho6WHUHEhIV6mGyg1NI0mJ/KCNhzPE8p61zPzVCzVW6VY5aPuOwdRNZwUmkaDnHx9EcXt26fVIknFU2TKSGcmMqm2eExrHAfQWbnP+lVD1AVmgSiq5SrO6j2LyHWlMxk/2LSNVGkxrKZa9tDae6vhR3HuqUUrbb30FCwqGldCksL16ObszcYlBk2YVXauz0uALLdgKyt03Rr64Q+Qw3Ol6h1lTKdN8XmOFdCujo6CTqGUxomM/n9hXssX2EU0sjScuKO98t6Y/1oKPQah2DYnO408kB6ye45HpyApOpMh3DL3kIyD5CepCA5MViOJCRMRlmgpKPrOAkbHoiCbqFJlMVTi0Fu54ck5/tkRvwS240KYhdT8SiOxnvn9/mMyky72ZUYDqL3Fex17qanfb3cMk1zPCehVNPwyXXsM+2llpTEQtdV5ERGssk30I+TnyGrfb/cbLnIhRUTIY1fM8tNoJaplp0KEZ7YAd9RbzPKNhc2bi972lXNqI6irIQDA3EM8LQor/SQTRN6/D1jPQ0Fi6Yx8VfuqHNa26Plzvv/jkQzvluyaMP/ZryikpmzV+K0+HgtZf/zp3fupXfPvQYl19yIZddfAHLll9DWXkFl1x0Hn9+5H7mLlrGN265npnTprD4rOU0udzcdvN1PPzgLznv4mvaXP+T9Zuj/22zWrn2qsvQdZ1P1m/q8v13FyG+BXEJdTF/QzC8EXYwMmkd6urUU6lSCmiSa9hr/ZiJ/gUxedQQbhumo7fxgMWtlIwp2h5rkn8RFeoR1iU8z0meCzsNgbPoTvL8szlm2Rq3d/hk/0JsRgI7re+zzb4Sl1yLLoWw6QlM8i3CojsoMO+kSj1GvVJGgi29zYNIkXk3u20fkBbKZW6g8zFFMCSDUvVAXCHZUqQYst6u4IwnZnqSm+dR6jlq2c5E/3wWu65GNSyEpAANSjn1ShkeuYHpvi9QbN7DDtv7SBKdhhz2ZD3oytg7Cq2uU0qZ51lOg1zJQdt6VGw49GQUTKQF8/AqjVTLBaRoo3DoqdG5bJKrsRgOJMIV4YOyj7RQ7vGLGuE+8+F6BZX4JBdmw9bWrlsUqnPoyYzzz+OgdQNByctm52sYGEhIZAUmMNF3BZP8pwJgxoLJsLDHtppy9RBZoUlkyOPxyy4OWTZGN4JaploMZjHaZk0gBZe5rt3vRFc2ok50lIWg7xHPCEOL/koH6azg2pi80QDkHyno+mCBa2+8HQC/P4DfH+DjdRs4afYMAJxOB7qu42uuP7Fi5fv87+1VGIaB02lH0zX8/gCapvHEU8/xxFPPdXitP/7ul1x/7ZcoKCzm+lu+S0VldbfG2h2E+BbEJS09E7db/CiOdIQdDA4Gok9uyz7HZsWKElTJDkzBZapmr/XjGI8zgFuuZ7/t4zYesC4VIQvMpsi8m0+d/8KEGlM8rDUKJixGuMhavN7hAJnB8cw1LiQzNJ41ic/gURrwyA247e+2KU7WWvRVmQo4ZN3ADO8XmOw7HQUFAwNdCrVbpbn15/OZfQVF5j1M9i1uV7h3NZe3p7l5Ni2JBC2N2d5zsTS3bzMbNtJDY2lQKmmSa/ApLjKD4zmUsBGPVI/ZsHfo5e/uetCdscfrq+2TXVh0BxWmwzQo1cz1XMjpTdeyxfE6xyzbmOdZTpKeSb1STp1ShmpYUQw1HNJt20BmYAI1aiFpoTyOmrcxz30JEuFaBRF7dOqpeGUXBZYdJIey23ieQy361CuGCRMqOcHJGBgsr72bkORHNaxokkaDUtFcqV3mkGUTeYFZjAnModC8k88cbwDhavtpoVxO9lwUI7yHghht+RnZLA68fne739OOIhra85YLhh7iGWFo0V/pICaTqcOc72CoueikonTrvAvmz+Und9/B5InjsVgsmEwKm7ZsA+D1Fe9w1RWXsG3jKtas3cB7q1bz6psrCQSCPPP8y1x43tns3PIhH3y0jndXrWbFyvc73CS464e/5Ge//B0XX7SMV57/K5ddfRO79uzv1ni7ihDfAoFAMIgZ0D65zaGuSVkJNJa6SdGzGe2bxh7bR5SpB5nsX4hDS6XaVMg+28fhCtytxtSdH3u3Ukdn3Yo1QvglLxC/dzgQLaLmk93ozW2r2gvbbS36AngZG5jLbO8ynHpamxDl1mF57X8+hyh3voAZa7ubCe0JzshxPW3VJBkSWcGJQLiNV6R1V4QkLZOQFMAj12MxHCiGiXHBeUzwz++SjXVlM6hHY2/1GUmGhITEQetGxgZOYor3dFxKHdN8Z7Iy+Y9sdrzKIvfVpGij8MtumuQanHoq2xxvUa+UM8E/jxq1iJzAVHY43uWThBeZ4V2KhITZsGLTEzEZZg5bNlKuHmoOzY8l0kfdpdSQquViYDAmMJtt9rfZYX8vugkVwNc8z1JMSHmkNVhuYAYbnf8lJzCFqf4hLEabP6P0nFTqiso7PHQwFIsTCATHGah0kMLCYjRNY+qUiZRXVHbpPU6ng+eefIx/vPgKV1xzC16fj3t/chfzTpoNQGNjExddcR2LTp3HsrPP5Cf33MENX/0yy6+8gZLScpYsu5wzT1/IuWefyR8euJdLl5/Pzd+8q8NrerxeXvnvCi656Hy+evUV/Oje+3t97/EQ4lsQl/Ky4oEegmAQIOxgYBksfXLr6qoJKAG2298lJziFrOAkGpQKPk54noDkxS+7cMv1cYVDX//Y+2UXRZZdcXuHHz9fA5oU7LonsYXos2vJzPCeRUZo3PHXY0KUqxjrn0uRuhsT5pjPR27Oex/nP5n9to/Zbn8Xt9JJTmQ7mwId5eYphsp071lUmQo4bNmIIcfOu0V3Ms5/MscsW9vdoIj0+fZLLmx6IkuarsfU3K4N4ttYaUlhm80Gl1zHMcs2KtR8vEpDh2OP5PpP9C3sNK8wcp08/2wOWdczw3sWKma8cgOJWgZzPOex2/4B5ebDTPWejmKYKLccplI9QpNSw6nuK9lrXY2qWzhm3UpiKJOjls9xyTWM95+CgkqjUkGJeR81SjFeqYlqtQDDZ8SMWcFEWiivuTjaWHQpRLKWw2T/ophNqBAhXEo1mx2vxQ0pT9FGIyGzw/EeleahL0YrK8q6dFxnG0yCoY14Rhha9Fc6SGetxuobGvlkw2a+/Y2b+HjdhpjXrBYLb732PD//1UMUlx5fVyZNGE9CgpMnnnwOb3No+azpU6Ovm80qqqqycfNWNm7eytPPvsTOzR8yY9pk8o8UoOs6q9euZ/Xa9axY+R5vvfoCSUmJbVqa/fMff2btJxv4299fjP5NkWU0PXbTui8R4lsQl8SkFKqrKgZ6GIIBRtjBwDGY+uRG7KD1g3SIIH7ZRTsR5UDf/9hHwlkTtDTqlXK22t+KCYF3ybX4JFfPPIm6hE1PIDM0Dgm5jcc40lIt4smPfD4mw4zFcGDWbYQkP0HJz0zvue2K464QL1xfMVQshqO5aJjKLO/ZVJsK8RvuGOGmYMKpp0RFY3wBH/75LzLvJTcwM0Z4Q3wbc+gpzPScwxTf6TQo5RSad1FjKgIgUUtHR0MjhAk1Zuz1SlnMsZF7Mes2AoqH1rTcdApIXo5ZtpIWyiU9NIY6pYxGpYrcwAysupMy9QCbna/ik9zUK2XM8pzDGU3Xc9TyOZXqUTRCTPOdwWzvMgKSl33Wj9lufxtd0vDI9TTKVdGWdfHCpDVCZAUn8bnjTXbq7zKpue96bmAmTi2NAvMOVic8g1duRJNCpAfHMs+zPG7xwEalctiI0W79NgxgsThB/yKeEYYW/ZUOoigKoVDHG+g/+vn9vP36i/zhgXv5w6N/pbyikhnTpvDAr39MKKTx2bYdZGcdL+RaXlGJpmksOGUuH6xey3e+cTPJyUk4HXZkWeaBX/+E0TnZ3H7nj6irb2De3Nn4/QHKyit59qnHKC0t56e/ehCv18fcOTOpqa2jsbHtOrRx8+d8+xs38emGLezdf4hzz17CmWcs4s9PPtutOegOQnwL4mK3OwZ6CIJBgLCDgWMw9cmNsYNuPkj3x4+9R6nnoHUDiVomWx1vUWzeE/ZmGmFv5hHr5932JNq0JCy6HZueiFdyhfN4CUZ7OEew60l4pAZMmBnrn4vJMJOoZaCg4pbrMRtWEkOZmFCZ7T2PalMhPsMV9Qq3R8tQ7hDBNuH6iqGSqGWQoKcjGwoKKlnBSaSF8sgKTmSn/T2aTOECMZFog0h4dOsNCoAQQfZZ11Bq3s9o/3TqlfI2fdZb2phfdpETnMoU3+kUm/dy2LKR1FAuC91fIjGUiUepY5v9XcrVAwQkP04t3M+6yLynxbFX4tTScCk17Ld+gsWwEyBWfLfedGoZ9k0QUrQcqqUgAclHkpZFop7BDO9Siiy72W1bRV5gNhsSXqZWKcaiObDhZKL/VOx6EmbJxgzfUmZ7z8Ws27EaDt5OfpQSdS8qNjxKXTRMOj04NlyczlRBQPLik5vY7HidAsvOmFz+BlMFTUpN9POtBnbZV3Xs2R7kYrRLaQXit0GAsIOhSH+kg8hy552rD+cfZdnyq7n7e7ez6q2XSUxMoLy8kjf+9y6PPv4UwWCseC+vqOQ3v3uUR3//azRN45nnX+aOH/yMV1/6O6/+62luvO1OHvrNz9iw5i2sFgtHC4q49Vs/oLqmlu/fcy8P/fbn7Nj4AbIss//gYW78+h1xc74f/+s/sFgsPPvkY6Snp1JcUsb3f/gL1n0qqp0LTjChkKhgKRB2MJAMpj65vbWD/vix9yj1eOQGzLqNGqWIQ9aN0TZmnXoSDbDqCSiYCOJHxcJMz1Iq1aOkB8dw2LaRmb6lzUI4QEgKRAW4bCgc+//s/XeQXWeapwc+37HXpU8ACWQmHOEdARAkQG+qWFVdZLHLtJmeme6W1NqWtJJGGoVWuxGzq91VTMwqdicUs9Joe0y3Wt010901NeXJcmTTkyAMARAeSLh0SG+vO/7bP27mRZqb5qZBJoDviejoIq777rm/POe83/u+v9c+h0AUxlPJJLZMMqL3UjE2sms8yF3nb6UmXE+9s5GLiXdn/J6lSrm/SPwCV2SLz7FlkoqoHkNaxYA0qw2hY/Bi+g8ZNXq4Kj7B1/PFaoPn078/rTw6FdbTZV7jdPKn5LURElE1fVYr3VYLu5wX2OU8N3ltUSUaeqGU3TvIiN7NDfsz9uZf4YncG5jSLq5nk3uITyr+ivPxX5PW+jGlXXzupODfh2bvAMeT3+Ns8q1Jx8WKkjS796okJpZ9jwfkyaiGEb2HNf4WfOGQ1ga4HvuEfqOdjyq/y1pvK2v9bVyOv8uR7G8SUejZ94U77TfanX+RIb2Lre4RzifeHstMn6THuMl6fwf7cq8Qk6l59/IvNLM9X1PF5TZfnK/HhLo2KEDp4EFlqStw5nI7H6e1rYP/4r/5RzM+3t5xlzUb9xX/+5//iz/nn/+LP5/0nL1PvFj83//pP/g/l3yfzrvd/L3/8D+f15qklPzTf/Yn/NN/9ifzev5SoIJvRUnudrbP/STFQ4/Swcqx3MYo5dzEl6uDUu+9LOW2QhbLlqdmUGda03iwWBs00eTtpcO6hCXj7Mm/Qq/5Z9SHm7htf86p5A95MvttDGkVyqlFhERyNvEWveYtIiLyIo0Vxclro1gyNimoA8hoA+jSYHf+ZQbMjpItAqX6+tewmVG9l26rhY3e44AkEVWhSb0Y6Eok1+Of0ujtxsBiT/4lOszLDGn5adUGqbCONus8J5M/JC8yuHqaNf5Wns38Huv8x8hog1xIvM212EcAkwLwcY0ZmBhOjDbrQnG+ui6N4nqAsXW8TJ/RyvX4JzR5+6bNYh8nr42y3T1Gt9XCTe0UAsZ+nxgtsU9J631s9A5QHTZMy+Dr0kASkdWGSEW1tNrnyGkjNLp7cPRROuxLpPU+Cr7mOr5wyWgDJKJqKqKCAV0kJAEesSiJJGKLe4Q+s5Wb2kkSUTUH8q/O6rUway9/mZnt+Qa8y22+WI7HhLo2KEDp4IFmCStw5ur5VkxGBd+KkmzctJW21lsrvQzFCqN0sHIs55zccm/iy9HBXO+9EuW242va6jxBfbCZSPi02Ce4Y58lr43ycvo/ojbcQL2/iV7jNoez3+BM8mfcta6xI/8MCVnNsN7FTfskd+wvqA7WY8sEd62rbHePAYK6oGl6SX38UzZ4uzHHStSntgjM1te/yTvA2cTPuRk7yVbnCLo00cf6siWSU8kfMqx3cTj7DaAwwiomK7CiJJ6enVZtsN7fQSyq4HrsEw7kvsZT2W8RjyoLvdcyzm7nRd6t/FdciL9Dg7+N6rChqDFXyyCiCvxYjgFRmHmtoRfXM06Ij0Cw23medyr+JW32F7yQ/kMEAlkY2IZAI6sN4Ypssay9y7zOGn8zW9wnqAzr0TBos85zNvEW291jNHl7J2XwN3oHCps31hk6rCsMG900u3tJRfXc0c8wrHfhaTniURXnE29jR59Q72/igPMV/NDFFw45bRRPy9NltTCi93A19hH1/ibazPP31WthpoB3s3uI67GPOZf4JRm9sHGwnOaL5XpMqGuDAtQ9gqKAZVmzjhpTTEYF3wqFQrEKWS5jlOV0UF8t7uwzrSkWVVAZ1mHKGDucZ/k88VM+S/07AjxSUS3b3ac5nvobRvU+Xh79P3A99gknUz8kIiQQPlYUw4riPJn7JiA5m/gFN+1TbPYOoXFvfum94LibZ/OvIJElWwRm6+sfd9S+GH+XTvMKe/Ov0OBvI6sNcT3+6Vjg/QZrgk0AjBg9uCKLgYk5Nqs7pw1z0y5UGxjSRiDY6O3n6czvYskYAJEICfAwpMXRzG/TaV7ljnWOx/NfnaCxwmbQLesM+Pfmqws5WZNZfahQARCsIy4ryIsMAR4DegeRCJBAJIJiLz1AMqzGkjEiwjFjtWZ2OM/y2sh/w5nEm1yKv0sqrJtkcPZBxZ/jaflCAC4yWDLOaKJ3rJoiTSKqZqv7JJvcg9QGjejo3LBP8lHquxzIf4V1/jYsGaM6aKA3eYuN3j4EgnbrIiax++a1UCrgnWiq92zm7zFi9HHTOkmjv3tZNwRWk8eEQqFQPMyo4FtRktHR2c2BFI8GSgcry3x6pcspH1+og/p8dLCa3Nmnrmmtv5WLsb9lxOhGoCMQNHq72eE8wy3/c1pix9nrvEKTv4cdzrOTeqSb3f0MmO202MdxtAx7nZeKxmTb3aPcjJ2k1f6CffkvjZVwD9ASP86I3sPRzG+RDGvIacMlWwTm6utv8vbi4XA89T36jFbqg43oGDR6uzmc/UYx8M5po1yKvYcl4xxOvz6lR7mgk3goqAk2sC//SjHwBpBEBMIjIkRDZ7N3iLOJtxgxuuk2bxQ3S6SQdOstxMOqovmZFBJkIfAe0XvGTNDW0mVew44SuHqOUb2X9f4OKsI6NExC4RdmppMt5MJFSEVYz3Ppv4+v5bllf85nqX+Ho6U5nHudLvM6bdZ5qvMNVIXriMkkjpadZGDnkSu2HUzdABo3qtvhPMcXiV9yNvFzXh79Ixq93ZxO/oiMPsAro39MfbCRj1P/ls+TP7lvXgtTA15dGlSGa0hFtcXn7Mw/Q7t5gd35FzCkRSiml3cuRWBcrseEujYoQOlAUSAMw5VewgOFCr4VJfFcZ6WXoFgFKB2sPLP1SpdbPr7Q7NZ8dLAaM2d2lCIZ1nIu8QvqgmaeyvwWVdFa0lo/1+Of8l7ln1IVrOdW7DQBHro02OjtJxlV02ad50TyB4AgrfcTi5I8lf3OJEfwJm8vlcE6Pkr9Be9X/G+sCTajY7DRfZxn0n8XWyZIawNUhmvpsC5MaxGYT1+/jomGjqOlWetv4YX0H2ASKx5nTzicSv6ItN7PS6N/RFymiq+tDOsJEg59AEgQ97LWE5FEhCLCFVmsKE5WG6LHvDFthJxnZ3DDPOfjb9PsHcCKYgihkdWH8IRDKqrGkBYt9gkSYQ19xh26rRaOZX/nni5kjHhUQVYbIq0Ncsc+iyMyfJ76KQLBBm8XqbCOc4lfEIsq2Ogd4FTyh1SEa2i3L9BlXp/ROb7UBlAofEb1Plwtx878s7RbF/g88VMuJt6ZVj2ww3mWc4mfL6vXwkTGA97x+fAaOpEI8YWLKW2goGENnbpgI7ZMkhPDJd9rsRsC5XpMqGuDApQO7jfR2Oxp0zDneOb9Zb6Gaw86ul6ocFvs91XBt6Ik9WvWqT4ehdLBaqGEMcpCSrwX6qA+Hx2sJnf2cQSCAaONg7nf4IncG1gyXpxvvdt5kVPJH3Im8XN8cpxO/oQD+a8ikVSHDVTnGwjwabE/xbPz0wLvcSqjevbmv8TnqZ/S7O7jWOZ3EEKQ0QfJiAGqwrVcir/HoNEJUk4KaGfq6x8PxiIiWq0v8HGJkeR84le0xI6zy3mBDf4uAuFyNfYRfcYdnsn8HqmoppgZHR/xVRdsYo/zJW5ZJ+k328joQwj/3liYiWPUcvoIGX2QQHglZ7eva2ikrfUWrfZ5jie/x27nBXRpEpcVVIVrMaTFmcSbDBoduCJHfbCZtDZQctRZKqzjTOIt7lpXeX7092ny9xY3RYb0LjSpcz32CRu83YzqfRxPfQ9Xy85aNWFHKbY4hzGkNZZVLwSKofDJiWFckWWdv42TyR9wIPeVYvWAL1xG9B5C4VEXNNNuXVgWr4VShCKkNmxElyYCQV4bZUTvJRVVE4sqcLUMESFZfZB6byOOyBS/10QWuyFQrseEujYoQOngfjM02I/vufzG69/m4w//luGhQSIZzf3CZcY0zYfedE3XdZ5+5iXCIGBkeBbDzXmggm+FQqF40JDQ4G8ru8R7oQ7q89nlXW539lLMVXIf4FEbFty2QRKOzc+GwnF6Mvtt7tjnGDQ6uBb7mHbrIuv9nZOqCHqMmzzmPlky8B5Hp+C+fTb5Fp3WVba6h6kO1xMScDL1Qwb1u2x2DpNPpJGhJCIsrnViX78hrWK/ryb1sfLvLmrDRnY4z1IXNHIjdoILibf5gl8iEAR4HM59g/pgYzHwHta7Jo34crQMI1o37dZFrsTfZ3/uywUTNCGL/ddprR9HZOYVWOb0Ic4m36LbamGrc5jKsIFQ+Ny2P6fXvE1EREbv52jmt9HRuRR/l26zhW3u0eKc75v2SXrMmyTD2oKr/Jh52/imyOfJn9GltVARrsEXLq4++5riYSXxqIqGYPvYsSiMF3NFdlKp9hp/E1VhA/vzr5KMqhnRewtu9VGcmmgDe/Iv8WHlX3LbPsM25+ikQHcxXgtTSYTV1PvN9Bg3OBK9gYaOFcWpCOsZ0QuzwzVpcsv+nGRUww37JFvcJ5ZtQ2C5PCYUCsXSEYYhf/nnf8JXv/5Nvv6N31rp5RQxdIMgXLpr+2olDAJ+/MO/wvPcRb2PCr4VJenpvrvSS1CsApQOVhcTx2XltFEuxN8ujmOa9LwZSrwX4qAupGCgdZBkVDNrT/lyurOXYj4l9zomTd7e4nommouN0+Ttpd26RFXYwJXYh9y2z0wu70eS0QeRyBm/V5t9nm3OMZ7KfpMrsQ9piZ0ACr/DOn8rTzhvIEXIXfsq+3NfxhfepLWeS/ySPqOVPfkXqQ8202+1csM+wYjew6sj/zlpvZ/L8fd5zH2CN4b/L1yI/5qL8XepDNbQGjtHVbh2UoA5cRyYQDCkd9JlXWer+ySd1lXeq/wzjmV+Gx2TEJ+03k9OG+FK/P1ZA6yJ54Op7RCSwuguAE/LkYxqSESVNPjbqfc302ld4kziLSQhofBZ7+3i2fTf5Wzy5/jCwZBm8Zg9mf02rdYFbtunC2Xpc2gmEVZzIPcq3eYNfJHHknGQEI8qyGiDjOp9hMJHIknrA0hC0toAeW0E0KgM64t91nFZgRXFuWOdZdBop8HbXij3XsKxXuPl8ftzX+Zc4hecSbzJE7k3kEKiSUFVuA5Hy3Aq+UMGjQ525Z/nZuwkZxNv0eTtm/ReSxkYz8djYhx1bVCA0sFKMDIyxPf/5n8nkUyRSCQRonSr1/3EsuxFB6SrHSklI8NDS/I9VfCtKEmqohJX9fI88igdrB4mBpupsBYDizvW2UnjmCY9v0SJd7nZrfHP3BY+ienFZw1A7mfmbL4l9zoGZmST0QZJRbWTzMV0DEa1fozIJsSjJXYcX89TqnBuPt/rKfc7rAu2sS6zjRAfXziAYETvIxYl6TFvYEUJ1vnbCn3hE9bqkWNE7+ZS/H0EEIqAdd42vpb5B6z3dxAScte8Sov9Gamonj3OS3SZLUgidGlOqjgICRgwCuPAxtd6LfYptUEjXx/5h3ye+Blnk29x17zKZu8QibAKT8vTEjtOm3Vx1sBy2vlgljmxIQGuyFAZ1rPB38l29yghPq7IM2R0sjZ4jA7zYuFt0Ca9ViDY6j7Bjdhxeo3bwMyaGQ9kdzkv4AuXFvvEpN8pFdXiajlyYphQ+FyLfUxt0IQQhTUmoupi4C2RtNgnaPb2sdE7QKv1BaeTP7nnrL7YufRjjPsj1IQbJo1Q2+k8S3W4now2wMXE39JqneNQ7jU2+vsRQnA6+RNuxk4t25xvmN1jYiLq2qAApYOVQkpJNpMmm1kdkwfq6tcy0N+70st4YFDBt6IkyWRK/SEplA5WCVODTU0a1IaN7M2/PGkc08QM+Ewl3vPNbk38zEQ8ST4ouEnP1lNeTuZswUjm6ap+kpCAjD5YNNxKRFXo0iDUAvJiFFfLMqr3kdfSs5rAzfm9xAh3ravIbCE7rmMyqHfyRfzX9Jo3MbAYMNqxogRpvZ/qsKG41j6jlbvmNZ7N/F125p/F1XKM6n2sDbaSF2k+rPgu7fZ5smKYtN6PIS0a/b1s8Q7zeeKn1AQbJvUouyJHSEA8rAIKs7c7rSs8mf1NBIIjuTfY5D3Opdjfcjn2fvG4adIkoLCjP1M5/3zPB0IKQnxa7Qtsc58hEhHxqBJT2sSkVhh7JgXX48dp9HaDkHjk0TERUoxVGWiAYKt7mLyenpeJ4EZvP2cTP5/WY56IqsiLNNfiH9BhXeIx90kkEl2aJKKqMVnJYr/6odxrxb7/ynBtod98jrL3cpjojzA+Qq3NOs9nqX+HJk0MTJJBDVaUoN7fjESOOeaPMGh0zhkYL5pZNlXGUdcGBSgdKAooHZSHCr4VJYnU2AAFSgergVIOztFYP2s8qpg2jgnmLvGeK7s19TPlhMzjXGPD5ps5K/cYjAeDsjDbihG9p2Qf9sSS+4ml8KHwcUSm+H0Kc6cld2Jn5lUKP9f36rAucTz5PZ7O/i437BN8nvwZFWE9T2W+g4FFn3mHLvPapEqFEb0bgYZAcDbxcy7HP6DOb6bJ20veynA2+SbV4TqezHwLK0pw17pKv9nKafuHbHB3A7De28755NucS/wcTRoMGO1k9SH+tupfsd05xlrvMSLCSS7na4JNHM39Nlvdp/C0HIa0GDQ66LFa0EODDf6ukpsM2czcx2m8WmKNt5ku+zp3rDPscJ8pmojZUQqBxufJnzKod3A4+3rRbT0iRCDGNkx6SUTVHM59Aw19XiaC1eF6HnOf5ELiHbrMa2x3j5EMaxk2urkQf5tO6wo5fZjr4jhpfYCtzhP4fh5Xy9Jin2DQ6GC7e2ySrlJRDQYmS1lQOdUfYTzQDwkY0rvoMW9w17qKq2X5oPLP8YRDThsuBsSrYc62ujYoQOlAUUDpoDxU8K0oSUdH60ovQbEKUDpYeWYa4eWKbLGcert7lBPJHxASFAOVOUu8Z8luTf1MJ5+f/NK5xobNI3M2X6b2drsiS695e8Zye7hXcj+1FD4SQdFJXEida/EPyiuFn+V7pY1+TqT+Pbfs0+S1NLudF9nhPI1EIkXIY84RHs99jYvxd7gUf4+sGKbLukZ1uIFnMn9nrLw84Gr8Qz6t+Gs0DI5kf5Oj2d9CIEhr/cRkiucyv8+J5Pc5lfwhAo2YrCAnRrlpn6LJ28uh3GtFT4Aes4VbFZ+T04aLs7nHyWkjRCIgJCASARmt4N76eO6r7HJeKF3O3/tL0Gf/rcarJQxp0ezv43ziVwyYHTR5uxFSAwFXYx/Ra97iSOab6NIgL9LomEQE5PUMvnDosq7T6O0qtk7MZSI4rHfRZl1gwGgnwOO2fYZ2+yJ2lCIQHv16K4FeCKHHN1K6zOtUheuwowR1QXMx4z2RpTYJhJn9Ee5a17hhf0Zt0MSB3FcwpEVOG+F27AyOtvIB90TUtUEBSgeKAkoH5aGCb0VJmjduob3t9kovQ7HCKB2sPDON8Jo4v9iQMXzhcts6y137yqJLvKd+ZjyeIJ/PTXrO/RgbVqq3W5MGj+d/gyuxD0qW28PkgGmiodk29xi1QSN5bZSW2Gd0mpeKJmFLQdroJ6MNsN09xu78CySjKgwZAyHJaSOk9X7251+ly7zOtdgnPJ39Xfblv8yQ0UksSrHO38o29yjfq/1HABzM/UYxNMvqQ8SjSnR0nsp+m+uxT8iJUdrs88Rliv35L7PDeXZsZBVUhQ3scJ7meuxTTiV/xPnYO8Xj2Gp9wenETwql8kg0dHzhEMqABn8HESGBKBjT6RjFaoeu+DXuRF9gy+S0kvRS1RKbvUPUB5u4FvuYS/H3GNLvIkXEGm8LyEKG2xN5At0r9n1LIq7EP6DfaOVo5p6b72wmgpfj7xOLktQGTRzNfqfoqH7NPk6/cYdQBATalNy1KJRyr/W38nz694tu6xNZapPA4vsKyV3zGpdj77HTeR4Dc5JD/Q7nGdJ6P6HwqQubafL3zpj5XynUtUEBSgeKAkoH5aGCb0VJVoN7omLlUTpYeWYb4TU+v7jHuMGw0cXJ1A/mnIW82M8cZzkyghMpVW4PhZL7vDZastweSgdMESGuyHEl9j6B8HG1DAEe8agKQ9oM042nT95cWCgJWc2u/IvUhU0A6NLEiuJUhmsZ0XvIaAM0ertpsy9wMPt10kYfdpQYmzXdixklkEKy3TnGqN6LHWxmWO/Cx6UmagQKJffN3j7OJX7JsMjS5O8tHqeJo7HSej+bvIO02udosy5wIvnvMWWM08mfIInY7B1ih/MMdpSi37jD5fgHvFv5r0lGNdhRAoC6oJmN3gHS+gCedNjmHqXZ2z+tJN3HnVQtMd4asSbYxJrMJkJ8Lsff50ziTba6R+g1b9MSO05WG2Kb+xSpsBZXZGmJn6TTvFxyU2QmE8GsNsi+3Cs8nf3d4uf3yTvUGOvpsVpwtXRxZvYkp34BveYtbsZO3NfxWoW+9ogr8Q9piRUy3REhFdEaNnkHi4H3vWXO3uqxEqhrgwKUDhQFlA7KQwXfipJk0rPfeCseDZQOVp75jPC6HTtDVhtespvyqZ85dX7ncmUEJzJTuT0USu6z2tCkcvvxfvCpAZOQgkZ/N8+nf5826wIt9nEa3b3sdJ8uZkjPx9+m1T5PTh9a3KJlYd1rgk3Ff4pESIiPKWNUhw04WgZNGiTCSkaMbjyRpz7YhK/lSOsDhHoXIT51/kay2hCumSMUPqmwDldkGTQ6xvr9q/BEHlsm2ZV/AV2akwJvKGzO5MUIDd52btmf81Hqu1gyTjKq4cnstziS+yYRAZEI8YWDKW02eY/T5O1hrb8VR0vTYp/gdPLHuCLH4dzrNLp7Jn3OeEn6hfg7hPiEBMWs+cTWCB0TpMao3sdnFf+uYPIWGfSYN+g1b2FIG1NaNHv7+Ub2v+Nk8gfTNlZKbfgIKVgbbGWTd5BBo5NEVMUd6wznEr+gKmzghfQfEhIwaHSWNP67LyaBEyg1Iq/dOk+veYsqZ93Y+LPpzNnqcZ9R1wYFKB0oCigdlIcKvhUlmVpiqng0UTpYee7nCK+ZPnOimcpyZgQnMlO5PdwruQ8IcLUcPeaNabOzxxkP4kf0bm7ZpziQ/8okJ2x8aPYOcDz5Pc4m31pUsGVHKSwZn9RfXZh/7ROJCEOaxMNKcrFhIhHhiRwg8EUeO6pASJ20NkAgPNJ6P1YYAwqjuLL6EFmGKBRmF4LlRFSJIS0qwzUlNynGickUAkFOHyUeVNHg7+Dx/NcIhIskos+4w5nkz9iX/xIHc19nwGhDQ6fSW8MO51k+Tf01F+LvsMHbSUiAJ3LTStI7zCtciL9Dq32u+Ll1QTOb3cM0BNvoNls4nfxRIVB2H2edv7Uw4sw+wYDRxmb3ILucF1gbbAYoubFSasNn/PeNREBODNNlXOds8i325l/mUO41BIK8lqYqXDejU/9ymASWYrYReTfsz7htn2XY6y5pJAj3p9VjvqhrgwKUDhQFlA7KY3WcxRWrjjVrG2hrvbXSy1CsMEoHq4P7nZ2b+pk75FF0x172z5zIXKXvofAZMu4yovfwUcW/ISIsGTCNB/Ft1gVqg6bJgfcYhjTZ5TxPt9WyqLJeA5PqYN2kWdMCgYFJRIQ/Fuzesc8SDyuoDZtwRZYho6s4Qk4Aa/zNtMSOU5v9LVJhLZZMFsu4feFQFa7j88RPWes/xpDRyajeR13QPOO6xjPGVpTEknG2u09R2BYofM9rsU+oDht4KvttJIWxYGm9v/j4Duc5Os2rvFPxL9EmOK5NLEn3NYf6cCMHc1+jIqwnow/QYp/g8+RPWO/voMts4THnKFvcw+gY1AcbsWScHc6zxXF5dcFGElElqaiWZFiYvR0ID03ObCI4dZOm1T5HTbChGHgD6OMme7OVby+hSeBExp36I0Iavd2zjMh7jhGjb1q2fyLL3epRDuraoAClA0UBpYPyUMG3QqFQPADcr+xcqc8csG7jW8F9+cxx5lNu32qfI6eNTFrPxLFkwVgZdEYbYsBo52j2OyXfKxwro15sWW9IQFXYQI95Y8KsaQCBKW0iIs4lv0+PeYv17g584eJoWeJRBXaUHHP89nnMeYpfV/9zLkV/y678ixhYGNLCkjEqw7VciL9dnEctEFyLfVx0RZ/pODlappA5lcaksWPjc8Cfynx7/AiiS2PstREAbdYX5PQhElENB3KvTgqu75Wkv0aTt4+KsJ6KqA58ioH1p6m/ZoO/i8fcJwsj3qQsHHNZCDzH+/fv2GeoCdfjajkGjU584XDXvEa7fWHGDZ+JmzQhQcnfORwbK1f4dvevfHu8xLzZ3U9L7FP25l8hGdXgiuyknm4AKUKavL1cib1fzPZPevw+tHooFAqFYvlRwbeiJL09XSu9BMUqQOlglbFM2bm5PjOvpXF1575+7ELK7Uv1055L/II26zzApKBzIvfGbnlEhMTCimlu3vPB1TL0m61sc49yKf4uXeZ1trtHqQzX4ogM1+Kfcsc6Q2WwlqwxyKnkjzia+S2SUXUxGJPYjBq9RAScj79Nj3mLrc5h6oNNRCKcNI+6KlxHJALarYvUhOvZlX8RDW3SHPOJxykkJBTBpLJ4XzhIJBVRPUDR6bxQ2u7SY97icvx99uVeZZN3kLqgsZD9Hguux0vS1/u7kEjSeh+elicRVaFLgx3OMxxPfY8Gb0exV3zinHooBMTjZeaeyBMIj0vxd+kzWhlIdcy64TNxkyYQXsnfefz3LerkPjv1eyLPHfsMdUETdUETGW2QUb1vWgBuRjZ5LY0v3OIGCNy/Vo9yUNcGBSgdKAooHZSHCr4VJUkkkzhOfu4nKh5qlA4UAMlUCte9v8E3lFduP1M/bWVYz/HU9wCmzboGyGiDuCJLu3WJ6/HjbPIeZ5P7OImompw2zO3YmXmX2Y9vGKzxN7En/zJd5nVOJH8ACAxpoksLQ9ocyb3BhfjbXIl9QE4bZqt7hGRYQ1YfLAbXT+R+k2uxT7hpFaodTGljSIuaoIlN7kFCQj6q+C4d5iUArsY+Jq0Pst05RjyqZNDo5Ib9GZ3WleLaPS2LG+W4Yn/MY85TGFiYMlacIw6Fcv6sNown8gwY7VyMvUNNsIF9+S+R1QeLI8HG2eE8x6DRyZXYB+x2Xij8bmIYR2QQCByRxZZJklHVpNdNNGMDimXmvnBptc/SaV2ZlwP9xE2ax5yj037n8d93IuWUb0+spJjvZsxUp35DWpPWlYpqcbUcOTE86XUZfZCMPsCJ1PfZ7B6+L+0lC0VdGxSgdKAooHRQHir4VpQklapkcKB/pZehWGGUDhSwsjqYT7n9TGPJAGrCDezPv8qnyb/mfPxtmr0DCAmOlsUXLoFwGTDauGF/xs78c+xwn6YqXIcuDUIRsMN9lvPxX3Im+RY5bZhYNHtWPK+NcCHxTtF8rSpYQyqsZ8Tops+8TbO3rxB46kPsdJ7DEWlOJP998fV1QTOHcq9RHTYQjZmhOXoahzRIyGojdFnXkEQ4WppEVNh0WOs/Rrt1gTOJnxXfKyIiIpy0PlfL0Bb7gr8w/yt2OM+yy3meRm831+Ofst19mlG9F1fLIkWEh0e/2crR7HfIacMgmFKBECEQbHOOcjr5Y3Y4zxQzyuOZZg0NTWrktVEmLmXinPpEVMWw0Y2jZTmR+j7d5o2yAs2JmzS6NLka+5hm7wB5bXRaiXc55dulKinmEwhPderXMagLmid5ASSiKhyRKR6n8XVltWFu2Z9z17x239pLFoK6NihA6UBRQOmgPFTwrSiJlKvrQq9YGZQOFLAKdDBHuf1sY8kAmr19PGYc44b9Gd+v+e8nZG8ldUEzOTFKRVTHTudZasNGTGmPP0w8quBg7jV6zVv0G+3szX2JiqgWR8tOC8SmBmuOyNBqf8G1+MeFrCeFEuiW2HF0aVIVrmVb8BShc28818Ry6Inl0SLSiMvK4kgxlzx6ZE7adKjJr5806ktD56OK73JTO0kiure2VFiDo2XosC5zI/YZ670ddJpXeLfiT4t92VAI3gs94CaOlkFoMGB0FEvKA+ETCBc7ShRc3YU3qVwaCoFnLKrgjn2ORn/PlF7swpz6vEhzIf42/XorgektKNDM6cPcEqeJyRSGtPks+T22uU9PUkQ55duzOZOXckyf+p2nOvVv9PZzNvHzohfAuAncTOtaDePEZmPFzwmKVYHSgQKUDspFBd+KkrS33V7pJShWAUoHClj9OphtLNk4sSiJjoEl42xzj1EXNI0Fwp/RaV3mMecpKqM19wLvMXzhEgqPx9xj9Bp3aLPPIdCoC5rZn3uVdeZWziTeQkMvGaw1+XsnBWvjQVUsrCgahekY04JWKJRHO2SpCOpp8vayy3meqmAdaaOfy7EPaLcu8JjzJIa0itndqe9V72+ix7jJgfyrk9cWQqO3h5bYp3yR+DV5McpQqpt2+wJbnSeoDNfhC4eMPsCA0UmluxY/cslp90rKC73lIQNmJ0CxvHoiEomn5RkwOqb174cE+MLlduw0ndYVAt2d9TecjfFjtN15mmG9i1ux0wwanTR6e7CjJI6WnncLwWyVFLM6po9Ryqm/OlzPdvdY0Qtgo3eAkICsPrQqy8rnYrWfExT3B6UDBSgdlIsKvhUlaWraREdH60ovQ7HCKB0oYPXrYK6xZMN6Fx32JR7PfY3t7rHiWK9YlOLJzLeoiq2lzb5ARhssmoCNk9b6iIioCtdSGa3h+fQf4I/Npz6X+Dnb3KMkompqwvVlBWvzcXO/HH+PhKzkWOZ3eCbzdzBlDAMLXMme3Mv82dr/jERURTyqIK+lpxl4AYzo3TMGkgjJNvcYXVYLN+1TBMKljQuktX4SYz3adpSkx2zhqey3yBsjDNMzrYz7hv0ZEdGkMWTjj12PfcKA0T6pNLze38SI3s2w0YMn8rhahrw2MuPvNxcVQT1HM7/F09nfLX7Hfc6XuGZ/wsXE35LVhrGkXdgsmFKGX4q5Kinmckyf6bdt8vaSCutotb7gg4o/x9Pyq7asfC5W+zlBcX9QOlCA0kG5qOBbURJN1+d+kuKh51HUwUIMlh52ytXB/T6GcwWyrdZ5qoOGYuANTHK/3uk8R0Yf5FrsY9ZkNhX/3RMOnuZQE2wgp40SjyrZ5B1AxyyO0boYfwdDmmxxDpcVrM3Hzb1fb2OH+zRPZ/8OAkEkAgIkurSwZZKqcC2+8AiEhy2T0wy8QgKGjR725V6Z39q0NBv9/TyT/j1C4WNIi7TeN1Yu/TMOu98gT6b4OePr7LSuEI0ZwM3WH13o3z9Jj3GT9f4O9uVeISZTizIVE5FGk7e3GHgXWgoEG7xdbPIe56X0H/Fv6/5b0lofr6b/j3OWjMP8Kilmc0yf7betCtcRk0kcLUteX/iGw0rzKF4bFNNROlCA0kG5qOBbUZJsVs0SVTx6OliowdLDTjk6WIljOFuwE+DTYV3i8dxXZwxAJRGN3h5uxD4jxEfHBCCvjWJHSarCdXxQ+ec0eXuKj43Pp243L5G1h0hE1bOusVSwNpube6d5FVsm2OW8gB3F0dCRSELh44s8hrTZ6O6n07rMBn8HlWHNJAMvKJTMeyJPTKYA0Mb6jMdHkU1d23jG18DEkGbxcUNaHE99j5ux02xyH8eMbByt0M/eZV4vmrHNZw59IqqeXgJPoSe6xf6M84lf4YgcvpZjhp9rEnFZyU7nuWLgrUkdgYaJDQgsYhzIv8rblX9CJKM5S8Zh7koKmNsxfS6n/gc58IZH79qgKI3SgQKUDspFBd+KkmQys994KB4NHiUdLMZg6WFnNh2MZ7nFmDHX1MBKkwZb3MNcjX3EueTPyepDy7LGmYKdW/bpQhAtkzO+VooIU1pktEE84RCXJhKJLxxSYR0nkz9gSO/iUPb1yd8dwQ73GHdiZ8hpw9SFTTOvb4ZgbdzNvcO8jI5OSIirZYmFKSzi1PpN6BgI9OLYKh+HQLjszr/E9dinXI19xNHsb03Lnt+2T+NqGRyRIRFVF43SwrE52+NO4ONrm5jxDQlotc5zx/6cumAj292jdBs3uJB4G0/k8IRDZbCWvflX6Ddbi5srsxmFzdRLrUsTS8Z4PPc1Bsw2Os2rpILqwsizOcaN6dKkMlwDgCYL2ZfCxsHEcXNrC5sXIkKgz1oyDuBoae7YZ9jo7S/OPZ9ohjdfx/T5OPU/qDxK1wbFzCgdKEDpoFxU8K0oybp1G2hrvbXSy1CsMI+KDhZrsPSwM5MOJma575pXMIlzMPcarsgiEMSiFPGxrGpNdgODRgc37JP4+vLMAy0d7KSJRRVzZjIz2iBpvZ+3K/8FO92nSYTVdFs36DZbGNX7OJr5LdYEm6a9rjJcS4DH7dgZmvy9M/ZvzxasCShmbgURQgrWBBvJ6MOMGD3gFd5lPKA0iRERUh82s8HbwxeJXzFsdLPOe2xaGbdHnh7rxqR+6HEX94w2yIjeW1xbLErRZxQC6R7zJjlthHhUQVW4jiZvP1vdJ4mNFtoJLsb/lsvxD9jg72S38wLnEj/ncuwDNPQZ2w1K9VLr0iQeVRKKAIsY+3JfxklmOZJ9g2vxj7ljnSNtzDzCZnxkmUBDwyAiYOos8lG9F4mkNthARh+asWR8YrtEt3mDH1f/ExJRNZaMAYUxcM3efnrNm/NyTB9701XvXL4Q5nttUG08DzePyj2CYnaUDspDBd8KheKRZ7EGS48iEysFIkJu2ad4PPtVqoJ1DBmdJKNaqsMGBIIQn0iEHMi/yoDRTpqB5Su7LRHszMfc7HbsDDkxQrt9nm6rBV3qpPUBGrztHMq+RoO/reTH9RttSBHN2b89U7CWCKtp8LfR6O4tjjBrty6Q1YawojhX4u9zOPcaICetXJcmnsgzbNwlFqW4a16lxf5scoYVSbO3n7Q2UBxxNXFtyaiGM8k3i2tztDQtseNsdg9xKPcayagaI7JpiR/nvcp/zb7clznsv4amBTyf/yZ91k06rfOkw0aG9W4ec59kvb9zxnaDUr3UlowRioCKsI6qcB2uyGHJOFvdJ9jtvMhHFd/lZPJH5GaomMiLUa7FPuZA/itoUiMShTaCe8c/4nL8faqDDcRlJVmGyWmj+LjFwFAiMaXNuuCxYtWEK7J0WJcZ1XvZ4j5BTbiBlthnfFjxF2S1IVw9W3I9inuoNh6FQqGYjgq+FSXp7+tZ6SUoVgGPig4Wa7D0sDNVB1MrBQLhAVAR1uNpWeKykqpwLZIIQ9roGAR4pMJ6ElEViaiaO9rZ+1ZFMB9zsy7zOoHuMqB1YEdJdHQ8HELNJxXVMqr34mq5SaXbWW2YK/EPyGtpEHLWHt9SwUYsrGCNv5GIkHb7PFDIrh7IfYWsPsjZxC+4a17jg4r/nRfS/8EEQ7ECn6T+irvWNdZ5W2mzL0zbdIiFFWx3nkZHL4642u4eJRnWktUHuRb7hDbrAiE+ybAGgMqwnn35L5GK6qgJ1pOKatnjvMhnqX/Hpfi7rA2a2Rxux8Jir3uMD1J/TW/Uyt78l9ntvMiQfrfYTz61ZWNqL7UmDYTUMbGpCtchEGS0AQQCU8YQCI5kv0mneYWW2Gcl9SK1iA7rEseTf8MLmT9EoBEIH32sdeD9ij+ny2zh1ZH/jFAERGPBuIFNs7uPen8T7dZFdjrPssN5lkC4CASV4RqOZX+HM4k3uRx/j9psE09mvkVFvJZziV8uXIwPCXNdG1Qbz6PBo3KPoJgdpYPyeDTvJBVzYtsxcjm1s/+o86joYCkMlh5mpupgaqXA+HznjDZEPKqkOlyPIU18cW9usyGtgjEXsNk9RLfZcl+rCOYywCoGAkLi6vfKw7u4zhX7Q3Y7LyJFhrw+ioZGhORq/AM6rSvFoLCsHl8JiaiKumAT292jpMI6MvoALfYJziR/xqHcN2jy9tBr3OFU8sd0WJfYnX+RynAto3ofl+Pv0W5dRJcGbfaFkoHM+KbSmmAzqbCONus8J5I/AMDVcjgizVp/K09438CWSUIR0mPc4KOKv2Sn8wJHgjeICOk1b5DRhhk2eniz+p9RHa6hydtNZbCBHDnWBzs5nHsdXziTev0FsCv/YrFlY2oFwriDezJoKBrBXY9/SqO3u2hsZ0iTze5B2q2LM+olbfTzWer7dFpX2OO8RDKoIWMU3Ou7zBb25b7EDvdp+o12ziR/SlYb5GDuq6z1t3Iq+WM8LU+ndZm71lWqg/U85jzJhmgnAIdzr9NlXueOfYYD+a888i0o48x2bVBtPI8Oj8o9gmJ2lA7KQwXfipJUVFYxNDSw0stQrDCPig7mU5Y8H4Olh5WpOphaKaBjUO9v4kbsBHWZjRjSKmZox7O1EZKbsZOs8TeTimpWpIpgpp5wgSAWVkzrS7XCBIa0uJb4hJvxk6z1ttLo7wEibsU+L53RnmePbyqs40j2NycbpfkUR5idS/ycnc7TDBodPJX5NlfiH/JO5b8sBKyE+CJPXmSI9HBert3VYQPV+QZCAgaMdi7G3+Fw/vVithqgNmzkSPRGMdu7wduBo6X5PPkzqsMGXh79j5BIYlGSlvhnXIudJKuNsNt5AUNaOKJQ6m7KWNF1XBLxmPNU8VhNrECQSCRgUMhSn0r+kGG9i8PZb9z7DiIgNo+qk7TRzzXxCR3WJbSxSgtN6jye/wqPuU9yLv5LrsQ/oNX6gmZ/H4momrOJn1MR1vN05kusDbYwqvVxNf4hp1I/QmYl292jCATb3aOcSP6gaEo3tQXlUexrnu3asNRtPI/i8X1QeFTuERSzo3RQHir4VigUjzzzLUtWWZoCpSoFNnmPcz7xKy7H36Um8/eKZcOFAAxOJX/IiN7DwezXGTTal7WKYNab9SnB8Ux9qb3GbeqCRo5mf4tYVMGg0UmL/RmfJ39MSEhOG1mwcdx4ZvBQ7rWSmcHDudfpNlu4a1xHIqkJN/Cl0T/GxyWvpWm1z3Ix8bdE+uzHsNSmUsFMrIW6YCOHc68zaHQSiQBdmuhjo8jGs72nkz/B1TLszb/EU9lvk9eyDOodhRndzpd4u/JPGE7+GEGhsiGjD6JhkIiqSIY1GJgE+AwZXVgyThB60yoQKsN6+o1W2u0LY4H3G5OM7XLaCFl9aF56CXUfL3RZ469nrf8YWX2AlthJLsU/wNUyZLUh7ChFrd/MDfsEe/Mvs8k7xNpgE7GoAolkm3uUc4lfcGZsw2FNsIlkWAtAIDx0aUxqQSm3r/lRCCSXso1H9Y0rFIqHDRV8K0qiXAsV8GjpYN5lyY8gU3VQKqirDtdzIP9VPk39DX3mHfbnvkplVEdeZLge/4QRvZuD2deoDZvGZjkvTxVBOTfrM/WlbnEP02adp9X+gtqgmTXBJjZ5j/N47mucSfyMS/H3qIzW0K5dXNCGTCEz+DiRCAsm5lMQCLa5T/FhxXfJi1HumtdIRTVl67HUptJ45vto9jsF4zBRKBUszBAPQFLM9v668k/Y5j7J0ey3EUIQ4iGR6BiM6D3syr9Ap3mFK7GPWefvIBAetUFjsX97HDOySYbVCE3D03KTKhAMaWHLBI/nvsbh7DcmBd4ZbRBHZMqqOnH0Udq1C/SZt8e8BnxcLTPmvl+BKWPcjJ0gFlWw0TtQ8CzAn3Tsj2S/SZd1jWuxj1mT2URWHwTutVeMt6DEw6qy+pofpkBytmvDUrXxxMNKDuReZZfzguobX6U8SvcIiplROigPFXwrStLYuJHOzraVXoZihXnUdPAwz+VdDFN1UCqoi0RAg7+dF0b/kF9W/X/pr2yjKlyLhsFm9wDPZn6HiIiL8b9lxOjBknE8Zp/hXC7lmDzN1pcajyp4IfMHvGn802IABqCh8UTuDbrNGwzrPcSi1IL61nWMsZFghVFepUiGtbgix7DexWepf7dgPU7dVDKlhavlCAkZ1fsIRSHwjMZmf4+vJxZWIonY4j6BKxxMDNJjQWineZVAeFRGtWxzn+LT1Pfoz7WRkFVUhGumVY60xI+z03mOPrOVtNZPoLuTKxACiERIMqrBE/niHHJHZLgSf7/8qpNZqhtSYQ2ulqPXvMV7lX/KrvyLWDJGMqq51yIhAnbkn+Fk6ocEeLTYJ6gLmtExii0orsiw1Xty3n3ND5sB2WzXhsW28YxXB8SjKrrNG/jCZaN3gOqwofC46htfNTxq9wiK0igdlIcKvhUl0Q0lDcUjqoOHdC7vYiilg1KVAq7I0m21kIxq0DGpCOvY5TxHTbSOVus8l+PvE+hD7A32cVLvXdLgu1yTp5n6UrWxsmJN6sUALMQvGoCNZ4U/Tv1bNPQFrXU8M+iKDGltgFRUO20d/UYbrpYBDRwWp8eJm0rjax40OqmI6iY9zxVZMtpgwd3d6EFDJxXWFWZpa73ktGEMdAQGmpTktCHMyMYTeX5Z/T9THTZgjrmI78m/xJpgy6Q+7upwPbfsUwS4kz43YwxwMvkjOs0rbHYPEosqyepDC84KjwdvAoEuTQ7kX52kCzOIczT7HS7E3+Zi/D3iUSV2lKQqXIcuDTzNIS4Lmw+nkz9h0OjgUO61SS0opozPu6/Z1TKs93fwmHMUT+QxpFUsuX5QA8nZrg2LaeMZ3yjZ4hymIdiOL/K02Cc4m3iL7e4xmry9gBr/uFp4JO8RFNNQOigPdbQUJVGuhQpQOlAUmEkHpSoFIiI2eY+zw32SIaOVjyu+S17LEog826LNfMn7Nr1aD+f1kKWc9F2uydN4X6o21ucskUQiGMt9mkghSUV1SCS+cNClWXyvZFhLJKIF962PZwY3u4fI6ANk9SHMKEZcViDQiiPMsmPu8EvChE0lIUXJzGQofEb1XvJahuuxE0AhSI/LSjyRBRFRGzZQKauIpGRYjJDXM1gywYHcV6kPC2PTbtun+WHNPyYmCwHwk9lvFQzN9D6ELL1hkdOHaIl9VnBwX0TVycQs913zCiZxDuZewxO5e1l+Ajzh8GT229y1rnHXukxt2IirZYlFFYCkz7hNv9HGqN7PRncfI3ov5xO/Lm4GJMOaefU1a+iYURwkfFTxl8XH6oLmYjZ3uQLJ5ewvn+vasJA2nonVAYa0qA82Ysl40YTwUvxdUmFdMQP+KI9/XC2oewQFKB2UizprKUoyOjK00ktQrAKUDh4tZrpZn1UHUysFJAwZ7dzU8+gIEujsDHdxMDhMY9SERPKR/Wu22XnyHowuUaJvISZPoQipDRuLc7tz2giuyBIKnxB/0szpiWT1QRyRLmSmF4AdpRjS79JhXeRQ7jUiEZIXo4zoPQQEXIt/OGmE2VIzW2YyQnIh/ivarHPkxAgX439bDBAFghExihFW4guXUW2Eu+ZVduafY4t3GB29YBCXfYPr8U+4bh/ny6P/CbudFwiEx5DeSSBc7DCFgTmnGd5slNKqHaWKwZuPy43YCY5lvkJ90ExGGyyW2Yei8NvGowq2OUc5mfwRB7NfJ6+PktEGkUguxt9lUO/EknHSib5pmwHz7Wv2cIjLFKmoll3Oc5NHyiV+xhb3CTZ6B5Y8kFzu/vL5XBvKaeOZWrky1YNg3ASwzTpPdb4QfD/K4x9XC+oeQQFKB+Wigm9FSRrWNykDBYXSwSPEbDfryeoYfb3d83sjAb6WYaf7DMeCp7CxMcYuNRLJp+bHjNrXeS6mc9UPQM4/wJwtkzffYMjHJRFWU+8302Pc4Ej0RiH4lIVe736jjbwYJSYquBr/aNLM6fHvcDn+PhltiBmS7LMynt1LRNVcj31Kv9HGdvcoybCWfqONK2Ozw5ciQJrteE3NTKbCWlwtR7t1gWG9m63uEQaNTnrMG8Ug3Y7FcPJZ0togoQi4FvuItD7I47mvURc0oUsTDY2sPsy+3JcY1froMW+yy3meUa2PG7ET2FGSJ3JvLCognEmrQ/pdJJIL8bfpNW6T1YaKve3xqBJb5siJwuc4WoYRvQc7SuELh0HjLiZWsSy607oCmsQjV7I9Yj59zS2x41jEOJD7Kk9nf7e4OdQn71Bl3KHHvMH5xK+Lx8WfUo6/UO5Hf/m8rw3z3FCZWrky1YNg6sg3Df2RHv+4WlD3CApQOigXFXwrFArFA8RylJLOdbN+ZfD9st7P04e4lHibQb+Nnf7jVMoqRsUI18wvGLWv85XKHIEEv4zAe65M3nxNnnzh0OztY3/uy4WRUok3OZx7vfiaqnAd/UYbx2N/Q7/RyjbnGHktjS4NAuFzOvlj7ljnFjRmbGp2ryKsp806z4nkD4rPSev95MRwybnj5TCfzOd4ZvKueRVdWhjSxJJxLBnHkBZPZN/gWuwjLsTfoce8xQ55FN20abXO0mqfJ6MN8Uzm77DDfabQciBCTGmT8msZ0XtZ72/ncvwDtjnHOJ/4JUN6F18a/WOqorXFdc5khjeTxmfS6mb3EHfss5xLvMU6bztHs9/hdPKnxeeM6L2Y0kaTBpEIxkrs++iyruNqGYb1Lhwtze3YmXltBsynr7nHuEmzv4/t7jHy2iiJqJIW+7OxMWbreXn0PybQXLLaMDfsExjYc/ogzPX3X673wWqhVOXKRA8CoDjyzRcurfZZNf5RoVA8kKjgW1GS/v7elV6CYhWgdLC6WI5S0vncrPdl7zBk9cz7RtcBqqwRGpJnOO1cQUoDIQJ2xPK8HtPZoOv8q1GH9Dzvm+ebyZsrGLprXsOWSTa5B6kJN7DdPcal+Lt0mdeL2eesPsiF+Lu0W+dJRrX0mDcLI6+0Ue7Y5+i0rpLTF1ZiNzW7Vx02UJ1vICQgEB6GtOgyr3E6+RMez/3GgsaLlXO8xo9OPKpkk3eQ7c5RKsL6Yln0ucTP2eYeJaMPcdM6Rbd2HSwx1tsf8nL6j9jrvIwvXECiS4sQv+BcHtaQiuoY1Xv5ddU/Z8jo5KXRP6I6bCj2XsPUgPAkiWhmjee1kRm1qiHY4TzDgNFGXdDMHuclBo1O2u0LHMq9xqjeW+g5n/CaiIib9kky2hBnk28RigBf5IkI53WcZ+trvmteQ0Mv/t6uyNJqfcGZ5M/Yk3+JJ7PfRiDIaIP0G22s9bdQE66fNSs9n7//cr0PFspSXxtKVa6Mb5C4Wo5EVMWw0Y2jZTmR+j7d5o0Hyh3+YUXdIyhA6aBcVPCtKIlpmnM/SfHQo3SweliuUtL53Kxv9g/Rblya9826BG4HEY/b8F/V+ngE2AIMYSGl5L28zyUvLDXievrnl5HJm8vkKa+PTDLKavL2kgrrpmWfY1EFnsiTNlsY1ruWbOzcTH3pOga6NNClSX2wiapwHRv8ndgyAZSXHS4385kK6ziS/U2OZn/rnnu7zySTqw3eLvqMO2iVkvRo4fMTYTXxqOAIXnhvDQ0dMdY/HwofX+RxRY5e4zbPZH+HLd5hBvXOad9fIKj3N9Fj3JzmTD7+/a/GPuRC4p0ZtRoRYck4+3Ovcir1I0J8djrP8m7lv+Z08kccyX6LvJYuzjXXpEGrdQ5P5Hh59I9IRbUY0kJDL+vvaba+5olaC4XPpdh7VIRrOJx7A0lEJOTY/y9UDcyWlZ7v3/9CvA8WwlJfG2aqXAmFT04MkxdpLsTfpl9vJTA9lfFeJah7BAUoHZSLCr4VJamqqmFkWBkoPOooHZTHcrkLL2cp6Xxu1iu12rJv1gcjyY+zHi1+yBHboErXGAkjTrsBl7yQwWh+6yw3kzeXydPUDFup7HOHdZk79tklHzs3V1+6LZOkRR8AhrQmfceJv3EiqpoxA+rjlj0C61Du9bHxVyZCCqSQhPg8kXuDLvM6I3oPOgZVVZWkRwse9QEet+3P2Z//8phBVkSIj0UcTepERNyxvsCQJhXhGjZ4u8lpI0SitEHWiN49q8a3uEe4HvtsRq0KNOJRBRWivuhQvybYzOHsG5xJ/pS71jUavd34eGT1IbrMa+S1Uba7x6gLmya9V9l/TzPoZOLvHRLQb7ZyNPsdAuEW/QJ8zSUqbmCUzkrP/+//5Ly9DxZrVLbU14a5yvivxT+gw7pcmBGvWDWoewQFKB2Uiwq+FQqFYglYTnfh5SwlndfNuljYzfpgJPnYCfjCDTCFwJeStGReGe9xFpTJmyVoninDNp59Hu8ND/BIhjVLuokyW1+6Jg3iUSUt9gnqguZpmx3jv3G32cL+3JfZ5bxQMgN6If4OIT6zEYuSCARWlGTzmK4sGb/3BFk4HgEe291jfFDxFwT4CKFNep9e8/aknvlIhAR46NLkdPJH9JutJKJqNDT6jFbWBltKrickYNjoYV/ulRk1bkobS8ZxRGmDrYIXu8aI3sNEh/rt7lGqwwYuxN/mRPIHjOq9hCKgwdvBodxrxbFVpY71YkuzJ/7egfAASIV1xWoBYNqGRKmsdDl///P1PliNRmUzVa60xI7TY9xEQ1/yv0mFQqG436jgW1GS9rbbK70ExSpA6WB+LFVJ+EyZ8+UsJZ3Pzfp1cWLBN+uSsXFiZZirTWSpM3kzZdg0WTh212If0We0ssd5iY3e/iXdRJktuwdwMf42g0YHh3KvlXx9IqrEjlJscY/M3J9vtNJuXWKr98S01w/rXbRZF+i0CgZrmgjpNK+y3txBZbhm2nsa0qIyXIMn8rhaho72e7NcfS2PDOWUnvkaMvogt+zThWy5NDFkjGGjiyvxD6jNNBY/wwA0AZEER7h4Ik9MpmY8djoG1cE6Wu0vaPL3TlurRBIIj2uxj6kJNuBpDroMCEXBGXuX8zyGtDme+h4aOnucF0oG3hOP9WJLsyf+3o85RwHI6AOM741ktMFiGfw407QsC79DKqwtmsXNtt75GMEthVHZcl0bplaueDiYxGj29y3b2DTFwlH3CApQOigXFXwrStKwvomuu+0rvQzFCqN0MDdLVRI+W+bcw1m2UtL53KwPJFshXJks03Jk8iZm2LY6T1AZriMUPrftMwwYbazxNzGq9+JqWTZ5B5Z0RNNM2b126wIZfZB9+VdmDAodkcGScUxpl3xcIGj29nM28SYBPsaEEWnt1iVu2J9RGzRxKPcautRxRZZe8w4fV/wVOW10kus7FI5tv9FWCBDF5POBFJJRvZcG/2kckeHdyj8tmK0RIRDEo0qG9W4C4eFpORwtzfXYJ+x1n6VS06jWBEKEZHG4YZzE0zJzarwqbOBS/N2SWg3HnOgHjHYO5V5jUO9kfF50JAIkknb7Aq6WJRal7ktpNkz+vXVpcjX2Mc3eAfLaaHGm/DgTtSykIBFVY0dJAuFx0z5JfbiRRFQ97XVT1zuX98FSBKzLem2YULlS2Nj86rKOTVMsHHWPoAClg3J5oILvb3777/LSK1/jv/4v/mCll/LQo8wTFKB0MB+WoiR8rsz5F4lf0RI7vmylpHPdrCfrYrBCZqbLlcnL6cO0cYG01k8iqgKgwd/ON4b/O+qDjUWzsVRYR3XYsKQjmkr1pbsiQ5O/j0ZvT8nXFH7jL6gOGmbNyCaiyrEM8EfscV5GIBjWu7hhf8be/CvscJ4hrfcTCh9N6ux2XqLVPsuZ5Jskokqavf3omIT4ZPRBrsQ/KGZnp54PcvowV2IfkoxqWO/vYpP7OPGoYiz7fYphoxtPzxWfezHxKxz7DlvCjfRoPXRqXeRFnkDLYuuj3JxD4/1mKxl9YEat9hq3aPL2UBWum5QhnqqT+12aPf57m1GcmExwPPk9trvHZtRyLErR7O1jd/5F1gSb6DVvc8s+zcepf8sT2TdY729nVO8rBuCl1juX98FUyvWruB/Xhgd1bNqjhLpHUIDSQbk8MMF3Y+NGnjz63Eov45HByc8+a1TxaKB0MDfzKQkP8YgIS85unu8NZpt5YVlLSWe7WU8xc3nu/WA5MnlCCjb6+3km/Xt4Io8mDdYH24ozhQ/nXqfLvE6bdZ7qfMOkTRSJxMBcXO9pib70AaN9zt94b/6VWd82p43iC5cLib9lwOxgk3uQu+YVKqI1bPIOFgPvcTyRZ2f+ebrMFm7ap0hF9RM+82OG9LtFF/RS5wMdk43efvTI4kr8vbF+fklt0MQO52mux46T04cRwPb4KHFxmg/zN1jjbWdv/kvUywqkMco16xxXjRucSH6fo9nfnkXjs2u1VZzH05xZdXK/SrMnIgAdHU84fJH4Jd1WS8k1FozuvsHB3GvUB80ArA220uTt45Z9is+TP+VLo3+MLZPkxPDs652nYeBC/Crux7Xhfo1NUywcdY+gAKWDcnkggm8hBL/9d/4D3n/3F7z2jd9e6eU8EgwNDaz0EhSrAKWDuZmrJ7ndusT1+HE2eY/T7O1flDv12cQvlrWUdKab9dWgg3IzeXNhRynq/U1cjr/HgNEOYyZdzd5edjrPsSbYxHb3KCeSPyAkQMcgFdaSiKrZm3uFqmjNkh//OTcZtGH6zVakI+fO2ArJTe0UHeZlDEyeTv8ueW1k0vMjEYKUZPRB1vmPcS7xC7Y5R8npI9y0TzJodCLQ8bQ8UEIHEirCNQzr3dTKJp7KfptUWFecEz6sd1MZriWnjVChSfZaOl/kKnjF/SpPeoWg1xACEcLh/OP8Qv+QT+y3yej/iu3O07NrfAatzlcn96M0e5ypwW2f0cqN2Gd0p1oA7q0RyWPuU+zKv0gyqi6+3pQ2FVENW90n6bAu8Unq37A//1V6jBvcjp1Z1HoX6ldxP84J92tsmmLhrIZrg2LlUToojwfijPXMsy/jeR6fnzqugu/7xPoNzbS13lrpZShWGKWDuZmthHW83Hen8yyb3UMLdqcev8HM6kNLGoDOl6XWwYJHsi3h6C+JpMO6xDr/MY5mv0NFWE9eS3MjdoJ3K/8Vh7NvkAwLWfBAeFhRwQ28Mqxni3eoeMO/1L2n48Fjh3kZHZ2QEFfLFn/jsjK2QuLqGYywpmhmpkljUi90IDySUZJEVE1WG+Tdyj9Fx6A2aKI6bOC6ebz4fuM6GP/9DGmR10aoCRp4Kvsd1gabC587YU74meSbWFEcQ8vRGUDC3c7W/DO0RzqFfLAkqYVU64IXgue5pd/kunWKPuPOwjU+T50s9YZOKUoFt2uCzex2XuBq7EO+SPyquNZYWMEm92BhYrqcfHsWiyrQpcVW9wgfpb5Lv9HBiNFNVhte8HoXU9Z9P64N92tsmmLhqHsEBSgdlMuqD75TFZV89evf5J//s38y53Orqmqoqq4BoKP9DmvXrceybBwnz+BAPxsaCyVcg4P9aEJQXVMHQGdHK/Vr1mHbMTzXpbe3m6bmTQAMDw8SRRG1tYVSvLud7dTW1ROLxfF9j+6uTpo3FsanjIwMEfg+dfVrAeju6qCyqoZEIkkQ+NztbGfjpq0AjI6O4LkO9WvWAdDTfZdURSXJZIooDOnoaKV54xaEEGTSo+TzOdasLZR+9vZ0kUgmSaUqkVLS3nabpqZNaLpONpshkxll3boNAPT39WDbMSoqCz2Nba23aGzciG4Y5HJZRkeGaFhfmHHa39+LaZpUVdXQ0NBIe9ttGtY3YZomTj7H0NAA6zeMHcOBPjRdp7q6dux4t7J2bQOWbeM6Dv0DvTQ2bgRgaLCwI1ZTO3a8O9uor1uLHZvheIchtXVrAOi6205NTR2xeALf9+nu6ph0vH3fp77E8Q6DgM7OtuLxTo+O4E483j13SaVmON6ZUXLZLGvXrQegr7ebeDxBqmKG450eZV3DveNt2TEqJxzvDY3NGIY57XgP9PdijB1vYOx4N2KaVmnNalrp4+069Pf10Ng0dgyHBoikLKlZz3Pp7emiqXlz4RgODxGEAXXF491BdU0t8bHjDeKeZkeG8XxvwvHupLKyikQyRRiGdE44hunRERwnX9RsT89dUskKkqkKoiiio/0OTc2b0TSNbCZNJpsuaravt5tYLE5FZVXxeDc2bULXdXLZDKOjIzSsbyxq1jItKquqJxzDgmbz+RzDQ4Os3zB2vAf6MHRjyc8RAwN99Iqb3OYUe4IXcR0H07LQNZ1LxmUqojq2e8fQYxphGCIjiWUVZjjvdJ+j32ylK36NPdpzOE6eeDwBQBAERFGIZdmEuovUImrr1pBKVRT1XTiGa5b/HNFw73ib0zQ7/3NEVVU1pE3W5h+jKb+XamMtOTHCTf00XVYLsbUG8XhiXueIiooq8rkc7nCArcdAl4Qxn3R6uKjZmc4RhmGQ6/TYm3+ZZ5zfRSCIoggtMtjrvMKp5A85k/wpW90jaLpOTE9ihQnuxi7TILYSsxKEYYhtFYzPdnsv0B+10lt7nYqqyrLPEZUV1WiOiQwFbpiFGFhhDOlLNE0jXllDPJmgu6sTe43OldH3Gci30ZTfR7WxhpwY5YZ+mm6rheTaGPXxrcVzhGlZDHUM42pZUrKWRFSFJnVC4ZPX0uS1NFmGSOt92CTZF75CPszQnbxGj30DrICkVkFd3RpisTipqJbGcBdbgsNYTpKIiD7zNu9V/SlPZN9gu3sMTSsEck/kvkGnfZlh+y6YFtecGIfyh/GCaqqjKgwMAhGQiUbojLIk9ZAt/mF6UrcYCQp/j7pukMvGlvUcsWZ9PVJGDA4OUGVUL9k5orKiiobBPewJXwIDLLPwd+84eSzL5pD4GkPyLtf5lMbmjWS7XCpytSBAahE6OlEYITSBEAJNJljjb6ZGrmdjtJ/Txk+Jx+LFv/vurk6SqQpSqQpkFM16H9HTfRfLT7BDHiURT5LP54jF4wgEYRgShD62FWOHPEq3uI5ZrRWPYVvrreL7zHYfsZBzxMT7iL7eHu6mLrMzf5TAL2xQmhOOoWlZ3E1exqzS8HK6uo/g/t9HNDQ0znkfMfF4q/uIhzPWiMXi1NTUlR1rLPYcsdpijfluQIj65r2r2qXi7//hf8pAfy+/eOuH1NbW89//D/+TMly7D6RSFWQyqofqUUfpYP5MLS3NaEN8kfgFR7K/SZO/d8bXtVrnOZt4k9eH/0+T3KnHkUg+qvguN+2VMxVaKh3MVOI6nrUtJ3u8mLnqQgq2uk/y1ZH/sthXCyDQMKSFLk1+XPP/otO8RIO/ncdzv0GHdZHrsU9nnA3dap3n09Rfl52Zn/g90lo/HfYlqoMGmrw9hb7emb6XFMQmVA/MlrG1wgQ73Wf45tA/mnTcfeEyovfgihwfVvwFd6xzxcc9LT/t/SqoY3/61eLvp0uTNcFmKsJ6TiV/yOX4+7wy+sesCTYVX3M+/ja/rvpfyenDVIdr+Obwf8s+b7rZ2JAYZEDvpcNo4b3KPyOrD5V1HFcjsbCCZzK/xybvwIzPmaibic9PRNXUBU3Tnn8t9jEnkj9AQ+eW/XnxN1pINUkyrOHl0T9izXjFQgn6jDslf4/7dW1YynOGYulR9wgKUDool1Wd+d6+Yw8bN27hb/7tn630Uh45NF1f6SUoVgFKB/Nnagnr+KgnWyZnfV0pd+pxlsv8qVyWQgdL6Vy82Lnq40ZOnsiR0QaLJmuSiEAUzPEavV1ci32E5pl8VPGX5LQR9jgvzjgGbCG9pxO/x4jezS37FIezr3M49zpZbajoaF3ye82ztFpIwbrgMdLaAGcSbxbHieW1NFltGFPGuGmfIqeNcDj3OoNGO93mDWQkCTSnGMDN9PsJqSEQPJn9Nneta1yLfcyazL3gW5dm4fkSRGQSiKDk75+MahkR2YeqjLjcnuWJLSyuyE7SJhTOBy32CSIies3bxb+ThW5ELaas+35dG+5nb76ifNQ9ggKUDsplVQffR556huqaWv4f//ifAQXjNYB//D/+r/zg+3/J2c9PrODqHm6qq2sZHRle6WUoVhilgzKZEhCJsGJeN7eecDifeId+s43N7uFVd4O5FDpYKufipQjix4OiUPiM6n24Wo5EVIUuDUIRkNNGCAkICTif+NWYA/UbNHkzVzCUGzRO/R5t1gVqg6ZicJyKanG1HDkxXPxefUYrrdYXaOglM5ulsp9mFGe78zQ6Opfi79JlXmeLdxgkSBHRYV1hSO9gX/5LbHOPEo8quRh/my8Sv8YILAaMdnL6MHaU4rHwyLTNoUA4BMLDkBY78s9wMvVDQnx0TDLaIKN6DwE+saiC2qCJK/Zn7HCexUIgBEgJPhBISSyqpN26sGQjvlaacoPbqS7sE7WpSZ2zibe4Y58lp41MmYO9sI2oxYxcu5/XhvvRm69YGOoeQQFKB+WyqoPvH//gr/j5mz8o/nd1dS3/8L/9v/P/+R//r+Sy2RVcmUKhUMzNXDe3Q/pdziV+USjhReeueY128yIGFhL5UN1glpsFnKmMdimC+IlBUSh8cmIYR2QmGZFl9EEC4eHqGYQU83cZnycTv0dIwIDRztHsdya9fyKqIi/SaGjYMsne/CvktGG2O8/Qbl+YtDEzU/az17hFRutnr/MKqbCONus8H1b8BUJq1IQbaPR2cyD3FQxpUhOsR0Pnyey36TXuANDs7eVs4udo6CRk1aTvEImArD5CXFYREZKQ1UQEjOr9RCLEERluxT7H1TIkoxqavD202l9wIv4znsi9jiYFEsb+T3Ix/jbdZstDo/mFBLelMr2OyNBqf0GXeZ2MPsD4Wy12I2olRq4tmCU0W1QoFIqVZFUH3/l8jvyE2XG6VihrGBl+8HvBVjsd7a0rvQTFKkDpYHHMdnPbbl3kYvwd6oImDnq/MS3bnV9F5ZRLoYNysoDxsIoN/s5pgeRd82ohCFzk+KFSQVEk7mWtpwZFyxGkTNyMCIQHQCqsm/QcScF0qyKsJxXVkhejmDLGBn8nm72DxcxmRDhj9rPF/oxbsdM0+nuoDhuoyNfTb7RyOPc6e/IvoWPiihxpfQCBBhQCt/Exa8+n/4Bu8wZ3zWsMBb1UTpn57oosaa2fVFTLsN5FIDzS2gCIybO5C+PaLLa7x4oZ+O3uUZJhLVl9kBb7BF3WdRzx8GysL1Q38830LsVG1ELLutW1QQFKB4oCSgflsaqD76kMDvYrs7X7xNq1DXR3d670MhQrjNLB4snpw5xN/IK75nU2u4dIRTX0Ga20xI6zJ/8i29xj0wKm1WYktBQ6mG8WMCTgydxvlgwkr8Y+5ELinUWPH1pIULTUvacTNyMMWXBwzugDTJw6lxdp7ChZ7PvN6oPF50/MbA7rXTNmP7e7xxg0Omi1vqA630AgPAQatUETOiaM9X9bMjbp9eNj1kLhs9k9TLt5kc74JTa6k3+/8dJ9R8tyOf4BdpSizT4/7biM//7Pp3+/mIE/kbxX2VYbNGFIC19zyjqOq50F62Yemd6lmoO9kLLu+ZwTFjxSUPHAoO4RFKB0UC4PVPCtuH9Ytr3SS1CsApQOFo+QAjk2jqnXvEWAR0TAJv/gtMAbyjcfux8shQ4kkh7jJjfsz9jhPIcU4aTHrsc+odtsoSHYNmMguct5geuxzxbcpzqRhQRFS9l7OnEzQsegLmimxT5R/O4Sia85VIXrit+rxT5BXdB8rzQfwRbnMBcT7xIRlgyyBIImbw9fJH7F3vwr0wL9rDaIL5xpRnITA/1EVImBRW/sRskNi0B4XI6/x23rc0Lhc8c+O+24TN3wOJD/CiGFOeO6NLkZO8GA0b7keh8PADX0YgA4Q6J42ViunuUlnYNdZln3XOeExUwjUDw4qHsEBSgdlIsKvhUlcZ2HK/ugWBhKB4uj1A3oHfsMPebNJTEfu18sVgfjxyEV1nLbPsuI0UeTtxczssnog8Wbch+X7c7Tsx6X7U6hbHkpSsAXFBQtUe/p1GB0o7efs4mfFx3JM9pgoexcGkgkZxJvMmh08ET2DXRpFnvTE1E1ujTGgtjSl3RbJslro3xU8V22ukeIRSkuxz+kLtiEJ/Iko2pMee/maWqgn9NGC5+X8jjnLTz7f7+dqxNhNXVBM1YUx9HSRCLCiQou756em/sNlpJl6FlejGHaoj97lnPCYqcRKB4c1D2CApQOykUF34qS9A/0rvQSFKsApYOFM9MN6Dr/Md6t/NekwtpZXr2w0VXLxWJ0MPU4DOvdtFnnuRJ7n7yWJqMPkNWGQUiSYc2cZbRrgk34wp0xiOsxbhISEAsr5lfmuoJGTlOD0bX+Fs4k3+SWfZombzexqIo+o5U26zxDxl325b/MVu/IJFf2DvMSoQiKGe2Sn6ON4guXO/YZus0Wxmd0VyRq2eE8W+w5ByYF+odyr00K4PysTqgHi8ri3i/n6kRYzSb3AHktTVW4jiO5N0iFdWT0AS7H3+eOdY600T+v91qt5dMraZg20zlhKUcKKlY/6h5BAUoH5bI67uwUq47Gxo20td5a6WUoVhilg4Ux2w2oKW3iUQW+5kI4wxtQ/uiq5WShOih1HKrDBqrzDYQE+MLlROr73LI/B+ZfRisQ04I4gFiUYm/+FdYEm8hoQ9yxz9Jj3iSvj5S99vl8t6UIyKZ+Dx+XLuM6t+0z6BhYUZzHnKd4If2HbPIO3HuhLHzf9oqLBDholJ6zOin7KZi00TAe+G91nqBe30QkAlrsEwwaHWx3j1EVrpsUwBV1sNgNi2Xe8BBSUBc0k9fS7M2/UhzfBoAPO5xn+ajiu5xM/oicPruBaznl0ysRpK/UHOyZzglLNVJQ8WCg7hEUoHRQLir4VigUiiVmthvQ8f7eDusS670dk3qfx1nOctH7yVzHQZcGm93D3DWv4ejp8stox4K4eFjJ47mvsst5gRG9mzbrQqF/GKgI6wjxl7TMeMn7WUsEow6F/5ZIUrKWjd7+SY+PZ6gz+hC+cBeU/ZwY+JvSxpAWNUETm9yDhIR8VPHdVdGjW25Qa0cprChOVbhucuA9/n4IjmS/Sad5hZbYZzNmYCdWbejSLPbilyqfXske59U0B3upTOAUCoXiYUWd/RQlGRocWOklKFYBSgcLY64b0I3efk4mf8T12MfTTNdW3XxdFq6Dcm/EF1JGK6Rgg7+LXc4LdFiXuWF/Rm3QxNHsd4plxufjb9Nqn58zyzkf7nc/q4/LtdgnjGp900ZzDRod7Haep9e4zfn42wvLfo4F/g5pkJDX0vRYLSUDuJU4HywkqBVoOFqaI7k3ZszAGtJks3uQdutiyQzseNXG7vxLxGSKRFQ1qdx/d/6lYvl0PKrgQO5VdjkvrFyP831un5hJC0tqAqdY9ah7BAUoHZSLCr4VCoViiZnrBrQ6XE99sJFziV/SZbU8tI7AC7kRL7eMdjy7PqJ3c8P+rGSZcbN3gOPJ73E2+daijutK9LNaxNiRf4aMPjBpNFdd0Myh3GtUhw3YUZLrsU+5aS8y+zmlLH2lmWuj44vEr/Bx0TEI8NAx0SkY1I3q/QTc62UP8fGFgylj6JiEIiA2SwbWjlJsdQ5TFa4tjnoDQEI8qmBE72WLc5gu8zp2lKLbvIEvXDZ6B4rO8Y9ij/NKmsApFArFg4AKvhUlqamtI51e+j5JxYOF0sHCmM8NaEYfJKMPkNEHV0W56GwsVAcLvREvp4x2PLveZl2gNmgqWWZsSJNdzvN0Wy2LCoJWop81JEDHnDSay5BWMWgMCRjR+oiIlj37uRzng5lKyufa6Nidf4khvYshvQsdg9qwaZKDfod1iVOpH5PXMjhamk7rChKJQNDo7Wadv42sPjQtAyukwIqSmDJGMqolEiG+cCe5wee1NL5wqQkbqQ7X8Vz69xFAi32Cs4m32O4eo8nbW1zrw9jjPJMWVtIETnH/UfcIClA6KBcVfCsUCsUSM/8b0MK/PEw35RNZ1I34PAPJkICMNsSA0c7R7HdKBsahKARYiw2CZiujHw+MY1FySftZp84DHx8nNqx3FXvbR/V+BKIwU/4BCmpmKyn3cYsbHVM3HXRpUhmuYZP3OD3JGzyd+V0O576BQJDRBhnRe9nsHuRm7BQnUv+eRm8XT2W+TUVUT1rr52r8I27bn48F5plp62l299MSO46OCcCI3ksqqiYWVeALl6w2TEVYx7DeNbYhc4C4rGSn8zxnEj/jUvxdUmFdMQP+qPU4r5QJnEKhUDwIPDpXA0VZdHa2rfQSFKsApYOF8zDdgC5GB8t9HFwtwx37LACpsK70GrSRsZnYiwuCSpXRD+tdtJuXGDDbkICjZfDIL/gzplJqA6PdulTsbT+Q+yrApHnpy6WtpTwfzFVSfiH+DqNaH+fjvy6a50Gh3H6H8ywb/J306XdY6z/GwdzXi++RimpxtRw5bZjtzjGG9Lus8x9jt/MiEkkofLZ4T3A8+Td8lvp+ceNn6noy2gDt1kUOZ7/BqN5LWh9AlxZ5bRRLxqgM13Ij9hn1/sbi6DYdk2OZ36HHvEWXeZ26oJlQ+A9lj/NcWlhNJnCK5UPdIyhA6aBcVPCtKEl93Vp6eu6u9DIUK4zSweJ4WG5AF6uD5TwOUkh6zJtUjJmr4U9+PKMN4opsYR2LDIKmltHfNa/SEjtBXdDMM+m/S0VUS7t1iWuxT7hrXV2yIHjiBka9v4kO6xJ78y+zzT2GJ3KEwqcubFp2g6+lOh/Mp3f+jnWOW7FTbHYPTTLPu2Gf5HTyR4QE9Fq32Zf/0rQxa4moirwYJRal2O28wOnET3g891UsGScSIXktzVb3Se7YZ0nrAwiYtp6N3gEuJH7N6eSPOJL9Fq6WJa+N4gmH6qCB08kfMaTf5UDuKzhalupwQ/G1u/LPcTL1Q5JhNRl96KHscZ6XFu6zCZzi/qPuERSgdFAuKvhWlMSOxVZ6CYpVgNLBEvAQ3IAuiQ6W8Tjk9RFCfM7H36bZO4AhzaIrtSuyhMJfEqOniVnoBm8HN+1TPJ77Ck9mvw3AiN6D5pk85j7FmcRPObNIg7eJjG9gtJnn2ewdosnbR16b3GM3H4OvxcyiXqrzwVy98yN6N1JI9uZf5sX0f4iGVnjAh53O83wR/yWfJ39KXoxSFa6d9j6a1NHQSUY1BIEHAoaMu9gyCQgsGaM2bGSb+zRt1sViX/bE96mK1rLTeZ7L8fe5a12j2d2PJCKnD9ObvE1GH2Cn8zy1YTOB8BnRe6gK1yEQpKI6JBJLJrgZ+xVdZssDt+E2F+raoAClA0UBpYPyUMG3oiSe6670EhSrAKUDBTwYOvD0HK32eY4nv8cu53kAorFe76U0esrpw3yR+BU37JM0+rvZl3+VrDZEVh/CE06xN7jJ28/l+IdEhEUH7nH3bV/LL6w3W0h0TJq9/SXnw8M9g68u8zoAEWExwC5nbFepID2XXZrs7Vwj6NqsC6z1t7DTeY6sNkRFdK+dICJgb/4Vbtin6BlzGJ9KIDwEAlPGyGpDGNJinf8YGjoCrRhk1waNGNICIUuup8HfRl3QTLt1gdPJHzOi9xIRssnbz7HM72LKGKmwFhOLtD6Aq2VJhjUMGh3ktVHervwX9Fg38HGW4KitLh6Ec4Ji+VE6UIDSQbmo4FtRkt7e7pVegmIVoHRwf1hMNvJ+8KDoIKcPcTb5Ft3LPL7Nw8EUDg3+9mI/siVjVIVrMaVNi/0Znyd/TJO3h3X+VqrCBgLhcdv+nF7zNjKUjOq9C1rPXIGrLk1qgg1Uhes4kHsVX3i02ufoNW7R5O3haPa355xFPVOQ3t3TwpQK7wUx2wi6kIABo52Dua8jkaT1PvJamlG9j3bzPN1WS7F03Bcul+332ZN/adJ3crQMkohA+FyPf0qjtxsDa9pn5bVRpIiICEuuJxQ+prTZ7bxIKqzjVPKHxKIU/pj5myTClgksGS/2gw8ad/ki/isy2gBr2cKO/DOMpnrxl9AHYDXwoJwTFMuL0oEClA7KRQXfipI0NW+irfXWSi9DscIoHSw/5WQjV4oHSQf3o8/exCIZVbPe20FtsGFSNrXPuMOZ5M/Y47zE7vyLDOvd1Acb0dDZn/8yZxJvcin+Lg3+01yPHZ/0G0/dhAnxMbCQyOKGzGyB67gLeFrvw44SrPO3oWOw0dvPHfssd6yzjOg9RRdumFqqfpJENLMR2u2KU5zip0tikjfTCLpAFKoDDGkxaLTTZl3grnUNV2TRMWjwdrDDeRqBxsXEO3TbN/hl5f/C10b/y6LbuSuyhIScTP57hvQuDme/MW0NEklL7DM88oSaN+N6QuGTFUNciX/AgNFRWBs2NeF6duVfLDjpSzCljRHW05L4GTl9hOfTf0Bd2ESrdf6hM1uDB+ucoFg+lA4UoHRQLir4VigUihViLsfn5TLOeuhZ5j77kJBQBGT1QTR/cir4WuwTqsP1HMq+Tl4bRcNAjPUsCwSHc68XS8LX+zuKvdkTN2FSYS2+5tJhXWJQ76A+2EhGH6TLvE5eG5kxULRlkmRUQ4tdMIEbd3bXpcmR7DcZ1fpos85TnW+Y9LrxUvVW84tZjdD2BC/SwdVFzUqH2UfQ6dIkp41wwz7BsNFFddjAwdxvUO9vQhLREj/OxcQ77M99mefTf8BN+yRnk2/xN0Y329yjxTnfrfY5+oxWduafpT7YOPnzkZxJvEmneZlAc0Ew50i8TusKnp4DwCNXNMDb4TzLem87WX2QFvsEg0YHO51nqAublsRnQKFQKBQPFyr4VpRkeHhwpZegWAUoHSwf83F8ns04636idDAZT8viRXla7BOTfr8Qn07rCk9mvoUUEXktjSVjk35fgWC7e5QTyR+w2T1Mu3kRA6u4CWNIi8pwDamoliPZN4qZ8oO5r7PO3MqZxFslA0VNGsSjSs4k3mTQ6OBQ7rVJn2lIs/i5IcGkkWvDehed5iVsEmx1nkCXZrFffiJBELApXNys9HFmG0E3pN8lsD2ezvwu29yjCARr/a2FDQDnJU4lf8iZ5M95PPfVwjG0LnLTOkm7dWFStYMZxWi3z/NW1f/EdvcoybC2GCTfta6Q1YYY/2nKHYk3XmHRbbaQCuuIRxXUBc0cyr1GddiwpD4DqxF1TlCA0oGigNJBeajgW1GSKCxt5qN4tFA6WD7mcnwez0YuRaCzWJQOJiOFJKcNc9e6wpnEmxzOvY5A4AsHiSQRVZPRBvGFM6nEe5xkWAuALePA5DFXtkySigqPT8yUt1sX2J9/tbAhY5+cFii6Istp88eM6D1sd49N+tzCfOug+LmB8NBl4fI/PjM8EVVTFa5jvb+T2rBxklN88X2kJCEXNyt9IjO1CAigzmtmh/M0rpanJlhf/DsRCA7lXqfNulDI4ocNNHv7abcuTvs78fU8w/Tg2y53rWvo0iAUAb7Ik9WGcfXsvNYzY/AsJFl9iIiQZFRNVdiALxxarfOrqnVkOTwl1DlBAUoHigJKB+Whgm9FSWrr1pDJPNjjkRSLR+lg+ZjLOAsgES1doLMYlA6m4+hphog4nvoebfYFtjvHsKIEGX2ADusiG/zdJKNqTGlPe21WL2QJ8iKDgVXchNGkQSKqmvTciZnyiLC4ITM1UJRIGrwdxcyrJg0EAokkEiFZbbD4uYYsmI8N613csD9jb/4Vmrx9/Krqf8bVMsSjCuJRBRltkFG9rxiAa0LgUCihtsMUnpZdvDFgiRYBO6yg2dtPWu9Hw0SgERGO9bz7RCJkm/tUMYs/29+Jo6dxtAx2lERHJyTE1bKzBtTlbnbl9VFuaZ9z17y2bD4DC2W5PCXUOUEBSgeKAkoH5bHyd3UKhULxCDKbcdY4OW30oTRrelhw9SyulmVU6+OWfQohdVyR4Vr8E9YGW4vmYRORSFrsE9QGTbTZ5xGI4iaMQBQz0hOZmLGeFGhODBQlCAG1QRMxmSIRVRUzveNZ7Avxd6gNmoqvb7MuUBs0scN5hrTeT13QPKmUPhXV4mo5cmIYXZpYXoqe1C2a3f1s8HctW3Z3fGMqFAFSUjBb04yxrxlNOyZz/p0Iiasvc9/1MvsMLATlKaFQKBSrD22lF6BYnXTdbV/pJShWAUoHy8e447OkdHZsNZk1KR3MgoBAd8nqQ2SMfnzdKfZkOyJDRrvXCzdu9DVodBCJgB7z5qRNmPHy8KlMzFjPGGgK6DVu0WqdozZoJB5VYMk48aiC2qCRO9ZZ2q1L3LWu0mqdp8e4Sad1lXXBNtJ6P6Hw2ejtZ9Do4EzizaIuC0G8SUVYx23zDGmtj93OC2zyDvB8+vc5mPsaibB6SQ/pxGMSiYCcPoIkKgbeE4+JLs1V83eympiPp8R6fwfI0m0vc7Gc5wQhBbGwgmRYQyysQCxwjYrlR10bFKB0UC4q860oSU1NnZrbp1A6WEZmc3xebWZNSgflMdG8a6vzBJXhOkLh35vzjeS6eZy8PoKQouheHo1lqeNRRfG9xjPldUEzGvqMgaaQgmRUy43YCQaNzmkGY4NGB8mohm6jheFUNxoaujTRpV4sK68O17PdPcal+Lt0mdfZ7h7FjpJ0mzfpM+8wYnaxPX+vn3yiMeAtcQpbLk1f8dRRZK7IktEGi73wE6sHbsZOrJq/k9XEcntKLNc54UEYvai4h7o2KEDpoFxU8K0oSSyeWOklKFYBSgfLS7kOyyuF0kH5lOrJDiiUoXtavhgsTt2EmRhoTsyUH8x9fdYNGTtKsSf/ElXhWtqs85xI/qD42LgL94jey3Cqqxhs2WGKEa2PWu6Vojd5e0mFdcX38LQcGW2Ix5yneMr/FnGvetLnCgRbnScY1Dt4PPcbpKKaRWt46jEJhc+o3oer5YhHlVyMv02XdR1DWgwY7avm72Q1sdyeEstxTlBl8g8e6tqgAKWDclHBt6Ikvu/P/STFQ4/SwfJTtsPyCvAo6WBJnaHn2Qc8dROm1JzvC4m3Zw1mx4Ot6rCB6nwDIQGB8DCkVQywfOEU/7eQAoHgUuJd2u3z1AXNbPQOFF4/9h4BPp+k/oqKYA0H81/DjsVxyU/+XGlSH2yiKlzHBn8ntizchC02YJppY6rdukC32YIjsvias6r+TlYTy+0psdTnhAdp9KLiHo/StUExM0oH5aGCb0VJurs6VnoJilWA0sF9YhWaNU3kUdHBSpa8ltqECfAwsRkw2ufckJkabOkY08zbctooHs6k75kaMy7rsC5xNvEW291jNHl7kUhuxk7Qa95ib/4VAFxncuANYMskadEH3HNRh6UJmJZjY2o5xm6tRqaW7k9lsZ4SS31OeJBGLyru8ahcGxSzo3RQHir4VpSkeeMW2lpvrfQyFCuM0oECHg0djJe8PuYcJRQ+hrRYg3F/S15LbMIEuPN66XyCrZbYcUxiHMx9dVKGUZcmTf5ebtifcSn+HqNaP/1ma2HTQRum32xFOpJEPEk+nyu+pyYN4lFlsSd9agnzkgRMS7gxtRr7iZdrM2C5PSWW+pzwII1eVNzjUbg2KOZG6aA81FlMoVAoFI80QgrqgmYckeWjir8s/vt4KfaDUPI6n2Crx7hJs79v2uOh8MmLEZq8fdy2z/B54qcEmlf8ruPv+zivTvvci/G3GTQ6OJR7reS6VkvAtBr7iZd7M+BB8ZQANXpRoVA8Oqz8FVGxKhkZGVrpJShWAUoHCnj4dWBEseJM7qPZ75AK68joA7TYJ4ql2A9CyetswdZd8xoa+qylvVKENHv7abcuEgh32vv2h600hfsn9V9n9EH25V8pOqBPW9MqCJhWYz/x/doMWC5PiaU+Jyx3mbxieXjYrw2K+aF0UB4q+FaURJknKEDpQFHgYddBTCZ5PPcVnsx++96Nvw87nGc5k3iTS/F32eQeXBUZ3LmYLdhKhjULLu3N6cPcjp2hTb94r0RaZGjy99Ho7Sn5XqslYFpt/cT3fTNgGTwllvqc8CCNXlTc42G/Nijmh9JBeWgrvQDF6qS+fu1KL0GxClA6UMDDrQMhBQ3+dvblXy0ZCB3OvU5t0ES7dWnFM7jzZizYyupDhaBrLGBZbGnv+g2Nk95XapIBo53rsU+QTA6KVlPAtNr6iee7GRCLUvdlPQthOc4J4xUWH1V8l1brPH3GHVqt83xU8V01ZmyV8jBfGxTzR+mgPFb/Nr5CoVAoFMuEHaVo9vaT10ZLBmgCwXb3KL+u/P/haKu35Hw+LEdp74PQV7za+olX22bAauJBGL2oUCgUi+HRO7Mr5oUaG6AApQNFgYdZB+OBkCuyZLRBUlHttOdo0ij0hJdOVD4wLLa0dyYdrPaAabX1E6+2zYCFsKznhFU+elFxj4f52qCYP0oH5aHKzhUlqayqWeklKFYBSgcKeLh1MB4IhcJnVO9jwOggr6XxRJ68lmbA6KDfaMUX8xv5tdpZTGnvrDqYodR9NTBx02E1lMePbwZMXcvENa2GXvnZeJjPCYr5o3SgAKWDclGZb0VJEonkSi9BsQpQOlDAw62DiVnRUPjkxDCOyCAQSCSh8LkV+3xVB0LlstBM9WrQwULnYq+m8vhISLqsm1xLfMYO5zm0KCw+tpp65WdjNWhBsfIoHShA6aBcVPCtKEkYrN5yN8X9Q+lAAQ+3DkqVYkei8H0flEBoQSygtHc5dCCEpCIWYWoSPxKkHQ0pS9f3L3Yu9mooj49i1QR1OxiM1XK26yw9uT425feS8GzyDK6qXvnZeJjPCYr5o3SgAKWDchH1zXsfsjsKhUKhUCjKY7GBXTksNHv7sFGbDNi7weHIlhzViZDhnM7p2wku3Y0xmJ2cG5hpLvb4BsmD4IYdxapxHvsafvOzIARaphuz+zyp3naMfBq8ARw5DEhiUcUjrw+FQqF4GFHBt6IkGzdtpa311kovQ7HCKB0o4BHSgRTEJgTFy5EVvZ9B/lKzlDqoTQZ88/AIL+/KICYkuqWE966m+PGZqmIALqRgq/skz6d/f0bDtI8qvstNe4nmYi8DEoHf+CT5/b/PpC8MEAUQuCTO/ilVff2s97even08MucExawoHShA6aBcVNm5QqFQKBSw7C7LM2VvN3r7H5js7VIghGTvBmda4F14DF7elaGl2+bjliQSMe+52J3mlVXrki2tFP66g9MDbwDNQHP7qMhpPJ7/Ojvzxx5pfSgUCsXDjHI7V5QkPTqy0ktQrAKUDhSgdLAUCClY7++YFnhDIXjc4TzLen8HzNDvvBpYKh1UxCKObMmVjEOhEJ8e2ZKjIh4BD8lcbM1A2jN/B6vnAhucLezwnn8g9KHOCQpQOlAUUDooDxV8K0rius5KL0GxClA6WDhCCmJhBcmwhlhYgVglN80TkQgiq4IoVkNkVSBnyCwqHSye+WZvY1HqPq9s/iyVDkxNUp0IZ31OVSLE1Aol5A/DXGyiAOHO8B2igGRvOxv9J2asml9t+lDnBAUoHSgKKB2Uhwq+FSWpX7NupZegWAUoHSyMRFjNVvdJnsn8Hi+P/hHPZH6Pre6TJMLqlV5akShWXehB3fd75A79Efl9v4ff+CRRrHrac5UOFs9s2VtNGujSJBnWrOrs7VLpwAsFAxl91ueM5HT8qLBRsdC52AKoFFCnCSoFM2x73B+El8HsOVdoap9K6GGEkPAsRDTzBsJqyu6rc4IClA4UBZQOymN1nMUVCoXiIeFB6Oud6ro8TrB2P2b7J8Ru/hLNGV65BT6ElMre6tLElkkSURW6NOg32rCiOBERef3hK+Mbd3mPsgbf+6iCrqEujmzN0FgzOeCUEk7fTpDOF/IDpcbBFZ87wzi4Wk2w19I5YhtU6xrDYcRpN+CSFzIY3X9TNoHEGLiO2f7JtL87NJMoGMGJuoG6Gd9j1Wf3FQqFQjEnKvhWlKSn5+5KL0GxClA6KI/59PX2mLe4qa2cK7NEENTtmB4AAAiB3/wsxvAtzM5TiLFMo9LB4hnP3m709iMQ6NKkMlxDKqoFCkFkm3WeLe4TxGRyVWzSTGUxOpjq8u7lRrh55izXWy/xlSN3eHxjoWxx3O380t3YpDaInD7MucQv6TFvzekEXqsJvpm0eDluIsY1buoctg3ey/v8OOutSACuOcPEbv4SY/gW/rqDSLsS4Y5i9pzD87tpNT9no7NnRkf3Utn9lUKdExSgdKAooHRQHir4VpQklarEdVQPx6OO0kF5PAiuzLO6LkMhAF93EKPvCsIrrFHpYPFMzd7aMjkp8D6TeJNBo4NDudeoCtet+CZNKRaqg5LVIAFs8vdzx/mYH7lvkfPvYOlyxjnfUAjAb2qn6DSvzDgOTgB7LX1y4D3+mBC8HDdp8UM+doIZitiXF80Zxuw8hdF3BTSj0AvuZYDys/sriTonKEDpQFFA6aA8VPCtKEkymWKgv3ell6FYYZQOyuOBcGWew3UZKDyu3Vuj0sHSMJ697TNa2Zt/hbwYJasP0mKfYNDoYLt7jOqwAWDFN2lKsRAdzFYNEoQajaPP08od/vzDNIYhSee1GY3/xt5w1mNSIeCIbUwLvIsvF4IjtsEXbsDoCsWxAlnc2JpIOdn9lSaRSDKw0otQrDjq2qAApYNyUcG3oiRROLsTreLRQOmgPB4IV+bZXJfHEO4oTDB+uh86EBQCJ1MIfClJS1YkM7nc5PRhWq0vyGnDmDIGQF3QzKHca8XAG1bBJk0JFqKD8WoQE4EmIJJMUr9A0OQcpM24wugSbDSYQlCtz+4lW6VrmEKUNj9bYeaT3V9phJA4o+3UJQP8SJB2NOQqnOagWH7UPYIClA7KZXVd2RWrho6O1pVegmIVoHRQHlP7eqeyGvo2x12Xg7X7S5eeS4nZc26sFLbAcutgtZljLTcaOtudZ9jg78SQVskge8U3aUqwEB3YGDRQxUZTK26sDEeSdCTxx37apdxo8KVkOIzAnNlNfSSM8Fdh4F1kjuz+SlKbDNi7weHIlhzViZDhnD5rq4Di4UbdIyhA6aBc1KgxRUmaN25Z6SUoVgFKB+Uxsa936lik1dK3OdF1eVrmT0rM9k8wBq4XzdZgeXUwbo71x5UxnoiZPGbqPBEz+ePKGN9MWtRqD19GzdUytNsXsGS8ZNC50E2a+c6WX+gM+nJ1UCOgxohImGmqNI2EEFRpGpsMnQZdwxz72KXcaEhLOO0GyBmCayklp92A9CqOvVcrtcmAbx4e4Y9fGuC53YLH1no8sTnPH780wDcPj1CbXF2bRYrlR90jKEDpoFzUNqWiJDP1yykeLZQOyudB6NuczXXZGLg+bczYculgtZtjLRcLGZ01F1PdxGfS3HyfV4pydCCAfbZBg+5wzfuC/cHjk75nva6RlZKBMFrSahAJXPJC3sv703QVofOe63HJh4iVnfv9oCGEZO8Gh5d3ZcYKZsSEx+DlXRlaum0+bknO3rOveKhQ9wgKUDooFxV8K0qSyczeE6p4NFA6WBgPQt/mTK7LokSYu1w6eBDMsZaLpdykme9s+cXOoC9HB+O/bYOh8Vf2dT4NPuYZ/7lJn1ulwQlz6atBBiPJj7MeLX7IEdug0rAY1ixO+3CRJD2b96M5gyU3mhSlqYhFHNmSK3aqBIE/6XEh4MiWHF90xBnNz1zyr3i4UPcIClA6KBcVfCtKkstmV3oJilWA0sEiWMV9m+PM5Lo8leXSwYNujrVYlmKTZr6z5W+JU4ueQV+ODsZ/20ZD5yuVOX7NL7nr3mKn/ziVsopRMcIF8xxXtWvLUg0yGEk+dgK+CEC3U3ixagbX7sZb9zhRqqHYYhG7+csZA3AhBXaUKv42rpZBrqINtPuJqUmqE/dMlcISBktViRBTezSPz6OKukdQgNJBuajgW1GStevW09Z6a6WXoVhhlA4UsHw6eCjMsRbLIjdp5jtbvsu8TrNb2ghw4vNmG29Wjg4m/raP2wb1NXk+d85w2rmClAZCBCSNLIHrz/1mCyRC0L/2IPndvw2GPWl8HkLgNz+LMXwLs/PUtIqPxZTn3/sISUUswtTkA+8K7keC4dy9v1PbjpHPT77hHsnp+NGD+f0UC0PdIyhA6aBcVPCtUCgUihVh3Bzr8Ayl58oca27mPVteGtgyPvfzlui2YOpv22joNKZ0gmSAKwMsJP9bWpJbkk8rjbRS+A2HwUqWfoIQ+OsOYvRdmVQBstjyfBhzBW90OLolS20yZDCrc+J2kkudD6YreNrROH07weFN+ZmGJHD6doJ0Xvn4KhQKxWw8eFcAxX2hr7d7pZegWAUoHShg+XQwmzmWlJL38j6XvPChMltbauY9W14EuCI/9/NmcR0vRwcz/baGEOhI3sn5XHCX2UhPM5D27BsT0q6clBGfbxn/bOX5tcmA7xwZ5puHRqlJhpi6xA8FL+/O8uOzlfzgdPUDF4BLKbh0N8Z7V1O8vCuD5zoTHoP3rqa4dDemzNYeMdQ9ggKUDsrlwTr7K+4b8XiCfH45cxKKBwGlAwUsrw6mmmNV6RojD/mc76VkvrPl82KEdvsCm73SJerzGW9Wrg5K/ba3vIAP8yEDfoJIJoktZy91FCDc2TcmhDsK0b0Nh/mW8c9Uni+EZH+Tw987NsyaiskbGVXxkL93bJjr3TE+vPbguYIPZg1+fKaKlm6bo9s8UrbLiJrz/Uij7hEUoHRQLupMqShJqqKSwcH+lV6GYoVROlDA8uugvZqoUQABAABJREFUaI7lBphC4EtJWqIy3vNgvmPLpLb48WYL0cHE31YCBNWs9Xfw5H0Ywye8DGbPOYK1+5mpVtrsOYfw7m04zLuMf4bbp8pYyAs7M9MC73HWVAS8sDPDubYYI/kH7xZsMGvwcUuSa301hH6+0Mue1x64jQTF0qDuERSgdFAuD96ZX3FfkA+zwZFi3igdKOD+6EBCYZyY0lzZzHds2WLHmy1UB+O/7VL0UpeDQGIMXMds/wS/+dnJAfiY27kxcH2S2dq8y/hnKM+3TcmmWm/W12+s9bCNB1fnEoFV0UhH+52VXopihVH3CApQOiiXVR9819bW863f+vtsfWwHURRx9fJ5fvjv/40qb1hm2ttur/QSFKsApQMFKB3cbxbikj3fsWWLGW+2GB1M7aWWmlEIhqVERMG8eqkXguYME7v5S4zhW/jrDiLtSoQ7itlzruSc7/mW8c9Unh9GMDzHnOvhvE74gN+rqsBbAeraoCigdFAeq96W8j/+T/5rctkM/8//2z/k//1P/hFr163njW/9nZVe1kNPU9OmlV6CYhWgdKAApYP7SW0y4LltWf7o+QH+wat9/NHzAzy3LUttcmYjtCJjY8uy+lChH3mmIHaW50kEkVVBFKshsiomlRMvRgfjvdToFlGsmqiikbByI1FFI1GsGnSLTe5BYlFqwZ8xE5ozjNl5ivjFvyZx9s+IX/xrzM5TJed7Tyzjl1MaH+ZTnp91NT68lpqxgENK+Ohaiqy76m+/ZkWdExSgdKAooHRQHqs68x2LxWlvu8PPfvI9PM/F81xOnfyYF1766kov7aFH02ffuVc8GigdKEDp4H5Rmwz45uERXt6VmVQhfXhTnveupvjxmaplNbWKYtUEdTtmzBCXq4PxDL4uJGFWJ0F1IahPri0+RwLYFWj5QeJu7ZKNOpu2FuSkcWKzsZjyfMfXON8e4/unq/jtIyNTK935/ukqzrfHcPwHO/hW5wQFKB0oCigdlMeqDr4dJ89f/9s/nfRvNTX1DA0OrNCKHh2y2ZkdbxWPDkoHClA6uB8IIdm7wZkWeBceg5d3ZWjptvm4ZXlcsqNYNc5jX5vWGx2s3Y/Z/gmxm79kZGR43u9XmwzYu8HhyJYcqVjIX3+QQveGsL00rhcnsiomf368lpx0Zx11dj9ZeHm+oD9j8L2TNVy+G+OFHVnqUwH9GYMPrye50BGnP2PAA25Qps4JClA6UBRQOiiPVR18T6V54xaef/HL/Pmf/i8lH6+qqqGqugYo9COtXbcey7JxnDyDA/1saGwGYHCwH00IqmvqAOjsaKV+zTpsO4bnuvT2dtPUXCihGB4eJIoiamvrAbjb2U5tXT2xWBzf9+ju6qR54xYARkaGCHyfuvrCrn53VweVVTUkEkmCwOduZzsbN20FYHR0BM91qF+zDoCe7rukKipJJlNEYUhHRyvNG7cghCCTHiWfz7FmbQMAvT1dJJJJUqlKpJS0t92mqWkTmq6TzWbIZEZZt24DAP19Pdh2jIrKKgDaWm/R2LgR3TDI5bKMjgzRsL6p8Nz+XkzTpKqqBtO0GBzoo2F9E6Zp4uRzDA0NsH7D2DEc6EPTdaqra8eOdytr1zZg2Tau49A/0Etj40aA4mZJTe3Y8e5so75uLXZshuMdhtTWrQGg6247NTV1xOIJfN+nu6tj0vH2fZ/6Esc7DAI6O9uKxzs9OoI78Xj33CWVmuF4Z0bJZbOsXbceKMwvjMcTpCpmON7pUdY13Dvelh2jcsLx3tDYjGGY0473QH8vxtjxhkLPTMP6RkzTKq1ZTSt9vF2H/r4eGsfKfoaHBoikLKlZz3Pp7emiqXlz4RgODxGEAXXF491BdU0t8bHjPTTYf0+zI8N4vjfheHdSWVlFIpkiDEM6JxzD9OgIjpMvaran5y6pZAXJVAVRFNHRfoem5s3/f/b+OzCu67zzhz/ntumDThIECRZJpCRKYle1qOIiy5aLbMt2nMhJ7CSO827Wm7bl3ezvt9l9N7ub7GY3cYoTx3EcOY5t2ZZkySqW1Uh1dopgrwDRgcH0mVvP+8cAIMoAnAEBApDv5x/LxJRzz33m3POc53m+D4qikMtmyOYyozbb39dDMBgiFq8Zne+WFatQVZV8Lks6nWJZc8uozRq6Qbymdswclmy2UMiTHErQvHx4vgf70VTNXyNmsEbU1tYTiUTHrRET59tfI2a+RjQvX4Gb7+XWa5KoqkIgEALAskwURaBpBgDb1hQ42ldLqGYluVyG1FCChkAADUnBcSgoGnUNjei6UdUa0dHRjlxyPdq696MiMU2TYLA0BsexkWvuQmQvoGZPoOvGuDVi7HynU0mKZpG6kMlHN2XYcU0SXddRVY3jPQN0WQe5qbiZ3kwfRS2IVA0UpRQBdl2X86Ej2IakZckqOi+cXxBrRE1zDF3XMU0TJ1GsaI3IpFN0J3ux3ChHu8KoiofjCQq2StoMkLcFS5YuWdRrRGz4e6bbR/hrxLt/H6HrBo5tT7uPmLhG+PuId98+Ip1KUlfXULWv8W5bI9rPn6ESROPKDYtC9mPN2mv4tS/9Ds/85Ie8uvOF+R7Ou57WVWsrNiKfdy++HfiAbwdXgoaIw79+fz9XLZlaKftUn8FXn29iMKdRrwg2GCrbAhq1qkLyMnqje0aMwg2/gLP0pilfo/UeovbUY9jp/mk/SwjJe67O8Rt3D46L4F9IhvjOzvVcm/oQLak7SLhNuOHSxkdKySme4mD4GfLOBRRrerXxxYJAEg16aIrE8QTZ4runJZe/JviAbwc+JXw7qI5FEfm+/oZNPPz5L/H97/0j+/e+Nd/D8fHx8fHxmVVsT5DMT183l8qrFB1BvSL4eMTgnpCOGPFwdZUtAY2XCjaP56zqHHBFQwam720tA3GkuHRdXyzosW1NflLqfEu9zfvuGOJnrz/LGec0dentqPJaCgzRrr5FV/gCqSWtGB0dlY97gSMRZIp+LaSPj4+Pz0UWvPO9es3V/OLDv8E3v/GXnDjeNt/D+blhoL93vofgswDw7cAHFrcdSATSiIKigecgrOy4vs6zxUzag40lU1TYczbMllWFSY4rlMS69pwNUzAVtgTV8Y736BgE94R0Ttourxadyq/ScxDm9NFmYaZxzOIlP0pXJLVhd/L7PZdNLWkaPxrmZ7v38cahUzjBFhxVIbtkJfbSDxE4+zzCunTt4OXOtc/ls5jXBJ/Zw7cDH/DtoFoWtPOtKAqf/dwXefqpH/qO9xXGCATJ53PzPQyfeca3Ax9YvHZwKfXu2WKsuFht2CWZV9lzNkxbV7BidXIpBW1dQV46Fp0kuiYlvHQsyuHOIFEh2BbQJjneI4jhvx80HdIVet/CyqL3HsBZciNTef567wECwsa8xGdNHcGXCCtLSzTNDWujvNkTpffaz4AeBqGid7yGNnjikgcjszHXPpfPYl0TfGYX3w58wLeDalnQT6rVa65mWXMLH//EL/DxT/zCuL/98X/5dwwN+arnc0U8XkPSn9+fe3w78IHFaQeVqHfPhgM+0/Zg5SLyiZzG4/tqONkTYNuaPDVhl9QY53Ior9GgCGrV6dtU1agKuhBM2Wx6AgKJNngCveO1SfOFlKOOcX19Hd2F6TdY00XwhWcjsn3sbYOUaEItJBDJcxUfiFzpVmwCiAnQhcCWkoxkDnImFieLcU3wmX18O/AB3w6qZUE732dOn+Df/KvPz/cwfHx8fHwWERJRinhPdCQBhMBeeQdafxsBM0ks6JbSl6VG2g7ioSDsQkWp6TNtDzZdRD6RS/LqyQgHL4QuplUXLgp12VKSdD3Qp64lTrkedoWO9whKMUnw9LNoyTNTZgroev0lP2ckgv+zI1FuuypHUJdo6sjf4OWjAY62g2q1ER48VXEpwJVuxTabgnY+Pj4+Pj4jLBq1cx8fHx8fn0rw9CiFGz83pXq31tdGS8f3uaG2g21ritTUGCStKHvOGLT1xOh3G1BzfZeMxMZDLl+8c5CtqwtTvmbvuRDf2NVAulDyQKeKyI9EmC8VkRfAe4IavxEPlk09l1Lyd+lidTXfY98/CzXyAqjXIGZ4hEMuzUsKtNTZnO0PzDg9fCZzPVPKCtpRmtsZCdr5+Pj4+PgMM33ums/PLSN9Cn1+vvHtwAcWhx0IIYmHXBoiDrVGDmOgDSXbM+l1Sqab5T1P8fGN/fzGvSk23xBnzTXNbL4hzq99JMDHt+VoDBYwV9yGF6yd9junEhcbS024FFmHyiLyTsO6aSO3EmizXF4q2MgJ0e0R57DNcmecHi2QKFYGpTiEYmXGOd6V2EG9InhPUOPzkSC/GozyIS+Ge66eZ95uYNfJyIzTwqud65kigA3G9IJ2Gwz1XdIwbOYshjXBZ+7x7cAHfDuoloqfgoGAwc3bNrNs6RL27jvImXPtk14TjUb4b//vv+crf/CfZnWQPlceTdPnewg+CwDfDnxg4dvBRBGuoYLB7q63OHymna7mB3CaNoy+1ug7yIamBPdcmwURQQbrcDwwbUlAh7s265zoStCXV3Ea1qF37p4y8ltpezDbK7lq0ohiL91UXtQMSg740k1o/UcRVmbKz0x4ksdzFidtl20BjRpVIXUF0qIvZQflI8YqG/VSC7QnCyaW7gy34KpOobzauZ4pMcGsC9q9G1noa4LPlcG3Ax/w7aBaKnK+W1e28L1/+hprVrcihMDzPL7z/cf4D//PH2NZ9ujrQsEgn/nUR33n+12Ar1roA74d+JRYyHZQXoTLZvO6BC+dUnns0FNcCDXgRZeB51Cfa2PbTS6KW6CjsJR975ic77JKBclCsGq5wdqlgoOH2+hrundaR7jS9mCZwnCSWYX9tFEu/WhOeJJXiw4HTeeKCYJNZwfTRYwNDT7ZKBhIC/JL8ty4sli1QnnVcz1DdFG9oN2Vame3kFjIa4LPlcO3Ax/w7aBaKnrq/T//4XcoFk0++blfo69/kA/f915+9ytfonXlCj73K1/Gtp25HqfPFSadGprvIfgsAHw78IGFawdTi3BJFDvL3deFOdGdoK/3AMXoB8G10LGp1TMcOKez65TLqvokD99apCnu0p9W2XU8yKFzQWQxjdRD0zrClbQHa+sKXkwjr7CfNl5lz1QJpehrleJqM2U6O5gqYqyrkmU1No1Rl/ergkdSATbePlS1QnmlrdguV2ytWkG7K9XObqGxUNcEnyuLbwc+4NtBtVTkfN+yfQu/+qXfYc++gwD831NneOXVN3j023/H1/7if/LFL//enA7S58qzrHkF7efPzPcwfOYZ3w58YHo7EEISC3oXlbmrTCe+HGJBj21r8mUjocKzUfN9bG+xOPT2W/QkrkGYadxsgrPtOY53B7l/U5JP3WqOi5jfs6HIIztD/MNrOkrqArj25A8fQyKn8djeGo52Bti+Nk99dHx7sLGOZaX9tIWVnfmkMHf3ZDo7mCpiHAu6NEZLtdqNugBPYDqCSEBWrVA+VSu2V45FON4dRHVUGpTLywLISNhjOmyZIvVcSske0yEjr1w7u4WI/2zwAd8OfEr4dlAdFTnf4VCIwcHEuH/bf/AwD3/xt/nuI1/jv/ynP+D/+a9/OicD9PHx8fFZmEystU5O4XTOFZcS4RKeTZ2exij2ET7wDyA9snaeV4+H2LYmz0PbkiCCMMbxE0JyxzU5Xj8VIXPuKaJGEVub2oEVUlDI1HEoo/HOGRtPzyAUj7ypTHIoK+2nfTkpy/N1T8pFjLUJ92fAlqBIAlrp+oSAbWvyHLwQqlihPJHTxrViy9uCkKOxxVDZFr78tmBjBe2mUjtvs1w8uCieJ11wLFCNUqbESDu75JlpNQN8fHx8fH7+qOhJfOzEaR765Ef5kz/7q3H//sbbe/nN3/53/P1f/28c1+Vvv/HInAzS58ozONA330PwWQD4duAD5e2gfK01VacTXw6ViXApOI6HYqaA4VTtosKmlUWEdJGuDapOyQGXXOjzMC3JPeuTJNIen9w2RLZY3oENu7U02+tYZW4i7MXJK2nOBw7QrZ9Aqsmy46mkn/ZMmet7Mt16UC5irIhS2jmUHNedGY/VrfnRvt8wM4VyiRh11suKvOkqWwLajNuCVSJoJ40YTnwVwTPPUZ9rQ8fGRicR2YC1dBNedFlF4nmLFf/Z4AO+HfiU8O2gOip6Cv/5X3+df/r6X3Dztk188cu/Ryp1sWbtmZ++yOd/7bf5+7/+39z33rvnapw+VxhN95ULfXw78CnhuB6eERsVlFLtzBS11qVoZrXpxDNlxiJcsuRonx/QqA07aLqH7akkMgpFy2Np3MVtLvJcMMKKOptIwJrkwIbdWjblP8i64h2IMdfYat3IieBrHAg/S34aB1zv3I3Wf3TWRLqmrn+fvXsy3XpQLmLsSbBdgZQej/ZL2hWLT6zOj3vf5SiUV9IW7KTtVtXzfCRl30Wy23Y5ZDlolElll5LmoVfYsCzHto0etVGFZNZjz8k+2s4cpKv5gYrF8xYj/rPBB3w78Cnh20F1VCQL+tOfvcIXfvN3CYdCOPbk+rcXXn6V9z3wGdo7LkzZnsNncVFTUzffQ/BZAPh24OMFayku3ULhhl8gv/mLFK7/NNF4mK1rrek6ZrFtTZ5YyJvTsY0V4ZqoOVZW8GwY2xMMZDUSOZX2QY2zvQod/ZDKSyKGS2PEYiBTejyOTZG+59osG5YXEVLQbK/jGusuUA3kGAdLIFhXvINme92wk1+e6fppT8fYfubxkIsQpfdNV/8+Mv7LvSeXWg9GIsZ/ly6yt2hzzPR4ph/+qMPlWavIjo1DtNRdFJOTEvacC2M5TLqeSqi0LVhsbHY/As+I4QXr8IzYONuojzi85+ocX7xzkN+9r58v3zvADWuzuEGb9IQa8sZAhgdv6uPXP6ywZb3O2haVLet1fv3DCg9u7Gd591MoyfMVi+eVY7qxzjf+s8EHfDvwKeHbQXVUfCT79HMv8PRzL0z599NnzvELv/JbszIoHx8fH5/5Z0RQSlv3fpxiofSPkSWo/fXEG9JIpYjwyguSzSSdeCaMiHCd6Amwba1JTdgjlVfYcybAkSnqnMdGzJ0xUVdN8agNu0gJO09EWN1ojUuRdj24bnmB/SebaZV3IGMr8BQN4TkIM4WwcwjXRiBYZW6iUz9KUZ29lOPp6rltR0xb/w6le6JV4dzOhIkt0FAka1pyfGp7khX14x3vnScidAzqfHp7kquWWFXXp1fbFmxKZfL+ozTqQxWn7Ashub45xz3rPSSxcd8nhOCuzTrHLgySOPvqjFPOf15V1H18fHze7bw786F8LpuO9rPzPQSfBYBvBz+/SMSooNSo4w2gGtjoJK0o0sgjiknK6UpfTjpxtQzYdbzSG+dAsuQsOy6kTANhp1GY7PxM1bZKESWRsEf31NA+aPCJrUkAOod09pyNcLK9kUzBQPEChGhCqgZSC5SuPhBDKSRQ8v0I1ybsxVFn8RF7qXruJw/EOd1ncNUSq+z7O4d0ftYWBVGKMs9EBb3S9WBcCzQP5ECAnxysGadQvu98mN60xqe2J9nUWpx0PZXUp1fTFswL1EypTB7Z/7dcX9Nbccp+LOixfU0exXbwikPIYN3oZ3b2u+w/ZpPqtmguFigKqlZenw0V9bnuQuA/G3zAtwOfEr4dVIfvfPuUZVlzC91dF+Z7GD7zjG8HP79II4q9dBMIQSAYpFgcdpAUjURkA3tO9bFldRxhZRATUmunrLWeA8Y6KlnpgjusOi3UaR2Vcm2rsgWFb79RR29aY8e6LC11Dgfagzy/ZzXxzHVskzcirVqedp9D2kmMYh92tLZUDw94oXqEnUe4SfJKGpeZpxyPpaJ67t4Au05Eef+Gya850B5k54kotSGXX74jMWMV9JmuBxMVyh0P6iMuX7p7gBX1Do4LpiMIaBJNrbw+vdK2YGkJTuP6yQrzANKlRs2y9RqGP2OymzxRlX1EZV94NkquD2nnkYE4B84qvPamZJUr+EJEw5Y6/bacUnldIpBGdFzdP8iLKuplbnYlKupXQvHefzb4gG8HPiV8O6gO3/n2KYuuG/M9BJ8FgG8HV5757Js9DkUrCUZ5DsIulmpXh2ubrSUbaTt7kJffKXDvajHOPZqu1nq2GRudRwgQ2jiBq0s5KpdyCjuHdJ7fs5pr0x/idvUWEArtmRDNop8e4wzrM3eRySaw4qUIOIAM1OBZGc4HDlBULq9f9wgV1XOvznOkq46fHYnyvutzoKqAoDOhsvNElDvX5di+Oj8uzX7LqgI/OxLlif01JPMVpHlfxnowVqE8FnT5+JYUQgh+vC/Oua4weKUU9dXL82xdk6+oBVnFbcH08OhB0iRcC1041NSFkYo66SBphLFlFGNV9oVnI4pJLvQUeO21eu4PBHloWUlRv91UaVVFWeX1qdLK1cRpvGB9+bFCyQGfRkX9SnUh8J8NPuDbgU8J3w6qw3e+fcpSHJtm6vNzi28HV5b57ps9DtckcP5lasUghuJgedrFNkqxZrqaH+Dx/d/n1Nks21dnR9OJr+R4x0bny3IJRwXGO4UAqgIneoO01GXZczZCPHMdt6u3IBAMZFXSpkFL5G4Oqd/iRPB1Vpsbsc00UmsCwFNUTgdfpVs/AbNUX32pfuZQcg6RgicONnAqUcO29RrxmMoLhx1qwjm2rynguBfnqXNIZ++5EOcGjNHPth0BAvJW+QOfcuvBTA6LDFXSl9Z4/Z1aWj2Dh2MKjbpgwJbs7Ajwo84IV6/OVqQZUElbMIxA6SCpHKqBLTWSOQERAIFUSgcXIBGeC8hxZRSTVfYl+84YrPJ0HmosRdBTeRUpS2UMjjdeed2dLq2880307v0o2R686LKyQ55KRf1KKN6P4D8bfMC3A58Svh1Uh+98+5QlMTgw30PwWQD4dnDlWAh9s8fSaKS5ruZNtm6IUhtTJ7VRchqvp699Oa+eGORQR+Ci81VQrpwq80h0fhqqbfc0ko5+vDtAb38jt9k3kfZUknmVjKlhBmqo0ZawVn6UtvCP6dAPsMS5Bl1eQ4EhOrSd9Ch7ySvJy7w4STzkoQmJhAr6mavYaPQuvY9eV+fA7jZUaaHm+vj8XTZmcAlKYQjh2RxoD7LrRJTWBovP3z5EJOBxsjfAka4Ap/oCSAndKX2SvU1cD2Z6WFR0BAdPxPlkzOChJjEmYi24p1bwaH+QHx5XKDqV2dFEkbdJbcE8B2GmJ71PyXRj9B3EySY5eDTHbUtdHDWAF6xH6qFhIb00mFnePhMmPVxGMVEzwPXgXFeYh2MKigJDORXLFaxssFGELNlOUWVbQOOg6TJQf/U0aeXvQcn1o/UewprC+RZmuqyKeqWK95fKKKgE/9ngA74d+JTw7aA6ZrSTq62J84uf/SQ3b9tEU2MDX/jN36Wvf4B7dtzOCy+/Ottj9JkHlrespP38mfkehs8849vBleFKRqwqYeQg4O7rTWQURKQRz/PYvE7yyv5+Hjv4FD3Jc2jpDoDL3sjPmCmcqrFM5ahMRyKn8dqpCHEZJJtuoN01RqPGQisJmrWIW4iqyziu/Ig3Qt/DiyzBURVMbwAlMzijuzQSRQ7pHoYmWdVgsqm1yIH2IG2dQW5ZOz5tfAQpYffZMENqC9Y1D4AQdHnvg2KKVaf+jpqGJDKsIF2bru4su05E+eCNaT6zPUXQkBRtQVPc4TM3D/GjfTU8806cu5uzvHwsOs6JHrseXM5hUcFUWB5QJzjeI3MgeKgJ3hgyaDOnj/aPmwPGiLxNnFcri957AGfJjaMOr9bXxvKep9jQlGDNzUUOn1DY3xFmx7UmOXuIomogA3E6kmEeeynDuR5oiLij0f2xmgE3rChgmiqhoELnkIbpKCyJOcSH27rVhDwGsh4NloKmKNiNG6bO1pAuTtMGjPMvjyv1uPh3id57YLg+fDyVZkjMRhcC/9ngA74d+JTw7aA6qna+r75qDU98/x+Jx6IcP3mK69avIxAwWLO6lUe+8VW++OXf45mfvjgXY/Xx8fF5V3IlI1aXYtxBgASZ60M4BaQRA0Xj7usdTp49S+pkHzjmnI7lkmMt41SNYxpHpTzjU6itnEuKDLVj0rWFnUMpJPBC9dSIVTSzndOxcyS2fga9Zz/Bs2dn5HiPRJFvuSrH1UssbFew80SE3WfDXL+8QFtXiN3nwpPqtkdq7I90RzBX3n5xHhQNgjXYGCSzHggVGYiz97yktcHmoe1pdE1iqB7pQmkroCrw0LYUR7qCCGDD8mLZA5/LPSyKCsFNqsFgTtIYnewsDuY0blIFb4piyaG+TAQSbfAEesdr2KvuQsn2sLz3Jzy4sZ+7Nmmo6QGWhQO8fLyBs4MFNq3MI8Ugb18QHDzlsLrB5uE7LeoCeZJ5ZVx0/9WTEQ50hDAclZOorG2A5hqboD5+4I1RFzMhcQAZqp9+wGoAxcyUfl/GmG2alOgdr6ENniirYTC2Fn0qrmQXAh8fHx+fyVTtfP/RH/4+x0+c4ku//W/pHxjk7JG3gFKf7z/+07/gt7/8Bd/5fheQSPgpJD6+HVwprmTE6lJMPAgQno1ippBmmpE62JtXGrxzTpB25iniPcw4p2piGu8lHJWJRAyX+qhLPOSiCoiHHM72eVxwDtBq3ciIrJxw7VI7MTuPF4jTYbxKIRIgdOLxGfdgHhtFboi6rGooRdfvuTbLo3tqePadOBuWF9h1IsI7HUE2tBQn1dgPWDG82lXjP3hEmf5kH5vXSRypcW7Q4JduT6MoAk0TIEpR3LDhjU7fjnU5HnmjjlvX5sYd+IysB5d7WKQLQUwo9KQUcqZCbdhFUyWOK0ZTtKPCG+3PPSu4NkbHq6V2cNJiQ2M/d22wULOlw6Wb1tfRsDzCvuMBHj8U5kK/h+O6PLDNZce2OIpnoWQyCM+cFN3PFFWCmscRafFwXJlSef2gY2Mp8tLZGsUESmGQ0NFHsZdtqbjP9+Ra9IljKN+FYCZ1+/6zwQd8O/Ap4dtBdVTtfN+6fQsP/sIX6R8YnPS3p575Gb/721+alYH5zC+KMvctgnwWPr4dXBkWUsSq3EGAoih4jg2Uemgbmoo2hZhYufZJlTi/M0UpJgmefhYteWaScnSlzvCSmM3Na/Pcd0OGxpjDQEZj54kIqYLNYPEop53XuCp/xzgHHHeIU+IZevQ9aAN5hF2Y0XWOjSLr6vi5F+JiJDpnqXxya5InD8T51mv1CBhfY6+DKAxB7epxnz+iTP/K/gG2Xy0BQVNNKb1bCEFXSiNvqzTX2KPvaYyW0vRDhjfuwGdkPbjcw6KR/ty2q5LIaaQLKooATzIa1R/pzz0bjLSjc+uuQus9SEPfTrZfP4BadIade4FUNJY3qixvVHHcAF9/Ik9A5tlxSwNCUZC2ByP3v0x0P6B7tCsuj/YHeKgJJiqvP9ovOS8sAppA792Ps2zT9NkaxSR61160geMV/5am6l8//LFluxDMtG7ffzYsPAQQE5TXPZgjfDvwAd8OqqVq51vVVEyzfKphMBDwb8C7hNraetKp5HwPw2ee8e3gyjDTiNVcUO4gQNcNzvdTUsceNMiZCoiS4zg2QjZV+6SZRoQrRSkm0Tt3o/Ufrdrpr484fObmJF+6e3Dc3I9Enf/lLYXj7tN0qWdYZW4i7MXJK2nOBw7QrZ8gL5Io9tSffynGRpEVAbo6fsxCXIxEf+jGNO/bkOVIZ4jB4dZgQkjiQRddSWKd/RcG8j1YSzePKmWPKNP/6J1nOH72HBlT5UJCZXWtwoWEiumo1NeoBAMuuCWHeiBb+uyCpYw78BlZDy73sGhif+6Jdewj/bkzs+A5TGxHZwVrUPP7qWkCL64DEnXoNMJzRq3FcSWZjMPtN1w8UCm1ILs4oInRfYlgzcosz/ZIjnQY7Bir4J7xaFcs1qzMc/ZYDC1xuuJsjalU+qeiXP/6qboQXE7d/mw/GxZMi8VFSr0i2GCURP1qVYXkRMX/OcLfI/iAbwfVUrXzfbjtGF/5rV/n//M7/wE5fCo98r+/+vBnOHT4yOyO0MfHx+ddzkwiVnNFuYOAvWd1XjgcorXB4uHbhnA8QfugPm5D703XPqnjNYKnn51TB1wgq3ZUhJDcuKLIZ29Jlq1dHok6nw5009aZolM/ioqGi4NUswSFJA6XFWEaG0X2JNjD9eWWA0VbIah7o5Fo0ym1sHKGnZKJUcuhQprdnc9w+MyhkiJ90wYAnCU30VNIMtReJEyOp/a7rKi1MFSXVcsEQUNBelrJAfUkO09EWN1gsf98+QOfig+LioJ4yJ3kUFXan7vSOZ3OcZvUjk41SnXwOTH8bwKphRBmmgupMPtPuJw945LuF7ywN0pH3mbLtZIVgfRoD3BNkSiiNP8j0f1MUWEwq/HgHf3sOx/mkc4xvctb8zy4Ks9PDtaQKSgopC47W2M6JvavL9eFYCGJPC6oFouLkHpF8PGIMf63pKtl+8v7+PjMP1Wvan/yf/6a737rb7h52ybe2rMfTdP4d7/3r7jmqjVsuG49n/m8n3b+buBCx/n5HoLPAsC3gytHNRGruWTiQUBXUueFwxofvDHNQ9tSDOY0elIaTTFnXISsJ7JymvZJd6Alz6B37p7TFPRqiQU9bl6Tw9DKKGQPR6J3rMtxvDtIxHBJOBlqBWwyVG4OBkYjTK8UbI7bLirVp3yOjSK7nuBQR5DjPQEOdYTwZGkcEcOlYAkMVbLnbKnlVfmopcWW1UVeOpnjscPfp9N5EFQNvfcgopiiuP5B8nqU/We/zdMnw3z42h5yBYugIYGSw/ronjjnBw1W1NmTDnxG1oNKDouO9wTY0lpgx/oc0aDLQEbjUEeIo90lW66oP3cFTHTcBrMqu8+EOdYTZCivTW5HN6EOXohSmcShI0l2HcqzShp8PhYgHzcQIZe9pySPn86z40aL7atLTn5t2EVXJWf6DcIBD086DOU12rqCXLPM5COb0rg3pTEdQUCTqIrgxeMx2nqiuHoYYRcuK1ujEib2r5/I5dbtz9azYaG1WFxsCGCDoU46xIJS6cPY/vJzsfL6ewQf8O2gWqpe0Xa++iYPfvYLfOW3fp333v0eVFXhnh23s3f/If7wj/4nb+/ZPxfj9LnCLFmyjJ6ezvkehs8849vBlaWSiNWVGsfIQYBEsrzW4QMbsrQnDDJFZTQ6OxIhO9EbojcXnLp9khDYSzeh9R+tOjo9l+iKpCbkjl4PlBxuTZVoaim62VI/XOsuZdkI0wFPogm4J6Rzra4SqyLlUwiJ5cD+82FuXZvnYEeQl47FWNtk8ku3DbEk7tCT0vjBnhqKtsJ33qqjrSuIEEwTtZTcsz7Dya5uEiefwA3UouR6sVbcgZbqoD5xHNWS/GSXwa5Dy7hnfZIbVhaxHXjzRJxTfQZSMqnNGIxfD6Y7LDreE2Bja4H3Xpdl3/kQ5wYjpQ+QsLbJxPUgVdAu3Z+b6aPaYx23rqQ+WhaBhKa4g+UIMk5hksDZxTr4fu7arNM1qLBrf4z7AyqfWqKQyCt06So1usuHl9r8oE/luYNxbmzJcUNLSQxPSth7PsRtV+WIBr1RJ3HinCQLAXa3x2kbXEp3y1144cZxEe75+j1cbt3+bDwbFlL0fbESE7BtuHyjHEKI4f7yzqx0DpiIv0fwAd8OqmVGx4lv7d7P5371t2Z7LD4LCCMQmO8h+CwAfDu48lwqYnWlSOQ0dp2MUB9x+bUdQ3QkdIq2GI3macNDLEXIihw4cIF8ub7Ew8hAfMq/zRe2JxjMaSTzKjUhF0VAQC+13xphKKuSswSxgORqxkeYOh2XXQWb+yMBHgrrtLuy5GxXkPI5ErFd02RyqCPEz45EOdYd5P6b0nx6WxJdK9V/N8U0GqIuz7dFeXR3LYmcRjzklo1aSkXHiyxBBuvYcoPN/lSIrhu+RLDt+zR3v8H1oSjbIhFqaxpJWmH2phM8+ZbOowcEhlegaJUUz/Nm+QOfietB2cOiomBLa4GbVhR4bF/NaKnCWCG7gYxGqqDCcJx3qv7c06cjq6OO28GOILtORCd915MH4uw5J+k9//K4dnQjdfCPHXySE52DULBYbgf4QL1Cx4AgUwTHg0weErrkoUY43qmz/1yIbasLSAmP7qmhfdDgE1uTLK91Rp3EsXOiaQqW0cBgw+1Y6zeN1uFfqVKM6ai0bt9yyzt1s/FsWEgtFhcruhDUqtNrgdSoyux2DhiDv0fwAd8OqqWqnZCqqhze8xLv/dCn6erumasx+SwATLM430PwWQD4dvDzTknf2/R0frSnhnNdY+pYl+fZuiZPS51DTdhBkya41pQOtjDTMFwzu1AYqV2+ZW2egaxGc4096nhbjiBvCZ7YF8eyBU0G7Agoo4rnAHtNh1ZN4aGIgRCCWumR9kq9nKdL+ZyYanvVEot/er2Oa5eZfPimNHlbwSkKEjmVnKngeoJbr8pzqCNEf0abImopkEZkNMW6JqagKR5KppsluS4eDMJddTEI1pZeHo6xuWYJrwz18ngqzYCloti5aeer3How8bAoHnLZ0FLk1ZPR0VKFiUJ2//R6Hd98tZ7+jD7ld10qHfnJA3HWNJl0JXV2nSj/XVtWFfjmq3X8aP9xOk89jXX1h0AIlEw3WroDy/LYf9IlbBncEQvQkdBGxd8ELrYLPSmdvKmwPQjfP1rDqkaL109HaB802LEuS0tdyaZHnMSkUwOqTtLM49RuoHDjw6BOuM4FUIpxqbr9Cwmdx/fUoJgqDcrkrITZeDYspBaLi5WRzgHoUx9OzGbngIn4ewQf8O2gWqpyvl3XpbdvgBs2rPed73c5A/298z0EnwWAbwc+eVvwwu4o1+kaD49VcO4I8KPOCDs2lgTYXLMIyhTO1Ej7JCt7ZQd/CUZql3/aFuO+GzJYjiBdUNh1PMLB0zH6kzp9OZXlS/K4RZ1VcQ+tIHE8gSMl52yPh2OB0Ui4JgRjY1DlUj4nptpqiuTua7M8dzjGnety9Gc0CrYCsuTIrqy3sV1BR0IfdfAsVzBUMJCKBGRJCEyUotciew4PQXqwBsetwxg4ygZNcld9C2phEGnnkIEYUtFRPJt7NJtTXpbXbPOSLmAl64GuSLqSOq0N1iRnuHT98MltKd4+E+GV41rZCHsl6chn+gJ0JXWKtjLld+ma5P3XZzneHSRx9kXUwiBesJ6luX3c0JRg281pguR56vVamkMXPcsRQbURAbxkXsVDoztl8MgbdVy91OITW5OjjjdAPCJQgxEKKz+JDNUTOPkTrNa7QA+DV0YOf55LMaar299/PshP3mqg1Qzy8Xh59ezZeDYspBaLi5WJnQMmMpudA8rh7xF8wLeDaqk6B/BP/89f8/tf+TK3bN/CoXeOkEpNfmi8vOv1WRmcz/zRsmIV7efPzPcwfOYZ3w58Qo7GvarOb6x0x2zuBPfUCh7tD/LMwTpcwyaTc9E736qofdJCYqRO93RfgJZai2NnYqyUBjs0nbAhcCIuB+wIb2Ulbyge9w0/Nc3hS2kck/LpSIk34fMnpnxOTLVVREloLaBJNrQUuX55kf6MRndKZ2ncQQjIWQqKKEUBNU1hgOXs7gqwcaNEtbIY9iAxw6Ym6qIbOpYt+YezDm4uTUP+ANtqYxCI4yFRMl0IM1O6R1IipMN2Q3CoyCVrQitZDyxX0JXU+djm9JTpxK4n2LY6x7728unEFaUjr87xk0NxkgWVX759qOxrHbdkcSOHFqnOt2mISj62JcU91+VQpIvjSl4KxbA1lyAqAU2Woq2qHHW8s6ZC3vNYUmvxm/cMEDTGf49UdJJePVZoGU7zZnAtpBHBbViHG2lCzfWXdcDnuxSjXI36mT6DnQfqeL8eYkdsavXswNJmursuXNb3L6QWi4uV2e4cUC3+HsEHfDuolqpX/X/42p8BsPHG68f9u5TDqqFSsmzNxtkZnY+Pj4/PvDGipHunEWAwZ9EYdZGyFBFUhOChJth7OsCLAyo45py2T5pLEjmNN06HaNIiPBgJcF9UJRwopcQGdfiYVPkHKfhx0uW6uMsyVSMwvMcdcIfdbSlJDqecj2ViyqcmJAHNw3FBU0tzqSoSIaAvraEICBml13sSVFFyIj0JyUIAy2ggt/7zHD7/HV451MUHr8mwrE7SEBUIz8FTVX5yIEbKCnHvjUX27LOoVWKlLx9urSWkM07VbDZrQjNFhbyl0BibusQgmVeJhrwp04krSUeOhjzylkJI96b8rmRexfHEaOqyQLKhOce961OIkSi3CvX1Jj87H+Lu1RZ1ETlGgE9SE/Lozyj8TYdH45riJMcbBJ4eZff5OInoDeOcaVEYRDZdh7TziDL2vxBKMSbW7edMhe2awY7A9OrZ7+SnL1GohIXUYnExM1udA3x8fK4MVTvfD37mC3MxDp8FRnJocL6H4LMA8O3g55sRJV3HU+lJ6gxmNEoyWQKJxAWuxWWnU9rczVX7pOkUr2cLx1G4Pqzy66tcVMUb5wgIIfhcM+zPqHw3bfGVWhVNCFbrCjsLNvcENQYlZCZsciemfAohQcCTB2t48ZjH6gaLravzxEMeN60o8PKxKB/YUEp/h1JUHEpOpO0KdrfHGWy4Ha9mJV3ND/DEnm/T2RnlI1tUGuMug0mPnccjnE9Fec/mMNetVjn0ToFUIQXReoSZLjneE6i0JnSq9UBQspWSYjn0pzXePBXhphWT6wAHshqZojJNOrFEAtmigqbI0RrsSWPOq2SLCoamMpCZvJUZyGoM5RRypiCRLX3XVBF1ieScsHmpqPLpmMDxxvQJl5KXCg5ncQgldLJFQVC/KDjoofLS8Tht/fVYazeV/lHRcOMrMYYzQbxADaqVHe9oL6BSjLF1+3EB2yKXVs8+nE2X/Xu1LJQWi4udSjoHzAX+HsEHfDuolqpXtdff2jMX4/BZYHhzJM7hs7jw7eDnmxElXQngCYIo1KlidHM35EpqhRwXNRXIWa1hnV7xeupHmKTUv7nSQ4CoEGxUDZIFSWN0ctQ1Z6lsDQq+mTL5WqrAzUGdRlVhZ97mbzMmdwQ0nGlSPsdeR2uDjaZIdp6I8KO9tQzlsmxeVeBbr9Xzz2/WsX1NnrBROgAYyGqkCwovHiu1q7LWbwLAaVhPsT1OjgKPvBkeTiH3WN1Q4ON3R1jeVJqb1lWC/edSbI4MIMySoze+ppmKa0LLrQf1imCDobItML42+Ik3GqiPOLz/hiyaKnGGU7gzRQXLEWXTiUfmSCI52Rvg41vSpArquPZ2pbktpSMnchpFW+HJA3G2rCqga6XvOdQR5JXjEU73B0BCd6rkNI/06B6L48JQXuO9W4b46bko75w3uC0saNAoaRtkPE55NuEam960zv/4yVLCAY/mOoeWWpcz/QEO94foXrodL9x48XOX3Ejg1NMETj6Ftfq9wPiw7kItxbiUenan43LIclGlLCvENhMWSovFxc50nQPmCn+P4AO+HVRL1c73733lN6f9u6qq/Mmf/dWMB+SzMKivbySbmZ2TbZ/Fi28HP9+MKOkaQJOm0KiI0XrukBDEhWS/OXfffynF65HeyhPxgrU4DeuqSn/XhSAmFHpSCjlToTbsTnAaVaKilGL+munyjuWiC0Hek3RlPA6YzpQpnxOvQ1cly2oc7rk2y6N7anj2nThNcYe71mX59ht1/OxIjLuvzRI2PLqSGm+djtDWEy31iR5uV4VrEdAF79sWoHVZCNOGAHkCuT6k5iDNWqSisXG1ww9PSF4ZuMB9EYV4uOSA6mqpx/h3e+G441TkPMWicXLZFLGgh0Bi2BofCY3vez5SG7zTVPmXV5qIBDxaG2w8CY4npkwnntiz+0d7a/hpW5SHtqUYzGn0pjWkVzoweP5obPT9OUtlz7kw33y1jvdfX+or/vLxi23HdFVyqs/grdMRjvUE2H8+xFVLrNHvNYezDO66NsuHbkrz9KE4j5yMId2Sqn8wbuEWVNY1WXz4pgzREGSKKrvPRXj6cIw+q4GaQJEVvU9hDb7KYN3NWEs34cWasVfcinH2RbTed3Dr1iKN6IIvxZhOPfuA6bCrYLNUFXwhHiIiZMU97S/FQmmx6FMd/h7BB3w7qJaqne9/+ztT9/cuFItYlu073z4+Pj7vAkaUdD8QkeMc7xEkpQ15XBEkPDmrMbxKFK9HeiuPdeK8YC3Fqz44SfjNabwOvX0XwbMvoJipSd834nTYrkoip5EuqKPR4ZHU57Hp2WMjTIVpUj7LXYftCnpSGjlT4QMbshxsD/HY3jgCQeeQxsleg33nQwgYjQK6WgjPiJVSlxUNVAMbnWTWY62qoqkgTBekh2KmkHYOEATsACmvlp/kXfpVwX0RQaMrGDBhZ8blvG6zcX2BvefCl0zxdfMX2LEux81rchxsDxHsreGTcUHWLEXQL94fwY6AzolMkL96oZGPb01Nm048cY5a6mx2rMvy7DtxjnYFuefabKkne0Zlf3uYg+1BTPvivU3kNH60t5Z950JYrsJHNqV5YOPFqPmm1iIbVxZ56ViUF49EufWqHCvqSyngAa10D3uSGrdelef+m9LcelUO0xEMZDV+vL+GB7em+MCGLB1DBmZoOTJUxw3Xp3ltf5qfHvZ4z9YoVzW6pBJn2NOR4vDp/XQt+zDO0pvwgvWEDv0TxoU3ZrUUY66YSj17pKf9B8M6Nwc0sqqO7dgV9bT38fHx8blI1c73ynVbJ/1bMBjkphuu419/+Yv8//7n/52NcfnMM12dHfM9BJ8FgG8HP99I4Jjl8lLe4vOxwLgkUCklj+Ys2h2PO4MagznrkmrZ1VCR4vWwivVIxEwiShHvMY63kunG6D1IfeI4unRwhSTL5DTZiU7HxFrjS7XsmSrlc6rrsN1SH+90QeGapSavHG9gKF+qqAcwx5QHC6DWLdB44keYna+RqL8Wa9kmEpEN7DnZx+Z1peMHYaYRXskLFp6DlLD3TBzbFaxszRFeYvFIVwTyGmgKresUHrxaZ3mkQOE5i9dOqFOm+i6J2XxmW5LP3pJECMnbx+I82CBYU2vTn5H0pPRxqeFCCLYYGgcSAf5+ZwOGOnU6cbk52thaZHmtw/Eegx/trWEor9I5pNNca1MfdQkFJP0Zj0ROQ0pBIqeRzCvcuS7PppUFOhL6uHs4cmBzui/AD/bU8pX3DyAE9KZ1ipbgL19s5Id7HRxX0Dpci3+wPTTaxqw9YWCLIDJUD65JyB7gF2+zSOY1zGKINa1htJp+trZe4KVjQzx+4Ft0D96G1EMoVgZlHtqJzYSp1LNHetrfE9LpdSWOe9FAp+tp7/Puxt8j+IBvB9VStfNtWZPbZViWzauvv01nZzd/9X//Ox968JdmZXA+80d9QyN9vd3zPQyfeca3A5+ilPy0YHPWdtkRKtU5D7geOws27Y7HjpBORBHoeXtWaw0rUbweUbEeQRpR7KWbRh1vra+N5WefY4Mw2RaJUqtFSAUd9g4VOWLa46J0c9Wy51LXcX7QYF97CEWRNETcCYJykiZNsEHX2BbUiAmPhJpld2I/bYNH6F62nbb+el7Z18fd1+WGxbvk8JhL6d2HO4NEg5Id63NsWetg3RGjqMYJGAJNHREVi7H1uiSHOgXpMiLWEcPl5rV5vnzvEFJ6pAsKihSsCHsEdYWmmEPOVCZFzmtUBU0IBovTpxOXmyNVkdywoshD25NYjuBvXm7g0d21XNdssmN9jpqQS1tXkJePRkcj6dGgZMuq/JR9oYWALavy/NPrdXztpQaaYg5nBwxW1tvc2FJk9RIT21HYeSLCD/fUkiyo/PZ7BxjMaWSKKl6oHoRAMdNEDZvGWsGd64t8+/U8cqgPaYTwwhF23BbiRMJh4Pw5sLILMr18OiaqZ0cUwWHT5ZNRg15XYgMBw8A0L9aclOtp7/Pux98j+IBvB9UyqzKS59ovcP2162bzI33miWAwNN9D8FkA+HbgI4CtkSAZy+KRzMXN9mpd4RNRgxZNZW/Rrkgtuxpsr1RrPR2pvIo1JtqKopV6J1OKeC8/+xwPBuGuupUXnWlDY6uX5eVcflKa7Fy07JnuOg60B9l1IsrSuMOv3pEgFvIuCsp1Bgh7Gp+rV/lUIzieRzIvyJg5tuphXrQ9Hut8lb74Gp54s59Tpy22r9aoCYvR9O5DF4KkCipL4g5NUQdd8ZDCQdVtUAMXByIE8boYquEhc8UJcWlJfdTlvhsyKIrAdSGoewhV0mfB5rjEdQW1YZd0QR0XbR6bph8fVUOfLNBVbo4MFZqGW4idGzB4+ViUj25K8Xv39aMqULAVWhtsrm8u8vyRGI/vq8H1qOjABil47VSEppjDg8N15q4U6KokFnTYsqrAkwfifPuNOjqHdOojDhlLR4sE0aREdzPUxiWg0BizwbMp6PWEa5sQbhEhJVvXSQ70Q3/zPQTPPj/JAa9WEPBKM1Y9W6V07zQhGAm/KMpkm57NlnU+iwN/j+ADvh1US9XOt66Xf0ssGuUXP/sJhpKTa+l8Fh+WNYcqSj6LBt8OfDISTlsOXwwbuIApISBAExdbMVWqll3V9xYV9pwNs2VVoWzq+YWEzuN7alBMdVR1OW3nUJLncWtXY/QeZIMwxzvegPBsBJJ7QjqnHZc9jomqMRptnu2WPVNdR+eQzq4TUT54Y5qb1xSGU85L3LI2z1+90EigJ8CnmwQhA8CjJuQxkPXoSUnuFRqnrAKvdvWTcC1eGwpxsD0w2p4rU1Soj7jccXWOobyKrsPKRpdkfpBsPk0xsBQZiI1+ZyonsbUYUtcQ9sX2V7GgRzzk0hhzkMNOlaHBTWszvHwswAcaFDRVoqtytDUaXLQLB7gzqE1SQx97mJEuKLx95uIcaYpEUyXGcD32c4djLIk5fGZ7ihEh7pHvVJWL9f+7z4UqOrCxPYEQcO0ykzvX5XCH24qNLQXY1FrgZ0eifPfNWl4M1oJUQHdpXVPktpUKVzWV3jOQAoSKXrMUcEFKHNcjoEtUbOzl29DS59E7d486116gBqf+Kuylm5GhunkVYRvfJm68rY+WUgBxxguxeZ436bMqbVnn8+7B3yP4gG8H1VK1833h5L7RB3A5/vv/+uplDchnYeCnj/jAu8MOrkSP6HczEninYPKSKDmsEWV20rEv+b1S0NYV5KVj0Umia/vPB/nJWw20mkE+Hr/o1O02HdrOPsuFYC31ieNsi0Qn9StW8oMYikMs7HJ/EIYKHndvHGL/+YtCYLPZsmeq69h7rlRPfM+1OXrT4x/FIcNDd1TuiqmkiyohY7i+Vgga4go5W8G042wVUQ4mU6QUA5wMQpR6gwsBEcPj7muzPLglxZMH4rx9JswHN2eoicFgyqIn3UtBNUALlBzlkwqJ0Hq0TBuMqS7TFYkqYCCjIb2LfbvvuT7Ln5+K8889QT67xMNxNUYSA0bs4rjt8sGQzoPRwCQ19B9lTX5asIejqgrHzkX5858KPrU9yZomGwFYjsC0Bc8djvGxzSka4xfrjBVRahPmyYv1/4cuBMc58ZPvRalFWbqgEA9NrSngeIID7UGK6QBrzAAP1kmaDMGAq7LzFHz3ZA35Inx4S5Fdx4O0rgihaYLO7iIHjhY5f84ln5Wo2UGCZ3+GE1uJZhwtteDTDGIRBV3pw+5/kURkA9bSTRRufBi94zWCp5+9Yg74VG3i2iyXguYQ1i+umRkpxmkiWOb4Hu5zdQjns7B5N+wRfC4f3w6qo2rn+3/9+dcmOd9SSlKpNPsPHmbv/kOzNjif+WPFytW0nz8z38PwmWcWux3MtEe0z3iUhqU8PtA7q+nYlZDIaTy+r4aTPQG2rclTE3Y502ew80Ad79dD7IhNbnH1ounywxM/RNHC1Gq14z5P5PowZI5lNTaNUZdUVhK0JBtaimxfM337stm8jkjQ5XBnkE9uS9Gb1sYJlWmKJKhLpCdYHfPIWzpSglAEUg2AolMTlaSGTOLhRtScTW2kwE0NBbavzlIb9kgWVNouBLkwZHCoI8TW1QV+uLeWH7wd5lO3mjTUQLZoY5opXLWJV/bbtPU34cSb0byD48buSEE85LDzRIT3bSgghwXdrl5i8ekd/Xx/ZxOHzga42gXF9sbZRbMqxjvewxy0XDpdjzuCOhsMddTx29en8bWnQ2y5NsV71uU42BHk8HDq/LplFhHjYrTV8yCZ10bT3GvCLprClAc2Y1ucgZi2Fr9zSGfXwTo+Eg6wORigSXdZEnU5VfRYnhccGzL4xlMN/POLLjnp8ckPGBw6luX1V3OsclU+EwrgqDAQgd19r3LIdEg6DvUaxAIWIc2leWmW5U0KZ3r7aDtzkK7mB7BX3oGWPDMuSj5X1CuCj0cmt4m7Jazymm3xkmdz9+ZSq7aREoY2U4xqIoTCEQqF/PDczt0hnM/CZrHvEXxmB98OqqPqHcZ3vvcjurp7y0a/Y7EomzfewP6Dh2dlcD4+Pj4zZaY9on0mEwqFaZ/ldOyJTJWhkMhpvHoywsELIXRFkjMVtmsGOwL6JKdOCMG9AYXjZpbDVp5URIChlVLNzTSKmSYWdmiMlpyuAVuCIgloctr2ZbPB2OtQhUTXJJoixzneUIroxoIuQpUkXUkdpeiuqmig6CBA10DBI1XModgpPnK7x/uvKpQUzo0IhlfgkzcP8XxbhGcO1fCJrSnuWpfhmUO1HOkKcef6IkHN4XiPyRudLm39TXQt+zB6z75h0baLZIoKeVPh/KDB93fH+eSWodHf053rcjTX2PzPnyzhuXYBnj1qF2HgA7HJjvdIy6r7IwE+ENTocCUOjGlZpfLkIYXXT0fQFLhmaZHmGpuiPf5zupI66aIy+v9H0snTBXXSgU25FmfT1eLvPRui1TN4oF6hI6HQl1bYmZS8kHVYqar8ZixA2hEMeC4nFZsXXi4gpckn4wE+ENXpH3IJRD3iUY3lOcngBY+Nmsq9dYJr6hX6XY1dvQ4nBlzuuE1h3fJ+Hjv4FBdCDdhLN6H1D0fJ5wgBbDDUScKCI/3nvxTx6OnQ6EtrfHRzenTN/P7btTyeg5O2y+2ohBz3ihzC+fj4+LybqHrnufe159iw9W4GE0OT/ta6ooVHvvFVbth2z6wMzmf+SCUn31+fnz8Wqx3MtEe0T3lG7GA207HHcqkMBYkYbScWF7Atok1y6kYQQnBLQGFfqsjeoV62etlSGy7poI2Jdkop2ZnxWN2aR1NH3ju5fVk1XKrEYdx1hNxJzp/jgmkr2K4o1VQfCrE6LFEUgVS0kS5k2A64UrA3myRW63LvJhBZ8CKlOm6RPYdhqHzqVpMjXSH2djbw0Rt6aahJsrezkUfeDGOaHheGDLqb7sRasw116DTa4IlJEVcpBecGA2xdneeZgzEOXzDYsS5HY9RhIKvx3OEYp/oDDDqlKxwhqAhqVYWJjLSs+nREp4BA9VwcefHejbSs2pN3uf3qHBlTpWAJnj4U59ar8tiuoD+jkcyrowcXI+nkmULp+yYe2JRrcTZVLb7jwrmuMA/HFFKFUmS903F5OuuxNahjAD9K29gSLAnrwgqBrEctCnfUqfQMujTFXOprNE6b8FS/zWejBtsNlVCNTVNE4moa99Tr/KDX4pk3LD52v8GGrgR9vQewG64tibDNITEB2wKTf0OxoDt8MCXYEVN4pDOMc1MaTb24Zu46GeHVoqTNzSNcZ9YP4XwWF4t1j+Azu/h2UB0Vr/D/8d9+BSg9HH/3X3+JfL4w7u9CCLZsupFgIFDu7T6LjLE9PH1+flmsdjCTHtE+UzOXdlBthoIuyjt1Y6lRFQICjpg2L+fy3BPSSy2iRCm6J6Xk0X5Ju2LxidX58e+d0L6smuuY6gBhwIyBFhynaj3W+etK6uw9F+LcoFG6RkWyptFkf95llbBZA4x63hKGspLn85LjVpEP3qagWGmkHi71oJYeHgLbkYSDpVZYj7wZxlajrKhJ0lLXi61GeftsnEf2NOJEVxA4+/y0Yl+JnMbec2HWNtl0JzW+/koDrgfpospgViVvTf4N2XK8QBeAIyXtjscvxwOEA2A6Hrr0CGkeOavkTI+2rEo77DsfZm2Tia5I3joT5q9ebOTea7PYHrjeRcd7JJ18rHM99qCjHFPV4puOAE+gOyqZ4evaazrolHret6gqn4sFaVQUOhyXVwo2fabHNUGF/rRCXdijvtYAReHFgQItQvBQ1CAvPHqLKkqNhefaoAX41FKDI+dc9h932XaNwsHX2+gLLwVvbtfdcr8hbUIafqNemgfTEWiqnLRmFo0A+dzk1rNXAl/HY+GwWPcIPrOLbwfVUbHzXVdXw7Ytm5BS8mu/8rmyr0mlM/yvP//arA3OZ/5oaGgil527tDefxcFitYOZ9Ij2mZq5soOZZCiUc+omknI9JJNbh9VrgjNDkr2mS7tisWPjEC114zcNI+nL1TDVAcLmNQ4vnVR57HCYzuaPgqqPU7Vu6wryT6/XkSqorGqwePi2IRpjDgMZjefbYmSEx9PFIh0dGnfWWjQaOmdTLj8dlBxQoziRCGubCwingBdZMjpxthojmbOoiUoa4yUF7qISR1cyCM9Gd5McPqWRSyQJJb9fUZurRE7D05vwzAE0cdHpYYrMkYxknEAXgKdIdNWjJQCuC30WmJ6C4wkEJWE3V4rRllWDeY1951ViIQ/Pg0d31/BOR3DadPJqmKwp4DGY0+nOaJwyVTYZAkdKjpouhoAHwgF+cbiG3ZaSawyVO4MaX8+YvFW06bEdVkUUQGI7Nu+kbD4XMRBCEFAAFxQhEdIt1fELwZ1xjUfOmaxrVdCw0Xv3T0r9n23K/YZGDqZGGFuSMcLYNbOxcQntubkdZzl8HY+FxWLdI/jMLr4dVEfFK9Xv/4f/AkDvuUNs2Ho3A4OJORuUj4+Pz+VQaY/oap0sn9llJhkK5Zy6sUxUXZ7YOixcdLnt+hSfWJ2f5HhPTF+uhKkOEKSiIyNL2HFrLccTRXrz/RSv+iDOkhtHVa0TuSQH20N85uYkn70lia5JHFdQE/JYGh9iRb3NTw9HuRAu8jcDHvmiTsbR6W24iWLrXSw99z0G0xmujsnS4KUHQuAF4mTzaQZTFgNpBYTACKhgi+FIcYQjnQY4RRSK017b2AijQFacKSKBNssdFegSQtAQclGy0FGEBgMsKbk6CKoiGLQFKSSWlONaVo2NYGdNlYGMNm06ebWMpqh3RVGNILYWI62FecNNc2MgQtHMkvQktwW1UccbCc5wqrUqBPeFdLocj71FmzukQDgeRaeUYbF0OMJsesBwGzXH8YZnSNBoKJCFwaSHW8yjZU9PeRAyXVuwaih7MCIZTuOXZUsyYP7XTF/Hw8fH591A1avU0tU3Tfm3+rpa/uO/+wq/9+//6LIG5TP/dHddmO8h+CwAFqsdXKpH9EycrMWCRCCNaKludEya80SqSd2cKzuYSYZCOadu9G9TqC6PrVX3pEc06LG8drLjXS59+VKUP0Ao3QMZrCulUV/jcPD1I3TxwVJkeljVOtD1NuuXmdy8Nk9HQkcRJSdoRMH7tqtytHUG2XM2hKIpJCLrsVpuR8v1sOzE4wTySX78U4vB6wTb13WxvAFsNYYXqKEYWEp3qpcn94XQDY32bof0QIC9Z+LDUUKVeMid8v6XjTCeK9JmByp2cMZmHtwS0lgbdFE8wZNZizW1gqsigga99NplAbhQFHSYHvusqVtWXSqdfCa4wTp6Wt+PvXwbaAGUXD+Hj/wLLzlwa6gRKdLcNsbWLGDEeoQQRBSFjYbK03mboiOISUlQlKyoz/W4Xpf0mxCvdUq/Rekh7DxS1RkwPRAOh04UyaZAccr3y52uLVi1QmflfkPO8IFlPOiWLcmYuGZe6WeDr+OxMFmsewSf2cW3g+qY0RHhkqYGbt62mbq62tF/E0KwddNNfORD7/ed73cBtXX19Pf1zPcwfOaZxWoH0/WInqmTtRjwgrU4Deuwl25CBuIIMz0uzXmEalM358oOymUoOG6p7jagSTS1fLRtYjp5Na3PhvKT25ddTvpyuQMEqajIQByEglQ04jUamqbghRoQ0kVYOeymG2kcenvUcXfKRBSFgC2r8uxvD5HOg2qfZ0Wmg+uDAbYFdJqikowX4OiZOn7cW+Qj78lw3fJBsvk0BWMJz55czp7uEEUR4+iFBG6xlkxBIR5yufOa3JT3f6oI463XSJ47VKwqwjiSeXDEcYhbHqalUKNI9rk2mzWdsWnryw3Jd1IOJ117+PBk7n+fElH6zazawcjFerFmutbex2Nnf8rRbBIN0AEbgSNLjrcnlFKmAZIaRRAQgpTn0ZvTaYq6GIrgppjk5ZzDBk0jIyURSvdZUyTgYjsuu4ZcvFCe4x0GTON4l2sLVlKHt3k8Z1XtgJf7DWWHJMeGPPqCJneNKckot2Ze6WeDr+OxMFmsewSf2cW3g+qo2vm+7eatfPsf/pJoNIKUcvRBIKXEcVy+/s1/nvVB+lx5QqHwfA/BZwEwF3ZQaWT2cinXI/pya0QXMl6wluJVH8ReeQdjd6hj05yVYnJGqZtztR5MJzoGsLrB4nSfUTZDYWI6eTVpuJWoYVdK+RIHUUo71wJIRSeVK2CLIF64EVQdUUigGjE0laoi/41uno8HDe4JQEAtYgQ8BCrb3RC7Chr/8oLKZ9+bwrIlPz1c5EByNV2rPo7IDxI88xyKWbzk/f/eW7VTRhg1TZ1RhFECpuqi6x6fDQdoibs8MWhxstflnojGEk2hz/F4Kedw2HRRAy5RIciac+9ESSOKvXQTEy/WWbqJjkAtiXe+TSMa5x3ocCT1egDU4XC9ayFci6z0GHA9+l3JX/Y7fNBTWBvzCKuSnxQcahWTTy+FwaxGtqjSFHcIqC7/3CPYnfUYShukCuXXo6nagsF4dfhXi07Vq2i535CjuVwXt3E8wak+Y8o180rvEWaq4zFbqfo+5fH3ij7g20G1VL37/P/+23/N08+9wF/8zT/w/JPf5Rd++csUiia/8NDHQAj+6//4P3MxTp8rjG3Pj4qpz8Jitu2g0sjsbDGbTtZCZjR6N8HxBialOc8kdXOu1oORDIWpRMeeOxyjI2FMeb8up/XZbKUvly9xKKUWS0Uv1aCflAzU3zrqtMlQPbg2jkvF2gQjTtgHohrxUKlXeTToYjmCgazGXYrGO4kAf/FsDcsaBP0ZnQGvEb1nX+n3ZaYvkboruPXqIj897LJtTWHY0ZvYdsybcYQxayqYiqAxrHBvg8eGOo/nBhy+k3TxAAW4KQafjAu+PqCgay4N2uyqWZcrtQBRylKYgDQiaIUBrJZb6DKivH7+J2xBJeN41OKiUar7TjkeadfjTUehp2EDvdKjrf8k8SGXcNCmttnilUyAU90Gm3Vo0gWDGcGbBTjh2piaS2qag8Cp2oJdvKZhdXjTKf0WqmTSb8hW2Xc+zMm+4LRr5uWuCdUqls9Ex2M2U/V9yuPvFX3At4Nqqdr5vm79NXzl9/8TZ861I6Wkq6eX8+0XOHDoMP/x336FP/z3/4b/8sd/Nhdj9bmC9HQvzvqNKxVV/XlhNu2gbGTWc3DqrkLv2kPw7POTHPDZuJ9zUSO60JgqejeKEJPSnKd4WVnHai7Xg0ROm1J07JduG2JJ3FnQQkplSxykRLEyuHIpr+zN0zawFGvjnQCoyXME2nfSdO4HuK7LvvOX1iZIFxTiAm4JaTTXOjRFHUKGHFWnboy6dCU1bjdVBqTkN+7spa0zxD/sOkwqfzF5e6rU3QvJEHs74pzu1UF4NMZcpBYo/ebGtL0qFkvibDPrFCDI2oJ+S2I5gmuigmtawVohKXigSkEyq/NUL6DY/MqtCWoj3qypWY+UWmxelSdseOQthf3nw7R1Q1ffYdza1RdfrGh4Whit/yjmdZ/AC9TwTudrPCsl9wQN0lYKRXp4noctFV50dd4JRClefR9efCXns70Y3XtY2vc8LUEXJWTRiUW3pWF4IDXJiqsL/ObaHP0ZnW/saphyjaq0tZ4uxIwOocpRyZp5OWvCTBTLq9XxmItUfZ/JLNa9os/s4ttBdVT9JBNCYDulh7Fl29TEY6N/+5fvP8aPf/At3/l+F7CydQ3t58/M9zCq4kpHVX8emC07mBiZVTLdGH0Hqc+1oWNjS42MEUEWk6OOgn8/q0DRykbvxiL1UNVpziPM5XoghJxWdGwxCClNLHGIRwQp02X3hQHeSa/hwlVfwK1dhX7hTVac/iY3xs+y/bZBLNNm57EQb58Jc8c1uXF132PrbEGgC0FLSNIYdRGi1LJqLMtrHZqHdAopBc91qQ2Z6MJBjHnMl0vd3d8RZdepOKsabH7p9hT/8noITZHUhx2yRQXL1hCy9MwPhcIUCrkZq14nHHg953F3UqMm5A233VIwPEHGVBjIqBz2Cuy4McnWNRdV2C9Xzbo+4nDX+iy6InnzSA14AhTJ6uV5muIpXjrzMu2ZrXix5uF3iFJtPhIv1IDUw3Suf4jHTv2YE+k826KN1KgqmXQXe3IObZ5gICAInH0RADe+EmvpRmTxCA9sP851DQk0VU7SMwCwXGXag4xKW+vZs+R4V8pM14RLlT38cE8N6YI2OVW8Ch2PuUzVv9Is9IDCYtwr+sw+vh1UR9VPsdNnz/NLn/0k//PP/oqOC5189qGPc+jwUQBaWpoJBgKzPkgfn0tRab2rz/wwNjKr9bWxvOcpNjQl2LbRozaqkMx67D1mc/SsJJEV/v2sFs9BmOlpXyLsQlVpzleKsdHYqUTHqklznq/N6tgSB01TsLQaUk4Yp74ZPBvjzAusOP0NPnHdee6+LofQAohimohu88qJKGcHDK5tLhINemXrbKUiMTV3+BrBkwJ1wnVZukPBEahClr2PE1N3O4d0dp2Mcv/GLJ+6pRRRPN6lsPd8mA9ty5LIuPQMCcZmFE6MMFaTPiyBw6bLDwdVfsnQWBIvqdJLKRjKKryYtxkMmdzZOr792eWoWQshaa6x6ewOs8ozeDim0KgLBmzJzo4AFxSL5nCSvpM/Jr/5N4bXG4kUKhKBOnQKt34d9uq7aG9cT0/7Lg727EG3c3jpFCk9ht20AXPte5GhBkRhEKPzLQJnnsf1bIpEUfUUeA6aCtqYXtqOC70pDcud+nqqba039rqrSeu+ElxKsbwu7FAnFG4KauVTxSvU8ZjrVP0rhX8A7ePz7qRq5/tvvv4t/ubP/wff/u4P+cFjP+GP/vD32Xjj9QwMJrjz9lvY9fpbczFOnytMOpWc7yFUTKX1rnrn7gV1YrwYmDU7GI7MKplulvc8xYMb+7lrs44QI46AyuY1FjvfTPHE3ig9kZX+/awCYWXRew/gLLmxfOq5lOj975ApMKMWbHO5HsxUSKkcV3qzWs7RTxdKVmkvX4e59j60vncIHv0hWq6bG1Zc4K4bPWRwCSI/gPBcNrY6NMYc9p4L872368ibStk6W1O4vJmHB6QKCByX0bRzKDlhb+QkIuDgeKLsfZyYurv3fIRVDfao4w2STa0m33y1jh+8LfnULTlyBY+EU1L2NotFXjke4XhPgHDAAwnXNhfZsT5XcfpwwpP8MGNxwlLZEVdpjXgMuZLnBh36gyYfujHJ0rgz6X0zrTUPGx6iqHN/zOChJjHGIRPcUyt4tD/IDzMWtYV3kIe+hb1sCzIQRx04jpIfwDjzArmlm5BaALd2FYXaVXRs+AzGmZ8ROvQI5oZPU1z/sXG/O3vlHQROPkX68D+z57TK1qVi3HFB55DO3rMhznWF6UkYKKYgCARKLcTHiYLNpLXeTNK6q2Uma8J0iuWdQzqvHqrj07U6m70Arhy23Ymp4hXoeMxHqv5ss1gOoBfTXtFn7vDtoDqqXoUf+/EzdHb10NvXz9f+/p9wHIePPXAfrStX8KMfP81//9OvzsU4fa4wlm3N9xAqpqJ616Wb0PqPIqzMFR3bYmfW7GA4Mqtnu9jQlBh2vMffL0W63HNdjpM9Br25oH8/q0Ag0QZPoHe8NvnQQkr0jtfQBk8gJTNqwTaVHcxGdG0mQkrluNKb1Us5+lriFE7d1Vir7wErS/Oxv2PrhihEdERxCGFlGXGxWuocWurSLKux+earDWSKZeZDgVOew6P9Cg81geOB5QoMVSKl5J974LS0qQ07vHE6UvY+jk3dvfOaLOcGdH7pPblRx3swJamPC96zOcwzh3TaOg22tOZwbYdUQeFQR5iupMYHbsiwrMbmWHeQvoyGpkiuWlKykUpSxBOeZGfB4UARAiq4lNTQf+WWIW5YUSz7HphhrbkHVyvaBMe7hBCCh5rgYE7jrOOid+1BGzgOEhRpEQ16GO5prJ3/iv7l92O23oVbuwphZdD6j+LWrcVcfW/ZQ0LzmgfQu/Zy5EKSl46GuHe9jRBwoD3IroN1tHoG9wuDQFijEJIcNB3OOx5rNIVBT44TBaumtd5MuhnMhJk8G6Y7aNt7NkSrZ/DJpYLzAwJ3zMsmp4pPX5O+UFP1K2UxBRQW017RZ+7w7aA6ZrQCv71n/+h///0/foe//8fvzNqAfBYGjY1LaM9l53sYlVFJvWsgXopO+VTFbNmBsLLoPfuoY4BtG70xEe9hpESYaRTpsm1NkQMHLpD3nCnvmX8/J6MUkwRPP4uWPDNt5HcmLdjK2cFsRdeqFVIqx5XerFbq6IdPPEbswo/RDANhpTl8yqU5OMCKaBrhTVaHrY+6GGr58eUtBdlQ5BnL40iHwY6YQpMBQ47g1ZzHBdVEi7ok0hpPHrjoYE08IBnKq/xwTw1HOwPkTIVYwCGV9UjmBFnLoBhYSkN9gNoawVun4fVjOq4HqiLZstrh4dsTtNQ51EdcfuWOIR7dU8Oz78RpjDm01DnjUsR3nYwwIvdWruVTSlJqmg3E9fGR/HLMpCQiIFVuDWuTzELKkraAIgS3hjV2JiEHKFaGeg1ihkc44NG8zKGlfojTg10cfutpuhvfi9QjGD17KK77KIqVxg2Wef4Igbn2fQy8eYgn9sY41a2zpsnk4Ik49xlB3hM0ME2NJSGFRkXwmWiAR3MWz+YsHowYXKO740TBKmmtd6m07tnUT5jJs2GqgzbHhXNdYR6OKbieQjkdtGpSxWeaqr9QWEwBhUW1V/SZM3w7qI4Z7V41TeND993Lzds209TYwH/8z/+DgcEE162/hqPHT872GH18pqeSelczDd7kVEafK8NIZNaIC2ojk3fBYyOBNWEHTZrgWlM62P79LI9STKJ37kbrPzptzfPltmCbzehaNUJKU35GBZtVJ74Ko/cAcb1QcaS+XGTfk5d29PWefTSqA2xYnmXbmgI1EUm2IDjRY/D46xo71qlsbJ3sfE/nXEop6E7p3H1tFqHkeKQzDNmScNjaFXmWePDy8Sj9GY0Rh3e6A5I3zkSoj7i0XdAJhjRsNYYXruHgOYXX9mdZVVfgDz5UwJAFjnYZXEjodKWDDGQ0VjXY1IZLwm8PbUtxpCvI3vNhWupK63BXUkdKqNcEtgtBIbj2Ei2fZuMQpuw99AQBR6UUX4eiLUjlVfL2mM8pegjPpVZINgY1PtAAa2OyVBc+oHEsYXPnxkHWNaZ4fH8Pg4VwqYe7EUVYOUQhUWofN3HMigZCGf297T4b5lbdYLMWIFNUqFMEjYoAUUpLfyhicMR02Gc5fCRsTBIFu1RrvenSumHmqfvVUO6QZWS0U91j0xHgCRr1knNeTvsBKk8Vn0mq/oLCDyj4+LyrqfqXu3RpEz/456+z7uq1DCVT1MRj/PGf/gX19bU8/9T3eOgXf5033t47F2P1uYL0dHfO9xAqpqJ6194Dw86dTzXMph0oZho3D6n+PKIpjFQ0xPDBibCyo5HAdE7gmkVQ9PIf5N/PaRHIiqIh1bRgG2sHcxFdm0k0fhyX2KxqfW00D73CjWtTbF+dqShSP6Xj2h2hK1g/paOvZHtoUgf52NYM965Pj3vZPddmePtsiGffidNQAy11LiARnluKxl3CuUzkNF4+FmXD8iK3Xp8iZHgURlpmTbiOyg5IVF49Eebaa3S0cD2dAx6v7c9y/w0pPnVLDuHZdPR6tDaYtNbb/GBPLc+8E6O51hlNMxcCdqzL8cgbdTguHO4spVU32wYfCxvsK7rcFza4K6iRlWBD2ZZPs3EIUw5bSjoLgoGsiqFKEjmNkO6xos7C0CR5U+HNnEAIycfCBp9uUljd6FByI0fqwhWePRjnwTv6uWGZxqsnJa6iDh8C2qi5fqSdxwvUjB56KWYKvXs/qpUmHnLRhARLY7Oh4UoFDagddrxHEEKwI6TzSMbEhapFwWZTP+FSlHs2XKqv9lT3OKBJUCRnMoKrvdlJFa8mVX/BsYgCCotpr+gzd/h2UB1VO9//5Q//AMdxee+HHuLwkeOcPVISWDtx8gx//4/f4fd/58t88hd+bdYH6nNlicdrGBjom+9hVESl9a7zXRu1GJltO8jkJXtPeGxd0YkyrCosvJIDAiPRrRCZnIve+ZZ/PxcIY+2g2uhaperjiZzGrpNRDnZG0dRSKmo6X+EAp9msjor83dTHvWsSKPLihnWqSP10juuLxx1+dGIfF7Lb8KLLJn2f0XeQDcsy3HNdgQndwMiaCvdcm+dId4S93UtYtlrHtR3MbJo3j3oVOZeVZC1c6oBk3VKTmoCLk9c42x7mT/7JZeO1/aRtg1W1BT61PYVwHAbTkDVVmmtL9cqfvjlNW1eA3WdD3HrVxZvTGC3N6dkBnV0H6/igEeQD9SpfbYd1usrnYwEEMOBJehwPm/Itn0YPYXoD3LImR13EZSin8tbZCG2dMxMLy0h4q+CwdSiAocHyWpvmWhspBY4rCBsuey1oNAQfiunURcZnJIzUhR+9YHCoI8wta3McuhAkWchcPPT1bEQxiWplKTntEq3nAC3dT7BhTYLta/IENI8n32ikNSTRkQi31D5uIo3DQmGmrF4UbLb0Eyph4rOh0r7aUx209RfhpwVojU11hl59qnglqfoLkcUUUFhMe0WfucO3g+qo+kl2947b+fyv/TaHjxyf9Ldvf/eHPPP4t2dlYCPU1zfy0Gd/hbVXrceyTN5+cydP/fhR5AIVyni3EI5EYRH9kCqtd/Wpjtm2AykFR7qCvHzEnDa6hWP693MBMdYOqomueYE4TuO1Fd3DEQGz7qYbkXoIYRfQ+9+p6H5Pt1k1+g6yoSnBPevTKOb4cZeL1F8ysn9djhNDCfp6D1CMfnD8CzyH+lwb2663EGLyLt/ydHpzBuuX23znTejPQO+ApGBGSRcVEkWd4djwtFwqa2G6A5IRwa8bRYB1tQFiQiEjPQ4dsThiudx3c4FMxiKZV4fT7EEZ/hxFEaNR7v6MSk2oNJ8D2dJWou1CSTTroSbB6UGVM5bDw7HAqDPWqEBOEaNRx3J1vI4LFxI6g9k4ugq2CwVLwfUuOS1TzFUpBfnFnMMHoxqJjE7RVqgJuxiqx/cHFNpMl88t0dE9gaYOR6OH9xiKKPXkfm+t4F96g9y5LkPdcMp9oq9t/KHvcCRSyXTR0v5dPn5jD/euT5Xa6LnwYshFC9ss06A3aQxHccffpIHhCw2I6kXB5ip1vxyhcGT0vwXV9dUud4CULiikFJeXtNlNFb9Uqv5CZDEFFBbbXtFnbvDtoDqqdr5DoSADg0Nl/yalxDCMyx7UWL7w61+hp/sC//kPv0IsFudLv/UHZDJpXn7x2Vn9Hp/xuO70m+uFSKX1rj6VMxd2UGmKsX8/q+NSEebLUSYfawcVR9fQKK69D3vVjkuqj08pYLZsU0VK5VNuVj2H+uxhtl+XRrEvqouPe++ESP2lIvuKdNnWmubA/sN0ee8bX3fpWujY1BrZ4YyOCaMMxCiEGzmTyJEruMiiyYduMonGgwyZEfYeLXC0nctWo57qgKRz6GJk+kNNCucHNCQQNuBuDJ5Merx9tIabWkyW1Ni4wxHSZP6ioz0S5R7MatSGPRoiDjtPRFhZb9E+LJo1mNMYLKiAMxrJLU2BoFYRpD05orM2Gt2NSUlYh5ogbFqdZ9OqPA1Rl4AmURVmrNRdrwiaVcEbpsMQHneEVIyiQveg5JCQdAYkgYjgppoASgpcT+ApBtKx0IRHQJcYqqQ5KBEFQbqosiTucNe1WZ48AAMnfzLpkDB06ifcsKxr1PEG0FRYvTzPzo4A96x0GMxqJF1BjSJH7VVKyc6CzWpdQYWqI71zlbo/EQEU+7ppUASWJ1FE9X21yx0gLepU8VlmsQQUFuNe0Wf28e2gOqp+wp88eYaHf+FT/Of/9r8m/e3jH/kgJ06emZWBAaxsXcPylpX89Vf/B4VCnkIhzwvPP8Xd773fd77nmM4L5+d7CDOi0npXn8qYKzuoVPDLv5+Vcam2V5erTD7WDjJFld3nomxe4yDE+LIBKG3yd58NM6S2THK8gUnq48CsKJWX3azm+gkUeqhTEmXVxUcYWwc73nEVSKXUV3tsiUStkcOwh8AxwRgzf4qOU8yTSllQO36sUlGRgTidQzoHz6l8ZGuOO25ZglA0EII1wJa1Dq+8PcQTe2OX5YBPdUAy0s7poSZBuqgAkmVxh8aYi5TwADoDOZ2z/TqbVhXoSWnYbumgZiCr0Rh1GMiGAPA8yaleg++dq+FoV5Bbr8pxrKDioNODgZAKYI1GcqHkXCoIXCnJyVJ0N+t6hBXBL0YN1kRBCyvs7Kjjic4IOzYOsbG11HpsJloCY1Oh+6XHabXIk/nStQ64kNTh43cZvLnHYcD2uEpT6U6qGBkVvACK8KiNOjTEXPosFw/Jm6fCrG6yeN/1Wc70BXj1ZBox9pDQtanVUmxfPTlzYuuaAj/qjPBof5C7Izb9KYUBT9KolH5Bj+Ys2h2PByPGjCO9l62fUMGcluq6oTYcosdxeSZvjz9kKUOlKfSLKVV8OnG52WAxHEAvtL3iXN8Tn/IsNDtY6FS9Cn/1a//A3371T9i6+UZee2M3qqby8C98irVrWrn/A/fypd/+t7M2uJUrV5MY7Cefz43+24UL51myZBmBQBDTHN8PtKamjprautLrOs6xZGkzhhGgWCyQGBxgectKABKJARQhqK1rAEpG09i0lEAgiGWa9PX1sGLlKgCSyQSe51Ff3whAV2cH9Q2NBIMhbNuip7uTla1rAEilhnBsm4bGJQD0dF8gXlNHOBzBcWy6OjtoXbUWgHQ6hWUWaWxaCkBvTxfRWJxIJIrnuly4cJ6VrWsQQpDNpCkU8jQtKdUX9vV2E45EiEbjSCnpaD/LihWrUFSVXC5LNptm6dLlAAz09xIIBInFawBoP3+GlpZWVE0jn8+RTg2xrHlF6bUDfei6Tk1NHUuXLmfP7tdY1rwCXdcpFvIMDQ3SvHx4Dgf7UVSV2tr64fku3RcjEMAsFhkY7KOlpRWAocQgAHX1w/Pd2U5jwxICwSnm23Wpb2gCoLurg7q6BoKhMLZt09N9Ydx827ZNY5n5dh2Hzs720fnOpFOYY+e7t4todIr5zqbJ53IsWdoMQH9fD6FQmGhsivnOpFm67OJ8G4Eg8THzvbxlJZqmT5rvwYE+tOH5BuhoP8uy5hZ03Shvs4pSfr7NIgP9vbSsGJ7DoUE8KcvarGWZ9PV2s2Ll6tIcJodwXIeG0fm+QG1dPaHh+dY0fXQDmU4lsWxrzHx3Eo/XEI5EcV2XzjFzmEmnKBYLozbb29tFNBIjEo3heR4XOs7RsvKifRfzWVauahmd72AwRCxeMzrfLStWoaoq+VyWdDrFsuaWUZs1dIN4Te2YOSzZbKGQJzmUoHn58HwP9qOp2rtqjVjW3MJA3iW/6n1YK2/HCAQBsEwTd8VWlBM/oanrST62McX9mzwURcF1PRzH4o5rFZ4/LPnh7giWqBu91nJrxMZNN3Pu3Cn6szZ2fAVt6U5eOh/nrhscVDuDYufRcHEcl12naznaG8NpfQ+6YaBpJeG8YrFAwAggFAXP83CWbSKSPotEYi7fgqbr6KoCjkXRcTGCERRFQY68NnOWZbVRUqmhKdeIfD7PQNduIpmzSKHiWkVckSdv6YRCEUyzgKbpqKqGlB7FYoFQKELB0ZFCJxAIoOouWSsEaklFnWBJRMtzLFQrg7DzZPICN58mfvIJnOVbsdUQqpXF6DtEIWey94zBHevCKIrAdR0cxy4pX2sB9p+wWV5TZMemAOhBPM9FURRAgGZw73VFzvSH2d/ZgOM46IZR9RqRSSXYc67IbeskqqrieS75gkl7T4yHazQURZDMa2gqLK0FzwVFVYgGYZOl89LpGF+4K0XBkgzlNVwJ/RmFvKXx7DsxhnIa//f5ZeRMQbooyFsGXakQFAXnRYDGhuVoephVzgV2mhluC0JGSo6aNm+YDieHnUoBpDzJxlCAO6IarfU2dVGd9zVIvtuj8NN3GljRlKE5buK4Drev9zjeb5AuaoRC4WnXiEg4zEa3yPuiBqqishKH2+sDBAwLUwoCeoA/vuDQPSBZvUbjZ4dtVhoKIanSpCqEdXAQDGRUjiY9vpssckIaqP0BNq0z6cvY3HK1xfH+OgLxFXReOE9D4xIMI4aby1MX9giFSqnZ9nAP3KuXG7zv5gLPvg2H8gGuchTqFZWC53HI8jjveqzVNZ4uOJxERW1cipFMVL1GGIbBob4MBy8kiIQMXE8hY2q4rsfK1uUIIareR2iaRsS2+GhY4z2qpLa2HssyucZx2GemEEIQVFQsQFUUNL30uy8U8gQDQQrSAs1Bdd3RZ9V0+4hioVDaR6xopVaIBbWPiERjaJkUV+NwayRIg66TcFzeyOQ4JTScWC2u68zqPmLkd18ohBfUPmLp0uWcON427T5i7HzP9j5ixcrVKIrCUGKAQCHHjSGDm0MGUdclhWCv5XDMkXQXiv4+grnzNQKBIAP9vVX7GhPne7H7Gu3nKwtAi8aVG6o+FHrwo/fzO7/9G6y/5qrRfzt6/BT/9y+/zuNPPlPtx03J++/7CDfetJU/+9P/PPpvjY1L+MP//L/4r//v7zE42D9r3+UzntZVays2Ip93L74dLGwkArtlO4UbHy4rzBM8/Qz3qk/wm+/pKtUgT3y/hL97ueGS0cTm5hV0DmVHU8O1gSMs736KDU0Jtl3tUmtkSQ+m2XvGoK0ryIBVS37bb+LWrp7yM9XkOcL7vwHSo3Dtg2j5AeoTx9Glgy00EvXrsZZtwosuG32tUixf8jQdQkjec3WO37h7cMo62L99pYlXz9TjKTqqneaOawr82gMGhOom1VtSGOLvn7J47UQID6Vsqn85wTapaJihFv7k+5KPbkpxw41LQQuMG0tXZ5oDh1McPhNmIKVTdJlx5GbiGHKm4BvPLeN36kIsR6M3rbEk5tAUu5guWLQFL/cqfMvK8bUvnQEhaB/UcTyBlPDKiThP7o/SWm9x1/ossZB3MYuiJ0K/spo7NYdfX7YSIQSdxTz/0nmSuw3JcgWeL9q0qCp3hjTqFMEZ2+NnBZtB1+ODUZ1PrHQJGyPii5I/6nARrUN8dHNJTO9Un8FXn29isILobVzAF+NBtgYvdk2ojzisarBBCKQW4sUhl0cKJrds0/jxTyw+Ewzwy/EIqpBowkVVJLYN30hb/Eu2yAdiKutipXTwdsXi6tVZnj0UnzSeeMjli3cOsnV1oezYOoc0ntxfw5FzUYQncKTEHM4EkMz8nk/FbEQDBfCeoMZvxIMIIQiFwhQKJdG9H+dMpIRfiQUYKvPBUkr+NmPxqq3iKdqCi95WS1lxOS7Wpo/tz/5uZ6HsEfx7Mr8sFDtYLMwo/+ixHz/DYz9+hkgkTCwaJZ3OkC+Uf8jMFXIRL9yLgUw6Nd9D8FkA+HawsJm2v7XnUJ87wrbtGqhq2bY0lfb9HUoO4TRsGE0Nd5o2cCHUQF/vAQ6+0YaGjZdNkEkNK2AbovJWOa5Ny5lnud5Q2RaJUqtFSDo2exL7aRs8Qtfa+0qh2TLjr0RJfao6WG241vZnR+K09deTv+p+ZKSJwPEf09af4uWjHndtGS+HJYFXjkZo64/iUZyyLGJi6m8k6DKY0dlzwSGZNwjX1U5yvA+etHntVY9VTg2/GlOxhEG/o7DHdDhiuQy6zuhYKqnfLzeGrC04klBR1FIf7khgvIpZUJc4uksipfC/n2vi1qvzWLZgIKux52yYE71BblqZ5/O3D01QgS/y4mmVRw+btFk6rwz1cVddKUpgScnzeRuQfCZq8JloABvodTyuNxTuCuo8W7R5Nm9yY05hozFyjYIdMYVHOsM4N6XR1OqUunUhqB2TCi2FSsaEgaws1a1Ll0ZDgSy0d3ss1QS7ig7n3CJ3hg2apEvC9Xit6NDrulylK4QCHg8sVfiwVHm0P8gPjysUncnjuZTw2fJapyTY5oy31eIcbGsu1f6rUmLDdd26WhKhc+2LavdbAxo/ylq8UnTYbKi4Yy7aExov2XBYi5Jbdz+o+oKrW66GasXl3u0shD2Cf0/mn4VgB4uJipzv3/vKb/LXf/uPFIrj07xvu3krr77+NkXTnJPBZTKZkoLeGCLRGADZjF8HOpcUi1f2MMVnYeLbwQJnuv7Ww+JfNbGRmuXyVNL3tyi1SU6+F11GMfrBkuiYa6ENHCd05PsoVgZhZdB79lXQKidDgyL4mG6yY9n6cRunzbE6Xhnq47Ezz9GvRSa11blUnftYxjqit1yVY3mtg+UovHk2xsn+MMvqJF52D12R+/FizXTW38lj77zFie5Btl3jURMVpLKSPScV2vqX0Fu/ASP32rR6BKXWaRF2nw0ToSSgVfQUTEPnTJ9k7eqLr+3sc3jttQL36zoPNUO6qNFuB1hRt5yNSsmZfSKdZdBxaAxkKq7fn6itkDMVXtY81sUZVhIv1bJfvC2SPabLjWszqCp8c1c9AxmNoqOQKQq2rjInOd4AqCp3bQlxPJHhlf4NPFYY4ERPBzgm1+sKhm6Qcx1uDmicc0oOvykla3WVqBB8NmJw1HR4pl+yse7ixzbqAjyB6QhU5dJ90MfiIMlID11TkajYahRT1enJpslZJrUhh868S6bo0X1I8tlghIbwEvYWTB7JphFOEQPJeyIqvx4NcMb2+OesieVJAip8Zgm8MWTQZpY5FKpQ+Gy63+VsUGn7r0oIadAakbTWW+iqxHEVhvIKmaJKCyo7QjrP5S3eLgo2D4ulJaXCbldwWKula/19OE0bgPKii4uFkUOIasTl3s0shD2Cf0/mn4VgB4uJipzvP/g3X+Zb3/7+JOf77/7yT7nn/k9xvv3CnAyu4/wZ6usbCUei5HOljdeqVWvp7r6AZc2Nw+9TomnJMj+FxMe3g4XONP2tUQ1sdFIZFyJT7zgqiSZqgdDUTr6ilQ4BQnVIRcPTo6DqaInThPZ9HXPdR/BizRdfP6ZVjsJwxMIAWRxChupHXyaE4K66JZzsOMFrqQsI4V2M9qKRiK7AXPP+cZ893aY+kdPYez5Eb0ajNuSCqtG6MsYvbtdpblB4ZX8/jx34Cf1OHHv1vXSY2+jr2MXB19vQsHA8lUT0Bqy1W0qOWedb084ZQL2isEGbEHW0XHa9ZrMkanHTNRrCczhwsMAqO8SnmyVCKKQKKrYSRGpBhBrgrqZVnLTPss9K8bGt2XEq2lDqP/6zI1Ge2F9DMj/+sT5RVbrNc3mpUGrnVFIx94Zvi+TRfkm7YvHR9VkaIi4dgzpHhp3EeMjlvTfYU6jAC1A1tl3jcbC/nwvXfYa+vndYdv4lbolqvJ4v8kvxIGsNFY1SevVRy0UFDCHwgPeGdL6ZMelIqqyocfEk9FsSlJLaeDVK3fURh5qAywmh8NASFUcqJHNZspZO0WjElA6poQRPDWU5LcJEpU44soTmaD0PxMDND0C2h2t0wYqgwFAlGa+Ub+cJSUiH3rTGtgC0hRzywmEoP/ngYy6Fzy7FbEYD68IONUZJDK8mVDr8UFWIh2wGsh49KZ2NAY1ex+X7WYt9poMmBLYRY2Dl7aPlI2MGULGQ4kJjYkZFOartzz5fzEY5wkLYI7yb7sliZSHYwWKiotV/utOkuaSzs53282f45EMP84PvfYvaunre+4EH+OkzT8zp9/r4+PgsBqbrb42ikYhcz57jJ9nW5JYNslXa91dI99Jp5FYO9BCFaz+BDNWVItF97xA69C2cphtwltwwKTo9ErFQpIPM9yOdPDIQRyo6wrNRzDTbFZNjwuLaq3LcvDZPbdgjYcfZ3XmWtrP/RFfzA6MRtek29UJItq4q8IU7BzE9Hb1uGWo4MDpvd23WOXYhQeKMjcj14jRvRdg5Et0eddnD6MKlPn+URK+Cq4bKpsGPZbqo405T4ekX8zRpfSyLW3RcaOKXaxTCBvSmVSxXocYoUsh3UAwsBSPGNkNw3rF5zw0KwrkYse4c0tl7LsS5AYPacEnJO11Up2wjN7ad0y22xlWewNFcdmY8jrkWdXUmT7zRSDqn0Z9TGfkmXZHURaZqti0RnkNN1ECVFp4WorjyDuRAG3o0gGd20agq6EBICBAQVwSDrqRu2PSaNRVFQEdKI1fQUBWPHycs+gLwly80cnYgUNZhHZuCX3QEAU3y8S0p1i01+dEby3g6LfnUMkFNRDCYMulJ9eFKlRcLNkdsD0u62MEQSdtCWGmEmUa1sgQEhISCaZfaj/UMi+V7juBsWqdgK6yNWbSoDtesyfLMofglMw+m6uowF8xWNFAIyQ0tRZprbHZ21HFPrRj3mY1Rl5ypMJhVOet4mJTS5z0tQuHah3CaN0/1wdhLN6H1H11UHS1sKUm6Xil1ZAqq7c8+H8xWOcJC4N1yT3x+fpjbo9dZ4Jvf+Cqf/uyv8kf/7c8xi0Ve3fUCr7364nwP611Pb2/XfA/BZwHg28HCZsr+1gBS4rkeR7s1XjoWuay+v14+ObWTDyA01MRJrOat4zbbI5HowJnnMTpeB+S4uuyxEQvh2YhiEmlmS98hJUI6NGoeTRGXh29PEA1KpKKxOhZm0yaFF/f28cTBH9MZqMWLtwyPpfymfqR/t64JNAWwk8h0GqmFuJCJsv+0IDVk0qzmyb/zf0i0b6U+f5SbmtNs2+RRG1VIZj32nOzj6HmXhDU+E2z8fZk+6rgjoHMiE+DvXqjhw5tSOI5CVAjO9uvkHY2mOo14WDCYtuhJ91JQdBqFRU0ATDWO4WVKEfP2ILtORGltsHj49iFCusex7gBvnYlMG10d284plAXD8IjFTbB0ahNxNmo6QV1lICJHN+R5W9CXdFhRU+Z6PZeuriwvHFRRc32sOvV3WFLHtTLkXAFCMGA7aIY+egjUoCqctV06XY86RdDveuhATIWlcYun0x49hkljzOHMQJDB4YOAsUxsofd8W5SwIfnAhgy21HjPrQrP7LY4cs7lzpigSXU4Ziu8XpD0hjxu3+YyODjI/nN59iVSbHPCKJQE6DxKm3oPBdPxeCHr0Kqr9KZ0wobHshqbM1kPFMn7rsvQPmCUFS4s18/6SjBb0cCR382yGme0TdpDTeCN6WNfE3L40aA3vjWaqiNDdaXMmJEjnAkHVjIQH/575VSi8zCXZGRJcG/LFAcbpdKN6vqzX2lmsxxhIewR3g33ZLGzEOxgMbHgne9Ucoivf+3P5nsYP3dEIzHM4tSbS5+fD3w7WPiU7W89JsKcKHLZ6a/RSBR7Gidf734bpTCIueLD4994ifTSchELIZ1xuY+m6hI3HIL6yD8KLiRU9p+2OH/OpT7Tgzzwdwwsv200vbXcpl5XJDURgResRQZqkHoEpMs7R1PseifDqkaHL9xZxLIFfdkMB8710GsFuGV9hI3XDCtmS4UtK4d4ZU+WJ/ZGp5y7SqKOWwyNA0MBHttbi7BUjkuVljpYVq8QDJbe1xBXyBZtTDNFynVQdDACKtiCziGdXSeifPDGNA9tK6Wh5yyFeMhjY2uRl45FeXxfzZRjlEBaQtoGbEGTGeLBSIB7AhquVECFVSpjNuSw60SUza25SecvB9oD7DyhUBNO8fm7DGoakiSzHk/scjicyrNa1dlVsPlI+KLzHVEEzZrCGdslKeDpvMVSXXDYdvjBoE275vKBuxVuvCrGKwc9ntgdZDCnowwfqExUc3dcsFyFz2waornWoSct2LjGo7EpwL4jRb5zpoguICcE/brGr38kTGu9hZJM8thui9cO1fJyXow6JA6Q9CRx4fGDvEU3Dr/bLFgdtobPhiQ7Mx6rW/PoWnnhwvl0FGcrGjjS976lzmbHxiGePVjHkQ6Du+IaDZpkwJY8P+TxehYSExMjPBc31jJ6/YqZKmXIeKU0glHRxQqpRudhrpBAm3WxdKOcsvZM+rNfKWZbnGwh7BEW+z15N7AQ7GAxseCdb5/5IRKN+a3cfHw7mCNme1OuFJPonbvR+o+W/czLTX+tqa0jdf5MeSe/7x1EIYG15t7xdZ0jTJNeeqmIhSo8Dto2q1vzaMM+xIHzBrve8Vgl4eF4gFCz4FjS4Y3EvmnV0W00hrx6vFhtqdWUonMhobLrmMn9Gwd4aOsQKdOgPRmkFckHru3h7bMRntnn0RQN0FJfSr0XVpZ719uc6tambNFWadQxoMADG1P0pXWOdyl8Nq6BfrE1FgJqI5AazPB2wSa2WqALB5DsPRemtcEadbwBHFfglUTcuefaLCd7ApdsI1f6GsG1msadAR1XTr0hP9gTmiQi1jmks/NElDvXZdm+poClxpEhA7lEY2nE4ZEnLJpsg3anJFj2+VigdK8lmKWSbp4u2OwxHSKax+u25JYtHh+/McbyplLU9K7tkhP9Lq90rYZUB6o5xIblxXHjMIdVxxtjDo1Rh5ypYFkZljfWsmJrjvjWQZbUCU716Hz1Z4001KgIz0EIySe2pjjRE+DxHsFJ22XbsGBY1vU4ZrsMeB6fbRZcEyl9x9j6+E+sLql+TxQunG9HcbaigbYnSOZLP76NrUUaY/3sPRfm290xckWPpKmAqyCEQlyUvtc1YjjxlWhDpzDXf3T0sM4NxBCFBGquvyQI2XtgkpDiVHjB2tFWh2NPf+ZDvG1s6caIraQWSdr2bIuTLZQ9wmK+J+8GFoodLBYqcr6llMgpTken+nefxY3nTVXb5/PzhG8Hs89cbcqnans1wuWkv47YQTknH8+lsOEzF+uuy333FOmll4xYFB3O6xafG3ZwOod0Xj0Q5/6gxqeaQwhFkC9K4pbODZEWXkkOllVHlwiS6nJ2n0+y6YZS9Ed4DgePFlhVl+eTt9tgK6RyHrYaw7CGqIu5PLQ1wZFOgwOHc6zcnEV4bmnUl2jRVmnU0QWW1DisXWLzo54wj/YpPLTMBqGNRog1VfJSrsA7XpBVDlBM4Nou5wYNHr5tvPJ4Mq/iDIvnCSHYutbkQGeUlBVBODmUKVqUVbohP1JQeGzv+CyKn7VFqQ25bF+dx3EFiptBOnlA0BqUPHCLzg92NhLxNL6XNTloOtwW0jGAbtfjkOnS57n8VjO8XgRtrclH7mkCoSCHxfwQgq3rCxzoy5OsXUNNcpBta/Ljrj2glfYiA5mSndWGXdJDGVzPRXczNNVJ4iFBMqeCKNWGi3y6dE8FfOCGDH83aPBqUXLQdEZFqBzgekOl6AoOZUuR3p0Zj3bFYsfGIVrqSoc8Y4ULF4KjWEk08LB56ejmxLZpLXUOLXVpDi1ReHFPiFvDGtdioNkaSddjt+nQBnQ2XoeWOEHg5FOY1zwwOg8yVI+0chjnXkIbPFHRoaNElNbMiVk3MG/ibWNLNy5HsOxKM9viZAtpj7BY78m7gYVkB4uBigXXdv70MTw5fnJDoSDPPP6dcbU/Ukpuuvm9sztKnyvOhY5z8z0EnwXA5drBfNfnLTQWwqZ8Joy1g4lOvmfEQNXLvOsi06WXThexOOY43HFjbtTB2Xs2RKtn8FCjBOmA1LEd8FAQinpRHT3dxbgWWkaUYsvttPW/ySv7+7lrs47rSc5fyPPwbXkEksGsRqYAKDmEtNBVDyFgx7osj7xRh2s7o9F3mL5FW6VRxxwe2aLK+mWFiym95z3urIHGgM6A7fH8gM0beYXONR9EDvyMlw963LK69DmNsYtzOpDVyBRLm2qp6FzIxDnUE0V3DRp0DUVRicUK7Fif4aol1miLsnc6g6hFvaINOY7JkHUxi0ITpYOIX74jMer0j4ivjbCp1aFv0xDffauOkKfQ43i8XnQIKRARgnWGykNhgwFp0a3ZPLghWHK8tQBSKdlVZ5/N4VM2wUQ3S7QsqqvyTkeQZTX2qG1oKqxusNh5oqRvoKkSgYsoDKIg0TWBlLDreJBVyw10Ozl8QCNH72dQk+TMUjr+WMdjr+nQOyhpthxQJKtb83xidX70u8cKFy4kR3Gq39YrBZvjdkltvkGZ3kkp1zatc0jnlX0hPhwMck9IozdtYCNAV9kcDPKiDPFYz266m2/GOPsi2uAJrJZbkKF6RCGBcX4nevfeitc6aUQntTocxzyJt42UbiwmBe3ZFidbaHvFxXhP3g0sNDtY6FTkfH/vB766+M8bK1au9n9MPpdlB/OddrnQWEib8mqZzg6mVVyHUk34hTdQ7QyxkDsp6grTRSxKTrGU4HpwrivMwzGlFBR2TaTnksrq2CKIsDIldXTV4h23yDhtdkXDq11FV6SRxw4+xYmuBDeucjFNj6Bmc77bIWvp2J6H4mSRihzugQ2N0ZKDZToCTb14Xya2aJuout1miUvWIBY9MRpVHJfS2xWBjIbUFPoVle74OrR0O4mk/f9n77+D5LqyNE/wd+9TLsI9NLSmAgkSAAFQZGUmRWaSydSSlaWyqkV1dc32dO/a7Nra2qyN7T9rO7bbO2OtZquneqprqrMrSzBlkVlMwaIAmZQAoQitgQggtHDtT9y7f7xwD/cIjwj3CA9EAPTPrKyYCPf37rvvvuf3O+c73+Gnh9s4d8MkU5D0jVts7faYyBmkCxIvCOX0RwbX8tZhh7V5yT9OROg0BMJxOOoJzlwWrE2OsX9bvtyi7KX3uuvakEvbgUKhSkXRHffpiAVzfg9gxxqXREQxmpV0oLnLFOyNWHQbkqzS/F3WY1QVee7xFOt716KlWSbex88VePvNDGtz8I8TMeJtPeTGU5wbEvzorQhP7Blnz5aw1nD/tjw/OtzOC4c6eHZXBq1BZkfQJrhuwM+OJLg6avONx8aQ2RRiqva41v2sWsIIMjrgnu0ZPnd/Gqti5zTTuHAWUVQ+BC4YdjmLPx9RbEb7p0rMfLZyShOVgn2OWbfT9cy2acevR1jrRng0YjOYMsvPCoCQkieTazg3MsKQl6V4z5cwB48TOf3D6TmzE4jAm3WeOSHNuVsdlo65CPO2jyOabU7W2iu2AK110CjqelP9q//L/7Dc42hhlUHK+bMgLXw8sNh1oJz22zLDu5xYrdmbejDfOljIcd059QLr8ifYdXem7Eo9UcPwrXbGYjrr9uj2LChBjyXKxx5NK9I5jVApRCGF0D4dQs2WTE71Q/fX7qYv2s3Q4FE+fPtDIvkC5/ol7REBWiF0SCL9qTrX9mjASCYcX0nWPHXqqhZtM123J3IGv/wowUtDeoEaxOqsYknS6+9OUfAkb15o4/zxTozCRYRfQKAZ80zevhDHsRQ/O9rOpg6vok5b0JdO8tZhhy9YNo/YFuPFKF2RAlvXOHxV2/zgpuDnxzQ9iWE2dvp87oEMB0+3cShnLrgh9yIJmGGqU1kTPBcqie2EhnddxUmvWEEwNfvWFNm9uYBWQSg3J8x4v/1mhucsi0c7LEbFBrQZxYhEeDoCHyj4+fFO1rUPs7bdZ0O35lMPCl4+1cPbFxPs2grtcUhN5vnPbzhM5A2e2DnB5lgOVPX9fP9SjNQ8LffGcyYvH09ybcSe37hwiijK9E3soWN0ZU9i4eFhMRbfhTsVjKxFFJer/VPls1Vyun4mbmLI0CPAVws7XZd8I45ej2L7Bv806czqbR6eTCO1z4F4G8dGz3Bj+2dx73q2KghhDp/CGjhS/wVMPb/zoVHzto8rmm1O1tortgCtddAoWmHCFmoim1ldm/8WVgaNrINS1kdLE6wows0is4PVJlyrPMM7E2KOGtlFYWb2ZmZGjNWbvVloHczpuN73DuvyJ/j63tFZrc72bc0v6MgN01m3szcdMp6gLw9bDTmV7TXwAgi9qUPUkkxWZudV2zr83Gac7FHaTZOzgzGe/0QR3y0ymaWcQU4XJMNpk4Pn4mzrccuS85mZzpmu25XX9+MP2/n58QTHUnPXIM7MKrbHAi4N2bx5po1UysFQgg6dJ8309zSCgmdwvC/Cr04lyufW0uDDq21sDSRPJ00G0zYmAR1xQIQlZN9e53DqssfhKzE2dqYQAj69M8PL7zsLb8id2fdnZk3wTNTqJT870CK4POLw+qkIT+6dhPhaAI6ezrM1EDydtBhMO6hkF8bEFSypKPiSZ5Mm5ycCzg863L+hSNqzeOjeGBcnbH5xtIu3RxKYhiDIpVC5SZ57cJI9G7NV4+sbs/jBB+1c7o/PkGBrktHqZ78u40LlYw59xNrCSXb1jnFgT3WbupOXjjEY2TWLKDaz/dNcEMBDjsG3egSdcQ/LCBUepWdpIadrjSBdMOiWgnbTolZOXuiQKLeb7Zg6G77jSrX70gyVMA0YrUGd6poGj/lxRjPNyVp7xRagtQ4axerb5bWwKpDJth6kFupfB1US82gnWphYQ8dxzv8Mb9Pj1WZcqzjDW4la2cxG2nPNwlT2RqZvYg6dwEhdL/8pSG7GX7t71WZv6lkHoRnb+5hDp8IacOVjeGl23Z2ZRUxhfkfumV4Bo9k0v74QxzE0L2ZhU4cVtsOagbkkk5XZ+aBzBxsGXuIbe0a4e5PN370R4++P5Hl+f46OiGIkYzIwaeL6gr98t4MPLsV44r4MF4bsWZlOIfQs1+3K6/vGvkmGUyZvno/Pqx2uJHVaQSQw2GmaHIjPnwGdSdzjUcGJs4JvGxYDKYei00vEHa6SSQsheSJh8L3+GP7uFKYRysILRrDghtwp5mvM+eya4Om/1d9LvnQt54Y89t8/QLSrh1MfFfiW4TCYdijEtyDzozgqxbqOAFv4jGUtdmr48Zkkv3FvgevjFr/8qMDRiXWM3PsN/O77psifRezwn/D6mVMMp8xykOPo1ShHzybZqm1+v2KuP3R9rgqXvfeleXhrftazP59xoXDTrB97na89rnlyn40Qpc8aPHyv5o0Ph/jpu8NVfeKb3f5pLnSZ8Gw3bOupfMdo2qOKkYxiYNLigGNy3PVRdoBt1A46eloz6vlstWvPg3CzpHSAL2JhcLF8Ko11/dd1G62VjzefuibwsK69iTlydtUHc1cTmmVO1tortgCtddAoWuS7hZpYu3YD165eWulhtLDCqGcdzDIRkxZB+xbcHZ/DOf8S9uVXUdHuqgz4as3wljBfNrOebG0tCDeDffV1tBVHJTdRuP9b6Gg3Ij+K3f8ezvmfIbzsqszeLLQOZhnrFSYQaBLRYJYrdSVEDdfwmV4BcuIqkf63ac8NYqmAk67ifxor8O02h00VNcoLSSZL2XnsOA9uHeTJBzVSB3z6vjwvH4txqs/giXuz9LT5nLoZ4fXTbVNky2DsSEfNTGciohq+vvnmMJU36JKCrzSQAS0R9w+vRdFKktCCaIeBNgTCL6IUeH71mXosQIlyHftkzkDIhTfknZ3d3Lx5Y5aJYq3sfaO95MvXctbgWL+JtAvYWYnR3UHB6ULmxxDFCRJRTXdbgFABtqnoGhOMDFv8m1fWYVgmQymLYecB/LV7AV1+z7hbn2LkRB9vnTc41hdFoLE9k69Enaq5tiKSr61XvJY3+flAjE/cnWX/NrfuZ18Kza7eMZ663wbsqr8J4Kn7s1y46PLr8ej0OmpC+6eFa8U1CVuzI6GhRiCkpy1gImvQbQk6I4ovPDbGuna/ZtAxreGIr3nY0rXHHLgcTmdJWRJz+FTdnh/zKY1mqmsIXOyhj+gaP4fl5/ADv0od0sLCaIY5Wb17xWZ7GbSwutDiDI1h9e5+W2ihhVWP2iZiOszeCkHxni9jjp7DHDyOW0G+V2uGF1gwm9lI/+Sq76KR+TEK2z5DYdd3qrI33uZPEjn5N0RO/+C2y94opx2/577ZxnojZ7Dk2IJmXJWu4TMDOebQSdYPHuZBw+eRjgQ9ymUiCDhU9PmPqQJ7bYO9EatuyaQsTJAUozyyYQIzVQQ0D68LWOMYHL4a43vvdAKQKUguDdsUvJAwz0WcLakbur6FsNgMqEbgeCY7Lcm4ltjSYIslmfBSZFTA8KSmfapHtVA+I27YYNsx9SxZ+MwNeTmwojU3Uy7exkdqmiiOZSeW1Eu+chYmixF8ZwvdXGPCzSHzGm1GsQxBe0whdPjuiFgaZQes7fT4vS9GiCfaOHZJ82fv3CDTth6EQBYnEW42DPgZDtrLkcobCOBTEXPWXCciAb0JxfNtglPX7Sp5fj3PfiKieGRbBiPno/0c2kmipRn2FJ/qE//INpPj153yulpq+6d6asUTEUUsqhjxwt7pM1HwRFiaEPFYY3s8tiNXLrWYGXjQwBmfecsUThVdZL6P6Ed/VVe3i3qURuVWh4Mn6MHnAUvwiCPpiNlMBGarp/MqxXJ5GbTQwu2KFvluoSaGhwZWeggtrAIstA5qmogpH1mcJHASIATuxsdCp1vlL7rm71aimdnMSmgEQecO/LV7MdL9KKe9vCmVxUn8tXsJBj5E5kZXHQGfuQ5KGSrTlLi2wWi8FxVfU1Y3+Gsewrp6EO/aC3WbcWmoCuTI9E02XP4F3zALPGdpEsKkQ0hsHfClmOJvskV+lHV5Le+hoe5MiiU1nVG3yum6bHQWhK7m18ct/uQfeiksYMjcqNnYQlhsBrSyXvjFfMD7+SLPJdpoN2xGvQKDhYCBsYB1HQodeBxMK7ZtyWHI+WXhJRWCn9yKNXwSd/vTeBsfR3g5mJq/mSaKi+0lXwnpZTCzN5i0kxzyiuyNdCOVh1QulvBwA0VBQUSEPbe3b83TEXVQToRkUmNKBVKg7QSBk0DkxzAHjlYF/GrNtVkVTBF8qk3yXyvk+fU8+6WAjFAeojCBdtOEZFeX+8S3x0RVQGYp7Z/qrRW3Dc2GNXkOjlk83SFmrbHJnEHMCjhW9Nm2OVfVVq9W4GE0UPykOH+ZgoC6SosaURoJNN2qsOz18S3Uh4X2CLfCy6CFlUeLMzSGlj1dCzURiURXeggtrAIsuA7maAEj3CwiPwaAjnaF/xi4Ddf8aQTKTqAinSg7sYgsWuNodjazhHKgQoeybCPdjzF5DSPdjyhMgPbDjKLdtvjBLxMq10FX3OdTd2f5p58e419+Ics/eTrH07HX2XTpLzCHT4YfEgJv6xNMiDUcuhLDEOHm35wxZ1X9ke1EVSDHHjjCgyrDc5bPekOw1YnSbjnEpGSNZfDfJiM84pi4OszU1ns35ibMAsMyiUVNMkW7LsJcMhubS7VZy2xsPjSUAS2Pujpbvt8WXPU8fjAxjlYe3aZFm5QMT8DVgYD/0q85F3hELMWfvt49p4y6pELIP/RdRFAk6LqL4gPPE7RvIWhbM13LO2Wi6Hff29TnUxYmEOkbnM5McnDwAiJ9g+sFj/980+f/fF7z31/Q/P5pzXs5n02dRYSbRkuLVCbAx0YbkfKxdKQTc+QUVAT8as21FKCUYHDS5MqQg5+xGRxz+MnhdvrHwzla6NmvXl9hz3OhvKne5+H3ZgZkSu2f9BwLaW4vg4WVErvsMMvvKcGGTo9r0uWFYY3WGldpUr7GDTRZV/B6weeacNm/LTdrDKXAQyKqAIjH28plCn+WKvDvJ/L8WarAWwW/ITJVj9Jo14ZC+feikWtuYfkx3x6hda8+PmhxhsbQynzfYsyqjZxHhrWSSCTbGR8fXelhtLDCWHAdzNUCRnkY2WG0l0Om+hF+AXPkLNbwibr7fK9Un/BmZzPLqOV2PhOBCypA2YlV9Y4orYPKDBWGiUr0oh2bh+/TvHFkmB8fe4m+qfp+c/gU7XaRa2M2R65F+faByXILr3RB4vqiOusqTbQVR45fxhw5Tc/1gzwSEyS1QbfhAKpKYSGk5LmYzXE34Lqv6r6WWu7cWlqhU7+TRAmDD24Ixq21CJ2dd61Vmo19+p4MbiBwTI1pNGY2VsJiMqAzM7gbTYMnI5qfZwqcKng8EbWICDjr+rw37nPGDygYkstHOuaUhVeVk+gAI3WdwgPfRhs2WpjoxCaE74ZrU/mgvFkmis3oFCCAscDnp+mA93MFBIJ7HclXYga2kNwMAo5reOt4J9LKs8sZ4ND5JCNdj4emfxC2uzv/EjIzAFYUvNyccx0oGE1ZJKRgkwGXhaJHCowbHfxoMMYTe8bxlZj32V+s+/ti2j81pJTISy4PO3x6zzg/OtTJj0ZtLCXKNbgpv4DV5vLlR8fZ2Fm7JKgy8FB6Jyy1brhRpVEz6uNbaB7m2yO07lVt3In17y3O0Bha5PsWYqXIxGIwVwT+TsTtEhBZCSy0DuZtAaM8RH4c58qrGBNXiab66p7bWSZuU7gVfcIXs3muCwv0qjWHTmL3vYO/bg/emodW1TtCaz0rQ6UR5X7MQgiefNji3I0xhgaP4uo9oaP4I2m6ZZo3zrZxecQuG5pdGnb45ckEJ/oq6jn9LOvO/Rk2BYo6giUNuk1Ju2UjEBAUQVTPeY8hSQpBAqjXa3WmOzeGhYqvQUc60cAbRzw+Guslt/v3McYvLrjWxrImf/NuB7/6sJOkrTBMTbK9SN4L22c1YsxXyoAu1G+7MgNaK4O7xzHpMQSHiz7fSxcoak2frxhTOnz6/AXM3yrLSXwXEGFJgTmdTVaxbozAJYh0YORGqkwUm90poJRJ/Wbc4tmYhWVCe9zn8Zjit0zJCyMRXj5icXEow+krMdSOGObwKUR+DLv/PWSqD793F0Z2qEy+a8211IIeIdgaCef6/YLPE52CP1wveWE4wsvHOglsb95nf7Hu74tp/9RYrTicvBEhYisMIVhvSvabFp2GYDzQvJULGAjmCioItDSYyDt4Oqz5dt3ivOetF40qjZZaH79SSACWAJ/6S2RuB8y3R7hd79Vy4k6tf/84cYZmoEW+bxFWkkwsBtevXV7pIdwS3E4BkZXAQutg3hYwJYn5yGmkP1vGOBdqm7iVTrj8fcKb1TppJuYLVMj0Taz+d/E2fxJv3cMLviNudcDo+rXLJKMzM1ShpLbcqVkIDtyjOPb2ScYGVej4/JDCyBRY01aoMjRDw3DaZCwbksCuuM8DGzIcuNsn2dPNSNHgpy+nSfsOloygrCgiKCL8ApXb1pFAYYhwU9vI5ZfbWg047L9XkuxNMpn1OXRecnK4lxvrv4xKrJ/K4J/EKU6QiAQ1s7hdUrDLcDhgmnRLwaSveb8/yuVi45upxWRAa2VwTanZ7ki22jaFAN4rePzXVLH+KapUaRg2SANZmKQqHyrDzLKOdKD9fBhYCorL0ymAUL76ZNTCRaC1puALDBcmfMHTUcHb45Kfn25jIvkA9rU34dqbQNjGr3jPl5DZoSq1Sa25TkhBp5AUfcULGY9+FfB8Z1gf/XwvHL7o8OqIUXfbtEbd3xtt/9SoUmIsa3LsbJLvdFj81kYwDYXnS1J5yQOGyTuB4I1jnfQkhsvZ75IqRNlJPrhpM9q5B90puDF6ril1i40qjeq9ZneVEJm4gK6pIKEhICkEea25PBUMm4nbLSs63x5hKV4GdyLu5Pr3jwtnaBZa5PsWYKXJxGKwcdNW+vuurvQwlhW3W0BkJVDPOpjZAmapQYyaJm6VWOY+4RrBSDHBT46anBuM8si2LO0xf1Gtk6qGPU+gwhw8jop24214FPQMyeeMd4SOtN/ygNH6DZtxJy9XZaiEChDFFNpOlK+lvU1g4tKZ+YgDewKkm0KogI2dusrQzDE1x65H+dM3unFMPUXWsuhoB0FnF9sMm5tDHoc+KPJ1r4Aw7JDsCQ90KDHXWnMw75EUgsX45o9lTd661MXRiXYM28HHYiy+C3fH3rJxnDl8ijXc4MF7cjyyLVPO4r5/KcaJvghG0Zy9mQJ2WyavGC4/zbpMNPhKbzQDWpnBtc3QrbsjFmAZGi8QjGclp9IBDdkbVqo0zAhez/1Y19/G2/okunSdJcM6IVF2EmvoBIafY9e25ncKmClfvVJUHE4FXPU1gjCbbwoDzCSFB387/FLgTgUOQpNH59IvZ5k8Vs71Y47JfbbBRS/gzUJIvL/ZK1lnCCbzIUHcieagrwFNMjq/pL6yd3sj7u+NyLgbVUoI4D7T5FHpcH1sqsZdgz9FbD9p2Vwu+GWHdy1DVYhyOnjjqM9Ho70UdnweFV9LfOADOPN3S37nNKo0Wuia+7ywX70U0L3CBHaNIXjUMfl8zKbHkIwEioN5j6t+wH7H4PCMAN3tmBWdb4+wGCXPnYp66t9rdbK4XfBx4AzNRIt83wKsNJlYDAxj6Y61qxm3Y0BkJVDvOii3gBk+vfRs7BwmbpVYap/wuTLHlUqI64HH4MhHHHvvJJbK4vtqka2TplEzUJEfxx44TOHer80m3iWU3hGj5yls/xze1iduacDINE2yszJUOpy3wjg60glCMJnR+MrAEgEddmaK7EyvAdMA0wj/d3ssAE1Zyo4R3ncRuKAV+x9w+Itjef4mU+APTRthOuWWTVorXsi6XPUDAs2iN2/KijOw4/cIEuunidoUZPomGwZe4usPj/OZbRNI7dE/btE/ZuHlLDqEAYYkozQ3AsXGKXvofj/gcNHniqfoMCQ6UA0ZwkFjGdBSBvdg0eN3uzS9ien6d60Vv0j7DDouSWAyX98zU6XSQOBt/g2ix7+Hc+ZHFHZ+M5yf/Dh6SobuXP4Vxug5EpHG+7rXg0r56tGiz5t5jy2m5PfanDKp+Ye8TyI/zMjAMfwN+6fv5QImj2NK82bB55QbsMmUOEKwzZJ8Neqw0ZVcGZ4mqG0iIGrCrs1ZHr97YUl9qXd79RwsvRZ++viNKSUqgxi1bBJ8JdmJw9+camddu09nV4zxkTYOXdDTipCpwJTa/iRq+MySfyMbVRpp4KOiz89zLp+LWlhyOv9+pODxs1y4Nr4etxsisM3OOHdJwXfaHP55wkFUjPHpqMULWZeXs0W2m5Lxqftzu2ZF59sjLNbL4E7EnV7/fqdzhmajRb5vBW4BmWg2ctnV2QaqWbgdAyIrgUbWgUA3Z64WqI2GpfUJn6vUwBi/hNfzAMUHni+vC3/DfnKBh3XtTSKX/wHJ5KLOWYlZgYrAQxsW2o7P+z3tJMN1u+HALQ8Y5XPZmhkqoTxkdgjt5VB2ksNnbSbopSt7mtRoCtE2d6+usYyBY+kyWZuuIdcI5bGpS/CJxy1++GqRi944zyaS9BiC0aLLwXxIvNul4HBxCZs35SO8LFixWX+yh46VpfMiozl6NcKbxzrZomx+r03iBTYqkLyf9/lRxuWJqIWGMjH8bsIhKuCMG/DeIrJXjWRAx5TiV16eiXHJE76kxxaMeHAwHXBNuHz58XHeuxivO+NcpdLY+iQquYnivV8lcv5FjJGz+L33U2qWYg18iDF6DuFmsSLL0ymgJF/tF+H8Phe3eT5uV21k99kGf55x+eHZH9DvZlAdW+dVhcwkW1mlud+SPBd3MEvP/wyCmtGK9rjPHz01ilXxc12vpL7ZtfDQmFKinhrcNiHJ5Q3+/Ne9GIkuPKt9liIEIFAK1aTfyEZk+gIIgFdyHgcLPlsNyZ6ISTpQHCz4PBO1eKJBAtvsjLMAHrINfituVxFvCEnW83GbU0Wfm74iIcLn/HbNii60R1iMl8GdiKXUv98OpQh3OmdoNlYP27uTscxkYjmQSi2dZKxq3IYBkZXASqyDeU3cYEl9wuctNRg4gjlwBJkdrNpkYlh4257GTPc1jdjODFQokVj4HeFmUGYUTGeODyxfwCiVmpwzQyWUB/kJ3jgacPpyJ0bhNBk/x+FLNvu3zHkL+eBSDAEVZK26hhw0n9lvMzIR8PoHAUe9NO0SpApoFxBoZsk2G8Wca035dGVPcmB3KJ2/MSp481gnz9kRnu8VKC245hlsNQy+GLX426zHj9JFTAFfbXPKxDCrNEkp2bPM2atkVPHE3gkKvsX3bsQhb6JNwbZ74OtbXTa1BQSqsYxzpUrD3fRJgu578Nbvx774S+zrv0Y57WgrSpDchDZsRFBYdKeAhbLBJfnqel+yxZSziDdaM6nhyYjJGTfP+Lmfoqz4nAqcucjWu8WATabP3og1a9xaa44HLnvvS1cR73D8C0vql6MWvoR6lRKN1OBOBu3ktv4OQdfdNX8Hfd9DNPE3sh6Zfq379mHR54VMkYlA81jErCbeU5iPwC5Hxjkh4FHHxJa1yZYQgieiFv8pVcAkNGO7XbOi9ewRGvUyuBOx2Pr326UU4Y7nDE3Gx5tZ3CIsJ5lYLqxbv5FrVy+t9DCWD7dhQGQlsBLroC4Ttzr7hFdi3lIDw6Jw39eJ5YYxB4/jVpJvWHYlRH3viGNhUGCeze5yBYxK62DhDBVIcqHccAEp6ZmBCIGeJmu1asgB7t5k8trFLi4mHqK779dYXpqrNMcxeM61FrhYeGXp/OHLUbYom+d7Q/Ot0pba0xCdymT9KF1k3Qxi6GuNYvmzV5bU7Fir2L4jhme1h3X1FpiGAJ1AFSIk4+MNZ5zLKo3R86hoNyLajtt1D37vLlS0E6SF1f8eRvoG2kqQcgu8d6mxTgH1ZINLUuNBU/Iv26OziPeI0qSVRgjBI47J8WKBVMGteU3zka2DeY+Xch49hmRTxSZZa80bRY8bpstna/TAhvkl9fX0sl5MLXwl6lFKzFWDaxLqGIKqGlwVloDM8T5xnAhek38ja8n0S5jvvr2Sc3kp5zVMYJerDtcSgnZDThGp2uPpMSSBDt8hluC2dQWvd4/QiJLnTsRi6t9vp1KEO54zNBkt8n0LsFxkooXF43YMiCwFM2ucCbywxrVUt7vK1l6zTdxgoVIDAYaFu/ExIqd/GM7RjE3ncioh6nlHGKPnKG77zPzHuQUBo3qNpBYi6uM5EyF0hZR9dg251ppD5yUTHQ8TWG2kkDTIHxfEXHX4QWaM1GiKIOpx5UY3303I8gZICIhFAkZzko0SPMIN9H6nYn1ozYTS+EyRGyF4zDE5XvSZbPI1eEow7sbZFunEFAKzcpkKgY50MuG6jfemZ0qlURgHHSASa1Bt6xDKwxy7gDV0Ajl+CaKdJOUEtl/g7ECUf/vKGr71SIrNHUVKIZJa9buNZIPHNdiBxtdhhsgUAn9qjtNKUypwmI+kLES2nohanPMC/tdUga/H7SqJ7Fnf59lHUnP2wIa5JfWN9rJeLsyswbWFICkFHVJgAi9kXa77iqSACTeNNfDhqviNXOi+fSJi8UbBb5jAVtbhlgIQCsoGjovNOHtaMxooJpSmXeqa8zcSKFJakwaS0HIFv8PRaP37nW7Q9nFHi3zfIiwHmVhOjIwMrfQQlhUfp4BIVY1ztAv8IubwSYxUH0H7FmRhbM41uJLroKkmbrBAqYEG5YfzA6FT8gyi3UxiW8vwbaF3hChMYKauhhuwWpthYWANnYDARSNqztNiW5TNXAfzZagqsRBRnyVln1FD/sYJyakbnQiuEkldRxYbl7bVY3BVa61lvFA6v3OtACXosaq/0x4LuJoxGdYaG40lBJ1SogBjKhub1Zp2Ieg2BJYQpJSi05CYWjEazJ0VaxQpL8qhaw5799Y+ogYOXUuSciVQOyO8EGQxhTlwmOjAifKzEdhJuhOaB3uvcGDLBB1Ji4m8xdGzgv/4Wg97t3ns3ZQmldWzstmLyQa7WtPnB2zwJYJqolTCfCSlHtOjfY7J0WKB/22ygC2nJbIxJ6A3Mf/zX0tSD433sl5OlGpwL3kBz8Vs7rUM+nzF63mPK37Ad+I2o1rzd7ki2fFDyCMF8vd8DZVYP30QrVEXXsW+Rb+RC923iBTEhCDdIIG1hKDHkHRNBSBKkujKgM5iMs6lLOdjjsmIFPRIqt7ZWil+kXMZDVTV529HV/A7fa/YTDRS/367GbS11kFjaJHvW4imk4llhG3Z1N+Z+fbE7RYQWQyqapwNmyDei452UbzvqzjnX8K+/CrFu7+I37GjplP2cq+Dhchg00zcYP5SA+Uji5OI/Fj4vw17xkCbl+VZqLf8fO+ImgEjaaGtGFbfu4jCJIV7v4qZujprDS+lp/1S1sFCRL12hrzIB1dynLoZYyyfw/I/WtR7siRpfnhrjpityLmSI1drG1zNXGsl6fw7F+MgNSNeNVnOFCWuhkGliADFqWxXWmkmp4h3Ugg2mRIpQqf3wNdsi8L+NskPJ33GdVC3A/l8UDLCR8MR3jiS4smHZ2dV3jji8dFwF8ooIIPFkW+AtliciYkxNKDjvaw3+vjG/WN8Zmca327HT65DWzH2PJjjzXeHefFwnNcu9ICbIZ3VVeqIerPBh65Gifomu2wDreGir/iGIZjUkJkhuVyIpNRreuQY4Fo+rg6DNSDIuY21xKrEYmvhlwt5pRkIFL/MufwCgRCw2zb5rYRNlykYVgGDpst4Vxrk+5w8eYGbXU/hr3mw/N5wJi6hb9Fv5EL3zRSC9abkUNFnzyII7FZTVpBjQbsMg2cDvlpUxrmU5fxl3uNZIGvIUF0gBJ5S/HXW5f2iT05Xf/52dAX/OOwVm4l669+XYtC2Emitg8bQIt+3GE0lE8uIZHsHExNjKz2MZcftFBBpFDNrnLUdn87sCkHxni9jjp7DHDqBu+OZmk7Zy7kOlkIGF4OFSg1EMYN95XWC5KbqrHcTlRD19paf6x0xK2AU6UILsIZPIlN9uNuexO/dhTc15tLxltrTfrnfB3NnyEGSX9Qxu+I+T96XwZKad0+1gxIgNds25OhN+rx+pm1Bg6uxrMmLR9tpdwJ+VdQ8GoNASSZzBnlX0tPmE7UVkzlJWmneKng8ZBsEQtBeQbwdS2NJxVsFj71J+MfrBdeU5HIkz6URFm20NQ3NYHwfPz52knM3xjhwj6K9LWz9dui85ORwL4PxXdhjv17SWUrroLtNk2wb4aENWf7wiTF8JZgopElPnqcQ34yKdvHpT27g7EiW19KfRORHsbKHq56ferLBRV+QUAZfnqp7vBEofpRx+VXB5/mYxagUDPgKj/pIykKmR5ahCfDpaff41idHyBSq688baYlViUZ7WS83ekzJv2iP8qmoRUFrIkIQmVqntqEpFiSPRkxezFn8N88N8Ob5PD858jIj19+mVKq0bsNGbmZvyXDrMqvaaAhezvkNyXqTUnC06PO1uF1910SYrc4IFp1xnpnl7DIkqUDxftHnRA2zrNvVFfzjsldsJuqpf1+sQdtKobUOGkOLfLfwscftEhBpFFU1ztJEOe3VHxBiusZZB7e0tdpSyeBisGCpwbXXsQaPErStxxw83vSAQLN6y1cGjHSkgyDWQ5DcTPGeL027tFccz+z/4LboaV+vlL0eCKFZ3+7RfzPGVmXz3YSkxxKMeJqD1x36pMv6do/xrLGgwdVY1mQsa5AxNX/mG3w2ZhB3YFuvS8JRGFJxsKhp73G5mTN4rSh52rHpnsqmmUZIvP9y0qNfBTzfGZq2PZGQXM2Z3L++wNsXFm+0BUyVLYzRt/33GRo6xrG3T2Li4WOFbaK278G5/KslKzc816Ur7vPlvRlOD7bxzK40pvDJeA7a94ngIVLnKBbXEsR6OXCP5tjb5xha8xnMkbNV75Z6ssHHr0W53zLLZGqjafBE1OLnWZdTRZ8nohae1lz36yMp88l7LUOzNunyg3GXB3dkuG9dqBCYWX9eb0usSszVKcAPoOAJ3rkYn5O4NxsJIDklt7aFwJ4ajGmExBugy4BYMXw23EBUlABQHqNl2XOdoumoR5Z91VeklObFBmS9n46YnPUUL2TdWQ76Gnij4HNmCRnnRl2+W67gLZRwO5citLAwWuS7hZq4fu3ySg+hhaWiqsZZ1DQLq6xxrmUothzroFkkdDGop9RA5kYxJ640XQnRzN7yAo3WmsK2z+Cvf7i2EVzpeKPn8HrnME2q87y32/sgZitEweILiWmH8hCCpzsELwxH+GHaJeYossV6CL9g2IcfpF0ua8FX28ANNOMpzespRb/p8kfPDqM1/Osfb+BcSvHluMNGU5ASYca7XwX85lq4KxqOpccKa8l3b85zon9pRlulwJLfsYPCjs9zQ38u9C0w7NALoEnKjcGBPj55d4FP3JXlzM0IMcvn5oRJzPHZ1KWxTUU6LxjNDpBKp+hwejHx0FYURPX1pQuSDy7HeHi7N3V/NEIFlKiG58PVmzG+bVdvPvc4Jj2G4HDR53vpIlmluRkEjKuFSUqlvPepWDTswaw1Qvu0OT6v5X2uSZdvVjiaz6w/r9dwcCYqifv23iL9ExY3JyxyrmQ8J0nnDJJi+Xv5WgIMERp+la8RjWlMn82WgvFAoy2NY+qahnC38p0wnyzb1JpfF31GA80/a4+QChRvFnxOuUWAeWW9d9kma01dFczpMSQjgeJg3uOcF1BYYmaxUZfv280V/Hb7bbhdcLuVIrTWQWNoke8WamLd+k3cvHF9pYfRwlJQVeOsa5qFVdY41zIUW4510EwSuhgsVGqwbEqIZveWNyx0vHf688qfJlxT/6adJFqaIflZwnlvu/eBgrulOYN4hxBC8HwvHMuaXFbzy55nomj55Nfk+euCie2CMDS7d6Z5/oEMd60JM6VXPz3Mf/jlWoZSmqQBEUuzNwnPd4oy8QbCGnKp6U74cxpt1WMWV8Kt8LDoSpoc2J4jYguKgcmVEZvdm3Ks71QgQsl01FIkIkWGc5JDF8YJ3F6cvrfpMCaw4n75OgIzzsmRKK9ebuPJvQZSh63mhJuBwOOV0wlcV9LhzJZibzQNNpoGvtacdgP+02S+7k3oiBHjx57kbNFkfzxBh9TkssOcS7kM2gWe2DM+y9F8JvlcrEpjLGvy5vk4ZwYcdm0o8sWHUtyctDh2Lsk6Q7JT2nRKSUbpZZMb+4SZ74MVm3oBSDF9nmKgeLfgs21rDnPqMmcawt3qd0ItWXYmUJzxAoYCxRfiNnumug08E7N5Jefy06w7pxlVSda7P2JVBXNK2GZJ9tgGl73G3hF3AgShMqCeQNBt99twG+F2KkVorYPG0CLfLdSEZVkrPYQWloiqGucpQ7HASUx/QGvs/vcIkpvD7FgNQ7FlWQfNJqELYC5Tt1teatDs3vJTx5Ppm5hDJzBS0z98QXIz/trdIZlRPsKbv256ofPebu8DRxs8HjPnie8IHo+ZHJyARspWI6bmuYdSPH53FqUEHVGfeKT6M3u2FGiL+XR5Jv8o6XBPj0dPfLYx2MG0YtuWHNlCbaOtevpfz8Rye1jYhqYjpjCibSjpcPhKhD96KiDMW4cQU95VXQnBkcsWKjfBU1tu8OhD43TEfCZyBh9caeOj8U5uJh7nxx+d4NzQOAfu0bTHY6TG0xw+XeRkn03gz9+CyRQCV+tZjudzoVTucq3zLgaGjnN09AymcjHyAQ/f5/GNnRNsai/U/G6z3Mi74gFf2Zvi6Z0ZbkxY/OJwJ2uVhRJwzPfwAskWU/KlmM09VtD0Xr5pDTmtueoHZbm1FqC0wBChouZ7KY+r0uWZHdMKgJmGcCvxTpgpy45JwScck2+1OWw0p9eIEILPxWwu+WrOVkyVst7KYE5RgyPAAP40VfjYyXq7pGCXbXDAMekwJBMLkL3b7bfhdsPtUorQWgeNoUW+W6iJfL7lW3i7Y2aNs3CziPxYKDXXGuf8S8hUH8W7vzinLHWp66AW8SUoNpeEzoNbbeo2H5rdW164Geyrr6OtOCq5icL930JHuxH5Uez+93DO/wzhZaEwiTV8An/d3kWfd6F1sNgWZssFoQSObwBzZ61s36iSOdeDgi/45ckEr5xOIAinc/emPJ+5fzrzPZIxScYCzo0GvJ0PWJ836IlPr2WtNS8Ma65Jl29szfGzY+1VRlsa6G7TfG1fhqfvzyL19Bhr9b+ede3LGFgq+prxvMU6kcTzAwZTFt9/p4PffXwcIRVaSLQKidxfvR3j7IDDFx4Y4Wv7Mkhd6sQt2HuPxWtnhvnph68xqDfy5sUkx68VMB0HT6whlfGQuX4kzat7nFnuUkis58b2z4KXY/2ZP2XXPQNsWJuFQoFaa6IZbuQz26u9dCRBIe2wIWryVJvJGkPSV4RXsx4/zrp8OhK6vDezl68GrviK/Y7By9liWW69zhOkRMCLaY8PPZ/PHphWANQyhFupPUJJlp3Qmt9ts3k0Wrv2fKFWTLVkvaYQmGJ1ynpvBbqk4OtT5obl580y2OeYvJb3agaCWnvF5cftUIrQWgeNoUW+W6iJifGWa+GdgJlSVCPSBUF1n2/n8q/mJKNLWQdzE9/z2FdfbxoJne/8t9rUbT40u7e8QCPzYxS2fYbCru9UHc/b/EkiJ/+GyOkfIBdx3pmyw/GR4TnHUU+A41aTc09r+vOCkYxBT9tsAj6SMbiRFw07xTqmJmJpvnVggg0dPkMpk9fPtPFvftXLbz4ywafuyXLwXJw1SY/r4xY/ybpc9A2e9WBHImxXdjCtuCZdPr1nnHODkSqjLRXpADvO/VsHeeLxbrTuQE1JsYXy5ux/faswntH85HCCNy8G5HIabQq+93YnR65FeHZXmt6ET9+4zWtnkhy9HmVzp8vzB8bxK26BFhKJ4umHAs6NCAYKD5Ld8Che3zvIyWt4mz4BQPSjv0K76abVPdYsd5EmOEnG2x7k0IVh9m1LItw0Ykbgr1lu5JXt1a6OWFzta+P322z+ede02deDjuAJx+Rvsx4/z7rcZ0mOCZray3dMaQ4XA7abkpu+4j+lCiggi8J3PJ45MMFnHgg1IXM5uY+PjTZvQIuALQXd5vzS/4VaMd1Ost7lhgB22cas5wzCQMbTUYvzXjArENTaK7YArXXQKFrku4WaWL9hE9euXlrpYbTQBNSSooa1wQ5G6vq8RGix62Ah4utcfgX7wt/j3v3FJZPQWliKqdtyEsVm1uVqBEHnDvy1ezHS/aGb/dSYZXESf+1egoEPkbnRhs5bS3Z4VAmOZQuzNqMLBjjOvQiGdcvVB2kN7+V9Dkw4ZIuSjliAaWj8IHTYTuUl7+WLDUlKu+I+X983ybO70mzu8tjaHWa6n92V5i/f7eRv3+/geF+Eq6M2QQAFV5JHczDv89EAJMYUsWjAhjV57uv0eG/K4bqUwVaRDgrbn6F38gP277QQthX207YTiMI4MjtUJuAzza9uFda0C7Z2uzzzUI6oFSCB187EOXQ5xoVBh5it8ALBpm5FxPD42sMTU8SnkvAaqHgvQdt69j+Q5+g7l7i+8V/ibf4kzvmXsC+/GpLkqbKTphGkecpd3DV7OHn5GK+fyPOZbaIqpLFQG7FGUNle7dDlGPcaJr/dXu2yLYVGCsnzcZtTRZ8bgV6WXr5jSjPuBiREuBH0NPhmwANdRdpjigtD9pxO7hqBiHWgXH/FlC7NasV0u8h6lxsJAQfmUJjA3EqC1l6xBWitg0bRIt8ttPAxQE0palCs/eE5UC8prZf4Oldex8iPLgspW6yp262QqTerLrd8jdpHFCYw3AyUqm+nMneV11jPeeeSHX4yEuXvUVWyw4Xuc9C5AxXtxN38qVuuPihJSn+Z8Xk6sEjlDaQApcELqCtjWrnepZ/lgQ0Znt6ZwVeCG1Mu1b0JH9vUfP7BNG+cjfPi0SQ71xc5fCVWJmoaGPVh1BcklGTwWoz3r1Q7ZJfncsMBrNQ7dLRVZFiFQEc60V4OUZgAdNPqjxtBV9znaw/n+dRdY9i2gSk1yYjH1/en+P677bx0NMnn9xZZv7ELNzvJlSGB0mErrekEpQjLJGK9ACTbDExcRFBAGwmKOz6POXQSc+hEVdlJiSAdLfiYAnwNGRokSPN4LqjEem6s/zI/OfK3XLic4ZFtmZptxBoxoqqFUns1P4C+wSifj5p4Mw6gdPhECiF4ImrxJ5MF3GXKwJblrCX4Bh9ejXF+KDKnk7ty2vG77sLf/DhFI7ZipTzNbMV0O8h6lxuWEHQY1cqOyhp4U4gFlQQttNBCfWiR7xZqYnR0bplpCx8flNZBI6S0EeJr9b+/POZQizB1u5Uy9abU5c68xho18jOvcb7zzic79DxvluxwoftsDn2E3/MA3tYnQc+Qft+C/uJLyZhWrXcrzrpL/5X9906AYYHyKPqhpD2VNzCNkJoc2J7j+PUohy7HGM/V+mkVpAu1s3TluTQdPCwmMorQ8qn0VRE6109JoptRf9wISrXKT96bQilwfYFrRghymutjmq8/nObotThHB3uQMZfDJwR9N2N8/zWHWCRg24Yc+7fn2NA9tSaVD9IklQnwsZGZQZz+H9M99j62O4JKD5P2/FmZZiFAChGulwaXzEKeC37PAwxd28Bb50Y5ft2ZRT4bNaKqhXRBcuhyjPvWFRBKsD6qGQugp8KryA9E+bp7pCCnNbfSGnJeJ3czQtJyMIvj+JdeYbTzXtx1e8k/9N1bXspTTyumM25AUoSf/ThmsxtBpZKg3w84XPS54k23o9tmSSJTn6tEM/aKSw1qtbDyaHGGxtAi3y3UhGm0lkYLIBCNk9IGiK+A5TGHatBZfCV7j1eiIcl7k93T55MdSiFmyw7nu8/Kx0hdp3jvV0L765nkG5a9pRwsTlI6a717OUzbob23BxW3y/LvQAnyCswg/JhtaAqenIN4L4DSXEqTsfguDp0f4uF7dTWhkCYgmlZ/PBPzrb2wVjmPFgItLUCDX6BoRLiZMsm4Afu35/mTVyOcPi7ZGHTwu1GbTRGNGfM4eN3hR/1xPv1wmgcfMhHKRwcuh85rxo0NbDnxr9nVM8SBTwg6nSypgWEOX7TLGedmEN+6PBemOgbMJJ+LMaKqOcdacPJGhHcuxkFqCmZAPlDccCUbbIEbiOn6eK255CvSq6TuuEsK7o+Y7O/qpMO0mAx8Phg7wsnRU9zY8flb9o6sxFwBtg+LPld9xScjJg9HrEWtl9sViyWyJSWBBN4q+GwxJd9NOFV9zw/WMK+rtVdsZAzNeLZbWHm0OENjaM1WCzXR3tHJ5OT4Sg/jY4HV5hRdCcM08dvvboyUNrul1iLQqLP4Svceh8Yl7812T68lOyzBtCw836uWHQYeIj8OHdtmfyEI66GV0858W7+ltpSr59lRCCbMOEgDVIDwsnM+XzWDMIYdZqOzGr2xWv4N4E9loMey5uKz0RXPTKn++I0jwzz58DTZE8pHa83rTao/rjr9AmvPNCXJjigquZYAGbavmzKCc4OAMU/QPyooTFg8E3N4MhKO20KzzoKnN/u8MBzh5SOC7nU+69YrDn6Q4dSNLro4wzf2T/DkvghCB8i8i4zk2b85zY8Ot/Pr4x18Obp04gv1ey5Ukoes0osyopoLY1mTF4+20+4EvFFUPNzjcTNrM+6F/bcNwNeK8UDxy1xz24wtFl1S8LW2KE+u3QJOOwDSMNjb1sEb40P8+NIv6It2L+s7ci5CNzPABrDdlPxxMsKmUj34ItdLI+NYLtwqIquB40Wf4UDznTab59uc6fWuNQ/ZBn+ZLvLDGfM3c6/YyBiaFdRqYeXR4gyNoUW+W2hhBbGaWmHVQk4ZDZPSZpPCxaBhZ/Fb3Ht8JhYjeW+2e3r9BkagrDa0YRG5+DJudgh/3R5U27rpDxph+x8j1UfQddecx1tKEEZFOvF7dobPTiSJyI/PenYafb7mcsSezkZTJf8uf2+J2ejKZ6ZUf/zjYy9x7sYYB+5RtMcFqeEch8+1c2qePt+LwXxrzz7/99g33se1NeMqinaioIJZRnAojyNXouw0TZ50pjfSXiAYmLTIFiXPtvkcG7R56ddFdFRxcriHEbGeJ9ec5KndBiIoglaI4mTYAk6EBmV7Y5KnI80hvrCw50IleWiTgh9mXJ6KWthC4NU43kItrWphLGsyljXImJp1vuCpqCatBeMoJBBoza/yHidWQaurcjlKzEEZ1W29hBA82bmGcwPXGRo8htd937K8IxcidJU12590DP64Pdq09dLIOJqNW01kUxr2GoJHHZOU0lP+CpoJpUkrzRNRizPzzF8jY1isu3oLLdwJaJHvFmqi7/qVlR7CLcetzkCvtlZYtVB0/YZJabNJ4WLRkLP4CmbrlyJ5b6Z7+nwGRoV8Dq01H7ia8cRGCnd/MTyXm8UYO49z/md4mx7H7901Ne4wy2z3v0u+c0fTgzBBrIfivV+lcN/Xp+qwpxze1+3Duvo6kYs/BxU0/nzNEYSpykY/aCArss7NcMOe+cz4vbvoi3YzNHiUY7/+CNsbJ8jFSGd11TmE0CQiqlyfnMpLaGAMC609pIm/5kFGnTYOXXidh+/zp9dGhRGcn5ng6s0Y37Znrx0vEIxlTVJ5g3sCg4MXNYNd2yjc/RXWXvlrHtoSECiJKTWiMD61HjR+AFduxPhmh8TywFfMwmKIL8ztfTCTPGSVpk0KHrAM1pmSAV/VJOCLM6ISDPvwg7TL6eLqbXVVLkcBhPLQRAFQKtTHCyE4EG/j2OgZhmJrFvWOnC+72wihSwp4tEagpnyeRa6XRsfRDKwEkU0I2OeYjGtI+2EgSAGFCuO1mfNX2is2OoZG3dXvpLrwO+laSvg4coaloEW+W6iJNWvXM3Czf6WHcctwqzPQq6XGeCHYpkF+EaS0maRwKajXWXwls/VLlbzXc431BJbmMzAyLYufpwt8ZCTI7f4DVGJ9+W/+2j1YN97HvvwqeAUwrPA+T1wGaTQ9CKPMGN7aveR3f7fqmIGTQOTHYOtTmBOXkOmbjT9fcwRhKrPR56/f5JENDh1RMWcrpsWg1jPjt21gPDOAmRpDFqGSWHfFfXZtKHBgew7XFxy7HuHqqIPrC/KeJF2QaD0/EZ937SkfI91H8e4vgjQ4efE4B4+O8MRes4qAKzvJr84oXFfS4cyd+feVIC4kQgmM8avET/wFUTHAO8d8jpyCrT0e+7ek2NQe0tuiL0AJ1joaOQ+fa5YDcy3y4Exd5ojS7JaCrBQ1CVY9La3mQrNaXc0MxNRz/+tBqRxF6PDZ0HYYnJLSQAUhAW83LUydxRo80vA7cr7s7niDkv/5SmdKWMx6udVZWgk8ZBt8PmqhhaBy+TeDyM6FyvnzoabxWkJWt+Ir7RUbHUMj96oDzUOOeUfUhd+pNe4fN86wVLTIdws1YdvOSg/hlmElMtCroca4HsRNRW6RpLRZLbWWinqcxReTrW+aUqIJkvf5rrGRwNKcBkZpl+PKpn/Xt6eJd7lfvI237mHMkdNET/4NSKNqLsqEct0+tNOBKE5gDXy4qCCMBnS0A3fbUzXXo452ob0c3rp92PlXQ6M3UWPe5ni+5gvC+L276It0MXb8f+fEheKcrZiqx9vYGqn3mSn1HH96Z4Zj1yMcuhJnS7fLdx6dxDI0F4bsWX3Ea59wnrVXqtuP9YIVDVtxHf97zvaPhFL4NsFkRnP4rM2pSx0EPnX3Xe62Jti1boDH78qxc12RvCc5eC7Gjz+I88S9mj1bCjimBqkZLAq2zTR5krrcOm4pxLcStciDKQTbLMmreY8HLANPgwMoAYpwDIHSHHZ90jP7mTeAStn0YlAZiOmIBVwcsnnzTBuplANqadm1ynIU4WYR+TF0tKvqM5O+R+BmMbNjDb0D58vuvpJzeSnnNUTomtX7eyYq14YJ5YxwiRQvJaM+E50C2gzJF2I2O2wzvKYp2XdJdbEUIjvfGqucv6NFnzfz3izjtV/lXOyK45T2io2Ood57BfC1uM3nYvaK14UvNWN9J9e4f5w4QzPQIt8t1EShkF/pIdwSrFgGeoVrjOuFYcglScgXIr6ryWyukWx9vYS2rutbRsn7YgJLtTJxGTNG5u7n8Nc8iEzfxBw6gTHlDA0QJDfjJzZhDn2EnHm/VYBM3wzJcGke/DyoaQf0unvIW20oO4GOds99zXYbOtIRHitw53yGaj1fCwVhjPGLCDdLao6WYVXjWKSaZuFgUdj26+mdGW5MWLx5ro3nHkrx/IHJ8nC3dHvs2VzgtTNt/OTD9rkJ+Hxrb6q+V+aGUe2b8Xt3MdC+noHr73Ps7ZOYePhYTNCDUTyJoXN19V32zYBv7w8DB0JAVzxga7fL0zvTvHConZ+fSNKT8NnY6bNtQ45Xz0X5biS8FZahSUQCOmIBlqFxffjP2QDfDMBb+J7Mh7nIQ0wIXs17/Mz0+N2EDUKCVEwoyOiAX7kel7THXb1FxnJmU+vx60FlIEYIOHotwtnLCQ5YNnvXmVCwGPH0orNrVeUoykPmhtF+DiIdYXlJ4HJ4rJ9MwUf6hbqPu1A2+RMRizcKfkOErpm9vythCUGPIemSgg4pyu/FSlLcDAVGlxR8IRZmtbdaBjEpAEG71IwoXVX2sBgiu1DQoTR/aw3Jm3mP5+I2z8crSK/W7DAlPYZbJoqlvWKjY6j3XiWlqCbeU7jVdeFLzVjf6TXuHxfO0Cy0yHcLNTE2OrJi576VhGzFMtCrwBG8HqQmJ5G+tywS8tVoNldP5rFeQlvv9S2X5H0pgaVSJk5rjTbjaCuG6tqBOXQSq/9dVHIThfu/hY52I/Kj2P3vYQ6fnLXxrJorHZQz5QijPFeoAL/3/vI8yYmrRPrfpj03iKWC6gyDNEFIRH507gs3bERhMnx2ZhhEVU3BHM9XM0ommq2mqZQUa0CjuTFhcvhKlC3dbhXxBuiIBaTykqd3Zjg/4PDW+XjN7Py8a0+aBIlN2NffotD2bRAC1+lG3fUcN9TnpgIbFtGTf4Xw8nX1XT7pBty/uVAmihD2vh7JmPS0+Tx/YJJTNyIcvhpjQ0cKTwmO5hSbtMezbSbr2n162oLyMV+a0EzECzx3T47Xz7QtifjWIg/9fsBpN+BTUYujrsfQpOI3oiZbopoRrfhpyueo57HnvhTDaZPdWwpLHkcjKPVfL81n/7jFm8c6ec6O8HyvQAi4OgpjWWvR2bVZ91V5odu/mwENr+WKnM7lQxlCA1hIphyRgpgQpBsgdPWuwcXuJraasuI5qSbFS1VglMjZ56IW5z3FSFBhciAEPZKqsoe5iGwA5fpsc2qs9QYdSvOXV0V2WAbfiduht0N4EEaUJqOpIoqlvWKjgY967tUZN+ALseWp4W8EzchYN6s0YLViJTnD7YgW+W6hJjZs3My1q5du+XmV047fc9+tI2QrlIFeDY7g9aC0DpotIVdOksL2Z/C2PlE3OblVQZn5Mo/1Elpz8ETd5Gu5DOqWGlgqBw96HyJy493QTXzgCO72z1K850tVx/U2f5LIqR8QOfnX4GVqz5Uwq54jb/MnMSevgpsj/1BYv20OnWT94GF2WfBIzxo6vQyTvlvOMIwERZSdwO5/r/Y9AAh8rIEjYXZdVGzap/pkg4bAm/f5Wsp6b7aaZqakOFOQnB90+MGhDnJFyR8/PTrrNKYRSqKFgAPbcxzri87qXQ0Lrz2Ujzl8EqttPd7mT+JEY+TzuakgiDFrbc5VtlC6f3nT54n7slWnCR3RTbJFSUcs4NEdOf78zS76xyxO34ww5sNPsi59wuMrcejJCEY8zcG04pp0eXLPOLs3FxhOmXMGGaavd27ZaC3ycLgY9jv+7zujXFM+P8q4/FU2j+NqJLCvUxMUNDt6i8RsFRKoDYV5x1GvdLWeGu6w/3quPJ+HL0fZouwp4h3+YxiIMfDV4rNrte5r3pS8ncouulZ1IZmyKQTrTcmhos+eBjLZC63BRscqgKQUHC36fC1uV9/VKVKcESwqo16JEjmzpGSbJTk4k5SKMOueUmGmeyaRPV70+bcTeWTFPG2zJPtsk3NeUHfQoag01wLFV+I2BQ0WmryG0UCF56aaKLZv2MT1a5cXFfhY6F55WnOXPf/eq1meD3OhWRnr5fIjWC1YKc5wu6JFvltYcZRIlTYdlJ0kiK1FxdeUWxctq/v3CmWgV4sjeCOop3Z6IZTvtdOOOX4BERTx1+6eblM1BzlZLVnyegmtkerD2/hY3eRrWQzqlhBYmpm51d4E9rU38Xt3Ubj/Wwjlga7OzHibHse6+QGyP6z7rGeu3I2PY199HXSAzAyz4fIv+EYEnuzcjBACme5DFiYqMgwFBgrjCOXhnH+J4j1fnvXsRM7+BHP0DKggfL62PoV22sKe49KEwCNy9icY45fmfb4Wu96bqaaZKSmGsN756/tS/N3RBH/9XhfJaDDre34gCPT0MaKWQmvIFGcTuHrWXunvYvNjGMJZ0DdgLgOxbkvTEZs93tAR3SCVl7ieYCRtcupGhFINddHyya3J872cFRZcS822LTm+uS3Hxs7w3TxfkAHqa1dVSR4C4Iqn+G7CQQroNCTfaLfY2OtjOZqoBFsKfjEi+ctLCb7y6Ch/9X4nj+/IzjmOeqWrMwMuE3MY+1lyej5L7vDfTcjquvWpQAwsLbs2874ajmZ4CRJZV2lG/YC75slqbzQEL+f8hjPZzTKxg5AUfzpictZTvJB1q2XYhMd8o+BzZolt4SrJ2X7H5EcZd9b5TCEQc1y3IQRxKXgiarHVlIwreDPv8h9TBUYCRaaOwZVk7yfdgB5DcqMy+z7j+yWiqCt+B+Yi0+8XwvFO1BjDfPcqKer3kVguNCtjvVx+BC3cnmiR7xZqYmzs1khIKkmVSmxESwO7/73q1kXLWHu9khno1eIIPh+auQ7K93rdPvyuexB+fva9hlnkZFW1ZKuH0EY6UXYClBe2wZqJOchX0w3qFhlYqpW5dbt34lx9G7/3/lDKrVUV+Rb5MYSXq76uheZKmgTJjeF/By724DF2iWKZeEMYHNDFDAK/nGEYS12nsOFR7MuvYo6ew934GDrahciPYV95HWvwaHk9OJdfQeZGcLc9hSh9pv89ZKoPr+cBxNDx5q+dRQQ9aqk6pFBVkuISfCWYzBv81iMT/OBQB9dGbQ5sq663G06bSAHt8YC+MYu1SZ+ndqY5crW2M/tCa6/0dzl2DkOLBdfmXAZinhJM5Ey0VJRUCEIFlHb2vhKMZEwKfnXLtIipeebBNFu7XYq+wDE15ow9bHsswJK1x1OvbLSSPDxoGxS1JirgqqfwzIA1HR6dUY0hp8fWa4POChKR8HmI2gpTzB5HvWOoFXAB2Lc1P6uGP5zPcCJK7vA9VvXvmB8IXKXJqlCKvJTsWuV9jRvmot5MlZn/H+c8BgLN/ojJxhk3VGvNZV8xPIPQxaVgNFAcL/qc9tScmey51mCjsITgLttkran5edblVNHniahVNiA7mPc45wUUlnieSnK20TR4ImrNOt9VL+DlnMuJmcGaGWvLBJISNrU59EytrYXmYabsXQHbTIkiNJgTwFVfzZK9F8bHqo5TSaYF1RL4JLWDIHPdq+Wq4W8E9Wasw+r8xpQ1lbgV17KcuFWc4U5Bi3y3UBNyjihfM1FFqgyLILER7SRCeeP5l7Avv4qKdodZ0WWqvV7pDPRqcQSfC81aB9X32iZo34K2orXvNdPkRMPqaslWL6EVct5647kyzs1QF5SPtcjAUs3Mbaw7zBwLA2P8Ujh+rUF5yOIkws2C8qqva8G5EsjS34Wka+wsB+Jt1VklaYXj0JUZhgJq8Bh++xZEZpDoib8ErZBuGpEfR/ohEdUIgrb1aCtK5PQPy8cMkpsp3vMlVHwtMig0f+00GPSoqeoY+JCeyUNVkuJKpAuSuGPywPoCb5yN8/WHJ5FT+8ObkxauL1jX7tMd9/nztzrZuaHAozvyPLJ9NoErj2mBtSfQtJmKdHr+a5sPKT/G+9c1e3abYJiIqbkSbibsIa3h0OUY6Xz1ZrdEMu9aE2Zya2EyZ+CpGnXtNCYbLZGHowUfWwrOuAExQ7Ah7pOMBigtMCrWy7ALwtCkC5K8K3jzbBu4Jt1yegNO3WPwagZcws8xq4Y/XZAcuhxj39Z82R1+xNOUAhcX8pof9StO54rl49hAoQmOyoacn5DUwszMfzpQnPECfpgp8mTUZo8TrsnKrDaE9+TNgs8HBZ+4FBhAUetbUhtbIsX7IxY9huBw0ed76en53GZJ9tgGl73Zio5GMJOc7XHMGefT3Aw0fb6qelvVWt/lcGoDsui5ZO9GxUKsJXtP1FgHJTLdJQWPOIs3KVuMlL3ZqCdjfbTgYQvBp+a51tVwLcuJW8EZ7iS0yHcLNdHR2U0qNblsx5+dXRPTm3YhKN7zZczRc5iDx3FnELJmY6Uz0M0kXM3GYtbBzCwebhY/ubniXuuqbGvxri9gjp6tutclcqKt1dWSrV5Cq+zE/K3BboGZ3qIDSzUyt2akDW1Fy5kJmbmJCNww+11xHZXXtfBcKay+dwmSm8P/1j4dZrz6GpRXlQ0pZe1kcRJr6KNwnQkjJLxepqoeU9tteJs+gb92d1VbtKq68+UI6DUQ9JhT1dF5F8bx87THh2ueo1Qnff+GIt9/t5O/fLeTr+xNMZk3mMxL2qOK7rjPC4fauTZq8839E+HYBDy9M8u5wShvXWpDSauhYF9nV8+iybeKdFDc+Ak+Sn3E66eGefLhMLCi7QSiMI7IDPH6aYeTNyKz6qUrSWZpmvyAchZca3j3QoxUfjYRWIxsVANpQCjNe1M1xzk3lOz7Qei6DuGm+fWUYvfOND883E4h5bAeiz+I2+UN+PsFjzOeqmsMJ32fh7fWDriEn6uW12stOHkjwmtn2nh6Z4ZtG3IcvO7wdIfgzUnN928I1gvJdxPTmdoXsy6OFGSXSMAb/W2YK/N/wDH5ddHn5axLTmtsqC3FX6H+yJWkeKMZZqV9rcsZXQP401RhyRnLWuSsdD5PKV7Je5x33VlP6nL0+K6Uvf9m3EaK8A1RS/Y+1zpoVlutZtfwN4qFMtZ9XsBRN+ArDSprVuJalhPLzRnuNLTIdwsrgtnZtWpCFtaDPhZmrJQP0lxWwrLaM9C3C2pm8YZOIPJjmCOnQmm58pGFMbRfQEy1pvE77yZy5if4vbtQiQ1lcqIjHauqJVtdhHbkDH5yU0gab3Epw0wsKrBUK3MrTYLkZqyBD0MJd9HByNyofh5nXNeCc3XtDcyRU+R3/0HYK1xaTAT+VKY7fO5EMYXQ0+eorIlbMGhVGUSQZs01sixminUGPUDPreqQBkUjyUghzt3kmRYvCrQ0AIGrFF4QZoT/85tdvHMxzr6tObriPpYBf/5WJ9dGbZ64N1Oui9bSQttt7H8gxtHJTgbXfxFr+MSyBxlLwVb3ni9yY2QbPz72EudujE33C0+3cfgknL5GTafwSpJ579oiH16NcmXUJu8KJrImqmDieZKkYJasdSlGR5WE6FnDZCRj0JvwMQKBJRV/OQD9houXMrnWH+dbbTaPGQ6+mjqfZXCfZfBvJvP01DUGiNlq/s/NkNePZU1+8mE75wcctvcWORZ4/M9XJWezgmcjNt+KOyEh0JoRJemVgk2mvOX9kefK/PtC8Khjcrzo87+nChjMvocr2R+5Fik2hcAUzc9YzkfOPir6jNc4iSUE3YbEprr3eCUa7fG90Qzv1Ss5lwtuwFNRi25DcNFT/Cxb5PgCRLFZJmWV81JSo5gCfA0ZFlfD3ygWylj/IFNkqykbVtY0w4+ghdsXLfLdQk30911d3hPMzK4pH1mcJHAS5X/S0a7wPwI3dNZdZsKymjPQK4VG1sGcWbx1+zBHTmJde6ssLRd+EW04BIn1IK2wdY2QOOdfQkU6yxlZvQpbstVDaE30qjHTE4UJzIFjmKPn0cJABMV5A0u1MreFQh6x5iGcC3+Pc/4l/LV7ZxPvGte10FwReBiTVwh6djK6/lEODb7F3g4boXxkfgTh5cIx66DxmrgVXDv1rBFlJ2apOmT6JvbgMbrGzmLnM/z0zTYG7/c4sC3Dhu6SWWESLU0IfN6/7pMJYmTSRYbPmhy5FiVqKdYmfXZuKPDN/RNVxFvF16AjnSQ7AwzTwO+5D3/d3rq9Exb7u1AZbPV7d9EX7WZo8OjsfuHuSSS5mscYy5r87fsd9LT57N5c4MGNeU6cT7LfcNidtHACo2Y/66UaHVUSoscKJhsmTTwz4L284hIe0YTP62cS7JJWNfGeQkQKklIuWBMcjgFy7vwkvZa8fiwbOr0f64uiFVz0FL/hWHwuYpHT4CtV7kntL4L81EIja2FmdrYyc2yK0Jl9n2NypEZ2ttlEbjG4lRnLmUSzqKEAtAmqShk00CkgJsMa7+2WMav3eAmN9Pje55jYQvCFuM1vRExezfv8VaaI1pprvqKoNUHFsWqtg+VqqyVEKG8W3Fq2Op+R3GVf8fsJp2FlTTP8CFYTlp0z3GFoke8WaqKndy2DAzeW7wQ1NsbCzSLyY2XSLfJTRh7SWpXu37cz6m3bVe86mL+9EhS3P4MxcSWUlic3E8R60NEekAZaWoigiIqvwe++D+fCz6bbcM0kgjPlwyvUkq0eg6rVYKZXpUSw4oj8GNbIScyxC2HAowZqZW5t26GYWI+38TEiZ36Kuv423pqH6rqu+eZKWXHsvveQxRR+x3ZOenBw4DxPRy1k4KKi3aFpXWGS1yfHGsow1SX/7nsH3Ox0mUATFS8LBj1mBCDNoZNsuPwLdokiB+JtdCTWkMv4nL4AP+yL8anHBbvvT4IIK47fOOHxUaqX/NYHcPreQRZTU1JkeGpnmkd3VJqwTRH3SCcIwWRG42NN9Vyv3zth0b8LM65Vta2j0FbRL9ywMVJ9xEYvgFebfAPYpuYzD2S4f32BH77Vy5ciDt/ukQihGMkIBiZn97NuhtFRVbZqUqClpigCTFPgTURxlMHuNmsW8YaQXG6zJMeKPg9YBsE8Yxj3NUeuxnhke36uJVuzJh7Cd3DJYT0pQsJ6PdDIIJiVEW1GT+FG1kJJfdDvBxwu+lzxprP72yzJ/ilCUys7u1r6I9/qjKUQ4T2LS8H+GnL7s17AHtugU0oOF32+HLeJSVnVe9yjen3PZwhWmeH9VtymRwp6DJO7bBNXKf4645LJuXyrLcLPcm452FFrHTS7rdZKlRxUotb9T+kwIHIntxCrF8vOGe4wtMh3CzXhOJFlPX7NjbHyMLLDaC+HspPY195CS4voyb9aNe7fqwVL6XmtIp34PTtDQhZJhv2b5yBP9a6DqjKCyn7Kyg9VDW6qXEagTWcqwKJAKYTysa8eJGhbh7fhAOboaWRuNFQiTBFB+/zfgzQx0n3lcwaJTaD9FQvKLKSUaKSUYTl6mNdWItyFv+FAmOm88DKyWLtGa2bwwEj2YqaGQyfx7CDG+EXMoY/qHm+tudII/DW7KG5/BnPoBM7lf2CskOan2TznCzH2dayhXdikCnkOZTWnghhjUmPo3IL9j0vnnE/+7Zx6ASNzE3/jgaYHSOoKelQEIGX65qw2awBSeBwoKH7tm/zyYB4/fwPLELx7pZ1jgz2M2+vpmbiII8KMZlqHxl8zCZyWBtpOgFZoLTh0XjIW31Xls1FP/fuifxfmUiFUlAMspEIQQpfNyF48kmRzYE8R7/Aie9oCskXJWNaclQ1thtFRVbZKARiU0ovRBTbg+x2T76eLvJb3+PS8Y6iu4Z6xZHntTFvNmviZKJGf+TQdSyUEjawFT2uOFDxuBpotpuS7CafKLfxHGZf1hqiZnV1N/ZFvRcayRDS3m5JjbsDnYzZPRkwyemq5Tcnt3y/6vFfweMiW/LrgV7Ul65GQnXKFL62tpIDdjjkvgR1TmhezLiOB4pmYXXWPrvmKp2I2m6bq9EvBjlrroJlttVay5GAmat3/VguxEMvNGe40tMh3CzXhFosLf2gJmHNjrDxEfpzIhZexbh5CeDmEl29lvCuwlJ7XQayH4r1fpXDf18OM4pTc31+3D+vq67Okp3WvA2mio13oSMd0P+WpYws3g3CzoVQWgTac6e9pjXP+RWTqOsV7vlSTBMjCBPbND/B7d1G8+4uoWC8yN4x9/S3M4ZOrOihTTynDcvQwn0+JIDMD4f2w4wRCho7TNchzZfDAcmIYxVzV55bc830qYKMS63ET6+HCzxHJzVy+/9v097/LkYFDWNk8vvYZ69pLYLWx8eZP2dWT5ZEF+h9XXkNNBULfOxiZmxS3f67pLewWDHpMHbcyAFmrzRoQvv+E4KmIzalxxQvvCjoSgtGMQTSXYk/0EvuT3XTEekilFYcLRU66AUeuRasInNAapzgExWFeORnldN8G/K2bqu9HHfXvi/1daEZLx0REcWB7jkDV7mcN0BELSOUNfFWdDV1u2fBCG/CNZkimfpx1Ob3AGCpruA9sz9EeC5hcYJ03Oh5YOiGotRbmyqymNBx1A/4g4fB8W7VE9+moxQuZIn+RLtbMXDd6LULouoJzjWK+rHGzUEk0X8y53GsZoaQZqrLZlhD8VtxmwFf0BWrBtmSu1vxmm1MXgXW1JqeZ5ej+zTa73A6uMthRax00q63Waig5WAh3eguxerHcnOFOQ4t8t1ATQ0MDy36O1SLNvZ2wlJ7Xyozhrd1Lfvd3q74bOIlQ4r/1qVnS00bWgQaCZPWGvnRsIzuIOXE1/P9DH6EK49U9lzc9PqvNWOU1l0mSYQEC1b6ZQtu3sdrW39o+303GcvUwr9kujFDabPW/i0puIrfnHyO0P6/yoRQ8UF4Wqec3gmoYlVJk5WOk+ync/y2C7rtxDZNR7dE1+g62KtIxeZSISvG1/Rk+c9ckssKErVb/46rT1FAg4GbDjHeTW9jNX34x+7jm6DmsqwfpGjszq82ayA5h62zYMqzT5qtxh4kcfOlzFj9/xePTMYNHDCjE46CjGP4k+20xtZmGHx4KCdxjd2XZ0OHjasG7F9s4PxRhXdJFDfyMG1M12FBf/Xs974Na5AfNkls6WlLTEQvm7GcNYRuyUgvumdnQ5ZQN17MBH1WaYaUZqWMMlTXc5XnMywUz3o2MZ6mEYOZamE8aPK70tCnVjOMIQgL+et7j6ow2Wo1eS1fcZ9eGAgfqDM7Vi1she64kmgFwxVN8t6KWuJTNHlMaCdhS8kTU4nvpIl+M2bPaoBW05qIXkNXw6YhZN4HVwEO2wR7HrKrLr0RlsKPWO6FZapPVUnIwH5p1rbc7bgVnuJPQIt8t1MSmzVu5dvXSsp+n5TJePxrd2Fd/F3S0A3fbUzUzTzrahfZys7LO9awDjUDZbVjDJ3Hv+vys4+toF9rNYg0cRmQHiZx6AW2HLaXKPZeniDdUk4BZ1zzDEf+W9/luIpZyPxdEjXZhMn0Tq/9d3O2foXjPlxF+AWPyGiS9Bcn+ps1buX7tcoNXuAAqpciBC4COdmP1vcumi3/Orp4hDnxS0Rn1eeWDInGR4rmdKTyv+jBCMKv/8UzMVCDUMjubedDFtCHTdhte70Pg52e1Nat1XFmYIHLpFzhC0xHrAT+PUB6imEIWUyRiPj1tARpNryORWTh6NmBrYPCPtjpcG/Zxiym06YDW1ZvpvObw1SiDaZOOaACGyZbNCX73gMX6bskbR4b58bGX6It2o+Jr6/JOWOh9MD/5WVqw1Z1qr7axw53Vz7oEPxCUuFCtzO5iZcMLZT3r3YA3MobKGu5GcSsIQeVamE8a/ErO5aWcxz7HZDDQ5LSiQ4aO4X6FQdhchmv1Xksy6vP1fZOz5PoLBecWwnLInmeup5SuJprFqeNVOeQLUe6zrQgVAaW/FzWz2qCdLHpcnpKbN0JgK4MdcVljrzAjcDPXO6EZapPVVHIwH+7kFmL14lZxhjsFLfLdwoqj5TJeH+bKZpYxD2HQVhvKTqCj3XMeXzntoSFTg62XtN2Gu/FxzPELOOdfonjPl2dntvrexRi7iFA+OpIkf//zYDqzzzVDfrqUa14MlqP2es5zLee1qTCjTXxNmQSaQydQyU3T90f5lCnEPGRfIxiYyKAinc01JKuUIhs2AMbIaTYM/YKv7x7kyf0xZFAk8BSe5/OVx/Osby8yMAZeMONYorr/8YKoEZyYifDvoqE1IZXH2iu/xLz2Kp4wGeu6D3fd3qrg0kxlhyym8AWk0grDnwStEDrAnMr0gkYon5GiREvo7wv4g2QEIQUdcU1qLIXn2+WWbKXN9HHX58Etef7wiVHcQGDbJjJplE3XnnzY4tyNMYYGjxJYbUv2TuiK10N+FhdsFUIjheblE0kOX4lREIpXJxVPd4gqUjGRCyXnzZR61pv1XG0b8Fs1noWkwZ+IWLxR8OkwJN7UuFJT2dtKI7j5SNTC16L45MZCee1V9oA3jYWDc4u9tsXInmutp3cLHpc8VSaaztSpRoJqtZEpBBJwgQmly3+PC8qtxhACA80RNyANdDdIYJsZuFmq2uR2qqdutRBroRG0yHcLNTExMbbSQ2hhJuolDLXIszRBSER+dN7jz5Se1rUOpInq2IoX78G+/Crm6DncjY+ho11labkxdhHhFxGAOXYBa+BImPGtGnwN+elSrrlB1Ft73TSCvpzX5maJXHyZYOBDAILERsyJy+Qf/O0y2ZfFydlKgrV7MYdOIbww+FGak+KGffhmW1PLQmb6PgTJzUQv/YJd24ZC4q19hPIphpa99CYDuuM+2ZxgLDt7Mzaz//G8qKMNmTn0Edqw8Dc+UlemtksKHrAU+2PQHokz4XscGjvCydFT3Njx+Tnl3UJoXENzpFjkEQdMKRASQJPKGzimxsHjzRRs3CG5cVXRa4ebacsAqT2EXy0HaDcktoQHN+axTLBMDXjo7BDay5XX1SPbfE689iqTBWtO871KzPU+qDRDqyHiqCI/0JhfQGU2vafNBwQHz8U4fMnhezcMvrshzPiPZAzSBWNBgtBI7W6jWc/VtgFfzvGU1sJC0uCIFMSEIF1BomoVNyxEoua6lhiwxhSMjzv817c7EALGxiKgBEjNtg059m/PNRacm8JiZM+1stolzLWedtsG/+NEnnSgMCwDWwh2WJKDMwiwr8OsN0AqUPwi53K/JdlhGeXzjQeKn+SmlRaLIbCNBG4W2iPUo/SY65m83eqpF6usuRPQ4gyNoUW+W6gJpZpc39nCLMwmcWmYj9iVCMPMdlsVmLNuUwcoO4Hd/15tmTNA4M2Snta1DqbG5a/djYp2Yw4eJ3L6h9OHTW7G692FkboONFjrf4t6Nddbe91Uc7RlurbyGNftx+/YhlAe9rW3kIVJtBUNj5sfQ7jZqu/J9E3MkdNgWCijEwA/uZni9mfQHVum9hN6yfXoVeesWAt+YjMd7hUe3VREBgKhwqyvYwFCMDyhEesCOmKCVF7iz+h1XKv/8Vyo3W1h+rmS2SHM4Y8o7nimrnr8yk21tkDFEgA8nOjkjfEhfnzpFzXl3SViaRmK81cTfKDht3sEhgQvEGSKkpsTJm+6Lld1ga9uLvJ319oYLvoQB88N0IGBmPGYZrRCC82vL7QxnjPZvy3Hxk4/lLQXJtBT75oOYWL5XchifVuBud4HJTO0eUQciyI/tbLplqHZuyXPn7+l+P7JDj7KS/bZFk4gGfX8eTO7jdTuLjbrudo24Ms1ntJaWEgabArBelPyQdFnzxwkytCaI0UfV5f7ZNRE5bV0AJ+KhO7dvZbgopQcvGCzzZJ8q0uwJR6WJhy87vCj/jh3b8vUH5ybQqOy58r15QLHCj5XA4WrNJNKz7meLCnZZ5uccAOejlqsMQ2+ErP5/6UK/DDr8q24jSDMdvuEpPOVvMeRYsCDtsHhol/lTF4yWYPFE9h6AzdL3Ssu9EyuZD31rTDZu1PQ4gyNoUW+W6iJrq4eMun5iUELi8dMEmcOfYQ5/BEquXnO/snCTeNceBnrxgfl4wTJzSHpbVs3r2OwcDMIP49I9c0pDY+c/QnmyJmqLG4966CSyKi2dbht66oDBMIgeuJ7VeOaq9YfdFXPZdzskl2SF0JdtdfDJzERFO76fNPM0ZrhAD0Ts4II0kLZcXLd95N47f+OMXEVHetBeAVQ09nSshFbrJf8ru+EASAVYI5fxLn0S9y7n8NbsxstDKSfw6thzrdYlNeCdQorkqdTjGFMpNBOEi1NLOWzravAm2ccPnOvwjQkM0sR5+t/XAuVWfegcwfm0Efl4BCEjvAqvqauenzJjE21m0Xkx0LlhxA82bmGcwPXGRo4SmBPy7u74j5f2TvJ1u4iPz/Rzqf3jHP8ZozRcZtPtRkkpWBcwC8zig9zis/um2RbIse2tQFvXofPtJlMZi38Cgm+ZWjaHJ9zfpF996T5zAMZDl+N8qPDHTxxb4Y9WwqUZOwAqaw5K4gxH+Z6H1hlifzcaEiZwNzZdC8QjOcMvrV/kqsjNr+8FuUtrTEX2CA3msW+HcyeVhKltbBQZrXfDxj3FX1K8eYUiSr1OreANgFvFENTtt9ss7nsqzmDJyUyFBWCdkOw3pCsMyUGcD4H/7Td4emoyYjWrHNcdrdpnu4QvDAc4YdnJQW//rUOtbPGJlRJ5ktZ405BeX0dcwMO5T22mJLvJBwEmj+ZLPJU1MIWghm2FVjAF+I2/24iz8t5j3+ekOyNWHxXaf4yU+TkVOBCA6NT5PS6r3g2apFFz3Im/0cJp6oXdy0CaxJ2QfjVPAS2nsDNUvaK9T6TK1HOsRp6i99OaHGGxrCqyXcs3sY3vvk77HxgN1JKLl04yw9f+F5L3tDCbY2ZBEmmbyKzgxR2fQd3029g5EbKxKhM7M69GGYkk5sobn0S1b4VkR/F7n8P5/zP8DY+hihMzFm3KdCYqeu4a3bXloZfeT3s4VwYb/h6araNK/XvncfJeJYJVq2sct87GGMXw2NvfZJQj6tDYl6nS/JCqKf2WpvRsDd6E83RFupDPde1zSV7rxlEmMp0GjKD370Ta/AYQdc9VeeqNGLz1+5FFCdBmgSJjXgbHiF+5H9l/fH/GZnowTMSjHY9SnHNXrx1+5tWay/QCC+Db2omswpZkZ0FzYFNgh8dbueFQ+08uytD5d6nkf7HlZCFCSLnXkRFO/F7HqB471dQTjtGqg+7/11Efgxz5FRZLl494CmJ/uAJkirPY1ETxwSlNb7ykNkhtF+Sd1s84khOXD/IpBZT8m5NezTg9I0Ir55u4751Rf7pp8cYz07y1rk4f3MpQaFgoITmoQfS3D9mkXUNQLN/W5Yf9kX58z6TR8R0sMEyNGuTLq/lfQbtIt/cleahTUW+vCfFC4fa+fmJJD0Jn42dfnneGglYzAdPCSZy82e0G1EmwMLZ9EALPnVvlrODESbzLChrbTSLfbuYPa005susHi36HMy79JiSLULyXtFnIFDscUyiQlDUmlNuwDVf8WzMDgnmVEZzZjCkkgxtMQ1MAQfzHj/OuEQErDdNvh23sUzIFjWTOYNIu48Qgud74Z1xm5PF+QNE812bLQQJGZqeVUq8P5zKGn9qylH8RhAGGZ6L2+W+26kgoN1wecAyWGfKcsuwEhJS8KBp8LmYzV+liwz4iiejFt1S8KmIxQ8yRf4hH37D0xpXw2+22Xw2HnpllEzWKp3J52q195hjssGUuBreLfpccAPWG+F3biWpbOSZvNXlHKupt/hqQksJ0DysavL9O7/3z5BS8j/+P/9vqCDg9/7gn/Pbv/fP+JP/8P9e6aHd8bjRf33hD7XQMGoRpJlGWNrPI0oZVCEIOnegop24mz811W7LDns0Jzfhr9uHc/5nOOd+iixMIuchQrIwgT10HD+5GZEZJHr8v4a9uL0sojCB9POzvtPfd62u61pq27i5ZN8IiXH2p9jXf43Mj4UtyZwkRqofu/9dzJHTDWWba0r9F6q9Vj7STeNufarp5mg1583NYA0ewxg9N70OSkOZS/Y+cha0qh1EUD54OfyenUTO/hir/128jY/PWn/lwE94QViDx9hw9fs82DvIo7snaU9mGQ+6OHT+x5w882sG4g+jxdKJWyXSBcmhyzH2bc2Xs7MAGzvhiXszvHwiyTsX4uzaWFhU/+NZMKzwuaoI7ARdd5Hvvg9z5CTWtbdQ0e4qw7QSZG6ErkieDqXY2emzPRHgBYKJrEG6qPEKE+hiJnQpLnpYbgY5tWHrTfg8tKnA0zvT/PX7nXxpTxohIGprvvPYBH/wqTGG0hZDKQPbhI/6I/zwUDv3riuQLRhkRcD3hn3eNylngwJ8fjDuck26PLFnnI2dPumCZDRr8vyBSU7diHD4aoyNnakFAxZzbbLm+l2oum+1RRwNE/1mZtMXk8W+ncyeVgKltTBXZrXfDziYd/l01OYR28AXgn4/4HDR5xc5j4zSpJTiIces6iFdKxhSSYYsIdhiSjoNyeejFi9kXf5TqsDTUQuUQdHTtEvFzYKBTvoIAaNZk92G4F1RaEilULq2g3mP30049Bqy/N7UGn6R8xkMNB0Ctpth3/nDRZ8tpiwTbwBDCITW9PkB2yxJRIA3NQ4T6JAChGCTKWmXgrTS/JuJPB6gdLgWU0qXCXu3FNxlT7/vTCEwZyztWq32Dhd9BoPQbR4E2yzJd5MOGwy5aFLZf/0KyUUQskafyVtVzrEcJnt3AhZSArQ4Q2NY1eR7cmKMN994hVw2lF2+/dZr/OM//JcrPKqPB7q6exgavLnSw7jjMCvLqnyM1HUK93+r/G/KacdwM+VaX3PoI/yeB0KCoIPpbKabAQT+mgexbn6Akepf8PyyMIFVmEAbEbCiaGEggiLCL8weKwIRbUf5qi5jscW2jZtL9h1mZN8j/9DvoGK9WNffxjn34vQXlQIVzDrWXDXzNYnrwIeYYxfnr70OXNAKHVmaOdpcYyvP2+h5tN2GMiOoWA/FrU9hpq+Xgxfz1qVfeQ3n2sGqIIJM38QcOlElp9bSwjn/M8yx8+E8WHHMkTMU7/lSleJCpm+w8er3+freUZ480IZR6ECmb+J3r+fhu/IcfP8sP33/MiMihrITTXNA11pw8kaE1860zZIb795c4OKww89PJHj3UnxR/Y+rzlW57nQQ/l8JAorbn8GYuII5eDwspaiATN9k/dgbfHXvOGcuxchLEykMCq5EIXBMhUDgBj5oSAUe/tSmsSvu8419k/zhE2MECv7uaDt3ryly79oiNyYshtMm69o9OuNhcMENBIbUjKRN/pdXegl06Zph2A+zQREDeto9HtyR4ZtT9d0QSrQHJk2yRcn+rXm+/24n65IeR67OHbCYb5MVtLUxOTFbHTPffVusMqGZ2fTFZLFvN7OnW43KPUItafArWZcOKcvEG6bbYaE1PVLwn1IFDCnKxLuESuKV1tVkSAK2EDgCbCH5nTabg3mPi74iIkRIapUk0IqJnEGqIEkXDNqEWlClUCvoNKZCafak0jwRteiuqK2+5iu+HLM4VBTcCDS+1lX9uS94Aa/lXN4v+vQHmv/vZIH/mCrSKQV32wYPOybbzdAsTWvNwbxHhyGYUJq9tsGjEYsNpmQg0PwsW+T4FNFZTGBIAPsdk3+ScHARs/p3L9a5fXfU5mGThqXZq1VZ0io3mY16lAC0tzM2OjL/gVooY1WT7xf+5i+q/ndnVw8TNX74W2g+IpHoSg/hzsTMLGtFf+PKz0A1OS/e+5UwM1dJECoyg41kXXUdpmEloupvfoyicOrOYi+mbdxcsu9KRYBwM+hIB/iFWbXkJam3cpJTRmP7Zl0XgTcncY1++J+whk7MXXstLaSbDlt3JTfPfe3zmKMtZNSmI+0UNzwKCIzsTYRfwJy4RJDYRBDtxul7Fz+5aW7Z+5ZP4/S9g8gOQ3IT5sjZsIY7uYnC/d9CR7vDMoWrBzEyN7H63w+DJEKipQXSqKoBtwc/5MHuQZ480BH+2E61ApOFMWR2hKd2RTg/YPPa5G687p3zro1G3eHHsiY/+bCd8wMOB7bnZmW4c+7ieh/PGtd85QbKR7op3I2PheaByq8KrNhDR9nVPcgz96cpFOBXlyNs901itmZTp4ttajIFg5GMQSovyyStso7ZV4KoFSAEDKXCY2/o8MgUJZN5g4ilp3tW5wwKvpxlVlbKBhm2z7c+OcJ969xZl+IFoTu8F8BgyuTP3+omU6gdsFhok/VyscDkHPO50H1rVJnQzGz6YsjKXBnd8NzLb/a02jFzj1ApDTYBBPxBIlIm3pWwhaDbNHgqZvO9dBF/qma/Eu2GxGQ2GdKE9dY2AgQYSB6PmPws51JQmogQBFpT8AV941bZ02AhlUKtoNP7BY+znuLZqIkUgr9NFyg1aNxmGVUZ+7/PeWQr+nMfzHu8kAmJ9jNRizWGJKvhg4LHFT+g31Nc9lyeilpsNAQvFXzOuAGmgK+2OVWZ88lAsckQ/KoiO91oYKg0j5aUWDWuv1FSWXpXfLErSaEwpZprQJq9WpUlqzUosFKoVwlwImispOPjjlVNvivR1dXDF770Tf7+pR/M+Zn29k7aOzoB6Lt+hTVr12PbDoVCnrHRETZsDDfOY2MjSCHo6AwJT3/fVXp61+I4EdxikaGhATZt3gqE9vlKKbq6eoBQatXV3UMkEsXzXAZu9rN5y3YAJifH8T2P7p41AAzc7CPZ3kksFsf3PW70X2fL1h0ApFKTuMUCPb1rARgcuEFbIkk83oYKAvr6rrJ5y3aEEGTSKfL5HL1rwuzL0OBNYvE4bW1JtNZcv3aZTZu2Ig2DbDZDJpNi7doNAIwMD+I4ERLJdgCuXb3Exo1bMEyTXC5LanKcdes3hZ8dGcKyLNrbO+npWcP1a5dZt34TlmVRyOcYHx9l/YapORwdRhoGHR1dU/N9lTVr1mE7DsVCgZHRITZu3ALA+FjY3qqza2q++6/R070GJzLHfAcBXd29ANy8cZ3Ozm4i0Rie5zFws69qvj3Po6fGfAe+T3//tfJ8p1OTFCvne/AGbW1zzHcmRS6bZc3a9QAMDw0QjcZoS8wx3+kUa9dNz7ftREhWzPeGjZsxTYtsNsNopoCji+hoDM91EUYcQxoYxXF8QEoDgUJKgdaCiGViSImOtCMERKIxAAqFPI7tIKREKUUQSWJH46xb20VqcgKlNYm2JLl8jom8j2FHkcrFx6C47XMY9z6DJQS+76G1hq2Poa68gTj1UwzLxr/nC+itT6CFwJ564fob96GuvEnbtX+gN24yOjJMMtlONBbH931u3rhensN0apJCIV9es4ODN2iLJ4jF2wgCnxv919m0eRuguTGeR0Q7iE5dm+sWMdDYmRvk7/9mWBdv2kjDwDRi+IGN40QAUB3bEIPH0VYcHetCqAC7MILu2oJaex/FdXvQfW9jXX0Teu7Fsm1M05qew0gEHnoe44M/xe57G+Oez4Vk1nPDtmimhbzyPiI/QWTkI4Ktj6G1pugWy5tP3/fQShEbPUV71CIbmHR19xCNxsjlsgylXdT9X4FtTyICH5TGsm3Y+hjuhX8gcu7vILEeqzCC37YB98HvoGPdkB3B6nsPMzsUyp6tGLYTwTDCzFG+kA/nLNUP/R+CEESuvAo3P0D7BYr3fhXvgXD+giDAkAbFju0Q78W5+DIb2qMYhkH/yCSWn8Oemv98NkVX5iQH9gRI5aINZyr7HyCzI6hYNzrSxf6daY7++jpjm38Htj5GcPl1xNmX2NAZx7JshgZvUjTi6J6dBOsfpigjOEEOc+AYxtg5dHZkag1MvyPa2hLk8jlGs0V+fa2dEzfzWDLA9RTC6SHaHidpZpb8johEItycLJBzkuV1F/g+gQqwbQetFQUvizBsDCmJmgZ5RfjZwKN77F0ePZAiGo2wY53k+6cUv466/IstCjGVxYrZmjYn4D/3Cc4FPt09a5D+OI/eNQbSJJXXdLXB7k15Xj+b4PMPhhnjrnhA/4RN0QeFgWkaHO1rRzrdkJ9g3fqNVb9r6zdsopjqI+85mKbGssJASSGfw3YcpDRQKmAsK1EySnvvJsTkOErrqt+1aMRhjwh4riOO5xbL7xrf81Ba88WuGNcm8wwVDbp6eonWmO/xsVHeu5rj7HAnhlTkCx6eSJBs72Rjp0F/xXt2rndEvC2BUoq+61c4P9LOWxc1n9mZJVB++bkvFgq8dq6NC6PtrF2/joGb/WzctBXDMMhlM6RSk6xbv7H8u+YHAUcVfDISpVDIE3EiCCkJggDf87Adh6M5n4Jl0x6Nl/cR169d5u89uEzAI45JXAXkTIv38y4fFQLyTpQtU+Nf6j5i0+ZtaK1IpSYJfH/V7yM6p/ZPM/cRw8ODaMOgzXNZG4uB8srzrYIA13MRQhIIQY9hhNlsJ0rUkBTy+ak1K8kFeXwhiNsOa2MxTBlqj7UKSCnNBgNySjMSaGJCMBZojhQ8NlomKaVQGiwnhiUEhXyOIz7I9k7Wx9qq1uzY2AiRfJZvtcd4pi2KWyxiWhZSCHY7Bf6n8Rwd0iCPwJAKpgIFCRkSMMu06LAF+ZwHWiOl5KQX8Hbe46moxSO2wRrTYN1Un/OvxUKp/C9zLnucMGjwZt4jAHpsizUSfjMezkFIdjQTXoCwLL4YjXFJpXgz73JBWLwVCJ60JYY0MC2rfD/e8uGCsOjs7iA1Ocm69RtQI4N02xamaWFNfbZyvpVSdHgB8UiEZM/a8j6is7MbrRU3b/TT3dNLJBJlYmyYXV6eL3a14zgRAt9HaY1th++ez4o8l5TgqBUlOmO+U5MTuJ6LYVkcDQocQGDZFoYR1vsXpn7XtNZ8mHHJGxZbpvbutd4RmzZvQ0pJNpMmk02X1+zw0ACRSJREsr28vud7R9iWTSLZTnF4gIlAEWmLV70jnEhkan/ikvE0hhNhc+86+vuu3rFcY3DgBm064DeSMWKxCPl8jkgkihCCIPDx/fCd/BsYnM0U6ejoItneUX5H1MM1Su/ZO4VrXLt6iXogejbvWrHQzSOPfpLf+t0/rPm3v/7L/40P3v81AGvWrue/+Rf/Vz48/C4v/vRvbuUQP7YobSBbaC40Am/jI+Qf+m4542Zf/CUCTfbx/w6EwEj1Tdf6Kp/osb/A3foUQdddcx7XHDxO9KO/qqr5npltta4eBCtKYddvg67VjkwTf/v/g0qsL48v/Omv/kxltrmRrOZcn1V2gvyDv42/dvf0h70c0Y/+ivy+P8LvvR9RTGOk+6syy+bQSeyrb6CdJO6mTxB031s2oZOpPrxNj4dmWcLAOfNjtBnBvevZmmNzzr2EdeMDgs7teD27QiM6L1uV0Z2zLl1r7PN/j3P1jTCDPMO93dv4aNX9rkLg0fbW/wsV7aJ475drutA751/COfczCFxyj/2rqgxs2aU8uQlvzUMIrTH73kZIg/zuf4SKdaLtsO2VyI9hZIchcGfdw6o16eXYevrf8S8/P8mOTVZYd5/qAy8HVowguQm04mKfx7//RTvX7v9XYMVmrY355msud/hZCoH8ONbgEcyxi3X1oW4ENdfdDJhDJ4mc+ymFu76AjnaGioWbh1iXOcz/8bMD3LXG5e+OJLkxYWK7FhsDm6eSkl4bBovwq3G4IlyyIuDUjQhd8YB/9cwwd61xsQzNunafiZzk3/6ql2d3pfndx8dJFw3ODTgUfYHrC14708ZPPmyn6Asi5pTUviDRenpOhdB86u4sf/TU6JxZ4j99vZu3zsfnlH4nBfzTZIT9kVp5sRCHCx5/lmqsbnapqOzzvZRses2sPtNZ7PkydcttNHQ7GhkttEdYaD11ScFFL+B76SL/h/ZIVeZba82fpgq8WfBnHccidDtPyNCwLSIEh4o+/2Yyzx+02TwVtUlNmZIFLHx/BaFZ2h8lI7MyewkB/8NoFikED9gmn42FGeyhQPF6zuOSH/AbEQtfa/5LusiXYxZ5DafdgL2OyR8nHTwE99oGmqmsvYasUvw/xnIYwI1A8U7B54tRkxsKvptw+EzMLk0EI0pXGbRVPoOV2fqFXMAX83zPtS6b9a5YyjO5XJhvPZTG9qepwsem5rtbCv5VR5S75lEoXPAC/v1EntGPoQndYrGime8P3v91mWDPhS1bd/BHf/zf8cqvXuL1V39+i0bWwuYt2+uO4Hwc0Kh0di7Ucrj21zyEc+Hvcc6/hLvpN6r7LwsDVIDd/y75zh11t6SaRXyUj608Cju+StC2JiRhyptxnABtRvHW7SufJxKNkc/nKsYzbSymhcTvua8ug7X5ZNeiMDG75daUzFnkw0imLE5WEe+yQ/e2p/DX7CZIbkQ7Icn0Nn8S5/xL2JdfDc2ykpvxNj0e1ovPkA+XELStw3azmCNnMcavIHQAXh4RFMpUZZY5mhUPneL7fo0sTOCvfXDW9RljF1GRrrmN2pSHBoKOHbOJ99R8F+/5MubQKcybh8IM9NT4K13KS9J8Y+IKdjFN4YHfRMW6kLlRlO8i/Xy4rpQ3yxxu1po0bDwsJtMBCAeZG0EUJgFNEOsu19mn0gE+VvleVR4XN71w+7YZ7vA1yXrHNvx1e5vWV7xqGPW0ehs4jEjfJHrqb6tM+vxoWE/qB3Bl1Oa7nxhna7fLq6fa+MtLCXRWoIRmw5YC39qaY2DS4vq4jRtM1zGX6rETEcWXdqf4u6NJTvRF2bslh+sLRjImhy7HODvgsL7d49kH03TEAiZqkM9m1FzXI7dcE4thpYu3VG45ljV583yco9ej2Mbi6/yX0rJoOc2ebteWRps2b+P6tctz/n2hmvlUoPhFzmWbKauIt6cUr+Q9Pir6NY+jAUvAmFKsNww2GvBnKZ99tsEbBZ+LnmKvYxIAI3XM5Vw1viaQUZoAwWejNn+cdIhLWa4IezZq8V/SRf4uW8Sfqg1/MeexxRCMKM2DtkFKwwZTlIk3Gnw0CMGnoxbfSxd53DE4UvR5Le/TaUqiAiYCRUZpClpT0JCvcDOvlDw34gLeqIfBXOvyRNHHqHhXRGfuEaZQjzR7pdqIzYdWuUk16i0PMJwI5Geb9rZQG6tadt7Tu5Z/9sf/HT/50fc59MHbKz2cFj6mWKhet1HUcrhW8bVETv4N9vW3Z/f5nrgM0qi7JVVNA7OK2nId7UJ7uVlO2iVipyMd845fO0m06VDc8gTetqdnm3/NIErzGoVNfdYcPj2rVVmQ3Izd/x5+z/3VAQmm68G9TY8jvHw1oRaC4o7PYw6dxBw4ipvchCrV2VeQ1+ljncTuewd//cM1e6xXzlNojvY+5sDx0LBOa5AGxR3P1L6+/nexbh4J+0bXcMxGSISQeOv3zU3QhcBbvw/rxvtQQThmuuTL4iT4eUCjI+1hxrswiZEdBK1m3cPKeQjX5C8wJ6/ird3LhLmJw2eus3/dADIogOmAXwQjAqYT1tte0oy2HwAzWg7klI6rrYXbt1UGAOrqtd6kvuLlwzbQ6k1rHc6h1oAo1yPfty40KuxJ+Ny1xuWuNWO4nxqj4EmG0ibpQrhhyXsSS2pGs0ZVHXOpHntjp8fXHk7x/qUo/+6VXnJFiacEfgDPPZTmG/smq4a3b2u+nBEvEfCl1lzXs8maCIJbWoM5nXmTeEXB2BIzwre6ZdFCGe3braVR5fUUhwdmK6MqsBCJeTnn8m7BY7MhOVyQFIHjBZ+rgcJVmmDqfJXHeSYaysEzWmMjaBOav8h4XPACvpOwkcChQsBPsi4DgWI8UGWn7LkwV9BJAgcLPg86Jp+NmgwrTUxqxNQ7WAjB77TZvFPweDUfBlHHVEiIe6UgICTNEvA1KDS+DnuDK8K6cIDolHx9VGsCX/EXqSIeRTShrF4IyiZzADZQqFgT9QaGGiGV863LV3IuL+W8ptVr3+pnsh6sxqDASqHeoI0bSbTId45xbwYAAQAASURBVANY1eT727/5+7z/7pst4r0CmJxsGdtBfcRxsQR8tjN4GiPVjzn0Uc0Me72tvGoaSc3IJM90VC9/Rvkh2UyGtTm+PyM7zpSxmGHjbfn0gkQJqJtUzbw+bThY/e8QcZJVrbHKJnR3fR7h5cr/BmBMXAlJ0/BpZDGFzA2Hf452Vc1D+T5MZY+9zZ/EW/dwXfe40rDOHDmNNqO493wpHEulmkAIvM2fQmaHazpmhwdTaMMGw5n9t0oYU5LLvnfCgIcOqlzyRX4sDFBU3efQhM5w07PI90xzOBXpwE9uQqsA++rr4OU5Na54/WjAZ3bmw2z31BgUkjc+zPHR6FoKe76MchJlJUX5uAu1b2OKqItw86ateENkvVlYqEUegYe38dHZfxs+zckbAe9cjIOGkXSFGZsJqYKk4E1v6KdduWtnqH0l6E34xBxNpiAZz5mA5tP3ZGcR76np4OmdGc4POFVS8rGsyVvn4xzri2JJjQaKngARStMrpeozUc8m6510DtdQdDuqpvx9qSgrjLSmRxV4wIJHmpwRXs4sdiUWymjXa2S0WuStM68njeQ9bc57P2qRmEuuz5sFn5QKA1mXfMXJyQJtEh6yw17dlfN1pOjjas2reY+RQPFE1KZDQr+v+V8mPQYDxXfaHJ6K2tjAb0Tghh/wy5zLX6SKC85draCTrzVZpTnh+vyjZIR2QzIYKFwNXUbog+JqzXCguN8yOJiv/p0sTv3tLm2QURpT6Ons9xRGgvCdnFfTJNWWgqgU/Gbc5rqv+IecyxpDsj9iss00yGvNi1kXR4qyuVsjqIdULrQuPxezOVjwy+8KzwsD+yZhkEBNzWkjnQBu1TPZCFZjUGAlUG/QxrdahmuNYNWS746OLnbe/xB3372TJ556pupvf/If/jWXLp5doZF9POB7s0nXxw3LnY2r7Qw+t1t43a28ahGfikyyt/mT1Y7q5QEZCD+PNfDhVK20QM/8gdc6dAZPbCqTsdLxy3kK5YdEaehUmTTVQ6pmXV9QBC+Pc+HnmOOX8NbuQdttiOwwRm4kHP0UgZTFSeTwSZxzL6La1lO8/5toM4YxegZz7ALOldfQwiyTvRLMweOoaDfehkdn18HXuMdVwRgdYN34gOJdnydo3zxdU11JwHWA37srJLS1JO/SQigPmbmJyI+h7QQiKISt4KbmV+THkJlBROASufwPmOk+vO77EX4RbUZDj4CSpLye+zyjTKFWiQKBS9/oBX585m85P3iDA/dAMmEweX2S929EODmylr67/glBR2heor3cVH12eFxtt83bvk2mb4YeBAJUJDRdMUdOo+JraisEmJ2tbxbmeq603Ubh3q/MGXgbOfciLx6F9mjAr04meHRHjmCqPVa6IPGC8DszXbkXylCHxBuSUcWB7bn5Hh0ObM9xrC9a5YKuERhCc+/aAo/syNHdVluqPhMLbbIOFj2uSZfffHScu9a4dR2zEZQ7LCS3sv7G23zVSfB0xEB6OYTyVnVGeCYWyhz+JOOi55A7l7CaWhrVuh7DMNhjRha8H5UkRgMRIdg5IyjxYTHsl/2IY7K3VEdsGaw1JMOB5tMRk7ssgw9dn7/NFJFARIStsizg0YhJuxT4Giw0vYbgPtsgNtUzez5UBp1uBIrDRZ8rnsKfknUrrckpTUKG133dC7PDAvCAeA15deUxx5UmKXXVO6TUVmybKTniBuX67a/HbZ6NWhSBQ0WP5xMOvxt3uKk0Q4EiKqBXOmwy5aKfgYVI5XyttkxACsGTEZOf5Txey3t8Xgi6pKBDCiwhcJXir7MeZ73bX5q9GoMCK4F6gjZxpRY+UAtlrFryPTExxv/pv/39lR7GxxbdPWvIZjMLf/AOxrytiGDZsnHzoa5WXoFXbjlVSVaqasu3PElVDHdKZisLE0g3XZbiWraNn/erPmOMnadwz1fCf5MW2o6jnPb/P3t/HiTJdV55or97fYslI7fKWrP2DUBhB0isJBaSILgBJEGCpERRLfUiWc+b7h6zNzZm7z2zNps3NtZjz8ZmWt2m6elWtySSoigKJEiR2EhQAAiA2At7VaH2fcnKPSNj8eXe+/64EZERkRGZkVlZqCqwjpkMYmWmh/t1D3c/33fO+WrERYaTmFS/DR8TsrMOaGU/649Pp3pJVlxD0r0BpzCEf/gZ610O82AUojRW69A7o/sJDj5FuPkzhFc+VOsGGz9LtO4TpPb+lODAU6Tf/C/Ea2+vhXn5Z3ZS3v7l1gF00ORjnm4sxiSNY+LayvmdABnmrWzbr7vlGoN38lVEeQrv+IvI/Gmc6ZO2QCAkcf9W1PKrMUGP9R5XCi3eyddtYcPxcMf2k7iNXfM5z7Nw8E68iDN2ELDdmFkFJumCdElWXcfxdD/jO/+cdyYyOBJUaZLRnh0Ub/gXqL6Ntc1qv5vUgSdn7A9z+KmrIXEm6Ka04xv2XETTOOOHCPY/PhOU13wq5hjlVg8DCNenO4hxpSZJ9Lwd2ubvlUGQLL9q3sLb6MnXGCs4TIeS//Z8P/deOY0y9S/Zrf3WzR3qVj5mTxp6M3N3E3oyCk82vhj2ZxO+ctPkLO93K6l6M9q9ZL0ZJQwFZX7/0wV2rJpe0DY7QX0BKHXwl1ztwt3LN2CEQJfGkMVhhI4vyo5wM9p1Dk8mqkbsuh1BaLgkRhq1Ox7fD1BKdXQ+qiSmXwoeaFGU+Eza47Uw4alizHJX1sZ3vRklXOs7fCXrM2lgs+cQVcLUtniS1Y7kfxkv8UQh5p4MPFOMeDdSGAOTWlOurFv3HNL/atHpe/kyk9qwwXX4Ti6gVwr+z4kSpxJDv2PIYuXuUWVNbIe3tby6vpD12bTHiBQMSKBKTqcjDscJ612HXZFqWONECJ4qhKxwHL6R9dFCsFzCuIKzyqCW4DswF6lsJcP3gFwdwb4z7fFEMebxYsQpZfhixmOgbv750URxve+wM/zdkmh/lDFf0eYyZ1gYLlryfRmXccHRqXR2CbpxSxXoZqy+lNSRZ1Bn30V1ryNZeR26axU6t5p47W34h5/BO/UGybIrZsvXKwSkKsUV627FaZrzbb2/HkgPlV2OqUq6K1BBDufs+9i2ZjJnBxRak6rmbmwM9neSEO/UG6T2P95A7twzb6GzK4m2fN5KpIVAFkdBRThxkXjwNtyx/bgnX8edOFLprMcYxxYPaqh2inVs070dvyaPnlWMaZLyQ2s5vyiPIUujpPc80nIGuUyKONOn0dmVlK/4MiYzYFPbT7yKt+vv0H6uwdMvMIh4GhOLBpVCbR9yq4nXfBz/4K/wTr5GMnCVLYaoEHd4F87UCeI1H0eWx+YNhNOZfpKuNZzZ+mWSzADu2AG8U6+T+uAnRIO32lT40hj+sRfxTr9Rk+e381PXZP6Dt5KsvKGh6BGvuxN36O2ZoLz6DniLUMGW++tlWdal2LE24eZtgt6MYHI8ZOd+2H3SbyCIc33nFlp4G857/PiNXvacSnXstzaIWXO76xHrmXC2dpiRs1d3a2aOeKdS9Wa0esla1h/yp/eOsG0waLD1dbrNudCgMDKK/rG9fCzbVSNnJt2PSWaKWhdTR7gVWnUO3w4TXijFrHcl38kFeBj+46Sdb+0B7XRmF2LOcTPm6oRC5+ejHYl3gT5H8nBXwO7IFigGXYfEGI7Emj/MBSx3HZJEs9qVJMZwRmmKxhLFezIefzZR4q0oZq3j8O1cwAopeTNMeLYUcSTR3OA73Jjy2loXxrThnUjxza6Ab2V9PGk/59rAZVeUcJMvyQM9QrDWcQgElA0MJ4q32sir6wtZtwYuEng3UuyLFbGxwWt74piCscWB6honxnAw1nwnF1BGIIwtkuakYLyyz+fzO9Asw/eAVa5kQIra/bBs7Jzzza7g5VBxJlE1T/pGT/K1roA1jqRsLo5U8PmyFy6jM1xWAiwdLpPvy2iJM6dPXOhduPBYJHFc8Mekekn6t7YdcbWg7VSD4dL9NhV2eFdDNzEZ2IGcOEJw5Dm802+2JftVKa4Y/QAHp+F3DAJv6G3i9Z+cRbwBS5SGd6GDHHLq5PyJ0k2kqq3cX7rgu8Qb7sId/QB3dL8ld4O3zvifTYJIlCW84WQtaK5B3l4/jk3k7DmsdPApjuCfeBm30hnGGExVAu+mGosxzRJvIWbLvKvHV57AO7UTd2Tv7FFrqV7CTZ8h3ngvxu+y4XA9G0iWX0tq788I9v285XXQiuDK/Gncs+/hTB1HRtPIyWN4p3aiMwPozDJU9zrKV3wZne4D6eGdfNUGwk2dRHcPzj4/jg9CQpSHnvW2kJNdgTv0Lqk9P5k5TOnN+O/rrqFmP7V39HlM0D2LeAOIuEi09g7c0X2NHvkWoYKtoP0c/T0OX/645u4bM1Rn5LIhx41XjPObN6b5h51djBXc+UMUF1F466SbvRBUQ92q4WyzPr9Jzg6QSy1Oqj77Fw0m0GhpcIDB/gghIAxnB+p0vM02aCh0JBGeSeh1s42/E3RjwmlE5Zq5GDrC7dDcOTyZKF4oxXwu6/Nw1kcI69e9vpzwQaT4dNpjSJlZBLw5ffpCoV0gWVgu1/7/Ts5HOxIvK58hhOCuSgJ4Ukn3lsCgK+kS4AgrNXekxEVwTCnOKkNJG/La8K2ugO/kAgSCE4niat/h7lSaZ8oJTxUjbhdwc8praV0QwBWewy2By3FlkEqhgR2+w/enQh4rxfyTrhTrPVl7JnUbw9NFxYg29EkYa6G6rRay3ign5BzBVZ7DVyue9rG6QkBsTG2Nw8oSDjiywSfuCkH9WZhvzRdLOJuzH3JSNBDvqmR+iyf577tT6MkQheazmYCgYgWo4lwLBDlssn1S2a/FbOZSnSZwqeEyZ1gYLpPvy2iJ7p4+RoaHLvRuXFB0NIqog27cXNB+jqR7PWiFd/ZdAFT3OsJN95H0bia1//Ga/3SurnjLYDjpUV5+Nd6JV/CPPIsojOBOHa10W+dPpRQYelIuExNjGK8Lk+rFVIPhxg7inXjFznwWjWQz2P8YcuoE0eBtpEqPt06UrpBU79jzOKMHqH+sdtR1XHs77rvft+RubB8iKmCQiOIYMinOeKDr0EqlIKJpvLPvEW65H2/oXYIDT6C7Bylf8y10dgUyf4pg3y8wToBoUYypl3iH275UKcSY2lo0k8Zmy4BBkAxcRbTti2gvg1CRHe1ltPXOr7oRd/h9ZHG0JfGsJ7g61Y8zeQzVvZZowz3gBojSGO7IB4hwkqR/KyIJCQ4+BUkJGU6B9MEo0u//kHjldTWVxMwHuGg/h3/mbZKBHSAEumuVJcYVbzjSI73rhzZ1vsX+1fzUwgEBpR3faC3z1zFOcYSkbyvB/sdRfVs6LkQZBKR72LF2krs+ngMpbUK5ThA6gXQf91xfZP/pMi8eXjZ3iOKBJxddeJuvm70QLGZ82GKl6vWon6vdm1FMlyX7hwIe3dnLp64OuXr1bNvLfNucE/WFDscnFi4TTUGPRnr2XFU+4mLoCLdDc+dwZ5iw3pU14g020OumwOWR6YhnSzG3BC7jDS6gi2ekUbsUfNfziKIQ6Ox8tCPx1YAuELUE8OpYLUfAmDJEFRt49a8zEhwFQ0rzD9MRWzyHBzMepxLDkFKE2JTwUQPX+Q6/LUt+kA/5di5g0HVmybbrCwP13+hB12HaGJ4uxpQ13JXxWO5Ihitzvk8qzf8jF/DTYszTlcTzZhggLQVfyjTK7TfVZRj8ohCxL4xZ5UicylaqgWxVJMZQ/y9zrfm5EM56yfx9aY9eKRuI9yOFiGOJ5ptdPr6U3JXx+d5UaRbxhsUXybIC+h1JtxA4ArqFoGQMhxO9IMK8XAq+WrE5qKbshUshO+JSwmXOsDBcJt+X0RKZTHb+X/qIYyGjiBYDA+hUD7p3Q0XCu8zKjU++aklg1yr78+VXzZlw3rZTrGNLulZcg3fmTVL7fo5Q0YL2t2D8lmnPzsgHBAefwpk61ig/PvkqcuoE8drbMF7W+p3L4zMd0FU3W3JnErzTb+FMHkH1bsAUM8jSODIudN51dFPI8jju6bcg1Uvm3e9hvAyqe+1sEkk7lYJBTh0n9cFPcUf2Em75DOGOb+JMHMY/8izeKTtbW2dXICeP4p14uaEYUy/ld0f3kfRtBel0PI7OpHoJN9yN6llX2Rvsi4rRiPIETnFk3lyB6vgznV5GuPVzxOs+AaZCwHo3Em77EsHBXxLs/RmqfxvJimtwz+4i6dtCsvxqjJtClMZxJw/P9lwbg0hK+IXTxK0KKMKZ93vQ6OPvm/vc6hikgyyNkXn7L+06dGDBMEEPuZTm5is9cDz726KyjzpGJCGkuvnY5lHeOSuZHLx1Ti+3e/KN81546wQLHR+2GKl6PVr5xV1p+MpNU/xqVxe/2tVLb6rEYF/j92iubc6L+kKHdBnrv4I3xt7ixlxfjagIHdde4C+WjnA71HcOFXCkIiGudXyNYUIbVrkOd6U9nirGvBUmbPccui7CkUbtUvAdpzKpoMPz0Y7EJ8CENvRIUyOcgbDBbNf6Ds9Vgskyle44WNl1j5RMK8X+RPHNLp8DiUYDXUKwQkrSUqCBcWW4LXD5Xj7kx/mQezI+1wduQ1e2XWGgrDWJgT/IBRjgb/Mh2thbwnW+y8O5gC2ew6SxAWmtut/t5PbV49juOXRJwdPlhP2JBgRlY3isEM38TeWaqX7r5lrzpRhfV5XMH4oVX8oGDLozfu5jieautMca1yE2huXuTMHEbboFLKZItsIR3BK43J/xZ/nIbw4685H3S0GPtNfPP+9O1a6xvLYKk0shO+JSw2XOsDBcJt+X0RKtRkz9LmK+UUSLGTNWhU4vI9z+Zco7vt7wgh+vu5PUO98lOPQ04fYvVSS6M92s5hFYtU6x41GfOF6DUcQrrsU9+z5ChS33Zbb/NY9J9VLa9FlKqz4+u0N48hW8Y7+FqDAjPzYa1bWGcMvn0N2DuEPvzqSRlydwh95DFEftrHHHJ1l2BeVtX0D1bSU49EtSH/wDFIZAhZ11HZNyg3xY5wYx0rHFixYkshVZMn6OZPk1BPufIFl1HdGmz+Afeppg788w2RWUr3gQ3bUKWRwj2Psz3JHdBLsfIdzxcG1NkuVXo1P9BPseI3PsxcrJnd+3b7Bdft2zoenghPWYZ5Zhouna2DUdyDnIqED1b7Ej2Yxq+HcwVpo/fhDtd+GMHyLc9nkbTAfI6TM406eItn4O/8gzM57r7EpLrKeOkwsEaim+B606yk1J+SKcQqiwwR4wF+w6ZvE8SU9uNvE00gOpQLr0ZAyOn7Ikvz6tv7ZcFXvC2ffPa+FtIViInH0xUvUq2vnFEy2YLDk8/LFJPjidYefRDIN9Ux1tsxM0K4yildeza3Q3vxk/y919KxBC2GvCJBdVR7gd6juHtwT2Fava0cUYRiokAOD6wGXAETxdjPmrvL03X2ye1PrjqSd0xugFnY+5RtnltR3N9XwpZqMnaxLre1Ie/26ixE+Lgj/qagyW7Bbwg2JMYuAqz0EC3VKw0pFkpCAt7ETu1Q4cix1cAdelXJ4vxQw4oqEr264wkNe2+35D4HJrymVSG0rGkBKi5nEGWOFIvDZTz+fyzFezAK71Ha7wHLZ4DjHwTClmZznhfxsv8f/qTTFiqF0zc635fER/IYRzTBteKSecVYYuOePnfqjLt558LKE9ndhkeKeWAU9tPxdaJOuXgm92BfxpLkDImfvJvWmPRwoRTxZCNrmS8Tmut34peCDjsSfW3JfxyVa+ez3SfvfOJLpGwBcqi7/sHW+Py5xhYbhMvi+jJU6dPH6hd6EtliqcrFN0POJrATAI1LLthNu+2LIDh3RRA1cQrb/bkpB6QiXqR2C9hnEDdG4QlRtsSBwX1eAv6WJS/RgnwJCf9creyv8aHHgS3b12FvGuff7gbThTJzB+lnDwFtwz7+AUTuMUzuAcfAqVW4szeaRGdg2CZOW1FG/+l4ikiHtqJ+7oXrzRD+zP+rehulZCUkbmO/CJn3gZ3BTlLffX+a1tAFy87k6C/Y/NJpGtyJJ0Sfq34515i3j1x3BP7yS1+8eEG++x5NQNrOfZKJLlO0i99z2Cg79C1qemV0no1NEFFWOM14V20zOBbZWON0JahUJxGKEj0Aqd6Sfc+sW2Muz2Un3bdTZemmjzfaR3/meSFdfUEuEBdGbAptxPnyZafzfu2V34B3+FENQ+Z6pc8Wae4/eggWg5/uyk/PIE3tn3FtRRtuuYIU7KTObbSK6li9CKyaIkEcGsee8N2wu6Zys2lrjwtlB0KmdfjFS9irn84vmyZLTg8olteb7/ch+JAtdpv82FvKQ2K4x0bjWnNt/PTw/9kn1njvNxz9AbTzOVxBdVR3guVDuHe6OEaQ0nEs0GVzd036oYdB2u9TWvlmI6nZnxYZOAlin45fyCzkc7Eg8QGcMP8hGvhwl3pVwOxIpppdkXK8ra8FwpZijRfCLtsVwKRrX1Hf+2FFE08Nf5kAQIEDaDIHD5fMbnSt+xV6WwL7sZYL0reTtMWOvIyryH9oWBnARl4LSyHXBP2LTvZpxVmtai8/Zd9fosgC+kPY4mGoMtINwSuPykEPHDfMiRWPGJtEtWNvrEW635UoXjVRECfRK+kwtISdEgKz+ZKB4rJ7waJngC/stUyEZPcnPgssaRHRVl6q/jgjZc7Ts8lPEbiHd1vx/O+uwOE04nmpyg5f5Xiw+3pzz2xOFM0ctuhAEJBSlqa7cQWfxl7/jcuJg5w8WIy+T7Mlpi/YbNHDt66ELvxizMG5R0ntDRiK8FwJKl65u6lBWoGHfkA8It91U61a2eMpUO3cg+tN+NkQ4myNV+rAGpYvBz6KAbmT+FTvej+jbijh2orVVLr7hO7PzqDXcjvRQ6adEtF4JkYAfBBz/FmTqO7l5H+aqvz0jnjzyHM326MT161U04E0fwD/+6NoubJMQ/9iLB0ecQKqokqfu4Z3fP3XUcO0iy8pqm/Y5xCsOYuNiWRM6CThDFYUvc+7biDr+H6t1AeM3vg5zpVgEYNyBefzfu2IHG1PTFFmMcD921Ev/4b1H922dUCTqukXDVtRp//1NEg7eRrLoeURonGbgK7+SrNeUD0F6qrxNkUibpWoWIC4ikTLz65oY1FTpBB904UR5n+hSqdxPpk68gyhM1OlW9Hyzke9CuSOaO7sM7+QrlKx/CZJbV/YHBPfocsjBs54R3+n1zPHRuFVPFs7yxf5obrjQtXj4FlCd543DAuLduzgkF9faE81F4O99YqFS9irn84rESnJl0UVpSKEv2nA6IEtlym61eUl+PNLtjwwguIinPWr9WCqPTK29m7OTLvD85hKfVJddpGtOGl0JFADxeCFnriBnfaR2qHcJOy00XigQ0p+A7QYrhBUp2O5kXPFaI8IoxiTH0O5KvZn12x4pXygkvlxOksAncWz1JCZsCHgjB72d91niO9WOXYv7X8SJ/nAu4N+3xbCnmusBld6z5SsZ2UQvasMNzEQLerXx+fWHAA/pdh0FH8KtCxOfTHp4QKCA0hrIxBELgGcMzpZjxNmOODYZppXE9p8FPXp8FMKVn/NzKwLC2s813hgm7o4Tpov28YWVnj7db85QQLHckLtAuBnYhhNMAe2LNa2HCvekZpdDbYcLzpYgVlZT6lVISY3glTPj+VIjBcLqyr+1Qfx13ScFPpq3MPm8gpQzdzuzO/V1pj7+YKrclLtXiQ6rSqW/2zSPsuLSpioS/U1n8Ukj5P+q4WDnDxYrL5PsyLhm0JIrMlmFfEpAuxu9ChpOoOtIMIJR9OTWZlbXgrVYwQTcmyJEs296QuC2SEFmeQHetxAQ9oCK8M2+RDFxJtPm+2lqJ8kRrr3glIVz3bMB4GYRK7M+b9yMpIYwiWXUj5Su+amW8OkEGOcKrvo7ODMyckwpxCQ79inDTpwivfKgSbvUzdNcqirf+G4wxuOMHbCr46Aek9v2idddxZC9Ip3WnV8fWKx1NtySRzRDRNN7YXjAKMX0S9+z7titcX3k3unJe7Lq0Sk1fFHRiCefQu/iHf015x8MIY5CFMxghwQnwTryCM3EY+jaTfvO/Wu+rilG5QZLudXjlSUtk5goIM9ZHKIvDCKPQudUzP1ORLQDVjVizo9fEIjO6K4c2R5FMlCfwj/4GGU61zAsIN38G78ybNm2/k1d7naCyqxDFYXaf8PjNziJ335xpIOBi+gzPvaPZfTKDyZbti2eHXu6lLrx9GFhM8vp8fvFYCU5MpDg96fEXzw2QmNnbbH5JNZUpAtf7OZ7LT/GzQsLZ9FbcqeOz7tXtCh1Tlwzdng0DlLEjpp5u0fFdqIx+qUjAYjvnhplRQ+uWr8IcO9zBXzViTBtemGNecP0oI6U0TxStLPt/6kvTKwWnEs1r5Zg3ogQPwTdzKW4LHNZ7LoOOxBHwhbTH96ZD/iofsjNMOJVovpr1+UkhYpkjmdCGgjZ8IxfUurR/Px02jAbb4jucVTZE7O0o4a/zIZ9NezxZinkzTKoBHUTArmh2EaJKLo2B/YnmK45gsiIfL1XGqNl0dmp+7n4p2ODalHMNfDnrk9eGP+kOSAx8P1/mpXB2gaxfCq7yJOMafCFY78qWKguAsUQRLYAoNhdMEuDZYsy9GY87Axc8nySJcYFNruRpGfPoPNdh83Vc0FbavsNzWO5IxrTGF7JGoqsYcCTK2PnqrVBVGbhCsNGTPN/iO1e1NHQqi1+MlP+yPP0y5sNl8n0ZLTE1NXmhd6EBbUPFoEmG3eEL+4VG1dsaFRClsYaRXcbNYBDI6dPo3Jq2mxDRNNpNk6y6wQZqVRK3RTiFcVPo7EpQCan9P7WkpiJxr4VKnXmnNYF1fEAgypOovs1IFaNTfcgo35Ai7g7vRvVvtR3t6VM0+83rzwk6wR16D9U9SHjlQzgTh0nt/jHRxnsIr/qa3QcVobtWkgzswDv2AqmDT+GdfK1l13H+4K6kIxIpMLjjh9BumuDIcwisDHvmZGh7TMYgSmOWnC7RbHcR5XEmjxAP3oo7vIvMzjE7e93vQhZHcEf34owfqnmTw6seshLxqVP4J36LUJENS0tKcyfzG42ICvjHXsQIG2aGSiohVsoeY11Ke6tguoXcD+Yskh19ntThXxMN3o5QYcO4MtW9jnDbFyuBfHrOkLnGdZzGnTpKvOEeRg79ip+/NMyBo2N8bLugJ62Zmsizc59m93E7ZsxVxy8KL/f5xkKT1zvxi79+OM14wWlJ4ptfUo300JnltXvb3X43++LjDPVsoLz86pbF0kux0NEJOun4zoel8vMuVec8n29d7GtHPFr++zxdR18I7ggc7s/4rHIlaSnZ4hmu8R2OjxXJuIIvpF0mDQwlmmltWO4IUkLwubTHc5WCxP+nP4MyoI1hb6QYU4ZvVLzLQG3tXignvFhOOJJoVpcFYElcl4S/nCrzyHTIDYHLV7I+PVJwKFY8V4oRCDwM3dISO40lol/M+AgBj05H/Kqc8HDGY1QKDkaWQA9IUcsAcIDeykgvATjA8opsWiHocgS3pDzei1SD5LqeyP6iGPFqOeZzGY+eyrarHueTiWJnOeHlMMGXgu4FkMIxbdgZ2nWJteGawOVzaQ+NoKwSEiqddiG4O+2xd47rsNV1HFQu52FtuMkRlIxgUptZ5HtEaaaMaWvPqPfu3xy4PDod8Ughqk0aiIxhXGlCrXm2nHRU9FqolP93VZ5+sXGGix2XyfdltEQUluf/pQ8RHY2fmicVuratD9kz3gr1ZKkqldZBj/UYG4PqXot/9DeUrvk9hPRmjc2yHbp3bCJ699q6xO29JH1bUX1bcKaO4x37Lc7EEeK1t82kf1fXanS/TSRvhpsmWbYN/+TLJKtuQOgEGU7YokDaR5bGIS7i5k9Q3val1l3x+s+pnBM3f5zClV8FIfCPPIfuWjVDvI0BVSG24VQDcW/ZYZ5vFJR0baGg4uqbi4DL8gR4EWJkLzrdhywOz/ivK8Rb5k/V9mMpZrtbCHT3OkrXfhsZFfCO/5b0u9/FpPqRpTGiFVdj/C7CLZ8lrKwbAMuuJF53O6k9Pyb1/g+tAqHeN7vhbutTrxZCVExq78+Qk8dI+rfhH32eeM3HqX/tkuFkrRPfKpiu0/vBvEWyNR8jOPkKuncDqnfjzLgyx28oaCykwFE99qR3M+Wrf48zx19i9NAe3jsygSsNieomX9A1Rcf5DFHsFBfDPWjWPnXiFz8ZtO2eN7+kGj/bUFQUQvCxbBfvjO3l1M3/3aVVLF0CNMu2F9oRWwo/71LKZ1vdE1oRj18VI4a14Qpv4YSkRwrejzXvT5YRwJaKp3iZY8dffTLtMWGgV0piY3AFHE80EnvPvzvlM6FDbvQd/t14mXWu5LUo4drA4abUjIy6unZvlxOEgK9mPK4OvNr4rGmlGVFl7kh73J2y50AZuC5wudpz+MdyzK+LMV/NBqxxJRNasydS/LQQcVfas6n2hYjdYcJdaY+StoWC3bFCCkEM+DDLT16f/g6zJePNRLaZcA5IQUEKninFNZn4N7M+uQWSwup1c3vg8J/zEQ9mfTb6LhjDqIbTiap12Oe7Dltdx/Wd6k+nPbql4IyygX61+4nW/LIYMdosJa9DvXd/sDpNoBDxSinGF9i58MYwrg1jSlNoc9jVQpFDe89+ParnpRfzOytPv9g4w8WOy+T7MlpiYPnKi8u/0en4qXle2C+UZ7wZzSFDItTIysxkjAGtcMf24Q3vJtxwF05xZIaAVzp0zug+wo2fAiqJ2+lluKd3kt71I1TXaoyXIenbTLL9S+js8obPN0E3Rji2m8uW2r/L/Gnc0Q9wRvZakpL+O6K1d6LTyxBxCZGEGMfDP/gCqKjjcyLA/r4UEBVwz743E/plDKgIoRWIivx5nmJK205vReaq/W6CiZ8R92+f2/Nd/bO4iImLEBcJPvgZybIrMW5gg89KY5Z4qwhUjHf6jSXpzhm/i3jFtTjFEXTQTbjt83hn36V0ze+R2vUjhHCt/7wWjlZ5aAu7PuGm+/BOvTEzA1zF+MdfRJbGbLEl6MaZOol/8hWc0X3Ey66w5PfQrwj2/dzOJRcCURqzhYo5Or+d3g/mLZK5gQ2Zq5J76bb8zi60wFEl1NXvdrLqBsqFYbyR93HHDyPV5Kzfv1Be7ovlHtQK8/nFnewayJ9p+bf1L6lGtL5f97gerrHqmU6LpR8l1Mu2F4qFkIBW21+qznkVzfeEVsT+pICsFHwuG/Bx3yFZACFZXhkVdV/TyKm/n464OXDQGNa7ksSAxsqrexGs9AQugoy0M7ufLMIPpyPOKMXVvsPeWPNQl09iTG2euCts+rkrQArBMtchEJXxWRjejhJ2+C7/U2+6Nr7sSKIQgCsl/yyXoqAhxrDNd1jrevyhgL+ZjniiEPFQl89DXT47w4Tv50MK2nA0sV3z7Z6DEKJh3jlYVUB9+jvM9ih3ATf6Tm296wlnleiPKc1ThagmE1/IOWi+borGBm9WO/IIwQpPMq0b52/PdR22u46rhYMfFSK+lPaIKuPVfAGx1vxdIeK1MKE4x8VpaAz1uz5wGVGaF8sxG1yHT6VdctLOaW9XeGjlRU+MwYNZEv4qJpVNfL9mCb9flxouOs5wkeMy+b6MSwPzdTqZ/4X9YvOM13fgorV3ovq3Ikon8E+9hpw6SbzqBrxjz+NMHGo5P1qUJ6zctuJf1V2riLbcj5M/RXnr54k33oNTGEK0OKbqOCdvZBfJmo+BELhnd+GdfBXds47yDX+EnB4iOPAEzsRR4lU3ono3I4tD+EeexT27G6HjBZ0TkYS440cg6EOoEJ3qrRFaoRNAVwoMlYCzOYopLWewV9LOTaqPYP9jyMKQlTFX0s7nO78CcOJpGHqH1HvfJ15/l/2Bjm1RYuhd3OFdyGgK4+fgXMlaraCkwSirKNAJIiraMLvD/0jx1n9dI9u1FxlT6cZHU7URckZIyls/j1q2HXfoPYJ9j9l1TErI8iRCJ3hj+/Amj6C9LoI9P8Mdes+OYnMCRHlsaQjgfEUy6aK7VuINvWM/u0PfdUcfvUBCfSEkzhfbPagV5vKLrx/ItP27hnFNFdl5MyaTmES4Nul+iewbFwrn09fZvO0p035Odj3mCpBa6iTs5v292ne4L+3hVIhkgg0V2+A6/HGXz7GmAK65CEm/FHw16/PPu1O1UVEAtwcufzsd8Ui+TCLgcKy5NpCMKENawBmlmTTQIySBNnwQKY4mmqHpkJwj2BkqdvgOO8OEw7HGYBAINnmSFFgibwxPFyKi6odW1v9f9aQQQuAACIMCPATdUrDWc7g34/E3U2XuTnv4wobA/V7W5/0wYWeY8GA2sCO6jGFPpPi/J0oNRDERojbv3ACPFCKOJbZQYHfD8GaYEBtIYYsGgRA8V044ow03V7q91fF1VaJ/PFFc4TncUk+8OzgHVdRfN0HlNxqDzBpDzGDu67DddVxfOHirbIsSPY5kStnAt/c6lG3XWzw2uZK3woTPp30+lXYJsSqD9W0KD60KSNcEig8ixafTHkNqtoe+6h0PDdySsn/XXNiprvViv1+/y/io+ucv3SffZZxXDJ05daF3oQFzelph3hf2i9UzLssTuGfeQRTHMV4KhET1bLCzstN9yNI47vAugv2PI0tjCBU2EIrZBNRF9WzAP/suyeqbKtLrJtStlTt2AO/4b1F9m/FOvkK06VOUr/wa+Fnk9Bl0uh9nZC/BgSetxzy70hL3uGjJ+wLOiYim8c7sJFm2HZIImT+B6NtUIZX2eGryZ+YvpjTLh3VuDaI4XAvuqpfaL+T8OuVxUvsfxx3bT7zyBuu/Ht5VK24YP7s03coKOUT66NwajJclXn0z3pmdhFu/SHDwl3US35n1FTpGlEYRUcEqGKSL6t9KtO2L6FQv8drbIS4RHHkG7/hLJGu2NRZvzr6HM7oP58gz+Cde7oiodnw/6KBIprKrKvu29L7ri9kzfLHeg1qhnV98ruugXvKJMQgdY0jPbNMY3ihMM7bsJquGWTL7xoeD+pdAsCOhPply2eK7S+rrbOcZfTNM2s7JhvkDpM61c96M+muhXwruSXts8JzaS/Kw0hyLNd+uzGzuNbqBoEFrQlLfaa3/3dFEc1ppPpt2OZp4HIgVe2LFJ1IueWOvPwdDUcE4Cozh54WQE4nGB5YjuTvl8naYsMqV3J/x6JOSca15vRTzUqTIV44lIwXfzNqO+7FY8Zf5MomBMaXpl5JRpRGVfV1WSeUecGxQWmjs6DSkwJM2ofv7+ZDEGFxhx3VFxmDE7CyAZY7krdCmiR9LNHelPQZdB9cYfhsmHIk1mzyHrZ7k+sAlXVnr9yPFo9NW4n59hYQPug5lrfnfxkvcFLh4YsaPPt85aHfdtAoy01rVQsxg/utwrnnv1wcuy6TgP0+V+U0pxl0k4aqG+r0CrHYlr4Yxr4RJbRTaoOvMKjxAa2VItSP/bCnmlsBlvG5H6gMTAwER8PNCyJF4pjhR/5kL+X5dajgfnOGj7J+/TL4voyW6ct2EF5GHo2Wns4oOXtiX0jO+5BAOOI716aoQZ+wA7vhBTGUWsepeR7T2NtJ7/2GW/7mVf9U4Ad7Jl0kF3cSDt825VqLy99rPkQxcRbTxM8h4GufUa3gnXsadOgHCQWeWIxAkPetRA1eRfePPEaq8oHMyM2bqVVRuEP/EK8Rr76j9XU3+XP37DrqftW7n6D5UdiXGyzQGd9XWeGHnt7bdofcwXppw82cX1a00gPG6aknwDQRXK5yx/XYNjAbHI9r8GTKv/gec0b3oTD/OxBF09yA61W/Jc1KyMvNo2ia7h1MIINxwD6pnXe1zncIQ7pm3CLd8lmjr5xHhFE7+JOhkUV3WTu8HjXO8PWgK4cMYOw+9NHrBfdcfNi7qe1CHmOs6aJR82uKZ8a0KwhjDb8bPsssERCuvX7S64UKh/iWwOjv47TBhb6xZ6RpuTnlL4uucy5P96HTIb8Ok5ZzsTlLTz7Vz3ozqtdArYLljk6p7auReIDB4AlbUEbdW1L+ZkFQ7rarSCR5WCb8qxrwdJbjYbm9OCrQxDCWaVytjsOq7kkllPd6LFBGWFDlK83w55gtZn69mfJa5kmOJ5umiogDkHMEAsMoR3J/2uC5wGZCCK32Hp4sRCXAq0UxJQ1Hbl2dZ6T4bYFhphBD0ScGYMgxIkIiaRDs04IrZ5LQ5CwBmCjtZKXi7HPNBrDgaK3KO4GtdgQ0QA0a0YVRpvpjx+UUp5qlCxIAjakFyb4UJRWNY5zqsd2WtMDKqDNPGlnYlsMyRBEKQMYYSjUS3+bpp9pVL6ZCYBE1n12GzNLz5Ot4XKya1YdJAzthrKCdYMAHvr9gWPp/x2eA5NdtCfZGivvBgTGtlSK0jX4x5K0zY7jl0tQhMTAO/KcZc5Tt8Jxc0WCWqn5kY0/H361LDUnOGj/p4t8vk+zJaIpvtYnTk7IXejQacU1DSEnnGlxo61UsycBXhxk8hyxP4x15AZweIVlyH6l6HiAv4p17DP/lqLTCqGa3ltvmG7u1cayXLE6CVDWnLn8AZ2YN/4mVU91rKO75hE7aLI/iHn8Y/9QaR49c6sgs9JzVvbvc6hIpIffAo4ab7kNHUTJL6ArufAoMxEG6+D9W/te05XNT5lS54WdzRvYi4SLLyusbguvpEdyzBAgFJGfwsxu9Cu2l010pUdhXu1NGaZSDp34IsjeEdfxGz6TOoVB+qbzPlHQ+T2v0IIirhDr9PvPZ2nKlj1hOvk0bv/9DbGGPQfZsbdts7/ls7S33Hw4ikPDNKrMV+d7LGnd4PBAZn/BDembcoX/GVmfFz4SQinMY79lzlvIIoT9g0+7O7WxcnPmq4SO9BC8F810F9J+/meJzuRDDhpHmjMM0uE3Bq8/01G8ilkirf/BJYHQf15azPI4WogfCci69zPk/2Q10B+2K16NT0uTqOMEMKp0xnUs9stouxkbNc7TvE2GTteqSkxMN2i8ES4nqxsoslftMVv2wV9Z3W50sxvy3HrHMdvtMVsN5zOKs0TxZi8gY