{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "## Model Evaluation, Hyperparamter Tuning: Examples and Discussion" ], "metadata": { "id": "eXD8Kc44H6n-" } }, { "cell_type": "markdown", "source": [ "### Loading the dataset" ], "metadata": { "id": "5jwg1bvcIOaE" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ], "metadata": { "id": "mdcKGuROMGql" }, "execution_count": 1, "outputs": [] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 250 }, "id": "BXmOpdq1HoS8", "outputId": "72b5d737-fbc1-4638-e412-e5fcdfcc2228" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " 0 1 2 3 4 5 6 7 8 \\\n", "0 842302 M 17.99 10.38 122.80 1001.0 0.11840 0.27760 0.3001 \n", "1 842517 M 20.57 17.77 132.90 1326.0 0.08474 0.07864 0.0869 \n", "2 84300903 M 19.69 21.25 130.00 1203.0 0.10960 0.15990 0.1974 \n", "3 84348301 M 11.42 20.38 77.58 386.1 0.14250 0.28390 0.2414 \n", "4 84358402 M 20.29 14.34 135.10 1297.0 0.10030 0.13280 0.1980 \n", "\n", " 9 ... 22 23 24 25 26 27 28 29 \\\n", "0 0.14710 ... 25.38 17.33 184.60 2019.0 0.1622 0.6656 0.7119 0.2654 \n", "1 0.07017 ... 24.99 23.41 158.80 1956.0 0.1238 0.1866 0.2416 0.1860 \n", "2 0.12790 ... 23.57 25.53 152.50 1709.0 0.1444 0.4245 0.4504 0.2430 \n", "3 0.10520 ... 14.91 26.50 98.87 567.7 0.2098 0.8663 0.6869 0.2575 \n", "4 0.10430 ... 22.54 16.67 152.20 1575.0 0.1374 0.2050 0.4000 0.1625 \n", "\n", " 30 31 \n", "0 0.4601 0.11890 \n", "1 0.2750 0.08902 \n", "2 0.3613 0.08758 \n", "3 0.6638 0.17300 \n", "4 0.2364 0.07678 \n", "\n", "[5 rows x 32 columns]" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe" } }, "metadata": {}, "execution_count": 2 } ], "source": [ "df = pd.read_csv('https://archive.ics.uci.edu/ml/'\n", " 'machine-learning-databases'\n", " '/breast-cancer-wisconsin/wdbc.data', header=None)\n", "\n", "# if the Breast Cancer dataset is temporarily unavailable from the\n", "# UCI machine learning repository, un-comment the following line\n", "# of code to load the dataset from a local path:\n", "\n", "# df = pd.read_csv('wdbc.data', header=None)\n", "\n", "df.head()\n", "\n", "# Explanation of the dataset\n", "# https://archive.ics.uci.edu/dataset/17/breast+cancer+wisconsin+diagnostic\n", "# N.B. Column 0 is an index (categorical), Column 1 is the target\n", "# All the remaining 30 features are continuous" ] }, { "cell_type": "code", "source": [ "df.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kOu4zRvZITdD", "outputId": "cbcd41b2-fd04-4dd3-cdbf-2b4f71380486" }, "execution_count": 3, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(569, 32)" ] }, "metadata": {}, "execution_count": 3 } ] }, { "cell_type": "markdown", "source": [ "**Checking missing values and do imputation if needed**\n", "" ], "metadata": { "id": "k5bRPmP7Mdh9" } }, { "cell_type": "markdown", "source": [ "**Additional Considerations on Multicollinearity**:\n", "\n", "* Unstable Coefficients: In the presence of multicollinearity, the model struggles to determine the effect of each predictor (feature) on the outcome because highly correlated features contain redundant information. This results in large changes in the estimated coefficients, even with slight changes to the data\n", "\n", "* While multicollinearity affects the interpretation of the logistic regression model, it does not always severely impact predictive performance. The model can still make accurate predictions despite unstable coefficients.\n", "\n", "* If one decides to reduce multicollinearity, among the possible things to do there are (i) removing highly correlated features, (ii) dimensionality reduction, (iii) regularization" ], "metadata": { "id": "MIhYsDp8TadQ" } }, { "cell_type": "code", "source": [ "from sklearn.preprocessing import LabelEncoder\n", "\n", "X = df.loc[:, 2:].values\n", "y = df.loc[:, 1].values\n", "le = LabelEncoder()\n", "y = le.fit_transform(y)\n", "le.classes_\n", "le.transform(['M', 'B'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tLVXT7ibIxGy", "outputId": "7f67a1db-be9b-43ed-baf6-1f038834d64c" }, "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([1, 0])" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "source": [ "# Check for NaNs and raise an assertion error if any NaN values are found\n", "assert np.sum(np.isnan(X)) == 0, \"NaN values found in X\"\n", "assert np.sum(np.isnan(y)) == 0, \"NaN values found in y\"" ], "metadata": { "id": "Nqwm9eqlLE2J" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "if np.sum(np.isnan(X)) > 0:\n", "\n", " # Calculate mean for each column but exclude columns you don't want to alter\n", " means = df.drop(columns=[0, 1]).mean()\n", "\n", " # Fill NaN values using the calculated means for the allowed columns only\n", " df.fillna(means, inplace=True)" ], "metadata": { "id": "lnu0PuQDNLHT" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "num_unique_labels = df[1].nunique()\n", "print(num_unique_labels)\n", "\n", "unique_values = df[1].unique()\n", "print(unique_values)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vsvUy-QzIlGi", "outputId": "c91395eb-1a98-41aa-d07c-5a5e577fd7fe" }, "execution_count": 8, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "2\n", "['M' 'B']\n" ] } ] }, { "cell_type": "code", "source": [ "feature_columns = df.iloc[:, 2:] # Exclude the first two columns if they are ID and labels\n", "\n", "# Calculate the correlation matrix\n", "corr_matrix = feature_columns.corr()\n", "\n", "# Display the correlation matrix as a heatmap for better visualization\n", "plt.figure(figsize=(12, 10))\n", "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5, annot_kws={\"size\": 8})\n", "plt.title('Correlation Matrix of Features')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 873 }, "id": "E-N2GdunSk8s", "outputId": "cdaa0ba0-f929-40bd-f306-2ff2001f3636" }, "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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hjIyMDFY9t2zZQmhoqMLtpdH7qh5/lO+++45nz56xZs0aZs2ahY+PDz179jS4ZuN1mjdvjlarZcGCBQr32bNno1KpaNas2Z/OW1506tSJ0NBQfv75ZwO/tLQ0UlJSgLzbUEJCAqtWrTKIZ2VllWdZvnwh8vK7RpCN7w9ZKezUqRNBQUEcOHDAwC8+Pp7s7GxAPoH3VdRqNWXKlAF4Z10IBAKB4L+PWJkUCAR/C/7+/qxfv57OnTtTvHhxPvnkE0qVKkVmZiZnz55ly5Yt9OrVC4CyZcvSs2dPli1bpt9aeuHCBdasWUPbtm2pV6/eH86HWq1m+fLlNGvWjJIlS9K7d28KFChAaGgox44dw9bWll27duUZt0aNGjg4ONCzZ0++/vprVCoVv/76a57bSytWrMimTZsYOnQolStXxtramlatWuWZ7vTp02nWrBnVq1fn008/1V8NYmdn99btp38WtVrN6NGj3xmuZcuWTJw4kd69e1OjRg1u3rzJunXr8PPzU4Tz9/fH3t6eJUuWYGNjg5WVFVWrVn3rN615cfToURYtWsS4ceP0V5WsWrWKunXrMmbMGH766ac3xm3VqhX16tVj1KhRPH36lLJly3Lw4EF27NjB4MGD9YbYX83HH3/M5s2b6d+/P8eOHSMwMBCtVsvdu3fZvHmz/p7Hxo0b61f6+vXrR3JyMj///DOurq6Eh4cr0qxYsSKLFy/mhx9+ICAgAFdXV+rXr0/jxo3x8vLi008/5ZtvvsHIyIiVK1fi4uLCs2fP3iu/33zzDTt37qRly5b06tWLihUrkpKSws2bN9m6dStPnz7F2dmZvn37EhsbS/369SlYsCAhISHMnz+fcuXKvfMqFYFAIBD8P+CfPEpWIBD8/+P+/fvSZ599Jvn4+EimpqaSjY2NFBgYKM2fP19xtUZWVpY0YcIEydfXVzIxMZEKFSokjRgxQhFGkuSrD1q0aGEg5+XVIFu2bMkzH1evXpXat28vOTk5SWZmZpK3t7fUqVMn6ciRI/oweV21cObMGalatWqShYWF5OnpKX377bf6ayyOHTumD5ecnCx169ZNsre3lwD9NSF5XQ0iSZJ0+PBhKTAwULKwsJBsbW2lVq1aSXfu3FGEeXklRHR0tMI9r3zmxatXg7yJN10NMmzYMMnDw0OysLCQAgMDpaCgoDyv9NixY4dUokQJydjYWKHn267heDWdxMREydvbW6pQoYKUlZWlCDdkyBBJrVZLQUFBb9UhKSlJGjJkiOTp6SmZmJhIhQsXlqZPn664CuZdecorj+8Km5mZKU2bNk0qWbKkZGZmJjk4OEgVK1aUJkyYICUkJOjD7dy5UypTpoxkbm4u+fj4SNOmTZNWrlxpUIcRERFSixYtJBsbGwlQlPXly5elqlWrSqamppKXl5c0a9asN14Nktfz8bKcRowYIQUEBEimpqaSs7OzVKNGDWnGjBlSZmamJEmStHXrVqlx48aSq6urXla/fv2k8PDw9yo3gUAgEPy3UUnSB5zYIBAIBAKBQCAQCAQCAeKbSYFAIBAIBAKBQCAQ/AGEMSkQCAQCgUAgEAgEgg9GGJMCgUAgEAgEAoFAIPhghDEpEAgEAoFAIBAIBP8yTp48SatWrfD09ESlUrF9+/Z3xjl+/DgVKlTAzMyMgIAAVq9ena95FMakQCAQCAQCgUAgEPzLSElJoWzZsixcuPC9wj958oQWLVpQr149rl27xuDBg+nbt2+edwr/VYjTXAUCgUAgEAgEAoHgX4xKpWLbtm20bdv2jWG+++479uzZw61bt/RuXbp0IT4+nv379+dLvsTKpEAgEAgEAoFAIBD8DWRkZJCYmKj4y8jI+EvSDgoKomHDhgq3Jk2aEBQU9JeknxfG+ZayQCAQCAQCgUAgEPzN7DEp+k9n4Y1cHNWVCRMmKNzGjRvH+PHj/3TaERERuLm5Kdzc3NxITEwkLS0NCwuLPy3jdf5VxmR+V3yLrHvcf/Qs39Iv4u/1t+iw37Z4vspomhjMvqtZ+SqjWXkTUs7+nq8yrGq0J2XpqPxLv99kQj5vm2/pA3gv2872i9p8ldG2shE1W53IVxmnd9UhecmIfJVh3X8qg+Ym5Vv6cwfZ5Gt7ArlNxU3+Il9lOIxaTNsB9/NVxvZFRTh+Ky1fZdQtZcHhG3/Nm9y8aFjGjBf3b7074J+gYJFSDJyTmK8y5g+2ZeyazHyVMbGnKYcLls5XGQ1f3OTWw4h8S79UgDtHfcrkW/oA9Z/e4Ez5ivkqI/DqZTYH6fJVRqfqaqLvXMhXGS4lqpB6YmO+pW9ZpwuaiZ/nW/oATmOXsftKdr7KaFnBmBm/5299D28vNjH+1YwYMYKhQ4cq3MzMzP6h3Px5/lXGpEAgEAgEAoFAIBD8VzEzM8s349Hd3Z3IyEiFW2RkJLa2tvmyKgnCmBQIBAKBQCAQCAT/IVQmqn86C/8I1atXZ+/evQq3Q4cOUb169XyTKdauBQKBQCAQCAQCgeBfRnJyMteuXePatWuAfPXHtWvXePZM/mxvxIgRfPLJJ/rw/fv35/Hjx3z77bfcvXuXRYsWsXnzZoYMGZJveRTGpEAgEAgEAoFAIBD8y7h06RLly5enfPnyAAwdOpTy5cszduxYAMLDw/WGJYCvry979uzh0KFDlC1blpkzZ7J8+XKaNGmSb3kU21wFAoFAIBAIBALBfwa18X9jm2vdunWRJOmN/qtXr84zztWrV/MxV0rEyqRAIBAIBAKBQCAQCD6Yf9XKZInZo3BrWR9Ln4KcqtSGxOt38wxXqHcH/L/5DNRqNMfPceurCUjZ2e/0AwgLfcHsWdNJTEjA0sqKwUO/wdvbR5H+3eA7LFo4F4DsbC0lSpaiX/8BmJiYcv3aVdasXkF6WhqoVFSuXJWevT9Frc61y/8OPSz9vSm9ZCqmTg5kJyZxs/9Iku8+VApQqSg6aTjODWuhMjYi/txVbg+ZgJQlX/vh83UfCnRri0qtIuXBU24OGEl2Qu7VCtHhIaxbNJKUpHjMLa3p9sVkPAoFKERookJZv3gUoU/v4uhagG+n/ab3O398Gyf2rdX/ToiNxL9YRfoMm6t3exYRw9jlW4hPTsHawpwJfTviX0B5P86lu48ZOGsV3u4uerfVo7/A3NSEsJg4xi3fwr1nYXg6O7Jx4teKuM/ikhi7/yLxaZlYm5kwoUkl/J3tDOriQXQCPx27iiZVvmrgy8BSNChcAJ0kMfvEDc4+jcBIrcbe3JTRjSri5WCtj2vs6oFT70EYWdugS0tFs2oeWeHPDerCoUMvzEtWAJ0WXUoSml8Wkh0dgUkBbxy7fo6RrR2SVkvm0wfErl+GlJV7nH9MxFM2LR1JalIc5hY2dOw3GfeChRUiYqND2bJ0JKEhwTi6FGDwlG16v0d3LrByej9cPHz0bl+O34CJqbkijYIeFowaUhR7WxOSU7OZMuceT56lGpRXyaK2DB8gyzc2VnHjTgJzlj4kK1vC3dWMUYOLUdjPmvDIdHoPupxTF8mMO3Appy6MGd+4Ev7OtoZ1EZPA9GPXc+uiRgnq59TFnJM3Ofs0EiO1CjtzU8Y0qkAhe2tFfBd7Fd0bWWBloSI9U2LdwXQiYg2PTne0UdGtsTkFXYzQJOqYvl6pZ7WSJjSsZIoKuP8i99n7s21qx62nbLj6QB8uKimN8gWdmdm6ht5N7eCCVeueqCyskTLSSNn1C7qYcEX6pmWqY1alXm4cGweynz0g5bdlinCWLT/BrGx14mcMRcrIva7Dw8WEQT3dsbEyIjVdx7xfIngebniFROkiFnzc1gULMxWSBJdvp/DL9hgkCbw9Tfm8syt2NsZodRIPnqazbFMUAJFhIaxeMIbkxHgsLK3p9dVEPL2U/cfdmxfYtnYuGelyvkpXrEW7HoNQq9Wkp6WydPowQh4Ho9NmM+fX0wZ5iwoP4ZcFo/V91MdfTsIzjz7q14VjeP7kLk6uBRg5Y4veT6fTsX3tLO5cO4NOq8WvaHm6fDYaYxMTfZgXYWFMm72AhMRErC0t+XbwV/h4eylk3L57j7mL5HLPzs6mVInifNXvU0xNTNDpdCxZuYaLV65hZKTG1saGYV99QQFPD0UaLvZqejQ2x9pCRVoGrD2Ylne7tVXRo7GFvt1OW5ei8K9W0oRGlUxRqVQ8eJ7bbh1toH1NYyzNVGRkSfx+Rkt0fN5vuysEqKlV2giVCh6H69h9TovutaC9Ghvj4aRi6gZ5PLHw9aLk7MmYONqTnZjMnaGjSbn/SBlJpaLwqKE41Q1EZWxM/KWr3B0xCSkrG8c6NSg8MvebHlMnRzKiY7jQrLPeLSz0BQtmTSExUR6/vxoyAi9vX4WIe8G3WLZwtlwX2myKlyjNp/2/xsTEFIDDB/awbes6JJ1E6bLl+WzAUIyNc6dCFj5elJj5AyYO9mQnJRM8fAwpDwz1CBgxFMc6gaiMjUi4dJV7o3+Q9ahdA//vByv0yIzWcLFlrh7mXoUoPHECJvb2ZCcn82DseNIePzaQ4TN4EPY1qqMyMibp+jUeTZ6qmAcABEwYj1vrVpyrVQdtcrLeXRPxlN+Wj5DHDEsb2vWdglsB5ZgRFx3K78tHEP4sGAfngnw5KXfMeHznHAe3zCIzQ+4Xi5atQ6OOw/RznedhEUyet5T4xGSsrSwYOfBz/LwKkheSJDFo7FTuPw5h/7qlAKSmpTP6p3nce/QErVand3+VkEgNY1dtIz45FWsLMyb2boe/p6sizKV7T/hq3lq83Zz1bmu+74u5qQnXHz1nyrrdAGRrtZQP8OLbLs0xNcmtb7WjK9ZteqO2tEZKTyN55yq00cq+1qxsDcyrNsiNY+tAVsh9krcsUYSzat0L83I1iJ02SNHXRoeHsGHxSFKS4rCwtKZL/ym4v9ZPxUaHsnHxKEKfBuPoWoBhPyqvTgt/dp9tq6eQlKABoFnnrylTpZHePyHmKce3jCA9JQ5TcxvqdJyCo5uyvgHuXtzK9RM/I0kSnv5VqdlmLGojE5LiQjmxZQQxYcHYOBbko6+3GcQVCN7Ev8qYjPjtAI9nLKf68fVvDGPhU5Ai4wdxuko7MiJjqPT7Yrw+60TI4vVv9XvJwvlzadK0OQ0bNeHM6ZPMmTWd2XMXKmT4+Poxa85CjI2N0el0TJ08kT27d9G23UdY29jw7XejcPfwIDMzk9Ejv+XokUM0bJS7F/nv0KPknPG8WLWZ0PXbcWvTmNJLphBUt5NCRsFPOmBbtgRna32ElJVFyXkT8f7iY57OW4lTvRoU7NGOoPqd0San4vdNfwqPHUzwsEn6+JuXT6B6g45UrduWa+cOsn7xKIZN2aSQYW5pTYvOX5OWmsSeTfMUflXrtqNq3Xb63z8Ob0vFmi0VYX5Ys432davQumZFDl+8ybjlW1g77iuD8vJ2dzEwFAGszM0Y0L4xyWnpLPztoIH/D4ev0L6MH61L+nD4/gvGHbjE2u4NFGHSsrIZuvMsE5tWpnwBZ7Q6icR0eVJ94lEY18Ni2PhxI0yM1Cw/F8zCM7eY1rKaPr5Tjy9IPnmQlKCjWFaojlPvr4mY8o1ChkXZKpgFFCd80mDQarFr3hH7dh8Ts2w6UlYmsRuWkRUaAio1zn2HYtu0PQm7cu/Y+n3lBKrW60il2u24ceEAW5aOYuCkzcq6sLCiccevSU9N5sCWOQZl4eLhozAw8+KbLwuz80A4+45EUreGMyMHF+WzoYZbJR4+Tabv0CtotRIqFUweUZJ2LTzZvCOUlFQtP699gpWlMZ9/nDvRm3zkKu1K+9K6pDeH74cy/uAlfu1W36Auhu0IYkLTSnnURTjXwjRs6NFArovzd1lw+jbTWlZVpNGpvjlnb2VyITibsgHGdG9szsyNhgZxeqbE3qBMzE2hRQ3lEd2OtiqaVzNl+oZUklIl+rbKPU77z7apNqV8aFPKRx+245qDNC+mNE4sm3cn4+ppMm+cw6RYeaxafULSqmmKMJk3gsi8EaT/bfvZGDJvXVSEMSlaDnR531P6RTc3Dp5O4Oi5RKqXt+brT9z5ZprhPbzJqTpmrggnUpOFibGKCV8XpF5VW46eSyQzS2LZ5ihCQjNRq2BoHw/aN3YEYN3SH6jV8CNq1G/D5aBDrF4wlpE/KftESytb+g6Zhot7QbIyM5g9oR/nju+iRv02GBkb06Rdb6ysbZk5tm+eOmxYOpHAhh2oXq8NV4IO8uvCMXz34wZFGHMLa1p2+Yr01GR2bpiv8As6+jvPHwfz/bTNGBkbs37pBI7tXUujNr31YWYvXEqLJg1p2rA+J84E8dOcBSya/ZMiHX8fHxbNmqYfM8ZPnc7OPfvp0LYVZ89f5HbwPX6eNxNjY2PWbtrKil/WMfb74Yo0ujQw5+ytLM7fyaJcgDE9GlswY6PSUARIz5DYfTYDC1MVLQOV7dbJVkXL6mZMW59CUqrE56+029bVjbl0X8e1RzpKeKtoH2jE0j2Gd+DZW0P98kYs2ZVFcjp0q29MpSJqLtzLNWxrlFATmyTh4ZS7jaz4j2MJXbeV8C07cG3RiBKzfuBiy66KtD27tsemdHHON+uElJVN8Z/G4fVpD0KWrCb2xFnOnzirD1t29QLizirvMly6YAYNm7aifqNmBJ0+zoLZU/lpjvLliY9vANPmLNXXxfQpY9i/ezut2nUiMiKcjWtXMH3uz9g7OPLjxJEc2r+LZi1zx6liU8YSumErEVt34tKsEcVnTOJSm25KPTq3x6ZUcS62lPUoNnUchXr34Nmy1cSePEvsyVw9yqyYT1yQ8rn0HzWKyN+2EbVrF04NG1B44nhu9PhEEcatbVusihXjetfuSNnZ+I8ZjWe3roT+8qs+jGP9egbG5Ut2rBlPpTqdqFCrHbcuHmDb8pH0H7dFEcbMwoqGHw0iPTWJw7/NVfiZW9nS6YuZOLoWIiszg9XT+3DtzA4q1JLLavrilbRuXI/m9Wtz7OwFpsxfxvLpE/PMy6ad+yng7sb9xyF6N2NjI7q3a4GtjTUDR0/JM97ktbv4qHZFWtcoz6HLtxm7ahvrRvUzCOft5symsYb38xYp6MbakZ9jYmyETqdj+JJNbD5+gR6Ncl/cWbfoQcaVk2RcD8K0eAWsW/cmYYUyPxnXz5JxPbdO7fqPI/Omsm2aFiv/xr526/LxVGvQgSp12nH9/AE2LhnJ4MmG43fTTgNJT01m32ZlXWRmpLFy5kC6fjEFv2IV0em0pCYnKMKc2jae4lU6UaRiOx7fPMCJLSNp95WyvhNjX3D50DzaDfwNC2tnDv76JcEXNlOyendMzKyo1HgQmelJXDyolP+/ispEbL78u/hXlXTs6Uukh0a+NYxH+yZE7j5KRmQMACHLNuDZueU7/QA0Gg0PHtynXv2GANQIrEVMTDRhYaEKGebm5vo3ldnZ2WRmZqBSyYOmv38A7h7yG2VTU1P8/PyJeu0+l/zWw9TZEbvypQjbtAuAyB0HMS/gjqWfckJqU7oomuNB+pXImEOnKNCltexXqihxQVfQJsuT7JiDJynQubU+blKChmePb1Opliy3bNVGxGsiiI5QTjatrO3wK1YBU7O3313z9MENkhNjKVWxbm45JSYT/DSU5tXLAdCgUikiYxN4lqP3+2BnbUn5Ij5YmJka+Gk0GoIj42heXC6XBoULEJmUyrO4ZEW4/XefU9rdkfIF5DebRmoVDpbyJE2FikytjkytFkmSSM7MwtU6V1e1jR2m3gGknD8OQOqVIIwdnDF2cVdmRpJQGZugMpZXPFQWlmjjZD2zo8JlQxJA0pH59AHGTrlvX5MTNLx4fIvyga0AKF25MfGx4cREhChEWFrb41u04jvr4k3Y25lQrLANB4/Jbff42Rhcnc0p4GFuEDYjQ4dWKy9VmBirMDNV83JLf1JyNjfuJJKenjuw5tZFIQAaFPYkMimN5/GGdVHK4w11oYKsV+oiJSMLNxulrtYWKrxcjbh0V55gXX+Yjb21Cmc7w28nUjPgcZiWzCzDsigXYMytJ9kkpcpKnb0pG4Kxqel/uk29ys1wDbGpGdT299S7qSxtMPbw0k9Wsu5eRW3rgNrBxSD+S4w8fVBZ2ZD14HpuOlY2mAc2JfXwVoPwdtZGBHiZcfxCIgBBV5NxtjfG3cXEIOyTFxlEauRCysqWePIiA1cnOVx4dBYhoXLZ6CR4EJKOq6MxGo2GkEd3qFqnBQAVqjUkThNJVLiy//DyK4aLu7yaYWJqRiGfomiiw+TfJqYUK10FCyubPHXWaDQ8e3yHKrVlGeWrNSIuJsJAhpWNHQHFK2BqbvhcvHh6n6JlqmFsYoJKpaJk+ZpcOLlb7x8Xn8D9B49oVK8OALVrVCMqRkNomHLlwtzc7LUxI1M/ZqhUKrKyssjMzJLbbWoqzs5OivjWFioKuRpxMVgu52sPs3GweXu7zcg2XFUsV9iEm49z2+3pm3J6Vubg6aTixmPZILwTImFrpcIxj6It6a3m3nMdyeny74v3tJT2zZ0quNirKOal5tQt5cTZtkxJIn6Xyy5qzyHMPd2x8CmkCGNToiixp84hZcnPZ8yx07h/1MogD6ZuLjjWrEr4b7l1odFoePTgHnXqy6sx1QLroImOJjzshSKumWL8ziIzI7cugs4cp3LVQBwcnVCpVDRu3obTJ47o45o4OWJTugSR2/YAEL3vEGae7lh4K/WwLl6E2NO5emiOn8a9nfJFKYCpqwsOgVWJ2Jarh4mDA9YlihOVc3S/5vARzNzcMC+kXNWzKlKYhPPn9cZi3JkzuLRokZuOoyOFPu3D05mzDOQmJ2oIe3KLsjXksi1ZqTEJmgg0kYZjhneRipiaWRqk4eldAkdXWW8TUzM8vIoRHyPPlTQaDXcfPaFxnUAA6lavTFRMLC/CDec9j5+94NSFy/RorywfUxMTKpYpibWVoeyXMu6EhNG8ahkAGlYoQWRcIs+iNHmGzwsLM1NMjI0AyNJqycjK1rcFkPtaI09vMm6cByAz+Apqu7f3tcYFfFFb2ZB5X9nXWtRsRsrBzQbhkxI0PH9ym4o15booU6Ux8ZqIPMdvv2IV8+ynrpzZg3dAGfyKVQRArTbC2tZR75+WrCEm9BYB5WQZvqUak5IQQUKMUsaTWwfwKl4fSxsXVCoVxat05tF1uR2aW9rj7lMRY9O860MgeBv/KmPyfbDw8iAtJNf4SwsJxaKQxzv9QD7xyNHRESMjuXNRqVS4uLgSHRVlICcyMoKBX/aje5ePsLS0onkLwwEvLjaWM2dOUblKVQO//NTDvKA7GZHRSNrcwTztRTjmBZXbphKv3sa1eX2MbKxQGRvj3r4pFl4FZL9rt3GqWx1TV3my69GpJca21pg4yNv14jUR2Nq7YGQkD8oqlQoHZw/iXttq976cP/Y7lWq1wsg4d7IaEZuAs70Nxq/Uh7uTPRGaBIP4L6I1dBs3nx4TFrD5aJCBf16Eh4fjbGWOcc62HJVKhbuNJRFJylWqx5pETIzVfL3tNF1+PcSYfReIy9maWNvfg4oFXWi0ZDeNl+7mwrMovqhRUh/X2MEZbUIc6HLf2mfHRmPsqByM0m5cJP3eLQrOWE3B6aswL1aG+J3KFRQAlakZ1rUakXrtvN4tPjYCm9fqwt7Jk3jNh9WFJuo5c0d9xPwxnQg6ZCjbzdkMTWwm2ld21kVGp+PmYmhMAri7mrF6XkV2rwskOTWbbXvD3ij7TXURnqisiyexSZgaqRm0/Sxd1x5h7P5LuXXh50HFgs40XrqXJsv2cuF5NP2rl1DEt7dRkZAqKbbkxSVJONh8WFfnYKMmNjE3EU3O/xFJaX+6Tb3K9ltPaVHCCxOj3PypbR3QJSeClFsRusQ41K9MHl7HrFwNMm+eV7RDy+Y9SDuyDTIN5To7GBOXqH01ONFx2bg4vH2zir2tETXKW3PxZrKBn5mpikY17Dh/I4Xw8HDsHJwVbdbR2Z3YmIg3pp0QF8OVc4cpXbH2W/PwkvDwcGztX5fxYX2Ul38Jbl46TlpqMtrsLK6cPUhsdG47jo6JwdHRQTFmuLo4ExVt+MIrIjKKzwYOpV333lhZWtK6ubxbpXqVSpQtXZKOn3xKx0/6cvX6TXp376KI62CjIjFFZ9BuHf9Iu03KrdTYRPl/W0sVyWko0k9IkbCzMjRW7axUxCfnBoxPzg2nVkGb6kbsDMp+tXkCkBGlHJPSw8Ixf20rb+KNO7g0rouRtTwmubVsgkVBT17Hs2MbNEdPkaWJ1buFh4fj4OikqG9nV1diog3H76jIcIZ+1YfeXdtgaWVFkxZtAYiJisTFNfczClc3d2Kicw0gcw83MqJiFHpkhBrqkXTrDs6NcvVwbdkY8zz08OjQBs2x0wo9TN3dyIqJgVdlRERg5q6UkRwcjGOdOhhZyTKcGzfC7JV8BIwdzdM589CmGu66SIiNwPq1McPOyYOEDxwz9PrGR3P74kGKlqsLyHXh5GCvGLvdnJ2IfO25yM7O5qdFK/imf2/URh/WlsPDw3G2s1bODxztiIjNa34QS9dJS+g+eSmbjytXDMNi4ug0cRH1hv6EtYUZnepW1vup7RyQkhKUfW1CLGq7t/W1gWTcOKdYhbRu+Qkph3/Ls6/Nay5l/4H9VGToI4xNTFn+0wBmft+e9YtGkJyY26aSEyKwtHFB/YoMa3sPkhOUMpLjw7FxyG2nNg4FSI7/Y21CIHiVDzYm09LSOH36NHfu3DHwS09P55dffnlnGhkZGSQmJir+MjIMH8J/Ejc3d+YvXMov6zaTlZVF0Fnl9zqpqSlMnDCGjz7qROEiRf+hXL6d0HXbiDl8iqp7f6HKvl9IefgUnVZ+yxl76gJP5q+i4ubFVDu6kcwYuWPSvWHLzJ8hIz2VK0H7qFav/R+KX8zbk30zR7B+wkBmDvyYrccucPDCjb8sf1qdxIWQKEY3rMiGHg1xtbZgypErANyJiOORJpEDn7fgQL+WVPFyZfLhKx8sw9Q7AJMCXrz49lNefNuH9Ls3cOzeXxnIyBjnz4eTdvsaaa8Yk38FBXxKMHLeMQZN/o2PB8/j3NFNXD+370+lGRGVQa+vL9Pmk7OYmKipU9353ZHeQbZO4sKzaEY1LM/67vVxsTZn6hF5m+2dyDgexSSy/7Nm7P+8OVUKuTDlyN93WtmH8LY29ZK0rGwO3ntO21K+b0jlPTExxbREJTKun9E7mZYLRJcYS3bIvT+X9itYmKsZ9UUBth2K5dEzZX9tbATDP/XgWnAK568bGprvIi01mYVTv6Zxm174BJR8d4S/iGp121CiXCBzxvVh9rg+uHp4o1Yb/aG03N1c+Xn+LLb+spzMrCxOBcnP8P2Hj3ga8oxNq39m85qfKV+2NLMXLXtHav9O6pUzIviZjhjD+fx7Eb55O5rjZ6i0dRUVt64i9UmIwnB7iWeXdoRu/OPfbLm6eTBrwUqWr/2drKwszp89+YfTyovwLTuIPXGGCptWUmHTSlIf562HR6e2hG/6PY8U3k3Uzl3EnT1LqeXLKLV8Gekhz/Qy3Nq1JSM8goSLF9+Ryp8nPS2ZdXMHULP5pxTwLfVBcVdu2kbtapXwKVQgn3IHxbw82D9tGBvG9GfWgC5sPXGJg5du6f09nR3YPHYAh6cPJzNLy5ErwX9cmIkppqUqk3E1t681K18TXUIs2U//ur72dXRaLfdvnqNj33EMnfobdg6u/LYi7y3FglzUxqp/7d9/jQ8yJu/fv0/x4sWpXbs2pUuXpk6dOoSH577VSEhIoHfv3m9JQWbq1KnY2dkp/qZOnfpeeUh7Fo6Fd27HZOFdgLTn4e/0A/Dw8CA2NhZtTocsSRLR0VG4uCo/6H4VCwsLatepy/FjR/VuqampjBszkmrVatC2fYf3yvdfqUf6iwjM3FxQGeVOeiwKepD+wvAN08OpCzlb6yPON+pG8t1HJAfnHtLzfPkGgup25Fz9LsSevkjai3C0SfI3OvZO7iTGR6PNMT4lSSIuJhwHZw8DGe/i2rmDuBcMwL2gv8Ld3dGOmPgksl+pjwhNPO5OysNMrC3MsbGUV8fcHO1oWrUsV+8/fadcDw8PYlLSyc5ZfpEkiYikVNxtlNs43G0tqFTIBVcbC1QqFc2Le3EzXDaud98JoXIhF2zMTVGrVLQq4c2l57lvwrPjYjCyc4BXDmAydnQhOzZaIcOqel3S795ESksBSSLl7FHMi5bODWBkhMvnw9EmxBG3abkirr2jO0mv1UW8Jgx7p/evC3NLayws5T1t9k7ulKvenKf3LlMo55unVXMrUqmcA06Oprz6AtnNxZzI6PS3pp2WruPIySga13V7Y5g31YWH7Wt1YZNTF9Y5dVHMi5sRcl3sufOMyl65ddGyhDeXnkdjXKQ8Fh0GAlC0kDF2lirUr/TVDjYq4pJeW0Z5B3FJOhxtcxNxyvnf3cbiT7eplxy6/wI/J1v8nJSHEOkS41Bb24LqtdXKRGX8l5gWr4A2OhzdK6t+xt5FMC1SBtsvf8D2yx8AsB0wEdv+4wEoU8wSB1ujV5stLg7GRMfl/TLJ3EzFuK8KcOF6MjuPxiv8jNQw/FNP4hK0LN8it3sPDw8S4mIUbTY2JgJHZ/fXkyY9LYV5PwygbJV6NGr9cZ7y88LDw4PE+NdlfFgfpVKpaNFpACOmb2b45F9xL+SHR6HcfsrF2ZnY2DjFmBEVHYOry5tfnFhYWFCvdk2OHJcNmINHj1OuTGmsra1Qq9U0qV+XazduYWljD8B33a0o6mWMrZXaoN3G/pF2m7OaWaW4Cf3ayO3S31OFtQWK9O2sVCSkGG6VTUiRsLfODWhvnRvOx01F1WJGDPnIhE+bmWBmAkM+knebmLkqxyRzTw/SwwzHpMezFnO+aScutf2YlPuPSL6nPDjOoXol1GZmaI6fUbh7eHgQF6tR1HdMVBTOLm8bvy2pWbs+J48fAsDZ1Y3oqNyVyKjICJxdcvut9PBIzFydFXqYFchbjydzFnOxRWcuf/QJKQ8fGxw2ZF8tR49Xvp8EyIyIxMTZGV6V4e5ORoShjOdLl3G9a3du9upD6uPHpD6SD+mxq1QJx7p1qLhnFxX3yJ+7lN+8Caui8ottO0d3kl8bMxI04dh9wJgBkJGWwi8zP6NY+foENu2ld/fw8EATF68YuyNjNLi99lxcu32X3/YeosPnQxgwchIpaWl0+HwIcQmJ75Tt4eFBTEKycn4Qm4C741vmBw52NKlSiisPQgzSszQ3o0nlUux75UW0LiEOlY2dsq+1c0SXkHdfa1aiItroMLSvrCqa+BTFpGhZ7L+egv3X8reWdv3HYeQubxHOay4V/4H9lL2zBwElq2Dn6IZKpaJizVaEPMzVw9rOndSkaP1igSRJJMeHY22nlGFt70FSXO7Oi6S4UKztP3xOJxC8zgcZk9999x2lSpUiKiqKe/fuYWNjQ2BgoOKyzPdhxIgRJCQkKP5GjBjxXnHDtx3ArWV9zHJO7vL+vCthm/e80w/AyckJ/4AAjh09DMDZM6dwdnLG01P51iwsLJTsnBU6eVXyDD6+8upBWloa48eMoELFSnTu2v2D9P6r9MiMiSXx+h08O8tbb93aNCY9NJLUx8p6UJuZYmwvT1RNHO3xG9KXJ3NW6P3N3OStmGoLcwqPGsiTubl+NnZOFPQpzqVT8rce188fwt7JDRd35XeZ78P5Y79TrV47A3dHW2uKeXuyN+gaAEcu3cLV0Q4vN+WAFB2fiC5n8p6SlsGp63cp6mW4peh1nJycKOZqz95guVyOPAjF1cZScRIrQKMihbgdGUdyhvx90eknERRxkQesgvZWXHweTVbO3s9Tj8MVJ3fqkhLIfPYYq6p1AbCsUJ3sOA3Z0crtfNnRkZgXKw0521AsylQiKyynvtRqnD8bji4lmdhfFxnoYW3nRAGfElw9I08abl48iJ2jO87u3u8sg5ckxkXryzAjLYXgqyfw9CnOc408Sew96DLrfnvO/UfJNK4nT67q1nAmOiaD0HBDY7KAhzlGRvKE09hYRe3qzjx6+uYVqdy6kE+5PfIgDFdrC4OTWBsVKaioizNPIyicUxcF7Ky4+OyVungSjr+zLdn3r5K2VT5Y5cjlTJ5Ha6lUTC7nsgHGxCdLxCS8+Y6mvLj+MJtSvsbYWMo61igtf5PraGn+p9vUS7bfepLnqqSUmkR2xHNMS1cBwKRYeXRJ8ejiog3CApiWDVQcDgGQumMVCfNHkbhwNIkLRwOQuGgsiUvGA7DtUByPn2dQt4rcP1Qvb40mPpuIaMMPSGVDsiBXbqewZb9ykqVWyyuSyalaFq3PnaQ7OTnh5VeM8yfkfuvKucPYO7nh6qHsP9LTUpk3aQAlywXSosNneer3JpycnCjkW5wLJ2UZV88dwiEPGW8jKzOD1GR5YpucGMfBbSsVh+842NtR2N+PQ8dOAHDy7DlcnJ0MTmINDQtXjBlngs7j5yM/nx7ubly7cZOsnG/Xgy5exte7EKlJ8QBMW5fC4UuZvIjWUrm4bJiV+4Pt9tqDLEr7ye32QnAW4THyRPz0LR3hsRJl/OQhv4S3isQUidgkwzTuhOgoWkiNdc7u9spFjbj5VH7mVuzPZtZvWcz+LYsV+7LIyILZv8l6Jd0Kxj3nuzjXFo3ICI8k7anyVGu1mSnGdjljkoM9Pl9+SsjiVYownl3aE755h2LLNsj17RdQhBNHZcPw3JkTODm74OGp/NYwPOyFoi7OB53C20d+QVCtRh0unj9DXKwGSZI4uHcHgbVzDwHL0sSSdDsYt3byt4kuzXL0CMlDD1sbvR7eX/QhZOlrenRqR8RWQz2y4uJIuXsX1+bNZb0aNiAzKor058pvP1WmphjZyDKM7e0p0LsXoWvWAHB/1GguNWvB5RatuJzzCc7VTp1JuSevjlnbOuHhXYLrZ+Ux4/alg9g6uuHk9v5jRka6bEgWLl2Tuq2Vh9s4OTlRxM+Hgydkg/940EVcnBwp6KF8obhoyhh+WzaHrctms2jKGKwsLNi6bDYOdoaneL+Ok5MTxbw82HteNpoOX7mDq4MtXq7K742j45Ny5wfpGZy6cZ9iOZ8FPYvSkJUtPwNZ2dkcuxZM4VdOi5dSk9CGP8OsjPypkmnxCugS497Y15qVr6lYlQRI3raC+LnfEz9vJPHzRgKQsGQC2gi5zchzqRJcPi3XxY0LHz5+l6vWhOePbpGeKo+xwddO4umVuyPOwtoJZ88SPLwmy3hy6yBWdm7YOStl+JZqzLPgo6QmRSNJEsEXNuFfpvl750MgeBMfdJrr2bNnOXz4MM7Ozjg7O7Nr1y4GDBhArVq1OHbsGFZWVu+VjpmZGWZmhodRlFo0AddmdTFzd6bKnhVkJ6VwvHhjSi/9gchdR4nafZS0Jy+4P3Ee1U/I33zFnrzAs2XyCaNv83vJlwMHM2fWdLZs2oClpSWDhsinbs6bM5Oq1apTtVoNbly/xq6d21Gr1Wi1WsqWK0+Xrj0A2Lnjd+7fv0d6Rrp+62tgzdp07pJrWP4detweNI7SS6biN7wf2YnJ3Bwgd2Il508iau9Rovcdw9jWhip71yDpJFRqFSGLfyV6/3F9GpW2Lwe1GrWpCWEbd/Js6TqFjE6fjWP94tEc3v4z5pZWdO0vr3BsXDqWUhXrUapSPTIz0pg8pCXZWZmkpyYxbkADKtVqSauu8hHvkWFPCA25y+fVF+fZFkb1bMe4FVtYufsYVhbmjO8jr/ROXPkbdcoXp075Ehy5dIutx85jZKRGq9XRsHJp2tSSP0RPy8ik3YiZZGZpSU5Lp+nQqbSoXp6BHZvK6TesyLgDF1l5/i5WZiaMb1xJTv/gJer4e1LH3xMPW0v6VClG743H5G+irM0Z3UhOv1NZf55okuj86yGM1WqcrcwY2aCCQgfN2kU49/oau+YfoUtLQ7NGNmwcP/6StBsXSLt+kaTjezHxKIjn2NlIWi3axHhi18plYlWpJlYVqpP5/AkeY+Qj7TMeBhO7IXcrXPs+49m8bCTHdi7DzMKajp9PBmDrz2MoUaEeJSrWJzMjjenDm6PNluti8sB6VKjZimadh3Lr4kGCjmzEyMgYrTabMlWaUKm24bbjnxbeZ9TgYnzS0YuUVC1T5uZu3fluYBFOn9dw5oKGimUc6NCqADqdhJGRikvX41i9UX4bbGamZsOSKpiYqLC2NOb3VfLJtyMblGf8wcusunAPK1NjxjWRy3jiocvU8fPIrYvKRemz6QQqFbhaWzCqYfmcuvDjSWwSXdYewVitwsnSnJENyhvosPlIOt0aW9CoshnpmRLrD+Uaw10amHHrcTa3nmgxMYbRn1hhbCQbTBP6WHHxbha7z2aiSZTYdy6TwR3llZ2Hobkrdn+2TQE8jU3iflQCjdvlfZR+6t71WLX6BPMaTZEy00nZJX8+YNmiB1n3b5D1QJ5gqR3dMHYrSPKmS3mm8zYWrY/k60/c+aiJI2npOub/mvsC5Mvubly4kczFmym0rOdAYR9zzE1VVC8nG81nriazdX8sNSvaUL28DU9eZDB7hGzEBT+Wy7t7vzGsXjCWfb+vwNzSml5fTgDgl0UTKFu5DmUr1+XonnU8eXibjIw0rp6XD0KpWL0RzXMMy4lDOpKUGEd6WgrffdaYoqUq02fQZH0+u34+hl8XjuHgtuWYW1jRY4C89Wvd4nGUrlSXMpXlPmrC163IzsoiLTWJUf0aUqV2K9p0H0RaajJzxvdBpVIjSTrqNe9O6Up1FeU05Mt+TJuzgPVbfsfK0pJvBn0JwIx5i6hRtTI1qlbm6o2bbNu1Vz9mVChbho+7dASgTYtmPHseyudfD8PI2AhHewcGf/m5QX1sPJJOj8bmNK5sSnqmfDWIXs+G5tx8nM2tx9mYGMOYntYYG4GFmYqJn1pz8W4Wu85koEmU2HsugyGd5LH44StX2uwMyqZ9oDG1SxuRkSWx7Uzutsw21Y24+0LHvecScclw7JqWvs1lw/ZJhI5L9969Qhr83URKzP4Bn4F90SalcHvYGACKTx9P9MHjxBw6jrGNDRW3rETS6VCp1TxbsZaYwyf0aRjZWOParAHnGn6Up4x+Xw1jweyp/L55LZaWVnw55DsAFs39icpVA6lcLZCb16+wd9fv+rooU7YCHbvKJ6W6e3jSuXtvRn0jnxhesnQ5GjdrrZBxb+Qkis+YhM+AvmQnpxD8zVgAiv04npjDx4k5fBwjG2sqbMzV4/mqdWiOKPVwadqQ803y/rTj0Q9TCJg4noKf9kabksKDcfKzETB2DLEnThB74iTG1taU+nmZ/D2fSk34hg3EnTz1znp4SeteE9i2fAQndy/FzMKadp/Kq2bbV46maPn6FC8vjxlzv29GdnYmGanJTB9Sl7I1WtO441CCDv7Kiyc3ycxI484l+QV8ycpNqNta/jzj2y/6MHneMn7ZugsrSwtGDpSf2R8XLqdm5QrUrFIhz3y9Ss/BI4lPTCQlLY12fb+mQqkSjBmc+/nH6B6tGLt6Gyv2nsLKwowJPdsCMOGXHdQpU5S65Ypx5Modtpy4qJ8fNKpYkjaB8rhw8e4TNhw9j1qtQqvVUaW4H5+1rKPIQ/KetVi36YVFzeZIGWkk75QNdquWH5N5/wZZOQftqJ3cMHYrROJt5an170OHvuPYuGQUR7b/jLmFNV1y5lKblo2lZIW6lKok18WPQ1vo51ITv6xPxZqtaNF1CA7OnjRo+xnzx3VHpVJj5+hKh8/GK2TUbDeBE1tGcPXYUkzNranTQa7vk7+Nxrt4fbxL1MfWsRAVG37FziXyfNXDrzLFq8q3AGRnprF5ZjO02kwy05NZP7UuAeVbU6Xp0A/W99+CyuS/t53034pKkqT3fvVpa2vL+fPnKV68uML9q6++YseOHaxfv566devqtwR9KHtM8vfbwxZZ97j/6MNWUT+EIv5ef4sO+22Lvzvgn6BpYjD7ruZxxOVfSLPyJqSc/WPfkrwvVjXak7J0VP6l328yIZ+3zbf0AbyXbWf7xT/2PL0vbSsbUbPViXcH/BOc3lWH5CXvt/vgj2LdfyqD5uax1PIXMXeQTb62J5DbVNxkwyPu/0ocRi2m7YD7+Spj+6IiHL+V9u6Af4K6pSw4fCP/vrVvWMaMF/dvvTvgn6BgkVIMnPPuLX9/hvmDbRm7xvD+0L+SiT1NOVyw9LsD/gkavrjJrYdvPsDpz1IqwJ2jPmXyLX2A+k9vcKZ8xXcH/BMEXr3M5qAP2x79oXSqrib6zoV3B/wTuJSoQuqJje8O+AexrNMFzUTDlzp/JU5jl7H7yl9/DsWrtKxgzIzf87e+h7f/nzurEyDf+6Q/Q8MXN//pLPylfNDKZLFixbh06ZKBMblgwQIAWrdunVc0gUAgEAgEAoFAIBD8x/ig1w3t2rVjwwbDKwVANii7du3KByx0CgQCgUAgEAgEAsFfyj99Yqs4zfUNjBgxgr05F+3mxaJFi/QfQgsEAoFAIBAIBAKB4L/L/+ZGaIFAIBAIBAKBQCAQ/KN80DeTAoFAIBAIBAKBQPBvRpzm+vchViYFAoFAIBAIBAKBQPDBCGNSIBAIBAKBQCAQCAQfjNjmKhAIBAKBQCAQCP4z/BdPTf23IlYmBQKBQCAQCAQCgUDwwagkcTGkQCAQCAQCgUAg+I9woni5fzoLb6RO8LV/Ogt/Kf+qba73Hz3L1/SL+Huxx6RovqXfIuseDx6F5Fv6AIX9vbn36Hm+yijqX4hJG7LzVcaYrsYEBSfmq4zqxW25/TA839IvGeDBrYcR+ZY+QKkAd5YfyVcR9G0Awxen5quMGV9YcvVBTL7KKF/YmbB7N/Itfc+iZbj2IDrf0gcoV9iFS/fi8lVGpaIOzPg9f+8DHt5ezeEbGfkqo2EZM7Zd0OZb+u2qGLH7Sv72gy0rGP8tdbHkQL6KoH8TePLoYb7K8PUP4HK9wHxLv+KxMzx9eD/f0gfwCSjCo8eP81WGv58fK4/mqwj61Odv6Qv/C+P3+tP5u17TraaKzUH524d0qv6/uYlRZSS2uf5d/G+2EIFAIBAIBAKBQCAQ/KMIY1IgEAgEAoFAIBAIBB/Mv2qbq0AgEAgEAoFAIBD8GdRim+vfhliZFAgEAoFAIBAIBALBByOMSYFAIBAIBAKBQCAQfDBim6tAIBAIBAKBQCD4z6BSi22ufxf/KmMyLPQFs2dNJzEhAUsrKwYP/QZvbx9FmLvBd1i0cC4A2dlaSpQsRb/+AzAxMeX6tausWb2C9LQ0UKmoXLkqPXt/ilqduwBbYvYo3FrWx9KnIKcqtSHx+t0881Kodwf8v/kM1Go0x89x66sJSNnZ7/QDCA0N1ethZWXF4KHDDfQIDr7DooXzANBmaylRsqRej7f5vVpWc2b99EpZfYtXHmW1WF9W2ZQoWYrP+3+pL6tfVi/Xl1WlylXp2buvoqwcraF1NSMszSAjC3ae0xL9hts8yvmpqFFCjQp4Gimx75IOnQQ+birql1VjmtPSHoRJHLkmH2MdEfaM5XPHk5SUgKWlFX2/HkcBL39FunduXGTLrwvISEsDFZStWJOOn3ylyCfAz3PHc+bYHhauPYqVtY2inObPmkpiolxOA4d8j5e3ryLuveDbLF04Sy5vrZZiJUrTt/9AfXkfPrCHbVvXo9NJlC5bns8HDMHY2FghY8GsKXoZXw0ZYSDj5vUrrF29VF/eFStXo0evfno9tv+2geNHDiDpdHgWLMRXg79X6BEX9ZS9a74nLSUOM3Nrmn3yI86ehQ3q4caZLZw/+DOSpMO7aDUadhmHkZEJN4N+4/KxX/ThkuMiKBhQmbb9FujdnO1UdKlvipW5ivRMiY1HM4mMy/tY8yrFjKhX3gSVCh6G6vj9VCY6HaiAljVMKFbICK0EqekSW45nAhAe+pxFs38gKaecvhg8ikLefop0b12/zIbVi0lPT0OlgvKVatC11xf6ctqxdS0nj+zD2NgYE1NTen0+hICiJfTxX4SF8+OcBSQkJmFlacl3g7/E16uQQsbtu/eYvfhnQO5DSpcoxsDP+2BqYoJOp2Pp6rVcuHINrVZLqeJFGfLFZ5iYmOjjy3pMJikxHgsrawYMHpmnHutXL1Ho0a1Xf4UeJ47s1+vR+/PBCj0iwp6xZM4kkhLjsbS0pt/gMRT0Usq4ff0SG39ZRHp6KipUlKtUgy49v9TLiImOYPWS6USEPUelVtOwWXuatOykj58Q85TjW0aQnhKHqbkNdTpOwdHNsE3dvbiV6yd+RpIkPP2rUrPNWNRGJiTFhXJiywhiwoKxcSzIR19vU8SLCg/hlwWjSUmKx9zSmo+/nIRnoQBFGE1UKL8uHMPzJ3dxci3AyBlb9H46nY7ta2dx59oZdFotfkXL0+Wz0Ri/UhcxEU/ZvHQkqclxmFvY0PHzybgVVOoQGx3KlmUjCQsJxtGlAIMmK/MJIEkSP0/tQ1jIHcYvPa/wiw4PYcPikaQkxWFhaU2X/lNwf02P2OhQNi4eRejTYBxdCzDsx98V/uHP7rNt9RSSEjQANOv8NWWqNPrb6gLkPuTA2pw+xMKaxt1/xNnDUMatoC1cPPwzkk5HoSLVqN9J7kOePzjPtiWf4eia27d1GbIJY1Nz/e/Q0FBmzJpFYkIillZWDBs6BB9vb0X6d4KDWbBwISA/fyVLluCL/v0xNTHh+o0bjBk7joIFC+jDz545EzMzMwDMChTE5/vRGNvZoU1J4em0yaQ/faJUQKWiQL8B2FWphsrIiORbN3g2ewZSdjZqcwv8Jk7GqkhRMDLiequmBvqHhoYxfdZsEhMTsbKyZNiQwXnocJf5CxfJOmizKVWiBF/074dpTtt88vQpi5YsJS4uHoBen3xMzcAainKaNXMmCYmJWFlaMnTYMLxfkxEcHMzCBQtyyimbkiVL0r9/f0xMc+cBkiQxYsQIHj18yJatWxXxY6OesmfN96Qly/Xd/JMfccljzLh+ZgvnD8hjhlfRajTuKte3pNNx9PdpPLl9CrWRERZW9jTt/gMOrnI+/45+8N8yft8LvsWyhbP19V28RGk+7f/1azLWIeXI+GzAUIUMTeRTtq/4Xt9PtekzFdcCyrqIj3nB9pUjiHgWjL1zQfqP3/5efnoZEU/5bfkIUpPiMLe0oV3fKbi9JiMuOpTfl48g/FkwDs4F+XJSbj/x+M45Dm6ZRWaGfE1Y0bJ1aNRxmMFcSyDIi39VK1k4fy5NmjZn6fLVdOjYmTmzphuE8fH1Y9achcxbsJQFi5aREB/Pnt27ALC2seHb70axaOkK5sxbRHDwbY4eOaSIH/HbAYLqdiP16Ys35sPCpyBFxg8iqF53jhdrhJmrM16fdXqnX64ec2jatDnLlq/io46dmDNrhoEMX18/Zs9ZwPwFS1iwaCnxr+jxNr9XZTRp2oIly9fwUccuzJn1U54yZs5ZyNwFS5m/6GcS4uPZu3tnTllZ8813o1i4dCWz5y3mbvBtjr1WVs2rqLnySMeiPVrOButoXc0oz/Kyt4K6pdWsOaxl4W4t1uZQIUB+I5SeKfH7GS1L9mr5eb+Wgs4qyvjKfmsWT6VO43ZMW/Qbzdv3ZPm8CQZpW1nb8sWwyUxZsJnxM3/l4b0bnDm2RxHmUtBRjIzzfi+yZMFMGjVtycKf19KuQ1fmz/7RIIyPrz8/zVnKrAUrmL1wJQkJcezfvQOAyIhwNqxdyQ/T5rFo+Tri4+I4tF9ZF0sXzKBh01Ys+Hkd7Tp0Y8HsqXnoYc2Qb8cxd8kvTJ+7jHvBtzl+RL787frVixw7tI+pMxYxd8kv+AcUZf0vyxXxD64fS9maneg7/gBVGn/Gvl++N5ARH/Oc07vn0nXoOj6bcIiUxBiun94MQOnqH9Fr5A79n5WtC8WrtFLE71DHlHN3spm2IZ1jV7PpUt/UQAaAo42KJlVMWLQ9nR/Xp2NjCdWKy+VfwscIX3c1M7ekM2tzOg9eaGleVZ5gLV/4Ew2atmbOso20/qgHi+dMzqOcbPj6uwnMXLyOKXNWcv/uLU4e3QfA08f3ObTndybP+plp89fQpGUHVi2ZpYg/a+FSWjZpyK9L5tH1ozZMm7PQQIa/rw9LZv7I8rkzWDl/JvEJCezYK9fF3kNHefDoMctmT2PNojmo1Wp+27VXEf/nhdP1erT5qDuL5kzJU49B341n1uK1TJ2zgvt3b3Ly6P4cPR5wcM82psxaxk/zV9O05UesXDJbEX/FwmnUa9KGmUu20PKjj1k6Z1KeMgZ+M4npCzfyw+zVPLh7k1PH5LxKksTsKd9Rq15zZizezPSFG6kW2EAR/9S28RSv0onOw/dTtk5fTmwZaSAjMfYFlw/No1W/tXQefoC0ZA3BF+Q2ZWJmRaXGg6jfxbCfBtiwdCKBDTswbt4uGrXpza8LxxiEMbewpmWXr+g9yPC5DDr6O88fB/P9tM2MmbMDlVrFsb1rFWF+XzmBKvU6Mnz6Puq0/JQty0blIcOKJh2+puuAvPMJcHr/GpzcCuXpt3X5eKo16MCI2Xup1/pTNi4xLCdzCyuadhpI968M++HMjDRWzhxI004D+W7mLr6Zvh2/YhUVYfK7LgCObBpL6cBO9B5zgEoNPuPgOsM+JEHznLN75tJp0Dp6jz1EalIMN89s1vs7uvrS47sd+r9XDUmAefMX0KxpU1Ys/5lOHTswc9bs10Xg5+vLvDlzWLRgAUsWLSQhPoHdu3fr/QsWLMCiBQv0fy8NSQCvod8Ss3sntz/pSsSGtfh8Z1jfzs1bYlm4KMGf9+Z2z25IOgnXj+QxWtJmE7lhLfeHDX5jOc1dsJDmTZuw8ueldOrQgZmz5+Shgw/z58xi8YJ5LF24gPiEBHbvlsel9PR0xk/8gZ4f92D50sUsXbSAUqVKKuLPnz+fps2asXz5cjp27MismTMNZPj6+jJn7lwWLFzIosWLiY+PZ/ce5di3bds2PDw88tTjwLqxlKvZic8nHKBq48/Y+6YxY9dcug1bx+cTD5GaGMP1U3J9P7hxlNBHV+g9egd9Ru/Cu2h1TuzI7W//jn7w3zJ++/gGMG3OUmYuWMHshatyZGzXy9i4dgU/TJvPwuXr85Sx+5dxVKzdiYFTDhDYrC87Vo4wkGFmbk39doNp/5nhfPFtfi/ZsWY8lep0YvC0/dRs3pdtyw37EDMLKxp+NIiO/Qz7CXMrWzp9MZOvp+zmi/G/8ezhNa6d2fFGeQLBq/xrjEmNRsODB/epV78hADUCaxETE01YWKginLm5uf6NT3Z2NpmZGahUsnHi7x+Ae07Hampqip+fP1GRkYr4sacvkR6qdHsdj/ZNiNx9lIxI+ZL1kGUb8Ozc8p1+APHxcTx48IB69eWJW2BgLaLfS49MvR5v83sp4+GD+9R9R1mZvZZORmYG6MuqMO4envqy8vULIDIy9wJfSzPwdFRx86m8MhX8XMLWEhysDcureCEV90MlUtLl35cfSpT0lptWRBzEp8juWh1ExknYW6nQaDQ8eRhMjbrNAKhUvT6amEgiw58r0vb2K4qre8GcfJrh5VuEmKjci4wT4jXs3rqarn2GGORLo9Hw6ME96tSXVwCqB9ZBEx1FeJjyRYKynLLIzMiQl9iAoDMnqFy1Bg6OTqhUKpo0b82pE0dekR+nkFEtsA6a6GgDGX7+RV4pbzN8/AKIjpLL++njRxQrURoLS0sAKlSqxomjB/VxU5I0RDy7RYkqrQEoUr4JifERxEWFKGTcv3qAgNL1sbZzQaVSUa5WV+5e2s3rhD25TmqShoAy9fVu1hZQ0EXNlfvyJfA3Hmuxs1bjZGu4TaSMvxF3nmpJSsspo9vZlC+c+6LByEiFSc5Pc1MV8SkSGo2Gxw/uUqteEwCqBtZFEx1FxGvl5OtfBDf3Avpy8vYNIDqnXapQodVmk54uN7SU5CQcnV30cTUaDfcePqZR3doA1K5RjaiYGELDlBdfm5uZKZ+LjExUORX+6MlTKpQtg4mJCSqViioVynPo2El93IT4uBw9Gn+QHj6+hYmOzM2HUo9khR4J8bE8fhhMzbryqkmVGvXQxEQSEaZ8Nnz8i+KqKKsixOTIuH39IiYmplStmWtA2jk46f9PS9YQE3qLgHLyCwXfUo1JSYggIUbZpp7cOoBX8fpY2shtqniVzjy6Lhus5pb2uPtUxNjUktfRaDQ8e3yHKrVbAFC+WiPiYiKICn+mCGdlY0dA8QqYmlsYpPHi6X2KlqmGcU5dlCxfkwsnc9uzRqMh9MktygfKOpSq3Jj42HBiIpU6WFrb41O0IiZmhjIAIl884PblI9Rt2dfALylBw/Mnt6lYU5ZRpkpj4jURxEQYyvArVjFPPa6c2YN3QBm9AalWG2Ft66j3z++6AEhN0hD57BbFK8l9SOFyTUiKiyA+WinjwbUD+JWuj5WtLKNMYFfuXTHsQ/IiPj6eBw8e0KC+3K/UDAzMGZfCFOFeH98yXhnD34VV0WJoDskvfuJPHsfU1RUzzwKKMBb+hUm6ckm/WyjxwjkcG8n9jpSVRdLVK2iTk96hQ70cHWoQHR1D6Lt0yMjUj63HTpygWLGilCopG5BGRkbY29kpZdy/T/2ccgqsWZOYmJh3llNmZiavllJISAhBQUF06tjRQI+URHnMKJkzZhQtL9f362PGvSsHCCjzyphRuyt3csYMlQq02ZlkZ2UgSRIZ6cnYOLgDvNKf518/+G8avw1l5M7Jgs4cp3LVQL2Mxs3bcPoVGSmJGsKe3qJMdbkuildsQkJsBLGv9VMW1vZ4Fa6IaR791Nv8AJITNYQ9uUXZGnIfUrJSYxI0EWjy6Au9i1TE1Mywn/D0LoGjq/xCzcTUDA+vYsTHhBqE+19CZaT+1/791/hgjYKDg1m1ahV378rbQ+/evcsXX3xBnz59OHr06B/OSHh4OI6OjhgZybNQlUqFi4sr0VFRBmEjIyMY+GU/unf5CEtLK5q3aGUQJi42ljNnTlG5StUPzouFlwdpIbkPUVpIKBaFPN7pBxATHf1Benz1ZX+6demA1Wt6vM3vQ2V8/eXn9OjSPied1gZh4mJjOXvmJJWrVNO72VpCchpIr+xyTEgFOyvDQd/WSkVCam7A+BQJuzzmNFbmsuH5IExHeHg49g5OGBkZ63VwcnFHEx1hGPFlunExXDx7hHKVa+rdVi2cTKeeA7GwsDIIHx4ejoOjUoazqxsx0YblFBUZzpCvPqVX1zZYWlnTtEVbAKKjInFxddeHc3VzV8SPiY7KQ4ZrnjJeEher4dzpE1SsUh0Av4Ai3Lh2mbhYDZIkcfL4IdLSUklKkvcUJ8WFY2XrgvoVGbYOHiTGKScfibHh2DrmTqxsnQqQGKs0pABunt1KiaptMDLK3S5oZ6UiMVVC90p9xyfpcLAxrG97axVxSbkB45Ik7K3lcHeeankUpmVcTwvG9rSgcEEjDlzIkuv79XJycSMm+s0vduLjNJw/c5wKVeTtYd5+hWnepjNf9+3AgJ5t2btjE737DdWHDw8Px8nRXvFcuLk4ExkdY5B2RGQUn349nDY9+mBlZUmb5vKkqEiAP2cvXCIlNZXs7GyOnzlLRFS0Pp4mJvIP6XHuzHEqVAkEwCdHj4F9O/JFz3bs3bGJPv1yX4bExkTh4Oicx7PxdhkXzh6lfM6z8eL5E2xs7Zk/fTQjB33C7CnfERWR228lJ0RgaaNsU9b2HiQnKNtLcnw4Ng6e+t82DgVIjjdsU68THh6Orb1SB0dnD+Ji3h33JV7+Jbh56Thpqclos7O4cvYgsdG5bT48PBwbexeFDHsnT+I/QIY2O4vfVoyjfe/xqNSGOy/iNRHYvi7jA/WIDH2EsYkpy38awMzv27N+0QiSE2P1/vldF5DTh9gpZdjk0YckxYVj6/BKH+JYgKS4XBnxMc9Y91M71s/4iOun1iniRkdH45DHuBT1yvPzkojISL748is6demKlaUVLVu00PuFh0fw5cCvGThoMLt2Kw3ZLI0GdFr978zISEzd3BRhUu/fxa5GTdSWlmBkhEPd+pi557169zrR0TGGY6urC9HReevQ/6uBdOzaHSsrS1q1aA7As2fPMTExYcz4CXzx1df8NHMW8QkJinIyHL9diMpz/I7kywED6NK5M5ZWVrRoKb+4zs7OZt7cuQwcOBC1kWG7TYoLxzqvMSP2tTEjTjlm2L0yZgSUrk+hwlVY+F1NFn5fk5C756jV8muAP9yff0g/+G8bv6Miwxn6VR96d22DpZUVTXJkxERF4uKa2wZlGbnlkBAbjs1rz56dkwcJeYzNf5SE2AisX+un7Jw8SND8MRlJ8dHcvniQouXq/mV5FPy3+SBjcv/+/ZQrV47hw4dTvnx59u/fT+3atXn48CEhISE0btz4vQzKjIwMEhMTFX9ZWVnvnQ83N3fmL1zKL+s2k5WVRdDZ0wr/1NQUJk4Yw0cfdaJwkaIfouLfipubOwsWLuHXdZvIysrk7Ct6vM3vQ2XMW7iMNeu2vLGsJk0YTfuPOudrWZkaQ5faRpwN1hEe++7wr5OWmszcyUNp3u4TfAPkbypOHNqOk4s7JcpU/tP5c3XzYPaCFaxY+zvZWZmcP3vy3ZH+AKmpKUydOII2HboQULgYAKXLVqBN+85MnTCCEUO/wNbWHkA/2fgrycxI5e7lPZSu0eEvTxugoKsad0c1E39JY9KaNB680PJRnby3y76N1NQUfpr4La0/6o5/4eIAREWEceHsCeYs28SiNdtp3qYzc38a+4fy6e7myop5M/h9zc9kZWVzKugCAE0b1KVKhXIMHjGOwSPHUdDTA6M/8RYxNTWFaRO/o/VH3fDPqe+XesxdtonFa7bRvE1n5vxBPV7KmDlpOC3b98Avp6x0Wi13bl6mXec+TJn7C6XLV2XeT4ZbAv/NVKvbhhLlApkzrg+zx/XB1cMbdR4G35/h8LZFlKrUENcC/u8O/AfRabXcv3mOjn3HMXTqb9g5uPLbion5Ji+/cC1Yks8mnqT7t9to9elCbpzZyL0re98dMQ/c3dxYvHABG9atJSsrizNnzwIQEBDA2l/WsHD+PMaOGc2evfs4efLUB6Wt2b+XxAvnKDpnIUXnLCT9xXMkrfbdEf+ADksWzGfj2l9ydAgC5O/2rl67zqCvvmLR/Lk4Oznpv6/8UNzc3Fi4aBHr1q8nKyuLs2fOALBu3Tpq1KiBl5fXX6bP64Q/u0VM2AMGTD3Jl1NP4V2sGgc2jPtDaeV3P/h3jN+ubh7MWrCS5Wt/JysrK9/mCP806WnJrJs7gJrNP6WAb6l/OjuC/xE+aJY0ceJEvvnmGzQaDatWraJbt2589tlnHDp0iCNHjvDNN9/w44+Ge9pfZ+rUqdjZ2Sn+Nm3aRGxsLNqcTl+SJKKjo3BxdX1jOhYWFtSuU5fjx3IN2NTUVMaNGUm1ajVo2/6PTZjTnoVj4Z37ts7CuwBpz8Pf6Qfg7OLyh/So9Zoeb/P74zLqceJY7vaL1NRUxo8ZQdWcsrK1tsS7oPyGzc9dhbWFfucOAHaWkJBieCBLYoqEnWVuQHsrFQmpuf6mxtCtrhH3QnWcvyfH9/DwID5Og1abrddBEx2Bk4s7r5OWlsLMCV9TvkodmrbprncPvnmJq+dPMOyz1gz7TF5xHTO4KyGP7+llxMUqZcREReLs8rZysqRm7fqcPH4YABdXN/12VICoyAhFfGcX1zxkROUpIy01lR/GfEOVajVp3a6zwq9py3b8NHcZP85eQqky5XBydsHSUl5ttXHwICUxGt0rMhLjwrF9ZZUCwNbRg8TY3NWnRE0oto7KN/L3r+zHyaMwzh4BBLhDuyqye5GCRthaqnj18DN7G7ViBfIl8cmSYsXSwUZFfLIcrlIRIx6GaknPBAm4dC+bAE+1XN+vl1N0JM4ubgbpp6WmMHXsUCpVrUWLdl307ufPHqeQjz+OTvJWqLqNWnDvzg2yc15EeXh4oImNVzwXkdExuLk4G8h4iYWFBfVrBXL4hDxhValU9OrWiZ/nTmfBT5PxKVQIn1cO8HFydvsAPVKZOnYYlarWpOVrenj5+OHo5JyjR3Pu3bmp18PR2ZW42Jg8no28y+qn8YOpULUWzdt2y82nizvevkX0h/bUrNeMp4/ukZ2z9c/azp3UJGWbSo4Px9pO2V6s7T1IemX1KikuFGv7d6/yeHh4kBiv1CE2JhwH5/dbIQK5Llp0GsCI6ZsZPvlX3Av54VEo1+jz8PAgKT5aISNeE4b9B8h4cvciZw+t48chDVkyqQcZacn8OKShfuXQ3smdxNdlfKAe9s4eBJSsgp2jGyqVioo1WxHy8IbeP7/rAnL6kASljKQ8+hB5tfKVPiQ2FBsHWYaZhTVmFjY54dwpWqElYY8v68O6uLgQl8e45OrqwpuwsLCgTp3aHDt2HAArS0usrOR+z8XZmbp16nDr9i19eBMnJ3jlhYKpmxuZkYarYeFrVhL8eW/uDexP+tMnpL1+SM8bcHFxNhxbo6JxcXm7DnVr1+bo8eP6cihbpjTOzvK2x/r16nL37r1XZOQ1fkfj+o7xu07t2hw7dgyAWzdvsnPXLnr17MnwYcNITU2lV8+eJMTHA3I9Juc1Zji+NmY4KMeMhFfGjNvntuNdtBrmlrao1GpKVWvHs3vy4VQf1p//sX7w3zZ+G8qQz5hwdnUjOiq3DcoycsvBztGDpNeevQRNOHaO79+HvAs7R3eSX+unEjTh2Dl9mIyMtBR+mfkZxcrXJ7Bpr78sf/8UaiPVv/bvv8YHGZO3b9+mV69eAHTq1ImkpCQ6dMg12Lp3786NGzfeEDuXESNGkJCQoPibMGEC/gEBHDsqdwJnz5zC2ckZz9e+hwgLC9VPiOSVtjP4+Monb6WlpTF+zAgqVKxE567d+aOEbzuAW8v6mLnJnZz3510J27znnX4A9vYOOXrIRtuZ99Tj3Nmz+Pr6vdPvVRnHFWXl8h4yTuOTk05uWVWmc9ceACQmpxLyQu4UzwZLhMdCaR+50RcvpCIxFeKSDcsr+LlEkQIqrHLOYqgYoOJ2iHxiq0mOIfkoXMfp27mGiZOTE95+RTl7XD5c5VLQURyd3HDzUB6CkZ6WyswJX1O6QnVad/pU4dd/6A/MWrGHmT/vZObP8sFCk+ZswNuvqF6GX0BhThyVO/2gMydwcnbBw7OgIp3wsBfKcgo6jbePPGmtVqM2F8+f1W9BPbB3JzVr535raGfvgF9AEb2Mc2+QkZaWyqSx31CuYhU6dPnEoAzjYuVTHjPS09m4diVtP+qq97OyccKtUEnuXJB1vH/1ADb2bvpT9V5SpHwTHt48SnJCNJIkce3UBopVbKEIc+PsVsrkrEo+jIBt8oIcx65lExqto0IReaJWxs+IhGQdmkRDY/LGIy0lfIywyfl8o3pJY649lCdGmkSJgAJGvFzMK+FtRESshJOTEz7+RTl1TP7e6fyZ4zg5u+D+Wjmlp6UyddwwylWsSvsuvRR+bu6e3A++QXqa/KbiyoUzeBQopD/d08nJicL+vhw6Lr8xPnn2HC7OThTwVA6ooWHhivo+de48fj7yG/7MzEySkuVGnpCYyPrfttGlfRt9XDt7B3z9i3Dq2MF36jFl3DDKVqzKR6/p4epegHvBN1/R46xCDzt7R3z9i3L6uHxQxYWzx3B0dsXd0/DZmDZ+MGUqVKNd5z4Kv7IVqxOriSJWI2/Xun7pLJ4FffTf/VhYO+HsWYKH1+SDIp7cOoiVnRt2zso25VuqMc+Cj5KaJLep4Aub8C/TnHfh5OREId/iXDgp941Xzx3CwckNV4/3X0nJyswgNVne6p2cGMfBbStp1Ka3QoanTwmunpF1uHXxIHaO7ji7eeeZXl70H7OW7+cc4fvZh+k/Zi1mFtZ8P/uw/ptGGzsnCvqU4PJpWcaNCzky3N9fRrlqTXj+6BbpqXK7Cr52Ek+v3F0g+V0XAJY2TrgWKknwJbkPeXDtANb2bti7KGUElG3C45tHSUmUZdw4s4GiFeQ+JDkhCkkn9+uZ6ck8vn0MlwLF9XHt7e3xDwjgSM7upNNnzuSMfUoDJiwsTPH8nT0bhK+vDwCa2Fh0OTJSU1O5cOEC/v65LxBSH9zDKef7R/vadcmMjibjtbMCVCamGOWchG1ka4d7t4+J3Kjckvsm7O3tCQjw58jRYzk6nMXZ2ZkCr+kQ+poOZ4KC8PWRdahTqyb37z8gJVV+vi9euoyfr+9rMgL0u7jOnD6Nk/N7lFNQEL456UyfMYM1a9awes0aZsyciaWlJavXrMHO3h4AK1t5zLidM2bce8OYUbR8Ex7eeGXMOLmB4pXk+rZzLkTIvXNos+XTuB/dPIazZxFAfvbyux/8N43fr8s4H3TqFRl1uHj+jF7Gwb07CHxFhpWtEx7eJbgRJNdF8OUD2Dq44fgB/dS7sM6Rcf2s3IfcvnQQW0c3nD5ARka6bEgWLl2Tuq2/+MvyJvj/gUqSJMPZ4huws7PjypUr+s7dxsaG69ev4+cnGyghISEUK1aMtLS0P5SZoyfOMGfWdJISE7G0tGTQkG/w8fVl3pyZVK1WnarVarB/3x527dyOWq1Gq9VStlx5evf5DFNTUzZtXMeGdb/i9coR24E1a9O5i2xYFvH3IuTnjbg2q4uZuzNZmniyk1I4XrwxpZf+QOSuo0Ttljv4Qp92xP+bzwGIPXmBmwPG5V4N8ga/Fln3ePAohBcvnjN71gy9HoOHDM/RY1aOHtXZv28PO3duR602QqfVUrZcOb0eb/Mr7O/NvUfPefHiOXNn/ZQjw4qvhwzHx9eP+XNmUkVfVrvZ/VpZ9erzOaampmzeuI4N635RXCcSWLM2nbp0p6h/ISZtyMbJRr4axMJUvhpk13ktUTmffrSsouZ+qMT9ULn5lPdXUaO4bEGEREnsvShfDVKzhIrapdVE534yQvAzHfXKGvH74RssnzeR5KQELCys+HTgWAr5BLBywQ+Ur1KL8lXqsHPLSnZsXIZnoVxjunJgQ1p3VE6eAXq1ray4GqR6cVsOHj/P/Nk/6uviqyHf4+3jx8K5P1G5aiBVqgVycN8u9uz6TV/epctW4JM+/TA1lU8RPLR/N79vWQ9AqdLl6PeVfOx3yQAPbj2MIPTFMxbMnqqviy+HfIe3jz+LcmRUrhbI1o2/snn9Kgp55U4qqtesS4cuHwMwZEAvdJJEdnYWdeo1pmPXnqhUKkoFuLP8CMRGPmbvLyNIT4nH1NyKZh9PxaVAUfavHUVAmfoElJEPWrl+ejPnDy4DwKtwFRp1m6D/NjI28jG//PgRA6aewtQ89ySlvg1g+OJUXOxVdK6XezXIpmOZRMTK9duxrim3n2q581Q2GqsWl68GAXgUpuO3k/LVIEZqaFfLFF8PNVodJKVK/HYik5E9LNhz7DKLZ08mKUmui/6DR+Hl48/SeVOpWLUmlarWYtumNWxdv4KCr5RTtZr1ade5J5IksXHNEi6eO4mxsSlm5ub07j8EvwB521T5ws6cO7KPaXMXkpiUjKWlBd99PQA/H2+mz19MjSqVCKxamV37D/H77n3656JC2dL079UDU1NTYuPiGTJqPCqVCkmS+KhVc1o3k7+n9CxahmsPogl78YxFsyfL7dbSii8Gj8TLx58l836kUtWaVKpak983rWHr+pWv6VGP9jl6bFizNEcPE8zNLejdfzB+AcUoV9iFS/fiCHsRwtK5k/QyPv96NF4+Afw8fzIVqtSiYtXabN+8it83LKfAK1eGVA2sT9tOssF14+p5NqxeAJKEhaU1vfoPx8sngEpFHZjxu4746Cec2DKC9NR4TM2tqdNhCo7uRTj522i8i9fHu4Q8Ibp7YTPXTsinC3v4VaZW2/GojUzIzkxj88xmaLWZZKYnY2HlSED51lRpOpTh7dWs23eXXxeOISU5AXMLK3oMmEgB7yKsWzyO0pXqUqZyPTIz0pjwdSuys7JIS03Cxs6RKrVb0ab7IBLjNcwZ3weVSo0k6ajXvDu1GueenN2wjBnLdjxky7KRpCbHY2ZhTcfPJuNeqAhbl4+hRIV6lKhQn8yMNGZ80xxtdibpqUlY2TpRIbAVTTvnfm8L8vUe80a3118N0q6KEbuvZBMV9oSNS0bJV5xYWNOl/w94eBVh07KxlKxQl1KVZBk/Dm1BdpYsw9rOiYo1W9Giq/wN2KVTOzm2cwUqlRo7R1c6fDYeBycPWlYw/lvqYskB+fk/uG4EaTl9SJPuU3H2LMqh9aPwK10f/9JyH3Lz7GYuHpL7kIKFq9Cgs9yHXDu5luunN8j9pE5LkXJNqdbsK1QqFf2bwJNHD3n+4gUzZ83W97dDhwzB19eH2XPmUq1aVapXq8beffvYsXOX/vkrV64sffv0wdTUlJ27drF7z16MjIzQarXUqlmTHt27oVKp8PUP4NYnXfH5bhTGtrZoU1Plq0GePMZ7+PfEnz1NwtnTGDs4UGS23O5RqYj6bQsxu7br67n48jWY2Ntj7OBIliaGpKtXeDp1EhWPneHpw/uyDrPnkJiYhKWlJcOGDMLXx4fZc+dRrWpVqleryt59+9m+K1eH8mXL0rdPb0xzru04fPQom7f+hlqlxsnJkUEDv8LVxQWfgCI8evyYFy9eMGvmTBKTZBlDhgyRT2+dM4dq1apRrVo19u3dy86dO18pp3L0+fRTvYyXREZG8tWXX+qvBvH382PlUdBEyGNGWko8ZuZWNP9EHjP2/SqPGYXLyvV97fRmzh+Q67tQkSo0yRkzsrMyObRpIi8eXcbIyBgrWxeadJ2AvUsh+tSHvccu51s/CFCusMu/Zvw+uG8ne3f9rq+LMmUr8HGf/q/I2MW2HBklS5ej31fDMDY2plSAO+tPS8REPGbHihGkpsRjZm5Nmz5TcCtYlJ2rR1O0XH2KlqtPVkYa80c1RZuVSXpaMla2jpSp3pqGHw17q1+3mio2B+mIDn/CtuUj9H1hu0+n4F6oCNtXjqZo+foULy/3U3O/b0Z2diYZqXI6ZWu0pnHHoRzfuYRjOxbi6pl77VHJyk2o27o/nar/bx4Yc65qlX86C2+k2vkL/3QW/lI+yJgsW7Ys06ZNo2lT+ZTBW7duUaxYMf3b7lOnTtGzZ08eP378hzJz/9Gzdwf6ExTx92KPSf59F/jSmMxPXhqT+clLYzI/GdPVmKDgN1xa+RdRvbgttx/+dR+5v87LwSg/eWlM5icvjcn8ZMYXllx9YHgQzl9J+cLOhN17986IP8pLYzI/eWlM5icvjcn8ZHh7NYdvZOSrjIZlzNh24a//Fu4lL43J/OSlMZmfvDQm85OXxmR+4usfwOV6gfmW/ktjMj95aUzmJy+NyfykT33+lr7wvzB+rz/93lPsP8RLYzI/+V81Js9X//ADOP8uqgadf3eg/yHyvpzvDXzxxRf6ff4ApUopP87dt2+f/rhrgUAgEAgEAoFAIBD8d/kgY7J///5v9Z8yxfDSWoFAIBAIBAKBQCAQ/Pf4IGNSIBAIBAKBQCAQCP7N/BdPTf238r+5EVogEAgEAoFAIBAIBP8owpgUCAQCgUAgEAgEAsEHI7a5CgQCgUAgEAgEgv8MKrHN9W9DrEwKBAKBQCAQCAQCgeCDEcakQCAQCAQCgUAgEAg+GLHNVSAQCAQCgUAgEPxnUKnFetnfhUqSJOmfzoRAIBAIBAKBQCAQ/BVcrhf4T2fhjVQ8duafzsJfyr9qZXKPSdF8Tb9F1j0ePArJt/QL+3v/LTrsty2erzKaJgZz/FZavsqoW8qC9IOr8lWGeePeJMwYlG/p2w2fy4PuzfMtfYDC6/Zy8HpmvspoXNaUxh9fzVcZB38tT/LCb/NVhvWXPzFkQXK+pT/7K2uS5n+Tb+kD2Aycjmbi5/kqw2nsMjoOeZKvMrbM9uXC3YR8lVGlmB1n7uRffQeWsCbqzqV8Sx/AtUQlhi1KyVcZMwdYMXWzNl9ljOhkxOGCpfNVRsMXN7n9MDzf0i8Z4PG36HCmfMV8lRF49TI7L+VvfbeuZET81aP5KsO+fH3SD6zIt/TNm3xK1IhP8i19ANepv3Doeka+ymhU1ozF+/NVBF80zd/0Bf/7/KuMSYFAIBAIBAKBQCD4M6jU4jTXvwuxoVggEAgEAoFAIBAIBB+MMCYFAoFAIBAIBAKBQPDBiG2uAoFAIBAIBAKB4D+D2khsc/27ECuTAoFAIBAIBAKBQCD4YIQxKRAIBAKBQCAQCASCD+Zftc21xOxRuLWsj6VPQU5VakPi9bt5hivUuwP+33wGajWa4+e49dUEpOzsd/oBhIaGMnvWdBITErCysmLw0OF4e/so0g8OvsOihfMA0GZrKVGyJP36D8DExPStfn+nHpb+3pReMhVTJweyE5O42X8kyXcfKgWoVBSdNBznhrVQGRsRf+4qt4dMQMrKAsDn6z4U6NYWlVpFyoOn3BwwkuyEJH30yLAQVi8YQ3JiPBaW1vT6aiKeXgEKEXdvXmDb2rlkpMtXiZSuWIt2PQahVqtJT0tl6fRhhDwORqfNZs6vpw3KICQqljFr9xCXnIqNhRkTe7QgwMNFEebigxC+XLwFH1dHvdsvQz/G3NQEgAdhUfy45RCapFQAvmpZm4bl5Cta1PYuWDTrjsrCCikznbR969BpIhTpm5SqilmF2rnFZm2P9sUjUneuRO3sgUWDDqgsbUDSoQ0PIe3IVsjOyo3v5olb/6EY2dihS00hcuksMkOfGdSFc7e+WJatCFot2uREopbPIysyHGNnV3xmryDz+VN98PA5k8mKys1nVHgIaxeOIjlJroseA37Ao5CyLjRRoaxdNJoXT+7i5FqA76dv1fvpdDq2/zqD4GtnUBsZYWVjT9d+43Fx99KH8XQz45t+XthZG5OSpmXGsmeEhKYb1Fm5Etb06eSJhbkaSYIL1xNZsSmMlzfWujiZMLBnIQq4m6HTSew+EgPAs/hkxh28Qnx6JtamJoxvVB5/J1uD9B/EJDL9xA00qfKR6l9WL079AE90ksTc07cJCokiW5Io5+HIiHplMTFSvhNztlPRraE5VhYq0jMkNhzJICJWZyAHoGpxYxpUNEWlggcvtGw9kYFOByqgVaApxbyMUKtVPAnPPWpfZeeMRaPOqMzlNpV+eBO62EiDtNVO7pjVbovK0hqAzHP7yX50C1BhFtgCI++ioFajDXtKxvHfQZcrQ+3oinWb3qgtrZHS00jeuQpttPJaBLOyNTCv2iA3jq0DWSH3Sd6yRBHOqnUvzMvVIHbaIKSM3Ct/3J2N+aqbCzZWRqSm61i4IZoXEVm8TqkAc7q3dMTcTIUEXLmTyrrdcfr6rlDCgk9aO6JWq3gWnsnC9dEARIQ9Y+mcCfo2+/mgsRT08lekffvGRTb/spD0tDRUKihbKZDOn3yFWq0mOjKMYf3bU8g7N87X303DzaOg/ndk2DOWzxsn91FW1nw6cDwFXpMRfOMCW39dQHp6KiqVijIVa9Lh44E5MkJZ9NO36HQ6dFotHgV96DlgNFbWue3yeVgEU+YtIT4xCWsrS0YO7IevV0HyQpIkBo+dwv3HT9m37mcAUtPSGf3THO4/eoJWq9O7v46znYquDcywMleRlimx8UgGkXF5XwNdpbgx9cuboFLBw1Atv53MzG23NUwp6mWEToLUdGV8B2toWUWNpRlkZMHuCzpiEvMUQRlfFdWLqVCpICRK4sBlCZ0EdpbQoooaN3tISIGVh+Rny8LXi5KzJ2PiaE92YjJ3ho4m5f4jZaIqFYVHDcWpbiAqY2PiL13l7ohJSFnZONapQeGRQ/RBTZ0cyYiO4UKzznq3sNAXzJ81lcTEBCytrBg45Hu8vH0VIu4F32bpwlkAaLVaipUoTd/+A/Vj9OEDe9i2dT06nUTpsuX5fMAQjI1zp0J/hx7mXoUoPHECJvb2ZCcn82DseNIePzaQ4TN4EPY1qqMyMibp+jUeTZ6qmAcABEwYj1vrVpyrVQdtcu5VOdERT9m0ZCQpSXGYW9rQud9k3AsWVsSNjQ5l09KRhD0NxsGlAEOnbtP7PbpzgeU/9cPFw0fvNnDCBkxMzQF4Fh7FxEVriE9KxtrSgrFffIJfIU/yQpIkvvxhDveePOfIyll694iYWKav3Miz8EjUajUfNapNp6b19P7y/GAvcSlp8vyge3MCPJwVaV988Iwvl2xVzg+GdH9lfhDNj1sPo0mSr+D5qmVtGpYtog9r5OSGbcfPUVnZIKWnkrjlZ7RRoQoZ5hVrYVGjcW4cO0cyn9wjcd08TAuXxqppJ72f2toWXVICcQvG6t2iwkP4deFofV/48YBJeY7fvy4aox+/R0zfovfT6XRsXzuL4Otn0Gm1+BUtT+fPRmNsbKIPExf1lIPrvictJQ4zc2sad/8RJw9lfQPcCtrCpcM/I0k6ChWpRr2O4zAyMuH5g/NsX/oZDq65z1OXwZswzqnv/0XEaa5/H3+JMSlJEirVn6+0iN8O8HjGcqofX//GMBY+BSkyfhCnq7QjIzKGSr8vxuuzToQsXv9Wv5csnD+Hpk2b07BRY06fPsmcWTOYPXeBQoavrx+z5yzA2NgYnU7HlMkT2bN7F23bffRWv79Tj5JzxvNi1WZC12/HrU1jSi+ZQlDdTgoZBT/pgG3ZEpyt9RFSVhYl503E+4uPeTpvJU71alCwRzuC6ndGm5yK3zf9KTx2MMHDJunjr1v6A7UafkSN+m24HHSI1QvGMvInpU6WVrb0HTINF/eCZGVmMHtCP84d30WN+m0wMjamSbveWFnbMnNs3zzLYdLG/XxUoyxtqpXh0NW7jF27h/Xf9DII5+PqyObv+xi4p2VmMWjZb/zwcUsq+BdCq9ORkJJrAFk07kTmjbNk3b6AcZGyWDTrTsramYo0sm6dJ+vWef1v617fkxl8Wf6RnU3akd/QxYSBSoVFi08wq9KAjLO5Fzu5fjqQhGP7STp5GOsqgbj1G8rzsYMVMqwqVMOiSAmejfgStFoc2nbBqVMvIuZPBUCXlsazkQPzLCOAjcsmUqNhB6rVbcvVcwdZu2g030zdqAhjbmlNyy4DSUtNZveGeQq/m5eO8fjeNb6fvhUjYxP2/7aUXevn0mdoblkM7lOIvcc0HDoVS63K9gz/3IuB4+4b5CUpRcuUhU+JiM7ExETFtO8CaFjTkUOnYgEYP8iPjbsjOXUhHgB7W2O+/KQQk49ep10pH1qX8OLwgzDGH7rKr13qKNJOy8pm2O7zTGhcgfKeTmh1Eonp8j2b22+HcDc6gXVd62KsVvHD0etsuPaITyoqB8xO9cwIup3FxbvZlPU3omsDM2ZvMbw31dFGRbNqpszclEZSqsSnLcypXtKEMzezqFrCmIIuamZuSkOrk9PUl3O9j8i8dZ7su5cw9i+NecPOpG5WljfGJli06EX6oY1ow5+CSoXKzBIAk5KVUbsUIHXjHNBpMavfAZOyNcm6ekIf3bpFDzKunCTjehCmxStg3bo3CSumKERkXD9LxvWz+t92/ceRefOCIoxpsfIKI/VV+nVy5nBQEscvJlOtrCVfdnVhxOwwg3DJaTpm/xpFlCYbE2MVY79wp04la45fTMbcVMUXXVwYtyCcsKgsPm3vRIfG9gCsXDSVek3aUbtBSy6cOcKyuROZOHONIm0ra1u+HD4ZV/cCZGZmMG3sV5w+tpfaDVoCYGFhyeQ56/LMP8CaxZOp07gdNeu35tLZw6yYP56x039VhLG0tqXfsCm45vRR08d9wdnju6lZvzX2ji6MmLICUzN5wrR++XR2bFxKt76594nOWLyCVo3r0bx+HY6dPc+U+Uv5efok8mLTzn14urty//FTvZuxsRHd27XC1saKr0dPfqMuHeqYce52NhfvZVPGz4guDcyYu9XwZY6jjYqmVUyYvTmdpDSJPs3MqF7CmDO3sinpa4SPh5qZm9PQ6aBhRRMCChjp4zatqObaY4mbTyWKFpQNy9WHDV+02FlB7VIqVh3SkZIOHQLVlPOHKw8lMrLh5C0dZiZQp1Tui5ziP44ldN1WwrfswLVFI0rM+oGLLbsq0vXs2h6b0sU536wTUlY2xX8ah9enPQhZsprYE2c5fyK3PZddvYC4s8r2vGTBTBo1bUn9Rs04e/o482f/yPQ5SxVhfHz9+WnOUv0Y/dOUsezfvYNW7ToSGRHOhrUrmTF3GfYOjkydOIpD+3fRrGW7v1UP/1GjiPxtG1G7duHUsAGFJ47nRg/lnYdubdtiVawY17t2R8rOxn/MaDy7dSX0l9z27Vi/noFx+ZLfVkygar2OVK7TjhvnD7Bp6SgGTdqsCGNuYUXTjl+TnprMvs1zDNJw8fBRGJiv8uPydbRtUJOWdatz5NwVJi7+hdVTvs8z7Ia9Ryjo5sK9J8/1bpIk8e3MJfRs04QG1eS7NzXxyjcbkzYd5KPAsrSpWppDV+8xdt1e1g83vBvSx9WRzd/1MnBPy8xi0M+/80OPFlTwL2gwPwCwadebtAvHSL9yGrNSlbHt+BlxC8crwqRfPkX65VP6346DppBxTa7jzAc3yXxwU+9n13MomY/uKOJvXDaRwIYdqFa3DVfPHeTXRWP4duoGRRhzS2tadfmKtNRkdm2Yr/ALOvo7L54E8920zRgZGbNh6QSO711Lw9a99WGObB5LqRqdKFm1PQ+u7efguu/pOvw3RToJmucE7Z1Lt2+2YWnjzK7lX3Dr7GbK1uoOgIOrLz2+3WFQjgLBu/hLtrmamZkRHBz8p9OJPX2J9FDDN/yv4tG+CZG7j5IRKa92hCzbgGfnlu/0A9BoNDx48IB69eW3+YGBtYiOiSYs7LW3UObm+jeV2dnZZGZm6o3lt/n9XXqYOjtiV74UYZt2ARC54yDmBdyx9PNSyLApXRTN8SD9SmTMoVMU6NJa9itVlLigK2iT5dW8mIMnKdC5tT5uYkIsIY/uULVOCwAqVGtInCaSqHDlipuXXzFc3OW39CamZhTyKYomWp6QmpiYUqx0FSysbPIsA01SCneeR9CicikAGpYrSkRcEs+i495adq+y79IdyvgUoIJ/IQCM1GocbSz1/kZuXmTlXDyeff86aht71PbOeaYFYOTujcrSmuxH8uCgi4+WDUkASUIb8Qy1be4bUCNbO8z8CpN0Wr7AOfnCGYydnDFx83gtZQmViTGqnLfjagtLsmNj3kvHpAQNzx/fpnItuQ2Uq9qIuJgIoiOUdWFlbYd/sQqYmVkYpKFSqcjOyiQrKxNJkkhPS8HeyU3vb29rTGFfS46ckQ3CUxfjcXE0xdPV1CCtRyFpRETLBl5WlsSjZ2m4O8vhype0ITNbpzckAeITs9FoNARHxtO8mNxWGgR4EJmcxvN45aXz+++FUsrdgfKeTgAYqVU4WMqG3IOYRKoWcsHESI1KpSLQ25U9d18o4ltbqCjkasTle/IE6/ojLfbWKpztDF92lQ0w5vYTLUmp8urN2VtZVCgsP9uezmruP9eizZlnB4fI6aksrDByK0j2vSsAZD+6icraHpWdkyJtkyLl0UY8kw1JAElCSpffjKudPdG+eKA38rQhdzEplnuRucrSBiNPbzJuyC84MoOvoLZzQO2gXLF/FeMCvqitbMi8fz03HSsbLGo2I+XgZoPwttZq/AqZcfKyXP7nrqfibG+Eu7Ph+8WnoZlEaWT9s7IlnoZm4uIohytX3IKnLzIIi5L7mANnEgmsYI1Go+HJw7sE1pVvu65coz6xMZFEhj9XpO3jVxRX9wIAmJqa4eVbhJgoQ4M2LzQaDU8fBVO9TnMAKlZvkKcMb79iuL7SR3n5FiUmSl7lNTEx1RuSOq2WjIw0eKU/j4tP4O6jxzSuUxOAutWrEBWj4UW4cncDwJNnLzh94RI92rdWuP8fe2cd39T1Pv53klrStE2bumAFCoWiFdzdZeg2NhgwwcYUxpAig8GG+5AZMJwxYLi7u7vU06SaWpLfH7ckDSkUtpXvPvvd9+uV16u959znuc+5595jz3mug709NatUQuns/FxblHII8pZy5qZQzhfvCvVW7Wpbb6sE23HlvoE0fX69vZJH9fx6azKBnQzs88ePTgUeX4Uj+HnA5QfCeTceg4tcWK18lgqBEm7FmHja7z53x0hokHAtWTnwOAlynxnDuFapRNyGLQAkbN2Fk78v8lJBVnlcQkNIPnQcU/7JSfsO49u1vY1+Bx8vPOpFEbt+i/mYRqPhzq0bNGzSHIDadRuiSUwgNsb6HeBo1UbnkpOdLSzZAseOHCAiqg7uHmokEgkt23Tg0IE95nPt1R7Fboe9uzvK0IokbNsm2LV7D44+PjgFWa92O5cvR8qJE+bBovbIEbzatrXI8fAg6L1+3P9+Os+SnqLh8d3L1KgnXFNYZAt0mliS4h5Y5VMoVZQOqYlDIW3Gi9BoNFy7+5BW9SMBaBJVnXiNlkdxCTZ57z6K4cCpC/Tp0NLq+KnL13GwszcPJAHUKotHgEaj4erDONqGVwKgWbXyf7F/4E+NYKFsn+0fSJxdsAsoTVb+wDD78imkbh7I1N7PlWkXVAap0pXsa+ds0qQuKhyCQ8k6d8R8LC1Fw8O7V4moL9y7otrvwu7Fkwc3CQmrhZ2dPRKJhNDq9Th50FKnMtM0JDy8TMVw4d1TtmpL0nRx6BKt7/et8zsoU7kJzq5eSCQSwur04saZLYiI/F1eaWXyk08+KfS4wWBgypQpqNVCh2r6dNuXW0Gys7PJzs62Oubo6Pic3NbIS/ihf2AZ/OkfPEEe5FdkGkBsbCweHh7IZEJLK5FI8PLyJjEhAX//ACs98fFxTBg/jrjYGCIiomjTtv1Lpb0sf8cOp0BfsuMTMRksKw76x7E4BfqRedfygko9d4Wgfj14sHgFRn02vl1aIS8h2Jl6/gol+vfCwduTnIQk/Lq3w85Vib27GwDapDjc3D2RyezMZeXh6UtyUhzeftaD1qekaJM4e3w3g0bOLjT9WeK1aXi6KrHLd1OUSCT4ursSm5xCCS93q7yPknT0+HY5MqmEjlFV6NGgBgB34pKwt5MxeOFaEnRplPP34tPOTc0NhjEjBUyWmXdjqhaJizvoCh/IOYTVEgafxkLcIu0dcAirTdYhy8vXzsMLgzbZKn+eJhE7tTe58Ra3xIyzJ5BXrEKZeSswZmWSp9XweMKX5nSpoxNB42eCVErGmWMkb1ptvm6tJg5XlZfVvXD39CM5KdbKTfVFVK7ZiFtXTjFqYGMcnRSoPLwZFv2jOd3Lw55kXa6V2QmaHLw9HYhJyHmuXHc3O+pHqBg9XXADKxngREpqHl8NKkWgryPxSTksWvmE2NhYPJ0dsZMWuNcucmLT9ASpLL3Ze8lpOMikDNt8nIR0PeU8XRlerzLuCkcqerux/tIDulcpjaOdjF23YohNzbS6HpVSQmqG4I73FG26CZVSSlKK9Qqdu4uE5DSLwcmpRtxdhF7n40QjtSvZc+hiLrkGqFY2v+yVKkwZqVZ1ypSuReqiwpCiMR+TeviAIQ95u75IlCqMmliyD/2BKSsDQ8JjHCrXIufCETDkYle2KlJXS32XurljSnum3qYkI3XzwKhNLPQ+OFarS/bF41arkMp2fcjYvR5ysm3ye6rs0KXmWd3vJK0BT5UdcUmFr3QAqFxk1KqqYPISYbLM092ORK0lf0JyHu6uMq5ejUXlrraqs2ovX5IS4/DxCypUtk6bxKmje/jka0v7kZ2lZ8yn72A0GqkZ1ZCO3foizX9/x8bG2ryj1J6+JCfGPldHijaJ08f2MGzUTPOxvNxcJnzRB01iLIElyzH0K4v+BE0yand37Aq0GT6eauITNQT6+Vpk5OUxdf4Svhw0AKns1edoVUqpTb3VpZlwd5GgSX3WVVWCNs1yTJtmRKUU6u3V+wbKBsgY+66C7FwTKemWfK4KSNdjdk8GSM0Ujmut53RwVUBqRoFryc/3IrITrNukrJhYnPz90N+3DO5TL14l8K03ePTjKoxZ2fi0a4k80NY10r9bRzR7D5GrSTYfi42Nxd3Duk55evuQlJiAn7/1QCwhPpbJE74mPvYJNSJq06ptJwASE+Lx8rbcN28fX5ISLQMgJ3/fYrfDwdeH3KQkKKAjOy4OR18/sh5ZBsbp167h27UrsavXYMzOxrNFcxz9Lf2AsmO+5v7M2Rgyrd+BALrkOFzdn2kz1P7oNLF4+pa0yf88khMeMXNUVyRSGRENOlOnubBCGxsbi6fK1eq58PV0Jz4pmSBfy0AsL8/AN4tXMOqDt5BKrZ+Le49jUbkqGTVrCQ9j4/HzUjPsra4E+HhZdLg5P9M/cCFWm1pI/0BLj6k/IpNK6RgVRo/61QG4E6cR+geL1pGgSxf6B50am/sHMjc1xjSdVftt1GmQuqkxaGwHxgDy8IbCYLEQjw+nmvXJvnEBU4Zlu5BWE4+r6tm+1Ku130FlQjmyey0NWvXCwcGRs8d2kpxomXRL08Xi7OaFtIAOF3c/0rQxqLws9ztNG4uLh6Wv66oOIE1r6aekJD1kxbTOSCVSQqO6mFcs/1eRSMWwMK+LVxpMzpw5k6pVq6JSqayOm0wmrl27hrOz80u5u06ePJno6GirY2PHjiXiVS6mmPHx8WXuvIXo9Xq+nzaFo0cP07Bh4yLT/k08WbEReQl/orb9jCErG83+Y6ib1AEg+dBJ7s1ZTs01CzAZDcT/sRsA43NcZopCn5nOvMlDadHxXUqVrfSP2QBQMdCXnRM+wkXuRLw2lUEL16JSymlZoyIGo5ETN+7zy6d98HZTMvuPA0xas4Pv3+tctOBnsXfAvkIN0lcWMhkilaFo9y55D66Td/viK4t2LF0Ox6CS3BvyNkZ9JuqeffHuN5j4Bd9h0CVzb8jbGFJTkDor8RsyEve2uWi3rCta8Evy8O4VYh7dYsLC3TjJlWxeOZPfFo/nnaFT/rJMhZOU8Z+UYe3WeG7dE9xIZVKoFurCsOibPHiSRdsmar4eXJqczLtFSBPIMxk5+SiRH7s3wMvZiblHrzF53wWmto2kfcUSxKbqGbj+CI52UiJLeHH8YfHsiTh5LQ93FymDu8jJzYObjwp3FX0uUimyoHJkrp2DKSMVh9qtcWzchaw/fyHv2mmkLu4oun4IebnkPboFxvJFy3we9g44VI4gdanlXjpWr4cxJZm8+zf+utxnkDtK+LK/D7/vTeHuo+dPMPwV9JnpTJ/4KW27vE2ZcqEAqDw8mbVsK24qD9LTUpg7bRTbfl9Buy62bm4vq2PWN8Np3akPpcuGmo/b2dsTPWMVebm5rFgylQM7N9C68zuvJHv56g00qBVBqaAAYhMKH/C/DgK9pfh6SBn/UybZOdC2tj1B3rKiT3xNxK7ZhDzQj/B1yzFkZZN8+DgmQx2bfP49O3NjzF9/N3n7+DFj7lL0+kxmfTeJE0cPUq9h06JPfElehx0Jm//A0c+PyksWY8zOJuXESUy1agHg07kT2bFxpJw69bfseBEBpUIZNWcfcoULOk0cS6d9gLOLiqq1Wr+0jCXrt9AoshqlA/yISdBYpRmMRs5cucHSCV9QJsifDbsO8tWsJfz0zchXus6KgT7sHP8RLnJH4rVpDFq0DpWznJY1KuT3Dx7wyydv5fcPDjJpzU6+f6/TK+kwY++AY5VaaBdEF5rsFN6A9D9+KTTt71CrUUeSE2OYNa4f9g6OhITV4nqBLQ7/BN5BlegffRBHuQtpujh+XzgAudKd8tXb/KN6RP6bvNKw/ZtvviElJYXRo0ezb98+808mk/Hjjz+yb98+9u7dW6SckSNHkpKSYvUbOfLlXiD6h7HIS1pmVuQlA9A/ii0yDcDPz4/k5GQM+TOCJpOJxMQEvLyf79Igl8up37AR+/fZ2vWitOK0I+txHI4+Xkhklk6CPNCPrMfWAToAbk+ex9H6XTnRvDfp1++Qfs0SpOfRklUca9SN4016knz4FPrHsRjyN6m7e/qSok3CYBAGlyaTieSkODw8fW10ZOkzmD3xI6pGNqZ5h7dfugx83F1ISk0nL9+X0GQyEadNxc/DzSqfUu6Ii9wp/xxXWtcM5ewdYZbYz92ViHIl8FG5IJFIaBtRiYv3LTN2Umc3kFiqudTVHVNa4W4y9uWrYdDEYtQ846IslaJo/y6mjBSy9m6wSspLTkTm7gEFZsDs1F7kPTOr6Vq/KZlXLmDMzACTibSDu1GEVhHszsvDkJoCgDEjnZQDO3EKsQzI3dW+pOoSre6FNikWD89nXWmfz8kDmylfKQqFsytSqZSohh0oV8KDWuWF+aTqlVzwUNkXNANvtQMJSYUPGuROUiZ9Ecyxsyms327pPCdocrnzQG8O3LPniJaypeT4+fmRlJFNnrHAvU7T4+di7dLj66IgPNATb6UciURCmwqBXIoT7pdEIuH9WhVY2bsRy7s3oIyHC2XULtiF1EDe42MAygfJcHWWUHDfvbtSgi7ddqVZm2bCw8VisIer1GrFZ8fJHL5frWf2ej3x2vzrTtchcXa1qlMSpbswu10AY5oOw5M7wiomkHfjLLICs9A5J3eR+dtMMtfNw5gcjyHZ4jZpTNEicXmm3rp5YEyxrG4UxDG0JobEGAxJluffvlQI9iFVUQ39BtVQYa+lasgkVB+NByCsvByVq53V/fZ0l5GkK3wyyclRwqj3fTl1OZMtByz7mpK0eXi5W+YkvT3s0KYa8PPzQ6fVWNVZTWIcnl627w99ZgZTxw2jRlQDWne0zITb2zvgphJcypUubjRs1p4bV8+b0/38/GzeUZqkODy8bJ8LvT6D6eOHUD2yIS07vlWojXb29tRr0oGj+7da7FF7oNFqySvQZsQnafDxsnZrPn/lOuu37aDbwGEM+iqaDL2ebgOHoU15TnQbwCnfNfqT7k6UC7SttyoX6xXIp2jTTeYVdAB3Fym6/BXI8BA7bj8xkJUDJiwBePo1l1LKR4JSbuXFK6xA2i5sCSuWBbxyVc/JVxBHb+s2ycnfj6wY2zbp7vQFnGjVndOd3ibj5h3Sb1gHjnOvHY7U0RHN/iNWx/38/NAmW9eppIR4PL1e1H4rqNegCQf3C5OlXt4+JBYMbBYfZ3V+VkxcsduRExePvacnFNDh6OtLdpytjkeLFnOh15tcercfmXfvknlHmJRzCw/Ho1FDam79g5pbhe0u1desxjlECDyn8vAlVftMm6GJQaV++TbDSaFErhC2qKjUvlSv3YZ7N4RYAn5+fiTpUq2ei7gkLT6eHlYyzl69xdod++k0eBQDx31Hhj6LToNHoU1Nw0ftQflSQeagPa3rR3Hj3iPy8gwWHSkZz/QP0vBztw7aJvQPBM82H3cXWteoyNm7wgpvUf0DQ4oGqYvKqv2WqtQYU6wHvuYyCYvEkPAEQyGu+PalKyCxsyfn5iWr4+5qH1J1z/alXq39lkgktO3+ESOmruHTib/gG1gGvyBLoDEXlR8ZKYkYC+hI08bi4m69Wu7i7kdassXrLVXzBBd34TocnZQ4yl3y5flSvmY7ntw589LXKPL/N680mBwxYgSrV6/mww8/5LPPPiM31zby38vg6OiIq6ur1e9l3VxjN+7Ap10THH2EfW8lB/YiZs3WItMA1Go1wWXLsm+vsEfiyJFDeKo9bVxcY2KekJe/Qpebm8vxo0cpXbpMkWmvwt+xIycpmdQLV/HvIbjX+nRsQdaTeCsXVwCpowN2+XsQ7D1UlBnen3szl5rTHfPdSaRyJ8qNGsK9WZY0VzcPSpSpwIkDgt6zx3ejUvvYuLhm6TOZPeEjKlWrS9s3BrxSGahdnKkY6MPWU5cB2H3+Bj4qFxsXlsSUdIz5/l8ZWdkcvHybCoHCfr8W1Stw5WEc6XrBle/wlbuE+Fs6B4aER9iHhgNgV74qxjQdxhe4uOZcOm59UCJF0e5dTFmZ6HeutjnHkJpC9r3buNRrAoAysi55yRorF1eA3IQ4FJWqQr4binP1SLIfC/sZZK5u5o6FxM4OZUQdsu9boge6uKkJLF2RU/nutedP7EKl9nlpFxkAT59Abl45QV5+FNrLZw5w7sodjufv0VqzNYHb9zNpWlfoDNSPUJGUnFuoi6uTo5RvPg/m9MU0Vv5uPfA+dTEVTw971O5ClLmIqq48jMlCrVZTwduNbfl7HPfcjsVb6WTl4grQvJw/V+J1pGcL13nkfjzlvITJhew8gzkYj1afzY+nb/FOjXLk3TiLfvVMAPaezeVxopGaIUI5Vw2WkZJhIinFtlN+8Y4QsMRFIfSu61S259wtoTzsZJDfP8HZCZrWEOwx6TMwJDzBLkRws7YLDsOUrsP0TOcj79YFpN6BYC8IkZWsgPHpYE9mB/n7YiROChxqNiHnzH7zuabMNAyxD3GsEgWAQ8UaGFO1z3dxrV6P7HPWHdb0jUvRzRqBbvZX6GZ/BYBuzih084UIg7/vTeHe42wa1BTKv1ZVBZoUQ6Eurk4OwkDy/HU9G3bprNLOX9dTOtARf2+hfFrWdeXIuQzUajWlgkM4sl8IVHXq6F481N427qdZ+kymRQ+jSo3adOr+nlVaii65wLs2h1PH9lGqdIg5Xa1WU7JMBY4dEPaenTm2B/fn6Jgxfghh1WvTvpt1ILCkhFhhnyRCxMRTR3cRVMoS0Mld5Ub5MqXZeUCIRL3/2Em81B5WLq4A874Zw7rFs1m7eBbzvhmLs1zO2sWzcHezjVZsvq78OjN9TRb7zuXX2/zJnSplZKSkm2xcXAEu3s2jUikZLvL8elvJzlxvNalGygbIeOppa8rfLLhsl5Hj103EaaFySeFYSCCk6W1dXAFuPDZRzl+Cc34gx+rBUq49Kjyy7FPSLl/Dt4uwr9u7bXOyY+OtXEMhv03KLxN7dxWlBr3HgwXLrfL49+xC7JrfbbYaqNVqypQtx4G9uwBh/6Pa08vGxTU25rF1G33sMCVLCR3vWnUacOrEUbTJGkwmEzu2baZegybmc3M1ycVuR65WS8b163i3EVZ81M2akpOQYOXiCiBxcEDmInTu7VQqAvq+y5OfhABWN0d9zenWbTnTtj1n8rfZnOveg4wbgieC0k1NQOlQzh4WBpqXTu5E5eH7Si6uqdpEjPnXnqXP4Oq5A/iXrChcs1pNhVJBbD8kBBbae+Ic3mqVlYsrwOLoz/h97iQ2zZ3E4nGf4Sx3YtPcSbi7ulCnWiUSkrUkJOsAOHr+MqUCfLGzk5l1VAzyYevpKwDsPn8TH5Wy6P7BlTtUCBCuQ+gfxFr6B1fvEBJguUZTRhp5MfdxqiasKjtWjsCYon2ui6tTeEP0pw4UmiaPaCgE6TFZPyeW9lvoS/2V9js3J5vMdGFiKj1Vy65Ny6yC7yhc1HgFVeLa6c0A3L6wA6XKx8rFFaBc1ZbcvbyXjNRETCYTl46uonwNYS9nRkoCpvz7nZOVzr0r+/AOrPjS1/hvRCKV/Gt//zVeOZprREQEZ86cYdCgQYSHh7NixYp/JJIrQOX50Xi3boSjryeRW5eSl5bB/ootCFs0kfg/9pKwZS/6e4+5OX42tQ8IkbCSD57k4WKhk/+itKcMHjKMGdO/Y83qVSgUCj4e/hkAs2dOJ6pWbaJq1ebihfNs3rwJqVSG0WCgarVq9OwlzJi/KO112nFl2FjCFk6mzGfvk5eazqWPhA5jpTkTSNi2l8Q/92Hn6kLktp8wGU1IpBIeLPiFxO37zTLCNy0BqRSpgz0xv23m4SLrqIlvvj+aH+eO4c8NS3FSKHl3kODa8fP8aKpGNKRqRCP2bl3BvdtXyM7Wc+6EMEivWbs5bfIHluOHdyMtVUuWPoMvB7QgpHIE/YZZIhqO7tmK0b9uZcnOYyidHBn/ltDAjlu5jUZh5WgUVo7d52+w5vA57KQS8owmWlQPoVMtYVXPz8ON91rUps+MX5BKJHi7uTCmVyuzfP3ONchb98YxqrnwaZDtQjRaeYue5N65nP+pBpC6eyPzDiB3vfWmevsK1bEvXxVDwhOUfYQIj3lP7pG1x+KCmrBsDj7vf4JHhx4Y9ZnEL54BgHf/YWScPU7G2ROk7PoDh4AgSk6ei8lgIC9FS8JSIYqwU/lKqN94S+h0yGTor1xA+7t1pNaeA8fw67yv2blxCU5yZ976SIgmuXLhWMLCGxEW3picbD0ThrUjLzcXfWYaoz9oSkSD9nTo/TH1W/Yi7vE9pnzeFZnMDleVJz0GjLbSMWvZIz4bWJJe7X3I1Bv57gfL5v3h7wVx7GwKx8+l0rmlFyFlnHFylFIvXBjoHTypY9XmeLKyjcxe/oiJn5YBiYTMTCHy6+LJFfmqSVXG7TrH8tM3cXawY2wzYUA2fvc5GpbxpWEZP/xcFPQLL0+/tYeQSCR4K50Y1aQaAOk5uQxcfwSpRILRZKJXtTI0KGO70rVmXxa9mznRLNyB7Bzh0yBP6dHYkcv38rhy34Am1cT2EzkM7SoM7G4/MXD0ijCIdXKQMLiz3Byp+uCFHLo1Fjo5WfvWI2/WA8fwJsKnQfYIAW4cm7xB3r2rGO5dxZSuI+f0XhTdBgvBdzJSyNor1BmJgxPyLh8InQ6JhNwLhzHctw5glr71V5Qd30Verw2mbD3pm4VOpHO7t8m5eZHc/EA7UrUPdj5BpF55uX3KBVm8RsOg3p50bqZCn21k/irLYPWDHp6cvpzJ6SuZtGngStkSjjg5SIiqIuw1OnY+gw27U8jKNrFwdRJf9PNGJpXwME74NEiHxm70+3Aki2dH88e65cjlzgwYKgxkl8yZSI3IBtSIasCOP37j7i3h/XH6+D4AIus0pWP3fty8doH1KxchlUoxGgyEVgmnQ/e+Vjb0+fArls0ex9Z1y3FSOPPekLEALJ83nmoRDake2ZBdW1Zx79ZlsrP0nMnXEV6nGe27vcfjB7fYsGIeACajiRLBFej93udWOj7/sB/fzF7EL+s246yQM3LIQACmzPuBehE1qBdZk6J45+MR6FLTyNDr6dJ/MNUrhzL644+s8qw7kE3PJo40rWlPVo6J3/Za6m33Rg5cuW/gyn0DyakmdpzMZXAXYaR3J8bAsavC4OnIpTx83KV82kOOwYg5uNRTtp8x0i5CSp2KErJzYespy0CndbgQdOd2DOgy4NAVE283EUalDxNMnLsjyLKTwfutpdhJwdEeBrUT8lz7cjyhMyZSakh/DGkZXPlUeL9UnDaOxJ37Sdq1HzsXF2quXYbJaEQilfJw6a8k7bZ0zmUuSrxbN+V4M0t09IJ8MPhT5syYwvo1K1AoFAweLkQPnTdrKhFRdYmsVZdLF86x9Y/15jY6rGoNuvUSPGZ8/fzp+WZfvvpciJxdOawaLVpbB0x6HXbcmfgNZcePI/C9vhgyMrg1Vmhby44ZTfKBAyQfOIidUknlHxYLe6clUmJXrUJ78FCh8gqja79xrF70FXs3L8ZJrqT7QKHdXfvDaEJrNKZSzSbkZOuZ+mkb8vJyyMpMY+LgxtSo1542PT/h0qmdHNv9G1KZHUZDHlWiWhLRsItZ/ogBvYUIrpu246xwYvQHgvv5pEW/UL9mFRqEV33h9cmdHPnyvd588u08TCYTSoWciUOtJ5RG92jB6BV/smTncZRODox/82n/4E8ahZUV+gcXbub3D6TkGY20qBZCp1phAPh5uPJe89r0mbkiv3+gZExP60BAaRuX49ptIIrGHTBl6UldJ3y6x6VLP7KvnSMnP9COzNMXO/8SZP94gmeROMpxrBSOZuZXhdraa+Bofpk3mh3m9lvwEFmR335XyW+/xw9rb26/v/6gGREN2tOx9zDBRT+6HxKJFJPJSKPWbxIW3shKR9Pu0excOZJTuxbh4ORMi95CpPhdq0ZRpnITgsOa4uYZRK3WQ1kzU9j7Glg2krC6widrbl3YycUjq4TnxmigXLVWhEYVXn9FRJ5FYjKZXjzd+AJ+++03Pv74YxITE7l06RKhoaFFn/QCttqHFJ3pb9A29wa37jwoOuNfpFxwyddiw3bX4p0tapV6jf2XbT+l8E/SqLKcrJ3Li874N3Bq0ZeU74YVm3y3z2Zx683i3U9QbsU2dl74Z/enPUuLqg60eNs2Mt0/yc5fqpM+74ti1aEcNJXhcwtZZvmHmDFYSdqcz4vO+DdwGTINzfiBxapDPWYx3YbfK1Yda2eU5uT1lGLVEVnBjSNXi+9+1w1VkpAfCbq48A4N59P5GUVn/Bt8/5Ezk9e84p7fV2Rkdxm7A8OKVUezx5e4ctvWFfSfolJZv9diw5HqRU8+/B3qnjvD5tPFe787hMvQnXv17T2vgqp6E7J2LC0641/EqeV7JIz8a/uvXxbvyT+z64JtALR/kuZVHVmwveh8f4cPWxWd59/IpXb/vlgmTwnbsu//+hL+Uf7WdyZ79uxJvXr1OHPmDCVLvrz7hIiIiIiIiIiIiIiISHEglf333En/rfytwSRAYGAggYGBRWcUERERERERERERERER+c8gfoRFRERERERERERERERE5JX52yuTIiIiIiIiIiIiIiIi/xb+i1FT/62IK5MiIiIiIiIiIiIiIiIir4w4mBQRERERERERERERERF5ZUQ3VxERERERERERERGR/wwSqbhe9roQS1pERERERERERERERETklZGYTCbT//VFiIiIiIiIiIiIiIiI/BNc69r8//oSnkvF9bv+ry/hH+Vf5ea63bViscpvlXqNG3ceFZv8kOCg12LDVvuQYtXRNvcG28/nFKuOVtUcyDi2qVh1ONfuRPr8EcUmX/nRFB4M7FRs8gFKLt7E5tOGYtXRIVxG4+4nilXHvjVRaCd/VKw63EfO58vF+mKT/+1AObpvBxebfADVl3N5MqxHseoImLWaPqNji1XHzxP8OHAls1h1NKykYP/l4rvfjSrLeXTrarHJBwgqF8oXC4vPBoCpH8iZsCqvWHWM7mXHvnJVi1VH41sXuHgrodjkVynn/VpseB061hwzFquO7rWlxF4/X6w6/CpUI/PI+mKTr6jblZRpQ4pNPoDb53PYeLJ42+/OkTKmri/e+/1F1/9NJ0Yxmuvr43+zhoiIiIiIiIiIiIiIiIj8nyIOJkVERERERERERERERERemX+Vm6uIiIiIiIiIiIiIiMjfQXRzfX2IK5MiIiIiIiIiIiIiIiIir4w4mBQRERERERERERERERF5ZUQ3VxERERERERERERGR/wyim+vr4181mFQElyRs4WQc1O7kpaZx6YOvSL9+2zqTRELIhM/wbFYfiZ0M3fFzXBkejSk3F4BSQ/sR0LsTEqmEjFv3ufTRV+SlpJlPj3nymJnTp5KakoLC2ZmPP/mCEiVLWam4fu0qC+bNAiAvL4/QSpUZ+MEg7O0duHD+HD//uIQsvR4kEsIjoninb3+kUssib3HbETpjFD7tmqAoFcih8I6kXrheaHkG9X2D4M8HgFSKZv9xLg+OxpSXV2TaUxJiH7Bi/igy0nQ4yZW8+dFE/ILKWuXRJDxh5YKveXzvOmrvAL6Yus6cZjQa+f3X77h2/ghSmQxnpYqe74/Dy7eEOc/DuCTGLFmNLi0TpcKJ6P7dCA7wtdJx+todhkxfRklfL/OxH0cPwsnBHoBNB06yfNt+TEYTERWDGdGnM/Z2MkG+Np2xu86g02ejdLBnXIuaBKtdbcrqVlIK0/ZfRJOZBcCgOqE0KRuA0WRi1uHLHHsQT57RRDU/NSObVMNeZrnfdt5+qPsOQ6Z0wajPRLN8Nrmxz3yCRiLB/Y13capUA4wGjBlpaH6eR15iHPYBJfHoNRCZqxsmg4Gc+7dIXrkYU67l8yyJcfdZvfArMtK0OClc6PH+JHwDy1mpSE58wupFXxFz/xruXgF8MnmjOe3O1ZMsmfo+Xn6lzMeGRK/C3sHJ/H+AryMjBgXj5mJHRqaBb+ff5f5j288WVK/kyoA3g5A7ycBk4vhZHYtXPuLpF2t7dvSjZUMv8vKM5OSYmLP8PgBSdy+c272DROGMKTuLjC0/Y0yy/kSFQ1gtHCMam/+XuriT9+g2GRsWI3VT49x5AEglSKQyDElxZG5fgSnL+hrVrhJ6NLJH4SQhKwfWHsghXlv453QjQmQ0qmaHRAJ3nhjZeDgXownCy8uoW9nyenRTWholqbsXirZvI5ErMWXrydz2C8akOFs7ajYy/y9xUZH36DaZm5YgdVOj6PQeEokUpFIMmjj021dhyrbYIfPyxf3Nj5A5u2DM0qNdMZ+8uMfWFy+R4NbxLRwrVsuvU+lof1uEISkeAKdKNXDt+BYSqZTcmEdoV8y30uHjIWNgVxUuCimZWUZ+2JjCkwTbT0h4qmQM6OJGST97ErUGRs9PMqfVry6nRW1n8/8erjJuPBDqbXzMA5bPGUN6qg65QknfIePxLxFsJfv6pZNs+GU22VmZIJEQVrM+Xd4ailQqJUufycJpn/HgzjWMhjxm/XrI5triYx7w49zRZh3vDh6Pf4myNjo2/jqL7Px6ElazPp3fGmbWsWjapzy4K+iY+cthGx2Pn8QwdcZsUlJTcXZ25ouPh1CqZAmrPFevXWfW/EUA5BkMVA6tyKD3++Ngb8/2XXvYuHmLOW+iRkOVSqGMG2X92SJPNwndG9vjnF9v1+x7Qb2tIKNxdTskwO0YIxsP5WI0QniIjHphBeqts6XeeiihQy0ZCkfIzoXNxw0kphYqnmplJNQJlSIB7seb+PO0EaMJSvlIaFJVikO+ilsxJvacFz5LIC9ZgopTJ2Dv7k5eWhrXvhxD5u071oIlEoK/GI5Hg7pIZDJSzp7n5tiJmHKFeufo50v5cV+hKFUSk9HAk5VrefLLKvPpsU8eMXfGN6Sl6lA4Kxn08VcElSxtpeLShTOs+HERWVmZSCQSaoTX5s13PzC30b+vX8mBPdsxmoz4B5Rg0McjcVa6mM9/HXa8Dh2auPusXzKSzPw2o3P/b/AJsG4ztIlP2LBkJLEPr+HuGcigCZY24+7V4+xcO52cbOETPyFVG9K826fmcnwcE8vkmfNJSUvDWSFnxLCPKF0iyEr+les3mb5wCQCGPANhoSEMGdAXB3t7jEYjC39awcmz5zEYjIRVDGH4B/2xt7fU3wfxSYxZsg5degZKuRPj33uD4AAfKx2nr99l8IwfrfoHP436ACcHe2KStIxZuo4bD2Pw9/RgdbTtp0CkKi/kbd4yv8/1f/6KUWP9PrevHGX9PleqMDy+Q+bvS5B6+iFv1h2JwgWMBgxxD9DvXgt5ueb8SXH3WbPoKzLTtTjJXeg2cBI+hbTfaxd/RcyDa3h4BTBs0kaexWQy8cPkfsQ8uMq4Rdaf80pJus/BdSPJytDi4ORCgze+wd2nnI2MG6fXcfHAD5hMJvzKRFG34xikMvsi00REXsS/ys210sxxPF6+hkM1WnN3xhLCFn5jkyewzxu4Vg3laP2uHA5vi8lopOSHbwOgblyHwLc6c7xZTw5Htifl/BXKjfnY6vx5c2bSslVbFi75ia7dejJz+lQbHaVLl+H7mfOYNXcRc+b/QIpOx7YtmwFQuij5/MtRzFu0jBmzF3D92hX27bH++Ghx2xG3fgfHGvUm8/5jG7lPkZcKpPy4YRxr/Cb7KzTH0duTEgO6F5lWkDU/jKdO0zf4euYWmnXsx4r5X9vkcVIoadNjCH2GfmuTdvnMPu7dOM+XU9cxYtoGyleOYsuqWVZ5Jv60gS4No9j07ee826YhY5esLdSekr5e/DbhY/Pv6UDySWIy8zfuZOnID/l96hdoUtPZsN/ykp209xydK5di4zsteCe8PON2nrGRrc/N49M/jvNh7Yqs79OcNW81o7q/JwCbrtzneoKOFb2asP7tZkgksOq89cSA+q0PST+4k5jRg0jdvgF136E2OuRVI3EsW5HYCR8TO/5jsq5dRNVZuN+m3BySVy0mZsxgYscPR+LghGurLlbnr18aTVTjbnz5/Z80bvceqxeNsr0XcmdadRtK70HTCi1DL79SfDJ5o/lXcCAJ8MnA0mzZnUCfjy+y6vdYvvyoTKFy0jLymDDzNn0/ucjAEZepFOJCiwZCeQWXVNCxhQ8fjrzMgC8us3FHHEPfKwWAolVvss8fJnVRNFnHduLcro+N7JxLx0lbNtn8M2WkknPlJADG9BTSfv2etGWTSV0yEWN6Ck712tnI6FLfnhPXDXy3JpsDF3Lp1tChUDvcXSS0CLdnweZspv6WjVIhIaqiMAlx+qaBWRuyzb+0TEunXt6yJznnj5D2w3iyT+xC0ebtwu34cYr5Z8pIJffqabMd6StmCGnLvsGUnoJTvTbW19Z9AJlH9xA/aThpu3/H/U3bb3Q6Va6JQ+kQEr79goRvvyD75mVc2/UCQOLgiKrX+yQv+Y74iR9jSEnGpaV1nerb0Y19pzP5YlYiWw9nMKCzW6HlpM82sn53GgvW6mzSDp3TM3p+kvmXkm7g6AVh0Pbrwkk0aN6VifN+p1Xnd1k+Z4zN+QpnVwZ8MoXo2Rv4etpK7ly/wPH9wsBLZmdHq87v8sm4hYVeF8CKRROp36wrE+ZupmXnvvw4t3Ad/Yd/y7hZGxg1bRV3blzg+P4/zDpadu7L8LHP1zFz3gLatmrBT4vn07NrZ6bOnGOTp0zp0sybMY1Fc2bww9yZ6HQpbN76JwCtmjdl0ZwZ5p+HSkWTRg1tZHRpYM+Jawam/ZbN/vO5dG/8/HrbMsKe+Zuy+XZVNi7yAvX2hoGZ67LNvzS9pd62iZRy9o6R+VsNHL1mpEMtWaHyVc7QKEzKT7sNzNtiQOkENcoKg9KsHBMbjhhYuM3AD9sNBHpKqFJaSAuZMJqY1es50aIDD39YTsVvx9vI9uvWGZdKFTndqQcnW3UCo5HAd940p4fNn0Hcxj840bIjJ1t3IWHbDqvzF837jmat2jN78So6du3NvJm2batS6cLwL8cxc8GvfDtzCTeuX+bA3u0AXDh3in27tzHpu4XMXPArwWVDWPXLD1bnvw47XoeO338aR3jD7nz87XbqtenPxiVf2ehwlDvTrOswur1v22Y4ObvS/cPvGfrNFj4ct56Ht89z/sjv5vTv5/9Au5ZN+XXBTHp16ciUWfNtZASXLsmi775h6cypLJs9Da0uld+37QRg2+593Lpzjx+mf8vP86YjkUhY/8c2q/Mn/bSJrg0j+H3yp7zbpgFjlq6z0QFC/2B19BDz72n/wNnJkUGdm/PNwOd/u1feoic5F46SvnQC2Sd3I2/9lk2e3MsnSP/pW/PPlJFKzrVTQmJeHvo9a0lfNpH0n6aAvSOOkc2szt+wLJrIxt34bNqfNGz3HmsXF95+t3xjKL0+Krz9Bji8/SfUPkGFph3ZNI6QiO50+3Q7VRr05+A62/udlvyYs7tm03bgr3T7dAdZ6Rqun1xTZJqISFH8qwaTbtUrE7NaaOTjf9+JU4AvijLWM8AuYSFo9h8zr+Al7TpEQM8OQlrlELTHzmJIF2bSknYeJKBHB/O5Go2G27du0qiJ8KDXqVufpKREYmKeWOlwdHLCzk6YHcvLyyM7JxskQoMZHFwOXz9/ABwcHChdpizx8ZZZLAdPj2K3I/nwabKexL+wLP26tCR+y16y44VVhAeLV+Hfo12RaU9JS9Hw8O4VwusLx6tGNUeniSMx7qFVPmelG8EVauDgKLe5BgkS8nJzyM3NwWQykaXPQKW2zComp6Zz7d5j2tSpDkDT8DDiNToexifZyHoeu09domG1UDxVLkgkEt5oXIsdJy4Awv2+lqCjTQXh5du0rD/x6Xoe6dKtZGy/8ZjKvh5UDxAGRDKpBHeFIwC3ElOJCvLGXiZFIpFQt5QPW69ZVh2lLm44lCxLxon9AGSePYaduyd2Xtarq5hMSOzskdgJjZxErsCgFezMS4gl98mD/HxGcu7fwk7tbT41PUXD47uXqVGvPQBhkS3QaWJJintgpUKhVFE6pGah96IoVK52hJRRsuuQcE0HTyTj7emAv4+jTd7b9zOJTcgGIDfXxO37Gfh6W/LZySTInYRXi1JhR6JGWKmy8ytBzmVhYJh74xxSFxVSdy+eh8y/FBKFC7m3LgoHDHmW2V6JBIm9A2C9cuPsBIFeUs7dEj4UfemeEZVSgtrV1t0lrLSMqw8MpOcv1h2/mkfVsrYd7CAvCUq5cL5EocTOtwQ5V07l23EeqYs7UpXn8+3wKynYcbtwO7C3LmOp0hX7EmXIPC2sxGVdOIFMpUbmaT0jjwmws0din1+nnOQYdRoAHEOrk/v4PnkJMQBkHN6JomZd86kuzlJK+9ubB36nrmTh4SbD28PW/gy9iZsPc8nOKXyV7CllAu1xdZZy7noWGo2GB3euEtVQGCTXqN0MrSaehFjr90eJMhXw8g0EwN7BkaDSISTlX7O9vQMVwiKRO7tQGBYdbQUdtV5SR6kQNIkvp0Or03Hz1h2aNRYGf/Xr1iYxMYknMdYr6k5Ojs+0GTlIJLZ17tqNm+hSUqgTFWF13Fxvb+bX27vPr7dVysi4et+63lYrrN56W+qtwhH8PSRcui/cw2uPTLgqwF1pa3PFIAk3n5jIEJw0OHPbRKWSwvMcpwVdhnDcYIR4rQlV/uqnS1go8b9vBSBx+24c/XyRP7NSpawQgvbocfPqmubgEXw7Cm2Me50ojDk5JG63TM7mapLNf2s0Gu7euk6Dxi0AqFW3EUmJCcTGWE+qlg4uj4/v0zbakVKly5GY30Y/uHebCqFVkCsUAFQPr8XBvZZBmL2HR7Hb8Tp0pKdqiLl3map1hDajUngLUjRxaOJt24yS5Wvi4KjgWfxLhuLhLVyTvYMjfiUqoEsS+koajYYbt+/SvFF9ABrWiSIhScPjWOsVPSdHy3ORm/9ckF+lb997QM2qYdjb2yGRSIiqWY2d+y3eBxqNhqv3n9CmdjUAmtWsTHxyCg/jNTbX+jzclAqqly+F3LHwiRmJQonMN4jcq8L7PO/meaSuL/c+z7t9CQCjLhFj/vsEkwlD3AOkbmpz/vQUDU/uXaZ6XeFeVI5ogS45lqRC7kWpkJrYP6f9jn98iytn9tCoXX+bNH26hqQnlylbTdBRqnILMlLiSNVY67h3eQclKjZB4eKFRCKhQlQP7l7cVmSaiEhR/KsGk9nxiZgMBvP/+sexOAX6WeVJPXcF7zZNkLk4I7Gzw7dLK+QlAoS081dQN6qNg7fwIvDr3g47VyX27sKMe2xsLB4eHshkQsMrkUjw8vImMSHB5lri4+MYOmggb/XsgrPCmTZtO9jk0SYnc/TIQSIia5mPOQX6FrsdL4O8hB/6B5ZBsv7BE+RBfkWmPUWnicNN5YVMJjQEEokEd08/tM+4Jb6ISjUbUTY0gtHvN2b0+425efk4bboPNqfHJevwVLlgV+B++KpVxGl0NrIeJ2roPXYWb0XPYc2eYxYZGh1+nu7m//093YnTaAHhfnsqnLDLd8uRSCT4uiiITbN2i7yXnIqDTMqw34/Sa8Vexuw4jTZTGCxV9FZx4F4s6dm55BqM7Lr1hNi0TPO5du6eGFK0YDSaj+UlJ2LnYT1I0l88RdaNywR+9yOB05bjVKEKus2reBaJgyPK+s3JPG9ZXdUlx+Hq/sy9UPuj07z8vQBITnjEzFFdmTW6O0d3Wev2Vjug0eUUNIP4pBx8PG0HkwVxd7OnYS0Pjp3RAXDnQSbrtsaxcm411iyozhttfZmz7D4AxvRUMFkUGFO1SF3dC5Eq4FilDjmXT1iVLVIZLv1G4jZsGlIPb/SHtlido1JKSMs0YSww7tGlm1ApbTvlKqUEbbolozbNhHsh+SIq2HH2ltChk7q4F2JHMlJXj+fa4VCljrC6+qwd747Adei3yNy90B/aak6SqdQYUnRW+Q3aJGTu1h2crCtnyLl9Fd8Ji/CdsAjH8pVJ3SbMJNu5e2JItkzKGJIThbLOfxbUblJ06UarS9KkGFC7Fb5a9TI0rKHgyAU9BqPw7Lm5e1rVWQ9PX5KfcQcuSIo2ibPHdlMlvP5L6fvLOo7vJqxmg5fSkZikwcPD3arN8PbyJCEx0SZvXHwCAwcPp0vvd3B2VtChTSubPH/u3E2zxo3MHeynFFZvtS9Zb5PTCs8XWcGOszeFeuuqgHQ9Zld0gJRMazfYp7g6S0gpsBKvyzDhZjvWwNlJGHjeihEqUU5CklW7lx0Th6O/dbuSduUq6qaNkCmFds+7dQucAoWBn6JsMDnJWkJnfEv476upPG8GTkEB5nNjY2NReait7renlw9Jic+fWNVqNRw/sp+akXUAKFM2hEvnT6PVajCZTBzavwu9PpO0NMHf19HPp9jteB06UpLjUD7Tfrup/Uh5xTbDfC26RK6c2klItUaAcC/U7iqrttvHy5OERNuJ4Nj4BN4b9jkd3+6PUqGgU+uWAIQEl+bIydNkZGaSl5fHvsPHiEuwPFexsbF4uhXSP0jW2eh4nKCh17i5vDl+Hmv2Hn9puyQu7hgzbNslyYve52G1hcFnwZfnU+wdcAirY5k4RGi/XZ65Fyq1P7pX6EsZ8nJZv3QsXfqOQyItZMIvJQ6FixfSAjqcVX6k66x1ZOhiUar8zf8rVQHmPC9K+19FIpX+a3//Nf7WnsmMjAzWrFnD7du38fPzo1evXqjV6iLPy87OJjs72+qYk5PTc3Jb82TFRuQl/Ina9jOGrGw0+4+hbiI0FMmHTnJvznJqrlmAyWgg/o/dABif2Qv4Mvj4+DJ73mL0ej3Tp03m2NHDNGho2cuVmZnBhOiv6dK1B+XKh7yy/Ndlx/8lj+5eIfbRLaIX7MZJruSPlTNZ/cN4+gyZ8kpyKpQK4M/pX+GikBOfrGPI9OWoXBS0iKz6j1xnntHEyUeJ/NijIV7OTsw9epXJ+84ztW0U7UNLEJuWycD1h3C0kxEZ5MVxie3kQ1E4lCyLfUAJHn/xHqasTFRd+uDx5gdols20ZJLZ4TnwM/RXzqM/f+K5sv4KAaVCGTVnH3KFCzpNHEunfYCzi4qqtVr/ZZkKuYxvvizPb7/HcvOusFzh6+VI/Sh33hp6AY02l04tfRgz3HbfRpHYO+AQWpPUn55x+TEaSFs2GaQyFC2641itPtkndhUu4x/A3g6qBsuYtymbBlX+wt4RewccKtYg7ZfvrY8bDaT9OAWkMuTNu+FYrR7ZJ3e/muigMtj5BRE39kNMWXpc2/dG1WMA2l/mvvp1/k0c7CXUCnMievHLrxoURJ+ZztxvhtGy0zuUKlvpH746i455k4fSouO7xaLD18ebxXNnoNfrmfz9TA4fPU7jhpaBsT4ri/0HDzPne9stAf809nZQtayMuRuzaVD1n9/z5GAHPRvIOHrNSGxy0fmfErf+d5z8/ai+YhnGrCy0R09gyqsNgFQmw71WJGe6vU3m7Tv49+pGpVnTONOl91+6xszMDL4dP4KOXXsRXK4CAJWr1KBDl15Mif4SqVRKZG1hUuHpZMG/yY7XWVYvIkufzopZH1GvzXsElK78yuf7+XizdNY0MvVZTJoxh4PHTtC0QV1aNW1EXGISw76KxtHBgZpVwzh9/mLRAp+hQkl/tn8/AheFE/HJKQyZ+RMqpYIWkVVeWVaR2DtgX6EG6Sum26ZJZSja9yXv/jXybr26HS9i98b5VA5vhndAMMmJT4o+QUTkNfNKw+PQ0FCSk4WW49GjR1SuXJnhw4eza9cuxo4dS2hoKPfu3StSzuTJk3Fzc7P6zZo1C0cfLyQFXuryQD+yHtvOjNyePI+j9btyonlv0q/fIf2aZQ/boyWrONaoG8eb9CT58Cn0j2MxpAkdXT8/P5KTkzHkzwiaTCYSExPw8va20WG+Brmc+g0bc2DfHvOxzMxMxo0eSVStOnTq8oZV/qzHccVux8ugfxiLvKRlplJeMgD9o9gi056iUvuSokvEYBAGsCaTCW1SLO6e1rOnL+LUwc2UqxyFwtlVaLgbduB2vnsggK+HiiRdGnkF7kecRoevWmUlRyl3wkUhuH74eKhoVasa527cF2SoVcQmac15Y5K0+KqF1S4/Pz+SMrPIy59BNJlMxKVl4udi7Ubi66IgPNATb6UciURCmwpBXIoT6rlEIuH9WhVZ2bsJy7s3pIyHK2UKBPDJ0yYhc7Os+ADYeXiRl2y9cuFcuxFZ1y9h0meAyUTG0b04hYRZMshkeA38DEOKFu3qJVbnqjx8SdU+cy80MajUL38vnBRK5ArBlU+l9qV67Tb4ueXSMFS47hpV3FCrHAqagY+nA/FJ2YWJQ+4k5duvQjhyWsvarZaVoAa13Ln3UI9GK7hxbt+fSFgFQa9U6QoSiwKpqzvGVC2F4VChBoakWJtACGaMBrIvHsOxciQOlaNw6TcSgLIBMlwUEgoGcVMpJejSbV00denWK5HuLtYrPiC4FMZrTSTohOPGNG0hdnhgTC28R+0QUh1DUtwL7ci5dByHypHmQwadBpmbyqpOydw9zW7RT1FENCD71mVM+kwwmcg8eQDH/EFSnjYJmYdlJVPm4YVJn4HXp5MBqBTsiEoptbrfajcZmhQDf4XIyk48ScgjJlGoo35+fqRok6zqbHJSHB6evjbnZukzmDVhENUiG9G8g+3+0+fxqjpmT/yIqpGNX0mHl6ea5GStVZuRkJiEt9fz3bPlcjmN69djz/6DVscPHj5KyRJBlMx3Z1S4CJ4mH7/hSLlA23rr/pL11sPFNl+VYBnpmSZ6NxXc+8r4SlDKzbs1AHBTQEqGrfzUDBNuCktGlbOEFIszBg520LuRjBtPjJy4YTnfwdvTqt1z9PclO8a23bs/ZyGnO/bgbI93yLh9l4xbQuCZrNhY0q9dNweiidu0BZdKFZHkr+L6+fmhS9ZY3e+kxHg8vXxsdOgzM5k05jMiourRvnNPq7SWbTvz7cwlTJ6+mEph1VF7eqNQCEGksmPji92O16HDzcOX9Gfa7xRNLG6v0GYAZOsz+Pn7AVSo3oS6rd41H/fz80Oj1Vm13fGJSXh7Pd89VCF3okm9Ouw+KAS5kkgk9O3VjSUzv2Xe1AmUDAqgVAFXXz8/P5JSCukfeKis5Ar9A2ExwsfDjZZRVTh76/5L2WdK0yJ1tm2XTM95n9uXr45BU8j7XCpF0aEvpvRUsvaut0pSefiS9sy90GliUL1CX+re9VMc3bWCKcObsXDCW2Tr05kyvBnp+dfp7OZLZloixgI6hJVGax3CamWM+f903RNznheliYgUxSsNJq9fv05e/urYyJEj8ff358GDB5w8eZIHDx5QpUoVRo2y3Vj8LCNHjiQlJcXqN3ToUFIvXMW/h+Dz7dOxBVlP4sm8a73/RerogJ1K6Mzbe6goM7w/92YuNac7+giNvFTuRLlRQ7g3y5KmVqsJLluW/XuFFYCjRw7hqfbC3z+AgsTEPDHbmZuby/GjhylVWghGotfrGTd6JDVqRtCjl+1G7Zyk5GK342WI3bgDn3ZNcPQRXu4lB/YiZs3WItOe4uKmJqh0RU7nuxFeOLELldrHKhJrUai9A7l1+QR5+fvDrpw9YBUN1sNVSYWSAWw7eg6APacv4e3hRgkf6wYpUZeKMX9AmKHP5tD5a4SUFNwxmoZX5sD5qyTp0jCZTKzbd5wWUcKKpVqtpoKXim3XhT2Oe27H4K2UE6Sy3ijUvFwAV+K1pGcL13nkfhzlPIWOXnaegdQsYc+fVp/Nj6dv8k5Ny0qbMS2FnId3cY5qBICiRm3ytBryEq0bm7zEeJwqhEG+G4q8Sji5Mfl1QirFc8BnGDPSSf7FNoiB0k1NQOlQzh4W9uFeOrkTlYcvnr4lX1D61qRqE81lmKXP4Oq5A9yPz+XAVeHYb7/HcuteBs3rC2XfIMqDRE0OMfG2g0knRylTv6rAqfMp/LohxiotNj6byiFKnByFV0vtGioexghuxXlxj8yDJvuQ6hjTdBi1tu6CAA5V65B94ajVMamrB9g9XWWR4FChBnmJT8i5fEJYrQQOXMjjSZKR6uWEjlpYaSkpGSY0qbad5sv3DISWlKHMn1uoFWrHhTvWg6mIEBmnrls8AkyZ6RjiH+NQKSLfjmqCHbrC9/k6VKlNzkVrOySu7lZ22IdUx5BgmW02pqeS++geinx3T6eqURh0GnOU1qcYNAk4lqsM+Z1Sp0o1zFGEs6+dxz6wNHbewnPiXK8FGSf2kzjtSwC2HsrgfmwudaoKxkdUckKbaiAh+a8NJhvWUHDgrGXEoVarKVGmAicOCHtuzh7bjbvaG28/6/dHlj6TWeMHUbl6Hdp2G/BKOi06hHfX2eO7Ual9CtUxe8JHVKpWl7ZvvJoOd5WKssFl2L3vAACHjhzDy1NNwDMuiU9iYq3ajMPHT1CmtPXz+efO3bRuYQnMkZmWAsDMddnsP59fb8vn19syUlLSC6+3l+4aCC31TL29bX3fIivI2H8+j5nrhOf36DUTsckQVkoYJFYMkpCaCVrr7eOAsJ+yfIAE53xnoZplJVx5ILwn7PMHkndijRy+Yn1taVeu4dNR2L/q1aoZ2XHx6B9aR7WWOjhg5ypMLtm7qyjxfl8eLvkRAM2BIzj6+uDgI0zuqhvWI/POPXOUcbVaTeng8hzcJwRwOX5kP2pPL/z8A6106PWZTBr7KdVqRtK15zs29mnz3b+zs7JYvWIpHbv2MqflJicXux2vQ4fSVY1fyVAuHBXajCund+Lq4YPa5+XbjOwsYSBZLqwejTp8aJWmVqspF1yaXfl7HA8cPYGXWk2gn/VEzuPYuALPRR6Hj58iuKRwDdk5OaSlCxVQl5rKyg2/06tzBysdFUr6s+3YeQB2n7mMt7sbJXysvd9s+gcXrlOhhD8vw9P3uX2o8D63K/8y7/Nj1gclUhTt+2LSZ6Lfabt1Remmxr9UKOeOCPfi8qmduHn44vkK9+KD0b8yYuYeRszYzQejf8VRrmTEjN0o891x5Uo1av9Qbp8XdNy/vBNnNx9c1dY6SlVuwcNre8lMS8RkMnH9xGrKVGlTZNr/KlKZ5F/7+6/xl91cjx07xsKFC3FzEzrdSqWS6OhoevbsWcSZ4OjoiKOj7V6sk8PGErZwMmU+e5+81HQufSREo6o0ZwIJ2/aS+Oc+7FxdiNz2EyajCYlUwoMFv5C4fb9ZRvimJSCVInWwJ+a3zTxctMJKx0dDhjNr+lTWrl6JQuHM0OGfATBn5vdE1qpNVK06XLxwji2bNyGVSjEYDFStVt08cPzj9w3cunmd7Owsjh0VZtjq1mtA956WKGtXitmOyvOj8W7dCEdfTyK3LiUvLYP9FVsQtmgi8X/sJWHLXvT3HnNz/GxqHxBebskHT/Jw8WqAF6YVpPuAMayc/zW7Ni3BSe5M7w8nALBq4VgqhzciLLwxOdl6Jn7cjrzcXLIy0xjzYVMi6renfe+Pqd+yF/FP7jH1865I7exwVXnSvf9oKx2j3u3C2CVrWLZlH85yR8a91w2A8cvW0bB6KA2rh7Ln9GXW7T2GTCbDYDDQLKIKHeuHAxDoreaDTs3pN0kYhNWsUIaujaLM8r9qWo1xO8+w/NQNnB3sGdu8hiB/91kalvGjYRk//FwV9IsIod/aA0iQ4K2UM6ppNQDSs3MZuP4QUokEo8lEr2plaVDGuiOp+XU+nu8Oxa1NV4x6PZqfhGiPHm8PQn/xJPoLp0jbvw17v0D8x8zAZDBgSNWR/OsCAJzD6+FcozY5j+7hN3oGANm3r5G8arFZR9d+41i96Cv2bl6Mk1xJ94GTAFj7w2hCazSmUs0m5GTrmfppG/LycsjKTGPi4MbUqNeeNj0/4dKpnRzb/RtSmR1GQx5VoloS0dA6uuf0xff4clAZ3uzsT6Ze+DTIUz57vzRHT2s5ekZH1za+VCjrjJOTlPpRwirw/mPJrNgYw6GTWkKClSyaUpncXCP6bCOTZt1m0bdhZG5fiXO7PjjVaSl8GmTrLwAoWr9J7q2L5OYHNJB6eGPnHUj6NevIuzLvAJwbCp0NiURCXtwj9Ltso/9uOJRL90YONK5mR3YurN1v+cRK1wb2XH1g4NoDI8lpJnadyeWjjsK76G6MkRNXLZ1yTzcJ/mopy+7mWMnP3LEKRZu3cawt2JG57VcA5K16k3v7kjkwg9TDG5l3IDnXF1jb4RWAvIEw2YREgiH+Efrd1lEKdWt+wL33R7g07yR8GmSlIEPV832yLp8m6/IZ0g/twM4nAO8vpoExD0OqDt0aYVXblJ2F7rdFePT/DIlURm7sI7Qr5lnpWL45hYGdVXRooESfLXwa5Cn9Orpx7kYW565n42APU4d5Y2cHCkcpMz/z5sgFPWt3CZ8q8vWUUcLPjhO/ZFnJf+uDr/lxzhi2rV+KXOHMO4OjAfh5XjRVIhpSLbIRe7au5N7tK2Rn6zl7fC8ANes0p+0bQpCJ6OHdSUvRkqXP4Iv+LQkJi+C9YRPNOt58fzQ/zh3DnxuW4qRQ8u6gfB3zo6ka0ZCqEY3Yu3WFWce5E4KHSc3azWmTP7AcP7wbaamCji8HtCCkcgT9hk0y6xg++EOmzpjNyjXrcFYo+Oxj4fMC38+eR+2oCOpERXLu4iU2bd6CVCrDYDRQvWoV3uppiZD96PET7ty7R6P61u+/gmw4IERwbVLdjuwcWFOg3r7R0J6r9w1cza+3O0/nMqiTUG/vxBg5fs1Sb72e1ts71vV22ykDHWrJqBcqfBrkjxOWc9pFSrn5xMTNJyZ0GXDgspF3mwkD2wcJJs7eFgaOUeUl+KvB3k5Kflwzrj0UOvI3Rk+g4rcTKPlBf/LS07k+QoisGzJpLEl79qPZewCZi5LqK5aC0QRSCY9/WolmrzBQN+r13BgzkSo/zBGCt6Wnc+XjL6xsGDj4c+bN+IaNa35BrnDmo48Fj4QFs6cQHlWPiKh6bNu8jts3r5GVlcWJo8LqcO16jenaQ4gePWH0p5hMRvJy82jQpAWt2nW10vE67HgdOjq8G83GJSM5uGURjnIlnd8TIt9uWvY1IdWbULG60GbMGtGavLwcsjPTmTa8EVXrdKBFt084tvMXHt+7RE62nqunhQn4ShEtadThAwA+/XAAU2bPZ8W6TSjkckYMFQacU+cspG5kOHWjwjl38TLrt/yJTCrFYDBSo0pl3u4htDsZmZl8PCoaqUSK0WSka7s21ImsaWXD1306MWbZOpZu3Y+zkxPR7wn3Knr5BhpWq0ij6hXZc+YKa/edEHQYjTQPr0zHeoIcfXYOnb6aTk5uHun6bFp+OoW2tasz9I2WZh36nb8hb/MWjrVaYMrJQv9n/vu8ZS/hfX7nMgBSd29k3gHkXj9rdY32FWpgX74ahoQnKN8RJuvyntwla7elberSbxxrF3/F/j8W4yhX0m2A8H5Zt0Rov0NrCPfiu8/bYMhvv78Z2pgaddvTqscnvAx1O0VzcN1ILuxfhIOTkvpdhft9aMPXlKjYhJIVm+DqEUT1ZoPZskjor/qVjqBCpPCeelGaiEhRSEwmk+3U53OQSqXEx8fj5eVFQEAAO3bsoHJliw/9gwcPqFChAnq97bfpXobtrhX/0nkvS6vUa9y486jojH+RkOCg12LDVvtX36P5KrTNvcH28zlFZ/wbtKrmQMaxTcWqw7l2J9Lnjyg6419E+dEUHgzsVGzyAUou3sTm039ttehl6RAuo3H3f3aP5rPsWxOFdrLt5y3+SdxHzufLxX/t3fMyfDtQju7bwUVn/BuovpzLk2HPD2P/TxAwazV9RhdvYIWfJ/hx4Epm0Rn/Bg0rKdh/ufjud6PKch7dulps8gGCyoXyxcLiswFg6gdyJqwq3v32o3vZsa/cP7OH/Xk0vnWBi7defb/6y1KlnPdrseF16FhzrJDgMP8g3WtLib1+vlh1+FWoRuaR9UVn/Iso6nYlZZrtdyf/Sdw+n8PGk8XbfneOlDF1ffHe7y+6/m8GjLnTp+3/9SU8l+Cftxad6X+IV16ZbNq0KXZ2dqSmpnLjxg2bweTLBOAREREREREREREREREpDiTS/5476b+VVxpMjh071up/pdJ679kff/xB/fovF9ZdRERERERERERERERE5H+XvzWYfJZp06a9MF1ERERERERERERERETkv8Hf+s6kiIiIiIiIiIiIiIjIvwmJ9H9zr+f/ImJJi4iIiIiIiIiIiIiIiLwy4mBSRERERERERERERERE5JUR3VxFRERERERERERERP4ziNFcXx/iyqSIiIiIiIiIiIiIiIjIKyMOJkVEREREREREREREREReGYnJZDL9X1+EiIiIiIiIiIiIiIjIP8GDgZ3+ry/huZRcvOn/+hL+Uf5Veyb/PJdbrPJbV7dnwqq8YpM/upcd+y/ri00+QKPKcrafzylWHa2qObDVPqRYdbTNvUHmshd/t/TvougXTebBNcUnv0F3snb9WGzyAZyav0vWzuXFq6NFX7K2LCheHe0+5Mrt2GLVUamsH0v2FJ/8/k3h8u244lMAVC7ry/HrKcWqo1YFN27deVCsOsoFl+TGnUfFqiMkOIiTxVhWkRXceHLzUrHJBwgoH8a+S8XbZjQOk3PxVkKx6qhSzpsDVzKLVUfDSgrmbC2+ue8hbSUcu5ZabPIBald0fS19hMeDuxWrjsC5a0k7vb1YdbiEtyL50uFik+8RVo+MoxuKTT6Ac50uxF4/X6w6/CpUI+PYpmLV4Vy7U7HKF/nfR3RzFREREREREREREREREXll/lUrkyIiIiIiIiIiIiIiIn8HiVRcL3tdiCUtIiIiIiIiIiIiIiIi8sqIg0kRERERERERERERERGRV0Z0cxURERERERERERER+c8gkUr+ry/h/xvElUkRERERERERERERERGRV+ZftTKZGPuAFfO/IiNNh5NCSe8PJ+EXVNYqjybhCSsXjOLJ/et4eAfwxbfrzWkn9m/kwJ+/mv9PSY4nuEJN+n06y0qGhxI61JKhcITsXNh83EDicyKCVysjoU6oFAlwP97En6eNGE1QykdCk6pSHPJL8FaMJWR5fMwDfpw7mvRUHXKFkncHj8e/hLUd1y+dZOOvs8jOEsKEh9WsT+e3hiGVSsnSZ7Jo2qc8uHsNoyGPmb/YhsdOiH3AivmjhLKSK3nzo4nPKauveXzvOmrvAL6Yus6cZjQa+f3X77h2/ghSmQxnpYqe74/Dy7cEAKEzRuHTrgmKUoEcCu9I6oXrhZZPUN83CP58AEilaPYf5/LgaEx5eUWmPeVBchpjth5Hp89B6WjP+DZRBHu52ei5lajj211nSM7IBmBQgzCahgQVmfYgXsOY5evRpWWilDsxvm9nggN8rGSfvnGPwbN+pqSPp/nYTyMH4uRgz8lrd5m9YSeZ2TlIgPpVQhjapTnSAhu7HyQkM/qXLWjTM3GROzL+7XaU9fOy0nHq5gMGLVhDKW8P87GfP+2Dk4P9C9OsdPy61aLjrba2Om49YNCCtdZyPnnbLOdWTAJT1u5CkyaE8B/crgHNqlk+AfMgUcvoVTvRZugFHT1bUNZXba3j9iMG/bCJUt7uFh1De+Jkb4fRaOL7Pw5y9MYDZFIpbgonxnZvRglPlTlvzJPHzJk+mdTUFBTOzgwZPoISJUtb6bhx7QqL5k0HwGAwUCE0jP4fDMHe3gGA3Tu2snHdSoxGE2FVqzPwo+HY2QkPojbhPtt+GoE+Q4ujk5LWfabg6V+OZ7l4ZC0ndv6AyWSkZEgtmvUci0xmz6Vj6zmz72dzvnRtHIFlI+j0/lwrG+ZO/8Zsw+DhIwux4TKL580AIM+QR8XQMN77YOgzNqzAlG/DgI8+MdsAEBfzkB9mRpOWpkOhUNJ/2BgCSwRb6bh68RRrfp5Htl4PEqgWXpdufQYjlUpJjI/h8w+6EFTScs7gL7/Fxy/Q/P+TJ0+YMX0aqSkpODs78/Enn1GyZCkrHdeuXWX+vNnCvcgzEFqpEu9/8BH29g4vTHtaTjOnTyU1RSinjz/5ghLPyL9+7SoL5gnv57y8PEIrVWbgB4Owt3fgwvlz/PzjErL0epBICI+I4p2+/a2evbiYhyyaGU16mvCuHVhIOV3JL6csvR6JBKqG16VHgXL69JlyGvpMOT2OiWXKjDmkpqbhrFDwxceDKV0yyFrH9RvMnP+D2Y6w0IoMfr8fDvb2GI1GFi77mVNnzyOTSXF1ceHTwR8Q4O9nPj8+9gE/zRlttuOdwePxDyqkzVghtBkSoHLN+nR+c5i5PC6ePsj6n6djNBoIKFGOdwaPR65Qms+PffKIuTO+IS1Vh8JZyaCPvyLomXp76cIZVvy4iKysTCQSCTXCa/Pmux+YdWxat4L9e/7Ezs4eBwcH+g4cRrmQUMGGmAcsnzPG3O71HTIe/2fuxfVLJ9nwy2yyszJBIiGsZn26vDXU3O4tnPYZD+4I7d6sXw/xLLrE++xe9fT5dqFpr8mofW2f76vH13Fmr/B8B5atRcM3xiCTWd6nJpOJTQveJfHxVQZ+c8rq3LiYhyyZNY60tBQUCmf6Dx1LQCHP3tpf5pqfvao165mfvYL8MGscR/ZtZd6ve3FWulju92voI9h5+eL+9mCkShdM+kySf5lHXtxj60wSCW6d++BUsRomowFjRhralYswJMUhcXBCPeBT7IPKIJHKiPniXatTH8YlMG7hCnRpGSgVTox9/02CA/0oDJPJxIffzOP6/cfs/2EKAMcuXmPOqj/MeZJT01CrXFkx6XPzsUex8Yyfs5SUtHSUCjlfD+5HmaCA5+oYEv0dN+4+YNfPwvs6Jj6Rr75fgNFoxGAwUDLAjxEfvIOr0rmAHUmMWbIWXXoGSrkT0f272fYRrt9lyPTllPS1tLk/fv2huW3ddPAUy7cewGQyEVExmBFvd8TeTmbO+zgmlskz55OSloazQs6IYR9RusSz75CbTF+4BBDep2GhIQwZ0NfyDvlpBSfPnsdgMBJWMYThH/TH3t7SZgh2rBb6Ooqndvha23HtDkOmL7O2Y/Qgix0HTrJ8235Mxnw7+nS2skNE5Hn8qwaTa5ZEU7tpN6IadeL88Z2sXDCKT79ZbZXHSaGkbY+h6DPT2Lp6tlVaVKPORDXqbP5/ymedqFmvnY2eNpFSzt4xcvGeiYpBEjrUkrF0p8Emn8oZGoVJ+WGHgYws6FFfSo2yEk7fMpGVY2LDEQO6DJBJ4a0mlgduxaKJ1G/WlTpNOnLm2C5+nDuGr6autJKtcHal//Bv8fINJDcnmxnR73N8/x/UadIRmZ0dLTv3xVnpyvdj+hdeVj+Mp07TN8xltWL+13w2+TebsmrTYwhZmels/c26rC6f2ce9G+f5cuo6ZHb27Fi/iC2rZtF3+PcAxK3fwd3vllB7v/V1F0ReKpDy44ZxOLIz2fFJhG9YQIkB3XmwYOUL0woyaccpulYLpkNYGXZdf8SYbSdY8U4Lqzz63DyGrz/EhHa1qB7ohcFoJCUrp8g0gEm//E7X+uF0qFuDXWcuM2b5RlZ8/YGNLSV9PFk9dpDNcVdnJ6YM7E6glwfZubl8MP1Hthw7T4e6Ncx5Jvy2na51q9GxVhV2nbvOmF+2sPKLvjaySnl7sGbke4WW5YvSzDrqVLXo+HUrKz9/t3A5I/rZHNfn5DJs8Xomvt2OGsFBQjllZFnrWLeHrrUq0zGyErsu3GLMbztZ+XGvQnS4s+bTt2yO779yh/P3Y1jz6ZvYy2Qs3nWCOduOMK1PW3OehXO/p3mrdjRp3pqjh/czZ8YUps1cZC2/dDBTZy7Czs4Oo9HI1G/GsH3L77Tv3I34uFhW/bqM72YtRuXuweTxo9i1/Q9atxOe+50rx1C1Xncq1+7CjbPb+fPnEbw9Yr2VfF3SIw5vmUWfERtxdvVk48IPuXB4DTUavklY7a6E1e5qzrt8QjsqRra3On/R3O9o1qo9TZq35tjh/cydMZmpMxc/Y0NZvi1gw7RvRrN9yybad+5OfFwsv/26lGmzfkDl7sGU8V9Z2QDw4/zJNGrZmfpN23HqyB6WzBrPuO9/stLhrHTlo88m4e0bQE5ONlPHDObIvm3Ubyq88+RyBRNmrrC5T0+ZN2cmrVq1oVnzFhw+fJCZ079jxqy5VnlKly7DjJlzzXZ8M2k8W7f8QafOXV+Y9lR+y1Ztadq8JUcOH2Tm9KlMnzXfRv73M+eZZUyZFM22LZvp2PkNlC5KPv9yFL5+/uTk5DD6q8/Zt2cXTZu3NJ+/bP5kGrfsTIOm7Th5ZA+LZ41nfCHlNKhAOX07ZjCH922jQYFymvSCcpo+bxHtWjanVbPGHDhyjKkz57JgxrdWeYJLlWLB9ClmO8ZO/o7ft26nW6f2HD1xmsvXrvPD7O+ws7Pjl9XrWPLzSsaO+NR8/spFE6nXvCt1Ggttxk9zxzDy2+e0GT5CmzFz/PscP/AHdRp3JEufyS8LxvHp+KX4BpRm1ZLJbFu3mK59PjGfv2ieUG8bN2vDscP7mDfzG6bM+MFKh1LpwvAvx+Hj609OTjbjvx7Ogb3badysDffu3mLH1o1Mn/8zcrmCg/t2sHThTKbMEOr+rwsn0aB5V+o06cCZo7tYPmcMo6atsLFhwCdTzO3e9HEfcHz/Fuo06YDMzo5Wnd/FWenGd6MLb/f2rR1LpVrdqRjZhdsXtrNn1Ui6D19nlSdV85jj22fR45MNKFw82brsI64cW0OVem+a85w/8CNu6hIkPr5qo+OnBZNp2KIz9Zu259TRPSyZHc3Y7362yuOsdOXDTyfh7RtITk4208YO4si+rdRvanlXnD62F5ld4V2s19FHUPV8n4wju8k8sR95tVp4vD2IhGkjrfI4hYXjWCaE+MmfgdGAS8suuHXoRfKyGZiMeaTt+h1jRjpew8bZyP9m6Ro6N65D+4ZR7D5xnuhFK/h5wmeF2/vnfgK9Pbl+3zKYrV2lIrWrVDT///G0RYSHWk8MfLvoZzo1b0DbxvXYe+w0E+cuY9m3owvV8duWnQT4eHHjruUbup4eKhZOGIGTozDBNWPZSpau+Z3h/Xqb80z8aSNdGkXSoV5Ndp+6xNgla/l17GAb+SV9vfht/FCb408Sk5m/cRcrxw1B7apk+Oxf2HDgJD2a1jbn+X7+D7Rr2ZTWTRux/8hxpsyaz6LvJ1vJCS5dkkXffWN+h4yZMp3ft+2kW8e2bNu9j1t37vHD9G+xs5Px3bzFrP9jGz27dChgxwa6NIyiQ/1wdp+6mG/HkMLtmPDxc+zYycpxw1C7KRk+6yc27D9Bj2Z1Ci3v/wXEaK6vj39NSWs0Gh7evUJ4faGBrxrVHJ0mjsS4h1b5nJVulKlQAwdH+Qvl3b91kfTUZCrXbGR1XOEI/h4SLt0XVhKvPTLhqgB3pa2MikESbj4x8bTPfea2iUolhSKL04IuQzhuMEK8VpCXmpLMgztXiWoodKBr1GqGVhNPQqy1HSXKVMDLV5j9tndwJKhUCJrEGOF/ewcqhEUid3ahMNJSXr6sgp9TVhIk5OXmkJubg8lkIkufgUptmY1LPnyarCfxhep/il+XlsRv2Ut2fBIADxavwr9HuyLTzDoysrgal0ybSqUAaBYSSHxaJg+1aVb5/rz6gDB/NdUDhdk0mVSKh8KpyDSNRsPVBzG0qVVVkF+jEvHaFB4maF5oV0EqlPAn0EtY6XO0tyckyI8Yjc6crknL4OrDWNpGVBZ0VAshTpvGw8Tkl9ZRFJq0DK4+iitEh/alZfx5+ipVSgVQI1iYDZVJpXi4KAroyOTqowTa1hQa92ZVyhKnS+Nhku6ldUgkEnLzDOTkGjCZTGRk5eDtZnmwdDotd27doGGT5gDUrtsQTWICsTHWs+WOTk7mVbq8vFxysrMhf+vDsSMHiIiqg7uHGolEQss2HTh0YI9gg0ZD3MPLhEYKDWz56i1J1cWhTXhgJf/muR2UDWuC0s0LiURCtfq9uH56i409MfcukJmmoWyVJuZjKc/YUKtuQzSJiS9hQw4SiSTfhv1ERNU129CiTUcO59sAkKpL5t7t69Rp1AqA8DpNSE6KJz72kZWOkmVC8PYVZukdHBwpUbo8SQkxhdwZW3Q6Lbdu3aJxk6YA1K1bn8SkRGJinljlc7KyI4+cHIsdL0rTaDTcvnWTRk2aAVCnbn2SCpHv+IyM7JxsyJcRHFwOXz//fPscKF2mLPHxceZzNRoN925fp25+OUU8p5xK/Y1y0upSuHnrDs0bNwCgQZ1aJCRpeBIT+0w5OT63LCQSyM3NIycnF5PJRGamHi9Py4q/uc1o8BJtho+lzQgsFYIm344r5w4TVLoCvgHCSmPDlt05ddjyUfkUnZa7t67ToLEwUVerbiOSCnn2SgeXx8f3aZk7Uqp0ORLzy1yCBIMhj+wsoUHMSE9H7Sm8dzUaTX6710awofZLtnulQ8z3oqh2T6PRkPDoMiE1hec7uEpL0nVx6BKtn+/bF3ZQulITnF2F57ty7Z7cOrfVIifuFvcu76Fm0wE2OoRn7xp1GrUGILx2EzTPffYCzeUk1ClLnUjRadiy7kd69Rtuq+M19BGkSlccSpQh89RBAPTnjyNz90Tmab1ShckEdvZI7IWVKamTAoMuv+3KyyP75mWM+gwb+RqNhmt3H9K6XjgATSOrEq/R8Sgu0SbvncexHDh9iXc7NCv0WgEStSmcunKLNvUirHXcuU/LBsKgrHGtmsRrknkUa9svufvoCQdPnuPtzm2sjjvY25sHkgaDEX12jvn9ApCcms61+09oU7uaYEd4ZeKTU3iY3295GXafvkzDahXxdHNBIpHwRqNIdpy4YE7X6lK4cfsuzRvVB6BhnSgSkjQ8jo2zkuPkaHmH5OblkZ2TY273bt97QM2qYdjb2yGRSIiqWY2d+y0r98mp6Vy795g2darn2xFGvEb3anacukTDaqF4qvLtaFzLyg6R/1vmzZtHqVKlcHJyIioqipMnT74w/8yZMwkJCUEulxMUFMTw4cPJysp64Tl/h1caTJ49e5Z79+6Z///ll1+oW7cuQUFB1KtXj99+++0FZ7+Y2NhYXFVeyGTCwySRSHD39EObFFvEmYVzYt8Gwuu3R2Znb3XcVQHpeuEd+pSUTHBztt2o6+osISXTklGXYcJNYZMNZydh4AmgTYrDzd3Tyg4PT1+Sk+JsT3yqX5vE2eO7CavZ4KVs02nicPubZVWpZiPKhkYw+v3GjH6/MTcvH6dNd9vZuBchL+GH/oGlc6h/8AR5kF+RaU+JS8vEUynHLn/2SCKR4OuqIC410yrf3aRUHGQyhq47SI/l2/l6y3GSM7OKTIuNjcXTTYmdTGaR7+FGnCbFxpbHicn0mjCfNycuZM2+E4Xam5SSxu4zV6hfxeIaGq9NxdNViZ2sgA0ersQm2/pNP0rS0WPKMnpPXc7qg2deOi1em2arw92V2GRbOx4l6ejx7XJ6T/uR1QfPmo/fiUvC3k7G4IVr6T5lGaN+/oPkNEs5x+vS8HR1ttahciH2mYE9wCNNCj2mr6D3zFWsPmJpbBqGliE8OJAm0YtpGv0DJ24/YlAry+ysJjEBdw+1Vb319PYhKTHBRkdCfCzDB7/Hu706onBW0qptJwASE+Lx8rZ0iLx9fM3nx8bG4uzqhbSAfFd3P1K11gOH1ORYXD0srlKu6gBSk22fnUtH1xEa1dHKPS6pUBu8n2vDJ4P70bdXRxTOzrTMtyEpIR4vb8vEjWCDpYOkSYpH5W6tw8PLF03i898hOm0Sp4/uoVp4PfOx7Cw94z59hzHD32bTb0swGizeF0mJiXh4eCAr8Gx4eXmTmGBrR3x8HIMHfUDvnm/grHCmTdv2RabFxsa+kvyhgwbyVs8u+TI62OTRJidz9MhBIiJrmY/FxsbalJPay5ekIsrpVCHlNObTd/h6+NtsfKacEpOS8PBwt7LD28uT+ETbTlpcfAL9h3xKpzf74axQ0LGNsIJaOzKcqmGVeKNPf97oM4CzFy7R980eFtsKaTPcX6LNOHd8N1Xy24zkpDjUXpb3q6e3Pym6JAwGYVtBUlICqmfrrZePVb17Fq1Ww/Ej+6kZKaxMlCpTlrYduzOof3fef6cLW39fQ7/3PwaEe/GX2r1ju6kSXv+5eQpS2POtVPmRrrN+dtN0Mbi4+5v/d/UIIE0r5DEYctm3ZjSNukUXumqRXMizp36JZ+/U0T1Ui7DUqeXzJtH9nSHI5c42+V9HH0Hm7okhVQdGo/mYITkJOw9Pq3xZl8+QfesKft/8gN83P+AYEkbqltUURWxsLGp3N6u21UftTpzGeoIzL8/ApCW/8dV73ZG+IBjKHwdPUKdaRTzcLIPj2NhYPJ/V4akmPsl6ojYvL4/JC37iy/f7ICvknubm5tHns3G07jeMR7HxDOje0ZwWl5yCp8rFuo+gVj2nj6Ch99g5vBU9lzV7j1lkaHT4qS3bPvw93YkrMOGckKRB7a6ytsPLk4RC3iGx8Qm8N+xzOr7dH6VCQafWwjskJLg0R06eJiMzk7y8PPYdPkZcgmXgHpese44dOhsdgh2zeCt6Dmv2PGOH57N2vPyEtUjxsXr1aj755BPGjh3L2bNnqVq1Ki1btiShkPYUYOXKlYwYMYKxY8dy7do1li5dyurVq/nqq6+K7RpfaTDZt29f7ty5A8CSJUt4//33CQ8PZ9SoUURERDBgwACWLVtWpJzs7GxSU1Otfrm5uX/NgsLkZ2Vy9tif1Grc5R+T+Twc7KBnAxlHrxmLzlwI+sx05k0eSouO71KqbKV/+Oqez6O7V4h9dIvoBbsZv3Av5SvXYvUP41+b/lfBYDJy4kEcX7cM57d3W+LtIuebHaeLTHtZKpTwY/vUz1k1+iOmf9SLdQdOsfPUJas86foshs1ZwTst61GpVOF7Nl5ExSBfdk4cxOoR/ZgxoCtrD59jx9lrRaa9ko5AX3ZO+IjVX/ZlRv8urD1ikWMwGjlx4z6je7Zi9Zd98Va5MGnNjr+gw5udo/uz+pM3mfFuO9Yeu8SO8zcBuPI4nttxGnaN6c/uMQOIKhvEhHV7X1kHgLePHzPmLmXprxvIy83hxNGDf0nOXyUnO5PrZ7YSVueNvyzD28eP6XOXseTXDeTm5habDfrMdGZO/JQ2Xd6mdDlh/5rKw5OZy7Yy7vuf+GL8XG5ePc+fvz/flfNF+Pj4MnfeQn5ZsZrc3ByOHj38UmmvIn/2vMX8tGItubm5HHtGRmZmBhOiv6ZL1x6UKx/yHClFo89MZ/rET2nb5W3KFCinWcu2Mv77nxgxfi43rp5n218sJ18fb5bM+Z71P/9Abm4uh44Jk1I3bt/h/oOHrPlxMWt/WkyNqmHMmL+4CGkvtmP+FKHNKFlMbUZmZgbfjh9Bx669CC5XAYD4uBhOHD3InMW/seinDbTt2J0ZU8f+Jfn6zHTmfjOMlp3eea3t3qkd8ygT1hwPn+CiM78E+sx0Zk36hDad+1C6rFCnDuzahNrLl9AqEUWc/fI6iquPYF8iGHu/IGK/fp/YUQPJvnEJVU/bFdu/yuIN22kcUZXSz+zdK4jJZGLzgRN0bFTruXlexNK1m2kUVYNSgf6Fptvb2/Hzd+PYumQGJQP82LTrwCvrqFDSnz+/H8nK6CF8P+Rt1u07yc6TF//S9b4IPx9vls6axoYfF5OTl8vB/HdIq6aNiKxRjWFfRTPsq2iC/P2RyV7dsbBCqQD+nP4VK6OH5dtxnJ0n/8OrjxLJv/f3CkyfPp0BAwbQt29fQkNDWbhwIQqF4rnjraNHj1K3bl169+5NqVKlaNGiBb169SpyNfPv8Eq18datW5QrJ/i0z58/n1mzZjFr1iw++OADZsyYwaJFi/j++++LlDN58mTc3NysfqtXryZVl2ieSTWZTGiTYnH3LHxD94s4f3wnvoFl8Q0UGgx/Dwl1Q4RZwDK+EpRy63vppoCUDJONnNQME24KS0aVs4SUAotmDnbQu5GMG0+MnLghnO/u6UuKNsnKjuSkODyedS8BsvQZzJ74EVUjG9O8w9svbZ9K7UvK3yyrUwc3U65yFApnV6RSKZENO3D7yqmiTyyA/mEs8pKWgZW8ZAD6R7FFpj3F10VBUrqevPzZU5PJRFxqJr6u1su/fi7OhJfwwdtFgUQioW1oKS7FaIpO8/MjKSWdvPyVBpPJRFxyCr5q6wA/SrkTLvmusT4ebrSMDOPsLYvrVEZWNoNm/UyjahV4u0Vdq3N93F1JSk0nz1DAhuRU/Dxcn9HhiIvcyXxO65qhnL39qMg04ZiLrQ5tKn4ez9pRiJw7ghw/d1ciypXAJ9+FpW1EJS7et6zY+ahcSErNsNahS8PP3dqNSunkiIvc0XxO6+rlOXtXWIH+4/Q1IssG4Sp3QiqV0D4ilFMF7FB7eaNN1ljV26SEeDy9vHkecrmCeg2acHD/bgC8vH1ITLDM4CfEx5nP9/PzIyM1EWMB+anaWFzdrTsZrh5+pCZbVs1TNU9w9bB+dm6e3Y7arxyeftZBMTwLtSHhJW3YJcjw9iExwbIiJNhgWalUe/qg01rrSE6MQ+1l+w7RZ2bw3bhhVI9qQKuOlj1h9vYOuKoE92ylixv1m7Xn5tXzBezwIjk5GUOBZyMxMQEv7xfZIad+w0bs32c7QfBsmp+f31+U35gD+ywuv5mZmYwbPZKoWnXo1MV6YO/n52dTTprEODyfU05Txw2jRlQDWj9TTm4Fyqlhs/bcKFBOXp6eJCdrrexISEzCx8t6hedZOxo3qMvufDe0nXsPUL1KZZRKZ6RSKS2aNOLcxSvm/IW1GdoXtBlzJn5E1YjGNGtvaTM8PH3RJFrer0kJMbipLKtfnp7e6J6tt4nxVvXOUlaZTBrzGRFR9Wjfuaf5+ImjByhRqgweasH2xs3bcOPqJXJzc/Hz83uldm/WhEFUi2z0Su1eYc93ui4Wpcr62XVR+ZNWwBshNfkJLu5Cnid3TnHp8Ap+mtCE9XPeJCc7nZ8mNEGfnpxfjrbPnuZ5z54+g++jh1I9sqHVs3ft0mnOnTjApwM68OkAYZV99Me9eHD3BvB6+ggGbRIyVxUUWKmTeXiSl2y9GuYc2ZDsm5cx6TPBZCLjxH6cylcuUr6fnx8abYpV2xqv0eJbYIUO4Oz126zecZD2w6LpHz2LDH0W7YdFo01NN+c5c+02OTm5Vvsnn+pIelZHkgYfTw+rfOeu3GTdn3vo/OEXvP/1FDL0WXT+8Au0KdZeNfb2drRrXJc/D1pW43w93EjSpVn3ETS6IvsIraKqcu7mfUGGWkVsgRW8mCQtvmqV+X9vTzUarc7ajsQkvF/wDlHInWhSrw67DwoTaxKJhL69urFk5rfMmzqBkkEBlCoQwMfXQ/UcO1RWcgU75Pl2qGhVqxrnbhSwI+lZO6zvp8jrJycnhzNnztCsmcVNXCqV0qxZM44dO1boOXXq1OHMmTPmwePdu3fZtm0bbdq0KTT/P8ErDSYVCgVJScLL6MmTJ0RGRlqlR0VFWbnBPo+RI0eSkpJi9YuOjiawVEVOHxL2Ll04sQuV2sccXfRVOLFvA7UaW4JZxCSbOHJDeHEfvWYiNhnCSgmDxIpBElIzQZtuK+faIxPlAyQ4C+8QapaVcOWB0Nm2zx9I3ok1cviKZSDq6uZBiTIVOHFA2KNx9vhuVGofvP2s7cjSZzJ7wkdUqlaXtm+82kygi5uaoNJ/r6zU3oHcunyCvDxhRfjK2QM20WCLInbjDnzaNcExPwpqyYG9iFmztci0p3g4O1HBx51tV+4DsPvGY7xd5JR4ZgDTvGIQV2OTSc8WrvXw3RjKe6uKTFOr1VQo4ce248LM2+6zV/B2d6WEt3WE0kRdGsb8AW1GVjaHLt6kQgmh85GZlc2gmT9Tp1I5BrRrZFMGahdnKgb6svXUZUHH+Rv4qFwo4WXd4CWmpGM0msw6Dl65TYUgnyLTLDp8CtHh/mIdl29TIVCQ06J6Ba48jCNdL0S8PXzlLiH+3gV0KKgY6MXWM8JK5u6Lt/FxU1pFYgVITM0ooCOHg1fvUSFAkBOoduPk7Ufk5gkN2sGrd62iwapU7pQpW44De4VB1bEjB1B7euHnH2ilIzbmMXn5UX9zc3M5fuwwJUsJE0O16jTg1ImjaJM1mEwmdmzbTL0Gwp5GtVqNT1Alrp7cDAh7I11UPrh7l7SSX756S25f2kt6SiImk4nzh1ZRoWZbqzwXj66jSiGrkm4qd8qULW+24fhL2nDi2KECNjTk1IkjZht2bvudug0s+zJdVR6UCg7h6H5hz9vpo3txV3vj42cd/S9Ln8l30cMIq1Gbjt2tgzel6pIL6M/hzLF9lCxtWdVTqdwJLluWfXuFgduRI4fwVHvi72+96h4T88T6Xhw9SunSZYpMU6vVBJcty/69wiTA0SOH8FR7vYT8w5TKl6HX6xk3eiQ1akbQo5dtwCe1Wk2p4BCO5JfTqaN78XhOOU2LHkaVGrXp9Ew5pTxTTqeO7aNUgXJyV7lRLrg0u/YJq8oHjx7Hy9PDKhIrwJOYWCs7Dh87SXApod75+/pw7uJls/fN8VOnraLBurp5EFS6AicOFmgzPJ7TZkz8iErV69LmmTajUvW6PLp7jbgnQvt7YMcawuu2Mqe7qdwpHVyeg/t2CtdwZH+h9Vavz2TS2E+pVjOSrj3fsUrz8fXnxrVL6PXCjOqZk0fxCwjC3t4etVqd3+5tE2w4tht3tXehNswaP4jK1evQtturtXtqtRqvwFBunBGe7zsXd+Ds5oPKy/r5Dq7agntX9pKRKjzfl4/9RrlqQieq65AVvDN6L++M3kvXIStwcFTyzui9yJXC+9pV5UHJMiEc3f8nIATR8VD7FFqnvo8eSliN2nR4pk598MlEpi/dyvc/bOb7H4RrnTBzFSXLCPXqdfQRjOmp5D6+hyJCcIuVV6uFQafB8IwrbZ4mHsfylSF/0kFeuSa5z+zdLAy1Wk1I6SD+PCx4Ae05eQFvDxVBBaKEAiwZM4wts8fxx6yxLBk7DGe5E3/MGou7q2Uv/e/7j9OuQZSNi6qgoyQ78gd/+46fwdvDnSA/6wmQhRNHsHHhNDYumMqiiSNwljuxccFU3N1ciE1MIitbaPOMRiN7j52mbAlLnfdwVVKhpD/bjp0X7Dh9GW8PN0r4WA/0EnWplj6CPptDF64TUkKYpGxaszIHzl8jKSUNk8nEuv0naRFZxXyu+R2SP7l04OgJvNRqAv2sJw8ex8YVeIfkcfj4KYJLCnU7OyeHtHShk6pLTWXlht/p1dmyHUCwI4BtR8/l23Hp5ew4f42Qkvl2hFfmwPmrJOny7dh3nBZRVREpHgrz0MzOr6sFSUpKwmAw4ONjXe99fHyIiyvcNb53796MHz+eevXqYW9vT3BwMI0aNSpWN9dXiubaunVrFixYwJIlS2jYsCHr1q2jalVLZVuzZg1lyxY9IHF0dMTR0dHmePcBY1m54Gt2b/oBJ4UzvT6YCMBvi8ZQuWZjKoc3Jidbz6Th7cjLzSErM42xHzUlvH472vcSNrrHx9zjyYPrDKy94Ln6t50y0KGWjHqhwqdB/jhh2SPTLlLKzScmbj4xocuAA5eNvNtM8EN/kGDi7G2hIx1VXoK/GuztpFSwbmd48/3R/Dh3DH9uWIqTQsm7g6IB+Hl+NFUjGlI1ohF7t67g3u0rZGfrOXdC6NDVrN3c3EkYP7wbaalasvQZfDmgBSGVI+g3bFKBshrDyvlfs2vTEpzkzvT+cAIAqxaOpXJ4I8Lyy2rix+3Iy80lKzONMR82JaJ+e9r3/pj6LXsR/+QeUz/vitTODleVJ937W6KkVZ4fjXfrRjj6ehK5dSl5aRnsr9iCsEUTif9jLwlb9qK/95ib42dT+8AqAJIPnuThYmG/xYvSCvJ1ywjGbDvB0mPXcHa0I7pNFADRf56kYdkAGpULwM/VmX61K/Lur7uRSsBLqWB0K2Hj/4vSAL5+uwNjlm9k6baDOMsdiX5XmGSI/mkTDauG0KhaRfacvcLa/SeRyaQYDEaah1emY3601pV7jnHl/mP02TnsPStE/mseXon+bRuZdYzu1YrRv2xhyY6jKJ2Ez3YAjFuxjUZh5WhUpRy7z19nzaFz2Mmk5BmMtKhegU61hAbnRWlmHT1bMfrXrSzZeSxfh9A5GrcyX0dYOXafv8Gaw+ewk0rIM5poUT3ELMfPw433WtSmz4xfkEokeLu5MKZXK2sdbzRl9G87WbLnFEonB8b3FIJ1jFu9i0aVytCocjC7L95izdGL2Eml5BmNtKhajk6RgntXz7pVuBefTLfvf8VOJkPtomD0G02tdHww+FPmzJjC+jUrUCgUDB4+AoB5s6YSEVWXyFp1uXThHFv/WI9UKsNoMBBWtQbdegmz8r5+/vR8sy9ffS5EqascVo0WrS2Naove0Wz7eSTHdyzCwcmZ1m8LEfO2/zqKslWaULZKU1SeQdRtO5SV3wuRakuUi6RqfcsetuT4uyQ8vkaFmoW7Ir4/+FPmzpjMhjW/olA4M2j4lwDMz7cholZdLl04y7Y/NiCVSjEYDFSpWoNuvfqYbejxZl9GfS7sUa70jA0A7344kh9mR/PHuuXI5c70HzoGgKVzJlI9sgE1ohqw84/fuHfrCjnZes4c3wdARJ2mdOjej5vXLrBh5SKz/tAq4bTvbh1hePCQYcyY/h1rVq9CoVDw8XAhEuPsmdOJqlWbqFq1uXjhPJs3bzLfi6rVqtGzl7AK86I0gI+GDGfW9KmsXb0ShcKZofny58z8nshatYmqVYeLF86xZfMm83VWrVbdPHD84/cN3Lp5nezsLLPra916Deje06Kj34cjWVygnAbkl9OSOROpkV9OO/74jbu3hHft6fxyiqzTlI755bQ+v5yM+eXU4ZlyGj7ofabOnMfKtRtQKOR8MUyI+vzd7AXUjgqnblQE5y5eZsMf28x21Kgaxts9hcmIjm1b8eDRYwYM/Qw7OxnuKhXDB71vpePN90fz07wxbN+wFCe5knfy24xfFkRTJTy/zdi2gvu3hfv9tM2oUbs5bboOwEnuzFsfjmXBt8MxGg34BwXz7uAJVjoGDv6ceTO+YeOaX5ArnPnoYyGy54LZUwiPqkdEVD22bV7H7ZvXyMrKMrtl167XmK49+hBZuwG3b15jxPAB2NvZ4+gkZ9jnFjfXtz74mh/njGHb+qXIFc68Mzi/3ZsXTZWIhlSLbMSerSvN7d7Z48Iqds06zWn7hhCRNHp4d9JShHbvi/4tCQmL4L1hE806GneLZveqkZzeswgHRyVNe34DwN7VX1O6UhNKV26CmzqIqJZDWD9HiNgZEBxJpTqW57so3v1oJEtmj2fL+h+Ry515b4hQp5bNnUj1yPpUj2zIzi3Cs5edpef0sfxnr24zOnSzjaRdGK+jj6BdtRj3twfh0rIzpiw9yb8KkZTde3+A/tJpsi6dJv3gdux8AvAZOQ2TwYAxVYf2N8t7z3vkd8iUrkic5PhOWEj2rStof54DwFf9uhO9aCXLN+/CWe7E2IFCeU/4YRUNalSmYc2wIsshPVPPvtMX+W3Kl4Wmf/l+HybOW8pPG7bhLHdi1CChfL9Z8CP1w6tRP6LaC+XffvCYRSs3AmAyGSlfuiSfvNfbKs+odzozdulalm3Zh7PciXH9hOd2/LL1NKxekYbVQ9lz+jLr9p0w9xGaRYTRsX5NAAK9PfigUzP6TVoIQM0KZejaKMpKx6cfDmDK7PmsWLcJhVzOiKEfAjB1zkLqRoZTNyqccxcvs37Ln8ikgo4aVSrzdg9hq1ZGZiYfj4pGKpFiNBnp2q4NdSJrWtvxbhfGLlmTb4cj497rlm/HOhpWD7XYsfcYMpkMg8FAs4gqdKwfnm+Hmg86NaffpPnPteN/DckL9un+XzN58mSio6Otjo0dO5Zx48b9bdn79+/nm2++Yf78+URFRXH79m2GDRvGhAkTGD268GjIfxeJyWSy9e98DjExMdStW5cSJUoQHh7OggULqFmzJhUrVuTGjRscP36cjRs3/uWl1D/P/XP7JgujdXV7JqzKKzrjX2R0Lzv2X9YXm3yARpXlbD+fU3TGv0Grag5stf/re5Nehra5N8hc9tf227wsin7RZB5cU3zyG3Qna9ePxSYfwKn5u2TtXF68Olr0JWvL8ydf/hEd7T7kyu2/FkzrZalU1o8le4rO91fp3xQu335+kIx/gsplfTl+3Tb4wz9JrQpu3LrzoOiMf4NywSW5cedR0Rn/BiHBQZwsxrKKrODGk5uXis74NwgoH8a+S8XbZjQOk3PxVuGBGv4pqpTz5sCVzKIz/g0aVlIwZ+tLd1demSFtJRy79pwPTv9D1K7o+lr6CI8HdytWHYFz15J2envRGf8GLuGtSL706nuwXxaPsHpkHN1QbPIBnOt0Ifb6+WLV4VehGhnHNhWrDufanYpVfnHxZNjLTyK9bjyn/myzElnYQltOTg4KhYJ169bRqVMn8/F33nkHnU7H77//biO7fv361KpVi2nTppmP/frrrwwcOJD09HSb7+H+E7ySRH9/f86dO0ft2rXZvn07JpOJkydPsnPnTgIDAzly5Eix+uSKiIiIiIiIiIiIiIj8r+Lo6Iirq6vVrzCPTQcHB2rWrMmePZaZcqPRyJ49e6hdu7ZNfhBiDTw7YHwakfwV1g9fiVdycwVQqVRMmTKFKVOmFMf1iIiIiIiIiIiIiIiI/GUK+/zP/yKffPIJ77zzDuHh4URGRjJz5kwyMjLo21fYktGnTx8CAgKYPFnY1tO+fXumT59O9erVzW6uo0ePpn379uZB5T/NKw8mRURERERERERERERERIqXHj16kJiYyJgxY4iLi6NatWps377dHJTn4cOHViuRX3/9NRKJhK+//ponT57g5eVF+/btmTRp0vNU/G3EwaSIiIiIiIiIiIiIiMi/kMGDBzN43/sXnAABAABJREFU8OBC0/bv32/1v52dHWPHjmXs2OKNS2Kl87VpEhERERERERERERERKWb+zdFc/2v8NxyKRURERERERERERERERF4r4mBSRERERERERERERERE5JUR3VxFRERERERERERERP4z/Feiuf4vIJa0iIiIiIiIiIiIiIiIyCsjMRXXFyxFREREREREREREREReM3Gfv/V/fQnPxXfar//Xl/CP8q9yc804uqFY5TvX6cKxa6nFJr92RVeydi4vNvkATi36knFsU7HqcK7dicxlxRtSWNEvmq32IcWqo23uDS61a1xs8sO27ONevw7FJh+g9LLNZG2YVaw6nLoMI2v7kuLV0ao/6cc3F6sOZa0OzPuz+OQPag1Ze34uPgWAU9M+6M7tLVYdqupN2HDSWKw6ukRKSZ74frHq8Ph6EVnbFhebfKc2A9H/MrHY5API3/6aI1fTi1VH3VDla2lb9ftWFKsOeeM3OXk9pdjkR1ZwI+v3ucUmH8Cp42Ayj6wvVh2Kul1fy/v8ercWxaqjwtqdPPygS7HJL7FwQ7HKf6rjddzv9PkjilWH8qMpxSq/uBCjub4+RDdXERERERERERERERERkVdGHEyKiIiIiIiIiIiIiIiIvDL/KjdXERERERERERERERGRv4Po5vr6EFcmRURERERERERERERERF4ZcTApIiIiIiIiIiIiIiIi8sqIbq4iIiIiIiIiIiIiIv8dpOJ62eviXzeYfBiXxJgla9GlZ6CUOxHdvxvBAT5WeU5fv8uQ6csp6etlPvbj1x/i5GBPTJKWsUvWcuNhDP6eHvw2fqjVuXExD1kyaxxpaSkoFM70HzqWgBLBVnmuXjzF2l/mkq3XgwSq1qxHtz6DkT5TMX+YNY4j+7Yy79e9OCtdzMcfJCQz+tetaNMzcZE7Mv6ttpT187I699StBwxasJZS3h7mYz9/8jZODvYA3IpJYMraXWjSMgEY3K4BzapZPqUhlNNqdGmZKBVPy8nXupyu3WHI9GXW5TR6kFnHpgMnWb5tPyajiYiKwYzo0xl7O5nFjuQ0xmw9jk6fg9LRnvFtogj2cuNZbiXq+HbXGZIzsgEY1CCMpiFBRaaFzhiFT7smKEoFcii8I6kXrtvIBgjq+wbBnw8AqRTN/uNcHhyNKS+vyDQAB/8AAoePwM7VDUNGBo9nfkv2w/vWCiQS/N77EGWNCEwGA4a0VJ7M+Y6c2BgAPLv2xL1pS0x5eZhycohZPAf9Tcu12nn74dX/Y2RKV4z6TBKXziQ35pGNDo/ufZGH1QCDEUN6Kkk/zSMvIRY7Tx+8P/oSpFIkUhm5sY9J+mkuxswMy71I0jF67R60GVm4ODkwvltTyvp48Cy34jRM2XwITXp+vWkRRbPKQv3ecOoqyw+cw2gyERkcwFcdG2AvK3C/E7SMXrENbYYeFydHxr/ZmrJ+nlbyT916yKBF6ynl7W4+9vPHb+LkYM+m45dYefCM+Xi8Lp0awYHMeK+T+djDuETG/rAaXVoGSoUT4/r3IDjQtt4O/X4JJQs8M8tHD7Gqtz9u3YfRaCQitCwj+nQx11td4n12rhhBVoYWByclzXtPQe1Xzqacrhxfy+ndP2AyGQkqV4tG3cYik9nz+NYJfl88AHev0ua83T9ejZ2DU4FySmb0T5st5dSnPWX9n3m+bz5g0LzfKFXgHv382bs4Odi/MM1cTrEJjJ//E7q0dJQKOWM+7EOZIH8bOwBMJhODJs7kxr1H7Fk23Xw8LimZact+42FsPFKplK7NG9C9leVTOUlx91m7aCQZ6Vqc/h97bx0e1dE+7t+7G1uJbpQowRI0wZ3gWrSlpQKFFtriUMOtSB1ogRZKgZYixdpS3N3dXQLEd5ONbWTl98cJuzlssLdvePv9/M59Xbmu7Jk585x5Zs4z9swcpTuvDJhOQIhYV+mpD1i9YDQJdy/j4xfC0Gl/lCh/4Yy+JNy9xMT5x2zX5d7+qDu/jVylwZpvJGf9EsxpiaJ7XWo0xK1OC/s9Ht6Y4q+TveZHUTz1S31wrdGQ9K+GY8032q7fTU1n/PLN9veiVzvHOnvjHoMWrCPCr1idHdZLqLNHL7B83ynb9WRDFjUjQ5jZr4tdhj6T8esPkZGbh8bVhSmdG1Lez8tBD9dT0vl8y3H0OcLzDW4eS8uoMJGeBvy2nctJeg58/Jro3uSEeBZ+N5HszAyUag3vDJnk0C5dPneMNUvnkJeXi0wmo3qtxrz81hDkcjmpyQ+Y9+UnWCwWLGYzQSER9Bk4DrXGw3Z/abetd5N1jP/lLzKyc9Eo3ZjSpzPly/iLy+LqHQbPWU54gNZeFp/0E9V9q9XKgFlLuRyfyIGZn4ruT0qIZ/6syWRnZaBUaRgwbAIhj+jp4rnjrPp1LnlGIzIZ1KjdiFeL2u/U5AQ+fL87oeH2e4Z++gUBQSH2fKRmMH7Vdnud6tmK8oFakYzjN+8z6Of14jo1+BXcnJ2wWKzM3HSQg1fvYrZYiIkow7huceK2NTmNCQvX2Mpiyjsvl1gWg2cuEZXFL2Pft5XFhJ/X2Mri98lDeJTStufOgWUIGvwxTu6emHNzSJz7NQX374ofQibDv/cA1DG1bW1r0vxZFCYloK5RC78337VFVXh4Yc7Qc+fTQbZrTv5BaPsMQV7Utup/+Z7CRMe21atHH5RVYrGazVhystD/9gOm1CScy4Th3as/CndPrGYLBXeuk77yJ6yFBS9Uxoso7/j0bCZuP0mGMR+NizOT2tSinNbDId71NANf7TmHLjcPgEENK9OifDAWq5XZBy5w+G4yJouVmCAto1vE4KyQBmQST+dfN5ic+ssfdI+rS+fGtdhx/DwTF67mt4mDHeKFB/o5NGYAajdXBnZvQ7Yxj7lrtzmE//LDDJq16UaTli9x/NBOFn43mYlfi78dp9Z48MGH0/APDKGgIJ+vJg7i4O6NNGn5ki3OicO7UDiVrL7PVm6hR8MadKlfne2nrzDht40s//hth3gR/j6sGtXP4bqxoJBhC9Yy9a1O1CwXitliwZCT94ie1tG9WT06N6nNjuPnivTkaGDCA/1Y+dlwh+sPUvXM+2MbyycNQ+upYcTsX1i35yivtmpoizNt63F6xJSjc7VItl+5x4RNR1nWR/xtKWOhiRFr9/NZp/rEhvgJz5pX8NQwgKS1W7n19UIa7Fleoh4BlBEhVJw0jAN1u5GfnEbtdT8Q1r8nd39Y/sSwhwQPGol+ywYydm7Fo1FTQoZ/ys2RH4hkeNRriCq6KteHvAtmM36vvklA7/7c+2IybmXLoe3YhesD+2LJy8MrrhVl3h/KzZEDbff79hlE1t6tZB/chapWQ/zeGU7CZx+KZKhi6uJaIZoHE4eB2YxXp55493iL1B++xJShI3HGKFvj49PrXby69EK/wv6tsM/+2EuPulXoUiuK7edvMmH1TpYPfkVcFgWFDPt1M1N7tqRmRJCg71xhEH9fn8m87cdYOaQnWo2SYUs3s/bYJV5rUM0uY9U2od7Wq8r2M1eZsGwzyz96y6FMIvy9WfXJ2w7Xu9avRtf69vS6z1hMx1rRojjTlqylW1w9Ojepw47j55i08HeWThrmkFZ4kB8rPhvpcP1Bqp4f1m1l2eRhaD3dGTlrCX/sOULPVo0A2LVqAlUb9KRyve5cP7OF7ctH8dqH4u98GXT3OLJpNq999Acqd182LPyAC4dWUaPJGwB4+5Xl9U/+cpBt09PyTfRoHEuXBjXYfuoyE379m+UlvMcRAT6sGtO/xDSeFAbw+cJldG3ZmE5xDdh55BRTfviVJdNL/pbYik07CQnw4+ptewfIarXyyTc/0qdLW1rWrwWALkP8jd0/Fk2ibvOe1GrajfPHtrJ6wRgGT1ktiuOqVNPm5WHkGbPYtrrk750e2PIL2oBQEu5eEl1Xd3yD/NP7KTh3GOeomqg7v03mohmiOAVnD1Fw9pDtt8eACeRfOCqK41wpFqvFXKLsz1Ztp0eD6nSpW5XtZ64xYcUWlo90/FB1hJ83qz7u7XC9a72qdK1X1fa7+xdLHOrs1I1H6BFbgS41yrH98l0mrD/E8nc6iOIYC00MX7WHqZ0bERvmL7x7xgJRnN+OXibE253LSXqH5/jlh2k0a9ONxi06c+LQDn7+fhITvloqiqPSePDeh9PxDwyhsCCfryZ+wKE9G2jcojNePn6Mnv4zLq7CpMfyhV/x18r5vP7ux/Z8lHLbOnX5Rno0rkmXhjFsP3mJCb+sZ/nodx3ihQdoWTXu8d8g/W3nEUJ8vbkcn+gQtmjeDJq37UbTlp04dnAnC2ZPYco3v4ifU+PBoI+m4R8YTEFBPl9MGMyB3Zto2rITAEqlimmzHv9NzM/W7aZHvap0qR3N9nM3mLBqB8uHvuoQL8LPm1Ujejlc/+P4RS4/SOX3Ya/hpJAzZe0ulh04y9txNW1xpv3yJz2a1aFz41psP3GeCT+vYdmEQQ5phQf6lThwULu5Mqhba7KNecxZt73kfJSyPQ98bziGHZsw7NmOe/0mBA36iLujxc+qqd0AZaUq3P7ofTCb0XZ/Hb9efUmYOY2csyfJOWsfrIaMmkLuhbOi+31ef5/sA9vJObwbZc0G+PQZQvLnn4jiKKvXwbVcFImfjQSLGY/2L+PZ9Q10P32D1VRI+sqFFD64CzI52ndG4NG2G4YNv79QGS+ivKftOk23qhF0rhzOjusPmLTtJEt7ib+zbSw08eHfR5jcphaxwb6YLVYyi/pkf168w5WUDJb1aoGTXMbUnadZceYGvWtVLFGehERx/lVTDvrMbC7feUCHBjEAtKxdlWS9gfjktGdOw1OjIrZiBEpXF4cwnU7H7RuXaRjXHoDaDVqgS0sm+ZFZqPDISvgHCjOVLi6uhJWtSFqKvWEzZOjYsGYJvfqNcJSRlcOle0l0rCN0UFrFVCIpPYv41PRnzsPmE5eoHhFMzXLCCp5CLsfHXWUL12dmc/n2fTo0jAWgZe1qJOsynktPO46fp1lMZXy93JHJZLzcvD5bj9oNuT4nj0tJejpUiRDyUSmE5Kxc4tOzxM966S7VymiJDfGzP6vK7alhAPoDJ8h7kPzE5wzq3pbkDbvIL8rb3QUrKPNqp6eGPURZoRIZuwXjm3lwH85+/rgEiVd4rFaQOTsjdxHqjEKlxqRLtYXLFE7I3ZRCmEZDYZo9TO7uiWtEebIP7wEg9+QhFD6+OPkHiTNiBZmTMzJnQYZMqcKsLyovk8k+iymTI3d1E92qy87l0oMUOsYIRr1V1UiSDNnEp4k/4L357HWqhwVQM0KQrZDL8dEIz73jwk2aRUfg665CJpPxSt0qbD573S4jK4dL8Ul0rF1ZkFGjIkkZmc9Vb4tz7k4C+uxcmlUrb7tmr7dCp6pl7Wok6zO49xz1dufxczSLrYyvlwcymYweLeqz5cgZIQ86HcnxF4iq3RmA8jXakp2RREaqeLb8xtmtlK3aArWHHzKZjGqNenHt1IZnki/oKZGOdYVOVqvYKEFPKY4DhP8UvSGTy7fiadekLgAt6sWSrEvnXlKKQ9xb9xLYe/wsvTu3FV0/fuEKLk7OtoEkgNbLPkudbdDx4PYFYhoJE2RV67TBoE8iLVmsK5XGi4hKtXBxVVESyfevc+nkDpp1chwYOwWFU3BeGBgWXjmF3MMbubefQ7yHKMpEIFe7U3jNbodkaneUjdqTu321Q3ydTsele8l0rPWwzlYgKeP5bG1xzt1NFOpsVfuqlT7HyKVEPR2rCSvVraLCSM7MIV4vHphvvnCbasG+xIYJK3EKuRwftf09vpGawe6r9+jXsCqPkpmh587NyzRoJgxQazVoib7EdinK1i45u7gSVraSrV1ydnaxDSQtZjP5+UaQ2U8yfBFt66W7CXSsV13QU81oktMNz/1e3EhIYfeZq/Rr16hEGbdvXKFRXDsA6jRsUaKeIiIr4R8YDBRvvxOeSb4uO5dL95PpGCt4AbWqVo6kjGzi0zKeOQ9XE9OoXyEEZycFMpmMRpXC2XDK7smiz8zmUrGyaFXrYVnonlnGk8oCXow9d4usgGHfTgCyjuzH2dcP58BHvCesVqFtLWr35CoVJr1jnXPy9kFVLdaW3kNcwsuRc3QvAMZTh3Hy1uLkF/jI3daitlVY3ZYrlZjTBV2aUhKFQR6A1ULB3RsotHYbJHf3LHUZL6K89bn5XE7JoEOU0GdsWb4MydlG7mVki+JtuXqfqoE+xAYLK9QKuQxvlSsA11MzqRfqj7NCLtTbiAA2Xn5khfb/MWQy2b/27/8az7UyOWTIEHr27EmTJk3+kdD8/Hzy8/NF11xdXUnSG/D1csepyPVOJpMRqPUiSWcgLEDsnnE/VcfrE79HLpfRuUkterZo8FS5iYmJeHlrUSicbOlr/QLRpSYREBRa4j0Z6WkcP7STEeNm2q4tnjuNnn2GoFSqHeInp2fh66HBqcg1QCaTEejtQaLeQFgxlxiAe2kZvPrFYhRyGV3qVefVpkIn+2ZSGs5OCgb/uJqUjCwqlPHjw24tbQPKJH3GY/SU8Rg9zUYul9O5cW16thT0lKTLIMjX/jxlfL1J0tkbmqSsXHw1SpzkxfLhoSIpM5cwb7tL7620TFwUCoau2UdyVi4V/LwY2SIGH5XbE8OeFWVYEMa7D2y/jXcfoAwNemrYQ0x6HVgstt+Fqck4+wXYXFgBso4dQlM9huilazEbjZh0adwaJayW5d2+Sdpfa6i0cDnm7CwshQXcGjXcdq+Tjy8mg14kw6xLxcnHD1OxCYjcs8dwi65G2MxfsOQZMafrSPxijP1BFU6UGf81Tlp/Cu7fIfm7qbagZEM2vu5qcZ3ycifRkEWYr93t+GZyulBvlmwkJTObCoFaPuzQCB+NksSMbMoUK7cy3u4kFWtokjOy8PVUO9bb9MyS6+1Xv6CQyelSryqvNonlUf48cp5OtSuL3GiTdRn4enmI662PN4m6DEIfrbcpel6fMAuFXMZLTerQs6WwYp6kyyBQW7ze+pCkywCE91vt4Ye82Pvt7h1EVnoCXn7htnuy0hNx9w62/Xb3CSYrvdhkkS6eFV93QyaTU7led6o3fsOeh/TMkt/v9EzC/MVux/dSM3h1xkJBTw2q82qz2s8UlqxLd9STrzfJaXpCA+1ugyaTmekLljH2/TcdXPBv30/Ey0PD2NkLiU9MJshPy7A3exAcIHRyDPok3L38RLbQSxuEIS0R34BwngWzqZB1P0+gx7tTkcsVDuGWbANY7e+FxaBH7umDJT3VIS6Aa0xj8s8fFb1L6o5vkbtrLRTkO8RPTEzE16OEOpuR5VhndRm8+vVSwdbWrcqrjWMc0iupziZllmAHPdUkGXII87EPzm+lGXBRKBiychfJWblU9PdmZKta+KjdKDRbmLLxCJM6NUBewlH1el0ynt6+4nbJNxB9auJj2yVDehonDu9k2NhZtmumwkI++6Q3utREQsIrMHRMMZfnF9C2+nq6P1IWniTpDQ7vxf3UdF6btgC5XE6XBjV4Na4OAIVmM1N+28Ckt15CLnOc535c+532DO33yHF2XeTnGZnwYR8sFgu16jWjyyt9kRfpJTmjBFvrrRHqlK+XKO17OgOvzlop1Kna0bzaUBhIVw72Z83RC7zWsAauzgq2nbtBQrp98iFJbyjS1SNloc8gLEDsTns/RUevSXOQy2V0aVyLni3qP6EU7LwIe27KELd7hWkpOPv6U5hkb1uzTx5BVbUG5X/6HUteLia9jrsTxV47AJ5xbcg5dQxzZoboutmQLpJhSk9D4eOLKTXJds147gSuFasR/OUirHlGzBl6kr8d7yBD5uKKplFLMv60r0orvLWlLuOFlHdWLr4qN7GdcleRmGUk1Etji3dbn4mLQs6wvw6Rkp1HBV8PRjSphrfKlWh/L9ZeuE3PGpG4OinYfv0BiUXbrCQknsZzDSbnzp3LvHnzKFeuHO+88w59+vQhMPDRGZynM2PGDCZPniy6NnHiRDpW1D7mDjFR4WXY/M1o3FVuJOsNDJm5BC+NmjZ1qz/3szwJY242s6eNpEO33pQtL8zw7d3+J1q/QCpXr/OP0o4OCWTbZwNxV7qRnJ7JoB9X46VR0rZmNGaLhaNX77D0w974e2r47u+9TFu1lW/e6fZcMqIigtn87RjcVUqS9RkM+XYxXu4q2tSt8Y+evThmq4Wjd5P49a3W+GmUfL/vHNO3nuDrbo2fGPZvQlmhEm7hZbnc5xUsubkEvj2AMoNGcv+b6TgHBOLZsAlXB7yJSa9D26krYZ9M4Nanjm5gT8IlojwuwWHcG9kXS14u3i/3wbf3QFJ/KurkmE0kTBoOCie0bwzAo1k7DFvWPZcMs8XC0Rv3WPpBD/w91Hy39QjT/trLN2+0e650nkR0aADbJn+Au9KV5IwsBv24Rqi3sVG2OLn5BWw5dYWlI994QkqPJyoimE0zx9rq7dBvfhbe73r/vXr7OPxCq9Bv0j5cle5kZSSxfn5/3NTeVIzt8PSbixEdGsi26UPs7/fc3/HSqGhbq/ITw56HhWs3EFc3hrLBQSSkiGe5zRYLJy9e5efPPiEytAzrtu9jzOyF/DJ99HPJeBI7/5hLldqt8Q8uR3rqg6ff8CScXXCtUhvD4i9sl1xjGmEx6DHdufqPko4O8WfbxPfsdXbBOrzUStrG2veg5+YXsuX0VZYOf/0/kmG2WDh6O5Ff+7bH313J97tPM33zUb5+uRnz952lZaVQIn09efDISsF/gjE3m9nTR9C+q71dAnBydmbyzBWYCgtZtvBL9m5bR/tufZ4r7dJuW6PDgtj6+XBb3R88Z7lQ92tXYf6GvbSMiSIyyI8Hz7ES+DiMudl8O/VDOnZ/i8gKgp68fHyZvWgjnl4+ZGcZmPPVWDb9tYxO3R1doJ+Yj2B/to3tW1Snshm0aL1Qp2pUoEvtaBLTs+j341rcnJ2oVz6Uw//BQSBR4WXY8s0oe1nM+gUvjeq/2s8pbXvuVq4irqER3HivFxZjLn5vvENg/2Ekfv+FKJ5ni7YkL5r3H+XBJbwcLmVCeTDqXax5Rry6vYnP6++hW1zMLV/hhO+7H5J36SzGM0cfn9j/UMaLKG+Txcqxe6ksebUZfmo35hy6xIzdZ/iyYz1eqhxGYlYuA9bux9VJQd1QP47IHL1hJCRK4rkt3LZt2+jQoQNff/01YWFhdOnShQ0bNmApNrPzNEaPHo3BYBD9jR49mkAfT9IysjCZhf0xVqu1aCVCfOiLRumGe9HqVoCPJ+3q1eD0tTtPlRsUFERGug6z2WRLX5eahNbBpQGMxhy+mTyU2LrNaNfFbkQvnz/B6aN7+bB/Zz7sL7jTjR/ei7u3hA5PgLc7aZnZmMwWex7SMwnyeTQPrrgri/Lg7UH7WpU5dVNwKQjy9qBOhTACilxQO9apwrk79tm+QB+vx+jJqwQ9KYv05EW7+jGcviroKVDrRWKafSUyIS1dtOIT6K4iLduIyVIsH5m5BHqI3d2C3NXUDgvAv8h9smPlCM4n6J4a9qwY4xNRhttXkZThwRjvJT417CFOPlrRiV7OfgEUpopda71btCH77GksOTlgtZK+cyua6jEAeDZsSt6d28IKJ6DfvgV1lWrIivbLmvRpOHn6iGQotH6Y9OLVF/eGLTBePo/FKMjIPrgTt6hqOGA2kX1gJ5qGcbZLAZ4a0rJyxHUqI4sgT3fRrUFeGupEBhPgqRH0HVuJc/HJtrCEYi7KCelZBBabsQzwcifNkONYb73FG/g1bq64K11t97SvFc2pm/dFcbafuUa5IC3lAsUrHgFaL9IyMsX1Vp9O0FPqbdv6sZy5dhugaDWleL3V2+p9UFAQOZmpWIq938IqpNj1SlittA9+svQPcPcWVrRd3TS4KgW9unsFUrFmJxJu2ff1BHh7lPx+P6qnR9/v2pU5dePeU8MEPXk76iktnQBf8QrPqUvXWb11D10Hj2XApK/JMebRdfBY0jOzCND6UDEi1HZoT/sm9bh6+x4mk5Cmp08gWRmpIluYoUvE0/cR9+wncPvKCQ5v/40vRrTkx8/eIN+YzRcjWpKdKbg2yjWeUGyFSe7pg8VQstujS3QtzKmJWIod0OMUUQnnSjXwHDwNz8HTAGFPpSJAWIUKCgoiLbOEOuslfi8c6mzNKE7deqTOnr1KuUAt5R45aCXQowQ7aMgh0FP9SDw1dSICCfAQbF2HapGceyC4852MT2Hl8au0/34dfX/ZSk5+Ie2/X4e+aB+8jzYAQ3qauF1KS8LHz7EsjMYcvp0yhNi6zWjbxXFvKAiDysYtOnNoz0b7872AtjXNkPVIWRgIfEq7165OVU7fiBf0dP0uK/ccp/2Y2fT9ejE5efm0HzMbfVaOTUZJ7bdvSe13bg5fThpGzXpNaV+s/XZ2dsHTS3iPNO6eNGv1ElcvnbGFB3iVYGvTs0uoUy7F6pSG9jEVOXVbaKNlMhkftKnHquG9+HXQK0QG+FCu2GFbgT6eRbp6pCx8vB7Rlbgs2tarzqnrdx5bBsV5EfbcyUvc7jn7+lOYJh58eDZrRe6FM8JhclYrhj3bUVUVTwqqKldH5uwi2j/5EIWnt0iGk7evfXtIEer6ceRdvYDVmAtWKzmH9+BaqZg7uVyBb/8PMWemk77qZ9G95nRdqct4IeXtriItN09sp7JyCXJXip/FXUXtEF/8NUrBTkWFcr5oD7dMJuO9+tEsf70Fi3s2I9LHg8gSDvD5fwmZXP6v/fu/xnPnqFq1asyaNYuEhAR+++038vPz6dq1K6GhoYwdO5YbN248NQ1XV1c8PDxEf66urvh4aIgKL8Omw2cA2HniAv4+ng5uOKkZmbbBa44xn/1nr1AprOSTDouj1WoJj6zEoT2bAeEQHR9tgIOLTJ4xl28mD6VazQZ07vmOKOz9kVP59ueNfPPTer75aT0An81aQXikMMutdVcTHRLAxuMXANhx5ioBXu4OriWphmwsFquQh7x89l24QVSIcLpXm9goLsYnkW0UXLsOXLxFpWKn4gl6CmbTodNFejr/bHo6c5lK4YKeWtauyt4zl0jLyMJqtbJm9xHRyo+P2o2oAG82Xbwj5OPqffzdlSIXV4DW0aFcStSTnV8oPOutBCr6ez017FlJ/GMrAZ1a4FqUt/ABvUhYtfGpYQ8x3ryOV/PWAHg0akphWqrIxRWgICkRTY1Y2wDRvU598u7esYWpoqsidxOMvEfdBuTfj7edGGvJMpB/9yaaBnEAqGo1xJyeJnJxBShMTUIZXQ2KXLRUNepQULTPwknrh6xovyYyGeo6jSi4d8d2r1ajIrqMHxvPXANgx4VbBHhqRC6uAG2ql+fi/RSyizbUH7h6l0pBQue4VdVI9l6+Q1pWLlarldXHLtKuuv3kTq27mujQADaeEA5R2XH22jPU2wL2Xbxpq7cP+ePIObrVd5xN9fHQCKuOh4TTM3eeOI+/t5eDi6u43uZx4MwlW71tUbsae09fIi0jE6vVytpdR2hbL0bIg1aLf0gVrpwQ3ssbZ7ei8QoQubgClK/eltsXdpGTmYrVauX8wRVUrNlRkGdIwVokuyAvmzuXduMXbD90QtBTIBuPnRf0dPqKoKdHXPlSDVmO73dowFPDAHw8PYiKCGXLfuFk1F1HT+Ov9RK5uAIsmPwRf82Zxp9zprFg0keolW78OWca3h7uNIypQoo+nRR9BgCHzlwgIjgQp6ITJTWeWspEVObMwb8BuHB8G54+Ac/s4grw3vjf+HTWLj6duZP3xy/DVanh05k70XgIujAlxeNSrR4AzlE1sWRmPMHFtRH5Zw6IruX8uQjDd6MxzBmLYc5YADIXTMGcLAy8tVot0SH+bDz5sM5eJ8DzWersLaJCxLr848gFutV33M/oo1YSFejDxvPCZMaOK/EEeKhELq4AbSpHcDEhjez8onfvxgMqBgjPsbhPWzYP7c7mId1Z3KctaldnNg/pbttT6eHlQ3hkFIf3bgLg5OGdeGv9S2yXZk4ZQrXYBrz0ivhgm7SURGGfJGCxWDh+aDuhEfb3+0W0rVGhQWw8ek7Q06nLBHh5PP29OHeNqFBhMLj4o75snj6MzdOHsfijvqjdXNk8fRg+7mqbjIhylTi4ZwsAxw/twucxevpq8jCq12xA10fab0OGHlOR7S4sLOD44d1ElLWvUGs1KqKD/dl4Wpgc3nH+ZpGt9RLnIzNHXKcu3yEqWHAhzy80kVl0UmZ6jpHFu0/ydpx97/KjZbHj5AX8vT0dXB5LKouoZygLeDH2PP/2DTybtgTAvX4TCnVpIhdXgILkJFRVY6CobdXUqudwmrpny3YY9mwXuZra7r93C3W9ZgAoazbAlKETuZ8CmFKTcatU1da2ulWrTeEDYYICuRzfd0faTl99FEuWodRlvIjy9lG5EuXnxaYrgm3ceSMBf41S5OIK0LpCMBeT0219soN3kqhQ1I/IN5lth/GkG/NZcuIafWo5noQuIVES//Fprs7OzvTs2ZOePXsSHx/PokWLWLJkCZ9//jlmc8kn7z0LY/t0Y+LPq1m0YTdqpRuT+r0MwJRFa2kWG02z2MrsPHGBNbuPolDIMZsttKpTjS5NBGNtzC+g2+hvKCg0k23Mo93IGXRsEMuQVwRXv7cHjmbhd1PYsHYJSqWad4ZMAGDRnKnE1m1CbN1mbNuwktvXL5KfZ+TE4d0A1GnUis6vOJ7YWBLjX2vH+N82snDbYTRurkx5U3CRm7R8E3HVKhBXrQI7zlxl1YHTOMllmCxW2sRWomuRwQ7y8eSdNg3oPXMpcpkMf093JvQSuyqOfbs7ExeuKtKTK5PeeaVIT2toFlvZrqddh1EoFJjNZlrVqU6XJsLerBB/Le93bU2/aYJrSa2oSHrE1RPJGNe2DhM2HeXnw5dRuzoxuYMQPnnzMZqVDyauQjBBHmr6NYjm7d92IJeBn0bF+HaCjCeFAVSdNxn/9nG4BvpSd+PPmLJy2BPdhmrzp5L89y5SNuzCePs+16Z8R4O9KwDQ7ztG/ALhlLQnhT3kwZxvCR3xKf4938Ccm8v9WYJ7TfCQj8g8eoisY4fQbfgT19Awyn+/EKvJhCldz4O5wh7ZzMP7UVasRLmZ87GaCrHkGYn/appIhu7Xefj2G4ZXx1ew5OWS+vN3APi+PZjcM8fIPXOMzF0bcQkKIXjybDCbMRvSSVsq6N45JIKA7kWn7Mlk5MffRLf8J3Gd6taM8at3sXD3STRuLkx5WficwqS1u4mLjiCuclmCvNx5J64WvX9ch1wG/h4aJnQTGskQH08+aFWXPj8KrrO1I8vwcj2xW+X4nm0Yv3wTC7cfEWS8LhxUNWnFFuKqlieuWnl2nL3GqoNncJLLMVkstImpJDoN806ynqsPUkRuUsUZ83YPJv30O4v/3oVa6cbEd3sCMOXn1UK9rVmFXcfPF9Xbove7bnU6NxHcykP8tbzXrQ39ps4V8hFdju7N7ftKWvSczPblozmxYz4ubmpa9RJOD92xciyRVVsQWbUlnr6h1Gs/lNWzhZMYQ8rXpWpD4bTGG+e2cf7gCuRyBRaLmfI12lG5Xg+xnl7vwPhf/2bh1kOCnt4SDrGZ9NsG4qpXJK56RXacvsKq/afseoqNpmsDYbLmSWEPGdX/deEE1z+3oFa5Mf59wQ1v2vylNKlVnaa1n+zyq3Rz5dN3XmfkF3OxWq1oVEqmDhV3rLv1m8zqBaPZ/fd83JQaXu4/HYC1C8cRXbMFlWu2oCDfyDcft8dsKiAvN5sZQ+OIbdSZdq86nrT7KDkbl6Hp/DbKRu2x5ueR8/cSAFQd36Lw2lkKrwsDD7lPAE4BoWRd+v6paT7K+J6tGb98Cwt3HBM+29FLOIho0sqtxFUtR1zV8uw4d51VB8/ipJBjMltoE1ORrnWL1dkUPVcTUmgb071kGR3rMWH9IX4+eB6NqzOTXxL2707ecJhmFUOIqxhKkKeadxpVo8+SLYLNdlcxvsOz7XcC6P3BGBZ9N4mNaxbjplLzzpCJACyeO4WYOs2IrduM7RtWcPv6BfLzjJw8IrRLtRu24qVX3uH+3eusWya8E1aLlbByUbz+zsciGaXdto5/oyMTfvmLn7ccQOPmyuQ+gufO5KV/06x6ReJqVGLnqcus2nfSVvdb14ymS8OYZ9ZTvw9Gs+C7yfy9ZjFKpZr+Q4X2e+H3U6lZtyk16zVl698ruXX9Ivn5Rk4U6aluw5Z06dmPa5fPsnb5fORyORazmcrVa9O5Z1+RjPHdmzN+1Q4W7joh1KmewoBp0uqdxFUuS1yVSHacv8GqIxfs7Xe18nStLUw6ZecV8M78dchkMqxWK683qkFc5bIiGeN6d2XCojX8vHEPajc3Jr8j2JjJi9fRLCaauNhodp68yOrdR1HI5ZgtFlrXrkqXxvay6DrmWwoKTWQb82n74ed0bBDL0JftB3GVtj1PWjCboEEfoe3WC7Mxl6R5XwMQ+P4Isk8cJvvEETK2rMc1OJSyX/2I1WzCnJFO0gK7a6hcpcK9bmNufzigxPLWL/sRbZ8heLTrgSUvF/0vcwDweXMgxnPHMZ47TtbezTgHhRA07ltBRmYG+uXzAVDVboyqZgMK7t8hcOw3AOTfvEL6yp9eqIwXUd5jWsYwadtJFh+/itrFmYmthTM4puw4RbPIIJpFBhHkoaJfnUr0W70XGTL8NUrGtowBIDu/kAFr9yOXybBYrfSKKU/TyGf3VJH4/zcyq9VqfdbIcrmcpKQk/P39Swy3Wq3s2LGD1q1b/0cPk3Po+faIPS/qht05fDnz6RH/QxpEe5C3bXGppQ/g1qYvOYf/LFUZ6gZdyV00sVRlqPpNZqNzpadH/Ad0LLzK+U7Nnx7xP6Taht3c7te51NIHKLtoPXnrSv4kw38Lt+7DyNuy8OkR/4mMdu+SfWR9qcrQ1O/M3M2ll/6g9pC389enR/wHuLXsTcbpXaUqwyu2BeuOPfu2hP+E7nXl6Kc+/vMP/w18xs0nb9OCUkvfrcMAjEunPj3iP0D51jgOXvrn+yifRKPKmhfSthp3P/5zG/8NlM3f4NgVw9Mj/ofUjfIk7685pZY+gFuXweQeXPv0iP8AVaMeL8SeX3mlzdMj/gOiVm8j/v2SJ3j+G4T9uK5U038o40WUd/a8kj8b9d9CM/DzUk2/tNBNcvw00b8F7aTSfUdfNM/l5hoeHo6i2GlejyKTyf7jgaSEhISEhISEhISEhITE/zs8l5vr7du3S+s5JCQkJCQkJCQkJCQkJP4f4j/eMykhISEhISEhISEhIfGv4//gqan/ViRNS0hISEhISEhISEhISDw30mBSQkJCQkJCQkJCQkJC4rmR3FwlJCQkJCQkJCQkJP7PIJPL/teP8P8bpJVJCQkJCQkJCQkJCQkJiedGGkxKSEhISEhISEhISEhIPDcyq9Vq/V8/hISEhISEhISEhISExH+D9Gkf/K8f4bF4j/3hf/0I/1X+VXsmc+aPLdX01e9N4+KNxFJLv0r5IAxfDyu19AE8P5pN9rxRpSpDM/BzcvetKlUZqqY9Od+peanKqLZhNxudK5Va+h0Lr3K8cf1SSx+gzoEj5Bz+s1RlqBt05cbN0v2GbPlyZTEun1GqMpSvj2bRrtJLv18LyF00sfQEAKp+k8lb9XWpynDr+RG/7S/dOcQ3m8jI+WlcqcpQ959K9txPSi19zaAvX4it3XKmoFRltItxIePMnlKV4RUTV6plAUJ5lHb7nT5jYKmlD+A9et4L6ee8iPJOm/BOqcrwnfJzqfYRqm3YzdVX25Za+gCVft9KyqUTpSrDv3JtcvevLlUZqiavlGr6Ev/vI7m5SkhISEhISEhISEhISDw3/6qVSQkJCQkJCQkJCQkJiX+EdJrrC0NamZSQkJCQkJCQkJCQkJB4bqTBpISEhISEhISEhISEhMRzI7m5SkhISEhISEhISEj8n0Eml9bLXhSSpiUkJCQkJCQkJCQkJCSem3/VymR8ehYTthwnw1iAxtWZyW1rU87X0yHe9VQDX+4+jS43H4BBjarSskIwFquVmXvPcehOEgq5HC83F8a1rkWYt8Z2b8KD+3z/7QwyMw2o1GqGjBhFWHhZUfpXL19k/txvATCbzURVrsa77w/B2dkFgB1bN/LHmuVYLFaq1YhlwMARODnZVSn38kPZ/g1kSjXWgjyMm5dh0SWJZDhXrYdrzaa23zKNF+b7N8ldvwi5bxDKli8jU7mD1YI58S7GnWvAVFhMV9lM3H6SDGM+GhdnJrWpRTmth6Ou0gx8teccutw8QVcNK9OivKCr2QcucPhuMiaLlZggLaNbxOCssM8v3E3WMWHxWjKyctEo3ZjStxvlggNE6Z+4epvBs38lPMDXdu2X0QNwc3Hm2OVbfLduG7n5BciAJtUrMbR7a+RFs0UuZYIJGTEKJw9PzDk53J/1Bfnxd8QZkMkIeucDNDXrYDWbMWdl8uD7rylITADAt8dreLdsi9VkwlpQQMKC7zFeu2K7vfLMsQR0aoEqIoT9tbuQefYKJRHa92XKfdwf5HJ0e45wYfBkrCbTU8MAXENCiRw7HicvL8zZ2dya/hl5tx/51IZMRujAwXjUq49MoSD7/Dnufv0lVpMJZWQ5wkd+hJO3N1azmZzLl7j7zddYC/Lt5Z2UxoSFvwtloXJj8ruvUC44UFwWl28y5NtFhAf62a4tGT8INxdnAP7ce4zFm/ZgtVipE12OUb274eyksMV98OAB3377NZmGTNRqFSNGfkh4eIRIxuXLl5g7dw4AZpOJylWq8P77H9jeDQCr1cqY0aO4efMGq1avFd1/V5fJ+D/3k5Gbj8bNmSldGlPe39uhPK4np/P55iPoc4R6O7hFTVpGh3P2XgrTNh4GwGSxEhvqz6ft6+FSlA99yh02/jIKY3Y6rkoNHXp/jl+ZCg7pnz24mqNbf8JqtRBWqT5tek1EoXDGarGwa90X3L64H7lCgVLtRbs3puLtH27Pgz6LCRuP2OzUlA71KOdXkp3K4IvtJ9HnFNmpptVoWSn0qWGCngyMX7uH9Nw83N1cmNKtGeUDfBxlJOn5fOMhdNlGQU+tatOqSlmO3nrA7G3HMRYINqNppTCGta6LvNiBBLrkO6xfNIrc7HRcle507jsD/2CxrjLS7rN+0WiS7l3GyzeEARP/FIWf3r+GQ5sFPUZE1af9GxNQOAn1LT49iwmbj9ts1OT2dR5vz3eettuoxlVpWTGEv87fZsWp67Z4KdlGYkP8+KZLQ9u1+IxsJm47RUZegWAHW8c+xg5m8tXec/Y2o0E0LcqXKbKDFzl8NwWT1UpMkA+jm9cQ2cH/hq2dtf88h+6moJDJ8FS6ML5lLKFe9nYpJfEuy+aNJScrAzelhjcGTiUotLwofV3KA5b/MI77t6+g9Q/mky/X2MIsFgt//fY1l88cRK5QoNZ48dp7k/ALDLPnIzGZKfOWkJGVjUapZMLAt4kMLeOQDxDe4UGfzeTq7Xh2Lp4FQEJKGj2GjqNcWLAt3ucj3yekyN68iLJ4Ie23tx/qTn2QqdRY8/PI2fArljTxJ0lcqtXHtY79sxVyd29M926Qs24Bck8t6m79QS5DJldgTksid8syrHlGe1m8gL5OaZe33Mcf9+7vIFdpsOQbyV63CHNqgihd19hGKOu3suvJw5vCu9fIWjkPuZcW7+GfY06+bwvPXDkPS3qqXc8voI/gHFiGoIEfo3D3wGzMIWneNxTcv+sgw+/N/qhjaoPZjDk7i6T5syhMFmQ4af0IeGcwLkHBWC0WMrZvIGPLetvt9xKSmP7dj2RkZqFRqxgz5D3KhoU8tiyGT5jOtVt32LzsJwByjXmM+3IW127exmy22K4X525yGhMWrSUj+2F/rbtjf+3KLaG/Fli8v/Yebi7OJKSlM2HRWq7eS6SMrze/Txxc4vNJSJTEv2owOXXHKbpXj6RzlQh2XLvPxK0n+O2NlqI4xkITI9cfYkq7OsQG+2K2WMnME77TtfdmAmcT0lj5VmucFXIWHrnM3IMX+KKT/VuAP875htbtOtGidXsOHdjD9zM/56tZ80UyIsqW48tZ83FycsJisfDl9Als2fAXL3V7heSkRFb8toivZy/Ay9uHGVPGsn3L37Tv1M12v7JNTwrOHaLw4jGcKtZA2f4Ncn77RiSj8MJRCi8ctf3WvD2KgssnhR8mE8ada7GkJYBMhrJjb1zrtiT/0BZb/Gm7TtOtagSdK4ez4/oDJm07ydJe4m8yGQtNfPj3ESa3qeWgqz8v3uFKSgbLerXASS5j6s7TrDhzg961KtplLP2LHk1q07lRTbafvMCExX+wbNz7DuUWHuDL7xMHOVz3ULvx+YCehPj5kF9YyPvfLmHD4TN0blQTgOBBI9Fv2UDGzq14NGpKyPBPuTlS/JFZj3oNUUVX5fqQd8Fsxu/VNwno3Z97X0zGrWw5tB27cH1gXyx5eXjFtaLM+0O5OdL+rbCktVu59fVCGuxZ7vB8tvKKCKHipGEcqNuN/OQ0aq/7gbD+Pbn7w/Inhj0k4uNPSVn/F7rNG/GOa07kmPFc6t9PJMO3U2dUFStxqV8frCYTEZ+MJuCVV0lasQxLQQF3Z36D8eYNkMspN3EKQW++RcKihbb7p/6yju7N6tG5SW12HD/HxIWr+W3iEMeyCPRj5WfDHa4/SNUz749tLJ80DK2nhhGzf2HdnqO82sreMZ/z/Xe0a9ee1q3bcODAfmZ++w2zZn8vSqds2UhmzfrO9m5MnzaVDRs20K1bd1ucP/9YR1BQEDdv3nB4jqkbDtGjVkW6xFRg+6U7TPjrAMv7vySKYyw0MXzlTqZ2a0JsWABmiwWDUai3FQN9WNb/JZwVcixWKx+u2s3vx6/wVoMqAGxdNoGYxj2p1qA7V05tYdOvo+gzSjygzUi7x4G/Z9Nn9B+oPXxZ98MHnN2/ippxb3D93C4e3DxF33F/oVA4c2jTPPb+9S1d+8+23T9t63F6xJSjc7VItl+5x4RNR1nWp41DHkas3c9nneoTG+In5KHo3XtS2EM++2s/PWpH06VmRbZfuMWEP/ay/P1uYhkFJoYt38bUHnHUDA8s0pPQ6fRwc+XLni0I8fEgv9DEgCWb+PvMdbrUtL/fm5ZOpGbTntRo1J1LJ7awfvFo3h23RiTD1U1DXLfh5Buz2P3HLFFYeup99vw5m/4T1qH28OX3OQM5tW8VdVq8IZT1tpOCPa8awY6r95m4+Ti/vdVKlIax0MTIPw8ypX1dYkPENqpLtbJ0qWYfKLyyeCsdosNE90/bdbbIDoax43oCk7afZulrzRxkfLjhKJPb1CS2jPYRO3iXK6kGlvWKE+zgrrOsOHOT3rUqFJPxz2zt3luJnEnQs+L1FkK7dOwKcw5d4osOdW33r/ppCg1bvky9uK6cObKNZfPG8dGMlSIZbioNHV4dQl5uNhtXficKu3ByN7evnuHTL9egcHJm69r5bFgxm74j7O3O5z8to2vLJnSKa8jOIyeZMm8JS2aMoSRWbNxBSIAfV2/Hi66rlG789uX4Eu95EWXxItpvVbvXyT9zgILzR3CuFIu6U2+ylnwhklFw/ggF54/Yfnu8O46Ci8cAsGQbyPrtG9vkr7LVK7g17oRxh/1bgC+ir1Pa5a3p3Ju8E/vIP3MQl8q10HTvh2H+VFGc/NMHyT990Pbba9AU8s/Z+z3W/DwyfphcYvrwYvoIAf2HkbFzE5l7t6Op15jAgR8SP2aoOK+16qOsVIU7n3wAZjM+3Xvh26svibOmCc/50UR0f/1O9pH9ACg8vUT3f/3Dz7zUpjkdWjRj96GjTP9+Pj999VmJef59/WbKBPpz7dYd2zUnJwVvdHsJD3c1Q8dNK/G+aUv/okfTOkJ/7cQFJixex7JxHzjECw/0LXGgqHZzZVC3VmQb85nzx/YSZfy/hkw6zfWF8a9xc9XpdFxOTrd1FlpWCCY5K5f49GxRvC1X7lEt0IfYYGFmRSGX4a1yBUCGjAKzhQKzGavVSnZBIf4apUjGzetXadaiNQANGjVDl5pCYsJ9kQxXNzfbTKXJVEhBfj4U1cnDB/dSp15DvH20yGQy2nbozP69O233ylQaFAFhFBZ9qNZ07Sxydy/kXr48DkVgODKVBtPN8wBYMlKFgSSA1Yo5KR65h31VQp+bz+WUDDpECSsZLcuXITnbyL2MR3R19T5VH6Or66mZ1Av1x1khRyaT0SgigI2X79llZGZz6W4CHerXAKBVzSokpxuIT9E9Nh+PEhVWhhA/4bldnZ2pFBpEgi7DFq6sUImM3YLRyjy4D2c/f1yCxDOnVivInJ2RuwizygqVGpPOPnMpUzghdxPKWKHRUJiWKrpff+AEeQ+Sn/icQd3bkrxhF/nJaQDcXbCCMq92emoYgJOXN+qoaHTbhIF++p7duPgH4BosnnVUlS9P5onjthVNw5HDaNu2ByD//j1hIAlgsZBz5RKugUH2PGRmc/n2fTo0jAWgZe1qJOsyiC96pmdhx/HzNIupjK+XOzKZjJeb12fr0bO28IyMDK5fv06LFkKHplGjxqSmpZGQIJ5pdhO9GybyC/KRyewG++7dOxw+fJhXevZ0eAZ9jpFLCTo6Vi8HQKvocJINOcTrM0XxNp+/RbUQP2LDhFlVhVyOj9oNAKWzk22lotBsJr/QxEPxOp2OpPgLVKnbGYBKsW3JSk8iPUU8y3z11FbKV2+BxtMPmUxGTNNeXDqxAQCZDMymAkyF+VitVvLzsnH3tq8A63PyuJSkp0OVCCEPlUKK7FSWOA+X7lKtjJbYED97HlRuTw0D0GUbuZSQRscawspUqyplSTLkEK8ziGWcu0H1EH9qhgcW05PwLkSX8SXER1gVcnV2olKQloQM+zPmZOpIuHOBavUFXUXXakumPgl9slhXSo0XYRVq4eyi5FEun9xKxRi7Hms1e42LxzbayuJycjodKhfZ84qPseeX46kW5ENsiKONKs75RB363HyalrPbB0FGBh2ihHetZfmgx9jBB1QN9Ca2jNZBxvW0TOqF+tntYLg/G6/Y24P/hq2VAYXF2qWcAhMBGnt5Zxl0xN+6SO0mgl2pUa81GbokUpPEHXu1xpNyUTVxcXUsCxkyTIUFFBYWYLVayTPm4KW1r0roDZlcvnWXdk3qAdCiXk2SdencS0pxSOvWvQT2Hj9D7y7tHMIex4soixfVfjsFhVFwQRgYFl49LbTf3n48DkWZCGQqdwqvnxMumE12LyKZDJmzC2C1xdfn5pV6X6e0yxvAqUwE+ecEL5GCSydRePgg9/F/fPyQssjV7hRcOfPMMkq7j6Dw8MQtsgKZ+4U6kH30AM5aP5wDHFdwZc7ORWUJCqXKJkNVLRZrYaFtIAlgNmTY/k/PMHDl5i3aNGsMQFyDuqSk6bifKPZWA7gdf58Dx07wZvfOousuzs7Uql4FjVpdop70mdlculOsv1arCsl6A/HJz95f89SoiK0QgbLIk0lC4nn416xMJiYm4qt2w6nIBVImkxHoriIpK1fkunFLl4mzk5yhfxwgJdtIBV9PRjargbfKlablgjh+L4XWP25A7eKEn0bJwp5xIhnePloUCiebDF//ANJSUwgqI+78pyQnMuOzcSQnPqBmnQa069gVgNSUZPz87Z1L/4BA0lLtBlrm7oUlxwBWi+2aJTMdmbs3ZJTc+XepVl8YfFosjoHOLrhUa0De/g22S8lZufiqHHWVmGUUuU7d1mfiopAz7K9DpGTnUcHXgxFNquGtciXa34u1F27Ts0Ykrk4Ktl9/QGJWru3epHQDvp4anBQKuwwfT5J0BsL8taJHvJ+qp9dn85DL5HRpFEvP5vUcspFmyGLHyYvMHvKm7ZpJrxPluTA1GWe/AJt7CkDWsUNoqscQvXQtZqMRky6NW6OGAZB3+yZpf62h0sLlmLOzsBQWcGvU8BJ1/CSUYUEY7z6w/TbefYAyNOipYQAuAf4U6NLAbLZdy09OwiUggPwH9k5O7tUr+HXpRvLa1Vjz8/Fu0RLXIHs6D5G7ueHbqTP35/9gu5akz8DXy11cFlovknQZhAWIJynup+p4feJs5HI5nRvXpmfLBkIaugyCfO3upGV8vUnSpdt+p6am4uPjjaKYDH8/P1JTUihTRtywJicn8dmUySQmJlKnTl06dhQ6wSaTie++m82wYSNsrszFSTLk4OuuFNdbTw1JhhzCfOzucLdSM3BxUjBk+Q6SM3OoGODDyDZ1bAPKBxlZjFi5i3v6LJpUDOHVOlGA8H5rPPyQF3u/PbyDyNQniNxUM9MT8fCxu255aoPJ1AtubOWrteDu1aPM/bQxLm5qNJ4BvD5yqT0PWbn4ah7Jg4eKpMxcwrzd7XlIy8RFoWDomn0kZ+VSwc+LkS1i8FG5PTEMINmQja9GhZNCrKdEQzZhWrsr3M3UdJydFAxeuoWUzBwqBPjwYfv6tgHlQ9Kyctlx8Tbfv9nWrgN9IhpPsa48fYIw6BPxCQjnWcjUJ+CptdcNL99gDEV6LNGeezzGnisUDF13gJSHuoir4TCg/PP8bTpWDhe5PAoyXB+xg8oS7GCWYAfXHylqMzwY0bhqkR30ZO35u/SsXrbIDiaQmGm3g/8NW9s0MogT99No89NmW7v0U48mtnszdEl4evmJ2iVv3yDS0xJFbqpPokqtOK5fPM7495rj6qbC08efoZOW2POhS8fXy1NsQ3x9SE7TExpoHwCYTGamL1jK2Pd6i1yiH2LMz+ft0dOxWCw0rRND3+4dUMjlL6QsXkT7LffwxpKd6dB+yz28Re6XxXGt3pCCC0fF7bdcgfvbnyD30GJOfUD2mmL2PMtY6n2d0i5vEFZgi+fZbNCh8PTBonccsAK41WxC/tnDYLG3lTIXFzzfG4dMJif/ymmMezcIo8OHz1fKfQQnrR/mDL1YRloqzr5+NhdWgOyTR1BWqUH5+Sux5OVi0uuIn/QRAC7BYZgyDQQNG41LUAiFqcmkLl1AYYowWEzR6dF6e4vKIsBXS3KqjpAge100mUx8OW8hnw7qj1zxfOs8SXoDvp7ujv01fQZhAY/011L09JoyF7lcTpdGNUvsr0lIPC/PvTI5Z84cevfuzcqVggvO0qVLqVy5MlFRUYwZMwZTsb1kjyM/P5/MzEzRX2Fh4VPvAzBbrBy7m8K4VrVY8WYr/DVKpu88BcClpHRu6jLZOqAjW9/rRN0wf6btOPW8WQTAPyCImXN+5uff1mEqLODooX3/UTpPxdkF56iaFJw/7BgmV6Dq9Damu1cw3Tj33EmbLFaO3UtlbMtYlr/eHD+Nkhm7zwDwUuUwGoYHMGDtfgas3U+YlwaF7PldAqLCgtjy5cesGD+Qbwf2Ys3e42w7fl4UJ9uYx7Dvl9GnbWOqRAQ/JqWSUVaohFt4WS73eYUrvV8m++wpygwaCYBzQCCeDZtwdcCbXHm7J7q/1hD2yYTnzsOLIG3TRgxHjxA15wei5vxA3r14rGbxuyJzcqLc5KlkHjtGxr69zy0jKiKYzd+OYfnkYXwz5C3W7D7CtmNnn37jcxIQEMicuT/w27IVFBYWcuiQ4Ma0fNlvNGzYiLCwZ+sAPw6zxcrRWwmM69SA39/rjL+7iukb7e9HsJc7q97vws6PXqXAZGbn5btPSO35SIy/QFrCdQbO2MegGfsJj6rP1hUTnz8PVgtH7yYxrm1tVr7dFn93JdO3nnhq2HPJsFg5evMB47s04feB3fH3UDNt/UFRnOy8AoYu28rbjatTJfjxqyv/K8wWK8fikxnXuhYrercW7Pn2k6I4xgIT267co2sxl9fnwWS1CHawRQ2W94rDT61kxm7hvXgpOoyG4f4MWHuQAWsPEOatRvEfuEY9ydZeShbapS3vtmPLu+2pG+rH9F1n/qO8PI57ty6SeO86k3/YwZQfd1Gxan1+/2nKc6ezcM3fxNWNpWyI40SXr7cnG374giUzxvD9+BGcvXKD5X8/nzvciygLeLHtt0vlWuSfPSS+bjGTtWgGhu8+xaJLwjWmScn3P4EX0dcp7fK24eyCS9W65J2yr95Zsgzov/4Iw/ypGH75BufwCigbtX1CIiXzIvoIbpEVcQ2N4OYHr3Pz/dfJvXCawP6CK6xMoUBdtQa6tcu5O2oQOWdPUmb42OeWsfj3dTStX4eI0OfrIz0PUeFl2PLVJ6yYMIhvB77Omj3HHPpr/6eQyf+9f//HeK4cTZ06lTFjxpCbm8uIESP44osvGDFiBG+88QZ9+vRh4cKFfPZZyX7gxZkxYwaenp6iv99//520nDxMRTNEVquVpKxcAt1VonsDPZTUDvXD312JTCajQ3QY5xP1AGy4dJc6oX64u7kgl8l4qXI4J+7ZZ8mCgoJI1+swF3XirVYraSnJ+Po93jVDqVTRuGkL9u3ZAYCffwCpKXb3hJTkJNH91qwM5GpPUWWRe3hjzbKvAhXHuWIMZl0iFt0jrphyOaqX3saaYyBv1zpRUIC7irRcR10FuYtXJALdVdQO8cVfU6SrqFDOJwm6kslkvFc/muWvt2Bxz2ZE+ngQWeywhEBvT9IM2ZiKVtysVitJegOBWvEhARqlG+5FKyoBPp60rVuNU9ftnfucvHwGzf6VuJgo3mrTSHSvk48Wiq1gOfsFUJgq1oN3izZknz2NJScHrFbSd25FUz0GAM+GTcm7c1uYvQT027egrlINmdPzLbgb4xNRhtsNuDI8GOO9xKeGARQkp+Ci9QWF/SAb14BACpIdXWsTFi3kUr8+XP5gAHl3bmMsdkiPTKGg3JSpFOp0xM/+VnRfoI8XaRlZ4rLQZRCo9RLFE8pCqAMBPl60qx/D6at3hDS0XiSm2etgQlo6gVr7SqWfnx96fTrmYjJSUlPx83/Su6GkabNm7Nm9G4ALF87z9/r19H27Nx9/9BG5ubn0fbs3hiKXn0BPNWlZRnG9NWQT6Cl23Qn0VFMnIogAD7VQb6tHcu6+46qAysWZdlXLsun8LUB4v7MzU7EUe7+FVUjxyqqwWmlfbTboHuDhI3SmLh75k/BK9XFTeSCTy6lavxvxV+17fALdVaRlP5KHzFwCPcR2KshdTe2wAPzdVchkMjpWjuB8gu6pYQABnhrSsnMxmcV6CvLUiGV4aqhT1q6njjXKc+6+3d7l5Bcw8NfNxEWF07tRdbEOfILINoh1ZdAn4unj2Kl8HB4+ZTDo7LP3GWkPbPcHBQU52vPMkuy5itqh/nZ7Xtluzx+y/dp9IrUeRPqKD3MRZOQ/YgeNz2AHQzifJLwLgh2MYvnrcSzu2ZRIH3citfYV5v+Grd14+R51QvxwdxXapU7RYZwoVp+9tIEYMlJF7VJ6WiLevs9eFsf3radC1Xqo1B7I5XLqNuvMjYvH7fnQepOWYRDbkDQ9Ab7iQ51OXb7O6i276Tp4DAMmfkWOMY+ug8eQnpmFi7MzPp5CGXhq1HRq3pAzV66/sLJ4Ee23JTMducbDof22ZJbcfrtE1cScluhwwJ49QTP55w7jWtW+PzbQXVnqfZ3SLm8AucZT1H4rPLWYDeJ39yGuVepgTk3AnFrsICOzCWuO4HpvNeaQd+oAzuHiA8BKu49g0qWi8PIRy/D1c9gu49G0FbkXzmDJFWQY9u5AWUVwKS1MSyHvzk3boT2Z+3fgWra8rU/gr/VBl54uKovkNB0BfuIVwzMXr7B201ZeGTCMQWMmk2M08sqAYaQbxNtASiLQx5M0Q5Zjf83HSxTPob9Wr7qovyYh8Z/yXIPJJUuWsGTJEtasWcOWLVsYO3Yss2fPZuzYsYwePZr58+ezfPnjDzp5yOjRozEYDKK/yZMnE+XvxabLwj6Rndcf4O+uErl9ALSuGMrF5HSy84WVzAO3k6hYdJJiiJea4/dSKSzqhO2/lSg6IU2r1RJZvgJ7dwmza4cP7kXr6+fgIpOYcN+2wlpYWMiRwwcIjxD2edVv2JTjRw+RrtdhtVrZumk9jZu2sN1rzc3GnHIP58q1AXCqWANLVgaWJ7i4Ft/ID4BMjqrT21jzcjFu+93hHh+VK1F+Xmy6Iuxx3HkjAX+NUuROBNC6QrBIVwfvJFGhSB/5JrNtM3+6MZ8lJ67Rp9hBBz4eGqLCgth0RJg13nHqIv7eHg4urqkZWViKGsWcvHz2n7tGVJjQCcrNy2fQrF9pWKUC/TvFOeTDePM6Xs2F/S8ejZpSmJYqcl8BKEhKRFMj1mb83evUJ+/uHVuYKroqcjfBOHrUbUD+/XjRSavPQuIfWwno1ALXIpfR8AG9SFi18alhAKaMdHKuXUXbRthv4h3XnILUFJGLKwjuPAp3oWPk5OlJ0Ju9SVz+mxCoUBA5eSqmzEzufDnD4fl8PDREhQez6dBpAHaeOI+/j6eDi2tqRqa9LIz57D9zmUrhwkCqZe2q7D1zibSMLKxWK2t2H6FNvRq2e728vChfvhy7dgl7Rw4ePICv1tfBxTUhIUH0bhw+dIiIssKK0ZdffcOSX35l8ZJf+errr1GpVCxe8iueRYcR+KiVRAX5sPHcTQB2XL5LgIda5OIK0KZKBBcT0sjOF+rngesPqBgodILi9Zm297vQbGbXlXgq+AthWq2WgNAqXDwmnKJ39fRW3L0CRC6uIOylvHFuF9mGVKxWK2f2rSC6dkcAPH1DuXv1CGaTIPvm+d34lrEfWuOjdiMqwJtNF+8Iebh6H393pcjFFaB1dCiXEvV2O3UrgYr+Xk8NA9BqlEQH+bLxrLCPdsfF24KeHpnIaVM1kosP0sjOe6ine1Qq0lNufiEDf91CwwqhDIiryaOoPbQEhVXm/BFBV5dPbsXDO+CZXVwBomu14doZux5P7l1JlbodhDxotUT5e7PpUpE9v/YYe14plItJxXVht+cP+fP87RJXJQUZnmwq2le380Yi/hq3EuxgGS4mZxSzg8lU8HucHbxOn5rF7OB/wdYGe6o4fr9Yu3Q7SXTKqbunltCy0Zwo2spw9uh2vLQBz+ziCqD1D+H6haOYivbqXTy1V3QarI+nB1Flw9iyX5gY2XX0FP5aL5HLI8CCyR/z19wZ/DlnOgsmf4xa6cafc6bj7eGO3pCJySR0VgsKC9lz9DQVywrP+CLK4kW136ake7gUDf6cK8UK7fdjXFxdajR0WJWUe/iA08N9ZzJcompiSrVPXvmo3Eq9r1Pa5Q1gTryLa3VhG4VL5VqYM9Mf7+JaqzF5J/eLrsnU7iAvmoRVOOEaXQtTonifcGn3EcyZBvJv38CjiXBWgKZeY0y6NJGLK0BhSiKqqjFQ5GKtqVmPgnuCjJwzx3Hy8cXJW+gbqWPrUvDgnm3ri7eXJxUjy7Jt7wEA9hw+hp/WR+TiCjB3+gTWLPiO1QtmM3f6RNRKJasXzMbb0/FE5Edx6K+dLOqvBTylv3b2qq2/JiHxT3iuJZyEhARq1xYGSTVq1EAulxMTE2MLr1mzpsOBHSXh6uqKq6vjIQtjW9Vi4tbjLDp6BbWrM5PaCLKmbDtBs3JlaFauDEEeKvrVjaLvyt3Cvi6NG+Na1wKgZ41y3NZl8erS7TjJ5fiqXRnTUtyRen/wh3w/83PWrlqGSqVi8IhRAMyd/SV16jWibv1GnD97mo1/r0UuV2Axm6lWoyav9HoLgMCgMrz2Rl/GfCycpFm1Wgxt2os3Sxu3rULZ/nVc67UWPg2yRRhgK9u8RuHNC5huXgBA7u2Pwj+YwrWnRfc7R8XiXLEG5pQHaHp/DIDpwW3ydtpPWhzTMoZJ206y+PhV1C7OTGwt5HPKjlM0iwyiWWSQoKs6lei3ei8yZPhrlIxtKZRXdn4hA9buRy6TYbFa6RVTnqaRYqMy7q3OTFj8Bz9v2oda6crkt4UT7yb/8ifNalQiLiaanacusnrPMRQKOWazhda1q9Kl6LTW5TsPc/HOfYz5Bew6dQmA1rWr8G7HOAAezPmW0BGf4t/zDcy5udyfJZyYFzzkIzKPHiLr2CF0G/7ENTSM8t8vxGoyYUrX82DuTAAyD+9HWbES5WbOx2oqxJJnJP4r8UlnVedNxr99HK6BvtTd+DOmrBz2RLeh2vypJP+9i5QNuzDevs+1Kd/RYO8KAPT7jhG/QBjEPynsIXe//JyyY8dTpncfzDk53J4unGgX8ekYMg7sJ+PgfhRqDVHfzxP24sjkJK/+HcNBoXHxadEKn7jm5N64TpXFvwKQdf4c8d9+bZMx9u3uTFy4ikUbdqNWujLpnVeE8l60hmaxlWkWW5mdJy6wZtdhFAoFZrOZVnWq06WJ8A6F+Gt5v2tr+k2bB0CtqEh6xIn3SgweMpSZ337Dqt9/R6VSMWKE4Co0e9ZM6tWvT/36DTh79gx/r/8LuVyO2WymRkwMvXq9zrMyvlNDJvx1gJ/3nxeOxO8iHEowef1BmlUKJa5SGEGeGt5pXJ0+P29CLpPh76FifCfh1NljtxNZcfQyCrkMk8VKvbJBDGhmX3Vr+/pkNv06msNb5uPqpqZDb2FwvnnpWMpXb0GFGi3x8gulUaehLPu6FwChFesS0+RVAGo2ewNd0k0WTeuCQuGE2sOPtr3Epw2Oa1uHCZuO8vPhy6hdnZjcQdDj5M3HaFY+mLgKwQR5qOnXIJq3f9uBXAZ+GhXj2wll8aQwm546N2b8H3tZuO80Glfh0yAAk/7cR1ylcOKiwwny0vBOsxh6/7TepqcJXQR3umWHL3DhfgrGgkJ2XRJWwFtXiaR/XKxNRofek1m/aDQHNs3H1U3DS32nA/D3knFUjGlBpZgWFOYbmTuuHebCAvKM2cz6uBnV6nemZY8P8fYLpVmXISz5XCj/8Ep1qdn0VVv6Y9vUYuLmYyw6ehm1izOT2tUBYMrWIntevsie14um7/JdRfZcybg2tWxp3NFncS0lgzY9GpdYn8a0qMGk7adZfOIaahcnJrZ6aAdP0ywyULCD7ir61a5Iv9X7bW3G2BYxAGQXFDJg7cFidjCSppHiTt4/tbU9q0dyW5/Fa8t24iSXo1W7MaZI/kN69p/A8nnj2P7nQtyUal7/QPDwWfHjRKrWjqNa7eYU5BuZOrwTpsJC8nKzmPBBS+o0eYmXXh9Ok7a9SH5wmy8/7oHcyQkPL196vis+hXNU/zeEEz3/3Ixa6cb4D94GYNqPv9Kkdg2a1q7Bkzh75QYLVv0tvPsWM7WrVKJvt/YvtCxeRPudu2U56k69cWvYVvg0yEZhz7Sq/RsUXj9H4Q3BLVDu44+TfwjZl8Vu2Qr/YNTNhDRlMhmmpHsYt68WxXkRfZ3SLu/s9b+i6f4OqqYdsOTnkf3HIgA0XfpQcOUMBVeFgY1CG4AiMIyCC7NF6TuHVUDVoqvQJsrlFN66Qu7ejaI4L6KPkPTTdwQN/BBt19ewGHNJ/EE4ATngveFknzhCzskjZGz9G5fgMCK++gFMJkwZ6SQvFE5Utubnk7zwO4JHfQYyGZbcHBJmTxfJ+PiDfkz/bj5L16xHrVIyesgAAD6f+xON69Skcd1aPI0+w0eRkZlFjtFI93cHE1u1MuOH20+lHde7CxMWrePnTXtRu7kyua9wwvrkJX/QLCZK3F+TyzFbLLSuVcXWXzPmF9B13CwKCk1kG/Np+/GXdKwfw9AebUp8nv8XkE5zfXHIrNZiu52fQmRkJPPmzaNdu3Zcv36dqKgoVq5cySuvCB3bTZs2MWjQIG4/+o29ZyRn/vP7mT8P6vemcfFG4tMj/odUKR+E4ethpZY+gOdHs8meN6pUZWgGfk7uvlWlKkPVtCfnOzV/esR/QLUNu9noXKnU0u9YeJXjjes/PeI/oM6BI+Qc/rNUZagbdOXGzf/snX1Wypcri3G546rrfxPl66NZtKv00u/XAnIXPf/+yedB1W8yeau+fnrEf4Bbz4/4bf8zm/3/iDebyMj5aVypylD3n0r23E9KLX3NoC9fiK3dcqbg6RH/Ae1iXMg4s6dUZXjFxJVqWYBQHqXdfqfPGPj0iP8A79HzXkg/50WUd9qEd0pVhu+Un0u1j1Btw26uvvr8ezSfh0q/byXl0vPvh38e/CvXJnf/6qdH/AeomrxSqumXFpnfDv9fP8Jj8Rg563/9CP9Vnmtl8o033qB379506dKFnTt38sknn/DRRx+h0+mQyWRMmzaNl19+ubSeVUJCQkJCQkJCQkJCQuJfwnMNJidPnoxSqeTw4cP079+fUaNGUaNGDT755BNyc3N56aWXnukAHgkJCQkJCQkJCQkJiVKhhE+USZQOzzWYlMvljBkzRnTttdde47XXXvuvPpSEhISEhISEhISEhITEvxtp2C4hISEhISEhISEhISHx3DzfB/kkJCQkJCQkJCQkJCT+xchk0mmuLwppZVJCQkJCQkJCQkJCQkLiuZEGkxISEhISEhISEhISEhLPjeTmKiEhISEhISEhISHxfwfpNNcXhqRpCQkJCQkJCQkJCQkJiedGZrVarf/rh5CQkJCQkJCQkJCQkPhvkPX9x//rR3gs7kO++l8/wn+Vf5Wb690BXUs1/fAFf3LhRlKppV+1fCDX3+hQaukDVFi26YXoKW/7klKV4db6bW7361yqMsouWs/xxvVLLf06B46w0blSqaUP0LHwKpmntpeqDI+ardl0qrBUZXSo6UzW7A9LVYb7sG+Ytb705saGd5aR+e3wUksfwGPkLLLnflKqMjSDvmT236U7hzjsJRnZR/8uVRmaei+hP7e/1NL3qd6EvNXflFr6AG6vfMjSfaUqgreawomr6aUqo3Ylb+6826VUZUQs/IvzN5JLLf1q5QO41qtdqaUPUHHFFu4PfqVUZYTMWU3G6V2lKsMrtgU5P40rVRnq/lPRTXq31NLXTlrIyeaNSi19gFq7D3L/2oVSlRFSsSrx1y+XqoywCtGlmn5pIZNLp7m+KCQ3VwkJCQkJCQkJCQkJCYnnRhpMSkhISEhISEhISEhISDw3/yo3VwkJCQkJCQkJCQkJiX+ETFove1FImpaQkJCQkJCQkJCQkJB4bqTBpISEhISEhISEhISEhMRzI7m5SkhISEhISEhISEj830E6zfWF8a8aTDr5B6HtOwyFxh2LMRfd4u8oTLwnjiST4f3y27hVqQkWM5acLHS/zsWUmoRzcDg+vQag8PDEajZTcOc6+uULsBYW2G5PeHCfOd9OJzPTgEqtZvCI0YSFlxWJOH/2FL8tmU+e0QgyGbXq1OfNt99DLhcWcv9cu4I9O7ditVgoExLK4OGjUGvcbfc7B5Qh4P2RKNw9seTmkDz/WwoexDvkw/f1d1HVqAVmM+bsTFIWfkdhciJOvv5EzPyZgnt3bNETZ02jMMX+WZMXoau7KXrGL91AenYu7kpXprzVifJBfiIRx6/dZdAPq4jw97Fd+/XD3ri5OD8x7GEe/N4djkLjgcWYS+rPsyhMcMyDT8++KKvVBLMFc3Ymab/MxZSSiJNvAP4DPwW5HJlcQWHifdJ+mYMlN8d2u2tIKJFjx+Pk5YU5O5tb0z8j7/ZtBxmhAwfjUa8+MoWC7PPnuPv1l1hNJpSR5Qgf+RFO3t5YzWZyLl/i7jdfYy3It91eeeZYAjq1QBURwv7aXcg8e4WSCO37MuU+7g9yObo9R7gweDJWk+mpYQDxiSlM+mEphqxs1ColE99/i3KhQSXKsVqtDJz6PVfu3GP3z/ZvGSWl6fli8SriE1NQyOX0aNWYV9vF2cJTE++y/Icx5GRl4KbS0Ov9aQSFlhelrU99wPIfxvLgzhV8/IP5+PO1trCje/5g35bfbL8NumQio2vRb+RsQc1evihb90KmVGMtMJK3bSUWvfiof6fKdXCJaWIvGo0X5gc3ydv4CwCKstG4Nu6MTC7DnJZI3vaVUKwsMlLvsOv3UeTlpOPi5k6LV2fgE1jBQUeXj63h9O6fsFosBJevT5PuE1AonLl/4whHN31DYX4uyGSERzWjfocPkcntThxyL1/c2r2BTKmG/DyMW5dj0Yk/OeRcpS4usc3s+XD3xHz/Jsa/F4OzC6qX+iEPCEEmU5A1b7TD88VnZDNx2yky8grQuDgzqXUs5bQeDvGup2Xy1d5z6HIFHQxqEE2L8mWwWK3MPnCRw3dTMFmtxAT5MLp5DZwV9nxkpN5h50q7rlq+VrKuLh0t0pVV0FXTIl0l3TnN3nWTAbCYTQSVrUmTruNQOLkIeUhKZeKClWRk5aBRuTGp/2uUCwl0SB+EOvv+5z9y5e4D9v441Xb914272XDgBBarlfAgfya9+yruaqUt/F5iMlPmLMKQlY1GpWTcoL5EhgY/VsaQyd9w9fZdtv/yvUP4Z3MWsWnvIbYt+Q53tcp2/W6agfFr95Cem4e7mwtTujejfICPw/3Xk/R8vuEguhwjAINb1aFVlbIcvfmA2duOYSwoBJmMphVDGdamHvJiHR198h3WLx5FblY6rkoNnft+jl+wuCwy0u6zfvFoku9dwksbQv+Jf4nCT+9fzaEtQjlFRNWn/esTUTg528KTEuL5cdZnZGVmoFJpeG/4eELCIkVpXDx7gpW/ziMvLxcZMmJqN+S1PoNsbV9aahJLfvyKpIR7yORyWrXvTttOPQHBnvv2G25rk9IWzy7Rnnu/0hdlVaFNMmdnoft1DqaUJJx8/fH74FNkMjkoBHuu+3WuyJ4nPrjH999OJyvTgEqtYfCI0YQ6tN8nWSZqvxvwRrH2+6+1K9izc0tR+x3GoEfb78AyBH7wEQp3Dyy5uST9+A0F9+865MPvjf5C+22xYM7KJPmnWRQmJwq60Prh33cQLkEhWC1mDDs2krF1ve12J79AvN8ajFzjjtWYi37pXExJ9x1keHbrjVt0DNai9jt9+XzMaUnIXNzQ9v8Q59BIZHIFCZ+8zaPEJ6YwZd4vZBS9GxM+6E1kaBmHeCC8G4OmzuLq7XvsXPQtAAkpOnoMG0+5MPv79PmIAYQECn2A+PQsJmw+ToYxH42LM5Pb16Gcr6dD2tdTDXy58zS63DwABjWuSsuKIfx1/jYrTl23xUvJNhIb4sc3XRrarsl9/NF064dcpcGaZyT7z8WYUxNE6bvGNMKtfkv7PR7eFN69Tvbv85B7afEaOgNzil23Wb//gCU91X5/cAgRo8bh5OmJOSeHO19MI++OYx8h+L2BeNYt6iNcOEf8zK+xmkzI3ZRETpmGumIlUCg4+5Lj52XuJyTwxcw5GDIz0ahUfDJ8MBHhYaI4F69cZfa8BQCYTCaqVo5m8Hvv4OLsjMVi4cdFv3D81BkUCjke7u58OPgDgsvY+wD3HyTw1czZGDKzUKtVfDx8qIOMS5evMHvejwCYzWaqVo5m4Hv9cXF2Zsv2nfyx3v45pzSdjmpVqjBp7CiH/EhIPMq/ajCpffMDsvdtI+fwLlQ1G6DtO5Sk6eKPjipr1MW1fDSJnw0HsxnPDq/g1e0t0hZ8hbWwAP2KBRQ+uAsyOb7vjsSjXXcMf6+03T9/zte0avcSLVq35/CBPcyZOYMvZy0QyVBrNIz4ZCKBQWUoKMhn8tgP2bNzKy1at+fs6ePs3r6Zz7/9EaVKxZqVv7L814X0HzjCdr//O0Mw7N5C1r4daOo2IuC9kdybMFwso2Z9lBUrEz96EJjNeHd9DW3Pt0n6fgYAFqOR+DFD/qe6+mzlFno0iqFL/epsP32FCUs3sPyTvg7PEuHvw6rR75T4nE8K8+0ziKy9W8k+uAtVrYb4vTOchM/E3yJUxdTFtUI0DyYOA7MZr0498e7xFqk/fIkpQ0fijFG2AbBPr3fx6tIL/YqFdvkff0rK+r/Qbd6Id1xzIseM51L/fuLn6NQZVcVKXOrXB6vJRMQnowl45VWSVizDUlDA3ZnfYLx5A+Ryyk2cQtCbb5GwyC4jae1Wbn29kAZ7lpeYTwBlRAgVJw3jQN1u5CenUXvdD4T178ndH5Y/MewhMxaupFvLRrzUrD47j55m8o9L+XVayd8jXL5pF8EBvly5Y+/IWa1WPv72J/p0bk2r+jUB0GVkiu5btXAyDVq+Qt1mXTlzdBsrfhzLyGm/i+K4KjV06DkUY24Wm1Z9JwqrF9eNenHdbL+/+LgrtRp1sv12a/EyBReOYLp8HKfy1XFr8xq5K2eL0jBdOo7p0nHbb9UbH2G6ekr44eyCW6tXMa6ZhyU9Bde4brjWbU3+gQ22+HvXTqRyvZ5E1enOzXNb2PX7aF4etkYkI1N/n2NbZ/PKsHUo3X3ZvGQgl4+somqjN3BVetD6jW/x0IZiKszn7wV9uXryT6LqdLfno1VPCs8dpvDSMZwq1EDZ9nVyln8rklF48RiFF4/Zfqt7f0rhlZPCD4uZ/OM7seblon5lMCUxbddZulWNoHPlMHZcT2DS9tMsfa2ZKI6x0MSHG44yuU1NYstoMVusZOYJ78KfF+9yJdXAsl5xOMllTN11lhVnbtK7ln2AsnfNRKrUL9LV2S3sXDmaV4Y/oiudoKuew4t0tXggl46solqjN9CWieLlYatRKJyxWixs+XUoFw4tp0bTt4U8LF5Dt+b16dykDjuOnWXSTytZOnl4ifldtmUfIf6+XLn7wHbtyIVrrN9/nF8mDkWtdGPhXzuYu2Yzo/rYy+KL+Uvp2qopHZs3YtfhE0ydu5hFn5f8/buVG7YTHOjH1dt3HcL2HD2Jk5OixPs++2s/PepE0aVmJbZfuMWEdXtZ/kE3URxjgYlhy7YytUdzakYEYrZYMBiFAb6H0pUvX21JiI8H+YUmBizeyN9nrtGlpv0btRuXTiC2SU9qNOrO5ZNbWL94FO+MWyuS4arUENd1GPnGbPb8MVMUlp56j71/zebd8X+g9vBl1dwPOL1/FbWbv2GL8/PcL2jetgvNWnbi6MFdzJ/1GZ99u1iUjlrjzpCPP8M/MJiCgnxmjB/C/t2baNayE1arlZnTP6Vzj97Uayx03g3pOtu92rcGkr1vK9mHBHvu23cYidM+EqWvqlEXt/LRJEwW7Llnx1fw7vYWqfO/wpShJ+nz0XZ7/tq7eHXuhX6l3dbOn/M1rdt1pnmx9vsLh/bbnRGfTCKgqP2eMnYke3dupbmt/d7EjG/nF7Xfv7D815/oP3Ck7f6Ad4di2LmZzH3b0dRtTOD7HxI/bqhYRq36uFWqzN1RA8FsxqdbL3xf60vi7OkAlBk5Af36VWQfFb6DqvD0Et3v9dp75BzcQe7RPShj6uPz1iBSvhJPKrlVq41rZCWSZ3wEFjPubbvj2bkX+kUzsVpMZG3/C0tONn7DJlESny9cRteWjekU14CdR04x5YdfWTK95IHBik07CQnw4+pt8eBfpXTjty/GlnjP1G0n6V49ks5VI9hx9T4TNx/nt7daieIYC02M/PMgU9rXJTbEV2SjulQrS5dq9omAVxZvpUO0ePCjeekt8k/uI//MIVwq10LTtS+Gn6aJ4uSfOUj+mYO2354DJ1Nw7ojtt7UgD8OPU0rMA0DYyE9I27Ae3dZNeDWNI+LTsVz5QPx9S98OnVBVqMTlAX2xmkyEffgp/j16kvz7cqxmE8krfsOUmUXFWY6TVAAz586nY9tWtGvVgr0HD/PlrDnMm/mlKE65iAjmffsFTk5OWCwWJs34ivUbt/By15c4dPQ4Fy9f5afvvsHJyYnffl/Dz78uY8Io+/s1e+4PdGjXhratWrLvwCG+mvUdc2d+LZIRWbYsc2d+bZMxZfoX/L1xMz26dqZd65a0a20flPcfOJSWcU0fqzcJieI8957JxMREJkyYQIsWLYiOjqZKlSq89NJL/Pzzz5jN5n/0MC7h5ck5ugeA3FOHcfL2xcnvkZlsqxWZkzOyohlXmVKFOT0NAFNKojA4ArBaKLhzHSetv+1WnU7HzetXadaiNQD1GzVDl5pKYoJ4RjCyXEUCg4QZPBcXVyIiy5NatCp459ZNoipXQ6kSZq5r1q7P3l3bbPcqPDxxjaxA1gHho8HZxw7ipPXFOeDRVSQrMmcnZM7CLL5cqcKkT3smPcndPUtfV1k5XIpPpGOdqgC0iqlEUnoW8an6Z3rGZ8E1ojzZh4vycPIQCh9fnPwf0ZMVIQ9FepIpVZgf6slksq+kyuTIXd0cZKijotFt2wJA+p7duPgH4BocIoqjKl+ezBPHbSuBhiOH0bZtD0D+/XvCQBLAYiHnyiVcA8XPqD9wgrwHT/6YdlD3tiRv2EV+svDsdxesoMyrnZ4aBqA3ZHH5djztG9cBoEXdGJJ16dxLSuVRbt5LZO+Jc7zdpbXo+rELV3F2crINJAG0XvaVriyDjnu3L1KrsSC3Rt3WZOiSSE0Sr6irNZ5ERtXE1U3Jk7h74xzZmXqq1oqzXVP4h2IqGlCZbpxDpvFC5ql9bBrygDBkKg2mWxcBcAqPwpLyAEt6CgCF5w7hVDHWFl+n05F6/wIVa3YGILJaW7IzkjCkiQcPN89tJaJyC1QefshkMqrUf43rZzYC4BdcGQ9tqCDP2RXfMlFkpdsHODKlBkVAGIWXTwj5uH4WmbsXMi/fx+ZDERgu5ONm0cerzWbM965jzTeWGF+fm8/l5Aw6RAn1tGX5IJKzjdzLyBbF23L1AVUDvYktI+hQIZfhrXIFhBXLeqF+OCvkyGQyGoX7s/GK3c7lZulIKa6r6m3JNjyDrhq8xvXTgq6cXZQoFM5FWSrEVJgHyGxlcfn2fTo0FOpbyzrVSdYbuJfsaONu3k9iz6kLvN2puej6tfgEYiqWRa0U3utGNaLYdPCkLVyn03H51h3aNq0PQPP6tUhO03Mv0fFdvHXvAfuOn+atru0d9Z1h4Jd1mxja51WHMF22kUsJqXSsIQzCW1UpS5Ihm3idQRRv87kbVA/1p2aEYIMVcjk+RSuo0WV8CfER3jVXZycqBWlJSM+y3ZuTqSPx7gWq1RfKIqpmWzLTk9CniMtCqfYirEJtnF0d370rp7ZSsUYLNJ5COdVq1osLx+yTLIYMPbduXKZxnLBqUrdhc3RpySQ9snIYUa4S/oHCSpSLiyvhZSuSVrTadvHscZydXWwDSQBPb/v76xpRnuwjewDBnjv5+OLkL26TrFiROTkhcyrW7j0ckD5iz2WubmC12u592H43FbXfKSW23wGPtN8pKUIe7ty6QVTl6qL2e9+j7XfZCmQe2AlA9rEDJbffD9vW4u23TqjbqqqxWE2FtoEkgNmQYftfrvHAJSyS3OP7ADCeOYLC2xeFr2P7jZMzMmfhHZO7qTBn6G26yr92AYsxh5LQGzK5fCuedk3qAtCiXmxRm5HiEPfWvQT2Hj9L785tS0yrJHQ6HZeT0+lQWRj8tawYTHJWLvHpj9ioy/FUC/IhNkSwj8VtVHHOJ+rQ5+bTtJx45VRRJoL8ooFhwaWTyD19kPv4O9z/EKfgssjV7hRcPftM+XDy8kJdKQrd9q0AZOzbg4u/P65lxN4NynIVyDp1wtZHyDx2BJ/Wgr6shYVknT6FOTuLkkjPMHDt+k1aNxcmA5s2rE9Kmo4HCYmieG5urjg5Ces7JpOJgoICZDLBnspkMgoLCykoKMRqtZKTm4uvr7aYjAyuXb9Bq+ZxADRp1IDU1LSnysgvKEBWgifo5avXyDAYaFCv7hP1929HJpP/a//+r/FcOTpx4gTR0dFs2rSJwsJCrl+/Tq1atVCr1Xz00Uc0bdqUrKySX6hnwWxIB4vF9tukT8XJR+xWaTx3nLyrFwj5egkhXy3GLao6GetXOKQlc3FF06Q1uWeO2q4lJibi7aNFoRBeJplMhq+/P2mpjgb2Iel6HUcO7KVW3QYARJavyLkzJ0nX67Barezbsx2jMZesLGGVx8nHD3O6XpwPXapooAaQc+oouZfOEzl3GWXn/oaqSg10a5bawuWuboROmUXo1O/w6dZLdMSxk7dvqesqOT0TXw8NTkVucTKZjEAfDxL1mQ7330vL4NXPF/H6l4v5fd/JZw4zGcR6Musc85B79hh5Vy8QNvMXQmf+gjK6Oul/FlsBVDhRZtIswr77DaeAMuIwoECXBsUmOfKTk3AJCBDLuHoFr8ZNkKtUyBQKvFu0xDXI0YVU7uaGb6fOpB/Y5xD2NJRhQRiLrboY7z5AWeSm+qQwgGRdOlovD5wUwsqJTCYj0NeHpDTxwN5kMjPtp+WMfreXzaXrIbcfJOHtoWHMd4t4Y9TnfPzNAu4X69hn6JLw8PITvRvevkFkpIkbo2flyO511G78ksjNzpqbCVZ7eVuzMpC7ez82DecqdYXBZ1Edkbl7Y8lKt4VbMvXI1B62dyMxMRGVhx/yYnlw9w4iK0Och+yMBNy97Z0Wd59gsjMc85mbmcrNc9sIj46zXZO5e2HJeTQf6U/OR9V6FF46IarrTyI524iv2hUnebF3z11JYpZ48Hlbn4WLQs6w9UfotXw3E7adJL3I3TXa35O9t5LIzi+k0Gxh+/UEEjNz7TowJKJ+VFdeQWSlP0VX3mJdZerv8/s3XVg0sQEubu5UbdgLEMrC99E6q/UiUZcuSr/QZGbqotWMfftlFI/U2eiIEI5dvE5aRiZWq5XNh06Rk5ePITu3mAxPkYwAXx+SHd4LEzN+/JVPB7zlIANgxo+/MujNl22DVlFZGLLxdVeJ7aCnhsRHBvY3U9JxVigYvHQLPeesZeya3ehzHCcL0rJy2XHxNk2jwu06TE9E4ykuC0+fIAy6BIf7H4dBl4in1t4B9tQGk6m3l5M+LQVvH1/R+631C0SX+vhJsIx0HccO7SK2TmMA7t+7jbuHF99/NY4xw3ozc/qnpCTZ7dYztUlnhTYp9NslhH6zBLfo6mT89Yg9nzCT0FlLcfYPIr1Ye/X49vvxebC334LrZLnylTh35oSt/d7/aPut9cOc8Ug+0lJx8nVsv42Xz1HuhxVE/rAcVZUY0lb/CoBLcBjmTAOBQ0YRNmMOZUaOx7nYoFrh7Ys5M0Pc9unTcPIRT0jlXThJ/vWLBE3/iaDpP+FaqRqZG8SeIo8jWZfu+P75epfwbpiZvmAZo/q/7tBmABjz83l7zOf0HjWdhWs3Yi565sTERHzVbmIb5aEiKStXdP8tXSbOCgVD1x3gtV+2MX7TMZuNKs6f52/TsXK4yA0fwJplEOnJYtAj93R0MX+Ia83G5J89AhZ7my9zdsGz/1g83xuPslknio+eXPwDKNTpRPELkpMd+wjXruDZsDFylQoUCrzjWjhMKj+O1LQ0fHy8URQrC38/X1JSHSfWkpJT6D9kJN3e6ItapaJzB2HA2qBubWpUq8Irvd/hld7vcvrsefq+8dpTZPiRkuo44ZyUnMx7g4fT4/XeqNUqXurgOMG2Zdt2WjZvZht4Skg8jecaTA4fPpwRI0Zw4sQJ9u/fz5IlS7h27RorV67k1q1b5ObmMm5cyS5GxcnPzyczM1P0V1BQ8NT7QFi9dA4O4/4n73D/k37kXTmHzxvviyMpnPAd8BHGi2cwFhsgPS+5uTnMmDKaLi+/RvkKUQBUq1GTLt1fZcbk0Ywe+QEeHl6CSEXJLlKPw7VsBVxDw7k95C1uD36L3Itn8e8nuLyZM/TcHvIW9yYM58GMMSgrVcW7Y/enpOjIi9BVdGgg26YO4vdR/ZjZvwerD5xm66nLTw175jxElMclOIx7I/tyb+TbGC+fw7f3QHsEs4mEScOJH96bwsT7eDRz3K/wNNI2bcRw9AhRc34gas4P5N2Lx2o2ieLInJwoN3kqmceOkbFv73PLeBH8tHYTzevWoGyw4740s9nMiYvXeKdbe5Z9Por61aMZM/vnUnmO/LxcTh/eTL3mz19nbTi54FwxVuQq+iIpyMtm0+IPiI17B//Qav95Qk4uOFeqSeGFI0+P+5yYrBaO3UtlbIsaLO8Vh59ayYzdwoz8S9FhNAz3Z8DagwxYe4AwbzWKUjiMwMMnhFc//Iu+E/djMRVw6/z257r/pz+30bx2NcoGBziE1alcnjfbN2P4t4voM/k7vN01ACgUzzer+/Pqv4mrV5OIEMf9Yut37iPA14fa1aKfK81HMVssHL35gPFdmvD7oO74e6iZtv6AKE52XgFDf9vK201qUCXY7zEp/TvIzc3hm88+olP3N4msIOjGYjZz6fxJur3aj+mzf6VabD2++7JkF8jH4RJRHufgcO5/1I97H/Ul7/I5tG99YI9gNpEwZQT3RvahMOk+7s2efbWspDx8PmU0XV7uZWu/q9aoSefurzFj8ihGj3z/P26/3SIr4BISwa1Bb3Br4BvkXjxDwLtFrrAKBaoqNdD/sYL40YPJOXeSoGFjnvv5ncPK4RwUSuK490gcO4D8q+fxeq3/c6fzJBau3UBc3RjKBjsOjHy9PdgwbwZLpo/i+3HDOHvlBss37Hiu9M0WK8fikxnXuhYrerfGX6Nk+nbxpLKxwMS2K/foWq3sY1J5RpxdcKlal/zT9hVhS5aB9G8/xvDTNDJ//RansIq4NXz+OqXbsonMY0eoNGsulWbNJe/+Paz/0BOvJAID/Pnp+29Z8+tCCgoL2X9Y6JNdu3GTO3fj+X3JT6z65Sdia1Rj5rwFT0ntcTICmD9nFquWLqawsJADh8RtkzEvjz37DtC+TevHpCAh4chztcqnTp3irbfesv1+/fXXOXXqFMnJyXh7e/Pll1+yZs2aJ6QgMGPGDDw9PUV/s2fPRuHpDcVmx5x8/DDpxTMr6gZx5F05j9WYA1YrOYd24VapWGdPocBvwEeYDemk/75QdG9QUBDpeh3mooGC1WolLSUFXz9Htwljbi5Tx39M3fqN6dxN7P7UrlM3vpy9gM9n/kjV6jFoff1QqdSAMBur8PYR50Prh0knXv30aNKS3ItnhcMFrFay9u1AVbm68FwmE+ZMwY3KkpONYe823CpVsd1rSk8rdV0FeHuQlpmNyWyx6SpJn0mQj/gQEI3SFfeiGf0Abw/a16rMqRv3nhoG4OQp1pNC65gH94YtMF4+L7jzWK1kH9yJW1QJnXuziewDO9E0jBNddtH6QrGOgmtAIAXJjjPZCYsWcqlfHy5/MIC8O7cxFjukR6ZQUG7KVAp1OuJnf+tw77NgjE9EGW5fOVCGB2O8l/jUMIAArTe6jExMRY2X1WolKU1PoK94hvbU5Rus2rqXzkMm0H/STHKMeXQeMoH0zCwCfX2oFBFiO7SnQ5O6XLlzH5NJSNNLG0hmRqro3UhPS8TL99lmX4tz9ug2AkPKExhSTnRdpvIQrbDL3L1EK43FcapQA4s+SXRAz6MrgHIPH6zFVgmDgoLIzUzFUiwPWemJuHuJ86DxKkNWun3VJ0v/AE2xOAV52WxY+C5lq7SkRjPxHmFrVgZy9aP58H5sPpwrxmDWJTkcNPQkAjRK0nLyMVmKvXtZRoLcxe6Nge4qaof44q9RIpPJ6BAVwvkk4TlkMhnv1Y9i+etxLO7ZlEgfdyK19kNGNJ5B5Dyqq4xE3L2foqt0sa5s+XRVUz6mA9dOCQc4BAUFkfZondVlEKQVr+CevHKL37cfoNPIabwzdS45xnw6jZxGeqaw8tezVSN+mzKcXycNo3Z0OQJ8PNEU2RRBhkEkIzlNT8Aj78XpS9dYs3kn3QZ+ynvjvyDHmEe3gZ+Sbsji5IWr7D9xhm4DP6XbwE8BeOvDSVy9Lbh3B3hqSMvKFdtBQzZBXhqRjCAvDXUiyxDgoUYmk9GxRnnO3bPb/Jz8Agb+spm4qHB6N6ouutfDO4hsg7gsDPpEPLUlH5ZSEp7aIAw6+yqhQfcADx97Ofn4+pOuTxO937rUJLR+joN4Y24OX04aTs16TejQ9XXbda1fIOFlK9oO7WncvD13bl7FVOT69yxtkqZBc/KunLPb80fbpIeYTWQf3Immfpzt0uPb75LykMvU8R9Rp34jXiqx/f6Jz2fOp0r1WHH7rUtF4fVIPnz9MKU92n63wnjxjK39zizWfpvSUsi7c9N2aE/m/p24RpS3tUPm9DQUHl7its/H12Gbi7puM/KvXcBqzBXa76N7cKtY1VFXJRCg9XZ8/9LSHd6NU5eus3rrHroOHsuASV+TY8yj6+CxpGdm4eLsjI+n0N57atR0imvImSvClo+goCDScvLENiozl0B3lSj9QA8VtUP98XcvslGVwzifKF4d3X7tPpFaDyJ9HQ8Yk7l7ivQk9/TBYih5q41rldqYUxIwpxbzrjCbsOYI3nJWYw75pw/gHGbfN16QkoyzVgtyex/BJSCgxD5C4i+LuDygL1eHvC/0ER49pOcx+Pn6oten27aBWa1WUlLT8Pd7/NYIpVJJ86aN2blH8ILatmsPMdWrodGokcvltG0Rx5lzF54iIxV/v8dPWimVSuKaNGHXHvHk+L4DBwkPCyM8LPSZ8vevRi779/79H+O5BpP+/v4kJtpf1OTkZEwmEx4eghGoUKECev3T99SNHj0ag8Eg+hs6dCgF8bdQ14sDQFWzAaZ0HaZU8SmJptRkYTBR5OqirF6bwoSifV1yOb79P8KSk41+6TwHuVqtlsjyFdm7S5g9P3JwL1pfP4LKiPfQGY25fDbhY2Jq1eXl13o7pJOuF/Z45OflsfK3RXTt0csWZs40kH/7Bu6NWwCgqdsIk15nO+XtIYUpSaiq1LDlQx1bl/yixkfh4WlreGROTmjqNCT/zk3bvZYsQ+nryl1NdEggG48LBmvHmasEeLkT5idujFIN2Vgswr6WnLx89l28QVRowFPDAPLv3kTToCgPtRpiTk/DlPKInlKTUEbb86CqUYeCor2eTlo/ZC7CnhVkMtR1GolOwAXIuXYVbRthtdI7rjkFqSnkPxDvsZG5uKBwFzraTp6eBL3Zm8TlRaeSKhRETp6KKTOTO1/OcNDTs5L4x1YCOrXANUBoQMIH9CJh1canhgH4eLpTKSKEzQeEg2l2HTtDgI8XoYHihuKnSSP4+/vPWP/9FH6aNAK10o3130/B28OdhjUqk6zPIEWfAcDBMxeJKBNgO3TE3VNLSEQ0J4sOszl7bDuePgH4BYoPRHgWjuxeR/1iB/E8xJx6H6eoWgA4la+ONduA1aBziAeCi+ujq5Kmu1eR+wcj9xYmf5yrN8R07YwtXKvV4hdcmWunhFMTb53fisYrAE/fcFE65aq14c6lXeRmpmK1Wrl4ZCXlYzoAUJifw8aF/Qmr1IRarT7gUazGbMwp93GOri3ko0INrFkZWDNK3u/sXLXec69K+qhcifL3ZFPRHsedNxLx17gR+sgApnWFMlxMziA7vxCAg3eSqeAnnKaYbzLbDrpIN+az5MR1+tS0d6JU7o/o6txWNJ6Ouoqs/oiuDq+kQpGuDGl3MZsF2WZTAbcu7EBbRjhURqvVEhURzKZDwuFJO4+fw9/bk9AAcQfq53GD2DhzHBu+HcvP4wahVrqy4duxeHsIeU0tOiTKmF/AD+u20ruDfV+lVqulUtkwtu4T9Lv7yEn8td6EBokHFz9+9il//PAlf8z7gvmffYpa6cYf877A29OdycP689ePX/HHvC/4Y94XACz9ZhKVygr1XqtREh3ky8azwqmTOy7eJsBDTZhWfGplm6rluPgglewinR+4do9KgYKtzM0vZOAvm2lYIYQBzWvyKGoPLYFhVTh/RCiLK6e24uEdgI9/uEPcxxFVsy3Xzu4i2yCU08m9K6hSp6Mt3NPLh7LlKnFgj7B//Nih3fj4+hNYRtxhzDPm8sWk4VSvWZ9ur4oPKqtRqwF6XQr6oonRsycOUSYkwuYKVxB/0zb4U9VqKLRJKY+2SUm4RVUv1ibVobDopHOFj9ieq2o3Ep2iqtVqKVu+IvuKtd8+j2m/p074iNha9Xj5tT4OukovGrQJ7ffPdOlhHzCbMw3k37mJR9G+UE3dxpj0aQ7td0FKEsoqMeL2+57wrDlnjwv7RYv2k6pj6lKQcM+23cKSnUnh/duo6giHmyhj6mPO0GFOe0RXumRcK1a166pqLQoTHzkV/jH4eHoQFRHKlv2CDd119DT+Wi9CA8UT5wsmf8Rfc6bx55xpLJj0EWqlG3/OmYa3hzt6Q6ZtsrGgsJA9x85QMUKoL1qtlih/bzZdEp5n57UH+LurCPN+xEZVCuVikt5mow7cSqKin/jd+fP87ceuSpoT43GtLuyJdqlcC0tmOhZ9yduSXGMbk39a7A0gU7vbB4oKJ1yia2Iqdg6AKSOD3OtX0Rbtf/RqGkdBair5CQ/E6Ti7oCg68Vfh4Ung62+RvHJZic/xKN5enlQoF8n23cKgbd+hI/j5akUnsQI8SEi0TcwUFhZy8PBRIiMEGxAUGMCZc+cpLBT0ePj4ScqGhxaT4UX5cpHs2L0HgP0HD+P7LDKOHKFs2QhRnC3bdtCujfggJQmJp/FcDtFdu3bl/fff56uvvsLV1ZXPPvuMZs2aoVQKM+ZXr14lOLjkY9mL4+rqiqur4ybsB7/Nw/ftoXh26IHFaERXdHy7z1uDMJ47hvHscbL2bMI5KIQyE2ZiNZsxZ2ag/+0HANS1G6Ou2YCCe7cJGi+cdpd/4zL6FXZ3gPcGf8icmTNYt+o3VCo1g0YIs9HzZn9JnXqNqFO/ERv/WsuNa5fJz8vj6CHBZaJB4zhefk1YlZ0y7kMsVismUyHNmreh/Utid76URd8T8N5IfDq/isWYS/IC4Vn83x1Gzqkj5Jw6imH737gEhxI+Yw5WsxmTIZ2Un+cA4FaxCtqX3xT2CigUGC+eJf2vlSIZuhegq/G92jF+6QYWbj2Exs2VKW8KnZNJyzYRV60CcdUrsOPMFVbtP42TQo7JbKFNbBRd6wsztE8KA9D9Og/ffsPw6vgKlrxcUn8WTgf1fXswuWeOkXvmGJm7NuISFELw5NnCwSWGdNKKBr/OIREEdC9aKZfJyI+/iW75TyI93f3yc8qOHU+Z3n0w5+Rwe7rw2YGIT8eQcWA/GQf3o1BriPp+nrDCJZOTvPp3DAeFRsmnRSt84pqTe+M6VRYLe2Kyzp8j/lv7KWlV503Gv30croG+1N34M6asHPZEt6Ha/Kkk/72LlA27MN6+z7Up39Fgr7AHSL/vGPELhP0vTwp7yOh3ezHlx6Us+XMraqUbE95/E4CpC5bRpGY1mtUWr3Y8itLNldHvvMbwL38AK2hUbkwfKl516/nuRJb/OI4df/6Eq1JNr/cFXa1cMIGqNZtTtXZzCvKNTB/ZCVNhAXm5WUwa1JLajTvRqZdwmnFKwm0S7l4hpsEPDs+Qt3MNyjav4VqnJdaCPOGzHoBry56Ybl3EfFs4aEfm5YfCrwzGv86IEyjMJ2/Hatw69UUml2PWJZG3TbwHuGmPyez+fTSnds3HxU1D857C6Yq7V48jonILylZpgYc2lDpthvDHXKETWaZcXSrXF1Yvzh1YSsq98xQWGG0um+VqtKNWS7t7eN6OVbi1fR2Xeq2ET4MUPYNb61cx3bxgOzBI7u2Pwj+Y3D8c3ZHUb30ifFrE1RVN/0mY7l0nb4u9czKmRQ0mbT/N4hPXULs4MbGVMAiZsuM0zSIDaRYZRJC7in61K9Jv9X5hj4zGjbEtYgDILihkwNqDyGUyLFYrvWIiaRopdn9u9vJkdv0+mpM7BV21eLVIV6vGEVFF0JWnNpS6bYawrriuGgi6un/jCOf3/4ZMLsdiMRNSoT61W9ld0Mf0fZlJC35n8fqdqJVuTOwv3Dfl51U0i61Cs5pVeBqDvlyA1Wql0GSmQ6OavNq6kSj80wG9mTp3Eb/8sQm10o2xA4U6Pf2HJTSpHUOTOjFPlfE0xndpwvh1e1i49wwaV2emdI8DYNIfe4mLCicuOoIgLw3vNI2h94K/kMtk+HuomdBF+MTNssPnuXA/BWOBiV2X7gDQumpZ+sfZB5Yd35rM+sWjObhpPq5KNS+9LUxcbfhlLBVrtKBiTEsK843MG9cWs6mAPGM2sz9uSrUGXWjR/UO8/UJp2nkoS74QJjbDK9alZlPxily/gaOYP/sz1q/+BaVKzYChwpaUn76fRs26TahVrylb/v6dW9cvkZ+fx/Giw9HqNWpB1559cXNT0m/gp3w15UOwWlGqNAz++DNb+mm//oBvv6F4dngZS56RtMWCPdf2Eey58ewxMndvwjkolDKTZtnsuW6pYCtcQiPw7ibYNWQyCu7eQr9CbM/fG/wRc2fOYN2qpShVagaNEE4n/WH2F9Su14g69Ruz6a81xdpvYWWnQeM4ehRNDH8mar/bOrTfyQu/I/D9D/Hp+v+xd9bRUV3dw35mJhObiTsJJIHgbsHdHdriRdpCC8WhLe7W4u7F3d3d3R0CBIhnkonbyPfHDTMMEwihTd/++t1nrVkruefcve+RfXTfc4X+O3yJ4I3i0XMgiTcvk3TjMnFH92HlnRffPxaBVotGHUPkn0IfrE9LI/LP+eT5bQISiQRtchJh80wXImM3LcOpSx/sGrVBn5pCzHqhT3Pq1IuUe9dJvXedxLOHsfDwxmP4dPRaLbp4NbGbjW2J+/AZyJT2SKxt8Jy4hLRnD4hdazxNdFjPTsIJrrsPo7C1ZnQvIf2Tl66jRvlS1KxQmk9x50kQy7buQyqVotXpqFC8MN+1Mb5GMrJhecYeusrKK49QWMoZ11g4IG7CkevUKpCHWgF58LK35ftKRflu48nMNsqGUQ3LG2S8ikngaaSahl9Xz/IZEvetRdn6e2xqNEWflkribuH0YUXLbqQ/uU1G5kE7UhcPLDzzEb/B9HRweb6C2NRpJYylpFIyXj4m5ewBkzjBs6bjN3Qknp27oE1O5tUfwmmxvr8MQ33xPHEXzyNTKig0e4FwKJJEQuSObcRdMp4gW3TFGuSOjshsFZTcuouEWzd5NdVoG4P6/MQfcxawcdtOFLa2/DqgDwAz5i2iaqWKVK1UkVt377Fr30Ehv7VaypUuRZcObQFo1awJr9+E8GP/IcgsZDg7OjGwz48m6RjY92emz57Hpq07sLW14deBwtcAZs5bQJVKgVStFMjtu3fZvfdAZplqKVu6FN92aGeQ8eZtCEEvXzK5RtblISLyMSR6/XvHpWVDYmIiP/zwAzt37kSr1VKlShXWr1+Pv7+wqnT06FHi4uJo27btFz1M8I+tv+i+z8V32W7uPw/PPuIXUiLAk2edm+aafICCGw7+I/mUemx1ruqwbtCdl9+3zFUd/iv3cq165VyTX/H8ZQ7IC2cf8S/QLOMJ8Tdz9h5aTrEv14CDNzNyVUfTcnIS5g7JPuJfwG7ATObs/ezmLMcMbCkhftbAXJMPYD94DokLs/7ky9+Fss805u7LvXwCGNBCQuKVfdlH/AsoK7Ug5u657CN+Ic6lapC6bWauyQewbjuEdTk/zytHdKkJ159k7Yb9d1GhsBOverTKVR1+K/Zw7/nnu4vnlJIBHjztmPN37nNCoU2Hedv3y8ZHn4vPgm2ob53MVR2OZeuStDz78zH+Coqek1CN65F9xC/EZdwKbtSpln3Ev0D5Uxd4+/R+9hH/Aj6FSvD6Wc7Oosgp+Qr+tXfK/1ck/znmf/0IH8X2h49/rub/IjnamVQqlWzZsoXU1FQ0Gg1KpalLQ8OGDf/WhxMRERERERERERERERH5d/JF5/5aW5sfoS4iIiIiIiIiIiIiIiLy/w/iR2RERERERERERERERP47SP57p6b+W8nZB7tERERERERERERERERERBAnkyIiIiIiIiIiIiIiIiJfgOjmKiIiIiIiIiIiIiLy30Eq7pf9U4g5LSIiIiIiIiIiIiIiIpJjxMmkiIiIiIiIiIiIiIiISI4R3VxFRERERERERERERP47iKe5/mNI9Hq9/n/9ECIiIiIiIiIiIiIiIn8HyWsm/K8f4aPYdhvzv36Ev5V/1c7k7mvaXJXfuqKMFSdyT36PenD0TnruKQAalrZk7/XczaeWFWSkHl2VqzqsG35H6s65uavjqwEkXdqda/IVVVoTf/NYrskHsC/XgAPywrmqo1nGExKuHcxVHXYVm/LweWiu6igWkIdtl3W5Jr9tZSmPg97mmnyAIgV8OP8wKVd1VC+m4NidtFzV0aC0FdH3L+WqDtcSVQh68SLX5BfIn5+wx7dzTT6AV5EyqG+fzlUdjmVq8ywoOFd1FCzg+4/UqbVnck9+11pw9kHu2l7N4goO387dMULjMpao7l/MVR0uJaqScP1wruqwq9CYmHvnc02+c8nq/0w+zR2SqzrsBswk5u65XNXhXKpGrsoX+b/Pv2oyKSIiIiIiIiIiIiIi8leQiKe5/mOIOS0iIiIiIiIiIiIiIiKSY8TJpIiIiIiIiIiIiIiIiEiOEd1cRURERERERERERET+O0jE/bJ/CjGnRURERERERERERERERHLMF+1Mpqens3v3bi5dukR4eDgAnp6eVK1alVatWmFpafm3PqSIiIiIiIiIiIiIiIjIv4scTyafP39Oo0aNCA0NpVKlSnh4eABw69YtlixZgo+PD4cOHSIgIOCLHig6/BVblo4gOSEWaxs72v40GU+fgiZxYqJC2LZ0BCHBj3B282bglF2GsKCHV1k5/SfcvPwM1/qM24Tc0hqA2MhXHFwzjJSkWKyslTTp+juueUzlA9y9sI0rR5ej1+vwLVyZ+h3GIpPJuXdpBzdOrTXES4wNxyegIq1/WmC4FhkWzPqFI0lMUGNjq+Tbnyfhldc0P1SRIaxfNIq3Lx/j4u7NsOnbDWE6nY7d62bw6PYFpDIZCjtHOv40DjfPfIY4UeGv2LJkBEkJsVjb2tH+I/m0ZekIQl89wsnNm8FTTfNpxTTTfOo33phPAMGRMYxef4DYxGTsbKyY8G0zArzcTHRcexZMn8Xb8HN3NlxbO7gL1pZyAJ6FRvL7tmOoEpIB6Nu8JvXLGD91ERytZvS2E8QmpWJnbcmEtvUI8HDmQ56Fq/h97zlUiZlyGlaifokCAOy89pBVZ26h0+sJLODNiFY1kctkALwOj2bMii2oE5JR2lozvkdbCnh7msi+/iiIfrNW4utpTNvq0X0Madh95iqrDp5Gr9NTsWgBhnVtg9xCZoj7OiyScYvXEZeQiMLWhrG9ulAgr5dZGgD0ej0/T5rP41dvOPXndMP18OgY/li1lddhkcikUr6uX532jWsDUGz2SDya18XWz4dzFVoRf+dxlrLzfvcNBX7tCVIpqtOXud93PHqNJtswQzrCoxi3dCPqhCSUNtaM/akjBXw+no7eUxfx+NVbTi+basy3fSc4cO4acgsZlnI5v3RtQ4kCvobw0JC3zJv1O/HxcSgUCvoNGko+X38T2Y8fPWDpwtkAaLUaihYrSY9e/ZDLhUWq40cOsHP7JnQ6PSVLl+WnnwdiYSE0ZdHhr9ixfLjQftja8VWPKXh8YBexUSHsWDGcsOBHOLn50Hei0S5eP7/F3sxvU+k0GeQrVJ7m347EQm5cIAsNecucWX+QEBeHrULJgMG/kc/XzywNSxYKn77RaDQUK16Cnr36IpdbEhERzrxZ03gR9BwPT0/mLFhmlr8Roa/5c94YEuPV2CiUfN9vPN75CpjEeXT3KjvWzSc1NRmJREKp8tX5ukt/pFIpb4OfsX7Z7yTExSKVyvAvWJxvfxyGpZXRviPDglm3cJShnery88Qs26l1i0Yb2qnh07cZwnQ6HbvXz+LRnQvotFryFy5L+56jsLAQ7OZNaDiTFqwgLj4Bha0tI/v2IH8+b7O0glCf+o+bxtMXrziybjEAQcFvmLl8HbFx8chkMooVzM+QHl2wsjKWRUhICLNmziQuPh6FrS2DhwzB19fXRPajR49YuGCBoSyKFy9Or169kL+36KnX6xk+fDhBz5+zbft2k/vfhoYxdc4i4hISUNjaMGzAz/jny2sS58Hjp8xasgIArUZLyWKF6dfzOyzlcnQ6HUvWbODqzdtotTpKFi3MoF49kMuN3e/rsAgmLFqNOiERpY0NY37uTv68eT6aV30mzubJy9ecWDUHgNDIaL7uP4oC7+Xv74N74fNemxYSEsLsWdOJjxNsb+DgX/D9oN4+evSQRQvnGdJRrHhxfur1M3K55SfDIPfrE0BMxCv2rhpGSmIsVjZKWnz3O25Z9N+3z2/j4uHl6HU6/IpUpnGnscgs5Oh1Ok7smM6LB+fQaTX4BJSjSedxyCyMdSEi9DWr5o8hIV5Ix3dZ2d69q+xcN5+01GTItL2vvjXa3sblprbXqae57W1YNJKkBDXWNko6f2SMsHGxcYzw2zTTMcKe9e+NEZSOdPhgjPAmNJyJC1YQFy/0S6Oysb9+46bx9EUwR9ctAiA0IoqRMxai0+nQaHX4+XgxtFd37JUKAF6HRzJuyQahv7C1ZuxPnT/dX0xZKPQXy38H4NLdR8zftM9YtvEJuDjas2Hyr8Y0hEUwYf6fxCUkorS1YVTf78mf9xNpGD+DJy+CObZ2gSENI2YuRqfTodVq8fX2YlivboY0/BP5BCBxdMWmQUckNgr06SmkHt2MLibCRLZFsYpYljF+gkOidEQbEkTqgTUAyPyLYlW9JRKpBG10GKnHNkO68XM8b8IimLBgpTGv+nyXTV7N5MnLYI6tmW8WPnHBSg6eucjR1fOwU9hmKeP/BFLJ//oJ/r8hx26uvXv3pmTJkkRERHD69Gm2bNnCli1bOH36NBERERQvXpw+ffp88QPtXDmeSnXa8uuMQ9Rq8QPblo40i2Nto6Bh2/50/Hl6FhLAzcuPgVN2GX7vT5CObhxD6ert6DHuCIENe3Jo7TCz+9XRbzi/fy4dB2+g5/hjJMVHc+f8VgBKVvma7iP2GH4KezeKBrYwuX/zsglUrf8NY+bup36r71m/aJR5GmyVNO/Qj24D/jALu3f9FC+e3GbY9O0Mn7GTQiUqsW+j6TcZd/wp5NPQmYeo0/wHtnwknxq37U+nPh/Pp8FTdxl+7+cTwMTNh/m6amn2jfmJ7+pXZsz6A1nK8XN3Zuuw7w2/d5OwlPQMBizbQZ/mNdk9qic7RvxAuQKmg7CJu87wdWBx9v3Sme9qlWPMNvMPgaakZzBg7SH6NKzE7sGd2DGwA+X8hIHW25h4Fh27yqqf2rD/l86oElPYcfWh4d5Ja3byVa1K7P7jV7o3rcXYFdvM5AP4erqxeeJAw+9dGkKiYli06yh/Du/Nnmm/oYpPZOfpKyb3Tl2xmTb1qrFj9li6tWzA+CXrstQBsPHgSbw9XE2u6fV6fp21nGY1AtkxawxbZ4yifuVyhvDwHUe4VLsTya8+/o1DGz8fCo0bwKU6nTldpAFW7q7k69ku27D3mbJyK23qVGHnjBF0bVGX8Us3fVTfhkNn8HE3TceT4BC2H7/AmgmD2DjlV9o1qM60NTtN4ixeMIuGjZuzaPk62nzTkfmzzeu/v38Bps9ZwuwFK5izcCVxcWoO7d8DQER4GBvXr2LyH/NYvGI9cbGxHD1sHJDsWT2OirXbMWjaYWo068HOFSPM5FvZKKj/9QDa9TK3C8+8Reg9dit9J+6i7+S9JMWruHJio0mcRfNn06hxMxavWMtXbdszd9a0LNMwY84i5ixYxrxFK1Cr1RzcvxcAW1tbOnf9jiG/mT/bO9YunkTNhl8xZdFumrTpzsr5Y83i2Crt+WnIVCbN38GYGRt4/vguF0/vB0Aut6Jzz6FMXrCT8bM3k56WwqFdq03u37xsAtXqf8PYufto0Oo71i0ababD2lZJiw596T7gd7OwSyd38vblI4b+sZVRs/cgkUg4fXC9IXza0jW0rF+LzQv+4Ns2TZm8YMVH07tl3xG8PU0Xqizlcgb36MKm+b+zZuZEUlLTWL/btA2aP38+jZs0YcWKFbRt25ZZM2eayfb392fO3LksWLiQRYsXo1ar2X/AVM6uXbvw8sp6IDxz0XKaN6rH+sVz6PhVK36fu8gsTgF/X5bOmMKfc6axct50YtXx7Dl4FICDx0/xLOgly2f9wdqFs5BIJOzYZ/pd19+Xb6B1vRpsnzORLq0aMWHR6o/m1aYDx/HxcDO7bmtjzfppow0/nw/yc+H8OTRu3JRlK1bxddt2zJk1I4u8ys/sOQuYv2AJCxYtRa1Wc2D/vmzDIPfrE8DB9WMoW7MdvScdoUrjnuxblXX/fWbPXLr+uoGfJwv9961zQv99+8J2wl8/4IdRO/lpwiEkEilXT6w1uX/dkknUaPAVkxcKtrcqC9tTKOz5cfBUJszbwejpGwh6fJdL79lepx5DmTh/J2NnbSYtNYXDH9je1uUTqFrvG0bNEcYIGz4yRmjavh9d+5u3kfdvnOLlk9sMnbadYdOFMcL+TaZjhD+WrqFV/dpsWfA737ZpyqRP2N/mfUfx9nQ3uebq7MiSSSNYM3MCG+ZMwtXJkT+37DaET/lzK23qVGXnzFF0bV6f8Us3fFT+hkOnzfqLKqWKsnHqb4ZfET8fmlQt/0Ea1tK6QU22zp/Ct62bMGnByo+nYf9RvD+wC1dnR5ZMHMbaGePYMHsibs6O/Ll1zwc6cjefAKzrfkP6/cskrf2d9OunsG7YwUy25uE1kjfOMvz0SfFontwUAuWWWNdvT+r+VSSt+R19UjxWgQ0+SMc6WtevydZ5k/m2VWMmLfz4t8I37z9m1t6+4/SVG1i8t1guIvI55HgyeeHCBSZNmoS9vb1ZmL29PRMnTuTcuS/7gGpinIq3L+5TtpowOStZsSHqmDCiw00/uGyrdMS/cHksrWxyJF+lUhH++j7FAlsCUKhsI+LV4cRGmsp/eusIASXronRwQyKRUKZGRx5f328mL/TlHZITVASUqmu4lhCn4s2LB1Ss0RyAMpUaEBsdTlT4a5N7FUoHChQph1UWaZBIJGgy0snISEev15OakoSji4ch/F0+lauemU+BDVGr/r58AlAlJPHwTTjNKpYAoH6ZwoTHJvA6KvazZRy6/pBSft6GCaRMKsXZzrjKpUpM5mFIJM3KFBJ0lMhPeFwir6PjTOXceUapfB6U8/MyylEKaTp+P4haRf1wtbNFIpHQNrA4h+48E+SrVDx6+ZamVcsCUK9CSSJUal5HRH92Go5fu0etMsVwdbRDIpHwTZ3KHLlyxxAeE5fAo5evaVK9IgB1A8sQoYrlTXiUmaygN2GcuX6X7q1MO4Gr958gt7AwmUC6OBrtK+b8dVJDTFcxP8Trq0ZE7D9JWmbagpdtIk/75tmGmaTjxRuaVBM683oVSxMRo846HW/DOHPjHt1b1DO5LgE0Wi0pacJHuROSU/BwdjCEq9WxBD17Qq26QvqrVKtJdFQkYaEhJnKsrK0NO40ajYb0tDQkEmGF8eKFM1SsVBUnZ2ckEgmNmrbg3JmTgFDeoS/vU7qqYBfFKzQkLiYcVYS5XfgVKo/cynzF1dLKBlnmTohWk4Emw6j7XRqeP3tK7cw0VK1Wk+joz0hDerpBjp2dPcWKl8TK2nTx5h3x6hheBT2iSq2mAJSvUo+Y6AgiwkzbEN/8RXDz9AFAbmlFPv9CqCJDAfDIk4+8foJdSWUy/AKKEx0ZZrg3IU7F6xcPqVijGZB9O5VVGxIS/JTCJStjYSFHIpFQrGx1rp4V2kmVSsXjoJc0qlUVgNqVKxCpUvE2zLwev3gdwtmrN/m2jWmdzJvHkwC/zLZDJqVogD9hkUbbValUPHv6lLp1hfa3WvXqREdHExoaaiLHOquyeC88ODiYS5cu0a5tW7Nni1XH8eT5CxrUFnYMalWtRGS0irdh4aY6rKwMOjI0GtLS03mn5PnLYMqXLolcboFEIqFS+TIcPW3sI2Pi4nn0IpjGNSoBULdSucw2JNI8r96Ecubabbq2amwW9inU6liePXtGnbqCzVarVoOo6ChCP6i3WeZVZr39VJhKlbv16Z2OsOD7lKwk9N9FyjUiPjacmA/670c3jlCwtLH/LlerIw+uCnIi3jzGv2hVZBaWSCQSCpSoyf3LxslFvDqG4KBHVM60vXJV6hGriiDyA9vL94Ht5f3A9nw+tL2oD23vARUyxwilKzVArcpZXkn49BghJi6ex0GvaFSrCgB1KlcgUhXzSfvr0qaZyXVLudzgBaDV6kh9rx1WqVQ8evGaJtUrAFAvsDQRqk/0F9fv0b1lfbOwd0TFxnHtwTOaZvajBh1Br2hU810ayhOhiuFNVml4E8LZq7fo0qapWRqs30tDSlo6vNee53Y+AUhslMjc86J5fAMAzfO7SJSOSBxcPpofUo98SGyVaF48AMDCtwi6yBB0sUKbkHH3IhaFypqk49GLVzSqWdmYV9GfyKtrt+jSuolZWIw6jjU7D9K/W/uPPpuISFbkeDLp6OjIq1evPhr+6tUrHB0dPykjLS2N+Ph4k19aWhrqmHDsHN2QyYQOSyKR4OiSB7Uq7JPyPkQV+Ya5I79m/uh2XDpm3F0JCwtDYe+G9D359k5exMeaDj7iY8Kwdza6B9i7eBMfY/4M9y5up1ilVshkRjecWFU49h+kwcnVi5joz09DifK1KVi8IiN/rMPIH+vw9N5lmrXvawhXx4Rj7/SBji/Ip5jIN8wZ+TVzR7fj4jHTXaiI2ARc7ZVYyKQGHZ5O9oTFxJnJeROtpv0fq+g0fTVbzt40XA8Kj0ZuIaPvkm20+30lI9fuIybT3RUgIi4RVzuFqQ5HO8LiEkzkB0XECnJWH6DdvC2M3HqcmMQUAMLUieRxsjPEzeNkR7g6UQgLC8PV0Q6LTJdXiUSCp4sj4Sq1WRreRqnoNHYu346fz9YTlwzXw1VqvFydjPJdnQhXGSfUEapYXBztTXW4OhMeHWMiX6PRMnn5Rob36Ij0gw/pvgwJx8leyYh5K+k87Hd+nbmMtzmY8ALY5PMiJdg4MEwJDsEm09X2U2GGdMSozdLh4eJkllcajZbJf25lxPftzNJRyNebTo1r0XLQRJr2G8fGw2f4tetXhnBVVCROzi7I3tPh6u5BVJR5hxcZEc6gvj/QrWMrbBUKGjdrBUB0ZCTu7sZBk7uHJ9FRQgcbFhZm1n44OHvl2C5io0JYMKo1U/tWxcpGSWC9joaw6KgonJydTdLg5uZOVKT5wD8iIpwBfXrSpUMbbG0VNGnW8rP0x6jCcXByNUmHi6snMVHhH70nLjaa65dOULpCTbOwtNQUzh3fTdnAWsY0qiKwdzTV4ZzDdipv/mLcu3GalOREtJoMbl46SkyU0JaGhYXh4uRoWp9cXYiIVpnI0Gg0/LFkFb/16o7sEy5JKalp7Dt+hhqBxgWXsLAwnM3Kwo3ILMsigj4//0yH9u2xVSho1ry5Qf+8uXPp168fUpn5anxktMo8HW6uREaZ22dYRCQ/DPiVVl16oLS1pXWTRgAULuDPhavXSUpORqPRcOr8JcIjjYPuCFUsro4OZm1IRBZtyJRl6xjW81ukWeRVSloa3YdPoevQSazYvh+tTmcIi46KyiKvPl5v+/bpRacO36CwVdC0WYtsw8LCwnK1Pr3ToXT4oP929iI+xrz/dnAx9t8O7/XfXr7FeXrnJGkpgo5H1w+hVhnbxtgsbM/Z1RNV9Kdt78alE5T6iO2dP7GbMhWNtqdWheOQxRghNgd5Vbx8bQKKVWT0T3UY/VMdnt6/TNN2xjFCZHQMrlnYX3gW9vf7klUM7dUNWRYfeM/I0NBtyBiaftePN2GR9GjfGnhn3w5Z9Bemi80ajZbJKzYz4od2WdbZd+w7e4WqZYri7GDsy8PCwnD9UIerSxZ2oWHq4jUM/anrR9PQ9ZdxNPl+AG/CIujZrtU/lk8AEjtH9MnxoDfaoz5BjdTOyUzOO+TFA4XJZ6YNS+yc0CUY81YXH4NEYW84rTQyOsasDfHIsg3RMHXJWob+2CXLdExdspY+336Dwibrhc7/a0gk0n/t779GjlPUo0cPunbtyuzZs7l79y4RERFERERw9+5dZs+eTffu3fnxxx8/KWPq1Kk4ODiY/KZOnfrJez4Xb79ijJh3igGTd9Bl4Dwun9zCncuH/hbZ75OelszjGwcoWfWbv1326xcPCH3zjIlLjjNp6UkKlazM5mUT/lYd3n7FGDn/FAMn76DbwHlcOvFl+VTUx5OjE39my9DvmN3jK7ZduMWRm48A0Op0XHnyitEdGrNl6He4O9oxeeuRHOvQ6nRcef6G0W1qsaVfO9ztFUzecybHcj5GET9vDs0awcbxA5jZrwvbT13m6NU72d+YA5bvOEidwNL4f/C+JoBWq+X6g6f80KYJG34fRuVSRRkx98+/Vf/fxbJdR6hToRT+3h5mYSGRKk5dv8vumSM5OH8cnRrXYviCtVlIyR53D09mL/iTlet3kpGRweWLX+bt8CU4uXnTd9Juhs47i1aTwcPrx75IjoeHJ3MXLmf1hu1oMtK5lEtpSElOZN6UgTRu3Q2/gGImYZqMDJbMGErxMpUpV7nuRyR8GZVrt6Jo6WrMHfc9c8Z9j7uXL1JpztyjVm7dQ61K5fHzyfr9QBAGamNmLSKwTAlqVSr/0XifwsPDg4WLFrFh40YyMjK4eOECABs2bKBq1arky5cvGwnZ4+Xhzp9zp7Nz9TLSNRmcvSS4wzeuV5vAcmUYMGI8A0aMJ2+ePMhkOR9MrNi+j9qBZfHP4r00VycH9i/+g9VTRzB/9CDuPH7Oxn1fXm8XLFzCug1byMhI5+LF858V9lf5O+pTdpSq+hUFitdg3YxvWTejC84efkilX/6FtJTkROZPGUijj9je0plDKVb677e9Ny8eEPbmGeMXH2fCkpMUKlGZLctzPkb4c+sean/C/uRyC9bMnMD+P+fi6+3J7mOncyR/2c7D1KmYdb/3Dr1ez94zV2hVu3KOZL/jz217qV2p3CfTsHbGOA6smI2vtxe7j+V87JDb+WSChSXyQmXJeHD1y2V8hD+37ftoXu09cRYPV2cqlCz6t+sV+e+T4x5twoQJDB06lOnTp1OmTBny5MlDnjx5KFOmDNOnT2fo0KGMGzfukzKGDx9OXFycyW/48OE4OnuSoI5CqxUOBtHr9ahVoTi6ZP0uS1ZY2yqxsRVWtxxdPClTpSmvngjuBV5eXiTFR6F7T358bBj2TqaGJax2Glcr41Uh2DubPsPTm4dx8SqIq5fpS/NOLp7Ef5CG2OgwnF0/Pw1Xz+ylUPFK2CrskUqlVKrVkmcPrhnCHZ09iY/9QMdfzKeyVZryMjOfADyc7IiOT0Sj1Rl0hMfG4/We2yKA0sYKu8xVLA8ne5qUL8bNoDcAeDnZU7FgPjwyXUSbVSzO3VfGVWQPByXRCUmmOtQJeL23Ogng5aikYn5vPByUgpyyhbn7OsIQFhpr3MkMjU3A01EphHl5Ea1OQKPVGuWr1Hi6OH6QBmvsbAVXIg9nRxpXLsOtJ68A8HRxJCzauCIYGh2Lp4txRdHDxQmVOt5UR3QMnq6mhwjdfPScrUfO0LLfGHqOm01SSiot+40hNj4BT1dnCvv5GA7taVojkMev3qLRaPlcUl6HYeNrXI238fUm5U1YtmGGdDg7mqUjQhVrllc3Hz1ny9FztBg4gR4T5pGUkkaLgROIjU/k5LW7BOT1ws1JqCMtawZy5+lLMjIP+nFxcyc2RoX2PR3RkRG4uZlPTA3PamND9Zp1OXv6OACu7u5ERhp3MiMjwnF1E95h8fLyMms/4mLCcmQX72NlraBkpSbcuWR0tXN1cyM2JsYkDVFRkbi5u39MjJCGWnU4e8r8feCscHbxJC422iQdquhwnN3MB2QpKUnMntCXMoG1adTqW5MwjSaDJTOH4eDkRscffjUJc3LxIF5tqiMmh+2URCKhWbufGTZtK0MmrcPTJz9eeYWDSry8vFDFqk3rU7QKD1dT165bD5+w/eBxvu41hN4jp5CUksrXvYYQGxefmQZhIuni5MDA7zub3Ovl5UWMWVlE4Z5NWdSqWZNTp04BcP/ePfbu20f3bt34ZcgQkpOT6d6tG3FqNQDuri7m6YiKxt3N9WMqsLWxpm71qhw/e96QT991bMuKOX+wcNpEfPN64/feAT4eLk5Eq+PM2hAPszbkGdsOn6J13xH8OHY6SSmptO47gtj4BCzlcpwdBNd4B6WC5nWqcvvxM8O9rm5uWeRV9vW2Rq3anD51MtswLy+vXK1P73Qkxn3Qf8eEYe9s3n/HvbfbGPde/y2RSKjZsh89Ru+m+7DNuHoF4JbH2Ic7ZWF7MdHhuLia215qShJzJwq217Clue0tnTkMRyc3Onxge44unsRlMUZwykFeXTu7l4IljGOEwFotef7eGMHd1ZnoLOzP8wP7u/3wCdsOnuCrXr/QK9P+vur1i8H+3iGXW9Csbg0On7kIvLPvuCz6C9PdtpuPn7PlyFlaDBhPj/FzSUpJpcWA8cTGJxri3Hj0nPT0DKqUMp3EeHl5Ef2hjmiVmV3cevCU7YdO0Kb3b/w06neSUlJp0/s3Yj/wcJLLLWhepxqHzho9j3I7n0DYhZTYGncRQditfH+n8X0sCpZGFxNuckCPPiHWZCdTau+MPsm42+nu6mzWhkRk0YbcepiZVz8P5afRfwh59fNQYuMSuHH/Ceeu36bNz0Np8/NQALoMGceTl6bu1yIiWfFFe61Dhw4lNDSUoKAgzp8/z/nz5wkKCiI0NJTffvst2/utrKywt7c3+VlZWaF0cMHbrxi3Lggv9d+7dhQHZ09cPX2zkWgkPjYKXaZrQFpKEo9unSGPn9BIubi44JG3OA+vCgdhPL11BDtHD5zcTeUXKtuI5/dOkhgXhV6v5/a5TRQpb+onf/fidkplsStp5+CCj39Rrp0TBqC3rxzD0cXD5JS17HD18OHpgytoNBkA3L9xBq98xg5P6eCCt38xbp7PzKerR3H8C/mUmpLEw1tnyONrbMxd7BQU9fHgwLX7ABy//QQPRzvyuZl2FlFxieh0egCSUtM4e/85RXyEyUHDskV48DqcxBThxLHzD15QOI9x8OKitKVoHjcO3H4q6Lj/Ag8HJflcTSesDUsF8OBtJImpwrt4558EU9hLaOzrl8jPmUeviE5IRq/Xs+3qAxqXEk73c3FxoYivNwcv3gLgxPV7uDs7kO+DA3Ci1PGGvEhKSePc7UcU9hUGKPUqlODM7YdEqxPQ6/VsP3WZhpVKG+51drCjsJ8Ph84LHfnJq7fxcHYk7wcvty8fN4h98yeyd/4Elo8bhMLGmr3zJ+Bkb0fV0sWIiFETGaMG4MLtB/jl8cjRS/Bhu47g0bwuVplp8/2xI6FbD2QbZpaOC8KCwolrd3B3djBLx4ox/dk/dwz75oxhxZj+KGys2DdnDE72SrzdXbjz9CXJqUJ5n7v9kHyebsgz37NydHQif0BBzpwUdkwuXTiLi6sbXnlMT5wLCw1BkzkBzcjI4Mqlc/j65QegStWaXLtykdiYGPR6PUcO7qNGTWHV38XFBS+/Yty5KNjFg+tHsXfywMXj8+1CFRGMNtPuNJp0Ht44jmde4+nDjo5OFAgoyOnMNFy8cBYXl+zTcPniBXz983/WM9g7OuObvwiXzgiHtNy4dAInF3c8vEzbkNSUZOZM6EuJslVp0baHSZhWq2HpzOEolPZ0+3mUyTs88H47JdSDL2mnMtLTSE4UBlOJ8bEc272S+i2/A4SyKJzflyOZg6rTl6/j5uKMj5fpwsHiSSPYuXQmO5bMZPHkEShsrNmxZCZODvZotFrGzFqMvVLB0F7fmaXBxcWFgIAATp4UJjQXzp/HxdWVPHlMJxehoaEmZXHx0iX8/YUThKfPmMGaNWtYvWYNM2bOxNbWltVr1uCQ+aqGk6MDBQv4cyzzHcczF6/g5uKCj5fp5OJtWPh7OjScv3yNApmnyqalp5OQKAye1fHxbNy5h45tjC7Pzg72FPHPx+Fzwk7mySs3cXdxJO8HB30sG/8rexZOZfeCKSwb/ysKG2t2L5iCk70dMXHxhsWn9IwMTl+5RSF/Y1kK9TaAUyeFBY0LF87h6uJKng/qbahZvb2If2a9/VSYi0vu1qd3OjzzFefeFaH/fnzzCHZOHjh/0H8XKdeIZ3eM/ffNM5soVlHovzUZaaQkCa9qJCfEcPHwMio3MtqOvaMz+fIX4XKm7d3MtD33j9he8bJVaZ6F7S2fNRyFnT1demdte3n9i3I9c4xw5wvyysXdh2f3jWOEBzfPmJwG6+xgn2l/wsTp1OXruH/E/nYtncHOJTNYkml/O5fMwMnBnrDIaFLThLZcp9Nx8uI1AnyFRRAXFxcK++fl0PnrAJy4egf3LPq9FWMGsH/eOPbNHcuKsQNQ2Fizb+5YnOyVhjh7Tl+mec1KZm6Xgg5fjpx9l4YbuDs7kfeDNCyZNIxdS6aza/E0lk4ahsLGml2Lp+HkYEdY1AdpuHSdgHw+/1g+AehTEtFGvcWiiOBVYRFQCn1iHPo4U1fad8iLB5rtSmqCnyB190bqJLQJ8lJV0Ty9bZoO/3wcOXvZmFcuWeTVxKHsWjyNXYv+YOnEoUJeLfoDJwc7xg/oyZ4l09m16A92LRIOfVo3cxyF/f+618b/DKnk3/v7j/Hl/h0Ip+S965Tf8ebNG8aOHcvKlR8/detTfPX9OLYuG8GpvcuwslHS9sfJAGxfPppi5epQrHxd0tNSmP5LU7SadFKTE5jcrw7lqregSfvB3L92lEsnNiOTWaDVaigV2IgKNY3vbTXsNJ6Da4dz+chSLK0VNOkiuNceXj+SgFJ1CShVD0fXvFRr1p+NM4V3pfIVDKR0DeMLyTERL4h8+4gi5c2P9Afo8OMY1i8cxdFdK7C2UfDtzxMB2LhkLCUr1KZkhTqkp6UwcUBzNBkZpCQnMLpXPSrWbEHLTgOp0agj4W9f8vuvXyOTWWDv6Er7nqYn4339/Ti2LB3Byb3LsLZR0i4zn7Zl5lPxzHyaNqQpmsx8mtRXyKemHQZz79pRLh3fjFRmgU6roVSlRlSs9ZWJjtEdGjN6/QFWHL2E0tqKCd8KL7eP23iQ2iULUrtkQY7ffsLW87ewkErQ6PQ0LFuY1pVLAeDl7MAPDavQdfY6pBIJ7g52jOloenDE6Da1GL3tJCtO3UBpbcmEb4SJwbgdp6hd1I/axfzxcrTjh9rl6bpkJ1IJuNsrGdNGeAfFx9mB3vUD6bZEODW0Qv48fFPJ6G40svtXjF2xlZX7T6GwsWLcD8IhGxNWbqdW2WLUKluME9fvs/3kJWQyGVqtlvoVS9GqhnCwgI+7C71aN+D7ycIJjuWL5Ofr2pVM0jC8R0cmLFnH6t1HUNhYM6aXsEo9adkGapQrSa0KpbKsJ++wsbZi+A8dGDhtMehBaWvNlP7GQVSJReNxb1IbK09XAg/8iSYhidNFG1Jy6SQi9p0kcv9JUl6+5emEeVQ5I7z7GnP2Kq+XbQH4ZNj7jPi+HeOXbWTV3uMobKwY+6NQ/ycu30zNciWoVb7EJ9NRp0JJHr54TZfRs7CUW2BjZcnkPl1M4vTuO5h5s/9g+9YN2Nra0m+QsAK6cO50KlaqSmDlaty7c5P9+3Yik0rRarWUKl2Odh27AuDplYcOnbsz/Nd+Qt6ULE3DJsZ3ulp1H8/O5cM5s28pVjZKvuoxBYBdf46iSNm6FC0n2MWcoU3QaNJJS05k2sDalKnakobtBvPi4RUuHVuHVCpDp9WQv3gVarfsbZqGfoOYN+sPtm/ZiI2tgv6DhJ2H+XNmEFi5KpUqV+XunVvs37sL6bs0lClH+45CXqSlptK7ZzcyMjJITk7i+y7tqV23AV2/Mw5Ku/YeyZ/zxnJw+0qsbRV8328cAKsXTqBMxVqUCazF8f0befnsAWmpKdy8LEyoKlStT/O2Pbh2/ig3L5/Ex68g4wcL5RhQpDTf/jTcoKPjj6NZt3A0RwztlOAmtyGznSqV2U5NGNDC0E6N6lWfijVb0KrTAFKSE5k7/nskEil6vY7aTTpTskJtg/xff+rO5AUrWLdzP7a2Nozs8wMAUxetpHrFstSoaDxAIitOXLjCmSs3CPDNS/dfxgBQqkhBhvTsaojTr39/Zs2cyZYtW7C1tWXQoEEAzJkzh8qVK1O5cmXu3L7N3r17DWVRpkwZOnbq9End7zOkd09+n7eIDdt3Y2tjw7D+Qn2YNn8J1QIrUK1SBW7dvc+O/Ycy66yOcqVK0KW90J4mJSczcOR4pBIpOr2Or5s3pWqgqbvusJ6dmbBoNat3H0JhY83o3t0BmLxkLTUqlKZmhdJ8ijuPn7Ns6z4hjTotFYoX5rs2pgds9O03gNmzZrB1yyZsbW0ZOOgXAObNmUWlylWoVLkKd+/cZu/e3Zn1X0vpMmXo0FHYEf5UGOR+fQJo+u149q0ezsWDS7G0UdCim9B/7187kkKl6lKoTD2c3PJSs2V/1vwh1HvfwoGUqyn036kpCayf0cWgo2K9rhQqbeqC2qXXSFbNH8vBHSuxsVXQve84ANYsnEDpTNs7cWAjr54/IC3N1PaaffOe7fkWZMIQo+11/tFoe+16jmHjolEc2y3kVafewhhh05KxlHhvjDBpoDBGSE1OYEzvelSs0YIWmWOEiJCXTPv1a6QWwhihXQ/TMcJvP3Vj0oI/WbtzPwpbG0b2+R74fPsLCn7L0o07ANDp9RTO78ugH4zlPeL7doxfupFVe4+hsLFm7I+CTU1cvimzvyj5SfkAickpnLp+l82/D80yfOhPXZm08E/W7DyIwsbakIYpi1dTo0IZalQs80n5z4PfsnSj8OknvV5HIX9fBv9gavu5nU8AqSe2Y9OwA1YV66FPTxU+6wFY1WuH5sUDtC+Fg3Ykjm7I3PKQsue2qZKMNFKPb8O6+XdIpFK0qnBSj5qeczH0x65MWriSNbsy8+rn73KUVyIifwWJXq/X/50C79y5Q7ly5QzuNDlh97Wc35MTWleUseLzPM2+iB714Oid9NxTADQsbcne67mbTy0ryEg9+vFjpf8OrBt+R+rOudlH/Cs6vhpA0qXduSZfUaU18Te/7L2kz8W+XAMOyAtnH/Ev0CzjCQnXDmYf8S9gV7EpD5+HZh/xL1AsIA/bLuuyj/iFtK0s5XHQxz/P8ndQpIAP5x8m5aqO6sUUHLuTln3Ev0CD0lZE37+UfcS/gGuJKgS9eJFr8gvkz0/Y49u5Jh/Aq0gZ1LdP56oOxzK1eRYUnH3Ev0DBAr7/SJ1a+/e9Km9G11pw9kHu2l7N4goO387dMULjMpao7l/MPuJfwKVEVRKuH85VHXYVGhNz7+97J/dDnEtW/2fyae6QXNVhN2AmMXdz90wB51I1so/0LyR1i/lnu/4tWLfP3ovz/xI53pncu3fvJ8Nf5GLnLiIiIiIiIiIiIiIi8kn+g6em/lvJ8WSydevWSCQSPrWh+eE7AiIiIiIiIiIiIiIiIiL/LXI8bffy8mLnzp3odLosfzdv3sxeiIiIiIiIiIiIiIiIiMj/aXI8mSxfvjw3btz4aHh2u5YiIiIiIiIiIiIiIiK5hkTy7/39x8ixm+uvv/5KUtLHX1IPCAgwfMNLRERERERERERERERE5L9JjieTNWp8+lQnhUJBrVq1vviBRERERERERERERERERP79/KXvTIqIiIiIiIiIiIiIiPyrkIqnuf5TiDktIiIiIiIiIiIiIiIikmMkevG0HBERERERERERERGR/wipO2b/rx/ho1h/PShH8RcuXMj06dMJDw+ndOnSzJ8/n8DAwI/GV6vVjBw5kp07dxITE4Ovry9z5syhadOmf/XRs+Rf5eZavcWZXJV/fl8tflmcnGvyZ/S2pWGXW7kmH+DourLUaXclV3Wc2lqJ1P2Lc1WHdfPepB5ekbs6GvfgedDLXJMfUMCfgzczck0+QNNychKuHcxVHXYVm3JAXjhXdTTLeMIf23W5qmPoN1L239Tkmvzm5SxYcDB31976NpUwaEFiruqY3VdJxKOPn8j9d+BRtDypR/7MVR3WjX4g9k7u9RlOpWsR9OJFrskHKJA/Py+CgnJVR/4CBUhc+Fuu6lD2mUaT7ndzVceh1aUYuTIt1+RP/t6Kbwbkbnlvn5ufFj89ylUd+5YWJenizlzVoaj6FXE3j+eqDody9XPVNvIXKMDh2+m5Jh+gcRnLXB2DgDAOiRzZPVd1uE9enavycw3Jf8P5csuWLQwePJglS5ZQqVIl5syZQ6NGjXjy5Anu7u5m8dPT02nQoAHu7u5s374db29vgoODcXR0zLVn/FdNJkVERERERERERERERERg1qxZ9OzZk++++w6AJUuWcODAAVauXMmwYcPM4q9cuZKYmBguXryIXC4HwM/PL1ef8b8xbRcREREREREREREREfmXk5aWRnx8vMkvLc3c8yI9PZ0bN25Qv359wzWpVEr9+vW5dOlSlrL37t1LlSpV6NOnDx4eHpQoUYIpU6ag1WpzLT3iZFJERERERERERERE5L+DVPKv/U2dOhUHBweT39SpU82SEB0djVarxcPDw+S6h4cH4eHhWSb7xYsXbN++Ha1Wy8GDBxk9ejQzZ85k0qRJuZLNILq5ioiIiIiIiIiIiIiI/CMMHz6cwYMHm1yzsrL6W2TrdDrc3d1ZtmwZMpmM8uXLExISwvTp0xk7duzfouNDxMmkiIiIiIiIiIiIiIjIP4CVldVnTR5dXV2RyWRERESYXI+IiMDT0zPLe7y8vJDL5chkMsO1okWLEh4eTnp6OpaWln/t4bNAdHMVEREREREREREREfnvIJH+e3+fiaWlJeXLl+fEiROGazqdjhMnTlClSpUs76lWrRrPnz9HpzOeoP/06VO8vLxyZSIJubAzGRERwdKlSxkzZswX3e/jZcPIQYVxtJeTmKxhypwnvHxt/jmP4oXt+eXnggBYWEi4+zCOOUufk6HR4+luxciBRSiYX0lYRCrfDTA9Bt/VQUKHupYorCWkpuvZfDKdiNisj/wPLCKjTlk5Egk8D9Gx81w6Oh1IgOZV5RTJK0Orh+RU0/vzeFjx60/5cFBakJSiZcay1wSHpJrJL1NMyfft8mBjLUWvh6t34vlzSyjvvv7p5iKnX7e8eHtaodOZ6vD2tGJYnwI42FmQlKzlj0UvePU2xUxH2eL29OycFxtrGej1XL6pZtnGNwYdHVp50aiWGxqNjvR0o47gqFhGbzpKbFIKdjZWTOjQkABPFxPZ156/oc/y3fi5Oxmure3fAWu5BTqdnpn7znLxSTAyqRQHW2vGtqtPPldHQX5kLKM3HBTkW1sxoXMTArxcTeU/e02fpTtM5Q/sjLWlnN2X77HxrLFsI9SJlCvgw+wfWhuuhYSEMGvWDOLj4lEobBk0eAi+vn4mOh49esjChQsA0Go0FCtenF69eiOXG41Or9czYvgwgoKes3XbDpP7o8KC2bh4BEkJaqxtlXTsNRmvvAEmcWKiQti4eCQhrx7j7O7Nr78bZVw5vYuzh9cb/o9TRZC/aHm+HzzXcO11eBTjlm5EnZCE0saasT91pICPF1mh1+vpPXURj1+95fQyow/+6n0nOHDuGnILGZZyOb90bUOJAr4AFJs9Eo/mdbH18+FchVbE33mcpey8331DgV97glSK6vRl7vcdj16jyTbMkLboV5zbMZzUpFgsre2o8fUUnDwKmul5en07d88uR6/X45W/ElVbjkEqk2cbFhUWzKbFI0hKiMXGVkmHXlPwzKIsNi8eScirRzi7ezPkd9Nj9MNeP2XX6ikkxKkAaNK+P6UCGxjC1VGvOLZxmCEN9TtOxcXLPA0PLm/nxonl6PU6fApWpvY3Y5BlPue7ctq9qDuRbx/y09RrZve7OkjoVN8ahY2E1DQ9m06kER6T9edVKhW1oF55SyQSePZWy/YzaYZ2qkU1S4rkkyGVSngZZnwB/01oGFPmLiEuIQGlrS3D+/fCP59PlvL1ej0Dx0zmWdArDm40ftLn4rWbLFq9Aa1OR37ffIzo/xMKW1tDeHBkDKPXHzS2IZ2bZm3jS7bj5+5suLZ2kGDjAM9Co/h9+3FUCUkA9G1ek/qlCwHwOiyCiQtXoU5IRGlrw+ifvyN/3jwfTUPfCbN48vI1x1cLthUaGc03/UZSIJ+3Id7UIb3w8TQetx4SEsKsmTOJi49HYWvL4CFD8PX1NZH96NEjFi4Q2hCNRkPx4sXp1asXckvTNmT48OEEPX/Otu3bTe4PCQlh5qxZxMfFYatQMGTw4Cx1LFi40EyHpVzO3bt3GT1mDD4+xvKbNXOmycr3a3UiY4/eRJ2ajtJSzrgGZSngYm+WT8+i45l+5i6qZOEwiD5VilI3IA86vZ655x9wKTgSjV5PGS9nhtcpjVxmHBjl8bBkSI+82NtZkJysZeaKN7wONT9UonRRBd+19cLGSooeod9btS0cvR7cXeWsnFaEV2+N/eXk+cGGv13sJXxdwwKFNaSmw45zGiLVWfff5QtKqVlKhkQi4UWYjr0XNej04O8poVtDOdFxWd/n6WZBv87u2CmkJKfqWLAhirfh5p+BKlHQms4tnLG2koIebjxMZsO+GPR6sLaU8Mv3HuTPa4VMCt2GB5vc6+UuZ1D3PNgrZSSn6JizOpTXYeafqihV2JZubdwFHcC1e4ms2RWJXg8eLnKG/eSNVCpBJoU34cb7X4dHM2bFNtSJQp8xvkdbCnibvnd1/fEL+s1aha+nm+Ha6lG9Dba3++w1Vh04g16vp2LRAgzr0gq5hbDb8ToskvGL1wp9kq01Y3p1ocAnbO/nSfN48uoNJ/+cYbgeHh3DtFVbeB0WiUwq5av6NWjfuLYh/J+wi8iwYDYsGin03zZKOv88yaz/VkWGsHHxKN6+fIyLuze/TTPar06nY8/6GTy6fQGpTIZC6UiHn8bh5pnPJB1/ZRzyOWMUmYsH9l/3QKKwQ5+aTPyOFWgjQ010WJerjk3VhsZ77J1If/WE+I0LsAwogaJxO0OYVGGHLjGO2IXjEPnfMnjwYLp160aFChUIDAxkzpw5JCUlGU537dq1K97e3oZ3Lnv37s2CBQsYMGAA/fr149mzZ0yZMoX+/fvn2jP+7ZPJ8PBwxo8f/8WTyV/7FGTvkTAOnYigdlVXRgwsTM/B5t9ufP4qkR6Db6LV6pFIYPLw4rRploete0JIStayfP1LFLYW/NjF3+zeb2pZcvmhhutPtJTKL6NDXUvm7jDv8JztJDQKlDNnWyoJKfBdE0sqF7Xg4gMNxfxk+HtKmbktFZ0O6pWzIMDbuKU88Pu8HDyl4ti5GGpUdOSXH/PRb+xTMx0JSVqmLHxFeFQ6crmEP4YGUL+6M8fOxQAwbkB+Nu+P4NxVNSB8Z/Idg3/0Z//xSI6ciaZmJWeG/pyf3iMeZKFDw8Q5zwmLTEMulzBzdFEa1nTlyJloCvja0qqhB98Nvktqmo76NVwoVkhoSCduP8HXlUvQKrA4x+48Y8zmo2wc2NFMvp+7E1uHfGt2/fSDIG6/CmXrkM7IZTKWHbvC/IMXmN61mSB/61G+rlqaVpVKcOz2E8ZsOMTGX7pkLf+37mbXW1cuSevKJQ3/fzV1Fc3KFzWJs2D+PBo3bkKDBg05f/4cs2fNZM7c+SZx/P3zM2fOPCwsLNDpdEyZPIn9+/fTps1Xhji7d+3Ey8uLoKDnZs+xdcV4qtRrS2Ct1ty+cpRNS0YyePIWkzhWNkqatutPSnICB7fOMwmrVLsNlWq3Mfz/x6+tKV+tuUmcKSu30qZOFVrUDOT41duMX7qJtRNN/e3fseHQGXzcXXn86q3h2pPgELYfv8DWP4Zia23FwfPXmbZmJ2snCB/ODd9xhBczVlDl9MYsZQLY+PlQaNwAzge2IS0imgo7F5OvZzuCF2/8ZNj7XNwzjsIV21GwXBte3j/CuR0jaPnzNpM4CTFvuXF8Hq367MBG6crx9X14fG0rxSp3/mQYwPYV46hc7xsCa7XhzpUjbF4ygoGTt5rIt7ZR0LhdP1KTEzm0da5JWHpaCitn9qNj7ynkL1IenU5LcmKcSZxTW8dSoko7igZ+xfPbhzm+aTjtB5tODuJUb7lyaC7th+zE1s6VA3/+zINLWylVvbMhzu0zq7F3zUfk24dZ5ne7OlZcepDBtccaSheQ0bGeFbO3mS8WOdtJaFLZkplbUkhI1vNDM2uqFJdz4V4GlYpZ4OMmZeaWFLQ6QeY7Ziz+k5YN69KkXi1OX7zC1HlLWDYj6xf0t+49iLenB8+CXhmuJaek8seCZcybPBpfH29mL1vFmq27+Lm7MY0Ttxzl62qlaVWpJMduPWHMhoNs/KWrmXw/d2e2Du1udj0lPYMBy3cy6dtmlCvgg1anIy7JOMn4Y9l6WtWvSfPaVTl5+QYTF61i1dSRWaZh04HjeHu48eTla5PrtjbWrJv+8f5q/vz5NG7ShAYNGnD+3DlmzZzJ3HmmNuzv78+cuXMNbcjkSZPYf+AAbdoY7XrXrl1CG/LcvA2ZP38+TRo3pkGDBpw7f56Zs2Yxb65p3fT392funDkGHZMmT+bA/v0GHT4+PoYJbVZMPnmHNiX8aFksH8efhTLu2C3WdahlEiclQ8OQ/VcY37AcZfO4oNXpiU8VJii7HwTzOCqODR1rYyGVMOnkHTbdDqJreeNCSr9uPhw6E8Px87FUr+DAkB55GTDBPL2JSVp+X/za0O9N/TU/9ao5cfx8rPAcqTr6jnmWZTpaVbXg2hMtt57rKO4n5esaFizeZz7Rc1JC/fIWLNyTTmIKfFvfgopFpFx5JCzIRMfpWbDHeN/k74228VM7N45djOf01UQql1bQt7Mbw2aGmulIStYxe00kkSoNcgsJY/p4UauiktNXE9Fo9ew+oSYxWcf4vuYLf306e3HknJoTl+KoWs6Ogd3zMHjqK/O8StYybUUIEdEZyC0kTBqUj7qVHThxKQ5VnIah04NJzxAmxT3bGSeLk9bs4qvagbSsXp7j1+4xdsU21o/taybf19ONzRPMB5khUTEs2nWMjeP64WKvZNC8dew8c5X29YTdkKkrNtGmXjWa16rCiSs3mbBkHWsmDzWTA7Dx4El8PFx58uqN4Zper+e3Wcvo2rIh9SuXA0Cljje575+wi63LJ1C13jdUqt2a25ePsmHRKH6ZutkkjrWtkqbthT7jwGZT279/4xQvn9xm6LTtyCzkHNmxlP2b5vLdoJmGOH91HPI5YxS7Vt1IuXaG1FvnsSpeAfuvexC7eIKJjtSb50m9ed7wv3P/SaTduQxA+vP7pC+4bwhz6DKQ9BdZLyqL/LO0b9+eqKgoxowZQ3h4OGXKlOHw4cOGQ3lev36NVGpc1MubNy9Hjhxh0KBBlCpVCm9vbwYMGMDQoVnb599Bjt1c7969+8nfkydPvvhhHB3kFClox9FTgm/w6YvRuLta4+1lbRY3LU2HVis0oHILCVaWUsNOW0KihrsP40lNNT8GV2kDPm5Sbj4Vwu6+0OKglOJiLzGLW6qAjIevtCRkjt8uPdBQtqBxwiiTSZBn/mttabzf0d6Cgv62nLggTAjPXVPj5mxJHnfz7eWg4BTCo4TOOiNDT9DrFDxdhXhli9uRrtEZJpImeWVvQeH8So6diwbg7JUY3F0tyeNh7oP9/FUyYZFpBh3PXyXh6W6MZyGTYGMtVAWlrbC+oEpI5uGbSMPkrH6pAMLVCbyONn+WjyGRSMjQaEnP0KLX60lKTcfdQSnIV6l4+DqcZhWKCfJLFyJcHc/rqNjPlv8+d1+FEpOYTK2SxhVFlUrFs2fPqFu3HgDVqlUnKjqa0NAPVuusrbGwENKt0WhIS09DIjGWZ3DwKy5dukTbdu34kIQ4FW9ePqB8dWHyVzqwAWpVOFHhpgNWhdKB/EXKYWVt88l0BD+/S2J8DCXK1zZci4lL4NGLNzSpVh6AehVLExGj5k14lNn9QW/DOHPjHt1b1DO5LgE0Wi0paUJdS0hOwcPZwajj/HVSQ0x98j/E66tGROw/SVqEUOeCl20iT/vm2Ya9IyVRRXTIfQqUbgGAX/GGJMWFE68yXbF/9eAI+YrUxdbODYlEQpHA9ry4ezDbMJXqXVkI8ksFNkStCic63FS+rdKR/EXKY5lFWdy8cADfgFLkLyLktVQqQ2lv3DFLTlAR8eY+hcu3BKBA6UYkqsNRR5nqCLpzBP/idVHYC89ZomoHnt48YAhXhT3jxb0TVKjXM8u8VtpIyOsu48YTYWf3TpAWR6UEVwfzdqp0gAUPXmpJSBYawIv3MyhXUKjPeVylPH2jRZu5ofkoWJAXq47jyfOXNKhdHYBaVQKJjFbxNsz8dLiXr99y7soNOn/V0uT6lZu3KZjfD18fYVevTZMGnDhnPKpclZCUaePFAahfphDhsQk5svFD1x9Syi8P5QoIOwsyqRRnO2HnU6VS8ehFMI1rVAKgTqVyRETH8iY80kzOizehnL12m66tG3+2bgC1Ws2zp0+pW7cuANWqVyf6M9qQ9PR03i+p4OBgLl26RLu2bbPU8fTZM4OO6tWqfbYOJOb1IStiktN4FKGmaREhH+sFeBGRmMIbdaJJvMNPQijh6UTZPIIHikwqwclW6CueRcdTKa8bcpkUiURCNV93Djw2Llg52Mko5G/DyYtC+Z6/HoerixyvrPq916lm/Z6Ha/buVwpr8HaVcCdIqNAPXulwUEhwtjOPW9xPxuPXOhIz+++rj3WUyi8zj/gB9kopBfJZcfa6kDeX7yTh4miBp6v52vvLkHQiVYJNZWj0vHqbhruzsKun0cL9Z6kkpZh7EzjYySjoa82pK8JC1cWbCbg6yfFyk5vFffEmjYjoDIOOF29ScXfJ1KHRGyaSUgmG3cuY+EQevQqhaZUyANSrUIKImDheZ7bPn8Px6/epVaYorg52SCQSvqkdyJErdwDB9h6/fE3j6oEA1A0sS4Qqa9sLehPKmet36Naqocn1a/efILewMEwkAVwcjTvlKpUq1+0iIU7F6xcPqFAjs/+u9PH+u0CRclhamfcZEiRoMtLJyEhHr9eTmpKEo4txUq9Wq//yOCS7MYpEYYeFtz+pdy4CkPbgOlIHF2TO5h+0f4eFT36kCnvSHplv1kjtHLEsUIzU2xc+ev//CSSSf+8vh/Tt25fg4GDS0tK4cuUKlSpVMoSdPn2a1atXm8SvUqUKly9fJjU1laCgIEaMGGHyDuXfTY53JsuUKYNEIkGvN3cPeXdd8gUZBeDhaoUqJt0w8AGIiErFw82akDBzF1FPdyt+H1WCPJ42XLquYtdB85XDD3FQSIhP1vO+x6g6QYeTnQRVvGmaHJUSYhOM12IT9DgqhbQ9fKWlgLeUsd1sSM2A+CRjPDdnOTHqDN5zVyZSlY67qyWhkeZuLO9wcrCgRkVHRs8KAsDX25q4eA0j+vjh42lFRLTxXncXS1TqdBMdEdHpeLhaERphvstq1CGnVmVnhv8u7JIGBSez/UA4GxeUISFRS3qGIDBCnYCrvQKLTBcmiUSCp6MdYbEJBjfVd7xRxdF+1gZkUimtKhajfbXSANQqlp9rz99Qd/wyFFaWuDsoWfnzNwCEhYXh6vCBfCd7wmLjyefmZCo/Wk376WuQSaS0qlSC9jXK8iG7L9+jeYViyN8zlrCwMJydnQwGJJFIcHdzIyoykjx5TN1xIiLCmThhPGFhYVSsGEizZkLnotFomDdvLgMGDDJZ+XmHWhWOvaMbMpmFQYeTqxfq6DATN5fP5fKpnVSo3gKZhXFQERGjxsXRHov30uHh4kS4Sk3e99yTNBotk//cyugeHcyetZCvN50a16LloIk4KGyRyy1YPsp8lfpT2OTzIiU4xPB/SnAINnm9sg17R1JcODZ2bkjfyyuFgxeJ6jDsXYyuS4nqMJROxvJROnmTpA7LNiwsLMysLBxdvYiNDsPV09Q16mNEhARhIbdkxbSfiYsJxytfYVp++6thQpmoDkNhb5oGpZMXCeowHN2MOhJiQ7FzNj6nvbM3CbHCc2q1GZzcOpp6HSYjyaJOgdD2xCeZtlOxiXoclVKi40wXyZzsJMQkGBuCmHihPQN4G6WjSnE55+5mkKGFMgHCc0dGq3BxcjSpU+5uLkREqfDxMr7Ur9FomLZwOUP7/mhWpyKiVHi4GV1WPd3dUMXGosn8llVEbEIWNm73ERuPpf201UIbUqmkwcaDwlXILWT0XbqdSHUiBfO4MaR1HZztbIU2xNHBJA2ers5ERMeQ9z03VY1Gw9SlaxnRq1uWNpySlsZ3wyej1emoVbEs3b9qiiwzXlRUFM7OziZtiJubG5FZtiERTBif2YYEBtKs+XttyNy5DBg4EGkWnXlOdYyfMIGwsDACK1akebNmhrCwsDD69uuHVCqlYYMGNG9uXMyJSEzBVWGFhfS9srCzISwhhbyOSkO8lzEJWMqkDNh7mcjEFAq62jOoegmcbK0o6u7AjnvBtCvlj5WFjGPPQgmLN76C4uZsSYxaY9InRakycHeRE5ZNv1e9ogPjZr8yXLO2lDJ3TABSqYRLN+PYvE+YpDgoJCSkmNpFXJLQL8ckZNF/J77XfyfqcVQYxybO9hL6tJSj08PNZ0abcnW0IDbONB3RsRpcnSwIjzZ12zfRZyejchkFvy/L+rj+93F1khPzgY6omAzcnOWERZnvshp02MuoVs6eCQuNO3wWMpg53B93ZzmvMl+lCY+Jw9XRztQ2XBwJV8WRz8PUzfxtlIpOY+cjlUpoWaM87eoKO4/hKjVeLkY7zeMq9Dkg1LUP+yRPV2fCo2M/sD0tU5ZvZNRP35rZ3suQMJzslYyct5Lg0Ai83FwY+O1XeGc+n9B/565dqFXhOGTRf8fmoP8uXr42zx5cY/RPdbCytsXB2Z3+41YbwgX7/mvjkOzCZA7O6BLUvF+hdHEqpI4uaGPMJ/gANhVqknr7IujMN12sy1Un7cld9EkJn5UHIiI53pl0dnZm+fLlvHz50uz34sUL9u/fn62Mz/1YZ3aER6bRvf8NWnW9iFwupVYV1+xv+pvwcZfi6SxlwtoUJq5J4dnbv/YxUFtrKRMG52fbgQievRSWUmVSKFPMjg27w/l59BOu34vPRko2OmxkTBlaiM17wnj6Qnj/yNPNihqVnPi2/x3a9b7F9gPZd4TvU9THnaOje7BlcGdmd2/Otkv3OHJbmKg+eBvB83AVx8b04PiYnlQKyMvE7SdzJj+vB0fH92bLr92Y3aM12y7c5sgtU9eL5LR0Dt98TJsqJT8iJXs8PDxZsHAx6zdsIiMjg4sXhRW5jRvWU7VqNfLly/nEMKekpSZz69IhKtX5KvvIWbBs1xHqVCiF/wfvxQCERKo4df0uu2eO5OD8cXRqXIvhC9b+1Uf+z6HTanl67zJte4xl8NQdODi5s+PPCdnfmAOuHllIgVINcPYo8LfKzVLXIw2PX2vp+5UNfdvYEPWRd8s+xqotO6lZpSJ+eb2zj/yFFPXx4OiEn9nyW3dm/9BGsPGbgo1rdTquPAlmdPtGbPmtG+4OSiZvPZoj+Su276d2YDn8s3jH2NXJgX1LprFq6kjmjx7M7UfP2LgvZ/Lf4eHhwcJFi9iwcaPQhlwQ2pANGzZQtWrVv6UN8fDwYNHChWzcsIGMjAwuXBR2IgoEBLBu7VoWzJ/P6NGjOXDwIGfPns2xfI1ex9U3UYysW5qNHWvjprBh6ilhN6pF0XxU9XXnxx0X+HHHefI5KZBJv2zh+B221lLGDfBj+8Eonr0S+r1YtYZvBz1kwITnDJ/+guKFFHzV2C0bSTkjVKXnj83pLNybwYYTGQQW+Wsr9jZWEob96MGeE3EEvfn4xPkv6bCWMqZPXnYcVfE82Li4rtHCgEkv6fLrU96G50x3Ed88HJo5nI3j+zGzXxe2n7rK0at3/7ZnXr7jIHUCy+DvbX7qpEar4/qDp3zfpjHrfx9O5VJFGT73zy/Sk9t28SnevHhA2JtnjF98nAlLTlKoRGW2LP+yPuNj45DswnKM3BKrkpVIuZ51XliXr0Hqjb83n0T+2+R4Mlm+fHlCQ0Px9fXN8uft7Z3lruX7vP+xzr59+/LixQtiY2OpUMYJF2dL3nufHw83ayKizHcl3yclVceJs5E0rG0+iAZoXMeDVXMFt7VCPjLsbSW83wc62klNdiDfoU7UG1b4QdgBUGeudFYoJON5iJbUdNADKWnC9cWTClO2uB3OjnLeX4hzd7EkMjrrht7GWsrk3wpw6WYcOw4bXRcjVRkEBacYDu55t+i0fFoJypVywMXR0kSHh6slEdFZT8ptrKX8MaIwF67Hsu29CWPNyk68fJ2CKlZYDT18WtDv4eRAdHwSmsxtYr1eT7g6AS8nU38ipbUVdjaCG5SHox1Nyhbi5gthh2rf9UcEBuTF3sYaqVRCi4rFuPZcWFH18vIiOu4D+bHxeDnZf1p++aLcDHprEufY7acU8HKhgKfpYoKXlxcxMbFoM3dK9Ho9kVFRuLl/3PXDxsaGmrVqcfrUKQDu37/Hvr17+a57V3795ReSk5P5rntX4uLUADi6eBKvjkKr1Rh0xEaH4eia9eE4n+LOlaN4+gTg6WM6yfBwdkSljjfs+Oj1eiJUsXi6OJrEu/noOVuOnqPFwAn0mDCPpJQ0WgycQGx8Iiev3SUgrxduToJra8uagdx5+pIMzcdX2j8k5XUYNr7GSYWNrzcpb8KyDXuHwsGTlIQodO/lVVJcGEpH07xSOnqRGGv0MkiMDUGRGedTYV5eXmZloY4OwykHZeHo6kVA8UAcnD2QSCSUr96C4OfGwZXS0YukeNM0JMaGYfdBGuyc8pAQY3zO+JgQ7JyEOCHPr3H33AZWT6jL9nmdSU9LZPWEuuR3EdzqfmlvQ6G8MuwVpu2Uk1KCOtHcZS42QY+znbEhcLY3bc+OXE1n5pYU5u1IISJWuN/d1QVVrNqkTkVGqfBwMz1g6879R+w8cJR2PfvTd8R4klJSaNezP+q4eDzcXIiIMrrNhUdG4eLkZNit8HCyy8LGE8xt3OY9G3eyo0m5otx8Idi4l5M9FQvmw8NRcLVrVrE4d18J+erl5UW0Os4kDeHRMXi4OpvIv/XwKdsOn6R1n+H8NGYaSSmptO4znNj4BCzlcpwdhOdxUCpoUacatx8Z3/Fzc3MjJibGpA2JiorCPZs2pFbNmpx614bcu8feffvo3q0bvwwZQnJyMt27dSNOrf5LOmrWqmXQobC1RaFQCPJcXaldqxb3Hxjfn/dQ2hCdlIZG915ZJKTgZWfqtudpZ0sFH1fclTZIJBKaFvHhXrjgtiqRSPipchE2dqrNqnY1ye9sR/eO7bBpPxCAssWVODtamPRJbi5yIlVZ77TZWEuZOMSfS7fi2XXEWI8yNHriEoS8SEzSEhqRToeWQl4UyCPFzsbULhwUxn75fdSJepyU7/XfSgnqTA+itAzhBxCfDFGZB/FM/9WbUoVtcHIwTYerkwXRsVm3ldZWEkb19uLavWT2n47LMg5ArYrCDvDcUf6UKarA+QMdbs5yomI+kldWUsb3z8vlOwnsOR6TZRyNFo5fVAPg6exAtDrB1DZUajxdHEzuUdpYY2crvEbk4exA40qlufX0lSDDxZEwldElPTTa2Od4eXmZ9Unh0TF4upp6HNx89IytR07Tqt9ofhw3i6SUVFr1G01sfAKerk4U8vMxHNrTtEYgT169QaPRGnTktl04ungSl0X/nZM+49rZvRQsUQlbhT1SqZTAWi15/sB4oJpg339tHJJdmDYuBqmdI+9XKKmDCzq1Kkv51iUC0UaGoI0y9+aT+xdBYiEn/dm9bNP+r0cq/ff+/mPkOEW9evXCz8/vo+H58uVj1apVn5QxfPhw4uLiiIuLY8GCBeTPnx8nJyc27HjD06BEGtYRJoW1q7oSFZ2WpYurt5c1MpnQUVhYSKhZxZWgV4lm8QAOn4ownOh66raGkCgd5QoJA55S+WXEJerMXFwB7gZpKeYn411/W6W4BbefCw2CKl5PgLfMMPF9N3/uPeoJWw9E8vxVMvWqCYOaGhUdiY7JyNLF1dpKypRfC3D9bgIb95i+s3btbjyuznJcnASXx8RkQXfP3+6zeU8Yz14m0aCGMIGqWcmZKFV6li6u1lZSpo0owrXbcazfadp4hEWkUaKw0vCuRZVyjgC4KK0p6uPGgRuPADh+9zkeDkozF9eo+CTDKbNJqemcffiSIt5CI+nj4sDV52/IyOwczj58YTgN1sXFhaJ5PThwXTh85Pidp3g42pm5v0XFJZrKfxBEER/TRYNdl+/SpnIps3S7uLgQEFCAkyeFI5UvXDiPq4urmWtJaGgomsxJVUZGBpcuXsTPXzi4adr0maxes5ZVq9cyfcYMbG1tWbV6LQ4OQj7YObjg41eUG+eFHfk7V4/h4OzxxS6uld87iOcdzg52FPbz4dAFoQ6fuHYHd2cHExdXgBVj+rN/7hj2zRnDijH9UdhYsW/OGJzslXi7u3Dn6UuSU4X6ce72Q/J5uiG3+HxP97BdR/BoXherTDck3x87Err1QLZh77BRuuCSpxhBd/YB8OrBUWztPUxcXAF8izfk9eOTJCdEodfreXx1C/lLNs02zMXFBR+/Ytw4L8i/e/UoDs6en+3iClCmciPeBN0nNVloSx7dPkuefIUN4bZ2Lrj7FOPJjb2A8G6k0sHDxMUVoECphrx8cJKkeOE571/cTMGywnN+038D3cecpPuYk3zTfwOWVkq6jznJC5Uw2JyxJYWTNzN4G6WjfGGhfEoXkBGXpM/y9Mm7QRqK+8uwsxXaw6ol5Nx6JtRnCxlkztNQWEO9ckJb4uToQKH8fhw7LRzGcObSVdxcnE1cXAEWTB3LtuXz2Lp8HgumjEVhY8PW5fNwdLCnUrnSPH3xiuC3wuLRrkPHqFvdeFS5i50i08aFwdvx20/xcFRmY+Npgo1ntiENyxbhweswElOEenv+YRCFM8NcXFwo7J+Pw+euAHDqyk3cXZxM3OwAlk74jd2Lfmf3wqksnfAbChtrdi+cipO9HTFx8QbbT8/I4PTVmxT2z2u419HRkYCAAE6eFDwqLpw/j4tr9m3IxUuX8M9sQ6bPmMGaNWtYvWYNM2bOxNbWltVr1uDg6JiljvMXLuDq4vJZ7dQ7HTExMYZj4JOTk7l69SoFChgXpZxtrSji7sDBzHccTzwPw11pbeLiCtCgYB4eRKhJzJxpXXgVQUE3YQKSptEaDuOJTUlj9fVn+Ec/J2XLHAC2HYzieXAKdasK5Vu9ggPRMRlZurhaWwkTyRv3EgwurO9wsJPxzhtYbiHBwV7GnqPCZPPcPS2hKj2lCwj9VXE/KfHJemKy8MZ7EKylSD4pysz+O7CIlHsvhL7IzgbDO62WFmCfaTu/Tg9h94k4Xr5Jo2YFIW8ql1YQo9Zm6eJqbSlhVC8vbj1KZsdRtflDvMeZa0KbMmDSS3YcURH0OpU6lYS8rVrOjmh1RpYurtZWEsb1z8vNB0lsPWg6OXBztsBKLjy7RALVygsLI872Sor45uHgpdsAnLh+H3dnBzMX1yh1vKHeJKWkce7OYwrnE+pdvfIlOHP7EdFxCej1erafvkrDQKGfdXFxobBfXg6fvwrAyau3cHc2t73l4wazd/4k9syfyLJxg1HYWLNn/kSc7O2oWro4kTFqImOEfLtw+wF+eTywyDwtVui/c9cu7BxcyOtflOvnMvvvK8dwdMlZ/+3i7sOz+1fQaISye3DzjMlpsIJ9/7VxyKfCAPRJCWhCg7EuXRUAq+IV0MXHfNTF1bpCDVI+svNoU76mcEhPNptCIiLvk+N3Jt8/nS4rnJyc6Nat2yfjfOpjndMWPmXkwCJ0bZuPpGQtU+YaD/QZ2q8Q56+ouHBVRflSTnzTwhudTo9MJuH6nVhWbw7OlC9l05JA5HIJSlsLdq6qzJFTxona9rPptK9jSb1yclLT9Ww5Zezs2ta25MErLQ9faYlJ0HP0WgZ92ggrd0GhOi49FAz6wn0N7k5SBrezRqvDcPjFO+aufMMvP/rSsYUHySk6Ziw3HtAx6Ie8XLoZx+Vb8bRp5Ebh/AqsraRUryB0LGevqtm0N4LUNB3zVr1h0pD8IJGQnGzqSjtr2UuG9slP5zZ5SE4RPg3yjl9+8ufi9Vgu3lDzdVNPigQosLaWUqOS0NGfvhTDhl2hnLsaS+ECSpb+XoKMDB0pacadj9Hf1GP05qOsOHENpbUlEzoIL9CP23KM2sXzU7tEAY7ffcbWi3exkErR6HQ0LF2Q1oHCoTodqpXiZUQMbWeux0Imw8XOltHfGA+GGd2uIaM3HmTFscuC/E5NBPmbDlO7RAC1SwZw/M5Ttl64bZRfpjCtK5UwyHgVEcOTkEgalS2SZX3q268/s2fNZOuWLdja2jJokHAC6tw5s6lUuTKVK1fhzp3b7Nu7B6lUilarpXSZMnTs2ClLeVnRrsdYNi4ZxfHdy7GyUdCxl3Ai5uZlYyhRrg4lKtQhPS2FKYObo8lIJzU5gXF96lGhenOadxROU40MfUlo8GPKVFmcpY4R37dj/LKNrNp7HIWNFWN/FE7Vnbh8MzXLlaBW+RJZ3veOOhVK8vDFa7qMnoWl3AIbK0sm9zGenFti0Xjcm9TGytOVwAN/oklI4nTRhpRcOomIfSeJ3H+SlJdveTphHlXObAIg5uxVXi8TTq39VNj7VGs1nrM7hnPn9FLkVkpqfD0FgPM7R5GvaF3yFa2LvXNeytXry4Flwqmgnv4VKRIoHH70qTCAb3qMZfOSkZzYvRxrGyUdMstiy7IxFC9XmxIV6pKelsLvg5sZymJCn7qUr96CZh0H4eSah3qtezJ/bGckEikOzu5803OcaV62G8/xjcO5fnwpllZK6nUU0nBi8yj8S9Qlf4m6OLjmJbBxP7bPE+qRT0AgJaq2/2QZfcjWU6l0qm9N/QqWpKULnwZ5R/s6Vtx/qeHBKy2qeD2Hr6TT/2th1Pw8RMvFB8LAxtpSQt82NoZ32c/eSadtHWGw9svPPzB13hLW7diDwsaGYf1+AuCPBcuoFlie6oHlP/l8tjY2/NanJyOnzkKr1eGfz4cRA3qbxBndviGjNxxixdFMG+8sTKjHbTxE7ZIB1C5ZULDx87dMbTzzlGYvZ3t+aFCFrnM2IJVIcHdQMqZDI4P8YT9+y8SFq1mz6yAKGxtG/Sz0PZOXrKVGhVLUrFDmk2m48/g5y7fuNdh++RJF6P5VU5M4/fr3Z9bMmWwxtCGCzc6ZM4fKlStTuXJl7ty+zd69RjllypShY6fPb0P69+vHzFmzPqnj9p07Zjo6dRTagfMXLnDgwAFkMhlarZYa1avTsEEDEx0j6pZm3LFbrLr+FIWlBWPrCwefTDh+i1r5PamV3wsvO1u+r1CI77edE97tUlozsq6Qh4npGfy44wJSiQSdXk/HMvmpmd908WHe6hCG9PChfXN3klO0zP7T6EUy4DsfLt+K58rteFo3dKWwvy3WVlKqZvZ7568J70YWL6SgSxtPQ99+51Eim/dF0qmVsIi454KGr2taULu0jLQM4dMg72hTzYJHr3U8fqMjNgFO3NTwYzPhYJ+X4TquPhb6t+J+UgKLyNDphYNr7r/S4ethXFtfujWaPp3c+KqBIympehZuNA7Ke3Vw5fr9ZK7fT6ZpLQcCfK2wspRQqZSwA3bpdhI7j6kBmDnUG3uFDBtrKUvHm05QFm4IZ2B3L9o2cSE5Vcfc1UZPjn5dvLhyJ4GrdxNpWdeZQv42WFtJqVJW8Ay6cCOerYdU+PlY06WVsKgolQgHG71jZLc2jP1zGyv3n0JhY82474XzCias3EGtskWpVbYYJ67fZ/upK8hkUrRaHfUrlqRVDcHufdyd6dW6Pt9PXgJA+SL5+bq28dCP4T06Mn7JOlbtPorCxpoxvYQT3Sct20DNciWpWcF8gfd9bKytGPZDRwZNW4ReD0pbayb3/94kzj9hF+16jmHjolEc270CaxsFnXpPBGDTkrGUqFCbkpn996SBzdFkZJCanMCY3vWoWKMFLToNpEajjkSEvGTar18jtbDA3tGVdj1Gm+j4q+OQzxmjJOxZjf3XPbCt3Rx9WgrxOwSXYbs235H26Bbpj28DIHP1xMIrH2lrZpuVicTKBqvi5VHNG/XJshMR+RCJPjuf1Bzy5s0bxo4dy8qVK3N8b/UWZ/7ORzHj/L5a/LLY/JuVfxczetvSsIv5yVh/J0fXlaVOuyu5quPU1kqk7s96UvN3Yd28N6mHV2Qf8a/oaNyD50Evc01+QAF/Dt78+GEJfwdNy8lJuHYwV3XYVWzKAXnh7CP+BZplPOGP7Vl/I/HvYug3Uvbf/Hy33ZzSvJwFCw7m7mpt36YSBi3I2sPi72J2XyURj25kH/Ev4FG0PKlHvuz9p8/FutEPxN7JvT7DqXQtgl68yD7iX6BA/vy8CArKVR35CxQgceFvuapD2WcaTbr/fe/aZcWh1aUYuTLnZyt8LpO/t+KbAblb3tvn5qfFT49yVce+pUVJurgz+4h/AUXVr4i7eTxXdTiUq5+rtpG/QAEO386d91vf0biMZa6OQUAYh0SO7J6rOtwnr85V+blF6oEl/+tH+CjWzXr9rx/hb+Vvd9yNiYlhzZo1f7dYERERERERERERERERkX8ROXZz3bt37yfDX+TySq6IiIiIiIiIiIiIiIjI/54cTyZbt2790e9MvuNLvzMpIiIiIiIiIiIiIiLyl5D8905N/beS45z28vJi586d6HS6LH83b97MjecUERERERERERERERER+RfxRd+ZvHHj44c3ZLdrKSIiIiIiIiIiIiIiIvJ/nxy7uf76668kJSV9NDwgIMDwwVgREREREREREREREZF/FKno5vpPkePJZI0aNT4ZrlAoqFWr1hc/kIiIiIiIiIiIiIiIiMi/H3HaLiIiIiIiIiIiIiIiIpJjcrwzKSIiIiIiIiIiIiIi8q9F/LLEP4ZEL56WIyIiIiIiIiIiIiLyHyH1yJ//60f4KNaNfvhfP8Lfyr9qZzJxyfBcla/sNZVbz6JzTX7Zgq4kLvwt1+QDKPtMI3bqz7mqw2n4Ih48D8tVHcUDvEi8vDdXdSgrtyRl49Rck2/TaTgJc4fkmnwAuwEzefg8NFd1FAvIwx/bdbmqY+g3Ug7IC+eqjmYZTzjzIDnX5Ncqbstxn5K5Jh+g/tt7nC1RNld11Lx/i/03Nbmqo3k5C149f5qrOvwCCvEsKDjX5Bcs4EvyuW25Jh/AtkZbLj2Kz1UdVYrac+FhYq7qqFZMSdyMAbmqw+GXuRy/m5Zr8uuXsiJuer9ckw/g8Ot8VON65KoOl3Er2HVVm6s62gTKuPssMld1lCroTsjTe7km37tQSVJOb8o1+QA2tTuy7myuqqBLTVh8OHd19G6cu/JF/u/zr5pMioiIiIiIiIiIiIiI/CUk4rEw/xRiTouIiIiIiIiIiIiIiIjkGHEyKSIiIiIiIiIiIiIiIpJjRDdXEREREREREREREZH/DuJprv8Y4s6kiIiIiIiIiIiIiIiISI4RJ5MiIiIiIiIiIiIiIiIiOeaL3Vzfvn2Lo6MjSqXS5HpGRgaXLl2iZs2aOZb5OjaRsUeuo05JR2llwbiGFSjgam8W71l0HNNP3UGVLBwT3qdqMeoW9Ean1zPn7D0uvopAJpXgYG3J6AblyOtofMawkDcsmj2JhPg4bBUKeg8cSV7f/Cby79+5wabVi0lNTUEigbIVqtKxe2+kUmHuvWf7es6eOISFhQVyS0u6/ziIgMLFjOlQJzL26E3UqekoLeWMa1CWAi5ZpSOe6WfuGtNRpSh1A/Kg0+uZe/4Bl4Ij0ej1lPFyZnid0shlxrm/1MkNRfNuSGwV6NNSSdq/Fl206ec8LEtWxqpiHeM9dk5o3jwnaecypA4uKNr0BKkEiVSGNjqc5MMb0KemGOKHhrxl/qypxGfmVb9Bw8jn62+i48mjByxdOAsArVZLkWIl6dGrH3K5JQDHjxxg1/aN6HR6SpYuy48/D8LCwljtXodHMXb5FtQJSShtrRnXoz0FfDxNdFx/FET/mSvw9XIzXFs1uh/WlnIAdp+5yuoDp9DpdFQsFsCwrl8ht5ABEKyKZ/Tuc6iT01Bay5nQqjoB7k7mZRERy++HLhOTlApA37rlqFfUlztvIpl84BIAGp2esnndGdqkEpaZ8gEkjq7YNOiIxEaBPj2F1KOb0cVEmMi3KFYRyzI1jPcoHdGGBJF6YA0AMv+iWFVviUQqQRsdRuqxzZBuPAY/NOQt82b9Tnx8HAqFgn6DhpqVxeNHD1i6cHZmWWgomkVZ7Ny+yVAWP/080KQs4qJfcW7HcFKTYrG0tqPG11Nw8iholldPr2/n7tnl6PV6vPJXomrLMUhl8mzDis0eiUfzutj6+XCuQivi7zw2kw2Q97tvKPBrT5BKUZ2+zP2+49FrNNmGAUSEBrNq/hgS49XY2Cr5rt8E8uQrYJpP966yc9080lKTQSKhZPkafPVtf6RSKakpySyZ/gvBQY/QaTXMXX/O7Pls/PNRfPZk5M6OaOITeTh4FElPg0wjSSQUHDkYl9rVkFhYoL5+i8fDJ6LP0OBcqyoFRwwyRLV0cSYtKpqrTdobrlnny0fhKROQOzqiTUzkycgxJAe9MNPhP2QgztWqIpHJiL99h2cTJqPXaLDK40XgoX0kPXtuiP5w0C+kvnlr+D8qLJhNi0eQlBCLja2SDr2m4Jk3wERFTFQImxePJOTVI5zdvRny+06T8LDXT9m1egoJcSoAmrTvT6nABobwkJBQps+aTXx8PAqFLUMGDcTP19dExsNHj5m/cBEAGq2GEsWK0bvXT1jKhXrz8tUrFi1ZSmysGoDuXbtQvVrVTPkhzJ41nfg4wS4GDv4FX18/E/mPHj1k0cJ5AGg1WooVL85PvX5GLrf8ZNg7giOiGbNyB+rEZJQ21kz47isKeHuY6Lj++AV9567F19PVcG3N8J+wtpQTGh3LmJU7ePImjDyuTmwZ25cPCQ99zYq540hIiMPWVkGP/mPx/qDePrx7jW3rFpCWkgISKF2+Om279jX0S+9YPnccF04dYOH6kyiUdobrEaGvWTFvrGAbCiU/9BtnpuPR3atsX7eA1NRkJBIJpcpX55su/ZBKpURFhLBo2m/odDp0Wi1ePn50+3kUCqXQt0kd3bBp0jmzHUwl5dAGdKpwE/nyEpWwKmccG0iUjmjfBpG8dyVSVy9s6n2DxNYO9Dq0YcGknNgOmgxD/MiwYNYuGEVSghprWyVd+kwkzwd1VhUZwrqFo3nz8jEu7t6MmGH8vItOp2P3+lk8vH0BnVZL/sJl6dBzFBaZdc2QjqbfIrFRok9LIeXQ+qzTUb62eTr2rBDSUb+dkA6dFm14MCnHt5mkQ+rsjrLN90htlehTU0jcvQptlOknoKzKVMO6cj3jPfZOZAQ/I3HLIqSOLjj2n4o20mjPCVsWo4uNMvwfHf6KrUtHkJwYi7WNHW1/nIyHj2l7HhMVwrZlIwgNfoSzmzcDJu/iQ/R6Pcunfk9o8EPGLb1iuB4W8oYFs6eQEK/GVqGkz8AR5P2gT7p35wYbVi811KdyFarQuXsv41hqx0bOnDiMTq8jj3c++gwcblJn34aG8fvs+cTHJ6CwteW3gX3x981rouPB4yfMWbQcAI1GQ8liRen70/dYyuXodDqWrFzLtZu3kcmk2NvZMaRvL7zzeBnuD45QMXr1LqN9d29NQB53Ex3Xnryk7/wN+Hq4GK6tHdoDa0s5d4LeMHnjfkG/VkfZgHwMbd8ES7mxb42JeMXeVcNITojFykZJy+9+x83bvG+9dW4bFw8vR6/X4VekMk06jUVmIUev03Fix3SC7p9Dp9PgU6AcTb8dh8zC2E7FRr7i6IZhpCTFYmWtpGHn33HxMtdx/9I2rh8XdOQtVJk6bccik8l58+wKu5f2xMndWIYdBm7BwtLaTMb/GaTiftk/RY4nk2FhYbRq1YobN24gkUjo1KkTixYtMkwqY2JiqFOnDlptzr9zNPnELdqU9KdlcV+OPw1h3NHrrOtU1yROSoaGIXsuMb5xBcp6u6LV6YlPTQfgTFAYt0NVbPq2HnKZlBVXHrPg/AP+aF7JcP+KhdOo17gltes34/L5UyyeM5kps00/bKpQ2tF/6Hg8PL1JT09j8qiBnD15iNr1m/HqxVOOHdjJjEXrsbax5dypI6xaMovJs1cY03HyDm1K+NGyWD6OPwtl3LFbrOtQyzwd+68wvmE5yuZxMUnH7gfBPI6KY0PH2lhIJUw6eYdNt4PoWt7YMNg27kTa7fOk37uMvHBZFM27krD6DxMd6fcuk37vsuF/+x6jSH9wFQBdYhwJ62caOjib+m2xrt5c6PQyWbJgJg0aN6dugyZcPH+a+bN/Z/qcpSY6/PwLMG3OUiwsLNDpdEybMobD+/fQok1bIsLD2LR+JTPmLsPRyZmpE0Zy7PA+mjRvY8yr1TtoU7sSLWtU5Pi1u4xbsYV148y/V+br5camiYPNrodExbB45xE2jB+Ai4Mdg+esZtfpy7SrXw2ASfsv8nX5QrQqU5BjD18xZs95NvZsYVYWAzefYFKbGpTN54FWpyMuRSiLQp7ObOjZArlMik6vZ8jWU2y59pguVYob7reu+w3p9y+jeXQNi4BSWDfsQPLmuSY6NA+voXl4zVh+nX9B8+Sm8I/cEuv67UnZvghdbCRWtdtgFdiAtPP7DfEXL5hFw8bNqdugMRfPn2H+7D+YPmeJiQ5//wJMn7PkvbIYy6H9e2iZWRYb169i5txlODo5MXXCKI4e3kfT98ri4p5xFK7YjoLl2vDy/hHO7RhBy59Nv7OXEPOWG8fn0arPDmyUrhxf34fH17ZSrHLnT4YBhO84wosZK6hyeqNZOb7Dxs+HQuMGcD6wDWkR0VTYuZh8PdsRvHjjJ8PesX7JZGo2+JqqdVty4+IxVs0fw8jpG0x02Crs6Tn4d9w8fchIT2PWuF5cPr2fqnVbIrOwoHGb7iiUDswYnfX34Ir+PoaQDdsJ27YH92YNKDZrEteadzSJk6fjV9iVLMqVJu3QZ2goOm0s+X74luAlq4k5c5ErZy4a4pZevYDYi1dN7i80diTh23YQsWcfrg3qU3jyBG51+NYkjudXrbErWoSbbTui12goOG403l068XbVWgC0Scnc/KbDR/N6+4pxVK73DYG12nDnyhE2LxnBwMlbTeJY2yho3K4fqcmJHNpqWqfT01JYObMfHXtPIX+R8uh0WpIT40zizF2wkKaNG9GwQX3Onb/AzNlzmD9ntkmc/P5+zJ8zy1BvJ06Zyv79B/iqTWtSU1MZN2ESvw4ZRInixdFqtSQkGr+ZuHD+HBo3bkr9Bg05f/4sc2bNYPbcBSby/f3zM3vOAoP8KZMncGD/Plq3+fqTYe+YvG4PX9esSMtq5Th2/T5jVu1kw6jeZvnp6+ma5URRYW1Fnzb1SUxJY8GuY1mWxZrFU6nVsA016rXg2sUTrJg3nrEz1prKUdrTe8hk3D19SE9PY/rYPlw4dYAa9Yzt2fVLJ5FZZN2tr1k8mVoN21C9bkuuXzzOn/PHMWb6OpM4tkp7fhoyBfdM25g+tjcXT++net2WODq7MXzKn1haCYPLjSums2fzUjr1+BUAm4btSL97kYwHV7EoVBqbJp1JWj/TRH7G/Stk3DdOSJTdh5H+6Ibwj0ZDyokd6KJDQSLBpllXrALrkXbR+BG9TUsnUK3+N1Sp04qbl46ybuFohv5u+q1AaxslzTv0JTU5kb2b5puEXTq5kzcvHjHsj63ILCzYuHQ8pw6up0Gr7wxxbBp2IP3ORTIeXMGiUBlsmnxL0voZ2aRjOOmPrr2Xjm3oojLT0bw7VoH1Sbt4yBi/RRfSbpwl7fZFLIuVR9n6O+KWTzbRkXb7Amm3Lxj+d/h5POl3jf25Pj2VuCUT+Bg7V44nsE5bKtRsw72rR9i2bCR9J5jbd6Nv+pOaksiRbXOylHP+8BpcPPISGvzQ5PrShTOo37gFdeo35dL5UyycM4XfZy83iaNU2jFo6Dg8PPOQnp7GhFGDOHPyMHXqN+XOrWucOn6QqTOXYWNry47Na9i0bjk9ehv7+VkLl9K8UQMa16/DmQuXmDZnAYtnm45zCvj5sXjW7wYbHjt1BnsOHKZt6xZcvHKd+48es3zeDCwsLFi3ZTsr1m5k7DDj96EnbdjH1zXK06pqWY7deMCY1bvZOOJHs3zw9XBh62hzuy+U14MNI35ELpOh0+kYsnQrW85co0v9KoY4B9aNoWyNdpSu9hWPbhxm76ph/DBqh4mc2Kg3nNkzlx6jd6Gwd2Xrwt7cOreVCnU6c+v8dsKCH9Bj9E6kMjkH1o3m6om1VGlk7KNObB1DiartKF7pK57dPszRDcPo+IupjjjVGy4dnEunX3dha+fKvhW9uX9xK6VrCH20k7s/3/62xyyNIiLZkeNp+7Bhw5BKpVy5coXDhw/z8OFD6tSpQ2xsrCGOXq/P8YOoVCoeRcTStKiw6lSvYB4iElJ4ozb92PLhx28o4eVMWW9hBVgmleBkawUI79pmaHWka7Xo9XqS0jLwsLMx0fHi2WNq1GkEQKVqtVFFRRIe+tZEh3+BQnh4egNgaWmFr38AURHCyqQECVqthtRUYQcrKTEBZ1fjjllMchqPItQ0LeIjpCPAi4jELNLxJIQSnk6UzeNilo5n0fFUyuuGXCZFIpFQzdedA4+NzyixVWLhlY/0+8IANOPJLaR2jkid3PgYsjx+SGztyHh2V7ig1RhXSiUSJHJLwFhuanUsQc+eUKuusMtQpVotVFGRhH2QV1bW1obdLY0mg/S0NMh85/nShTNUrFQVJ2cXJBIJjZq25NyZE8a8ik/k0cu3NK1aTsirCiWJiFHzJiL6o+n4kBPX7lKrbDFcHe2RSCR8Xbcyhy/fBoTyfhiqolkpYfW9flFfIuKSeB1j+pHwQ/deUNLHjbL5hN0GmVSKs0IYMNnILQw7whlaLWkZGpN3uiU2SmTuedE8FgZEmud3kSgdkTi48DGkHvmQ2CrRvHgAgIVvEXSRIehihY9AZ9y9iEUh44frzcuiJtFRkYSFhpjINS0LDelpaUgyH/aioSycM8uiBefOnDTcm5KoIjrkPgVKCwNTv+INSYoLJ15l+lH4Vw+OkK9IXWzt3JBIJBQJbM+LuwezDQOIOX+d1BDTHdsP8fqqERH7T5KWWQeCl20iT/vm2YaBUN7BQQ+pVKspAOWq1CdWFUFk2GsTHfnyF8HNU7BPuaUVef0LEx0p7ArI5ZYUKRmIjcKOrJC7OGNfqjjhO4WJfuSBY1jn8cTGz3S13K5YYWLOXUafIeyaRp86j+fXLczkWXq44Vy9EmE7jAsHcmcnlMWLEbFfyLvoY8ex8vTAOq+pDkXhQsRevmLYmY05fwH3Fs2yfO4PSYhT8eblA8pXF56pVGBD1KpwosNNy9tW6Uj+IuWxtLYxk3HzwgF8A0qRv0h5AKRSGUp7Z0O4Wq3m2bNn1KsreEdUr1aVqKhoQkJNd2CsP6i3aWnphoMTTp05Q5EihSlRXFi8kclkODo4AEJ5P3v2jDp1hd2batVqEBUdRegHdvGh/PT0dINdfCoMhDbq4atQmlYuDUD98sWJiInjdYQquyw24KC0pWxBP2ws5VmGx6tjePn8EVVrNwGgQpW6qKIjiAh7YxLPN39h3DPrraWlFfn8CxEdafRGiVOr2L99NR2/H8SHxKtjeBX0iCqZtlG+Sj1istRRxKBDbmlFPv/CBh1yuaVhIqnTaklLSzE54ELmkQmNz9YAAQAASURBVI+Mh9cB0Dy9I/RJjq58DJmnr9AOBgkfptepo4SJJIBejzb8NdL36pNKpeL1i4cE1hTqeNnKDYiNDjezb4WdAwFFy2VZZ9++ekrhUpWxkMuRSCQUL1udq2eNtiexVSLzzEtG5sKf5ultpPZOn06Hly8SWzs0z99LR9T76QhG+l5/IFHYIcvjR1rmxDD94Q2kDs5Ind3NZL/DwtsfqcKO9Cd3PhrnfRLjVIS8vE/ZaoJ9l6jYEHVMGNER5vbtV7g8civzvAKIePuMBzdOULu56cLau7FUzToNAahcrXZmn5TVWCoPINRZP/+ChrFU8MvnFClWChtbWwDKVqjM2ZNHTHQ8fRZEgzrCTnbNqpWJjFYREmrqgWVtbfVRG5ZIICNDQ3p6Bnq9nuTkFNxcjWURE5/Iw+BQmlUqBUD9csWIiI3jdeTn27eNpSVymeCplKHVkpaewXtDBJLiVYQF36dk5ZYAFCnXiPjYcGIiTcvi8c0jFCpdF6WD0H+Wr9WR+1cz+5m3j/EvWhWZhSUSiYSAEjW5d8k46UtOUBH5+j5FKwg6Ako3IkEdjjrKVMez20fIX6IuCntBR8mqHXlyYz8iIn+VHE8mjx8/zrx586hQoQL169fnwoULeHl5UbduXWJiYgBMOuPPJSwsDFeFNRaZ29ISiQRPO1vC4pNN4r2MScBSJmXA7ot0XH+CMYevE5vpJlozvxflfVxpuPQgjZYd5OqbKHpVKWaiw9HZBZnMwqDD1c2D6KiPD3DVsSquXDhNuUDBrco3f0GatmpP/x7f8HO31hzcs4XvfjKupEUkpuCqsPogHTaEJaSYyDWkY+9lOm48xZijNwzpKOruwJkX4SSmZZCh1XHsWahJPkjtndAlxoNeZ7imi49Fam/uvvkOq1JVSb9/BXTGe5DKsPt+OA4DpiN1diflnLFRUUVF4vRhXrl7EB0VaSY7MiKMQX1/oHvHVtgqlDRu1hqAqMgI3NyNLqvuHp4m90eo1Lg62mOR2RBLJBI8nZ0IU6nNdLyNjKHTmDl0GTeXrSeMuzrhKjWeLsZ053F1Jjzz/rCwMFztbEzLwkFJeFySiewXUWosLWT023icdkv2MGrXOYO7K0CIOoF2S/ZQe9pmlNaWtK9YxBAmsXNEn2xaFvoENVK7j5eFvHigMPnMLAuJnRO6BONijC4+BonC3vDBXWNZGPPJ1d2DqCzqbWREOIP6/kC3jq2wVSho3KwVANGRkbi7G13zPiyLpLhwbOzckL5X3goHLxLVph13ojoMpVMew/9KJ2+SMuN8KuxzscnnRUqwcTKQEhyCTV6vbMNAKG8HJ1eTOuvs6klMtKmL2vvExUZz89JxSlWo8dE472Odx5O0yCj073lepIaGYf2e2xRA/N2HuDWsjUypQGJhgUfzRtj45PlQHHnatkJ18hwZqhjDNStPT9KjouF9HWHhWHuZun8nPnyES+1ayBSCDrdGDbHOY9QhtbGm7Ob1lN26kXy9fjRx+VGrwrF3dDPJK0dXL2KjP7+8IkKCsJBbsmLaz8wc9hUbFw0nMd6YjqioaJydnU3qrZu7G1FRUWaywiMi6NW3H207dkahsKVFM2HS8/r1G+RyOaPHjad33/5MmzkLdZyw+xkWFmYu382dqEjzNioiIpy+fXrRqcM3KGwVNG3W4rPCwmPicHWw+6CNciA8Rm2m421kDB0nLKTzpMVsPXXFLPxjxERH4Ohk2ta6uHmiivp4vVXHRnPt4gnKVKxuuLZq4WTadeuHjY3CXIcqwsw2XFw9iYn6eHnHxUZz/dIJSr9nG5qMDMYO6kj/bvWICH1D6w4/GcJ0SXFmfZLkE+2gZcnKwuTz/T7pHXJLLEtWIeP5fcOlsLAw7B0/tO+c1dl8BYpx7/ppUpIT0WoyuHnxKDHvuZdK7JzQJZn3rZL3JrXm6agiTD4/mo6qZDy/a7gktXdGnxBnEl8XF4PU4eM6rMpVJ+3OZdAZ2wSJ3BKHniNx+Gk0NrWam0zs1THh2H1o3y55UOcgr7SaDHb8OZavvhuHRCozCfuSsVRsrIrLF05TPnMslT+gMPduXyc2VoVer+fc6WOkpCSTkBBv0OHs7GRi3+5urkREmS82h0dE0qPfEFp3/h6FrS2tmgobBlUCK1C6ZHG+6dqDb7r25Oade3zX2fg6QXhs/EfsO85Mx9uoWDpMWkKnKcvYctrUkyQkOpZ2ExdTe8g0lDbWtK9d0RAWHxuG0sG0b3Vw9iJOZbqoFqcKw8HF2/C/g4s38TFCeXn6FufZnZOkpQj19uH1Q6hVxr4wQR2G4gMddk5eJMSa6kiIDcPO2ajD3sWbhNj3FqSiX7Nhehs2zfiaO+dMPXr+L6KXSP61v/8aOZ5MxsXF4eRk7CCsrKzYuXMnfn5+1KlTh8gsOvIPSUtLIz4+3uSXkZGR7X0gvLd29XUUI+uXZWPnurgprZl64hYADyNiCYqO53DPJhz+sSmBed2Ykhn2JSQnJzFtwm+0/LozBQoWBSAyPJSrF88wZ9kWFq3ZTdNW7Zk7bUyOZWv0Oq6+iWJk3dJs7FgbN4UNU08Jq44tiuajqq87P+64wI87zpPPSYFM+hcqn9wSy2LlSbtz0fS6TkvCyqnEzRuKThWOVZnPG1B/iLuHF7MX/Mmf63eiyUjnysWzX/6sWVDEz5uDs0eyccJAZvTvxo6Tlzh65fNWaD8HrU7PlRehjGpehS0/tcTdzpYpme9JAng72rG1VytO/NKedI2WE4+CPyEtGywskRcqS8aDq9nH/QLcPTyZveBPVq7fSUZGBpcvmr/zJyKQkpzIgikDaNS6G34BxbO/IQeEbd2N6vQFKmxfRfntq0h+GWwyAX1Hng5tCNls/p7S5xCxey+xFy5SevUKSq1eQcoro470qGiu1GvErQ7fcq9HLxzKl8WnW5e/lKYP0Wm1PL13mbY9xjJ46g4cnNzZ8efH3e4+haeHB0sWzGfz+rVkZGRw4aJgf1qtllu37zCgb18WzZ+Lq4uL4f3KnODh4cmChUtYt2ELGRnpXLx4/rPCPpcivnk4PP03No3pw6yfO7H99FWOXruXYzmfQ0pyInMnD6Zpm674BwiLpWeO7cbFzZNipSpmc3cOdEwZRJPWRh0AFnI542dvYs6qY3j5+HHm6M5PSPkEckvkRcqRfu+SeZhUhm3z7miCH6N5bxL2d1C5diuKlanGnLHf/z/2zjI8qnNr2PdMdCQ6USAhhEAgaAIEd3crFCvWQluKlhouxSq4FQoUKO7FirtrcXeIu00mGfl+7DDDzgRJS/qec759X9f8mP3I2utxXZuZ4/ri5VsUea6JUr54mx6t+6B/fAv9vX+gh5099mXD0V22tOXG1GQSZ3xN8q+TSVk5A1v/kjjWaPr3ZeTBga0LKFu5EV6Fi7/d81vIyEjnh4nf0bZjV4qXEBZjy5YPo02Hrkyb8C0jh3+Ks4srgHnymB98vL1YMnc6m1f+SnZ2NsdPC4s5d+4/4PGTp2xYvpiNKxYTVqEcMxcsznf8pf192fvDl6wb/RkzP/+QTccusPeCZaGjsIcbG8Z8zsEfvyJLr+fg5Vv5lvEmKtToQGDZ2qz8qQe///wR7t4ByOXv98t+Xn5l+GTCMbp/vZVWn8zn2sl13L28++0BJST4G5PJwMBArl4VN4y2trZs3LiRwMBAWrVq9ZqQFqZOnYqLi4vot379euLSM9HnrNaZTCaiUjPwdVaKwvo4Kajs54mXWoFMJqNFKX+uRQmr4btuPqWKvydOjvbIZTJahRTlwjPLKrivry9JCfEYDHqzjLjYaDw8xcYUALQZ6Uwd+yWVq9amZXvLvaOzp47gF1Acd41wpLRe45bcuXkVfc5k2FutIC5dl0sPLb5O4mMkPk5KKhfxeEWPIlyLEnanZDIZn1YrxZpu9fitcx0C3Z0I1FiO3RlTEpGrLTtXkLNbmZJIXtiXCsMQF2llRMASoQHd1dM4lA03P9J4epGYO61iovHwfP1RHIVCSa06DTh25AAAnl7exMZYZMZER4nCe2tciUtKQZ8zADaZTEQlJOKrcRXFq1Y44qQU0s/b3ZWm1UL56+4jIR01rkTFW/SOiEvAJye8r68vcalacV4kp+HjIl6593FRUSXAF29nlZAX5QO5+tx690Rpb0ezssXYfc1iCMWUmoRMKc4LmZOraKfxVWxLVMCYECUy0GNKTRTtZMqd3TG9sjpuyQtLOsXFROOZR7l9iUKhEOWFh5cXMTEWmbnzQuXigzY1FuMr+Z2eHInaVbzjpnb1Je2V1c60xBeocvy8ye1d0T6NRFHUsnKqKFoY7bPIt7qBkN/JiXGiMpsQF4W7h3hHDyBTm87s77+gYng9Grd590lWZkQUDl6eyF4Z8DgW8iUzwnrF/+GMhZxt1pkL7T4i/e4D0u7cF7m7Va+M3MGB+CMnRc91UVHYe3rAqzJ8fciMtK6/TxYs4lKnrlzp0ZuMhw/JuC8YAjJlZ5OdIJRBfUoKUVv+wKWS5ei0q8aHlKRYUVolxUXi5vHu+eXq4UtQmXBc3L2FY1m1WvPklcG/p6cHCQkJonIbGxOLp+frj+MrFArq1anDoSNHcuLwpEL5cnh4CEflG9Svx+3bdwAhv63ij43B0+tNbZSC2nXrceTwoXdy83F3IS45NVcblYyPu6sorNBGCUdAvd1daFq1PJfuvduik7uHN0mJ4rY2PjYKjad1udVq05k+YTCh4XVp1ra7+fmtaxe4fPYow/u1YXg/4ajbmKFdefJQSCt3jbdV3YiPi8Ld0zq/tdp0ZkwcRGh4XZq27WHlDsKkslaDNpw6ssv8TK5yseqTTK9pB+1KVsQQH4kxPtdOllyOsnVvTOnJZB4ST1R9fX1JScpdv/NXZmUyGS07D2DETxv4avLv+PgF4utnmSyZUhORq6z7VtMrO+5iPUIxxEdZ961yOco2fTClpZB5SHxvzZiSgMzJRXRSQO7ijjE5bxkOZSpjiInA8OouskGPKT1VeGdtOrrLJ7Dzt9hUcHX3ITV3/Y6PwDUfafXo9nlO7V/NtGGN+OX7Hui0aUwb1oi0lIR8jqUymDz2K6pUrUXr9uI73E1btueHWUuYOmMxZcqFovHwQqkU+mehfieK6ndMbBzenq8/cqxQKKhfpyYHjggT732HjhJavixqtQq5XE6TBvW4fPWG2b+Pm/Nr6reLKF61whEnRU79dnOhWZVyXL4nPl4NoHR0oFmVsuw+a1lIcnbzJS1Z3LcmJ0TiohGfVHHR+JL8ym5jcvwLnN2F/JLJZNRtM4h+Y7fR+7t1ePoG4VnIYnjKydWX9FwyUhMjcXITy3By8yU1wSIjJf4FTm6CDAdHNQ4Kp5z4fChZqRUvHlx8TUpLSIjJ92SyefPmLF5svbLzckJZsWLFt96ZHDFiBMnJyaLfhAkTKOXlyu5bwh2Og/ci8FIrRJZYARqXLMKN6ETSdMLk7eTjKEp4ChW/sIuK809jyTYIg/DjjyJF1mA1Gg0BxYM5flg4l3/25BE0Hp74FCoikpGpzWDquOFUrFSVDl16i9y8fQpx99ZVMrXCsdNL507iW9jPbA3OXelAKS8XdufccTx4PxIvtaO1HiUKcSM66RU9os166PQGszGeRK2O5Rfu0SvM0lGYMtLQRz3DPmfyZxccijE1SWTJ7VXsK9Sw2pWUO7uD7cs7PDLsS4Whj7U0Mq6ubgQGleDoIcFgxOmTR9F4eOKbK60iI56jz7mzlZ2dzZnTJygaIHTO1WrU4fzZUyQmCMdY9u7eTq06FoNK7s5qYdfxlGCI5uCFa3i5ueLnLe4sYpNSMOZMCNO1mZz46ybBRYVGskHlchy9fJO4pBRMJhObD52hadWKgJDfpXzd2XVVGGAfuPUEb2cV/u5iy7pNygRwIyKONJ2Q5ifuvaCkj3Dk6GlCirk8ZRsMHLr9lBJeluNIJm0ahtjn2ObcG7MNKo8pLRlTct53LuzKhFvtSuqf3EHuVRi5mzAItitfA/3dv96QF8dy8qKwKJ7IiBeivDh7+jhFAwRLxdXNeZGQkxc7qP1KXijUGjSFQnhwZQcAj2/sQ+nsjbNGbHmzaJkmPL19iIzUWEwmE7fPrSewXIu3ur0rkVv34t2qAQ45ZaBo/65EbNj1VjcQ8ts/sBRnjwqrqZdOH8BN44WXr79IRqY2g9kTv6BsaA1aduqXr/fLjk8g9fotfDoIi2ZeLRuji4xG+1h890zuYI+ti1DO7NxcCfjiY54s/E3kp1CXDkRu+MPqeFx2QiJpt27j3UpIO4/GjdBFx5D5TCxDZm+PrbPQ+du6uuL3cR+eLROsA9u5uyHLuUcks7PDo1ED0m7dMYd1ctFQJCCEiyeE/L56bh8u7j54+Ijz+01UrNaUZw+uk5kh3Ae/9dcxCvkHm91dXV0JCirOwUOHAThx8hQeHh4ULiQe4LyIiBCV25OnT1MsIACAurVrcffuPdIzhPb2/IWLBBYTrA1qNBqKBwVx+JBwD/vkyeN4aDwolKteROSqF2dOnaJYscC3ukFOG+Xvy+4zwkmIAxdv4OXmjP8rVh0BYpNSLW1Upo7jV+5Qyv/dBu7Oru4UDQzm1BHBQMuF04dw13jj7Su+I5upzWD6hMGUC6tOm84fi9w++3ISM5buYvqv25n+63YAvp+1lqKBwa/IKMXpnLpx8fRB3DReecqYOXEQ5UKr07qT+J5cXEykcE8SwSrq+VP78Quw9EuGmGfYhVQGwLZkBaFPSsr7/rt9uWoi43AAyOQoW/XGlJmBdt96qzAajQa/YqU5d0yo85fP7MdN421Vv99EdpaOjDThGGVaSiL7ti4TGd8xZaRhiH6OXUiVHD0qvlmP8tXJupprV1ImR9m6DyZtBtp9a63CmNJTMUQ+xaF8NSGOkEoYUxIxJuR9qsshtBa6y+LdcpnKCV7uqNrYYl86DH2UZXKjdtFQKCCEyyeF+n39fE799n73+v3ZmFV8N+sg3808wGdjVuGgUPPdzAOond3RaDQUK16SY4f3AXAmZyyVe3yg1WYwedxwKlYKp2OXXlYyEhOEdNVlZrJ+9VLadrQYMtNoNJQoXoz9h4WTTsdOncHTw11kiRXgRUSkqA6fOH2O4gGCnoV8vLl89br55NuZ8xdE1mBf1u9dZ4VFsAOXbuLt6oy/V676nSyu38eu3aWUv7DY8zQmnuycyWi2Xs+hy7cpUcQyqVY5a/DxL8O1M0K9vH1pL85u3rh7ifOiVFhT7l45RFqy0H9ePLqWMlWE+8H6bB3adOHobUZqAqf+XEz1Zpb6qXTS4OlXhlsXBBn3r+xF7eqNq6dYRokKTXl4/RDpKYKMa6fWUjJMkJGeHIMpR8eszDQe3TiMV5HS/Fcjk//n/v7HyPc++eTJk8nIyMjTzdbWls2bN/PixYs83V/i4OCAg4OD1fORDUMZv+8iv527g8relnFNhQH6xP0XqRvoS93ihfB1VtK3SjB91x9FJgMvtYJRjYQV984VAnmUkEqXVQexlcvQKB0Z2TBUJKPfwK9ZOHMy2zb8jlKp5LOhowBYNGcqlarWonLV2vy5fSMP7t5El6nl3KmjAFSr1YD2H/aiSvW6PLh7i5HDPsbW1h4HR0cGfT1erEeDCozff5nfLtwV9GgkGJiZeOAydQN9qBvoi6+Tkr6VS9J343HhLoDakVENKgKQlpVN/80nkctkGE0mulYMpE6geJU6Y88aVK164lijqfBpkF2CVT5l8+5k37tKdo4xALm7F7ZeRUi7JV5hsvEqjKqusIItk8nQRz1Du19sufOzgcOZO3MamzesRqlUMnDYdwDMn/0jVarWJLxaTa5ducyuHZuRy20wGgyUqxBGp67CTo+PbyG6dO/DyK8HAVC2XEWaNG8jTqveHRn/63p+23EIlcKRcZ90FtJq6UbqhoZQN6wMh85fY9Oh09jYyDEYjDQKL0+b2kJnX8RLw6ftm9B30nwAKpcuTof61czxj2lVg7F/nGDp8WuoHeyY0Fa4YzRh+0nqBvtRL9gfXxc1H9cqT6+lu5HLZHg5KxnTSrjXce5RJGvP3sJGLkNvNFG1mC/965YX6ZB5cBOKJl1wqNIQU1am8FkPwKFhZ/QPb2B4JKyEylw9sfEshPaPv0ThydaReWAjjq36IJPLMcRHkZlrEPL5wC+ZM/MHNuXkxaBh3+bkxU9UqVojJy8usXPHFmzkcgwGA+UrhNG5a89X8qI3I8x5UYEmzcUGYWq2ncCxzSO4cmQRdg5qanecAsCJLaPxL90A/9INcHb3I6zhQHYtFnZFfIpVoVS4kGdvcgMou2ACXs3r4eDjQfiupehT0zlSugnlFk0ieschYnYeQvvoOXcnzqH6UUH/hGPneLpYGFi+ye0lPT4bzfK5Y9m9eSkKpYpeAycAsHL+BMpXqUvF8Hoc3LWGR/dvoNNpuXRG2IWqVKMxLT8QOucJwzqTmpxIpjadbz5pSnC5Knw8ZJJZxq1vJxIycxIBgz7BkJrOjeFjACj903hi9x0hbv8RbJ2cqLRxGSajEZlcztOlq4g7cNQch42TGq/mDTnTyGI19FXuTZhE8KSJ+PX7GEN6OndGjwOgxISxxB8+SsKRo9g6qanw26+YjCZkchkvVq0l4agw8HIOCyXgi88F+TY2JJ09z9PFS0QyPvhkHOt+GcXBbb/iqFDT5TNBx/WLx1ImrB5lKzcgS6dl2pct0WdnkZmRysQvGlCpVmtadh2Gm0chGrbrx9xx3ZHJ5Li4e/FBv/EiGYMHfsH0mbNYt2EjSqWS4cMES80zZ8+hWtWqVK9WlStXrrJtxw7kOeU2tEIFuncVdjC8vLzo8mEnhn31NXKZHI3GnSGDLBZTBw4awswZP7Nh/VqUSiVDh30FwJxZM6harTpVq1Xn6pW/2L59m7mNqlCxIl26CmX0TW4vGd2zLWOXbWHp7qOoHB2Y0KeDUE6Wb6VuxVLUq1iag5dusPHIOaHuGY00rlSGtjWFdl+ry6Ld6FlkZetJ0+po+vWPtKxWkcEdm5hl9B4wgiVzJrJz83IUChUfDxKuTiybN4nQ8NqEhtdl3851PLp3A12mlgunhQl6lZqNaNOpb55lKDc9Px/Jsjnj2bXpNxyVKj4eJJSp3+ZPpGKVuoSG12X/zrU8uncdXaaWi2cEGZVrNKJ1p495/uQeW1YL7azJaMK/eCm6ffy1OX7tvg0omnfDoWpj4dMgewQry4omXch+cB39A+FYoNzNCxuvwmRvFl9BsSsVil3JChhiXqDuKcSrf/GIzIObzH669h/D7/PHsG/rEhwVKnoMEI5Vr144jnKV61G+Sn2ydFomDG6NPjsbbUYqoz5tRHid1rTtPgRtRhqzxvdFJpNjMhmp36I75SrXE72Hdt86FC164FCtSc4nTlYJejTtSvb9a9Z63L6US48wYec15gXqXt/m6PGQzFcspaftWIm6XV8UtVtg0mWStk1YaFK16UXWnb/IzjG0I9d4Y+vjT8pqsSVlO/8SKOq3FRai5HKyH91Ge2yXyE+HvuPZuHgkR3YsxkGhplM/wVrspiVjCAmrT0iYUL9//roFBr1Qv6cMrk9YzdY0+9Dacnpu+g/8mvkzp7B1w+8olCoGDB0BwMI506hctRZVqtZi9/ZN3L97i8zMTPP1l+q16tPxQ6Ff+n7McEwmI/psPXUaNKFZK3F7OOyLT/lx1nzWbNyCUqngmyFfAPDznIVUr1qZmlWrcPnqdbbs2G1uP8IqlOOjLh8A0LZlM548e06/wV9ha2uDm6srw774VCRjTPfWjF2+jaV/Hkft6MCE3u0AmLDyD+pWCKZehVIcvHSTDUcvYGsjR28w0rhSCG1rCGPLc7cfsfbwWWzkglvVUsXo31L8abyWH01g+28jOLl7EQ4KFa17TwVg54pRlKzQgJIVG+Lm6UedNoNZ/oMwoS5aMpywOsL9zkxtKr//9JG53IY37EnJCuIvHTTsPIF9a0Zwfv8i7B1VNOkmyNi/dhSBZRtQvFxDXDz8qNZ8MBtmCTKKBIVTrqYg496VfVw9uVZoC40GSlRsRkjVvPsnCYncyEx/x/TqG3j27Bnjxo1j2bJl+Q6b9suI9/kqVqg/m8rle+9uKTS/hJbwIG3+NwUWP4D6ix9JnDqgQGW4jVjAjfv5M5ySX8oE+ZKWs1JXUKirtUG7ZmqBxa/oNoLU2cPf7vEf4DRkOjfvR7zd4z8gJKgQP2zKw3jEe+TbD+Tssgt+u8d/QMvsOxy9kfdC1/ugbhklB4qUK7D4ARo9v8axsqFv9/gPqHP9Mjsv6d/u8R/QKsyWx/fvFqiMgKCS3HvwD+4vv4USxYuScXzj2z3+A5S1O3H6VsrbPf4Dqpd25uTNtLd7/AfUDFGT/LP1J53eJy5fzebAVd3bPf5NGpV3IPmnQQUWP4DL13OJH5/3J4feF5rxS9h6Lv+fZssP7cNtuHrv7fYx/gnlS3jx4m7B3DsGKFyyHNoj1jvH7xNFva78/n5NSFjxUR1YuOft/v4Jnzcr2PgLCu3h/1wjQor63d/u6b+I977XmpCQwIoVK953tBISEhISEhISEhISEm/n//ooq3TM9fVs3/7m3aSHDx++0V1CQkJCQkJCQkJCQkLiv598TybbtWuHTCZ7o5Gdv/OdSQkJCQkJCQkJCQkJCYn/HvK91+rr68uWLVswGo15/i5duvT2SCQkJCQkJCQkJCQkJAoAk0z2H/v7XyPfk8lKlSpx8eLrvz3ztl1LCQkJCQkJCQkJCQkJif9+8n3M9euvvyY9Pf217kFBQRw+fPgfvZSEhISEhISEhISEhITEfzb5nkzWrl37je4qlYq6dev+7ReSkJCQkJCQkJCQkJD42/wPWk39T0VKaQkJCQkJCQkJCQkJCYl8I00mJSQkJCQkJCQkJCQkJPKNzCRZy5GQkJCQkJCQkJCQ+B8h4/jG/+tXeC3K2p3+r1/hvZLvO5MFyZDZqQUa/+whTkTcuVpg8RcKLs+weWkFFj/AzIFqvl2sLVAZP/RXsORggYrgk4Yw/8+ClfFFc1h2qODi79sAZm0v2LWYoW1kbDxjLFAZnarJ2XlJX6AyWoXZcvRGRoHKqFtGyS674AKLv2X2HU7cfL3xsfdBrRAVa08WbJnqWlNG1O3LBSrDp1Qop24VbHteo7QTB67qCiz+RuUdOHmzYNvzmiFqYm+eK1AZniHh/HUvtkBlVCzhycAZyQUqY96XLsTcvFBg8XuFVGbQrJQCix9g7lBnhi8o2DZk+gAV3/xSsGOEHz9TMHRuwdaNWYMKdqzzQ38Fn/+UVGDxAyz82pVPpyUUqIxF37kzenlWgcqY1Nu+QOOX+O9HOuYqISEhISEhISEhISEhkW/+o3YmJSQkJCQkJCQkJCQk/hFyab/s30JKaQkJCQkJCQkJCQkJCYl8I00mJSQkJCQkJCQkJCQkJPKNdMxVQkJCQkJCQkJCQuJ/BpNM9n/9Cv/f8Lcmk/Hx8Vy9epUKFSrg7u5OXFwcS5cuRafT0alTJ0qXLv2+31NCQkJCQkJCQkJCQkLiP4h8TybPnTtHkyZNSElJwdXVlf3799OpUydsbW0xGo1MmzaNEydOEBYW9rdeyNNVRvfGClQKGZlZJlbvyyQqwfrTCO5OMro1caSIpw3xKUZ+WiP+7EC1MnY0qmyPDLj7XM/Gw4IJ+ecRkUybNY/klFRUSiXfDv2CYv5+orA3bt9h5sJfAdDrDZQLKcWg/n2xt7PDaDSyaPkqzl36C4PBQNnSwQz7vB92dnaiODxcZHRr5CjooTOx9qAuTz0Aqpa2pWEle2QyuPfcwKajOoxGkAGta9pTyt8GuVzGo0iDKJzGWcaH9exQOsrIzIKNR7OITsz7swJVgm2oV9EWmQwevDCy9UQ2RhNULmlDzbKWYuCitqzkJMY8ZveK79CmJ+LgqKZ5z2l4FCphFffVkxs5u+9XTCYjRYOr0ajLOGxs7Lh2ejMXD680+0tLjKJIUBXafTrP/Cwp9jH7Vn9HZnoi9o5qGnebhsbXWsaNMxu5cECQ4VeiGvU6CTKe3zvLH4v74eZZzOy389D12No7ApAQ85hdK75Dm5aIg0JNi57T8MxDhysnN3J2rxC/f3A1mnQV4jcZjRza8gOPbhxHbmODQuVKs+6TcPMqKtLh0PqXOjjR4MOpuPtYy7h1bhOXD/+KyWikcFA1ancYK+hw/wxnd08nW5cBMhlFS9WlWovhyF65PB4X9ZjNv44gIzURR6UTHT6ZgncRsYzE2BdsXjKCyCe3cPMswsDvt5rdnt6/zPYVEwEw6rPxL1mJVj1GYWtnMfkdG/mEtQtHkp6aiEKppstnU/DxCxLJSIh9wbqFo3jx+BbuXoUZPm2LyD3y6V22Lp9CanI8AM0/HEz58MYAREc84be5Y0lLSUKhVNNn0EQK+RcXhb997Rxbfp+DLlNIi3KVatOhx2DkcjmZ2gx++ekrnjy4hdGgZ/aq41ZpHDJzFN6tGqAMKMLxym1JuXLbyg+AX58PKP51P5DLiT9yhusDJ2DS69/qJujxlKVzcvRQqek7aAKFc+lx6+o5Nv8+l8zMDGQyGeUr1aLjR4Iez5/cY9XiaaQmJyKX21CsRBl69P8OewdHc/j46MdsXfIdGWmJOCqcaPfxVLwK58rvuOdsWzqCqKe3cPUowucTtr2T20ueR0QyZdYCklOFtnDEkM+t2sKXmEwmho2ZxL2Hj9i1Zpn5+anzF1n422oMRiOBRf0YMeRzVEolAFERT1kyezxpqUJ+fzJ4nFU63bx6nk2/z0Wn1YJMRoVKNfmg5yDkcjmx0S+Y/8O3GI1GjEY9vkWK0XvAKFRqZ3P4mMgnrJw3mvTUJByVaj764nsK5Sqz8TEv+H3+GJ49uo3GqzAjf7Z8e8xoNLJt1Qxu/nUSo8FAYHAoXfqNxvaV9jw64ilL5owz5/fHg8bnmd+bfp8nyu8PPrLoseDHbwQ9DAZ8iwTQa8BokR7PIqKYPGcRSSlpqFUKRg7qT6B/kdfmxZCxU7n78Al7Vi8CIEObyegf53DnwSMMBqP5+atEvnjGgpmTSc3RY8DQkfgVDRT5uX7lImuW/0JmphaZDEIr16Bb78+Q57RFf2xaxdGDe7C1tcXO3p4+/YcSFBxiDu/pKuejZgrUChlanYnf92qJis+j/3aW8VFTJUW8bIhPNjJtVdo7uT2LiGLKnF9ISklFrVIyctCnFHtDOg0dO4W7Dx/z5+pfX0mnWdzNSaeXz3Pj6SqnRxPHHD1g1T5t3uMQZxk9mijM45AfVos/+1GtjB2NK9sjk8m490z8+SUPFxldGzqgcpShzTKx7qDutf13eGlbGoTaIZPB/RcGNh/LsowRatgT7G+D0QQZmSZR/J3r26HKGR9sOPyG8UEpG+qH2iID7kcY2Xo8G6MRKgfbUKvcK+MDlYyHkZZ08HCR0b2xY44ME2sOvGGcE2JLo1fGORuPiMc5pYvmjHMiBLeXFPQ4B4T87tVCaS63K//MIDLPciunV3Mlft42xCUbmbLC8vmjYH9b2tVxxMFOhgm4/jBbFNbLTU7vlirUSjlanYnlu9KJjDOQG42LnF4tVfh7CTIm/Wb5XE1gIVu6NRXaVxs53H8uLlMaJ+hY2xalg4zMbBNbThiISco7rSqVkFO7nA1y4GGUke2nDRhNUMxHRs9GtsSlSJ+gl3h38n1nctSoUXTq1Ink5GRGjhxJu3btaNiwIXfv3uX+/ft06dKF77///m+/UOcGjpy6nsXklekcuJBF9yaOefrLzDKx+3QWK/dYf4fI3VlGi2r2zN6Ywfcr0nFSyqlRVhgczJi/iFZNG/H7L3Po2rEtP8yabxW+eLEAfpk+jSWzf2bZ3OkkJSfzx+69AOzef4h7Dx6yeOYPrFgwC7lczuYdu631qO/A6RvZTF2VwaFLWXRt6JCnHu5OMppXs2fuFi2Tf8/ASSmjehnhXauG2FLEU8709Vqmrc7AlKtud6htx9nbBn7eoOPolWw61c37W0BuTjKaVLZj4XYdP67ToVbKqFraBoALdw3M3qIz/1IzLEL2rRlLhVqd+WT8XsKb9OPPld9ZxZ0U94wTO2fT9cvV9Juwn/SUOK6c2ABAueod6T3yD/NP5exJ6fDWovCHNoylbPXO9By1l0oN+7F/jbWM5PhnnNk9mw8Gr6bX6P1kpMZx/dQGi36exej2zR/m38uJJMDe1WOpWKsz/SfspWqTfux+nQ47ZtNt+Gr6T9xPRkocV44L8d+7eogXDy7RZ/Qf9B29g6LB1Tn6xwxR+KObxxFStTPdvt1LaP1POLR+hJWMlITnnNs7m3afr6Lbd/vISIvj1hlBhoPCmcbdZ9Dl6118MGQzUU8uc+fiNlH4P5aPp0q9zgz7cQ+1W37CliUjrWQ4KFQ06jiEzp/9ZOXm41eKz8dtYOD3Wxk4eTvpKfGcPbhG5GfTkvFUa/gBI2bupn6bj1n3i7UMR4WKZp0H0X3gj1ZuWToty6YPolnnQXw7fQdf/7SNwFKVzO6rfplMncYdmTT/D5q1781vc8daxaFUOdPvy2lMmLOF0T+t4cHtK5w5shMAG1tbmrXvzZfjf7EK95KozXs5Xa8bGY+fv9aPIqAIJccP4XT97hwp1RgHLw/8+3V+q9tLVi6cRJ0mHZiyYBvN2/dm2dxx1nqonfl0+FQmzd3M2J9Xc//2VU7l6GFn50D3ft8yed4WJsxcR5ZOy59bl4vC71gxjkp1OzN46l5qtviEbUuty5SDo5oG7YfSsf/P+XJ7yc8LltC6aUNWL5xFtw5tmDp74Wv9bti+m0I+3qJnGdpMfpy7mEkjh7Pml1l4uLuxcr1lcWHFwinUa9KeaQu20KJDT5bMmWAVr0rtxGfDpzB53kbGT/+d+3eucurwLgBc3T0ZOXUJE2etYdKcDbi6e7Jt3WJR+LWLJlKz0QeMm7ODxm378Pv8MVYyHBVqWnUZSJ8h06zcTh/awrOHt/juhw2MmfUHMrmMw7tXifysWDiZuk3aM3XBVlq078XSueOt4hHyewqT525i3M+ruH/7ijm/Xd09GTFlKRNmruX7HD3+WCee7P20cBltmtRn3YKf6N6+FVPmLraS8ZL12/dQOFde2Nra0L19S2ZNsG7fXvLr/J9o2KwNsxavo23H7iyYNcXKj0rtxJBvxzNj4SqmzlrK3dvXOHZoDwCPH95j366tTJmxmB/nLqdZq44s+2WmKHyXRgpOXs1i4m9p7D+v46OmijzfJTMLdpzMZPlu62/Pvsnt54VLad2kPmsXTKdb+1ZMmWs9aX7J+u1/UsjHS/RMSKfWzJxgXZ9EejR05NT1bL5fkc6BCzp6NHmNHjoTO0/pWPGn9ThE4yyjVXUHZm3MYOLyNJyU4gnMB3UdOHNDz7Q1Wg5fyqbLG8YIzcLtmL81k6mrtTgpZFQPESZGZYrZEOArZ/oGLdPXa7n33DI56VDHjrO3DPy0TseRv7LpXP/144OmVexYsE3HD2t1OCleGR/cMTBrk878S9WauHzPMoHpXN+B09ezmbIqg4MXs+jW6DU6OMtoUdWeOZu1TFqZgZNCRo2X45wywjjn53Vapq7KwATUqWBZzCnocQ5A9yYKTlzJYvzSVPad09GzuTJPGZlZJraf0LJsp/W3QtMzTSzdkcHE31KZujKVwELivZruzVQcv6Jj7OJk9p7R0rulKk8ZWp2JP45pWbLDWsazGD1TVqQw6bcUJi5NwUklHsK3rWHL+btGZm3N5vg1Ax1q2eSdVmpoGGrDkj+zmbElG5WjjCrBryxep5iYv11v/v3XIpP/5/7+x8i3RhcvXuTLL7/EycmJIUOGEBERQb9+/czuAwcO5Pz583/rZdQKGf5eNly4LRTeK/f1uKpleLhYn3vO0MHDCANZ2VZOVAyy5fojvbnBOHUti0rBtsTHx3Pn/kMa16sDQJ0a1YiJi+NFRKQovKODA7a2QkOg1+vR6bKQIbzDg0ePCatQHjs7O2QyGeFhoew/fMxKDz8vGy7eydHjgeG1elQIsuXGI4PlXa9nE1ZCkF3IQ87dZwYMOQtkt55YKrXKEYp4yrl8T+g8rj0y4qqWoXG2llGumA03nxhIy+nvztzUUyHIupHx85ShVgjh01PjiXp6nZDwNgCUDG1KSlIUiTFPRGHuXt5LULkGqF08kclkVKzdldsXdlrFHfHoChmp8QSVb2B+lpEaT/TT65SqLMgIqtCUtKQokmLFMu5f2Uuxsg1QOQsyytXsyt1L1jJyEx8v6FAmR4fg0KakJlrrcOfSXoLKv6JDna7czNFBJgODPgt9tg6TyYQuMw0nNx+LDmnxxD6/TskwQUZgOUGH5DixjAdX9xIQ0gBljg5lqnXh3l/CoNmzcAjOGmFHyNbOAY9CpUhNfGEOm5YST8Sj61SoIUzEy1RuQnJCFPHRYhlKtSsBJSth52DdEdo7KLCxFTpogz4bfbYO2Sv3CVKT43n26AaVagkyyoc3ISk+irgoaxmBpSph72g9uLp0chdFg8qbJ5ByuQ1qZ3dzXjx5cJOqdVsAEFa9EYnx0cREPhXF4R9YCk8fYafBzt4Bv2LBxMVECP/t7ClVLhyFyslK9ksSTlwg80X0a90BfDs0JXrnIXTRcQA8WbyWQh+2eqsbQEpSAo8f3KJ6jh6VqjckIS6a6Fx6FM2lh3+xksTn6OFdyB+/gJJCGtnYEBBUhrgYSxuUlhJPxOPrlK8ulKmQSk1fm99FS1bCzsE6L97kBpCYlJzTFtYGoG6NqsTGxfM8MsrK76Onzzhx5jzdO7YRPT976S9KBAZQtEhhANo1b8LB46cAIb8f379F9XrNAahsTqdnVunkJcrvkqL8frlbazQY0GVqze3wSxlPH94kvE5LAEKrNSYxLsqqTKmcXAgqHZZnmX3++C7B5athm9Oelwmtxbljlrbl9fn9Zj38iwWb89RKD52wC/uSxKRkbj94RJO6NQGoV70KMXEJPI+0LscPnz7n+LmL9OjQSvTc3s6OSuXLoFblPQhOTkrk4b3b1K7fBICqNesRHxtDVIR40aVY8ZJ4+wj5aW/vQECxEsRGW8qmwaAnMzMTgPS0NNw9PM1uaoUMf28bzt8SOuW/7ulxc5Lj4Wo9zMjINOX039a7H69zi4+P5/aDhzSpWysnncKJeW2Zfc6Jcxfo0UFcZi3plPdA/qUefl6v6HFfj5vTm8chOr21HhVL2HHtoWUccuKaZbCiVoCfl5yLd4U+/epDw2v77/LFbbnx2ECqNmeMcENPaM4YwWQCWxuwy+nOHXPmWebxwd2c8cHD148PygfacPOxeHxQMa/xgZcwPrj5xGhOJ39vGy68yzinuC3XXxnnnLyeTVhJQYfCHnLuPhePc6qUshXrUUDjHAAnpQx/H1vO3cwC4PLdbNyc5Xi+ptw+eGFAl8e483mMgbhkQQm9Qfj/qoyiPracvS7IuHQnGzenN8h4rs+zbmTrwZiTTjY2YP/KfFXlCIU0Mq48EDzceGLCRSXDPY/uskxRObefGc1pdf6OgfLF/vcmOBL/HvkuPVlZWSgUQqdsZ2eHUqnEw8PD7O7h4UF8fPwb49DpdKSkpIh+Op0OVycZyRkmjK/UocRUE25O+XtNNyc5Ca9s0cenCHFERkaicXfFxkZoYGQyGd6eHkTHxlnFERUdw8eDv6Jtj76oVErathA64ZJBxTl17gLpGRno9XqOnDxFVEysKKyrWkZKei490ky4qq31cHOSkZBqOU6RkGLEzUlo6J7HGilTzBYHO+FzORWDLC2Hq1pGaq60Skoz4aq2bmRd1TIS0yweE1NNuOXhr0opWy7lrDqmJkaicvZEbmNrTitnN19SEiNEYVISInF2L2z+76wpTEqCeHIOcO3UJkKqtsXGxrLimJZkLcPJzZfUXDJSEyNxcrPIcHIvTGqiRUZy/FPW/tyeddM7cvXEavPzyMhI1HnpkJBLh0SxDi6v6BBUrgF+JcKZ/20t5n9Xiye3z1C71WCz3/SkSJR56ZAkToO0pAic3AqJdEhLsk6njJRYHlzdR9HS9V7RLwonV09sXpHh4u5LUrx1+DeRGPuCeaPbMXVgDRwUasIbdjW7JcVH4ZxLhquHL4lx7y4j+sUDbO3sWfLjAKZ/14E1C0aQlpIACHnh4uYhit/dw4eEOOuBoFnvxDgunT5A+cq186Xn21D4+6J9Ypmsa5+8QOHn+1Y3gIT4KCs9NB4+JMS+WY8Lpw9SoXIdKzddppbjB7YRGl7X/CwlIRInl1z5rfElOY969XeJiYtH4+aK7SttoZenBzG52kK9Xs9P8xYzfEA/81FHcxyxcXh7Wdp+H29P4hMT0RsMREZG4uqmEaeTpzfxb0unU4eoUMWS3/rsbMYO7cagno2IiXxGu66fmt0iIyNxds1dpvJXZv2Lh3DtwhG0GWkY9NlcOrWPhFhL+5AQH/2a/H69DEt+i/UYN6wrg3s1JDriGe26WPSIjk+wygtvD41Vv6TX6/lxwVK+/qwPcpv89YnxcdG4uovzw8PTm7jY1y+8JCXGc+bkEcLChUluQGAJWrT9kEGfdOLzXu3Z/cd6+n46zOzfzUlGSrpR1CclpBpxd3o/RjAiIyPRuLnlkU7i8YaQTkv46rOP851OkLceiakm3P/OOCRX3/4SV7XcaoyQlGoy9/2ieNQyElNf7b+N5n7+5mMDD14YGddbybjeCoIK2+TEbz0+SHzH8UFCat7+wkvZcumu3jyZed04J6/xmpuTjMTXjHOexRgpm2uc4+4sf60e73OcI7yb3Dq/U4zmd/g7OKtkhAZbxjpuTnKS03LVjRQj7i75l6FxkTO6rzPTh7ih1VkidFHJSNUikpGcZsJVZZ0GLmoZSa+mVZow8XyJu5OMAa1t+ayVLeHB0iRT4u3ku5T4+fnx8OFD8/9169bh62sZbEVGRooml3kxdepUXFxcRL+pU6fm91UKFB9vL5bO+ZktK34lO1vP8dPnAGjWsB7hYRUZOmIcQ0eOo0ghX2z+Rof1Lpy7pef2UwMDOygY2F5B7GvOvr8P7GyhQnEbzt+2PsP/T8nSZXD74i7K1fjgvcft6VeGvuOP0fWrrbT8eD7XTq7j7mXrY8d/l8in14mLuMeAqcf4Yupxipaqxt611sca3wdZmWns/u1zQut9jJdfufcev5tnYQZO2sa3c45h0Gdz88L+9xq/0WDg7rUzdPpkHF9O3YyLmxebl078W3FpM9KYN2UITdv1IiCozHt9z38TbUYac6YMpVm7XgQEhYjc9NnZ/PLzt5SpWI2wag1eE8P/LcvXbaZO9XAC/Aq/3fM/QJuRxqzJX9Ki/UcUeyWdbO3smDhrDbOX78OncFGO7N38XuVWq9eWkIo1mTWuLzPH9cXLtyhyed5Hw94FbUYas6cMo3m7nlZ6TJi5llm/7ce3SABH9215Qyx5s2z9VupUq1zgeQGQkZHODxO/pU3HbhQvUQqAmKgIzp06yuzF61m4Yist2n7IrB+tj6r/X/Pb+i3UqVblX0mn/2uKeMnxcZczcUUGE5druf/i/fffkDM+CLLhXAGMD87d0nP7iYFBHRUM6iCMcwx5X7v8xxTkOOcljvbweXsV+8/p3u75bxCfbGTSshS+mZuIrc37t1YaEW/ixw3ZLNihZ80h/X/1ZNIkk//H/v7XyLdGXbp0ISYmxvy/ZcuW5p1KgO3btxMeHv7GOEaMGEFycjLJyclk5OzwjR07lmA/W1yUMuSv1I/cK1rvQmKqEfdXjkFonIU4fH19iU9IwmAQGhKTyUR0bBzenq+f/CoUChrUrsmBo4KxD5lMRu9unfl19k/M+3EyAX5+BPj7oXB2BeCrDxWU9LPBWZVLD7WMpDRrPXKveLo7y0WrkHvPZTF9vZY5m7WocpJ5SAcHggrb4JQrrVxzrTa9JClNvELn5iRewQPhqEt0osl8WdvJzZf0lFiMBr05rVISI3F+ZXcNwNndl5QEy05OSvwLnN19RX7uXtqDxrcEHr5iwxhqV2sZwi6kWIawW2mRkZrwAic3QYaDoxoHhXCOw8nVh5JhrYh4eBEAX19f0vLSwT2XDm5iHZJf0eHGmW0UDa6Go9IZmVxO2WrteXrnrNmvytWXjLx0cBWngdq1kGjHNTXhBepX/GRlprFzyScUK9OQCnX7iMK6aHxITYrF8IqM5IRIXDViGe+Kg6OKclWbc+W05Tifq8aHlFwykuIicfN4dxmuHr4ElQnHxd0bmUxGpVqteXL/KiDkRXJinCj+hLgo3D18rOLJ1KYz+/svqBhej8ZtPvpbOr4J7dNIFEUtA01F0cJon0W+1Q3AXeNjpUd8XBTuntZ6aLXpzJw4kIrh9WjatofITa/P5pfp3+Hi5knXj78WuTm7+5KanCu/4yNxcf97+Z0XXh4a4hOT0L/SFsbExuGVqy3868ZNtuzay4f9BjJoxHjSM7R82G8gSckpeHl6EB1j2T2Lio417xz5+vqSlBgvTqfYaDSvSafpEwYTGl7HKp1eYmtnR+2GbTh1xLJQ5OvrS0pS7jKVvzIrk8lo2XkAI37awFeTf8fHLxBfP4txHXeN92vy21qGVpvOjImDCA2v+0Y9ajVow6kju8zPvDXuVnkRHRdv1S/9deM2m3fv54P+wxgw8nvStVo+6D+MxOQU3obGw5ukBHF+xMVG4+HpbeVXm5HB1LHDqVy1Fq3adzE/P3vqCP4BgbhrhPeq17gFpUoEUtLPFYDgorY4q+SiPsndSU5C6vtZBPX19TXvfL/UQUgnjcifkE576dR/CF+MnEC6Vkun/kPemE6OLkIc33ZXEexvrUfuE0TvQmKqUdS3V8u5I/hlZ0dKFLEeI7g6iXcgzfGkiXcs3Zzk5n6+crAt918YyMyCsGBbQgKEnecSRazHB27vOD5wd7L2V764DdEJJop4yhn6gXAvMvg145y8xmu5T5jlHufsOZfFz+u0zN6kRekoHN0FCmycU8RTeJeRvZwolUe5dXOWi3aS3xUHOxj4gZqr97NJ0wrhR/dxpnSAHS7qXHXDWU5C8t+fNeuyMY8pv2hjS3FfGU4KRDJc1DKS0q3TKjnX7q6bWkZyjj9dNuZjvCkZcPVRAc3sJf6nyPdkcty4cXTp0uW17qNGjWLNmjWvdQdwcHDA2dkZZ2dnFAoFNjY2yOVyDl7M4lmsgco55+UrBNmSlGYiLjl/ndGV+3rKFrM1X3ivUc6eS3f0aDQaShQvxv4jwh3HY6fO4OmhoXAh8cDgRUQk+hzrjdnZ2Rw/c5bAAH9AOOabmiZYl0tOSWHN5q106dAWbUoSAD+v13LoUjbPY41UCs7Ro7gNyel563H1gZ4yxWws71rWznzB3dYGFDn32VWOUMxHaGFnb9Fx9IqeF3FGQksIz8oVk5OcbiI+Dwtc1x8ZCClqgzpnMlotxJYrD8Qrc1WCbTh/+5U7mU4avP3KcPPcdkC4G+nk6i2yYgrCXcr71w6RlhyLyWTir+NrKVWppVjHU5son8eupNJJg1eRMty+IMi4f2UvaldvXD3FMoLKN+XR9UOkpwgyrp1cS8kwQUZ6cgymnHM3WZlpPL55GM/CwqdpNBpBhxs5Otx5jQ7BoU25f/UVHY6tpXRlIX4XDz+e3DmDQS/cdXhw7TAehUpadFBr8Cwcwt1LgoyH1wQdXDzEMoqXa8Ljm4fIyNHhxpl1BFUU7mFl69LZtaQf/sG1qdToc6t0Ujtr8A0I4cqpHQDcuLAPZzdvNN5Frfy+jvjoJxj0Qg+h12dx8+IBfPyCze5OLhqKBIRw8YQg4+q5fbi4++Dh8+4yKlZryrMH18nMEOrHrb+OUchfkKHRaPAPLMXZo8Jk4NLpA7hpvPDy9RfFkanNYPbELygbWoOWnfpREERu3Yt3qwY4eAuD4qL9uxKxYddb3QCcXd0pGliK0zl6XDx9EDeNF9556DFr4kDKhtagdadPRG4Gg55F00egUjvTa8Bo0d1VyMnvoiFcPS2UqZsX9+Y7v9+Gm6sLJYsHsP+IsEh29NRZPDUaiviKJ3vzpk5gw5J5rP91HnOnjkelVLD+13m4ujhTNbQCdx8+4slzYSFm25/7aFC7OiDkd9HAYE4f+ROAC6cP4q7xwttXbC02U5vBjAmDKBdWnTadxekUFxOJTifczzMajZw/eQC/AItFW41Gg1+x0pw7JuTP5TP7cdN4W5WpN5GdpSMjTZhkpKUksm/rMhq3tSzmvD6/rfWYOXEQ5UKrW+W3oIfWosep/SI93FxdKBkYwL6jJwE4cvo8nhp3iviKJ3oLpoxh8+JZbFo8kwVTxqBSKNi0eCZuLs68DRdXN4oVL8nxw/sAOHvyCBoPT3wKiS2hZmozmDJuOBUqVaVjl94iNy+fwty5dY1MrWAY59K5U5y7cIm7z5IAOHA+i+cxBqqUFiZNFUvYkpRqJC7p/QxGNRoNJQOLse/oCQCOnD6Xk07iMjt/ylg2LZ7DxsWzmT9lHCqFgo2LZ78xnTJzrE//sFow/Pc89hU9/uY45K972ZQLtIxDvHLux83YkMnhyzljhJx7g+UDbUhOy7v/vvpQT5kAG5xy7vnVKGNrHiPEpxgJKmyDjRwu3tGb+/Ajf+WMD0rmjA8C5a+N/9pDAyEBucYH98Xjg/BSwvjg0l3BIA/AwUvZPI8xUvmVcc7r0unqAz1lXxnn1CxrZz5qmnucE+hrw8o9Qr0vqHHOpZw7mFNWCAZ3nkUbCA8RLpyGlrQjKdVIbD7LrYMdDOqk5uajbP48o+PsDaG/nfRbCnvPZvI0Wk/VsoKMsOC/J8PTVc7L2wY2csx3P+dv13P8upHIBBMVigseyhQVjiEnpFrHc+OJkVJ+cnNaVQm2MU8a1QrMN9PtbSG4yP/eLprE++dvfWfyTcTHxzNu3DiWLVv2ds95sOFgJt2aKGhcxUEwNb0/0+zWpaED1x/quf7IgJ0tjO6pwtYGHB1kTOir4vztbHaeyiI+xcSfZ7IY2kkwRnD/hZ6T17P5oL4jXw7ozw+z57N641aUSgXfDh4AwE9zF1IjvDI1q1bh0tXrbNn5J3K5HIPBQFiFcvT8UJgMpaVnMGzUeGQyGSaTiY6tW1AjvLK1Hocz6dbIkUaV7dFlCZ8GecmH9R24/kjPjccG4lNM7DmbxeCOipx3NXAqpxFytJcxsL0Ck8mETCbj2JUsOtW3HMHacjybzvXsqV/RFl02bDySZXbrWMeOm08M3HpiJCHVxP6L2QxoK7TYDyOMnL1paWQ9XGQU0shZ9tASHqBJtwnsXjmCM3sXYe+oovlHwlHkPatGEVS+AUHlG+Lq4UfNloNZM124f+dfIpwKtT80x5EQ/ZCY57coVSlv64QNOk9g/5oRXDggyGjUVZBxYN0oAss2ILBsQ1w8/KjafDAbZwsyigSFU7aGIOP+1X1cO7kWudwGo9FAUIVmhFTtaI6/aY4Op/cswsFRRYueQvx//i7oUKJCQ1w9/ajZajCrfxbi9ysZTsUcHcLqdic+6gHLJrfFxsYWlbMnTbuKrVLW6TiBw+tHcOnQIuwd1dTvLFhJPLxxNAEhDShWpgHOGj+qNBnE1vndAChUPJyQaoKMqyd+J+bZNbKztDy8Jhw9LV6hGZUafmaW0bb3BLb8OoKjOxbhoFDT4RNBxtaloykV2oDSYQ3I0mmZ9W1z9PosdBlp/Di0HhVrtKFJ5y95ePMsp/f/LqSTQU9gmerUayOeuH7wyTjW/TKKg9t+xVGhpstnkwBYv3gsZcLqUbayIGPaly3RZ2eRmZHKxC8aUKlWa1p2HYabRyEatuvH3HHdkcnkuLh78UG/8eb4e3w2muVzx7J781IUShW9BgrpuHL+BMpXqUvF8Hoc3LWGR/dvoNNpuXTmEACVajSm5QfCAH3CsM6kJieSqU3nm0+aElyuCh8PmWSWUXbBBLya18PBx4PwXUvRp6ZzpHQTyi2aRPSOQ8TsPIT20XPuTpxD9aNrhTJ67BxPF68HeKPbS3p+Poqlc8axe9MyHJUq+g4SdFw+fyIVq9SlYnhdDuxcw6N7N9BlWvSoXKMRrTp9wvkT+7h05hBFAkow4UuhzAWVqkCPTy0WJlv3nMC2ZSM4vmsRDo5q2n0s5Pcfv40muGIDSoUKeTF3ZDMM2VlkatOYPrwuFaq3odEHw9/o9pLhn/dj6pyFrNq0DZVCybeDhfL249xF1AyvRM2q1u3aqyiVCr75oj+jp0zHYDBQrKgfI4YMMLv3GjCSpXMmsHPzbygUKvoOEo6HL5v3PaHhdQgNr8v+nWtz0imTi6cPA1ClZkNad/qY54/vsXn1AgDhs0OBpej+yVeid+jafwy/zx/Dvq1LcFSo6DFAOFa9euE4ylWuR/kq9cnSaZkwuDX67Gy0GamM+rQR4XVa07b7EOF47fi+yGRyTCYj9Vt0p1zlernyeyTL5oxn16bfcFSq+DhHj99y8tuix3V0mVounjlszu/WnT7m+ZN7bFktWA03GU34Fy9Ft1y70d983pfJcxazctMOVEoFIwcJCynT5i+hVpUwaoW//VNbvYaOJCklhXStlvafDCasbAhjhlrakH4Dv2HBzMls27AShVLF50MFa82/zJlG5aq1qFy1Fru3b+TB3ZvoMrWcO3UUgGq16tPhw16EV6/Dg7u3GDHsE2xt7XB0VDD4a/GR/7UHtHzUVEHTqg5k6kys2mexctqtsYJrD7K59lCPnS2M7eOUM5GQ8X0/J87fymL7Cd1r3QC+/rwvU+Ys4vdN21EpFYwY1D8nnX7NSadKvI1eQ78jKSWVdK2WDp8MJLRsCGOGDhD5WXcwkx5NHGlSxZ7MLER6dG3kyLWHeq7n6DGml9r8rhM/VnP+djY7TuqITzGx+4yOYZ0FYz+5P+Ow6aiOLg0caFjJjswsE+sOWcYInevZc+OxgRuPDSSkmNh7LpuBHQQjTg8iDJy+KcR18poebzc5wz9UYDAislK65ahgwbVBqC26LNjwyvjgg7p23Hxs4GbO+GDfhWy+aOeQE7+RM7cs4wPPl+ODB+LxAYjHOZm5xzkNcsY5j4Rxzp/nshjyQc4457mBU9ct45xBHRQYTSbkMhlHr2Rx47FFfkGPcwDW7MugZwslzaoJ486Vf1osCfdoquDq/WyuPhDye8Inzub8nvKZM2dvZPHH8UzqV3IgwMcGezsZFUtaW5xdvSed3i3VNK+uIFNnYvlui7XWj5oruXIvm6v3s7Gzhe/7u2JrK8iYNsCVMzd0bDuqpVRRO+pXdsBoAhsZ3H4iLlN/nNLToZYtdcvZoMv5NMhL2tWw4fYzI7efmUhMg0OXDfRvLiyYPIoycv6OMJksU1ROeLAco0nY5bzxxERR6wMM/x3kWqiVKDhkJlPuD078M65cuUJYWJj5KGl+GDI7jyWU98jsIU5E3LlaYPEXCi7PsHlpb/f4D5g5UM23i63NkL9PfuivYMnBAhXBJw1h/p8FK+OL5rDsUMHF37cBzNpesN9iGtpGxsYzBXvMpFM1OTsvFaz571Zhthy9YW3q/31St4ySXXbBb/f4N2mZfYcTN63Ntb9PaoWoWHuyYMtU15oyom5fLlAZPqVCOXWrYNvzGqWdOHC1YO4lATQq78DJmwXbntcMURN781yByvAMCeeve7Fv9/gPqFjCk4EzkgtUxrwvXYi5eaHA4vcKqcygWW8/MvxPmDvUmeELCrYNmT5AxTe/FOwY4cfPFAydW7B1Y9aggh3r/NBfwec/JRVY/AALv3bl02kJBSpj0XfujF5uPUF+n0zqnffnWP7TSTu74//6FV6Lumrrt3v6LyLfO5Pbt29/o/urxnkkJCQkJCQkJCQkJCQk/jfJ92SyXbt25iOeryP3HSAJCQkJCQkJCQkJCYl/g/9Fq6n/qeQ7pX19fdmyZQtGozHP36VLlwriPSUkJCQkJCQkJCQkJCT+g8j3ZLJSpUpcvHjxte5v27WUkJCQkJCQkJCQkJCQ+O8n38dcv/76a9LTX3+BPCgoiMOHD/+jl5KQkJCQkJCQkJCQkPhbSFfu/jXyPZmsXbv2G91VKhV169b92y8kISEhISEhISEhISEh8Z+PdDtVQkJCQkJCQkJCQkJCIt/ke2dSQkJCQkJCQkJCQkLiPxbJmuu/hswkWcuRkJCQkJCQkJCQkPgfIfXCnv/rV3gtTpWb/V+/wnvlP2pnMn3RqAKNX/XpZP66F1tg8Vcs4Unq3K8LLH4Ap0E/kfTDwAKV4frtPK7fjypQGWWDfMg8uLJAZTg27EnGsnEFFr+y7wRSZgwtsPgBnL+cxe0HzwtURqniRZi3u2DXlAa2kHGgSLkCldHo+TVO3Hy9cbB/Sq0QFbvsggssfoCW2Xc4VblKgcqoceE82y8YClRGm8o2xN44W6AyPMtU5cn9OwUWf9GgYDL3/VZg8QM4NunDxbsJBSqjUkl3ztxOLlAZ1Uq5/Ct938FrmQUWf8NyjiT/NKjA4gdw+XouiVMHFKgMtxEL2HTWWKAyPqgq58HDhwUqo3hgYIG2IZ5lqv4r9XvtyYLtW7vWlLH8SIGKoHe9go1f4r+f/6jJpISEhISEhISEhISExD/BJFlz/deQDhRLSEhISEhISEhISEhI5BtpMikhISEhISEhISEhISGRb6RjrhISEhISEhISEhIS/ztI1lz/NaSUlpCQkJCQkJCQkJCQkMg30mRSQkJCQkJCQkJCQkJCIt+8t2OugYGB7N27lxIlSvztOJ4mpjJ2z3mStFmoHeyY0LQyxT1crPzdi03mx8OXic/QAfBFzbI0LFGYP64/Zu3le2Z/MalaQot4ML1NDfOzyBfPWDBzMqkpSShUagYMHYlf0UBR/NevXGTN8l/IzNQik0Fo5Rp06/0Zcrkw9/5j0yqOHtyDra0tdvb29Ok/lKDgEHN4mYsHisYfInNUYcrKJPPAeowJ0VZ6yDU+ONRph0ypBiDrzB70D64DMhxqtsSmaDDI5RgiHqM7sgWMFnP+cjdPlC0/QqZQY9Jpydj9O8Y48ec87MtVw6FSPct7Obmif3afjG1LkLtoULb7GJlMLsiIj0K7Zy0mndbsP+LFc+bNmEJKSjJKlYqBw0bgX7SYSMadW9dZPH8mAHqDntIh5fj4s8HY2dkDcGDvLrZuWo3JaKJchVD6DfgSW1tLsXsSk8CYFdtJTNfi5OjAxJ6tCSrkKZJx/u4Tvpi/jgBvd/OzlV/1xtHe7o1uAE8SUhm764y5TE1sUZXinnmVqSR+2H+RhPScMlWnHA2D/d7qBiB39cCxWXdkChXoMtHuXYMxXpwXdmXCsQ+t+0peuGB4/gDtjt/Azh5l677IvYsgk9mQumCE1ftFvHjOrBk/kJqcjFKlZsiX3+BfNEDk5/atG/wyf7aQF3o9IWXK0u+zgdjZ2RMdHcWcGT/y8MF9vH18mDVvsZWMpNjH7F/zHZnpidg7OtGo61Q0vtb1+caZTVw8+Csmk5EiJapR74Ox2NjYmd1NJhPbFvQm5vlNPp163vxcUcyfMjMnY+fuij4ljZtfjib97gNx5DIZJUZ9iaZeTWS2tiRduMztEd9jytbjXrcGJUYOM3u117iji43jXPMPzc+iI56ydM5Y0nLqd99BEyjsX1wk4tbVc2z+fS6ZmRnIZDLKV6pFx48GI5fLef7kHqsWTyM1ORG53IZiJcrQo/932Ds4msOHzByFd6sGKAOKcLxyW1Ku3LZKIwC/Ph9Q/Ot+IJcTf+QM1wdOwKTXv9UNwNHPj6Dx47FzdcGQls69CRPQ5jbFL5NRdPBg3GpUBxsbUq9c4eHUaaJ4AILGjcOrdSvO1quPIS3N/Dw26jHrfxlJemoijkonPvx0Mj5FxPmdEPuC9YtGEvH4Fm6ehfly6laz24Ob51jy46d4+gaYnw2asBY7eyGtnkVEMXnuYpJSUlErlYwc1I9A/yJ5ppXJZGLIuGncffiEPat+EeJ/8owZv64kMTkFG7mc0iUCGd6vFw4O9uZwL15E8NOMWSSnpKBSKflq2FACivqL4r556zZz5i8EwGDQUyYkhAGf9cfeTiizjx4/Zv4vi0lMTAKgT88e1Kpp6TOexCQwZtUuEtMycFI4MLFHS4J8c7VR957wxcKNBHi90g59+ZG5HboXEcO0jfuJT80AYGCrOjSqaPnMTGTEM36ZOZHUlGSUSjWfDR1NkVz90o0rF1i7YgG6TC0gI7RKDbr0GoBcLufKpTOsW77A7Dc5ORFXV3emzF5hfhYV8ZRfZ00gNTUJpVLNJ0PGUiRX3bh59TwbVs5Hp9WCDCpWrkmnngPNfd9Lfp09gROHdrFg9UFUaifg3fo929KVsa9Q2/xfpnbBEPGQzN3CZ6JsAkrjUKsVMpkMQ3wUmfvXQ7bO7D8m8gkr5o4xl9meAydSyC9IJOPOtbNsWz0bXaYWGVCmUh3adR9i1uHahaNsWTkDo9FIIf8geg78HkVOHwwgd/VE0aKHuW/V/rnKuj0vW1Xct6pdMTx/QMYfS5B7+KJo1BmZ0gmMBgxRT9Ae2Aj6bIsMN09UrXohU6ow6TJJ37kSY1ykSIZ9uWo4VKlvCePkhv7ZfdK3LEbuokHVvh/IZcjkNhjiosjYsxpTpqX/jot6zObFI8xp1bHfFLxz1e/E2Bds/nUEEU9u4eZZhEGTLPX76b3L/LFiIgBGQzZFS1aiVY9R2Ob07S9evGDG9OlC3VMq+XL4cIoWLSqK/9atW8yfNw8Q+qQyZcrw2WefYWdvqcMmk4kRI0bw4P59Nm7aJAr/b7Qh/7R+v63uA8RHP2brku/ISEvEUeFEu4+n4lU4V17EPWfb0hFEPb2Fq0cRPp+w7Z3cXpIQ/ZidywUZDgo1rXpPw7OQdf995cRGTu/9FZPRSNFS1WjabRw2NnaYjEYObfmJhzeOYzToKRIURrNu47GxtbeK478FE5I113+LfE8m58yZk+fzp0+f8ttvv+Hj4wPA4MGD8/0ykw5cokP5QNqUCeDA3eeM23uBVd0bivxos/V8uf0UE5tVIbSwBwajiZTMLADalg2gbdkAs99OK/bRopR4YPHr/J9o2KwN9Rq14MyJwyyYNYWpM5eI/KjUTgz5djzePoXJytIxafRQjh3aQ71GLXj88B77dm1l+oLfcVQoOX54L8t+mcmUmb+awzvW70jW9bPob1/Atng5HBt9SMaGXOlma4eiZW8y96/DEPkYZDJkDkoA7MpUQe5ZmIx1s8BowKHBB9hVqEX25aPm4IqmXcj66yRZ189iF1wRZYuPSFv5k0hE1rUzZF07Y/7v1Hck2TcvAGBMSyZt9UxzB6do2BHHWi3QHtxs9r9o3s80ataaBo2bc/rEEebNnMqPs8STkIBiQfwwaxG2trYYjUZ+mjKGPTu30bp9Z6KjIlm3aik/zf4VVzd3pk0cyf49O2jeqr05/PdrdtOxVihtq1dg/6VbjF25gzXf9SU3Ad7ubBjZz+r529wm7z1Px4rFaVMukP23nzF291lW92oi8qPN1jNs83G+b1WN0CKeGIxGknPK1JvcXuLYqDPZV0+TffMctiUqoGjajfQ1M0R+sm+cI/vGOfN/Vc9vyb59UfhjNKA7fxBTZgaqTnl/Q3TB3Jk0bdaSho2bcfLEUWbP+JHpsxeI/BQrVpyfZy0w58W0yePZvXM7bdt/gFKppHvPPmSkp7Nq5bI8ZRzeMI6y1TtTOrwD9//aw4G1I/jwS3Hnnhz/nLN/zubD4VtQOnmwa+kAbpzeQPla3c1+/jq6HGcPf2Ke3xSFLT1tLC9WbyJy4x94tWxMyIxJnG/VVeSnUNcOOJUrzdnmnTFl6yn94zj8P+7Bk1+Wk3D0FGePnjL7rbB8HomnzonCr1w4iTpNOlCrQRsunDrAsrnjGPPTKpEfpdqZT4dPxdOnCNlZOn4e9zmnjuykVoM22Nk50L3ft/gFlMRoMLB45kj+3Lqctl0+M4eP2ryXhz8vofqRNXmmI4AioAglxw/hRHh7dNFxVN6yEP9+nXmycM0b3V5SfOQIorduJXbnTjQNG1Bi3Diu9uolkuHVti3qUsFc6d4Dk15P8VGj8O3ahYjfLfq6169vNbl8yealE6havxNV6rbn6tm9rF80iiHfbxD5cVSoaNZpMJkZafy5YZZVHJ6+AaIJ5qv89MtvtGlcnxYNanP41DmmzP2VJT9NyNPv+h17KOzjxd2HT8zP7O3sGPbJRwQF+GMwGJkwcwGrtu7k4y4dzH5mzZtPi2ZNadK4IcdOnOTnmbOYN0tc9wKLFWPerOnmejFxyjR27NxNx/ZtyczUMW7iZL4ZPoyyZUIwGAykvjLhBvh+3R461qhA22rl2X/5NmNX7WLN172tdAjwcmdDHm2XNiubIYs3M+mjVoQV9xPakHTx9xKXzv+BBk3bUbdRS86ePMQvsyYxaaa4nqrUTgz65ntzvzRl9GCOH/qTuo1aUiGsGhXCqlnSfsJwQspXEoVfvmAq9Zq2p3bDVpw/eZAlsycyfvqKXDKcGfDVZLxyZPw4diAnD++mdsNWZj8XTh/GxsZ66PAu/Z7+1gX0ty6Y/yu7DUd/57Lwx84ex4ad0G5ZiDExFoe67XAIb4Tu5C6z/zWLvqdW445Ur9+WS6f3s3LeWL77QVwPlSpnPh72Ix7eQv2eM7E/Z4/uoHr9tmRqM1i1cDzDJi7Dp3Ax1i+Zwp+bFtOh55fm8IomXci6corsG2exLVkRRfMepK/6WSQj+/pZsq9bvoGo7j2CrFs5C2d6PdqDGzHGRoBMhqJVb0GPU39a3rFZN3R/nSDr2hnsgkNRtepJ6vIfRDJy99/On4wmK6cPMaYlk7pquqX/btQJx1qthElrDn/8Np4q9TsTVrs918/tZfOvIxkwYaNIhoNCRaOOQ8jUprJ/02yRm49/KQaM34CNrR1Go5E1cwdz9uAaajbrDcDcuXNp1rw5jRs35sTx48yYPp3ZucaHxYoVY9bs2ea6N3nSJHbu2kX79pYxwNatW/H19eXB/fvk5t9oQ/5p/X6bG8COFeOoVLczobU6cOPCHrYtHUH/seK+1cFRTYP2Q9FpUzm4ZdY7u71kz+qxVKzdmfI1OnD74h52Lv+OPiM3i/wkxT3j2PbZ9Bm1FZWzB5sWfM5fxzZQqX53rpzcRPTTG/QdtQW5jR1/rhrD+YMrqdb0k9fqJSHxknwfcx06dCg//fQTM2fOFP2MRiMrV65k5syZzJo1K98vEh8fz63oRFqUFiZ/DUsUJjo1g6eJ4o59z+1nlPNxJ7SwBwA2chluSger+K5FxpOQoaNO8UIiGQ/v3aZ2fWEyUbVmPeJjY4iKEH8Uvljxknj7FAbA3t6BgGIliI22rBoaDHoyM4XBQHpaGu4ellUsmUKFjXcR9HcuAaB/cA2Z2hWZi0Ykw65kKIaop8JEEsBkwpQpfHBd7lEIw/N75p1Iw5Pb2JWyDAxkSjW2Pv5k3RA6r+w7fyF3ckPu6pF34gI2vkWRKZ3Ivn81Rwm9ZaVUJgM7cRomJyXy4N4d6jZoDEC1mnWJj40lMldaOTg6mnca9fpssnRZyHK+7XP65BGqVK2Jm7sGmUxGkxZtOXH0oDlsfGo6N59G0jJc+Jh9o9BSRCWl8DTm/XzEOz4+nptRCbQoEyDEH1wkp0ylivz9efMJ5QppCC0i5KONXI670vGtbgAyhRobb3+ycwZI+ntXkDm5IntTXvgURaZU5+xCAwYDhmf3RLvCr5KUlMj9e3epl5MXNWrWIS4uhsiIFyJ/4rzQk5VlyQsnJ2dCypTDwdGRvMhIjSf62XWCK7UBoHiFpqQlRZEU+0Tk78GVvRQr0wCVsycymYyyNbpw95JlsBcfeY+H1w5SuaH15N65fBmituwEIGbXfhwL+aAI8BP5cQoJJuH4GUzZwgQo7vAJfDq2torL3tsT91pVidy80yI7Pp7HD25RvW4LACpVb0hCXDTRkU9FYYsGlsLTR1jdtrN3wL9YSeJjIgDwLuSPX0BJAOQ2NgQElSEuRrxjkHDiApkvrE8avIpvh6ZE7zyELjoOgCeL11Low1ZvdQOwc3NDVbo0sX8Kg8/4g4ew9/bGsYh4RV5VsgRJ586ZJ4uJp07h2aKFJR53d4r06c2jmTOt3i8tOZ7nD68TVktI23LhTUiKjyQuSpzfSrUrxYIrYe+geKO+uYmPj+f2g0c0qSvs8NWrXoWY+ASeR1qn28Onzzl+7hI9OrQSPfcr5ENQgNAf2NjIKRUUSFRsnEjGvXv3adigHgC1a9YgNjaOFxERongcHR3E9UKn4+Xnxw4fPUrpUsGULROSI8cGVxfLyYX41HRuPouiZZWyADSqGExUYipPYxPfOS3+vHCT8gGFCSsulHUbuRx3J6XZPTkpgUf3blGrflMAwmvUJz4umqiIZ6J4AooHi/qlooEliM1VNgES42O5fvUCteo3Mz9LSUrg0f3b1KgnPKtco0FO3RDLKBoYjNcrMvyLlSQuxpKeyUnx7Nj4G137DrWS+y793qvIvf2QKdToH90AwLZoKYyxERgTYwHIvnoK25IVzf7j4+N5+uAm4XVaAhBarRFJ8VHE5KrffoGl8fC21O8iAcHm+n3z8gn8ipXCp7BwwqZO0w+5cMIyyZMp1dj4+JF9U+hb9Xf/Qu78bn2r/v41AIxJscJEEsBkwhD1BPkr6SBTqrH19SfrujAxzL5zGbmTK3I3T6u4zTIKBQj99728+2+ZnT1gMvtPS4nnxaPrVKgh1O8yVZqQnBBFfLR1/Q4IroS9g5Lc2DsosLG1yxGXjT5LBzk7PfHx8dy7e5cGDRoAULNWLeLi4oiwqnt59EmvuD958oTTp0/TuVMnK/n/ShvyHur320hLiSfi8XXKVxf61pBKTV+bF0VLVsIuj7b2TW4A6SnxRD65TtmqgozgsKakJkaRECOWcfviXkpUaIDaRei/Q+t05eZ5oQ+Nfn6bgFI1sLG1RyaTUbxMHa6f/eMf6y/x/wf5nkz2798fDw8Pdu/ezaNHj8w/Gxsb9u3bx6NHj3iY+zjWOxAZGYmHyhHbnKMoMpkMHyclUTnHgl7yMD4FO1s5g7eeoMvv+xnz5zkSM3RW8W27/piWIf7Y2VhUjIyMxNVdY15VlclkeHh6Exf7+oFhUmI8Z04eISy8JgABgSVo0fZDBn3Sic97tWf3H+vp+6nl6J1M7YopPQVMRvMzU1oicidXUbxyd28w6FG06oOyyzAcG3dB5qgCwBDzHNtiIcIETy7HNqgCcmc3S1gnN4xpYhnGlATkzu68DvvyNYRVTaMlDHIbnHp/h/PgH7Bx80R73DIpiIuNwS13Wnl5ERcbYxV3THQkXw7sS5+ubVGqVDRt2U6IIyYaTy9vsz8vbx9RWkcnpuDhrMbW5pU8d3MmMjHFSsaz2CQ+nLqEbtOWsf7ohXdyi4yMxEOtEJcpZyVRKbnKVFwK9jY2DN50jA9/28PonWdIyMh8qxsIR4eNufM7NRG5kxuvw65sVWGH+NW8eANxsbG4ubtjY2Nj1sPT04vYGOu8iI6OYsgX/fioS3uUShXNW7Z5JxlpSZGonD2Rv5LfajdfUpPEg9XUxAic3C0LNM7uhUlNFPwYDNkc2jCG+p0nIJNbNy26mFhMBstR7cyISBwL+Yr8pFy9iWeTetioVchsbfFu1RRFkUK5o6JQp7bEHzpOdrxl4SEyMhIXNw9RmdV4+JAQG2UV/iXJiXFcOH2QCpXrWL9vppbjB7YRGl43j5BvRuHvi/aJZbKvffIChZ/vW90A7L29yY6Ph1fSShcdhX3OqY+XpN+6jXudOtioVMhsbPBo3AgHX0s8xUeP4vGcuRgzxOUdICkhCmc3T1FauWkKkRRvPTl5Ewkxz5g1qiOzx3Tm1P615ueRkZFo3FyxfaXMentoiI6LF4XX6/X8uHAZX3/W2+oo5atoM3XsPHiUWlXCRDLcc9ULLy9PYmJjrcJHRUfz2cDBfNC1ByqVitYthUn3k6fPsLOzY8z4iXw2cAg/Tp9JUnKyOVx0YmrebVRCspWMZ3FJfPjDb3T7aTnrj10yP38QFYedrQ0Df9lI52nLGLVyBwmv9GvxcTG4uucqt57exL+lXzp38jBhVWpauR09uIuKlWrg4mrpD+LjonF1E7fn7p4+xL+hbiQlxnHh1EEqVq5lfrZs3hQ+7D0IhVJl5f9d+r1XsQsJR3/norkdlDm5Yky1DOKNqYnIlM5mi4yRkZE456rfbh4+JMa9vswmJ8Zx+cwBylUS6ndCXCTunpY6ovEqRHJSHAaDPucd3Kzac2NKIrI39a3lqguTz7zaczt77MvVsCziAnLnvPrvRFEfnxuH8jXIun7Wuv/uOwKXIT8hd/dCe9yysJYcH4WTq7h+u2h8812/E2NfMHdUO6Z8UQNHhZqqjYSTJHnVPU9PT2Ly7JOi+WLAALp8+CFKlYqWrYQJn16vZ87s2QwaNAh5Tjyv8m+0Ie+jfr/NLSUhEicX67xITshfXryJlMRI1C7i/tvZ3ZeUBPHkPiUhEmf3wub/rprCpOS8h69/Ge5dPYROm4bBkM2ti3+SHC9esP5vwyST/8f+/tfIt0a//PILY8eOpWnTpszLOQufX3Q6HSkpKaJfdnb22wMCBqOJc09iGN2oEmt7NMJLrWDKQXHl1Wbr2XfnGe3KFntNLO9GRkY6P0z8ljYdu1G8RCkAYqIiOHfqKLMXr2fhiq20aPshs34cm//I5XJs/EqQeXgzGetmYkxLxqG+cPRCf+sC+id3UHb8HGWHzzEmxb7zxCNP7OyxLx1G1tXT4udGA6nLp5EydwSGhGgcKtbKO/xb8PL2Zca8ZSxZtYXs7GzOnjr29981D0r7+bBvyiDWj/iEmZ9+wMbjl9l78eZb3d4Vg8nI2SdRjG5amXW9m+LlpGDK3gtvdftb2NpjFxxG9vUzb/f7N/D29mH2/F9ZvnoT+uwsTp86XiBy8uLc3vkUL98Yd+/ib/f8GiI3bCP+yEkqb/qNSpt+I+PRE9EE9CWFurTnxbq8j1e+K9qMNOZMGUqzdr0ICAoRuemzs/nl528pU7EaYdUa/CM5BUXMjh0knT5NmcWLKLN4MdonT81p5dW2LbqoKFIu/IOy+hYKB4Qwau5hhk7eTK+hczh9cD1Xzvz59oCvsGzDNupUrUxAkcKv9ZOdrWfc9HmEVyhL3WqV/9a7+nh788u8OaxftYKs7GxOnBLaQoPBwKW/rjBk4BcsnDsLjcbdfL8yP5Qu4sO+7wew/ts+zPykAxtPXmbvpVuCDKORs3ceM6ZLM9Z/2wcvVycmb9j7t/QAoV/6eeLXtOrYg8ASpUVuJpOJowd2Uq+J9W5+ftBmpDFr0nBadPiIYiWEunFk3zY0nj6ElK/yj+IGwNYOu5IVRUf/3zfajDQWThtM47a9KRpUpmCE2NljVyqMrGunrd3kNihb90H/+Bb6e1et3fMhwz6kErorp8TPjQZSl00lec63GOOjcKhYO+/w/wA3z8IMmryN7+YeQ6/P5uaF/fmOw9vbm/kLFrB6zRqys7M5dfIkAKtXr6ZGjRr4+/u/JYY382+0IW+q329y+2+iXI0OBJapzerpPVj980e4ewcgl0tfD5R4N/7W9Lh9+/acPn2arVu30rx5c6KiXr+6mRdTp07FxcVF9Fu/fj1x6ZnocyZNJpOJqNQMfJzExy98nBVU9vPEy0mBTCajRWl/rkWKj0Xuv/ucQI0zgRpn0XNfX1+SEuLNq5Amk4m42Gg8PL3JjTYjg6ljh1O5ai1ate9ifn721BH8AwJx1wjHXuo1bsGdm9fQ50yGTWlJyFSW1VQAmdoNY2qSKH5jahKGFw+E1VxAf+cSNj6WRjXr3H4y1s0iY9N8jAnRGBKiXgmbiFwtliF3dseYkvfxUPvgUAxxUVZGBCwRGsi6dgb7suHmRx6eXiTmTquYGDw8vfKOA1AolNSq04BjR4QOx8PLm9gYy+p6THSUKK293ZyJS0lDb3glzxNT8HUT55ta4YCTwtEcpnnlEC7df/ZWN19fX+LStOIylZKBj7O4TPk6qajs742XkxKZTEbLkACuRcS/1Q3AlJqEPHd+O7mJVthfxa5kRQzxUXkaZHodHp6eJCYkYMiZKJhMJmJjY/D0elNeKKhVtz7HDh98rZ9XUbv6kp4Si/GV/E5LjMTJVbxz6ORWiNRXVjtTEl7g5Cb4eXH/PFePr2b5xAZsmtOdLF0ayyc2QJsmlEsHL09kr6xAOxbyJTPCenX24YyFnG3WmQvtPiL97gPS7ojv0rhVr4zcwYH4IydFz319fUlOjBOV2fi4KNw9xTt6AFptOjMnDqRieD2atu0hctPrs/ll+ne4uHnS9eOv35xwr0H7NBJFUcvgRlG0MNpnkW91A8iKjsZOo4FX0srB24esPNrZZ4t/5Wr3Hlz/+GMyHj00G+lxqVwZ9zp1Cdv+B2HbhaNKFdetRRUsHOF1dfchJTFWlFaJ8RG4anytZLwOR6UahVIwvuKq8SG0egse3RHuAfv6+hKfmIT+lTIbHRePt4f42ONfN26zefd+Pvj0SwaMnES6VssHn35JYnJOu6jXM3b6fDRurgz5WJxPvr6+JOSqFzExsXh5vv64oEKhoF6d2hw6Itw/9/L0pGL5cnh4CEfxG9avz+3bd8z+vd2c8m6j3MVGvKzaoUohXHqQ0w65OVOlhD/erk5CG1KlDFcfW+qQxsOLpIRc5TY2Gk2e/VI6P4wbSqVqtWnZrquV+63rl8nOyqJCaFXRc42HN0mJ4vY8ITYKTV51IyOdn8cPIbRqHZq1tdyFvn3tIpfPHmV4v7YM79cWgNFDuvHkoZBe79LvvcQ2qALG+GiMiZadLFNqkuhEh9zJDVOGZQfP19eXlFz1OzEuCjcP6zKbqU1n3qQBVKhSj4ate5qfu3v4khBrqWvxMRG4uFp2O02piVbtudzZDdNr+la7kqFCe567b5XLUbbpgykthcxD4ntrxpS8+m83jCl59xn2pcIwxEW+sf/WXT2Nwyv9t4vGh9Qkcf1Ojo/MV/1+FQdHFeWrNeevU8LuZ151LzY2Fq+39El169Th8OHDAFy/do3tO3bQu1cvvho+nIyMDHr36kVyUpJZRkG3Ie+jfr/JDcDZ3ZfUZOu8cHH/e3mRF85uvqQli/tvYRdSfKpH2K207DYmxb/AOec9ZDIZtVsPou/obfT8dh0evkF4FBIbt5KQeB1/e6+1cOHCHDhwgDp16hAaGorJZHp7oBxGjBhBcnKy6DdhwgRKebmy+5Zw/+HgvRd4OSnxd1OLwjYu6ceN6ETSdMLk7cSjKErmss657fqjPHclNRoNxYqX5PjhfQCcPXkEjYcnPoXEd5EytRlMGTecCpWq0rFLb5Gbl09h7ty6RqZWOKZ06dwpfAv7YZtjGdCkTccQ8wLbYOEohW3xcpjSkjAl5zqace8Kcq8i5ruKNkVLWay52dhCztl4maMS+0oNyLp4xBzWlJGGIfo59mWEFWK74IoYU5MwJsWRF/blq5N1VbyqKXN2A9uX1sZk2AWHYoixNDIurm4EBpXk6CFhYnjm5FE0Hp745kqryIjn6HPubGVnZ3P29HGKBgg7U9Vq1OX82ZMkJsRjMpnYt/sPatax7PJonFSU9vNh1znhrsmBy7fxdnXC30t8pCg2ORWjUShf6Zk6jl2/Tyk/77e6aTQaSnm7sfvGYyH+O8/xclLg7+Ykir9xaT9uRiZYytTDCEp6ub7VDcCkTcMQ8xy70sJqp22JCphSkzC9Ji/sylbN966kq6sbxYNKcCQnL06dPIZG44lvIfFKbGTEC1FenDl1kqLFAq3iywulkwavIiHcubgdEO5Gql28cfUUW+crXr4Jj24cIj0lFpPJxPVT6ygRKhwZ/GDwanqPPUTvsYf4YPBq7B3U9B57CIVayM/U67fwybnT4tWyMbrIaLSPxXe25A722LoIiwl2bq4EfPExTxb+JvJTqEsHIjf8YbVbr9FoKBpYitNHdwNw8fRB3DReePuKV74ztRnMmjiQsqE1aN1JbFzAYNCzaPoIVGpneg0Ybb5zml8it+7Fu1UDHLyFRaei/bsSsWHXW90AshMTSb9zB8/mzQW9GjYgKyaazOfi+8oye3tsnISybOviQpFevXmx8ncA7o0Zw8VWrbjUpi2X2ggD/7+6dCX9zl0A1C4aChcL4dKJHQBcO7cPV3cfPHzE+f0mUhJjMebkQaY2nZuXj1KoqLBTptFoKBkYwL4cg0lHTp/HU+NGEV/xBGnB5NFsXjyTTYtmsGDKaFQKBZsWzcDNxRm9wcC4GQtwdlLxzed9rfJCo9EQFFScg4eOAHD85Ck8PDwoXEg8gHoRESGqF6dOnyEwIACAurVrcefuPdJzjgKfu3CBwGKWvkPjpKJ0EW92nRfuNx/4647QRnmKjyTGJqdZt0NFBF2bhJbixtMo0rTCdYwTNx4SXMgy6HZxdSegeDAnDgu7ledOHcbdwwufQuL7xJnaDH4YP4wKYdVo/2GfPPPkyL4d1GnY0urYoHOOjFNH9gBw4dShnLphLePnCUMoF1adtp0/Frl9Nvx7Zi7byfRf/2D6r8ICxaTZaygaKFilfZd+7yV2ZaqQfVO8K6l/cge5Z2Hz3UG78jXQ371idtdoNPgVK825Y0JduXzmAK7u3njlUb/nTRpAmdAaNP+gv8gtJLQmTx/eIurFIwCO7V1PpZqWu6Uv+1a7EKFvtS35Ln1rrl1JmRxl6z6YtBlo9621CmPKSEMf9cy8eGsXHCrISLQ+ng1gX6GG1a6k3Nld1H/blwpDH2vpv9XOGgoFhHDllFC/b5zfh7ObNxrvd6/f8dFPMOTcy9Trs7h54QA+fkJeC3UviEOHDgFw8sQJNB4eFMpV9yKs6t5piuXUr59+/pkVK1awfMUKfp4+HaVSyfIVK3BxdTXLKPA25D3U7ze5vcwL36IhXD0t9K03L+7Nd168DZWzBh//Mlw/K8i4c2kvTq7euHuJZQSHNeXelUOkJQv99+VjayldRbiDrM/WoU0XjvdmpCVwes9iqjX5Lze+I5P/5/7+x/hHe9gymYwRI0bQpEkTTpw4ga/vu620ODg44OBgbTRnVKNKjNt7nmVnb6NysGN8E2GAPnHfBeoWL0Td4oXwdVbSN7wUfdYdFu7IqB0Z3dhinOZxQip3Y5Jp0j5v89H9Bn7DgpmT2bZhJQqlis+HjgTglznTqFy1FpWr1mL39o08uHsTXaaWc6eEFexqterT4cNehFevw4O7txgx7BNsbe1wdFQw+OtxIhmZhzejaPQhDpUbCCbSDwoWEh0afID+0U0Mj25iSksi68IhlJ0GCsZ30pPJPCRY95LZO6Lo8BmYTCCTkX3lBIbH4mMTGXvXomzxEQ7Vm2LSZZKxW7DgqGjWjez718zGAOTuXth4FSHrtvjolo1nYRR1co5CyWQYop+hPSC2LvbpwOHMmzmVLRtWoVSq+GLYtwAsmP0jVarWpEq1mly7condO7Ygl8sxGAyUrxBGp67CSrCPbyE+7N6HUV8LFkrLlKtIk+biO3xjurVgzModLNl7CrWjPRM/Et5p/Kqd1CtfknrlS3Lg8m02HL+ErVyO3mikSWhp2lWvAPBGN4DRTaswdvdZlp6+hcrBlgkthBX7CX+eo25QYeqVKIyvs4q+1UvTe9UB5DLwVCsZ00woe29yM+f3gQ04Nu2GfdVGwqdBcgYQjo0/RP/gOvqHgoEJuZsXNl6Fydhq/VkO1UffCJ8WcXBA3W88+mf3yNyz2uz++aBhzJnxA5vWr0GhVDF4mLBjNnfWz4RXq0HVajW4euUyO7dvteRFxTA+7PoRALrMTD7v14vs7GwyMtLp+9GH1GvQmJ59LJ1F/c4TOLBmBBcOLMLeQU3DrlMAOLhuNMXKNiCwbANcPPwIbzaITXO6AVAkKJyyNSyf5ngTt76dSMjMSQQM+gRDajo3ho8BoPRP44ndd4S4/UewdXKi0sZlmIxGZHI5T5euIu6AxYqxjZMar+YNOdOoY54yen4+iqVzxrF70zIclSr6DhoPwPL5E6lYpS4Vw+tyYOcaHt27gS5Ty6UzwmCoco1GtOr0CedP7OPSmUMUCSjBhC+FnZ+gUhXo8anlcy1lF0zAq3k9HHw8CN+1FH1qOkdKN6HcoklE7zhEzM5DaB895+7EOVQ/KpSFhGPneLp4PcAb3V7yYMpUSowbS5E+vTGkp3N/gmCiv/joUSQcO07isWPYqtWUWfQLGE0glxG5bh2Jx9/9WHPHvuNZv2gkh7YvxlGhpnP/yQBs/HUMIWH1KVOpAVk6LT8Ob4Fen0VmRiqTBtYnrFZrWnT5kmvn93H6wDrkNrYYDXrKV21KlboWK4nffNaHyXMXs3LzdlRKBSMHCkaZps1fSq0qodQKD8vrtcwcOnGWo2cuULyoH31yykq5UiUY3t9i1XbIwAH8PHM2azdsRKlU8tUwwYr4jNlzqV41nOrVqvLXlats27ETm5x6UbFCBbp3Fcqsl5cnXT/sxNCvvkEuk6HRaBg66AvRe4zp0owxq3axZN9p1I4OTOwhLJ6MX7ObeuVKUK9cCQ78dYcNJy5jK5ehN5poEhpMu2rlAfB1d+HjJtXpOfN35DIZXi5OjO3aTCTj4y++5ZdZk/hj4woUShWfDhkFwOI5U6hUtTaVqtZmz/YNOf1SJudPC3Wias0GtPuwNwAZ6WmcP32EafPE1otf0vvzEfw6ZwI7Nv2GQqHik8HC9YylcycRGl6HsKp12LdjHY/u3SBLp+XiGWEHqUqNhrTp/HpLlS95l34PQObqiY1HIbT3clmVztaReWgjji17I5PJMSTkfBrkFbp9OoaV88ewd8sSHBVqPvpCqBerFo6nfOV6lK9Sj8O7V/P4/nWydFr+OivU79DqjWnesR+OChU9Ph/Poh+GYjQa8PULotfA70UytPvWoWjRA4dqTTBlZaL9M6dvbdpV6FtzDKe9bM+zb4uv2diVChNOoMS8QN1L6DP1Lx6S+Yql1Yw9a1C16oljDaH/Tt8lLAIpm3cn+95Vsl/pv229ipB266JIho1XYVR1hb5UJpOhj3qGdr/YUmvbPhPYvHgER7YvwkGhpmM/oT3fsnQ0pUMbUDpMqN8zv2mOXp+FLiONH4bUo2LNNjTt/CUPbp7l9L7fkcttMBr1FA+pTv22n5vjHzR4MDOmT2f9+vUolUqGDRNsR8yaNYtq1apRrVo1rvz1F9u3bzf3SRUrVqRrt268K/9GG/JP6/eb3F7SuucEti0bwfFdi3BwVNPuYyEv/vhtNMEVG1AqVMiLuSObYcjOIlObxvThdalQvQ2NPhj+RreXNOs+gZ3LR3Dqz0U4OKpo2XsqALtXjqJEhQaUqNAQN08/arcezO8/Cn2bf3A4oXWEtlCnTWX19I+QyeSYTEYqN+hJiQr/mVc8JP7zkJnys6X4Djx79oxx48axbFnenx94E+mLRr3PV7FC9elk/rqX9+rf+6BiCU9S5/69Y3HvitOgn0j6Ie/PR7wvXL+dx/X7+Tu6nF/KBvmQeXBlgcpwbNiTjGXj3u7xb6LsO4GUGUMLLH4A5y9ncfvB87d7/AeUKl6EebvfazNgxcAWMg4UKVegMho9v8aJm+kFFn+tEBW77ILf7vEf0DL7Dqcqv4c7aW+gxoXzbL9gfQ/1fdKmsg2xN86+3eM/wLNMVZ7cv/N2j3+TokHBZO777e0e/wGOTfpw8e77sV79OiqVdOfMbWuDIu+TaqVc/pW+7+C1zLd7/Js0LOdI8k+DCix+AJev55I4dUCBynAbsYBNZ/+BjYV34IOqch78DUOL+aF4YGCBtiGeZar+K/V77cmC7Vu71pSx/EiBiqB3vYKNv6BI+uvI//UrvBbXivX+r1/hvfLe91oTEhJYsWLF2z1KSEhISEhISEhISEi8Z0wy2X/s73+NfB9z3b59+xvd/85nQSQkJCQkJCQkJCQkJCT+u8j3ZLJdu3bIZLI3Gtz5u0YrJCQkJCQkJCQkJCQkJP47yPcxV19fX7Zs2YLRaMzzd+nSpbdHIiEhISEhISEhISEhUQCYZPL/2N//GvnWqFKlSly8ePG17m/btZSQkJCQkJCQkJCQkJD47yffx1y//vpr0tNfbzExKCjI/FFaCQkJCQkJCQkJCQkJif9N8j2ZrF279hvdVSoVdevW/dsvJCEhISEhISEhISEh8beR7Lf8a/zvHdyVkJCQkJCQkJCQkJCQKHCkyaSEhISEhISEhISEhIREvpGZJGs5EhISEhISEhISEhL/I8RfP/V//QqvRVO2xv/1K7xX8n1nsiBJnPx5gcbvNmohF+4kFlj8lYPdiJ/Yv8DiB9CMXcyLIR8WqIzCs9dz5nZygcqoVsqFpMuHClSGa2gDMjf8XGDxO3b+irT53xRY/ADqL37kxM3XG7x6H9QKUTFsXlqBypg5UM2xsqEFKqPO9cusPVlwa2Nda8o4VblKgcUPUOPCeXbZBReojJbZd1hWsFWPvg3g6r2YApVRvoQXl+7GF1j8YSU1xN48V2DxA3iGhLPprLFAZXxQVc7GMwUro1M1OXFjPy5QGR4Tl3LwWmaBxd+wnCOxo/sUWPwAnpN+49mAjgUqw2/B5n8lv/+N+v3i7rUCi79wyXJoD68usPgBFPW7/ytt7Yw/CnZP6Mu20t1DiTcjHXOVkJCQkJCQkJCQkJCQyDf/UTuTEhISEhISEhISEhIS/wQT0o7qv4W0MykhISEhISEhISEhISGRb6TJpISEhISEhISEhISEhES+kY65SkhISEhISEhISEj8z2CSSftl/xZSSktISEhISEhISEhISEjkm3+8M2kymThy5Aj379/H19eXpk2bYmdn97fikrt5omrTC5lCjUmnJX3HSoxxkSI/9uWr4xBe3xLGyQ3903ukb14s8qds1ROHCtVJ+vlLTDqt+XlUxFN+mfU9qSlJKJVqPh06hiL+gaKwN65cYN3KBWRmZiBDRsXKNejS6wvkcmHuHRcbxfJffiIq4hkyuZxGzTvQtFVnyzu5e6Fu2we5Uo0pU0va9t8wxIr1cKhQA8eqDS1hnN3IfnKXtI2/iPyp2vTGsWINEn4YItLDxtMHt+4DsFE5YczUkrh6Afqo5+IElclwadsDh9IVwWjAmJ5G4rpFGOKiAXAsE4Zz2x7I5HKyI56RuHqBVVr9OmsCqalCWn0yZCxF/IuLRNy8ep4NK+ej02pBBhUr16RTz4HI5XJioyP4+rMO+BW1hBn47Q94+xYB4GlkDBMXrCApNQ21UsHYz3sS6FeIvDCZTHwxaRZ3Hj3j4LIZlneMS+CnZet4GhmNXC6nY+M6dG5mKR9P4pMZs/kIiRmZODnaM7F9XYK83a3ivxeVwLRdp4hPE/Qf2KgyjcoU4+zDF8zedx5tVjYAdYL9GdI4HLnccrH7aVIa4/ZdIikzC7W9HeMbh1Jc42wtIy6Fn45eJT5DB8AX1UvTIKgQRpOJ2SducPpJDHqTiYq+7oyoXwE7G8taT3TEU5bOGUtaShIKlZq+gyZQOFde3Lp6js2/zxXKrUxG+Uq16PjRYORyOc+f3GPV4mmkJicil9tQrEQZevT/DnsHR3N4DxcZ3Ro5olLIyNSZWHtQR1RC3ibmq5a2pWEle2QyuPfcwKajOoxGkAGta9pTyt8GuVzGo0gDm44I+jr6+xM8ZSJ2rq4Y0tK4M2osGQ8eiiOWySg2fCjuNWsgs7Eh5a8r3Js4GZNej0MhX8L/3EH6vftm7zeHfUXmM0u5j49+zNYl35GRloijwol2H0/Fq3AJkYjEuOdsWzqCqKe3cPUowucTtr2T20sc/fwIGj8eO1cXDGnp3JswAe1Daz2KDh6MW43qYGND6pUrPJw6DZNeL/IWNG4cXq1bcbZefQxpwudZQmaOwrtVA5QBRTheuS0pV27nmQd+fT6g+Nf9QC4n/sgZrg+cYI7/TW4vSYh5zK4V36FNS8RBoaZFz2l4FiphJefKyY2c3fsrJpMR/+BqNOk6DhsbO0xGI4e2/MCjG8eR29igULnSrPsk3LyKAhD54hnzZk4R2lqVmi+GjsSvaDFR3NeuXGT18kXmMhtWuTrde39mbmu3bVrNkYN/Ymtrh729PX36D6FEcIg5fGTEMxbO/J7UlGSUShWfDR2NX1Fxe379ygXWrVhIZqYWkBFapQZde32OXC7nyqUzrF2+0Ow3OTkRV1d3ps5ebn72LCKKyXMWkZSShlqlYOSg/gT6F8kzT0wmE0PGTuXuwyfsWb0IgAdPnjFj8QoSk1OwkcspXaI4w/v3wsHB3hwuLuoxmxePID01EUelEx37TcG7SK5yG/uCzb+OIOLJLdw8izBo0laz29N7l/ljxUQAjIZsipasRKseo7C1yyXj1xFk5Mjo8MlrZCwZQWSOjIHfvyLj/mW2v5Shz8Y/lwy5uxdOHT5GrlRj1GlJ27IMQ2yEKH6H0JooqjUy/3/Z76WuWyD8d3FH3ao7co0PGI1knj9M5lnLtxViIp+wYu4Yczr1HDiRQn5BIhl3rp1l2+rZ6DK1yIAylerQrvsQc5m6duEoW1bOwGg0Usg/iJ4Dv0ehVJvD22i8cer4CbKc/jt1yxIMMbn0CKuFsnpjsR6P75Kydp5Fj9YfYaPxBpMR7bnDZJ45aPZv6+mLe6+ByFXOmDIziF85D33kM5EMZDJcO/TCMaQiJqMRY3oqiasXoo+NQubgiKbf19j7ByKT2/Diq57kpqDz+9+o388jIpk2cy4pKamolEq+GTqQYkX9RDJu3L7DrAW/AqDX6ykXUpqBn/bF3s4Oo9HIot9+5/ylvzAYDJQNKcXQz/uJxqhPouMZs+IPktIyUCscmdirDUGFvEQyzt95zMB5ayjqrTE/W/lNXxztLfGYTCb6z/qdW08jOTHzW1H4f9rWXj21mYuHV5r9pSZG4VeiCu0/nWd+lhz7mMMbviMzPRF7RyfqdZ6Ku4+1jNvnNnH58K9gMlIoqBq12o/FxsaOF/fPcPbP6WTrhLzyL1WXqs2HI5NLe04Sbyffk8kWLVqwdu1aXFxcSEhIoEWLFpw7dw4PDw/i4+MpWbIkx44dw9PTM98vo2zRHd3lE2RdPYNdqVBUrXuS+tsPIj9ZV0+TdfW0+b9zvzFkXT8v8mMXXBGMhjxlLJ3/A/WbtqVuw1acPXmIRbO+5/sZv4n8qNRODPr6e7x8CpOVpWPqmEEcP7ybug1bYTKZmDnlW9p07EnVWsJkMDlR/K0zdcse6C4dQ3flNPalw1C36UPy0ikiP7orp9BdsXxQ1eWzcWRdE3/TzL5U6Gv1cOvcj4xTB8k4dxTHClVx6z6A2OkjRX4cy1bCvlgwMT98A0YDTk064NyqK4nLZyGzd8C166fEzZmAPiYCl459cGragZTtlu8uLV8wlXpN21O7YSvOnzzIktkTGT99Ra60cmbAV5PNafXj2IGcPLyb2g1bAaBQKPl+Vt7fcpq2ZDXtGtaiVb3qHDxziYkLV7J8ynd5+l27+yBFvD2588jS4ZpMJr6Z/gu92jalYbVKAMQnpYjCff/HcTpWLk3bsJLsv/6QsVuPsuaz9iI/2iw9Q9bsY1LHeoQV9cFgNJKsFSZAzo4O/Ni5AUXcndFl6+m/fDc7/rpH27CS5vCTD12hfdkA2oT4c+BeBOP3X+b3LnXFMrL1DN95lglNwggtpMFgNJGSmQXAthtPuB2bzOqu9bCVy5h06Apr/3pAz0qWjmDlwknUadKBWg3acOHUAZbNHceYn1aJZCjVznw6fCqePkXIztLx87jPOXVkJ7UatMHOzoHu/b7FL6AkRoOBxTNH8ufW5bTt8pk5fOf6Dpy+kc3523oqFLeha0MHZm7Ukht3JxnNq9kzfb2W1AwTH7d0pHoZO05ey6ZqiC1FPOVMX6/FYBTirFNB6HBLjhtF1MbNRP+xA4/GjQiePJHLXXqI4vbp0A6n0qW41KkrJr2eEuPHUPijbjz/TehIDekZXPqgi9U7vWTHinFUqtuZ0FoduHFhD9uWjqD/2E0iPw6Oahq0H4pOm8rBLbPe2e0lxUeOIHrrVmJ37kTTsAElxo3jaq9eIj9ebduiLhXMle49MOn1FB81Ct+uXYj43ZJn7vXrW03wAKI27+Xhz0uofmTNa/VUBBSh5PghnAhvjy46jspbFuLfrzNPFq55o9ur7F09loq1OlOuegduX9rD7pXf0eu7zSI/SXHPOLFjNr1GbEXl7MGWhZ9z5fgGwup1597VQ7x4cIk+o//AxsaOU7sXcPSPGbTrNxuARfN/plGz1tRv1ILTJw4zf9YUps38VRS/Wu3EsG/H4+1TiKwsHRNHD+PooT3Ub9SCRw/vsXfXVmYsWIlCoeTY4b0s/WUW02ZaFg6XzP+Bhk3bUrdRS86ePMQvsyYxeeYykQyV2olB30zEO6eNmjJ6CMcP/UndRi2pEFaNCmHVzH5/nPAVIeXDROF/WriMNk3q06JBHQ6fOseUuYtZ8tPEPPNl/fY9FPbx5u7DJ+Zn9nZ2DOvXk6AAfwwGIxNmLmDV1p183KWD2c8fv42nSv3OhNVuz/Vze9n860gGTNgoittBoaJRxyFkalPZv2m2yM3HvxQDxm/AxlYYQK+ZO5izB9dQs1lvi4zl46lSL0fG+b1sWTKSz8fnLUOXkcr+zblk+JXi83EWGWtzyVC36UnmhWPo/jqJfUgl1B36krxokigO3eWT6C6fNP93/WIiuqtnzf+du35BxvE/ybpxAQCZSrwot2bR99Rq3JHq9dty6fR+Vs4by3c/iMu1UuXMx8N+xMNbaAfnTOzP2aM7qF6/LZnaDFYtHM+wicvwKVyM9Uum8OemxXTo+aU5vLptL7Tnj6C7fBL7MpVx6vAJSb+I81t36QS6SyfM/90GfU/mlVfGJd0GkXFs12v1cOv2KWknDpBx5jCK0Gpoeg4k+gfxBERRvgr2gcFETR4ORgPOzTri0qY78UunYzLoSd23FWNGGl5D8y6LBZ3f/0b9njF/Ea2aNqZZo/ocPXmaH2fNY+FM8ZiweEAAC2dMw9bWFqPRyLipP/PHrj10atea3fsPcu/hIxbN+hFbW1umz/uFzTt206VDW3P4SWt20bFWGG1rVGT/xZuMXbGdNSM+sUrPot4aNoz+NM+0Blh18AxFPNy49TTSyu2ftrXla3SkfA3L90mXTmxFSJXWovDHtoyjdNXOBFfuwMOreziyYQQdBov7vpSE55zfO5uOQ7egUHuwd/kAbp3dQNka3XFQONOo2wycNX7os3Xs+rUPdy9tI7hyB/5rkUnWXP8t8r3ksGfPHnQ6YaA9evRoUlNTefDgATExMTx58gSVSsXYsWP/1svY+vqbJ1TZty8jd3ZD7vb6SalNoQBkKiey710xP5OpnHCs2YyMA5us/MfHx/Pw/i1q1WsGQHiN+sTHRRMVIV4RDCgejJdPYQDs7R0oWqwkcdFCA3Hjynns7OzNE0kAFzfLapVM6YRNoaLmDjLr1iXkLm/Ww7ZwMeQqJ7LuivVQ1GpO+r4NVv7lamfs/APJuHAcgMwrZ7Fx1WDj4S32aAJs7ZDlrMLJHBUYk4SJr0NIKNnPH6PPWXFNP7EPZaWa5qApSQk8un+bGjlpVblGAxLioonOtXpaNFCcVv7FShKXaxU3L+Lj47n18CnNaocD0KBqKNHxiTyLsv4Q8sNnERw9f4WebZqKnp+/fht7WzvzRBJA42rptOPj47kZEUfLCsLKdaMyxYhKTudpfLIonj+v3qd8ES/CivoAYCOX465SAFC6kAdF3IU4HexsCfbVEJGUag6bkKHjVnQSLUoJOxUNg3yJTtPyLClNJGPPnReU9XEjtJAmR4YMN6UDIOxYVvXzxM5Gjkwmo2ZRL3bdtuy2pSQl8PjBLarXbQFApeoNc/LiqUhG0cBSePoI72GXkxfxOXnhXcgfvwBhAiy3sSEgqAxxMZZOT62Q4edlw8U7wuTmygMDrmoZHi7WjXGFIFtuPDKQmiF8KPn/sXfW0VFd3cN+ZqKTTHSiQEhIcE8CCe5SXEqRUrxQiksNl2KF4q6lSHEp1kJxCe4S3IlPPJnIyPfHDZNcJgECpO/7e7/7rDVrJfece/bd55y79/EbciuTgBLCuFQhFzn3X+jQZU1ohj7TUqWUEKYsV5bIfQcAiPnnMFYe7lh7iUeZbUuVJO7ceWMnK/b0GdxatTB5htxQq9WEPb1FxeqtASgb2JSE2AjUkc9E8WyUjniXDMTCSmGSxtvCACycnLAtU4bov/4SZB45iqW7O9ZFxDNVtiVLEH/hglGPuJAQXJs3z07H2ZkivXryZO5cExmxpy+R9iryrbp6tm9K5L6jpEfGAPBsxSYKdWr5zrDXpCSqiXh+i3JBQl6V8m9KUlwEcVHivLp35SDFKzZA6eCKTCajcp0u3Lm0DxD8tE6bgTYzHYPBQHpaMnZOwjukVqt5/OAudeo3AaBazXrEREcRHiZePVHMryTuHsJqBEtLK3yKlSA6MkJIHxk6nZb0NOFD9SnJyahcsu2oWq3myYO71Kov2AXBnkcRYSKjFO457blvCaKjTBt8sepobt24RO36nxmvxcUncPfRE5rUFWxjvepViYqJ5WW4afk8fv6SUxcu81V7cV57FfKguE9RAMzM5JQuXoyIqGhjeHKimldPblGphtA4LFe1SZ711qdUIJZWNiayLa0UmJkLdl6nzUSbkQ45jsVPTlQTllNGlbfIKBmIxfvIyExHlqOxZl7Ih/Ssgd6MO5cxs3dG7uxmko4xfpEsv3f3GgAWvmUwaLXGDhiAISV7cFCtVvP80R2C6gj2wL9aI+LVEUS9YQe9fMvg4p5tB4v4lDLawTtXT+NVrDQehYUZtDpNO3Hp9F/Ge2W2doIeWR3DjNuXMHN4lx6+yG3ts/XwKwu6vPWQK+2xLOpH6oUTAGiunsPMUYW5q4coXYPBgCyn/1bYoMvy32i1pN+/hT41JddnKujy/rfe7/sPHtG4fh0A6tSoRlSMmldh4nfX2toKc3PzrGzRkpGRYXzOR0+eEVipAhYWFshkMoIC/Tl87ITx3tjEFO48C6NFcEUAGgWUITIugedRsbnma148DIvi2LV79P6spknYp7C1OQl7cp3UJDXFKzUwXtMkq4l+eYsS/oKMYhWakhwfQUKMWMbjGwfxLtsAGztBRtlqnXl0bT8ALoXLYq8S/LG5hRWqQqVJin2Vr3yQ+P+Xj5q/Pnr0KNOnT6dYMcEwFylShF9++YWDBw9+UHr65EQwZC+r0yfGIbc3XZL4GqvKNci4eR702ffYNP8KzZFdkJFuEj88PBwnZxfMzATDI5PJULl6oI7Ou+EWH6fmQshR/KvWAuDliyfY2TuycNZYRg/tztxpPxIVkf3CyR2cMCQliPVIiEXu8DY9apJ+45xoFlLZsjsph3fkqoeZowpdQrxIb11cDGZOLqJ4abcvk/HwDh4/L8fj5+VYlSxP4gGhc2ru5IIuNib7/tho5PZOkLWkQR0TiaOTSpRXzq4eqKMj3pJXMVwKOULlKrWM19LTNEwc2YPxw7uxe/Mq9DpBx/DwcFwc7TE3MzOm7+HiRGSM2IhrtTqmrdjIT32/NC6Nec2Tl+E42isZM38V3X6ayg+zl/EqMruRFh4ejovSBvOs5aIymQwPByXhCeKO3qPoOCzMzRi0/m86Lt7BmO3HiE0xnZGLSUrl8O0n1ClV1HgtMlmDi60V5vIcMuwUhCeJ738Sm4SlmZyhe87R5Y9jjD90mbis5a5l3Bw48TiC5PRMMnV6/nkQRnhiqvHeWHUEDk5v1FsXD2LfUhYJcTFcOnuESlXqmISlp2k4dXg3/kHZs6eOShmJKQb0hux4cckGHJWmJsLJTkZsUnbdi03U42QnOO+X0XrKFTPHykKoSpWLm+NsL6SRER0Duuw6nhYegbWnuAGVfCcUVb26mNnaIjM3x7VpE6wLZS99lius8d+8Af+tf1C0fz9jfQWhvO0cXEX55KDyJCHWtOPwoVi6u5OpVov0SI+MwNJDrEdK6F2c69QR9DAzw6VxI6w8PY3hfmPH8HTBQvSpqXwIiqKeaJ5l2x3Ns1covDzfGfaapLhwlPauyHPklb2TJ4mx4oGgxLhw7J0LG/93UBUmMSs/i1dogFeJIBb/WIvFP9Xi2d1z1G45BBDKwtFZbD9cXN2JeYutjYtTc+7McQKDagDg41ucFm06MvDrjnzToz37/9xK72+GGeMLMlxykfE2G6Xm/Jlj+Fc1bfSdPHIA/8AaODhm2+pIdSwqJ0eRnXJ3UREZHSO6V6vVMnPJar7v3wu5Wd5uVZOWxr7DJ6gVlD0AlqCOwM7RtN7Gq/NXb+OiX7FwTFumDayBtUJJcKMub5fh/GEyFo1ty/RBNbBSKAlqmC1Dn5wg9kkJasze4vesA2oLnbYsv2fmWgh9ShJ2X3yD47cTsOs8EHkOnxYeHo79G3bQycWDuJi8dUiIi+HqucNUCBTsYGxMOM6u2e+Cyq0QCfEx6HTCoI+ZgzP6pHhTPRxV5IV1YG3SroUY9TB/rUfH/jgOmIj9l4NEg8lmTi7oEuNEMrS5+e+bl0h/cJtCM1ZTaPoqrEtVIGHf5jyfQ6R3AZf3v/V+Ozs7YZbj3XNzdTF59wAiIqP4evBI2nbtja2NDW2aCwNMJYv7EnLhEimpqWi1Wk6cDiEiRxshIi4BFwc7cRvByYGI2AQTGS+j4+g8dQVfTl/FluPZq+EydTomb9jH2K4tkOdy4MunsLU5uRGynXLBbTAzy15imxwfjo2dWIbSyZPkePH9yfFh2Dll+1M758ImcQBSk6J5fOMQ3mXqmYRJSOTGB3UmX4/6xMXF4ecn3rdVvHhxwsLePjOVnp5OYmKi6JeRkZG/h7CwxLJsFdKvZy+ZsaxcE31iLNpn9/KXVh6kpqYw++fvaNn+K3xLlAFAr9Nx5+Zl2nXqzbT566jgH8yCmWM+XIiFJZblq4qW/lj510KfEIv26cfpYeHli7mnFxETviVifH/S79/CsVPfj0ozLzSpycybMpLm7btRrISw58HR2YV5a/Yzcfbv/DB5EffvXOOvP3Nf8poXq3bso15QZYoV9jQJ0+n1XL59jz7tm7N+xhiqVSzL6Pmr8v3sOr2B849eMa5NbbYMaI+bvS1T95wRxUlOy2DIxoP0rFWRcoXzv4Rba9Bz4UU0YxpU4o8u9XC1VTD9mDAT3apMUWp4u9Fvxxn67ThNUSdbzOQfvjxDk5rMgmnD+KxtD3yKlxWFaTMzWfbrj5SrXI2Aag3ySOHDuRCq5e5zHYPaKxjUTkF0vME4S/k+RO7eQ9yZECqtXUXFtavQPH2GIavjlhEdw/mGTbna+Stuft0fh0B/ivTo9sl1+BRE7d1L/NmzlFuxnHIrVqB59tyoh1ubNqRHRJB46dI7UvnvJvz5LWLCHjBg+kkGTj+Fd+lqHNw04YPSSk1N4ZfJP9Hm8y74lSgNQGREGOdDTrJwxWaW/76TFm06Mnfmh6X/Wsasyd/T6vOu+GXZ89cYDAaOH95HvSYt87j77azZsos61arg41U4zziZmVom/LqYoMrlqVutygfJeRtOroUZPHU3Py08iVabyZ1L/xSIjEFTdvPjgpPoPkaGhSWW5YNIu3Iq+5qZGRa+ZUg9vpf4pZPIfHgLu47ffvCzalKTWTpjCI3b9MS7eLkPTuetWFhiVSGYtMs59JDLsfAtTerxPcQvmUjGg1vYd86/HpZF/bAoVJSw0X0JG92XtHs3cerS7xM+/Lv5VOVd0O+3h7sbqxbOZse6lWRmZnLqrLAy7LOG9akaUJnho8YzbNR4ihQqZOyc5ocyRT05OGMYm8f0Y27/jmw/dZmDl24DsHzfCRpWLo2vZ/7bBfklIz2V0Ev7qVizQ8HJSEvm79++pXK9Prh6VSgwOf8GBuT/tb//NT5Io549e9K+fXsyMzN58uSJKCwiIgJHR8e33j99+nQcHBxEv/nz5yNX2kOOkR25vRP6xNyXG1iWCUAXHY4+JnsU2ty7JJYlK2I/cAr2A4W9GvZ9x2KWteTF09OTuNjsUUiDwYA6OgKVq7tJ+prUFGZOHEZAcG2at/3SeF3l6oF3sZLGQ3tq1W/G00f30GYtZ9MnxCGzcxDr4eCMPiF3PazKBqKLDkOXY3TVwqcUFqUq4ThkGo5DhL2WDv0nYOYhLEHQxasxc3AUzcqYObmgixOP2NlUrUP6g1sYNKlgMJB64QRWWU5VGxeDmXP2SKiZsyv6HKOlKhd34uPUoryKjY5A9cZSnNd59evEofgH1+GzNl2z9bCwxD5rlF9p50DtRq24f+caIJRFTHwi2qwGtsFgICImDncX8Uj2lTsP2HbwOG0HjaHfxF9J0aTRdtAY4hKTcFc5U9LHy3hoT7Pawdx78gKtVpctIzkVbVZvxmAwEJGQjKeDUiTD00FJ1WKeuNvbIpPJaFGpODdeZi+3TUnPYMC6v6hX2pvuNSuK7nVXKohJSUerzyEjSYOnnXiZpIedDVWKuOCmVCCTyWheugg3I+IAYXDmm2ql+ePLevzWsQ6+znb4quyM9zqrPEiIe6PexkTgnFtZaFKYO3kQlYPq0bSNeD+iVpvJstk/4eDkSpc+3+PmYE5lX+EAnpJeZtjbysjZh3VSyohPNu0JxiUZcLbLrnvO9nLikrKnNA9eyGD2Fg0LdmiIjNMTmXWIj6WrC+Rw5NaeHqSFm84iPVuynCtfdOH6Vz1JffyY1IePBL0zM8mMFfJMm5hIxM4/cQj0N97n6elJUkK0KJ8S1OE4OJsORHwoGZGRWKhUIj2s3D3IiDDV48WKldzo+hW3+vQh9clj4yE9DlWq4FynLgF7/iRgz58AVN68CdtSJU3SyAvN83AU3tkdF4V3YTQvwt8Z9ho7J0+SE6PR58grYWRcfACWMIKePcuZoH6FfVZ+3j63G+9S1bC2sUcml1O+Wjue3xMacZ6ensTHiu1HTHQkLrna2lSmjv+OqsG1aNUuez/s+ZATFPXxxVkl2Kn6jZtz785NMjMzc8iIyUVG7jZqxoThBFarTYu2XUzCQ29dJTMjg0r+waLr7ipn1HHxIjsVGaPG3VU8i3Tt9l12HPiHDv2GM2D0z6RoNHToN5y4BGF5o1arZfzsRaicHBnaRzwA4qDyICnetN46qj6s3lpZ21KxWjOuhWQvkctVRuzHyagQ3IzrZ7NlyJUOYp/koEKXl98rV1XwezkOptPHq9GFPzce2pN2/SzmnkVBLrxrnp6eJL5hB+NiInByMdUhTZPCoikDqFS1Hg1bZR9O4+ziSWwOmeqoMBwcs2c7dQmxyO0cTfWIF5+LYNSjfFV0Ua9EBw3pEmLRhj83HtqTdi0Ec09vox66uBjMcqwCgqyVQm/67+B6pN27afTfKeeOY1WyfK7P8SYFXd7/1vsdGxuHLse7FxUdY/Lu5UShUFC/Tk0OHxc69zKZjJ5fdmLF/F9ZNGsa3kWL4JPj8CwPJwdiEpLEbYS4BDycHUTpKhVW2CkEX+nuZM9nVctz9aGwvPryg2dsPn6RZqPn0+vX30hJS6fZ6PnEJglLkD+FrX3NvSt/4+JZAhdP8aFTSkdPUpPEMpLjwlE6er4RrxBJcdl1NSn2lShORloyB1Z/jU+5hlSs0yvPfJaQeJN8dyZ79OiBm5sbDg4OtGnThtQ3lmnt2LGDypUrvzWNUaNGkZCQIPoNGTIEbcQLLCsIe+gsSvujT4pHHxedaxqWlWqKDrABSP3zNxIWjiFx8VgSF48FIHHlFHSRwjp+lUpFMb9SnD7+NwAXQo7h7OKGRyHxvq00TSq/TBxGxYBqtOvUWxRWKbA6seooYtVCZ+P6pRAKFfExrtk3pCahC3+OVUWhUWJZJgB9Ylyeelj51xLNSgIk71pN/PyfiF8wmvgFwqE6CcsmoYsQ9ivqkxPJfPEEmyq1AbCuFIwuXm08pfU1OnUUViXKGxu+1uUCyMza85geeg2LIsUwdxMMmm2tJqReyc5Pe0dnfPxKEZKVV5dCjuKkcsPd0zSvfp00lAoB1WnTsY8oLDE+1tjJzszM4PLZY3gXKwUIZVHax4u/Twl7ZI+ev4qbyhEvD/HelBWTvuPPRVPZvWgqKyZ+h63Cmt2LpuJkb0eNyuWIio0jKjYegJBrt/Ap7IG5uZlRRhlPF/ZfF07/PHz7Ce72thRViR1Fk/K+3H4VQ3LWgTinH7yglIfQqU1Nz2TAur+pUcKLfvXEB3MAONtYUdrNgQNZexyPPAzHTWmNl6O4w9q4RCFuR8aTnC44yjNPIynhKjxHulZnPIwnTpPO2ksP6BGQffiOvaMz3r6lOXtC2G94+eyRrLIoKpKRpkll3uRBlPevQasvxAcI6HRals8eha3Snh4DxiKTyYhK0HLtsbBf5eiVTF5G6wnM2t9Yyc+MhBQDMQkG3uTGIy3liplhZyP0PGuUt+DqA6Gczc1AIWwFxdYaGgZYcPSKoFty6F3cWwr7Bl0aNyI9Moq0F+I9uDJLS8zthY60uaMjXn168WKNcOiThbMTsqz3TGZhgUujBiSHZs/eq1QqPL3LcuPsHgDuXD6IvZM7KndvEx0+lMy4OFLu3cO1WTNBZsMGZERFkvZSvFdIZmmJmV2WHg4OFOnRk1fr1gPwYNw4LrdsyZXWbbjSWjgI4lrnLqTcu//ezxG+6yDuLRtg5S40rLz7dSFs6/53hr3G1l6Fu1c5bl8Q8ure1YPYObobT2J9TSn/pjy8cZTkhGgMBgPXTm6iTBVhz5qDixfP7p1DpxXK99HNY7gUEjrEgq0tycljhwA4d+Y4KhdXPAuJ95ZqNKlMnTCSyoFBfN5ZfIiRu0ch7oXeRKMRfMzlCyF4FvYynsSoUqnw8SvF6WPCtopsey6WkaZJZcbEEVQKqEb7Trk3kI4d2kudhs2RvzFr4eToQElfHw6dEGz08bMXcVU5U8RT3GheMm0cO1bMY/uKuSyZNg5bhYLtK+bi5GCPVqdjwuzF2Ctt+WFAb9E+QwClvYpCPmW5HrIXgNsXD+W73qojn6HTCrZFq83gzqXDeHiVEsnwzCnj0ieQcVksQxf+DKuK1QGwLBuILjEOfazpHngA68Ba4tk8IOPBTeGcBDtHIY2SFYVB1qzloyqVCq9iZbhwUqjLV88dxtHZHbdc7OCiKQMo51+DZh3EM3ll/Wvy/HEoEa+EQfCTB7cQWDN7j6whJQlt+DOsKmXpUa4KusTYPPVQBNYx1eP+Dcze1CM6Ww99ciIZLx5jk7XNQOFfDV28Gu0by7O1MZFYl6oAWR1dRflAMt843yEvCrq8/633u4RfMf45dhKAkyHncHVxpnAhcQfpVVh4jnZGJqfPXsDPR9AzIyODpKxTshMSEtm0fTedPm9rvNfZ3pbSXp7sP38DgMNXQnF3tKeom3hQOzohCX3WHpCUtHRO3rhPaS9h0Oq373rx17Sh/DVtKL991wtbayv+mjYUZztb4NPY2tfcOLOdijVMZyUVShUuhcvy4Kog48nNg9g6uOPgIpbhW6EJz+4cJTVJkHHn3Gb8Kgk+OTM9hQOr++JVsjYBDT98RYBEwbB48WJ8fHywtrYmODiYCxcuvPsmYPPmzchkMtq2bVugz5fv01x/++23t4ZPmDDhncsIrKyssLKyMrmecOAPbFt1x7rGZxgy0kjZK5zgaNPiKzLv3yDzgfDCy53dMXcvQvKW/C8T6z3gJ5bP/5k9235HYWNLvyFCp3PlwqkEBNUmMLgOf+/dwuMHd0hPT+Pi2eMABNdsQNuOvbC2VtB7wI/MmjwSDAYUNkoGff+zSEby/g0o2/REUas5hnQNyXuExrBty25k3L9BZtZBO3KVO+buXiTeXpBvPeK3rsTpywHYNW4rfBrkD+F4e8fO35B26xJpty6TfOog5u6FcfthFui16BLjid8qLAM1pKcRv3k5zl9/h0xuRmb4C+I2LhbJ6PntKFYumMTe7b+hUNjy9RDhYKXVC6fgH1SHgOA6HNq7mScPbpORruHyuWMAVK3RkNYde3M/9Do7/1iOXC5Hp9NRtmIVWnXMbsz91PdL4QTX3X9ja2PNuP7CCPLU5eupHViROlUqvTUPFNZW/NjnS0b8shiDwYDSRsGUIeIO7bjWtRi36wSrTl5FaSV8GgRg4u6T1CvlTb0y3ng6KulTtzLdV+5BLpPhZm/D+DZCR33j2VvcehmFJiOTo3eEBkjjcr70rZc9Iza6QSUm/nOV3y7dx9bSnAmNhE7n5MNXqevrQV1fTzztbOhdpSS9t50S9n4orRnToDIAyRmZ9NtxBrlMht5goEtlX+r4imdXun87htULJnBg+xqsbWzpPXgiAGsXT6Zy1bpUDqrL4X1/8OTBbdLTNFw5JxynX6VGI1p+8TUXTx/iyrmjFPEpwaQRwsxM8dKV+OqbUUYZW4+l8WUjaxpVsSQ9Q/g0yGs61bfi1hMtt5/qUCca+Pt8BkM+F2ZfH77SEXJbaHRYW8oY1E4hHB4hk3Hyega3nwqNqAeTplBqymS8+vZBl5LCvbHCkqYSk8ajPnaC2OMnMLdTUum3lRj0BmRyGa82bCL2hNCYsA/wx2fgtxj0emRmZsSfv8jzFeJlza26T2L3mlGc2r8cK2slbfsIM/t//jaWUpUbUNq/ARnpGhaO/gxdZgZpmmRmj6xLpeqtadRh5FvDXvNo2nRKTBhPkV490aWk8HCScJqi39gxxJ48RdzJk5grlZRbvgz0BpDLCN+8mbhT4kZnXpRfMgm3ZvWw8nAhaP9qtEkpHC/ThArLpxC59yhR+46iefKS+5MXUP3EJgBiT17g+YotAG8Ny0nTLydxYN0ozv69HCtrW5p3nw7AX+vHULxiA0pUaoijqxc1Ww5h469CnfEqGUTl2p0ACKjbFXXEI9ZMbYOZmTm29q407TLJmH6/Qd+zeO40dm1dj8LGlgHDhLq2dMEMqgTXompwLQ7s2c7D+6GkpaVxPkQo5+q16vN5p+4EVa/Dw/uh/DS8LxbmFlhZKxj6vXgZ3NcDf2DZvCns3rYOhY0t/YcKWw5WLJhOQHAtqgTX5q89W3l0/w7paWlcPCscvhFcsz7tOvUEIDUlmYtnT/DLovW5lscP3/Zm6oIVrNu+F1sbBaMHC1sFZixeRa2qAdQKMh1kysnR0+c4ce4Sfj5e9Boh+JsKpUsw8puexjhtek1ix4pRHN+zHCuFks/7CvV25+qxlPFvQJkAod7O/aEZWm0G6anJ/DK0HpVrtqZpxxE8unOes4fWI5eboddr8StbnfptxA3CNj0nsXPlKE7sFWS0/1qQsWv1WErnkDHvx2wZM4fVo3KN1jTpOILHd85z9p8sGTotvuWqU691tozkPetQtu+DTZ3m6NPTSN4lnKqrbNODjLvXyLgn+D0zlTtmHkXJuCU+PZTMDJL3rsf+q6Egkwmf5di6XBTly2/GsW7xOA7uXIW1Qkm3gcK7t2HpRCpWqUfFqvU4dmAjTx/eIiNdw7Wsz4r4V29Ms8/7Yq2w5atvJ7L8l2Ho9To8vYrTY9Ab/vvP37Fr3webui0xpGtI2pmlR9teZNy9ajxox8zFAzNPL9LXvdGoy8wgac86HLoPB0CfriFxq/iTX3F/LMe5+yDsm7bHkJZK7HrB9zp1/RbNjYuk3bxE8sm/sPAojMeY2Rh0OvSJccT+kX3SqfuYOZgp7ZFZK/CcuoL0+7eI/T27LVHQ5f1vvN/DB37DzHmL+WPbTmxsFPwwdCAAvy5YSvXgKtQMrsrVG7fYufeAsZ0RUKkC3ToLHa7klFRGjJ6ATCbDYDDQvnVzagSJl5iP69qC8b//yeq/T6O0tmJSD+EQm0nr91K3YknqVSrFkSuhbD15GXO5HK1eT+OAMrSpUZn35WNtLYA64jFRL0MpXWVFrjLqtJ/Esa2juHp0ORZWSup1FMr7xLaxeJdtgE+5BtirvKjSZDB/LhZW23n6BVGmmiDj5un1RL+4iTZDw5NbwnJm34qfEdCwf67y/i9g+B85zXXLli2MGDGCZcuWERwczLx582jatCn37t3DzS3vw8GePn3Kd999R+3atQv8GWUGg8F06uEjePHiBRMmTGDNmjXvjvwGcVMLdjTEacxSLt2LK7D0q5RyQj25YPc0qMav4NXQTu+O+BEUnr+Fc3dNN6B/SqqVdiD+6tF3R/wIHP0bkLb11wJL37rjdyQv/qHA0gdQDpzJ6Tu5n9j3qahV1pbhi5LfHfEjmDtIycny/u+O+BHUuXWVTWc+qTkT0aWmjJAqVQssfYAaly6y36LUuyN+BC0y77GmYF89ejeAGw9yn835VFQs4caV+7kvP/wUBJRUEX3n/UZ/PxTXskFsP5+PTcUfQIdgOdvOFayML6rJiRnf590RPwKXyas5cjOtwNJvWMGa6LEFu7TPdcpvvBjw+bsjfgReS3b8K+X9b7zfr+7fLLD0C5esgOZY/s5wyC+K+l3/FVs758+C83sAI9r83+yURYZe/k8/Qp64lwl8d6QsgoODqVq1KosWCd8V1ev1eHl5MXjwYH76KffP6el0OurUqUPv3r05deoU8fHx7N69+1M8eq588l2gsbGx/P777++OKCEhISEhISEhISEhIWFCRkYGly9fplGjRsZrcrmcRo0acfbs2Tzvmzx5Mm5ubvTpU7CDfK/J9zLXPXv2vDX8cdYhExISEhISEhISEhISEv82hlw+1fLfQnp6Ounp4k//5bYFMCYmBp1Oh7u7eJ++u7s7d+/ezTXt06dPs3r1aq5du/ZJn/lt5Lsz2bZtW+P687x484ABCQkJCQkJCQkJCQmJ/9+ZPn06kyZNEl2bMGECEydO/Kh0k5KS6NatGytXrsTFJe+Tjz81+e5Menp6smTJEtq0aZNr+LVr1wgMfP+1wBISEhISEhISEhISEv8/MGrUKEaMGCG6ltvBpC4uLpiZmREZKf5aQ2RkJB4epp/BevToEU+fPqVVq1bGa/qsT9eZm5tz7949/Pz8PoUKIvI9BxwYGMjly3lvan3XrKWEhISEhISEhISEhERBYUD2X/uzsrLC3t5e9MutM2lpaUlgYCBHjhwxXtPr9Rw5coTq1aubxC9dujQ3b97k2rVrxl/r1q2pX78+165dw8vLy+SeT0G+Zya///57UlLyPl2yePHiHDt27KMeSkJCQkJCQkJCQkJC4v9nRowYQY8ePahSpQpBQUHMmzePlJQUevUSTp/u3r07hQsXZvr06VhbW1O+fHnR/Y6OjgAm1z8l+e5Mvut7Jba2ttStW/eDH0hCQkJCQkJCQkJCQuL/dzp16kR0dDTjx48nIiKCypUr8/fffxsP5Xn+/Dly+X/2sKF8dyYlJCQkJCQkJCQkJCT+W/lvPs01vwwaNIhBgwblGnb8+PG33rt27dpP/0Bv8L+T0xISEhISEhISEhISEhL/GjKDdFqOhISEhISEhISEhMT/CGH3bvynHyFPCpWq+J9+hE/Kf9Uy17YD7hdo+ruXlOTXnfoCS/+79nK+GP6kwNIH2Da3GN3HhReojHU/e/Lg0bMClVHCz5udFwquLADaB8nZcKrgxkq+qi1j/t6CHYsZ2krGP9fT3x3xI2hcyYrI0LxPaP4UuJcJZN8VbYHKaBlgTsTdqwWWvkdpf/Zc0hVY+gCtq5ix5miBiqB3A9hvUapAZbTIvMfDRwVrC4v7FePKfXWBpR9QUsX9R88LLH2Akn5Fib5zoUBluJYNQn0rpEBlqMrXoNU3oQUqY+/yMvywTFNg6c/sr6DdoAcFlj7ArkUl+PKnlwUq448ZRbj7qGBllPYrwujVBeuXpvWxKlAZ0/pYMXheYoGlD7BwmD2D5iQUqIxFIxwKtJ0DQlvn/yIG6Zv3/xrSMlcJCQkJCQkJCQkJCQmJfCN1JiUkJCQkJCQkJCQkJCTyzX/VMlcJCQkJCQkJCQkJCYmPwYC0zPXfQpqZlJCQkJCQkJCQkJCQkMg3UmdSQkJCQkJCQkJCQkJCIt/ke5nry5cvsba2xsXFBYBTp06xbNkynj9/jre3NwMHDqR69eqf/EElJCQkJCQkJCQkJCTehUEmzZf9W+S7M/n5558zbtw4WrZsyZ9//kn79u1p2bIlNWvW5P79+9StW5edO3fSsmXLD3ogT1cLhvbwwM7WjNQ0PQvWRfAiPMMkXoWSCrq1dUVhJcNggMu3U1i3OwaDAbwLWdKvkxsOdubo9AYePE1jxZYoABJinnJ82yjSUuKwtLaj7hfTcHYvYZL+3YvbuX5iJQaDgUJ+wdRqMx65mQVJca84sW0UMWGh2DkX4fMhu3LVw8PFnEFfuhr1WLwpmpcRmSbxyhe3pmtLZ6ytZBiAK3dS2bgvjtdf/wwoq6B7a2fkchnP38gHd2cz+n3uiJ2NnNQ0PSt3JfAqyvTzCy6OZvRt74C3pwXRcTrGLYkxhtX2V9Ckuq3xf2d7M+Pfr169Yu6cWSQmJGBra8uwEd/h7e0jSjs09A5LFi8AQKfVUbZcOb7pPwALC8u3hgHERDxl2/JRpCTHYa2w44t+03AvIi6LuOhXbFsxirBnoTi7FmHIVNP8NhgMrJrei7Bnd5iwXHzMvjryKXvW/ERqchxWCjta95qOW2GxjPiYl+xZM4qIF6E4uhSh34TdovCrp7YT8tdKDAY9PqWr0azreMzMLbLvj37Kkc0/GetUw87TcfYwrVN3zm/n6jEhncLFq1Gn/XjMzCyIeHqVEzsnAaDXafEsFkDttmMxM7c03hsV/oz1i8eSnBSPwkZJtwE/4+lVXKxr1CvWLxnHyyd3UbkVZtSsbcYwvV7P7g1zCL1+Br1Oh28pfzr1HYt5Dj1ehIUzbf4yEpKSUNrYMGpIf4oVLWKix+s8HzZ+Kg8ePeXAH6uM10MuXmHJ2o3o9Hp8vYsyesg32NrYGMOjw5+xaeloUpLiUNgo6dx/Gh5v6BEb/YrNS8fw6mkozm6FGTljpyg8/Pl9dq2dRlKC8FmIZp2GUDGoMQAvw8KZNm8JCUlJ2NrYMGrotxQr6pWnDsPHTeHB4yfs/2NNDh0us/S31zp4MWrot2IdIp6yZZmgg7WNHZ2+mYrHG/U2NvoVW5aPJuxpKE6uhRkxPbvePrpzgVUzv8HV08d4bfCkTVhYWmffH/WU/b//hCY5DiuFkubdZ+BayLROXT+zjfMHhTpVtFQ1mnSZgJmZBQa9nqM7f+HJ7VPIzcxQ2DryWdcpOLl5A1B27hjcWzbAxqcIp6q0IfH63VzzyKtXB/y+7wtyOerj57g1aBIGrfadYSDYjzlzfiUxIRFbWxuGjxiZq/1YvHgRADqtlrLlytG//7dGG/G6nEaP+olHjx6yddsO0f3hYS9YOvdnkhITsLGxpf+wsXh5+4ri3Lp+ic2/LyUtTQPI8K9agy49vkUul3P9yjk2rV1qjJuQEIejozPT5681Xgt79dJoB21sbRk24nsTPe6G3mHJ4vkAaLU6ypYrb7R1bwt7zYuwCKYuWE58YjJKWwWjB/fD9y3v3tDx07n/+Bl/b1wOQKomjbEzF3Dv0RN0Or3xek5ehEXw86JVJCQmY2ujYOygr/EtWjhPGYMnzuT+42ccWr9EyIfIaMb8uhi9Xo9Wp8eniCc/9u+JvTLbf3i6WTC8ZyHslWakavTMWxtm4rcAKpayoUc7N6ythMbexZvJ/L4rCoMB3FUW/PRNYeRyGWZyeBGRwaIN2Z/DcnGQ0bG+BbbWMtIyYOuxDCLjcv80QtXSZtT3N0cGPAzTs+tUJno9VCllRq0K2c0fB1vx3ipPVwuGdHPHXmlGikbPwvWRvIjIox3S2sXovy/fSmH9HjUGAxQtZEm/jm44KM3Q6w08eJYmutdDZU7/jk5Z/tvAsm2xuftvJzP6f+GMTyELomK1jF4QZQyTyaBrcwcqlrRGrzeQlJr9ua2wVy+ZN+cXkhISsLFVMnTEDxQ1qbe3WWasm1rKlitP3/6DsLCwJDIyggVzZvL40UPcPTyYt2iFybOp7GV0qGOOrTWkZcD2k1qi4nMvi8CScupWNEMmk/E4XM+fZ7Tos6K6O8loVd0cpUL4/58cn2AqKBk5cXWU81UTa5QKGZp02HBIQ0Ss6afLnO1lfNVEQRFXM9SJen7ZmCIKr1bOgsZVLJHJZDx4IS5LV0c53T5TZMkwsP6ghgh17jK6NbWhiJsZ6gQ9MzYkv1fYv9HWkZDIi3x322/fvk25cuUAmD59OtOmTePPP/9kxowZ7Ny5kzlz5jB+/PgPfqBvv3Tn0OkEBk56ys5DsQzp7pFrvORUPbNXhzP452eMnPGcUsUU1A+2ByAj08CKrVEMmvyU4VOfYW0lp30TZwBO7ZpImaCOdPrubyrV/ZoT20abpJ0Y+5LL/yyg1Tcb6PTdQTTJakIvbAXAwsqWKk2G0qDzrLfq8U1HFw6fTWLo9Jf8eTSegV1cc9dDo2fu+iiG//KKH2eHUcrHmrpVlABYW8r4trMrM9dEMWTaS+ISxN+469XGgWOXUvlhfjT7T6fQt51DrjI06Xp2HE5i6bZ4k7BTVzWMWxJj/CUkZ8tYvHAen33WnBWrfuPzLzoyb86vJvcXK+bL3HmLWLhoGYuWLCc+Pp79+/a+Mwxg15qJBNXvyHez/qZuy6/ZtsK0LKwUtjTpMJTOA/LO79N//47KPfcOw4H1Ewio05GBUw9S47Ov2fPbKFMZ1krqtRtGu76m+sVFv+T47vn0+HEDA6cdIjkxhisnt4rinNg+gXLVOtL1p4ME1P+aI5tNZSSqX3Lh4HzaDdhA158OoUmK4c45IR1VodJ0GLqNTiN203nkHjTJsdwK+UN0/+YVk6nZqAMT5u+lcZterF8yzkSGtY2SVp0H0XPoDJOws0d38vJJKD/+spWxc/9EJpNx/MAGUZxfl66mdZMG/LFkDl+2b8X0BctyyVGBrXsOUNjDXXQtVZPGL4tWMHXUCDYtnYuLsyO/bxV3/revmki1hh0YNfcA9Vv3YfMy0zK3VtjyWcfBdB000yQsI13DmtmD+azjYH6cvZfvZ+3Gt3Rgtg5LVtGqaUM2Lp3Hl+1bM33+UpM0cupQKBcdZi5cwZTRI/lj2TxcnJ1Yt0Xcmd2xehLB9b/gx9l/Ub9lH7YsH5O7Dl8M4cuBuddbV08fRkzfZfzl7EgCHNw4nsq1OtJv0kGCm/TlwLqfTNKIj3nB6b3z+XLkRvpN/ofUxBiunxLq1IMbR3n16Aq9xv5J77F78S5VnRN/zjHeG7HjIGfrfUnq07y/R6fwKULJiUM5W78rx0s3xsrNhaJ9O74z7DWLFi7gs8+asXLVajp80ZG5c2abyChWzJd58xawaNESFi9ZRkJ8Avv27RPF2b1rJ56enrk+46rFv9CwaRvmLt9C6w5fsWzeFJM4tko7Bv8wmV+X/MG0eWt4EHqTU0f/AqBSQDVmLPjd+CvmW5Ka9ZqI7l+8cD5NP2vO8lVr6fBFJ+bNMS1Tn2K+zJm3mAWLlrNoyQoScti6t4W9ZtbSNbRuUp/NS2bRtV1Lpi00bbi/Zsuev03ePXNzM7q2a8G8Sab15DW/LP+dNo3qsWXRDL5q15wpi1blGXfz3kMU9nATXXNxdmTZlNH8PnsyG+dNwcXJkdVbdoviDOzqycFT8fQf/5jtB9UM61ko1/STU3XMXPWKgZMeM2zqE8r4KWhQTfBf6gQtP856xtApTxg0+Qmx8Vq+bJntP9vXseB8qI5Zm9M5fi2TjvUtc5XhZCejaVULluxO55dN6dgpZASXEQZLL93TMW97uvGXpBF3Tr7t7MahMwkMnPyMXf/EMbibe24ihHbIb+EMmfqc7355QWlfBfWC7ADIzDSwcmsUg6c8Y/j051hZiptbfdo7cvRCCiNnR7L3RBL9v3DOVYYmTc+2gwks2hRrEhZYxpqS3laMmh/JT/OjuP0o+7uMSxbOpelnLVi6ah3tv+jE/Dmm9rRYMT9+nbeEeYtWsGDJKuLj4zmwbw8ANjY2dO3ei5E/mNro17Stac7FezrmbM/k5A0dHerkPj/hpITGAeas2J/J7G0ZKK0hqLSQHxZm0K2RBf9c1jJvRybzd2byNFJf4DJy0rmhNSG3Mvn59xQOX0rnqya59DiBtHQD+0LS+f0v0++dquxltKxuxbxtqUxem4ydjXiAonMjBWduZDD5t2T+uZhOt6Z5yMiAvWfSWHsgNV9h/0ZbR0IiL/LdmTQ3NycpKQmAJ0+e0KxZM1F4s2bNuHfv3gc9jIPSjOJFrTh+QfiQ7Nmrybg4muPhajoy8uRlOpFqwSBkag08eZmOm0qIFx6dybNXwiii3gAPnqXh5myOWq0m5tUtilduBUCx8k1ISYggIeaZOO1bBylapgE2dq7IZDLKBHXi0fUDAFjbOOLhE4i5pQ15Ya+U4+tlxcnLwqjRueupuDia4eFiagSfvsogSq016vH0VQauzkK8ymUUPH2ZTliUoOfBM9kf2LWzlVOskAUh1wWjdvF2Gs4OZrg5m/EmKRoD959nkp7x9g/b+haxwN5WqBLx8XE8ePCA+g0aAlCzZm2iY6IJC3slusfa2hpzc+F5tVotGRkZyLI+FPu2MLVazasnt6hcUyiL8lWbkBAbQUykuCxslI74lArE0ir3/I58+YA7lw9Tt2VfkzC1Wk3Y01tUqNYagDKBTUmMjSD2DRkKpSNFSwRiYWlq3EMvH6Rk5QYoHYS6EFi3M7cv7DeGpyapiXp5i5IBggzfik1JzqVOPbpxEJ+yDbCxF9IpV70zD64K6VhYKjAzE+quTpeJNjMNcpxClpSg5vnjO1St3QKAysGNiYuJIDpC/EF1W6UDfqUDsLQy1ePVs/uUqlANc3MLZDIZZf1rceFkdqM9Lj6Bew+f0LheLQDqVg8iKkbNy/AIk7SePH/JqfOX6dq+tej6+SvXKOHrg3cRYbajXbPGHDl1VqTHiye3CawllHnFoCbEqyOIiTAtc9/SgVham+px5cx+vItXNHYg5XIzlPZCI0ytVnPv4WMa16st6FAjmOg8dXjB6XMX6fr523Vo26wJR05lf/A9OUHNy8e3CMjSoUJQE+LV4bnqUKxUYK5l8S5SEtVEPL9FuSDh2Ur5NyUpLoK4KLGMe1cOUrxidt2sXKcLdy4JZSqTgU6bgTYzHYPBQHpaMnZO2QNzsacvkfYq8q3P4dm+KZH7jpIeKaxkeLZiE4U6tXxnGAhl8eDBAxoY7UctomNiCAsLE8l400akZ6QbbQTAs2dPOXv2LF90FHdUX8t48uAuteo3BSCoRn3UMVFEhIk7yMX8SuHuIZSnpaUV3r4liI4KN0kvVh3NrRuXqF3/M+M1wQ7ep36DRgDUqFmbmPeyg+lvsYNiHePiE7j76AlN6tYEoF71qkTFxPIy3LR8Hj9/yakLl/mqvXjlj6WFBYEVy6G0zd1OxiYkcvfRU5rWFbag1K9WhSh1XjJecfLCFbq1a2Eiw8pK6LjpdHrS0sV6ONiZUcLbmmPnhY+0h1xJwsXJAs9c/PfjF+lExmT778cv0oz+W6s1kJEp+Cq5DKyt5Lz2XLbWUMRVztX7wqDnzcd6HJUyVPampzZW9DXjzlMdyVnt/nN3tFQubuofvdxkKBU59FCa4VfUihMXhXbO2WvJuDiZ4+GSVzsk23+btEPCstshD59nz0za28opVtiS01eFTsGFWxpUjma4q3L33/eeZZCeaeq/DYC5OViYC8+vsMr23w8f3KdeA2HFRo2adYiJiSL8jXpr9RYfbWdnT9lyFbCyFg90vcbWGgq7yLj2UOj43Xqqx8FWhrOdadzyxcwIfa43lsX5u3oq+gq6VvKT8yJaz7NIQT+DAVLSCl7Ga5QKGV5uZlwMFerjtYdanOxkuDiY1qnUdHgcpiNda1oWlUtYcPOxlqRUIez0zewOq1Iho6h7DhkPtDjZyXFxNG2Cp6YZeBymM74D7xOWkljwbZ3/ixiQ/df+/tfId2eybt26bNq0CQB/f3+OHz8uCj927BiFC+e+dOY16enpJCYmin7p6em4OJkTl6hDn2PmPzpOi6vT21fjOtqbUcNfycWbySZhVpYyGtdw4PyNFMLDw7Gxc0VuJqQnk8lQOnqSnCBuWCTHh2PnlD2iaudUmOR408ZHXrg4mhOfqBXpEROnw8XxHXrYmVGtkg2X7wgOxsXJnOi47KUSUbHC33I5qBzkxCfrRTLUCTpUDqbO6H2pG2DDmazOaUx0NM7OzpiZCenJZDJcXd2IjooyuS8yMoJBA/vzZecO2NrY0rxFq3eGhYeHY+foilmOsnBUeZIQ8/75rNNmsnP1eNr1moRcbqp3eHg4SgdxeTs4e5IQ+/4yEmPDcFBl1wVHl8Ki+5MTwrG1F8uwc/QkKe7NOhX21jqVGPuSLbPbsGZCdSyt7Shfo4sxLE4dib2jiyivnF08ic1HXnn5luXm5eNoUpPRaTO5cvYQsdHZDfuoGDUqJ0fMc5S3m6uKyGi1KB2tVsvMxSv57ts+yOVi8xEZrcbd1cX4v4ebK+q4OLQ6oeEXr47A/s0yd/EkLh96RL56hLmFJatmDmD2T+35Y8kokhOFEfvw8PBcdHAhKjpGlIZWq2XWohWMHNDXRIeo6Bjc3XLo4P6GDrER2DuJdXBSFSJe/f46AMRGvWDemM+ZP64jIf9sEoUlxYWjfKNO2Tt5khgr7oglxoVj75xtax1UhUnMqpvFKzTAq0QQi3+sxeKfavHs7jlqtxySr2dUFPVE8yy78al59gqFl+c7w0AoC2dnJ5H9cHN1fYv9+JYunTtia2NLixZCR0mr1bJgwXwGDR5iUk6vZTg6i98LF1d3YqJNBw9eEx+n5vyZY/hXrWkSdvLIAfwDa+DgmD1DlF87OHjgN3Tt/Dk2udjBPMPUsSb11t1FRWQu9XbmktV8378XcrP8ue6omFhccpEREWP6fs9Y9hs/9u+BWS55npmppcfI8TTvNZgX4VF83amtMczFyYLYBLHfi47NxNX57cvkHO3NqBlgL/Lf5mYwf2wxNs4uSSE3C/7YEy3EVcpISjUYly4CxCUbcFSaNs4clTLikrMjxiblHi+otDlX7mf7WVUu7ZCYWK1xkDdPPezMqO6v5NKtFJMwK0sZjapnrxxSOZoRnySWoY7XoXpHG+FNroSmEfo4nSVjPVkyxpPyflbC80ZH45SPejt0YF+6dW6HjY0tzVq0NomTGw62pmURn5JHWdjKiM9RFvE5yszNSYZWB90bmzOorYVxSWtBy3iNk52MxBS9uE4lGXC2y9875mQnJzYpu0BjE/U5wkxlxCbpcbb7NJ2KxNiCb+tISLyNfHcmZ8yYwcqVK+nRowe1atVizJgxdOvWjWnTptGjRw8GDRrE6NF5L4sAYXmsg4OD6Dd9+vQPUkBhLWfMt4XZ9U8sj56ni8LMzeC7Pp5cC03h/HXTjuZ/EworGT9+7c6fRxN4/MJ0b0ZBY2kho1oFa05cNl2+8S7c3T1YtHgZ6zduITMzg5CQ0+8V9rEc2bWYclUa41bY75Ol+Z/C3rkInUb+Sa8Jp9BrM3h8859Pmn61em0oU6km8yf2Zt7E3rh5eufaAX8Xv23ZSZ3qVfHxevuAUUGh1+m4f/McX3w9gRHTd+Dg5MaO1ZPzlcbazTuoUz3oP6ZDYZ+yjFl4jGFTd9Bj2ALOHtnC9XN/fVIZ4c9vERP2gAHTTzJw+im8S1fj4KYJn1TGp0KwEUvZsHETmZmZhIScAeCPjRuoUaMmRYsW/SRyUlNTmDX5e1p93hW/EmVEYQaDgeOH91GvyYft9QdBj4WLl7Nu41YyMzM5+4YdzCvsfVmzZRd1qlUp0Hq7euuf1AsOxKdI7stTLSzM+X32ZPatno93YQ92/3P8o+QprOWMH+jFjkNqHubYU6jVwdApT+j2/X1eRmTwWR3Hj5KTFxbmUKm4GRfu6t4d+S0orOWM7l+I3Yfjcm+H9Pbk2l3TpYkfi29hC7zcLRg0LZyB08K59Sj93Te9gbu7B/MXr2Ttxu1oMzM4G3Lqkz/n25DLwK+QnN1ntCzanUliqoE2NT7tJ9BzkyEhIfHpyHdnskyZMpw/f56MjAxmzpxJSkoKGzduZOLEiTx8+JDNmzfTs2fPt6YxatQoEhISSEhIIDU1Fa1Wy/jx46lY2gYnezNyDoi6vjE7lxNrKxkTBhXmwvVk9hyNF4WZyeG7PoWIS9Cxapswqunp6UlqUjR6nZCewWAgOT4cpYN4P47S0ZOkuOxZgKS4Vygdc9+z85qyWe2dWd8VokJJBY725iI9XJzMiInPW48x33hw8VYq+05kL2WNeWNWtnkdYU/opP4ulPOzwlEpF8lQOZihTvgwpxhU3ppXUVrCooVndHF1JTY2Fl3WjIzBYCA6OgpXN7c801AoFNSuW4/jx46+M8zT05Ok+Gh0OcoiXh2Og8vb8zknT+5e4uw/G/hleEOW/dyVdE0yvwxvaJyp8vT0JDlBXN4JseE4OL+/DHvnQiSos+tCfMwr0f1KB09SEsUykuLDsXN6s04Veq86ZWFlS/HKzbl/JXtPlZPKncT4GFFexcaE45yPvJLJZLToOICfZm5l5JT1eBTxxdMruxPu5qJCHRdvnIEzGAxERatxd1WJ0rl+K5Sd+w/Rse8QBo2eRIpGQ8e+Q4hPSMTdVTybEhEVjcrJyTgb4qjyIPHNMo8Jxykfeji6eFK8XBAOzu7CUpxarXj28AYglLepDjG45ZgtBbh2+w479x+kU99BDB41kZRUDZ36DiI+IRE3Vxcio3LoEPmGDs4eJMaJdYhTh+Goen8drG2UKGzsjHniX705T+5dNobbOXmS/EadEmYhxQ18YbYye3YwQf0K+6y6efvcbrxLVcPaxh6ZXE75au14fu/8ez8jgOZ5OArv7I6Lwrswmhfh7wwDoSxiY+NE9iMqOvqd9qNO3bocP3YMgFu3brJ3zx569ezO9999R2pqKr16dichId4oIz5W/F7EREfi4mq6z16TmsKMCcMJrFabFm27mISH3rpKZkYGlfyDRdc/1A7WeYsdfDPMXeVsUm8jY8Sz/ADXbt9lx4F/6NBvOANG/0yKRkOHfsOJS0jkXbi5OBOTiwwPF/H7fe3OPbYdOEL7/t/Rf8w0UjRptO//nYkMCwtzWjSoTaaFLQ5+lQCoXMYWZwex33N1tiA61vTgORCWZE4a4sW560n8edh0PyAIncq4RC1dWwl7JksUMcPORoY8x4SOk1I8I/Wa+GQDTjlmsJztTONV9DMjMtZAEVfhoef8VJRKpUzbIS7O5kTH5u2/xw8oxIUbubdDRvb2JC5By6OsZa7ThrhRvrg1jnZiGSpHM9R5tBHyonaALbcfpZOaZsBggJOXhVlRF1dX4j6g3taqW5+Tx47kGcdeaYNPESGN4oXlJmXx5uzga96cTXTMUWbxyfA4XE9iVl87PQPKFJUXuAyAH7vaUqqoOfa2cnGdspOJZhnfh7gkvWg2s1o5YUb+p6+UlPI2leFsJyc26dN0au2dC76t838Rg0z+X/v7X+ODNPLz82PTpk0kJCQQHh7Oq1evSElJ4cyZM7Rt2/ad91tZWWFvb4+9vT0KhQIzMzPkcjm7/onj8Yt06gUJnabq/krU8Voiok2dkdCRLMKV2yls+1vsiORyYUYyOVXHkj+y94SoVCpcCpXl4TWhof7k1iFsHdxxcPEW3V+sfBOehx4lNSkag8FA6IUt+FVs/lad7mRtX/v+1zD+PJrAk5fp1AkUDtKpVskGdYKOiBhTR2FtKXQkr93VsPOfeFHYtbsaihWxopCbYJRUDkLHctySGPafSuFpeCY1Kglr36uWsyYuUUdU7Id1JusG2HDiSvbIqaOjE37Fi3PsqOBYzpw5hYvKhUKFxKPiYWGv0Gad4JiZmcm5kBCKFfN9Z5hKpaKQT1munRHK4tbFQzg4u+PiLi6Lt/HNuA38OO8oP849Qv9xG7FSKPlx7hHjHjqVSoVn0bLcPCccKBB6+SD2Tu4450NGmcAm3L92lOQEoS5cPrGZckHZdcHGToVr4bLcvyLIeHzjIMpc6pRvxSY8vXOU1EQhndtnN1OispBOQswzdDqhjuu0GTy+dRhVoVLGe+0cVBQpVoaLp4T9C9fO/4Ojyh1Xj/efscnMSCc1WWgQJifG8c/uNTRq3csY7uToQElfH/45LsyYnDh7AVeVM0U8xQ3zRdMnsG3lArauXMCiaROwVSjYunIBjg72BAdU4v7jpzx7KXRwdv31Dw1qZX8myM5BRRGfslw+LZT5jQuHcHD2wMXj/cujcrWmvHh0i7RUYaVB6LWTFCoq5JVKpaKknw//HBdG1k+EnMdVpcpFh0lsXbWILSsXsXD6RGxtFGxZuUjQwb8S9x8/Meqw+69DNKidrYPSQUXhYmW5kqXDzQuHcMynDolx0eiz1relaVK4c/UEhbyzZ8ps7VW4e5Xj9gWhTt27ehA7R3fjSayvKeXflIc3suvmtZObKFNF2Ofm4OLFs3vn0GmFVtOjm8dwKVTyvZ8RIHzXQdxbNsDKXejUePfrQtjW/e8MA6Esihf346jRfpzOsh/iDnFYWJjIRpwNCcGnWDEAZs6azdrf1/Hb2nXM+vVXbGxs+G3tOhwcHI0yfPxKcfrYQQAuhBzD2cUNj0LiU1DTNKnMmDiCSgHVaN+pF7lx7NBe6jRsjtxMPFufbQcPAxDynnbwbMgZox5vC4Psd+/QCWFG9vjZi1nvnvjQlyXTxrFjxTy2r5jLkmnjsFUo2L5iLk4O9rnqlBNnB3tK+Xpz8ISwh/nYuUu45SJj6ZTR7Fr+KzuX/cqyqaOxVVizc9mvODnYEx4VQ1q6MPOl1+s5GnKRZw/ukvDoOgA7Dqp59DyN+sHCcs4aAXbExGcSnof/njjEiyu3U9h6QLzU1tXZHCsLodUty9ozGXJV2L94/JqWVzF6/EsK5VTBV05CsgF1ommj/OZjHWV9zIynd1Yra871h2L/GFTajIt3tVzJ2oM5YsZzdh2O4/HLdOpWFQZ8qlfOaofE5KKHpYzxAwpz9U4q2w/GicLkWR3J5BQdSzZFcfyCoMPoBVHsPZHE07BMavkLe1yDyiuITdARqc6f/46K1VLOz4rX1TagjKCsUG9LcPyosMIl5MxJVCpXPN+ot+EmPvoM3sXEpyHnJDE5lacvhaWyJ2/oCFMbqFxcaEaW95GTkGIgNsn0vltPdZQpKjeWRXBpOTceZ+17faKjiKsMq6zV0HoDPAjTF7gMgF82pnD4UgYvo3VULSMEVi5uTnyygZiE/HX0rj3IpIKvufHgHbes/ZAzNiRz+GIGL6NyyChhTnySnpj4/HVY88LWvuDbOhISb+Oj1hLIZDLc3cXO6MWLF0yYMIE1a9bkcdfbWfJHJEO6e/B5U2c0aXoWrs/e/zKwqzsXbiRz8WYKLes7UcLHGmtLGdUrC522M1eT2f53LLUC7ajub8eTl+nMHSU0uEMfC6OCtdpN4sS2UVw9thxLayV1O0wD4OSOsXiXaYB32QbYO3sR2GgQe5Z1BcDTtyplgoUDILQZGrbOboZOl0FGWjJ/TK9Hcf/WBH02QqTHiq1qBn7pQrtGjmjS9SzZFG0M69/JhUu3Url0O5XmdewpXtQKa0sZwRUFx3L2Wgo7DyeQlm5g2ZYYfujthplcxvM3jib/bU8C/do50rqOEk268GmQ1/Ru48DVe2lcvZuOpQXMHOqGuTnYWMmZ950bZ65r2PaPYJE9XMwo6mnO+fXio8sHDR7K3Dm/snXLJmxsbBg2/DsAFsybQ3C16gRXq86N69fYs2c3crkZep2OSpUr07mLkG9vCwNo13sS21aM4tje5VgrlHToK5TFjlVjKRPQgLIBDchI1zD7+2botBmkpSYzfUg9/Gu25rNO4vzOi+bdJ7FnzShOH1iOlbWSVr0EGXvXjqVk5QaUqtyAzHQNi8d+hi4zgzRNMvO+r0uFaq1p+PlInFy9qNtmMGtnfAmAd6kgAup0Esmo22ESR7eM4vIRoU416CTIOLZ1LD7lGlCsXAMcVF4ENRnMzsVCOoX8gihbXUjn5cNz3Dy1AZlcjl6vo0iJalRpNEAko0u/caxfPI6Du1ZhrbDlqwHC0s6NyyZQoUo9KlapT0a6hslDW6HNzESTmsTY/o2oWqcVbb4ciiY1mfmTeiOTyTEY9NRr1pUKVeqJZHw3oA/TFyxj/Y4/sVUo+GnwNwD8smgFNYMCqRUUyNuwUSj4YWBfxkyfg06np1jRIowe+q0oToevJ7B52RiO7F6JtUJJ5/7C6ZtbVoynXEA9ylcRynzGiBZoMzNIS01i8sAGBNZqRYsuw3FyKUTDtn1ZOKErMpkcB2c3OvSdaEx/5Ld9mb5gKRu278ZWYcOPQ/oDMHPhcmoGBVIzuMrbdbBR8MPAfoydNhudTkcxby9GDRWXxee9J7Jl+WiO7lmBtUJJx35TAdi2chxlA+pTLlDQYebI5mi1gg5TBtUnoFYrmncewc2Lhzh7eDNyM3P0Oi0Vg5tStW57kYymX07iwLpRnP17OVbWtjTvLmwD+Gv9GIpXbECJSg1xdPWiZsshbPxVmGnzKhlE5dpCnQqo2xV1xCPWTG2DmZk5tvauNO0yyZh++SWTcGtWDysPF4L2r0ablMLxMk2osHwKkXuPErXvKJonL7k/eQHVTwh7OmNPXuD5ii0Abw17zaDBQ5g7ZzZbt2zBxsaG4cOFd3b+vLkEV6tGtWrVuX79Gnv3/IlcLkeXZSO6dPnyrWWUk68H/sCyeVPYvW0dChtb+g8VTtZdsWA6AcG1qBJcm7/2bOXR/Tukp6Vx8ewJAIJr1qddp54ApKYkc/HsCX5ZtD5XGQMHD2PenFlsy7KDQ4d/D8CCebOz7GANbly/xt49u3Po4U/nLl8BvDXsNT9825upC1awbvtebG0UjB4sHCg2Y/EqalUNoFZQwDvzosew0cQnJpKi0dDu6yEElC/LuGH9s2V804Mpi1azbuc+bG0UjBnYG4DpS9ZQq6o/tav6vzX9R89esvwP4dMseoOBUr7eDO/TVRRn8cYIhvX05ItmKlLT9Mxfmz1bPbibJ+evJ3HhRjKtGzhTspgCays51f2FTtuZy4ls/UuNTxFrurURZiLlMnj0PI0VWyKpl9VJ3XlCOMG1gb856Rmw9Xi2X+xQ14I7T3XceaYnNsnAoUuZDGwr7CN8FKbnXGh2Z83VQUYhlZw1j0y3lSzdFMWQbu50aOpMapqehRuyB6UHfOnGxZspWe0QR6EdYiWnWlY7JORqEtsPxlErwI7qlZU8eZnOnJ9MB/5W74yj/xdOtKlnhybdwPJt2YPifT934vIdDVdC07C0kDH7O3cszGTYWMtZOMqD01dS2XIwkUNnkynkZs6Moe7odAbic8ymfTt4OAvm/ML2LX+gsLFlSFa9XTjvV4Kq1ciqt1fZt2eXsW5WrBxApy7dAEhPS+Pbvj3IzMwkNTWF3t06Ua9BY7r3+tooY/cZLR3qmFOvkhlpGbDjVPaAebta5oQ+13P3uZ64JDh8Vcs3LYUDnJ6E67lwV3jWhBQ4fl1H/1YW6A2QmAK7z2RSurNZgcrIyeYjaXzVxJomVS1JyxA+DfKaLo2suflYy63HWizMYVwPJeZmwtakyX2UXLybyd4z6agTDRw4l87wjsKnch6+FE8ebDqsoVtTBU2DrUhLN4hkfNlYwc1HmdzMkjG+l51Rxs997bgYmsGe0+m5hr3m32jrSEjkhcxgMHzSxePXr18nICDAuLwiP7QdcP9TPooJu5eU5Nedn2YkKDe+ay/ni+FPCix9gG1zi9F9XMFuil73sycPHj17d8SPoISfNzsvFFxZALQPkrPhVMHtjfiqtoz5ewt278XQVjL+uZ7/fTD5oXElKyJDL7874kfgXiaQfVfyt4Qrv7QMMCfi7tUCS9+jtD97Ln3c3qp30bqKGWtMV0d+Uno3gP0Wpd4d8SNokXmPh48K1hYW9yvGlfvqd0f8QAJKqrj/6Pm7I34EJf2KEn3nwrsjfgSuZYNQ3wp5d8SPQFW+Bq2+CS1QGXuXl+GHZfnf0/++zOyvoN2gBwWWPsCuRSX48qe8P8fzKfhjRhHuPipYGaX9ijB6dcH6pWl9rApUxrQ+Vgye9+4l4h/DwmH2DJqT8O6IH8GiEQ4F2s4Boa3zf5GnDwu2T/Ex+BTP30qh/3byPTO5Z8+et4Y/fvz4gx9GQkJCQkJCQkJCQkJC4v8G+e5Mtm3bFplMxtsmNHN+e0pCQkJCQkJCQkJCQkLif498H8Dj6enJzp070ev1uf6uXLlSEM8pISEhISEhISEhISHxTv7TJ7ZKp7m+hcDAQC5fznt/1btmLSUkJCQkJCQkJCQkJCT+75PvZa7ff/89KSkpeYYXL16cY1nfCZOQkJCQkJCQkJCQkJD43yTfncnatWu/NdzW1pa6det+8ANJSEhISEhISEhISEh8KAak81v+Lf73Fu5KSEhISEhISEhISEhIFDhSZ1JCQkJCQkJCQkJCQkIi38gM0mk5EhISEhISEhISEhL/Izz6L/7uvZ+v73/6ET4p+d4zWZAcv6Up0PTrlVdw+EZ6gaXfqKIVF+4mFFj6AEGlHThxO7VAZdQtZ8O9Ry8KVEYpPy9ip3xToDKcxy4nZeXYAkvftu8Uks/vLbD0AZTBrYi5dbZAZbiUr07awdUFKsO6aR+ePrxfoDJ8ipckJDSpwNKvUcaO6NvnCyx9ANdywdx4EFWgMiqWcOPhoycFKqO4XzH2W5QqUBktMu/xcnDHAku/yMKtqCf3K7D0AVTjVxB+91qByvAsXblA8wmEvDp2s2D9d/0KCnZd0BVY+u2CzLh0L67A0geoUsqJIzfTClRGwwrWnLmTXKAyapZVkrxsVIHKUPafjmbDtAJLX/HVaJIu7C+w9AHsglpw7UF0gcqoXMKVtD8XFagM6zaDCjR9if/7SMtcJSQkJCQkJCQkJCQkJPLNf9XMpISEhISEhISEhISExMdgMEinuf5bSDOTEhISEhISEhISEhISEvlG6kxKSEhISEhISEhISEhI5BtpmauEhISEhISEhISExP8MBmm+7F9DymkJCQkJCQkJCQkJCQmJfJPvmcnZs2fToUMHvL29P/nDRIY9Y+2icSQnxqOwUdJz0GQKFS0uinP35gV2bZhPeppwDHmFwNq0+2oocrmcNE0qy2eN5NnjUPQ6LfPWnzaRERX+jHWLxpKSFI+1jZJuA3+mkJdYhjrqFesXj+PFk7uo3Aoz+tdtxjC9Xs/uDXO4c+0Mep0O31L+dO47FnMLC2OciLDnLJ83ieQkQY9+Q8dTpKifSMbtGxfZum4xaRoNMhlUqlKTTt0HIZfLiY4MY2T/9nh5Z98z5MdfcPcsIsqr3xaON+ZVr8GTKfSGjLs3L7Bz/QLS01JBJqNCYG3afzXEmFfLZn3Hs0dCXs3fcMokr8JevWTenJkkJiRgY2vLsBE/UNTbRywj9A5LF88HQKvVUrZcefr1H4iFhSXXr11l3dpVpGk0IJNRpWowPXp9jVwujGHIndywbd0TuY0SQ7qGlD1r0cWEi9K3rFQD66oNjP/L7Z3QPn9A8vZloni2rXpgVakGcbOGYUjPPqL+eVwS4/+6SLwmHaWlBZOaVcXPxcFE1wfRCcw8chV1qnBs+8Ba5WlYsgh/3nzCpisPjPGikjX4F3Fldpsa2TIiopmwYjPxSSkobayZ2LczfkU8TGQAGAwG+s9Yxt1nrzixbIrx+rr9x9h3+hJ6gwFvTzcmft0JO1uFMfxFWARTFq0iITEJWxsbxgz6Gt+ihfOUMWTiTO4/fsrB9UsBePTsBbNXricuIREzMzPKlvBl5NfdsLKyNN73LCqWcRsOEJeiwU5hxeSuzSnu6SJK++KD5wxcth0fN+fsZx/eFWtLof4/CItmxvbDqJNSABjUsg6NKpU0xn31KoxZc+aSmJiIra0NI4cPw+cNW3In9C4LFy8BQKvTUr5sWb7t/w2WWe/Yk6dPWbJsOXFx8QD07N6NWjWF8ogIe86q+RON797XQyZQ+I334s6Ni2xfv5D0rHpZKbAmHboPznr3XrH4lx/R6/Xo9Vo8ixSj54Ax2CrtRWUxdeEK4hOTUNrYMHpwX3yLFiE3DAYDQyfM4P7jZ/y9YZmxLOasXCeUhVxOmRK+jOzbQ1QW4a9esGjuNJIS47GxVTJw2Gi8vIuJ0r55/TIb1y4nLS0VmUxGQJXqdO3Z3/h+7d6+keNH/sLc3AJLS0t69RtKiVJlc5TFK+bM+ZXEBKEsho8Yifcb73do6B0WLxaOnddptZQtV47+/b/FwiL7WQ0GA6NH/cSjRw/Zum2H8XrZuWNwb9kAG58inKrShsTrd3PNI69eHfD7vi/I5aiPn+PWoEkYtNp3hgGYu3rg9NVA5Eo7DJpUYjcsQRvxUixAJsOhbTesy1TGoNehT0kibtNydDGRAFiXC8ChXTeQydGGPyd2wxIMadk2RO7shrJNL8FOpWlI3vMbumixnbKqVAPr4IbZ99g7kfnsPsnb3rBTrXtiXbkGsb8MFdmpl2HhTJ+3hISkJGxtFPw0dADFinqJ7r199z5zlq3KKgsdFcqWYnDfXlhaWKDX61n2+0YuXLmGTqenQplSDO//NRYW2S6+oPMqMvwZvy8cZ3z3egyabOJb7968wK6Ngv+WAeUDa9Ou61Bjnb1x6SQ71s1Br9dRuGgJegyajMJGabw/JuIpW5ePJjU5DmuFHV/0m4p7kRIiGbHRr9i2YjRhz0Jxdi3M0Km7eBODwcDK6b0Je3aHicvFn/uJCHvOsnk/C++ejZJvho2jSFHxN+FuX7/E5nVLhHcPGZWr1KBzj4FGPWKiI1i7bBYRYS+QyeU0ataepi2zP88SlZVXKUlxWNvY0T2XvLp38zy7c+RVucA6tM2RVzcvnWDnujno9XoKFS1O90E/i/IqMuw5qxZMENoItkr6DJ5oYgtDb1xg+/pFRhtSMbAWHbpl28IlM38QbKFOh2cRH3oMGGu0hc/jkplw8BLxmgyUVuZMbFIFPxd73uRBTAKzjl1HnSp8lm1gjbI0KFEYvcHAvJM3CXkaiZlchoO1JeMaB+DlmK3DM3Ui4/acJj41HaWVBZNb16S4m5OpjMg4Zhw8T2yy4L8H1fenYZlsv2IwGOi34RCh4WpO//Cl6N7nEdFMXL6J+OQUlAprJvTr8lb//e30pdx99pLjy7M/W7J23xH2n7qEhbkZlhbmfNetHeX9suWHv3rBkrlTScoqiwHDRuPlLa5Tt65f5o+1y0hLE9qE/lVq8GUOe/7n9g2cOPI35ubmWFha0qvfMIrnsOfPouMZt/Uf4lLSsLO2ZHLHRhT3UIlkXHz0koGr9+Djmp2H6wZ9gbWFOXq9gbkHznDm3jN0ej2VfQoxtl09LMzNcs0LCYmc5Htm8vvvv8fPz4/GjRuzZcsWMjIyPtnDbFw+hdqNPufnRXto2q4XaxeNN4ljY2vP18N/YeL8nYyZtYlH965z7rjwrT8zc3OatuvF8AnLTO57zablk6nZqAMTFuylcZterF88ziSOtUJJy86D6DV0hknY2aM7efE4lJ9+2cq4eX8ik8s4dmCDKM6aJdOp37Qds5buoGX77qyYP9kkHVulPQO/m8ovi7cwec46Ht69yeljB4zhCoUNU+dtNP5ydiQBNiybSp3GnzNl8Z981q4nvy3MPa/6jpjBpAU7GTvrDx7dvc654/uMefVZu56MmJh3Xi1eOI+mn7Vg2arf+fyLzsybM9MkTrFivsyet5j5i5azcMlKEuLjObBvDwBKOyXf/ziGxcvXMHfBUu6G3ubYkX+y86BFV9KvniJh6Xg0IQexbd3TJP2M6yEkrppi/OmTE0i/JXb+FqX8Mehz//7YlEOXaV/Rl919mtEzqDQT/rpoEkeTqWXE7jMMqFWenb0/Y1vPpgQUcQWgTYVibO7RxPhT2VjTvExR0f1Tf9tOu/rV2DXrJ3q0qM/ElZvzzNONf5+kiJu4g3bu1n32nLrIb+MHs33GD5TxKcLi7X+J4sxc/jutG9Vl86Jf+Kpdc6YuWpWnjC17D1LYw1V0zdLCghFfd2PTwhn8PvtnNGnpbNgt/sbWz1sO8XnNSuwd15deDYMZv/EAueHj5szWH3saf687kpqMTIau3MnAFrXZPeZrdozqTYCvuN7OX7SY5p81Zc3K5XTs0IHZc+eZpO9bzIeF8+awdNECli9eRHxCAvv2Cc+alpbGxMlT6NHtK1YtX8ryJYsoX76c8d7fl06jXpN2zFiyk+btu7NqwSST9G2VdvQfOY2pi7YxcfZ6Ht67QcgxIX1HZ1dGT1/F5Hl/MGXBVhydXdm9eYXo/lnLfqN14/psXjyLru1aMG3hylzzCWDL3r8p7OEmumZpYcHwr7vxx8JfWDtnKmlp6WzYtU8UZ/niX2n0WSsWrNhEm8+/ZPE80++tKZV2DP9xIvOWbuCXeau4d/cWJ47+DcCTxw84uH8X0+es4NeFv/FZy/asXibO60ULF/DZZ81YuWo1Hb7oyNw5s01kFCvmy7x5C1i0aAmLlywjIT6BffvEz7p71048PT1N7o3YcZCz9b4k9elLk7DXKHyKUHLiUM7W78rx0o2xcnOhaN+O7wx7jWPnfqSEHCby52EkHf4T568GmMiwrlAFK99SRM74nqgZ35N+/xYOrYQGpczSCqcv+6NeOYvIn4eiS4jDvunn4nxu8RXpV04Sv3gcmpC/UbbuZSIj/XoICSt+Nv70yQlk3LwgimNZ2h/ysFOzl6ykZdOGbFg6jy7t2zBj/hKTOH7FvFn+6zRWz5vJmgWziItP5M8DhwA4cPgYDx49YeWcX1i3eA4ymYwde8Xvb0Hn1R/Lp1Cr8edMXriHJm178fvb/Pe8nYyeuYnH965z7oTgv9M0qaxfOpFvf5zLz4v24uDsyoHt4ndv55pJBNX/gu9m/UXdln3YtmKMqQ4KW5p2GEKXAbNyzWuA03//jsrdK9ew1Yt/oX7TNsxeto2Wn3dj+byfTeLYKu0Y/P3PzFq8mSlz1/Lg7k1OZflvg8HA3Gk/Urt+c35dupVZizdTrWZD0f1/LP+ZWo0/Z+LCvTRp24t1eeRVn+EzGT9vFz/N3MyTe9c4nyOvNiydyDc/zmPSor04Orvy1xt59fvSqdRt0o7pS3bRvF0PVi+caCpDac83I6cxdeF2Jvy6gYd3rxOS1UZwdHZl1LTVTJq7iZ+zbOGfm5cb75165CrtKhRjV68m9KhSiomHLpmkr8nUMvLPs3xboyw7ejRma7dG+BcW/N+JR+FcC1Oz6auGbOnWiKCibiw6fVt0/5QDZ/k8oCR7BrajV43yjN9zJlcZw7YeZVA9f3YNaMv2/q3xL+ouirPh/B2KONmZ3Aswbc022tWvxs5Zo+jesgGTVmzKNR7Axr9PUMRd3EG79+wV2w+H8PukYfwx9Ts6Nq7FzHU7RXFWLp5Fw89aM2/FZtp83pUludhzW6UdQ3+cyJylG5g+bzX3797kZJY9f/r4AYf272LanBXMXLiWz1p+zpplc0X3/7zzGJ8Hl2fvD93oVS+Q8VsP56qDj6sTW4d3Mf6sswacdl28TeiraLYM7czu775CLoONp6/nmRf/FzAg+6/9/a/xQctcV61aha2tLd26daNQoUIMGzaMW7dufdSDqNVqnj26Q3DdFgAEVGtEnDqSqPDnonhFfUvj6iE0UC0srfDyKYU6Okz438KS0hWCUNjmbjTUajXPH98hqI4gw79aY+JiIkxk2No5ULxMAJbWCpM0Xj69T6mK1TC3sEAmk1HOvxYXTmY3rhLiY3ny8C41630GQNUaDYiNiSQy/IUoHR/fUrh5CDNLlpZWFC1WkpiosPfKq8T42Ky8ai7kVfX3zKtipYwy3pVX8fFxPHxwn3oNGgFQo2ZtYmKiCQt7JYpnZW2NublgjLRaLekZ6SATXhQ/vxJ4eBbK0tGSYr7FiYyMMN5r7ulNxk2hY5h59wpyeyfkTuJOUE7MCvkgt7Uj8362gZPZ2qGo2YzUf7aZxFer1YRGxtG8rND5a1iyMJFJqTyPE3/Q+e/Q51TwdMa/iODkzOQynGysTNK7Ga4mNjWdOn6FjNdiE5MIffKS5jUCBBlVKxIZm8CLyBiT+x+9jOD4lVv0bFlfdP3+8zAqlyyGrcIagJqVSnPgzGVjeFxCIncfPaFpXWH2rV61KkSp1bwMjzSR8fj5K05euMJX7VqKrnsV8qC4j9B4MjOTU6Z4McKjsp9RnZTCnecRtKgidMwaVS5JRFwSz6Pf/yPef126Q0WfQgT4CXXOTC7H2c7GGB4fH8+DBw9o2EDQv1bNGkRHx/AqTFzvrd+sU+kZxjp17MQJSpcuRfly5bJ0McPRQZhpVqvVPH0YSvV6zQCoUr1hru+et29p3ETvRUnRe2FpJZSDXqfLmhXINvxx8UJZNHldFtWrEqWOzaMsXnLqwhW+ap9bWRTNen45pYv7EhGdXRYJ8XE8fnCXOvWbAFCtZj1ioqMIDxN3yor5lcTd4/X7ZYVPsRJEZ71fMmTodFrS04SR+pTkZFQu2e/W67Jo0EBo5NasWYvomBjC3lUWGenIZNn58ezZU86ePcsXHcWdPIDY05dIe2WaLznxbN+UyH1HSc96X56t2EShTi3fGfYaSy9fUi8Kqyo0185j5uSCmYu4IYnBAOYWyLJmtuXWCnTxakG/sv5kvnyKNlLQO/nUQRSBNY23ymzsMCvkTfoNwU5lhF5B7vB2O2VeuBhyWzsy3rRTtZqRcmirSfy4+ATuPXxM43q1AahbI5ioGDUvwyNE8aytrIxlkanVkp6Rweuq+fDJMwIrVcDCwhyZTEZwYGUOHc9ebSJX2hdoXhn9d5338N/u2e9eEZ9SqLPevdtXT+NVrDQehYUZ+LpNO3Lx9N/Ge9VqNa+e3MK/ZisAyldtQnxsODGRz0QybJSO+JQKxMLK1H8DRL58wO3LR6jX8muTsIT4WB4/DKVWlv8OqlEfdUwkEWFv+G8/sf/2LlaSmEhhtvr29YtYWFgSXCu7A+nglN0BSUpQ8/xRznZII+LVpu0QL98yuOSRV3feyKs6TTtx6XT2AGRifCxPH4VSPauNEPietrBosVLERAl6mNjCdI3RDht9axnBpzQsUYjIJA0v4t/wrXdfUN7T2diBzOlbZTLI1OnJ0OkwGAykpGfibpddZmq1mjthalpUEGbwGpXxJjIxheexiSIZf916TIXCrsYOpJlcjrOttTH8YVQcx+49p3eN8rxJbEISoU9e0KxmoKBH1YpExsbzIjLaJO6jlxGcuHyLni3FAwMyQKvToUkXJlaSUjW4Ozsaw1/b89pZ9jy4Zj3U0VFE5GrPs+uUYM+zV0DodFrScthz5xz2XJ2cyp2XkbTwLyXkVQU/IuKTeR4Tb6JHXtwLj6FaiSJYmJshk8moWcqbfVdyX00iIfEmH9SZbN68Obt37+bly5f88MMPHDx4kEqVKhEUFMTKlStJSkrKd5rh4eE4OLlgZiY4S5lMhrOLB7ExEXnekxAXw5Vzh6kQWOe9Zdg7vinDk7g3lla+jaJ+Zbl56Tia1GR02kyuhBwiNjq7ARYbE4mjk0okQ+XqQUx03nrEx8VwMeQIlavUMl5LT9MwfmQPxg7vxq7Nq9Drske049QRH5ZXZw9TsUrt99IzJjoaZ2dnzMzMjDJcXd2IjooyiRsZGcGQgf34qnN7bG1sad6itUmcuNhYQs6cpGpQNeM1fXICGPTZ/yfEIndwNrn3NVaVa5F+8zzos++xbdGN1KM7ICPdJH54eDguttaYZy0TkclkeNjbEJGUKor3WJ2IhZkZQ3aepvPvhxh34AJxqabp7b75hBZlvbEwy35tItUJuDjaY54jnzxUjoSrxZ2wTK2OKWu2MaZnB8zk4teujE8RLtx+QEx8IgaDgb9CrpCSlk5CsvCckTGxqJwcRTLcXVRExqhF6Wi1Wn5Z9hs/9O+JmTzvkS9NWjp7D5+gdlBAth5xSbg42GJuliOvnOwIj0s0uf9FTBydZq7ly1/XseXUVeP1RxFqLMzNGLR8Ox1/WcuY9fuJzZHX0dExpnXKzZXoaFPHHREZSf9Bg/miS1dsbW1o1UJoFD1//gILCwvGTZzEt4OGMHP2HOITEgChvE3fPXfUb3n3EuJiuBRylEpVs98LbWYm44d9yeDujYgKf0HbLt9k55Na/d5lMXPpGr7v39O4TCk3NGnp7DtyglpVs8siJiYKR2exHi6u7sRE590xi4tTc+7McQKDhE6uj29xWrTpyMCvO/JNj/bs/3Mrvb8ZZowfHR2Ns7OTqCzcXF3zfL8HDfyWLp07YmtjS4sWLY06Llgwn0GDh7xVx7ehKOqJ5ln2AJXm2SsUXp7vDHuNLjFeZA90cTGYO4tn/tNuXSb9wW08p67Ac+oKrEpWIHH/FgDMnF3QxmbXP506GjMHJ3i9FN/BCUNSfu1UTdJvnBPNQipbdiflcO52Kiomlzrl6kJUtOmAVHhkFH2Gfk+bbl+jtLGhbbOmAJTyK8aZC5dISU1Fq9Vy7PRZIqKy9TJzUhVoXuXmv53ewyddPXeYiln+OzYmApVrdvm6uBUiIT4GnU5Y1hweHo6do6tIhqOqEPH58N86bSY7Vk+gfa+JyOSmy/diY6JwcnYx8d/qt7x78XFqLoQcxb+q4L9fvniCnb0jC2eNZfTQ7syd9iNREdn1OC4mEvtc8upt7ZDXeVXBmFfhOOfIK9UbeRWrjjQpD5WLB7HRb5dx6ewRKlUR28IJw7swpEdDIsNe0LazYAtz9a12NoQnin3rk9gkLM3kDN0dQpcNRxj/9yWjb63j60lgEReaLD9A0xUHuPAimv7Vs5dthoeH46JUiGU42BKRkCKS8Tg6AUtzOYM3H6Hjij2M3X2K2BSh05Wp0zN5/1nGNq+eq42KjI1H9Yb/dlc5EvFGJ0yr1TF19VZG9/rCJJ2S3oX58rM6tB4xheZDJvHH3yf5vls7Y7g6JjLf9jw+y54HBAmDNT6+JWjephODv/6Cb3u048CfW+j9zfBsPeKTcbF7038rCY83bYu/UCfQad5mvlywhS0hN4zXyxZ24/idJySnZZCp03HoxkPCcvH/EhK58VEH8Li5ufHDDz8QGhrK8ePHKVu2LMOHD891yVNO0tPTSUxMFP0yMzPzJVuTmszi6UNo0qYnPsXLvfuGT0S1em0oW7km8yb0Zu6E3rh5eiPPxSm9L5rUZOZMGUmL9t3wLSEYUkdnF+av2c/k2b/z0+RF3LtzjQN/bvwoGYumDaVp2x4Fklfu7h4sWLyC3zduIzMzk7Mh4r2qqakp/DxpLO0/70SJkqU+TIiFJVblqpB+LXuZi1XlmugTYtE+vfcxj49Ob+DC80jGNg5kU/fGuCkVTPvnsiiOJkPLobsvaFuhWB6pvJ2Vuw9Rv0oFihV2NwmrWrY4XzWry7A5a+gxaQFOdsKeETOz/L2ea7b+Sd3gQHyKFMozTmamlvFzlhBUuTx1gwPzpwRQpog7hyYPYMsPPZnbpx3bzlzjYNbopU6v5/y9Z4zr1JQtP/TAzUHJ1K2H8i0DwMPdnWWLFrJ5wzoyMzM5E3JWkKHTcfXadYYOGsSShfNxUamM+yvziyY1mXlTR9C8XTeKFc9uxJhbWDB53h/MX3sIj8LeHD+44y2p5M6arbupE1wFnyK572sFoSwmzF5EUKXy1K1W5YN0AOH9+mXyT7T5vAt+JUoDEBkRxvmQkyxcsZnlv++kRZuOzJ054YPSd3f3YNHipWzYuInMzExCQoR38I+NG6hRoyZFixZ9Rwr/WSyK+mJRyIvwcf0JH/sN6fdv4ti5XwEJs8SyfFXSr+awU/61PomdAvB0d2P1/FnsXLuCDG0mJ88KM6afNaxHUEBlho6exNDRk/AqVCjf9gP+vbzSpCazZIbgv73/Rf99eNcSyldphFthv3dHfg9SU1OY/fN3tGz/Fb4lygDCLN6dm5dp16k30+avo4J/MAtmmi7HfV80qcksnTGExgWYV5rUZOZPG06ztt1NbOGkuZuY99s/eBbx4cShnW9JxRSt3sCF59GMaeTPH10b4Kq0ZvoRYQDyTmQcj2IS+btvM/7u15wgL1emHbn6jhRN0en1nH8Sztjm1djStxVudjZMO3AOgOUnr9GwdFF8XR3znW5OVuw6mKf/fhWl5tilm+z+dTQHFkzgy8/qMGrx+g+WJdjzH2n9+ZdGex4VEcaFkBPMX7GFpb/vonmbTsybabo0+l2UKezGoTG92DKsM3O7t2DbuVscvC6cCdGmShlqlvSm97Id9Fm2E28XR5OB7/9r/KeXskrLXN9CziVOOalduzZr164lLCyMuXPn5hrnNdOnT8fBwUH027JlCwlx2SNrBoOB2JgInF1MN0KnaVJYMGUAlYLq07h1t/d+dk9PTxLj35QRjpPL2zu/OZHJZLToOIBRs7by3dT1eHj54umV7ZicXdyJj1OLZKijI3BxNdVDk5rCzIlDCQiuQ7M2XY3XLSwscXAURr6Vdg7UbdSKe3euGcOdVB75yqv5Pw+kclC9fOWVi6srsbGx6LJmRA0GA9HRUbi6ueV5j0KhoHbd+pw4dsR4LTU1lYnjRhFcrQZt23cQxZcrHUCWXQXlDs7oE2JzTduyTCC66HD0OUZvzX1KYVGqEg6DpuIwaCoA9v3GY5a1F8bT05OYlDS0WaPxBoOBiMRUPHIsvQTwsLehipcbbnYKZDIZzcsW5Wa4+Dn+uf8SX5U9vm8cMOCuciAmPhFtjnyKUMfjqRIfEnD57mO2/HOaliOm0mfKYlI06bQcMZW4RGFZUMdGNdkweRjrJg6lShk/3J0dUGYte3V3cUYdFy+SERmjxt1FvHfj6p17bD9wmM/7j+TbMdNI0aTxef+RxCUIo4tardCRVDk5MKx3V9G97k52xCSkoNXlyKu4JDydxPoqFVbYKayM9zQLKMOVx8JyHU8ne6qWKIq7o53wnlQtx42n2bP2rq4upnUqKhpX17yXDCoUCurVqcPR48ez0nClUsUKuLiokMlkNKhfj7t3hUa6p6dnLu9eJKrc3j1NCrMnDcE/qA5N23yVq2xzCwtqN2xNyPHsvWfuKtV7lcW123fZceAfOnwzggGjp5Ci0dDhmxHispi9GJWTI0P7iOW7uLgRHyvWIyY6EhdX04aMJjWVqeO/o2pwLVq162y8fj7kBEV9fHFWCTNP9Rs3596dm8ZBO1dXV2Jj40RlERUd/c73u07duhw/dgyAW7dusnfPHnr17M73331HamoqvXp2JyEhPs80TJ7/eTgK7+wOt8K7MJoX4e8Me42ZvaNxFhHAzMkFbax4Rs82qC7p929j0KSCwUDK+RNYlxAa5brYGMyds+ufmcoVXUKccQZPnxCHzO797ZRV2UB00WGig8QssuyU45BpOA4R9ko59J+AmYdgp9xccqlT0TG4ubqYCsjCRmFNg1o1OHxSGLiTyWT06vIFq+b9wuKZP+PtVRifHAf46OLUBZpXnp6eJj4p7i0+aeGUAVSqWp9GrbJ9krOLB+ocM2cxUWE45FhJ5OnpSVJ8tEhGvDoMx3z47yd3LxLyz0ZmDG/Esp+/Il2TzIzhjUhOjM16BjfiYmNM/Lcq13cvhZkThxEQXJvmbbMPdVG5euBdrKTx0J5a9Zvx9NE9tFkHRzm5uJOYS17l1g5J06SwaMoAKlWtR8NW3XPkladollH9Rl45q9xNykMdEyGazTTqoUlhzuTB+AfVfastrNWgNSHHhb3lufrWpFQ87d/wrXYKqni54qbM8q2li3IzQsjr/XeeU7WoK3bWlshlMlqW9ebSi+yZb09PT2KSNWIZCSl4ONiKZTjYUtXbA3d7W0FGBV9uvBLSufwsks0X79JswXZ6rf2LlPRMmi3Ybpy5dHd2RP2G/45Ux+Ph4iiSceXuI7b8c5pWw3/m658XkqJJp9Xwn4lLTOboxRsUL+KJq5Ow3aJ17SCu339CZlZ5q1zc82XPp48fSZXgWrQU2fPjInteL8uea7PsubujkpikN/13Mp6O4m1MSmvLbP/tqKRZ5ZJceSL4aJlMxrdNgtk6rAvrBn6Br7szfu55r8CQkMhJvjuTBoPhreH29vb07dv3rXFGjRpFQkKC6Ddp0iSK+pbm/AnBWF05dxhHlTtunuJR7zRNKgt+HkC5yjVp0eHtct5EpVLhVawMF04KMq6e+wenXGS8jcyMdFKThQZhcmIch3atoXGb7AMZHByd8fErxZnjwl6PiyFHcVa54e4p3uyfpkll1qShVAyoTtuOfURhCfGxRseTmZnBxbPH8CmWPaNn7+iclVdCI/fK2cM4qdxyzav5kwdS3r8GLb7IX145OjrhV7w4x48Km7hDzpzCReVKoULimZawsFc5njWTcyGn8SkmOFGNRsPEcaMICKxKpy6mTkob8RzLCsEAWJQOQJ8Yjz7OdMkjZC0duyae8UzZvYaEBaNIWDSGhEXCyG/iisnoIoV9ISqVitJuThy4I+xFOXL/FW52NhR1UorSaVzKi9sRsSSnC4b59OMISrqKT3zdffNJrrOSzvZ2lPYpzIGQK4KMizdwc3LAy13cEFw9diD7545l35wxrB47EFuFFfvmjMHJXniW6HihTmnSM1i68yDdm2fvq3RysKeUrzcHT4QAcPzcJVxVzhTxFDujpVNGs3P5bHYsm83SqaOxVVizY9lsnBzs0ep0jJ+zFHulLT/272UyKKSys6WMlzv7LwkHIBy+dh93RyVFXcWd4uiEZPR6wQakpKVz8vYjShcWOiBN/Etz+3k4yRphGdPpO48oVTi7c+Lo6Ejx4n4cOSp0Rk6fCcHFxYXChcQzqa/CwkR16szZsxTz8QGgbu1a3L//gJRUYTnVxUuX8S0mlItKpcLbtxRnjwt7hy6dPZLnuzdn0mAqBFSndUfxvqmYqHDS04WGhl6v5+KZw3j5ZJ8W6eRoT0lfHw69LouzF3FVOZmUxZKpY9mxYi7bl89hybSx2CoUbF8+x1gWE+Yswd7Olh++7W1SFg6OThTzK8nJY8Ks7rkzx1G5uOJZSHyYkUaTytQJI6kcGMTnnXuIwtw9CnEv9CYajZBPly+E4FnYC4usvXCvy+LoUWHg58yZ07ioXCj0RlmEvVEWZ0NC8MnK75mzZrP293X8tnYds379FRsbG35buw4HB0fel/BdB3Fv2QCrrPfFu18Xwrbuf2fYazJfPsEma4myonIwuni18eTR12hjIrEqWQ6ylrIpygeSmbU/LS30GhZexTB3F/RW1m6K5kqI8V5DahK68OdYVRTslGWZAPSJcXnbKf9aollJgORdq4mf/xPxC0YTv2A0AAnLJqGLEOyUk6MDJfyK8U/WHscTIedxVako4inuiL0Mj8hRFlpOn7uIX9ZJyOkZGSQlCwNT8YmJ/LHzT7q0y95uoE9OLNC8Enxrac6fzOG/nfPw31MGUM6/Js3f8N/l/Gvy4nEoEa+eCPlwcCtVan5mDFepVBTyKcvVM8IhNLcuHsLB2QMX9/c/Wb7/uA38NO9zciAPAAEAAElEQVQIP809TP9xG7BSKPlp7mGU9kKj2cHRmWJ+pTid5b8vhBzD2cUNj0KmNuSXicOoGFCNdp16i8IqBVYnVh1FrFpYMn79UgiFivgY97vaObzZDsk7rxZNGUA5/xo06yCeHS7rX5PnOfLq5MEtBObIK3tHZ7x9S3M2q41w+ewRnPKwhXMnD6aCf3VafZGbLRRO6tXr9VwM+cdoCwXf6siBUKEOH3kQhptSITqJFaBxySLcjowz+tYzTyMokeVbCzvYcvF5NJlZHaBTT8JFp8GqVCpKezqz/+ZjAA6HPsPd3paizuIBziZlfbgdpiY5a8/i6YevKOku+K3fejbjryEd+GtIB37r2QxbKwv+GtLBuKfS2cGOUj5F+CvrjIIjF2/g5uyAl7t4gHPVuMHsmzeOvXPHsWrcYGwVVuydOw4neyWF3VRcf/CE1DTB7526doeiHq5YZJX3a3t+Ksuen8+y5x5v2PM0TSrTJoykUmAwn3fuKQpz8yjMvdCbpGXZ8ytZ9vz1VwRUShvKFHZj/1VhYPXwzUe4Oygp+kanODoxJYf/zuBk6FNKFxZ0Tc/Ukph1mn1ciobfjl2mZ738r16S+P+TfH8aRJ9jz8WHYmVlhZWV6QEnXb8Zx9pF4/lr52qsbZT0HCicxLhuySQqVa1Lpar1OLp/I08e3iY9XcPV80JDKLB6Y6Njmjz8C5IS40jTpPBj3yaUKl+V3kOnGmV06TeO9YvHcWjXKqwVtnw1QDhpdePSCVSoUo+KVeuTka5h0pBWaDMz0aQmMeabRgTVaUWbrkOFpXETeyOTyTEY9NRv3pUKVeqJ9Oj97ShWLJjE3u2/oVDY0neIsBxh1cIpBATVISC4Dgf3bubxA0GPS+eExnVQjYa06dib+6HX2fHHcuRyOXqdjrIVq9C6o/gEwa/6j2XtwvEc2LEahY0tPQZl5dXiSVSsWpfKQfU4sv8PY15dOXdUyKsajWnRQXAak4Z3JClByKsfvm5KqQpV6TM0+3MVAwYPZ/6cmWzb8gc2NrYMGf4dAAvnzSaoWnWCq9XgxvWr7NuzG7lcjk6no1Jlf2PHce+fO3lw/y7p6WnGpa81a9WhY2dhVixl/0aUrXuiqNkMQ3oaKXvXAmDTohuZ96+T+UBYzy93dsfc3YukOwvfVbVMGNMkkAl/XWDN+VBsLS2Y+FlVoZ4cvERdv0LULV4IT3sbegeXodcfR4W9Y0oFY5tkG9GnsUncj4qnyee1cpUxulcHJq7Ywm97jmCrsGZC306CjNVbqetfjroB716aNHDmCgwGA5laHc1rBtCpcU1R+Pff9GTqolWs37kPGxsFYwYKAxDTl6yhVlV/alf1f2v6R86c58T5yxT39qLnd0J9rFi6BCP7Zo92j+vUhHEb/2LVoXMorS2Z3FXYpzjxj7+oV6E49SqU4PD1+2w9fRVzuRytXk+TyqVoW60CAJ7O9vRpXJ3u8zYil8lwc1AyvnNT0XMMGTSQ2XPnsXnrNmxsbBg5fCgAc+cvoFpwMNWrBXP9+g12791rrFP+lSrRtYswSuvm5kbnTl8w/LvvkcvkqFTODB08yJh+jwGjWb1gEvt2CO9e78HC0s41i37GP6gO/kF1+WffJp48uE16WhqXzwrvXtWaDWn1RR9ePn3Ajo3CslmDQY+3b2m6fv2dSIcf+vdi6sIVrNuxB1sbBaMHCbZnxuLV1KrqT60ce1Fz4+jp85w4dwk/by96jRROk65QugQj+2V3CPsN+p7Fc6exa+t6FDa2DBg2CoClC2ZQJbgWVYNrcWDPdh7eDyUtLY3zIScBqF6rPp936k5Q9To8vB/KT8P7YmFugZW1gqHfi5e5Dho8hLlzZrN1yxZsbGwYPnwEAPPnzSW4WjWqVavO9evX2Lvnzxzvd2W6dBEfrZ8X5ZdMwq1ZPaw8XAjavxptUgrHyzShwvIpRO49StS+o2ievOT+5AVUPyGcoBh78gLPVwh79N4W9pq4zStw+mogdk3aYUjTELtBKDunLt+guXmJtFuXST51EHOPIrj/NAuDToc+MZ64LcIJvIb0NOL+WIaq7/fI5GZkhr8gdv0ikYzk/RtQtumJolZzDOkakvf8DoBty25k3L9hPBBMrhLsVOLtBe+VPzkZ+W1fZixYwsbtu7FRKPhpyLcAzFy4jJpBVagZXIWrN26xY99fmMnl6HR6AiqWp1un9gCkpKYybMwk5DI5eoOez1s2p0aQuCFY0HnV9Ztx/L54PH/vXI21QkmPLP+9fukkKlbJ8t8HNvL04W0ycvjvgOqNaf55X8EffzuBpb8MR6/XUcjLj56DxCeptu89kW0rRnN87wqsFEq+6Cv49u2rxlE2oD5lAxqQka7h1++bo9NmkJaaxLQh9Qmo2YrPOo14r7LoPeAnls//mT3bfkdhY0u/IWMBWLlwKgFBtQkMrsPfe7fw+MEd0tPTuHj2OADBNRvQtmMvrK0V9B7wI7MmjwSDAYWNkkHfi/X48ptxrFs8joM7V2GtUNJtoNAO2bB0IhWr1KNi1XocO7CRpw9vkZGu4dp5wX/7V29MM2NeTWT5L8PQ63V4ehWnxxt51f3b0axZMJH923/D2saWPlm28LfFk6lctW4OW3iL9DQNl7PaIVVqNBJs4bMH7Ny4WCh7vYGifqX5ss/3xvRHN/Rn4qHL/HbhHraW5kxoKtS3yf9cpq6vJ3X9snxr1VL03nICmQzclArGNBJ8VcdKvjyJTaLzhiOYy2WobKwZ3VDsx8Y1r874PWdYffomSisLJrUS/OKkvSHULVmEeqWK4umgpE+tCvT47S/B79jZMK5F9fcqa4DRvb9g0opN/Lb3CLYKKyb0FXzNz6u2UCegHHUDTA/uyUn9KhW48/g53cbPxdLcDIWVFVMHiAfP+w76gSVzp7J76zoUNrZ8O0wYVFqWZc+rBNfiwJ5tPLp/h/Q0DRdCTgBQrVZ92nfqQVD1Ojy6H8qo4V9jbm6BtbWCIW/Y83Ht6zNu62FWHb2E0sqSyR2Fg4ImbjtCvbLFqFfOl8M3H7L13C3M5TK0egNNKhSnbRVheXZyWgZ9lu9EJpNhMBj4smYl6pX9sG09/y38Ly4n/W9FZnjXVGM+efHiBRMmTGDNmjX5vvf4Lc27I30E9corOHzD9ACET0WjilZcuJtQYOkDBJV24MTt1HdH/AjqlrPh3qMX7474EZTy8yJ2yjfvjvgROI9dTsrKsQWWvm3fKSSf31tg6QMog1sRc+tsgcpwKV+dtIOrC1SGddM+PH14v0Bl+BQvSUho/g//el9qlLEj+vb5d0f8CFzLBXPjgekhOJ+SiiXcePjoSYHKKO5XjP0WH7g/+j1pkXmPl4NNT5H9VBRZuBX15ALaW5mFavwKwu9eK1AZnqUrF2g+gZBXx24WrP+uX0HBrgu5f1rlU9AuyIxL997/9OoPoUopJ47cTCtQGQ0rWHPmTvK7I34ENcsqSV42qkBlKPtPR7PB9BManwrFV6NJurD/3RE/ArugFlx7kPsqhk9F5RKupP256N0RPwLrNoPeHem/kLuP8v4s1X+a0n65f5v6/yqffHdtbGwsv//++6dOVkJCQkJCQkJCQkJCQuK/iHwvc92zZ89bwx8/fvzBDyMhISEhISEhISEhIfExSMtc/z3y3Zls27atcU11XuR14quEhISEhISEhISEhITE/wb5Xubq6enJzp070ev1uf6uXLlSEM8pISEhISEhISEhISEh8V9EvjuTgYGBXL58Oc/wd81aSkhISEhISEhISEhIFBQGg+y/9ve/Rr6XuX7//fekpKTkGV68eHGOZX3UWkJCQkJCQkJCQkJCQuJ/k3x3JmvXrv3WcFtbW+rWrfvBDyQhISEhISEhISEhISHx30++O5MSEhISEhISEhISEhL/rUinuf57fPLvTEpISEhISEhISEhISEj87yMzSKflSEhISEhISEhISEj8j3D7Yfh/+hHypFxxz//0I3xS/quWuR6+kV6g6TeqaMWuC7oCS79dkBln7iQXWPoANcsqOX5LU6Ay6pVXcOFuQoHKCCrtQNqBFQUqw7p5P5IX/1Bg6SsHziT2xqkCSx/AuWJtHj1+XKAy/Hx9ibt+okBlOFWqy4NHzwpURgk/7wK1IY0qWvHs4b0CSx/Au3gprtxXF6iMgJKqf0XGy8EdC1RGkYVb2W9RqsDSb5F5j6hR3QssfQC36esIffSqQGWU8StM/C+DClSG44+L+Od6wfrvxpWs2HCq4Ma+v6ot+1f897+RTweuZBaojOYBFiRd2F+gMuyCWpC6enyBpW/TZ/K/4r+P3EwrUBkNK1j/K3r8X0Ra5vrvIS1zlZCQkJCQkJCQkJCQkMg3UmdSQkJCQkJCQkJCQkJCIt/8Vy1zlZCQkJCQkJCQkJCQ+BikZa7/HtLMpISEhISEhISEhISEhES+kTqTEhISEhISEhISEhISEvlGWuYqISEhISEhISEhIfE/g8EgLXP9t/igzuS+ffu4cOECTZs2pWbNmhw9epRff/0VvV5P+/bt6dev3wc9TFT4M9YtGktKUjzWNkq6DfyZQl7FRXHUUa9Yv3gcL57cReVWmNG/bjOG6fV6dm+Yw51rZ9DrdPiW8qdz37GYW1gY48REPGXr8tGkJsdhrbDji35TcS9SQiQjNvoV21aMJuxZKM6uhRk6dZfJsxoMBlZO703YsztMXH5eFBYZ9pxVCyaQnBiPwlZJn8ETKVzUTxQn9MYFtq9fRFpaKjKZjIqBtejQbTByuZzoyFcsmfkDer0evU6HZxEfegwYi63SPoeMZ6xdNE6QYaOk56DJFCoqzqu7Ny+wa8N80tOET4lUCKxNu6+GIpfLSdOksnzWSJ49DkWv0zJv/WkTHSPCnrN83iSSkwQZ/YaOp8gbety+cZGt6xaTptEgk0GlKjXp1H1Qlh5hjOzfHi/v7HuG/PgL7p5FAHgWHce4P/4iLiUNO2tLJnf5jOKeLqL0Lz58wcAVO/FxdTJeWze0C9aWFuw+f4s/Tl7JzpOEJAJ8izC3dxvjtefxyUw4dIX4tAyUlhZMbOyPn8qeN3kQk8isEzdQpwrHtg+sXoYGxQuhNxiYf/o2Z59FoTUYqOzpzKj6lbAwy57UfxEeyeRFa0hISkZpo2DswF74ehU2kQFCvRk8aTb3njzjn98XmoT/vGgNB06EcGjtAuxsbYzXX716xZzZs0lITMTWxoYRI0fi7e0tujc0NJTFixYBoNVqKVeuHP3798fC0lIkf9SoUTx6+JBt27eL7n8eHsnPi38jPkuPcQN64etVKE89Bk2ew70nzzm8dj4AYVExdBg8Br+i2bpPH9mfIh5uIj3mzplFYkICtra2DBvxHd7ePm/ocYclixcAoNPqKFuuHN/0H4CFheVbw+DfsSGvXoUxa848oSxsbfhu+DB8vIuKZNwJvcuCxUuF59RpKVe2LAP698MyK50nT5+yeNkK4uLiAejV/Stq1axhvD887AVL5/5MUmICNja29B82Fi9vX5GMW9cvsfn3paSlaQAZ/lVr0KXHt8jlcq5fOcemtUuNcRMS4nB0dGb6/LX/mgxzVw+cvhqIXGmHQZNK7IYlaCNeitJHJvt/7J1leFTH+7Dv3ejuxjcKIUSABA8Wgia4a4FCW6C0paVoqQIt7hQJrkWKFW9xd3d3CxJ328jK++GETQ4bJC3h31/fc1/Xftgzc+Y5Y88zPti374512UAMeh369FQS1y5EFxcNgHX5qth36A4yOdrIJySsmochM+9qpHIzfsatdUOU3p4cq96OlCu3KYgSvTrh90NvkMuJP3ya6/1HY9Bq3+gGYKZ2w67zl8hUthgyM0jZsBhdjPg6D+tq9VDUbpr3jr0T2Y/ukLJ6FpalK6JqnndNitzGDn1qMolz8q49iHj+jJnTJ5GanIJSpWLgtz/iVdJHJOP2rRssmBsGgE6rpWz5ivTu0x8LC0uio6OYNX0yjx7cx9XdnbA5i03SQO7ogrJVd2QKGwxZGjJ2rkQfFyXyY1kxGKtqoXnZY+uA9ul9Mv5cgtxejbL958hkcpDL0cVHodm9FkOWkB8xkeGsnPuL0V507zsWj4Lq3rzhPMute0N/Na17t67k1b0Pe/+CuXle3YuPfszWpUPISEvESmFL214TcS0utt9Jcc/YunQoUU9v4eDsyZcj/xS5Xzq2kZO7FmMw6PEOCKbFxyMwyyfjfdjv95FWsZHhrJk/zKgLu/UZbyIjIfY5a+b/zPPHt3FyLc4PkzYZ3c4c3sLR3auM/5Pjo/EtW43PvhX0/ZOoWEYtXEtSWjo2CmtGftkNP093CsJgMPD1xPncDn/G4YUTjM+Xbz/AjmPnsTA3w9LCnO+7d6CCX55dC09IZcTOMyRpsrCxsmBMy5r4OdubhH8vNonJ+y+SkC5cw9GvfiUalfF8oxu8H/sdExnOitnDSU9NxFppS4/+Y0zs0p1rZ/hztdBekwHlq9Wn/cdCew3g2vkjbP59Onq9nmJepejRfywKpc17jYeExKsodGdy4cKF9O/fn8qVKzNz5kzmzp1L3759+fDDDzEzM+Obb75Bo9EwaNCgQn/M2oVjqNO4E7UatOPiqb2snDucnyatFfmxVtjQumt/MjPS2LpWXAlOHdzM04e3GDJ5PWbm5qxZOJpDO1fRpF0vo5/NS0cT1KAz1et34NrZPWxY9DP9x6x/SYaKZp0GkqlJY8+GsAK/9fjuFajdShARftPEbcX88YQ07UDdhm05f3I/v80exYhfV4r8KG3s+Oq7Cbi6e5KTncWvI7/m5OHt1G3YFgcnF4ZO+A1LK2sA1iz5lb/+WMhHX/xgfH/1wnHUa/wBtRu248KpfSyfM4JhU9aIZajs+GLwZFxyZcwY/RWnD2+jdsN2mJmb06xDL1Q2dkwb8UWBcVw6byINmnWgfqPWnD1xgEUzxzBm2gqRH5WNHf2+H4+re3Gys7OYPKI/xw/tpH6j1gAoFErGh60uMPyx6/fxQa1KtAuqwL7Ldxmxdjdrvv3ExJ+3iyPrfzC97619zQq0r1nB+L/j5OW0qlZW5Gf8wSt0qOBN23Je7L8Xwah9l1jZNUTkR5Oj5bvtZxjdtCpViqnR6Q2kZGYD8OeNcG7HJrO6WyjmchnjDl5h7eUH9KiW14CZvHAl7RvXp1WDOhw8dZ5xc5exdNIvBcb5j+37KO7uwp1HpncuHj5zAXNzswLfmz17Ns1btKBJkyYcP3aM6dOmMXPWLJEfHx8fwmbOxNzcHL1ez/hx49i+YwcdOnQw+tmyZQseHh48uH/fRMbkRato17g+rUNrc/D0BcbOW8ayiT8X+D1rd+ynuJsLdx49ET1XKqxZ+eur7wabOzuM5s1b0rhJU44fP0rY9KnMmDnnpXj4MiNsjjEeE8aPYcf2bbTv8MFr3eD96JCwOXNp2bwZTZs04ujxE0ydEcacsOmicHx9fJgTNs34nWMmTGLb9p180KEdmZlZjBwznh+/G0yF8uXQ6XSkponvt1sydzKNmrUjpHErzpw4yIKwcYyfsVTkR2Vjy4Afx+CWW/cm/DKIYwd3EdK4FZWrBlO5arDR75TR31OuUtX3KsOh65ekn9xPxpkjKAJr4vRJX2KmDhPnRcXqWPn6Ez3pB9DrsG3WEfs2H5GwbAYySyscP+pD7KxRaKMjcOj8GXbNPiD5r7wGbtSmPTycuoRah8W6Lz8Kb0/KjBrE8aAOZEXHUX3zfLx6dyF8/prXur3AtkMvNGcPkXnxOFYVamDXuTeJc0eJZGReOEbmhby73pwGTSDr8kkAsu9dI/veNaObfc9vyX4gthvzZ0+nafPWNGrSnJPHjzBr+hSmzpwv8uPj48fUsPnGMjV5/Eh2bf+Lth06o1Qq+bjHZ2Skp7Pq998KTodmXcm+fILs62ew8A9E2bI7ab//KvKTfe002ddO58X9s2Hk3DwPgD4tmbTVM0Ar3GGoaPQB1nVbojkgdED+WCTUveDQdlw6vZeV84bz48SX6p7ShjZd+6PJSGNbAXXv2aNb/DR5PWZm5qxdOJrDO1fRuG1e3du5ciRV63ehcp2O3Dy/m63LhvLFL+JBMStrG0I7fEOWJpVDW8JEbomxzzj850x6j9iMys6ZdXP6cvHoemo0/Njo533Y7/eRVuuXjKZWo84EhbTn8pm9rF3wM9+OXydOK4UNLbsMRJORys71YntSM7QDNUPzbMfkH9pTrU5r4/8JSzfQoUEwbeoHsf/sFUYvWsvvYwZTEKt3H8HTTc3t8LzBpDvhz9m4/yTrJ/2I0tqKnSfOM+X3zfw+Oi+M8XvP80FlP9pW9GHfnaeM2HmG1T2aisLW5GgZvPk4Y1vVpIqnCzq9nuRc+/06N2O83oP9XrNwLHWbfJBrl/bx+5wRDJls2l77fPAUnN2EMjVrzJecObKNWg3akanJYNX8UQwesxT34j6sWzKBXRsX0bHHt+81HhISr6LQeyZnzZrFvHnzOH/+PH/++Se9e/dm0qRJLF68mAULFjBv3jwWLlxY6A+Jj4/nycObBNVvBUCV4CYkxkUREylurKps7SlVtiqW1gqTMJ49vot/pWDMLSyQyWSUr1KXs0e3i2Q8f3SdKnXaAFChRlOSEiKJixZXKKWNA97+1bCwMpUBEP3sHjcuHCC0tWknLCUpgccPblErpCUA1Wo1IiEumujIpyJ/JX0DcHUXRscsLK3w8vEnLiZS+G9haTREep2OrCwNyPKm61OSEwh/cJOaIUJaVQ1uTGJ8tElaefkG4JJPRglvf+JjI4wyAioGoVDZFhjH5KQEHt2/TZ3Q5gDUqN2wwHh4+/rj6i6MfllaWuHlU4a4mIgCw8xPfHw8N59G06paOQAaVy5NVFIqT2IT3/huQVwNjyQhLYOQCnkjyPHx8dyKTqJlgJAGjUp5EJ2m4WmSuOG++85zKrg7UqWYGgAzuQxHpRUgzFjWLOGChZkcmUxGnZKu7LidZxATklO49fAxzeoLjeoGwdWIjkvgaWS0yTc+fPqco+cu0b19CxO3hKRkVmzeycCeH5q4JSUlce/uXRo2bAhAnbp1iYuLIyJCnM7W1taYmwvjQ1qtluzsbNFZZuHh4Zw6dYounTubyk9O4dbDcJrXqynEo2ZVouMSeRoVU0A8Ijh67jI92jc3cXsdSUmJ3Lt3jwYNGwnxqFOP2LhYIiJemuUpKB655f91bu9DhyQmJXHv3n0aNQwFoF6d2sTGxvHcJC+sxN+ZlWWswoeOHKFsgD8Vygtl38zMDAf7vNH25KQEHt27Td0GzQAIqt2A+LgYoiLEs3o+fv645at7JX1LE5urQ/KTEB/L9avnqdcgL7/ehwzLEr5knBM6WJrLZzBzdMbM2U38osEA5hbIcmds5dYKdEnxQhqWq0LOs8doo4W0TTu2B0W1OmK5x8+T+dy0ruXHo2MzorcfJCs6DoDwRWsp9mHrN7oByFS2mBf3ITO3Y5h1/RxyeyfM1K68CvMSvsht7Mi6dcnETW7rgKVfOTIvnTA+S0pK5P69u4Q2bAJArTr1iYuLIfKlemFVQNl/Uahsbe0oV74iVtbWBX6TTGmDubsX2TfOAZBz5zJyW0fkDs4F+gcw8yiJTGlLzv2rwgOd1tiRRCYDCyuj3xd1r0Y9oe4F1hTqXmzUS3XPxh6/gKpYFmBbn4ffxb9iMObmQt0rV4D9jnh8nYrBbQEoW60ZKQlRJLxkvxU2DniVroaFpamMWxf2UCawITb2LshkMqqFdOXG2R1G9/dhv1OTiz6tUpPjefroBtXqCmW5clATkuILluEbUBWrAnRhfsLvXyUtJYEKubPW8fHx3Hr0lBZ1qgHQqEYlohOSeBoda/Lug2dRHLlwnU9bNxI9lwFanQ5NltC5S83Q4ObkYHSPj4/nZlQCLcsLM5WNy3gSnarhSWKqKJxdN8OpWExNFU8XAMzkcpyU1m90g/djv1OT43nyIL9dakxSvKldKuFbFme3vDLl6e1PfG5b6ual45TwCcC9uLBaoX6zDzl/fNd7jcf/Inpk/9rff41CdyYfPXpEs2ZCA6RBgwbodDrq169vdA8NDSU83HS0401ERkZi5+CMmZlgLGUyGU7OHiTGmTZcXoWXXzmunT+MJiMNnTaHiyf3khCb18iLjIzE1sFFJMNBXYykQsjQaXPY9NtIOvYahUxuOnqTEB+NvaM4HmpndxJiXy0jOTGO86cOULl6PeMzbU4OIwd3Y2DPRkRHPKV916+MbolxUSYynJzdSXhpydLLMi6e3k/FavVf6UcUj7hoHBzV4ni4uBMX+2oZSYlxnDt5gMDqdY3PsjI1jPiuJ78M7s6WP5ag1+kAIS+c7VSY5y4XlclkuDvaEZmUahLu0/gkPpy6ko+mr2Ld8csFyv7z9DVaVy+HhVlenkRGRuKsssJcnk+GrYLIVI3o3UcJqViayRm09TTd1hxixN4LJOYudy3ras+Rh1GkZeWQo9Oz714EkSkZxndj4hJwdrDHPFeuTCbDzdmJ6LgEkQytVsvEBb/z05fdMZObVruJC36n3yedUClMG4OxsbE4OTlhlk+Gi4sLMTGmHb3o6Gj69e1L1w8/RKlS0ap1a6P8WTNnMmDAAORmpuU2Jj7RJB7ur4rHwt/5qfcnxuU3+dFkZdFr6Hh6/DSW3zZuR6fXG93iCoyHK7EFxiOK/v368FHXTqiUKlq2avNGt/ehQ2Jj40zi4OrqQkysaSMqKjqaPv0H0qnbJ6hUKtq0Ehqo4U+eYmFhwfBRY+jTfxBTps0gKTnZ+F58XAwOTuJ4OLu4vaHuxXPmxCGq1Khj4nb0wE6qVKuNvYPTe5WhS0mCfPmvS4zD3Encecm8foGsezfwGL8Ij/GLsCpTkZQdwuyJmZMz2oS8dNXFx2Jm7wgFlLvXofDyQBOe1zHThD9HUcLjjW4AZvZq9KnieOiT4pHbq18tr3qI0FnU60zcrKvVI+vOFQzpeXouLjYWxwLrhWlDMDo6im/6fUGPru1RKlW0aNXOxE9ByG0d0aelgCFfPFISkNs5vfIdy0q1yb5xVhR35GbYfjoEu4GTMXN0QXNM6Ii9qu4lFKLulfAtx7UL+ereKVP7bWPvgjyfDHsnD5IT3l5GSkIE9uq8pfsOzsVF778X+x0fXeRplRQfhd1LbR1HZ49CtXXyc/rQZqrXbWNcDhwZGYnawU5s99QORMUlid7TanWM/209w3p1NrEXZUoW56Pm9Wn77ThaDhzNmt1H+aF73kyoYL8VL9lvJVH57C/Aw/gULM3kDNx4lA+X7+GXHadJyMh8oxu8H/udGBeN3UtlytHZ/bV2KTkxjkv52msJcZE4ueTpJbVrMZKT4tDptO8tHhISr6PQnUm1Wm3sLEZERKDVannyJG+EJTw8HCenVxsogKysLFJSUkS/nJycwn6KCcGh7SgXWIewkZ8xY+RnuHqURF5Ah++fsH/LPCpUb4xrcb83e34LNBlpzJwwmBbte+BTqpzxubmFBaNnrCVs2T48PL05snfzP5Ixd+JAmrb7FO9S5d/FZxcoY/q472jVsTu+pYV4ODg5M3PpDsZMW8GQMXO4c/MyO/8qeMnrqyjr6crekV+x7vvuzPisHRtOXmHPpTsiPxlZOey+dIcONSv+rW/XGvScfRrLzw0rs6ZbKC4qBRMPXQGgTVkvapd05ctNJ/hy03G8HFWYyQs/qvTbhm2E1qyKt6fpHsStB47i5uxE9YplC3izcLi5uTF33jxWr1lDTk4OJ08IMyCrV6+mdu3aeHl5vSGE17Nk43ZCg6ri4+lh4ubsaM+2BVNYNvFnZg//lsu37rFm296/GQ935sxdwMrV68jJyebkyeNv5fZPeZc6xN3NjQVzZrFu1Qqyc3I4fvIUADqdjouXrzCofz/mzw5DrXYy7q/8O2RkpPPrmB9o88HH+JUWlyGDwcDh/dsJbdr6FW//38qw8PLFolgJIof3IfKXr8i6ew2Hrn9vz/2/AgtLrCoFozl/pEBn6+r1yXyF29vg5uZO2NwlLFu9iZycHE6fPPbml/4OFpZYlq1K9tVT4ud6HanLJ5Eyeyi6hGisAusW/P7fIDi0HWUr12HmqM8IG1U09vtd8z7sd0G8z7TKyszg0qld1GzQsdDvLtqyhwbVK+JT3M3E7XlMPIfOX+PPqcPYOWskHzWvz9C5KwsI5fXo9AbOhEfzS7Pq/NGzKa42SibsvfBGt8Lwvuw3CGVq/qSBNGn3KSXfcXvtfcZD4v8vCt2ZbNeuHZ9//jnjx4+nQ4cO9OjRg++++47du3ezZ88eBgwYQNOmTV8bxsSJE7G3txf91q1bR0q+kRaDwUBCXCSOzqaN1lchk8lo1aUvQ39dz/fjV+JewhePEnmdPg8PD1KTYkUykuIjcCiEjEe3z3Fy32omDW7MgrGfkKVJY9LgxqSlCCNATmo3khPF8YiPixKNKr1Ao0ln+pgBVAkKoVk7072CIBilug3bcvJw3lIcR2d3ExkJcVE4OZtufs/UpDNrXF8qBzWgSdvubx1PJ2c3khLjxfGIjcLZxVSGJiOdKaMGUbVmfVq0y9t7YmFhaZypsLG1J6RxG+7cvAwIeRGXko5WpzeGH5WYgoeDeNmtjbUVtgphOZWbgy0tqgZw8aF4Kd6+K3fwc1fj5y6eLfDw8CAuPQutPp+MVA0etuIlPe62Sqp7OuNqo0Amk9EywJNrUcJyW5lMxlfBAaz5KJRlXerj62SLrzrvG12dnYhLSkabO+NqMBiIjkvAzVk8oHLp5l027jpAh74/8dXwyaRrMunQ9ycSk1O5cP0Ox85fpkPfn+jQ9ycAun83yrgf0cXFhYSEBHT5ZMTGxuLq+uqldgqFgpD69Tl06BAA169dY+u2bXzasyfff/cdGRkZfNqzJ8lJSUI81I4m8Yh6RTw27D5I+35D+WrEFNI1mbTvN5TElFQsLSxwshcOmbC3UdGmQR0u38rbm+lcYDxicHlDPOqFhHL40ME3unl4eBS5DnFxcTaJQ0xMLK4uLq+NQ2j9ehw8LHQiXF1cCKxUEWdnNTKZjEYNGnD7dt4AidrZlaQEcTziYqNfWfcmjRxMteB6tGrfzcT91vVL5GRnU7lKTdHz9yHDzM5BNIto5uiMNiFO5EcVFELW3RsYNBlgMJB+5gjWpYUGlC4hDnOnvHQ1U7ugS04Uz5S9BZonkShK5h1EoShZHM3TyDe6AeiS45HbiuMhd1CjT44vUJZ1xSB0Mc/RFbDU38InAJm5Bdl3r4meO7u4kFhgvTBtgBu/U6GgXkgDjhza/5qY56FPTURuYweyfPGwc0KfklCgf0v/KujiotDHv2KmWq8j+9ppLCsEAa+ue05/o+4NmbKe78atxN3T1H6nJceizycjOSESe6e3l2HnVIzk+HwzeHHPRe+/F/utdivytHJQu5PyUlsnMS6yUG2dF1w5sxd3z1K4e4rzIj4pRWz34pNwd3YQvXvx9gPW7TtOm8Fj+WLsbNI1WbQZPJbElDQOnrtKKU8PXByFJf5t6wVx5e4jcnIPvxLst+Yl+52Bu534QBgPOyXVvVxxtVUK6VK+JNci4t/oBu/Hfjs6u5HyUplKjIsq0C5latKZM64vlWuE0qhN3jkRTs4eotnx+JgI7PPNbr+PePwvYkD2r/391yh0Z3Ly5MmEhobyxx9/EBgYyKJFi/j8889p164dLVq0QK1WM3HixNeGMXToUJKTk0W/0aNHU8KnLGePCkr30ul9OKrdcPV4+5mUnOwsMtJSAEhLSWTvlqWigzPUajXFvMtx6cQ2AK6f24u9kzvObiULDK8g+gxfxZCwAwyZsZ8+w1dhpbBhyIz92OQuF7JzcKKkbwCnjuwE4MKpAziqXXHzKCEKJ1OTwYwxA6hYpRZtOov3XsbFRAr7LBBObTt3ch8lvPMOfLGzd8LLN4AzR4S0unh6Pw4FpFWmJoNZY/tSPrAOrTr1fus4Atg7OOHt58+Jw7sBOHfyIE6viMevowdRqWot2nf5XOSWnJSANtcw5ORkc+7UIbx9/AEhL8p6urLjgnAQxf4r93Czt8Ur36mtALHJaej1BgDSM7M5euMhAZ7izseW09fpEFyBl1Gr1QS42rMzd4/jgfuRuNpYU8LBRuSvSeli3IhOIi1LmB0/8Tia0i6CgcvS6oyH8SRqslh+/h49q+blhZO9Hf4+Xuw5Khxacej0BVzVjpTwEDcEF4z9iS3zp7Bl3mQWjv0JlcKaLfMm42hvy+hBvflrwa9smTeZLfMmA7By2ij8fYT8dHBwoFSpUhw8KHSaThw/jtrZmWLFxKOLL1YKCOmdw8lTp/DxEfZY/Dp1KitWrGD5ihVMnTYNpVLJ8hUrsHdwEMVj9zHhZOJDZy4K8XAXp/XCMT/y57xJ/Dl3IgvH/IhKYc2fcyfiaGdLQnKKUX52Tg6Hz17E3yevvDg4OOJXqhSHDh4Q4nHiGM5qZ4oVE584FxHxXBSP0ydP4uPj+0Y3tVpd5DrE0cGBUqX8OHDwMADHTpzE2dmZ4i/lxXOTvDiNr7c3ACH16nLn7j3SM4TlWmfPn8fXJ+/kzhd17/ihPYL7yUM4ObviXsxTJCNTk8GkUd9SuWowHT/sRUEc2ruN+o1amixtfh8ycp49QllDWPqnCKyJLineeErrC7Rx0ViVKQ+57yoqVCMndy9R5q3LWJTwwdxNSFubes3QXDxZ4De8jsgte3Br3RArN2GJbckvuxGxfscb3QAM6aloIx5jHSictGtVoQb65ER08aZLswGsq4egOVfwzKOiRohwSI/BIHru4OCIb6nSHD64D4BTJ46iVrvg8VK9iDQp+8fx9nm7FTKGjDR00c+wLF8DAAv/QPSpSeiT4gr0b1mpFtlXxWkts3ME42mhMiz8qxhPtVWr1Xj6lOVc7rLXy2f24aB2w8X979e9fX8uFR0oo1ar8fAqx7XTWwFh/6OdoxtOhbDfZas15e7lg6Qlx2IwGLhw5A/KB7U0ur8P+21rX/RpZWuvxtO7LBeOC/sor5zdh71T4WS84PShzQTnO4gHhLzw9/Zk1wlhlu/Auau4OtlTwk08qLZk+AC2hw1n24zhLBk+AJXCim0zhuNoZ0NxVzVX7j0iI1PYUnLs8k283F2wyN0XrFarCXBzZOcNYSXc/rvPcLVR4OUoHnBuElCCm5EJRvt9/EEkZVwd3ugG78d+29q/bJf24+BUcHttzri+lK9SmxadxKszylWpw5OHt4h6/giAo3vWUa1O3v709xEPCYnXUejTXFUqFYsWLRI9+/777+nfvz85OTnY2hZ8oEt+rKyssLKyMnne7cvhrJw7nL1blmCtUPFJ3zEArJ4/korVQ6lUowHZWRpGD2yDNicHTUYqP3/VmKD6bWj38SA0GWmEjfoMmUyOwaCnQcuPqVg9VCSj42ej2LBoGIe3LcJKYUPn3uMB2LhkOOWqNqBc1YZkZ2mY+kNLdNpsMjNSmTCwAVXrtKH5h9/yNvT4ehhLZ41ix8ZlWCtVfD5gJADL5o4hsEYIVYJC2Ld9LY/uXScrU8OF08LsUfXajWnT+XOehd9j8+q5ABj0Brz8Avjo8x9EMj7+ajjL54xg1+bfsFba8Gm/0QD8Pm80lWuEULlGKAd3rObR/RtkZWm4dEZowFer1YSWuR3LMYM7k5qSSKYmnZ96N8W/Qg0+GzTeKOOzr4eyaNZotm1chkKhovdA4ZTOJbPHUTWoPlVr1mfPtj94eE+QcT43HkG1G9Guy2fcvXWFTWsWIpfL0et0lKtUnbZd8gze8C5NGL5mN0v2n8XGypIx3YS9uKP+2ENoBT9CK5Ri/9V7rD9xBXMzOVqdnqaBZWgflNdxfByTwJ2IGJoFFrwEZ1jDyozad4ll5++isjRnZGPhtMkx+y8R4utOiK8HHrZKPqtehs82HBP2wNlY83PDQADSsnP4ctMJ5DIZeoOBboG+1PcVz9789GUPxs1dyootO1EprPm5rxDHCfOXU696IPVqBL62vLwNAwYOZPq0aaxbtw6lUsngwcKJd2FhYQQHBxMcHMyVy5fZunUrcrkcnU5HYGAg3T766K1lDPnyE8bOXZ4bDwW/9O0JwPgFv1OveiXqV399PK7cvs/i9Xnyq1UI4NOOLUV++g8YxIzpU1m/bi1KpZJvBn8PwKyw6dQMrkXN4FpcvXKZrVv/RC43Q6/TUTkwkK7dhBnv17nB+9Ehg/r3ZeqMmaxdvwGlUsn3gwcCMH3mbGrVDKJWcE0uX7nKn9u2Y/YiLypX5uNuwqEGrq4udPuwM998/yNymQy1Ws03A/qJZHzR70cWhI3jzw2/o1Cq6DNIOFV30ayJVK1Zl+o167Fr63oe3L1JVmYm504JHZiadRrQ4cNPAchIT+PcqSNMnlPw0rGilpH4xyIcP+mHbdMOGDI1JKyaB4Bjt6/QXDtP5vULpB3bg7m7J25DfsWg06FPSSJxnXCthSErk8Q1C1D3/gGZ3IycyKckrBSf/Fth3mhcW4Ri5e5M0I7f0Kamc7hsUyouHEf0toPEbD+I5tEz7o6ZRa0jwmmZCUfP8mSRsC/zdW4vSN2yDLvOX6Js0BZDpoaUjcL32Xb8jKxbl8jOPWjHzNkd82JeZC0XXxUFILNSYFW+OvFhw0zcAPoOGMys6VPYtG4NCqWSAYN/BGBO2FSCgmsRFFyHq1cusWPrZmP9qhRYlS7dhNUmWZmZ9O3dg5ycHDIy0vm8exdCGzahe6+8QcSMPWtRtuyOVa1mGLIyydgpnIqraP4ROfevob0vzJjKnVwxc/Uk+7Z46bWZS3EU9XP3Lstk6KKfotmfd5Lqi7q35+W6tyC37lUX6t6YQXl175c+jalRvw3tPhLq3szReXUvtIVp3WvZYzRblw7l+M6FWFnb0KaXcM3EtuW/UCawIf6BDcnJ0jD3l+bocrLJ1KQR9kMIFYPb0uiD73B0KUFIuwEsnyToxZL+QVStLz5s5H3Y7/eRVl2+GMmaBb+w/8/FWClUdOszDoA/Fo2gQtUGVMiVMeHb1mhzhLbOqH6NqF63Na27CfYlJuIREeG3Caxlugx/2GedGb1oLcu2HUClsGJk764AjF2yjvpVyxNS1XSANz8Nqlfk5sMndB8xA0tzMxRWVozvK57h/aVpdUbsOstvp2+isrRgdEthJnz0rrOElCpOaOnieNip+KxWOT5dvR+5TIaLjYLhzYRBk9e5veB92O+PvhrO73OHs2fzEqwVNnTvJ+T3qvmjqFQ9lEo1Qjm0czWP718nO0vD5TPCwHGVWk1o8UFvoYx8PYqFk79Br9fhUaIUPfuPfe/xkJB4FTKD4aVh0n/I06dPGTlyJEuXLn2z55fYfzXrXX6KCY0rWbHlrOmhCO+KDkFmnLiZ9maP/4A65Ww4fF3zZo//gNAKCs7eTn6zx39AUIA9mTsXvdnjP8C65Zekzf2xyMK36TeFhKtFtGcpF6dK9Xjw8GGRyvDz9SXxyt/fx/U2OFYO4d6Dwh/MVRhK+5UsUh3SuJIV4ffvvNnjP6BkKX8u3i14CeW7omoZ9XuR8WxAlzd7/Ad4zl7PDgv/Igu/Vc4dYoaaXkn0LnGd+Du3Hjx/s8d/QFm/4iRN7l+kMhx+msO+K0Vrv5tUtmLVsXfaXBHxST3Ze7Hf7yOddl7852dQvI6WVS1IzXcKblFgG9SKjN9efc3UP0X5+Zj3Yr8PXMt8s8d/QKOK1u8lHv+LFLWd+ydULfPqQ9z+Fyn0Mtc3kZCQwIoVK97sUUJCQkJCQkJCQkJCQuJ/lkIvc926detr3R8W8SyKhISEhISEhISEhISExP89he5Mtm/fHplMxutWx764RFxCQkJCQkJCQkJCQuJ98l88NfXfSqGXuXp4eLB582b0en2Bv4sXLxbFd0pISEhISEhISEhISEj8iyh0Z7JatWpcuPDqS1/fNGspISEhISEhISEhISEh8b9PoZe5/vDDD6Snp7/SvVSpUsaL0iUkJCQkJCQkJCQkJN4nBoO0zPV9UejOZL16rz8iWKVSERIS8rc/SEJCQkJCQkJCQkJCQuLfzzu/GkRCQkJCQkJCQkJCQkLiv0+hZyYlJCQkJCQkJCQkJCT+rUinub4/ZAbptBwJCQkJCQkJCQkJif8I5+4k/V9/wiup4e/wf/0J75R/1czks7vXizR8zzIV2H5RW2Tht65qTszN80UWPoBrueo8vXezSGWUKF2O53evFamM4mUqolk5rkhlKLr/Qtq8IUUWvk3fSWRumFZk4QNYd/6OyNuXi1SGR0AgDx4+LFIZfr6+ZBzbUKQylPU6c+JmWpGFX6ecDZl7lxVZ+ADWTXsRe/NskcpwKRfE3QdPilRGGT8v4sd8WaQy1CMWETO0R5GF7zrxd3ZY+BdZ+ACtcu5w68HzIpVR1q/4e9FTj+/fLVIZ3qXKsPxw0YX/aSj/GV175EZGkcoIKa8k6dLBIpXhUKUhmfuWF1n41k0+JXPzzCILH8C64yC2nNUVqYwOQWbvRYdISLyOf1VnUkJCQkJCQkJCQkJC4p8gneb6/pAO4JGQkJCQkJCQkJCQkJAoNFJnUkJCQkJCQkJCQkJCQqLQSMtcJSQkJCQkJCQkJCT+M+j/rz/g/yOkmUkJCQkJCQkJCQkJCQmJQvO3ZiY1Gg1r167l+PHjREZGIpfL8fX1pX379jRq1Ohdf6OEhISEhISEhISEhITEv4xCdybv379P48aN0Wg0WFlZ8ezZM1q2bMm5c+eYP38+HTt2ZM2aNZibF76f+iwigskz5pCckoKNUsmP3/THu6SXyM+N23eYOW8RAFqtlgrlytL/q8+xtLBAr9ezYOkKzl28jJmZHDtbW77r/zXFi3kY34+NDGft/GGkpyaiUNrQtc8E3EuUEslIiH3OH/N/5vnjWzi5Fue7SZtF7pFP7rJl+QRSk+MBaPHhQCoFNTG6P42IYsKsBSSlpGKjUjJswFf4eHkWGGeDwcA3IyZw9+Fjdq1eDECGJpNfpoRx98EjdDq98bkorZ5HMGXGLJJTUlCpVPz4zQCTtLp56zYz5y0U0kqno0K5svT76gssLSzYve8AW7Zuz0uX+HgqlS/HqJ/zrtJ4FhHJpBmzSUlJRZWbHz4lS5jkR9i8xcb8qFiuLP2/+ixffvz+Un70MeZHeEIKw7eeJCkjExsrS8a0rU0pFweTuN6LSWTS7nMkpGsA6N+gCo0C8uJqMBj4ctU+bkUlcPyHrqJ3nySmMXLfBZI0WdhYWjCqaTX81HamMuKS+fXwVeIzMgHoV7scDUsVR28wEHbsGifDYzCTybBXWDK8URVKONgY3w2PS2b4psMkZmRia23JmI4hlHJzMpURlcCk7SeIfxGPxjVoXN6HMw+eM3PvWTTZOSCTUb9MCQY1rYlcnncS2bOISCaGzSM5NRWVUsGQQX3x8Xo5L+4yfcESAHRaHRXL+TOgd6+8vFixmrMXL6PT6alY1p/Bfb7AwiKvnj5//pzp06YJZUqp5NvvvqNkyZIiGbdu3WLunDnG/C5fvjx9+vTBwtJSlB9Dhw7lwf37bNi4UfR+eHQcI5ZuIiktAxuFNWN6dcSvuJvIz/nbD+k/83dKujsbn60Y+hXWlhZExCUyYukm7jyNpJizI+tG9he9Gx3xhCWzRpKWkoRCZcPnA0ZR3MtPHIerZ9m4cg6ZmRnIZDIqVatLp+4DkMvlxEY/Z96UH9Hr9eh1Ojw8venZ9xdUNnllJjwmgeGrdpCYloGtwooxn7SilIeLSMa5e+H0m78Bb9e8cvD7t92xtrQA4F5EDJM27CM+VTjCv3/r+jQOzLuG4mlEFONnLSQpJQ0blYJhA77E9zU6ZNCIidx9GM7u1UJ9fxD+lOmLVpCYnIKZXE7Z0n5892VPrKzy8ini+TNmTP+VlORklCoV33z7AyVLeovCvn3rJvPmCsfna7U6ypWvwFd9+mJhYflaNwC5kys27XohV9pgyNSQtnUZuthIUfhWlWtjXTNvAFJu50hO+F3SNiwQ+VO1/RTrwNokTB6EIUtjfG6mdsOu85fIVLYYMjNI2bAYXYz4mHzravVQ1G6a9469E9mP7pCyehaWpSuiat4lT76NHfrUZBLnjDA+KzfjZ9xaN0Tp7cmx6u1IuXK7wHwo0asTfj/0Brmc+MOnud5/NAat9o1uL/Ji5vRJpCanoFSpGPjtj3iV9HkpL26wYG4YADqtlrLlK9K7T38sLCyJjo5i1vTJPHpwH1d3d8LmmNqMf6qnniemMmLTYW5HxlHc0Y71/T8weff58wh+nT6DlJQUVCol3w3+Bu+XdMjNW7eZPXceAFqdlgrlyvF1n6+wtBDqxqPHj5m3YCGJiUkAfNqjO3Xr1AYgIfox25cPISMtESuFDa0/nYRLsdIm33Hl+AZO7VmMQa+nZEAwzT4aiZmZBQa9noObf+XhjWPodVo8S1Wl+UejMDPPqxf/FV0bHRHOstkjBF2otKHXgDEUe0kX3r52ls0rZ5GVmQEyGRWr1aPjJwORy+U8C7/H2sUTSUlOxExuhnfpCnzUewiWVtYAPImMYcy8FSSlpmGjVDDi6x74lihmkhcvvrPfuDDuPHrKgaXTAYiIieeDQcPx88q7dmLS4C/xdM/TpeExCQxfuT1P13Zvbapr74bTb/56sa79rgfWlhavdTPKiEti+IYDJKbn1ovOjV5RL+KZtPUY8Wm5OrtpTRpXENJz87mbLDtyCb3BQJBfcYa1q4+FmZnx3biox6xfOIyMtESsFbZ0/nI8bp7icpsQ+5wNi4YREX4LJ5fiDBq/pcB0XDzxMyLCbzJq4RmR2/vQIf9rSKe5vj8K3eMbOHAgzZs3Z/78+chkMiZPnsyRI0c4ffo09+7do2nTpowbN45Ro0YV+mNmzF1Iq2aNad64IUdOnGJK2BzmzZgi8uPn7c286ZMxNzdHr9czauKvbN2xm07t23DyzDlu3LrD4lnTMDc3Z9W6jfz2+2pGDPne+P7GJaMIbtSJoJAOXDmzhz8WDOOb8etFMqwVKpp3GUBmRhq71ovvIcrO0rB02gC6fT0B34Bq6PU6MtKSRX6mzv+NNk0b0LJhCIdOnmHC7IUs/nVsgXFet3UXxdxdufvwsfGZubkZH3dog52tioG/jC/wvbC582nVvCnNGjfk6PGTTAmbzbwZv4r8+Pr4MHfGr8a0Gj1hClt37KJT+7Y0b9KI5k3yGnFf9B1Iw9AQ0fvT5y6kdbMmNG/cwJgf82dMNsmP+dMnGWWMnDiVv3bspnP7Npw8c57rt26zeNZUzM3NWbluI0t+X8PIId8BMG7HaT6oUpp2lf3YdyucEVtPsubzlqLwNTlavll/mHFt61DFyxWdXk+yJlvkZ9WZW3g62nIrKsEkncYfvESHCt60LVeS/feeM2rvBVZ2a2Ai47ttpxndtBpVijuj0xtIyRRkHHkYyeWIBNZ+1BALMzlLzt5mzsmbTG4ZZHx/7F/H+KBGAO2q+rPv+kNGbD7Cmq87iGVkaxm0eg/jPmhAVW/33HhkAWCnsGLKh43wdLIjK0fLl8t2sO3yXdpVzetcTJu3mNbNGtGiUSiHT5xm0sx5LJw2UZwXPiVZOHWCMS9GTJrOXzv30rldK3buP8S9B49YPH0y5uZmTJ27iE3bdtK1Y1vj+7Nnz6Z5ixY0adKE48eOMX3aNGbOmiWS4ePjQ9jMmUYZ48eNY/uOHXTokBffLVu24OHhwYP7903zY+VffFC/Bm3rVGXf+euMWLaZ1b98beKvpLuzSUcRQGVtRb8OjUnTZDFnyz4T9xXzxxPStAN1G7bl/Mn9/DZ7FCN+XSnyo7Sx46vvJuDq7klOdha/jvyak4e3U7dhWxycXBg64Tdjg2nNkl/564+FfPTFD8b3x/6xmw9qV6ZdcCX2XbrNiFU7WPPDpybf4u3qxPohn5k812TnMGjRJsZ1b01VvxJCWUjPFPn5df5S2jZtQMuG9Tl08iwTZi9iya9jTMICWLd1N8Xd3bj7MNz4zNLCgsG9e1DK2wudTs/oGfNYtWU7n3ftaPQzd/ZMmjVvSeMmzThx/Chh039lxsy54jj4+DI9bK4xvyeOH8OO7dto3+GD17oB2LT6hKyLR8m6cgrLslWxaduL5N8miMLPunKSrCsnjf/t+4wk+5r4nk3LgCqgL/iuNtsOvdCcPUTmxeNYVaiBXefeJM4dJfKTeeEYmReOGf87DZpA1mVBZva9a2Tfy7tT177nt2Q/EN/jG7VpDw+nLqHW4TUFfgOAwtuTMqMGcTyoA1nRcVTfPB+v3l0In7/mtW4vmD97Ok2bt6ZRk+acPH6EWdOnMHXmfJEMHx8/pobNN6b35PEj2bX9L9p26IxSqeTjHp+RkZ7Oqt9/K/Ab/6mesrGyoF/jGqRlZTNn37kCZcycM5eWzZvRtEljjh0/wbQZYcwOmyHy4+vjzeyw6cZ4jJ0wke3bd9CxQ3syMzMZNWYcP3w3mArly6PT6UhNy7s7dvfqEQTW60Kl2h25fWE325cPodewTaLwk+KecnTrTHr9vAWVnTMb533N5aPrqdbgY66c2Ej0kxt89vNm5GYW7Fo1nHMHfie42RfG9/8runbVgvHUb/IBtRu25cLJfSybPYKff10t8qNU2dH720m45OrC6aP6cPrwdmo3bIuFhSXdvhiCp3cZ9DodS2YMY/eW5bTt2geASUtW075RXVqH1uLA6YuMmf87yycUfK/z2p0H8HRz4c6jp2L5CmtWTf65wHcgV9fWCczTtSu3s+bHXib+vF2dWD/08wLDeJ0bwNgtR/ggqDztqgWw79oDRmw4wJr+nUV+NNk5DPp9F+O6NKKqt4dQLzKEevEsIYV5+87yx4AuqG0UDFq5i01nb9K1VkXj+5uXjiaoQWeq1+/AtbN72LDoZ/qPMW13Nus0kExNGns2hBX4rcd3r0DtVoKIcNO7xt+HDpGQeBWF3jN55MgRvvvuO2Qyocc/ePBg9u/fT3x8PKVLlyYsLIwVK1YU+kPi4+O5e+8BTRoIHZr6tYOJiYvneYR4JNva2so466nVasnOzjZ+i0wmIycnh+zsHAwGA+kZGTg7q0Uynj66QbW6bQCoFNSUpPgo4qLCRTKUNg74BlTD0lph8p0XT+ygZKlK+AZUA0AuN8PGLm8UKzEpmdsPHtI0pC4AobWCiImL51lklElYj5484/jZ83ySz8iA0BCsVqk8NipVgWmVmJTE3XsPaJybVvXq1CI2Nu6NaZWVL63yc+vOXZKSk6lds4YoHkJ+1Af+bn5ATo7WmB8ZGRpccvMjPj6em5EJtKoojJw1DvAiOiWdJwkpovB3XX9ExeLOVPFyBcBMLsdJZW10vx+bxKE7T/msdgWTeMXHx3MrJomWAcKocqNSxYhO0/A0SXyx/e47z6jg7kSV4s65MmQ4Kq2EOAA5Oj3ZOp1QprK1uNnkyY9P03AzIpZWlYVRxsblfYhKTuNJvHiAYdfV+1Qq4UpVb/d88RDKV9lizng6CTNfVhbm+HuoiUhMFeXFnfsPaRJaD4CQ2jULLFPWVnl5kZOb3+Rm9/1H4VSrXBELC3NkMhk1qwWy93BeAzspKYl7d+/SsGFDAOrUrUtcXBwRERFiGdbWpvmdzz08PJxTp07RpbPYGAMkpKRx83EELYMrC2lVrTzRCck8iY438fsq7G2UVCntjSLfyPIL4uPjefzgFrVChAGJarUakRAXTXSkuAFT0jcAV3dhls/C0govH3/iYoRybWFhaexI6nU6srI0QkF+ISM1nZtPo2hVQyhvjQP9iUpM5Uls4lvHYdf5m1TyLk5VP6FcmsnlONkqje6CDnlE05A6AITWqkFMXALPIqNNwnr45BnHzl7gk46tRc9LFHOnlLcwe29mJieglA9RMbFG96SkRO7du0uDho0BqF2nHnFxsUREvDSrZ5LfWcb6/To3ALNiJcm6KoyeZ9+6iNzeEbmjeFYhP+bFfZCrbMm+e8X4TKayRVG3Bel717/ynczcjmHW9XPI7Z0wU7u+WkYJX+Q2dmTdumTiJrd1wNKvHJmXToieJxw/T+Zz07TPj0fHZkRvP0hWdBwA4YvWUuzD1m90AyEv7t+7S2hDYXVLrTr1iYuLIfKlvLAqoO69KJu2tnaUK18RK2trCuJd6Cl7pTVVvd1RWBQ8Bp2UlMS9e/do1FAYrKtbp3auXXq9DsnKyovHoSNHCAjwp0L58oJ8MzMc7O2FOMTHExl+nQo1BXvpX7UZqYlRJMSI7fftC3soXbkhNvYuyGQyqtTvxs1zwiqc6Ge38Q6ojZm5JTKZDL/y9bl+5i/ju/8VXZuSlED4g5vUzNWFVWs1JjE+mpjIJyJ/Xr4BuOTThSV8/ImLEb7DrVhJPL3LACA3M8O7VHniYyOMeXHr4ROa1xMGVRvWrEJ0fCJPo2JMvuXh0wiOnLtCj7bNTNxeR3x8PDefRBaga00Hjf8u8WkZ3HweQ6tAIZ6NK/gK9SLupXpx5R6VvNyo6i2sqjKTy3GyEerF/usPCCnrjbOtEplMRueg8uy6cs/4blpyPM8fXadKHaHdWaFGU5ISIomLNm13evtXw8LKtN0JEP3sHjcuHCC09Rcmbu9Dh0hIvI5CdyYdHBxITc1r6GZkZKDVarHMXXpRqVIlIiMjX/U6AFlZWaSkpIh+T548wcnJEbPcpQEymQxXF2diYuNM3o+KjqH3gG/p8HEvVEolbVsKSqpWUHUqVyxP5x6f07nHF1y6co1eH+cte4yMjMTOwQUzM3OjDAdnDxLjXv+9+Yl+/gBzC0uWTOnLtCEdWTNvKGkpecotJj4BtaMj5vni4easJjpW3GDWarVMmbeE7/t8jtyscNkQGxf/irSKNfEbFR3Dl/0H0/GjnqhUStq2bG7iZ9fe/TRuECpamhwbF1egjOhX5McXA76j/cefoVIqafdSfnTq8QWdevTm4pVr9Pr4Q0DIC2cbBeZyuTF8d3sVUcnporAfxiVjaWbGgD8O0mXxdn756wQJubM4OTo9Y3ac5pdWwaIloS+IjIzEWWktlmGrJDJVI/L3KCEFSzM5g/46SbfVBxmx5zyJuaOO9X09qObpTNPFu2i2ZBdnn8bSJ7ic8d3o5DScbZWYm+WPhw2RL3VYH8QkYmFmRv+Vu+kyZxM/bzxkXLabn7jUDPbfeET9gLwlTzFx8agdHcRl6hV1IzI6hs8H/UC77l9go1TSvoWQF/5+Ppw4e5703Pp66PgpUeciNjYWJycnUX67uLgQE2PaOIiOjqZf3750/fBDlCoVrVoLDWOtVsusmTMZMGAA8nxLfF4QlZCMs72tKB7uTvZEJSSZ+H0Wk0C3MXP5eNx81h86Y+JeEJGRkdg7Oovqt9rZnYTYV9fv5MQ4zp86QOXq9YzPtDk5jBzcjYE9GxEd8ZT2Xb/Ki3tiKs52NuL8drQjMiHZJOyncUl8OHkZH/26nHVHLxqfP4iKw8LcjP4LNtBl0lJ+/n0bCbnLXQGi4xNM89tZbVL3BB3yGz/06fVaHaLJzGT7/iPUDapmfBZXYH67EltgfkcxoN9XfNz1A5RKFS1btXkrN0NqMhjyztPTJycgtzddPvYCq8A6ZF09LZqFtGndg/T9myA7q8B39KlJoM8nIykeub26QL8AiuohQmexgJlO62r1yLpzBUN6agFvvh6Flwea8LyGmyb8OYoSHm90AyEvHAvMC9MObHR0FN/0+4IeXdujVKpo0ardW33fu9ZTBREbG2daplxdiC3QLkXTp/8AOnf7GJVKSZtWQqfnyZOnWFhYMHzUaL7uP5Ap06aTlCzUrcjISGzsXZDnq992Th6kJIg7YSkJkdg55S2ddFAXJyVB0AEeXuW5d/UgWZo0dLocbl3YRXJ8Xt78V3RtYnyUiS50cnYnIc50UPsFyYlxXDy1n0r5dOELsjI1HDuwhcAaoULcIyNxdrAT63JnR6LjxB09rVbHhEWrGdL7I+RyUx2lycri02GT6DFkAks27UCXry5HRkaa6lonOyJfGnCGXF07aSkfTVnGuqMX3tpNqBcqsQwHWyKTxTrgQXSioLOX76DLrHX8vH4/CWlCvYhMSqOYo63RbzFHW6Ly1aukhChsX253qouRVIh2p06bw6bfRtKx1yhkctP8fh865H8RA7J/7e+/RqE7k02aNOHbb7/l9u3bPHr0iD59+hAYGIitrVCZnjx5gqvrq0eGASZOnIi9vb3ot2zZsrf+Bnc3VxbPns7G35eQnZPDsVNCY/Pu/Qc8Dn/CuuWLWb9iMVUqV2RG7v7Kd4Vep+PutdN0/mIk307chL2jK5t+K3j52etYtm4z9YNr4F2i+Js9/wPc3VxZNGcGG1YuJScnh+MnT4vcNZmZHD56nBZNG/8jGUtmT2PT74vJyZcfd3LzY/3yRWxYsYiqfyM/dHo9Zx5F8kvLYNZ90QpXWwUTdgnhLzx6hUb+JfB1tv/b3w6g1Rs4+zSWnxtVYc1HDXCxUTDx0GUAbkYn8iA+hd1fNGf3Fy0IKuHChIOXCy1Dp9dz5sFzhrerx7p+HXG1UzF+63GRn7TMbAau2sOn9SpTvvirZ3Beh4ebK7/N/JXNyxeRrc3haG5eNG8USlDVQAYNG82gYaMpUawYZoUcxHiBm5sbc+fNY/WaNeTk5HDyhDCTs3r1amrXro2Xl9cbQng9ASWLsfvXH1k7oh/T+37ExsNn2Xvu2ptfLCSajDRmThhMi/Y98CmVN0BgbmHB6BlrCVu2Dw9Pb47s3fyaUAqmrKc7e8f2Zd1PvZjxRUc2nLjEnou3gNyycOcxw7s2Z91PvXB1sGX8+j2FlrF03RbqB1d/rQ7JydEycupcggIrEBJcvdAyANzc3Jk9dyG/r15PTk4Op04efyu3QmFhiWWFGmTlmxW0qlIXfXIC2sd3/l6YBciwqhSM5vyRAp2tq9cn8xVu/xbc3NwJm7uEZas3kZOTw+mTx978UiF4Gz31LnB3c2PBnNn8sep3cnJyOHHylCBfp+PS5SsM6t+febNn4qxWG/dXvgsq1u6Ib/l6rJ72CaundsfJzRu5/O/dkPZf0LUv0GSkMWfCIJq174l3qfIiN21ODoum/UT5ysFUCW5YqHCXbNpOaFAgPsU9TNycHe3YPm8iyycMYfYvg7hy+z5rtu8v9LeXLeHO3nH9WDfkM2b0/oANx/N07evcCoNOr+fM/acM7xDCugFdhHrx1/vTFfu3zKNC9ca4Fvd7s+c3UNQ6ROL/Twqt4aZMmUJWVhblypWjVKlSnD59mt9+y1tfHRsbyw8//PCaEGDo0KEkJyeLfkOGDCEhIRGdThgxNhgMxMTG4eri/MpwFAoFDerX5cDhowDsPXiYwEoVsbFRIZfLadYwlMtXrxv9e3h4kJIUi06nNcpIiovE0dlU0b0KB2cPSpUPwt7JDZlMRrW6bQi/f9Xo7qp2Ij4xEW2+eETHxePmIh4tv3zjNpt27qHzl4PoN2w06RoNnb8cRGKy6ajby7g4q1+RVq/ugCgUChrUy0urFxw9fpKSXiUo+dIBAy7OzgXKcHtjftRhf+6Snr0Hj1ClUgVjfjRtGMqlqzcAIS/i0jRoc0ciDQYDUcnpuNuLl/a626mo4e2Om52whKRlRV+uPhdGiS88ieGPc3doMXszvVbsIT0rhxazNxtnLj08PIjLyBTLSM3Aw1a8jMTdVkl1T2dcbRSCjIASXMvdf7nj1lNqeLpga2WJXCajdVkvzj/LG2V2s7chLjUDrS5/PNLwyHdAD4CHgw01fIvhZqdCJpPRqnIprj7NG4lOz8qm74pdhAaUpEedSqJ3XZ3VxCcmicvUG+qGUmFNw7q12X9UaAjKZDJ6devMkrDJzJ0ylpIliuOdL89dXFxISEgQ5XdsbOxrB4YUCgUh9etz6NAhAK5fu8bWbdv4tGdPvv/uOzIyMvi0Z0+Sk5KEdHayJy45VRSPqIRk3J0cROHaKKyxVQpLbdyc7GlWsxIX74mXBBWEh4cHyYlxovodHxeFk4tp/dZo0pk+ZgBVgkJo1u6TAsMzt7CgbsO2nDy8w/jMzdGWuJQ0cX4npuDhJB7QsFFYYavIjYOjHS2qlePiA2G5rYejHTVKe+HmYCuUhRrlufo4b3bFTe1kmt9x8SZ1T9Ah++j05WD6DhtLukZDpy8HG3WIVqtlxLQ5qB0dGPR5d9G7zgXmdwwub8jv+iGhHD508K3cZLb2IMszMXJ7J/TJBS9RsypXDV1sBLp8o/UW3v5Y+FfGYeAEHAYKey3t+4zEzD2v3MptHSDfjIfcQY0+ueBl09YVg9DFPEcXE2HiZuETgMzcguy7f2/QQvMkEkXJvE69omRxNE8j3+gGQl4kFpgX4oOp8qNQKKgX0oAjh96u8f2u9NTrcHFxNi1TMbG4vMEuhdavz8HDh3PDcKFypYo4O6uRyWQ0bBDK7dvCYIKHhwdpybHo89VvYRZSfOiLMFuZN9uYFP8cOydBB8hkMuq1GcBnv/xJj5/+wNmjFM7F8g7g+6/oWke1u4kuTIiLwsnZ3STsTE06M8f2IzAolCZtxXpCqxU6kvaOznz4+Y/G5x4eHsQlpYh1eVwibs7ilQcXb95jw57DtO//M1+Omkq6JpP2/X8mMSUVSwsLnOyF7R32Nipah9bm8u37Yhkv69qEFDycxAfoFahr7z99oxu8qBfpYhlJqXjY24pkCPWiOG72NkK9qOLP1SfRRrf821IiElNxz1evHJzcSX253RkfgUMh2p2Pbp/j5L7VTBrcmAVjPyFLk8akwY2Nq+Lehw6RkHgdhe5Murq6curUKe7cucOVK1e4f/8+VapUMbp36tSJAQMGvDYMKysr7OzsRL9ixYpR2s+XfYeE0Z6jJ0/j4qwWncQK8DwiEm3uKXg5OTmcOHUGX29hSaCHuxuXr14jJycHgFPnLohOH1Wr1Xh6l+PC8W0AXD27F3snd5zdxaeovY7A4GY8fXCdzAxhGcOty0cp5pV3UIqjgz1lfH3Ye0QwLIdPncVF7YSnh1iJz50wgo2LZrFh0UzmThiJSqFgw6KZONqbnjT6Mo4ODpTy82V/blodO3HqrdLq+Okz+PqI47pr7/4CZyUdHewp7efDvkNC51PID6c3yzh1Fr/c/Cjm7salq9eN+XH63HljfqjVagLcndhx7REA+28/wc1OiddLhqJpOW9uRMSRliUciHP8/nPKuDkCsKxnM3YN7MiuAR1Z1rMZKisLdg3oaNxTqVarCXBxYOdtwXgcuB+Bq41CdBIrQJPSxbkRnUhalvCdJx5HUTp3trO4vZJzz2LJyTU2xx5FiU6DVdsoKOvhzI7cPRL7bzzCzU6Fl1rcuWhawY8bz2NJyz3Y5/jdp/i7C4Y3IyuHvit2Ubu0J182qPrqvMjtpB85eQYXtdqkTD2LjMqXF1qOnz6HX+4JgVnZ2caDLJJSUliz+S+6dcjbq+vg4ECpUqU4eFDoDJw4fhy1szPFiokbahEREaL8PnnqFD4+wr7XX6dOZcWKFSxfsYKp06ahVCpZvmIF9g4OADjZ2RDg5cHO08KeuP0XbuDqaIeXm3igJTYpFX3uAEB6ZhbHrtwhwOvNhletVlPSN4BTR3YCcOHUARzVrrh5iAdKMjUZzBgzgIpVatGms3j/SVxMpLBPEtDr9Zw7uY8S3nmn7qltVZT1dGPHOWGQav/lO7g52OLl4iiOQ3Iaer3BGIej1+8T4CkY9qZVArjxJIq03INNjt94iH+xvIakoEO82XtEmIU4fOpcrg4RNwzmTRjOpkVhbFw0g3kThqNSKNi4aAaO9nZodTpGTpuLnY2KH/t+ZrJX2sHBEb9SpTh0UGhInDxxDGe1M8WKiWc5IyKei/L71MkTeOfm9+vcAHSRT7CqVBMAy7JV0ackok80XfIIwixk1kt7FdO2/EbSzCEkzRpG0qxhACQvGI0uKq8xqI14jHWgcNKnVYUa6JMT0cUX3Pmxrh6C5lzBswmKGiHCIT0GQ4HubyJyyx7cWjfEyk3odJT8shsR63e80Q2EvPAtVZrDB4UDpU6dOIpa7YLHS3kR+VJ6nz55HG+ft5upeBd66k0IOsSPAweFDs/xEydxdnam+Es65PlLOuTEqVP4eHsDEFKvLnfv3iM9Q1j2fe78BXxzy5RarcbdqzzXz2wF4M7FPdg6uOHkKrZp/lWbce/KQdKSYzEYDFw6upayNVoBoM3JQpMuLJvNSEvg1O5FBDfN0wH/FV1r5+CEl28AZ3J14cVT+3FUu+LqIZ7JzNRkMHNMPypUqU2rzr1FbjqdlsXTh6CytaP718NFOkStVhPgXYLdx4TDsg6euYSr2oES7uIO8aLR3/PXnPH8OWc8i0Z9j0phzZ9zxuNoZ0tCcgpardD5yc7J4fDZy5TxFrfXynq6F6BrxeXRRNfeuE9ACbc3ugGobZSULebCjst3BRnXH+Jmb4PXS6udmlYqxY1nMXn14k44/h6C3WpcwZcjtx4Tl5qBwWBgw9kbNK+UZzNs7NUU8y7HpRNCu/P6udx2p9vbtzv7DF/FkLADDJmxnz7DV2GlsGHIjP3G8zrehw75X8RgkP1rf/81/t76DqB0adPjuAGePn3KyJEjWbp0aaHDHNzvKyaHzWHNhs2olEp+GNQPgKmz5lG7Zg1q16zBpavX2LJtJ3K5HJ1OR9XKlejeVdiA3q5VC548fc6XA7/DzNwMJwdHvun3pUhGpy9G8seCnznw52KsFTZ07TMOgHWLRlC+aigVqjckO0vDpG9boc3JJjMjlTH9GlKtbhtadRuMo3MxGrXvzeyRHyOTybF3cqVT71EiGT98/RkTZi1k5catqJQKhg4QvmHS3MXUrVFVtHfpVfT8ZghJKamkazR0/KI/VSqUY/g3ffPSqv/XTJkxizXrN6JSKvn+G6EDP23WXGrVrEHtmkFcunqNP7duRy43Q6fXUaVyJT7pmncM/tNnz3nw6BGh9Ya/Mj+mhM1lzYbNKJUKfjTmx3xq1axOnZo1uHT1OptF+VGR7l075eZHc8KfPqP3wO8xNzfD0cGBwf3y9p8Nb1WTEVtP8tuJa9hYWTC6jdAoHL39FCFlPAktUwIPexWf16lIz+W7kctkuNoqGd4y+I3p94JhjQIZtfcCy87dQWVpwcgmQmdtzP6LhPh6EOLrgYedks9q+PPZhiPIkOFqo+DnRoEAdKnky6OEVLquPoC5XI5aZc2whoEiGcPb1WP45sMsOXIZGysLxnQMBWDUliOEBpQktKw3Hg42fF4/kB6L/hLiYadiRDthb8rqU9e4/iwGTbaWgzcfA9Ckgg+9Q/M6lt993ZtJs+axeuOfKBUKhgwUTkCdMnsBdYKqU6dmdS5dvc6m7bswk8vR6fRUrVSB7h8Kp3emZ2Twzc+jkcvk6A16PmjdktovlcMBAwcyfdo01q1bh1KpZPDgwQCEhYURHBxMcHAwVy5fZuvWrcb8DgwMpNtHH711fvzSox0jlm7mt51HUFlbMbqX8H2jl28hJDCA0MCyHLh4gw2Hzwrx0OtpUq087eoIaaHJyqb9L2Fk52hJ02TR7IcptAoOZOAHwtUPPb4extJZo9ixcRnWShWfDxgJwLK5YwisEUKVoBD2bV/Lo3vXycrUcOG00PCtXrsxbTp/zrPwe2xeLZxoatAb8PIL4KPPxSsthndtzvBVO1iy9xQ21laM+UTY7zVqzU5CK5YmtGJp9l++w/rjlzCXy9DqDTSt4k/7YGHG2cPJns+b1qLHjJVCWbC3ZUQ38V7mH7/+jPGzFvH7xm2olAqGDRAaepPmLsnVIaaDDvk5ePw0R06fx8+7BL2+/QWAigGl+e6rT41++g34hrDpv7Jh3VqUSiWDBgvxnBU2jZrBtagZXJurVy6zbeufxvyuHFiFrt2EmdzXuQGk7ViFTbtPUdRtiSFLQ9pW4WA2VevuZN+9Sk7uQTtytRvmbiVIuSE+zfJtSN2yDLvOX6Js0BZDpoaUjcJx9rYdPyPr1iWycw/aMXN2x7yYF1nLTfffyqwUWJWvTnzYsAJlVJg3GtcWoVi5OxO04ze0qekcLtuUigvHEb3tIDHbD6J59Iy7Y2ZR68haABKOnuXJonUAr3V7Qd8Bg5k1fQqb1q1BoVQyYLAwCzQnbCpBwbUICq7D1SuX2LF1szG9KwVWpUs3YSYpKzOTvr17kJOTQ0ZGOp9370JowyZ075XXQfinekqTraVt2DpytDpSs7JpMmU1rQNLM6hp3snWA/v3Y9qMMP5YvwGlUsl3gwcBMGPmLIJr1qRWcE2uXLnKn9u2GeNRpXJlPu4mnG3g6upK1w87M/j7H5DL5KjVTgwakHeqc/OPR7N9+VBO7lqIlbWKVp8Kp6zu/P1nSlduSOnKjXB0KUG9NgNZOaUbAF7+QVSpL+zVz9Kksnpad2QyOQaDnuoNe1C6snjp5n9F137S5xeWzx7Bzk2/oVCq6Nl/NAC/zx1NpRohBAaFcmDHGh7dv0FWloaLp4XObbXaTWjV6QvOH9/LpdMH8SxZmrHfCflTKiCQj74cCsCQ3h8JJ7j+uRuV0prhfXoAMH7hSupVq0T96pVf+31X7jxg0frccqDXU728P706iPXg8G7NGb5yO0v2nMzVtcKgwKjVubq2Umn2X77N+mOXMDeTo9XpaVolwKhrX+dmlNEhhOEbDrLk0AVsrC0Z00koD6M2HSK0rDeh5XzwcLDl89Bq9FiwGbkMXO1sGNFBOADR08merxsH0XOBsB2ium8xOtUsJ5LR8bNRbFg0jMPbFmGlsKFzb+GU/o1LhlOuagPKVRXanVN/aIlOK7Q7JwxsQNU6bWj+4bdvk93vRYdISLwKmcHwN4diX8GVK1eoWrWqcbq9MDy7e/3Nnv4BnmUqsP2i9s0e/yatq5oTc/N8kYUP4FquOk/vmR4L/S4pUbocz//mcq+3pXiZimhWjitSGYruv5A2r+Cjyt8FNn0nkblhWpGFD2Dd+Tsib18uUhkeAYE8ePiwSGX4+fqScWxDkcpQ1uvMiZtpb/b4N6lTzobMvW+/t/vvYN20F7E3z77Z4z/ApVwQdx88ebPHf0AZPy/ix3z5Zo//APWIRcQM7VFk4btO/J0dFv5v9vgPaJVzh1sPnr/Z4z+grF/x96KnHt+/W6QyvEuVYfnhogv/01D+M7r2yI2MN3v8B4SUV5J0yXS5+7vEoUpDMvctL7LwrZt8SubmmW/2+E9kdBzElrOFbwsXhg5BZu9Fh/wvUpTtgX9KnXI2b/b0P0ShZya3bt36WveHRawoJSQkJCQkJCQkJCQkXsV/8dTUfyuF7ky2b98emUzG6yY0C7rLUEJCQkJCQkJCQkJCQuK/Q6EP4PHw8GDz5s3o9foCfxcvXnxzIBISEhISEhISEhISEhL/0xS6M1mtWjUuXLjwSvc3zVpKSEhISEhISEhISEgUFXrDv/f3X6PQy1x/+OEH0tPTX+leqlQp411IEhISEhISEhISEhISEv9NCt2ZrFev3mvdVSoVISEhf/uDJCQkJCQkJCQkJCQkJP79/O17JiUkJCQkJCQkJCQkJP5tSKe5vj8KvWdSQkJCQkJCQkJCQkJCQkJmkE7LkZCQkJCQkJCQkJD4j3DkRsb/9Se8kpDyyv/rT3in/KuWuQ4ISynS8Gd/Y8fUzfoiC//7jnK+m/fqw4neBdP6qvhxgaZIZUzpo+DQtaKV0aCighM304pURp1yNuy+nF1k4TcPtGTl0SILHoDu9SHp8uEileEQGMrDBw+KVIavnx+nbhVt/a5V1o7Ym2eLLHyXckFcuJtQZOEDVCvjxMYzRaejADrVlBdpOoGQVpG3LxepDI+AQG49eF5k4Zf1K16k4b+QscPCv0hltMq5w5N7t4pUhlfpsnw1qWjrxsIhTnw/v+gah1O/Vr6XNkj/6clFKmPOt/ZMWKcrUhnDPjRj4d4iFcFXTWHOzqKb6+jfUsboVTlFFj7AyE8siLhztUhlFPOvxLIiPvOyV4OiDb+oMBikZa7vC2mZq4SEhISEhISEhISEhEShkTqTEhISEhISEhISEhIS/0Lmzp2Lt7c31tbW1KxZk7NnX726aPHixdSrVw9HR0ccHR1p3Ljxa/2/C6TOpISEhISEhISEhITEfwaD4d/7Kwzr1q3j22+/ZeTIkVy8eJHKlSvTrFkzYmJiCvR/+PBhunXrxqFDhzh16hQlSpSgadOmPH9edNs2pM6khISEhISEhISEhITEv4zp06fTu3dvevXqRbly5ViwYAFKpZKlS5cW6H/16tX07duXwMBAAgICWLJkCXq9ngMHDhTZN0qdSQkJCQkJCQkJCQkJiX8R2dnZXLhwgcaNGxufyeVyGjduzKlTp94qjIyMDHJycnByciqqz/x7p7mePXuWU6dOERUVBYC7uzu1atUiKCjonX6chISEhISEhISEhIREYdDz7z3NNSsri6ysLNEzKysrrKysRM/i4uLQ6XS4ubmJnru5uXH79u23kvXTTz9RrFgxUYf0XVOozmRMTAwffPABJ06cwMvLyxi56OhoBg8eTJ06ddi0aROurq5/+4NcHOR80tQaG4UMTRas2qshKsH0qHwnOxmfNFXg6WJGfIqeyavFV3IEl7egSXVLZDIZ955qWXcoE4DkuMcc3jCUzPRELK1tCek8ASe30ibh3z63kStHFmMwGCjmV5O67UYgN7MgNfE5RzYMJS7iFrZOnnwwcEuB8XC2l9GtkRUqaxmabAN/HMgiOrHghdJBZc1pWMUCmQzuP9ex6Wg2ej3IgDa1LfH3MkNvgIxMg4mMLg0sUFnLyMyG9YeyXymjRoAZDaqYIwPuR+jZciwHvR6q+5tRt2JeMbBX5VW+6MhwVsweTlpqEgqlDT37j6FYiVLidLp2li2rZ5KVqUEGVKhWjw4fD0IuFya9r54/yqbfp6PX6yjuVZqe/cegUNoI4Uc8YcmskaSlJKFQ2fD5gFEU9/IThX/r6lk2rpxDZmYGMpmMStXq0qn7AORyObHRz5k35Uf0ej16nQ4PT2969v0FlY2d8f2YyHBWz/uZ9NQkrBU2fNx3HB4vxSE+5jlr5v/Cs0e3UbsW58cpG41uer2ev1ZN5dblE8jNzFDZOND1q1G4uHsZ/SREP2brsiFkpCZipbChba9JuBQXl6mkuGdsXTaU6Kc3cVB70nvkXyL3S8c2cHL3YgwGPd4BwbT4aCRm5hZG9yeR0YyZt5yk1DRsFApG9P0U3xLFCsxrg8FAv7EzuPPoCQeWhQEQERPHBwN/wc+ruNHfpG/74OnuYvz//Plzpk2fTkpyMkqViu++/ZaSJUuK8+PWLebMnQuAVqulfPny9OnTB0sLC65evcrwESPw9PQ0+p8+bZpROUZFPGHJzFGkpiajVKr4YuBIk/y+efUcG1bOIUujARlUrlaXzj36G8vTCxbPHMWJQzuYu+ogKhtb4/OnEVGMn7WQpJQ0bFQKhg34El8vTwrCYDAwaMRE7j4MZ/fqhQBkaDL5Zcos7jx4hE6nNz7PT2TEUxbMGENqSjJKpQ19vvkFz5K+Ij83rpxn7Yp5ZGVqABlVatSma8++yOVyrlw8zR/L5xn9Jicn4uDgxISZK4zP4qIes2nRUNJTE7FW2vJB7wm4eYrLVGLsczYtHkpE+C0cXTwZMC5PFz25d4m/VowBQK/LoWSZarT+5GfMLSzfW1o9i4hkYtg8klNTUSkVDBnUFx+vEuJ0un2X6QuWAKDT6qhYzp8BvXthaWGBXq9nwYrVnL14GZ1OT8Wy/gzu8wUWFnn6KuL5M2ZOn0RqcgpKlYqB3/6IV0kfkYzbt26wYG5YrgwtZctXpHef/lhYWBIdHcWs6ZN59OA+ru7uhM1ZbBL3opZRbsbPuLVuiNLbk2PV25FypeAGQolenfD7oTfI5cQfPs31/qMxaLVvdDPmx/MIfp0xk+SUVFQqJT98MxDvkl4iPzdv3WbmvAVCPHQ6KpQrS9+vemNpYcHufQfYsnWb0W9cfDwVy5dn1M9DjM9cHeV82kqFjVKOJsvA8h3pRMaZXlOhtpfTs5UKL1cz4pL1jFuWdyWHbzFzPmom3MFmJof7z7Ss2593JYizvYyuDS1z7Z6BPw6+2u4FBZjRwGhb9Ww+lmdbW9e2IKCEGboCbGtRtUNeltG9uSJXhoGVezRExRcso3szJZ6uZsQn65m0Ku2t3AAcbaBNTTkKK8jKge1n9MS94vaTyj4yapWVIZPB42gDey4Y0BvAXgmta8pxc4DkdPhtb943JsY8ZveqIWjSBNvX7JNJOHuYtqeundrAuX2CfStROphGH47EzEywb7ERdzi0YRwZqXEA1Gk9mNKBTQFIin3MvjVDjO21xt0moi4g/BunN3LhgBC+Z+lgQjuNMIYPgv76c96nxDy7yVcTz5mmsS20r22G0kpGZo6Bv07qiH3FDS5V/GTUKW8mpFOUgR1ndegN4Okso1WQGQByOTyNzUunZxGRTAqbI9Q9pZKfvulXgC68w4z5gm7QanVULBfAgC8/M+rChctX5epCHRXK+jP4695YWOTFMSH6MTtWDCEjNy9a9ZyESzHTtLpyYgOnc9saJf2DafqRkBcGvZ6Dmybz8MYx5GZmKFQOtPhkHI6uJU3CkPjnTJw4kdGjR4uejRw5klGjRr1TOZMmTeKPP/7g8OHDWFtbv9Ow81OoZa59+/ZFp9Nx69YtHj9+zJkzZzhz5gyPHz/m1q1b6PV6+vXr948+qGsja05ez2HsinT2n8/ik6aKAv1lZhnYfjKLFbtM70NU28loXcuKsA0ZjFmehq1SRp0KQqU7tmUUZYO68OH3u6kc8gVHNgwzeT8l4RkX9s2izVer+PD7PWjS4rl1dj0AFlYqqjcdRMOuv742Hp1CrDh9Q8ukNRoOXcyhayOrAv052cpoHmTB3C2ZTFytwVYho1Y5obFU3scMbw8509ZrmLZOw71nYqPcsb4FZ27p+PWPLA5fzqFLA8uCROBoK6NZDQvm/ZnF5LVZ2Cpk1CwrKL3zd3SEbcwy/lI1eUZ1zcJx1G3yAWNmb6Vp+16smDPCJGylyo4vBk9mVNhmhk1Zy8M7Vzh9RGhwZGoyWDl/FF//NIOxc7Zh7+TCzo2LjO+umD+ekKYdmDhvCy079OS32aNMw7ex46vvJjB+9kZGTl3F/dtXOHl4OwAOTi4MnfAbo2esZeys9Tg4ufDXH+IG7frFY6jdqBO/hG2ncbvPWD3vFxMZ1kobWn44gB4DJ5u4Xb9wiEd3LvPTlI0M+XUzZSrUZPvamSI/O1aOoEq9LvQdv4faLXqzddkQk3CsFDaEth9E+y+mmbglxj7lyF8z6fnjavqN30d6ShyXjq0X+Zm0eDXtG9VjY9hYurdrxph5y03CecHaHfvxdHMxea5UWLNqynDjL39HEmD27Nm0aN6cJUuW0LlzZ6ZNn24Sho+PDzPDwpg7Zw7z580jKSmJHdu3G909PT2ZO2eO8Zd/lG3F/ImENO3A5HmbaNmxJ0tmjTYJX2Vjx9ffjWfCnPWMmraS+3eucuLQDpGf86cOYmZe8DjYr/OX0rZpA/6Y9ysfd2jNhNmLCvQHsG7rboq7i0f7zM3N+LhDK8JGm+bhC36bO5mGzdozfeF62nT6hAVh4wqIhy0DfhzLr/PWMj5sGXdvXePYwV0AVK4azMRZvxt/Pr5lqBPaTPT+X8tGUaNBF779dTf1W33BpsWmespKoaLxB4Po8rWpLnL3CqDvqPUMGLeFAeO3kpYSz5kDa95rWk2bt5jWzRqxan4Y3Tq2Y9LMeSZ+/HxKsnDqBH4Lm8LSWb+SmJTCXzuFC+x27j/EvQePWDx9Mr/PnY5MJmPTtp2i9+fPnk7T5q2Zt+R3OnbuyqzpU0xk+Pj4MTVsPmFzFjNz3m8kJyWya7swmKNUKvm4x2d8++PPr4x7UcuI2rSHU6EfkfH42Su/QeHtSZlRgzjV4GMOBzTBytUZr95d3uiWn5lz59OyeVOWL5rHhx905NewWSZ+fH18mDtjKgtnh7FozkySkpLZtkMot82bNGLh7DDjz8nBkUah9UXvf9xcxbErWYxYlMye0xo+baUqMD6aLAN/HdWwZJvpvcxPY7RMWJHCuGUpjPktBVuVnJCqeXqkU4glp29qmbw2k0OXtHRtWLDdc7KV0SzIgnl/ZjJpTSa2SgguK+iNct5m+LjLmbYhk+nrM01sa1G1Q0QyGis4cTWbMcvS2Hcui+7NXiEjG7adyGT5TtM7Nl/nBtCiupxLDwws3Knn9C09rWsW3OSzV0H9ijJWHtQzf4celbWMKn7C92Zp4cg1PX+dNu3o7v9jBJVqd+GzEXuo0bg3e1aZ6oLkuKec3D6TD79ZzWcj9pGRGse1E4J9y8nWsHVRX+q0HsSnv+yix7DtFPerbnz30PqRVKjVhe7D9lCt4RfsXzvUNPz4Z5zZNZMPBqyix8970aTGceOU2H5ePrIcO2cvk3df0LqmGRfu6ZmzVcuJG3ra1TYr0J+DChpUNmPZXi2z/9KiUkC10kKaRiUaWLxLy8KdWuZv16K0ysvv6XMX0rpZY1YumEW3D9oxOWyuSdh+Pt4smDaJJTOnsnT2NJKSk/lr5x4Adu47yL0HD1k0YzIr5oUhl8tNdOHuNSOoXLcLX43ZQ3DT3uxYYZoXSXFPObZ1Jh9/v5qvxu4jPTWOy7ltjXtXD/LswUU+G/4Xnw/fRsmAWhz507QNIPFuGDp0KMnJyaLf0KGm5dvZ2RkzMzOio6NFz6Ojo3F3d3+tjKlTpzJp0iT27t1LpUqV3un3v0yhOpN79uxh7ty5+PubXrLs7+/PrFmz2L1799/+GBuFjBKuZpy7JVwke/m+FkdbGc72plPVGVnwMEJHltZ0RDKwtAXXHmpJzRDcjl/LoZq/BfHx8cQ9v06pwDYA+FRoSnpyFMlx4aL3H13fg1fZhihtXZDJZJQN+pAHV4SKa610wN27GuaWytfEA0q4yrlwVxiJvPpQh4ONDLWdaTwq+Zlz47HO2Ik7eUNLldKCwTMYwNwMLHL1mnU+m6myBk8XOZfuCkbw2kP9q2X4mnHzsY60XHt3+qaWwFKmyrKEqwwbhfB+SnIC4Q9uUrN+KwCqBjcmMT6amMgnone8fANwcRNmMywsrfD09ic+JgKAG5eOU8InAPfiwih+SLMunDsulI/4+HgeP7hFrZCWAFSr1YiEuGiiI5+Kwi/pG4Cre174Xj7+xMVECv8tLLG0EkZa9DodWVkakOXFPz4+nicPb1C9XmsAKtdsQlJ8FLFR4jiobOzxC6iKpZWpMZchQ5uTTU5ONgaDgUxNOg7qvEZ1eko8keHXqRjcFoCAqs1ISYwiIUZcphQqB7xKV8eiABm3L+6hTOWG2NgL5a1aSDeun83roCUkp3DrYTjN69UEoGHNqkTHJ/I0yvQkr4dPIzhy7jI92jU3cXsdSUlJ3L13j4YNGwJQt04d4uLiiIiIEPmztrbGPLcjp9Vqyc7OFqX5q4iPj+fR/VvUDm0BQPVaDYkvML/9jfltaWmFl08ZY34DJCfFs33jcrp9NrhAGbcfPKJpSB0AQmvVICYugWeR0SZ+Hz55xrGzF/ikY2vRc0sLC6pVKo+NquD6nZyUwKN7t6jbQOj8BdVuQHxcNFER4nh4+/nj5l7cGI+SvqWJzRePFyTGx3L96nnqNsjLr7SUeJ4/uk7l2oKeKl+jKckJUcRHi8uU0sYBb/9qWFqZfqullcI4s63T5qDNzoJ8S34Sk5KLNK3i4+O5c/8hTULrARBSuyYxcfE8i4wS+bO2sjKWpxytlqzsbONn3n8UTrXKFbGwMEcmk1GzWiB7Dx8Tybh/7y6hDZsAUKtOfeLiYoiMEJ9YZ/WaMmtra0e58hWxesWIbVJSYpHLSDh+nsznpumeH4+OzYjefpCsaGH2JnzRWop92PqNbi9ITEri7r37NG4QCkC9OrWIjY3jeYS4TFpbW4nikZWdXWD1vnXnLknJydSqmbe1xVYpo6S7OWeuZwNw8U4OjrZyXBxMmxkZmQYePNOSnWNqv3O0oM/tt5iZgaU5kOvNRiHYvYu5du/qQx32NvJX2FbB7qXm2r1TN7RUKZ1n98zMZPlsa977RdkOyS/Dyy2fjHtaHG3lOL8irR5G6ApMq9e5Ka3Awwmuhwtut5+BnUKYrXyZAE8Z954bSBcWcHHpgZ5yXkJ8M7PhWZyQLyLZqfFEP71O2RqC7Ssd2IzUxCgSY8V66u7lPfhVbIjKTrBvlep24/YFwb7dPr8dd+9AYwdSLjdDaSvs64qPF8L3ryaE71e5GWlJUSS9FP6DK3vwKZ8XfoXaXbl7MW8AMj7yHg+vHaB6o96mEc9Np2JOMq4+EtLp1hMD9kpZgelUrqScO8/0xnQ6f1dPBW8hnbQ60Odmg5kcXiygSExKztWFwsBL/drBxMQVUPesXqp7WdnIcpXhg0ePqVq5EhYWFshkMoKqVmHfoaPGd9NT4okKv06FmkJa+VfNzYuX2iF3Lu6hVKW8tkaVet24dS6vraHTZqPNycJgMJCtScPW8fWdFYm/j5WVFXZ2dqLfy0tcASwtLalWrZro8JwXh+nUqlXrleFPmTKFsWPHsnv3bqpXr/5Kf++KQnUmraysSEl5xRoJIDU1tcDEeFscbWWkpOuNFRIgMdWAk23hzglytJWTkJo3ipaQosfRVk5kZCRKWxfkZkKFlclk2Dh4kJYsrtRpSZHYOuYtIbR1LE5akmlD8FU42MhJSTeI4pGUasDR1tQYOdrISEzN85iYKnQKAW4+1vHguZ6RnyoZ+amCUsXzDKGDjYzUDLGMxDSD8V3x98hITMvzmJBasL+gAHMu5naAE+OisHd0xixfWjk6u5MQF2Xy3guSE+O4dHo/laoJSjMhLgq1i4fR3dm1GMlJceh0WiIjI03CVzu7kxD76nROTozj/KkDVK5ez/hMm5PDyMHdGNizEdERT2nf9SujW2RkJPYOLi/FwYPEuLfPy/LVQilVrgbDv2rA8K8acPf6aVp26W90T0mMxMZeXKbsnTxIjo94VZCm8YqPxF6dt/zUXl2clIS8b4yOT8TZwR5zMzOjDHdnJ6LjEkThaLU6JixayZDenyCXm+avJiuLT4dOoMdP41iycTs6fV4diY2NxcnJCbN8MlxcXAo8ejo6Opq+/frxYdeuqJRKWrdqZXSLjIyk/4ABDBw0iO35ZiwjIyNxcFSL89vFnfjYV5enpMQ4zp08QGCNusZny+aOp0vPASgUpjMekZGRqB0dROnk5qwmOjbupXTSMmXeb/zQpxdys8Lplvi4GBycXiq3Lm7Ex766M5CUGM/ZE4eoWqOOiduRAzsIrFYbe4e8jfHJ8VHYvlRu7dUeJMW/fbkFYRns7J/bM6FfbawVNtRs3M3oFh2fUKRpVWBeuDgT81L4AJHRMXw+6Afadf8CG6WS9i2Ejrq/nw8nzp4nPSMDrVbLoeOniIqJFclwNCmzrsTGmOZFdHQU3/T7gh5d26NUqmjRqt1bxSMuNrbIZbwNCi8PNOF5HVhN+HMUJTze6PaC2Lg4nJwcRfFwdXEhJjaWl4mKjuar/t/wwUc9UKmUtGnZwsTP7r37aNQgxNj4BcHuJqeJ7XdCih4n+8Kf86e2l/PLZ3ZMG+SIJsvA4YvC3iJ7lYyUjJdtq75A2+pgYlsNYtsaoWNkTwUjeioo7ZlnW4uyHfI6GQmpepwKiMffxU4JaRrxNQQpGcLzl7FXQXK+yc3k9IL95Sc1MRKVndj22Tp6kJoQYeLPzimffXMqTmqioMvio+5jbm7JlgVfsXJSO3b9/iMZqYJdi4w0Dd/G0YPUl9piqYkR2Drltdfs8oWv0+VwcP1wGnQZjUz+6lnZ1ExxOiWnG0Rbfox+lULavCDpJX/2KviqlTk/djYnUxhTISYuDrWTg6juubk4m+hagKjoGD4f+D3tPvkMlUpJu5bCct8ypfw4mU8XHj5xUqQLUwtoh9g5epD8Ul4kJ7y6rVG6UkO8ygQx58e6zPmpLo/vnKZem4EFptn/CgaD7F/7KwzffvstixcvZsWKFdy6dYuvv/6a9PR0evXqBUCPHj1Es5qTJ09m+PDhLF26FG9vb6KiooiKiiItLe1VIv4xhdKOH374IT179mTLli2iTmVKSgpbtmyhV69edOvW7TUhCGRlZZGSkiL6vbwRVQI8XeW4O8kZsyKDMcs13H9uuvfkXWFhDpVLmXH29t+ToclIY96kgTRt9yklS5V/x18nhD9zwmBatO+BT6lyxufmFhaMnrGWsGX78PD05sjeze9U7tOHN4h8eo/R8/czZsFBylQIZt3iMe9UxrtiycZthAZVwcfTw8TN2dGe7fMns3ziMGYPH8yV2/dZs23f35Lj5ubGvLlzWbN6NTk5OZw4eRIAv1KlWPn778yZPZvhw4ezY+dOjh49+obQCkaTkcbM8d/SskNefh/Z9ydqF3fKVarxt8J8wdJ1W6gfXB3vEsXf7PkfkpGRztQxP9D6g0/wLV1W5GYwGDiyfzuhTdsUiWxHl+IMGP8nQ2YfRavN4eb5wuf3+0grDzdXfpv5K5uXLyJbm8PRU2cAaN4olKCqgQwaNppBw0ZTolgxzArZ+X+Bm5s7YXOXsGz1JnJycjh98tibX/oXyngfuLu5sXBOGOtXLiMnJ4fjJ0+L3DWZmRw+epwWTZsU2TfEJ+sZtzSFH2cnYm4mo4p/wUtZ/y5G2/q7hrErTLeQSLwf9Hod4XdO0rjrGD756U9sHNw4sH7UOwv/7J65+FVqgpOb35s9vwOS02HhDi1TN2kxL3il7Gtxd3Plt1lT2bxiMTk5Wo6dEi6af6ELvxk6km+GjcSzmMff1oWvIjL8OrER9+g36Sj9Jx3D2z+YPWtGvlMZEn+PDz/8kKlTpzJixAgCAwO5fPkyu3fvNp5b8+TJEyIj8wZZ5s+fT3Z2Np06dcLDw8P4mzp1apF9Y6FK4/Tp02nRogVdu3bF0dERhUKBQqHA0dGRrl270qJFi7f62IkTJ2Jvb4+9vT39+/fn4cOHJCYm4u9ljp1KTv5JFUdbmWh0721ITNWLRhGd7OQkpurx8PAgIzUWvU6YfTMYDKQlRWJjL2582zh4kJqYN6KTmvgcGwfTBnp+yuUux/+2izWlPc2wU8lE8XCwFY+SGr81TTxj6WgrJyl3FrG6vzn3n+vIzBZW+bw4JOCbTlaU9jTDVimW4WgjM76bn6Q0A475ZiKdbE39VfIzIzrBQEzuQQaOzu4kJwqziCCkVWJcFE7OpsseMjXpzB7Xl8o1GtC4Tfc8Oc7uxOebaYyLicDeQZjV8fDwMAk/Pi4KJxfTdNZo0pk+ZgBVgkJo1u4TE3cQOpV1G7bl5OG85S0eHh4kJ8W+FIdIHJ1fn5f5OXd0K6Ur1ESpskMulxMU0pb7N/I28Ns5epCWLC5TwuhfwYfjFIS92oPk+LyZheT459g55X2jm9qRuKRktDqdUUZUXAJuzuJjni/euseG3Ydo338YX478lXRNJu37DyMxJRVLCwuc7IWDiextVLRuUJvLt+8Z33VxcSEhIQFdPhmxsbGvPUxLoVBQPySEQ4cOAaBSKlGphBlDF2dnQkNCuH7jBiDkRVJivDi/Y6NQu5iWJ40mnWmjB1IlKITm7T42Pr917TyXzhzhu95t+a63sJxn+DfdCH94xygjPjFJlE7RcfG4uTiLwr984zabdu6j05eD6TtsLOkaDZ2+HExi8qtXXbxA7exKUsJL5TY2GrWLm4lfTUY6k0d+Q7XgerRqbzrIduv6JXKys6lcpaboub3andSXym1yfCQO6rcvt/mxslZRKbgFl0/mzRS7qZ2KNK0KzIvYOFxfCj8/SoU1DevWZv/R44Awut6rW2eWhE1m7pSxlCxRHO98h1Z4eHiQaFJmY3BxNc2LFygUCuqFNODIof2v/f4XOLu4FLmMt0HzJBJFybwOvaJkcTRPI9/o9gIXZ2cSEhJF8YiJjcXVxXRvdf54hNarx8HDR0TPjx4/QUkvL0p6lUBla4+7l7CNoay3BfY2YvvtZCcnIblw9js/WTmQlKbnk+bCNFkZTzPslC/bVnmBtjXJxLbm2b3qZcxEtlWTJTz/6WNVkbVDgssLy86HfGKDf0lTGU62chIKiEdhCCoryPi8qRxvNxk2CvEuBDulMDv5MsnpwqzbC+xVBfvLj62jB+kpYtuXmhgpmiV84S8lIZ99S3iOraOgy+wcPShRuia2Dm7ClqIabYl8fBkQ6vfL4aclRmL7UlvM1rGYaDY0JV/4z++f4+qx1Swf05CNsz4mOyuN5WMa4qsWZmi+ammOr7scW2txOtmrZCSnm+ZFcoaQNi9weIW/HC1cfyyUF1dnZ+ITkkR1Lzo2zkTX5kehUNCwXh32HxEGpGQyGZ9+1IXFM39lzpTxeJcoIdKFtgW0Q1ISI7F/KS+EVVMFtzWun/6Tkv7BWCvtkMnlVKjVgfA7Z175jRLvl/79+xMeHk5WVhZnzpyhZs28dsPhw4dZvny58f/jx48xGAwmv3d9uE9+Cr3Mdf78+cTGxrJ//36WLl3K0qVL2b9/P7GxscybN++tlrnm33g6Z84cfH19cXR0ZP/5bJ7F6qiRqxADS5mTlGYgLrlwCvbyvRwq+pobN7zXrWjBxbs5qNVqnIuV4/5l4YCYR9f3orJ3w95ZfFqVT4WmPLl1kIzUWAwGA7fOrsOvUsvXyryZuw1v+vpMDl3K4VmsnmplhCUHlXzNSE4zEJ9iGo+rD7WU9zbDNnevYu3y5ly6JyiE+BQ9pYqb8WIAypC7fj5sYxaHL2t5HqenShlh+Kuir/yVMq491FHO2wyb3O16weXMuXJfPBIbFGDGudt5myLs7J0o4RPAmaNC5+zi6f04OLnh6iHexJ6pyWDWuL6Ur1KHlp3EexLKV6nD04e3iHr+CIAje9ZTvY6wN0ytVlPSN4BTR4S9qBdOHcBR7YqbRwmT8GeMGUDFKrVo0/kLkVtcTKSwTxJhDfm5k/so4Z13eplaraaET1nOHxMa0VfO7MNB7SY6ifVNqF09uXf9DFqtsLflxsUjotNgVXZq3L3Kc+30VkDY/2jn6IZTIU5AC6jajLtXDpKWLJS3C0fWUr5G3tJRJ3s7Any82H1MUOwHz1zEVe1ACXdxR2/R6B/4a+5E/pwzgUWjf0ClsObPORNwtLMlITkFrVbI8+ycHA6fuUQZn7x0cHBwoFSpUhw8eBCA4ydO4KxWU6yY2BhFRESgzT0lMicnh1MnT+LjIzQmExIS0Ocunc3IyODs2bP4+QkjwkJ++3PysHCYx/lTB3FSuxWY39NGD6Ri1Vq07fK5yK3Pt+OY/tsOpi3eyrTFQnqPDVtLSV9/o4wyvt7sPXICgMOnzuGidsLTQ9zwnzdhOJsWhbFx0QzmTRiOSqFg46IZONrb8SbsHZzw9vPn+CHhYISzJw/h5OyKezHTeEweNZjKVYPp8GGvAsM6vHcb9Ru1Qm4mHsK2sVNTzLscV04KeurGub3YObqhdnv7MhUfHY4ut8xqtdncPL8f9xJ5e90dHeyLNK3UajWl/XzYl7vH8cjJM7io1Xh6iAcPnkVG5StPWo6fPodf7gnCWdnZpOYuy0lKSWHN5r/o1qGtSIZvqdIcPijMuJ46cRS12gWPYuJZ1MiI56Iye/rkcbx93m6mwsHBschlvA2RW/bg1rohVm5CA7Tkl92IWL/jjW4vcHRwoJSfL/sPHQbg2IlTODurKV5M3DB/HhEpiseJ06fx8fEW+dm9dz/NmwpHzKenJhP1RNDve85k8iRaS80KwixiVX8LklL1xCYVrhPm4iDnxYpEM7mwv/DQBWHl0qHLWp7H6qmaa/cE26ov2LY+EOyeba7dq1XenMu5di8+xSC2rbmvT16dXmTtENfc/ZCTVqWx/1w2z2LyyShtTlKqnrhCptXLnM3dg/nbXj2nbxuISoQKJQX5AZ6QqoHEAla63XlmoHRxGarcbb1V/OTcfPL6+Cpt1bh6lufWOUEX37u8B1sHNxxdxHqqdGAzHlw7SHqKYN+uHl+Lf1XBvpWp0oLoJ9fI0ggf9ejGEVyKBQBC/Xb1LMedC0L4D67swcbeDYeXwver1JRHN/LCv37yD0pXEdprnQau5tMRB/l0xEE6DVyNpZUNn444yMN4YUPkwp1aTtzUE5looJKPkE5lvYSl1AWl080nevw95cZ0ql5GzvXHuQPwNhgHB+RyCCgh5Lejg32uLhRW6Rw9eRqXt6h7x06fwddbsNHZ+XRhckoKazZtoWvHvGX0Kjs1biXKc/2MkFZ3LubmxUvtEP8qzbh/Na+tcenYWspWF/LCwaUE4XdOo9MK63MfXDuES/EyponwP4TB8O/9/deQGQz/nmgNCEvB1VE4kvvFdRer9mqIzD0uu1tja6491HL9oRYLcxje0wZzM1BYCfsHz93OYdsJwejUrmBB4+pCx/b+My1/HMxk5kA7fln4gCMbhpKZkYSltQ0hnSbg5F6Go5t+oWTZhpQsJxxAcvvsei4fEY6s9/CtQb32o5CbWaDN1rB+Wgt0umyyM9NQqJwoVaUtQc2/5fuOcr6bJyyod3GQ0bWhVb7jy7OIShCSukuoJTce67jxWDBsNcua07CqYFQeROjYeEQ4vtxMDh3rW+LjYYZOD6kZBvxLmPHjAqED5WIvo0sDS5TWkJUN6w9nG2V0CrHg5mMdN8OFtAsqa0aDQPNcGXo2514N8iKcgR9YMW5lJlk5MKWPgkPXNEQ9f8yKuSOM12r07Dea4iVLs3L+aCpVD6FyjVB2blrM9vULKVYi72qEqrWa0PIDoWN55dxhNq8MQ6/XUayEH5/2H4tCZUuDigo27rvO0lmjSEtNxlqp4vMBI/EsWZplc8cQWCOEKkEhbNvwG1vXLaRYibyGWfXajWnT+XMunzvK5tXCqWgGvQEvvwC69foWGzsHAOqUs2HFzjusmfcL6WnJWCtUfPT1WIp5lWHtgpFUqB5KxeoNyM7SMO6b1mhzcsjMSMXG3oka9drQ5qNv0OZks3HpBB7evojc3Bw7B2e6fDEcZ7cSNA+0ZOVRiI96yNZlQ9GkJWGlUNHm04m4evqzfcXPlKnckDKBjcjJ0jDvl2botNlkatJQ2TpRsVY7Gnb8DoCLR9dzcrdwmmbJMkG0/GQ0ZuYWdK8PSZcPEx4RxZh5y0lOS0elsGb4159Syqs44xf8Tr3qlalfvbKoLkXExNH9p3HGq0EOnbnIovXbkMvl6PQ6qpf3Z2D3TlhaWOAQGMrDBw949uwZ06ZPJzUlBaVSyeDBg/Hx8SEsLIzg4GCCg4PZuWsXW7duFcLR6QgMDOTzzz7D0tKSrdu2sWPHDszMzNDpdNSrW5ePP/4YmUyGr58fm/dfZcmsMaSlJqNQqPh8wAhKeJdi6ZxxVAmqR5WgELZuWMpffywSlacadRrTtvNnJvri0/Y1RFeD1Cprx4V9fzF+1iKSU9NQKRUMG9Abv5IlmDR3CXVrVKVuUFVRGJExsfQa/IvoWoue3wwjKSWFhKQUnJ0cqFqhHMO/6YNLuSAu3E0g4lk4C8LGCfFQqvhq0M94eZdi0awJVKtZj2o16/HnuuVsWrsET6+8eNSs05D2H34KQEZ6Gv16tmHSnFXGg3oAqpVxYuMZPbGRj9i0aCgZaUlYKWz4oPcE3EuUYfNvv1C2SkPKVm1IdpaGGT+2QKvNJisjDZWdE4F12tKsy7ecPbSeU3tXIpeboddr8StXi2Yffo+FpRWdasqJvXmWJ88jizStzuzfyaRZ80hJTUOpUDBk4Nf4ensxZfYC6gRVp07N6mzbs59N23dhJpej0+mpWqkCX336MVaWliQkJfHNz6ORy+ToDXo+aN2Sdi3yllZ6BASy/8gpZk2fQmpKCgqlkgGDf8Tbx5c5YVMJCq5FUHAd9uzazo6tm41ltlJgVXp+9hWWlpZkZWbSt3cPcnJyyMhIx97egdCGTejeqzdl/Ypz68Fznj97UqQywhf/gWuLUKzcncmJT0Kbms7hsk2puHAc0dsOErNdGOAp8Xln/H74EoCEo2e51ndk3tUgr3FrlXOHJ/du8fTZc36dMYuU1FSUSgU/fDMAH29vps2aQ62aQdSuGcSO3Xv4c+sOo56oUrkSvXv1xNJS6CA+ffacfoO/448Vy1Aq8w4T8ypdlq8mJeDmJOfTVjaoFDIyswws35lORKxg57q3UHLlXg5X7+dgYQ5jv3TA3DzXfqcbOH0jiz+PaKhX2YoG1a3QG8BMBrfDtWw6lMHcH5z4fn4GLg4yPmyQdzXIukN5dq9zrm29abStwtUgINi9F9dumcmhQz1LfDzkIts6IEyYcS+qdkitCpb0n55slNG9mcKYVqv2aoiIE2R81ETBtQc5XMuVMaKXrVjGrWy2Hs8q0M3RVs6EdUL8nWyhdZBwNUh2Dmw/qzdeedGyhnDozr3cSb1AX+FqEIDwGAO7zwt7U83NoE9LOeZysLKA9CywU8pYuBcSoh+yZ9VQNOlJWFmraPrJRFyK+bN3zc/4VWyIX8VGAFw9sZ5z+wX75lkqiMZdRxuv7rh59k/O7V8i7Im0d6NJt7HYOnrwVVMYu/wB+9fkttesbGjUbQLOxfw58Mcv+FRoiG8Fob12/dR6LhxYbAw/tPMo0dUgIJzSv/bXDsarQfq3lDF6ldD5VttBu1rC1SBZOQb+OqUjJkl4r02wGXee6bn7TChjVUsJV4MAhEcb2H5GuBqkaikZNQOEa9zkMngUpadmgBkRd67y5NlzJs+cK+hCpYKfBvbF17skv86eT+2g6tSpWYNtu/exefsuow6pWrkifT79BEtLSxISkxj88yhkMhkGg4EP2rSkbQthP2Ux/0osOyS0Q3asyMuLlj0n4lrcn50rf6Z0pYaUrizkxeVj6zm9R8gLrzJBNPtYyAttTjb7/hjDswcXkJuZo7JzoflHo3FwKUGvBvxPsu/Kv3f7XJPKf/98mX8jhe5MajQaLly4gJOTE+XKlRO5ZWZmsn79enr06PG3PuaFIi8qZn9jx9TN/2zk73Xk70wWFdP6qoydyaLiRWeyKGlQUcGJm0W3GRiEzuTuy9lFFv6LzmRR8qIzWZS86EwWJb5+fpy6VbT1u1ZZO2Jvni2y8F90JouSF53JouRFZ7IocSkXROTty0UqwyMgkFsPnr/Z49/kRWeyKCnrV5wdFqano79LXnQmi5IXncmiZOEQoTNZVEz9Wvle2iAvOpNFxZxv7Y2dyaJi2IdmLNxbpCL4qinM2Vl0cx35O5NFxchPLIi4c7VIZbzoTBYlUmfy3fNf60wWapnr3bt3KVu2LPXr16dixYqEhISIrg5ITk42ni4kISEhISEhISEhISHxvjEg+9f+/msUqjP5008/UaFCBWJiYrhz5w62trbUrVuXJ0+evPllCQkJCQkJCQkJCQkJif8MhepMnjx5kokTJ+Ls7EypUqXYtm0bzZo1o169ejx8+LCovlFCQkJCQkJCQkJCQkLiX0ahOpMajUZ0SbFMJmP+/Pm0adOGkJAQ7t69+84/UEJCQkJCQkJCQkJC4m3RG/69v/8a5m/2kkdAQADnz5+nbFnx5dtz5swBoG3btgW9JiEhISEhISEhISEhIfEfo1Azkx06dGDt2rUFus2ZM4du3brxL7ppREJCQkJCQkJCQkJCQqKIKFRncujQoezcufOV7vPmzTNeWi4hISEhISEhISEhIfG+MRhk/9rff41CdSYlJCQkJCQkJCQkJCQkJEDqTEpISEhISEhISEhISEj8DWQGaZOjhISEhISEhISEhMR/hJ0Xc/6vP+GVtKxq8X/9Ce+UQp3mWtSMWJFdpOGP6WnJgj1FF36fZjBxva7oBABDu5gxdq22SGUM72bO1XsxRSqjUmlX0k9uLlIZqtodSbp8uMjCdwgM5fydxCILH6C6vyP3HoQXqYzSfiVJm/tjkcqw6TeFEzfTilRGnXI2XL4XW2ThB5Z24fTt5CILHyA4wJ4Np4t233nnYDnx108WqQx1hdo8G9ClSGV4zl5P0uT+RRa+w09zyNwwrcjCB7Du/B1P7t0qUhlepcuyw8K/SGW0yrnDyN+LtuE2uocFkzcWXd34qZO8SMN/IeN92O9dl4o2L1pUsSDiztUilVHMvxLP7l4vsvA9y1TgyI2MIgsfIKS8krUnina+plsdGZl/zSlSGdbtik7PSvw3kJa5SkhISEhISEhISEhISBSaf9XMpISEhISEhISEhISExD9Bz3/v1NR/K9LMpISEhISEhISEhISEhEShkTqTEhISEhISEhISEhISEoVGWuYqISEhISEhISEhIfGfQbqr4v3xTmcmExMT+f33399lkBISEhISEhISEhISEhL/Qt7pzOSTJ0/o1asXPXr0+NthONlCx7rmKK1kZOUY2HxCR2xSwcMLVUvJqVfRDJkMHkbq2X5ah/4lr582NcdDLWPiWuGo7MSYx+xZNQRNeiJWChuafjwJZ4/SJmFfP7WBc/sXY9DrKVEmmIZdRmJmZsHTe2fYsqA3Tq4+Rr9dB6/D3NJa9L6jDbQOkqO0gqwc2H5WT1xKwXGu5COjVoAMmQzCYwzsuWBAbwB7JbQKkuPmAMnpsHSf+NhyJxtoG2xmlLH1tI7YV8gI9JVRu5wcGfD/2HvL+KiO93H72t1sks3GN06IESAQ3J3g7kVbpE4LFCgVaItbW4q7FYqXFpfiTnB313g2nmxk5Xlxwm5ONhRom/77+z7n+nz2xZ6R+8zcM3OPn8dxJv44b8RogiBvGU0ry7HNLwn3oi0ZGBP1jHkzp5CeloKD2pFBw76hZGCwKN5rVy6wduVisrOzkMlkVKtRl7cHDEQuF+Yptv6+liMH/8DGRomtrS3vfjSU0mXLm8M/jU1kzLLfSMnIxFFlz/gPulOqhLdIxvnbDxkyYwWBPp7mZyu/+wR7WyXRicmMXfYbd55G4+fhzoYJn4nCPo2JY8KClaSkZ+CoUjHm0wGElPQrMo9MJhODJs7kzqOnHFwxC4Do+ES6ffYdpQJKmP19//lA/Au8S2z0UxbNmijkk4MjHw8bjX9AiCjuG1fOs2HVAiGfkFGlRj169R9kzqfEhFhWLppGbPQzZHI5zdt0pVV7y6cVoqKimDljGmmpqajVaoZ9/gWBgUEiGbdu3WTB/DkAGPQGyoeH8/HAT1Eqbf/UzZxXKRmM3XeRlOxcHG2VjGtRlVIaZ6t8upeYxrSjV9Fm5QAwqG45mob6YTSZmH3iBqeexKM3maji686oJpVRKoQ0xkU/ZdmcsWSkpaBSO/L+kHGUCCglTsPVs/y+ep65PFWq3oC3+g5BLpeTEBfFgh+/wmg0YjQY8PUPov+n36F2tLxjTNQzFsycTHq+jE+HfUPJQLEurl+5wLqVi8jO1iGTQdUa9ehToMxu+30NRw/uwcbGBqWtLe9+NIzQAmU2NvopS2eNJz1d0PcHQ8fgXygdN6+eY+Oq+eTodCCDKjXq073fYLOMFyydPZ4Th3axYO1B1I5O5ueJsY/ZtHQUWenJ2Ds40fWDKXj7i9up5IQoNi0bRcyTW7h5+jN44haLLu9fYvsvEwAw6vMIKFOd9u98i00BfT+LjmXivGWkpmWgdlDx3eAPCClQzgtiMpkYMu5H7j58wr7VCwCIjkvg25/mYzQa0RuMBPn78vXAATg7qgGw8fTB7Z1ByB2dMOmySFqzAH3sc3HEMhkunftiX64KJqMBY2Y6yesXY0iMA8A+vBouXfqCTI4+5ilJaxZgytaZg8vdPHFo1xeZyhFTjo6s3asxJsaKRNhWrINd9QiLSCdX9M/uk7V1GXIXDQ6d30cmk4NcjkEbi27Pekw5FhlPElMZvekIyVnZONnbMqFrY0K93a3y6F5sEt/vPIk2Uwg7uHlNmocHE5WczphNR7gdk0gJN2c2Du5mFfZ5VDTTZs4mNS0dtdqBL4d9RlBggMjPzVu3mb1gEQAGg4EK5cvx6ccfYqtUsmf/QbZs32H2m6jVUjE8nHHfjgSg/Mxv8W7fFIcgf47X6ETaldtFaBlKvvsWpb78EORytEdOc33weEx6/SvdXuDuBF3qK3Cwl5GTa2LLSQMJL/maTrVQGQ0qCPb7UaypSPvdv4UCX42M7zdY5KQmPub4plFkZyZja+9Ew25TcPO2tuEAd8//ztVjSzGZTPiG1KZexzHIFcoi3T7vNA5Q/AsyhEtBitt+J8Q8Ye2Cb8hMT8HewZE+n0zGt2SoKF5tfBTrFn5L1OPbuHuV4KsfNpndzhzZwtE/1ljyPSmOUmHVeW/EbACeR8fw/ax5Qpl1cODrYYMIDigpiv/G7TvMXLgUAL3eQMXyYQz56D1slUqMRiOLV67h7MXLQnkuV5bhn3yIUmn5/t7z6Gh+mDmP1LQ0HB0c+GrYYKt6ceP2HWYvWJIvQ0+F8uUY/PH7ZhmLfv6Fcxcvo1DIcXZyYsTgTyjh52sOHxf9hBVzxwh2ycGRd4dMwK9Qe3772lk2r55DTnYWyGRUrN6Qru98hlwu5/mTe6xfOpW01GQUcgVBpSvQ58OR2NpZ+oTauMdsWTaSrIxk7FVOdH5/Kl4lCrXnic/ZunwUsU9v4erhzyfjt76W2wueJKQweuN+kjPz26kezQn10Yj8nHvwnEHLtxPk6WZ+tmpwd+yVNhiNJmbuPsnJO08wGI1UCfLjuy4RKG0UVrIkJArzRoPJtLSXtHT5pKen/62XAehY14bzd41cfmCkfKCMrvUVLN5l/V0mV0doWlXBoh15ZGRDn6Y21Cgj5+wdy4CrXnk5SekmfDWWG50O/jqGivV7EF67K3cv7WHf2pH0+WKTKO5U7TMid83m7a+24ODkwfaln3Dt5EaqNHobAHevYN75etufpqN1dTmXH5q49thEWX9hYLnygPU3rFzU0KiCjBX7jWRmw1v15VQpBRfvm8jRw7HrRuyU0LiC9SJy21pyLj4wcvWRiXIlZXSso2D5PuvvXLqqIaKinKV7DWRmQ8+GcqqFyjh/z0R2rjBgT8kEhRzeaWppOBbP/4nmrTvQpHlbTp04zPxZU/h+5lJR3I6OTgz/ehzePn7k5uYw4bvhHD20hybN2/Lo4T327trCjAWrUKkcOHZ4L8sXzeL7mUvM4Sf9soWuEbXo2KA6B85dY+yy31gz1vqbRoE+nlYDRQC1vR2fdm1Jhi6b+Zv2Wbl/v3QtnZs1pH1EPQ6evsCEBStZOfUbK38A63cdwN/bkzuPnoqeO6jsWfPj6CLDACyf/wNNWnWicbP2nDl5iMWzJjJxxgrxezo6MeTLiXj5lCA3N4epo4dw/PBuGjdrj8lkYuaUr+nYrR+1GzQDIDVZKwo/f+4sWrduS/MWLTlx4hizZvzEzNnib0sFB4cwc9Y8bGxsMBqNTJk8gV07d9C5S7c/dXvB5ENX6FIhiI7lAzhwL5px+y+xuldjkQxdnp4RO88wvmU1qvppMBhNpGUL34fdeuMJtxNSWds7Ahu5jEmHrrD+8gP6VReM5i8LJ9O4ZRcaNO3I+cgDLJ87jjHTVovz2tGZj0dMwcvHn7zcHKaN/YTIIztp0LQjru6ejJqy3Gyk1y2bxrYNi+nzwZfm8EvnT6NZ645ENG/L6ROHWTBrClNnLrPSxdCvx+Gdr4tJ3w3j2KE9RDRvy+OH99i3awvTF6zGXuXA8cN7+XnRTKYUKPcrF0wlolUXGjZrz7mTB1k2ewLjpv9SSIYzn34x2azvH8cM5uTh3TRs1t7s5/ypwygURTfB21aOo2ZED6o17ML1c3vZvOwbPhn3m8iPnUpN825DyclKZ/+m2SI3n5JhfDJ2IwoboUO1fu5nnDm4jvqtB5j9/LD4Fzo1j6Bd0wYcOnWOSfOW8fOPY4t8nw079lHCx4u7Dy3fPPVwd2XRpG+wsxMGqDOXr2X5r1sZ/r7QTrr2+ojMyANknTmKqkpt3N/5lPifxHXPvmIN7ELKEvf9l2A04NSqKy4d+pC0YiYyWzvc+gwkYc449HHRuHZ/D+dW3UjdZungqlr1IvfySXKvn0FZtgoObfuSsWqaSEbutdPkXjtt/u/03jfk3TwPgDEjlYy1M0EvTDaqmnXDvkFbdActNmHituN0qxlGp2pl2X/9IWM2H2XdJ11EMnS5eoau3cukbk2oFuSDwWgkVSdMtjjaKRnUvCYZObnM23+uyPydPX8hbVu3pFXzZhw7Ecm0WXOYP/MnkZ+Q4GDmz/zJXIcnTPmBHbv+oFvnjrRu0YzWLZqZ/X746Wc0i2hk/h+7aS8Pf1pG3SPripQPoAryp8y4oZyo1YWcuERqbF5IwIc9eLJw3Z+6FaRDHQUX7hm5/MBE+QAZXeorWLK7CJvkCE2qKFi8U09GNvRuorCy33XLyUnOAF9xf5jIbeMoW7MHpat14dH1vRzf9A0dP/2NwqQnPefCgTl0GrQJlaMHB9YM4va5jZSv83aRbhs3bgS73sUvQ94TKH77vXHZeOo2607tiM5cPr2PdQu/ZcSUX0Vx2zs40q7nZ+iy0tn16xyRW+2ILtSOsJTz77/oTPUGlvZrxvzFtG/VnNbNmnD05Cl+mDWfRTO+F8VRKjiIRdO/N5fZsd//xLbde+neqT279x/i3oOHLJn5AzY2Nkyfv5hNO3bTq2snc/iZ8xfTrlVzWjdvytGTp/hx1jwWzPxRLCMoiAUzfjDLGDd1Gtt37eGtzh2IPHOOG7fusHTOdGxsbFjz6+8sX7WWMSO/MIdfs2gyjVp0o17TjlyI3M+KuWP4dtpakQwHtTMffv49nvl2aca4gZw+spN6TTuiVNrS+4OR+AeVwWgwsGzmN+zZspKOvQaaw+/4ZSzVG/egaoOu3Di/h63LR/HRmN9FMuzsHWnaZRg5unQObp712m4vmLj5MN1qV6BTjXLsv3qfMRsPsO6znlb+gjzd2Di8t9XzLeducCsqgV+H9sJGIWfCpkOsPXGFARHVipT3fwGTSbrN9d/ijba5urq64ubm9tJfo0aNXh3Jn6C2Bz+NjKsPBYNy84kJZ7UMdydrv+GBcu48M5KRLfw/d8dAxWBLcjxdZYQFyDl+3dI4a7Va4p5ep1yNjgCUrtKK9ORYUhLEH4W/d3kvIRWbonb2FFZH6vfmzsWdr50OBzvwdYfrT4RZwjvPwUklrFYWJsxfxr1oE5n56bj0wEj5kkIFyM6F54mQV8Q3jh3swM9dxrXHgoxbz0w4OxQto1xJGXejLDIu3DcRHijkVWwypGQKzw1GiEsW4ktNSebhvds0atISgDr1I0hMiCcmWryyEFyqDN4+wkqfra0dQcGlSYgTVgZkyDAY9ORkC4IzMzLQeFhW9JLSMrj1OIq2dasA0KxGBeKSUnkal1hkvhaFi6MDVcsEobKztXLTarXceviE1g1rA9C0djXitMk8i4238vvwWTRHz12mX6fWry0bIDUliYf3b9EgQghXq14TtIlxxEY/E/kLKlUWLx9h1cfW1o7A4DIkxsUAcOPKOZRKW/NAEsDFzdKDSklJ5t69ezRpKrjXr9+QhMQEoqOjRDLs7e2xsREGJ3q9ntzcXGQy2SvdAJKycrgVl0LbMH8AmoX6Epeh41lKhkjGnjtRVPBxo6qf8H4KuQw3BztAWLGsXdITpUKOTCajfqAXu24L5UWr1fL4wS3qNm4LQPW6zUhKjCMuRpxPgSFhePkI76C0tSMguCyJ8UI+KZW25oGk0WAgJ0cHBdKg1Wp5eO82DfPLbO36EWgT4oktssxadCGU2Rizu8GgJ7tAmXUvUGbTUpJ4dP829fL1XaNe05ekQ6zvgOAyJMZHm91TU7Ts+G0Fvd8bRmEy0rREP7pO5XodAAiv0ZLUpFi0ceJ2ysHRlaAy1VHaOVjFYWunQmEjzPAb9Hno83LE+k5N4/aDx7RqXBeAJnVqEK9N4nlMnFVcD59GcezsRfp2aSeWoVSaB5IGg5HsHLEM25IhZJ07DoDu8hkUbh4oPMS7DjCZwEaJLH81Qm6vwpAiTKTYl69K3vPH6OOEfMs4vhdV9fqi4DY+AeTeEAZoeXcuI3dyQ+7qYZWGFyh8A5E5OJF3P/+D6wa9eSCJTAZKO5F/bYaOm9EJtKssTIg0Dw8mNjWDp1rxctsfV+9TqaQX1YJ8BDlyOe5qFQAuDvZUC/JBpSx64iA5JYW79+7TvEkEAA3r1yUhIZGo6BiRP3t7O1EdzsnNLVj8zdy6c5eU1FTq1q5lfpZ04jzZUda6LYhv11bE7TxETn77+2TJevx6tn+l2wss9luwITefvr79Pn/XSIVgS2I8XSAsQMbxa+LBlS5DS2LUdUpVFupGUHhLMlNjSdOK6wbA4xt7CQhrioOTYMfDavXk4dXdL3XbuXPnvyajuO13eqqWpw9vUKOhoKPKtVuQoo0lIVY8Uap2dCEkrBq2diprwQXTee8qGWlJVMhf4ddqtdy5/5AW+RMWjerVIT6xiDJrV6jM5uQiy1+ZffDoMdUqV0KpVCKTyahVrSr7Dx8zh9Vqtdy994AWTRoXkKF9Zb0oaNtkMhl5eXnk5uZhMpnIzMrCw8NiW9NSknjy4Ca18+1StbrNSdbGER8jzqeAkDA8C9ilksFlze25t18g/kFlAJArFASFhqNNsLT1GWlaoh9fp1Jdod9Zvnqrl7bngWWqoyxCF3/mBqDNyOLm8zjaVS0LQPOKpYhNyeBpYkqR/oviTkwidUr7o7RRCPa7bCA7Lxa9g0FCojBvNJh0cnJi6tSpHDp0qMjfkiVLXh3Jn+DsICNDh2irS2qmCRe1tcV0UctIybB4TMmw+JPLoFNdBdtP6TEVWAyMiYlB7eKJPH81QCaT4eTmS1pytCju9OQYnN0s272c3UuQnmxpwFISn7L2xy6s+6kbV46LZ7CEdECGTnz4Ny1LeF6U37RMy/+Ul/h7HRmpWRSZV85qGalZBfIq04RLETLU9oLhAkhMjMfVXWNeOZHJZHh4epOY8PIOSXKyltMnj1C9Vj0AgkJCadepB4M+6MHH/buya9tG3vt4mNl/bFIqHq5O2CgUZhk+GldiC3XUAJ4naOkzdi7vjJ/HxkOnXp4xBYiJicHD1UUcv4c7cYlJIn96vYEpS1Yz8sN3kMut80+Xk8OAUVPo9/Uklv2+E4PRUqiSEuNxc/cQ5ZPG0wftn+RTSrKWs5GHqFqzgZC2Z49wcnZl7rTv+GZoP2ZO+Zr4WMtAMTEhAXd3dxQF0uHp6UVCvPWgOC4ulsGDBtKn11uoHdS0bdfh9dwydHio7bDJ34Ypk8nwcVIRk64Txf8oKR1bhZyh20/Te91hxuy7QHL+dtdyXi4cfRhLRk4eeQYj++9FE5OWZdaFi1uhfPLwISlB3DEoSGpyIudPHaRyjYbmZ/q8PMYO781n/ZsRF/2Mzr0+NrvFxMS8cZlNyS+z1WoJg5SgkNK07dSTIR9055P+Xdi97Vfe+3i42b82MQ5XN7EMd08ftAmxRcYvyEjkfORBqtRoYH7287wp9BwwBJWD2jrd2licXD1FMlzcfUnRvjyviiI5IYp533Vm6uB62KkcqdXMMhsdn5iEh5urqG54e2iITRSviOv1er5ftIKvB/ZHIbc2F3l5evqPGEPbd4fwLCaeD3p2NrsZ0lKgQF0xJCdi4y4e6GVfv0DOvRv4Tl6C7+Ql2JWpSNouYfVE4e6BPinBEl6bgMLFDQq8hzEjjYKNvDEtCbmz9RbUF9hWqkfujbOi90KuwGnASJw/+wGFmye647vMTnGpGXg4OWCjKFAvXByJKTTJ8iA+GaVCweDVe+gxbxPf/n6YpExx3XkZCYmJuLu7ieq3l6cn8QkJVn5j4+L4ePAwuvXph1rtQIe2baz87Nm3n2ZNGps72K+LKsAX3RNLu6N7EoWqpO8r3V7wwia9nv0Wjm68oLD97lhXwY7TBqsLNDJTY1E5iW242sWXjBTrupGREoOjm+VIg6NbCTLz/RXlFhMT86/JKG77naKNxblQG+Lm4Uty4pu1IS84c3gzNRp2ME9QxcTEoHF3FZVZb08P4hKsJ4Jj4+J5/7Mv6PTOe6jVDnRqK0z2lQktReTZ82RmZaHX6zlyMpLYeEuZj4mJKaJeeBD/EhkfDvmcLm+/i9rBgY5tWwFQt1YNKlcMp3u/9+ne7wMuXbnGu2/3ModL1sZa2SV3Dx+SEl/enqcmJ3Lx1AEqFbBLL8jJ1nH84Baq1IwwP0tLisHJpVB7rvElNemv6aIo4lIy8HBSi9spN0diUqx3Cz7TptJz1gb6zPmVXyOvmp+XL+HFkZuPyMjOJc9gYN/V+0Qn//luRAmJF7zRYLJaNWG5u3HjxkX+atasiek1rk/KyckhLS1N9MvJyflrKSiCJlUU3HpqJPElZzX+Dl7+4Xw44Rhvf7WFDu/P5+rJDdy5uPufF/QvY2sDvRopiLxlvRX3dcjKyuSHCSPp1K03pUqHARAXG82ZyGPMXbKBxb9spl2nHsx8yTa6PyMs0I8/po9i3fghTB/Sl98Pn2Xf2auvDviaLPt9BxG1qhLs72vl5uHmws6FP7By6jfMHT2cK7fvs27H/r8sKysrk+kTv6B913cIKV0OEFbZbl67QJee7zFl9ioqVq3NnB+//Uvxe3v7MG/+Ilav/ZW8vFwiI0+8ltvrojcZOfssgW+bVmZd7wg81SqmHr4CQIdyAdQL9OKjTSf5aNMJAtzUKIoYnL8OuqwMZk8ZTpvO/QgOtZxXtFEqGT9zPbNW7MfXP4ij+zb/pfjhRZn9mo7d+pjLbHxsNGcjjzJ7ya8s/GULbTv1ZNaPY/6yDF1WBrMmjaBt174ElxbScWTfVjSePpSvVPMvx/s6uHmWYPCkrXw95xgGfR43z795uV2+cRsRtasT5F/0OWOl0oZfpk9g5/LZBJbwYev+I28UvzIgBKVfSWJGDyTmu4/JuXsN114fvfF7vp4wW2zLVSP3aqHJKKOB9JXfkzZ3FIakOOyqNCg6/J9gMBo58yCK0Z0a8uugrng5q5m8/c3r16vw8fZm8bxZbFy9gry8PE5Enha567KzOXLsBG1atvjHZf9bRFSWc+upqVjs9/8qf9d+/xk52VlcPPUHdZp0/Uvhfby9WD7nJzb/spS8PD3HT50FoHWzCGpVq8KwUWMZ9s1Y/P18USj+2p2QPt5eLJ07g99XLSM3L4/jp84AcPf+Ax4/ecqvK5ey8ZelVK1ckZkL/vqihy4rg3lThtKqc3+CQsNFbvq8PJZM/5rwynWoWqfpX5ZRnJQr4cW+b9/l12G9mNmvHb+dvs7eK/cA6FSjHPXLBPLeok28v2gzgR6uRU4g/l/CaPrv/v7XeKOS0qdPH+zt7V/q7uPjw9ixrx4sTJ06FRcXF1xcXBg8eDAPHz4kOTmZUn4yHFXCzOQLXNQyUjOtcz4104Sro8Wjq6PFX5C3jNphCoZ3U/J+GyV2ShjeTYmvry+ZqQkYDcK+UZPJlL8KKe4oCauVllnYtKQonNyEgYadyhE7lVO+Px/KVmtP9MMLlMmP4r0WcoK8hXQU3ILk7CCsThYmLQucCyxOuL7EH0CFQCHCD1srCPGxluHiQJF5lZZpwsWhQF6pZaQWkGFrA30iFNyJMnLmjhDew8OLlCQthgJ5lZgQh4dnoW1qgC4ri8ljvqBm7QZ06GKZ9TsTeZSAoBDcNcJqRJMWbblz8xp5ecK2Mh93FxJT0tEbDGYZsdoUfDQuovgdVfY4OQjlztvdhda1K3Pp7uOiM6kAvr6+JKakiuNPTMLbQ7xycfHWPX7bc5jOg7/ho7HTyNRl03nwNySnpWOrVOLuIlzw4uKopn2Tely+fc8c1t3Di+SkRFE+aRNi0RSZT5n8OG4Y1Wo3pG3nPubnGk8fAoPLmC/tadCkDY8f3EGff7mFh6cnSUlJGAqkIyEhHk8vr5emXaVS0bBxBEcOH3otN29HFYmZOejzV2xMJhOx6Tp8ncTbanycHKjh74GXowqZTEbbMH+uxSYDwmzox3XCWNcnghU9GhHi7kSIxsmsi9TkQvmUGIu7p/UAXqfLZMaEIVSt1ZhWnd4pMn02SiUNmnYk8ohlFcnX1/eNyuzUMSOoUbsB7UVl9oiozEbkl1l9fpnVeHiTkiyWkZQQi8bTpwgZmfw0bihVazeidae3zc9vX7vApTNHGfFhJ0Z8KJwP+m5oH548vAOAi8aH9JQEkYzUpBhcNdZ59TrY2aupWLsNV05Ztup7ebiTmJwiqhtxiVp8PMQH1C7fvMNvuw/SdeAXDPx2Cpm6bLoO/ILkVPGMtVJpQ7umDdlzNNL8TOHsKlpFVLh5oE8SryqoazUm5+4NTLosMJnIPHMU+9JCJ82QlIiNu2WLsULjiSE1WbSqKHd0BplFhtzZHWOaeOfBC2zLVsWQGItR+5JVB6OB3Gunsa1g2R7q7eJIYnoWekOBepGaga+reD+ir6sjNUP88HZWI5PJaFc5lKvPrHcOFIWnhwdJScmi+h2fkICXp+dLw6hUKiIaNuTQkaOi58dOnCQwIIDAQhehvA66pzGoAi07clSBJdA9i/lTtxLvdKLB+a0AlPKVv4H9FlYnX2Btv+UM62rDe61t+GPXVi789hadOnUi+kEkunSxDc9MjcHR1bpuOLr6klFg11FGchTqfH+F3e6e30RKSgpb53YpNhnl/fWsXLnyX7Hfrhof0gq1IcmJMbh5vHkbcvn0Pnz8Q/Hxt1xK4+vrizYpRVRm4xIS8fZ8+RZzlUpF04b1OXBU2Pouk8kY0KcHS2dPY96PkwkqWZKgAuXW19e3iHqRiNcrZDRp1ICDR4TtsvsOHaFKpYo4OqqRy+W0ahrB5avXzf7dND5WdikpMRZ3D+v2PFuXyeyJg6hSK4IWHfuK3PR6YSDp4uZBz/e/Erk5u/uSnlqoPdfG4OL+19rzovB2dSQxPVPcTiVn4Osq3mPuaG+Lk8rOHKZNlTJcfCSUUZlMxicta7NxWG9WDepOiLc7pYq4aExCoijeaDD54Ycf8tln1pegvMDb2/u1BpOjRo0iNTWV1NRU5s2bR0hICG5ubpy4biQmyUSlEOG1ygfKSMs0kVTEvT43nxgpW1KOY/7YtmZZBdceCxVp+R49MzblMXNTHsv/yCMnD2ZuykOj0eBVMpxb57cDwtlIR1dvXD0DRXGHVm7Fw2uHyExLwGQycfXkespWE84LZaTGY8rvzORmZ/DwxmE8S5Tjbr7N+Hm/kdO3TcQmWwZ/Zf0hXQfJ4p1RANx5bqK0nwx1fjqqlpJz61nR0xYvzmAu3WMg8paJmCSoGCTIKFdSRlpW0TJuPTNRpoRFRvVQGTeeCGlQ5huiBzFGTtywyHVxdSO4VBmOHRYutTl98ggaD098/fxFcet0WUweO4Iq1WvRrVd/kZu3jx93bl1DpxMs34WzkfiWKGm+rc3d2ZGwQD92n7oMwMHz1/FydyHAW2wsElLSMObneaYuh+NXblM2oOiVkoJoNBrCggPYc1yYpTx05iJeGldK+ogHYUvGf8m2+VPZOm8KS8Z/iVplz9Z5U3BzdiIpNQ29XjBmuXl5HDlziTLBltvkXFzdCS5VlhNH9gBwNvIw7h5e+PiJO3PZuix+GDeMStXq0KXneyK3ytXrkqSNJ0krdD6vnI/Ezz/IvE3N1dWNUqGhHD50EICTJ4/jofHAz09882Z0dJR5AJqXl8fpyEiCg0Ne6Qbg7mBHmJcLu/PPOB68H4OXoz0lC3WaW5T240ZcChk5wuDq5OM4SnsKg/8cvcF8GU+yLoeV5+/Rv1ppsy4CQ8I4dVRYxb9w6iBuGi+8fa3zaeaEIVSsWpcO3T8QuSXGxwjnJAGj0ci5yP2UDLLciKfRaAguVYbj+WX2TH6Z9SlUZrN1WUwZO4LK1WvTrdcAkZuXTwnu3LpGdn6ZvZhfZm3yy6yzqztBpcoSma/v85GHXpqOn8YPpWK1unTq8b7IbeCIicz8eSfTl25j+lLhIq9Js9cRGCKcd3F01uAbVJ4rkcLtnDfO78PZzRuNt7id+jO0cU8w5J8F1OtzuXnhAD4ly5rd3V2cKRsSyN6jwird4dPn8dK44+8rHngvnPQNWxb/xOZFP7Fo8jeoVfZsXvQTbi7OxMQnkp2/o8RoNHIo8hyhgZZ8yHv+CIeawlYwVZXaGFK05ltaX6BPjMOuTDjkb2VTVahOXv55pexbl1GWDMbGW6jrjg1bobsYKQpviHuObbiwwqssWwVjegrGlKLPXNtWqkvuVXF4mbMb2Ly4PVKGsmxVDPGWiUSNo4pyvh7syp+9P3DjEd7OagIKTXi1rFCKG1EJZOSX/xN3n1HW5/U6Ym6uroSWCuHA4SMAHD95Cg8PjejGSYCo6BhRHT55+jTBwUEiP3v2HaB1y+avJbcwMVv24t2+KXb57W/gR72J3rjrT92i1mzjRI3OAJy48cJ+CzapfMDr2+8aZeRcfyTYn5/3Gpi5Wc+szXp+3qOnTbvOVO/+O9u2baNSow/R+JXnwRWhbjy+sQ8HZ2+cNdZ1IzC8JU9vHyIrXbDjt8/+SkjFtkW6pWmf8MUXX9B5yJZik7Fq+RxOnDjxr9hvJxcN/kHlOH9cmEC6cmY/rhpvPH0CrOJ/FWcOb6ZOE/GFUxqNhtKlgtmfP2g7Fnkaz9cos8dPnyEkSHiH3Nxc0jOEBKempbFu0xbR5TuCjBD2Hz76RjJOnjpDSJCgK18fby5ftUxgnzp3geACbZSzqzsBIWGcybdLF08dwE3jhZevOJ+ydVnMnjCIClXr0a77hyI3g0HP0hkjUTs50/eT0aJz45DfngeW5+opod9588LeN27PX4XG0YFyJbzYdUmYkDxw7QHeLo4EeLiK/CWkZWLMXxbLzM7l2K3HhJUQJq1y8vSkZQkHc5Mzdaw4fIEBEdX/sXeU+N/mH/00yOtiZ2eHnZ1dES65bD+lp2t9GxpVVJCTJ1wt/oJOdRXcfm7kzjMTyRlw+LKBD9oKHYFHsUbO33n1Fo9mPcezb+0ozu5bjK29mlZvTwVg/7pvCanYlFIVm+HqUZK6bT/j15nCGSP/0rWoWF+4Fev+lX1cObEeuVyB0WigTJXWhNexvup9zwUj7WvKqVdORk4e7Dpnebc2NYRLd+5HC4fnj98w0bepMIB+Gm/i0gOhstso4OM2cmzkYKeEQe3FY//d5wx0rKOgQXnhavEdZyx51b6WnLtRJu5GmUjJhKPXjQxoLnTYnsSbuHhfkFG7jAw/DSht5IQVmsz+aPCXzJ85hS0bV6NyUPPpsFEALJzzPTVqN6Bm7Qbs3v479+/eIjs7mzORgmGp26AJ3Xr2o1bdRty/e4uRwz9EaaPEzl7F0C/Fkw3f9u/C2OW/8fPOw6hV9ox77y0AJvy8icZVy9G4ankOnr/O74fPoFDIMRiMNK9ZkU4NhUZOl5NLl1HTyc0zkKHLpvXnU2lXtypDugsXpIz88G3hBtetf6BW2TP6kwEATF60ioY1KtOoRuU/KS1w5fZ9lmzcgVwux2A0UCO8LO92EZ9Teu/TkSyePZHtv/2CykHNR599B8DSuZOpVqsh1Ws3Ys+OX3l47yY5OdmcO3VEyPv6Tenc413s7VW89+nXTJswAkwmVA6ODP5yokjG4CFDmTnjJzb+uh4HBweGDRduo5szawa169Sldp26XL1yme3btwpl02CgcpUq9OotrIj9mdsLvmlamXH7L7Hi/F3UtjaMbS5sa59w4BKNQ3xoHOKLr5MD79Uow3u/HRfOsDja823TKgBk5Obx0aaTyGUyjCYTvauE0CjEMsPb75Nv+HnOOHb9vgJ7BzXvDxHKwor5E6hSszFVazVm/871PLp3nZxsHRdOHwagRr3mdOj+Ps+f3GPz2vkAmIwmAkqF0ed9y02uAB8O/ooFMyezdeMqVA5qPhkm3B66KL/M1qjdgN3bf+PB3ZvkZOs4Gyl0VOo0aELXnv2pVbcRD+7eYtTwD7CxUWJvr+KzQmV2wCejWDpnPDt+X4FKpeaDz4RtsMvnTqJqrUZUq92IfTs28OjeDXJzLOmoWa8ZHXuIJxJeRqcB49m8dBRHdyzGTuVI1w+mALBl+XeEVW1KuWpNyc3RMevrNuj1ueRkZfDjsAiq1OtIyx6f8/DmGU7tX52vbz0h4XWJ6PiJSMZXH/dn0rzlrNq8E7WDim8HCe82dcHPNKhZlYY1q/7pOz548pzF64RbT40mE2VDAs03uQIkb1iC2zuDcGrZBVO2jqQ1widF3Hp/jO7aebKvXyDj+F5sfPzxHjkNk8GAMS2F5F+Fm3NNOdkkr1uE5sMvkckV5MU8I2m1+AbjrL3rcWjbF7u6rTDlZJO1W7jpVdW6D3n3r6G/fw0AubsXCi9/cm8vFIVXeJZA1Sj/7LBMhiHuGboD4lsWR3dqyOjNR1h29DKOdkomdI0AYNyWo0SEBRJRLghfV0feb1SFfku2IZfJ8HJWM6aTMJDW5erpOOtX8vQG0nNyafHjWtpXKc3QlpYV0GGDP2XazDms37gJBwcVXw4bAsD0OfOoW7sW9WrX4vLVq2zdvsvcFlWtXIl3elk+H/TseRQPHj1ickPrbboVFozHq00Edj4e1Nq1HH16JkfKtaTi4knE7ThE/M5D6B495+6EOdQ9uh6ApGNnebpEOL/6Z24F2XHaQJf6ChpWFD4NsjXSYpM61lVw55mRO88F+33kioH32whdkMexJs7ffb0tmvU7jefYplFcObIYpZ0jDbtNMbud2PwdAeWaElCuKc7uJanWbDC7lghl0ie4JmG1hPwqyq1nz57M2Fb8Mr7PL17Fbb97fDiWdQu/48DWpdg7qOk9cBIAGxaPoUL1JlSo0YTcHB2Th7dHn5dLdlY6Yz9tRo2G7enQWzgnHhf9iKgnt/morrjeAHz+6Uf8MHs+a3/bgoODiq8/+xSAaXMXUq9WDerXrsnFq9fZvPMPocwaDFSrXJF+PQUbn5GZxfBvxyGTyTCZTHTr0JZ6tWqIZAwf9DE/zJrHut82o3Zw4MuhgwD4ac4C6tWuSb3aNbl09RpbduwuIKMSfXt1B6BTuzY8fRbFR5+NQGGjwN3VjWGDxNvo3xn4HSvnjmH3puWoHNT0HzwegFXzx1OpZmOq1Irg4K51PLp/g5wcHRdPCzt6qtdrQbu3PuD8iX1cOn0I/8DSTBwh7HIJDatCn49GmWV06DeerT+P4viuxdjZO9L5faE8bVvxHWWrNCWsqtCez/2mNYa8XLJ1GUwf0ZjKdTvS/K0Rf+r2gtFdmzB64wGWHTqPo50tE3oIF/aN++0gEeWDiQgP4cC1+2w8fR0buQy90UTLiqF0riEct8nIzuX9xZvN+uhTvzIR5cWfgvu/xmucupP4h5CZXueQYwF0Oh0XLlzA3d2d8uXLi9yys7PZuHHjX/7O5Jhfcv9SuNdlQn9bFu0tvvgHtoKpG62v9v4nGdVDwcT1RVzv+g8yurcNV++93hatv0ql0l5kRv71826vg7peV1IuHym2+F2rRHD+TnKxxQ9Qo6wb9x5Y3yL4T1K6VCAZ8796tce/geOgHzl5s4hp93+Q+uUduXzP+tKSf4oqpT05fbt4D3LVCXPht9P//LmngnSvI0d7PfLVHv8Gmgr1eD6kx6s9/g38524k5Qfrzwj9U7h+PY/s36YXW/wA9t1H8PTerWKVEVC6HLuUZV/t8W/QLu8OY1flFauM8f2U/PB78dWNr9+SF2v8L2T8G/b7j0vFq4s2VZVE3/nn7i0oCr+ylXh+9/qrPf5F/MtU4OiNl5wp+odoHO7A+pPFO6LpXV9G9rZ5r/b4N7DvVHztbHGy5Wzx9sf/Dl1q/W99v/ONtrnevXuXcuXK0ahRIypWrEjjxo3Nt5MBpKam8u677/7jLykhISEhISEhISEhISHx3+KNBpNff/01FSpUID4+njt37uDk5ET9+vV5+vTpqwNLSEhISEhISEhISEgUMyZk/9nf/xpvNJiMjIxk6tSpeHh4EBoayo4dO2jVqhUNGzbk4cOHxfWOEhISEhISEhISEhISEv8x3mgwqdPpRB9ClslkLFy4kA4dOtC4cWPu3r37j7+ghISEhISEhISEhISExH+PN7rNNSwsjPPnz1OuXDnR83nzhMO/HTt2/OfeTEJCQkJCQkJCQkJC4g0xSre5/mu80cpkly5dWL9+fZFu8+bNo3fv3rzh5bASEhISEhISEhISEhIS/wd5o8HkqFGj2L1790vdFyxYYP64vISEhISEhISEhISEhMT/Lm+0zVVCQkJCQkJCQkJCQuK/jLRR8t/jjVYmJSQkJCQkJCQkJCQkJCQAZCbpkKOEhISEhISEhISExP8Iv53+7x67617nf2st7z+1zfWAf8Vijb/582s8enC/2OIPLhX6r6ThcOnKxSqjyb0rHL2RVawyGoc7oDu8tlhlqJq8Tcb8r4otfsdBP/L4g07FFj9A0LJt7L+SU6wyWlS2o82Aq8Uq44+VlUj9aWixynD5YjaDZ6QWW/zzPnchfe6XxRY/gNOQaSSOeb9YZXhMWE6Hj28Vq4wdi8tx+JquWGU0qagq1rrRorIdj+8X7+eugkLL8PH3ScUqY/FId8auyitWGeP7KdmlLFusMtrl3eHJ/TvFFn9gaFl2O4QVW/wAbbNus1cTXqwyWmlvcOxGZrHKaBSuJv38nmKV4VSjNdm7lxRb/PZtPyJmRJ9iix/Ad/o6Tt8uPpsEUCfMhdXHilUEfRsVb/zFhbRU9u/xvzU0lpCQkJCQkJCQkJCQkPhXkAaTEhISEhISEhISEhISEm/Mf2qbq4SEhISEhISEhISExN/BaJL9v36F/98grUxKSEhISEhISEhISEhIvDF/aTBpNBZ9Q5LRaOTp06d/64UkJCQkJCQkJCQkJCQk/vu80WAyLS2NHj16oFar8fb2ZsyYMRgMBrN7QkICwcHB//hLSkhISEhISEhISEhIvA4m03/397/GG52ZHD16NFeuXGH16tWkpKQwadIkLl68yObNm7G1tQXg73y2UhUcQPjMySjdXdGnZXDz8+/IvPtA7Ekmo/S3n6OJqI/MxoaU85e4PWoipjw97o3rUfqb4Wavthp3chISOdump/lZVFQUP82YQVpqGg5qNSM+H05QYKBIxM1bt5g3fz4Aer2B8PDyfDJwILZKJVeuXmX0mLH4+5cw+585fTp2dnb/ajpUgQGU+3EiSjc39Onp3Pp6DFn3rWWU+mo47o3qI1MoSL14mbtjJ2HK0wNg5+tDmXHf4BAUiMloIGrdb0StXm8OHhf9hBVzx5CRloLKwZF3h0zAL6CUSMTta2fZvHoOOdlZIJNRsXpDur7zGXK5nGxdFoumfcGTB7cwGvTMXnNcFPZJnJbRv2wjJSMLR5U9E/p3JNTPS+Tn3J3HDJ63jkBvjfnZqq/ew95Waf5vMpn4aNZqbj2N4cTMr0Xhn6ZkMHbfRVKyc3G0VTKuRVVKaZwpzL3ENKYdvYo2S/jUwKC65Wga6ofRZGL2iRucehKP3mSiiq87o5pURqmwzMPYePni8d4wFI5OGHVZJK6YTV70MytduHV/F1WFamA0YMhIR7tqHvr4WGw8vPD85GtkMjkoFOTFPEe7aj7GLMv17vExT1g9/zsy0gVd9P10Ir4lQ0UitPFRrF4wmuePbqPxKsGoab+Z3YxGI1vXzODWlZMYDQZCylal54ffYWNjyUc/b1tGfFASZycbsrIMTF/2jKfR1p9eqFxOzbvdfVHZyTEBZ6+kseK3WEwm8PJQ8vOPYTx+nm32P3nuEwDkrp6o2ryNTKXGlJuN7o+1GLWxoriVFWpjV81yD7nM0RXD8wdkbf8ZuYcvqmZvIXNwApMRQ8wTdAd/B734sweernL6tlbhqJKhyzGxeq+OWK31bgp3Zxl9Wzng76VAm2rk+zUZr+Umc/FA1aInMnshHdkHfsWYFCeK26ZcDWwrNyyQDhcM0Q/J3r0KAEVQOewatEcmk2HQxpK9/1fIs+S13N0Lp67vI3dwxJijI2PzzxgSokUy7KrWR1WnuSWMsxt5T+6SvmGB8N/FHcf2byPX+IDRSPa5w2SfOWT27+ulZPgAP5wdFWTpjMxaGc3TmFyrfKpU1oH+XbywtxPK/LlrGfyyJR6TCbw1SkZ+XAK5XIZCDs9ic5m3JgaAuJgn/DJ3tLnM9h88Ab9CZfb2tbNsWTubnGwdMqBC9YZ0eXsocrkg6+r5Y2xaNQOj0UCJgNL0HzwBlYOjOfy/US+ioqKZNmMmaWlpqNUOjBg+rAibcZu584V81xv0VChfnk8GfoytUojn0ePHLFi0mOTkFAAG9OtLg/r1RHF4uckZ0E6No4McXY6JlbsyiUk0UBiNi5z+7dQEeClITDUyaUWa2S3Ez4Y+rRwAUMjh/nO92c3dCbrUV+BgLyMn18SWkwYSXvLVgmqhMhpUUCCTwaNYEztPGzAWMu39Wyjw1cj4foMgo/zMb/Fu3xSHIH+O1+hE2pXbRcZd8t23KPXlhyCXoz1ymuuDx2PS61/pZtHFLFLzdfHF8GEEBQZY6WLO/IUAGAx6wsuX59OBH4l0MX/RErMu3u33jkgXDqUCqbz0e2w1buSlpXP1o1Fk3Cr0STGZjLDJX+LZogEyGxuST1/k+mfjMeUJbVHwsPfwf7szyOVk3nvE1Y+/QZ+abpEREkCF+VOwdXdDn57BtUHfkHnH2n6XGTcCj2YNkNkoSDlziZtfTLTI+Ox9/Hp1wpibhzEnh9ujppJ68Zo5eFz0U1bMHUO62X6Pp0Qh+33r2lk2r55rtt+Vqjcw2+/nT+6xbun3pKcmI5crCC4dTp8PR2JrZw/A09h4xi1aS0p6Jo4O9oz9+G1K+fsWqXOTycQnU+Zz+/Fzjiz93vx85Y4D7Dp2FqWNDbZKG77o340KpSx160lCMqPX/UFyZjZO9rZM6N2aUF8PUdzn7j9j0JLNBHm6mZ+tGtobe1slW89cZ92xi5Y8SU2nWog/M9+zfNJL4eGDa++ByNWC/U7dsAh9XJRIhqpmY9QNW1nCuGrIfXCL5F9mAaCOaI+qRkOQyTAkxJCyYTGmbMvn1WKjn7J01njS01NwcHDkg6Fj8C+ki5tXz7Fx1XxydDqQQZUa9eneb7C5LXzB0tnjOXFoFwvWHkTt6GR+nhT3mO0rRpKVnoydypGO736PZ4nSVrq4dPw3IvcsxWQyEhRWhzZ9xqKwUWIyGjm4aRoPrh/HaNTjX6oabd8Zh8LG1ioOCYnCvNFgcuvWrfzyyy9EREQA0LlzZ9q1a0eHDh3Yvn07ADLZXz/wWu77MUSt/Z2Y37bh1a4F5WdM4lz73iI/fr274lSxHGfa9MCUp6fcj2MJeP8dnixaSdLRSM4cjTT7rbxyHsmRZ0Xh58ydR5vWrWnZogXHT5xg+oyZzJ09S+QnJDiYObNmYWNjg9FoZNLkKezcuZOuXboA4O9fggXz5v0/TUfZiaOJ/nUTsZu349m6OeV+mMCFbm+L/Ph274JTeDnOd+6JKU9P2Ulj8O//Ns+W/QJAxQUzebL4ZxL27AdAqXEXhV+zaDKNWnSjXtOOXIjcz4q5Y/h2mvjbkA5qZz78/Hs8ffzJy81hxriBnD6yk3pNO6KwsaF1lwGoHV34afQHVvk0ad0uujWoRqd6Vdh/4SZjftnOulHW/gK9NWz87uOX5veag6fx93Dj1tMYK7fJh67QpUIQHcsHcOBeNOP2X2J1r8YiP7o8PSN2nmF8y2pU9dNgMJpIyxY61VtvPOF2Qipre0dgI5cx6dAV1l9+QL/qlkZa0/dTMo7tJSPyEA7V6+Hx7lBiJn8hzqfKtbAPLUf0+KFgMODSrjtuXfqSsHga+pQkYr8fhSlPkOne6wNcO/YmacMyc/gNSyZQv/lb1InoxKXT+1i9YDRfTV0vkmHv4EiHXoPRZWWwY/1ckdupQ5t5/ugWX/+wEYXChvWLx3Nk9xqad3zX7GdIf3/+OJrEgRPJNKjhwogPSjJ0gvV3WTMyDXy/8CmxCbkolTKmfhlCs/puHDiRLORntpHBY+5ZhVO17EHu1UjybpzFpkxlVG3eJnPNdJGfvOtnyLt+xvzfccBIcm9dEP7o9egObsKYGA0yGap2/bCr1YycSPH3zno1V3Hyai5nbuZRpbQNfVupmLbO+rtr2bmw42Q2KjsZHerbv7abfZNu5F4/g/72eWxKVcS+eU+yNs4R+dHfOo/+1nnzf4c+I9DfuST8Udpi36w7us0LMSYnYNe4M3a1mpNzcpcl3R37kX3+GDmXT2JbvjqOXd8jdfEkkYycSyfJuXTS/N910ARyrlryzrn3ILKO/0HuDeE9ZGrxJMqgt33ZezyFg6dSqVfNiWED/Ph86mOrfMrIMvDjsijiEvNQ2siYNDyApnVcOHgqFW2qnq+nPSE3TxhpfNjDmz7tPQFYt3gSDVp0o16TTlw4tZ9f5o1h1A/rRHE7qJ35YPgPeHoL7cesCR9z+ugO6jXpRLYui9ULxzFiwnJ8SgSzftlUdv++hG79PjeH/zfqxex582nbuhUtWzTn+ImTTJ85i7mzZoriCQkOYu6sGWabMXHKVHbu3EXXLp3Jzs5m3IRJfDliOBXCwzEYDKRnZFCYt1urOX4lh1PXcqlWVsmAdmqm/pJm5U+XY2LbMR0qOxmdG6lEbs/i9Uz5JQ2jEWTAx10tA+8OdRRcuGfk8gMT5QNkdKmvYMlu68GqqyM0qaJg8U49GdnQu4mCGmXknL1jmZCpW05Ocgb4Wub4iN20l4c/LaPukXVWcb5AFeRPmXFDOVGrCzlxidTYvJCAD3vwZOG6P3V7wSyzLppx7MRJfpo5i3mzZhTSRTDzZk0362LClO/ZsXM33bp0Ijs7h7ETJvPViOFUCC9fpC4qzB3P0583ErVmCz6dW1FpyVQiG3YX+Sk54C2cq5TnRL1umPLyqDB/AkGD+vJo1s94NK2Hf9+uRDbuiSEjk1JfD6TsuGHcGD7RHL78jHE8X/U70eu34t2hJRXnT+F0854iGf7vdMO5cnlONemOKS+P8JnjCfz4HR7PW4FThTBKvteLk/U7YcjMwrd7e8r98C2nW/Qyh1+9aBINW3SlftOOXIg8wIq5Y/lu2hqRDLXamY8+n1rAfn/CqSM7qd+0I0qlHX0++Br/oDIYDQaWzvyGPVtW0rHXQACmLN9Ilyb16NC4NgfOXGb84rWsmii2ey9Y+8cR/L08uP34ufnZncfP+X3/CTb+OAoHezt2nzjHjyt/Z9XEEWY/Ezfup1vdSnSqVYH9l+8yZv0e1n3+jlX8QZ5ubPyyn9XzzrUr0Ll2BfP/rj+spF31ciI/Lm+9T9bpQ+jOHcO+Ui1ceg1EO3u0yI/u3FF0546a/3t88QO6i0Lba1umAqqajdDOGYMpJxvH5p1xatuDtM0rzf5XLphKRKsuNGzWnnMnD7Js9gTGTf9FrAtHZz79YjJePiXIzc3hxzGDOXl4Nw2btTf7OX/qMApF0d32XavHULVhDyrX78qtC3vYvmIk73+3SeQnOeEZR7fN5oPRW1A7e7Bx/idcOr6RGk3e5tKJ34l5coMPRm9GrlCya/Vozh5cRd1W1n0yCYnCvNE214SEBAILzMh6eHhw4MAB0tPTadu2LVlZf+9D986VwondvBOA+F37sffzQRVUUuTHqXxZko6fNq+uJR4+gU+3DlZx2Xp74t6gNjGbdpqfabVa7t27R7OmTQFoUL8+iYkJREeLZ/zt7e2xsREqrF6vJyc357UHyUqNe7GnQ+nujlPF8sRtEzqfCXsOYOfrgypALMMxrCzJkRYZ2mMn8ekkNExu9WpjzM01DyQB8rSWj2enpSTx5MFNajduC0C1us1J1sYRHyM+ExsQEoanj7/wXrZ2lAwuS2K8kJ9KpS1hFWuhUjtRGK1Wy80n0bSrXQmA5tXKEZecytP4N/uA9/3oeA5fvsN7resXKeNWXAptw4T3axbqS1yGjmcp4s7DnjtRVPBxo6qf0DNSyGW4OQgrzfcS06hd0hOlQo5MJqN+oBe7blsMotzJBbugUDJOHwEg60IkNu4e2Hj5iGSYMCGzsUGWP8snVzmgT9YKjnq9eSCJTI7Mzl60DyI9VcvThzep2bAdAFVqtyA5MZaEWLEu1I4ulAqrhq2duIMJEPXkLmUr1sHGRolMJqN81QacPWYpUy5OCsoEqzgUKQwIT5xPxUOjxNfLelbywdNsYhOE983LM/HgqQ5vj1fPXiq8A8i7KQxs9HevIHdyRe7q8XL/PoHIHBzRPxBm240pCcJAEsBkwhD7FLmzeALEUSUjwFvBuVvC7P3le3rcnOR4uFo3dVnZJh5GG8wDoddxk6nUKLz90d8RZrv1D64hc3RF5qKxiuMFcu+SyFSO6B/dAMAmMAxjQjTG5AQA8q5GYlOmikWG2gkbvyByrp4CIPfmBRTO7sjdvazifoGNfzBytRO5ty8DoAwph0mvNw8kAUyZloGJi5OC0oH2HD4jLE1FXkzHw02Jr6eSwjx8lkNcopCfeXoTD59l46UR/On1JnMeyWVgn79ardVqhfajkVBmq9X5k/bD29J++AeVRZvffty4dIKSwWH4lBCOTjRu1YNzJywTB1pt8deLlJSUfJvRBIAG9euRkJBI1KtsRk4u5NuMw0ePEhZWlgrhwsfqFQoFri4uovBODjICfWw4c12oVxfv5OHmJMfzJeX2wXN9keU2Tw8vrjRQKMA2v9+ptgc/jYyrD4UwN5+acFbLcLdumgkPlHPnmZGM/M0F5+8aqRBssX+eLhAWIOP4NfFANOnEebKjxCv0hfHt2oq4nYfIiUsE4MmS9fj1bP9KN3hhv+/TrGkEAA1fqgs7kS5yc3JeqILDR49SLqwsFcLL5+eRWBe2nu64VKtA9Hphcjx2615U/j44hIhXP50qhqE9fMq8Spiw7zglencyuyWfuoghQ5jASth7DL/elpUwWw93XKqEE7NxBwBxO/Zh7+eDQ3AhGRXKoj1aQMbB4/j1yO8jmEzIlDYoHIQyrXRxJjvasstDsN+3qGO2381e036XMdc/b78A/IPKACBXKAgKDScxIcasi1sPn9KmQQ0AmtWqTJw2hWexCRTmwfMYjp6/xoCOzUXPZTIZeoMBXY6wIyM9S4e3u6vZXavVcvNZHO2qC7pqXrk0sSnpPE1ItpLxOlx9EkNSRhaNK1hWBOWOzihLBqO7cAKA7KtnUbhqUGi8XxqPMqAUckdnsm8INkDpF0jeo7uYcoQKk33rMqrqDcz+01KSeHT/NvUiWgNQo15TkhLjiIsR714KDCmLl4+w483W1o6A4DLmvhRAaoqWHb+toPd7w6zeKTNNS8yT61Ss0xGAsGqtSEuOJSn+icjf7Yt7KVO5KY4unshkMqo37s31s/l91ee3CS5XD4WNLTKZjNAKjbh2atuf5Oh/n//XW1n//7TN9Y0GkwEBAdy6dUv0zMnJiX379qHT6eiSv3L3KnJyckhLSxP9cnNzyYlPwFTgDGZ2dAz2fuJtE2lXb+LZMgKFoxqZjQ3e7Vuh8vezkuHXvRPaQ8dFA6SYmBjc3N1RKBSA0Jh5enoRH2/dAMbGxfHJoMH06NUbtYOa9u3aFYgnlkFDPmPI0GHs2LlTFM7ez6fY02Hn601ufKJIRk50LHaFZKTfuImmmUWGV5uW2OfLcAgtRW5SMuVn/kCNbb9SYf5M7Etatu4ma2NxcfMwz4LJZDLcPXxIShRvSyxIanIiF08doFKNhi/184KYmBg8XJywyd8uKpPJ8HFzITbJet/V84Rkek1eQp+py/j1yDnz8zyDgQlrdvLd2+2Qy6yLckxMDB5qO2zkBWQ4qYhJ14n8PUpKx1YhZ+j20/Red5gx+y6QnL/dtZyXC0cfxpKRk0eewcj+e9HEpFkmTWzcPTCkJlt6cIA+KQEbd0+RDN2Vc2TfuU7JGSspOX0l9uUqkbKtwAy+wga/MTMpOWs1Si9fkrdbVleStXE4uxbWhS9JidYrsS+jZEh5rl04gi4rA4M+j4un9pFUYNukp7stSSn6gskgQZtnHjS8DDcXGxrUdOHsZctAxd5WzuwxocwdV5o+Hb2Q53fkjJmpYLIIMKYlI3NyKxylGduKdYTBZ1EXfiltsa1Yl7z718Xv4yQjLdMo2pKXlG7E3emfuSJc5ugqDMoKpMOUkYzcyfWlYZTla6G/c8GcDpmTK8Z0S4fImJ6MzMEZ8suw3NkdY0aqKN2GVC0KF/HAuSD21RqSc+UUGIU2QeHphzEzHafuH+P6yViceg1C7mYZuHu4KUlKLaTvpDw83f9c367OCupXc+bcNcuEjI0CZn8XzNrpZfDzUrJuewIxMTFW7Yfba7Qfl04foFJ1YZtzUmIsGk9Lm+bh5UdqSiIGgzA5FhMTU+z1IiEhEffCNsPLk4SEom3GwMFD6N77bdRqBzq0EzryT58+Q6lUMnrceD4Z/Bk/Tp9BSqq4nXNzkpOaUajcphlxd3nzO/I0LnK+e8+Z6UPd0OUIETo7QIYOUfypmSZc1Nb1wkUNqQUW8lMyLP7kMuhYV8GO04a/1CFSBfiie2LZQqh7EoWqpO8r3UDQd2FdeHl5Ev9SXXzGW73fQa1Wm3XxxKyLCQwcPJQfp88U6cLe35ecWLH91j2LEb0HQNqlG3i1a4KNk2Bbfbu2RhUo2M/USzfwaFIXW2+hvvn17IDS2RGlmzBotS/hQ05coT5CVAz2hbaIpl65gVfrJijyZfh0aoUqQJCRfuMOTxauotHFvTS+dpDAgX25NXKKOezL7Lf2FfXvwqmDVKrRyMotJ1vHiYNbqVKzsVkXGjcXbArowlvjRqxWPNDT6w1MXraBb97vgVwuLmtlAkvQp00EHYdNoO3gMaz74whf9u9mdo+JicHDWV2oj+BMTEo6hXmmTaHnT6vpM2MNv564XGT6tp6+Rvsa5VHmvzOA3FWDMS1F3NamaFG4vXxy0KFWE2Hwmd/W5j17hG2ZCsidBP2qqtVHbu+ATKUGQJsYh6ubRqwLTx+0CS/XRUpyIucjD1KlhmVQ+vO8KfQcMASVg9rKf1pyDI4unsgLyHBx9yVVK55oSdXG4KKx9PNcNCVISxLaS5/AcO5dOUSOTmgLb57/gxSteLuvhMTLeCNL1bJlS1asWGH13NHRkb1792Jvb19EKGumTp2Ki4uL6FdUvEURs3Er2iMnqfH7Cqr/voKsR09EjfIL/Hp1IWrDlteKsyh8vL1ZOH8e69euIS8vj5ORwrbT0NBQ1qz6hflz5zBm9Hfs2v0Hx44df0Vs/2/SEbtpG0nHTlJ17c9UXbsc3eMnmPSCDLlCgVudWjyev4TznXqSdCKS8NnT/pIcAF1WBvOmDKVV5/4EhYb/5XgKUy7Al73fD2PDtx8xc2APfj9+gb3nhRWexTuP0qxKGCG+nq+I5c/Rm4ycfZbAt00rs653BJ5qFVMPXwGgQ7kA6gV68dGmk3y06QQBbmoU8jcfmNgGhaIsEcjzL97j2Rfvkn3rKpq+n1g8GPRETxjOs8/7kxf7HKfGrV4e2V+gTkQnylWuz+xx7zFr3Ht4+QYilyteHfBPcLCXM25oEL/vTuDeY2GAnpyi553hNxk64T6jpj0kvIyarq3/gn6UtijDqpF77ZS1m1yBQ/sB6J/cRn//6t9KQ7Fjo0RZpgp5N86+2u9fRWmLbYVaZF8s0A4pFChDypF1ZAcpC8eTd/86Tj0+eXkcr4HKXs6YQSXZtE/L/SeWM7F6Awyd9Ii+X97leWwurRu5vnHcuqwMFnz/GS07DSDwH2w/XsU/WS98vL1ZNG8uG9asyrcZQtk1GAxcunyFoYMHs2DubDw0GvP5yuJAm2pk0s9pfDU3GRvFP/udtYjKcm49NZH4krOW/xUEXczh1zW/kJuXx4kCurh4+QpDBw9i4dxZaDTu5vOVb8Lz1ZtJ3H+C2vtWU2ffajLvPzaf7Uw6doaHs3+m5qZF1Dv6K7mJwkRwwbOfr0P0uq0kHjxBre2/UHPHSrIeWOy3KqAE3u2bc7xmG45WbMaTRaupvGz6K2J8ObqsDOZOGZZvv8uL3PR5eSye/jXlK9ehWp2mbxTvks17aFKzMsElfKzcouK1HD53la0zRrN73gT6tIlg1NyVb/zu5fy92Df2Y379oi8z3+vEb5FX2HvpjshPVk4eey7doUvtim8cf0FktnbYV62D7uwR87PcBzfJPLITt/e/RPPZBIwvdoC85KsHr0KXlcGsSSNo27UvwaUFXRzZtxWNpw/lK9X8W+//Z1Su15WQCg1ZNe0dVv/UF3fvIORy6VP0Eq/HG5WU8ePHW20JfYGTkxP79+/n4sWLRboXZNSoUXz++eeiZ3Z2dihy85ApFOZBlb2fL9nR1rPMD2cs5OEMwQB4d2xNxh3xuS63ujWQ29mhPXJS9NzX15fkpCQMBgMKhQKTyURCQjxeXi/v7KpUKho3bsThw0eIaNwYtYOD2c3Tw4OIxo25fuM6jRoJq3HZ0bHYeXkWazpyYuKw9fIQybDz8yGnCBmP5y7i8dxFAHi1a03mPeGQf3ZMDBm3bpsv7YndupMy475Blr89yE3jQ2qysAqgUNhgMplISozF3cPaKGTrMpk9cRBVakXQomPfl+ZlQXx9fUlMTUdvMGKjkGMymYhNTsXHXbz9y1FludjI282Z1jUrcOn+U1rVCOfCvSfEJqWx4cg5DEYjmdk5tPlmNmtHfYC7k1qQkZmD3mjERp4vI12Hr5N4u5uPkwM1/D3wchSetw3zZ/BWofMhk8n4uE4YH9cJA2Dv3eeEaCx7w/RJiShc3EAuNxsPG3dP9Eni2XLHuk3Ivn0Vo06Y8s+IPIT38PHWGWPQk3HyIJp+g0jbI0wiuGm8SUsprIsY3D2KvuygKGQyGe16fEq7Hp8CcP7kH7zdbwB1yggrUVXDHXF3tSmYDDw1SuK1eUXGp7KXM3FEMKcupbFlb6L5eZ7eRGq6UCYzMg3sO55Mk7quAMjVLsLqW/6qntzZDVN6slXcAMoyVTBoYzBqC22bk8tx6DAAU2Yq2Yc2C37L18SuRgQAZQNtcFbLkcssqzDuTnKS0v+ZfSWmjBTh7GGBdMgc3TCmpxTp3ya0MkZtHMbkeEsc6SnIS5axJMnJDVOWZbXTmJaE3NFFVKYULhoMqUVvAbcLr4khIRpDgqX+G1O0GGKemi/tyb5yCnX7d3D9dBwAVcqpcXcppG93JQlJL9G3nZzxn5Xk9JV0th0o+j30BjgQmcLgvr442dtYtR/Jf9J+zJ30KZVrNqF5B0v74e7hw62rp83/E+OjcSmwEunr61ss9cK3pGUbnKenB0mFbUZ8Ap6ef24zIho14tCRI0Q0boSnpyeVK1XEw0NY7WjaJIJvR49F7SS0I9+968y5m7m4OBYqt85yklL/WocUoGpZW0p6CwPjUr5yHFWI4ndRy0jNtK4XqZngZjlqiaujxV+QtwwXtYxaYcK72ilhWNfX70bonsbgUMqynVMVWALds5hXuoGg78K6iI9PwOuVumjIoSNHadK4EV6enlQpoItmTZrwzeixZv/Zz2Ow8xHbb1VJX9F7vODe5HncmyzcneD7VlvRJT1Pl6zn6RJhd4lrzcronsegTxfa/uyoWOy8C/URSviS/dxaxoMfF/DgR2HiwadLGzJuCzK8O7Qg/eY9cvK3lUat20K5H75Fln/J0Mvst+al9nswVWpF0LKj+DyiXp/H4ukjcXXzpNf7X5qf+/r6ok1ORW8wYJOvizhtMj4a8U6Ti7fvE5uYzMZ9xzEYDGTqsukwdDyrJo7g0LkrhJb0xTN/xbZjo9pM+2UTeXo9ShsbwX6nZRbqI6Th6yrem+1oX6CP4OpEm2phXHz4nFZVy5qf779yh1I+Gkr5iFccjSla5M6u4rbWVYPhxRGUQthXro0+Nsrqgp6syANkRR4AQBkQiiFFiylHmGDVeHiTkqwV6yIhFo2ntS50WZn8NG4oVWs3onUnyx0Yt69d4M6NS1w5f8L87LuhfRj27U/UCauFs5svGakJGA165PkyUpNicNGId7u5aHxJjrdsdU7VRuHsLrSXMpmMxh2H0LjjEABunN2Fp5/4MrP/axS+NEyi+HijlUk3NzfCw18+a+zk5ETjxo1f6v4COzs7nJ2dRT87OzvSr9/Cp6twRsKrXQtyYuLQPRbvK5fb2WLjIlwkoXRzJWjQ+zxZKF7V9OvVlZiN26xmhjQaDaVCQzl4SLjR8MTJk3hoPPDzE1e46Oho9PmziHl5eURGniI4OAgAbVKS+TubWVlZnD17llKlLJ2PPG1SsacjLymJ9Bu38O4kbL31bN2cnNg4dE8LybC1xcbZySwj4ON3ebpspZCOoyex8/HG1ls4h6Vp3ICsB4/Ms6fOru4EhIRx5uhuAC6eOoCbxgsvX/G5jmxdFrMnDKJC1Xq06/4hr4tGoyGspC+7zggrSwcu3sLb1ZkAL/FWvoTUdIz5LUJmdg7Hrt4lrKTQCK/44l3+mDKUP6YMZcUX76K2t+OPKUNxd1JbZHi5sDv/jOPB+zF4OdpT0tVRJKNFaT9uxKWQkSN0pE8+jqO0p2DgcvQG82U8ybocVp6/R/9qlst3jOmp5D59gGOdCAAcqtdDn6xFHy/ewqJPiMU+rBLkd4RVlWqSFyU06gp3T2T5tyEjk+FQoz65zy1nHZxcNPgHl+PcceGM7OUz+3HVeOPpI9bFn5GXm0NWhjBjmpGWzP6tPyN3CuX0XSHNv+1O4P4THU3rCZ2BBjVcSEzKIybe+nZPezthIHnhWjobdsSL3FycFLzYRaS0kVG/hjMPnghG1RD/DGV54YyNTZnKGNNTMKYkUhS2FeuQe+20+KFMjkP7AZiys9Dt+9WStpvnyFglrKofOJfL83gDNcsJnaoqpW1ISTeSmPLXO+UFMekyMcRHYVO2mpCOUhUxZaRgSi2686EMr0neTfGqpP7JHeSeJZC7CZ1gZaV66O9escjITMcQ8wS7SnUBsC1fHUNaMsYkcV6/wL56A7IviHdH5N67htzZzbz91rZMJQyJMaQsGAfApr1aHjzNpkltoZzXq+ZEYkoeMQnWg0l7OxnjPivJxRuZbNwtTqenuw12SmH1SyaD+tWdefw8B41GQ8ngMM4cE8rsxdMHcHX3LrL9mDPpU8Kr1qftW+L2I7xqfZ49vEVs1CMAju7dSI36rc3uGk3x1IuCl++4uroSGlqKg4cOA3DiZCQeHh6UKGQzogrZjJOnThEcFARA44YNuHv3Hpn5dwqcO3+BkOBgMtOF7XqTVqSx90w2T+P01K4gtAPVyipJSTeS8Ibl1tNVzovLH8/dzOVRtPBOJ24YiUkyUSlE0FX5ABlpmSaSrHcMcvOJkbIl5TjmbzSqUUbO9UdCG/zzXgMzN+uZtVnPz3v05OTBrM2vv+IWs2Uv3u2bYpe/BTTwo95Eb9z1SjcQ9C3o4ggAx19TF5GnThNSQBd3Cuji7PnzhBT4nFluQhJpl2/i11s4e+bTuRXZUXFkPRSfNZTb2WLjmm+/Na6U+uJDHs5cbna38xHqtlxlT+nRn/FwhsUtNzGJtCs38c0//+jdoSXZMbFkPSpCxos+grsrwUM/4NHcnwHIevIct9pVUaiFyW3Plo3JvP/IfL7yhf0+bbbfB19qv2dNGEx41Xq07y6+aMVg0LN0xijUTs70/eQ70b0RGo2GssEl+eOEcCb74NkreLm7UtJHPLBfNmYoO+eMY8fssSwbOxS1yp4ds8fi5uxICS8NV+4+IitbOFJy/NINAny9UOZPaGs0Gsr5e7Hrwk0ADly5h7eLEwGe4gFrQmpGgT5CLsduPCTMX3y+fMvp63SpU4HCGDPSyHv+2HzG0b5SLQypSRgKT2Lm41Argqyzh62em485KG1xav0WGYd3mN2cXd0JKlWWyCPCee/zkYdw03jh7Su+4yJbl8VP44dSsVpdOvV4X+Q2cMREZv68k+lLtzF9qXCOcdLsdQSGCANmtbMGn4Bwrp0WzvrevrgXZzdv3L3Et06HVWvF3SuHyEhNwGQyceHoesJrCv1IfV4Oukxhy0FWehKRfyyhbmvp8h2J1+ON17B1Oh0XLlzA3d2d8uXF2yGys7PZuHEj/fpZ36r1Otz6egLlZ04iaMgHGNIzuTFCuFGr3LRxJOw7QuL+I9g4OVH9t58xGY3I5HKeLl9D4gHLLVsKJ0e82jTjdPNuRcr4bMhgps+Yya+/bsTBwYHPhwuf4Jg5azZ16tSmbp06XL5yhW3bdyCXyzEYDFSpUpk+vYXbWE+ePMnOXbtRKBQYDAYaNmhAyxYt/vV03Bk9kXI/TCRw4AfoMzK4PXIMAGUnjyXx4BG0h46icHKk6trlwvSMXMbzX9ahPSTIMOp03BkziUpL5yJDhj4jgxvDvhLJeGfgd6ycO4bdm5ajclDTf7CwkrZq/ngq1WxMlVoRHNy1jkf3b5CTo+PiaWGQXr1eC9q9JTRC44f3ID01mWxdJl990IqyFWvy/lDhVsrRb7djzC/bWL7nBI72dozvLxjw8at30LhSGSIql+XgxVtsPHYBG7kcvdFIi2rl6FSvStEFqAi+aVqZcfsvseL8XdS2NoxtLgwCJhy4ROMQHxqH+OLr5MB7Ncrw3m/HhXM4jvZ821SQkZGbx0ebTiKXyTCaTPSuEkKjEPGMYuKqhXi89xkubd/CmK0jcYVws6em/2CyLp9Fd+UsaYd3o/Qtid+4WWAwYEhNRrtaWJW2LRmEW5f8GWGZjNwnD0lav1Qko/dHo1k9fzR7tyzDXqXmnU8nALB20Vgq1oigUo0m5ObomDC0A/q8PHRZ6Xw3sDk1G3WgU5+h6LIymD3+PWQyOSaTkYg2b1MxfzXvBXNWRjHiA396tvciS2dg5nLLRUND3/Xn9KU0zlxOo3NLD8oGO2BvJ6deDWEwcuJcKht2xBNeRk3fLj4YjSYUChlXbmWwYUc8fTp5o9u3EVWbPtjVbiF8GmSPcGZU1bIXeQ+uo38gnH+Uu3mh8CpB3qZLovdThlVFWaYyhvgoHPsJs+T6qEdkH/xd5G/9AR19W6loVduO7BwTa/ZZzsj2aaHi2oM8rj3Uo7SBMe86YaMAlZ2MiR86ce5WLttP5BTp9oLsw5tQNe+JXY2mwqdBDm4EwK7pW+gf3cTwSOj8yFw9UXj4obv3s7hQ5uWQfeg37NsNQCaTY0jK/zRIATK2r8Kx6/s4NGqLMSebjC1CHI6d+pN7+zK5d4TBp0LjjcIngNzrswvJyCVjx2qc3xkKMhmmbB3pGxeLvMxfG8uwAb50b6MhK9vI7JWWlZEhfX05cyWds1cz6NjUnTLBKuzt5NStKuTDyQtpbPxDS5C/PX075XecZcLlTEt+jSOitgtvfzyaX+aPYc/m5dirHOk/SGg/Vi8cT6UajalcM4JDu9fy+P4NcnN0XDpzEIBqdVvQttuHQjn/ZCwLfxiO0WjAr2QpBgyeKErDv1EvPhs8iOkzZ7Fh4284ODgwYvhQAGbOnkOd2rWpW6c2V65cZesOi82oWrkyb/cWbtb08vKiV8/uDP/iS+QyORqNO0OHDKYwa/dkMqCdI23qqsjOMbFyt+XgYt82Dly5l8fV+3kobWDiR67Y2Ahl8/tPXTl9I4etR3WEBSppUsMOowkUMrj9xDLQ23HaQJf6ChpWFD4NsjXScqyiY10Fd54ZufPcRHIGHLli4P02QvfgcayJ83dfPaitsGA8Xm0isPPxoNau5ejTMzlSriUVF08ibsch4nceQvfoOXcnzKHuUWHVLunYWZ4uEcr+n7m9YOjgT/lp5mzW5+vii+GfATBj9lzq1q5F3Tq1uXzlKlt37ETxwn5XrszbvXvm68KT3j27M+yLr5DLZGg0GoYNGSSScX3IWCotmUrolx+jT8/g6sffAFBxwUTidh0iftdhbFycqLNnldl+P16wivjdlkFGre3LQS5Dbqskav12niwS36J6Y8R4Ks6bTMiwD9FnZHB98HcAhM8aT/yeIyTsOYyNsxM1t68w2+8ni9eQsPcIAPE7D+BStQJ1Dv6KKScPfVYWVz8S2+++A79lxdyx7N70MyoHNQMGjwPgl/kTqFyzMVVqNebgrnU8LmS/a9RrTru3PuDciX1cPH0I/8DSTBgh9H9Cwyrz9kejAPjmvR6MX7yOFdv3o1bZM/ajPgBMXLqeRtUq0Lj6n28pbVKjEjcfPKXvdz9hq7RBZWfL5EHivuPoHi0YvW4Pyw6cxdHOlgm9heMf4zbsJaJCKSIqhHLg6j02nryCjUKO3mCkZZUydK5lGTg+jk/iTnQ8rap0LfI9Un9fjmuvgTg264QxW0fqBqGddOnxIdk3LpCTf9GOwtMXG79Asi+ftorD/eORwuV5Cht0F46TdWKfyH3AJ6NYOmc8O35fgUql5oPPhP7a8rmTqFqrEdVqN2Lfjg08uie0hRdOC2WpZr1mdOzx3p/m4wva9R3P9hWjOLl7MXYqNR0GTAVg5y/fUqZyU8pUaYabZ0kadfyMlT8I+gwsU4tqjYS6ka1LZ/W0vua2sFazfpSp/GbbmiX+/4vM9AYfhrx79y4tW7bk6dOnyGQyGjRowIYNG/D1FZbJ4+Li8PPzw1DE2b/X4YD/39vP/iqaP7/GowfWnzr4pwguFfqvpOFw6crFKqPJvSscvfH3buZ9FY3DHdAdXvtqj38DVZO3yZj/1as9/kUcB/3I4w86vdrj3yBo2Tb2X7H+1uM/SYvKdrQZULxnD/9YWYnUn4YWqwyXL2YzeEbxHeaa97kL6XO/fLXHv4HTkGkkjnn/1R7/Bh4TltPh41uv9vg32LG4HIev6V7t8W/QpKKqWOtGi8p2PL5/t9jiBwgKLcPH37/ZDdZvyuKR7oxdVfT25X+K8f2U7FKWfbXHv0G7vDs8uX/n1R7/IoGhZdntEFZs8QO0zbrNXk3xnglupb3BsRvWn0L6J2kUrib9/J5Xe/wbONVoTfbuJcUWv33bj4gZ0afY4gfwnb6O07eL94BxnTAXVh8rVhH0tb6T6f8ExZ0vf4f/q3n6Mt5om+vXX39NhQoViI+P586dOzg5OVG/fn2ePn366sASEhISEhISEhISEhIS/zO80WAyMjKSqVOn4uHhQWhoKDt27KBVq1Y0bNiQhw8fFtc7SkhISEhISEhISEhISPzHeKPBpE6nM38MGITbnxYuXEiHDh1o3Lgxd+8W75YgCQkJCQkJCQkJCQmJP8Nk+u/+/td4owt4wsLCOH/+POXKlRM9nzdPuB67Y8eO/9ybSUhISEhISEhISEhISPxneaOVyS5durB+/foi3ebNm0fv3r15g/t8JCQkJCQkJCQkJCQkJP6P8kaDyVGjRrF79+6Xui9YsMD8DUYJCQkJCQkJCQkJCYl/G6Ppv/v7X+ONBpMSEhISEhISEhISEhISEiANJiUkJCQkJCQkJCQkJCT+AjKTdMhRQkJCQkJCQkJCQuJ/hBWH/1+/wct5t8n/6zf4Z3mj21yLm+v3Y4s1/gqhPlxoUr/Y4q9++CQ37scUW/wA4aG+XL0XX6wyKpX2Yu6u4p1jGNJOxtnbqcUqo1aYS7HqIzzUl2v344otfoCKod6sOlqsIujXGL79OadYZUx+z44DV4tXRvNKdsTfPF9s8XuVr8HBa9nFFj9As4r2/4qMrxbpilXGjwNVbDlrKFYZXWopWHO8+NqpdxrKWHmk2KIHYEAEfLEwq1hl/PSJAz/8Xrx3GXz9lpwn9+8Uq4zA0LLsUpYttvjb5d3h6b1bxRY/QEDpcjx88KBYZYSUKsWJm5nFKqNBefW/ou/i1EdA6XL/Shoib6UXq4x65Zw4dqN49d0oXF2s8Uv830fa5iohISEhISEhISEhISHxxvynViYlJCQkJCQkJCQkJCT+DtIhvn8PaWVSQkJCQkJCQkJCQkJC4o2RBpMSEhISEhISEhISEhISb4y0zVVCQkJCQkJCQkJC4n8Go7TN9V/jjVcmTSYTjx49Qq/XA5Cbm8uvv/7KqlWrSExM/MdfUEJCQkJCQkJCQkJCQuK/xxutTN65c4dWrVrx7NkzQkJC2LdvH927d+f27duYTCYcHByIjIykdOnSf/mFoqOeM2/GFNLSUnFQqxk8fBQBgcHi97h1nSXzZwKgN+gpV74i7w/8DKXSFoADe3ex5fe1mIwmKlauyoeffo6NjZBUuxL+BI38DhsXFwyZmTz+YTLZjx+JX0Imo8THn+JSqw4yhYKM61d5OvMnTHo9cnsVIRMmoy5TFhQKrnRoXWQa5s6Yak7DkOEji0jDDRbPnwGAwWAgrHxFPhg4pFAa1mHMT8NHnw43pwEgJuoZ82ZOIT0tBQe1I4OGfUPJQjKuXbnA2pWLyc7OQiaTUa1GXd4eMBC5XJhD2LZpHUcP7sFoMuJXIoBBw0ahdnQyh09JeMyB9SPRZSZjZ+9Es95T0fhY6/bm6d+5cGgpJpMR/9A6NH5rDAqF0uxuMpnYunAACc9v8tGUc+bnsdFPWTxrPBnpKagcHPlo6Bj8A0qJ4r5x9RwbV80nW6dDJoPKNerTs99g5HI5CXHRjBjYlZKBljCfff0D3r7+/7ou5s6YQnpaKg5qRwYPH/VyXeh0IJNRvWZd3h7wcQFdrOfIwT2YjEb8/AMYNGykSBdJcY/ZvmIkuoxk7FSOdHj3ezz9rHVx+cRvRO5ZisloJCisDq37jEVho8RkNHJw0zQe3jiO0aDHP7Qabd4eh8LGVhRe4yyjW0Mb1PaQnQubjuuJTyl6eq96aTmNKimQyWQ8jDGyPVKP0QTBPjL6t1SSmCoOFx/zhFXzviMzPQV7B0f6DpqIX8lQkR9tfBSr54/m2aPbaLxK8M1Pv5ndjEYjW9fM4OblkxgNBkLKVqXXh99ho7SUtWfRsUyZs4iUtHQc1Q58M+RjggP8KQqTycSwMVO4+/Axf6xdCkCWLpvvfpzF3QePMBiM5ueF0/HL3NFkpidj7+BEv8ETrNJx59oZtq6dTU62DhkQXr0Rnd8eatb3tfNH2bxqBkajEb+AUPoNnojKwfFfleHhIqNHEyVqexnZubDxcC5xyUXrumaYgiZVbZAB96ONbDmeh9EINcoqaFDRUhdc1EJZAEiMfczGxd+QlZGMvcqJ7h9NxttfXGaTEqL4bck3RD+5hbtnCYZO3lKknpZOfY/oJzcZt/iMyE0b95jtP48kKyMZO5UTHd+dilcJsYyUxOds/3kUsc9u4erhz0djt4rcLx3/ncg/hPYrKKwObd4eg8LGUqaS4h6zc+ULGY60H1B03bty4jdO7RXqXmBYHVr1GYtCIdS9Q5vFda91H+u65+Eio1dT23x9mNhw6OX6qBWmoElVJTIZ3I8ysvl4LkYjyID29ZSElVRgMEFWtjh8auJjjm8aRXZmMrb2TjTsNgU376Lt9d3zv3P12FJMJhO+IbWp13EM8vx2vbDb553GARAVFc20GbNITUtDrXbgi+HDCAoMEMV789Zt5sxfCIDBoCe8fHk+HfgRtvn1+NHjx8xftITk5BQA3u33Dg3q1wOg/Mxv8W7fFIcgf47X6ETaldtFvnvJd9+i1JcfglyO9shprg8ejyl/AvzP3ACeR0UzbeZsUtPSUasd+HLYZ0WmYfaCRflpMFChfDk+/fhDbJVK9uw/yJbtO8x+E7VaKoaHM+7bkeZnUVFRTJ8xg7RUwS6N+PxzAgMDRTJu3brFvPnzAdDr9YSHhzNw4EBslUquXr3K6DFj8Pe3tG0zpk/Hzs7O/D8u+inL54whIy0FldqR94aMp0Qh+3rr6lk2rZ5r7iNUqt6Abn0/y7evUSz88UuMRiMGgwFf/2D6f/odakfnAukoXn3/O7oo3jSA0NdZNnucua/zwWdjrXRx8+o5fl89l5z8PkLl6vV5q98Qsy7m//A1RqMRo1GPr38wAz79VqSLuOinrJg7hvQ0Qca7Ren72lk2r55LTnYW5Ou76zuCvp8/uce6pd+TnpqMXK4guHQ4fT4cia2dPRISr+KNVia//vprKleuzOXLl2nfvj3t2rXD39+f5ORkkpKSqFu3LhMmTPhbL7R43k80b92BeUvX0uWtPsybOdXKT1BwKD/MWsz0ecuZOX8FqanJ7Nm5FYC42Bg2rFnOpB/mMn/ZOlKSk9m/x9KYBHz+FYk7t3OjX29i168h6OtvreL3aNseh9JlufXRu9zo3weT0YRXtx4AmAx64tav4e6IYS9Nw6J502nRuj3zl66hy1u9mTvz+yLSUIofZy1mxrzlzJz/c34atpnTsH7Nz0z6YQ4Llq21SgPA4vlCPs1Zsp5O3fowf9YUKxmOjk4M/3ocsxau4YdZy7hz+zpHD+0B4Mqlcxw+sJvJPy1i1sI1lAoty/rV4o7z4d/GEl6nB31H7aVa0w84uH6UlYw07XNO75lN18Fr6PvNPrIyErlxaqPIz+WjK3HRBFiF/XnBVJq06sK0hZto37UfS2Zblx21ozODvpjMD/N/ZcKMVdy/fY0Th3eb3VUqBybPWmv+FRxIwr+ki3k/0aJ1R+YuXUfnl5RZtaMTw78ax6xFq/lx9lLu3LrO0YN7gXxd7N/NlJ8WMmvRakJCy7BulVgXu9eMoWqjHnwyaS91W3/IjhUjrWSkJD7j6LbZ9PtyLZ9O3k9mWiKXjgu6uHzyd2Kf3uD97zbz8YQ/kMnknD24yiqOTvVsOHfHwMxNeRy7ZqBbw6Lnm9wcoXl1G5buzmPG77k4qqBmmKU5SUw1MW9bnvkHsH7xBOo3f4uxc3bQotO7rJ4/2ipee5Uj7XsN5t2h1no6dWgzzx7eYuQPGxk9axsyuYzDu9eI/Py0cDkdWjZh/YLp9OnSnilzFxf5/gC/bv8DPx8v0TMbGwVvd+nAzPHWZf0F6xZPpEGLboybu4OWnd9l1bwxVn4c1M68P/xHxszawsgfN/DozmXOHBXKTbYuizULx/Hx17MYP28Hru6e/PH7kn9dRtdGSs7cMjBtQw5HLufRo4mtlQwANycZrWoqWbA1hx/W5+CkklG7nAKA83cMzPo9x/xL15m4dE/omG/+eTy1mnTni2l/0Lj9+/y2xLqttVepafXWZ/T+dNpL8/vEnl/QeJcs0m336rFUa9SDQZP3Uq/1B2xfYa03O3tHIroMo8uHP1m5JSc858jW2fT/eg2DpuwjIy2Ri8fE7deetWOo0rAHAyfupW6rD9m5sui6d2z7bN75Yi0DJwl173J+PFdO/k7c0xu89+1mPhov1L1zRdS9txrbcvqmnh/WZ3P4kp5eTYvWh7uTjFa1lCzYms3367JxcoA65YR6Wj5IQbCPnOm/ZTNjYzb3nou/9Rm5bRxla/bgrc/3ULHRBxzf9E2RMtKTnnPhwBzafriGtz7fiy5Dy+1zG1/qtnGj4DZr3nzatm7FiqWL6PFWN36aOcsq7pDgYObNms6iebNZPH8uKamp7NgptOnZ2TmMnTCZAX3fYfniBSxZMJcKFcLNYWM37eVURB+yHj8v8r0BVEH+lBk3lFNN3uZIWAvsvDwI+LDHK91eMHv+Qtq2bsnKJQvo2a0r02bNKTIN82f+xOK5s1gybzYpKans2PUHAK1bNGPx3Fnmn7urG80iGonCzHilUQABAABJREFUz507lzatW7Ns2TK6d+/O9BkzrGQEBwcze9Ys5s+bx8IFC0hJSWHXzp1md39/f+bPm2f+FRxIAqxaOIlGLbsyZcFW2nQZwM9zx1rJcHB05uMRU5k0dxNjflrL/dtXiTwiyHB192TklJ8ZN3MDE+f8hqu7J9s2iNvT4tb3v6GL4k4DwC8LpxDRsgvfL9hM2679WDZnvJUMtaMTA0dMYfK83xg3fTX371wl8vAusy6+mbqMCbPWMWnORlzdPdm6Qdyer140iYYtujJ5vqDvFUXoW6125qPPpzJhziZGT1vLg9tXOZWvb6XSjj4ffM3EuZsZO2MDOdk69mxZaRXH/yVMpv/u73+NNxpMRkZGMn78eCpWrMikSZO4ffs2X3zxBUqlEjs7O0aOHMmxY8f+8sukpiTz4N4dGjdtAUCd+o3RJiQQEy02HHb29uaVIb0+j9ycXGQyGQCnTh6hZu36uLlrkMlktGzbiRNHD5rDqsuGod0vdOJTjh3B1ssLO78SovhVpUqTfvG8ebYy7exp3Fu0AsCUl0f6pYsYMor+EG1KoTTUrd8YbUL8a6QhR5hWBk6dPErN2vXMaWjVtiPHC6QhNSWZh/du06hJy/x8iiCxCBnBpcrg7eMHgK2tHUHBpUmIiwXgyaP7hJWvhMrBAYCqNepw7NBec9isdC3xz65TtnpHAEpVakVGSiwpCU9EMu5f2UtweFPUzp7IZDIq1O3FvUu7zO7a2Hs8un6Q6s0+FIXTarU8un+b+hHCym7Nek1JSowjLuaZyF9QSFm8fEqY0xAQXIbE+Ogi874wWq32X9HFg3t3aCQqs9YyQkqVwdu3gC5CQomPjwHg8UOxLqrVqMOxQ/vMYTPTtMQ8uU7F2oIuwqq1Ii05lqR4sS5uXdhL6cpNcXQRdFGtcW9unBUMRdyz2wSXq4fCxhaZTEapCo24fnqbKLzaHkp4yLjyQFhZuvHYiItahrsTVoQHKbj91EiGTvh/9raRSiGKIvUAgi6ePrxJrUbtAKhapwXJibHExzwVv4OTC6HlqmFrr7KK4/nju5StVAcbpRKZTEZ41QacPWbpXGm1Wm4/eEjLxg0AiKhbi/hELc9jYq3ievT0OSfOnuedrh1Fz22VSqpXCsdRXfRHmtNTtTx9UDAdzUnRWqejZEg5PLyFiQ2lrR3+QWXR5pfbm5dOUDI4DJ8Swup1o1Y9OX/ij39Vhtoe/D3lXLorDDauPTTi6ihD4yyzSnOlEAU3HxvMuj59U0+VUGtdl/SS4aiScfOJEa1WS9Sj61St3wGACjVbkpIUQ2KcuMw6OLoSVLY6SjtrfQPEPb/HjQsHiWj/gZWbVqsl+vF1KtYRdFiueivSkmJJKiRD5ehKQOnqKG2tZdy6sJcyVSx1pnrjXtw4a2m/XtS9Cvl1r2y1VqQXUfduF6p7VRv15ua5/Lr3/DZBYQXqXngjrp8R1z1HlaCPi/n6uPrQgIujvGh9lBL0kZ6vj1M39FQtbdGHQiFDmf/X3tYSXpehJTHqOqUqCzoJCm9JZmosaVpxWgAe39hLQFhTHJyE9ITV6snDq7tf6rZz506SU1K4d+8+zZpGANCwfj0SEhKJiha31/b2dgXaWz25OTnkm28OHz1KubCyVAgvn58WBa4uLuawSSfOkx0VZ/W+BfHt2oq4nYfIiROO3TxZsh6/nu1f6QaQnJLC3Xv3ad7kRRrq5qch5k/TkJOba05DQW7duUtKaip1a9cyP0tJSeHuvXs0bdoUgAb165OYmEi0VT7Zi/MpN5cihRRBWkoSjx/com7jtgBUr9ss376K25DAkDA8fSxtSEBwGXMbolTamleljAYDuTk6kfji1rdWqy12XfwbZTYtJYnH929RN6INADXMuhD3dQJDwvAqoIuSBfo6hXUh7EaRiWQ8eXCLOvn6rla3GcnaOCubEVBI3yUL6NvbLwD/oDIAyBUKgkLDSUwQ57WExMt4o8FkRkYG7u7uAKjVatRqNb6+vmb3kiVLEhf35w39n5GYEI+buwaFQqi0MpkMDy8vEhPirfzGx8Xw+eD3eLd3JxzUalq16yzEER+Hp5e32Z+Xtw+JCZZ3ytNqwWiZrc2Ni8PW2+IfIOvubVzqNUDu4AAKBW4RTbHz8eV10BaZBu+XpmH44PcZ0LsTDmpHWuenISE+Dk8vn0JpsIRPTIzHtbAMT29ROguTnKzl9MkjVK8lbL0ICS3LtcvnSU7WYjKZOH5kPzpdFunpaQBkpMSgdvZEXkCGo6svGSnixiU9JRonNz/zf2f3EqQnC34MhjwObxxNRPfxyOTiohYTE4OrmzgNGk8fEhOsO/4vSElO5FzkQarUaGB+lpOtY8yI/nw3vC9bNizDaLDoNiYmpvh18dIy+ye6SNJy+sRRsy5KhZbl6uXzJCcVrYu05BgcXcS6cHb3JS1JbPDSkmJw0VgmRlw0JUhLEnThGxjO3SuHyNFlYNDncev8H6Roo0ThXdQy0nUm0aH11EwTro7WltnVUUZyhsVjcoYJV7XFn7uzjEEdlXzSQUntMDkxMTE4u3qI8sndw5fkxNc3VgGlynPt/BF0WUIaLkbuIynBkgcxMTFo3NywUSjMMrw9NMQlaEXx6PV6flywjC8Gvo9c8WbHxpMT43B2E6fDzcPnT9ORmpzIpdMHqFhdmBFPSozB3dPSnmi8/EhNScRg0P9rMlwdZaRniXWdnPF6uk5KL9pfrTAbLt7VYzQKunBy9RSlwVXjR8ob6Nugz2PT8rF0fXccMrn14DUmxrpeuLj7kpr0+jLSkqJx0VjaL1ePEqLwb1L3nN0tdc+1YN0LCOfe1fy6Z8jj1oU/SC2i7qUV0kdKuhE3p5foI71A3Sugj5uPDTyINjC2v4ox/VWU9rfkW2ZqLConcVrULtZtOgjtv2OBdt3RrQSZ+f6KcouJiSEhIRF3d3cUBeqfl5cn8QkJVvHHxsUxcPBnvNX7HdRqNR3aCZ3gJ0+foVQqGT1uAgMHD+XH6TNJSU21Cv9nqAJ80T2x5K/uSRSqkr6vdANISEzE3d1NnAbPl6fh48HD6NanH2q1Ax3atrHys2fffpo1aSw6FpGQkGCVT56ensTHW9uluLg4Ph00iJ69eqF2cKB9u3Zmt5iYGAYPGcJnQ4eys8CKJUCSNhaXQm2IxsOHpD+xr6nJiZw/dZDKNSwrd/q8PMYN78XQ/k2Ji35Kp14DC6SjePUdExPzL+ii+MtsUmJcEX0db7Sv0kXkISrXbGh+ps/LY8ywPgzp15z4mGd07v2x2S25CH27e/igTfxzGRdOHaRSjUZWbjnZOk4c3EqVmo1fGl5CoiBv1JPy8/Pj6VPLTMePP/6Il5dlm1hCQgJubm6vjCcnJ4e0tDTRLycn501eBS9vX2bM+5llazaTl5fHmci/viJaGO2e3aSdPU3ZWfMpO2s+2c+fYTIYXh3wDfHy9mXmvOUsX7MZfV7uP5qGgmRlZfLDhJF06tabUqXDAKhQqRodu/bm+/Ff882Ij3F2cQUwN6r/BOf2ziekYgvcvUu92vMr0GVlMGPSCNp17UtIaWEG0NXdg9k/72LC9F8YOWEed25eZve2tX8p/n9TF99PGEWnt3oT+kIXlavRsWsvpo4fyajPB+Ls7Ar8s7qoVK8rpcIbsvqnd1j9U1/cvYOQy4vnMudorYkfNuQyf3seaw/mUSvsn0lHnYhOlK9Sn1lj32Pm2Pfw8g1EXsQg41Ws+HUzjerUJKhkiVd7/pvosjJY+P1ntOg0gMDQ8FcH+I/KeBVKG6gcquDs7X+unTywZQEVajTHq8Tfbz/+X1KxXldCwhuydvo7rC3muufvJcfHXc6EVTom/qKz2ub6X8HH25tF8+bw65pfyM3L40TkKUA483bx8hWGDh7Ewrmz0GjczWfV/mv4eHuzeN4sNq5eQV5eHiciT4vcddnZHDl2gjYtW/xlGd7e3iyYP591a9eSl5fHychIAEqFhrJ61SrmzZ3L6NGj2bV799/aFabLymDOlGG07tyfoNDy5uc2SiXjZm5g5ooD+PoHcXTfpr8Uf3Hr+9/Qxb9VZnVZGcya/Dltu/QluJAuJsxax+yV+/ApEciRvX9NFy9kzJ0yjFaF9A3CoHXx9K8pX7kO1eo0/csy/gsYjf/d3/8abzSYbN68ObdvWw68f/LJJzg5WfbA7du3j2rVqr0ynqlTp+Li4iL6TZ06FQ9PL5KTtObZc5PJRGJ8PB6eXi+NS6VyoEGjphw7sh8ADy9vEuItq0LxcbF4eFpWHpUaDRTogNp6e5NbxGpqzC8/c+ujd7kzZCDZjx+hK3xJz0vQFJmGuNdMwwEAPL28SYi3zCgJabCE9/DwIqWwjIQ4UTpfoMvKYvKYL6hZuwEduvQSubVq14UfZi1j6owlhFesisbDCwcHYXufo6svmWkJGAvIyEiJwdFVvELr5OpHerJllj4tKQonN8FP1INzXDuxll8mNmXT3LfJzcngl4lN0WUk4evrS0qyOA3ahFg8PH0ojC4rkx/HDaVa7Ua06fS2+blSaYuLq7BS7ujkQuPmHbhz87LZ3dfXt/h18dIyW7QuJo3+gpp16tOhS0+RW+v2Xfhx9lK+n7mY8EpV0Xh4mnXh7OZLRqpYF8JKiJ8oDmd3X9GKR6o2Cmd3QRcymYxGHYfwweitDBi5AQ/fUDz9QgnJf83BnZSU8pPjpJIhL7AY4qKWkZJhvcE/JcOEW4HVKTdHGSmZgr+cPOEHkJYFVx4a8fX1Ja3AypjJZCIpMQY3j9db8X+RhnY9PmXUtI18MXk1PiVD8C1pGWj4+vqiTU5Gnz/xYzKZiEvU4u2pEcVz+cZtNu3eS/ePhjLom/Fk6nR0/2goyalpr3wHNw9v0pLF6UhOjC0yHdm6TOZN+pTKNSNo1qGf+bm7hy9JBbYPaeOjcSmwaltcMnr1fpu6ZYWt1KX9FTg5iHXt5vh6unZ3svZXqZSCuCQT8fkXxvj6+pKekiBKQ4o2Gtc30Pej2+eI3L+W74c3Z9HEd8jRZfD98OZkpCWZZRSuF6lJMbi4v74MZ3c/UrWW9islMUoU/k3qXlqSpe6lFKp7DTsM4b3vttLva6HuefiFUiq/7g3vbk8ZfwXOhfTh6iQXrUCa484wiVYs3Qroo0YZBfejDGTngglY/+sWOnXqxNa5XYh+EIkuXZyWzFTrNh2E9j+jQLuekRyFOt9fUW6+vr54enqQlJSEoUD9i49PwMvT0yr+F6hUKiIaNeTQkaMAeHl6UqVSRTw8hGMFzZo04fbtOy8NXxS6pzGoAi0TRarAEuiexbzSDcDTw4OkpGRxGhJeIw0NLWl4wbETJwkMCCAwQHze19PT0yqfEhISRBPzRclo1Lgxhw8fBkDt4IA6fyu+p4cHEY0bc/3GDbN/d40PqYXaEG1iLO5F2VddJjMnDKZKrQhadXqnSPk2SiX1m3bk1BHLfQXFrW9fX99/QRfFX2bdPbyL6OvEoXmJLqaP/4yqtRr9qS4aNutIZAFduBWh76TEWDQe1jKydZnMnijou2VHsQy9Po/F00fi6uZJr/e/fGkeSEgU5o0Gk4sWLeKDD6zPrrygZ8+eLFu27JXxjBo1itTUVNFv1KhRuLi6ERJahqOHhIHh6ZNH0Xh44usnvlQlJvq5+dMkeXl5nDl1nMAgoVNZp15jzp05ad4yuG/3Nuo3ssyuZN27gyb//KNrowhyExLIiRZvOZIpbVHk36SpcHbBp09f4ja83oqXq6sbIaGlzWk49ZppOH3qRIE0NOLcmUhzGvbu3k6DAmlwcXUjuFQZjh3el59PR4qUodNlMXnsCKpUr0W3Xv2t3jU5STg3kpOdza9rl9OpW2+zm4OTBk//8ty5sB2AB1f3onbxxtVTfONcqcoteXTjEJlpCZhMJq6f2kDpKsL2j25D1tJ/9CH6jz5EtyFrsbVzpP/oQ6gc3dFoNASVKsvJI8KFQOciD+Gu8cLbV9zYZ+uymDZ+KJWq1aVzj/dFbqkpSQXyMJdzpw4TFFzW7K7RaP4dXYSW4ViBMuv+El1MGvMFVavX5q1X6GLDmuV06tbH7KZ21uATEM61M4Iubl/ci5ObN+5eYl2EVWvFvSuHyEgVdHHx6HrK1xS2RenzctBlCltvstKTiNyzhDqtPuBh/jzKvG15HL9mIFpronIpoVkID5KTlmUiqYjjwTeeGAgLkOOYfwytVpicaw8Fg+ykMh85xdYGwkrK0Wg0lAwux9ljwnm0S6f346bxxsvX+mKml5GXm0NWRv427LRk9m35mRad3jW7azQayoQEs+/oCQCOnDqLp8Ydf1+xQZ0/ZQy/L5nDb0tmM3/KWNQqFb8tmY2bizOvwsmlcDoO4OpunY5sXRbzJn1KeNV6tHnrI5Fb+ar1efrwFrFRwgTVsb2/Ur2+5Vbo4pIRnybj7P1cIW8u64lKNFK1jDCxVjFETmqGCW2a9eDl2kMD5YMUZl3XKW/DlfviFa9aYQrO3bbciKnRaPALKs+lk8KFQNfP7cPF3QcPb3GZ/TMGjl7DyFkHGTnzAANHr8FO5cjImQdwdHY3y/ANKM+100K9uHVhL85u3ri/gYxy1Vty97Klzlw4uoHwWm3N7i/q3vX8unfn4l6cXK3rXtlCde/SsfWUK6ruZSRxas8S6rT8gAf5dW/mb9kcvqwnKsFItXx9VApRkJphLFIfVx8I+nDK10fdcBsu5+tDm2YitISCF7u3O3XqzLZt2+g8ZAuVGn2Ixq88D64IOnl8Yx8Ozt44a6zzKzC8JU9vHyIrXUjP7bO/ElKx7Uvd2rVrh5urK6GhpTh46AgAx09G4uHhQQk/8cA7Kjpa1N5GnjpNSFAQAI0bNuDO3XtkZmUBcPb8eUKCxTdjv4qYLXvxbt8UO28P4X0/6k30xl2vdAOENJQK4cDhF2k4hYeHhhJ+4gF3VHSMKA0nT58mODhI5GfPvgO0btnc6v1cXV0JDQ3l0KFDAJw4eRIPjQa/QvkUXSifTkVGEpyfF0lJSRjzlzeysrI4e/YspUpZJtacXd0JDAnj1FFhwHHh1EHcNF54F9GGzJowmApV69Ghu7hvlxgfTU6OcDDXaDRyPvIA/kGWm3+LW98ajabYdfFvlFlBF2U5dUQ4s37+1MGX9nVmjB9CxWp16dijsC5iyMnJBgRdnDt5gJIFdOHs6k5ASBin8/V9MV/fRdmMWRMGE161Hu0L6dtg0LN0xijUTs70/eQ78z0kEhKvg8xk+u/cK3T9fixRz58yb+ZU0tPScHBQM2j41wQGlWLB7B+pWbs+NevUZ98f29m9YzNyuRzD/8feWUdHda0P+5mZTJKJu0BI8BBcgxNcikPxoi2Fom1pSynupS3uxaG4a3F39+CQQDwTTyaTjHx/nDDJYUJpeju9/d3vPGvNWsnZ8p537332u33r9VSsVJXeAwZjbS2cZnbs8H52b98EQLkKlRk0bBRWVlaUL+nD/T49KDp6LFZOTugzMoSrQV6+IOCb70m6eJ7ki+excnWl9NxFwpFLMhmxO7cTv3+P6T2DVq5D6eKClasb2ep4Um/d5NXMqVQ7dYEHz6KIeBPOwrk/5uhgx7CvviegaHEW5+gQXKsuR3/fz8H9O5HLFRj0eipUqkqfAYPy6HCAXTk6lK9QmUHDhOtNypX05e7TWCLehLN47gzSUpNR2dkz5MsxBBQtwdIFP1K9Zj1q1KzHzq3r2b5pNX7+uRVb7XqN6NxNmMH4emhfjEYDumwdDRo35+Pu/YTjwUt5sfCgkcTYFxzfPIbMjCSsbRxo0n0GHoUCObl1HMXKNaZYeaFT9eDSNm6cFE4fLVwimIZdJomuBgFISXjDll86mq4GGd5axt7jd/l1wWRBB5U9A0dMoEjRkqxcOI2qwQ2oWrMBe7etZveWFRT2L26KK7hOE9p3HcC1S6fYuWk5crkcg15P2YrV6dF/pOlKj+Ayzhw9fcWieXHvWUxOXswkNUXIi6FffS/kxfxZVK9Zlxq16rFzy3q2bVpDEVFeNKRz95y8GNIXg9GITpdNSKMWfNyjLzKZjAolvVl/BtTRL9i/dgyatCSsVfa07TsTL79ADqwfS+mKjSlduQkAt85t4+LvwilvAYHBtOo1GYWVkrSUeH77pTcymRyj0UCNJn2oFiIMHvQJgbGrhWXmHk4yOjewws5GmF3ceU5nup6gY10rQsMNPHotNGKql5bToKIwm/Yy2sDeC8LVILWC5ASXUWAwglwG918ZaFLFio2/P2LD4vGkpyVjq7LnkyFTKBxQmo1LJ1KhekMq1mhEllbD5BFt0WVno8lIxdHZjeAGbWnfayQpSWrmTRpg0qHRR72o3zz3JMamFW24fmwfMxYsJzk1DXs7FWOGf06JAH9+XLyCejWqUi+4mqhcRsXGMeCrH0RXgPT98nuSUlJJTErGw82FKuXLMv7LIXiVrc6Je5nERLxi/eLxwhUnKgd6D51C4YBS/LZ0EhWrN6RijYb8vnMFB7cto1CemdMqtZvRqrNwENXda6fZvWEuBoMe3yIl6TtsKip7R5pUsP1HZHy3TIOns4yujayxswVtFmw7nUV0gpDXH4coefhKz8MwIa+DgxQ0qizk9fNIA7tyrgYB8HSWMaKzDdM2ZJpmpH8arOLXvc/Y/usPZKQlYaNyoMvA6fgUKc2OleMpW7URZas2Jkur4ZdvP0KvyyIzIxV7J3eq1m1Ly25fi/IpIS6CBeM6ia4G6RisYN725+xbPQZNehI2tg607T8Db79A9q8dR+nKjQms3JhsrYbF41qiz84iU5OGvZMbFWq1o0nnUQDcPLuNi7+vMH0zH30yCYWVkk/qy1h7Wvj2Dqx9K8Oe1v1m4lU4kEPrx1KqUmNKVRK+vdvntnHpsPDt+QcG07LXZBQKJekp8WycnfvtVW/ch6o5316/hvDNUqER6ukio1uj3KtBtp7KzY8uDa158ErPw1dCp7FmkHA1yNv82HlWuBpEIYeO9a0p5itHb4DUDCOBRRTM2iFkVnLcS87uHIM2IwmljQP1O8/AzUc4dOP8rnH4BzXGP0io1x9f28bds8LgsE+xGtRtP8l0Nci7brvXTSEy7AWv37zhl7nzSUlJxc7Ojm++GkGxokWZM38htWsGU7tWTQ7+fpg9+w+gyLHflStVYuCAflhb51zFdPIUW3fsRC6T4e7uzpfDh+Ll6UlAyUDCVmzBq1VDbHw8yFYnoUtN53RQcyosn0bM/pPEHhA6aEU+7UKJb4UBloSzV7k3ZGLu1SDvcWud/Zjwp6G8fhPBz3MXkJKaip2dim+/HE6xokWZvWARtWsGU6dmMAcPH2HPvoNCG8Sgp0qligzs39ekw+s3EQz9ahRb1q3Bzi734Cf/UkG8eP6cN2/eMHvOHJNd+uqrryhWrBjz5s2jVq1a1KpVi0O//86+fftM7ZzKlSvz6YABWFtbs2//fg4ePIhCoUCv11O/Xj169eqFTCajeIkSnH+YTnTEK1YtmEh6ajK2dvYMGD4Jv4BSrF08hco1QqgcHMKB7SvZt/VXChXJta/V6zSlTZfPuH3tDLs3CleTGAxGAkqUoXv/UTg4uVCvrD1hzx5bPL8vnDpu0bz4J3S4GJpKVMQrVuVp6wwYPpEiRUuyetFUqgQ3oEpwCPu3r2Lvll9F9XmNuk1o2+VTbl89y86NSwAwGg0EFC9DjwFf4+DkQp0gR84+EPJ7zcKJpjZhv2FCfq9bPIVKOfl9cMdK9m/9Fd938rv1x59x+cwhVs0fh19AKdNBTyXLVKLX52NoUC7/A+n+7Sw78mE//y0Gt/hvv8HfS4E7kxqNhhs3buDm5kbZsuK11pmZmWzbto0+ffq8J/Qfc//Z+zcL/x2UL+nDjUZ1LRb/286kJXnbmbQkbzuTlmR4axlXHxXsYIWCElzG2aL58bYzaUnediYtSd7OpKWYPsCG43ctK6NpRRtiH163WPxvO5OW5G1n0tIyvlumsaiMnwar2H3Vsvv1OgYr+O2c5eqpt51JS5K3M2kpfvnCztSZtBSjP5YT9qxgy1ELSkDJQA4qAz/s8S/ytjNpSd52Ji3J286kJXnbmbQkASUDLZofbzuTluRtZ9KSvO1MWhKpM/n387/WmSzQMtcnT54QFBREgwYNqFChAiEhIURF5TbWk5OT6d+//x/EICEhISEhISEhISEhIfG/QIE6k6NHj6Z8+fLExsby+PFjHB0dqVu3ruiEVwkJCQkJCQkJCQkJif8WRuO/9/e/RoE6kxcvXhROXfXwoGTJkuzfv58WLVpQv359Xrx4Yal3lJCQkJCQkJCQkJCQkPiXUaDOpEajEV34KpPJWLp0KW3btiUkJIQnT5787S8oISEhISEhISEhISEh8e+jQDcnlylThuvXrxMUFCR6vmjRIgDatWv3972ZhISEhISEhISEhIREATH8Dy4n/bdSoJnJjh07snnz5nzdFi1aRI8ePfgX3TQiISEhISEhISEhISEhYSEK1JkcM2YMhw4deq/7kiVLTBfpSkhISEhISEhISEhISPzvUqBlrhISEhISEhISEhISEv9m/t0rJWX/7Rf4WynQzKSEhISEhISEhISEhISEBIDM+O/uuktISEhISEhISEhISPxpFh3693Zvhn30vzUz+a9a5nqyaEWLxt/41V1ePbPc9SVFS5bmuF8Fi8UP0PTNPU6VqmRRGY2e3uFSaIpFZdQOciJz7yKLyrBtP4zEmUMsFr/rmCU86dHSYvEDlN58mLMP0i0qo0E5ez4eadl7YnfML07yz8MtKsP524UMn2e5crvwS6d/RIe4cf0tKsNz2ho6DntqURm7F5Xi+uNEi8qoHujKhYdpFou/blkHoh7dtlj8AL5lKlu0zIJQbmftsOxZBqM/lnPIroxFZXyU8Yjwp6EWi9+/VBAHlYEWix+gdfZjjnmXt6iMZjH3/xH7rTmd/2GMfxeqhj3I3PaLxeK37foN4YM7WSx+AP9lu7j5RG1RGVVLu7PrqmW/707B/zcXMUpTZf8c/zdLiISEhISEhISEhISEhMR/FakzKSEhISEhISEhISEhIVFg/lXLXCUkJCQkJCQkJCQkJP4TpJsK/zmkmUkJCQkJCQkJCQkJCQmJAiN1JiUkJCQkJCQkJCQkJCQKzN/SmWzcuDFhYWF/R1QSEhISEhISEhISEhJ/GaPx3/v7X6NAeyb37duX7/OzZ89y4MABihQpAkC7du3+0suoivpTdvY0lK4u6FLTCP1mPOlPn4s9yWSUHPM1biF1kVkpSL5+i8fjpmHM1uHWoA4lvv/S5NXa3Y2sODXX2nQzPYuIiOTnOXNJSUnB3t6OUV99SdGAAJGIh6GPWLh4CQA6vY7yZcvyxeBBWCuVALx89Yoly5aTmJgEQL8+valXt06uHsX8KTd3Oko3F3QpaTz8ehzpT8z1KDX2a9wb1kVmZUXS9Vs8GjNV0COkDqV++EqkhzYunqutcvVQBfgT9NNUlK6u6FJTCR09gYxn5jJKfPcVbg3qIlMoSL55mycThbQCsPH1ofSkH7ArGoDRoCdi03YiNuQe9x0dGc7K+ZNITU3Gzs6ez0ZMpLB/CXFa3b3G9g2L0Go0IINK1erRpc8w5HLxOMWK+ZO4cOogi387ib2DIwBhcUmM33aMxPRMHG2tmdK1KSV93EXhrj1/w9BV+yjq6Wp6tn5YF2yVVhgMRuYeusCFx2HoDQYqFy3EuI4NUVopTH7lrp7Yt+mLzM4eozaT9APrMcRHiWRYV6iFTY1GuWEcXdG9fkb6rl+RO7tj33EgyGXI5Ar08dFkHN6IMVNj8q/0KYTPF9+gcHTCkJFB9LLZZL15Z3BFJsOz10DsKlUDgwF9agoxK+aRHSO8i5W7J179h2Lt64fRoCf5+EGSjuR+bzGR4axZOIHUlCRUdg70Hz7ZLC9C711l14aFaDMzQCajYrV6dPpkBHK5nDdhT9m04kdSkxORyxUUK1WOngO/x9rG1hTex9OK4b28cLSXk5FpYNHGON5EZ/Mu5UvZ0qutG7Y2cjDCjYcZbNyfgNEIttYyvhngTfEiNijk0HdMbjrIXTxRffQJMpUDRq0Gze+/YVBHi+JWlq+JTbWGucnm4IL+zXMy9q5E7uGLqmlXZHaOYNCjjw5Dc3w76MTv6Oki55PmtjioZGi08NtRDdEJ5psn3JxkfNJchZ+nAnWKgVkbxVew1CqnpFl1a2QyGU9f6/5RPRTu3jh2/gyZnQPGTA2pu1aij40UybCpWg+72s1y38vJlexXT0jZLFy5I3d2w6FtbxTu3mA0oLl6iszLJ0z+fT2VjOjtjZODgnSNgYUbYngdnWWWThVKq+jdzgNbGxlG4Mb9dDbsU2M0gn8haz7v6oWzgwKDwcjTsEx+3RYHCPXHsnlTSU1Jws7OgUFfjsfPv7go7gd3rrNl/RIyMzOQIaNy9Tp07zvUVH/Ex0WzdtnPREe+RiaX07RVJ1q06WoKHxMZzsoFE0lLSUJl78CnwyeZfxd3r7JjwyJBRs538XHv4cjlcuJiIljy03cYDAYMej2+fkXpO2Qc9g5OpvBvIqOYOW8Jyamp2Nup+H7kEIr5FxHr8egJc5atBECv01OhbCDDB/bHWqnEYDCwbN1Grt68jV5voEJQIF8N/gylUmx+LV1uAZLjX3Fu5xgy0xOxtnWkfucZuHqXMpMB8OT6Du6eXYHRaMS3eE3qtJuAXKHM1+3r9pOwKxFApRU/Yu3uSnZKKnc/H0Na6DNxpDIZZaZ/i2ezesisrEi8fJP7IyZjzBbKfrEvB+DXqwPI5aQ/fcndQT+gS07NzYuISH6eO5/klFTs7e349ssRFA3wF4l4GPqI+UuWCXmh11O+bBBDBg3EWqnk8LET7N633+Q3Xq2mQrlyTBr7velZ2blj8W7TGLuifpyr3p6UO4/yTZ8i/T+mxLcDQS5Hffoy94dNxqjTfdANwK6YP+UWzjC1ER6MHEv643zaCBNG4dFYsN9J124T+t0Uk/0uOmwAvl3bY8zORq/V8njsTFJu3TcFt7T9BgiLUTN+7W6S0jJwUNkypV8HShbyEoW99vglwxZuJMA717avH/0ZttZK7jx/zfRNBwDQ6Q1UKenP6G6tsM75NsLUyYzfeZrEjJw2QscQSnq7meXF0+gEfjx4EXWaYJeHNa1O03LFuPIigvlHr6HJEspXg0B/RjYLRi7PvePPyssX977DkTs4YdBkkLBuIdlRr83ywqVzX1TlqmDU6zGkp5Lw21J0cdEoC/nj2mMgCkdnjHoDWa+ekrhlBcbs3Lo0KvI1S+dOJTVFyIvBX46jSIC4Lrx/5zpb1i0lM1MDyKhSow49+n6BXC7nzs3LbF671OQ3OTkRFxc3Zs5fa3oWH/2K7cvHkJ6WiK3KkS6fz8DbT/xtJ8ZFsP3XMUSGheLm6ceI6bvN0tJoNLJyZn8iwx4ycflVM3cJifwoUGeyQ4cOyGQyjPl0q4cPF+5fk8lk6PX6v/QyZWZMIGLzDqJ37MOzVTOCfpnK9fY9RX4KdeuEY/kgrrXpijFbR5mZEynS/xPCf11LwtmLJJy9aPJbcdVCEi9dE4Wfv2gxH7VsQfNmTTl3/gKz585j4by5Ij/FixVl4bw5WFlZYTAYmDpjJgcOHKRTxw5kZmYyaco0vh31FeXLlUOv15OaJr7rLOjHCURs3EHU9r14tW5G2TnTuNamh1iPHp1wrBDElVaCHkE/TcT/008IW7aWhDMXuXImV49KaxeReFH8UQdOHU/k1p1E79qHZ8umBM2awo3OvUR+fLt0xLFcENc7dMOYrSNw2gT8+vbi9cp1AFRYMpew5auJO3wMAKW7uJJet3QmIc07Ur9JW65dPMHKBZOZ+Mt6kR97Bye+GDUdLx8/srK0/DxxKBdOHaR+k7YmP9cvnURhZV7Upu46Reea5WlfPYhjd58xYdtxNo3oZuavqKcr277qYfZ897UHhEbEsXVkd6wUcqbsPMnG83fo17CqyY9dy55ob58n695llIFVsG/Th9S1s0TxZN27TNa9y6b/nT4bR9YDIb0Nacmk/jbb1NBXNe2Cbb02QuM/B+/PRpB84ndSzh7DIbgePoNHET5uhDidqtXCNrAsYd8PAb0et4498Ojen6j5MwAo9PUEEvZtI+3KOQAUzi6i8BuWTaN+s07UbdyOGxePs2bhRMb9/JtYhr0Tn389E08fP7KztMyZ9AWXTh+gbuN2KJU29PxsNH5FS2PQ61kx9wcO715Lu+6DTeEHdfXk2MUUTl9No1Yle4b18uT72eIODEB6hoG562KJVetQWsmYMNSXkBoOnL6ahk5vZM+JJNIyDEwe5isKp2renaw7F8l+cAWr0pVRtfqE9N/E94hl379C9v0rpv8d+o0hKzTnG9bp0JzYjiEuEmQyVG36YRPcFO3F30VxdG9iy8X72Vx5mE3lklZ80lzFL1vM7+rM1Bo5cFGLylpGm7o2Ijd3Jxltatswa1M6qRlGPm+r+kf1cGjfF82102hvXcC6XHUcO31G0rIpIhnam+fR3jxv+t91+FQy71wy/e/UczgZZw+S9eA6ADJ7J1H4L7p7cfRCMqeupFK7sgPDe3vz3c/vNKKAtAwDs9dEEZOT35OHF6ZhsCOnrqSSnW1kxbZYwiKzkMvgq34+dGwmDPysWjyLRi3aE9KkDVcunGT5vKlMnbNGFLe9gyPDv52Kl09hsrK0zBw/nHOnDhHSpA1Go5G5M0bTrnMfatZrAkByovjOtnVLpxPSvCP1Grfj+sXjrFo4iQk/bxD5sXNwYtCoGXjlfBc/T/yCi6cPUK9xO1zcPBkzY5VpUGXTyp/Zu2U5PT/71hR+9pIVtGnRhFZNGnL6wmV+nL+E5bNnimSUKBbA8l9mmGzGhB/nsPfQUbq0b82h46d4+vwlK+bMwspKwS+Lf2Xn/kN07yQedLV0uQW4uHcSgTW6UqpqR17eP8K5nT/Qbsh23iU14Q03ji+g/dCdqBw8OP7bUB5d20bZWr3yddu2bRstFk4mfPU2In7bjU+HFlT8dSYX63cRxVuk38c4VS7L+TqdMWZnU37xFIoO7c3LeavxaFwHv96duBjSDX1aOiVGDyZw0pc8+GqqKfz8xUv5qGVzWjRtwtnzF/l53gIWzxV/e8WLFWPx3F9MeTFlxiz2H/ydzh3a0bJZE1o2a2LyO3DICJo0bCAKH73zCC9+WUnt05vM0uUtqqJ+lJ40kvPBHdHGxFN911L8B3YlbOmmP3R7S9AvE3mzYTtRW/fi1aYZ5eZP52rL7iIZhXt1wqliEJebdhHaCLMn4T+wN2FL1uBQLhC/ft251KA9+gwNPp3bUGbmWK62zLWTlrbfANM27qdz/Wq0r1OFYzceMGHtHjb98LmZvwBvd7aN/8Lseeki3mz84XOUCgUGg4FRy7ex9cw1ejetDcDUvefoXD2I9lVLc+z+CybsPsOmwR1FcWiydIzcdJRpnRtSNcAHvcFAskYLgJOtDT91bYyfmxPabB2frz3E/ttPaV+1tCm8W8/BpJ0/RvqlU6iq1sat73BifvxOnN8Va2BTogxRU78Ggx6nVh/j3KEX6hWzMeqySdyykuyIMJDJcf/0K5xadCT5wFZT+JWLZ9GkRXtCmrbmyoWTLJs3jelzV7+TF44M/24K3jl14YxxIzl38ndCmramUtVaVKpay+T3p8nfULZiVVH43asnEdyoK9UadOTe1SNs//UHhk0Rf9s2KnuafzySTE0qR7fPN89Q4Pzhdbh7FyEy7GG+7hIS+VGgZa4tWrSgVatWREdHCyO5OT+FQsH9+/cxGAx/uSMJ4FihLDG7DwIQ9/sxbAr5oAoQjwA7BJUm4fxl0+ic+vR5fDq2MYvL2ssT17o1id59wPRMrVbz9OlTmjQWZqHq1a1DXFw8EZHiBrOtrS1WOZWnTqdDq80CmTCSderMGcqUCaR8uXIAKBQKXJydTWGV7m44VSxH9C5BbuzBY9gW8kFVVKyHY9lAEs7l6hF/6jw+ndvyLtbenrjVq0nUzlw9lG5uQlrtzUmrw8ex8fVB9c5ouUOZQBIv5kmrsxfwaS+klWudmhiyskwdSYBsdYLp75SkBF4+C6VOw1YAVK/dGHV8DDHvjNgFFA/Ey8dPeFdrG/yLlSY+NnfmLzlJzYEda+kx4CtROLVazcM3MbSuIlwS3bRCCaKT0giPTzJLg/fxOCqeWqX8UFopkMlk1A0M4MBN8Siyla8/WfeFjmH241vIHV2Qu3q+N05FoaLI7BzJfnpXeKDX5c4YyWTIlNZA7mCKwskZm2KlSDkvzPikXT2PlbsHSm9xRwqjEZmVMic8yFV26NTxANiVr4JRl23qSALok3PTISUpgbDnodQK+QiAqrWbkKiOITYqXCTCv3gZPHPyQmltQ5FipVHnzGZ5F/LHr6hgQOUKBUVLliM+LjefnBzklPC34ex1YWDk8p103F2s8PEwb0S8jMgiVi2UqWydkVdvtHi5CTMWOj3cf5pJusZ8RkXhU4Tsh0KHSvfkNnInV+QuHmb+TP59A5DZOaJ7dg8AQ1Kc0AHLSU99dBhyZ/FMtoNKRhEvBddChTy7/UyHq6MMD2cZ75KhhReRerQ688GxyqWU3HuhIzVDcDt/T4hPZudgcT1k9o5YFSqKNqdjmPXgOgpnN+RuXmZxv8XKrzhyeyeyHt0GQFmiLOh1po4kgDE99yJzZwcFJfxtOHNNmPW5dDsND1crfDyUZnG/fKMlJk9+v3yjxctd8BcVl01YpDACbzDCs/BMvNyUqNVqXjwLpV7DlgAE12mEOj6G6Ehx/VG0RCBePoUBof4IKFaa+JzZ+gd3rqFUWps6kgDOrrnppFarefU8lNo530W12k1IyLeOKmOqo5TWNvgXCzTVUUqltakjadDr0Wo1proeIDEpmcfPXtCsYX0AQurUJDZezZso8Uy0rY2NyWZk63Ros7IgJ5pnL8OoVqkCSqUVMpmMmtUqc/T0OVF4S5dbAE2amviI+5SoJNiZouWak54cTYrafIvKqwdH8C/TGDtHT2QyGWWCu/Hi7qH3up09exbnquWJ3CyspojecwSVnw92xcWzho4VyqA+dck0Exl39ByFe7Q3uSVeuok+TehAxx05S6EcNxDy+8nTZzRt1BCA+nVr59hv8UoTW1sbsf3OysqbpSZCHz8hKTmZ2jWDRc8Tzl8nMyLGPEAefDu1IObASbQxQh0e9utmCnVr80E3AKWHG06VyhG9I6eNcOAYtoXN2wgOZQNRn81jv0+cx7dLThvBCHKlFQp7OyFOZ0cyI3Pf2dL2GyAhJY2HYZG0rlkRgKZVyxKTmEx4rNrM7/tQWVujVAgribL1erRZ2W8/G6GNEBlP60olhfjLFSM6OZ1wdbIojt/vPqOinxdVA3wAUMjluNkLgyhBhTzwcxMG0WyUVgT6uhOZlDvTLXd0xjqgBOlXzgCguXkJK1d3rDx93nnTt/ZbqPfkKhX6nIEtXWyU0JEEMBrICnuGwj23jZGclMDLp4+o16gF8LYujCU68o1IQrESgXjnrQuLlyIuVly2ARLUcdy/e536jVqanqUlq4l4eZ/KdYXyUb5Gc5IToomPEX/bdg4uFA2shrWNnVm8ADFvnvLwxnFC2gzM1/3/Ggbjv/f3v0aBOpO///47TZo0oXr16hw4cODDAQqINjYeY57OqDYiCttC4kZ56v2HeDRriMLBHpmVFV5tmmPrV8gsLt+P26M+dV7UQYqKisLNzQ1FTuUlk8nw9PIkLi7OLHx0TAyDhw2nS49e2Nvb0ba10GAJD3+NUqlk/KTJfDFsBD/NnkNScm7lZlvIB21snEiPzEhzPVLuPsSzea4e3m1aoMpHj0Jd2qM+eU6kh42vN1nvplVkNDbvptWDh7g3yZNWrXLTyq5kCbISEik7dxbV926l/OK52BYpbAqbEB+Di6s7CoWVKa3cPX1Qx4kbUXlJSozn2sUTVK5Rz/RszeLpdO07HJXKXuQ3KioKD0d7rBRyU/w+rg5E5ano3/JanUy3eVvouWArWy/eNT0vW9iL0w9fkpaZRbZez9G7z4hMTBGFNaSlgDG3Y2NISUTu5Mr7sKlYh6z7V8RnSssVOA4Yg/PIn5G7eaE5l1v2rdw90Sclivzr4uOw8hA3/NNvXkETepcSSzdTfOkm7MpVJn67MEpsXdgffUoyPsO/x3/mIgp9PR6lV64xS1RH4+zqIcoLNw8f1PHvz4vkxHhuXDpBxeoNzNy0mRrOn9hD5RohpmceLlYkJutEascn6vBw/ePFCy6OCmpVtufGA/MZlHcxpJvnhczJfMnSW6wr1BY6bfmd7620xrpCHbKf3RU9dnWUkZJuEFXWialG3BwLtj3c1VFOQmqu3IQU4W+Zo6vF9VA4u2FITRL51yerUbi4m4fPwbZafTJvXwSDUCdYeRbCkJ6KY9fBuAyZhFPPYaJBFHdXKxJT9OL8TtDh6fbh/K5dxYHr983z28ZaRtPazly9m0ZUVBSubh751B/vb6QnJaq5evEkVXLqjzevX+Lo5MLCn8fxw8g+zJ0xmtjoCJP/qKgos+/C3cOHhDjzBthbkhPjuX7pBJWq1zc902VnM/GrHozo24SYyNd06D7I5BYbr8bd1QWrPDbD29OD2Lh4s7ijYmL5dOS3tO/9GQ52dnRoJTQeA0sU48LV66RnZKDT6Th1/hLRsWKbY+lyC5CeHI3K0RN5nvSyd/YlLck8vdKSonBwzbVHDq6FSc/xl5+b0WhEGy22e5rXUaiKvGP3bj3Aq3UjrBwFm+TbqSWqAMHuJN96gEej2lh7CwMzhbq1RenkgNJVGKwV7LeryH57eXoS+x77PWjYl3Tu2Uew3x+1MvNz+OgxmjQKMXU8C4LK3xdNWG5Z1IRFmHT9IzfIaSPEvNNGiIjC1u8d+333IZ4t8rQR2rdAVURI97SHjwlbvoF6Vw9T/9Zx/Af14fEPM0xhLW2/AaITU/BwdhR9Gz5uzkQnJJv5fROXSPdpy+g541e2nhavsoqIT6Tr1KU0HPUTDipbujWsAeS0ERzsxG0EZweiksUrwZ7HJaK0UjBsw2G6Lt7J2B2nSEjX8C7xqRkcf/CSBoG5AxwKV3f0ye/Y78R4FG7iwUHN3etkPnlA4Z9WU3jWKmwDK5K8f4uZDJm1DQ51m6C5k7siTh0fi8s7daGHpzfxf5gXaq5cOEWVGnXN3M6eOESVanVwdsm1OckJ0Ti6eIpkuLj7khz//rrwXfS6bHatmkDH/pORyxUfDiAhkYcCH8Dz1VdfsW/fPkaPHs2gQYPIyMgosFCtVktKSorol5VlvlcnP6K27yXhzAWqbl1N1a2ryXgRJqqU3+LbtQNRW3cV+N3e4uPtzbJFC9ny23qys7O5cFGYJdDr9dy6fYeRw4axZOF8PNzdTfsrC0LUtj2oT1+g+o41VNuxhoyX+etRqHtHIraYr2v/M0Tv3EvC2QtU2biaKhtXoXkVhlEnyJArFLjWCubV4l+53r4bCecvUm7+z39JDoAmI43507/mo459KFayLABnju3B3dOHshVr/OV4gwp7cXRsf7Z+2Z25fVqz/fJ9jtx5CkD76kHULR3AgGU7+XTZLgI8XFDIC1ykc1FaY122Gto7F8XPDXpSV88kecFoDOpobCrXzz/8H2BbvBTWfkV5MbQXL4b0IuPBbbw/y1kKq1BgV64SCbs3Ez5mGOl3b+A78oe/rIYmI42FM76kRYe+FM3Ji7fosrNZPns0ZSvVomqtxn9ZBoDKRsb3n3uz90Qyz1//ue/3T6O0RlmmKln3Lpm7yRXYte2P7lUouqd3zd3/TfwTeiitsalQk8wbeWa75HKUxcuQcXofSUsmkfX0Pk7dzZeZFQSVrZwfBhdiz/FEnodrRW5WCvhmgC+3H2Vw5e6HBxbeJSMjndlTv6FNp08oXioIEGYKH967QcduA5gxfz0VqtRkwU9j//L7azLSmD/jK1p1yK2jAKyUSibP3cy8Ncfw9SvKmaN/zW74enuxav7P7Fr7K1m6bM5eEpY5t2zSkOCqlRn5w2RG/jCZIoUKoVD8/3mQ+psNu4g/dp6aRzdQ6+gG0p+9Mu0lTDh7hRfzV1Nj5zLqnNlKVrwwgJp3r+Gfxcfbm+WL5rFtwxqys7M5f/GyyF2Tmcnps+dp1bzZe2L47xO5ZQ/qkxeovmct1fesJeP5K5P9tvUvjFfrJlyo9RHnqjQlfPl6Kvz6ywdifD+Wst8AQf6+HJn1NVvGDWbuF93YcfY6R67n7u0s7OHKtvFfcOKnb8jS6ThxK7RA8esNRq48j2B8+/psHdIJLyd7pu+7IPKTlpnFiI1H6FevIuUKv39l0vuwDiiBdaEiRHz/GRHff0bm47u49Rwk9qSwwuOzUWQ+vIPm9pX8I/oTZGSk8/OUb2nbuRclcurCtxiNRk4fP0DD5uar8f5TTuxeTLnqzfAqXOLDniUk3uEvWbTKlStz/fp1ZDIZlStXzncP5R8xc+ZMnJ2dRb/58+dj4+WBTJE7ImJT2JfMSPORlZfzlnKtdTdudO5D+rMXZofbuNSqjtzGBvVZcafA19eXhIQE01Jco9FIXGwcnp7vr1xUKhUNGzTg5OnTAHh6elKpYgU8PNyRyWQ0btSQR48em/xnRkZj4+Up0sO2UP56vJizlCstu3K9Q2/Snzwn7bH4sALX2jl6nBZXjNqoGKzfTatCPmjzkfFq4TKut+/GzW59hbTKOdAoMyqKtNBHpkN7ovccwLFcELKcUVo3D2+SEtXo9TpTWqnjonE3W/4BGk06syePoEpwCC3b5+7bDL13nVtXzjBqYDtGDRT2B43/sgdhLx7j6+tLfGo6Or3BFH90Yhq+Lo6iuB1srXFUCfuCvF0caFW5NDdfCksEZTIZXzSvybYve7B+aBeKe7tR4p3N+XIHJ5DlFnO5kyuGlEQzHQCsy1RFHx9ldpiKCYMe7d1L2JTPXRalU8ehcHGFPJ1YKw9PdPGxoqBO9ZuieXAbQ0Y6GI2knD2OXVlheZAuPpbMV89Nh/aknDuBTdGSkJO/ru4+JCfGi/IiIT4adw/zvMjUpDN/6jAqBzekebtPRG46XTbLZ3+Pi6sn3T/9Fi9nK6oWF5b4VQxU4epslVcNPFytiE/MvyFnayNj3Be+XLuXwYHT5iPR+SG3N88LY0pCvn6VpaugV0eb54Vcjl27/hjTUsg8uVPwWy4Yh76jAQj0t8LJXk6e8xVwdZSJZmv+DImpBtGskJuT8LcxNdFierxFn5yA3NFFVKYUzu7ok/JfPmZTvgb62Aj0cbnL9fXJCeiiwk2H9mTevoiVbwCuQycDUCnQDlcnhTi/3ayIS3h/fk8YUoird9PYdzJJ5KaQw6gBviQm61i1Q5gl8vX1JTEhPp/6w9ssbk1GOj9N+pKqNevzUYfcPfLunj4EFCttOrSnXqNWvHr+GF1O58LX19fsu1DHR+Pm6WsuQ5POnCnDqRIcQov2n5i5g9CprNe4HRdPHzQ98/JwR52YhC6PzYiJi8fL8/3Lmu1UtjSuV4fjZ4X9rDKZjP49urBy3iwW/zSVgCKFKepfBFXOConRvewtVm6jnx6kffv27FnYkcjnF9GkxmHIk17pyVE4uJinl4OLL2mJueUpLTEC+xx/+bnJZDJsfMR2T1XEF81rc5v0dPoiLtTuxKXGPUgLfS46pCf8181cqPcxF0O6kXD2Kpo3UehShcEJwX4niux3bFwcXh+y3/Xrc/L0GdHzs+cvEODvT8A7W0P+LJrwKNOMKoAqoLBJ1z9yg5w2gvc7bYTCvmS+yaeN8MsSrjTtwrU2n5D25IWpjeDduhlpoU/RxgjfW8SWPbjWrIpM+c/YbwAfVyfik1NF30Z0QjI+bs6i+B1UtjiqBDvj7epMyxoVuPVUvEUDwM7WhpY1ynPoirAdwNfXl/i0DHEbITkNX2cHUThfZwdqFPPF28kemUxG60olufsm1/6ma7MYsv53GpYJoE/diqKw+kQ1Cud37LerB/oE8coD+1oNyXx8H6MmA4xG0i+dxiawfK4HuQKPgaPQpySSuG2VKKy7hxdJ79SF8XExeOSXFxnp/DjxK6rVqk/rDubnRITev0V2VhaVqtQUPXd28yE1KU4kI0kdhbOH+bf9Pl4+us6lY78x66smLJvaC60mjVlfNSHtPbbt/wL/7RNb/386zfUvD4+qVCqWLVvGL7/8wvDhw/HweL9xfZcxY8aQnJws+o0YMYLUB6F4d2wNgGerZmijYtCEidf4y22ssXISOhxKVxcCvhhA2HLxoQ6FunYkesdes2Vl7u7ulCxZghMnTwFw/sJFPDw8KFxIvLw0IjLS1GDJzs7mwqVLFCtaFICQ+vV48uQp6Tkzsteu36B4sWKmsNnqBFLvh+LTSRg58mqdo8erfPRwdjLpUXTop4QtfUeP7p2I2mauR3ZCgpBW7XPSqmVTtNExaMLfkWEtTiv/Qf0JX7kWAPWZC9j4eGPtLSzHdA+pR8bzl6ZRYCcXNwKKB3LxtHAoyPVLJ3Fz98bbV2x8MzUZzJ48ggpVa9Ou66cit8FfT2POqoPMXrGP2SuEvTRT520moHgg7u7uBBX24uAtwTAdv/ccb2cH/D1cRHHEpaRjyFn7lZ6ZxdnQV5TJGVnUZutIycgEIDFdw5pTN+jXsJoovC76NdY5nT9lYBUMqUkYEs2XRQFYV6pjNispd3IDq7f7yGRYl6mKLi53CZM+JRntq+c45ezrcgiuhy4h3nRK61uyYqNRlasMOctQ7KsEo30tdB7T71zDys0Dq5z9YPaVg8mKfA05RtrJxQ3/4mW4fEbYs3Tz0glc3b3w8hXvR8rUZDBvyjDKValDmy6fidz0eh0r5ozB3tGJ3l+MQyaTEZus4+YLIf32nEjm5WstDaoLhrpWJXsSkvREx5t3LmytZYwb7Mut0Ax2Hk3KNy3zQx/zBmVZYZTbqnRlIS+SzJcLAlhXrE3W3Xdm82Ry7Nr2x6jJQHM099Th7AdXSVsnHKp0/HoWb+L01AgS8qxySSuS0ozEJxes9r79NJsKxa1wtBNa9/UqCPEZM9IspsdbjOmp6KLCsKkkHEJhXa46+pQEDAmxZn4BVNUaiGclgawnd1E4uQqdUsC6dEX0cVEkLp4IwO7jibx4oyWkhlA/1K7sgDpJR3S8+em9ttYyJgwpzK2HGew4Ih6Iked0JNPS9SzZnPt+7u7uFCsRyPnThwG4evEUbh5e+BQyrz9mTfqSilVr0bHbAJFbpWq1SVDHkqAW4r1z/SKF/IqaliW6u7sTULwMl3K+ixs530V+ddTcKcOpUKU2bd/5LuJjo4R9koDBYODaxWMUKZp7AqKrizOlShTjWM4exzMXr+Dp7o6fr7gh+CYqOo/N0HH+8jVK5JwSrs3KMh3SlpSSwqZde+nRsR2anEGtWRvTLVZuP+/Xib1799Jh+G4qNhiIe6GyPL8jnGb66sFR7Jy8cXIPMIsnoFxzwh+dJCM1DqPRyKOrWyle4aP3utWvX5+U2w8p1EPodPh0aEFmRAwZL8SdBrmNNVYuOXbP3YUS3wzkxdzcxreNj1C3y1W2lBo/ghdzct3c3d0pWaI4x0+dBuDchUt4eLhT+J3tHRGRUWL7ffkyxYoVFfk5fPQ4LZs3/fMJ+w5Ru4/g3aYxNjlLcgM+70HktoMfdAPIjk8g5W4oPh/ntBHaNEMb+YE2gpsLxYZ/yqvFwqEtmrA3uNSogsJO2Bvo2SyE9GcvTfsrLW2/AdycHCjj78vBK8KqiuM3H+Lt4oS/l3g5flxyKoacNkx6ppaz955Qxl/4fsJj1WTn2LlsnY6Ttx5Ryk8YcHJ3dyfI14ODd4QO9PEHL/F2ssffXdxZbV6+OA8i4knLFFbHnH/6mkAfYVA5Q5vNkPWHqVOqCJ/nOZjvLYbUZLJev8C+prDlQ1W1NrokNbp3lqDq4mKwDSxvst+2FaqTHZFTtuVyPD772nTC67s4u7hRtEQg508dAfLWhX5mefHjpK+pVLUWnbr1N4sH4NTR/TRo8hFyhXgZqoOzO4WKluX2BeHbvn/tKM5u3nh4m3/b72PQ+N8YPe8ko+eeYPD4jdioHBg99wQOf7CFQ0LiLQXfLPAO7dq1K/BVIDY2NtjY2Jg9v/XDVIJ+mUrRIZ+hS0sn9NsJAJT5cRLxx08Tf/w0CkcHqm5ZjdFgQCaX83rNRtQnckcdFY4OeLZsypUWnfKVPWLYUGbPnceWbduxs7Nj1FcjAZg7fwG1atakdq2a3Llzlz379yOXy9Hr9VSpVIlePYST1ry8vOjerQtfffMtcpkcd3c3Rg4fJpIROnoKZedOo+jwz9CnpvNg1HgAgn6eRNzR08QfO42VoyPVtufqEb7qN+KPi/XwatWEy00756vH4/FTCZo1lYDBn6FLS+PR90JaBU6fSPyJ06hPnkHh6ECVjauE3b5yGW/WbUJ9UpBh0Gh4PGEaFVcsRIYMXVoaD74Un2DWb8gYVi6YwoGda1Gp7Pl0uCBj9aJpVAmuT5XgEI4e2MLLpw/QZmq4fknopNeo25R2XcQNw/wY36kR47cdZ+XJ6zjYWDOlq9Ahm7T9BA3LFqNhueIcv/eMbZfvYyWXoTMYaV6hJB2qC0s/0jKz+HT5LtMJwz3rVqJh2WIiGRmHN2Hfpg+2dVoIV4McFE56tGvVi+ynd8nOORRF7uaFlZcfaaE3ROEVXoWxDxHKt0wmQxf9Gs0x8QlpMSsX4DN4FG4dumHQZBC9bA4A3gO/JO3mZdJvXCb56H5sChchYNYS0OvRJSUQu2ohAEatlthVCyn03RThNOSMdKIWiE+L7D14LGsWTuTQztWo7OzpN2wSAOsWT6FSjRAqB4dw4uAmXj17gFar4eblkwBUr9OU1h9/xrXzR7l5+SR+AaWYMkoY8SxZphK9Ph9jkrF8WzxDe3rSqZkLmkwjizfldg4Gd/fg+v0Mrt/P4KMQZ0oG2GBjLaNmRWEvzaXb6ew6lgTA7NGFcbJXoLKVs3yyP/efCo11zdEtqD76BJtazTFmZaL5XTiNVtWiB9nP7qF7Lix9krt6ofAqTPajm6I0UJapirJ0ZfSxEaaZSF3ECzKPi/Njy4lMPmluS/Ma1mRmCVcsvKVHU1vuvdBx/4UOpRWM7+uAlUJYsjvlUweuPcpm/wUt6hQjhy5r+aqroN+zN7md6n9Cj7S963Ds9Cl2IW0wajWk7hIakQ4d+pP16JbpoB2Fhw8K3yJo179zhHt2Fqn71uPcRzg4w6DVkLJtmcjL0s2xjOjtzcct3MjINLDwt9z9jEN6enHtXjrX7qXTppELpYraYmsjp1ZlYbDh4q1UdhxJpF5VR2pXduDlGy1zvhcGNx69ENJ7wJDvWT5/Kvu2r0NlZ8/nI8YBsGLhdKoG16dazQYc3r+VF08fotVmcu3SaQBq1m1Mh679sbVVMWDIaH6eMgqMRlR2Dgz7dip56fPFD6xeMImDO9Zga2fPp8OFzvKaxVOoXCOEKsEhHDuwmZdP76PN1HDjslBHVa/TlLZdPuVN2FN2bVwMgNFgxL9EGXp++q1IxqgvBvLjgiVs3LEHO5WK70cIy4V/WriMusHVqVuzOrfu3mfngd9RyOXo9QaqVixP726CDUrPyODLsZORy+QYjAY6t/mIOsHiQS+wfLkFqNt+Mmd3juHO6eUobRyo3zl3n935XePwD2qMf1BjnNyKULXJMA7+KsxU+RSrQZlg4UqW/Ny6devGxertqPjrTEp+Owhdahp3BwlL9SssmUrMwZPEHjyFlbMjtQ6vN9m9V0vWE3volOkdgvetArkMubWSiM37CFsmPrH6y2FD+HnuAjZv24mdnYpvvxROkZ+9YBG1awZTp2Ywt+/eZc++g4L9NuipUqkin3TPvU7m9ZsInr98yfT69ciP8ksm49WqITY+HgQfXIUuNZ3TQc2psHwaMftPEnvgJJqXb3gyZQG1zwiDQQlnrxL+q3B65x+5vSX028mUWzCNYiMHCm2EL4Vvo+ycycQdOUXckdNYOTlSbdcaYTBZLuf1it+IPyrY79hDx3GqUp6aR7diyMpGn6Hh3hejRTIsbb8Bxvdqy4S1e1j1+zkcbG2Y3K8DAJPX7yWkUiANK5XhxM2HbDtzHSuFHJ3eQLNqZWlfpwoAVx+9ZPOpKyjkglvNMsX4vHXuPv/x7eoxfvcZVp69JbQROgqdvkl7ztIwMICGQQH4ujjwaUhl+qzYh1wmw8vJjgntha0oGy/d5/6bWDRZ2Zx8+BKAZuWKM7BhFZOMhI3LcO87HKeWnTFkZpCwTrhaye2TIWjuXkNz9xqpZ35H6euH77g5GPU69ClJJGxaDoBd9XrYVa1N1ptX+IydDYD2+SMSt6wwyfhs6HcsmzeNPdvXo7KzZ/BIYbn+rwtmUrVmParXrM/v+7bx/MlDtJmZXLsk5HPNuo3o2K0fABnpaVy7dIZZi8SnVb+l44DJbP91DKf2L8dW5cDHA4Vve+fKcQRVbUzZqo3J0mqY/W0r9LosMjPSmDmiIVXqtqNlt6//VH5LSLwPmbGAa1Q1Gg03btzAzc2NsmXF+7EyMzPZtm0bffr0+Usvc7JoxQ97+g9o/Oour549sVj8RUuW5rhfBYvFD9D0zT1OlapkURmNnt7hUmjKhz3+B9QOciJz7yKLyrBtP4zEmUMsFr/rmCU86dHywx7/A0pvPszZP3G4zX9Cg3L2fDzyhUVl7JhfnOSfh1tUhvO3Cxk+z3LlduGXTv+IDnHj8h+V/rvwnLaGjsOeWlTG7kWluP44/+XkfxfVA1258DDtwx7/InXLOhCV02m3FL5lKlu0zIJQbmftKNhy2YIy+mM5h+zKWFTGRxmPCH9asP10BcG/VBAHlYEWix+gdfZjjnmX/7DH/4BmMff/EfutOW2+quLvRNWwB5nb/vo+0A9h2/UbwgfnP+nwd+G/bBc3n/z5023/ClVLu7PrqmW/707B/zf3eP+yy7Lp8p/wTaf/m2n6PgqkzZMnTwgKCqJBgwZUqFCBkJAQoqLyHCOdnEz//pZtCElISEhISEhISEhISEj89ylQZ3L06NGUL1+e2NhYHj9+jKOjI3Xr1iU83HwztYSEhISEhISEhISEhMRfZ/HixRQtWhRbW1tq1qzJ1atX/9D/9u3bKVOmDLa2tlSoUIFDhw5Z9P0K1Jm8ePEiM2fOxMPDg5IlS7J//35atGhB/fr1efHCssvkJCQkJCQkJCQkJCQkPoTB+O/9FYStW7fy9ddfM3HiRG7evEmlSpVo0aIFsbH5H8p38eJFevTowaeffsqtW7fo0KEDHTp04P79+/n6/zsoUGdSo9GILviVyWQsXbqUtm3bEhISwpMnltuPKCEhISEhISEhISEh8f8Lc+bMYeDAgfTv35+yZcuybNky7OzsWL16db7+58+fT8uWLfn2228JCgpi6tSpVK1alUWLLHdOSYE6k2XKlOH69etmzxctWkT79u0LfKqrhISEhISEhISEhITE/y9otVpSUlJEP61Wa+YvKyuLGzdu0LRp7lVGcrmcpk2bcunSJTP/AJcuXRL5B2jRosV7/f8dFKgz2bFjRzZvzv8Er0WLFtGjRw8KeDishISEhISEhISEhITE34bR+O/9zZw5E2dnZ9Fv5syZZjrEx8ej1+vx9vYWPff29iY6OtrMP0B0dHSB/P8dFKgzOWbMmD/cxLlkyRLT5bQSEhISEhISEhISEhISuYwZM4bk5GTRb8yYMR8O+C/F6sNeJCQkJCQkJCQkJCQkJP5TbGxssLGx+aA/Dw8PFAoFMTExoucxMTH4+PjkG8bHx6dA/v8O/rduzZSQkJCQkJCQkJCQ+P8ag8H4r/39WaytralWrRonTpzIo5eBEydOULt27XzD1K5dW+Qf4NixY+/1/3cgM0qbHCUkJCQkJCQkJCQk/keYuU3/336F9zKmq+JP+926dSt9+/Zl+fLlBAcHM2/ePLZt28ajR4/w9vamT58+FC5c2LTn8uLFi4SEhPDjjz/SunVrtmzZwowZM7h58ybly5e3iD7/qmWuF6pUs2j8dW/d4LkF78MsUbz4P6LDqVKVLCqj0dM7nL6vsaiMhuVVZFzYaVEZdnU7k758rMXitx80nTfDulgsfgC/Rds5fDvLojJaVram7aBQi8rYvzwI9aTPLCrDfdJKRi1Jt1j8s4fYkzhziMXiB3Ads4TXQzpbVEaRJTvp+f0bi8rY9KMfJ+5lWlRGkwq2HLtjfvrd30WzSjYWtRcg2Ixhc5ItKmPR185M3ayzqIzxPaw44l7OojJaqB/w4vlzi8VfvEQJjnlbpqH1lmYx9zmoDLSojNbZj/8R+51w95xFZbhVrI/m5AaLxa9q3Bv1lM8tFj+A+4Rf/5G8WHPKoiLo38iy8Uv8Md26dSMuLo4JEyYQHR1N5cqVOXz4sOmQnfDwcOTy3IWmderUYdOmTYwbN44ffviBUqVKsWfPHot1JOFf1pmUkJCQkJCQkJCQkJD4T/hfWnc5bNgwhg0blq/b6dOnzZ516dKFLl0sO9mRF2nPpISEhISEhISEhISEhESBkTqTEhISEhISEhISEhISEgVGWuYqISEhISEhISEhIfE/w//SMtd/O/9xZ/Lly5c8e/YMX19fi27ulJCQkJCQkJCQkJCQkPj3UKBlrkOGDCEtLQ0AjUbDxx9/TMmSJWnRogWVKlWicePGJncJCQkJCQkJCQkJCQmJ/10KNDO5fPlyJk2ahIODA1OnTuXKlSscP36cmjVrcuvWLfr27cv06dNNd50UFFv/IpSaMhmliwu6tDSeTpiE5t2j2WUyin45Epc6tZEprEi9c5vn02di1ImPPi85eRLe7dpyuX4I+jwd3IiICObMnk1ySgr2dnZ8PWoUAQEBorChoaEsXrQIAJ1OR7ly5Rg8eDBKa2uTH6PRyJgxY3j+7Bnbd+z4x/VQBfgT9NNUlK6u6FJTCR09gYxnz81klPjuK9wa1EWmUJB88zZPJk7DmC3IsPH1ofSkH7ArGoDRoCdi03YiNmw2BY+JDGPtovGkpSShsnOg37ApFPIvKRLx6N5Vdv82H22mcPx1hWr16fjJSORyOZmaDJb/PIqwF6EY9DrmbTjPu4TFxDNh5Q6S0tJxUNky5dOPKVHYW+Tn+qMXDJu7lgAfT9OzdWMHY2utJDI+kQmrdvA4PJJCHm5snTxcFDY8MZUJh6+RpMnCwUbJ5BbVKeHhbPYeT+OS+enULdQZwlUDQ+uWp0mpwhiMRuaeucvFV9Eo5HJcbK0Z16wa/q4OprBWnj649h6G3MERoyaDhA2L0UW/c/WCTIZzxz7YBlXGaNBjSE8lcdNy9PHRyKxtcR84CmWR4sjkCiK/62f2frFRYWxcMpb01CRsVQ70GjIN3yLivFDHRrBp6TjevHyEu1dhvvspt1waDAb2/vYLobcvIFcosHdwofugSXj6+Jv8+Hop+apfIZwcFGRoDMxbG0l4lPm1JBUD7ejb0QtbG2Es6tq9NNbtjsVoBG93Jd8PKoxcLkMhh9fRWSz6LQoAuZsXDh0HILdzwJipIW3PGvRxkaK4bSrXxbZWE9P/cidXssOekrZ1CXIXd1xGzEQfm5u2qVuXYkiME8Xh4SyjRxMb7G1laLKMbDmhJSYx//UuwUFWNK6iRCaDZxF6dp7NwmAAGdC2jjWB/goMRsjIzA0vd/XEvk1fZHb2GLWZpB9YjyE+ShSvdYVa2NTIPU9d7uiK7vUz0nf9itzZHfuOA0EuQyZXoI+PJuPwRoyZuUfIW3n64tZ3GHJ7J4yZGajXL0IX9Vr88jIZLp36Ylu2MkaDQShTG5eii4tGZmOL+8BvsfYXylTEN33MdPdxt2JwV1cc7eRkZBpZtj2BiFjzKyQ8XBUM7uJG0UJKYhN0/LAgNu8r0OsjZyqWtsVgMJKaYWDlrkRAKLPrFo4nPTURWztH+gybQqF3yuzje1fYs1GoP2RAuWoN6NBrpOmY83vXz7Br/RwMBgOF/EvSZ9hUVHa5315sVBgbFo8jLVWoo3oPmZrvd7FhyXjTdzHm5+0mN4PBwJ7f5hB65wIGvZ7igVXoNnAcVlZKk59/wmYAeLrI6d1ShYNKhkZrZMMRDdFqg5k/NycZvVvY4eelQJ1s4Mff0v6cmwO0q6XAzga02bDvsp64FLPoAahcXEadsnJkwKsYI79fN2AwQlFvGY0rybHOaTk8jTRy4rbwjnbF/Sm/eAbWbq7oUtO4N/QH0h+b26TSk0bh0aQeMisFSVdu8fCbqRizswEoNuJTCnVvjyErG4NWy6MxM0m+eU+UF7PnzCElORk7e3tGff11vnmxaPFis7ywViq5e/cu4ydMwM/Pz+R/zuzZ2NjYmP63K+ZPuYUzULq5oEtJ48HIsfnqUWrCKDwaC7Y16dptQr+bYrKtRYcNwLdre4zZ2ei1Wh6PnUnKrfsAlJ07Fu82jbEr6se56u1JufMo3zwo0v9jSnw7EORy1Kcvc3/YZFP74I/c3mJp+/06KoYpi1aTnJqGg52KcUP7U7xI4Xx1MRqNDJ88m8cvwzi2bqGZ+9RFqzl05iJH1y7A0d7O9DwsNoHx6/aRlJaBg8qGKX3aUbKQpyjstSevGLZoCwHe7qZn67/th6117jdsNBr5fN5vhL6O5vycb0Xh5W5eOLTvn2uX9q1BHyeuz20q1cG25rt26Qlp25chd3bHZfh09LERJvfU7ctEdumfaEslxLzi4LrvyUhLxEblQOu+P+JZqJSZvzsXtnP58AqMRgMBgbVo3nMiCoUSo8HAyZ2zePHgHHKFApW9C60+mYarV4BZHP9XMEjrXP8xCjQzacyTMfv37+enn36iUaNG2NnZUbduXebMmcOuXbv+8suUGDuWmJ27udmhExFr11FqyiQzP94dOmBfpgx3evTiVqfOGA1GCvXsIfLj1riRWcX6loULF9KyVStWrlxJly5dmDN7tpmfYsWKMW/+fBYtXsySpUtJSkriwMGDIj+7d+/G19f3v6ZH4NTxRG7dyZXm7QhfsYagWVPM/Ph26YhjuSCud+jG1ZYdwGDAr28vk3uFJXOJ3r2fKy3ac7VVJ2IPHRGF37h8GvWbdmbqon206NiftYsmmMmws3fis69mMWn+Lsb+vJnnj+9w+fR+ABRWVrTo2J+vJi7LVweA6ev20DmkBntnjqLfRw2YsMq8kQUQ4OPJ1snDTb+3hsLe1oahHZsx4/Nu+YabdvwmnSoWZ8+AlvSrEcjEI9fN/GiydXy97yJD6pZnV78WbO/TnKqFPQA48zySO5HxbOndjG19mhHs78XiC/dF4V26DyL9wnFipowk9dhe3HoPNZNhW6E6NsUDiZn5DbEzv0H7+B7O7YT8Nhp0pB7bS/zCqe9Np20rplCnyceMm3eApu0HsHHJOHMZdg581G04fUbMMnO7f+MULx/fZvRPO/j+512ULl+TA5vni/wM7eXLkXNJDJ7wgh1H1HzZr1C+75KWoeenlREMnfyCL6e/JKiEisa1hA66OlnH6J/DGDntJcOmvCQhSUfPNoLxd2jbG+2NsyQtHIfmwmEcOvQ3i1t7+wLJy6aYfoa0FLLuXja5G7Myxe7vdCQBPg6x4fIDHT9u0nDqZjbdm9iY+QFwc5TRMljJ4t2ZzNyowVElo3ZZoZVcrpiCor5yZm/TMHurhqdvci8/tmvZE+3t86Qsn0zmpaPYtzHvqGXdu0zq6pmmnzE9hawHVwEwpCWT+ttsUlfPJGXlNAxpydjWayMK79pzEGnnjxM9eTgpR3fj3sf8SHBVxRpYFw8kevooYqZ/jfbRXZzbCd+3Ua8j9ehu4hZMzld3gE87uXDyajqjZsew/0wqg7u45etPk2lg+5FkFm1OMHOrFmRL6QAbxsyP4fv5sTx4rqVbC6EsbFo+lXrNOjNp4X6ad+jP+vfUH59+9RMT5u3m+5+28PLxba6cEeqPTE0Gvy2dxKDR85i8aD8ubp78vuNXUfgtv06hbtOPmTh/P83a92fDkvFmMmztHGjbfRj9Rv5o5nbp5C7evAxl9KxtjJu7F5lMxulDv4n8/BM2A6B7UxUX7mYxZU0ax65p6d1Cla+/zCzYfyGTtYcyCuT2UbCcm88NLDmo52KogXa18r8028UeGlaQs+64nsUH9DjYQtWSspz4jey6oGfZIT0rDuvx85BRsZjgVnbOJN6s38H5mq15OX8VFRbPMIvb75POOFUqy6VGXbhQqy0YjAQM+gQAx/JlKDKgO5ebdedSw86Er9xE0CzxPcELFy6kVcuWpryYPWeOmYxixYoxf948Fi9axNIlS0hKSuLggQO57+Dnx+JFi0y/vB1JgKBfJvJmw3Yu1mnDq0WrKDd/upmMwr064VQxiMtNu3CxXjuMBgP+A3sD4FAuEL9+3bnasjuXm3zM61WbKTMzV4/onUe41LAnGa/ef9erqqgfpSeN5FKjXpwu0wwbLw/8B3b9oFteLG2/Zy3fQIemDdi2YDqftG/JtMVr3qvPlgPHKOzjma/b6Ss3sLLKvyxO23iQzvWqsG/yEPo3r8OE9fvy9Rfg7c62sQNNv7wdSYDfTlzBz9M137AOrT9Be/MsSYvHo7l4GId2+dilOxdJ/nWq6WdISybr3lWTuzErU+z+jl36J9pShzdNoFK9rgyacoRazQdycN33Zn6S4l9zbt98en2zkUFTj5GeGs/tc9sAeHr3JG+e32TA+L18On4/AWVqc2aP+fclIZEfBT7NVSYTDEd0dDQVK1YUuVWqVInXr1/nF+xP4VA2iNhDhwBQHz+Bjbc3tkX8RH7sS5ci+coVUycr8cIFPFu3Nrkr3dwo8ukAXs02/wjUajVPnzyhcePGANStV4/4+HgiI8WzI7a2tlhZCY1KnU5HVlYWsjzuYWFhXLp0ia753OGidHW1uB5KNzccK5QlZq/QWIk7fBwbXx9U/kVE/hzKBJJ48bJptFR99gI+7YVGq2udmhiysog7fMzkP1ud21hMSU4g7PlDaoYI71S1VlMS1THERoWLZPgXL4Onj6Cb0tqGIkUDUefMNimV1pSpEIzK3tFMB4CElDQevorgo9qVAWharTwxCcmEx6jz9Z8fzg52VCldFJWNtZmbWq0mNCaRj4KE2bcmpQoTk5pBeKJ4KfbhR6+p4ONGlZwOpEIuw9VOaGDIkJGlN5Cl12M0GknLysbLIbeRJ3dwwtq/OBnXzgKguX0ZhasHCg8f8csYjWClRKYUjJzc1g59Uk5663Ron9zHoEnPV8fUZDXhLx5Qvb6Qd5VqNiNJHU1ctDgv7B2cKVGmKtY25o1QGTJ02VlkZ2dhNBrJ1KTj4p47A+zsqKBUgC2nrggXqF+8mYqHqxJfT6VZXC9ea4mJF2YSsnVGXrzOxMtdmaOKkaxsYdBJLgNbGzlvh6AUhYqizekYZj28gdzZDbmbV746A1gVLobc3pGsx3fe6+ddHFRQxEvOjSdCmb/7Qo+Lgwx3J5mZ34olrHjwSk+qRnjDiw90VCklfPdGI1gpQJnTxrHNKV4yOwesfP3Jui80JLIf30Lu6ILcNf+G0lu9ZXaOZD+9KzzQ60CXnROhDJnSGsgz8+nghLV/CTKungFAc+syChd3rDzFZcpoNCLLU6ZkKjv0STnfztsylZF/mXKyl1OssDXnbwmdjqv3Nbi7KPB2N2/UpWuMPA7LQpttPsprBKysQGklpK/KRk5Csh61Wk3484cENxDqjyq1mpKkjjarP4oUD8LDO7f+8CsaiDpWqD8e3jpPkWJl8ClcDIAGLbpx/fzvprBqtZrwFw+pUV+QUblmMxLjC/ZdRIQ9IbBCLayslMhkMspWqcfVs7kdj6SkJIvbDAAHlQx/bwXXQoVycfupDldHOR4u5iY6I9PIi0i96Tv7M252NlDITca9V8Lz0NdGnOwgzwILE0FFZDyJMJKeKfx/45mRcgHCe0QnQlJOkdIbICbRiIu9oKlz5XJEbRMavzH7j2JbyAe7Yv6iuB3LB6I+c8k0Exl34hyFurYVHI1GZEorFHZCPimdnciMjDaFVavVPHn61JQX9erW/dN5gcz8+88PpYcbTpXKEb1DKAOxB45hW9gHVdF3bGvZQNRn89jWE+fx7fJWD5ArrVDkzLApnR3JjIwxhU04f53MiBj+CN9OLYg5cBJtTDwAYb9uplC3Nh90e4ul7bdarSb0xStaNKgFQKNa1YiJT+B1lLleL15HcPbaLXp3aGXmlpCUzLpdhxjR13wwWK1W8zA8itbBFQBoWqUMMYkphMeaD2r9Ec8i4zh15zEDWtQxc5PZOaIoFID27hUAskJvInd2/cP63GSXnvw5u/RPtKXSU9REh92nfM12AARWbUFqYjSJsWEif49vHqFkxcY4OHsik8moUr8Hoddy6zu9Lgtdthaj0UiWJg1H13faMRIS76HAncnx48fz9ddfI5fLzSpxtVqNvb39B+PQarWkpKSIfllZWWTHx4M+dwZAGx2NjY94JDctNBS3kBAU9vbIrKzwaN4Mm0K5fkpOGMereQvQZ5iPzEZFReHm5oZCITSYZDIZnp6exMbGmvmNiYlh6JAhdO/WDTt7e1q3ESprnU7HgvnzGT58OHKFecPL2sfb4nrY+HqTFRuPMa+MyGhReIDUBw9xb9IQhYMgw6tVc2z9hNkmu5IlyEpIpOzcWVTfu5Xyi+dim2eJSmJ8NM6uHigUVqa0cvPwISE+mveRnBjPzcvHqVCtwXv95CU6IRkPZ0es8uSHj7sL0QlJZn7fxKrpMWkRvaYsZtvJy2bu+REVFYWHvS1WOUvmZDIZPo52RKeK0/SFOgWllZwRu8/TfcMxxv9+lcSc5a4NSvhSzc+TZssO0Hz5Aa6Gx/JFnXKmsApXD/QpSWDIXY6mT4jHys1DJCPz/g20Tx/gO2MFvjNWYBNYgZQDW/+UHknqaJxdPEV54erhS+I7Syv/iHLVGlKybA3GD2rE+EGNeHL/Mh91zZ3t8nBVkpCsy6sGcQnZeLqZdybz4uKkoG5VJ67dy+2gWylg/rhibJxdmkJeSjbtE0ZpjanJonQyJCcgd85/NgzApmo9tHcugyG3nMuU1jgPHIvzoPGoQtqYNRJdHOSkpBsx5GlLJ6UacXU0b0y6OshITM31mJhqwMVB8PfwlZ7nEQYm9rNjYj8VJQsLZVTu5IohLQWMefRISUTulP+oN4BNxTpk3b8i0h25AscBY3Ae+TNyNy8053INulCmEkX+dYnxKFzfKVP3rqN9+oBCP66i0MyV2AZWIPnAlve+R17cXRQkpepFr6RO0uPuUrAz2W6GZhL6QsuScb4sGetL+RI2bD+WQlRUFE7v1B+uHj5/WGaTE+O5laf+SIiPws0zt05z9ypEclI8er3QgI+KisLJ5d06ypeEAnwXRYqX5d6N02gy0tDrsrl56SgJeZZex8XFWdxmALg6ykhJN4jKbUKqAbd8yu1fwckO0jTi0w2TM8DZ3jx+J3sZyRm5HpPSjTjbmXnD3lboeD6NFAqRNiZOZJMyI6Kw9RPbpOQ7D/Bq2QiFo2CTfNq3QOUv2J3UB48JW7qeBjePEHLvBAGDexP6fe7sZkHt95ChQ+nWvTv2dna0yTNQGxUVxbDhwxkxciQH8sxYAtgW8vlTeqTefYhni1zb6t2+Baoigm1Ne/iYsOUbqHf1MPVvHcd/UB8e/2A+S/tHqPx90YTlLpvUhEWgKuL7Qbe3WNp+R0VF4eHiLLLd3h5uxMSLO3o6nY6Zy9Yz+vPeKOTmzc2Zy9Yz9JOPsVfZ5i/DyQErRR777epMdEKymd83cYl0n7GSnj+uYuuZ3NVH2Xo9UzYeZFzP1qal83mRO7sKdslYALtUua4wKCqySzY4f/oDzgPHoWrQWmSX/om2VGpiFA7OnsjzyHBy9SU5QdxGT06Iwtk9t53n7F6YlAShvixVsTH+pYNZ9F09Fo2ux6vHl6nfdsSfkv9vxWj49/7+1yhQZ7JBgwY8fvyYW7duUbZsWcLCxKMehw4doly5cu8JncvMmTNxdnYW/dasef8SibzE7ttP4sWLlF/5K+VX/kpmWLip4vfu2AFtVDTJ164VRK188fb2ZvGSJWzctIns7GwuXrgAwMaNG6lTpw7+/v4fiOG/r0f0zr0knL1AlY2rqbJxFZpXYRh1ggy5QoFrrWBeLf6V6+27kXD+IuXm//yXZWky0lg8cwTN2/ejaMkPl4GCUCagEIdnf8/mScOYM+wTdpy+ytGrd/+2+PUGI1fDYhnXtBqbP2mKl4OKGSduAvAwOpHn6hSOfN6aI4PaEOzvxfTjNwssQ+lfAqVvEaLGDSJq7OdoH9/DpfvAv02HD/H6xQOiXj9l8tLjTFl2ktLla7F1hfnS6IKgspUzYWgRdh5V8yws0/Rcp4eR017S+9snvInOomUDl4JHrrTGunww2lvnTI8MqckkzvmW5BXTSVk/Byv/0tjWafEf6fA+/Lzk+LjJmbIugylrNTyL0H84UH4orbEuWw3tnYvi5wY9qatnkrxgNAZ1NDaV6xc4amv/EigL+RP5w0AifxhI5uN7uPb4/K+951+keGElRbyVDJsRxdAZUdx/ruXTji4FjkeTkcbSH0fQrH0/Av7m+uOPqNWwPUGV6jJ/0gDmTRqAl28Acnn+Hb4PYWmb8W/C2gq6N1BwMdRAVAEmiiI37SH+xHmC962jxv61ZDzPtUkq/8J4t2nKuRqtOFOhCWHLNlBppfmS4j+Dt7c3SxYvZtPGjWRnZ3PhovD9lShZkg3r17No4ULGjx/PwUOHOHv2bIHjj9yyB/XJC1Tfs5bqe9aS8fyVSQ9b/8J4tW7ChVofca5KU8KXr6fCr7/8JT3+KSxlv1dt30/DmlUp6me+ZWLfibN4e7hRvULQfyQjqIgvR2aOYMsPnzF3UBd2nLvJkRsPAVh+4CxNKgdS3NfjA7H8SZTWWJevgfbWBdMjQ1oyiXO/I3nVDFI2zMHKvxS2tZv/ZRGWbEv9EVFh94mLfMrQH88y7MdzFA2sxZFNE/8x+RL/tynQMPTp06f/0L1nz57069fvg/GMGTOGr7/+WvTMxsYGRXY2KBSmWT0bHx+00eajzK+X/8rr5cLeGY8Wzcl4Lhxu41y9Ok5Vq+DaILdhVmXbVkK/+pr0x4/x9fUlISEBvV6PQqHAaDQSFxeHl9f7l9qpVCpCGjTg1KlThDRsyP1794iNi2P//v3o9XoyMjLo17cv8+cL+8+yomNQenhYTA8AbVQM1l4eyBQKUwfUppAP2khzGa8WLuPVQmGdvVfrlqQ/FQ4SyIyKIi30kenQnug9Byg96QdkOcuDXD18SE4UZgEUCiuMRiMJ8dG4vbt8E8jUpLNg2hAqBTeiWbve703Ld/FxcyY+ORWdXo9VTn5Eq5PwcXMR+XPIM2rp7eZMi5oVufn0Fc2DK/JH+Pr6Ep+eic5gwEouF+JPzcDHUTzM7uOkonoRT7wcheVVHwX5M3SXsMH9wMMwahTxxDFnnWPbsgEM2ZnbwdEnxqNwcgG53DSTpHDzQJcQL5JhHxyC9sl9jBphVjT9ymk8h5nv78oPF3cfkpPiRHmRGB+Fq8f791+9y7Wz+yhVviZ29k4ABIe0I+zmLuoECvldOcgeN2ervGrg6aYkLiE73/hUNnImjyjC5Tup7D2ef2tSp4fjF5MY1lt4T5mjsyid5M5uGJLzD2tTrjr62EjxQQh6Hcb0VACMmnS0t85jU6EmhrRkVLWbAVDKT4GTvQy5DNMsj4ujeAbyLYlpRtydc0eQXR3lJKUJ/qoHWvEsQk9mzvlD1x7paFTFWpiFdHACmdw0vCh3csWQkpivHtZlqqKPj8Kgfs8otEGP9u4l7Fv1QntFWHIulClXUVpZuXqgTxSXKbuaDcl8fC+3TF0+jefw95cpu5ohODYWluKVL2mLi6NClN/uLgrUSfnv0X4f9ava8+C51nRA0dkb6Yz51BOjzpeUd+qPxPjofMtspiadRdOGUKlGQ5q0zd1/6ubhy6M8+2XVsZE455mJ9PX1JSXp3ToqCrcCfBcymYzWXYfQuusQAK5f+B3fIiVM7p6enhazGRs2bADg+08cuP44Cyd7uajcujnKScin3P5Z7GxlfP+JsI61uI8MB5UwYfJ2dtLZDpLTzeNPSTfi6iDj7dJrF3sZyXkWc1hbQc+GCh5HGLjyODe8jbenyCbZFvYl8425TXr+0xKe/7QEAJ+OrUh79AwA77bNSH34FG20sJIhYtNugmaNRaZUYszO/sv2u0FICKdOnaJhSAj2drl1v6eHBw1DQrj/4AENGggzQJmR0X9ajxe/LOHFL4Ie3h1akfY4R4/WzUgLfYo2JkePLXsoM3MsMuWfb25pwqOwK5E7+KAKKIzmddQH3d5iafvt6+tLfFKyyHbHxCfg7SGe0bv18Akx8Wp2HD6JXm8gXZNJxyGjWT1zHDfuP+Z26BMu3MwdGO49ahKzRg8jsJi/ICMlDZ3egJUix34nJuPjJj5Az0GVu+fV29WJltXLcetZOC2qleXG03CiE5PZcvo6eoOB9EwtrcYuZOP3AygMGJITBbuUtz7/I7tUthr6uEj08e/YpYwcu5SZgfbWBWwqBJN58cg/khcAjq6+pCXHYdDrkOfISEmMwtlN3Il3dvMlMS53eW2yOgInN6G+vH95DwGBtbC1E9oI5Wt3ZOv8AX/6HST+/6bAy1z/iOLFi4tOSXsfNjY2ODk5iX42NjakP3qE10cfAeDetAlZsbFkvhZvUpdZW6NwFNaNW7m4ULh/PyLWrQPgydhxXG/Vmhut23KjtdBoutW1G+mPHwtxurtTsmRJTp48CcCF8+dx9/CgUCHxBxcZGYkuZy9jdnY2Fy9dolgxYd/Oz7/8wrp161i7bh2/zJ6NnZ0da9etw9nFRfCfmGhxPbITEkh9EIp3e2HpjmfLpmijY9CEi/eryq2tsXISZChdXfAf1J/wlWsBUJ+5gI2PN9begiF2D6lHxvOXpj2cTs5u+Bcvw5Uzwr7Mm5eP4+LujZeveHQ9U5PBgqlDKFe5Lq0/LthMm5uTA2UCCnHo0m0Ajt+4j5erM/55TmUDiEtKwZDT4k3XaDl35xFl/PM/HCYv7u7ulPFy4VCoUHmeeBqBl6Od6CRWgGali/AgJpE0rdBxOv8ymtKegsHyc7Hn2us4svWC/HMvokSnwRrSUsh+8xK7GkJjRFW5FvokNfp3lrDo1DHYlC4POQ1hVflqZL+zZ+J9ODq7U6RYENdzlkLeuXIMF3dv0UmsH0wLLz+e3r+CLmev3oObZ7h1/zkXHwv5vfOImufhmTSqKehWp6oj8UnZRMWZdyZtbWRMGlGEmw/S2XZIvL/V080KG6XQQZPJoG41J169EZYM66PCsako7LGxLlsNQ0oihgTzJWoANlXqob0lPrFOZu8Ib2eNFFZYB1VFFx1O1p1LJC8TZllP3crmTZyBaqWFdK5YXEFymhF1inmj+e4LHeWKKnBUCe9bp5wVt57m7IFKMVCysIKcFVaULZqzlzIjDV30a6zLBwOgDKyCITUp34OAAKwr1TGblZQ7uYHptFAZ1mWqoovLXbZmSEsh6/UL7IJDAFBVEcqULu6dMhUfg21gBXGZinz/nvWMK2eImfkNAPvPpPIqMpt6VYTGdXB5FQnJemLUBZuBjU3QUa6EDW9Xb1YNUvEmJht3d6HMXj0r1B+3Lh/HxS3/+mPRtCGUq1KHVh+LZ1XLVqlL+ItQoiNeAnD2yFaq1W1pcnd3d8evWBDXzgkybv+F7yI7S0tGmnCkaVpKIsf2rKZpngM4XFxcLGYz9Dl12o+/pXH8WhZvYvXUCBLKReVSViSlGohP+uvroTIyjabTXC+GGolKgApFhbIeVERGSga8s30cEPZTli4swz5nDK9aSRkPwoT3UOZ0JJ9HGTj/QPxNpdx5iG/O/kfvts3JjIom46W4jpPbWGPlLDRWlW4uFBv5GS8XrhbeN+wNrjWrmPYaejYPIf3ZS9P+ynft9/kLF/Bwd/9gXly6eNGUFwkJCSZbkpGRwdWrVylRInfwIDs+gZS7ofh8LCxR9mrTDG1kDJpX79jWd/UY/imvFgt6aMLe4FKjimnvp2ezt3r8+YGaqN1H8G7TGBtvYUYt4PMeRG47+EG3t1jafru7uxNYzJ8jZ4XBnlOXb+Dl7koRX/FJ7Mumjmb30p/YvWQWy6eOxl5ly+4ls3B1dmTyyIHsXfYzu5fMYvcS4dC4DbMnEZizz9bd3Z0yRXw4eFU4zff4rUd4uzjh7yXusMYlp2LIGYFJz9Ry9t5TyhQROmprvunL79NH8Pv04az5pi/2tjb8Pn04bo7CdixjRmqOXaoJgHVQVcEuvac+F+zSBdEzmV1+dim3vPwTbSl7J3e8i5Tj/hXhgKLHN4/g6OJtdhJrYJUWPLt7krTkOIxGI7fObSaoutCOdPEsQtjjy+h1wgjq83un8CxcukDv8W/DaDT+a3//axRsgwzC/ZI3btzAzc2NsmXLitwyMzPZtm0bffqYn274Z3g+bQYlp0zC79P+6NPTeTpROImw5ITxJJw5Q8KZs1g5OFB+xa/CKJJMTtTmzSSePffHEedh+IgRzJk9m61bt2JnZ8dXX30FwLx586hVqxa1atXizu3b7Nu3D7lcjl6vp3LlyvTo2fNfpcfj8VMJmjWVgMGfoUtL49H3wulggdMnEn/iNOqTZ1A4OlBl4yphqFsu4826TahPCod6GDQaHk+YRsUVC4XDWdLSePDldyIZvQaNZ+2iCfy+axW2dg70GyrosX7JZCrVCKFSjYacPLiRl88eoNVquHXlBADVajfjo5zKcMpXXUhNSSRTk87ogc0JLF+DASNzT8cb16cDE1bvYNXB09jb2jL5084ATF6zi5DKQTSsEsSJGw/YfuoKCrkcvcFAs+rlaV+vGgAabRYdfphDVraONI2WFqN+pHXtKoz4WFj+OLZpNSYeucbqK4+wt1EyqXl14b2OXiekRCFCShTC18mOAcFl6L/lFDKZDC8HW8Y1E+LvWqkEL9WpdNtwDCu5HA97G35oUlWUTombf8W191AcW3TEmKkh4TdhtNq152A0966Tee86aWcPY+VdGO8xP2PU6zGkJJG4JfdkSq8xv6BwcEJmq8Jn6jK0Tx+QuD73CPWuAyewack4ju1Zia3Knp5fCCe/bl42kfLVG1KheiOytBqmfdkGXXY2mRmpTPiiCTXqt6Vtzy+p36IHMREv+enbzsitrHBy8aDrZ+JZrMUbo/myny9dWrmTkWlg/trc0dfhvX25cieVq3fTaNfYjdLFVNjayKldRRisuHAjhW2/qynqZ0vv9sLhBXIZPA/P5NetMTSs6Uza/vU4dBiAqv5HGLWZpO0Rlrbbt+tL1uPbZOcctCN398bKx5+UjeLTZpX+pVA1ai9MpcnlZL98hOasuBEFsOOMlu6NbWhSTUlmlpEtJ7W56djQmgev9Dx4pSchxciRq9kM6yS0mp9H6rn0UGjwXbinw9tVzqhuKvQGSM2zhyzj8Cbs2/TBtk4L4WqQg8IMk12rXmQ/vUv2M6HxI3fzwsrLj7TQG6L3U3gVxj5EOChBJpOhi36N5th2kZ/ETctx6zMMpxadMGYK180AuPb6As3dazll6neUPoXxGTs7p0wlkrApt0x5j51jKlO+039F++Q+CesWmNxX7UpkcBdX2jd0RKM1snx77mj8wM6u3Hio4WZoJtZKGbO/8UapkGFnK2fhGB/O38xg65EUjl5Ko5CXFT+O9EavN5KUamD1nkTmfedLz0HjWb94PEd2rcRW5UDvoUKH/7elk6hYvSEVazTk1KGNvHp2nyythttXhE5CldrNaNV5ILYqez75YhLLZ32JwaDHt0hJ+g4Tn3jc4/PxbFg8niO7he/ikyGCjI3LJlKhekMq5nwXU0a2RZedjSYjlXGDm1KjQVva9xyJJiON+ZMHIJPJMRoNNGzViwrVG4pk/BM2A2DzcQ29W6hoUdOGTK2R347mXhXTs5mKe8+zufdCh9IKJvR3xEoBKhsZUwc6ci00i33ntfm6veXQNT3taimoV1a4GmT/ldyBgzbBcp5EGHkSYSQpHc7cN9CvqdBADos1cvOZUP5rlpZRyB2UVnLK5JxJExoudM4ejJpMhUXTKf7lQHRpadwfJpw4XW7eZGIPnybu8CmsnBypsW+NySaFLf+NuCOnAYg9cBznKuWpdWIrRm02uowM7n4utkkjhg9n9pw5f5gXt+/cMcuLnj2Ek7PPX7jAwYMHUSgU6PV66terR/NmzUQyQr+dTLkF0yg2ciD61HQefCnoUXbOZOKOnCLuyGmsnByptmuNqS56veI34o8KtjX20HGcqpSn5tGtGLKy0WdouPfFaFP85ZdMxqtVQ2x8PAg+uApdajqng5pTYfk0YvafJPbASTQv3/BkygJqnxGu6ko4e5XwX4U99n/klhdL2+/Rn/dh2uLVrNt9CHuVLWOHCIMwM5aupX71ytSvUdnsnQrK+J6tmbB+H6sOX8DB1obJfYTBiskbDhBSsTQNK5XmxK1HbDt7Ayu5HJ3BQLOqQbSvXelPy0g7+BsO7fuhqvcRRq2GtH3CoL59m95kPblL9pM8dsm7CCkPFojCK/1LomrYLqcsKMh+9QjNuUMiP/9EW6plr8kcXDeGS4eXY2Nrz0d9hSv6Dm0YS6mKjSlVqQkunkWo12YEv/0sfA/+pYOp3EA4/KhqSC/UUc9ZPa09coUV9k6etOz5/tPAJSTyIjMWoIv85MkTmjdvTnh4ODKZjHr16rFlyxbTcecxMTEUKlQIvb5go9tvuVCl2l8K92epe+sGz9+97/FvpETx4v+IDqdK/fmK8q/Q6OkdTt/XfNjjf0DD8ioyLuy0qAy7up1JXz72wx7/IvaDpvNmWP6nM/5d+C3azuHb5nc9/p20rGxN20GhFpWxf3kQ6kmfWVSG+6SVjFqS/+mlfwezh9iTOHOIxeIHcB2zhNdDOltURpElO+n5/fuvJfg72PSjHyfuZX7Y439Akwq2HLuj/bDHv0izSjYWtRcg2Ixhc8wPFPk7WfS1M1M3F2z5ckEZ38OKI+6W3d/VQv2AF8+ff9jjX6R4iRIc8y5vsfgBmsXc56Ay0KIyWmc//kfsd8LdPz/4/Vdwq1gfzckNFotf1bg36imW3WPuPuHXfyQv1pyyqAj6N/qwn38jk3/Lf5vOv4GJn/zx4Yb/1yjQMtfRo0dTvnx5YmNjefz4MY6OjtStW5fw8D+3XE9CQkJCQkJCQkJCQsKSGAz/3t//GgXqTF68eJGZM2fi4eFByZIl2b9/Py1atKB+/fq8sPAIroSEhISEhISEhISEhMS/hwJ1JjUajekyYBD2+yxdupS2bdsSEhLCkydP/vYXlJCQkJCQkJCQkJCQkPj3UaADeMqUKcP169cJChLfC7Ro0SIA2rVr9/e9mYSEhISEhISEhISERAH5Xzw19d9KgWYmO3bsyObNm/N1W7RoET169JAyT0JCQkJCQkJCQkJC4v8DCtSZHDNmDIcOHXqv+5IlS0x3OElISEhISEhISEhISEj871LgeyYlJCQkJCQkJCQkJCT+rRikhZL/GAWamZSQkJCQkJCQkJCQkJCQAJAZpU2OEhISEhISEhISEhL/I4xbm/XffoX3Mq2f9X/7Ff5W/lXLXLddsux+y6615aw+abn4BzSGfdf1lhMAtKuu+EfS6c2wLhaV4bdoO5mHV1pUhm3Lz0i6fdpi8btUbkjSLQsWKMClSmPU9y9aVIZ7+TqkX9xlURn2dTqx+6plv42OwQq+W6axWPw/DVax44plv72Pa8rZftmyMrrUkvPo+RuLyihTwo8LD9MsKqNuWQcO3cy2WPwfVVVy5kGGxeIHCClnx4ytlv0ufuim4PdblksngFZVlJx9kG5RGQ3K2XP+oeVk1Ctrz6XQFIvFD1A7yInT9y1XRwE0LK/ioDLQojJaZz/+R+x3xtltFovfrkFXMk+st1j8ALZN+pB2eZ9FZTjUakfmtl8sKsO26zcWjd9SGKV1rv8Y0jJXCQkJCQkJCQkJCQkJiQIjdSYlJCQkJCQkJCQkJCQkCsy/apmrhISEhISEhISEhITEf4J0Isw/hzQzKSEhISEhISEhISEhIVFgpM6khISEhISEhISEhISERIEp0DJXrVaLXC5HqVQC8Pz5c1avXk14eDgBAQF8+umnFCtWzCIvKiEhISEhISEhISEh8SEM0mmu/xgF6ky2aNGCYcOG8fHHH3PhwgWaNGlCYGAgQUFBHDp0iLlz53L8+HFq1679l15GHf2KnSvHkJGaiK2dIx0/m4F34VIiP4lxEexaOYao8FBcPfwYOnW3ye3Fw8sc3T6HLK1wnHtgpRCadRmFXJ47AZsQ+4qD675Hk5aIjcqBj/r8iGchsQyAOxe2c+XICoxGA/6BtWjeYyIKhRKjwcDJXbN4+eAccoUClb0LLXtNw9UrwBQ2LvoVW5f9QHqOHt0GTcfHTywjIS6Crct/IPJVKK6ehfl6Zq4ezx9eZeVPg/D0LWp6NnzyZpTWtv9oWll5+uDaexhyB0eMmgwSNixGF/3OlQIyGc4d+2AbVBmjQY8hPZXETcvRx0cjs7bFfeAolEWKI5MriPyunyhoWGwi4zceIjFdg6OtDVN6taKkr4fIz7Wn4QxdvpOiXq6mZ+u/7IWttZI9l++x6ewN0/OYpDSqlvBj7qcdTM/Co2KYsmQtSalpOKhUTBjSj+JFCpEfRqORoVPn8vhlOCfWzAMgMjaeziPGUcK/sMnfj18Pxs/HM4+MWKYsWSfIsFMx4Ys+fyxj2jwev3zNidVzcmSo6TxyvFjGV5+LZLyOjGbqopUkp6Rhb6di3LDPKJ7H/7syhk/6iScvwji6YYkgIyaOsb8sxmAwoNMbKOrny+jB/XBysM/VIzqeCSu3k5SWjoPKlsmfdaFEYW9R3NcfvWD4nDUE5Hm3teO+wNZaGGDac/Yaaw6ewWg0UiOoBN/3bo/SSgFAfPQrti3/gYy0RGxVjnT5fDre+XwX23/9gciwUNw8CzNy+m7exWg0smLmACLDHjJp+RUzdw9nGV0bKbG3lZGZBdtOZRGTmL9RqVFGQaMqVsiAZ5EGdp/LxmCA6oEK6lXIrR6d7WWmv+OjX7Hz1zGm77vzwBlmeiTGRbBzxRgiw0Jx9fRj+LRcPcKf3mLvuikAGPTZBJSuRptPxmKltBbLWJH7fXf67D0yVo4hKkfGsDzfd/izW+x7K0OXjX8+MiIj3jBvzixSk5Oxs3dg5Nff4R9QVCTjUegDli2eD4BOp6NsufIMHDwMpdKamJhoFsz5iRfPn+Ht48O8Rb+KwsZEhrNywUTSUpJQ2Tvw6fBJFPYvIfITevcqOzYsIjMzA5lMRsVq9fi493DkcjlxMREs+ek7DAYDBr0eX7+i9B0yDnsHJ1P4uKgwNi39gfTUJGztHOgxeDq+RUqKZCTERbBp6VgiXj3Czasw3/640+R25fRuzh7+zfR/sjqG4kHVGPD1/Dx6hLFm4QRBDzsH+g+fQqF39Hh07yq7NixAm5kBMhkVqtWn0ycjkMvlvAl7yuYVM0lJTkQhV1C0VHl6DvweaxtbURyuDtC2phyVDWiz4cAVA/HvuamiUjEZtYNkyGTwKsbIkRtGDEZwtoM2NeV4u0ByOqw6mnvNTFxUGBuX5KZVzy/M00odK06r72aJ0+rM73nSKiGGEmWqMWDUfFN+r1k4gVRTOk02z+97V9m1YaEpnSpWqydKp00rfiQ1ORG5XEGxUuXM0ikmMpxVCyaYytSA/GTcvcrODQtFZapz7xGmMrX0p28xGAzo9Xp8/YqZlanoyHBWzp9Eamoydnb2fDZiopmMh3evsX3DIrQaDcigUrV6dOkzTGQ/AVbMn8SFUwdZ/NtJ7B0c8+gRxtpF401lqt+wKRTyF+fFo3tX2f3bfLSZwlUiFarVp+MnI5HL5WRqMlj+8yjCXoRi0OuYt+G8KGzZuWPxbtMYu6J+nKvenpQ7j8iPIv0/psS3A0EuR336MveHTcao033QDf4Z+x0Wo2bCmp0kpWbgoLJlSv+O5jbp8UuGzV9PgHeu7HVjPsfWWsnV0Bcs2HWUDG0WMqB+xUBGdGomyqew2ATGr9uXq0eftpQs5CmSce1JGEMXb6Got1uuHt/0w9Za+YdubwmPjmPiiq0kpabjYGfLpM+6UcLPJ988MRqNDJ61nEdhEZxZOjU3zkOnOXD+OgajkQAfTyZ91g1He1WuHupkxu88TWJGJo621kzpGELJPO/0lqfRCfx48CLqNKFcDWtanablinHlRQTzj15DkyVcI9Qg0J+RzYKRy2VmcUhIvEuBOpO3bt2iUqVKAIwdO5YhQ4YwZ84ck/v48eP59ttvOX/+/Pui+EP2rptE9ZCuVK3fkfvXjrB75Q8Mnrhd5MdGZU/TziPJzEjl+M75Ijdbeye6fjEbN68iZGdpWfvzAG5f2EvV+h1Nfo5snEDlel2pULsTj24e5tD67+n7/U5RPEnxrzm/fz59x+zG3smDXUu/4M65bVRt2Iund08S8fwm/cftRaFQcvHQEs7snUOHgbnvsnPVZGo26kKNkI7cvXKErcvHMnKq+L4kW5U9LbuMIDMjjd+3zTNLC0/foqIO5n8jrVy6DyL9wnEyrpxGVbkWbr2HEvvzGHE8FapjUzyQmJnfgEGPY4tOOLfrQcLquRgNOlKP7cWQnobnyElmOkzddpTOdSrRvmZ5jt1+zISNv7Ppm95m/op6ubLtnY4oQIdaFehQq4Lp/04z19C6WpDIz48rNtKhSX3aNKzDics3mLJkLWtn/pBvmm4+eBw/b08evwwXPbdT2fLbT+PzDQPw48qNdGhSjzYNa3Pi8k2mLF3P2hnf5y/j0IkcGa/NZcwa+14Zs5avo33ThrRuXI+Tl64xbdFKVv80MV+/W/YfpbCPF09ehJmeebi5sGzaD9jYCJ2Juas2smrrHr76tJfJz7R1u+nUMJh29apx/No9Jq7czm8Th5nFH+DjyZYpI8yeR8QlsGT3MTZNGo67kwNfLdjArjNX6dZEGFzatXoywY26UL1BR+5dPcL2X8cybIr5d9Hi4xFkatI4sn1evvqdP7wOd+8iRIY9zNe9UwMlV0L13Hisp0JxOV0bWbNwl9bMn6ujjBY1lMzbkUmaBvq1tKZmkIJLD/Rcfyz83vJ1VxvsVYJR3btmEjUa5Xx7V4+wc8UPDJn8nm9Pk8qxHeJvz8e/DEMmbUNhpcRgMLBp4QiunNhE3Zb9TH72rp1EjYa53/eulT/wxaT8ZWgzUjn2zvftU6QMX0zMlbE5HxlLFs6lRcvWNGnWkgvnzzB/zk/Mnr9EFE+xYiX4Zd4SrKysMBgM/Dh9EocO7KN9x4+xs7OjV5/+ZKSn89v61Wbpu27pdEKad6Re43Zcv3icVQsnMeHnDSI/dg5ODBo1Ay8fP7KztPw88Qsunj5AvcbtcHHzZMyMVabOxKaVP7N3y3J6fvatKfy2lZOp3aQLwSEduH3lKJuXjeXr6VvfSScHPuo6Ak1GKoe2LRC51WzYkZoNc+u8Wd92oFrdNiI/vy2bToNmnanTuB03Lh5jzcIJjP15o1gPeycGfv0jnjl6zJk0mMunD1CncTuUSmt6fPY9fkVLY9DrWTn3Bw7vXku77oNFcbSqLufWcyP3Xhkp4yd0CtceM79z1NkeGlSQsfqogfRM+LienCol4MYzI1odnLlnwEYJDSuIOzZv06pmww7cvnyUTUvHMmqGOK1s7Rxo3U1Iq4Nb/zitfvymA9Xq5abVhmXTqN+sE3Ubt+PGxeOsWTiRcT//JorD3t6Jz7+emSedvuDS6QPUbdwOpdKGnp+NNqXTinzSaf3SaTRo3slUplYvnMj4d2QIZSpXxi/vlKnvZ6z+wzK1bulMQpp3pH6Ttly7eIKVCyYz8RfxfYT2Dk58MWo6Xj5+ZGVp+XniUC6cOkj9Jm1Nfq5fOonCKv8m1sbl06jftDN1GrfnxqVjrF00gR9+2iTWw96Jz76aZdJj7uRBXD69nzqN26OwsqJFx/7YOzgxe8JnZvFH7zzCi19WUvv0JjO3t6iK+lF60kjOB3dEGxNP9V1L8R/YlbClm/7Q7S3/hP2evmEvnetXp13dqhy7cZ8Ja3azcdzgd6MiwNuDrROHmj13srflx8+74ufphjY7m8Fz1nLg0m3a1a2aq8emQ3SuV4X2tStx7GYoE9bvZ9P3A8z18HZj2w8D803LP3IDmL52Jx0b1qRd/Rocv3aXSSu3smHSyHz9bjxyFj8vdx6FRZieXb7/hH3nrrFuwnDsVbas3HucxTt/5/s+nXL12HuOztWDaF+1NMfuv2DC7jNsGtxRFLcmS8fITUeZ1rkhVQN80BsMJGsE2+hka8NPXRvj5+aENlvH52sPsf/2U9pXLf1evSQk3lKgPZN6vR69XmhgPXr0iL59+4rc+/Xrx507d/7Si6jVaiJf3qdSHaEyLle9OcnqaNQxYSJ/dg4uBJSuhrWNnVkchQLK4uZVBACltQ2+/mVIis/9INVqNdHh9ykX3A6AwCotSE2MJjFWLOPxzSOUrNgYB2dPZDIZlRv04OH1AwDIZKDXZaHL1mI0GtFmpuHomjvClJas5s2L+1StJ+hRIbg5Seoo4qPN9SgWWA1rGxUFJS3F8mkld3DC2r84GdfOAqC5fRmFqwcKj3dG04xGsFIiy1n6LLe1Q5+UILjpdGif3MegMb9oWq1W8zA8mtbVywLQtFJpopNSCI9LLHB6ANx9FUlCWgYhFXJHd9VqNaEvwmhZvyYAjWtWJUadyOvoWLPwL15Hcubabfq0b1kguQnJKYS+CKdl/eAcGVU+IOMOfdq1KLCMR89f0SJE6JQ1qlWdWHUCb6JizGWER3D26k16d2wtem6tVJo6knq9gUytFpksd8QxISWN0FcRfFS7MgBNqpcnJiGZ8Jj4P/2ex6/fJ6RyEB7OjshkMj5uGMyRK0J9oFariXh5nyp1hTJbvkZzkhKiiM+nzBYNrIbyPd9FzJunPLhxgoZtzBtQAPa24Ocp59YToZ6698KAi4MMdyfz0dWKxRU8fKUnZ4CWyw91VC6pMPNXxEuGQ05HMi1F0MP07dVoTnJC/t9e0cD8vz1rGxUKK+F70euy0WVpgdz3y/f7fp+M0tVQ/hkZ2eL8TkpK5NnTJzRs3AyAOnUbEB8fS1RkhCgeG1tbrHIaxDqdjqysLFM8jo5OlC1XARtb8QwbCPn96nkotUM+AqBa7SYkxMcQEyUeRAkoXgYvHz9AqIf8iwUSHxsl/K+0NjX6DXo9Wq1GqIDzyHj98oGpQ1MpuBlJ6mjiosWDQfYOzhQvUxUb2z+ua8Oe3SUtJYHy1RqanqUkJRD2/CE1c/SoWrspieoYYqPEMvyLl8Ezjx5FigUSHxsJgHehAPyKCg0yuUJB0ZLlUMdFisLb2YCvG9wPE2bQH70BJ5UwW/kuZfxkPI0wkp4p/H/ruYGy/kK6ZGbBm3jI1onDpCarCX/xgOr1c9Kq5h+n1Yfs0qun4rRSq9WEPQ+llimdmvzJdCqN2pRO/mbpFB8XZQr7/jIllhHwjgz/PDLeLVNZWk3eIkVKUgIvn4VSp2ErAKrXbow633IbaCq31jky3pZbgOQkNQd2rKXHgK/M0i4l+W2ZEuroqrX+ZJkqGmgqN0qlNWUqBKOydyQ/Es5fJzPC3D7kxbdTC2IOnESbU8eH/bqZQt3afNAN/jn7/TAsko9qCRMYTauWIyYxmfBY9Z+Ot4x/Ifw8hdk5G6WSwCK+RKqTcmWkpvMwPIrWwUKntmmVMoIesQl/SY/8SEhJI/TlGz6qI3Rgm1SvQExCEq/zsa3P30Rz+sYD+rVuJHr+JDySyqWKYa8Sym7dSmU4dOFmrh5pGh5GxtO6kpB+TcsVIzo5nXB1siie3+8+o6KfF1UDhHacQi7HLWd2M6iQB35uwgy9jdKKQF93IpNS/44k+K9hNBr/tb//NQrUmaxZsyb79+8HoESJEmYdx9u3b+PmZj6t/meIiorCwcUThUJouMhkMpzdfUlWR30gZP6kJsXx4NpRAis3FMtw8kSeR4aTqy8pCWLDnpIYhZNb7hJCZ/fCpCQI71GyQmOKlApm8eh6LP6+HmGPLlO/Te4sTVJCNE6uYj1c3QuRVEA9EmJfM29sZ+aP78rFY5tFbskJ0RZPK4WrB/qUJDDkjozrE+KxchMvY8m8fwPt0wf4zliB74wV2ARWIOWAeLQ7P6KiovBwtsdKITfp4OPqRFSi+bqu1/FJdPt5HT1/2cDWc7fyjW/P5Xu0qV4WpSK3MxAVFYWHizNWOc9kMhk+Hm7ExIsNhU6nZ8avG/h+4Cf5LunQaLX0GzODPqOnsXLHAfR50iRGnYiHi9M7MlzfI2Mj3w/sabYUyiTjhx/p8/0MVu48KJIRG5+Ah6uLSIa3hzvR8WKjqtPp+HHZGkYP7osiHxnZ2Tr6jprAR/2H8zoqls+6dTC5RSck4+HiKNbD3YXod4wRwJs4NT0nLuSTyYvYdvJSbhzqJHzdc5czFfJwJTrHcEdFReH4Tpl1cS9EUvyfL7N6XTY7V02kU/9JyOTmnT4AFwcZqRnCkr+3JKYZcXEwz1cXBxmJabkeE1Lz9xdcxoqbT4TWebI62kwPZ3ffAn/fiXERLBzbgRlD62CrcqBm0x4mt3xluP01GYvGdWDmsDrYqBwIbpIrIz4uDlc3NxR58tvT04u4WPNBkJiYaEYOHUjv7h2xs7OnVet2H5QdFRWFs6uHSAd3Dx8S4t6vQ3JiPNcvnaBS9fqmZ7rsbCZ+1YMRfZsQE/maDt0HiWQ4vZNOrh6+BSpTebl8ahfV67U1dcIBEtXRZnq4efiQEB/9h3rcvHScinn0eIs2U8O5E7upXKOh6LmTHaRpxEfZp2QIz9/F2R6SM/LIS8/fX16S1NH5plXiX0yrK6d2Ub1+blrll99uHj6oP5BONy6doGL1BmZu2kwN50/soXKNENOz95epP5YhlKlcGbrsbCZ91Z2RfRsTExlO+zwznwnxMbi4uotlePqg/gMZSYnxXLt4gso16pmerVk8na59h6NS2Zv5T4z/i2Xq8nEqVDNPq7+Kyt8XTZ7ZL01YBKoivh90g3/Qfjs7iG2Sm/N7bFICPaYuode0ZWw7Zb71ASA+OZXjNx5Qv2Kg6VlMYgoeTg5/To+4JLrNXEnPH1ez9cz1P+0Wo04ybyO4uRKVp1MLkK3TM23NDsb272xmv4OK+XH14VPik1IwGo38fukW6ZlaktOEiiAmOQ0PBzuxHs4ORCWnieJ5HpeI0krBsA2H6bp4J2N3nCIhXWOeVqkZHH/wkgaB/vmmpYTEuxRomeu0adNo1aoV6enp9OjRg1GjRvH06VOCgoJ4/PgxCxYsYMyYMR+MR6vVotWKl51lZ2cX7M3/gExNGhvnD6HeR59SuFj5vy1egKjw+8RHPmXIzLPY2Dpwes8vHNk8kbb9f/nbZBQuWpaxC0+hsnMkSR3Nqp8HY+/oQqVarf42GW/5T9NK6V8CpW8RosYNwpipwbldL1y6DyRx/cK/5f2CinhzdPIXOKpsiElKZeiyHbg4qGhRpYzJT4Y2i8M3H7Hh615/ENP7WbljPw2Dq1DMz5fIWPFooYerMweWzsLN2YnktP/H3lmGR3V1DfueSSbJJBOdKIQESPAACRKcBHcrLZQWa5FSXNpiRYu1xV0rtDgFiru7OwQPEnebyMj344SZHCaUphCevv3OfV35kdn7rHW229rrpPPt3BWs3XGAbu0Kdrq48o+dhAYHUqKoFxGv7Ky6Ojuwc/F0k455K1m78yDd2jYtkI5VG/8ktEZVinsXITLGfNdTobDk11mTycnRMnvV72w7cJSu7VsWSEdZ3yLsmTUae1sbohOSGTTnF5xUdjQNrlQgOf+Eg1sXE1CtMe5F/UiIffHmB94BCkuo7G/Bwq1Z1K+sePMDfxNnt6IMmrqNrMx0Ni0dye2LB6hUs9WbHyygjoFTBB2bl/1zHR4ensxbtAKNRsOcH6dx5vQJ6oc0fKfvqslIY960YbRo350S/uWNv1sqFEyasw5tTg5rVv7Asf1baNGhx19I+mdkZWZw5cwehk5+vVng30GTkcbCaUNo1r4Hxf0riMK0OTksnzWSCpVrElTz3ebf+yQrM4PLZ/Yw7Lt/nleajDQWTBuam0/lRWHanByWzRpJ+co1qfIW+aTJSGP+tKE0f0WHpULBxDnr0ebksHbl9xzb/wctOvT8xzrmTR1Oyw6menvswDbUbp6Ur1T9H7/7qzoWTR9M03Y9zerUv533MX6X9fFi7w9fm8ak+b/hpLKlaXWTCW2aJpMhC9bQo1ldKhTP39fAX6fDk/3TBmGvtCE6MYUBizbgpLKlWdXyfxlWEFZsO0CDqgGUKOJBRKx4M7p6OX+6tghh6JyfkctlNKgqzNUsLAr2QQad3sC5hy/47Yt2uNvbMv/ABaZuP8WsLo2NcdIysxm8Zh8961aiQlG3v5AmIWGiQDWxVq1a7Nmzh3379jF48GDi4+OZOnUqXbt2ZdWqVUycOJFvvvnmjXKmT5+Oo6Oj6G/Dhg2kJcWi0wknAAaDgeT4SBzVXm+QJiZLk87qWX0oG9RQdD8IwMvLi7SUWPR5dAinkGJnKcJppWmymhz/AgcX4T1und2Gb5ma2Ng6IJPLCajZgadhpp0wJxdPUhLF6UiMj8CpAOmwsVWhtBXMV5zUngTVasnjMNNFdUcXz0LPK11iHBYOTpBnh8zCxRVtgniRYhccQta9mxg0GWAwkH7uKDal37wo9fLyIi45Ha1Ob0xDVGIKXs4OongqG2vsldYAeDjZ06JqOS4/FDsBOnD1Hn5eavw8xaemXl5exCUlo801zTYYDETFJeDhKj49v3znPpv2HqH9wDH0nfAj6ZpM2g8cQ2JKKlYKBS6Owjs5quxo3aA2V+/eNz7roXYmLinlFR2J5jpu32fTvqO0HziWvhNn5uoYm7+O0NpcvfvA+Ky7qwtxiUkiHdFx8Xi6qkU6rt4OY9PuQ3zQ7yv6jZ1GuiaTD/p9RWKyeJdVobCkVcN67D122vibp4sjcUmp4nTEJ+GpdhSXh9IGe1vB1MbDxZHmNSpz5d4TQYbaich4k5lTRFwinmonY1mkvlJnk+IjcHL9+3X28d0LnD6whhnDGrP0u65kadKYMawx7nbpNKgg1NNS3hbY28rIe8DsrJKRlGZuVpKUZsA5z0mki715vEp+FkQnGIjJdeDjqPY0S0dyfGSB2nderG3sqFSzBVdP7zT+lq+OhLfTUbFGC66dMelwdXMjMSHBeG3BYDAQGxuDm7v7a+UolUrqhjTg+JFDb9Tp5eVFcmKcKA3xcVG4uJmnQaNJZ/bkQQQFh9CsXdd85VkqFNRt2JbTR3eJdKS8kk+JcZEFqlMvuXZuP57e/nh6ix2tOKs9zdKREBeFy6vm/kCmJp153w0gMDiUJm3Fd8e0WmEh6ejsSudewhjp4SicVPRqKqe4hwyVUmTFi4OtcDr5KsnpgqOdlzja5R8vL05qz3zzyvkf5NXVs+Z5lV95J8RFoX5tPg0kMDiUpm3F5a3V5rBs1iicnN34uNfXorDX1ylzHRpNOnMmCzr+qk7VadiWM0d3G39zcfUgKTFerCM2CvVrdMyaNJig4BCatzMthO7cuMiVc8cY0actI/oIp/jjhnYh/FEYAM6uBatT86f0p3JwA7M69bZonkai9DUtrJS+RdE8i3xjGLzH8Ts5TTwmJSS/cUxqFlyRy/dNVwLSM7MYMG81oYFl6da0juhZD2cH4lLS3pwOpTX2uSamHs4OtKhWnssPnr0xDMBD7WQ+R0hIxCt3bHzJpbBHbDh4itYjptFr6mLSNVm0HjGNxBThdLFTo9r8PmkIqycMplpZPzxcHFG91OuoIi4tQ5yO5DS8HMV28l6OKqqX8MLDwQ6ZTEaryv5cf26yRknPyqb/6j2ElvWle53C3yAubAz6f+/ff40Cf2eyVq1anDlzhujoaM6cOcOpU6d49OgRz58/Z8iQ/C8Uv8ro0aNJTk4W/U2aNAkv3/JcOy2Y0d66uB8HFw/UHr5vkGYiK1NYHJWqWJfQtl+ahavVajyKVeDW+e0AhF3Zh72Th8gTKwh3KR9cP0xaciwGg4Grx9dRrpqwo+/oWozwsLPotNkAPLxxBNcipgvKKkc1RUuU5/JJIR03zu/HycUTV8+/n46UxFj0uWaOmZp0bl85RhFf08V0lYO60PNKn5ZCzvPH2FYXzGqUgTXRJcWje8UURxsfjXXpAMg12VEGVCXnlbsf+aFWqylXzINdFwUnKgev3cPDyR4fN2dRvNjkNKN75/TMbI7fekhZb7E3t61nr9OhpnnHp1arKVvCh70nhMX+4XOXcVc7UcxTPGFePulr/lw0nW0Lp7F80tfYKW3YtnAazg72JCSnoNUKg0B2Tg5Hz12hdAmT6YeLowNlixdj74nzuTquvEbHV/y5cCrbFk5l+cSvcnVMzV/H+auULl5MpKNMSV/2HRNMSo+cvYi72gVvL3E+LJkyhq3LZrJl6UyWTh2DndKGLUtn4uzoQGRMHJm51gB6vZ7Dpy/g75tHh4OKsr5F2H3mKgCHLt7E3cURHw/xAB+blGKsm+maLE5cu0sZH2EzplHVAI5dvUNccioGg4HNR88bTyzVajVFipfnyimhzt68sB9HF09cC1Bn+437nVFzDzFqzkH6jfsda6WKUXMOEpNux5FbwjsdvarlRZyeoNLCRL1iSTnJaQbiU8wXkzce6Shf3AJV7vWwmuUtufZAJ4oTXNaCC3dNF9BUDkI6jG3vwn4cnAvW9uKjw9FpBUsMrTab2xcP4lnMZHqlclDjVfyV9v22Oi6JdTg5OePnX4qjhw8AcPrUcdRqN7yKiHftIyNeoM314JiTk8PZ06fwLVHyjfrVajW+Jcty5pgwUb905hDOanc8vIqJ4mVqMpgzeRAVg2rR5iPxPdi4mEjhniRCnb1w+gDFips82qrVaryLl+PSSWGRfO38ARxdPHDzLLhp1tkjW6iZx7nMSxycXPApWZZzuem4fOYgzmp33L3EOjI1GcybPICAoNq0+kjsiEOn07Ji9ijs7B3o9uU4453T6GShrq3ar+fsXQNRiRDgK4SV9YZUDSSKrdQACHtuoFRRGXa5V1WD/OTcfvrXd3DsHYW8ungiN6/OHcBJ/c/y6tyRLdRsIM4rtVqNT8mynDXm06HX5tPcyQOpEFSb1q+Ut5BPo3Pz6VvRHd+XOvKvU/nrCAiqnU+dihDVqYunD+Kdp045OLngW7IMp4/uAQQnOi5qj3zr7axJg6lYpRZtO/UShfUbPoXZq3Yxa8V2Zq0Q5hrfzV2Hb0mh/Tk4vqxTwsbI5bMHcVJ75JtX87/rT4XAOrT68PXOXf4pkVv34dG6Ida5fbxv3y5EbNz1xjB4j+O3jxe7zwrXqQ5evoW7swM+7uJN1NikVNOYlJnFiev3KOsjbJJkZGYxYO5qalcoRZ/WoeY67O0oV8yTXedvCDqu3BXS4S7eDI5NTs2TjiyO33xA2WIebwyD3LG1eFF2nxbuOB66eAN3ZyeKvTK2rhrbn12zx7Jz1hhWje2PndKanbPG4Oygyk2nsCmsycpmyZZ9dG9pSo9apaSclyu7rgmb0AdvPcbDwQ6fVxbeTQNKcutFHGmZwvz15P1nlPEU0pqRlUP/1XupXaoYfUOrICFREApk5poXNzc33Nz+2RG4tbU11tbWZr+37TmJrStHc3znMqyVKjr0mgbAtp++pUxQQ8oFNSQ7S8O8US3QarPJykjjx2GhVK7dlqYfDefM/t94/vgG2Vkabl88CECF6s0IbWu6E9Hsk0nsXj2aM3uXYW1jR8vu0wHY89tY/Cs1pFTlRji5FaNO68GsmSncMSpWOpjAep0BqBLyKfFRD/lpajssLCyxc3CjWZdJonR0/HwiG5aN4fD25dgoVXTqOxWATSvGUb5KAypUFdLxw4iWaLXZZGakMmVgA6rUbUPLj4dz48J+zhxcj9zCEr1OS6Uazage8oFIx/vIq8R1y3HuNgD7Zh0wZGpI+F3w9Oj8ST80Ny6SeeMiacf3YulRFI/RP2LQ6dCnJJG43vSJAPfRM7FQOSCzUeL53VKy7t8ymsCO69SUcWt3s/LAWVQ2Vkz+RDDjnbhuL6EB/oRW9OfgtXtsPHUVS7kcrV5P08AytK9hOvl8Ep1A2IsYkdlMXkb1+VTw4LptD3ZKG8Z92ROAqUtXU69aZepXq5zvcy+5dvcByzfuQC6Xo9PrqFahDJ91EJsbj+rzieDBddte7GxtGNevu6Bj2W/Uq1rpzTrCHubRoc/VIXYE9M0XPZiycBWrt+zEzlbJ2AGCt7npi3+ibvUg6lUP+ksdD8Ofs2yt4LVYbzBQpqSvyJMrwNgeHZiwahM/7TyCndKGiZ9/CMDkn/4gJKgcIUHlOXTxJpuPnMPCQo5Op6dx9Yq0q1cVAG93F/q1b8znU5cCULVsSTqG1jDK/+DziWxaPoajO5ZjrVTxUR+hXWxeKbSL8lWEOjvz65boctvFtMENqFKnDc07D//L9OVly7EcOjWwomGQJVnZsPFotjHswxAFt5/ouB2uJyHVwP6LOQxoL/RFDyP0nL1jWky6Ocooopbz08Nskfx2n03ij+WjObpdaHsd+whtb8uqbykX1JByuemY842p7X0/JJTAOm1p1mk4D2+f48z+35DLLdDrtfiVr0WDduINnXY9J7FlxWiO7RB0fNBb0LF11beUzaNj7kiTjh+GhhJYuy1NOw3n0e1znDmQq0OnpWSFWmabRl8OGsb82d+zecNalLZ2DB4mnAQtmDuT4Jq1qVGzNtevXWHn9q1C3dTpqBRYhc5dhBOSrMxMvuzTg5ycHDIy0vm8W2dCGzah+2fCBL77l2P4af5Edm3+GRtbO3oNErwP/7xoMoHVQwgKDuHAznU8vn+TrEwNl84eAaBa7ca0+agXz8Pvs2XNIgAMegM+fmX55JXTqk69J7B26bcc3LYCa6UdXfpNAWD98vEEVGlAQLUGZGdpmDa8NdocoU5NHNCIanVb07qL4BwlJuIxEeF3Cay1JN/61LXft/yyYDy7/1iF0taOHgOF/n71oklUqh5CYHAoh3at5fGDW2Rlabh89jAAVWs3odWHvbl4cj9Xzh7G27cU3434GAD/soF80ld8JWTPRT2tg+XULi8jOwd2njdtX7esLjjduR8BSelw4qaB7o2EveDwGANXHgqTWUsL6NdSjqUcrBUwsI1pv7hTnwmsXSLklY1tnrxaNp6Aqqa8mjrMlFcT+jeiWr3WtMnNq+iIx7wIv0vffPKqW7+x/LxgArv/+AmlrR09B04E4NdFk6lcPYTA4BAO7VrLk1fyqVrtxrT6sDcXTu7ncm4+TR7RJTefKvNpnnzq/uVYVs2fwO7NP2Fja8fngwQdv+TWqcDgEA7uXMvj+7fIyhTraP1Rb56H32drbp3S6w345lOnevYfzcr5k9n5xy8olXb0GjQegJ8WTiEouB5BwSHs37neqOPiGaHeVq/TmLYfmXsBzY9PvxjHLwvHs2fLKmxsVfQckFunFk+icvUQKlcP5fCuNcY6deWcYA1QtVYTWuYuLCcP+4jUlEQyNemM7NOUMgHV+XyI0KcGLJ6Ee4tQrD1dCd61Cm1qOkfLNaXisilE7zhMzM7DaB4/597k+dQ6JvhkSDh+nqfLBX8HfxX2kvcxfn/brS3jf97Kqt3HsVNaM6mnsIkx6ddthFQuQ2hgOQ5dvsWmo+eNY1KTagG0y/XWuvbQGW49eY4mK5vDl4WFb5NqFejdKtSUjk9aMm71DlbuOy2ko5vg+Gzi7zsJrVSa0EqlOXjlLhtPXDalI6gc7WsJ4/pfhb1kTM+OTFyxgZ93HMZOacOE3p2EMly1iZCg8oRUebP58oAfV2DQG8jR6WhZuwqdG4tPWce1rcu4rcdYefwKKmvh0yAAE7cdJ7SML6HlfPFyUtErJJDuK7Yjl8lwd7BlfDvhbveaMze5+TwGTXYOh28/FvKqQkn6hP713EJCAkBmKKBbIY1Gw6VLl3BxcaF8ebFNeGZmJhs3bqR79+7/6GU2nincs99OteT8dLjw5H/eELZf1L054lvQtprFe8mn5wM/KlQd3gs3kbl3ZaHqsGnem6SrRwtNvlNgKElXCrFCAU5BDYm/efrNEd8CdUBt0k9vKVQddrU/YOv5wm0bHYIt+GapuTOBd8UP/ZRsPle4be/DGnI2nS1cHR/VlHP3FVOzd01ZP29O3c7nWO0dUqe8it2X391d+1dpWUXBsVtvsB99S0Iq2DJtQ+G2izGdLdhzpfDyCaBFkILjt8y9dr9L6lew4+TtwtNRt7wdZ+685sOe74ha5Rw4erPw+iiA0AAluxRl3hzxLWiVE/Zexu+M4xvfHPEfYlu/E5mHVr854ltg06g7aWe3F6oOVc22ZG58dz478sOm01eFKr+w+GpJ4fbfb8PML9/gNe3/GAUyc7137x7lypWjfv36VKxYkZCQECIj87jDTk7ms88+e+cvKSEhISEhISEhISEhIfHvokCLyZEjRxIQEEBMTAxhYWHY29tTp04dnj598x05CQkJCQkJCQkJCQkJif8OBbozefr0aQ4ePIirqyuurq7s2LGD/v37U69ePY4cOYKdnfk3lSQkJCQkJCQkJCQkJN4XBbzFJ/EWFOhkUqPRYGlpWn/KZDKWLFlCmzZtCAkJ4d69e+/8BSUkJCQkJCQkJCQkJCT+fRToZLJs2bJcvHiRcuXKiX5fuHAhAG3btn13byYhISEhISEhISEhISHxr6VAJ5MdOnRg3bp1+YYtXLiQLl26SMfKEhISEhISEhISEhL/M/R6w7/2779GgRaTo0ePZvfu3a8NX7x4sfHjsRISEhISEhISEhISEhL/XQq0mJSQkJCQkJCQkJCQkJCQgALemZSQkJCQkJCQkJCQkPg3I926e3/IDNIlRwkJCQkJCQkJCQmJ/whDF6T9r1/htcwdpPpfv8I75V91Mhl7+3yhyncrH8zV+7GFJj+wlBtJVw4XmnwAp6CGRN69Wqg6vMoGknpxb6HqsK/WnLsfNS1UHWU37SdufK9Ck+86eRXpK74tNPkAdn2mvJeySL58sFB1OFZpzPX7MYWqo1Ip90IdPOYOUvHw0aNCkw/gV7Lke8mnMauyClXHtF7WpC0dXag6VP2mk3p+V6HJtw9u9V7682X7C1UFXzSFiLDrhaqjSJlK76WfCn8QVmjyff3LoDmav4PBd4UytAsJ108Uqg6XSvXI3LuyUHXYNO/NLkWZQtXRKieM6y1DC01+pd1HeT6oU6HJB/BesJHMTbMKVYfNRyN41r9joeootviPQpUv8X+ff9ViUkJCQkJCQkJCQkJC4m0w/Ae9pv5bkRzwSEhISEhISEhISEhISBQYaTEpISEhISEhISEhISEhUWAkM1cJCQkJCQkJCQkJif8Mesm/6HtDOpmUkJCQkJCQkJCQkJCQKDAFWkz+8ccfZGRkFNa7SEhISEhISEhISEhISPwfoUBmrh999BH29vZ07tyZXr16UaNGjXf6Ms8iopg6fxlJKWmo7JSMGdSXkj7e+cY1GAwMGT+de4/C2btmGQAZmky+/WE+YQ8fo9Ppjb/nJfLFMxbPmUpqShJKOxX9h46hmG9JUZyb1y6x9pelZGZqkMkgqFptPunZD7lcWHv/ufl3jh3ai6WlJQorKz7rOxT/MuWNzz+NjGHy4l9JSk1DZatk/JfdKVmsyGvTMWDKXMIeP+PQT7ONv0fFJfDjT+t5GhmNXC6nY5P6dGrewBj+PCKS6XMXk5yaip2tklFD+lPCp5hI9q2795i9VHARrtPqqFi+DIP6fIaVQoFer2fpr2s4f/kqOp2eiuXKMKxfbxQKU5V4GhXDxKVrSEpNR2Vrw4QvPsXP2+u16fhy2iLuPnnO0RUzADhz/Q4L1u0wxklISUXt5MCaqV8DoPAsgtfAr7G0d0SXkU7koplkPw8XC5bJcO/eF7vAahh0OnSpKUQtm0tOVAR2lavi1rW3MaqFgxO6pASejBxg/E3u4o79B72Q26rQZ2lI2/ITutgIkQrroDooazY2PePgTE74PVLXL0bupMZ56Ax00c+N4SnrF6NPNH1i5mliKuP3XCBJk4XKSsGkFtXxc3U0y6P7scn8cOgK8RmZAAyoG0Cj0t78eeMx6y7fN8aLSdMQ5O3GrHa131tZgFBvJy1ZbdQxvl83/P6i3vafMp+wJ884vGqm8feouAR++HkDTyNjsJDL+aBxPTo3DwWEtrdwzjRSU5KwtVMxYOgYivmWEMm9ce0Sa35ZRmZmBjKZjCrVavFp3rb3x1qOHdqL3qCnSFEfBgwdjZ3KXiTD1VHGp01ssLORkZltYO3BLKIS9Pmmo0Z5SxpXtUImg/vPdWw6moVeDzKgTR0ryvlaIJfLeByhMz7z4sULZs+aRXJKCna2tgwfMQJfX1+R3Dt37rBo4UIAtFotFSpUoF+/fiisrER5OHr0aB4+eMCmzZtFz7+LvNq2eQ1HD+3B0lKBlZUVn/UdQqk8/RSA2kHGh/UtsbOBzGzYfFxLTFL+pkFVS8sJqWSBTCbjUaSeP09peeksz8NZRptalqiUpvhPE9OYsO8iSZpsVNaWTGxaDT9XBzO59+OS+fHINeIzhM+VDKhdnoaliqI3GJh7/Aann0RjIZfhaGPFuCZVKOZk+j7X06hYJi5bR1JaOiqlDRP6dsHP2zPf9zcYDHw5fQl3w59zdNk04++/7DzErhMXUVhaYKWw5KtuHQjwM5Xn2/bnETHxdBwyDj+fosZ4M4b1xdvTzfh/YswT9v4+Ck1aItZKFc26zsDVq5SZ/BtnNnHhwAoMBj3FStWkUecJWFgoAIiNCOPIpilkpMYBUKf1MEoFmj6/9DwikhlzF5KckoqdrS0jhw7IZ8wIY86SFQBotToqli/LoL6fG8eMZb/8njtm6AgoV4ZhX/ZBoVDklsXb9VEAv+w4yK7j51FYWgpl0aOjqCxevIjgx9lzhbZnZ8tXw4ZS3NdHJPv2nbvMX7QEAJ1OS4Xy5enfry9Wue/5+MkTFi1dTmJiEgCfde9K3TqmvjY8Op5xv2wlKS0DldKGyT3b41/EXaTjQthjBi5Yg6+H2vjb6pG9sbFScO3hM6au3SnkoU5PkL8PIzu3wCrP2PosMprJC38iObdOfTvgM0oWK0p+GAwGBk2aRdjjcA78usAs/LuFP7H72Gn2/zIfeztbUzpiEhm3ZjeJ6RrsbayZ/GkL/L1cxem4/5QBy/6guLuzKR1DP8XGSsG2szdYe/yS8ffopDSq+Hkzp1d7AMrPGYtH64bYFvfmRLV2pFy7m+/7F/vsQ/y+7gNyOfFHz3Jz4CQMWu0bwwCsihSl2PDRWDo6oktP59nsGWQ9fSJWIJPh1ftL7KsGC3OElBSez59JduQLANw6dsa5UXOQy8h6/oxnc75Hn276hJSlmyfOXQcgV9lj0GSQ8PtitFHPzXQ4tu+GTblADHod+vRUEtctQxcXDYBNhSo4dugGMjnayKck/L4YQ6bGVBZxyYz74yiJGZnY21gx+YMQ/D1czPLqflQCM3aeIj5deHZg4+o0rlCCF4mpjP/jKHcj4yjq7MDGgeafArF088Klx0Dkdg4YMjOIX70QbeQzs3Q4fdADm/KBGPR6IR1rlqCNjUJmbYO6z9dY+ZREJrfgxVfd8y3P/0tI3lzfHwW+M/nVV1+xdetWVq5cSfny5enduzfdunVDrVa/+eE38OOSn2jbtAEtG9bnyOnzTFuwnJU/Ts437obteynq6cG9R6bFh6WlBZ92aIWDvYpB307L97kVi36kUfO2hDZuydmTR1g8dxrT54i/yWSnsmfIyIl4eBYlOzuLKd8O5fjhvYQ2bsmTR/fZv2srsxb/ho3SlhNH9vHT0jlMm7PC+PyMlWto36gurUNrcejsZSYvWc0v00bl+z7rdh/C28ONsMemRm8wGPhm1lJ6tGtGo5pVAYhPShE9N2vxClo3a0SLRqEcPXWWGfMWs2zWdFEcvxK+LJs5DUtLS/R6PeNnzObP3fv5qF0rdh88wv2Hj1kx+3ssLS2YuWg5f+zYzccftDU+P23VRjo0qE2bkBocPHeVScvWsPq7r/JNx5o9R/F2d+XuE1MnXKtSOWpVKmf8f+iPy6hW3jRB8vxiKMkHd5N89AD2NevhNeArwkcPEslVVauFskwFHn/VD3Q61B98gluXz4iYM5X0a5dIv2Ya7LxHTSbj5jXx8227k3nxOFlXT2FVviqqDz4nedkUUZysK6fIunLK+L/TgMlkXT9nKo+sTJKWTMo33QBT9l/ig0olaRtQnINhz5mw5wK/d2ssiqPJ0TJ82ykmtwgmyNsVnd5ASmY2AO0qlqBdRdNC4aOf99GynHiCVNhlATB95To6NKpD65BaHDp3mclLf+PXqSPz1bF292G8PVwJe/JKvZ29nO5tm9K4ZhVAXG+XLZpJ4+ZtaNC4JWdOHmHR3GnMyNNuAFQqe4aNnIiHZxGys7OY/O0wjh3eS4PGLbl25QJHDu5m+qzlKG1t+WP9r6z7bQW9vxwuktGpgTVnbuZw/q6Wyn4WfNLYmtkbNbyKi4OMljWsmLlBQ2qGgd6tbKhdQcHJGznUqGCJt5ucmes16PTQuaG18bkFCxbQvEULmjRpwskTJ5g9axbz5s8XyS5RogRz580ztr2pU6awc9cuOnToYIyzdetWvLy8ePjggdm7vW1ePX50n327tjJ78WqUSluOH9nHqqVzmTFnuUhG+zqWXAjTcfm+noDicj6sb8ni7Tlm7+OsgiZVLFn4ZzZpGujW2JLgsnLO3tGjsIBujRVsOp5DeLQBmQymfm7N1ENX6FCxBG0r+HLw3gsm7r/Ib580FMnV5GgZ8ecZJjWvRlBRcbs49jCSqxHxrOvaCIWFnJXn7rLw5C2+b23axJz20yY6NKhJm/rBHDx/jUnL17F68jCz9wdYs/cY3h5q7oab2kVY+As2HzzNxhnfYGtjze5TF/lh9RZWTzLJeNv+HMBWacPv34/N9xmAg+vHU6l2JyrU/IB7V/ay7/dRfPq1+NtuyXHPOL1zHl1HbsXW3pU/l3/JjVMbCaz/KTnZGrYv70/zbt9T1K8aer2OzPRk0fOzFy2jdbPGNG/UgGOnzvD93EUsnT1DFMevRHGWzpphrLcTZszkz937+Khda3YfOMz9h49YPud7LC0tmbVoWe6Y0U4oi7fso8KePGfzgZNs/GG0UBYnL/DDL5tZ/d0IY5y5CxfRsnkzmjZpxPGTp5g5Zy4L584WyS5ZogQL584ypmHytBns2Lmbjh3akZmZxYTJU/lmxDACKpRHp9ORmib+Nu2UNTvoWK8q7WoHceDSLcb/so21Y/qapcHXQ83GcV+a/V66mAdrxvRFYWGBXq9nxLKNbDh2gW6NaxnjfL/sN9o3rk+rBnU4fOYiUxb9zE8z8v9m8fqdByjq6UbY43CzsKPnLmFpaZHvc99t3E/H2pVpVyOAA1fDGL9mD2u/6mYWr7i7Mxu/6Wn2e/uaFWlfs6Lx/w+m/0yrqqYxJOqPfTyauZJaR9fmqx9AWdyb0hOHcDK4A1nRcVTbsgSfPp0IX7L2L8Ne4j1oBAl7d5J4cC+OdUIoNnwUD4b2E+lwqFkHu/IB3BvQC3Q63D/uhmfP3jydPglVUFWcm7TgwbAv0Ws0QliPXkQsnmd83unjvqSfPkjGuWMoA2vg0rU/MTPHiHTYVKyGdckyRM/4GvQ67Jt9gGObT0j4eQ4yK2ucP+lH7PyJaKMjcProcxyadST5z99NZfHnCTpWL0u7KmU4cPMR47ccY+2XHUQ6NNlahqzZx5SODahS3BOdXk+yRthgU1krGNC4OmlZ2Sw8cCHfvHb+5AvSTh4k4+wRlEE1UXcfSPT34vFbWak6ViXLEDV1BOh1ODTviGPbT4lfNQuDTkvq/q3oM9JwH5r/vFtC4nUU+M7kF198weXLl7lw4QL169dn0qRJFC1alE6dOnHgwIF//CLx8fHcffiYpiF1AAitVZ2YuASeR0abxX309Dknzl+i6wetRb9bKRRUrVQBVZ7duVd1PLp/l3oNhN3aGnVCiY+NISpCvAtVwq80Hp7CLqGVlTXFS5QiNjrSGK7TacnMFE6X0tPScHE17TAnJKdw59FTmtcLBqBhjSCi4xN5FmX+IfJHzyI4duEa3ds2E/1+4eZdrCwVxoUkgNrJtKOfmJRM2INHNAmtB0BI7RrExMXzPDJKJMfG2hpLS2G/IEerJSs7WzhyAR48Dqdq5YooFJbIZDJqVA1k/1HTx5QTklO58+gpLepWA6BRcGWi45N4FhXLqzx8Hsmxizfo2baxWdhLYhOTuXDrPi3rVje9X8lSJB8/BEDq2RMoXN1QeL6y428wIFMokCuEEx25rS3ahDgz+ZbOLthWDDLKM/5epDhZ188AkH37EhYOLshd3M2eN8b3LoHczp7su1dfGycvCemZ3IlOpGV5YfHXqHRRolMzeJoonqDsvfOUil4uBHkLO8MWchnOttZm8m5ExpOQkUV9P1M+vI+ySEhO5e7jpzSvm1tvg19fbx8+i+DYxWv0aNdU9PuFm2EoLC2NC0kw1duXba9+bturWSeUuNgYIvNte0LaTW1PqNfhjx9QtnwllLZC+w6qVpPjh/eJnlcpZfh4WHAxTNjdvvZQh5NKhqujzCwdlf0suflYR2qGsHt56mYOVUoL7aWoq5x7z3Xocg8074QL8pKSkrh/7x4NGwqLojp16xIXF0dEhPi028bGxtj2tFot2dnZ5H2D8PBwzpw5Q6ePPjJ7r+SkxLfOKxkydDotWXn6KXWefgrAzgaKusq4+kBI5M0nehztZLiID3oBCChhwZ2netJy1+Tn7uqpVNIiNx/lPIvVEx4t5KPBIJT3nehEWpYTTr4alSpCdKqGZ0mvtIu7zwjwciGoqHm7kMkgR6cnW6fDYDCQnpWDh73p6DM+Pp47j5/Roo7QTzaqXonohCSeRefXLqI4dukmPVs3Ev0uA7Q6HZosYQGbmqHBw8XJGP4u+vM3kZEaT/Szm5SrLmzklQpsRmpiFImx4sXDvav78KvYEDsHN2QyGZXqduHuJeEE7O7FnXgWD6Son9BHyOUW2NqbTj5MY0Z9AOrXrklMXBwvIiJFOvKOGVqtlqysbGS5Nffh4ydUqVwJhUKBTCYjuEoQB44cB3LL4i37KJlMllsWwgT61bKIj4/n/v0HNGoYCkC9OrWJjY3jhVnbE6chOysLWW7jO3LsGOXKliGggnBCb2FhgZOjyYokISWN2+ERtKpRCYDGVcoTnZjM05h4s3S8DqWVFQoLoW3k6HRkZeeI2r5Qp57QrH5NABrUrEp0XALP8pvrPHvB8QtX6Na+hVlYQlIyv27ZzeAenc3C4lPTuf00ilbVhHQ2rlyaqKQUnsYm/u105OX6kwgS0jIIqehv0n/yIpkvzN85L14fNCN652GyooUxO3z5Oop0bv3GsJcoS5Uh8bAwr0w+dQyFqztWXq+c4BoMyCytkFuZ5gg5cUK9synhT/qtG+g1QseVeuEszg1N45Zc5YBVsZJkXBDmPpqr57BwdsXC1cNMB5YKZLmn23IbJbokoU7YlA8i5/kTtNFCPUw7sQ9l1TrGR+PTNNyOiKVVZWHztnGFEkQlp/E0XrzZs+f6AyoVc6dKccGywkIux8VO6O8cbW2oUtwTZZ7T7bzIVQ5Y+fiRcf6YkI4rZ7FwUmPpJrbSMBgMyPKkQ6a0NaYDrZasezfRZ6Tnq0NC4q/4x95cq1atStWqVZk9ezabNm3ip59+onnz5vj4+PD48eMCy4uMjETt7IRlbicsk8nwcFUTHRuHt5epYWu1Wn5YvIpRA3ojtyjYWjgyMhInFzUWFpZGHa5uHsTFRuNZJH9z2qTEeM6eOsrICT8AULxkKVq268yg3h+hUjmgUCiYOGORMX50fCKuTg6idHi6OhMdl0AxT9MiRqvVMW35Gsb262o0S3vJ4+eRODmoGDtvJU8jo/FyUzOka0eKegiTwZi4ePO8cnMlJjYOby9x5xEZHcO3037kRVQ0tapWoX0LYaJTxq8E2/cdpEOrZlhbWXHk5BmiYkwDf3RCEmpnR7EOtTNR8YkUy2OepdXqmLpyPeP6dEEuN5+wv2TH8XPUDiyHi6NppqpNSgC9yfwwJy4Ghas7OVGmyUHapbPYBlTGf8UG9JkZaBPiCZ8wgldxDG1K+uXz6FKSRL/r05JFOnTJ8Vg4uqBPMJ8MAthUqUfWtTOgN5k1yqyscPziW2QyOVl3r6A5tlMYXICoVA2udjZY5pahTCbD08GWqNQMfJxN5niP4lNQWFgweMtJYlIzKOXmxPDQymYLym03HtOqvC+KPHX7fZRFdHwiarN660JUXKJ5vV2xlm+/yKfevojE2UHF2Pk/ER4h1NuhXT+gqIfrX7Y9r9e0vcTctjd6wvcAlPQvw75dW0lMjMfJyYUTRw+g0WSQmpqCvb2waHVSyUhJN5DXuiUxzYCzvZy4ZJ1IvrO9jMRUU91ISNHjbC/k27MYPbUDFJy4lkOODgL9hfeOjY3FxcUFizz55ObmRkxMDEWKiDdCoqOjmTxpEpGRkVQPDqZV69a5eahl/rx5DBk6FLmF+alCXFzMW+dV8ZL+tGrXiQG9Oxn7qUkzFoqecbSTkZohzqukdANOKhkJqWLzICc7GUlppt+S0oR4AO7OMrQ66N7EEgc7GVEJBiIjI83bhb0tkSkZIjPVxwmpWFnIGbLtNDFpGkq5OjKsfkWcba2pX9KLi89iabpsN3ZWlriplKz4qL7x2cjISLM666F2IiouiWIer7SLVRsZ17uzWZ0t7VuUT5rXp+3wKTja2aJQWLJirMlM/l305wCarCx6jpmBXq+nfvXKfNahBRa58VITI7FzcEOep7ztnb1ITYjA2c1k4pmaGImDi2ki7ehSlNREYTEYH/UAS0srti79grSkKFyLlCGkwyjjgjImLg61i5Oo3nq4uRIdG0fRImJT1KjoGMZO/YGIqChqVqtCu5bC5Lu0vx879h6gQ+vmWFtZcfTUaeOYIYzfb9dHlfYtyictQmk7dLKpLMYNFpX3q23P3d2NmNhYir7S9qKio5n43VQiIqOoUb0abVq1BCD86TMUCgXjJk4mNi6ekiWK07f358YFZVRiCq6O9uLydnEkKiEZH3ex9dXz2EQ+nrIUuVxOu9qBdA4NNoa9iEtk2JL1PItNoF5AaTqHmjbuYuIScHV6Ja9cXYQ69cpcZ/rS1Yz9soexruRl+tLVDOj6IXZKG7Ow6KRUXB3tsLTI0/6cHYhMTMHHzVkU91lcEp1//BULmZx2NQLoXC/ITN62szdoXa28cZH8d1H6eKEJf2H8XxP+AmUxrzeGvUSbEC8ai3Nio1G4uxtNWAFSzp3GrlIQ5ddsQZehISc+lkcjhwoyH4ShbtUOS2cXtIkJODVojIWtHRa5VyMsnNXCnCHvHCExDksXV6MJK0DmzUtYl6qA19TlGLIy0SUlEDtvgiDDxRVtgmnupIuPxcLRGXLLLDo5DVd7W3FZOKqITErDR23ayHgYk4jCwoKBv+0lJjmdUp4ujGhR07ig/CssnF3RpSSK0qFNjMPC2RVtrOmQIfPGRWxKB1BkxioMmRp0yQnEzBn/Rvn/V5HMXN8fBVqNyWTmE1QbGxu6devGkSNHCAsL45NPPnmjnKysLFJSUkR/OTnmplX58dOGrdSvWY3ir7lf8C7JyEjn+8kjadvxE/xKlQUgJiqC86ePMW/5Bpb8upWW7Toz94eCN8aVf+wkNDiQEkXN75To9Hou3Qqj1wct+W3GWGpWKs+YeSvzkfJmvDzcWTXvR7b8spxsbQ7Hzwjmm80bhRJcJZAhYyYxZMwkihUpgkUBF+cAy7fspUH1ypQomv89JRB2w7YfO0e70JoFlm/jVxrrYsV58EUXHvTtQvqNK3j2GWIWz7FhM5IO7y2wfBEKK6wCgsm8bDqh1acmkzDzK5KXTSH511kofEuhrFOwkwcAnd7A+afRfNukKuu6N8FdpWTagUuiOJpsLfvvPqN9HpPXglDYZQGw4o/dNAgOzFeHVqfn4q17fN6hOb/PGE3NSuUYPW/VP9IjtL1RtOvYxdj2AipVoe0HXZgxaSRjRnyBg6MTgHFy+S45f0fL3XAdgzoqGfSBktjX3CP8Kzw8PFi0eDFr1q4lJyeH06cEU+o1a9ZQu3ZtfHx83iDh75FfXkVHRXDu9HEWLF/Psl+30KpdJ+b8MOGd6HsVuQz8isjZdkrLwm05pGT8/bzS6g2cfxrL2MZBrP20IW4qG6YfugLA7ehEHsalsLdPC/b2bUlwMTem5YYVhOVb99GgWkVKFPUwC3sRE8+RizfYNnMMu+dP4JPm9Rm96LcC6/ir/tzV2YGdi6fzy7RRLPh2CNfuPmDtzoMF1vFX6PU6wsNO0/jjyXQduQ2VkweHNk78R7I8PdxZNX8mW35dQU6OlhNnzgOmMWPo6AkMHTMB7yJeBR4z/qqPehETz5EL19k2exy7F07mkxahjF7wyz9MgwdLF85nw++/kp2Tw8nTgnWKTqfj8tVrDBk4gCUL5qJWuxjvVxaEcj5e7Pt+OOu/7cecLzuz+fhF9l28aQwv6urMxnFfcuiHr8jWajl05U6BdazatIPQGlUo7m1+P3f7oeN4uLpQrWK5fJ4sQDqKebB/0pds+LoHc3q3Z9Opq+y7Ir77mJGVzd7Ld+lQq+JrpPxvUZYqg41vCW53+4g73TqSdu0yRQcKVx/Sr18lbssGik+cjv+cxWiThdNAg073VyLNUPiURFGkGJHj+hH57Rdk3buB08fmps9vg06v59zDF4xrV48NAz7A3cGOqdtPvlMdVj5+KIr4EDGmDxFj+pAZdgPnLu82HRL/f1KgkcDwhm+2+Pv7M3Xq1DfKmT59Oo6OjqK/DRs2EJ+YhDa3kRsMBqLj4vFwE18Yv3rrLn/sPsCHfYfRf8x3pGs0fNh3GInJKfmpEuHl5UVSQjw6ndaoIy42Glc380mGJiOD6eNHUK1GXVp3+Nj4+7nTR/EpXhIXtfBeoU1aEnb7BtrcxbCH2pm4pBRROqLiEvFwFV+2vnz7Ppv2HaX9wLH0nTiTdE0m7QeOJTElFQ+1C6WLFzM6eWhRrwZhj5+h1Qoy3V3V5nkVG4f7K3mVF1ulDQ3r1ubgcaFzkslkfNblI1bO/Z5FP3yHb7GiFM/jjMHDxYn4xGSxjvhEPNXiXc3Ldx+wYd9x2gyZRO9J80jXZNJmyCQSU0zmbJfuPCA7O0d0Zw/A0snFuHsHCKeSceITQ8eQxmTcvCqYXhgMJB89gG1AZXHayldCprAS3Z98iVzlKNJh4ahGl5yQbx5ZV6iOLjYCXWwe0y+dFkN6qpAHmnQyL59E4Zvn3qe9krj0TLS5O4IGg4GolAw87cWm1p4OtlQr5o67vRKZTEbL8j7ciBS/x4F7zympdqDkK05K3kdZeKidiTertwl4ur6i4859Nu47SrtB4+g7cTbpmkzaDRpHYkoqnq7OlC7ubXTa07JeMGFPhHpb0LY3dfxXVK9RlzZ52h5As1Yd+H7uSqbPXk6FikGoXd0p4qGmlI/wnmWKWeBgJyPvoYezSnwC+ZLEVOHE8iUuDnIS85zI7T2fzcz1GuZt1hgd+Li5uZGQkIAuTz7Fxsbi7v5602mlUklI/focOXIEgJs3brB9xw569ujBVyNGkJGRQc8ePUhOSgLA1dX9rfPq3Oljon6qQW4/ZW8rnH4NbK/Av6gce1txXr16AvmSlyeWxngqU7ykNHgUqScl19H31Qd6vLy8zNtFagZeDq+0C3sl1Yq54a7KbRdlfbgRJbSLXbefUt3HDXsbK+QyGa3L+3LxmekEwMvLy6zORscn4enqJNJx+e5DNhw4SZth39H7uwWka7JoM+w7ElPSOHzhOv7eXrg5CycEbesFc+3eY3JynYC8i/7cSqHAxVFo044qO1qH1ubqXdM9WXtnL9JTYtHnKe/UxEjsXcSLCHtnL1ISTCcyyQkvsHcWFq8Ozl4UK1UDeycPZDIZ5aq3JfLJVWNcd1dX4hOSRPU2OjbObHzNi1KppGG9Ohw8JmyuyWQyen7SiRXzfmThD1MpXqyYcczw8vJ66z7q8IVr+BfLUxb1a4jKwsvLy6ztxcTE4u4mNt9+NQ2h9etx+Khg/ufu5kZgpYq4uqqRyWQ0atCAu3fDjPE9nR2IS04Vl3dCMp4uYodqKqUN9rkngh7OjjSvXpEr95+a6be1saZ59QB2n7uRpyxciEt6Ja/iEszq1JXb99i85xAd+o/ki3Hfk67JpEP/kSQmp3LpZhgnLl6lQ/+RdOgv3IvrNmIiYY+Fd/BwsicuOR2tLk/7S0zBy1k8tqhsrLFXWhufaVG1HJcfis3pD1y9h5+XGj/P19eV16F5GonS17Txr/QtiuZZ5BvDXmLpoga5abNQ4eZBTox4juDcqBlp1y4LTnUMBhIP7kNVKdAYHr/rTx4M+YIHw/qTfv0q2bEx6DVCZ6VLjMfCwUk8R3B2NbtKYxccQta9Wxg0GWAwkH7uGDalKggyEuKwdDHVQQu1G7pk0ymhh6OKuNQMcVkkp+GVx0IDwMtJRfWSRfBwsEMmk9Gqsj/Xn+VvQfUqusQ4LBycRemwdHZFlyhOh22NUDLDbpjScfYo1qUD/pYOCYm/okCLycePH+P2Fx3332X06NEkJyeL/iZNmkTpksXZf0zYvT965gJuaheRiSvA4mnj+GP5XDYvn8PiaeOwUyrZvHwOzo7mXgJfRa1WU8KvNCeO7Afg3KmjqF3dzExcMzUZTJswgspVa9Dx456iMHfPooTduUFmbmd0+fxpvIoWwzLXBt3F0YGyxYux94Swm3v43BXc1U4ikyiA5ZO+4s+FU9m2cCrLJ36FndKGbQun4uxgT+3ACsQkJBKTkATA6as3KV7U03jR3tnJkVJ+JTiQe8fx2OlzuKnVZiauzyOj0OYOxDk5Wk6evYBfrtfJrOxso+OBpJQU1m75ky4dTM53XBztKVOiGHtOXgTg0PlruLs4iUyWAFaOH8LO+RPZMW8CKycMwU5pw455E3B2MHWUfx49S+v6NcxMdbIeP8CxvnCHyb5mPXLi40QmrgDZ0VHYBgRC7h0YVdUaZt7cHBs1J/noAZGJx0t0keFYVxIcH1iVr4ouJfH1Jq5V65J56YToN5mdvWkws7DEulxVtJGmSYOLnQ1l3Z3ZfVv47dC9F7jb24pMXAGalCnGragE0rKETYeTj6Io7SaeoGy78TjfU8n3URYujvaUKV6MvSdz6+35K7i7OJvV2xUTh7N9wRT+XPAdyycOx05pw58LvhPqbeUKxCQkGevtqau3KF7EA0tLC2PbO57b9s7mtr1XzTY1mgymThhBYNVgOn7cwywvEnMH+azMTDasWUW7jl1ISs3k/lPhLtChyzk8j9FTrYxQXyr7WZCUZiAu2XyBdP2hloASFtjbCoukOgEKLt8X2oulBeTOsbCzgcZVhfbt5OSEv78/hw8fFtJ48iRqV1czE9eIiIg8bS+H02fOUKKEULY/zpzJr7/+yi+//srMWbOwtbXll19/xdHJCQBHJ+e3zisPzyKE3bmBJrefupTbT6VmCO+0cFsOx6/riIg3EOgv1IWA4nKS0w0kpJplFTef6CjnIzd6a61RVs71R8Jk+MZjHd5uMqyFLKJMMTlqtZqy7k7sviM4ojl0PwJ3lVJk4grQpLQ3t6ITje3i1JMoSuW2i6KOdlx4GktO7iTsxONIkTdYtVpNmeLe7DklbCIdunAddxdHkYkrwMpxg9g5dxw75oxj5bhB2Cmt2TFnHM4OKoq6q7l2/zEZmcI9vRNXb+Pj6YYit795F/15QnKKcSMwOyeHo+evUrq4aePO1l6Nu3cF7lzYDsD9q/uwd/IQmbiCcJfy4Y3DpKfEYjAYuH5yHWWqtAKgdFALop/eIEsj9OmPbx3DrUhZ47OmMUO443j89FncXNVmJq4vIiJF9fbE2XOULC6coGfnGTOSU1JY+8dWo/MdtVr91n1UUXc11+7lKYsrt/DxcjeWhVqtxt/fj0OHjwrhp07j6upqZuL6wqztnaVk8eIAhNSrS9i9+6TnfuLs/MWLlCxh6nNdHFSU9fFi17nrABy8fBsPJwczE9fY5FT0ueNNemYWx2/co6yPMP4+jYknJ3ehmKPVcvjKXUp5m+YxLo4OlCnhw77jZwE4cvYS7mpnkYkrwNLvRrJ1yQ9sXfw9y74biZ3Shq2Lv8fZ0Z5JQ/rw59If2br4e7YuFkzbf5s1kTIlhLJS29tRrpgHuy7eFtJx7R4eTvZmJq6xyWnoc00B0zOzOX7rIWW9xe+x9ex1OtSsxD8hcus+PFo3xNpDWIj69u1CxMZdbwx7iebBfZwbNgHAsU4IOfGxIhNXgOyoCFSVqyDLrScOwbXIDDddtbJ0FhbpMmtrPLp9RuzmdcYwfVoKOc8fY1td8D+hDKyBLileZOIKoI2Lxrp0Bci1glEGVCUndx6QeecqimIlsPQQ6qGqXjM0l08bn1WrlJTzcmXXNcFj+8Fbj/FwsBOZuAI0DfDj1otY0nIdkJ2894wynuYeX/NDn5ZC9rNH2AaHCO8XVBNdUrzIxPVlOmzKVIRck3plQFVyIp6ZyfuvoDf8e//+axTozuSr7u//KdbW1lhbmzsf+ebLz5k6fzmrN+/AzlbJmEF9AJixaCV1q1ehbnAVs2depcfQMSSlpJCu0dCh92CqBJRnXB7vX30GfsPiOVPZtnE1Sls7vhwqeO1aOn8G1WrUpVqNuuzevomH926Tlanh/GlhR7Nm3QZ80LkHwbXq8/DeHUYP642lpQIbGyWDvxabj43q84ng8W/bXuxsbRjXT3CxPHXZb9SrWon61cQna6+itLFmZK9PGP79IgwGAypbJVMG9xLFGfFlH2bMX8yazduwVSoZNVjwKvfDgqXUCa5GnRrVuHL9Jn/s3IOFXI5Op6dKpQC6df4AgPSMDIaOnYRcJkdv0NOxdUtqB1cV6RjzeScmLVvLz9sPYKe0YUJfwYT5uxXrqF8lgJCqbzZ7ScvQcOTiddbPMPcKGrV8Hl4DvkLdoQs6TQZRi4VPTHj2G0baxTOkXTxL0t7tWBctRokfl2LQadElJRK13OSJTW5ri31wXR6PyN9UI237alQf9MK2fkv0WZmkbf0JAFW7HmTfvUp2mOD91ULtgYWnD9k354meV/iUwrZhezDoQS4n59FdMo6JB7yxTasyYc95fjp3BzsrBRObC/djJu+7SIhfEUL8i+DlYMvnNcrx2drDwl0flZJvm5ry+0lCKvdikmjasW6+6SjssgAY3bsLk5b+xs/b9mOntGF8v64ATFm+hvpVKlK/2l9PKJQ21ozq1YVhPyzGYACVrQ1TB39uDO878GsWzZnG1o2/obS1o//Q0QAsyW171WvUZff2zTy4d4fMzEzOnRYmvrXqNqBjZ6ENfTduBAaDHm2OlvoNm9K8tbmL9I1HMvmksQ2Nq1mRmW1g3aEsY1jnhtbcfKzl1mMd8SkG9pzPZsiHwgrpwXMdp28KixobKxmDPlCiNxiQy2Qcu5ZNpwbCRGLQ4MHMnjWLDRs2YGtry7BhgufPuXPnUrNmTWrWrMm1