2S8FTxZjdkeJK38ERou16TBm40ZV8K2tTzp8rx/wgH7LGkfxxLkW/tCPFXikn/H3BhsTdlfbolYIrfJe3woRrPMmQMqx2JGMKtIGyMWQMPFeMuc63xZkzynbpB6RoCE1rR06bswDGtGFkOsIVEVkpuCPlMeg55ISoJXcDDEgoasEZZXg447G7InEfdB2ORAm/LER0CYErqBVGphQIYRiQgq6KPP54oslJwXIpEIKGGd3N102zr/yebECoFMeTzruS86X/R8bOOW/X8Wx3fXYLe+36QvBA1uf+tMdm3yVTSU2/N+3N+s5Wiz8a01YZUpXyP12M+at8CDDre5GWgnszHn9aUXpUUf3MJwshqqLQ+ChiKTnDUudTXIy4eJ/yl3FBodXsWZIXAxYdlLQEnvGlRr3/U8RF3KPPUb7iAcLtX0YWhpCFIUxmGeWejfiHf41TGIKk1HrfW8htxQLWyrgBSe8GROEs/omXCTd9hnDHww1BX/Hqm0i//Vd4x15EqLD2tws9J7I8gVeexLgpUu//EO/UG8Qrrj237qdRdg73HMRlIee3Foq16iaS/m2IpIR/8lWC/Y8Tr73N+pVhpls5up+kfws6PYAzfgidXUG04S5093pEaQT/5Ku44weIB28l6d1McOhpG+qWHcA/+gLuyAdEG+9G9W2xcl03VZGIv4/e/7iVkpu6fa+G7o0dRKd6EKXRmZ+pGHd4D+FVD9W8t6JulFjDfnfYZe30fqBTvcQDO3DPvEWmONw4x/vIc3hDbyPLE7PTvssTlwQROydchPeghaKT62CmkzeNmy8TuxnG+q4gWnENaEX6ve9fMuqG5pdAl8ZxUA9n/QbCcy6+zk482Z/N+PyXyfKiUtPn6zg+W7KdvU6lnipJyAnrcz1Z6fDVb9cXgh2By/PlhE+m3Nosaw/ISesTdoG/iRX9jsTRlvBVO60nBTxbsp3qb2R9slLiC3scN/gO/zUveK0c84mUxwml+cl0xIjSlNusR7eAT6Y9+hzJe7Hi+/mQz2Y8vt0V2H02sNZzuN53eCdSPFWM6XMEG1yHLZ7k76cjni0n3BI4tTT1GMNwonkiTDipNN/MBXRLgUAypDRjieHpYkSvFLxTsQ00r6Oo7FsgBAmGKV1J2cYWJ7qElYqfjDV/UvGd110U9EjBiURzTNmu9F/nQ05ERQ4oTUbYVPYnihG3V66tMa1Z4UjWOIJyhfC/HSY8mPXpcSRPFkLu8RyeKyeMadPyuqn5yssJ/3GixHiiKFXWPQMsk/Nfl+3S/7sFfKMraNnx/L8mS+yPNVf71sPe41gLwJthwtFEc4PvMG0gI+BrWZ+CaQyxE5XiRf13tqr2MIY5lSGDrsO1vubVUjxr1Fn1PnFn4DJqYKCSw1P7zIzHznLMM6X4knvKdeq5XkrOcD7zKS4WXCbfl9ESJ04cvdC70BaL8XWeq2d8qdHs//ROvIzOriDc9iBCx+jMACIpgZAYv4to82dxx/bjnXhlQSSlk7UyAI6P0Anu8G5010o72spooC7sS0VEG+7BGTuAM7Z/wZ8z6/eTkg0EK47inn3/nFKnl/L8NoRiOT6qZz3GSxOvu5Ng/2P4h59Bp5fVOuAm1Y9OLyNcfxepg78iXncH4ebPons32DU0uuFvw61fQC07ilMYorzxbnR6Gf6hX5N5879i3DTGz5L0bSa84gH8w88Q7H8Md3RPS2UBKkEv34F/8tXatSRUGYGZmVcuBLIFqVtIl7X5ftBqVBYYkmXbCXc8jCwM4Q692zTHey3ayyJSimTZtnOWm1+M47rmwsV2D1oMOn0u1Dp5SYJJpnBGPyA9fuCSOE/1aH4JlDSOgxJitqd3sb7OTj3ZKSkoaLOo1PS5Oo7vhgm+6FzqefLkMforpPF63+HnhbgmRT6YaJ4tRrxeThhSmj+fgk+mPDwhWOVKBqSohYoNKcOfdqdqXf0xbTvwqxPJelfytaxvi4iAqhzymIavZnyGEs0JpXkwG7DdS/jziVLbl/FAWMUCQvBMMWLQkTPEG/uVTAswwoa97Y5UjaCtcB0+mfb4eSHipbLg1kphYryydmeV4V/3pNjhO/gI0o6goDV/U4h4M1S4ws7JrpLZKqrS6LvSHisdyYlE8Wo5YX+s8Styaw3sqfztiWT2mK1qoNeYtrL7ca3pdyV/2BVwpe9wKNY8Mh3y19MhX0h7pKVkjSORAjxj+G4h4qRSPJzLsNmV7A6TGpmsdhbbXTenlWYoThg30CfgE3N0q1uhueMvsOPbPplyKRoIMLXj+8dSzMnE8O1cwDeyPr6UFLRhTGu+kvV5phTzZDGipOFPelJs9BwOx5rJSohdPRmufmdjrRssAJ0oQ1rdnav3iUQIziSaQrW4JGz42oQ2XOk5PF9ql5d+cWIhnuul5AxLnU9xMeIy+b6Mlli3fhPHjx2+0LuxZDhXz/hSoEYWhAOCGf+nTnAmj1Le8XWEjjBuAE5gu6jTp9CZ5ajuQcL1d+GO7GmZXn5O++XnSHJr8U+8jCyNU97+oO2yCr9CHu3ey9KYVVQvvxrvzFuwALI9F1HqlLjPt42lOL+zQ7Hq/MpCEG77Eu7oPtyhd4mq8nMVooMc/tEX0Ok+ovWfRGeXY7y0XT8VIXQy87dn3yNeeT3+4WdAJ+iuVZSv+wPk1EncM2/jTBzCO/W67VZrhUhKuG2UBdrPWTn7+AGC/Y8RbvsSxklhEMjiiE1FLwwh4tnBe/Vd1vmIbP39oN2oLNuF76eWvN+1qmGOtywM447uo7z+E7OyCObzoTfvH1qR9G8hXnv7JeMXvxjuQeeKxTwXBFy0Hvb50PwS2DwOCqh5wKue3kllU7T7hQ226tSrutSe7HaohlG9XU7w6vYR4BNB51LP3p5eyE/wi4KVRqcE/DQf8o+FiJIxbPEcvpUL2BslvFBKOBhrbgoctmqHd42VlFdDxdZ6DoOurG3//TBhyJX8q540okK8NQZjBKeUpmQMqxzZUPgoaJtA3g4KmNA2DO3dSNkguPruP3YtDK2LKgb7tycSw4iK8QTEBtvx1Zrv5kM77kwKDseK58sJZxLNw10+2z2H7+fLvBTO7GG/FHwt6/PtXEBOSk4mmjWu5PbA49lyzOOFCBCkJEwoK9n/Yb7MnWmPLXXXSL2cf1JpeqTgX3SnyErJJs/h9rRgnSv5T1NldoUJD2QDpo31ij9TjDmYKL7dFdS2WT3u2wKnobPYrlO9bGAF/WPDS+LPzWC51H+amlHWbfQkax3JM8WYm1Iu/6Y7RblyPvLa0Csl61zJN7skuyJbvBiozIFf7UqOJooRbT341Xuu/c4aft1kAZhPGdLOy15/n4grazWlTS3grmwMTkU5c6lgoZ7rpeQMH9a98ELiUroWLuNDRDu5x6WMc/KMnyMaCIvjExx6Gp0btHO94yJgO6gIaQmGUeC4oJUlT0kIbgrjBGgEcilf0KVLsnwH3umdCK3QXSsQKsZoVQvNkoUzNtxLxxg/uyBfatu5xsN7ENF0R93LTmYjL8X5nRWKVfErqyBn/7cQRIO32o6uTsAJbBK634M3tpfijf8MvBR4mZk1ki4mKSOIan+r+rYgkxIkIfj293T3ILo8gVM4TdK/jaR/W+N4uZG9yPJ4w/6KaNqOmxu8Ff/wM7ij+4gGb0Wn+/EP/yMqtxYRTc3OC6jrsnayttX7wZyjsk6+gnf6LZuSXy1M1M3xds++h+rdRLzuk40S+sq6tvOhz9q/qIAzth9ZGgXpoHo3zuzDRTKuqx0u5D1oKfBRfC7MheaXwARq46Cq13+9p9c1hl2RYofncl/WX1A6b6ee7HP1jM7ll+1U6ukAN+iQG3Ip1rsOrrBk+qxKOKEMX6r4bUWl27zJc3irnPCLQsy0ieiTgu2+w0Ndfi0crH774wZ8ZUiMfcl2hWAamNaWePdLqwCoFj7Kev61KWrD86WIT6QcjJkJgptZYBhR1k/sYAmawJLBM0rxfCni81mfWwIXBbVRUg7wXCnmsWLE/zxWqPiH7ct1v5ScUJqVruSWlMd7kap56q/2Hb6S9VnuWB+5wiAR9LqCz1UKHWkh+OPuFMNK8w+FiFfLMf/7WIE/W5HDr3T9qnJ+Uykq3OC7eFI2FIruyvj0SPjXI0WmdJluaWeaX+U7fCcV8Mn0zFjAAUeijR3B1vyUb+5UA6gkXrL51llHMOBKPp32GgLLfl4IMQgeyPg4UiKMQRtD0RjWuhJfCBRwd9rjlXLCmURxXeCSknYU3FBTN/porDitDPujqCG9fD4vervvcCuymAAnE6ueOBJrCtqeeNFhMe5CYjGe66V8NnxY98ILicvk+zJaYjo/tzfxUsWiPePngFmERSeY47/FSAeVXY5THa1VHmuYjSviku2Ek0blViMnj6EzA5jejbije5fuRV0n4PjEa28nte8XuCMfoLvXgpCIcoQoTyLjaUvgjFmwd7oVWUNIZHEMveKaef3eC5mNfM7nt0UologKiNIYJt0PUPsvSYh36nWcqROo9DKMm0b1bbVhdA1kV4Djg1a1v7XJ7tPW777hLisNnzqBd+Ilok2fJlp3J05xpBaulqy6Ee/4iwQHnkKWRusGkNluatK7mXDrF3DPvmcLA0kJGeYJsiuI19zSeIx1XVbjd3W0ttP5qQ5GZX3CdrfrVQG1k5jgTB0n3PoFqgHos9DCh97q3JtUL+WrvzHbAjAHgb+YcCHuQUuFj+pzoR1avQTmtal10gyWdG6szIl+PVJMaM3XuuxM54V0/zrxZM+VIt0JmmWkB6OEF8oJE0rjC8GyDqSeaSH4TMbjge40SRLjAatcyb0pl38zWkQC/6QrIJCCcWU4ow2DrsOmLod/5Qj+fxMlXAEPZoOW269KSUvGcCxRrE5kLSU9U+lmpmRj4ePl8uy1qRYZDJASAl/A7kjxdDHGEXYUWu1WZOCU0kxpjVP5tzGlSQm4wnf47lTMSkfyyZRLVCGlbt0t8L60x9FE8Xo54Wrf4Y6Uy1rXoWzglbJNu95aGcOGMeQE3Bq49FXGkxUrXfucsIWEFa7DN7oC/jYfssN38ITLXYHLv58q83f5kD8dynNH2uPGwCUlhJ0mUIo5lWg+3W3XtblQdFXgsd6VfDbj8WDWp19KTqqKcqxyrR2IFX+bL3NGGX5dijoii7I4zcfSnftz2xV/+qXgwYzPH+cCet0ZEntPyuU/TAl+WYjpljYYzSohLAIhbOo8gpWOJCfhhXLC/RkfIwTdUjKqVK0bLYzhyWLEiUS3PK52Hf651qDVfeLtMOGFUsx6V/KdXEBi4FiiLolRWYvxXC/ls+HDuBdeaFwm35fREqVS8ULvwnnDQv3J5+ItbUlYpIvqXlfz6Zq4aP/3iVeJNt1nf0crRGkM7WVRfVsA8M68RbTmFpLBW/GOPrdkHb6qF7V07XeIx/bjnX6DZPk1M2THDTDSt933BfhS25E1mT+Nd/JVyld+mWTlDYhwsvazZtI3axt1Mmak25JsndOs51ahWDrGKQxj4iI66EFOn0HEBdIfPIozfhAd9CGLwxg/iyyPkfRvRZbGUOn+huM20kNUOtfeyC475u3w07ijH2DcNM7kEdSy7aiBq3AKZ636QboYP4v2e1DXfNuS25E9yCg/q+Nf7Q6rvi024OzESwT7foE7vMt2WVN9dV30DxDlCeLBWzqaO10sFuYflWUUyfKr8Y8+Z89TvTqiWoxw/DkLN/U+9HbfHR30tLcAtCDwFyMu5nnkc+Gj/FxohVYvgTFwJtFMC/hNOWFfrLjed/jLfMiE1tydnunmwsK6f4vtvHWCZhlpdVTaxwKXa3yHRwtRpVsryOuZsV31mFQaXwo+k/Yw2tKf6npMCNsB/HTat8nnFbJT3Y6urMVnMn6DnLt5+1UpaStCY4xhSGl6jcABni5GDCvNgbhxbapFhk2u5J1IcX/GZ5Mr+PcTZX5ciHCAJws2hCwExpRhUmvKxr4U748SflqImNCGn0+H/LoU83u5gB4pmWixNlUyMqQM/34ga4PNlC0g3B64/LIc85N8SLmyj54Q9NdStq2kHuzoMl8IBl3JGWW713ltSAlwhOCPcgG7I4U2hiOJ5rlSic2uZEQbPogVn2269uoLRb6waoPXQ8W3umw6fdHY5HawRaRHpssECP60O0WXFB2RRak1vY7X8mdVVIsqvRiuDWb7wt8MbdHi7rTHpIHeusAyIwSfT3tWIh8rbghcDMyE3hmrGJDCFmN6pWRMKR4tRDyY8YjriHNcN4Jurm9Sc4e/u0WxoPn36+8Tp5TmhVLM57I+D2c8Ro39jix35SUxKmsxnuulfjacz3vhxYDL5PsyWmL5ilUcO3roQu/GLHzYIUudSHLn3N82hCVZcS3BgScI9j9GtP5uklU3EOx7jOCDnxJe9TVL8JISqn87AMEHjyKnTxNe8ymEYBbprK6Lka5dj6RStY5L865Pgxd17e0EB57EHXqbcOsXcDwfUxhBJuUF+1LbHbt79j1091rCbV9CRNM4cWGGkDke8YZ7cCeP4p54BSrbkNNncM++hzN1vLYd1b2OZOV1LcnWYq+TtqFYOkaUJ3DCaYLD/4gojaOzqwg33ItTGMIZP4jqXod3/CXiNR9HTB2fkV+bmZAc/8SroDXuxGGqc9bdCsk0qT6ijZ9Gda1CFkcQKrSz3g3I0KbDx2tvRxbOEq2+mdSRZ5GVwsVc3VQRFXCmTqD9HAhpZ7rn1uBCx3Onlw30URzJzzsqCydAhvkGOb3dQc8qKKbPoDPL2q9/vQ+95fUjZkh9swWgStov8nFdlzIu1ufC+UT9S2C1WzmmNK+FCR9EirIxHE+s1LzW8W7CQtJ5F9N5mw/NMtKTiZohB5WZ0YcSzc4w4UsZj1Fpg6PqSaYxhjfDhA2OxJMSPwhqL9wxkFeGyMA6V1IwhjSCjBAUjSWr1U7sQKVrXfXI12+/XkrarvAxpg2TSvNsKeblcsJw00t4fZHhF8WI7Z7DH+YCBJZQ/e1USN4YXikn/PlUmftSHhG2ONArBf1C8Hgp4qzSZIXgB9MRCsNWz2G1K1GJbnjx94CsEKxzHVZKhS9s6N6AtN30YaV5IO3xcilmV2w937ExjFUKDenq/c3YNVnt2CT9amfewXZ3UwISJLelXJ4qxvzzrMcLZcEvCnFlpridUV6PamGkKrle6zi8UAr5r/mQT6ZceqQkJWzH+5HpMrcGHnemXNJSMKJMR2RReH5H/lyAL2d9PpOZGZWG53Cd7zCkNLdWiiz1BQOEnQ3vS8mVvsMzpZgHMh5IiRCCrspM9RUOKG14vpyw1ZNMacN/myrzm1LMTYFDRnYWANeMhQSO1d8njIHVruSzKZdjyjQUsy6FUVmL8Vyfj2fD+bgXXiy4/IZyGZcMzpUIL+bzOpU7t0Wb2b46t5p43Z34h5/DPbsb1bsR1buR1N6f4Z96lXjgKlTPBrzyBN7xlyzx3v4gpLqhPNFAjIyQJANXEK+62ZI9FeGd3okzcRgwOIWz8+5nffdUZ1cSHHgK9+z7qBXX2K53eazlWs9Jclsde0V+XL7qa3ZNq/OnpWtnYgc9IF3CjZ/CmTgCKkIWR/BOvY7uXkv5qq9h0ssQpdHa6C/Vu6mBbJ3LdTJnKJZwcYfegmia0o3/zErzgVg4eCdetkn0OsE/+BTRhnuRxbM4UR6d6gXhkvrgp7hn3kKWJ5ANsur7iVfdSHrX3814pTHoVA86s9zmAugYWRiudOGHwCjbEQ/zyIoAr1U3tXYND95qJewVxQBRgeybfzEjoW9SFNTOb4XIGmNAxYjSOFQ81i3XrzyGLI2S3vMI8aqbGgPZps/gndlJsnxHa8LfrKpo+d0xDZ3z2v7XjZm72Md1XcalB2Vs0vRoU9BWqA15oB+4L+u3JN5VLCSdt5W39lzQLCPdGSasd2XDzOjPpj3+42SZR4oxD2c8ClLUCEZV6rknVnyja7Zc3ANWeZKMgIIxrBA2BMsBRrSpEfm8NhxKZjzyteNtIyVdaPervsiggCOx5ju5ACksoX0g49MjBM+UY94qJ/zDtJ1VfXPgstl3OKvgB+WEk4niW10+13guT5YiHi1EvFiKWFbxUleDtMCOTdNAVNmBGpkWsMaRTGvDGWW4znd4pRwzZWxX/9Uw4d60R490CISgZAzaWKJdXY8bAkuEU5VNlo2hTwoCARs9h6t91/rUBWw38EFlnZK6+2t9weKNMOas0vwgH/J2mHBr4DLoSn5VigkQtXFkk3Wp7PORxThI8UY5P68/t1sKPpfxcSrd/uodOsIWBqrfneaCgVsh4Nd5Dj+YjvhRIeIbXfacLpeCY4nmRKx4qhTzQZQQCMF2z+Gf5jzeihIeK8QUjCXAzWnzc2GhgWMwE2bYL+GfpVIcV4ZWT6KLfVTWxeS5Xup74cWCy+T7Mlri7NDpC70LDVgSIrwAzO9v7dBb2krGLD2MnyXccj/ximtJvf93pHb/vd20ihGlMdyzu1C5QYyXIVl+FeH2B9BBDqcwPLOPQTfGDQjX30W8+bOorhU1MhJt/szMaKu1txOceLkjAu6dfN2SaQTO+EHEyVcwwmnZPZ6X5OrEkrXsihlSV5Efm/Sy2voAqMxyTF1HVHcPorIrEdNDuMO7Cbd/kXDblxrORXV8V7DvMajMHV+K66RdKJY7uhcRThGvu6NGvO3BKOLB23Amj2GEQ3D4GdzhPcSrbgDp4hXO4p1+E3f0A0ThbM2/2HCNGdsRkdNnLKlOL0N3D4KwDkRRGrf/1TE61UPp+j9ClsYIjjxjZehtEsIbruF6aaAboIMcYuoU/vDulooC3bUKOXEU4hKnRjXG8UgdfJKocJZk1fV1hYLqB1bIc3kC79RO3JG9s4oyC0r7bmkBaAzAE6Ux+++O37gPF/G4rksZF9tz4cNA/Ut4c9BW9SU81Bd3Om+9jDQxpkZK61+st/ku96Y9nirMENIY632ukt2SNlTvImE4k0idk4LVjuS6wOW5UsxGt+LTFoIBSY3IR8bwq4pU/J0w6UhKOqYNr5cTdkcKBwiNHbPWaiXriwxhJW16tSNJC5AItICbUh79juQLGZ8jseZ7+TIHkohVZYHEjv76ZlfAFb6LJ+CLGZ99sealsuK/6xYoIRhRmiltU8a7pWBcaV4uxVzn2zC2uBJYZjB0Sfv7XXXFl2pX/2eFyKauY1/GEwwlrfmHUszpRPOtrgAfWzhQwKgylDQEQFpKXDGTyv7lrMc/FCJ+Gybc0kSajDE8XYp5N1I1Mv5iOWFXlJBFUAb+aXcAQpAWglWOZNrMFE3mIouFYpFdydz+3L2x4qGsz4aK7z2uBMXltakUYQShMZU1mJ0Yrir/pjA8VYzYEynuTnusdR2OJIrHChH7I4Ur4CvdAV/OeIxruD5wmdKaaW14uRzzi2LcUdd7MYFjjX8v6HJkS+JdxcU8KmsxnuvfxWfDueAy+b6Mlshks5TLpQu9G8ASEuGFfOZ8/tYOvaWzZMzSQ2WX10iy8rdD0EW09jaME5A68BQyKWO8DOHGe4k33G2lV+GkJd56RggowikblLb+k5iga6YLWNm/qicWIFm2vaP1ae6e9vV0MT42atcEYaXLlQ5j0r2OcNN96Nzq2u/XSO7+xyEqkDr4JOrMm/ZYu9fZricgSnabMpzESLeBeNufj4EQmFQPpmvVLOJdf4zeqTdwRvfZUTH9W5fkOpkl48YQ928n3PbF2aQTAE0ycBX+oV9Rvvr3cIffJ/XBT+2PjKkQ0CL1LqqGa0xUcgCOv0Bx+dWYzAAIaUPvomlkYQiT6seZOEq86iZ0z3rU8h3o7nVt/f9zXsPSxUif4NjzJCuva6ko0F2rcM++R7LqOszgx4idTC1pPNj/OPHa20iWX107xmby3Op7sZC073YWgFoAXqoP/+SrqO51lQkBl8a4rksZF9Nz4cNA80t4c9BW/Uv4h9UpahdYNRfqZaRh5ZcHmjydiTFcH7j0OoKdYcLfTocMJTZdvPoZgpmOmOM4aK1wsXJtKqTkfxwp8KzrsKlaiBC2gzmpNE9X/LZjFVlwq2OoPz6w5PaTKZcNnsOI0rwbJuyJdUsSVV9ksAMX7Uit6rYcBF3C4Av7PNvoSVJCcH/a5crAIyOgW0pWu5Keysiw1a7Dw1mffzdR4vFixMNdARlXclbZ0DZjDL8sWT/yH3SniLDKiOo9qLrKzcWXMW34SSFiX6y4LeWy2XM4GCv+S6iIMfxhLsXmasq+gZNKU9Sad6OE6wLPpp3XnccBx+HutM+ThYh3K+dovuLGVZ7D17IBPyyEXOe7bPZk7fpNGRrUD+3IYlcux9joSFuFwt5I4Qu4O+XRU7vmBD3S1FQRGz3JK2HCpsoc9to1WfmvMYZXw4RxbVhtYCjR/MVUGQNMa0NJG6SAbZ7Lzb7DSWXICJt0XjSCLsdmDRxKdEdS78UEjtVjPtl2YgxDiSK6iH3LC1Wd/K49G84Vl8n3ZbREV1c3Y6MjF3o3gKUjwgtCG7l4w3514C1t7vYZPztDko0h2P8YcuqEJXXZlbj5E3gnX4MwT3DiJXT/Nvs20iyjNQbv7HskubXgpa1ce9aHz3hi41U3LWp9crkexsdGZ3W50crOlj7wRCMJEwKT6rWS6eVXEa+6maR3I0LHltQd/CXG8fFPvkoycBUiLqLSTR5gYyypyg3iThwmWnkdIpzApPpm7Z8sDpMMXIU39A4aB1Gewj/0dK1zOyugbQHXSX0hQge9xBvuakO8K7vtZ5HhJMHBJ4hXfwzVuwlRGsMb2YU7ecQmxjfsvIvxsnbUnOOTLN9B+t3v4514ifCqr1uvuHBsIUL6eMd/i5w+Q+mGf4JIyhgngBb+/4btt7mGZf40Mi4QbbyH8hUPNhRu4nV3knrnu6QOPkW46dPEg7eRzmRRFX9nsvJ6vFOv2TnlcRkcb0H2j07Tvtt2ynWMM30Wb99jOKP7iNbegTv0bkf7sJgsgA87Z+JixsX0XPgwsJCX8PfD5Lyn8y7Eg1qPehlpVe5dTQqv7GRtZNWg6zDoOqySEX81FVJ/p6zviH0hnSGOLbn0hCDSmpfK9jn1bCnieKK4qzIy6kSiebwQ8m7dfraSktYfX5VUvh0m7I4VA47kzrTPHSmvrew3NoaDke3onkw0Uxr+94kShxLF5zIB23yHCHCFTT8fjzVFY+h1HbLSdphTAtY4Vs6cqoSfDXkOKx3BE8WIV8KEGwOXPik4qzSvlROOJpo1jmRzpeNfLdJIBEUMEuuXb077Lld8yu9FCetch7IxDCWGB7IeV7gOU9qQx3aAS9oSxyGl+YPuVO2Y60fdXR+4FI3hr6fKvDWPTzYn4JaUR78rEViS3XCdV4omU5Xrop1yo3pPaOfPvcGzGQEjzddnnSri5sDl+1MhT8uYOyuJ8oGw56m+e77RtcWSCWOItWHaGIwxfDbjsyfWPFjprlfD2I4mukbgFyL1XkzgWD2q37dbArdBZl8dPXYoUgxVPP2Ci9fDvBDP9e/as+FccZl8/45goS+Q5mKSwiwREV4QWklem9Cpt7TW7Zs8SrjxU3ZedmkM/+SryKkTxGtvq5G6KjmUUR53ZA/e0efaSnSdsf2Utz1AQwhVE2rjsbz0otYnisLZUm7ponKDhFc8OGvcUzXJPNz+ZZIV11QSuz20n6W44jqCw08T7H8CJo6QCrqJ133CzsSuO7ZaQWLTp3HyJ9G5NTZtPCrUPOHoBFkaQagY3bUKlV1JuPXzmKAb78xbpD74GdrPIupGfqncIDrorki5FwijOroeRBJWJOb75/+uxSWC/Y/buemAyq4C4eIffR538gjR4O3o3GrcM2/jju1DlKco73gY1bcVZ/IYMpq011+74tMc17B79j1U3ybCrZ/HKY7UktxraxsXSJZdQTx42+yil0mIV92IO7KH9K4f2VnkCySknaZ9z90p3w9JmXThbEf3tMVkAXzYORMXOy6q58KHgIW8hI+e53TexXhQq2iWkW70JM9XCwVYX3a+7m+NMbwVKVqZN6odscMmzw2OJWZ/OVVmf6xIgC4hWOla2fL381aaPq0Nh2JFeQHH1yMEWSm4znf4ZSnmx9MRu2PFvWmvrex3ysBvSjEfT3n8YVdAvyN5P0p4N1K8OV7kO7mAta5DRggCDK+WY/J1lgEH22kvG5jShkHXnvuzSgMCbQwnE83pJMITVio9pW0nfVhpflKI+IMun0DIGquaUFayfjDWLJeCK1sUT/aECYOO4Bu5NL8pxbxYjjk9XuRjgUOftOPI3gwTjiWar3f5bKl0VI0xtVF31eR4H2uJmM8n6wK9jv27huuh7n5f9VvPpdyovyc0+3O7BdyT8TlZmdc9S8ZdIfjrHUnJaH44HfLLUky3EDgCuite+ONKc73v8Ie5FEIIEmMIDWQxvBVrni3aOeDLHYlTIcT113Tt96VoIMztVCSLCRyrRw44FiveihRfz/ok2GT+n0xHNqldwLLKWLRSJXxv8iK9tXbquf5dezacKy6T798BLOYF8vixwx/uTs6FJSTCnaJt6nUVC/SWyvIE7pl3EOUJjGur1qp73SwZc30RYT6JLklY8fGatsde9cSKuLSo9Tl9+hTJ4McbiDdC2s8Vs8c9zSSZf9H6iI2aSQqPpkkGrsY79Qbu+CFS+x/HHT9EuPFT6O7B2QWJiq9ahHlMqqe2jYoUAJCo7HJE4SzGy6D6t6J6NhCv/hipvY/iH/kN5e0PYIJevJOv4J19v0LGbTr8gshi9XpYdaM9/uY1r7seBK0l1/WofiejtXeilm23cu8TLyN0RDz4cVAxqT0/BsDJnyJcdwfhrX+E6ttsz6mOGwoLrYpP7ZPbZ0LvhI5BRQgVzaytjnHGDtiZ3I4HOpk9RkQI4hXX4p59vxYed74wb6c8mV/qtpgsgA87Z+JSwEX1XFgEhDDkUhpPGmItyJclxrRRVLHwl/Dzlc57rh7U6r5ViwObXMk7seJ7+ZC7Uy7Thloacyed+jFteG66xCtAzrHd6j/KpVhfSZp+vhRzLNF8IuWy3XP4fr5M2GZbrY7PYSbQbJ3n8C89h9OJZl+keFRF3JX2Zs2OTmHJ1f0Zn89mPNJS0icFG7yA2wLFr0sJ/+dEifvSHitdhxfKMS+VrQe4qgqQwgZ8lYydu+1XOq+/LMaMKc2/6EnxzWzApLFjurSBk7HilVDxq2LEz6ZDDkSKezIey6Vkb2z//Xii6JWCezN+ox+7rnjyTCnmTKL5dMbnSt/h9XLCE8WYCWXocQQ3+Q5f7fLZ4bs13/gjhYhjieahLr927l6rhLq1W+cq2TQYni5EpLp8bg5cHp2OeKQQNYTwJcag5rke5ronVItXq1zJj/Mh38+HfKvLx5czBS0H+G6+TN7ATZUxZMsqhavXwoTDsaZfihrxBlsUcCte8Y/7gnfKkr2x5kSi2eDqmp/8SKXTfCS2V9O0NhQqhHw+FclibCSist3ljsBB8Hf5kHcq+Qk/mQ7xpeBqz+ETaY9ljmSkUpR4L1KoRDF9CfPXS/3Z8GHjMvn+iGOxL5Br127gxImjH+KetsdSE+GOPrPDcCgwMz7o+bpv0iFaewfJwBWzUqVrn9tURGhFPIimwUsDwkrPV1zXEEJVv5/WE7sWb/i9Ra2Pn1tGceUN4PiVedPdyPIYttvugVEz456S8kySuVHMeuWsHFeNtJUncE+8gjN5FJVdCcwuSKjcWvzjL1Lu+jq1Od/Vw0vlGn2/gCycQQDR+ntwxo8QHHgKE3SjejdSvOVfYYzGHT+Ed2Zn2+LTrLFtcQkjPWT+FO7Z9wm3fRGMQoaTiKhg0+UX4DVu+E46vs0AWH4V8bo76Xru3+IO76Hwif830cZ7kYUh0u//kGTNLaieDaBiZOEsIilTP8KsVfGp7TVcDb2Tnt3/pvNDbIm2ziy35xlIp9KUmvxcH+ZIr3OZi72YzIgLkTNxKeBiei4sFP3ZhKvXlPnYpiK9GcVE0eGNwxl2nUoxVmh9HS8m9bfTTtFCcK4e1CpqxQFh9/Ovpsq8XHYW3KkXQK/v4yUxD2Z8PpX2WOlKVjmy5v1+pBDxZCHkSKzYE+s5vyXNx+cKWOlI1rqyegviC1mfcVXmjrTH08WYj6XsvOd+KVjtCEaV4cbA5U+6UziVrnTeGCJtSEvJXSmXN8OY7+VD1noOPoaCmgk/e7YUc1/aq43/MkBRa35Wink3TNjhO/x+V0ACeAi6hfWxayG4JXB4P5IUtSHG8OcTJfLGhqNt9iQDUpJzBJ9OeZXgMBrk0PemPQ7Gih9Ph/yb3rSV/nc5JMbwRjnm6WLMkUTT72hik/BWaOX4xxLNXWmPQdfhROXvDyeaZXJ24acV2dwVKX4yHXJ32ueuurC9u9IeA1KwO1Y8VyHe7a6Hue4JVRtAGSga+LvpkB9Ph+yozPQOhODR6ZDdseJLmdmqjusCl9+UYl4pJ5xSuuU0gUQIrg1cXg7LPFYIWevYULy3w4QXSjHrXcl3ckHD8eyNVUMnvfp59SqSdxdoI6mu7z1pjx2ew4g2PFOKeT9KeLUc0+dIvt0V8HDWR9dt7960xyPTId/Nh0wndVaQSwyX8rPhQuAy+f4I41xeIKWzCGnuecK8RPjkKzjjh6y0uoO51q3QSpY/b+dZxcSDt7RVFDRvk6iAd+o1klU3LKiI0Og97rGd6JU3gIrwT7yMd+YN4sHbbQhVCz+56lq16BAqLRxMuh+V6gU/g3FSGJVFhFPodD9CRTYcDGE78dgkcxlOtu20N3T3MeioQDK4iXj9JxsTuStBZe7wLryu1Y3nXrpov3tGor7lflAx+DlUdgUmyBFtuIvMG/+J8ro7KF/7B5igC5FEmNxqkuU7WhafaiqR6ti2uIh/4iVkYdj+zYlXcKaOEQ3eikn3IyePERz9TdvE8VnH3vyd1LGV1Fdk36Vrvk3Xb/83Uu//LfHaO8BNoXKD+MdesEWW4pBVMQjHduB1MmfxSZYnSB14Anf8wMzor9I4TmEId+IIyYqrZ+9kJTlcFofRPbaoESbWPlDf8Z9PbXIuXuml9FkvJjPiguRMXAK4mJ4LC0F/NuErN01y75XTDaf0pg0lnv2gi5+92dOSgDfLtc+Xl3s+nKsHtR614gCQN4aRBXbqqyRDOoI+z+OPcwGTxhL7aa1YXpEyfzbl8nIp5qlSTHGBHtsuIVjpiBrxBljuSAyCL2Q89kaKl4sxKSH4RMrleKJY7kq+3hWwxnMwQGQMvcYwogxDSpOWNhl8X6zQWnHcCKrlxHpVQJU8HYg1f16OKRuDK+DLXQECK3k20OCTR9iU9B9Oh5SNTei+2nf4eGBHgT0yHfGnmRTrPceOJatL+66mid8UuHwvH/J/T5a4pRJONqk070SKM0qzL9E1HzfMBNFlpeDH+TJvR4oNruQPc0FDJ/fdMMERrS0LtwYur0eK35QivtYV8FCXz84w4fv5kCmtGVbzj+ea654wZeD5svXIf6srIC0Ew1rxWjnh/5goWf+2NnOqOu5Le4xow84waTvKr8eRuMB7keLpUsx2z5k1x35EG6SwY8heCy0hrif0LiArn1dVkXRqI6laJu5Le2zwnFqwXJVY/4eJMtf5Ln/cFZAIKNV9x4QQPNwV8FaYcCbRc1ozLmZcqs+GC4XL5PsjjHN5gSwULq5RPS2JcFTAHdmNnD5DtP4udGZgUX7M+WT5rSSvxu+ivP2BloqCYPcjeCO7UX2bZ23TGT9EsPsRwh0Pt+2mtyMZLVUMXtoSwvEjJMt3oLMrQMUNc747GTPWDios4h19Ee/Yi5XBKYKkfxtq2TaM46OzKyzpc1Oo/q0gXeTUUXTPprbbnNXdDydJHXkGN3+i7Tlode6DiZ/hTJ1A+1mCg78Cx8NIj2TldUSbPo0OejBBN9G2L+IUzqBZYfc56MGJpmcVn2rru+Ge2tg2WRgmWX0z7tA7+Eefo7z1frzhPbbTX93/4giiw/WtfScdj5opsE6WjxAky3cQ7H8cd/QD4pU3oNP9BEefI/X+3xBtvh+VWzPjzS5P4B98quV1UyOwwsEd2Ys79H6FWBtbCGo3c1u6M4qD3DcxqV6SVG9t5JwMJxHh9Jxqk3PxSi+5z3oxmREXImfiEsDF9lzoBEIYrl5TnkW87c/g3iun2X8m4MX9WQyzn5ULTf09HzhXD2o9WvlcO+3UV0nGJ1Mu/zkf8ekun17XsSS3klx9NNE12fjVldnWCzk+F+iRwnaYDTUCPqw0QtgRW3ekXH5VjLgucPGEnRE9pQ2rqyPOsJJxZWx4WtnApNascGx3/tu5gFOJ5tW6c1hVBeyOFMsdQUoIxpThvowHsWKFlERUyHaTpxisf7pPCr6dS9HnWPn6yUTxfClimSO4IXDpcwQlA+mmtO8YaoTtt6HivUi1LIbUn6cxbRgtRIhChC8ED7TJA/iziRJZKVqS20QIPu47vBdKfjEd8Zmsz6AjORkrziSaiQ4u7bnuCf1S8Jm0xxczPj2OpN8R+MLnm1nN96ZD/j5fxpi5VR1GCG4LXB4tRCTG1Lzt9ZhUVllR/a72SFsM+ULaY0o3Fjo8IfhW1udMotkZJmx0HXKVmeLVNb8n7bE7Uox2YCOpt0w4QtSKI2CJ9QMZj7/Oh/YYpUAaKu9SNPzeJ9M+vy0nlC/iBPS5cCk+Gy4kfrfeHH7XcA4vkNPTc3usLwTqibBxA7TfTbLiaqL1n6zJlBfqx+xUll9fnDAIkopMuPltTk6fQUZ5wu0PEq+6seU2g8O/Rr75X4jX3t4xuWinYkiWX41OL8MdeofUB49CEloSlkQgrNf7XNKctfTA9Qi3fQmdXY4sjuAd+y3enkeJiiPEa+/AP/IcKrsCd2w/IprGP/oC5Wsq459qBLNCttt0aefz9bYa/aUyKzDSwWRXEK69E929xu7fiZfJvPpn6PQyjJ9D9azHmTyGKE9isstn9quu+EQ0XVvf2tg2YxBJGZVbTXjVQ7ije3GKw4Q7voYojtRS1N3h3aTf/2HLDmjz2hpjQPqo3OAMga7K1ytj5JLlO/CPvThzvJVHtX/cFlGqXfeqR94d3mO7/nXohMC6I3vxjjw7h+JgN+7Q25Sv+T2ElLVAFS09Uof/0apN/JwtydRfM+fglT4vPuvFZEZcgJyJSwEX43NhPuRSmhs3FClGgsA1NDfPhICPbSryzok0U6XW5PZ8ebk7xWLk762w2LR0aCQZRWOTM2rjykTjPG9V+ZtOu/H1xycrBCYBIgy+sfe/54oxg67ku1NlflOygWcf8x1+Gyp+r8vn8WJcCUazkFhvcNkYcgKK2FFxKSlY6UhWuA7XN4XVGWBUW5/z1b7DxsDhtXLMtIEPYsVqV87qWlcxpjRTBnolNYJoyZ1kXBvOKk1inJlrpmnN6osnHQVcVX5PAJ8IWneOFbabe1eLn1WRCHtNfDdfZvd4QlI5H51e2+3uCdXr5TNpj2UVS4InbAJ82pX8y+4Ue6KEN0M1p6ojAXxhjzg0jaP+YPa1P1Y5f9s9n6OJriWNVyEBX0ruSnv8IB+yzLEz6meeN4IdnsNyR6CMYWKe4lS9ZUJD5RzO7GSELSZlhEAb0LRWEvRK638/n2gXMLcUuBSfDRcSl8n3Rxnn8AK5cuUajh09dL72bNEQGIjyJMu2Ubr2O42kARbkx1ysLH8uRUE1cKx8xVdwpk81rm3dNt2Tr+NOHOk8fX6Oz9Rdq4i6VqEzK0jv+tHskVZzoC1JG94D0iHc9gXCjZ9Bd61AZ1dix5fdRrD3H/CP/9b6oIfeQftdOJNHMcLFnTiMe+Ytwi2fQ+gIkYQI6dmO/LHn2nb35/P11v/cAMLvIrz6m4TbH8S4aXDs7Sza+CmCPT8m/e73iAeuAsdDp/tw8qdrxLL6yDGV9PP6jnRtbFvVUy29yrm7g2DPo4RbPo/jpmpFq3YFrFlrG03jnn0f/9jzqJ51xGtvBUAFOURprDbH3X5nTe14DYJk8OOEm+7DPfteQ9ddda+jdPU3CQ4/PbuD347A7n/cFj+MJjj2PMHJV0hya+24uNrYsP1oL4N36nWc6dMk625HBb3IqZP4x17AmTpBtO4TqP6tDcRelCcXbXU5Xz5rEeXxzry5oMyIC5EzcSngYn0uzAWVwHPv9PHK+wakYeOaIjdvKjLYN3Nv7skoPNmhXPsCpPouhfz9XNLSoZFkBBiEkI3jykTjaCrovBvfynetEYQGEqN5pBCxK0qQwFbf5cuZgJ8WIzZ5Dq9GijWuw/W+5tlSzP2V4xPMvOD6QiDR/LpkCbypHH+7sLoJAy+FipxQCKxf+bFCyHpHYCqFgYb9rxDAUaV5oZxwb9pDAUdizXdyAQdjxT+WYm5PuY33EzEzA32xc+DnygOoznTf4FpZdrtSYY9jx42NLuLabndPqO5XtyOtBx07r7za9TVC8LmMz5tRaV5Vx6nEhqj5NBLbdte+KwQ5RxLN2hI1gjzgSKSArGDWPX5EG7qlZJkveCmc+3tVb5lIgAlt6JEGhA3rC4TAA4a1Qhn73Zi1PWM4lmjC83hv6bTwtliCfik+Gy4kLpPvjzA+qi+Qxs8Rr/7YbOJdRYd+zEXL8tspCupSpGdkxe23uaCU6E5UDOk++7nzq/zs7s5B0tJv/gX4WZJ1n8D4GWRxFBEV0KleBIZo06fxT7+Bd+JlStf9E3SmH1k4S3Dwl0SDt+GfeAV3dB/x2ttQ3esQ4RT+sRdxh9+f1aVdHAS6ex3R2juodrHrVoJ43SfwjzyLjCsOKlm5Voxu8KPXik+OV1lfMUOkRaUaX+lI68wyS4iNov7ctipgtVpbk+ol2vgp/MO/Jtj3czsirXeD/Vm6HxMXEaXxWd/J6nWqc6uJcqtnzS4H6jr4+TkJbMMM9vqCy9n3SO3/BSIq2BniXppwx8Po7ArcoXdJ73kUHZeRpVGS/q1M3/Vv0ZllOPmToBNL7I8+T+rwr+f/Tq26CXd0P0bFiLgwE3LmdxEvv9aml7cKJFygz7pedeCOHST95l8Qbn8AnVtd90ut7R6dBi7+LoWtXYrol4Jr3YDPp2FD1jASG54/HvDoySx3XT/O9evt/WGy6BDrNtfsRYJzkb/Xd60Xm5ZeTzJcIdgSeLPGR1VHU0Hn3fhWx1cfWvV8KeZArChqw+91p/h6xuNgonmiFKOwKecTWvOpjM+/nyjxN9Mhf9AVIISgGvsZas0vihFvhwkPZP1Zx98qrK7eGw/WT/zLeYofRUPtGK7xHUJjSAu40nN4pRzyo6Y0cbDdznPJDpgrD6A6031cQ3fdr7jYDnC1K9xpkWSh+7XMkfTKmeezoZHIrXIdHGMVAnOpOl4NE04kmr+syLfnu/bnsmlUCfKI0nhASjauXf34tkFH8l6k5gwxbP6svDacVtrOeK+saU4KXikn3J9WrHTlrOfJcCX1fL7544tFp4W3c1HGXMbCcJl8f4RxLi+QI8NDH+KeLhBL5cdc7HbaKQqqKdLpZQ3d1UXtWzOWWAY7Z5fRKJvMPngbxiiEiqy3O5zCmT5lQ9acgGjwVoLyJGrZVtvVHd5tx4xtfwDn1X8PgHf8JfyqV3z5VUQb78Y983ZL+fBCQraM30W84lo7ozopozMDdoSbjpGlcYQKidfdQWr3j60Ev0KgRXliJuG7WnyKpzEiV+s419ZQCIybQpbGUH43sjBs91E41M5tiwJWy7WVru2oOz7xuk/gTB7DO/ZijXwDaL+b1IEnZ38nm69T6c66fqrXlPHaF5RazmCvoF7WLZISxgkwQXdNVaGEwdn7BKJ3A4Xb/0cQwga/VYsQQhCv+RjByVfaf6ekh/GzJP1bUV2ridZ8HG90z4wUXiv8Ey/hnXkTsF39ZOV1bUfxzYWWio6z75F+97sky68hWXHNvHaP+QIXf9fGjMFF/lxoQv0L5zJXsaErBgT39goeGU7x1Dt9DOSGWdOb8MbhDPnS3IFmFwPGtOH1ii/ZATtnuoPO1FKkpTeTjBs8yY9LumE8VWIMmsWH0TX7rrulZKMnWelKckLw9YzHqIGygY2e5KVywrWBy4ulhH/b5/GtroC/mw55P1LcnfboFoIhpfl5IeKdKAEDP56OmNCGu9IeobEEtRN5fKfFj+oxvF1O8KXgg0hxQ8rjk81p4pVRU08XI14uJ23JzXydyEi3J5rVGd4vlCIGuwI8IWb5m8eV5s1Fdt0Bhs+eafnvsbFSeq/NNQcwojTdjl2j+VQdRUPH1o/5bBpTSvPLYsQ1voPf9Hn149tKhnmvi+bPioFxbegWsNqR+BgcIdgTJfywEPKFtMcK18GtfF/GleZnhYj3zlNwYyeFt7fDBBJ9TsqYS+nZcDHgMvn+iGOxL5BBkKJYLLT82QXHUhHRRW6nraKgkhItSqPIINd+9vYivKJLrWKYs+tfKSKo7rUI6VoS7PjY23jl/4xBp/vAKERpHISodf29Ey+h+rZQvPXfVGZIlzFOChzPzuwOembJhxccslUlpDpGlMdxKoQRwLgpdHYFqnsDQicEu39EsuZWUBFOXLREvKH4BNStb3Vsm0hC68mOpxHDuwn2PQYqwh3bj/GzbQtYrdfWdtSNG6AzfSQDV5L64Geo7kFMdoX1bx97Ee/0G7OPdyHX6RwFpZYz2GsbaJR1N3+mIx2cwhmr6qgeV3OByQ3Qbrr1NSg9O1It3Y83cQTjBiSrbyRZdYMNKBzdh+rfSrjp0+jutXbu+clXCfY/Trz2NiuJp7Pvznyy++DQ0/jHX4Imr3orzDtj/HcMF/VzoQ7NL5z5ssPItGagS9l04eWw+7jPziMZ9qY0u06lWoatXUyo70qlBZxRmj1hwt7EzNuVWoq09GaSsT7wuSudNBDK2BiOJ+fWLav3XS/zBasqBPb3uwKOqRmvdXU29XJXclIpflyI+GrWZ9CV/KoY8ddTZSJjmNSQ15o/yaXY4Dn8YDrkp9MRL5ZjeitdTx86Crrq1PtvgDwgtO3aXh+4XB+4DDiiliZexbDSDLf57H4puMqTXBe4DDiS6cr86V2RoqQNGWkJ3M8KkR3N1oKA3+S7/PlkmZVOzLdzAcvr/M3GwC+LCUPKksXJDk9XfUEAFVNm9hrkDbwWJnwlq8nI2ftV7TCvkJLjcWfJ4p1aP+azafyqFPN6mFDQDs8Uo1ohpDqfvjq+bWc5nlcR0PxZvhCscCQD0n7mjwsxBW24P+3zfClhb2SPsd+RjKvG0L/zgU4KbxlhA+rORRlzqTwbLhZcJt+/A1jMC2Suu4fx8dEPcS87x1IR0cVup62ioJoSfeQ5wqu+3vpDFyn1X3IZ7Fxd/+qoqXAS0t2YOESWJ9B+Dp1diRESoRP84V0402dwR/aQ9G+1uxL04A7vIdz2JcBYOXfVHmCsDwohG+TDiwrZaiakOkGn+mxQWtXPF06gvQzpvb9An3iFeMW1bYl9w/puuAeZP43QCcZNoXLrCA4+aUdvpfpJv/s9VPc6ZHmsdXGg5drOdNSNn0P1bgIhrX+76h2XHqIyY7seC7lOjZdtTdTrLRGtZrDDLFl3/WfaATkVVYeQYEA2E2HportW4g29Y8ly/QuPn62F2PknX0UHvfiHn8EZ24cM84TbPk+85lZMKmfnmQPxujsJ9j+Gf/gZdHoZOrty3u/O+fCNn8uM8Y8aLubnQj2aXzhjJTgz6VEoS3qzCtcx3BwI/nx3D9NGM15c2KtQlXy4QGws0TqfqHbxt3sOb0YJR+KK11pINrsGFas5iVO1a524stbtbU6Nnk963EwyXLeOUJYT/uNkiUllKC1RkFPVd/1uqCzJhAaCMujamcq/KcV4wI+mQ14LE+5IeWxwJQKHt0OFEZqHulPclfY4FNsk9k+mPXb4kqt8lylt+EUhIpCCQgcEaCHe/+Y1G3QdBl07v7usDS+XraS+FXoEbHYlMYKdoQIUGz3JVzI+NwSaZ4sx92Q8PODNMOGv8yFfynjckJqx4xlj2BcrzirN06W41vFvJpufT7u8FsJbocIVcweuNUuTi67HS1OFWQTSYKX6f1eI+NNcgKiTd1c7zEcThTJQBkpLHGrYiVIhI3RDIWSjJ3moy2fQdRZkm2i2TGjj8G7FMlEl89cHLlf4Dv95qszbYRl3CY6xE8xXeEuMYcoY7k+1D+XrRBlzqTwbLhZcJt+/I/govUAuFRE9l+20UxQ4k0dwpk+jMwMdb7NTufWSymDryWuzh1i6qO51eCdeIc6tsV3LzECF2MrKofg4Y/tJ+rfinXodXZkvLqbPIHSMSffOrHMSIsIpRFKudVtNqgcjXQwsiizNIqQ6qUjQS1beLRz8o88j4iKyPIEzfhD37PtzrnHD+q7+GEnvRiTgnXgVJ3+CcNN9qIEr8Y6/QHDwl4hwGqSdPduwrVad6kqquQpylf3Po1M9lK79NhgN0iO964cVKXfTMnRwnTpjBzF+DjAEB55EZ5Y3epvrLBGdzGAXNKahay+FRNjEeCdAFkdAx5ggh4jLNVm/yq4iOPJM475WJffGzp53RvdjhEAHXeju9Wg3RfmabyNLo4i4gMyftvsuBOG2L+GO7sMdegfjZef9Xi82x2Ep54pfxoVH8wunCwglyBddJkoOjoA4UhRLinG9MLl5vxRsdCUZIZgyBmVgyhjGlKZwHi6Zahe/Twp+WohY70q+kwsaCNSINkwmuu02pipe5N+WZ773Gz3JzYG7IKJRTzLuwCGdKCaV5rTSDCea8SU+/loH2RhGlWZjpbPrYX20X8763By4/GQ65JlSxKlE80o5RhvwpeChjMf92QyrHMkb5ZjvToc8kPH5vS6fPbHGqxQhlkvBWlfOK61dDBbr1e9zJJs8p4Esv1CK+Vkx4vezPmd8h7NK82A24KbA5flSzI8LEWeVZrPv1j7j/TAhEHBXyqUMDWSzzxEscwSvRYqCgV7HXtuhgcOJnrVv/VLwUGWedTV4LhX4XINqKU0e04YfTYccjhX3Z/yGa/ZoouiRtrBQ/YuFFDbmgwBCbXgzTNgVJQhmk91JbbgrJbk95ZGSolaQWoxtomoJGVWGX1a63vVkHmCt5/CVrM9/nSwvKtxuMZhvTGFoQJmZUXft0OnkgsvoDJfJ92W0xMWeWrhURPRctjOXoqDTbS5Ubr1UMlgRTeOdeBmZP42TP1H796rPNllxDel3v4c+sgy17QuWeIMlilUSNXGM8tUP4x9+Bv/4SxjpERx7HlRsR3EBIswjyxOVDvIawCBUhDO2H4SDdrPEq25aMFlqSUir87LDPN7xF/FO77SErnbM8xefZHkC9+TrOFMnUNmVgED1bCDc8jl0djkIiLbcjywMI5IyycCVeGffwxndZ8PKVLltp1pEBURpDJPqwz/5Kqp7HbipjgpGba/Ts+8hp44Tr/n4jI/57Hukd/2IcPNnrLcbZtQMk0fRvZvaHr8Ip0CFVoLbkIa+Du1l8I+/gOrbjFAhOmNHudWS2lWEO3UUWRpt3NdUPzJ/Cu/MWzjjh0FHRFd+lXDz/XQ9//8l3Po5uy0vgyiN4BRHEJMROtUP0iVecR2Zd/4KERVs4WDOE7jwHIclnyv+EcaH8Vxo9rhOG0hjR0R12imqvnB63uwZvtUxUWOJWXDIVL8U3Bw4TFZmSn+zjhj9shjxWphwVi3ty2lOwCZX8mI54XNZf1Zg171pj+/lQ/5qqjynfHm9K/lsxmezK2tBZo9OR3wy5TKmTcdEY0Z6PfmhjV2rl7z7QrDKtQnaGtjhO/zWldzku3wq7fGjfJlICv6H3jRfyga1beyLFRtdh4eyPghJn4TjqpJA3aG0drEY04YXKj5wTzDvOK/lUvCNroA/zAUN5/r+tMejhYhHijG3By5Pl+La7Ou70h4fxIq/n47IyrjhvCyTgi2+yxbPdt1DAx9ECS+VYzZ5Lg9lXbqk5P0o4YNIcSxR3Bw47AxnigPZiprkj3MBvpQz36WwPKc0+awyPFOKeSdSdAuBI6Bb2Bns9duvYj6Peydo7s6PJorXQ3ts9dsa04ZfFGMOJXrBIYatkJWCr3X5rHWdluoSsCTWlwI+pACz+fzvPrbzXV/caoX5lDEXO2e42HCZfF9GSwwOrufkyWMXejfmxFIR0XPZTjtFQSfbXOxM46VQMQiM7dBnV1K+6muY9LIGn632c8jiGOnDTyNLo0Qb7mqYLS2nThCvvQ3jd6H6NpPe9SNIyuCmSLrX4Z98lWT1x6xcPTOA7lptybGK0EEPzsRR4uVX443ts8FmTR3UerQL2TpvgVh+F+UtnycZuKIxdbvOtxxtuIvUnketRDouIUrjSCfAoBGlCdzhPTOFgWryvdE402fx9j2GM7qPaO0duEPvdry/9pp6Dffs7lrSf9K93qbN13W5kxXX4p18hWD/Y4jiKLp3AyKcQhZHCI7+hlJusK183T/6HDgB8YprGtd0eBfO+EGEilC5QcIrH8J4Kftn6X5MVMA/8izuyF6bClB3/RsnQKf7SQauRGWWQ9BFuO1LiNh+H3RmoGJJYCb1vTyBUwl0EzqBuDQ/8YYF5zicl7nic+BS77Cf7+dC80tzXmnejRSnEs0NgctyR3T0Ypw3Vor75azf4HEFQY+06cILDZkSwEZXMqkNn88Gs0lwyuU/50N+kA+XtHvqCcEpZVjvylmfCVYS+rWsz2vlmN+0II71wXN+JXBrgye4JXD5SSHi76dDxpXu2O8Llgx1rV7HqVPHz/n4Ov28qnz7KxkfZeBIpdMfac3TxZivZn2OKcOGipR8TaXbKLDBdO9Eit/LBThCEBmDU+E/1SdOJ9LaxWIhhLKqdPh607kWgCcF384F7IoUBxOrIqvOvq7f/9E50r9dIXg3jHmsGPG5jM8XKj5fR8Atgcc3sz4/LsY8WQjZ5ErGIsWAgGWu5IGsT19lXU3luzRmBKfihHiO9SsaKCaaHMxZfFiKtO1Wyd5bPIePp7y23fmlkrvHxjCtDVnZPj/ifCTLz4Vm60Oz//2FcsJYZZ3nSpyfTxlzKXCGiwmXyfdltITjXhqXxlLJ6c+HLH+ubTZ4U42yidxVordIb+pCoFO9hJs+Q7zhHkzQZWXBvRtJVlxHau/PCPb9HJkUcVIZoqQ8a7Z0uO2LtRRq43cBIJMSJCVcnaDLYwS7/55oy/3ozDJISgijMdIl2PsPyMIQxY//94g3/i/cs7uJNn4K7edqs64b1nGOkK1qp9od3YeRriVq5UnkuayZdO3YNi/T8M813zJgMgOIuEBq/y9QubWUbvoXoKw33j39Jt6Ztwj2P44zfZpo3SfQmQFkcQT/2PO4w7sQcYl04WzHBKyZtFGeIFm+g9JN/7y1XH/wNtyx/aT2/dweh04QUR4Z5dvK1/39TyBLY5S33D8ryyDe/gDu4WcIDjyBd+wFe1yDt9YKMsH+J3CH3gEh0am+2nHJKI8hj+rbSLTxXtLvfo/y5k/bgotjQ65kcQTRF1Odq66DHpxoemYcXHncntcOsCB//HmaK94OH4UO+/l8LjS/NHvAqrTHHwl4pBjzVCHi2sDnT4LUvOm7Bjia2LnPD3cFDVFqBjva6WiiF3RWcwIyQrC6HQmWkm9lfd4NE55fwu5ppA2nEs2Xe1JtPZkK25V8s4n4NAfPxViyMaUNErjRd3jZlRydQ7LeDnIemepikcNKxptJ0Jg2/LwQcTTR3JPy2OhJJrThV8WISa3JCngxSngo6/OLYszZygzyxFg/sQFWVKSzRWOIKsns9Tgf0tqFEspqXkHzHU+Atf4IuCfj8ecTJSQz48Tm2v/67uc7keLH0xFX+w7/PBeQlpLQGE4nGoUhb6xcf3eYMJRoeqXg44FDycAG18HHXm8AWggGpCSvBGPazB/aB21Z7bnOoa+u0WJG6i2V3H2+LvNCx+8tFeazPhTM3AS9Ewn+pcIZLhZcXq3LaInLqYXnF8bvIunegH/oaZs8XUH9eKWFzDRe0Gc3EP/EdhmjaeyjyxCvuhF3+H3r6zWGZOBKkuU7Zs2WrkKUxhtmd8soj4jypPb9HCd/kmjDPejMcmQ4gXfyVeT0EOUdD6OWbSVadwfp936ACPPovk21rufMzs4dUFcjNMuvxXhpRFzCG37v3AhNq+5p1bdcgTOyFxGXKF/1NcJKArgojeHkTxNu+Rzp936Af+AJDILgwBN2nVSE0RrtZuxLVBJWur/z7E6bsVmiNIY7sruWBN6AOrm+Lex4GC8D5UmCQ0/jTh4lXnk9xu+aIYFD75OsvKYFGRUY1ye84kHc8QMQFTCIWkFGhJMIlaBWXtc21M4dO4B37AWgEtoG4Hgky6/CO/YC8eqbG9aa6qosMKBwITkO2s8tyh++GHzYHfbzhfP1XGj10pyTwiYGC8HDWZ/dYcLOMGEwG8wrEe4WcIPv8FQxZnekWoZM3eA7jCndcZfTxXq7v9nixb4KT0puCVzeWsLuaR4oGlNLT56Fivy3qwXxaZd0XCN2i+j2Vru48dnTdM8TztUpBJZ85aRNXl7jStY4gsOJbiCpGpuC/mwpwpQsEb3acxhVhgRBbGC16zDoKh6djlglhS06VMj2mURznW8JxaQ2swjuUnclF0MoPSHIObaw0CNN7X5hKsfvIFguJXljuNp3atLmxBiGEkXUgqBWu5+PToccTxQ9juDrXQErK13s0Ai0C6cTzSmlCRBc4Tu8ESZ42nB3yuPXpZgxremSLqGxagIfiIwl6FPaLHr9Fkuam7EUI/XOBfN1mc9lnvu5Yr4O/2KzCaq4zBkWhsvk+zJaYmpy/ELvwkcbxuAN70L1b2kp+47X3ra4eeCdfHSrUKr6zmId6TDlyZlOYlMnWOZP4w69i39mJ8bx0CJX6+IKQCQRIinb7quwwWTJyuspX/1NVN9m+7G9GxBa4R/+NaWef9rY9ZzHC92W0Ky64ZwITevuqag7FwL/0NMkA1cSXvnVSoicBFlNmTWUr3oIZ2w/xu+idOVXcM+8i3dmJ7pvPdHgrQitkPmT83Y+2x/jTbgju/COvWiTwOtmYVdhUv2YVC/ljZ9CRnnc4V3orlWo7Gqc6VP4h59BJiV7zsrjmLZk1FgCH9jZ7qk9P6F0xYMAyMnjBEf+kWjtnXPODpflCVKH/xHjZ5FTJxC9G0EnqL6teKfeJNj3c5uQXwnPA7Og8MR6dGxHWIQ/fDH4sDvs5xPn67nQ/NLsAr0V4g32pfmutMf382HN47rJlbwO+C3kvJ4Q3JjyuF0wa7RTNQSpZOCFctJxtys2NphooK7jayrdU1nZx8QYus9D9zSvDYcSzXXGzCoojVQ87K2Iz1KMGKtHfRe3z3EYT8lzGitW3ea1vjPLj7431nwy5bLNc/hZIWJcG671Xf7X/gwZR1I2hpQQ+ELwF5MlPogSpIBnSxF7I8W4NrwUJvxBV0AEbPccfl2KuTflMqoNkYGeShc8Zum7kosllFWJeF7bcztgLy4bTmrAw7A3VpQ0fDxwOZkodoY2Af+s0kgBokVBZEzbEVu3BC4Z7HUcGft5o9p6ftNCsMyR+AKGlWOveQE/LEQoA/9xosQmV3KF75JUPsDFepvFOazfUpHmpb7eF4NzJbHnE/N1+M9Fgn+ZMywMl8n3ZbTEqtVrLwconEcYNyDaeC/lHV9veJmqH6+U9G1d8DzwjrAA0rG8fzmnW3QS3bO78E6+gk4vo7z9yxg/24LgGJKBqwg3fxZcD+NmKtudCfUQUQHtpvCPPIeMpohX3WRJe3lsTmJ6roSmKuM20rU/j8tW9uwGgMAZO9h0zKZWEAj2/gNOadTOyx7bX9ELAMKx5FM6GC9NvPom/CPPIvNn8IbeItr8mRrBFGEep2vlnJ3PuY8Rwk334UwcwR16l6iZfEsPI0BV/PbeoXcJt3/Jeq3L41ben5QgCfFOvUHq0C9BOK2vC50gozw6yM0E76kIvAzu2H509zritbchmj3ZTedBhpPoME9w5Bl09zrr8fazxGtvwT/8DO7ovkphIrEBbW3Ofye+aVGewD3zDu7ofoxwECqc/XttFA5VBUjt5+f4HVxsAvvFiPP1XGh+aZaVf6tHlfSGBt6PEt6JFLelXG5sIectaktgbk55tdFOzSO2OpnhW488tvM9ojRlbTunxbq/zwg7qmrsPHg6xyry6ht8hz5H4laIfjU8LmpDfOZLOobOu73NXdx0OkOpVFyQLLjdNr+W9W3YU+Xc3Jv2eKQQ8VRldvdVnuT9SHFT4DJpoBfw60ZX3Zvx+bOJImVt+HUx5k96Uqx2JN/Lh1amnva4MXD5b1Nl/myqzD0pl9WuS7eEEW04HSt+tcRdycUSynrp8plEU6gEBrrCpuvntQ332+xJxjW8ULIJ+F/O2lDNkTmIngNc6zu8GiqOJ4orfMeSb6VZ4UgGXUvIzyjN0USREvCnvWkyUuIJeLwQ8T+MFPh/9qa5K+1TNgZfCBKtePoc1u9cSbMAuqrrt0TX+0J8+s1YSh/5h43FSvAvc4aF4TL5voyPHC72UCODQPVvIV57W0viWB2v5J98ZcHzwDvCAkKpfD+FLJ9u6CSiIvwTLxOvu5N4zS1gKuREuiSrbsI7/gKp/U8gyuN4Z94kXncnKrMOOx+67jwYg3f8JSs/7r4CgyT1/t8hS2OtyVIdzoXQ1GTcq25Gd61CxNN4J17BmTxOvOoG1MCVuGfexj/+opVnV6TUzshe3PEDOCMfAAKT7rNBco5v/d6Fs2A0IipYmXfQAwjcoXfQ3WtnOruVtQIxZ6FgzmPUCTKaqnWi0UlDh9Z4Gaus6F6HO7K74fNroWY6Bt8l3nAX7uRhG5bW5rqQiU1qF6Ux+w+OX5sdHm65v+V88lbnQaJxR/bgHX2uVlRIll+NTi/DHXqH9Ft/iYymrCS/xfnvxDfd8DteFlEawxvZhTt2oMHS0KBwcHyMn7XWgsp9Q5YnrLz/XL+DH1KH/VJGM0nUlX+r2Q+wpML+V/FCKeb+jM+NvoNqI+d9vhTXvJeuELgNDePFdenGlOaxQsRGV5KVkrWuxBc2wGtYaUpGnxdPp8HOTP5JIeK+tIcjbNJ3wtxy1qXyoC6VLLjVNu9Le/Q1hOLZbVatBm9GCdcFLvtjbUP4mjrCAFs9h69lA/7nsSLXBA6fTHmsdR1Wuw5PFiL+Jh8isNfUj6dDPogUD2YNyypWhF8UIt4IkyUPylsMoWyWLo9pah59ZQz/WIrZFyluCByeLkbcn/G5O+UybWx43IY5ZO2eECxzHTZow29KMZ9Ke4xrQ1oIBl27ryVjGE4U70aKL2d9fj+X4lCiyAnJp1Iuf5EP+V/GS/xBornScxjXdk3PZf3OpUhUr8Z4L1LsixX3pj0mtJ2UUF9w6/R6X4rgt6XykZ9PnEuB4TLODb+7T/vLmBMjI2cv9C4sCpdCqFGVVIm4aEdPVbuJVQhBvPxq/GMvdlQ0WGixYSGhVKOjdjsN6e1akay6nnjVjZZ4S6+BuKjcGpypE3gnXrFFhINPUb7yIUxmmZ0B7ri2g7znUdzh3RggXn8nOrsSZ/oUcmzfvD7oxRKamox7wz2orhXgZZGFs0Qb7sE7/hL+0ecIc59C9W4iXn0zwb7HSO9+pPb3SWYFRjjoVC+4KXvujLGe8Nwam3peGLKzspMSCHDyJyhvf9AS5EpKeU1aDe0LBfMco4gKmOrxqej/3957hzd2nXf+n3MbAPZhmeEMySlqVrcl2ZIsWcWybLlbli13e5OsS/qmbOp60zbt52yqk3jX68SJHSeRJctNtmXLVu+9z4xGms4ZDntDveX8/rgACJIgCZAAAXDez/PosYcALs4998W593veNneuysQ++jDG9FHSp15H5JUfksrmpefnoTC8Xync3guxTjy/pF0o38WcHSay/w60YWNOH0XFR8K2YFC0Sv1S12GpsHAzfgIzObZkVfNS8qYJ/CLvORVv22sXRRjk88MHH87b59ygNdahuzHiI2Fe/Fo80mVWYK9nqnVfWCgSPZiX86p1GIq80zZ4JuOz3TK4Kmot6itdKASfSHsVz72Ma3g643FfyuNnWyOYhkGAxkZhG4rbEz573erkdK4mnLVSOajFvLiZzFwo/2pyaXPHNJVaFOWQO2Yu1eDUmIUPTPoBrm0u8gh7WtNvGXQYigsdi0E/YDLQbDINPtwa4f3aYcTXgOb+pMd/zqb5ug7H7wOmDntCz/t+1iZM1iIoS7nWw4kgjPxwzGV/B4UbIrkxXRSxuHU2w02zaV4XsRiwTXJbXcOez0+SHlNBwNuaY0SUot0wGPICtkctfqktykE34MvTKXrNsPr/Ic9ntozJWTi3s5p5m2ULWUo0L4zG6LUM/m06zV9NJskQpooEhKkmFzoWL7n+ivZeicJvjUAlNhgKaVTNUCtEfAtFsW175TfVGfVW1GhJUZwTVYGLGR9Bu4n5Hrf0FKrEtW81mw3lFKUqtINc9fbAacXNCbSC9lt57BjpU96MMXUEc3aI6L7vYU3sJ9N3KX5bH8pN4Aw+EuaUK3BPvY6geUv4veMvryy8YVWCpjCMW0da0LHOUFxZUYKWXtJn3YA1thd7+DncHVcRtG4leeEniT37r9jHHkcBlpfG7Xsdbtt27MP3kem/LCxapzXaiqLb+lBeAiM5iX3oXnCTmOlpoi//gMihe/B6zsIdeEMYel84tmKez5XOMXCxJg9hxk9gje5FxzbNFWNLTZHZeRVBrjp7rGv+ZwuLmuW+33SWtAvDMDD234194lnw09jj+8IieyosNEdbf8nXAcpv71dqmoExc7ysVASVmsQ5dA9Genpe9fZcO730KddiDz25pnzscja76p1q3ReKicSch7NLaW5OhEXS3tPs8K14hvc0O0s+7BcKwW/Opiuae6mAbkNxdzLDQTcs5Jbznt6bdDnk+fQYihFfV02AlxvOWokc1GJeXEMZ+MzVeCg3lzZ3zGJRDjlyqQaTgSYe6PwGjavUvKrtAaEwzwA9psEOy2Qy0Ax7ARnC3PAu02CzqchoeCDt8sddTdhKEQUeTnvsHfOJZ+eiWMu73Hwt1Ut9IauJOigUpakVrrWj4IKINRf5sYBiGyK5MX06EuXKmM33EhkeSIUt+XbYJsOez02zGcb9gJ9tj3GmbWKosMe3h2ZPxqfHVLylyWa/6xNFM5j1MJfKUqJvr+vzlZkUn2iNlrRJVCwaY8TXaAWGUrwlatNvG4z6mvuSGf7PdIpRP1h2rNWI8KhHqrHB0IiaoZaI+BaK0t6+ianJximgUG9FjZYUxaN754uqwF1UbZzAQ6XGV/SErWWzodSiVEXtoMAjW9h+qxAd60RH2/FiHdjHnwy94MPPo81ImFutPfy2HbjbXguBT+y5r5YVnbAaQZMP4zbtcLNDa5SXwm/dmj+GO3AZkd23kj71bZhG6Bn22ndhnXg+9DKbFl73meFmwb7vEX3x5rBgnu1kc74Dglg3sSf+H9bEftze15DpORu/8zSUn8E+8iBNj/8j7raLwz7iufMpIlBLOsehJ1Azx4m9+PW5NmR+htQZ7w6roOfadSXH5n+20POe+370knYRG3sRfeL5ueuTDTPXqFULy3La+5WUZtB7IU7yzjDvXhW5tRWJMNBOK5m+16P89NLt9HSwpnzscja76p1q3heKicTHUm6+z/erIxZHPD/fQmrpWIs5IThW4dzLVgVvaXLotQyeSHt8ZUEht/e1RBjyAo5Mp6pSTRlWF8661hzUYl5cy7ZxvbmrUG6l69wxPdtcVNk7Ry7V4Nm0R4rFGzS5FVNrzUMpl5kgDP+Pa81WUxGYioNuwDbTYLNl4Gk44QdYQKsRpgxAWMjMMRQEumhf9A5D8YGWCLeU0Bc9J6AVsGeFqIPn03MibilR+nyRvt2wurD2hZtcm4wIX5hK8WU/RbuhSANH3YBf7ojyhphNBo2jFT4QUYqIgkEvIBFoRoMAT0PcCtOuSmEl0XdbIsPfTCa5MmavuEm0MBpj0AvTUd7XEuFdMZtpHRYqbFGa/pYI3VlRudzvptbV0teDam0wNJpmqDUivoWSqedc6noqarSiKN77ncWCpVB4leAJq8RmQ7nex7kTzG4eLGi/NW8I2dxgd8sFWGP78u3Hsp0+wxC3qYNYM0dXZUurEjT5TQMVnm+2r/RclXIImrpCUah9QIWF5UZewNt6AW7nGTjHHsPrPAMdbSez8xrsow9iTh7AHbiMoKkLIzFGZO93sUZfIH3a28hsvwJtR8F08Nt34G67mMjeb+Ec+AlBtD0r7opf71LP0UBDgU1rFNb0ofBB2LDw2wZwBh+ZdwwjPTVncwu+v5hddDQ5TBXZGFk3YVlSmkFHON7CEPxF71kQYWBYBB078LPV14u106tEPnbJFdhPcpYSiU3AcT8gE2gMFYqyHSWG81Yy9zInePosc8lCbklNVaspr5Zy56HQCzub9TpfnA0TDwDPnRPeq8mhL/QMzwQsyuPOpRoEWrM724d8JS/+RKB5JO3x2ohF3AzD0G0Fo0FAa6DwteaBlMdrInZeeOe+Z4dpMOIFeWHiZMOYc+3uAD7RGuGA63PA9dnvBYsE4UIB/VTK5c6kyytuWCwuN957ki57XR8TaFfgKMW7yvRErjasfeEcnuGYxNB8vDVKSmv+YTpNJHuN0zr0eJ/wAxwFUaVIKM14EKCBIV9jdW6C4aEVr3c5om+f66+4SbRw8+GJtMd2y+DGZicsCAg0B5qDro9foqish2rp1eZk2GBoBER8C0U5cvjAvH/XfS51FYoarWazoSRRPPIC1ti+NQmWSm02rOR9XGgHUOCR7b2w+HxqjTP4CH7bADq2qeh7FJS0CbLcNShb0OQjDsLoAqxo9u8FPcoTY+F3KjNsBTb4MJmdbwzbaPlp7OFnUW4C3byZzClvwttyHvbh+4jsvhWFRqMw4ifwul5F6swbMOPHUemZsAK6aaOjm0if/g6ssb1hlfJcuP3o3qLXezWibaEg9jafR+Tl7xPZd1u+2rnKxPPXqpi9LbSLaXfpZIC1CsuSfmclpRlMZvPqnWXesyDCoPC4hlXcViuUj73qza46oth6UGmKicQ45EOC1SrCeSvFQsGzsJAbFBc8jVbYqFBEDvuaR1Iug17A0xmf9zU72Zx8jxkgU2YO/VKe4Vwed5uhsIBb4xkeS3uLvMwrefFfyISVy98Ys5kOFAowFAx5PvelPI77AR9sjQChrdwcz3DYC7ggYrI7K0hV1uNdKLxhLg/9kBdwlm3wYHrunDsUvKvJ5tomB59QuF7fEuFSL+CW2XQ+SiIRaGKG4sKIlS8S1qTgfdlUisKIjuU8kWspplc4h4pQ/G+2wjnbaRvcm52/ABgONBPZNIpx389vYJzI/k2NnFh0bYtdl7JF3writvC36GnNQTfg462Recf39Vz6RymispLdAeqVam0wrMe9YSMh4lsoSu/Wfo4fOwLUXy51USpc1Gi1mw0lieL+12M9+9W1ecLWqYLylt4+ho4fnX8KeXF3H36u2rfKVqvVmsi+28J82dPfEVYAX6VwKeUalCNoCsO4jfQUfqQVbUUxkhP40U0A2EcexOs5C8NLYA09TdDWP9dGq8CLnGrfgbZi+JtOxW/fDr6L8lNobdD+g1/A7X89WA6gwqJ0vo85O4zOxAki7bi9FxB9/j8xJ17BmjgAhkkQ3VR0/KsRbQsFsd+xi8hLt2Efexyv++wlWsMtTeF6sNT3rUZYlvo7Ky0E/8lskbslHpyKRBisdz52OaH29chKdrAeLAydLbWIWCUE8GoET6ULG1WbwtDgY37Ag6kMH22L0qvg3+MZDrg+V8RseiyTV1yfHyUyPFfiuazkGe4yDab9gEfTHs9nfEZzGy4svnZLCbRi3vEZP9w4OOz6vKnJJh5o7kyEFfEPewFXxmxmgwAT6DCNxX3mySeF5fPQz49YPJ32SQBtKvzck2mfpzJJDMh71nfaBu9vifDdeJoH0v68+fUhzLlujbDTNhkNNENesEiAFxONq/0dFH4+fzw9N2e7LINnXJ+vzKTnVVEvPO7zBcfNrQkr2XmlRV/hbzGdfXt34fGzrfgKnz5WOn6lugPUM9XaYKiHe0MjIeJbKEqueEK95VIvRUkP0cPPQeATOK3LCoM1bTYsFMVFQll1pA2sKEZqYvWesCpWUC70RI7F02jUojEZqUki+76PNXGQTN/r0JF2lJfAOvE8RnwIt/9SguYtRPb/aFXCpZxrUKqgmecR3nF1WGk+0oYRH8aYHcI+8iDG7HHSO65EpaaKttEKvcjfwzl0F8nWj6CtWBiibtpowyKy+xZU4OG39i3Kqy7M71deBiM5hgo8vC3nriw+VyHaFgliP4059hL28SdXtLe8DaiwMFw8vvgaFvNYG2WMsdxrXEp4O4FfVkTJRsrHXg/qpahOuUXEKiWAyxU89V45eaGondWwyzLy410Yyttnm9waz/DVmTSGYRAEASP+4vDrYhSbi1Ntk454mu8nXA54Aa1KYSpoU4odlkHK9XFU+dduoXfc05pWQ3GuY/Fk2ufJdBIIhfENLQ7bTIP/M5UhnRUmhm1iK4VB+JBsKTBQBGRfB8Z9TbOpuNA2uSRikcl6hDebBhdFLXZZJolsSPs34xm2mgZR/Hmh17kK693ZVmvdBsQNtei8lhKNqy2mV2wzIz9nKrTzL0+neChlrnxcrVe082/Opisu+gp/i1dEw2erXI0AdFiscWbB+a90/LVuaDQC1dpgqJd7Q6Mg4lsoSiqZLahUR7nUy7HsQ7SysI8/ikqOkzzng2DaS3r81rzZkBXFxsxxrOHnMKfndgL9tgG8LefPE8Wr9YRVy2O30BPpBUk4+tiiuQqiHfht/WjtEdn/Y9A+Kh3mdfvtOwiinasWLtXc8JnnEe69kKBlCyoTxx58BHP6SGjLM8dQM8eLttEKWrfi9r+eyMs/xJw6RPq0t4etqBKjYYXsqcMETnPY07owr7qQbEE9pQNSp7wFd8eVVYsoKWpfK9hbEO3AaxtAW7FQTOuAicwsykpjeIm596whDWU117jU8PZyI0okH7t0cveFemChwMoEmmKWXWkBXKrgqVZho+Uox7tfbEPiybTHmK95NhOKxIWhvKc6Fp82Dfa7Pq7toNwMz6Q9/mmFAnNLzcWg57PbDfi59igXOCYngrn8+aOuz7/MpLkianHlCtduqfMu9I6bGrZZBh+MWmRQ+e/JiardbsB0VphcHLHwtCaiFA7ZGHnA0PBgymPAMngh4/PuJoerYjYjfsB34hk+2BrhYy0RjvuaYT+gzzJ4U8zmpniGb86miSwIvY5kj5sXjSos7ja9wGO7nGgst5jeShtRc5XRNaMlHHd2epLXlGDnD6S8iou+wt+iA/wk6XKhYzKlw2JrhREEpR6/Et0B6plqbTDU072hERDxLRRlYiJbHXmdwpsrQdGH6Ewcc3wfRnKMzK5rwgrQLC1w1rrZoDKzOIfuRtvNBG39YSXsWBcqOYYz+AiRfd9DufE1h7FWw2NXzBOZNhTBpjPnzdW895lO2GLLjhE4bURf+QGRPd8m9tSXMDKzGG687HOr9oaPkZrEGgw3FLRhoQIf7SbQZgT72ONhqy43ke/DvrCNVlhFPCDy0neJTQ+i7WZAhxWyz3gX1tAzOAfvJn3W+5c4wXBjJHBaFgnv/PkNXI41dQhr6BkwzHXLDQ6iHWQ2n4+RmUG3bCHZ9250rAsjOYZ98G7s42HLtbWmoaz2GpcS3r7aMP1Gz8deD/L3hTohJ7CU1rQq6FogEqolgMcDzWMpjxczYdGstA5FS+Ex1ruwUTne/aU2JC6NWDyd8bkz6dKc/Xv3glBhSykcpVC+h1aqpFDhpeYi71lviTAdaFJekBedT2Y8znNMrm925vWxtghbSb25oJ/7Rdn86eXOu1RR9ULG58dJlxsNxYBl5IW31pqvzaYZ9AP6DOizDK7Kzt/jaY9+y+TjLeFGRZ8VtsqbDTS9lsEHmx2eSLnsd/15odeWUvNyrJUK+5YXzngponHhRsNSlLsRVcpxzVSC17Y4y9r5BY7JE6mwcnulRV9u86EJaPYUXzZU/rqs9vhr7Q5Q71Rjg6He7g31Tu0Vk1CXbN02wOFD+6sa3lwNCh+itWGBHSOz9SLS/dm2QTmW8qCucbNBoTGS46R2XkPqnA/OExfuwOVEX7iJ6O5bKvJQX0mP3VKeyEgkRjKZyM+VNfj43PtMZ36Pb2WERcYmDmBMHsLwDy3fD2gplJEVtMuMdw0bPnmvbc956EgrWlnYY3swZo6GLcA6TwPDJvb0l7GHnysaXeBtCf8Weem7aDuG230uurkHIz6MOXUQc/Y4QVP3khsj5vgrpHdeU1x8GjbaaSa98xpUapJM/2XYI88tGalRqQ4EGoXXNoCRmSGz6xrSp78zPz7TNMkMXE7rHb8Bpr32qIQ1/M5KiRZZTURJo+djrwf5+0IdsVyLJp/KC+DC72sxFKN+wNOp0HM6WXCM9aycXI6oWm5DQivFO5tsXnZ9ns+E9/S8VzaLpzUBEI2G94aFXtmFXuhpXXwuFhbJCkO7F7+2yTSY8YLwuNm2X7ZSxAPN5VGLYT/gZ1oj2Iax7HlDaaJqPNB8O57hoBfw1iaHV9kmI0HA3QmXQT/gvU02X5xJ864mB0sp0lpzwA34LwuKfXWZikEvoJ9QZF8QsXgw5TLm+ZxaEHp9UcTi1tkMN8cz3Njs5OcXKhvqXK2NqCbHWdLOB71wc2RPxqfVUCS15qbZNM+kvZLaiZWKJluU0dfcGs+wtwKistQNjUal0hsM9XhvqGdEfAvLst4FiSpB7iE6sFtInnkD3tYLlnhjEe/aGjcbNAp/0yl4W16DOTMYtuLKCiMjPYW35TX4Q09iJMYqJsAr4bEryRPZcx7W2Ev59y3q8Z1t3ZXpu5jo+EsETgsEfsnjyglJbdhE9t2G130W3pbz52+a5Iazyg2fhd59nQ2fz+h3ENl3G86BOwmaNxO09JI+453Env3KktEFxuQhjMQYRnoac+pomPvtJlF+CsXy4c/4HkHHjsUDNOz8hoZKT6OtKF73q/B6X7PIq7wo9Dszi33iGcyxl8J88jLnRjstaDOCbuomfcp1i20h8MCwyPRduvaohAbb1BPqk+VE5+2JDD9OuBUVwAu/b9Dz2etqfGXQa4Hpa8aDsMLyelVOLldULeeR94ApDVfGbL46k2bAUvO8soVFrGwWe2WLbYQ8mnLZ4waL5mJhkaxC0Vn4mqUUZvb/bzbniqDNBJoBy6THNNCULiZLEVWu1oz7AX87mSRmQKtSnOGYvD5i8eOky3Sg6bcMDMDXYCroMo182zmYK7jmA2O+JqoUCsVjaY/XReeuVZ9lcmXM5vZ4hhfTHmc6JqZSaxalCzdBMtl8/kpHYnioonb+dNrjvqTLdsvgIy0RPGCs4JxenErRZFTeq1yPXuty0kHWk42+wVDPiPg+CSnFWzY+NgI0eEEi0w5bXS3DQu/aWjcb8iJWe/niWvk6qVkhUekc+Yp47JbwRLpuJv//tR1DG3Z+zpbq8W3OHMNIz+D1nI2/6dQwJ3oFj3xeSPZeiI52oDIzWCO7ie75FpkdV+TTBcKBrG7DZ5F3v/AclCJ9+juxxl4KW4C19BK0bsPrOZfI/jsWiWjn0N0YyXG83vOLimuVmlx2YyRwWouKz8INjVyv9LCafKFX+VH0wtB/p5kg0k76jHcT2fc9Ii99GyM1VVYBNAIfa/oIgZei5e7fw+s5G3fHVfgdOwgCjfJToBR+W3/+fBZhWOhoZyjimVlyA6ARN/WEuftCPbCS6Lw2ZnNvyquYAM5935tjNqYKi5HdnRUXH2+N0G0oXnR97s56KsezvbGrXTm53PD2lTzyM4HOtk/TnOfY/CDhhl7ZJpuxbC4tQCadnueVXW4j5G8nkzy5YC7m5TsvqExd+NoOy8BQ0FMgvLXWJLQmAziEXuaF87iWsH4NXB2z6TZDsXzUDdif/W/AUjQrxXE/oMs0iCkIdDjWtNZ42TlOao2rYb/rEw9gImtne4rk2746YtFlKG6ZTXNnMgwXW4tI6zQU5zkmF2e9v2PZfP5nMj5bLI9XR4o/+q8mEmPK93k8Hcy7toOez31Jl7c2O9zYZHM4uym1c0FUwliV8qfrSVQ2WreD1VJP94ZGoGHE95VXv4Ub3v8x/uj3fo3x8dFaD6dhKbVQkmHOPaw0bEGiVXjX1rzZUKza+QLqJUd+HkvMVeEDnXKTqMDNvk8VPQdz8iDO4fvJnPoWUme9H3P6aL5g2VI5wUG0g9Tp7yBz6lsJoh15YZcZeAOR/T/COXAXQawr9ICvYcNnsXd/wTkoRabvEqK7v5H38nqbz8U58uCiquGYEVKnXrdi3vNSGyNFxWfhZoCe65WeH2POqzz07NKh/0Dq7PdjTh/GmDyMNX2opN9nWGRte7hR4qUwvBSRg3fhHLiT9Fk3kDnzerQZBTRGejqMaigkGyofRNoxZo4RxDrxN+3EGn956V7ko3uwD927OO99nTf1Khm6v9EpvC/UmpVEp20Y7DCNRaKvkHIEcKehuDpms8M2OeIFPJRyeWezw/uaHXT22Dtsk7Ntkzuy4uLZKuS4LjrPMsPbV/LIu8ArGZ/jfuj9Pc02+cZMmoeSLuc7Ji3ZUN4n3QzPpeYKni23EfL+lgj/Zzo1by4K853Pc8x5lakLXzvVMogpNe+4AeEcPpR0OT9i02MaJAvyxYuddznkKkJ/ui3KDjssvpbzaj+f8Xk0leLRlMdbYzYRw+SCiMV9KS9/bikdtgzLoGnGoFVpHs3aWRS4LZHJt1crDI3e75VWOX45NpuKD7ZE+FCzg2MY4fUONJdGLB5Ke9ybdOk2FX3W4uu/mkgMy4nwQmJ23rXN5/Iv2LCB6hUbrEfqvdtBJamne0MjUGcKoDht7R1c86a313oYDU85rX06OjqZnprMv6cRCxKt1ru2ps2GBg2nXWquLMvGdd1wrkaeg1Q4D17vBUXPwT58P0FzN+lT35YNQy+wjyI5wRqF130WqTNvQDd1zTuWjrSTOuM9mOP7cPb9AG/bRWvb8Fnk3deLziEvYv0MGFb2WurQzjMzaLsFNHjdZ64p77n4Jk92M2BBr/R547ObwY4tHfqfHUOm7xKi00fxOk/DPvbEsr/TeUXWmrpJ77iSoGUrRmIE55UfEn3xFgzDIHn6O/HbtmMffYj0me8tmNe5UPmw3/ZTeN1nkjnlzcWLGha0MYse+DHO4MNk+i4l6Nix5O+sWgJ5rVXbTzYW3hdqSSmi8/yoxS2z6TUL4I6s5/Vs26TdNPj6bJodlslPtURwVRgmHRCKRnOBuKh25eRyw9tLaTX0SNrjqBfwLzNpbKVIBZoXXJ+HU24+dNZo38RkIg2svBHSb5u8xjH57oK5iAL3pj2+NpOeX9EcuNCx+JeZNN9KZPh4S2Te8ZTW/DDbH/xjbdFFRcqKnfdKFIYGpwI9ryK0lc1JH/R87k1meFOTw56Mx49SHjc2O7yj2eGvJ5N8M57hhmaHySAM4d9hmUTR/ON0mj2uz4VOGGLuAk+nPG6JZ8gEmmSFQpGbFVwcsfhMawSVy4FH0W5oRg3FFQoOeQFPpL1F4nu1kRhdXT0cnp3J2/kFjsmejM9HWiIc9vWiquNQ+WKD9Ui1cuzrlXq6NzQCDSG+b3jfx3jg/p/wjnfdWOuhNCyVaN/UaAWJ1uLFXu1mQ6OG05Y6VwZB+L5D96BPfwd+pHXufV4G58gDpE+9Dh1tx0iMLBboSuH2Xog1tg/tZcAwyPRdukh4hwToWAfu1tfR9PQ/Y4/tDSvFr/ZWtXBjJJuHX3gO80K989dqhiDSFv5+Nr8a5+iDpHdeg45tQmXi81qR5c+xhNSCRZs80U0YU4exh5/FmD4a9kpfkO+ukuNowwyFrmGHFZ29NNoqeDj1XbQVBR3gdp+PNbp3yXEsLrL2LrTlgN0civgdVxN74gtE9n6XTNt2vK4ziT3zzwSHOufy5nMbAAs3DYqsK0uJ3cjBO1FeGpRa9DurlkAuZzNSqD9KEZ0RYMZfW2Xf3EO0i2I00GR02Irro60RlKFwNPiEIdC5vOVCcVHtHNRy+/ZqSm81tDB0t/Df29s3MTk5AZS2EfKaqM1dSXfRXExr+EY8w54i1+eo53PrbMCQF/DmJodu02DUD7g36fJ0xmOLYXCKZTAdzOWLL3Xey1EsNPhHiQy3JebbzY/jGToMg7fGQm97Lk/7qpjNJVGLW+Np7km6vCZicpptccD1+X48w5MZj1c7Jp9ojebn+9KojRsE/Djp8v14ZpE9rCZPuNM0uK7JQRkG2e1cNGEhvW4DEobB2bbBDxMuqVhANCvQKxGJkbPzp1MeTYbCy/5tKSpVbLBeWe9uB0JjUffi+8yzzmPrtn6++q9fEPG9Bspt7XP0yKF1HV+1WIsXe7UVkxs1R77YXHnD08SG5s9V/n1Th0jvuIqgfTsqOY5z+H6M9EwYKu3GQ2E67wvC0GSv8zT8lq1kes4levieMId4Gfy2PrRhY6an1nR+xTZGVCYeCtqseMyHeisTZ9/3sU48j452EMS6IfAxZo6BMgna+vHb+lHJccz4yCIBXmpqwZLV+U9/x+JCc8rCmtyPNhy06eC3bkN5SYz4MEGsAyMxFtrXyG6M9DRGYgQ9/gosU3pNOy1oK4Zu2ZKtbg4q8NBeCqwIKEXqrA9gjewhsv/HaLsJIzkxr1e613ka9uTBsM/5wk2D3Loy/DzadMoWu9USyNXsJb+Rqaf7QqmiMwUk1yCAWxVcHLUZzIq+iyImWsPmnNhU4YOUG8zPWy4UF9XMQS1HTOeoRKuhQlso1fuuKZ6Pu9wGxazWPJfxGfLT+ffvtA3e1eTwQMrj5tl02Je7cE7KEJPLhQZ/czbN7UmXZ9Je+LCs4L+0RvGU4tURi24zDLH+ykwaA/CyOd5PZzy6jAzTGk54AectEN45bMPgrU0Oh71gngd0NXnCrUCbUmw2DRzIVo9XBIR56Ln5bDIMjvkBfzGRpN826TMVB7xg1ZEYhXaggRnCyIQxP2Bn1h4swkr2AeSvUyWKDdYz69ntoB6op3tDI1DX4tu2bd73gU9w07//M77vr/j+9vZNtHeEBbaOHjnI5i1bcZwIqVSS8bFRtvUNADA+PoqhFB2bQm/b4NFDdPdsIRKJkkmnGR4eon9gBwCTk+MEQUBnZzcAxwaP0NnVTTQaw3UzDB0fZGD7LgCmpibwXJeu7s0ADB0/Slv7JpqamvE8l2ODR9i+4xQApqenyKRTdPdsAeDE0DFaWttobm4h8H2OHj3EwPZdKKWYnZkmmUzQszl8oB0+cZym5mZaWtrQWnPk8AH6+3dgmCbx+Cyzs9Ns2bINgNGRE9i2Q5wIfttmPCAWjYWFk3wfz3OJRKIAeLFNmHaEvi2d9PT08vRTj9K7tR/btkklE0xMjLF1W3YOx0YwTJOOjs7sfB9i8+ZenEiEdCrF6NgwfX3bAZgYD/v/berMzvfgYbq7NhOJLjHfvk9nVw8Ax48dYdOmLqKxJlzXZej40Xnz7bou3UXm2/c8BgcPs33HKbhuhonxF0iNvYQViaK0T5CYpKWllfYtpyye79lpEvE4m7dsBWBkeIhYrImW1iXme2aaLb1z860MH+fo3bizR0l0nY3d2oNKT2McewJjZA+b26LEtpzC2Ogwlm3T3h7a7JHDB+jd2odtO8Vt1jCKz3c6xejICfr6s3M4MUagdVGbzWTSDJ84Tv/AznAOJyfwfI+u7HwfGzxCy+Ru3JkDBBiowKfZ0jR1tpBMGGTcDN3dm0PbP/Yo9tjeMP/XjuHFesCOYM0MoqKtKHwisSa0Dki5Prp5CzR1YU4fRlsR7B0Xw5H7wl7gysBQCqUgCAIUCmWEDypGehoDTV//dtKpFNPTU/Ru7Qvne3QYx3Zoa+8omMPQZpPJBJMT42zdFor7kZEhUpP7MU48RrDzKlLpFLap8FJjBG4C68hD2JMHCLa+Guexf0Alxwh6zyfdfxle5+mYqQnsow9hJMcwZgYxe8+F5h60l8RMT+V/R+lUEidIEnEsujb1cWLo2IprRCzWRCIRZ2Qmjt28CbN7F57vEwQ+tm2T8QKM409hugnYci7OiafJ7HoTumULKjGGc+DHOEceImjbRvqsG8BLhcL+xDMoOwIZFq0RPT1bOD6Vws/Mku5/D6YV3g5830f5adAe2rDBMPB6X01s9y0YXoomR9He3kJ8dh+TL+xDt/WBFSXo2E7mjHdid+/CJizWp5TCbuvBNE3SXa/CPO1NWKZJEARkMmmi0RgA7o7LCSZeoSP+Ch0dHQwOHiYabWK261zM096E52by7/U8F6011hlvRs0cRh19mO6uHmJNzUuuEe1tHSSSCaZSHsqKoH2fYNtFoBSxWFN43p6HH/g4ThhF4PdeQGzyZbZ1taODoKJrhBOJ0tYW5vcfPrSfbX0DWJZNIhFnemqC3q2hzdbbGtHV1cPzzz1Fx6ZOYkXW5OmpyfwaEdr3IG1t7TQ1t+D7PoMFczgzPUUqlczf106cOEZLcyvNLa0EQcDRIwfpH9iJYRjEZ2eYjc/k72sjw0PYts3Lbob7fcUbTE0s1oRSCt/3cDMu9/nwsrKJxByikSht7R35a9Pa0kqP76ECn7TnoVrbiTY1Mz09hWVa+eeII4cP0BRx2NLUxAABN43P8oOkj6FgONuCSxGGPI8FAXEU0UgEDUylZjEjUQZ6epmamqjqc4TZ0soPZqbYN5Pm0uYonbbNhOfz0Eycl5WF2b2FTs+b9xwxdHyQJwyTvRmNqQPi6RSqtZ2mzla6MplFzxGRSJTWAps997wLmJwcJ5GIMzk+ytOB4vLs+RjKwLJtAJLJBBEnwtMJj6CpBTuTXvI54vChA3R3baYtFiOWyTA6Nszmnl5Sk2Oc48DlMZuWSDQMDU8lidgOX59OcE/K4wLHZHNTE5O+z8OzKV50fczuLWyPNS35HDEzNcF5mQTXtkQL1u8Ulm1jmiYfjsYYGZ7g2UgL0ZZWvOEhOm0rv2YMpFPsaooRGCYp34dMmkEf/m4ywVGtmPEDOiIR3tgWwTINDNPEyq6zyWSCaDSGUopLA8VzboJoTy9qapx3OHBtSwy7YA4va2/hx/E035pNMx7o/ByOjQ5jmiaxdBJLB0wGAU3GnOjThDnXQ36ArcAEeiyTa2MOT6Qy/DAZMBuNEe2MYU6Ml71GdHX1sP+Vl/JrhNaaY0cP8YSruSxm0GIo2pUmYpq4WjPhB0z7AU95YLRvwkkk1rxGeJ7L9MQEjpuiyXHCCuyuR7SpifaOToLAZ/DoYfr6d2CaJon47KqfI8bGRuatEcW0xtZt/aRHhphBYVkWtu0AkEolcZwIhmEQBMG6rhHV1hqGMpiampi3RvT1bce0rEX3tdHRYexF97XG1xq58y4F1T1wTs22XF538eV86KOfLPraf37tS/Rs2cqmjk6+9tUvAvA3f/8VKbi2SgKnleS5H8bbcv6S77FOPEvs+f/AyMywfccp0rNvjWyEQk4D23dx5PCBZd+jIcyFNm1wk3i955M87+PzPIq5ll5oTfPDf4VGkdl1Dc0Pfg6v9wLil/8O6CJ58FrTfP+f4Ry6B6PA87EWlgpjNsdfCUOfCeYKqu24Cr+tH50LTdealrs+C1oTv/x30NFWVHoGc2ZwLsRea2LPfXXVXtNi47PG9qLS06FXOdpJ5OXvh2Hir3ovxuxxmh/6C9I73kj67BsxEsMYiTGC5s0Y8WGcfd9b0kMc2C34bX0kLvkVvJ6zFg9GGajUFM6RB4g98X8xUxOLPp88631hO78lPP3W8aeI7fkGybM/sGj9MWaOYw0/hzl9BOUmMOMnUKmpfEX4pdas3Oes0T0YyXGUn1729zVvTk2HyP47SJ37kdBDvzBtIIs5eZCmp/4JY8E5n8zU432h0EtYige3XK9im4L/2hbloqjNM9mCVYlAc4Zj8kedTbjAiB8w4Yeh5xB6Xr84nVr3fM7VhCqvloW2UNSDzJwXupTiUm3LjL3wujUbijE/4Nm0x/MZn2m9uvMuvLZL8UTK5Z+mU0zr0t//xakUCcIxxZRii2VwpmNyUcQqWujsZdfn85NJxgLNFVGLT7ct9pLD8nbVrsgf/0+7mvKfH/UDDrg+JgoLzV9PpTjhB3y0NcI201hz4a9CO8jZnwIihuIDzRF+qjVCrMADrIOAL89m+OpMimG/MtbZU2AbrQt+08lAV6Wl2Uoo4A2rvJaNSD3eG+qZmnq+H3v0AR579IGir23espV3vucDfO7PPrvOo9qYlJuLnE6l1nmEG49Gy5EvRia9suBVgHJnyVVVWRR2n6viXZgTfOpbwc/gbToda2Q3zku3kTntrVCwY0/gE9l3G9boi6EntkKslM+vUbibz82O38iLSnPyIPaRB1BeGnP6KK13/DqZHVfibnsd+dDuZVILSt2MWTQ+NG7nGfNC0d3+S3EO3Ik1tg98l6B5C+6OKzEnD6C8VFg13o2j3MSyIdTKncXIzKCSY8UnSwcY6Sms9CSqSIE95caxx3bjbXvt/BcCL1u0zsY+8VR47gta2VnDL2APPkzQ1k/qrPeh7Rassb3YQ0/ke6EXa38373PnfgjlZ1DJ8SVTSRaFrgce+sgDaMPEb+4pmjYA9VkYsdbU432hnJzq1VQfLgxvz4Ua35l0eSzl8YXpFNdlC2gVCu9KVTIvl0qEt5cq4BfawmpC2XPfFVMKx1DsMA1eE7WwYdHnxgPNfSmPx1IezUbY+zudzRlf7XmXGxpcSqrDjxIZIobiwqwY7DINLOCJtMetsxmujNmLWn3lQrBbWX2ecDo7D4O+z9dm03y0JcJ4oDnkBrQYil5DcWvCY9wP2Goa+bGstfBXzg4WbmrtyXj8MJFhr+tzbcxhuz2Xr3/I8+kxFCO+XtNvpF3BJtPgAy0R3t/s4AGTQVjk7eKIxYNpj7sSLlc32UVtqpqsJh2kkanHe0M9U7dh5xdceAnNTS38zmf/fN7ff/23/oif3HEbd/74+zUaWWNSbi7y6NhwjUYqVIpKeN5XYweLC4l1Yswcwx56CmN8HzrSTuSV2wGywmmM2O6vY4/tITNwOUFTN0ZiFOfI/VgjL2IkJ5bJWl4dy22MzK+PoCHwsI8+TOSl7xK0bCV13kfQgYc5dQh7dDfO0Yfxus8kiHUuKwDLKRpWOL4g0oE7cDlBpG2uBVrPOQSxLqyhp3FOPE3ynA9gzhwjsJsI7CaM9NRcMbhlCsApQCUncQ7eXTT/WSXHUelZzONPFS0SuHBdMWaH8p5sAJWawpw5DqY1r9idMXMce/DhbJG3d4aF1tIzYEfxtpyPfeR+Iq/8EGPyEH7HziU/pzKzYdRBW3/RPPCiud2Ghd82gDP4CO7A5Wg3gVp4Deq0MGKtqdf7Qinia7XVhxc+RPdZJh9vNXnSdrk36XLA9TnLnmvB1cg9fDcpODdilRQVUMwWyt0IOccxuSRicZpj4mq4N7upcWXM5tNt0UUbIpXumVxupfiVBNWts2lGAr1og6fTULyzyebmhMvt8cy8Vl+FheE6jdXnCUdUOP/nOBY/SmR4Ku1zpm3QZxkYPvxbKqxg/+n2GJdHLW6OZ/JjWUvhr5HRE4s2tSzgzTGbkZaAv5tK8fmpJN2mwlaKfsvg+uYII37AkWxEwWroNBSnWAa7bJNPtEbyc91uaMYCzbiv+S8tEYa8gGE/4N3NkXVv8VWJ2gqNQr3eG+qVuhXfd991Ow8/dM+8v/3hH/8tX/zCXzI0NFijUTU25RQf6+vbXtUQko0Qkg31ex6VqhC9WjuYV0jMjBDEOgmim1DKImjeTLrvEnSsC2N2COfAT7DG9mAdfwJz4hW0YaMCNxSaXuU83qUPvqAlWeBhjbxI5KXvktl5Nekzb8gLRd28GXf7lUT23Ubk5R+g3ATKTUI2ZLrcnuBL4qWI7Pse2mkGwG8bwNtyPkFLL5kdV2JOH8Vv7QPtY2RmITOzuIXaMgXgDC+BfeJpYs9+ldSrrg/TB7KV4FV6FvvQ3cRmD7GUXyS3rthDTwIKv2MX6dPeDqaDMTsUerJPPD8v8sYafo6grT8vvCHM7deGTdC8Gf/cj2JOHcU+/jjurjflUxIWfs5IT82da7FWdksUmvQ2n0fk5e8T2Xcbme1XYWZm56UN1HNhxFpS7ftCNVlL9eFiD9G54mF3JV3uS7rrEupdDQq9z+2mYqtp0GsZoThcJipgKVsoZSOkUKx1mQY7LAOyGyCFojC3IXJfylsxauGbs2kmypz4civFw/KC6sm0x0URi+tiNlqpfHGxmUAzZihubLJ5Me3lW30t9ICWuxkwb6zALsvgFdenw1A8m3Z5PBUWBowquDBi8+GOCNttEw3c2Ozkx3K2Y6268Fd7axvnpGbmXReDMKrgNMfib7ub+dWRWY75ARYw6AUMehlaDbXqTXUFnGUbuKhFLepQil5T4emAaQ1Xxmy+OpPG0xqrBi2+qt3toF5o5HtDLahb8Z1OpYqGMcxMT0l4wxqoh37dG6W3br2eRyUrROs1hS+G3lvNDH7LFlSQIX3adfMFV1M3Xs852EcfIrr322g/DP/VysDvPD0USQfuWN+q0wtaktlHHwo3DLLCO3yPC8pEGxZu/2VhuPTgY+ho+zybsA/dG/bl3nH14pz2Eqpq52ws0385ftcZqOQYzuAjRPZ9D7f/UryuV4FSmDPH8e2mJU9ppRBqMzFKZM83sUZ34/ZegHbaUKm5UO5NbVFGlpmy0J4UqdPfjjtwRfh0FHgETV14PWfjRL+Pc/yx0EPedwnm9BFSZ71vrup8agL8DEFbf75tWmbn1TQ9+UWs40/gbb0I/NS8z6nk+OKK+gu9/It6u2fntXXrXOj+8Av4HbvQTnPd/IaFyrPW6sMrPkQ3YMXiQk/ydsvEUqH3uTA8utI9iQsjEGyl6DDU3Dqg1DxR2Ncc4bURi8dS3pJRC8f8gNlA02IaGIEuS9ysNjS4mC24GjpNxdubHE5xrFBIB3N9roe8gLihuChi8e+zaXqNDE9l/Hke0NVsBuSY0TAWaN7b7PBY2mUmgI+3OJwZsTjdNum3TNJ6ri6BUiovTHsNf9WVx+10atGmVgDZ4ynuS4Xt9rZaJu9udujJtou7I5HBWaXgb1VwfsTiibRP94LftAJsFV6Lo15AV7Zwa1qHFeBr0eKrEukgwsaibsV3MX7lFz9R6yFsCErJRc5VDaw0G6W3br2eRyVbKGkUR0cmCKKb1rRJowBr4gCZgcvmCW+0DvOTm3tIn3k91sTLaK3J7Lgy7LOd9dSW0jO7ksyrj6B9zKlDpM5+P8pLhdW/lcJIjIGfCauPaz8c49g+Uruuxd1xZT632AlcUqe8G79lc/Hc4mVCwufZmOngN/ege87CHbicyL7bcA7cSRDthMDHGXyY5KZT5l9zwwIU6GDFEOogWxBP+x7OgZ+A1hjuLCo5geElSVqLBWwhod2djtt3abjJUGgmSpE5/e1Yk68QfeWHWOMvodwE2m5BpWdC77WXImjeMq9fedCyhSDSjj34MNb4S3jtO7M9zWOY00eL91hngZd/YW/3AnKh+84rPyI2+HA4V3UUvVKPVOu+sB6sxauYYyM9RBd6km2l2G4ZtJvGIu9zn2UWFSyrtYXCCIRAa1JaE9M6FGLMF4We1jQbimZDFY1aeDrtcV/SZbtl8AttUTxgrMyw3tWGBhfawiYF72px2Of67LBNmgwFKNoNzWigGfIC3Ox3uYTtx748nWaW+UvlWvKEc5893fZ5c8zhsJfi3IhFr2WS0mEP+oXbr6Fw1TxWYj/0onguHTFn/p8Ic69H/LAV3LtaIlzkmOywTcys4D7FMug2M6sKAbeVyo7dZ9Sf3+FdEbZYc7JTN5I9dqTAdDZSi696oZHvDbWgocS30NhslN669Xwe5fZzX4qcxzXYdiGe1bJ2j6Bh4neejjkzGBZfy4ZkKz9fpohM3yVEd39jnvCG5UOmV2I1aQHz8ph7LwiPE+2EwEUFHio1HgrG/NjDMWqnBXfba0H74GXynmYd60LHOovnFi9xfotsLHAx4yNoN0EQaSez801YJ54j9uxXwuthmHP1HEwH7TSH86xMIvu+hzF5CG1G0Ka9aC6KFSTLF0sbfIToy7czm/EIIh2g/aJzWIrdZXZcTey5f8M+/iQ62oE1thfsKOgAv3nLXEX53EeS42g7RvrUt+Ic+Amxvd8CZWCN78MrEOmLvqrAy79SocmgeQtKgUpNVryugFBfrMWruNFYmP+eCxOGIt7nbG5ypQSLrRQZ4DvxNIfcgIgCSynOd0yuaXI41Tbz3sy0DsW0CYuiFgY9n/uSLm9tdrix2SGh4aDrk1mhgF4x1hIarAjz5K+N2exzg/liUCm6DYgbaq5wnB+Q1Jql7r5ryRPOfXZvxiMewDFf02fBeBBw1Cf0AhfY/qgfhCLZC1b9pOJB0U2tmUDz42SGPtPgPU02g77GANDhhsSsZtURFa7WzAaanbbBvQs2KjQQoMlojdaa+5MuO20Dq+C8N3qPcaH+EfEtFGVTZxczM1MVPWalhGGtqevzWCLMtpCVxGyhGIs1NeMnE8AavfqGFYb1pibD/FqyxcwAfBesKDrWmf13Zt74Vlt1ei1pAWEe8w+xJg+g3ATG7BCqrX9+IbMCVGaWQBk4h+8LC4ABoDHiw5iju/F6ziKwmjD94XkV1Jc6v6I2Frjz5s/fdArO0YcwsjYWfeV2rKlDpLdfSdC+HWvyIM7gI5gjL6Cjm8hsPg+/8/QF4dX78Jt7FhUkw7AwZo6j3BRBpAWNInBaCJxWlJfEmj4yfw5LsbvoJrTdBBiQmsIeegKv5+xws2VhyLzWOIOP4LcNELT14Q5cjj26B5WexB56Eq/nnJK6NpReaFIohWrcF9aLk6368HIszH8vDBOGxd5nS6lFgmW1tpAINPckXM5yTD7WGmGraTAVaO5OuvzNZJIPtETy3+OgeTbtkS4StfBE2mO7ZXBjs4NSCi8IyMneYqHyK1VxX21UQ24ubcMoKgbJhtZPZ0PiS9ngWctmwHigeTDtEwG+F0/Tbyp8pTjuBcwa4VgspXCDgO/GMxz1AhJrMHrd3MrjqZlFm1pJrXku7fOJ1gijgcYCpoP5ofirDQHPbaS9o8nhm/EMN8czeTsIc+dhzAu4K+lx2Au4oWXOM38ybbKtJ418b6gFIr6F9aMCwrAuqOfzWCbMNsdyYrZqXv3CcS34biM9hR9pRSXHwz+YBSFsq6w6vda0gCDagdfWj9YaIzWBc/AnBG394di1nx34XFi3c/AuVOCjlArbZsW6UMkxIgfvJLr3W1ije0OR7KUAPVc0rXlL8fNbzsZyHvWcRz9Hagpz5AWaJg+CMtCGjd+8BaymfK69OTOY9757m8/DHnwY+9jjGPET+TZmkGvn9Sh+x3YSF34KQxNuLhx7FDV9lMzm83GGn52bw+XszrDRTjN65jhBUw+Z/suwjz2KObE/FMU7rppvEwUt6dxtF+O88iOs0T1o0wE7hjW2r+SuDVBeoUlhY3MyVR9ejoX577kw4XZD539Thd5nk8oJlpiheGOTzWdaIyjDwCAMCX5LzOZr8TRfn01ho9hpGdyX8tjthoWzCqMWPK056AZ8PFflOptfXXhnKRR2JqVXcS+Xwrm8KGJx6+x8MQihZ1+VucGzlhQHDaSAZzM+d2Q3A1wVet+nA43SmjuSLo+nvTUJb4BorJkXpicXbWrFA01GBwRoJrItxRZeI1hdREVhiP0VUYvb4xleTIdV8rsNxX4v4CdJl3E/4M1NzrzK8ifTJptQv9S5yhFqxeDg4cofdI3CsG6o4/Mot5/7opcXeFxTqeSCL1idV3+5calMHJUYy3s684JylVWn17qBsFC4G9NHibz8A8zR3bhbX4vhzqLtpnxYd/TZr2KkJkmfeh2ps98/TzR73WcR3fstnMP3kTrrffidp6MSo/miaYHTWvz8yrSxINqB130W6Z3XELT0omaHcE48jTX0FN7m8/K59kGkfa6yt1K4A1dgJMawTjxLJiu+8+28TnkzqXM+GLbzmjqM37oNd/sb8vnmXtsAdmoqW0Oi4PqaNvnIBq0JYpsImnqIvnATXufpeFsvwOt9DZEXbyZy4MdYk/uzBeVORyXHcQYfwZg+StCyFfvYo9nq5u8Aw0Slp3EO3Z3/XKliuhKFJuu1s8F6UpX7wjpTj9WHV/LKVppi+e8zQRgO3G0ASuXDpx00dyW9RYJlNbZgAOc6JldELcY1dGlNoBRpDT7wgSaHh5Iej6Rc+iyDA16QF8eFUQvp7EC6TSMfxjxTRES3mwYxpbi2yeatTXNieKXe7uVQOJd9lsmVMXu+GDQNDrk+P0hkeG6dN3iW22zakwmLrLUp1mRvwyND+AXfs8syGPQ1xzyfyUDzhak050RMLopYeRFcyGpDwHPndo5j8irb4Jiv+cJUioQObWE20JzrmHha87Lrn5SbbOvJRrg3rCcivoWidHdt5sSJYxU95lqFYb1Qz+dRbj/3RSzwuDpOhHR6fneBpbz6y4mTZcflZ4juuRVr6Ckyfa/HnDy4Js/kWtICign3oK0fd+AyIq/8CPvY42S2v4GgrT8f1m0dfwK39zWkzrwBIzVFYEbQVgTlpTHcBKmzP4CRnsaYHiSz42po34G3+Xyie79F5KXvFO/zXbKNzcxtFuy4Gr9jB9qOwZbzcPsvo+2OX8PrPhPlZ8JiZjlvff6LwN16EZGXv5/vIR628xogdeb78vnmYUPwsB1Q+vR3hjY0ewLttKAyMyh06MkeempeuzKVmUW5KaK7b8GYPhqK6Ow1SJ99I8aTX8QafAxrbB9BrIsg0orfNoC77WLsY4+S2XUNmf7LMBOj+VB/b/N5OC9/n8jBu8sS06UUmlyKeu1ssN5U475QC+qpcFqle1eXQrH898KK3O0KfpJ0cYB/nkkXHUu5trBJQYtp8PYmh82myYSvSQaaNkNhZr3ZU4HmVY7BPUnNExl/3ucLheQFjklKaw65Pu2GyocxL2TKD3AMxbVl9nYvh4Vz+eqIRbepeCLt8dWZNKA57muOriGvei0s3GwCaDMUb2uyOdWx1mxvOTsYDzT3pTz2ZO35HU0ObaaBqzV7Mv68Cvo51hoCnj+37MZVJpifS/9kxmef69fNJttGZqPcG9YLEd9CUSLRaMWPuWZhWCfU+3msKcx2gcfVMBa35inm1S9FnKw0LpWaJJq6fe2exTWkBSzZF7rnHMyRPZjxISIH7swWW9P4rX1hPvX2K8Kian4KlZ5GWz3Z/40StG4j038Z0Rduwpw6BIYNaNzeC7BGnsdIjC06z1JtjHmbBUDgYU4eDF8/8RyGm0A7rRizQ2FYeeAx7/Ej8MC0QhGSLSBnTh8hdfb7wQi9SkZyIszJLshhzGy7mNhz/0boywqvv9t9NtbQUzQlRsj0XYJu6g491QfuxBp+jsz2K+aFtqMUbv/rsSYPYqQmQPsEsQ6Cll6s0RcJmnrwtrxmnvDOf/9pb8dMjmEPPlr1fO167WxQC6pxXziZWal39Vq9skuxVP67S1jg7Naky4Mpl7ivSVBcsJRjC51ZsZerBt5jGbQGodge8gO8rOfbA5oMI18ReyE5sfV0ysMHvp/I0GcZSxbQezLtscM0sIvcx2D1OcfzvofFc9lnhV5wNwj4cdJlXyZT06ea3GZTB5r3NDtcW2IUQCkRGYV20Gko3rXAnm3gTTGbu5IutyfcfAX9SoWAL7eRVk+bbBsduTeUh4hvoSiZdLoqx61k/mUtw0DrPY90tWG2Cz2uOpjfxqOYV78ccbLSuCpSoG4taQFLCffAw0hPkjzvo3ibz8eceCU8Vz+DOTOIjnUBAdpuxoyfQJsOyo0TtGwNW5RF2wENbmKuuNgKIfyl2FjgtM5tFgQezqF7wr7kLVtJn3UD6sWvow0bbToY8RNhvnrheRsWRnwEc2YQ5+A9eF1nQOChI+2gA4zECMpLQWsompWXRqWnUYGHkZ4GpQkw8LrOCD3Z8RNYJ54Nq9ajwIri9pyD8lIoN7HoHAs3QYz0NPaxJ7BG9oBpkzzng6j0EgVc1qmoYT13NqgF1bovnIwsrDg+77UKeWWXY63576XaQu48F1YDjxqKqKHYrBWHvICJ7PeVEoasVCjqdq9QQG+36/OBlqU7I0BlqrivNJcTVVoayklXUMB5EWu+8M69VsTeSo3IyNlB7jpfEbVIaIgQFupzgRO+5uKIxVNpjzsSLuc5EgK+0ZB7Q3mI+BaKMjw8VLVjVyL/sh7CQCtxHtVkNWG2Cz2u6UzBglrEq78acbKW8N+SzmEtaQFLCfesV1jHurJPfrF5IlYlsz0uDQsCH3PmGBgmoMMq5YnR8HVzfj/UlQrzrWhjBZsFxsxxnAN3kT71zaTPvhGUwpw6jD38HO6uN6FSE5izx7OfC4ugBU4bkT3fwm/ZijW6G+fYo4Ci6bF/wN1yPl7vBXibz0EbDio9jZGaRFtRtGEQxLrInHId0QM/wu29KMwpb+kNc8cDL2wh1r4T3dSJffj+UJBnQ9vz87ZgE0ShUe4sgbkp3FhbhvUoaljXnQ1qQDXvCycbCyuOL6QSXtmVWEv+e6m2sFI1cKUUm3Kh4yuEIS8UhE+lXO5Murzi+lxYRPQmA429wvgq1XZqvWsJlJuuUKq9PZnyiJQRkZGzgybC/YsvTM89M+y0jXyu94SGM2yTL8+keSTpLupxLjQ2cm8oDxHfQlH6B3Zw+ND+qh1/rfmX9RIGWm0hWQsKPa5q4BLSKrLk5kY9ipO1pAUsKdyzolklxzAirXOC0bDw2wZwBh/B7b8M/DDHD+2DVmEbNTOyuJhc7vtKKMy3rI0VbBaEudrbyJz2ttDbbthktl9B8yN/S2Tvt0mf/g60PYUKfPzmHnR0E5F9t2FOHkT7abCiBHaUsIK7j33iOayRF0md9zGCbRdCapKgqYugaTPR5/89LJ62+Wz84WfwOnaG4fS58PCcN9tL4NNZvI3cajZBypy7NVPPnQ1qQLXvCycTCyuOF6NSvbWXY7WhuaXaQqWqgRcL0T/VNrnU9bllNs1XZkLRVyh6Fevb2329wpxXk65Qqr2hyovIyNlBs6notgzelC0yN+oH3Jt05+V6t2S/f2M9MQkg94ZyOTmeGIQNg4SBrg85j6szcwAz44HvotzZxfm1VRAnlUgnWG1awJLC3bDwW/txDt5N+qz3z/tM0NJLZP+PiT33Vdz+ywte8DBSk1iH7p5fbCx/omsvzJffLOg+K8zVPut95L3t2ido2Upm4HKcAz/GGtuDu/n8UMwnRnGOPYo5cQCVnoRoJ17P2bgDl4VF1BIj2McexxrdS+ypL5FUn8Lv2EkQ7ST64tcxJw+TPv1tc5sSgUuQ7eM+f3xxVHJ8cRu51W6CVHDuoARbq5dNAGHDUazi+EIq5ZWtJZWoBr5ciH6/bfLfOmL8n6kkD6TnF2lbKrcdGrft1GrTFUqxt3HPJ1JmRIabydBpKN7d5PDTrRE6CiqavzFmc3M8w+3xDN3m4l7xpZzrenYBEIT1QsS3UJTJyfFaD6Eo9ehp3agoNLafJJOKo50WdHQTeqFAqbA4mZdOYDejkuPYoy9gjb9cdjRD8ZDtmRULdC0l3M2pg5izxwmauvPC3Bp+AfvYYwTN3diDj2LMDOFuvRBMG2P2BPbQUxiJUdKnXDu/2Ngy4rOczYf8ZsHh+8LPxroKDhSgkuP4naeRtiJhLvaeb2KkJvCbN+O37yCwmzDdJlJnvpf0WTdk89g9lJfEHXgDkX3fI/rC14m+cDPpU99C7Nl/w5g+gtt/af58cp7/xObz59qY5QhczNlhIvvvQBs25vTRtW2CrDB3S1FsTrXTgtdz1rKbM/Xc2aAW1Ot9oREpVnG8kEp7ZStNqbZQiWrgpYRMXxy1eS7jLwrRX5iP3WwoxvyAZ9NhD/FGyzlebbpCKfb2WNpDUV5ExsT4KK9zTK6K2Uxp6NA6v1Yqpbix2eHFtMcTKY/jflCyPdeiC4CweuTeUB4ivoWiBL6/8ptqwQYPA623XsIJHcHtO3tJgVJJcZJLJ/A3nYI1/Dzm9JH8a17bdqzAx1hFDntuEyac21Z0CXO7XK51Tph77TuxR14gs+Nq3P5LMcdfwRp6MmzbBajUVJhjrRT20JOggxU98KupZWCkJoke+AnaacaYPorq2JktEDeFysQhcPO52EFzL86hu0me/3EwLJof/Bxe7wVzwhvC/1UKdED6tLdhnXgG59B9qMxMWFjt9HfM20jwNp9H5OXvEzlwB173OfMHpzX24buxTzwLfhp7fF/Jdl2pooZF53T4OYz4CG7vhXibz513LoWpK/Xe2WC9qdv7Qp1Riseu0b2ypdpCJaqBrzVEP9cG67GUR7OhMIG01lXLpV+KSnhyVzsXpdjbnoyPD2VFZMR8j9c2h4J+Ya94CAX4lTGbz08lGSmx3VqtugAIq0fuDeXRmApFqDqdXT3Mztah53gDh4HWQxG5heMJXvUOkltet2xufSXESS6dQEc7iLz8A4K2flJnvQ8d60Ilx3AGHyFIjZfkuV7qXMqd2yVzrQM/LG42cQC/+0zcrReBnyFo7SXT/JbQ9vwMGDaxF/4De/CxkgrzraWWgZGeIkjPEDl4J0HbQL7t2Dy0xh55jiDaAVYU0tMorcn0X7bous1NgsLtuwTn2GNktlyAt+NyFhK0bsXtvxQn2wfd3Xze0nNcpOL5cqy1qOFSc+puvwLrxNM4B+4kaOqe20wokrpS750N1pO6vS/UEeV47NZacbyWlGMLa60GXokQ/Vp7Uiv1/WuZi1KuQ7l58jHbym8GFPaK7zAUlgr7t7taM+Xrkqq+17oLgLA65N5QHiK+hcYiE8cefg6v98KlBUYDhoHWUxE5mBPD7LwKUsn5Ly4QKJUQJ9ppwWvbgT34CJld15A+/Z3zxdLA5URfvIXoC/+JmassXiKVnNv8sfouIfbsv5I+5c34m3aBUqjkOGZ8JHxjNvIilwJhZGaWTYOoRC0DgwBrdDf2obuX3ggZ3YPX1j8nsJWZbYNW8HWBC3quxVwQaQNlYI/vxtt+2eLxAV732diH78c6+jDW8PMVjdxYbVHDJefUsAiiHaRPfyfW2EtYJ54NK7Tnv3Bx6kq9dzYQ6oPVeOxyXtn1qpJdK9ZSDXytIfq19qRW8vvXOhcrXYdyIzI81LzNADf7HdOBxgAC4IgXkCwx13u9ugCU26ZNcs+FSiLiWyjK8WNHVn7TOhNEO/DaBlDJcazRF0jvejNGZjofWtuoYaD1WEQul1sfpFPF37BAoKxZnBgWZnyIoK1/kfDOfV/69HdgDz2JcfThsnJ9KzW3847lJQGFburJH1fHOtFuYl7RsVJTICpVy6CUjRCL8Hfi9l2CNizMqcO4/a8n17ccPT98zJweBD+DNXFg+QiH6SMYaKiTWgtLz6kKr4lSZPouKdoCrdh124idDcqlHu8L9UK5HruiD/QNVFxtNbaw2mrgawnRr7UntdLfX4l0hZWuQzkRGePpNI9rY9FmQM4tUm7tgvXoAlBOFEKtIyYaBbk3lIeIb6EomzZ11VXfvkLvpTX6Ivbh+zEnD5LJCghr8hD20BMNGQZal0Xkcrn1pg2BJqygPT/KYKFAWZM48V2M2RMkT71u6XnQPu6WV2MNP1/y91Rybucdq6D1WCFBpH1e0bGSUyAqWMtgpY2QQoEeRFqxjz5EZvsVYTsw7c/zeqvEGM7gwzSbPslEvLHCr5ec0zlbLtoCjcZNXak29XZfqCfK8diZwLkRq6Ef6NfbFlYbor/e/dQXbqpkNOyyjIp+/3qkK5QaqdDW0ckLk2MVq11QjS4AuWuiAEcp3lViFEKtIyYaCbk3lIeIb6Eo0VhTrYeQZ6H30us5hyDWFVZv3v0NAMz4CdTM8dDz1mjUaxG5wMdv7SPAWFTACyorUJQ7i+El51frXoCRnporRlcqlZzbwmMV9vde0JKMXFZ6OSkQFa5lsNJGSE6gazuGtmJEX7iJzKnXhfngWcFupCZxXrkda3Q3HZ2bSCbijRV+vdScZm3Zj7QuboEGDZu6sh7U032h3ijVYxdTimubbN7a5DT0A30tbGE1oevr2U+9mJf0qbTHMxmfLZbHqyPF7zOr+f61hPGXSimRCi2tbRweH63YZkCluwAUXpPnMj5NCt7X7DCrwxD5HAujEEByz8tB7g3lIeJbKIrruiu/aZ0o5r3MVW/OFbeyRvcSe/HrdRPyWhZ1VkQuF95vTbyM67wXnfWE5sSKGR8BP1NRgaII2zoZU4eg56zFryfHw57R5c5DJed2wbHyVb733TYXKh94gC47BaIWLa0UGuUmwE0Q3Xcb1vhLuL0XoiMdqPQk9tCTBR7t1vmfa4Df2XJzqjLxrFf/Efy2gbnNlwZNXVkv6um+UG+U6rFzDMW1G+CBvla2UG7o+nr1U1/KS3pxxOKpjM89SZduM6z0XqnvX20YfyXJ2UGlNgMq2QWg8Jr4wAMpj/e0Rthpm4wGmiEvWCTAc1EIWq9vxESjI/eG8hDxLRRl6PjRWg9hjuW8l4YVvh7b1LDtxSohvCrVoiwXZZDedS2Rl3+Avffb83KwdawTnYnjHLyr4gJFpSaJHLoHv+ec+R7YnMd9FYK/kqJ24bHyVb4P3Ik19hKZvktQgYcxc6zsUOxat7RayaNdV+tBiSw7p36G6J5vYg09Tab/MszJg/UdQl8nNKIdrBeleOyeTHvsMA1so7gntpEe6BvFFtajn/pyed2+UlwVtTjg+jyR9haJ73rv574ShXZQqc2ASoTV567Jm2M2ZrYNGkC3aYBSdBsQN9SiY+WiEAL0ukVMbAQaZT2oFxpTrQhVZ2D7Lg4f2l/rYYTUmWe40qxVeFWyRVm+0FrrNtz+S4keuicvLHWsE5Ucxzl0L/bxJyouUBQaa3Q3zr7v4e64CpRBPj93lQK0kqK22LHmUiCeIfbUP4cFAL30qjY/at3SajmPdinrQb31qIcl5jQTxxp9EXP6KDrSjj30FMbRB8PxZnt7C8Wpq/tCnVGKx2636/OBlsiyx2mUB/pGsYVKelKXYqW88lkNr4lYfDuewdMaK7eZ3QD93FeiWnawVk96pwFXxWy22yaOUiSCAFvBmJ+taaLCdmjTgabwyTEXhaB1ef3OT3YaZT2oF0R8C3VPLUJy15vVCq+KtygriDLwes7B7uhDH340n1sPoJ1WlF+dEKNqCNBKHnOpY5nxE5jJMYz0VNnjW3j8hsmpLqDeetQXUjin2ooQOG14m88hc+6Hw/7egQdeGvvY40QP3DGvWr0glMNKHrtkoLFXOEY1HuhP9lZJ1S5QtlJeuUs438N+wCMply2W2TD93GvJaj3pTUBUKTYZBhOBpklBu2HwuojFgymPa2I2WoV9yAuv2sIohGpHTAgnLyK+haJMTU3Uegh5ah2Su16UK7yq0qJsYV5zUw/uqW/J59ZjOlgjL2IPPbXa01yRtQrQYh7YtRxz0fFSU9iDj5Z9rFI9w/WYU73celBvPeqLobIt0Lyu00me9/Gwin8OwwLHwt1xJdb0oXVt6ddo1NN9oV5ZzmOnWP8H+mq1Smo0W6hmgbJS8srH/IAJP+DfptM4xtz3NwFdRuNuitSbHXQaigsdk/FA4yjotwzGfc2QH3BxxOZLM0m+Ec/w3mYHT2tyvT2KRSFUO2JiI1FvdlDviPgWilJvxRNqHZK7XpQqvDSgo+24vRdl24EVCblfRYuyRXnNuYezbG79ekUZrFaAruSBLfeYlfLo1rNnuBSWWg/qsUf9UminFXfra+cL70JK+L3UY2j9elJv94V6ZSmP3XqEQBdSbqukcjzkjWgL1SpQVmpe+XRuPgPNJgVviDZ2uzmoLzvoNBQ3NDv8dGuEm+MZHk15XN/s0G0YHPMDIOD6pgi3xNM8l/Z4lWNiKrV0D/N1aOm2UagnO2gERHwLRenu3szheH2FcTdqSG4hlXh4D6IdeJtOQWXieF2vwm/tW9QGLP99ZbYoWxhl4DgOyWRW2Nd5lEGlPbCVOl4jeIZXYqn1oC571C/FGtvONfoGSiWox/tCo7FeD/TLFQErVlm9XA+52MIc5W6qbKT+0fViB4UF1hzD4I1NDn87meRrs2k+2hJhm2kwG2jOjVhsNhV/NZnkJ8nweWm5jab1aOm2EagXO2gURHwLDUU9huSWSiUe3oNIG6ldb8YduIzYs19BubPoSOv8NmAFAnw1hegKowzUwCWYKrIuQmMtGxOV9sCWe7ylxt5InuFVUa896ouxhsKNG2EDRagf1uOBfqUiYLnK6k+mPCIbSAzWilI3VcrdFBFKI2fvOvt7Os02+UBLhK/Ppnkh7XN1k40D7HV9nkl7HPACxkq06Xpo6SZsLOrgiUioR6RtQGVZ68N7TtzpSDvWxMsoP00Q6cAZfCR/TB3rRLuJuYJRawgRz0UZqLE9mJhVjzIod2NiodjFd/HadlTMA7uiR9e0cXsvwhp7Ce2m8bpOw+1//fyxj+4FHTSOZ3gZllwPGqgTwWoLN274DZQykPtC5aj2A31hETBPa9IaIop8pW0IK6ujVicGxRYWU8qmSqmbIo3Qbg7qxw5y9u4Bk4Gm3dBcEbPZZhncmXD52kyaeKAZ9HxMYEQ2kypKvdhBoyDiWyhKW/smRkdO1HoYG4K1PrznhWnvhXidp6O8JM7gI5iJEZg+RGTfbfle3EGkHTMzC7675hBxhaarJcrY6PCqPl8q5W5MFBXqw89hj7yAbu7G6zmn6PeU5YFdyqNr2GinmSDSDm4Sv7kXv3kLRmYaDBO/Y+fc2A/eReTwvVX1DK9XDvJS60EjdSJYbeHGhgqtrzJyX2gcXK15JePxQsbjoBvk/77TNni1Y9Jtmoy4HpFVikGxheKstKmyUmV0aJx2c1A/dlBY9G4m0IwGmm4DTrVNTm03yWjNj+IZvjSdZNSv/3ltNOrFDhoFEd9CUZqamms9hA3DWh7e5wlT08Fv3462Y7gDlxPZdxuRl76Hs+/7c7247eZQYAw9UZEQ8ebmlqqK73I3JpYU6r0XYA0/j330QYJYV9hCagFleWCLeXQNG7+5Bx3rDI/nxtGRVuJX/A8i+3+Ic+DOue9WCnf7FUQGH66aZ3g9c5Bz68FisT/TUJ0IVlW4sZFC66uM3Bcah2kN96Y8Xhex+HhrhG7T4Lm0x3fjGR5MenQYiokgQLE6MdjotlCr9mulVEZvpP7R9WIHhUXvXKUY8gLiRtjL21IKNwj4SdJl0NckGmNqG4p6sYNGYeM/LQirwvdqHya6YVjlw/tiYarnRJpSpE9/J9bYS5CJo1FEd38D5SYw4ydQqamKCJ5q20E5GxNhq6glhLr2cfsvxZw+jHXiWTILxXeZHthiHl3tNOeFN1rjDD6K230WWE7+Wsz7btPGa+3HHn6u4p7h9c5Bjs/OLC32h19oqE4EZRdubKDQ+moj94XGodNQvDlm89HWCD2mwb0pj4fTHq+JWJwfsdAajnsetyRcZlYhBhvZFqrVfq0USq2M3ij9o+vFDhYWvXOVYjzQTAcapTV3JF0eT3sivKtEvdhBoyDiWyjK4ODhWg9h47DKh/dFwjTwMNJT+JHW7IcUmb5LiO7+BslXvRu0JvbcV1FjkywhZRexUthy1e2gjI0JbS8v1JWbwO05h8grPwznMreZsQoP7KIQZdMOQ82zx4vsuw1jepDU6e/IfmDuWhR+t9dzNtF9t1XUM1yLHOSRuLu82N/3vYbqRFBO4cZGCq2vNvV2X6iV97LeyRX1ujJmc8LX7Mm4/Mdsmrc1OXywxcFD8Yrrs802GPQ1e7JFwrwyxGC92UKp1LrS+Hq3m6s29WQH0hqsdtSTHTQCIr6FomzfcQqHD+2v9TA2BKt+eC8iTFUmjkqO5z2weU+sl8YeegprYn/JwruUsOWq28HCjQnDInx0nPPy5zcmVhLqgYvSYCZGsY4/hW7uWZMHdl6Icu9F4CZRbhxn8BGM6aO4A5cTtG7Lvz9/LfzMnPA3HVQmXlHP8HrnIGsUasu5JYl9YwPmPK82V3wjUk/3hVp6L+udwqJeLnBnyqXXNHhPs0Mqa6nthmIq0FwUtfjGbJoH0h4XL/DGLicG68kWSqVeKo1vJJFYb3YgrcFqQ73ZQb0j4lsQqsyqH96LecwDFzM+gnYTBJF2jNkhVCZObPfNWOMvl96yrE5aJ+U3JnovREdaQu9y1nNqpKdQ6dn8xoR2WlaOIEiNo1KTxHZ/A0x7zR7YfIjy2Ev4zVvQdhN+2wDp099B0NI7LxJBJcfDD5lO+L+5TRUvhfKSlfMMr3MOsnZa8LdecFIXHFtVrrhQNWrtvax3FlY6P+gGfLw1gi74DVtKYQB9lslVMYcfxDM8mw2HbmQxuBz1VGlcRGL1kNZgQr0j4lsoysz0VK2HsKFYzcP7kh7zwEWlJjHTM0T234E5dQg1nqlKT+xq24FCY07sxzrxNKlzPjhvPL7TQvTwTZgT+8NzKyOCQKHBXfyW1Y6R1CR60ykkz/t4KOpzr+UiEaKbcAYfwW8bCEVvkU2VivWoX+8cZMPCt1uWfcvJUHCs7FzxDUg93BfqxXtZzxQW9UpnJ6F7QVE1T2tyNdBfHbFIaM2/TKd4qkQxWA+2UC71Vml8I4jERrIDSVOpHo1kB/XAxn5aElZNOp2q9RDWnWq3bSr34X1Fj/nhe7BGd2P46bLGUU7YciqVLOvY5aJRBLFO7MFHMGcGw4rtsU5Ucjwf3h3EOjESY1UN/13p2ivAmtiPXdBXHQgjEWaHsV+6DXPsJTL9l2GdeLaqHtF1z0EOPHRyAlr6lh7TSVJwrGIbKA1KPdwX6sl7Wa8UFvWKZKdp1J9rN4bWTAaawl+sA5iULgbrwRbKZaNVGq8HSrWDWgtfSVOpLo24HtQSEd9CUbp7tpxU+Rvr1bap3If3qoS7lhG23NXdydEjh8r/jhLRTguZHVcTNG/GOvFsWLAsSy6824gPY84cR2VmqjIfpV775b97H3gpYvHhqntE1zsHWWVmiY48T6b7nJO+4NjJTj3cF+rNe1mPLCzqtdM2uDdX4AsYDTQzBYJjNRW268EWymWjVRqvB0qxg1oLX0lTqT6NuB7UEhHfwklPveQ/L0XFw13LCFtWavmH3DWT3QgIWnrDFl2BFxYsM518GLPyUvNCmis5H+Ve+xW/25uLFKhmJMV65iArNNbky1JwTKgLxHtZGoVFvXZZBs+4Pl+ZSXNV1GK2ICunEStsr5aNVmm8Eai18JU0FaEeEfEtFOXEiWO1HsK6UIu2TauhkuGu5YQtDw9XKHF6KYpVO1+QO1wspLkS87Haa1/Kd69HJMW65iAnxqTgmFAX9wXxXpZOvqiXCoXnl6dTPJQyK1Jhu1q2UO3w5I1UabweWM4O6kH4SprK+lAP94ZGQsS3UJSWljbSqY2fw7HebZvqgXLClqttB7XsoVyta7+ekRTrlYPc3r6JsdHhk77g2MlOPdwXxHtZHvmiXsCM1oxWqMJ2NWxhvcKTpdJ45VjODupB+EqayvpQD/eGRkLEt1CU5uYWxkaHaz2M6rPObZvqhVLDlqttBzXtoVyFa98okRTlkrODk73g2MlOvdwXxHu5eipVYbvStrDe4ckbodJ4PbCcHdSD8JU0lfWhXu4NjcLGUhRCxQh8v9ZDWB/Wu21THVFK2PJ62EHNeihX4dpv1EiKattBtTsNCJWhnu4L4r2sLZW0hVqFJ9e6AvdGYDk7qAfhK2kq60M93RsaARHfQlGOHq1ehet6opZhz/XASp7M9bKDWvRQrsq136CRFNW0g/XqNCCsnXq7L4j3snZU0hZqEZ5c6wrc9Uq5GxLL2UE9CF9JU1kf6u3eUO801hOgsG4MbN/FkcMHaj2MqlPTsOcGYD3tYL1Dmqty7TdoJEW17KDeOw0I8zlZ7gvCylTSFtY7PLnWFbjrldVsSCxnB/UifCVNpfrIvaE8RHwLRVlqB3ojUrOw5wagUe2g1DDmlXt3pwmim0r2xG/USIpq2MFGzY/fyDTqeiBUnkrawnqGJ9dDBe56ZLUbEivZQb0IX0lTqS5ybygPEd9CUWZnl/febTRqEfbcCDSiHZQbxlzs2hN4eJ2n4fa/vqzNmI0aSVENO9io+fEbmUZcD4TqUElbWM/w5FJD3J9OeZwsq85aNiRKsYN6Eb6SplI95N5QHiK+haIk4vFaD2HdkUrOi2k0O1htGHPhtQ8i7aRe9Z5Vh0JvxEiKqtjBBs2P38g02nogVI9K2sJ6hievFOI+6Pk8m/FxDEUXnBQe0rXk3JdqByJ8NzZybygPeaoRirJ5y1YOH9pf62EINaaR7KASYcwahdf9qjWHQm+0SIqq2MEGzY/fyDTSeiBUl0rbwnqFJy8X4v5EyuXepMtWU/HTrRFaT5JCbGvJuZc1QQCxg3IR8S0IwoagEmHMlQyFlkiK5dmo+fGCIKyO9QhPLhbiPuiFXvfn0z5dpmIigMN+wEWWwUVRe8MXYquHlmCCcDKx/FaXcNIyMjxU6yEIdUBD2UElwpglFLoo1bCDwvz4RaGIDZwfv5FpqPVAqCrVsoVcePJYoJmuQrh3YYi71pqn0x63zmZQwGfaovzBpiY+3BpBa7h1NsMzaS+f93yOY7IRy0rlNiT0EuJ6uZx7WRMEEDsol5PrCVIomVisiWQyUethCDWmoeygEmHMEgpdlGrZwUbMj9/INNR6IFSVRraFXIj702mPjIZ3NjtcGrHYZpu0GoozgKtjNjfHM9wez9BtKvoss+K9xuuFteTcN7IdCJVD7KA8RHwLRWlpbWN8fLTWwxBqTCPZQSXCmCUUujjVtIONlh+/kWmk9UCoLo1uC+OBZjLjc0XU4jWOiUtY9TvIvq6U4sZmhxfTHk+kPfoss6K9xuuN1ebcN7odCJVB7KA8RHwLRVkq/Eg4uWgkO6hEm6+N2ipsrVTbDiQ/vjFopPVAqC6FtqAIK2Y3Wv/kFgUXRiy87Dof5jTPrflKKa6M2Xx1Jo2n9YbPe15Nzr2sCQKIHZSL6h44R2ZMEIQNQ7l9vqt1DGHjolFop0U89UJDUwnR3GkoznHCkOyOBqsO3mUofrkjxqnZQmOdhmKHZczbdH027fHXk0l+pjXC12bTRXtdC4IglIN4voWi9Pfv4OjRQ7UehlBjGtEOKhHGLKHQ82lEO6gWJ/PGjNjBxmGtonnLlq24I0Nc3+zMzxO2zYapDr6wyvdMoBkNNN0GeQE+6oeB6A+lKtdrfCMha4IAYgflIuJbKIphLt1yQmgs1uKla1Q7qEQYs4RCz9GodlBpgmgHqVPfuiglwdt8HvaRB4i+cvuGFuBiBxuDTkOtWTSnU0nOc8xFBbqAfHXwfa5f157ihW3HXGDIC4gbig5DYQJ3JDKM+AEvu/Xvya8FsiYIIHZQLiK+haLE4ydXQamNylq9dGIHAtTWDuolxFujwt/SwloAEPZ/H7gca3I/9uBjGzZCQtaDxkcB51RANJuz01za4mArRbHeD0qpuq8OXqzKt0uY+zzlB9yVdHko5TEiontJZE0QQOygXER8C0WZnVm+3ZJQ/1TCSyd2IEDt7KCeQry104K75TXFq+BDKMC3vAZrZPeGjZiQ9aDxaVXw2qyntxgrieZOQ/Eq22BGwzkRi+2WwWSgmQk07oL3NkJ18NVW+RZCZE0QQOygXOpefF962dW85bp30dLaxrHBI9xy079KXsE6sKV3G4cP7a/1MIRVUikvndiBALWxg7oL8TYsdKRt2bfoSFvood+gyHrQ+NhK0WEay75nKdGcC1e/Imrxf2ddZgJNu2nQboS50kNeME+AN0p18NVU+RZCVrMmNGp1fGFp5N5QHsuvwDXmrLPP55pr384Xv/BXfPa3f5GX9+3mLW97T62HJQh1T6leOu20rOu4BKEUStk88rrOQLOEfVeDwEOll9/dV+lpCIoF4QpCfZAvMrYMxURzYbi6bRicGrG5N+mGLYaUottQtBpzv0etNY+nPWYaRFVpYFrDWKCZFjFYNToNxRuiFv+1Lcovd8T4r21R3hC16DTWcS0XhBpT11v011z7dr733ZsZGhoE4Lbv3FzjEZ08jI6cqPUQhLVQIS+d2IEA628H9RjirTKz2Ceextt8XvFxaY194mlUZuPmvsl60PgsLDK2kKVE88Jw9dfYBrckA26OZ7ix2UGpsEjZdKBxteaupFQHPxkoZ02oRKE/oT6Re0N51K3nWynFzl2nEXEi/Obv/gl/+rkv8Jmf+3U6O7trPbSTAicSrfUQhLVQIS+d2IEANbCDOgzxVmissZewjzywOIdVa+wjD2CNvbRhi62BrAcbgcIiY3qBHetlRPPCcPXtEYcrYza3xzP84XiCOxMZ9mR8nki5fHE6JULqJKHUNaGUQn/nOOZ6xjIJFUTuDeVRt57v5pZWbNvhotddzhf/8S9x3Qwf/tin+KlP/hJ/9bnfL/qZ9vZNtHdsAuDokYNs3rIVx4mQSiUZHxtlW98AAOPjoxhK0bGpC4DBo4fo7tlCJBIlk04zPDxE/8AOACYnxwmCIC/6jw0eobOrm2g0hutmGDo+yMD2XQBMTU3guS5d3ZsBGDp+lLb2TTQ1NeN5LscGj7B9xykATE9PkUmn6O7ZAsCJoWO0tLbR3NxC4PscPXqIge27UEoxOzNNMpmgZ3MvAMMnjtPU3ExLSxtaa44cPkB//w4M0yQen2V2dpotW7YB4W5UJBKlta0dgMOH9tPXtx3Tskgk4kxPTdC7tT987+gwtm3T3r6J3t4+Hnv0fnq39mPbNqlkgomJMbZuy87h2AiGadLR0Zmd70Ns3tyLE4mQTqUYHRumr287ABPjYwBs6szO9+Bhurs2E4kuMd++T2dXDwDHjx1h06YuorEmXNdl6PjRefPtui7dRebb9zwGBw/n53tmeop04XyfOEZLyxLzPTtNIh5n85atAIwMDxGLNdHSusR8z0yzpXduvp1IlLaC+d7WN4Bl2Yvme2x0GCs73wBHDh+gd2sftu0Ut1nDKD7f6RSjIyfo68/O4cQYyXQaNfYi7o5LSKdT2I6DYZhoHZBOp4lGothjLxI1fKyWVrry832Ujk2dxLLzbdtO/lympybJuJmC+R6kra2dpuYWfN9nsGAOZ6anSKWSeZs9ceIYLc2tNLe0EgQBR48cpH9gJ4ZhEJ+dYTY+k7fZkeEhotEYrW3t+fnu69+BaZok4rNMT0/Ru7Uvb7OO7dDW3lEwh6HNJpMJJifG2botO99jI1imJWvEKtaIM844m6GhwXlrxML5rtQaobXm8IkxnCAJsSZ0EJDOpIlGYwB4XigaHJ0m4lhoz6Kzs3td1ojNrREmj95NeuYQmZ5XY7V2QWoajj5GZPIVutqiRDfvaog1ItC6qM1mMmmGTxynf2BnOIeTE3i+R1dXD729fTz15CPz1ojC+ZY1ojHWiGQywXfGR3glgEubo3SYJsOJBE/7ij2+gdvSRiSTnjff+C4JyyYWi5JMJmhqauZSy2JrNM2js0m+FneZDQKOewFxy2FTby/bbacqawTIc0S9rBG9vX3s3fN8fo0I53v+c8TxY0foicW4rNXBsU0CHeA4EQDSqRSWbWGaFq/XJs+kp2jrD3/3skY0znNENBoLc/nL1BoL57vR14hS895V98A5NduafN3Fl/Ohj36y6Gv/+bUv8dFPfIZ/+Ls/Y99LuwHYvLmX3/29z/Gnf/SbDA8PredQTzq27zhFiic0OEsVrMp56UopWCV2IMD624FG4fa9juR5H18yxDv23Fdr1tarXtqfrTeyHmwsyil8pYA3RC0+3RZFKUUs1kQymci/7gYBX5xO8VDaX4+hC3VCqWtCl6H45Y4Yp9pL94N+2fX5/GSSMYmYaDjk3lAeNfV8P/boAzz26ANFX3Mchw9/7FMkk8n838bGRwFoaW0X8V1l5EfU+BipSaKv3I41uX/VrZrEDgRYfzsoDPFeavOoliHeCr1h24kth6wHG4tckbFSWoEt7IldKLy11tyX8tjrLl/ITdh4lLom5Av9LSO+G6U6vrAYuTeUR92GnWcyGUaGhxjYvpOjRw4C0JUNx5jIinChemzrG+DY4JFaD0NYI0ZqEnvwMayR3avy0okdCFAbO6jE5pFQWWQ9OLkp7In9+tYmmnxPemKf5JS6Jqy20J/QGMi9oTzqVnwD3H/fT3jzde9m/ysvMTU5wTvf8wFe2vsCExNjtR7ahsey7FoPQagQa/HSiR0IUDs7WOvmkVBZZD0Qcj2x9yoXP52SPs0nOaWuCQsjJwoF+HKF/oTGQO4N5VHX4vu+e+6gubmFX/jl38aybPa9tJuv/MsXaj2sk4JEIl7rIQh1gNiBALW1g5M1xLsekfVAgFBI+c2tjBWkBQonJ+WsCYWRE6+NWLSbhkRObBDk3lAeNS24JtQvjuOQyWRqPQyhxogdCCB2IISIHQg5xBYEWJ0dlFPoT2gMZD0oj7rt8y3UllxLAOHkRuxAALEDIUTsQMghtiDA6uwgV+hvLNBMi/DeEMh6UB4ivgVBEARBEARBEAShyoj4FooyNjpc6yEIdYDYgQBiB0KI2IGQQ2xBALEDIUTsoDxEfAtFsWypXCiIHQghYgcCiB0Ic4gtCCB2IISIHZSHiG+hKO3tm2o9BKEOEDsQQOxACBE7EHKILQggdiCEiB2UR123GhMEQRAEQRAaC6loLQiCUBxpNSYURSmF1mIaJztiBwKIHQghYgdCjuVsodNQnOOYvDZi0WEaTEov5w2LrAkCiB2Ui4SdC0Xp3dpX6yEIdYDYgQBiB0KI2IGQYylb6DQU1zc7fLotykVRm1Ntk4uiNp9ui3J9s0OnodZ5pEI1kTVBALGDchHxLRTFtp1aD0GoA8QOBBA7EELEDoQcxWxBAec4Jm+M2Sg1X2QrpXhjzOYcx0Tk98ZB1gQBxA7KRcS3UJRUKlnrIQh1gNiBAGIHQojYgZCjmC20KnhtxFokvHMopXhtxKJV1PeGQdYEAcQOykXEt1CU8bHRWg9BqAPEDgQQOxBCxA6EHMVswVaKDnP5x8p208BeQpwLjYesCQKIHZSLiG+hKNv6Bmo9BKEOEDsQQOxACBE7EHIUswVXayb9YNnPTfkBrhRm2jDImiCA2EG5iPgWBEEQBEEQ1sSMhsfT3pJVj7XWPJ72mBHtLQjCSYyIb6Eo4+MSQiKIHQghYgcCiB0IcxSzBQ28kPG5K+kuEuBaa+5KuryQ8aXf9wZC1gQBxA7Kxar1AIT6xDBkX0YQOxBCxA4EEDsQ5ljKFsYDzbfiGfa5Pq+NWLSbBlPS53vDImuCAGIH5SLiWyhKR0cn01OTtR6GUGPEDgQQOxBCxA6EHMvZwniguT/l8Uzaw1YKV2tmNOLx3oDImiCA2EG5iPgWBEEQBEEQKoYGpjUgxdUEQRDmoboHzpGVUViEYZgEgV/rYQg1RuxAALEDIUTsQMghtiCA2IEQInZQHhKkLxRl8+beWg9BqAPEDgQQOxBCxA6EHGILAogdCCFiB+Uh4lsoihOJ1HoIQh0gdiCA2IEQInYg5BBbEEDsQAgROygPEd9CUdLpVK2HINQBYgcCiB0IIWIHQg6xBQHEDoQQsYPykJxvoSimaeL7kr9xsiN2IIDYgRAidiDkEFsQQOxACBE7KA/xfAtF6evfUeshCHWA2IEAYgdCiNiBkENsQQCxAyFE7KA8RHwLgiAIgiAIgiAIQpUR8S0UZXJirNZDEOoAsQMBxA6EELEDIYfYggBiB0KI2EF5iPgWihJoKQUgiB0IIWIHAogdCHOILQggdiCEiB2Uh4hvoSidnd21HoJQB4gdCCB2IISIHQg5xBYEEDsQQsQOykPEtyAIgiAIgiAIgiBUGWk1JhTFsmw8z631MIQaI3YggNiBECJ2IOQQWxBA7EAIETsoD/F8C0Xp7JIQEkHsQAgROxBA7ECYQ2xBALEDIUTsoDxEfAtFiUZjtR6CUAeIHQggdiCEiB0IOcQWBBA7EELEDspDxLdQlEwmXeshCHWA2IEAYgdCiNiBkENsQQCxAyFE7KA8JOdbKIphGARBUOthCDVG7EAAsQMhROxAyCG2IIDYgRAidlAe4vkWitI/sLPWQxDqALEDAcQOhBCxAyGH2IIAYgdCiNhBeYj4FgRBEARBEARBEIQqI2HngiAIgiAIgiAIglBlxPMtCIIgCIIgCIIgCFVGxLcgCIIgCIIgCIIgVBkR34IgCIIgCIIgCIJQZUR8C4IgCIIgCIIgCEKVEfEtCIIgCIIgCIIgCFXGqvUAhPrm0suu5i3XvYuW1jaODR7hlpv+laNHD9V6WEKNuPLqt3DD+z/GH/3erzE+Plrr4QjrSFNzC++94SOcefb5GIbB/pf38o2bv8rk5HithyZUmc7Obm780E9xyqmvIpNJ8+jD93Lbd25Ga2mWcjLR2dnNe9//MU459QyCIGDPi89y6y3/RjKZqPXQhBpx/Q0f4epr3sqv/OInaj0UoUa8+bp384YrryUajXLwwCvc9B//xPiYPB8uh3i+hSU56+zzuebat/PFL/wVn/3tX+Tlfbt5y9veU+thCTWirb2Da9709loPQ6gRH/nYp2huaeXP/vi3+V+//+soQ/Hhj32q1sMS1oGf+dR/Iz47wx989r/x+b/+Y15zwSVc9cbraj0sYZ355Gd+hUR8lj/8n7/K5/70f7B5y1be/d4P1XpYQo3o69vO6y55Q62HIdSQy694E+ec+xr++n//IX/w2V9hcmKMq695W62HVfeI+BaW5Jpr3873vnszQ0ODZDJpbvvOzfzz//u7Wg9LqBE3vO9jPHD/T2o9DKFGTE2O851v/ieJ+CypVJIH77+LU049vdbDEqrMwPZdbOsbyHs4h4eH+Mkdt3HZG66p9dCEdSQajXHk8EG+++2byGTSzMxM8dij93PqaWfWemhCDVBKceOHfoq77/xBrYci1JA3vultYQTcxBjJZIL/+NqXuPXmr9Z6WHWPiG+hKEopdu46jYgT4Td/90/40899gc/83K/T2dld66EJNeDMs85j67Z+7vzx92s9FKFG3HzTvzI0NJj/96bObiYnJ2o4ImE9GBjYyfjYCIlEPP+3o0cPsXlzL5FItIYjE9aTVCrJf3ztS8zOzuT/tmlTNxPjYzUclVArLrv8jWQyGZ547KFaD0WoEe0dm9i0qZOezb38j9/7HH/y//0j/+Wnf4Gm5pZaD63uEfEtFKW5pRXbdrjodZfzxX/8S/7kD38DPwj4qU/+Uq2HJqwztm3zvg98gptv+ld836/1cIQ6oLOzm7e94wbu+olsxmx0mlta5glvgER8FoCWltZaDEmoAwa27+KKq64Vz+dJSEtrG9e9/Xpuuelfaj0UoYZ0tG9Cazjv/Av567/8I/7izz5LZ1c3H/zwT9d6aHWPFFw7iXndxZfzoY9+suhr//m1LwHw4x99J19Q6Tvf/A9+9/c+x+bNvQwPD63bOIXqspId9GzZysH9+3h53+51HpmwnqxkB489+gAAm7ds5ed+4Td55KF7efD+u9ZziEKdoZGCaycju045nU9+5lf5zrf+k90vPlvr4QjrzPU3fISHHrib4eEhiYY8iTFMC8uyuO3bXycRnyUB/OB7t/Lpn/t1LMvG89xaD7FuEfF9EvPYow/kH6gX4jgOH/7Yp0gmk/m/jWWrW7e0tov43kAsZwebt2zlne/5AJ/7s8+u86iE9WY5O8ixfccpfPpnf40f33Ebd995+zqNTKglMzMzi8IIm7Me79mZmWIfETYwZ5/7Gj7+ic/w9Zv+haeeeKTWwxHWmdPPOJvt23fxn1/7p1oPRagxiUQYAZVMzemE8bERDMOgpbWNyQlJSVkKEd9CUTKZDCPDQwxs38nRIwcB6MrucE5Ii6mThgsuvITmphZ+57N/Pu/vv/5bf8RP7rhNcsBPIrp7tvCpn/01vnXrv/P4Yw/WejjCOnHk0H46O7tpam7Jh5vv2HEKx48fJZNJ13h0wnqyc9dpfPTjn+bL//T3vLT3hVoPR6gBr734Mjo2dfIHf/w3QFgfCOCP//wf+MbNX5ENmZOIkeETJJMJBgZ2snfP8wB0dvXg+x7TU1IPZjlEfAtLcv99P+HN172b/a+8xNTkBO98zwd4ae8LTMhu1knD3XfdzsMP3TPvb3/4x3/LF7/wl/OKbwkbn/d/4BM8+vB9IrxPMgYHD3P40H7ed+PHueWmf6VjUydvess7+dEPvl3roQnriGEYfOgj/5Xv3/YNEd4nMd/6xr/z/du+kf93R0cnv/rff5+/+PPPkojHl/mksNEIAp+HH7yHd73ngwwNDRL4Ade97Xoee+QBgiCo9fDqGhHfwpLcd88dNDe38Au//NtYls2+l3bzlX/5Qq2HJawj6VSKdCq16O8z01NF/y5sTDo6OjnzrPM47bQzufLqN8977Qt//xfsf2VvjUYmrAdf/qfP84EP/TR/+Cd/SzqV4v77fsID999Z62EJ68jOXafRu7WP62/4MNff8OF5r/3pH/0aGbTeAAAHDUlEQVSWbMqfJCSTCZLJRP7fpmECMCWdL05KbvvO17n+ho/wm7/zJ+gg4IXnn+ab3/harYdV96jugXOkYoogCIIgCIIgCIIgVBFpNSYIgiAIgiAIgiAIVUbEtyAIgiAIgiAIgiBUGRHfgiAIgiAIgiAIglBlRHwLgiAIgiAIgiAIQpUR8S0IgiAIgiAIgiAIVUbEtyAIgiAIgiAIgiBUGRHfgiAIgiAIgiAIglBlRHwLgiAIgiAIgiAIQpUR8S0IgiAINeTzf/nHjBx+fsn/fuNXf77WQ6wq733329j/wsP84Ftfq/VQBEEQBKGqWLUegCAIgiCc7IyMjnH1dTcUfS0eT1T8+/7yz3+fyckp/tef/03Fj10q0UiEP/2j3+Hdb38L8UTlz1EQBEEQ6g3xfAuCIAhCjdGBZnhkrOh/8USy4t/32gtfveZjWNba9u+veMOlXHD+ubz5nR/klf2H1jweQRAEQah3RHwLgiAIQoNw/bveyp3fv5kjLz3BS88+wBf//i/o3bJ53nve++63ccdtN7H/hYd55fmHuO0bX+GyS16bf33k8POcfeYZ/PLPf5KRw88z0L+N3/jVn2fk8PNEIk7+fZGIMy/s/bJLX8fI4ed559uu5Z4f3coLT9ydf++Vb7iU7936VQ7tfYz9LzzMv3/5Hzn9tFOWPZfnnt/N267/KAcOHanAzAiCIAhC/SPiWxAEQRAagPe++238v3/43zzw8GNc8/Yb+S+f/GXOOP1UvvHvX8JxbAAued0FfPHv/4J77nuIa95+I29594c5ePgo//bPf8+WLT0AnHPRVQB86ctf45yLrmLw2FBZ4/iVX/wUf/YXn+dNb78x/503feX/cHTwOG9990e44cOfJBaL8u2vf5nOTR1LHmfoxDCpdHoVMyEIgiAIjYmIb0EQBEFoAH7tlz/Do48/zf/8o8+x7+X9PPToE/zSr/0uZ5x+Cm+/7k0APPPsi7z2DW/lz/735zl46Aiv7D/I3/7Dl2htbeGS114AwPDIGACJZJLhkTGCIChrHPc/+Bi333EXRwePA/Dffv5THB8a5hd+9XfZvXcfTz/7PJ/5pd+grbWVj36oeB67IAiCIJyMSME1QRAEQagx3d2dHNz9aNHXPvWLv8FDjzzOmWecxl9//ovzXnvuhT2MT0xy8Wsv4FvfvZ1UOs3b3nINN773nQwM9OHYNqjwvZuW8UKXw9PPvjDv3xddeD533n0/nufl/zY8Msbel17m4qzgFwRBEARBxLcgCIIg1JzxiUnefv1Hi752YniU9vY2AH7+0z/Fp3/mY/Nej8WibO7pAuCTP/UR/tfv/Sb//K//wa/9zh8yPTXN1t4tfPvmf6nYWKenp+f9u621hXe/4zre9pZr5v09EnHwfL9i3ysIgiAIjY6Ib0EQBEGoMYEfLFt4TGW91//3n7/Kv/37LYtez7Xquv5db+WxJ57mt/7nn+Rfa29vX/H7tdaL/haNRlf8HMDk1DR33/sgn/urf1j0WjrjlnQMQRAEQTgZEPEtCIIgCHVOPJHkxT0vccrOHYtE+qvOOJWDh48C0NLSwpGjg/Ne//CN7wFA5eLPc6i5f09Nhd7s1pYW0ulxAM4758ySxvbEU89y+mm7Fo3rtFN3ceLosZKOIQiCIAgnA1JwTRAEQRAagL/5+//H26+7hv/+Kz/Haafu4vTTTuEP/sd/564f3MLZZ54BwBNPPcMVl13ClW+4lFN27eCzv/UrGKaJ67pcdMF5dHd1AjA5NcVFrzmfc89+FW1trTz1zPMAfPRDN2AYBrt2DPDLP/9JkqnUiuP6/Bf+iXPOehX/3x9/lrNedTq7dgzwiz/709x3xze55qrLl/xca2sLm3u62NzThW3b2LaV/3dzU6wCMyYIgiAI9YV4vgVBEAShAfjmd36A1ppf+tmf4b/9/CfJZDI8+/xubvzYp3lh914A/uwvPs/mnm7+5f/+DclUmlu++V1+5/f+lHg8wU997AN4ns+v/tbv81d/90V+41d+jpu++kU+8clf4vEnn+FPP/d3/MwnPsSv/fJn2L1nH7/1P/+Eb3zt/2GZ5rLjeuSxp/jgJ36W3/zVn+f27/w7OtDseellPvUL/5077rx3yc/96R/8Nh+68fp5f3vhiXsA+Nxf/yN/8df/uLYJEwRBEIQ6Q3UPnLM40UsQBEEQBEEQBEEQhIohYeeCIAiCIAiCIAiCUGVEfAuCIAiCIAiCIAhClRHxLQiCIAiCIAiCIAhVRsS3IAiCIAiCIAiCIFQZEd+CIAiCIAiCIAiCUGVEfAuCIAiCIAiCIAhClRHxLQiCIAiCIAiCIAhVRsS3IAiCIAiCIAiCIFQZEd+CIAiCIAiCIAiCUGVEfAuCIAiCIAiCIAhClRHxLQiCIAiCIAiCIAhV5v8HY5Ody0XDXJ0AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1200x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Implement your attack strategy here.\n",
"\n",
"y_train_poisoned = None # Initialize\n",
"\n",
"if y_train_orig is not None:\n",
" y_train_poisoned = y_train_orig.copy()\n",
"\n",
" # Step 1: Identify all samples belonging to Class 1\n",
" class1_indices = np.where(y_train_poisoned == 1)[0]\n",
" num_class1_samples = len(class1_indices)\n",
" print(\n",
" f\"Found {num_class1_samples} samples belonging to Class 1 in the training set.\"\n",
" )\n",
"\n",
" if num_class1_samples == 0:\n",
" print(\"No Class 1 samples to poison. Attack cannot be performed as specified.\")\n",
" else:\n",
" # Step 2: Decide on the percentage/number of Class 1 samples to flip\n",
" # To achieve ambiguity, we'll flip a portion of Class 1 samples to Class 0\n",
" # and another portion to Class 2.\n",
" # The API thresholds are >=18% for each, so aim a bit higher, e.g., 25% each.\n",
" # This means 50% of Class 1 samples will be poisoned.\n",
"\n",
" percent_to_flip_to_0 = 0.25 # Flip 25% of Class 1 to Class 0\n",
" percent_to_flip_to_2 = 0.25 # Flip 25% of Class 1 to Class 2\n",
"\n",
" num_to_flip_to_0 = int(num_class1_samples * percent_to_flip_to_0)\n",
" num_to_flip_to_2 = int(num_class1_samples * percent_to_flip_to_2)\n",
"\n",
" # Ensure we don't try to flip more than available due to rounding or if sum > 100%\n",
" if num_to_flip_to_0 + num_to_flip_to_2 > num_class1_samples:\n",
" print(\n",
" \"Warning: Total requested flips exceed available Class 1 samples. Capping.\"\n",
" )\n",
" # This case shouldn't happen with 0.25 + 0.25, but good to be safe\n",
" num_to_flip_to_0 = min(num_to_flip_to_0, num_class1_samples)\n",
" num_to_flip_to_2 = min(\n",
" num_to_flip_to_2, num_class1_samples - num_to_flip_to_0\n",
" )\n",
"\n",
" print(f\"Targeting {num_to_flip_to_0} Class 1 samples to be flipped to Class 0.\")\n",
" print(f\"Targeting {num_to_flip_to_2} Class 1 samples to be flipped to Class 2.\")\n",
"\n",
" # Step 3: Randomly select these samples.\n",
" np.random.shuffle(class1_indices) # Shuffle for random selection\n",
"\n",
" indices_to_make_0 = class1_indices[:num_to_flip_to_0]\n",
" # Ensure the next slice starts after the first and doesn't overlap if num_to_flip_to_0 is small\n",
" indices_to_make_2 = class1_indices[\n",
" num_to_flip_to_0 : num_to_flip_to_0 + num_to_flip_to_2\n",
" ]\n",
"\n",
" # Step 4: Perform the label flips on `y_train_poisoned`.\n",
" y_train_poisoned[indices_to_make_0] = 0\n",
" y_train_poisoned[indices_to_make_2] = 2\n",
"\n",
" print(\n",
" f\"Successfully flipped {len(indices_to_make_0)} Class 1 labels to Class 0.\"\n",
" )\n",
" print(\n",
" f\"Successfully flipped {len(indices_to_make_2)} Class 1 labels to Class 2.\"\n",
" )\n",
"\n",
" # Verify the changes\n",
" print(f\"\\nLabel distribution in original y_train: {np.bincount(y_train_orig)}\")\n",
" if y_train_poisoned is not None:\n",
" print(\n",
" f\"Label distribution in y_train_poisoned: {np.bincount(y_train_poisoned)}\"\n",
" )\n",
" plot_dataset_points(\n",
" X_train_orig,\n",
" y_train_poisoned,\n",
" title=\"Poisoned Training Data Label Distribution\",\n",
" )\n",
"else:\n",
" print(\"Skipping attack implementation as original training data was not loaded.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Training Poisoned Model ---\n",
"Training poisoned OvR Logistic Regression model...\n",
"Poisoned model trained successfully.\n",
"\n",
"Poisoned Model Performance on Clean Test Set:\n",
" Overall Accuracy: 0.7500\n",
" (Baseline Accuracy was: 0.9260)\n",
"\n",
"Classification Report (Poisoned Model):\n",
" precision recall f1-score support\n",
"\n",
" Class 0 0.71 1.00 0.83 125\n",
" Class 1 1.00 0.02 0.03 125\n",
" Class 2 0.65 0.99 0.79 125\n",
" Class 3 0.93 0.99 0.96 125\n",
"\n",
" accuracy 0.75 500\n",
" macro avg 0.82 0.75 0.65 500\n",
"weighted avg 0.82 0.75 0.65 500\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Analysis of Class 1 predictions by Poisoned Model (on local test set):\n",
" Total Class 1 test samples: 125\n",
" Predicted as Class 0: 48 (38.40%)\n",
" Predicted as Class 1 (Correct): 2 (1.60%)\n",
" Predicted as Class 2: 66 (52.80%)\n",
" Predicted as Class 3: 9 (7.20%)\n",
" Recall for Class 3 (Poisoned Model): 0.9920\n"
]
}
],
"source": [
"print(\"\\n--- Training Poisoned Model ---\")\n",
"poisoned_model = None # Initialize\n",
"\n",
"if X_train_orig is not None and y_train_poisoned is not None:\n",
" # Use the same configuration for the logistic regression estimator\n",
" poisoned_logistic_estimator = LogisticRegression(**base_estimator_config)\n",
" poisoned_model = OneVsRestClassifier(poisoned_logistic_estimator)\n",
"\n",
" print(\"Training poisoned OvR Logistic Regression model...\")\n",
" poisoned_model.fit(\n",
" X_train_orig, y_train_poisoned\n",
" ) # Use X_train_orig and y_train_poisoned\n",
" print(\"Poisoned model trained successfully.\")\n",
"\n",
" # Evaluate your poisoned model on the clean test set\n",
" print(\"\\nPoisoned Model Performance on Clean Test Set:\")\n",
" y_pred_poisoned = poisoned_model.predict(X_test)\n",
" poisoned_accuracy = accuracy_score(y_test, y_pred_poisoned)\n",
" print(f\" Overall Accuracy: {poisoned_accuracy:.4f}\")\n",
" if baseline_model is not None: # Check if baseline_accuracy was computed\n",
" print(f\" (Baseline Accuracy was: {baseline_accuracy:.4f})\")\n",
"\n",
" print(\"\\nClassification Report (Poisoned Model):\")\n",
" print(\n",
" classification_report(\n",
" y_test, y_pred_poisoned, target_names=target_names_report, zero_division=0\n",
" )\n",
" )\n",
"\n",
" # Confusion Matrix for Poisoned Model\n",
" cm_poisoned = confusion_matrix(\n",
" y_test, y_pred_poisoned, labels=np.arange(num_classes)\n",
" )\n",
" plt.figure(figsize=(8, 6))\n",
" sns.heatmap(\n",
" cm_poisoned,\n",
" annot=True,\n",
" fmt=\"d\",\n",
" cmap=sns.dark_palette(malware_red, as_cmap=True),\n",
" xticklabels=target_names_report,\n",
" yticklabels=target_names_report,\n",
" cbar_kws={\"label\": \"Count\"},\n",
" linecolor=node_black,\n",
" linewidths=0.5,\n",
" )\n",
" plt.title(\"Confusion Matrix (Poisoned Model)\", fontsize=14, color=htb_green)\n",
" plt.ylabel(\"True Label\", color=white)\n",
" plt.xlabel(\"Predicted Label\", color=white)\n",
" plt.show()\n",
"\n",
" # Detailed check for Class 1 misclassification (as per assessment objective)\n",
" class1_actual_indices_test = np.where(y_test == 1)[0]\n",
" if len(class1_actual_indices_test) > 0:\n",
" class1_predictions_poisoned_model = y_pred_poisoned[class1_actual_indices_test]\n",
"\n",
" misclassified_as_0 = np.sum(class1_predictions_poisoned_model == 0)\n",
" misclassified_as_2 = np.sum(class1_predictions_poisoned_model == 2)\n",
" correctly_as_1 = np.sum(class1_predictions_poisoned_model == 1)\n",
" misclassified_as_3 = np.sum(class1_predictions_poisoned_model == 3)\n",
" total_class1_test = len(class1_actual_indices_test)\n",
"\n",
" print(\n",
" f\"\\nAnalysis of Class 1 predictions by Poisoned Model (on local test set):\"\n",
" )\n",
" print(f\" Total Class 1 test samples: {total_class1_test}\")\n",
" print(\n",
" f\" Predicted as Class 0: {misclassified_as_0} ({misclassified_as_0 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
" print(\n",
" f\" Predicted as Class 1 (Correct): {correctly_as_1} ({correctly_as_1 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
" print(\n",
" f\" Predicted as Class 2: {misclassified_as_2} ({misclassified_as_2 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
" print(\n",
" f\" Predicted as Class 3: {misclassified_as_3} ({misclassified_as_3 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
"\n",
" # Check Class 3 Recall\n",
" class3_recall_poisoned = recall_score(\n",
" y_test, y_pred_poisoned, labels=[3], average=\"macro\", zero_division=0\n",
" )\n",
" print(f\" Recall for Class 3 (Poisoned Model): {class3_recall_poisoned:.4f}\")\n",
" else:\n",
" print(\"No Class 1 samples in the local test set to analyze for ambiguity.\")\n",
"else:\n",
" print(\n",
" \"Skipping poisoned model training as data was not loaded or attack not implemented.\"\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Training Poisoned Model ---\n",
"Training poisoned OvR Logistic Regression model...\n",
"Poisoned model trained successfully.\n",
"\n",
"Poisoned Model Performance on Clean Test Set:\n",
" Overall Accuracy: 0.7500\n",
" (Baseline Accuracy was: 0.9260)\n",
"\n",
"Classification Report (Poisoned Model):\n",
" precision recall f1-score support\n",
"\n",
" Class 0 0.71 1.00 0.83 125\n",
" Class 1 1.00 0.02 0.03 125\n",
" Class 2 0.65 0.99 0.79 125\n",
" Class 3 0.93 0.99 0.96 125\n",
"\n",
" accuracy 0.75 500\n",
" macro avg 0.82 0.75 0.65 500\n",
"weighted avg 0.82 0.75 0.65 500\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Analysis of Class 1 predictions by Poisoned Model (on local test set):\n",
" Total Class 1 test samples: 125\n",
" Predicted as Class 0: 48 (38.40%)\n",
" Predicted as Class 1 (Correct): 2 (1.60%)\n",
" Predicted as Class 2: 66 (52.80%)\n",
" Predicted as Class 3: 9 (7.20%)\n",
" Recall for Class 3 (Poisoned Model): 0.9920\n"
]
}
],
"source": [
"print(\"\\n--- Training Poisoned Model ---\")\n",
"poisoned_model = None # Initialize\n",
"\n",
"if X_train_orig is not None and y_train_poisoned is not None:\n",
" # Use the same configuration for the logistic regression estimator\n",
" poisoned_logistic_estimator = LogisticRegression(**base_estimator_config)\n",
" poisoned_model = OneVsRestClassifier(poisoned_logistic_estimator)\n",
"\n",
" print(\"Training poisoned OvR Logistic Regression model...\")\n",
" poisoned_model.fit(\n",
" X_train_orig, y_train_poisoned\n",
" ) # Use X_train_orig and y_train_poisoned\n",
" print(\"Poisoned model trained successfully.\")\n",
"\n",
" # Evaluate your poisoned model on the clean test set\n",
" print(\"\\nPoisoned Model Performance on Clean Test Set:\")\n",
" y_pred_poisoned = poisoned_model.predict(X_test)\n",
" poisoned_accuracy = accuracy_score(y_test, y_pred_poisoned)\n",
" print(f\" Overall Accuracy: {poisoned_accuracy:.4f}\")\n",
" if baseline_model is not None: # Check if baseline_accuracy was computed\n",
" print(f\" (Baseline Accuracy was: {baseline_accuracy:.4f})\")\n",
"\n",
" print(\"\\nClassification Report (Poisoned Model):\")\n",
" print(\n",
" classification_report(\n",
" y_test, y_pred_poisoned, target_names=target_names_report, zero_division=0\n",
" )\n",
" )\n",
"\n",
" # Confusion Matrix for Poisoned Model\n",
" cm_poisoned = confusion_matrix(\n",
" y_test, y_pred_poisoned, labels=np.arange(num_classes)\n",
" )\n",
" plt.figure(figsize=(8, 6))\n",
" sns.heatmap(\n",
" cm_poisoned,\n",
" annot=True,\n",
" fmt=\"d\",\n",
" cmap=sns.dark_palette(malware_red, as_cmap=True),\n",
" xticklabels=target_names_report,\n",
" yticklabels=target_names_report,\n",
" cbar_kws={\"label\": \"Count\"},\n",
" linecolor=node_black,\n",
" linewidths=0.5,\n",
" )\n",
" plt.title(\"Confusion Matrix (Poisoned Model)\", fontsize=14, color=htb_green)\n",
" plt.ylabel(\"True Label\", color=white)\n",
" plt.xlabel(\"Predicted Label\", color=white)\n",
" plt.show()\n",
"\n",
" # Detailed check for Class 1 misclassification (as per assessment objective)\n",
" class1_actual_indices_test = np.where(y_test == 1)[0]\n",
" if len(class1_actual_indices_test) > 0:\n",
" class1_predictions_poisoned_model = y_pred_poisoned[class1_actual_indices_test]\n",
"\n",
" misclassified_as_0 = np.sum(class1_predictions_poisoned_model == 0)\n",
" misclassified_as_2 = np.sum(class1_predictions_poisoned_model == 2)\n",
" correctly_as_1 = np.sum(class1_predictions_poisoned_model == 1)\n",
" misclassified_as_3 = np.sum(class1_predictions_poisoned_model == 3)\n",
" total_class1_test = len(class1_actual_indices_test)\n",
"\n",
" print(\n",
" f\"\\nAnalysis of Class 1 predictions by Poisoned Model (on local test set):\"\n",
" )\n",
" print(f\" Total Class 1 test samples: {total_class1_test}\")\n",
" print(\n",
" f\" Predicted as Class 0: {misclassified_as_0} ({misclassified_as_0 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
" print(\n",
" f\" Predicted as Class 1 (Correct): {correctly_as_1} ({correctly_as_1 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
" print(\n",
" f\" Predicted as Class 2: {misclassified_as_2} ({misclassified_as_2 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
" print(\n",
" f\" Predicted as Class 3: {misclassified_as_3} ({misclassified_as_3 / total_class1_test * 100:.2f}%)\"\n",
" )\n",
"\n",
" # Check Class 3 Recall\n",
" class3_recall_poisoned = recall_score(\n",
" y_test, y_pred_poisoned, labels=[3], average=\"macro\", zero_division=0\n",
" )\n",
" print(f\" Recall for Class 3 (Poisoned Model): {class3_recall_poisoned:.4f}\")\n",
" else:\n",
" print(\"No Class 1 samples in the local test set to analyze for ambiguity.\")\n",
"else:\n",
" print(\n",
" \"Skipping poisoned model training as data was not loaded or attack not implemented.\"\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Saving Poisoned Model Parameters ---\n",
"Poisoned model parameters saved to 'poisoned_model_params.npz'.\n",
"This is the file you should submit to the evaluation API.\n"
]
}
],
"source": [
"print(\"\\n--- Saving Poisoned Model Parameters ---\")\n",
"output_model_filename = \"poisoned_model_params.npz\"\n",
"\n",
"if poisoned_model is not None:\n",
" try:\n",
" params_to_save = {}\n",
" # Ensure the model was fitted and has estimators\n",
" if not hasattr(poisoned_model, \"estimators_\"):\n",
" raise AttributeError(\n",
" \"Poisoned model does not have 'estimators_' attribute. Was it trained?\"\n",
" )\n",
"\n",
" for i, estimator in enumerate(poisoned_model.estimators_):\n",
" if not hasattr(estimator, \"coef_\") or not hasattr(estimator, \"intercept_\"):\n",
" raise AttributeError(\n",
" f\"Estimator {i} is not fitted or does not have coef_/intercept_.\"\n",
" )\n",
" params_to_save[f\"coef_estimator_{i}\"] = estimator.coef_\n",
" params_to_save[f\"intercept_estimator_{i}\"] = estimator.intercept_\n",
"\n",
" if not hasattr(poisoned_model, \"classes_\"):\n",
" raise AttributeError(\"Poisoned model does not have 'classes_' attribute.\")\n",
" params_to_save[\"classes_\"] = poisoned_model.classes_\n",
"\n",
" np.savez_compressed(output_model_filename, **params_to_save)\n",
" print(f\"Poisoned model parameters saved to '{output_model_filename}'.\")\n",
" print(\"This is the file you should submit to the evaluation API.\")\n",
" except AttributeError as ae:\n",
" print(\n",
" f\"Error saving parameters: Model or its estimators might not be fully trained or accessible. Details: {ae}\"\n",
" )\n",
" except Exception as e:\n",
" print(\n",
" f\"An unexpected error occurred while saving poisoned model parameters: {e}\"\n",
" )\n",
"else:\n",
" print(\"Poisoned model not available. Skipping model parameter saving.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Submitting Model to API for Evaluation ---\n",
"Found 'poisoned_model_params.npz' for submission.\n",
"Submitting to: http://154.57.164.78:30973/evaluate_model\n",
"\n",
"--- API Response ---\n",
"Status Code: 200\n",
"{\n",
" \"attack_successful\": true,\n",
" \"criteria_met\": {\n",
" \"class1_to_class0_ambiguity\": true,\n",
" \"class1_to_class2_ambiguity\": true,\n",
" \"class3_recall_maintained\": true\n",
" },\n",
" \"evaluation_status\": \"complete\",\n",
" \"flag\": \"HTB{4mbiguity_m4st3r}\",\n",
" \"message\": \"Attack successful! Ambiguity achieved and constraints met.\",\n",
" \"metrics\": {\n",
" \"class1_correctly_as_1\": 2,\n",
" \"class1_misclassified_as_0\": 48,\n",
" \"class1_misclassified_as_0_percent\": 0.384,\n",
" \"class1_misclassified_as_2\": 66,\n",
" \"class1_misclassified_as_2_percent\": 0.528,\n",
" \"class1_misclassified_as_3\": 9,\n",
" \"class1_total_samples\": 125,\n",
" \"class3_precision\": 0.9323308270676691,\n",
" \"class3_recall\": 0.992,\n",
" \"overall_accuracy\": 0.75\n",
" }\n",
"}\n",
"\n",
"SUCCESS! Flag: HTB{4mbiguity_m4st3r}\n"
]
}
],
"source": [
"print(\"\\n--- Submitting Model to API for Evaluation ---\")\n",
"\n",
"if os.path.exists(output_model_filename):\n",
" print(f\"Found '{output_model_filename}' for submission.\")\n",
" try:\n",
" with open(output_model_filename, \"rb\") as f:\n",
" files = {\n",
" \"model_params\": (output_model_filename, f, \"application/octet-stream\")\n",
" }\n",
"\n",
" print(f\"Submitting to: {API_EVALUATOR_URL}\")\n",
" response = requests.post(\n",
" API_EVALUATOR_URL, files=files, timeout=30\n",
" ) # Added timeout\n",
"\n",
" print(\"\\n--- API Response ---\")\n",
" print(f\"Status Code: {response.status_code}\")\n",
" try:\n",
" response_json = response.json()\n",
" print(json.dumps(response_json, indent=2)) # Pretty print JSON\n",
" if response_json.get(\"attack_successful\", False):\n",
" print(\n",
" f\"\\nSUCCESS! Flag: {response_json.get('flag', 'No flag in response.')}\"\n",
" )\n",
" else:\n",
" print(\n",
" \"\\nAttack did not meet all criteria or an error occurred. Check API response details.\"\n",
" )\n",
" except requests.exceptions.JSONDecodeError:\n",
" print(\"Response from API was not in JSON format:\")\n",
" print(response.text)\n",
"\n",
" except requests.exceptions.ConnectionError:\n",
" print(f\"CONNECTION ERROR: Could not connect to the API at {API_EVALUATOR_URL}.\")\n",
" print(\"Please ensure your spawned instance is is running and accessible.\")\n",
" except FileNotFoundError:\n",
" print(\n",
" f\"ERROR: File '{output_model_filename}' not found for submission, even though it should exist.\"\n",
" )\n",
" except Exception as e:\n",
" print(f\"An unexpected error occurred during API submission: {e}\")\n",
" # traceback.print_exc() # For more detailed debugging if needed\n",
"else:\n",
" print(f\"Model parameter file '{output_model_filename}' not found. Cannot submit.\")\n"
]
}
],
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