q1fZvn07crkcnU5HYGAgXf7GFYB3lVfBterz4N4dRg3rg8JSgbWNkiGv9FMA205p+bC+JaGVLcjMhj9OmNzyd6hryZ2neu4+1ZOYCgevaPmiteDk4nGknvN3hcl0cjocvaajXxsFegOk5PpvGNMoiIn7L/Hz+TDsrCyZ0Eyo75MPXCKkpBchfrntonoZPt9wDJkM3FVKxjYW7mx1qlySxwmpfPz7ISzlMtS2NoxpJL7PNebzj5i0fB0/7ziEndKaCX2E09nvVm6gfpUKhFT56133BtUqcvvRU7qNn4OVpQVKa2um9u8qivO2/fm1sIcs37hDqAt6PdUqlOGzDs1FcRp/PIl9v4/m3P5lWNvY0bSr4Jl7/9qx+FVsiF/FRji5FqNWy8Gsn9MFAG//YCrVFZyvOLgUIbjpF6yf8zEymQyVowdNunwn0jG8f1++n7eINZu2YmurZOTg/gD8uGAJtYOrUadGdS5fv8mWnXuM9bZK5Yp07/whAGnpGQwbOxGZTIbBYKBjm5bUDq6Wpyzero9qUK0Stx8+pdu3M7FSWKK0tmLqAPHnCYYM7M/MOfNYt3ETtra2fDVMuFM5e94CatUIplbNGly9dp1tO3bmjns6AitX5tMuQj65u7vRpfNHDP3qG+QyGWq1mqGDBoh0jPu0DeN/2caqPSdQ2VgzqWd7ACat/pOQymUIrVyWQ5dvs/HYRSwt5Gh1eppULU+72kLdPH/3MeuOnMNCLoTVKFuCvq3qi3SM7NudKYt+4tetu7FT2jC2/2cATFvyC/WqBVKveuBf5tXfYVynpoxbu5uVB86isrFi8ieCE5+J6/YSGuBPaEV/Dl67x8ZTV7GUy9Hq9TQNLEP7GqY28yQ6gbAXMTQLKmsmP2DxJNxbhGLt6UrwrlVoU9M5Wq4pFZdNIXrHYWJ2Hkbz+Dn3Js+n1jFhAZdw/DxPl28A+Muwl7xYMAvv4aNw7/wpuowMns8RvA97D/malLOnSDl3mvgd27Au5kuphasw6LRoExN4sdDk4bfE1JnIZDJklgoSD+8nfsdWkY7E9ctx7joA+6YdMGRqSPh9MQDOXb5Ac+MimTcvkXZiH5ae3niM+hGDToc+JYnEDYJ3bUNWJolrl6Lu8zUyuQU5kc9I+E18P31cu3qM23KUlceuorJWMPmDUKEsth4jtKwvoeWK4+Wkolf9QLov/xO5TIa7gx3j2wmLXE22lrZzN5Cj1ZGalU2TH9bQOrAUQ5qa7ukmrl2GS/eBODT7AENmBgm/Cb48nD/9Es31C2TeuEja8T0oPIviOXZWbjoSSVhr8vDtMXY2FioHZDZKvKYuJ+veTRJ+FXsql5DID5nhTbarr6DRaLh06RIuLi6ULy/+ZllmZiYbN26ke/d/9n2a2Nvn/9Fzfxe38sFcvW/uXe5dEVjKjaQrhwtNPoBTUEMi/6an0X+KV9lAUi++5f3DN2BfrTl3P2r65ohvQdlN+4kb3+vNEf8hrpNXkb4if3fu7wq7PlPeS1kkX363d7hexbFKY67f/3smO/+USqXcGbog7c0R/yFzB6l4+OhRockH8CtZ8r3k05hVWW+O+BZM62VN2tLRhapD1W86qed3vTniP8Q+uNV76c+X7S9UFXzRFCLCrheqjiJlKr2Xfir8QdibI/5DfP3LoDm67s0R3wJlaBcSrp94c8S3wKVSPTL3/jMfC38Xm+a92aUoU6g6WuWEcb1laKHJr7T7KM8HdSo0+QDeCzaSuWlWoeqw+WgEz/qbb6q+S4ot/uPNkf6FfPlj0v/6FV7Lkq+d/tev8E4pkJnrvXv3KFeuHPXr16dixYqEhIQQGWmycU9OTuazzz575y8pISEhISEhISEhISHxdzDoDf/av/8aBVpMjhw5koCAAGJiYggLC8Pe3p46derw9Kn5xXMJCQkJCQkJCQkJCQmJ/y4FWkyePn2a6dOn4+rqir+/Pzt27KBZs2bUq1ePR4Vs/iUhISEhISEhISEhISHx76FAi0mNRoOlpclnj0wmY8mSJbRp04aQkBDu3bv3zl9QQkJCQkJCQkJCQkLi72IwGP61f/81CuTNtWzZsly8eJFy5cTfqFu4UPBc1bZt2/wek5CQkJCQkJCQkJCQkPiPUaCTyQ4dOrBuXf7ezhYuXEiXLl3+kytuCQkJCQkJCQkJCQkJCTEFWkyOHj2a3bt3vzZ88eLFxg/5SkhISEhISEhISEhIvG/0esO/9u+/RoEWkxISEhISEhISEhISEhISIC0mJSQkJCQkJCQkJCQkJP4BMoN0yVFCQkJCQkJCQkJC4j9C76lx/+tXeC0rx7r+r1/hnVIgb66FTcax9YUq3zbkY249iCw0+RX8vcjct6rQ5APYNOtFxqk/ClWHbZ2OJNw4Wag6XCrW5Wm/DwpVh8/SLdxo3aDQ5FfceYT4ib0LTT6AeuLK91IWjx4+LFQdJf38eHHvRqHqKFq6IiOXawpN/vd9lcTeOldo8gHcKtR4L/k0ZlVWoeqY1ssaze/TClWHsusYMlaNLzT5tr0mk3ngl0KTD2DTpCcLdxfufu7AljKe37tZqDq8SweQuXt5oeqwadmXp/fvFJp8n1LlyNw4s9DkA9h0+grN4d8KVYeyYTcyjm8sVB229TtxvWVooeqotPsouxRlCk1+q5ww7nVpXmjyAUqv24vmaP5OK98VytAupC0eVag6VP1nFKp8if/7SGauEhISEhISEhISEhISEgXmX3UyKSEhISEhISEhISEh8TYY/oNeU/+tSCeTEhISEhISEhISEhISEgVGWkxKSEhISEhISEhISEhIFJgCm7leu3aNS5cuERoaSsmSJbl16xaLFi1Cr9fToUMHmjVrVhjvKSEhISEhISEhISEh8UYkM9f3R4FOJrds2ULVqlX55ptvqFy5MgcPHqRu3brcv3+fJ0+e0KpVK9auXVtY7yohISEhISEhISEhISHxL6FAJ5NTp05l0qRJjB07lvXr1/PRRx8xfPhwxo0bB8CsWbP48ccf+eSTT/7xC4VHxzP+560kpWWgUloz+bMO+BVxF8W5GPaYgfN/x9fD9J2WX0f1xsZKwbWHz5i2ZicAWp2OIH8fvvm4JVYKIakRL56zYPZ0UlKSsbWzY9CwUfj4lhDJD7tzi2WLZgOg0+koW74ivfsNQqGwAuDgvl1s3bwWvd5AxcpB9O0/DEtLU1aGxyQw7vfdJKZrsFdaM/nTlvh7ib8pc+H+UwYs3Uxxdxfjb6uHfYqNlQKA+xGxzNh8kPjUdAAGtq5P48ql8+RTHONXbiYpLR2V0obJvT7Er6iHOJ/uPmLgnF/w9XQz5dPYfthYKYiIS2T8qs2EPY2giKsLGyYNMiuLZ5HRTF6wiuTUNFS2Sr4d+DklixU1LzTAYDAwaNJMwh6Fc2D1QiGvo2MZM2sJer0enU6Hb1EvRvXrgYPKDgBLdy/UPQYhVzmg12SQ8OsCciKfiQXLZDh17IGyQhAGnQ59eioJvy9BGxuFoogPzl36YGHviEGnJ/vJfRLXr8CQk2183KpIUbyHjcLSwRFdejrP535P1tMnZjq8en2Jqkp1DDodutQUXiyYSXZkBACuHT/GuVEzDFothuxsIpYvQHPvrvFxuYs7qg6fI7dVYcjUkLbtZ3SxESIV1oF1sKnZyPSMgzM54fdJ27AYuZMap8HT0cU8N4anbliCPjH2vZUFwIsXL5g1ezYpyULbGDF8OL6+viLZd+7cYeGiRQBotVoqVKhAv379sFIouH79OuPGj8fb29sYf/asWVhbWwPwPCKSGXMWkJKSip2tLd8MHUgJ32Ii+bfuhjF38Qqj/IrlyzHwi8+xUijQ6/Us/Wk1Fy5fxcJCjoO9PSMG9qNoES+RDLWDjM6hCmxtZGRmw6Zj2UQn5r9DWb2MBaGBlshk8PCFnq0nc9AboFppC+oEmNq0o0pmKouIKKYuWE5SSioqW1vGDOpDSR/v/MRjMBgYMmEG9x6Fs/f3pQA8DH/G7BWrSUxOwUIup1ypkozo0wNrayvjc+8ir5b9/BsXLl9Fp9MRUL4sQ7/sg0KhMMurD+tbYmcDmdmw+biWmKT886pqaTkhlSyQyWQ8itTz5yktLzd+PZxltKlliUppih8en8K47SdJyshCZa1gcts6+Ls7m8m9H53IjH3nSEjLBGBggyAalTPVO4PBQN/f93MnMp6T34jHlvCEVMbvPkeSJldHyxr4uTqa64hN4vuDl0lIF3QMqF+JRqW93xgGuf35bztJTMsQ+vNurfH3chPJv3AvnAFLNor78xHdsbFS/GXYS5Jin3Bg7Sgy0xOxsrGncZfpqL1KmaXj1tnNXDq0AoNBj3epmoR+OB4LC5Mcg8HAtsU9iXl+my+mXxA9+zwigu/nLCQ5JQVVbp0q7usjln83jHmLhU98aLVaAsqXY+AXvfK0v19faX9fGttfeGwi49buITE9E3sbKyZ3aW4+7j14xoDlWyjuZqoHq4d0wcZKwbZzN1l7/LLx9+jkVKqU9GbO5+1MaXgRwY9z5pGckoqdnS1fDx1slobbd+4yb7HQ1oS6X47+X/TBSqFg74FDbN2+wxg3Lj6eihUqMHGs6dMK4fHJjPvjKIkZuenoEIK/hwuvcj8qgRm7ThOfJnyOaGDjajSuUIJzj14wb/8FNNk5ANQv48OQJsHI5aY+JDwmgXG/bjfNc7q3xb/Iq3XqCQMXrsfXQ23Kq697iuqNwWCg79zfufMsipOzvxY9L8yl/iApNUOYI3zWwXyOEPaYgfNWi+dSo/tiY6Xg/J1HzN+yn4ysbGRAvUplGPxBE+Ry4QzCqkhRig0fjaWjMLY+mz0j/7G195fYVw0WxtaUFJ7Pn0l25AsA3Dp2xrlRc5DLyHr+jGdzvkefnmZ8vPycsXi0bohtcW9OVGtHyrW75Eexzz7E7+s+IJcTf/QsNwdOwqDVvjEMQOFZBM8vv8LC3gF9RgZRS2eR/TzcLB1un/bBtnJV0OvRpaYQvWIuOdHCp+Ys1W64fzYAKy9vDHodyQd3kbRvu6gsxv3ycl5rw+Se7fF/ZV57IewxAxesEZf3SNO8dural/NaPUH+Pozs3MI4rwV4mpjGhAOXhL7QSsHEplXxUzuY5dX9uGR+PHqd+Izc/q52eRr6F0VvMDDv5E3OhEej1RsI9FIzumEgCgvpNpzEmynQYjIsLIxPP/0UgM6dO9O9e3fat29vDO/QoQMTJ058qxea+vsOOtavStvaQRy4dIvxP29lzdgvzOL5eriyYfyXZr+X9vbg9zF9UVhaoNfr+WrpBjYePU/XJrUBWLpwFk2at6ZhkxacPnmUBXNm8OPcZSIZxUv48cPcZVhaWqLX6/lh2nj27vyTNh0+IjoqknW//8TMectxcnZh+uSxHNi7gxatOxif/27DfjrWqUy7GhU5cCWM8Wt2s/ar7mbvWtzdhY0je5r9rsnOYciKLUzp2ooqft7o9HqScyc6xnz6dRsdQ6rTtm5VDly8wfhVm1kzfoB5Pnm65btQtLOxZkCHJqRpMlm45YBZOMD3y1bTvkl9WjWoy+EzF5my8Cd++n5cvnHX79xPUQ83wh6ZOmFXFyeWfjcKm9xJ8pyf1rJq458M+1yYELp80o+0kwdIP3MEZZVauPQYRPSMb0RylZWqY+1XlsjvhoNeh0OLD3Fs/ynxK2Zh0OaQuH4lOS/CQSZH3WsYDs06kLxzg/H5ogOGk7B3J0mH9uFQpz7eQ0fycLi43jjUqI1tuQDuD+oNOh1unbvi0b0Pz76fhE0JP9St2nG//2foMzNxCm1MkX6DeTi8v/F5VZtuZF06TtbV01iVr4qq/Wckr5gq0pF19RRZV08Z/3fsP4ns62eN/xuyM0leOjnfvH0fZQGwYMECWjRvTpMmTThx8iSzZs9m/rx5ItklSpRg3ty5xrYxZepUdu3cSYcOQv339vZm0cKF+b7X7EXLaN2sCc0bN+DYqTP8MHchS+Z8L4rjV7w4S2bPMMqfMH0mf+7ay0ft23D63EVu3rnLivkzsbS05LcNm1m5ei0TRo0QyfignoJzd3VcuqejYgk5H4VYsXCb+XcVne1lNK2mYN6WTNI00KOZFTXKWXDmto6L94S/lwz70Bo7G2Ey+OPSn2nbpAEtG9bjyOnzTFuwgpU/Tso3zRt27KWopzv38pSFlULBsN7d8C/ug06nZ9Kcxfy+dSe9PjZ9d/Vt82r3gUPcf/SYZXN/wNLSklkLl/LHjt18/EE7kYz2dSy5EKbj8n09AcXlfFjfksXbc8zzSgVNqliy8M9s0jTQrbElwWXlnL2jR2EB3Ror2HQ8h/BoAzIZTP3cmim7z9CxSmnaVfbnwO0njN9+irW9W4vkanK0DN14mCnt6hLk4yH0dZpsUZzfz93G29meO5HxZu81df9FOlb2o23FEhwIe8b43edY072pmY5hW07yXasaBHm7CToys98Y9pLv1u+lY51A2tWsxIErdxn/207WfvOZ2bsUd3dh4+heZr+/KQzgyMYJBNTqRLngD3hwdS8H142m8/DNojjJ8c85t2cenUdswdbelV2r+nPrzEYq1f3UGOfqsV9wcPUh5vltMx1zFi2jVbPGNG/c0FinFs/5QRTHr3hxFs/+3linJk7/ke279vJh+zacPneBW3fCWDF/FpaWlvy+YTOrVq9h/KivhHzaeICOtSrRLjiAA1fvMX7dXtYO72qeF27ObPzafDxsXyOA9jUCjP9/8P0vtKpaThRn3qIltGzelGaNG3H85Gl+nDufRXPE34YsWaIEi+bMNKZh8rTv2bFrDx3bt6V5k0Y0b2La1OvTfzCNQuuLnv/uzxN0rFaOdlVKc+DmI8ZvPcbafh1EcTTZWoas3c+UjqFU8fXMrbdCH+NgY80PnRri7eJAVo6Wvr/sZsfV+7SrYtoMnrJmFx3rBtGuVmUOXL7D+NXbWTvKvH74eqjZOLaP2e8v+f3QObzdnLnzLMosbOpvf9KxXjXa1qnCgUs3hbnUt/3y0eHKhgnmcwcHOxtm9O2Et5sLWTk59Jv9CzvPXKVtnSoAeA8aQcLenSQe3ItjnRCKDR/Fg6Fi+Q4162BXPoB7A3qBTof7x93w7Nmbp9MnoQqqinOTFjwY9iV6jUYI69GLiMWmMSfqj308mrmSWkdfb/GmLO5N6YlDOBncgazoOKptWYJPn06EL1n7l2Ev8eg9mORDe0g5fgBVcF08+43g6beDRTrsqtbEpkx5wkf1B50Olw5dcP34MyLnCd/SLTJ8PAnbN5J27gQAFo5OouenrNlBx3pVafdyXvvLNtaO6ZtPWajZOC6feW0xD9aM6YvCQpjXjli2kQ3HLtCtcS1jnKmHr9AhoDhty/ty8P4LJu6/xG9dxN/Z1uRoGbHjLJOaViWoqCs6vYGU3P5u260n3I1JYk2XhljKZUw5dIV1Vx/QvWpp/q+iN0hmru+LAm052NvbEx8vDOhJSUlotVrj/wDx8fGoVKp//DIJKWncDo+gZY1KADSuUp7oxBSexphPIl6H0toKhaUFADk6HVk5WmQymfH9Ht4PI6RhEwBq1QkhPjaGyIjnIhnWNjbGk0atNofsrCzI3VQ8c+oY1WvUxtlFjUwmo1nLtpw4dsj4bHxqOrefRtGqWgUhDYGliUpM5Wls4t9Ow56Lt6lUvAhV/ITdcQu5HBd7W3E+PXlBy1qBgo6qAUQnJPM0+u/nk6PKlqDSxVHmOQ3JS0JyCncePqFZfaGzalCzKtHxCTyLjDaL++jZC46fv0K3Di1Fv1spFMbFi06nR5OVDTLT7qyVrx/p544BoLl8BktnNZZunq9INyCzVCDLPVGRK5XoEoV0amMihYUkgEFPdvgDLNTi3V1lqTIkHREWyymnjqNwc8fKq4hYgwFkCgVyK+FdLWzt0MabTgVlFpbIbYQjFwuVipy4PGF29lgUKU5W7sIw+/Yl5I4uyF3Eu455sSxaArmdPdlh114bJy/voyySkpK4d/8+DRs2BKBunTrExcURESE+YbURtQ0t2dliOa8jPj6ee/cf0qSBMHGrX7smMXHxvIiIfEW+tZn8l+1XJoOcHC3Z2TkYDAYyMjS4uapFz9vZgLebnCv3hYXgjcd6nFQy1A7m71ixhAW3w3XkHixw9raWyv4WZvGKuclQKYXnE5NSuPvwMU1DhM2p0FrViYlP4Hl+ZfH0OSfOX6brB+IFVLEinvgXF05TLCzklPUvSVRsnDE8MSn5rfPq4eNwqlauiEKhQCaTEVw1iINHjpnlVVFXGVcf6AG4+USPo50MF3uzpBBQwoI7T/XGvDp3V0+lkkJeVfaT8yxWT3i0MHAbDEJ5346Ip1XFkgA0LudLdEo6TxNSRHL33HxExaJuBPkIJyYWcjkudjbG8AcxiRwJe8rntQN4lfj4eG5HJdCygnCK2bi0N9GpGp4mpop13A6nYhE1Qd5uJh22Nm8Mg5f9eSStqgv6GweWye3PE8wz6R+SkRpP9LOblKnaFgC/ys1IS4oiKVZ8OvLw2j5KVGiInYMbMpmMgNofc+/yLtO7Rt7n0Y1DVGtkvvgw1akQ4J+2Pxk5OTnG9peekYFrbvuLj4/n9rNoWlUtD0DjyqWISirYuJeX6+GRJKRlEBLgZ0pffDz37j+gcYNQAOrVqUVsbNwb05CVnZ1vF3Un7B5JycnUqhFs0pGm4XZEHK0q+wvpqFCCqOR0nsYni57dc/0BlbzdqeIrjFdCvRXGiHJFXPF2EU6ErBWWlPFSE5FkqpMJKbl1KriioCOobO48p2B16kFELEeuhfF5s9pmYca5VM3Kgo4qFYhOTC7QXKqsTxG83Vxy06GgTDEvIuKTjOHKUmVIPCyMrcmnjqFwdcfK6xVrGYMBmaWVcWyV29oax0+bEv6k37qBXiN0KqkXzuLcULwRlHDyIpkvzPvWvHh90IzonYfJihb60PDl6yjSufUbwwAsHByxLlGKlJPCHC7t/Eks1a4oPMTWLkI6FMhyrdPkSlu08YJM24AgDNoc40ISQJdsyqeXZdFKNK8tWFkoraxQWOSZ12bnkLdKJ2RkcScmiZZlBeuVRv5FiE7T8CwpTSRnb9hzAjxdCCoqnERbyGU42wqWQ/djU6hRzB2FhRyZTEad4h7suvOKpZiExGso0Mlk48aNGTBgAIMGDWLDhg00bdqU0aNH8/PPPyOTyfj666+pW7fuG+VkZWWRlSU+KbC2tiYqMQVXRxWWuY1GJpPh6eJIVEIyPu7iSePz2AS6fLcUuVxGuzpBdAo1DQgRcYkMXbyO57GJ1KtYik6h1QGIjIzE2UWNhYWlUb6ruwdxsTF4FRGbqcVERzL9u2+JjnxBleq1aN6qPQCxMdG4uZsWPO4ensTFxhj/j05MxdXRDstc0wCZTIansz2RiSn45DHtAXgWl0jnH37BQi6nXY2KdK4XBMDDqHgUlhYMXLaZmKQ0ShVxY0T7BsYFZVRCMq6O9uJ8UjsRlZCEj8cr+RQTT5eJC4V8qluVTg1r/mXZGNMfl4Crs6NIh4ermui4BIp5mUxltFot05f8ytj+PbGQm+9N5ORo6TV6ClGx8fj5evPjSNMpqS45EfR6k6zEOCxcXNHGmnZZNdcvYl26IkV/+AlDpgZdUgLRs81P5GRW1qjqNCJp2xrR79qEeJGOnNhoFG4eRhNWgNTzp1FVCqTcb3+g02jQxsfxaNQQADIfPyTuz82UWbkWXVoq+pxsHo0aanxW7uCCITVZpEOfnIDc0QV9gqle5MW6Sl2yrp0FvenkS6awwrHPWJDLyb57Bc3xXcKsnPdTFrGxsbi4uGCRR4ebmxsxMTEUKSJefEdHRzNp8mQiIyMJrl6d1q1aGcMiIyMZOGgQcrmcpk2a0Lp1a+PvLi7OIvnubq5Ex8aZmalGRcfw7ZTviYiKpma1KrRrKTj1qhVcjSs3bvFh994olUpc1S7MnS4+EXRSyUjNMJD33n1SmgEnlYz4FINZ3MQ002+JqQacVeazzuplLbl8X0v9Sgqi4+NROzvlUxbxeL9SFj8s+YlRA3oZzcLyQ5OZxc5Dx/ji04+Mv8XGxb11XpX2L8nOvQdo37oF1lZWHDt5mqjoWNGzjnb55FW6kFcJqa/klZ2MpDx59TJPAdydZWh10L2JJQ52MqISDERGRuKqUmIpz9MPOtoRlZyOj4vJ9OpRbDJWlnIGrT9EdEo6pd2dGd6kOi52NuTo9EzedYaJrWvnm4eRkZG42r2iw96WqJQMfJxNK+JH8SlYWcgZvPk40WkaSrk5MrxBIC62Nn8ZBhCdmIKrg0rcn7s4EJmQgo+b2PTxWVwSnWf8hIVcRrualehcv+rfCktLisTOwQ15nnFJ5exFalIkTm4mc9/UxAjsXUxt0cGlKKmJwkJKp8vh8MZxNPp4KrJ88up1dSrmNXVq3JQZxjrVNk/7u3rjJh9172Vsf3OmTzaVhcOr454DkUmp5uNefBKdZ/4m5EVwAJ3rBpq977azN2hdrbxxAv1Sh3ka3IiJjc0nDdFM+G46EVFR1KhelTYtW5jp2Lv/AI0ahIiuqEQnp+GqshWnw1FFZHIaPmqT+fTD2ERhjP5tLzEp6ZTycGFEi5rGBeVL4lIzOHjrMQu6mhwTRuVXp5xfznPEdep5bCIfT1spjN+1KtM5pBogLCgmr9nFxK6t820bUYnJ+c+l4l83l1qMXCYX5lINapjJi0tO5eClW8wbZDppFsZW0xiWExuNwt3daMIKkHLuNHaVgii/Zgu6DA058bE8GjkUAM2DMNSt2mHp7II2MQGnBo2xsLXDQmWPLk28IfRXKH280ISbdGrCX6As5vXGMBDMU3VJr8xD4mKxdHU3mrACpF8+h22FyvgtWYc+MwNtQjzPJgtmxVZFfdClJOM5aBRWRbzRxkYT+/sKcmKEeYwwr7X/m/PaRD6eshS5XE672oF0zjOvfRGXyLAl63kWm0C9gNJ0zp3XAkSnZuBqa2PWF0amaijmZDrgeZwg9HdD/jxNTFompVwdGFavIs621pRzd+KPm4/pVLkk1pYWHLj/gsjUjL9dDhL/f1Ogk8mZM2fi4OBAv379yM7OZsOGDVSrVo3y5ctTvnx5IiIimDFjxhvlTJ8+HUdHR9Hf9OnT//Z7lPXxYu/3I1g3rh+z+3/M5mMX2X/xpjG8iKszG8f35+CPX5Gdo+PQ5TsFSSYA7h5ezFm4ilW/b0Gbk82508cLLOOvKOftwf7J/dnwTU/m9OrAplNX2XdZuA+g0+s5FxbOuM7N2PBND9wdVUzduL/AOsr6FmHvrFGsmziQ2QO7svnoefafv/5O07Fq03ZCa1ShuHeRfMMVCktWz5zIrpVz8C3qxbYDx/KN9zqsfP2wKlKMF6N682JUbzLDruPyyStmzxaWuPYeQebta2iunitwGpSlymDjW4I7PT7ibvcPSbt2mSIDhgvv7+GJY+16hPXtyt2enYj/czM+34wvsA4jCiusAoLJumLaxdSnJpM4+2uSV0wlZfVsLH1KY1O74F6RC7ssXuLh4cHiRYtYu2YNOTk5nDp9GgA/f39+W72ahQsWMG7cOHbt3s3x4wVvN54e7qxcMIs/Vq8gJyeHE2eEMg178JAn4U/Z+MtyNv26nCqVKzIn935XYaGwhMp+Fly4q3tz5Dz8tHEb9WtUo7h3/vdaQVjcT5i1kODKAYTUrPaP3u91edW8UQOqVwlk2OjxDB09Hu8iRYyT8HeNXAZ+ReRsO6Vl4bYcUjL+vmmRTq/n3ONIvm1Zkw192uBub8u03cIp/7LjV2lU1oeSbk5v9X46vYFz4dF826wa63s0xV1ly7T9l94YVhDKFfNk/5QBbBj1OXP6dGTTySvsyx13/irsXXF+3yL8KjXBxcPvzZHfgKeHOysWzGbz6pVk56lT93Lb34ZfVrDx1xUE/YP2V87bnf0TvmDDV92Y83k7Np2+xr4rYaI4GVk57L0SRocaFd8iDR4sWziXjb/9TE5ODidPnxWFazIzOXr8JC2aNvlH8nV6A+cevmBcu3ps6P8B7g52TN1+ShQnLTObwWv20bNuJSoUdXuNpNdTrpgX+6YPZv2Y3sz54iM2n7jMvkuC+fKyncdpFFiGkq/cSS0oZX282PvD16wb15/Z/buw+dgF9l+4IU6HJpMhC9bQo1ldKhR/fX+WHy/H1tvdPuJOt46kXbtM0YHC2Jp+/SpxWzZQfOJ0/OcsRpssnP4adAXra98HNiVLYeVdnEcDPuVR/0/JuHUVj965prAWFthWqEzC1nU8HT2Q9OuX8BoypsA6yvl4se/74az/th9zvuzM5uMX2ZdnXlvU1ZmN477k0A9fka3VcuhKwfsQrd7A+WexjG0UxNpPGuCmUjL9yFUA2pT3obavB33/OEHfP07g46TC4m9YHf2bMegN/9q//xoFWkx6eHiwf/9+UlNT2bt3L46OjixYsIAHDx5w7do1bt++jZ/fmwez0aNHk5ycLPobPXo0ns4OxCWnoc3tTAwGA1EJyXi6iB0qqJQ22OfuHHs4O9IsOIDL98PN9NjaWNOsegB7chdQXl5eJCbEo9NpjfLjYqJxdXu9SaJSaUvd+g05fvQgAG7uHsTGmE7OYqKjRM97ONsTl5yOVqc3pSExFS9n8UVoldIae6W18ZkWVcpx+ZFgbuvl7ED1Uj54ONkjk8loVb0C15+YTtI8XRyJS04V51N8Ep4uTq/PJxdHmtWoxOX7T16b1ry4u7oQl5gs0hEdF4+Hq3jn9Mqte2zec4gOX37DF9/OIF2TSYcvvyExWbyzqFBY0rpBHfYcP2P8zcLRGfLsqlo6u6JLiBM9Z1czlMywmxg0GWAwkH7mKNZl8pi8yS1w7TMCXUoiiRtXmaXD0kUt0qFw8yAnVmw249ywKWnXrqBPTweDgcRD+1BVCgTAsXZ9Mp88FnZhgYQDe7GrUBFZ7m62PiUBmb2jSIfc0QV9cv4mS9YVqqGLiUAXm8c0S6fFkC7kl0GTTtaVkyh8TM433kdZuLm5kZCQgC6PjtjYWNzd/6ptKKkfEsKRI0cAsLO1xc5OcOjj5upKaEgIN2/dAoS2l5CQKJIfExuHh9vrJ0NKpZIG9etw8Kiw8N5/+BhBlQJQqeyEk8+GoVy5fgulvRNuPoJZmn9RC+xtZeTxdYGTSnyq9pKkNPFJpLO9+KQSoFJJC6ITDUanNB5qNfGJSfmUhXiH+eqtu/yx+wAffjGc/mOmkK7R8OEXw0lMFsw8tVot42ctQu3sxJBe4ntlbq6ub51XMpmMnp90Zvm8mSz8cRq+Pt4U9/FGae8EwMD2CvyLys3zyu41eZVuOol8NU+T0uBRpJ6U3E3sqw/0eHl5EZemQavP0w8mp+PpaCeS6+loR3VfTzwc7JDJZLSsWJLrL4QT1Evh0ay/cJcW8zfz2S97SM/KocX8zUZHOV5eXsSlv6IjNQNPB1uRDi8HW6r5uONubyv0pxV8uRER/8YwAA9nB+JS0sT9eUIKXi759ec2xmdaVC3P5QfP3hgGoHLyIj0lFn2ecSktMRJ7J/Fpm71zEVITTONASsIL7J2FOC8eXOD6iTX8Mrkhm+d/SnZWGr9MbogmTeiHXlen3N9Yp+py6KiwIbT/8FECK1U0tr9mDUO5ev2mqSxSXh33UvByEttMq2zyjHtO9rSoUtY47r3kwLUw/DzV+HmK21T+fUgs7m6vX6gplUpC69Xj8FHxxtnxk6fw9fHB10fs1MrDUUVcWoY4HclpeDmKr+94OV6S9WQAALNxSURBVKqoXsLLWG9bVfbn+nOTJUp6Vjb9V+8htKwv3etUEj3rmV+dSsxvniOuN82rVeDKg6cAXLr/lPVHL9Bi7AI+m/kr6ZlZtBi7gIRch32ezo75z6XUfzGXcnGkWXBF0VwqPTOLAfNWExpYlm5N64ieFcZW0waVws2DnBixNY5zo2akXbssONUxGEg8aBpbAeJ3/cmDIV/wYFh/0q9fJTs2Br2mYKdhmqeRKH1Ni1ylb1E0zyLfGAagjY/FwumVeYirG9o4cToc6jVGc+sq+gxhjpBy/CC25YVy1cbFkPnkodFpT8qJQ1gX94fczTthXpv69+a1StO8tnn1ily5/9QsvbY21jSvHsDuc6ZFv4e9LXEZmWZ9oZe9+KTc096Wat6uuKuUQn9bthg3ooQ+QiaT8UXNcqz9pCE/dwqhpIsDJfNx4CMhkR/vxE1TyZIlCQgIEJmL/BXW1tY4ODiI/qytrXFxUFHWx4vd54TF38HLt3F3djAzBYhNSkWf22jSM7M4cf0eZXNNF57GxJOjFRptjlbLkat3KJXrwUytVlPSvxTHcu38z5w6htrVzczENTLiOdpcb185OTmcPXMS3+LCIrlm7fpcOHeaxIR4DAYD+3Zvp279hsZn1fZ2lCvmwa6LwiT64NV7eDipzEx9YpPT0OfuTqRnZnH81kPKFhUm7k2DynLraSRpuRf6T95+SJmipkm9i4OKsr5F2H3mqqDj0k3cnR3NTFxjk1JM+aTJ4sS1u5T1yf/U6lVcHB0oU8KXfbkLjiNnL+Hu4iwyqwRYOmUUW5f+yNYlP7BsyijslDZsXfIDzo72RMbGkZlrzqzX6zl85iL+ebxeZj97hF0N4Q6PskottEnxIhNXAG1sNDZlAiDXBMymYjVyXuR2sHI5rr2HGz285ofm4X2cGgi7zw516pMTFysycQXIjopEVTnIuEC0r16TzPAnxjDbcgHIbYRO3iG4FlnPnxq9wRnSU9FFPsW6kmA+bFW+KvqUxNebuAbVJevKSdFvMjt706BsYYlVuSpoo0yDyPsoCycnJ/z9/Tl8+DAAJ0+dwlWtNjNxjYiIELWNM6dPU6KE4A05ISHBWN8yMjI4f/68cXNJrVZTyq8EB44IE9Pjp8/i5upiZp72IiJSJP/kmfP4FRdM/Yp4enDl+k1ycgQHMWcvXKSEbzE0qUnEPn0AwLFrWl7E6QkqJeRnxRJyktMNZiauADcf6yjva2H0QFqzvCXXHop3xauXseDCXZPnP2cnB0qXLM7+Y8Jp7NEzF3BTO4tMXAEWT/2WP5bPYfOy2Sye9i12SiWbl83G2dEBrU7HhNmLcbC345svPzfeSTPpcHzrvMrOziY1Tbgvk5ycwrrN2+jcsT2a1CQAFm7L4fh1HRHxBgL9hWEgoLiQVwn5WJjdfKKjnI/cmFc1ysq5/ujlvVQd3m4yrHOdTJYpJketVlPWy4VdNx4BcPBOOB4OdiITV4Cm5YtzKyKetCzBCcTJBy8o7SH0lT/3bMGewR+yZ/CH/NyzBXbWCvYM/tB4p1KtVlPWw5ndt4RJ3MF7z3FXKUUmrgBNyhbjdmQCaVlCvTn5MJLS7k5vDIPc/tzbk10XhEXTwatheDjZm5m4mvfnDyhbzOONYQC29mrcvcsTdknw/vjw2j5Ujh4iE1cAv0pNeXzrMOkpsRgMBm6eXk+pIOFu9IeD19Bz/GF6jj/Mh4PXYGWtouf4wyhVwnsKdaokB3LvzQp1Sv3GOnXqzDlK5tYpL08Prl6/YWx/Zy5cMnoYVqvVlPN2Z1fuydnBa/fxcLR/w7iXzfFbjyjrLd6w2nr2Jh1qmt+RVavV+PuV5OCRowCcOHUG17+ThrNnKVGiuCjO3v0Had60sbkOlZJyXq7suib0JwdvPRbq7SuLsKYBJbn1Io60XOclJ+8/o4ynkNcZWTn0X72X2qWK0Te0ipkOFwc7yhbzZNd5YTFw8MpdPJwczExcY5NTxfXmxn3KFhOu2Pz8VQ/2TB3MnqmD+PmrHtjZWLNn6iBc7O1ydeTOpc4K9/IPXr719+dSPkJ+ZmRmMWDuampXKEWf1qFm6dA8uI9zrv8Jxzoh5MTHikxcAbKjIlBVrmIcWx2Ca5EZ/tgYbukspFlmbY1Ht8+I3bzOTM+biNy6D4/WDbHO9Ujr27cLERt3vTEMQJeSTNaThzjUFZwyqYLrok2IE5m4AmTHRKGsEGich9gFBZP1TOh30q9dwNLFFUtnIW/tAoPJjngGuYvHl2WxK8+8VijvV8oiWVwWx2/co6yPUN5PY+LJ0ZnmtYev3KWUt6kPcbG1pqybE7vvCptUhx5E4K5SikxcAZqUKsqt6ERjf3fqSRSlcr1fZ2l1Rmc8iZosfrl4jx5VzT1KS0jkR4HuTAJoNBouXbqEi4sL5cuXF4VlZmayceNGunc399T2d/m2axvG/7KVVbtPYKe0ZlKP9gBMWv0nIZXKEBpYlkOXb7Pp2AUsLOTodHqaVK1AuzrCfcMLdx+z7vA55HIZOp2e4HIl6dM6xCi/38ARLJgzgz82rsHW1paBwwSX4Ivm/UD1GnUIrlmHG9eusGvHH8jlFuh1OipWrsJHXboB4OlVhI8//YwxXwv3zQIqBtK0RVtRGsZ1bsq4NXtYuf8sKhsrJn8qDPgT1+4htKI/oRVLcfDaPTaevIKlXI5Wr6dpYBna1xTMerxcHOjVpBbd565BLpPh7qhi/Mdis8dvu7dn/E+bWbXrKHY2Nkzq1VHIp5+3EBJYjtCgchy6dItNR85hIZej0+tpUi2AdnWFuzqarGzaj5lNdo6WNE0WzUbMoFWtIAZ/aNIz8ovuTFm0il+37MZOacPYAZ8DMG3JL9SrFki96oF/WZYPwp+zbO1WAAwGPaVL+DK8l8l7aMKapah7DMKheUf0mRkk/Cp4AXXp2h/N9Qtorl8g9dgeFF7eeH07G4NOiy4liYS1gvdd22p1sa1Si+znT/AcOwuArId3SVy/wqjjxcLZFBs2EvdOn6LLyOD5XMEjZtFBX5Fy7jSp508Tv3Mb1sV88F+wEoNWizYxgReL5gCQcuYEytJl8JuzDIM2B32mhqc/ij21pu1Yjar95yjrtcSQlUnatp8BsGvbg+ywq+TkOtqRqz2w9PQhZY3YQ6rCpxTKBu2EextyOTmP7wp3JvNQ2GUBMHjQIGbNns2GDRuwtbVl2LBhAMydO5eaNWtSs2ZNrl67xvbt25HL5eh0OgIDA/mkSxdAWIDu2rULCwsLdDod9erWpWkTkxnZsAFf8MPcRazdtAVbWyXfDBE8CM6cv4RaNapRp0Z1rly/yZYdu43yq1SuSLePPwSgXavmhD97Tp/BX2FpaYGzkxPDBph7et5yIodOoVY0CLQkKwc2HTV55+xYX8HtcB13wvUkpBo4cCmH/u2Ek5JHEXrO3TYtJl0dZRRRy/npkdi75zf9PmPqguWs/mM7drZKxgwUHJ7MWLSKutWDqBtsPoHMy+GT5zh29iJ+vsX4bIRw/7di2VKM6NvjneVVWnoGw8dMQCaTYTAY+KBtS2oHm5vSbjul5cP6loRWtiAzG/44YVo4d6hryZ2neu4+1ZOYCgevaPmiteCA4nGknvN3hYlPcjocvaajXxsFegOkCIcjjGtZi/HbT7Hq5A1U1gomtRFONibtOE1IaW9Cy/jg5aiiV92K9Ph5j9DX2dsyrlUt/i7fNq3G+D3nWXX2NnZWCia1FO4YTdpznhD/ooSWKoqXgx2f1ypPzzUHkctkuKmUjGsm3Df6q7CXjOvSnHG/7WTlvtOobKyZ3FW4IzxxzW5CK5YitFIpDl69y8YTV7C0kKPV6WkaVJb2NYWTi78Ke0mDTpM4uHY0Fw8uw8paRaMugpfIQ+u/pURAQ0oGNMTRtRjBzQexeb7Qbr39gwmo3flv59WwAV/w/dyFrN20BTtbW7421qnF1K5Rndo1qnPl+g22iupUJbp9LNznbdeqBU+fvaDv4BFYWFrg4uTM0AEmj5TjOjVh3Nq9rDx4HpW1FZO7CGPJxPX7CA3wIzTAn4PX77Px1DVTXgSWpn2waeH4JCaBsIgYmgV+QH4MHdifH+fMZ93GP7C1VfL1UGEcnjV/IbVqBFO7RjBXr19n2/ZdQhr0OoIqV6Lrx52MMp49f8HDx4+ZWi9//w7j2tZl3NZjrDx+RUhHB2H+MHHbcULL+BJazhcvJxW9QgLpvmK7UG8dbBnfrh4Aa87c5ObzGDTZORy+LSycmlQoSZ/QIJOOT1oxfvV2Vu09hcrGmknd2wAw6bedhFQqTWjl0hy6cpeNxy8Z5whNqpSjXa3Kf7e4+bZbW8b/vJVVu48Lc6megkfaSb9uI6RyGUIDy3Ho8i02HT1vmktVC6BdrrfWtYfOcOvJczRZ2Ry+LGwSNKlWgd6tQgF4sWAW3sNH4d45d2ydI1xx8h7yNSlnT5Fy7jTxO7ZhXcyXUgtXYdDljq0LZxvfscTUmchkMmSWChIP7yd+x1ZRGgIWT8K9RSjWnq4E71qFNjWdo+WaUnHZFKJ3HCZm52E0j59zb/J8ah0TFqIJx8/zdLng0f2vwl4SvXI+nv1G4NK+M3pNBlFLhffz6DOUtMtnSb90luT9O7AuWgzf7xeDToc2KYGYVQsAMGRlEbNqAUW+mYxMJkOXkU7kfPG1rXGftmH8L9tYteeEUN492wtlsfpPoSwqC/PajccuGttGk6rlaVdbqDPn7z5mXe5cTqvTU6NsCfq2EnshHtMokIn7L/HzhTDsrBRMaCKU4+SDlwkp6UVISS+8HGz5vHoZPt90DBky3FVKxjYKBCAtK4e+f5xALpOhNxjoEuhP/ZKvOCL6P4ZB8ub63pAZCpDb9+7do2nTpjx9+hSZTEbdunVZv349Xl5ChYuOjqZIkSJGM5SCknFs/T967u9iG/Ixtx5EvjniP6SCvxeZ+8xNLd8lNs16kXHqj0LVYVunIwk3Tr454lvgUrEuT/vlP2F4V/gs3cKN1g3eHPEfUnHnEeIn9i40+QDqiSvfS1k8eviwUHWU9PPjxb0bb474FhQtXZGRyzWFJv/7vkpibxX8Tm5BcKtQ473k05hV5p9KeZdM62WN5vdphapD2XUMGave4v7yG7DtNZnMA78UmnwAmyY9Wbi7cCc8A1vKeH7v5psjvgXepQPI3F2495dtWvbl6f13e9c0Lz6lypG5ceabI74FNp2+QnP4t0LVoWzYjYzjGwtVh239TlxvGVqoOirtPsouRZlCk98qJ4x7XZoXmnyA0uv2ojla8NPWgqAM7ULa4lFvjvgWqPq/2RfKv5Hu4wpvvv+2rP7u//ZC/VUKZOY6cuRIAgICiImJISwsDHt7e+rUqcPTp+Z23RISEhISEhISEhISEhL/XQpk5nr69GkOHjyIq6srrq6u7Nixg/79+1OvXj2OHDlidL4hISEhISEhISEhISHxv0D/H/Sa+m+lQCeTGo1G5GRHJpOxZMkS2rRpQ0hICPfu3XvnLyghISEhISEhISEhISHx76NAJ5Nly5bl4sWLlCtXTvT7woWC45S2bdvm95iEhISEhISEhISEhITEf4wCnUx26NCBdevyv0y8cOFCunTpInlPkpCQkJCQkJCQkJD4n2HQG/61f/81CrSYHD16NLt3735t+OLFi43fyZGQkJCQkJCQkJCQkJD471KgxaSEhISEhISEhISEhISEBBTwzqSEhISEhISEhISEhMS/Gena3ftDZpByW0JCQkJCQkJCQkLiP8Ino57/r1/htayd4f2/foV3yr/qZDJ+ct9Cla8ev5ybD6IKTX6Avycxo7sXmnwA9+mrSf5xUKHqcPx6AemntxSqDrvaH/C03weFqsNn6RbCOjcrNPllNuzjUoM6hSYfoOqRU8TfPF2oOtQBtdl7NbtQdTQPtEJzNH/nXe8KZWgXvvwxqdDkL/naicz9PxeafACbpp+hObKmUHUoG3zKoLkphapjwVAHUs/vKlQd9sGtSLh+otDku1SqR+aWeYUmH8DmgyFM+j2nUHVM6Krg2K2MQtURUsGWyBGfFKoOr1lrCX8QVmjyff3LvJcx6X3MczIPrS5UHTaNuvN8UKdC1eG9YCP3ujQvNPml1+1ll6JMockHaJUTRvqZbYWqw65WezJO/VGoOmzrdCxU+RL/9/lXLSYlJCQkJCQkJCQkJCTeBoPkEPS9ITngkZCQkJCQkJCQkJCQkCgw0mJSQkJCQkJCQkJCQkJCosBIZq4SEhISEhISEhISEv8Z9HrJv+j7QjqZlJCQkJCQkJCQkJCQkCgw/2gxefjwYSZPnsyXX37JgAEDmDVrFvfv33/X7yYhISEhISEhISEhISHxBhISEvj0009xcHDAycmJXr16kZaW9pfxBw0aRJkyZVAqlfj4+DB48GCSk5MLpLdAZq4xMTG0adOGixcvIpfL0ev1BAUFsWXLFkaOHMnw4cP54YcfCvQCeZG7uKNq9xlyWxWGTA1p239GFxspimNduTY2NRqZnnFwJif8Hmmblori2bXtiU1gbRK+H4IhS2P8PeLFcxbOnkZKSjK2dnYMHDYaH98SomfD7txk+aI5AGh1WsqVr0ivfoNRKKwAOLhvF1s3r8GgN1CxchB9+g/H0tKUlRZqDxw+6ovMzh5DZgYpm1agi3kh0mFTtR7K2k1Nzzi6kP04jJQ187EqVRG75ia323KVA/rUZBIXjjf95uSGsmVXZEoVhiwNmj2/o48Xf/ZEEVAD66qhxv9lKid0zx+S8edK5K5eKBt3QmZrD3oduqhwNAc3gdbkpv5pVBzjV24iKS0dldKGSb0/wq+oh0jHxbuPGDT7Z3w93Yy//fLtl9hYKQDYdvwCP+86hsFgoHo5P0Z1a4fC0gIAS3cv1D0GCenTZJDw6wJyIp+J5COT4dSxB8oKQRh0OvTpqST8vgRtbBSKIj44d+mDhb0jBp2e7Cf3SVy/AkOO6TMXCs8iePX/Ggt7B3SadKIWzyL7ebiZDreufbALrAY6Hbq0VKKWzSUnOkJ4T7UbHr0GYuVVFINeT9KBnSTt3W583LqoN8VHfYuloyO69HSefD+VzCePzXQU/aI/jsE1kVlYkHbzOk/nzMSg1SK3UVJy8lTsSpcBCwuutTF3h/4sIorvFq4kOSUNO1sl3w7sTUmfombxQPhQ76CJP3DvUTj7f1sMQER0LGNnLkKv16PV6Snu7cXIfj1xUNkZn4uJDGfN4rGkpyZho1Txaf8peBXzF8mOj3nB2iXf8vzxXdTuRfnmh83GML1ez5+/z+TO1VPILSywUznx8RcTcfP0McYJj45n3C9bSUrLQKW0YXLP9vgXcRfpuBD2mIEL1uDroTb+tnpkb2ysFFx7+Iypa3cCoNXpCfL3YWTnFlgpTO3PzUlOj5a2qJQyNFkGVu/JIDLe3Kubi4OcHi1sKeZhQVyynmm/phrDyvhY0r6+DdYKGQbg5iNTuwiPSWDc77tITMvAXmnN5K6t8PdyE8m+cD+cAUs2UdzdxZSG4d2wsVL8ZZgon37905RPPdrmk09PGLhwrTifvvlcJMdgMNB37m/ceRrJyTkjzfLAzUlO16Y2uXkFv+/XEJWQX17J6NpUibebBfEper5fky4Kr1lBQZNqVshkMu4/0wLwNCqWicvWGfuPCX274OftaSb75Xt+OX0Jd8Ofc3TZNOPvv+w8xK4TF1FYWmClsOSrbh0I8PM1hj+LjGbywp9ITk1DZavk2wGfUbLYX7SLSbMIexzOgV8XmIV/t/Andh87zf5f5mNvZ2v8PTwuiXGbDpGYnom9jRWTP2qEv4eL2fP3o+KZsf0E8WnCZzgGNq1B4wA/ALZcuM3Px66gNxgI9ivKmHb1UVhYiPPYHtrXtsDWWkZmjoE/T+uIfc14HuQno04FC2QyeBJlYNd5HXoDeLvKaBUsyJXL4VmsqSyjI8L5ecF40lKSUNqq+GzQZIr4+Ink3r1xni2/zScrMwNkMipWrccHXQcjl8t5Hn6fdSumk5KciIXcguKlAvikzyisrG0AsHD1xKlLP+R29ug1GSSvX4o2WjzuKauHYFfP9LkmCyc12Q/vkPjrXADsQlujrFYPZDJ0sZEkrV+GIdP0WZMXLyL4cfZcklNSsLOz5athQynu6yPScfvOXeYvWgKATqelQvny9O/XFyuF0C4eP3nCoqXLSUxMAuCz7l2pW6e28fn3MS697VxH7qjGadBU0bwiddNS9Imxxv/DYxIY9+t2EtM12NtYM7l7G/yLvNJP3QtnwKL1FM9Tn1d/1VPop/4iDMDSzRPnrgOQq+wxaDJI+H0x2qhXvusnk+HYvhs25QIx6IV8Sly3DF1cNAA2Farg2KEbyORoI5+S8PtiDJmm+ZrCswieX36Fhb0D+owMopa+Zvz+tA+2lauCXo8uNYXoFXPJiRby01LthvtnA7Dy8sag15F8cBdJ+0zjd/k5Y/Fo3RDb4t6cqNaOlGt3yY9in32I39d9QC4n/uhZbg6chEGrfWMYvJxLbSApNQOV7cu5lLgvvHjnIYNm/ySeS40bYJpLHTvPz7uPYtDnzqW6dzDOpQDCo+MYv3Kzsb+d3OvDfOdrA+f8ItLx69h+2FgpiIhL/H/snXV0VFf3sJ+Z6CQTm4kCETQJGiw4BLcWbaFIKbRAKYXSlgpStBRoixcvbsXd3d0tuBOfZCY2kZHvjxsyuUyQtA3v+3u/+6yVtWCO7Hv2PbLPOfucy8iF67n9JIoinirWjCncT9C9C8zm///cXLt160Z0dDT79u0jOzubXr160bdvX1atWpVv/KioKKKiopg0aRJly5bl8ePH9OvXj6ioKNavX59vmvwo0GTyq6++okiRIiQlJeHg4MB3331HcnIy58+f5+DBg3Tq1ImiRYsyaNCggmSbi7J1dzIvHiXzyinsQ6ugbNML3cLxojiZV06SecXy3T23fqPIunZWFMc+pDKYjPnKmDdzEk1avE+jpi05dfwwM6dO4Ldp80VxgoqX4tdp87C1tcVkMvH7+BHs3r6Z99t3IjYmmtUrFvL79D9x91Axceww9u3eRsv32uemd2nfC/3ZQ2RcPI5D+eq4ftiHpFmjRTIyLhwj44LlG2mqQePJvCyUK+vuNbLuXrOU8ZNvybp/U5Re0ewjsq6cJPvGGWzLhKFo2Z20FZNEcbKvnyH7+hmLfnsOJSvynPAfgwH9gXWY4qNAJkPxXk8cwpuQeXJXbvxxSzfRISKcNnWrsv/cNUYtWMeKUQOsdBro68XqsV9Z/f48PpHZm/axavRA1K5KvpmxnI1HztK5cS2hzF37kXp8H2mnDqGoUgvVJwOJnfiDuJwVq+NQMoTon78FkxHXlh/g1q4bmj8nYzZkk7R6AdnPH4NMjvqzb3Bt3h7d9jW56X36DEJ7YCfJR/ahrFEX3/6DeTJM/KzKqjVRBJfj0Q9fgNGIqkMXPLv0InraLwAU/W4Umi1rSD0tvC8bN3dR+oBvfyBh+1Y0e3biXj+CoB+Hc+uL3qI4nq3ew6l0MJF9e2E2GAgY/CPeHTsRu2YVZqOB2L9WYEhOocw0ayMX4Nd5S2nbJILWjepy8NQ5xs1cwKLfRuUbd/W2vRT19ebOA8ug66lyZ+64YTg4CAsiUxeuZOGazXzzWbfcOGv/HEvtxh9QI6Idl0/vZeXsn/huwmpR3o5OSlp1HkhGeio7Vs8QhV2/cIiHty/z42/rsbG1Y8+GeWz/azq9vpmcG2fcym10rFeVtrUrs+/CDUYu2cyqYdbfXQv0UbN2xBdWv5fx92HlsL7Y2dhgMpkYPG8ta46c4+MmtXLjdGum4PiVLE7fyKJyGTt6tHTi1xXWK3MZWWa2HtejcJDRpp5CFJaWYWbhtnQSdCZsbWBQJ2Vu2M+rd9OxdiXa1qzIvku3GLliB6u+72mVf5C3irVDPrX6/U1hAONW7aBj3Sq0rR3Gvgs3Gbl0K6uG9raKF+ijZu1Pn78ynxUHTlPM04PIJ9H5hn/U2JGT17M5czObsFK2dG+mYNLqNKt4GZlmtp/MRGEv4706DqIwtauM92o58OuqNFLSzfR9X9Dl+EXraN+wJu/XD2f/2SuMmf8Xy8Z+k+9zrNx9hGI+am49thijtx8/Z/3+k6yd+ANOjg7sPHGe35ZtZNkYSx6/zltOuyb1ad2wDgdPnWfcrMUsmvhTvjJWb99HUV8vbj98bBV2+MwFbG1t8kkFP286QsfwcrStGsK+a/cZue4AqwZ8KIqjz8pm0LJdjOvUmCpBfhhNJnTpmQA8S0xm9r6zrB7YCbVSwaDlu9hw9iYf1aogyuO9GjZcuGviygMzoQEy2ta2YcEu63HM3RkaVrJh3k4DaRnwUYQNVUvLOXfHREySmT93GXhxVKhTfUuZVsz9hfpNO1K7URsunNzH4j9GMvx38TdNnZxd6fPtRLx8i5GdlcmU0f04fXg7tRu1wc7Oni69h1AsqAwmo5EFU4exe9MS2nzUDwC3Dz4j/fRB9OeO4lgxHLeP+qGZPkKsp3NH0J87kvt/z+9+RX/xBAD2ZcqjqF4fzYyRmDMzUDZph0urTiRvXJIbf9rMWbRq0ZxmTRtz9PgJJk2dxsxpU0QyShQvzsxpk3PH77HjJ7Jt+046tm9LRkYmo8b+wg+Dv6F8ubIYjUZSXlq1fxfj0r9h65izMtDN/5lX8fOqnXSsW5m2tSqx72IkI5dtY1U+fU6Qj4q1w/rkm8frwtw/6kvayf2knzmCIqwGqu79iZs0TBTHsUI1HEoEEzvxezAZcWneAbf3u5K4eCoyewc8uvYjfsZoDLFRuH/4Ka7NO6LbsiI3vU/vr9Ad2EXy0X0ow+vi228wT34Sj9/OVWviGFyWx0P6C+N3+y54ftSL6OmCPot8O5LErWtJPZP/+B2zYQ8PJi2g1uH8jW0ARVAxyowexPHw9mTGJlBt4xwC+nTi8ZxVrw17wbilG+nQoAZt6lVj/7mrObaU9WQt0NeL1T9/bfW7YEvtZdXoQajdlHwzfSkbD5+hcxPLIsgvSzfTsUF12tStyr7z1xi5cD0rR36Zr4z8JorOjg582b4pqfoMZm7c90pdSPz3EhkZye7duzl37hzVqlUD4I8//qBVq1ZMmjSJIkWKWKUpX748GzZYvlNasmRJfvnlF7p3747BYBBtlL2OArm57tq1i3HjxuHq6oqDgwMTJ07kr7/+Ijk5mUaNGjFt2jTmzJlTkCxF2BQJJPOqMPnJiryI3M0DuYfXK+PbFi2O3NmFrDtXcn+TObugqNuStL1rreJrNBru371Ng0ZNAahZpwGa+Hiio8SraQ6OjrkKNBiyycrMQiaTAXDqxGGq16iDh0qNTCajWau2HD9yQCTftmhxMnImhpnXzyF3U2GjFu8qiMrhXwK50pXMyEtWYXIXd+xLliXj0gmLDCclNr7+ZN8UJoaGO5eRu3ogd/d8pQwbv0BkTi4Y7gmTVJM2XphIApjNGGMeI3ez7HAkJqcS+eg5rWqFAdC4WnliE3U8iU14pYyX2X/+Og3CQvF0c0Emk/FBRDh7zljelX1gSdLOCIaF/uIpbD3U2Hq9vHNhRmZrhyxnVVmuUGBM0gjljosWBmwAs4msx/ewUYvri2OJ0iQfE95P6pnj2Km9sPOxblAyOztkOTvPNgonDBphhdepQmXM2dm5E0kAo06b+29bd3ecg0PQ7NsDgPboYey9vXEoIt4dUZQsTcrF87mrlclnT6NqKqzQm7OzSbl0EWNqCvmRqEvm1v1HNG8gTJga1qxGnCaRZ9GxVnEfPHnO0bMX+bh9a9Hv9nZ2uRNJo9FERmZmbp0GSNFpePLgBtXqvQdApRpN0WpiiI95IsrHWelGyZAq2DuIJ18AMmQYsrPIzs7CbDaToU/DXW1ZGU1MTuXm4yha16gIQJMqZYlN0vEkTpNvufNDYW+fu6OTbTSSmZWNLE+4i5OMAF9bzt4UdgEu3cnGw1WOl7t1V5eeYeb+cyOZ+Xwz/lmckQSdsKtjMAr/B9CkpHHzaQytq5cXyhAWTExSCk/ik966DG8iMTntJT2F5ugpsUD53IuK49Dl23zaok6+4UqFDH9vG85FCgq4fM+Ah4sMTzeZVdz0THgQZSTTYL3SG1bajmsPDKSkC2HHr2Wj0WiIfPiUlnWqAtC4ekViE7U8jY23Sn//WQxHLlyn53uNRb/LAIPRiD5TeJcp6Xp8VO654RqNhsgHj2hevyYADWtWJTYhkaf5tYunzzl67hIft2tpFZao1bF0406++qSzVZgmNZ2bz+NoHVYGgCblSxCjS+VJgnjLcNeVu1QM8KFKkB8ANnI5KqXQRvZfv0+D0CA8XZyQyWR8GF6OXVfEx0KcHKCISsbVh4IOI5+YcXOS4aHEirKBcm4/M5GWIfz//B0T5YOEd2YwkjuRtJHDiw37ZG0ij+/fpEaDVgBUqdWEJE0scdHi9h1QIgQv32IA2Nk74F88mIQ4YZzwKRJIsSBBD3IbG4JKlUPzYgwB7PyLo79wHICMq2excVdjoxbvjOTFLqAkcqUrGTcuCv8vEkj2wzuYM4WCZUReRlG1bm58jUbD3bv3aNwoAoB6dWoTH5/A86goUb6Ojg55xm8DWZmZvOjqDh05QmhIMOXLlRV0ZGODu5tbblq5i1uhj0syJ5d/xdZ5HZqUNG4+iaZ1uLBg0aRyCDHa5AL3Ia/D3r8E6eeEcVF/+Qw2Hp7YeL70vs1myKsnRwVGraAnx7KVyX72CEOOB1DqsT0oqor7KofipUk+njN+nz2OrdoTOx8/KxnCuxDGN7nCCYNGsFOcylfGbMjOnUiCePwGSDx+nozn1n1GXvw6NCd2+0Eyc+yfx/P/okjn994YBjm21MNntKpdGYDG1SoQq9EWzJY6d40GYWXxdM+xpRrWFNlSicmp3MxjrzWp+sJee/ux1U3pROUyQShy7ASJ/3ucOnUKd3f33IkkQJMmTZDL5Zw5c+Y1KcXodDpcXV3feiIJBdyZdHBwEBmgcrkco9GIIcdArl27No8ePSpIliLMKTowW9xyTLpE5G4qkeuG6HnC6pB59bRoF1L5Xg/S9m+ArEyr+NHR0Xio1NjYCMWWyWR4enuTEB+HX5FiorhxsdFM/Hk4sdFRVKlek+at2wGQEBeLl7elw/T28SUh3tIR2bipMaVoIc/HUk1aDXI3NUZNXL7lUFRrIEwW89lNdaxaj8zbVzCnWSYaMhcPTGnJYl0lJyFzVYE2/w7KvkItYfKZ30dc7eyxr1CbjGMW14+YRB2e7i7Y5hjuMpkMX7U7MRodAT7iSeuzeA1dR/2BXC6jTb2qdGokTHpiNFr81B658Yp4ehCj0eb+36hLEj2PISkBG5UnhniLu67+6nkcylSg6G+LMGfoMWoTiZ0iXu0GkNk7oKzTGO1m8Uq7UZsokpGdEI+dp1euCytA6oXTKMpVotS81Zgy0jEkangy+jtBb0UDMCTr8Bs0FHu/YmTHxxK/fD7ZccIz2nv7kK3RiN5dVmws9j4+ZEZZXJDS79zC8/12xG1ajykzE4+IRjj4vjQovoK4hEQ8PdxF78LHU01MgoZifpa6aDAYmDh3McP6f4qN3HrylJ1toPeQscTEaygZ6M9vQywrvFpNDG7uXqK24eHpR1JCtMhN9XWUqxrB3RvnGPF5QxwcnXBTefPV6CW54TFJyXi6vVSnVG7EJOoI8FaL8noWn8RH4+Yil8tpWzuMzhHhuWHPE5L4Zs5qnsYnUq98GTpHVM8N83CRk5xmIu8lbknJJlSucuK1f+8Dxq7OMioHC8ZQbFIKnq5KbG3kljJ4uBKdqCPAy0OU7mmCls6/LsZGLqNtjYp0rl/lrcJiknQ5esor44WexO6Vz+KT+OiX+YKealXK1UW20cjYFdsZ/fH7yGX5rxl6uMisdZViRuUiJ0GXv2dH/vnISUyx6DYx2UR0dDRqd1dxnVW7E5Ogxd/HYjQbDEZ+WbiWEb07I3+pzpYJLErXFvVp8+043JydsLOz5c/hlpX26OhoPN3dXmoXKmITEvF/qV1MmLuM4V98km+7mDB3GV92/wBnhaNVWKwuFU8XZ/G7cHchWpdCgKdlEnI/Ngk7WxsGLNlBXHIqpX3VDG5VB5VSQbQ2lSIeLrlxi3i4EKMV74a5OUNKhmB7v0CXZsbNWUZSqngC7+YEujybx9qceHnz+ijCFpUS7jwX0iZpYnDz8BS1b5WnL4kJMXj75d++dUkJXDy1nwHDpluFZWboOXZgEx26WXY4TMlaUV9r1Gqw8VBj1ORvqDuFNxQmnzl9Z/bThzjVborcxQ1Tig5FlTrIHZ2QKZwx69OIjo5GpVJhk+d9e3t7ERcfT9GXVtxjYmMZ/fMvREXHUKN6Nd5vLUyiHz95ip2dHSNGjyU+QUOJ4kH07f1p7oTSxkNd6OOS3M3jX7F1ZHYOuH02DORysm5fQn9sZ24Fik1Kzr+fSkq26kOexmvpPGEBNjI5bWtVpHODam8VZnz5fSclYKvyzHVhBci4fgGH0uXw+2U+5swMjNpE4qcLHjU2Kk8MiZbyGjXx2Lh5CP7ZOfkatS+9i4R4bD29c11YAdIunsGpXCVKzvkrd/x+OvZ7QBi/jck6fAcOwb5IMQzxscSv+DN3/H5bFAF+6B9bxnP94+co/P3eGAYQk6h9hS2lfYUtNR25XE6butXo1DiPLeX5si2VlEeGznpsVbsTk6glwOelsTVOQ5fRM5HLZbStW5VOjWoWSBf/lzD/F9/mmpmZSWameJ7i4OCAg4PDK1K8mZiYGLy9xRtXtra2qFQqYmLers4nJCTw888/07evtcfY6yjQzmTdunUZOXIkaWlpZGdnM2zYMEqUKIFKJXRO8fHxeHh4vCEXQYnJycmiv6ysrDemE2Fnj3356mTm2bFzqFwXky4Rw6PbBcsrH7x9/JgycxELVmwkOzubMyeP/uM888XOHoeKNdGfP5JvsGO1+mS8IqwgMuxCqpB17ZR1mNwGp/d7YXgUieHu1QJnHRJYhF2Th7JqzEAmD/yY9YfOsvdswfN5FfaBJbEv4s/zIb15PqQ3Gbevour6klufjS2evQeTcfMK+stvv/ryAscSZXDwD+L+F125368r6dcv4dtHmGjJbGxwLl8JzYZVPB7yJWlXLlDk6+EFlqHZvZPks6cJnjaL4GmzyHj2FLPx7Q32t2Hh2i1E1KhKUDHrnVcAOztblk4ey/aF0wks6svmfYf/VflPH9wg+uldxszZz9i5BylTviZr/hxb4HxCA/zY8+u3rP6pH1O/6Mz6o+fZc/56bnhRTw/WjviCA799R5bBwIFLkf9mMUQ42sMX7Z3Zd9Z6cep1hBbzZe/P/VnzYy+m9u7AuhOX2HMx8o1hBZIR4MeeiV+zenhfpvbrxPpjF9hz/gYA87YfoXFYCCX8Xr3b8d/A/E17aFitAsWLWu9gPY/TcOj8NTZPGsbOGaPo2qI+Q2ctL7CMheu2EVGjSr7tYuuBo/h4qqhWIfRvPf8LjCYTZ+49ZUT7BqwZ2AlvV2d+2fIP++2/iS4N5u0wMGmDgVd47r4RfXoqM8cPonm7TwgqVU4UZsjOZv7kHylXqSaVazb6W/nL7B1wrFwT/dnDub9l3b9J2uHteHz2PeqvxgoLppD/Augb8PXxYe7MGaxZsZSs7GyOnxTGPqPRyMXLVxg04Evm/DENtVqVe76yILyLcSmXfGwdU6qOpKk/oFs4nuTlU7ANKI1jrWavySR/Qv192Tt+IGuG9mbq5x+w7tgl9ly4+cawt370gBLYFfEnekQ/on/6nMw713D/qGBG6ptwLFEa+2JBPPiyGw/6dyP9xmV8eucslNrY4FSuEomb/uLJ0AGkXb2A36Bhr8/wP0RIUFF2TRnGqjGDcmyp0+w9+3Y70W8tI7AIuycP4a/RA5gyoDvrD/+79prE2zNhwgTc3NxEfxMmTMg37pAhQ5DJZK/9u3Ur/7O+BSE5OZnWrVtTtmxZRo8eXaC0BZpMTpo0icuXL+Pu7o6zszNLliwRubVGRkbSs2fPN+aTnxKnT5+OzMUN8qyiy91UmHT5u2U4lK2KMT4KY4JlhcouKBi74Eq4fzUe968Ef3m3fqOw8fUHwM/Pj6REDUajsJNqNptJiIvD0+vVLqgKhRN16zfi6GHBh9zT24f4OMvKW1xsDJ5eFkPIqNMgd3EXVtdelMNdjUmXv7uBY4VwjHHPMcZFWYXZFQ9BZmtH1p1rot/NKUnInV3FunL1wJycv67sylTGqImxuqAHuRynNr0wpyaTcXCDKMhX5UaCNgVDzoTHbDYTo9Hiq3YTxVMqHHFxElb0fVRutKhRiUt3Hgl5qN2JzrN6FpWQhK/aPff/uauQOdh6eGJMFO+sOteMIOP2dcz6dDCbSTt1GIfg8nnKYINnn8EYk5NIWrvQquw27iqRDDtPL7ITxKu/rvWbkH79Mqb0NDCb0R3Zj6JcJQCyE+LIeHQ/99B/8rH9OBQvBTkrgFlxsdip1SC3WG32Pj5kxVqvxkcvXURk317cHtiPjEcP0b98Sc8r8PZUkZCkFb2L2AQNvp7iFcfLN2+zbucBOvT7jn7Dx5Omz6BDv+9I0iWL4tnZ2dK6UT12H7Gcx3FX+6LTxovaRlJCNB6eb7d7CnDu6FZKl6+Bk7Mrcrmc8AZtuHfjXG64r4crCbqX6lSiDl9VPnUqZ5fIx8ONFtUrcOmu2B0PwMnRgRbVy5Pk6IlDNeHSopBAW1yd5cjzeGp6uMpJTC64QepgBwM+UHL1XjYHzmfmPI8LCcmpGIwmSxmSkvGzKoNDnjK40rJqWS7ef/rGMEFPbjl6yisjPz2J82lRvTyX7gl6unD3MasPn6PlsOn0mrSYtIxMWg6bjt5NmFD92M2Z4IB8dOUiE+0yvg1JKSZULpY2pnKV4+fnh0abLK6zGi2+nu6itBdv3WfNvuO8/83P9P75D9L0mbz/zc8kJady8NxVShXzw8tDKHebeuFcufOQ7BxPGD8/PxK0upfaRSI+nuKdl0s377B+1wHa9/+Rz0f8Spo+g/b9fyRJl8KF67c5dv4y7fv/SPv+wgVFHw8eze2Hgh593JQkpKSJ34U2BT83F5EMP3cl1UsUxcdNiUwmo3XlYK4+ic0Ni0qyeJZEJaXg665EHhACwOetbCnhK8fFEfI4/uDmLEOXZr2yrksXdh9f4P6KeNkGuP5IeG4PtS+6pARR+05MiEHlaX0hUoY+jek/f0lYeARN23wsCjMYhImkm4cnnT8TnyOUu7qL+lobd3Wu6+fLOFaqgSHmudUFPekn96OZ9hOaGSPJuheJUavJvUDPz8+PxMREjHned1xcPN5er14wUSgURNSvx8HDwsTe28uLsIoV8PQUjqk0btiQW7csi8/GJE2hj0smXdI/tnUwGjCnC3XKnJFO5qUT2AVYLkvz8XDNv5/ycBXlbdUXVSvLxXuv6KfyhAHYvPy+PTwxvKyn8AZk3rlh0dOZIziWFhYnjIkJ2Kos785G7WW1K2zj/tK78PTCkCD28HKt1wT9Dcv4nXx0P05lhSMCBqvx+wAOQZbx+23RP4lGEWg5uqIILIr+afQbwwB8Ve6vsKXcRTIEW0pwjfdRudOiZhiXbj8S8lC7E53wsi1l2bjxVblZj60aLb55jgVYZFjsteY1KnLx7qMC6ULi32Ho0KHodDrR39ChQ/ONO3jwYCIjI1/7V6JECXx9fYmLE7cPg8FAYmIivr75X373gpSUFFq0aIGLiwubNm3Czs7utfFfpkCTyRIlSnD16lV27NjBxo0buXv3Lk2aNMkN79mz5ytn1nnJT4lfffUVxugnOFSsAYB9aBVMyUmvdvuoXFe0UgeQumkh2ulD0M4YhnaGsPqkmzsGY4zQAarVakqUKsORg8LE8PSJI6g9vaxcXKOjnuW67mZnZ3Pm1DECg4Rb72rWbsC5MydIStRgNpvZu3MLdepbVmfNaSkYoh7hGCYcjHYoXx2TLumVLq6O1RqILiTIi6J6A+GSnpdupDKnp2KMfYZdWcGlzbZMGKYULaZXubhWrEXW1Zd2JWVynN7vhVmfjn7vX1ZpVK5KQgKLsPPUZQAOnL+Ot8rNyi0jXpuMKafzT9NncuzKLYIDBIO1cdXyHLkcSYIuBbPZzPrDZ2kWXjE3bdbTBzjXaCCUtUotDFqNyJUIwBAfi2Nwechxz3KsUI3s5zkTC7kcz97f5t6klx+ZD+/hWk84i6WsUReDJkHk4gqQHReNU/mwXBnKKjXIevpIKNPlc9iqPLH1ECZuzpXDyXr+FHI6bYNWS/rd26hzzj+6148gKz5e5OIKILOzx0YpGKA2rm74dv2Y2NVil9xXoXJzJbhEIHuOCO/w0OnzeKtVIhdXgDnjhrFp3iQ2zp3E3F+G4axwZOPcSXi4uRIdl0BGjkuFyWTi4MlzlAr0z03r4qbGv3go548JN6VeObMPd7XPW7u4Aqi9i3H3+hkMOTcC37h4RHQbrMpVSUiAHzvOCCuh+y/exMfd1crFNV6XYqlTGZkcvXaHkAChI3wSpyE7R/fZBgMHL90i4f5NMs/vBmDv2UyexhoJLyuc+6hcxg5tiqnALq4OdjDwQyU3H2az67RlV1Lt4kxoMR92nBN2Svdfvo2Pu4uVi2u8LjX3g8lpGZkcvX6PkGI+bwwT9ORMiH9ePUXm6En1kowUcT5X7xDiL+hp8Xe92DV+ELvGD2Lxd71wdnRg1/hBKHRC3f91ZRr7z2fxLN5I9VBh0AgrZYs21UyCrmCuQZfvZlOhhC0uTsJMqG4FO9RqNcFBxdh14gIAB85dxVvlJnJxBVgwYiDbp41g29QRLBgxEGeFA9umjsDDVUlRbzVX7j4kPUPQ/7HLNwnw9cIu5xyHWq0muHgAe46eBuDQ6Qt4qz1ELq4Ac3/+kU1zfmPT7F+Z9/OPOCsc2TT7VzzcXBgzqA9b5v7Optm/smn2rwAsnzya4OJCvVcrnQgt4sWOy3eEd3H9AT5uSpGLK0CziqW48SyO1AzBw+b47ccE+wn1ukn5EhyJfERCSjpms5l1Z2/QomJpTE+EleR5Ow2cuGkiOslMxeKCDkMDZCSnm0nK50b3m09MBBeT45zjlVutjJzrj4R35qEkd3FALocQf2GId3VXEVAihDNHdgJw8dR+PNTeVi6uGfp0po/9kvKVa9P6Q/HFK0ajgT+nDMHZxZWPvxghOvICkP3sUe4ZR8eK4Rh1ia9xcY0g/ewhq9/lLu7CP+zscWnxAamHtuWGqdVqSpUqyYGDhwE4duIknp6eVi6uz6OiROP3yVOnKREUBECDenW5fecuaenCDbFnz5+nRHHLbe6mFF2hj0vm9JR/bOvInFwsC5g2ttiHVsEQY5noqV2cCfX3ZcdZYSF6/6VbQj/1pj7k+j1C/H3eGAaQ/ewhTtXrCXoKq4FRqxG5uAIYEmJxKFMud/KmKF+V7JxzuhmRl7HzL45tzh0GynrN0V88KUqf+eg+rnVzxu/wuhgSE0QurgBZcTEoyoXlvgvnyuFkPhUmj2lXXhq/w8LJirKM329L9KY9+LzXCIcc+yewbxei1u54Yxi8sKWKsvOkcCfGgfPX3s6WuhxJcGCOLVWtPEcu3yRBm2NLHTpNsxqVXpJhsdf2X7iOt4eblYtrfvZaSED+nkz/C5hN5v/aPwcHB1xdXUV/r3Jx9fLyIiQk5LV/9vb21KpVC61Wy4ULF3LTHjx4EJPJRI0aNV6pp+TkZJo1a4a9vT1bt27F0dH6yMebKNCZSQAnJyeaNSu4O0VeXuUXnLRjBcq2PVHUbYU5U0/q1qUAOL/3MVl3rpKdc/hcrvbB1sef5BszrPJ4E58PGMzMqRPYuHYFTk7OfPmNsBo9e/pvVK9Rh+o163DtykV2btuYeya0YqUqfNilBwC+fkXo3K0Xw78XbjUtVyGMZi3biGSkbFqM64d9cWrYBnOGnuT1fwLg0uFTMiMvkZVz0Y6Npy+2RQLIXGLtAiNzUOBQrhqaafm7ZOj3rkbRqjsONZthzspAv0u4AU3RvAvZ965huC8Yu3IPb2y8i5J966IovV1IFezKhGGMe47yE0EHhucPyNi/LjfO8E/aM2rhOhZtP4SzwpHRn34AwNhFG2hQOZQGlcty4Px11h86g42NHKPRRJPqFWhbT7h0o5i3in7tmvDpL8JnW6qGlKBjhKVCJ66ci/qTgbi26IgpI53EpTMBUHXvj/7qOfRXz5FyZBd2fsXw+2kKZqMBY7KWxFXzAHCqVhenKrXIevYI3+HCjaGZ92+RtPrPXBkxf87Ar/9g1O0+wqRPJ3qOEM/n869JPX+atAun0e7Zhn3RAIJ+nwMGAwZtErELhLplzswkdsEMig75GWQyTOlpRE0X37r3eMrvBP04HN9uH2NMT+fRr8ItsIHfDUF78ji6k8exUTpTZupMYWFAJiNuwzp0pywGQuiCpdi5u2Pj5EyFtZtIuXSRRxMsN/X98PknjJu5kGUbt+PspGD4l8KtfBNmL6Ju9crUq14533rygvuPnzFvlbD7bDKbCS4RKLrJFaBTn5Gsmv0T+zYvwFHhTNcvBPl/zR1F+WoRVKjWkKxMPeO+fg9DdjYZ6SmM/KIx1eu9z/tdv6Ze8y7EPn/Ib993RG5ri6u7J516i88Rjej2PiOXbGbhrmMoHR0Y07MdAGOWbaFBpWAiKoVw4OJN1h45j62NHIPRRNOqZWmbc3nB2VsP+evQGWzkQliNkOL0bV1fJGPV3nR6tHKiRU0HMrKET4O8oHtzBVfvZXP1vgE7WxjT2xVbG1A4yBjfz5UzN7LYciyDhlUdCPK1wd5ORlgZ8YUEIz5qwYgVO1iw9xRKRwfGdhfOY41etZOICqWJqFCa/Zdvs/b4JWzlMgwmM80qB9OuprCQ8rowi55aM3LpFhbuPi7o6ROhjxmzfBsNKpYholIwBy5GsvboBWzlcgwmE02rhNK2dthr68HLrD6QQfdmjjSrbk9GlvBpkBd0aeLItQcGrj8QdDXiE2WursZ+puTcrWy2nchEk2xm5+lMvukkbJfdeyYY8sM+/ZAx8/9i8bYDOCscGNXnIwB+XrCG+lXK0aBKeesHykPDahW4+eAJH4+cir2tDQoHB37p310U58e+PRg3axFLN+3EWeHI8P69ABg/Zwn1qoVRr3rB9JEfI9o3YMS6gyw4dAGloz1jPxAWD0dvOEREaBARZYvj5+7CZxFV6TF3I3IZeLsqGdlemJAUU7nxRZNwPpm7EYBqJYrwQY2yVnK2nzHStpYN9crLyMw2s+WUxeB9v6YNt5+ZuPPMjDYVDl818mlzYfh+HGvmwl3BQCzuK6NGiA0mszCpfBhjWUTp3u8nlvwxkp0bFqJwcuaTAWMAWDZrDBWrNyAsPIIDO1bx8N4NMjP1XDx9EICqtZvS+oPenD++l0unD1IssDQ/DxbeZamQMLr2FVbTdesX4v5RP5SN22LK0KNbLfTTbp36kHHjApk5F+3YePlhWySQjMunrXSg+nwIyOTIbGzRXzhG+vG9ovBBA/ozaep0/lq7DicnJ777RnBnnDL9D2rVCKdWzRpcvnKVzdu2Y5MzfodVqkS3LsLlSt7eXnTp/CFff/cDcpkMtVrN1wPFN16+i3Ep9R/aOnYBpVBEtBF28eQ2ZD+6JZyZzMOIrq0YsWwbC/acFOrtx+8DMHrFdiIqliGiYhn2X7rF2mMXc/uQZpVDaVdLmKS8LgwgafV8PLp/iUuz9pgz9CSuED5D5dHlc/TXzpNx/QKpx/Zg61sMnyG/C59QSdaStEbQgzkzg6RVc1H3+R6Z3Ibs6KckLp8pKkPsghn49huMql1nTPp0YuYKN/f69Pma1IvC+K3buw2Hov4E/jobjEYM2kTiFv6RIyOTuIV/UOSHschkMozpaUTPEG94lJ89Bu+WETj4ehK+YyGGlDQOhzajwrxxxG47SNz2g+gfPuPO2BnUOiIsvCcePcuT+cLtvK8Le8Hwnh0YtWBtji3lwOjPhNugxy5aT4PKZS221MFT2NjYYDQaaVK9Im3rCWdUi3mr6deuKZ/+Iuj4ZVsK4Kce7Ri5aD0LdxzG2dGRMZ91BGDM4o00CAslonIoBy7cYF3O+Gk0mWharTxt6wr2mj4zi3bDppCVbSBVn0nzwRNpXasyX33QHIn/G4SGhtKiRQv69OnD3Llzyc7OZsCAAXz00Ue5N7k+f/6cxo0bs2zZMsLDw3Mnkunp6axYsSL36CEIk1ibt9zFl5kL+CEWvV7PhQsXUKlUlC0rHhAzMjJYu3YtPXr0KEiWuWjG/ru+9C+jHjmf6/cKdvC6IJQv5Uvc0L9X9rfFe8IydL8X7vd/3L7/g7STGwtVhnPtDjzp16FQZQTM3cjtzoXXEQav2cOFhvnflPlvUfXQCTTXT7454j9AXb42uy8X8MxyAWkRZo/+sPUO+L+JIqILX/yuLbT853zvTsbexYWWP4Bjs17oD73djvXfRdGwGwOnJb854j/gj69dSTm7480R/wEu4a1JvHrszRH/JqqK9cjYaH35zL+JY4dBjFmRz3XC/yKjuttx5Eb6myP+AxqUcyJ6cNdCleE3eRWP7/3z+xBeRWCp4HcyJr0LOyfjwLJCleHYuAfPBnZ6c8R/QLE/1nKni/U3l/8tyvy1mx12wYWWP0Dr7NukndpcqDKca7Uj/cSGN0f8BzjV6Vio+RcWHwx68J9+hFeyfnqJQsk3MTGRAQMGsG3bNuRyOR07dmTGjBkolcLV4I8ePaJ48eIcOnSIiIgIDh8+TMOGDfPN6+HDhwTleHW8iQLtTN65c4dmzZrx5MkTZDIZdevWZfXq1fj5CeeqdDodvXr1+tuTSQkJCQkJCQkJCQkJiX+CyVyw4y3/C6hUKlatevU3U4OCgsi7hxgREUEB9xTzpUBnJn/88UfKly9PXFwct2/fxsXFhTp16vDkifXlGBISEhISEhISEhISEhL/uxRoMnny5EkmTJiAp6cnpUqVYtu2bTRv3px69erx4MF/73ayhISEhISEhISEhISExL9LgSaTer0eW1uLZ6xMJmPOnDm8//77NGjQgDt37vzrDyghISEhISEhISEhIfG2/KdvbH3d3/8aBTozGRISwvnz5wkNFX/geeZM4QauNm3a5JdMQkJCQkJCQkJCQkJC4n+MAu1Mtm/fnr/+yv9GxpkzZ9KlS5d/5SCnhISEhISEhISEhISExH83BZpMDh06lJ07d74yfPbs2bkfRJWQkJCQkJCQkJCQkHjX/KddWf9/cnMt0GRSQkJCQkJCQkJCQkJCQgKkyaSEhISEhISEhISEhITE30Bmlg45SkhISEhISEhISEj8j9D2i9v/6Ud4JVvmBP+nH+FfpUC3uRY22y8aCjX/96rYsup44c2du9aVse9KZqHlD9C0kgObzhoLVUb7cBuib10uVBl+IWGkn9hQqDKc6nQk7ub5Qsvfu2w1nt25Xmj5AxQrU56U6YMLVYbLoMncu/+wUGWUKlmc5UcLVQQf14fPJyYWWv7zhqj460Thrr11qSNj0cFCFcGnjWDAFF2hypj5rRuX78YXqoyw0l4cuJZRaPk3ruD4TvraqNtXC1VGkeCK76Tenr5VuHWqZogbJyNTCi3/2qEuXLyjKbT8AaqUUXP4ur5QZUSUV5B6emuhylDWbEPGusmFKsPxw8HoD+d/4eO/gSKiC2mnNhda/gDOtdqxw65wJw2ts2+jP7SyUGUoGnYr1Pwl/u8jublKSEhISEhISEhISEhIFJj/qp1JCQkJCQkJCQkJCQmJf4L0dYl3h7QzKSEhISEhISEhISEhIVFgpMmkhISEhISEhISEhISERIGR3FwlJCQkJCQkJCQkJP5nMJukj1W8K6SdSQkJCQkJCQkJCQkJCYkC87d2Js+ePcupU6eIiYkBwNfXl1q1ahEeHv6PHyg++jF/zRlGWkoSCiclH/Ubj69/KVGcxPjnrJ4znOePIlF5F2XwxI2i8Ognd9i0ZDwpOuGa75adv6JieFMANLGP2LxwCOmpSTgqXGj76QS8i5YWpdcmPGPzoqHEPInE3bMY/UZvfquwF8RFP2b5rJ9ITdGicFLycf+f8XupDJq45yyfPYJnD2+h9i7K0N/X5YaZTCY2r5hC5JUTmIxGSgRXpnOfn7C1tcuNkxDziLXzhuWW48O+v+BTTFyOxPjnrJs/jKjHkai8ijLol01Wz2o2m/lzwqdEPb7J6HlnRGHPoqKZMG02upQUnJ0UDBnUn+IB/qI4N27dYcrcBQAYDUYqlA1mYJ9e2NvZYTKZmLt0JWcvXsZoNFEhNJhv+vXGzs5S7R7HJjBywXq0qWkoFY6M/ewDShb1Eck4f+sBA6YuIdDXK/e3pcP74WhvR1RCEiMXruf2kyiKeKpYM2agKO3TqBjGz5iLNjkFpbMTwwZ+TvGAYlZ6eKGLr0eO586DR+xa+ScA6foMfvptGnfuP8RoNOX+LtZTFL9OnYkuORmlkxM/fD2AoMCAl/R0m+mz5wNgMBgoXzaUAZ9/ZtHToqWcu3gZGxs5ri4uDB7wBUWL+OWml7l7omjaBZnCGXOWnoy9qzElxopk2Jatjn1YPUsapTvG5/fJ2LEUAJvioTjUbYNMLsOYEE3GvtWQZfmUzfPnz5kyZRLJumScnZ345tvBBAYGiWRERt5k1qyZABgNBsqWK0e/fl9gZ2f/2jCAxNhHbF08hPSUJBwUStr0mojXS20P4NKxdZzc/Sdms4mgkJq07DoKG1s7zCYTBzb8zv3rxzCZDBQrWYVW3UdjY2svSu/tIadna2eUTnL0mWaW7EgjOsH6Ew9qNzmftHYmwNuGBJ2JcYuTc8NKFLGla3MnQW9yuPfM8tkiTewjNi2w9CHtPrPuQ5ISnrF5oaWf+GLM5rcKe0Fi3CN2LB2CPlXQVaseE/EqYq2rKyfWcWaPoKuA4Jo06zIKGxs7rp7cwIVDy3LjpSTF4F+6Ou0/nylK7+Uu5+MWCpQKGfpMM8v36InRWF9aoHKV8XFzJ4p526DRmZi4IvWNYdHPnzJ76i+kJGtROCvp//Uw/ANLiPK9fuUCq5bMJSNDj0wGlavVpmvPfsjlwjrnlvUrOHJgN7a2ttjZ29Or79eUCi6bmz4u+jFL/xhBWkoSjk4u9BgwliIv9bW3r51h88rpZGbokQHlqtanXbdBuTKunT/CxmVTMJlMFAkoRY8BP6NwUuamf1d97cRpM9Elp+Ds5MSPX3+ZT197m6lzhP7HYDBSoWwIA/t+mtuHzFuyIqevNVI+NJhvvuiDnZ1lzCjsehsT9YQ/p40hJUWLk5OS3oNGUiygpCjOzavnWLtsFpl6PcggrFodPuwxIPddvODP6WM4fnAHs1cewFnpIpKxYPro3LG191ejKJqPjPXL/8iRIaNS1Tp80GMgcrmc+NjnzPr1R0wmEyaTAb9ixenZfzjOStfc9NFRT5kz9WdSknU4OTnT7+uf8qm351m9dA4ZGXpARuXqtenyyRfI5XKuXDzNX0vm5MbV6ZJwd1cxYfqS3N9iox6zZOYIUpOFcvQcMJYiAeJ6e+vaWTatEOotQIWq9WjfXai3Gfp05v0+mMcPIjEZDUxbfpyXeRITz6g/16BNSUPp5Mjo3p0pWczXKh4IdbPfr/O49fg5R+b8nPv7sp2H2X78PCazmUBfL0b37oyLsyI3/HGCjhEbDpOUnoGLoz1jOzSglI/KKv+7MYlM3H4CTZpQlgFNqtOkXHGeJ6UwcsNhbkUnUNTDlbUDOorSPY7VMGLJJrSp6YJ90LMdpYp4i+Kcu/2QAX+sJNBHbXnuH3vjaG/HlftP+WXVdgAMRhOVSwXwY+eW2OexQZ7EJDBywRq0KekonRwZ0/tDShYV6+l85H0GTlkkskGWjPgSR3uhfW0+cpbFOw9jNpmpHlqSIT3aY2drA0DZqcPxea8RTkHFOFatLclXbuX7Dvx7fUDJ7/uAXI7m8GmuDxiD2WB4Y5hIV0u3WHT1SZt8dPWIATNXiXX1w6e55QChLvSdtpzIJ9Ecn/pjvs8qIfEyBdqZjIuLo169etSsWZOpU6dy8OBBDh48yNSpU6lZsyb16tUjLi7uHz3Q+gWjqdn4A4ZO3UnDNp+xeu4wqziOCmdadBpItwG/WYVlZepZNHkgLToN5MfJ2/j+982UCKmaG7592Siq1u/EwPF7qNOyN1sWDbXKw8FRSaP2X9Ohz6QChb1g9fyx1GnyAaOmb6Np214snz3CugxOSt7/aAA9B020Cjt1cCPPHkby469r+WnqFmQyGYd3rhDF2bhoDOENP+S733fR4L3PWDd/uLUMhTPNP/iKLv1/f+WzHt+9FLWPf75hk2f/yXvNG7NizjS6dGjLxOmzreKULB7IvEnjWTjtNxbN+J0kbTJbdu4FYOf+Q9y9/5A/p/zKsllTkMlkbNi2U5T+l6Wb6digOlsmDKZnq/qMXLg+32cJ9PVizZiBuX8vOj9nRwe+bN+U8X0755tu0pyFvN+sIX/NnkzX9u8x/o95r9TFmq27KOIr7nxtbW3o1v59po6xricvmDprHq2bN2HZvJl0/qA9v02baRWnZFAQs6f8yvwZk1kwcypanY6tO3YDcPLMOW5E3ubPGZNZ8MdUqlSqyMJl4u9GOTb6gKzrp0lbNpGs84dwbPaRlQzDzXOkr5qS+2dOS8Zw+6IQaGePY5POZGxfTNrSiZjTknHIWWB5wcw/ZtCiRUv+XLCQDz7sxNQp1t8RK168BNOmzWDmzNnMmj0XnVbH9u3b3xgGsGP5SCrX60T/X/ZQu2Ufti4eYpV/UvxTjmyZzic/rOTLX/aRlpzApWNrAbh0fD3Rj2/Qe8RG+o3dhUwu5+yBZVZ5dGvhzLErmYycr2PPaT09WztbxQHQZ5rZclTPgm1pVmFP4wyMX5rMuMXJjF2YjIuzpavctnQUVRt04qsJe6jTqjebF766D+nY99V9SH5hL9izciRhdTvRd8weajTrw85l1rrSJjzl+LbpdB28kr5j95GenMCVHF1VrN2RXsO35P45u3pRtvr7Vnl81ETBiatZjF2cyr5zmXzcXGEVByAjC7adyGDJzvS3Dvtz1u80btGGafNX07ZjN2ZPG2+V1lnpwqAfRzNlzgomTFvInVvXOHpQaBePHtxl745NjJ8yn9/+WEKL9zqyaO5UUfpV836mbtOOjP5jG83a9WLZzJFWMpycXfnsm98YOW0TQ35bzcPblzlzZJvw7Pp0VswZzec/TmPMzG24q7zYtX6+KP276GunzJrHe82bsHzuDLp0bMuv02ZZxSlZPIi5kyeyYPokFv0xGa1Ox5adewDYue8gd+8/YP7UX1k6expyudyqry3sertk9gQimrfntzkbaN2hBwumj7WK46x0pf93vzBh1hrGTFnG3VvXOHFI/JznTx3Cxib/de6lc8YT0aw9E2dvpFWHHiyYMSYfGS70GzyeX2auY/Tk5dy7fZWTh3YA4K7yYtiEBYydtopxM9birvJi82rx+14w61caN2/L1HlraPNBd+ZOG5evjIE/jGXS7FWMn7aIu5HXOHZwFwCVqtRk4oyluX/FS5ShTkQzUfqV88ZRr0lHfp65lebte7HkFfW29ze/Mnr6Rob//hf3b1/h9GGh3trY2tK8fS++GTU3Xz0B/LJkA+0jarDptx/5pHVDRi9Y88q4K/ccpZi3WvTb6et32HrsHItHDGD9hO8JDSrGrA27RHF+3nKMjtVD2PZNZ3rVq8TIjUes8tZnGRi0cg9fNqnO5kGd2DDwA6oECZM1pYMdXzapzoROjfN9rnErt9GxXlW2/vwVvZrXYeSSzfnGC/RRs3bEF7l/L+yDMv4+rBzWl7UjvmD9yC9ITEljzZFzYhlLN9KhQQ02//o9PVs1YNSCdfmJINDXi9U/f53790LG8/hEZm/ay8KhX7Dltx/QJKey8bBlsShmwx5ORXQl/dGzfPMFUAQVo8zoQZxq2I3DIU1x8PYkoE+nN4aJyrFqBx3rVmHr2AH0alabkUvz/9ZooI+atT99nvuXdyIJsOLAaYp5erzyWf8vYTab/mv//tco0GSyf//+GI1GIiMjefToEWfOnOHMmTM8evSIyMhITCYTX3755d9+mBSdhqcPb1C1rmD0VAxvhlYTQ0LMY1E8J6U7JUKqYu9obfhcPLGDwFIVcyeQcrkNSldhpUyj0RD16DoVa7UBILRqc3SJMSTGivNXKN0JKF0Vewfr/F8X9qIMTx7cpHq91gCE1WhKUkIM8TFPRPGclW6UDKmSbz7PH98huEJNbG3tkMlklK1cl7NHLUZ5qk7D84fXqVxH0FP56s3QJkaTEGutp6Dgqti94lljn93lxoUDRLzX2yosSavj9r0HNI0Qdroa1K5BXIKGZ9ExoniODg7Y2goDf7bBQGZWFsiEsHsPH1O1UgXs7GyRyWTUqBrG3sPHctMmJqdy89FzWtUKA6BJ1fLEJup4Evv2H452UzpRuUwQCgd7qzCNRsOt+w9o1qAuABG1wvMtA8DDJ884fvY83Tu0Ef1ub2dH1YrlUDrnPyFJ0uq4c/c+TRs2AKB+7ZrEJWh4HhUtiufoaNGTwWAgKysLmUxQlEwmIzs7m6ysbMxmM2np6Xh6WgZ2mUKJjbc/hlsXhPT3riJTuiNzEw/+eZH7BCBzUmJ4cAMA28AQTHHPMSUJiz3ZV09iW6ZybnytVsvdu3dp1EgY1OvUqUt8QgJRUVEvlcNRVI7MrMzccrwuTKPREP34OhVqCvoNqdKc5KQYEuPEdfbWxT2UqdQIpZsXMpmMqg26cP2sUPfjnt2ieGhtbGztkclklCpfn2untojSuzjJCPS15cz1LAAu3s7Gw0WOl7t1V5eeYeb+MwNZ2dbnKrIN8OJWcRsbsM+xbVOTxX1I2Zw+RJNP2wssk3/be10YQFqyhpgn1ykXLsgIrtyclKQYkl7S1e2LeyhV0aKrsPpduHl+u1V+UQ+vkJ6ioVSlRqLflQoZAT42nIvMBuDyXQMeLnI8X6GrB1HGfHWVX5hGo+HB3VvUaygY0TXqRKCJjyMmSmxQFS9ZBh/fogDY2zsQVLw08bGWtmM0GsjIyBD0kpqKytOyM6DRaHhy/ybh9YW+tnLNJmg1McRFi/ta/xKhePoI3gh29g4UCwpGEyfU65uXjuNfPATfosUBqN+8M+ePWwzmd9vX1heeoXZN4hISrPsQB3EfkpmZhSyns73/8BFVKlXEzk4YM8KrVGbfoaOWchRyvdVoNDy8d4vaES0AqFa7EYkJscRGPxXFCywRjHee9x1QvAwJcZY+RqfVsG3dYrp8+nW+Mh7di6RWREtBRq3Gr5ARgrev5X3755FhZ2ePvYMjACajMWe3WpZHfiIP796ibsPmAITXbogmIb96Gyyqt4ElShMfJ35fAImaeK5fPU+9hi1yf0vWJfL4/k1qNBDqbZWaTUjSxFrV24ASIXjlLUdQMJp4SzlCKoSjcHYhPxKTU4l8+IxWtasA0LhaBWITtTyNTbCKe/9ZDIcv3KBn64ai3+88iSKsdHGcFYK+6lQKYeeJi7nhmlQ9N6PiaV1J2N1uUq44MbpUnmh0onx2Xb1HRX/v3AmkjVyOKmd3083JkSpBvijsrBcPNBoNNx9H0bpGRSH/KmWJTdLxJO7t7QOFvT12NsIOYbbRSGZWdp63nVdPlS160mh5ko+eXsX+c9doEFYWT3cXZDIZHzSsyZ4zVywyjp8n43nsa3IAvw7Nid1+kMwcuY/n/0WRzu+9McxSjrSXdBWao6vEty4HwL2oOA5dvs2nLeoUKJ2ERIEmk3v27GHWrFkEBwdbhQUHBzNjxgx27979tx9Gq4nB1d0rd1VSJpPh7ulHUoJ1J/0qYp/fx9bOngW/9WfykA6smj2U1GShQUVHR+Pi5oU8T/5uaj90iW+f/5tI0sTi6u4pKoPK04/EApTBv0RZrl04jD49FaMhm4un9pIYbxlwtYkxuLysJ3URtAWQYTRks2HhKDr0Go1MbmMVHpegQe3hjm1ORyyTyfDx8iQu3rqTjY6N47NB39P2494onZxo11IYiINLFufE2fOkpadjMBg4dPwUMXHxueliEnV4urmIZPiq3YlJ1FrJeBanocvomXQbO4u1B0+/VRmjo6NRe3iIy+CpJjZePBgZDAZ+m72A7/p9htymYMeI4xMSUKk8sMkjw/sVeoqJjaPPwG9p360Xzk5OtGkl6KlWeDUqVSjHhz0+48Mevbl05Rq9ull2HmUu7pjTkyHPapY5RYvc5dWrh3blwoXJZ86MSObigSklKTfclJyIzNkVZEJ54+Pj8ymHF/H5eBrExsYw4Msv6PJRJ5ydnGnd+r03hkVHR6N8ue2p/NBpxJNVnSYaN3XR3P+7qYuSnNM+fQPLcffKQTL1Qru4eX4XWs1zUXoPFzm6VBN5z90nJptQuRX8eLjaTc5Pn7oyeZAH+kwhw+REoQ+xKcQ+JCUpGqWrWFeuHn4kJ4p1lZwUjasqf13l5erJ9ZSr0RYbG/EKtIeLjOS0l3SVYkLlIuOfEh0djbtKLdKTp5cPCfGvNqq0SRpOnzhMlXDBkAkqUZpWbTszsPeHfPFJe3ZuWcOnn38jkuHqIe5rPTx9Xzte6JISuHR6PxWqChO3xIRoVF4Wd3K1dxF02gSMRsGF7N30tQmoVe6itufj5UnsK/qQz776jrbdP8XZ2Ym2rYTJeplSJTmZp689fOKkqK8t7HobHR2Nu4f4fau8fNHEWy/cvUCblMD5kwcIq1Y397dFM8fTuedAFE7Wi3f5yVB7+bxWhi4pgfMnD1KpusX935CdzcivuzKwRxPiop/SrsvnuWGahDjcVZ751NvXlUPDmROHqFzd2gA/emAnlavWxs3d4vqZlBCDm8fLNoIviQmvL8fFPPX2TcRqtHi6u4rHVpUH0RqtKF62wci4xesZ3qsjNi+5GocWL8bZm3dJ0CZjNpvZdeoSaRmZ6FIFD4RYXSqeLk7Y5oyZMpkMXzcl0dpUUT7345Kws7FhwPLddJq5geHrD5GY4+76OqKjo63tA5UbMYk6q7jP4pP4aNxcuo6fz5rDZ0VhzxOS6PTzHCIG/4ZS4UjniOq5YTGJWjzd87FBXtKTIEND11HT6T7mD9YeOGXJQ6PFL89OXhFPD2I0SVbpX4ciwA/9Y8tYpn/8HIW/3xvDcp8h6YUtleddeLxGV7/Mp+uEBaw5bNmlzTYaGbtiOz91a41cJl2nIlEwClRjHBwcSE5OfmV4SkoKDg4Ob8wnMzOT5ORk0V9mZuYb070NJqORO9dO82HvUXw7YQNuHt5sWGjtbvPfTM2ItoRWqsP00Z8ybfSnePsFIs/HCPkn7N80m/LVmuBdtOSbI78BPx9vFk7/nY1L5pNlyOboKcHFo0XjCMKrhDFo2BgGDRuDf5Ei2BRwsgYQEliE3ZOH8NfoAUwZ0J31h8+y9+zVf/zcL1i8ZiP1a1YnyL/omyP/A3x9vPnzjymsX7aArOxsjuXo6c69+zx6/IQ1S/5k7dI/qVypAlNnz39Dbq/B1h67MpXJvnH2zXH/Bj4+vsycNYcVK/8iOzubkydPvFXYP6VS7Q6UKF+PZb93Z/mkj1H5BCGXF96F1BqdiXGLkvnhjyRsbf75BOs/QVZmOpHnd1Cxzgf/6Ud5Lenpafw69kfadOxKydIhAMTFRHH25BGmz1/DnKWbaNW2M9N+s3YHfFv06anMmfgVTdv2JLBUuX/r0d/Iv9nX+vp4s3DGJDYu/ZPsbAPHTglt/EVf+/XQUXw9bBTFivj9rb72XaFPT2XauMG06vAxxUsLZ2AP792M2suXshWrvyF1AWT88i2t2n9M8VKWc7a2dnaMnbaK6Uv24ls0kMN7NvxtGenpafw+9nve79iNkqVDRWFms5nD+7cT0ey9V6R+O/Tpqcya8BXN2vYk6F+ut39u3kfDquUpXsTHKqx6aCm6t2zA11MX88nYP/BwESb4Ba1XRpOJM/efM6JtPdZ82QFvV2d+2Wp9xvPvEhrgx55fv2X1T/2Y+kVn1h89z57z13PDi3p6sHbEFxz47TuyDAYOXIossIyQoKLsmjKMVWMGMXngx6w/dJq9Z6+8OeF/GaEBfuyZ+DWrh/dlar9OrD92gT3nBe+leduP0DgshBJ+Xm/I5f8OZpP5v/bvf40C9QqdO3fmk08+YdOmTaJJZXJyMps2baJXr1506dLljflMmDABNzc30d+ECRNwV/uSrI3PXRU2m81oE6Lx8PR7Q44W3D39KFUuHDeVj+AmV/d9Ht8TJh5+fn6k6OIx5clfp4nGTfX2+b8JD7UPyXlWts1ms7D6XYAyyGQyWnfqz5Df1jJ43HJ8i5XAz99iiLirfEl5WU+aKNwLIOPhrXOc3LeSid80Ye7P3cnUpzLxmya5u7jenmo0SVoMRmOujNj4BLy9PF+Zp5PCkUZ1a7P/6PHccvTq8iELpv3KrN9+JtC/KEF5LpXwVbmRoEsRyYjRaPFVuYvyVSoccXESXG18VG40r1GRi3cfvbGMfn5+aJKSxGVI0ODjJXYPvXzjFht27uHDvoP4ctgY0vR6Puw7iCTdqxdOXuDl6UliYhLGPDLi3qAnhUJBw/p1OXBYcEPbe/AwYRUroFQ6I5fLad4ogstXLYOhOUWLzMmyiwjCbmXenca82JauhCkxRnRBjzklSbSTKXdVYU6z7HZ6eXnlU454vLzFZ0hfLkf9Bg04fOjQG8P8/PxIfbntJUbjpi4iSuem9kOXZ7dRp3mOa077lMlkNGgzkD4jN9NzyGq8/ErhVaQUJbyhteDNRWiQHW5KOfI8cz+Vq5xE3d8/o5CZDeciBbdZV5XQhxgLsQ9x8fAjNVmsK2EXUqwrYbcyf1294PbF3Xj6lcbTT7jco1TOvRJDuisJDrTF1fklXbnISUz55wOdn58f2kSNSE8J8bF4elkbrfr0dCaMHEy1GnV5r71lR/7MycMEBJVApRbaUkTTVty+eQ1DdnaujOQkcV+blBCT73iRoU9j5rj+VKoeQeP3e1jK6+lHYrxld04TF4VbHs+Sd9PXeqJJ1IraXmx8Aj5v6EMa1avD/iPCsQGZTEbPrp34c/rvzPztF4L8/UV9bWHXWz8/P7RJ4vedGB+D2sv6whd9ehqTRg+ico36tGjbLff3W9cucOnMEQb3acvgPm0B+GlQVx4/uP1KGZr42Pxl6NOYPOYrKofXp3nb7vk+s62dHfUat+HkYcuZTbWnN9rEhHzqbf7lmDjqG6rWrEfrdtZ2T+T1S2RnZVGpcg3R7x6evuiSXrYRYlB5WsvI0KcxY1x/KoU3pGmbj/MtR374qN1J0CaLx9bEJPzU7qJ4F24/YM3+E7w3eDyf/TKbNH0m7w0eT1KysLvYqXFtVowZxLJRX1EtpCQ+KjeUOW6vPm5KElLSMRhNFhm6VPzclSIZfu5Kqpcogo+rs2DbVCrF1advvlvDz8/P2j5I1OGrchPFUyoccXnxTB5utKhegUt3n1jl5+ToQIvq5dl55lrub74qdxK0+dggL+lJsEEE11wflTstaoZx6fYjIQ+1O9EJlrE4KiEJX3XBzhzqn0SjCLQsZisCi6J/Gv3GsNxyeLywpfK8i6T8dOWQR1eutKhenkv3BF1duPuY1YfP0XLYdHpNWkxaRiYth00nMcX6TgEJiZcp0GRyypQptGzZko8++ggPDw8UCgUKhQIPDw8++ugjWrZsyaRJr75U4gVDhw5Fp9OJ/oYOHYqLm5piQWW5cFw4ZH717F7cVL54+ga+9TOG1WzO0/vXyUgXOsPIy0cpEiC45arVavwCy3L1lHAwOfLCHlw9fFD5vH3+b8LFTU2x4qGcOyYc+L98Zh/uah+8fAPekNJCdlYm6anCRCY1OYl9mxfRpE2v3HClm5oiQWW5dELQ0/VzOXoqQDn6jVjBkGkHGDJ1P/1GrMBBoWTI1P2550s93N0oXbI4+3LOOB45eQYvtZpifuIB71l0DIacW8Wysw0cP32OkoHCc2RmZZGSKrwHbXIyqzZuoUt7y5lElauSkMAi7Dx1GYD9F67j7eFGgI94shevTcaU466Zps/k2JVbhASIDev8UKvVlClRnL1HhMnt4VNn8VKrrMowa/xI1s+fwbr505k1fhTOCgXr5k/Hw801v2xFCHoqwb5DwsUDR0+exstTLbqJFeB5VHQePWVz4tQZSgQJevLz9eHy1Wtk5xjJp85doHigxRA061Mxxj/DNuccsG2piphTdZh1+Z8dsSsXbrUraXh8G7l3UeQewuTQrmJtDHcu54a7u7tTqlRJDh48AMCJE8fxVHtSpIhYz1FRUaJynDp5kqDixd8Yplar8Q0ox7XTQtu7dTGn7XmL62xIlebcuXKQVF08ZrOZC0f+olx14WyRITsTfZrgtpOeksjJXfOp1aI3D+JgR85Rnj1nMngSa6BGeeEMbZVgO7QpJuK1BZtMernLeeH1ZSOHymUEF1Glq7gPuZnTh6j/xT7E2VWNj385bpwVZNy+tAcXdx88XtJVcOXm3Ltq0dXlo38RWq21KM7VE+upWNuyK3kvx5Nu4opU9p/L4lmckeqhQtnCStuiTTGRUEBd5YdaraZ4yTIcOyRcxnXmxGHUnl74FhHfpJyhT2f8qMFUqlqDjh/1FIV5+xblduQ1MvSCW93FsyfxK+qPbc4NpWq1Gv/ioZw9KvS1l07vx13lg7dfgJWMmeP6U65ybVp+0FcUVrZyHZ48iCTm+UMAju5ZQ9U6lvNt77avFRaX3rYPOXb6DCWChLJm5elrdcnJrNqwiY86tLWUo5DrrVqtJqhkMCcPC8dczp88iIfaGx8/8YVDGfp0Jo0ZRIUqtWjb6TOxngb/zNRF25n85xYm/ymchR43fRWBJSzjd2CJYE4dFs60nj91ANUrZEwZM5AKVWrRppP4jGpCXDSZmcIZXJPJxLkT+/EPstxo6+auIqhkMMcPCRcbnT15CJWnd771duLob6lUpSYdOvciPw7t3Ub9xq2Q24i9ilzdVASUCOHMEaHeXjy9H3d1/vV2xs/9KRdWh9Yf9MlXxqtQuSoJCSrKzpNCx3jg/DW8Pdzx9xEvUCwc3p8dU4azffIwFg7vj7PCge2Th+HhKkwI47WCHaLPzGLOxj30aBWRm1atVBDq58mOK3cB2H/jIT6uzgSoxROYZuVLcuN5PKkZwoLc8TtPCfa1vvH1ZdRqNSEBfuw4I2wG7L94Ex93VwJeuigoXpdisQ8yMjl67Q4hAcIY/yROQ3bORDHbYODgpVuULmZZ0BJskKLsPHnJoieVGwEv6cnKBrkcSXCgMDY2rlaeI5dvkqBNwWw2s/7QaZrVqPTG8uUletMefN5rhEOO3MC+XYhau+ONYZZyOBPin1dXkTm6EutZ0JXZoqurdwjxF3S1+Lte7Bo/iF3jB7H4u144Ozqwa/wgVC753xchIZEXmdlsLvAydHJyMhcuXBB9GqRq1aq4ur7Z+H4d2y8aiIt6yOq5w0lL0eKoUPJRv3H4BZRhzfyRlKsSQflqjcjK1DPx29YYsrPISE9B6aamat33ad1FOE9z/thWDm1diEwmx03lzQd9RuOh9uO9KrbMWH+fLQuHkp6mxcFRSdtPx+NTLJitS34iOKwRwWGNyM7U88fwFhizs8jQp+LsqqJirTY06Tj4tWFd68rYdyWT2KiHLJ81grRUHY4KZ7r3H0vRgDKsnDuKCtUiqFitIVmZesYOeh9Ddjb69BRc3FRUr/8+bbsOIlmrYfqYT5HJ5JjNJiJadqNeM+H2rqaVHNh01kh89EPWzR9GeqoWB4WSD/v8gq9/GdYvGEHZKg0pW0XQ06TvW2E0CHpydlVTpc77tOj8rUjvifHPmfFTh9zr6tuH2xB96zJPnkUxccZsklNScVIoGPLVF5QICuC3P+ZSJ7wadWpUY9ue/WzYvgsbuRyj0USViuX5vGc3HOztSdRq+Xr4GOQyOSaziY7vtaJtS+EGUb+QMNJPbOBRdDwjF61Hl5qOs6MjYz7rSOlivoxZvJEGYaFEVA5l9YFTrDt0RpBhMtG0Wnk+b9sYmUyGPjOLdsOmkJVtIFWficrVmda1KvPVB81xqtOR8/u2Mn7GPHQpqTg7KRg6sC8lAwOYOOtP6lavQt3wqiJdRMfF8+k3w0SfAPnk6yFok1NI0urwVLlTuXxZRnzdH++y1Xh25zpPnz3n12kzSU4RrvX/ftCXlAgKZNKM2dSuUZ3aNaqzffdeNm3biVwux2g0UqVSRfr2+hh7e3uysrP5Y+4Crt+MxMbWBpW7B19/2Zcivr4UK1OelOmDkbl7oWj2ETJHZ8xZGWTsW41JE4ND404YHtzA+FBwVZG5e+Hc5WtSF4yFbLHruE3xcjjUfQ+ZXI5RE0PG3r8gKwOXQZO5d/8hz549ZeqUySQnp+Dk5MQ333xLUPHiTJ82lRo1a1KzZi127drJtq1bcstRKSyMTz/tjb29/WvDSpUszrS1D9i6eCj6VC0OCmfe7zkB72LBbF86nDKVGlEmTLj85+LRtZzcLbj5BpYJp1X3MdjY2pGanMDy3z/ObRfhjXtQNcKyI/Bxffh8YiI+Kjk9WytxVsjIyDSzZGcaUfGCQfFxSyeu3M3m6r1s7Gzh577u2NqCwkFGSpqZ0zcy2XxET71KDjSs5oDJDDYyuPXYQKNqjvx1wkxC9AM2LxoqtD1HJe0+E/qQLYuFPiSkstD2/hgm7icq1WpDkw8GvzasSx0Ziw6CJuYBO5cNRZ+mxcHRmVY9JuBVNJhdy4dTqmIjSlcSdHX5+FrO7BF05V8mnOZdx+SejdTEPGDZxI70n3gMB0fLbsGnjWDAFGFS7u0h5+PmilxdrdirJypBMJq6NlVw7X421x4YsLOFkb1csLXJ0VW6mXORWWw9nplvmIeLnJ2HLjB76i+kpuhQODnzxdfDCAgqydwZE6lWoy7VatRl45qlrF+1iGIBxXOfr2bdhnTo/Alms5m/ls7j3Omj2Nra4eiooFe/rylRSnCDDSvtxardt1g2a0TuePHxl2MpGliaFXNGU7FaBBWrR7Brw5/sWDuXInm8OyrXakrLjoKBfvXcYTYtn4rJZMTPvxSfDPgZhbMLjSs4vpO+Nur2VZ48e86v02cJfa2Tgh+/6k+JoEB+/2MOtcOrUadGdbbt3sfG7bvy9CEV6NezO/b29iQmaflm+GhkMhlms5mO77eiTUvhPGWR4IrvpN5u2n+VP2eMEd63wpneX43EP6gUC/8YR+Xw+lSpUZ+taxexefWfFA2wfGqjeu3GtOn0KS/zSdtw0adBaoa4sWH/NRbmkfHpwFH4B5Vi0cyfqRxen8rhDdi2biFbVs8Xve/qdRrz/oefcfnsUTasFG4lN5tNBJYIocun36J0dad2qAsX72iIevaYudPGkZKSjMLJmX6DhhMQVJL5MyZQpUZdqtWox6Y1S9jw10KK5SlHjToNad+5JwDpaan0/6QNv85cnntRD0CVMmoOX9cT8/wRS2aOFOqtk5KeX46haGBpls0eQ6XqDahUPYKd6/9k29p5FPG3yKhaqymtciaWY7/5kJTkJFJ0Gtw8vAguX51PB/1CRHkFqae38ig6jtF/rhHGVoUjo3p3orS/H2MXrqNB5bI0qCJ2mY2KT6TLyKmiT4N0Gj4Zs8lMttFIq9pV6NO2CTKZDGXNNmSsm8yjeC0jNh5Gm56J0sGOsR0iKO2rYvSmI0SEBBIRGgTAtkt3WHzsCnKZDG9XZ0a2rYevuxJ9loE209aQbTCSkpmFylnBe2GlGdQsHMcPBxO5+g9GLtmMNi0dpaMDY3q2o3RRH8Ys20KDSsFEVAph9aEzrD1yHlsbOQajiaZVy9LvvQhkMhnrj57nrxzbwWA0USOkOF93bIqDnR2KiC6kndrMo+h4Ri1Ym6MnB0Z/9qGgp0XrBT1VLsvq/SdZf/AUNjY2GI1GmlSvyOftmuReMLfx8BmW7DgsvKOQEgz7pAN2tjY412rH4z9X490yAgdfT7I1WgwpaRwObUaFeeOI3XaQuO0HAfD/7ENKfi8sdiUePcu1/qMsnwZ5TVjr7NvoD63kUUwCI5duQZumF3T1SRtBV8u30aBiGSIqBbP60FnWHr2ArVyOwWSiaZVQ+r3XILccL3ieoKXzL/NyPw2iaNiN/4u07PnvHYf6t9m1pOJ/+hH+VQo8mYyMjOT06dPUqlWLkJAQbt26xfTp08nMzKR79+40atTozZm8gu0XDW+O9A94r4otq44Xnq/yi8lkYfJiMlmYvJhMFiYvJpOFiVOdjsTdPF9o+b+YTBYmLyaThcmLyWRhUqpkcZYffXO8f8KLyWRhMW+Iir9OFO5ZhxeTycIk72SysJj5rRuX78a/OeI/IKy0FweuZRRa/i8mk4XJi8lkYfJiMlmYdKkj4/Stwq1TNUPcOBmZUmj5v5hMFiYvJpOFyYvJZGHyYjJZmDh+OBj94b8KLf8Xk8nCxLlWO3bYWV9Y+W/yYjJZmEiTyX+f/7XJZIFur9i9ezdt27ZFqVSSnp7Opk2b6NGjB5UqVcJkMtGsWTP27t37jyaUEhISEhISEhISEhISEv/9FOjM5NixY/n+++/RaDQsXryYrl270qdPH/bt28eBAwf4/vvvmThxYmE9q4SEhISEhISEhISExGsxmU3/tX//axRoMnnjxg169uwJQKdOnUhJSeGDDyyXO3Tr1o2rV/97t5UlJCQkJCQkJCQkJCQk/h0K/CGqFwd15XI5jo6OuLlZbu5ycXFBpyvccxMSEhISEhISEhISEhIS/3kKdGYyKCiIu3fvUrKkcEvaqVOnCAiwXGf95MkT/Pz+ve+tSUhISEhISEhISEhIFASzqXAvHpOwUKDJ5BdffJH7YWWA8uXLi8J37dolXb4jISEhISEhISEhISHx/wEFmkz269fvteHjx4//Rw8jISEhISEhISEhISEh8X+DAk0mJSQkJCQkJCQkJCQk/psxm/73bk39b6XAF/BISEhISEhISEhISEhISMjMZrN0QlVCQkJCQkJCQkJC4n+Cpt0u/Kcf4ZXsW1n1P/0I/yr/VW6ukzYW7pb0dx3krD1VeDI61ZIzZ3ehZQ/AFy3gtw2Fq6cfOspJO7W5UGU412pH6uwhhSpD2X8i6cfWFVr+TvU+5MndyELLHyCgdCiJV48VqgxVxXrEDe9ZqDK8f1nyTtrGT0uyCi3/cT3tWXK40LIHoGcETNlSuOt737aVseJY4croXk9GxpaZhSrDse2AQm0bqor1iLz/vNDyBwgtWZTFhwpVBL0a8k7exfKjhSqCj+vD0RtphZZ//XLObDxbuGNrh3D5u3nfaycVqgzHTt/xtH/HQpXhP3tDodoIyv4TST+xodDyB3Cq0xH9oZWFKkPRsBs77IILVUbr7NuFmn9hId3m+u6Q3FwlJCQkJCQkJCQkJCQkCow0mZSQkJCQkJCQkJCQkJAoMP9Vbq4SEhISEhISEhISEhL/BLNZus31XSHtTEpISEhISEhISEhISEgUGGkyKSEhISEhISEhISEhIVFg/tXJZFJSEsuWLfs3s5SQkJCQkJCQkJCQkHhrTCbzf+3f/xr/6pnJJ0+e0KtXL3r06PG389AlPOLwuqFkpCVh7+hCgw/Ho/IpbRXv1rn1XDnyJ2azmSIla1C37UjkNnakJD3nyLqhJERF4qIqRsevNonSaWIesWHBUNJTknB0cqF97/H4FBXnnxT/nI0LhhL9JBIPz2J8+bMljwc3T7N33RSyMtMBCK7UgKYfDkYut8zLk+IesXflEPRpSTg4KmnWbSJqP+syXD+1jvP7/8RsNuFfpiYNPxyFjY0dT++eYfO8Pnh4F8+N+9HXa7C1dxTp6eh6i57qfzAej3z0dPv8eq7m6MmvRA3q5OjpTWEAT2ISGLlgDdqUdJROjozp/SEli/qK8j8feZ+BUxYR6OuV+9uSEV/iaC/ks/nIWRbvPIzZZKZ6aEmG9GiPna2NkH9SKqP2XUCrz0Rpb8foZlUpqXa1KsPdBB2/H76KJj0DgC9rl6VRqaKYzGamH7/OqcexGExmwvzUDG0Uhp2N5V08jk1g5KINaFPTUSocGdurAyWL+ojLcOsBA6YvI9DXM/e3pUM/x9HejqiEJEYu2sDtp9EU8fRgzagBVs/37HkUv0+dji45BWdnJ77/+iuCAgNEcW5G3mL67LkAGI1GypcNpf/nfbC3s2P3vgNs2rotN26CRkOFcuUYPdxyLfrT6FjGzlyELiUVpZOCn77sRQn/olbPAmA2mxk4ZjK3Hz5m39I/rMJ/nrmInUdOsnfJDFycnXJ/t1H74NqxNzJnF8wZ6SRvWIAxLkqU1rFKXRS1m1nSuHqQ9eg2yatmYl+qPM4tOuWGyZ1dMKXqSJo1Ove3d9E21C7QsZ4tTg4yMrLNbDxuJE6bf+ddtbScehVskAMPYkxsPWXEZIbivjJ6NLElIdk6XWLsI7YvGUJ6ahIOCiXv9ZyIVxHrMlw5vo5Te/7EbDIRGFKT5l2FMphNJg5u/J0HN45hMhooVqoKLbqOxsbWPjetLv4Rh9YOyW3fEZ0moPLNpx88u55Lh/4Es4kipWpSt/1IbGzseH7vNGd2TSY7Mx2ZTEZASANqtByMLE8/pYl9xNZFL8rhQpteE/B+qS/UJjxj66KhxDyNxN2zGH1HbRaFXzq2npO7hPcUFFKTlt1GYmMrtP3H8VpGrN1HUloGLo72jO3UhFK+alH6c/ef8eXCrQR5eeT+tmzAhzja2WIymZm68wQnbj/GaDIRFlSEn9pH5PYf8G7aRdTzZ0yfMpEUXTJOzs589e0PBAQWF6W9FXmDubOmAWA0GAgtV4E+/QZgZ2dPbGwMM6b8ysP79/D29WXazD+tZCfGPmLHUkudav3JK+rUiXWc3i3oOzC4Js3y1qkNv/LgxjHkNjYonN1p2X0cHt6BuWkL+30kxj5i6+IhpKcIZWjTayJeRa3LcOnYOk7uzlNnuo7CxlYow4ENv3P/+jFMJgPFSlahVXdxu4iNesLiP0aSkqxF4aSk18AxFA0oKco/8tpZNi7/g8yMdJDJqFi1Lh26f4VcLufZ47us+nMiKbok5HIbipcuR9c+Q7B3sPQfCTGPWDdvKGmpSTgqXPiw73h8ilnbCOvmDyXqcSQqr2J89YvYzgChvi2Y0IuoxzcZNe/su3/fGh0jNhwmKT3nfbdvQCkflZWMuzGJTNxxEk2qHoABTarRpFxxzjx4zvS959BnZQNQPziAQU3DkctlANh6+aH6ZAByZ1fMGelols3EEP1UnLlMhnuHT3AsG4bZZMKUlkLSyjkY4mOQOTii7vM99gElkMlteP6dtd34zmyEBevRpqYJNsJnH+RvI0xdIrJzlg7vZ7ERFq7n9pMoiniqWDNmoNXzPY7VMGLpFosd8kkbShXxFsU5d/sRA2auItDH0iaX/fBpri0FQp3qO205kU+iOT71x9zfy04djs97jXAKKsaxam1JvnLL6hkA/Ht9QMnv+4Bcjubwaa4PGIPZYHhjmITEmyjQZDI5Ofm14SkpKf/oYQCObRpNaHgnylRtz4NreziybhjtB4i/FZic+IwL+2bQfuAGFEpP9i7/ksizaylXqxt2Ds5UazaIrIwUzu2dbpX/lqWjqdagE1Xqtef6uT1sWjCMfqPE+TsonGnScRAZ6Sns3yDOw9HZlU5fTEbl7U92ViZLfv+Uyye2UKVe+9w4B9aOpHztTpSr0YG7l3ezd+UQunwn/p6RTvOUUzun0/X7TTi5eLJtwRdcP7mWSvW6AeDhXZzuP2x5pZ5ObB5NcHVBTw+v7eHo+mG0/VJcjpTEZ1zcN4O2AwQ97V/+JbfOrqVsrW6vDXvBuKUb6dCgBm3qVWP/uauMWrCOFaOsO8pAXy9W//y11e/P4xOZvWkvq0YPQu2m5JvpS9l4+Aydm9QG4JeDl2hfPog2ZQPZf/c5o/deYHmXhqI89NkGBm87zZhmValc1BOjyUxyhvAtwc03HnErTsvKLo2wlcsYd+ASf12+R4+qZXLT/7J8Cx3rV6dNnSrsO3+dkYs3svKnL/Ipg2e+E0VnRwe+bN+EVH0mMzfty/ddTJ81h1YtmtG8SWOOHj/J79NmMGuq+DtfJYoXZ9bUSdja2mIymRg7/le27dhFx3ZtaNG0MS2aNs6N26f/VzSOqC9K/+u85bRrUp/WDetw8NR5xs1azKKJP+X7PKu376Oorxe3Hz62Cjt85gK2eYzxvLi0/QT9uSNkXDqOQ7lquHbsTdKcsaI4GRePk3HxeO7/VV+NI/PKaQCy7l0na+b13DC3j78m64F4UHsXbaNtbVvO3TFx6Z6JcoEyOtS1Ye5260HRQwmNK9swe1s2qXro1siW6sFyztwSDu0nJJuZtdWSblxPwajdvXIkYfU6UbF2B25d2M32JUPoNUxcBm3CU45unU6v4ZtwdvVk/ewvuHx0LVUbduPKifXEPrnBp8M3IrexY9eKEZw7sIyazXvnpj+6cRShNToRXK0DD67u5vDaoXT4ar1IRnLiM87tmU7HrzeiUHqyZ0l/Is+spXztbjgoXGnSdQquan8M2Zns+LMXdy5uJrhah9z0O5ePokr9TlSq04Gb53ezdfFQev8kluHgqCSi/ddk6lM4tGmaKCwp/hmHN0+nz8iNOLt6smZmfy4eXUv1RsJ7+nnjITrWKE/baqHsu3qPkWv3s+qrzlbvIcjLg7XfdLH6fdO5G0Q+j2fNoI+wtZEzdsNBVh6/Qs+IKrlx3kW7mPPHFJq1eI/GTVtw8vgRZkz5jUnT54jiFC9ekknT5uS2719/GcWu7Vto0/5DnJyc6NbjU9LT0lixbGG+MnavGkmlupY6tWPpEHoOta5Tx7ZOp+cwoU5tmPMFl4+tpWpEN+5ePciz+xf5dMQWbGzsOLFzNkc2T6FdX8v4VdjvY8fykVSuJ9SnyAu72bp4CJ/9JC5DUvxTjmyZTu8RQhnWzvqCS8fWUq1hNy4dX0/04xv0HiG0ix3LR3D2wDJq5WkXy+eOo17TDtRp1IYLJ/ez+I9R/PT7CpEMZ2dX+n47AS/fYmRnZTJl9BecOrydOo3aYGfnQNfeP1IsqAwmo5E/pw5j96YltPmon6Wci0YT3rATVeu359rZPaybP4wBY61thGYfDCJDn8LeddZ2BsDx3UtR+/gT9fimVdg7ed9bjtGxWihtq5Rh3/UHjNx0hFX92otk6LMMDFq1l3EdI6gS6IvRZEKnzwTA1dGB3zo1opjKlcxsA32X7GTb5bu0rSKMrx5dPyf1+H7STx9CUbkm6h4DiP31R1H+iorVsS8RTMwvg8FkxLVFR9zadEOzcDJmo4GUvZswpafi/bV4nHnBO7ERlm6mY4PqtKlblX3nrzFy4XpWjvzS6lkCfb3ynSgKNkJTUvUZzNyYv40wbtUOOtatQtvaYey7cJORS7eyamhvq3iBPmrW/vR5vnkArDhwmmKeHkQ+iRb9HrNhDw8mLaDW4VWvTKsIKkaZ0YM4Ht6ezNgEqm2cQ0CfTjyes+q1YRISb0OB3Fzd3d3x8PB45V/9+vXfnMlr0KdqSHh+nVJh7wNQvHwz0nQx6BLEg//D63sICG2Ek4sXMpmM0PDO3L+yEwBHJ3d8g6pia+9klb9GoyHq4XUq1RbyL1etGTpNDJpYcf5OSncCy1TF3sE6jyKBZVF5+wNgZ++AX0AI2gTLh63TUzTEPblOaLU2AJSq1JwUbQzaeLGMu5f3UKJ8I5xdhTJUqN2F2xe2/y09BeXoKVnzej2F1OjMg6s73xgGkJicSuTDZ7SqXRmAxtUqEKvR8iQ24a2eEWD/uWs0CCuLp7sLMpmMDxrWZM+ZK4DwLiLjtLQKEXTZuFQRYlP1PNWmivLYffsZ5X1VVC4q7BrayGV4ODkIOoxPpoa/N3Y2cmQyGXWCfNgRaVkZ1Wg03HwURaualQBoUrUcsYk6nsRq3roMbkonKpcOQpFndTAvSVotd+7eo0nDCADq1alFfHwCz6PEnb2jowO2tsLajcFgIDMrC5nMOr/I23fQ6nTUqhGe+1uiLpnIB49oXr8mAA1rViU2IZGn0bFW6R88fc7Rc5f4uF1Lq7BErY6lG3fy1SfWBqTM2QXbosXJuHISgMwb55G7qbFReVvFfYFtsRLInV3JjLxkFSZ3cce+ZFkyLp/I/e1dtA1nRyiilnHlvjAhvPHYjJuzDJWLddxygXJuPTWRsyDPudtGKhZ/fZeYlqwh+vF1ytcQyhBcpTkpSTEkxonLcOvCHkpXaoTSTShD5fpduHlOKEPss1sEhdTGxtYemUxGyXL1uX7GMjnWp2qIf3ad0pUFGcUrNCdVa90PPri6h8CyljZctuZH3L+8AwDPomVxVQtty9bOAXWREFISLf1UWrKGqEfXqVBTkBFatTnJiTEkvtQXKpTuBJSuip29wkoXkRf2UCbMUsaqDT7ixllBvkaj4eazWFpXFj6m3aRCSWK0qTxJ0L5Wv3m5HZ1AzdLFsLO1Edp3cCDbL1oWJzQaTaG3C602iXt37xDRqCkAterUJyEhjuio56J4Do6OovadlZXFiwbu4uJK2XIVcHB0JD/SkjXE5FOnkl6qU7cv7qFUxTx1ql4XIs9Z2oXRkIUhOxOz2UyWPhUXD4sXiSY1vVDfh0YjtIsX9SmkSnOS82sXF/dQplLeOtOF62eFMsQ9u0XxUEu7KFW+PtdOWdqFRqPh8f1IajZoBUCVWo1J0sQSF/1EJCOgRAhevsUAYYz2L14GTY6HhU+RAIoFCRMJuY0NQaXKkRBv6atTdRqeP7xOWB1hbC1fvRm6xBgS8rERgoLztxEAYp/d5eaF/TR4r49V2Lt533puRiXQulIpAJqUK06MLo0nGp1Ixq6r96hYzJsqgUJaG7kclbPQ1kOLeFJMJewCOtjZEuynJkpr2TCwDyhJ+tkjAOgvncbGXY2tl9hzyWw2I7O1Q2YnjJ8yhRNGbc74azCQeec6pvS0fHX4LmyExORUbj56TqtaYYKeqpb/ezZCmSAUDvb5hicmp3HzcRSta1QUZFQJJTZJx5O4xLeWAXAvKo5Dl2/zaYs61jKOnyfjuXW/lxe/Ds2J3X6QzBwb7vH8vyjS+b03hv1fxmwy/df+/a9RoMmki4sLEyZM4ODBg/n+zZ8//63yyczMJDk5WfSXmZlJqi4GJxcv5DbCoCyTyVC6+5GqExvmqdpoXDyKWJ7LoyipWnGc/IiOjkbp7oVNnvzd1H7oNG9Omx8p2nhunNtLcFhEnt+icXYTl8HFw4+UJLG7YEpSNC4qizuWq7ooKUmW59AlPGHl7+35a1JHrhxbKUqblo+enN39rHSQpo1G6W7Rk9LdoqfXhQHEJGrxdHfB1sYmV4av2p0YjdZKD8/iNXQdNZ3uY/5g7YFTljw0Wvw8Le5SRTw9iNEkAcK78HRyxDbH7U4mk+Hr4kR0il6U98PEZOxt5AzacpIuKw8ycs95ktKFldNQb3eOPIwmNTObbKOJfXefE52Snps2OjoaT7eXyqByIyYxnzLEJdJl7Cy6jZvD2kNnrMJfRXxCAiqVBzZ5ZHh7eREXH28VNyY2ls8HfE3Hrj1wdnbi/VbWhu3uvfto3LBBrmEKEJeQiKe7m6gcPp4qYhPEg5HBYGDC3GX82PdjbOTWTXvC3GV82f0DnBXWRq2NmwpTihbydHImnQa5u9oq7gsU1eqTcfkkmIxWYY5V6pJ5+yrmNIvx8S7ahpuzjBQ95D2SoEs14+5sPXN3U8rQploiJqUKE88XqFxk9H/fln7v2RIeLOgzOSka5UtlcFX5kZwoLkNyYjSuecrgri5KcqJQBr+Acty9epBMfSpGYzaRF3ah01gmJ6naaOt+0MO6fadqo8T9oCr/fjA9JZ4HV/cSGBoher6Xy+Gm8kOX+PZ9YXJiFG5qi3x3z6K56aOjo/F0ccbWJk/79lASrbX2Xnmq0dF52mq6zljDmpNXc38vW9SbwzcfkpqRRbbRyN6r94hKsnjHREdHF3q7SIiPx0OlErVvLy9v4uOsDbfY2Bi+/rI3PT5qh5OTMy1bt3218vKQkl+d8vBD91Kd0iVG46a21Cm3PHWqdMVGBJQJZ+YPdZn5Y10e3T5Nvfe/sjybNrVQ30d09Cvqk+alMmheXQbfwHLcvZLTLgzZ3Dy/C22edhEdHY2bh6do/FZ5+qJJiHmlbnVJCVw4dYCK1awXujMz9Bw/sJmw6g3y6DgGl5dsBHe1H7qEt28XRkM2GxeOpH2vMcjl1rvd7+R961LxVDqJ37ebkmideCJ2Pz4JO1sbBizfTadZGxi+/hCJaeIxGCAhJZ39Nx5SP9hyfMOYnCQaLwxJCdh4eIrSZVw7T+bdGxSZuJAiExbgGFwB3fbVr1dgDu/CRohJ1FnbCGr3V9gIGrqMnkm3sbNYe/D0W5UBICbphYy8bc+NmESdVdxn8Ul89Mt8uk5YwJrD53J/zzYaGbtiOz91a41c9veuOlEE+KF/bGlP+sfPUfj7vTFMQuJtKJCba5UqgjtLgwYN8g13d3fHbH7zwdIJEyYwZswY0W+jRo0CdceCPM5/lAx9Kiun96duq88oWrz8v5q3t385eo85ioPChRRtDFvm9kGh9KBM5Vb/qpx/g5CgouyaMgwXJwWxiVoGTlmMu4sTzcIr/Sv5G0xmzj6NZ0nnBng5OzLz5E0mHLrMb61r8H7ZAKJT0um74RgOtjaE+3txWhZX8DIEFmH37z/g4uRIbKKOgdOX4a50oln1Cv9KGV7g6+PDvJnT0Ov1TJw8leMnT9OwQb3ccH1GBoePHmfG5N/+Vv4L120jokYVgooVITpOvIO89cBRfDxVVKsQ+o/KkIudPQ4VapA09+d8gx2r1iN1+8p8w/4J76ptRGnM/LY2m8xscHWCHk3+vePlFWp3QJcYxcrJ3bG1cyQotBYPb554c8K/QVZGKrsXf0FYxGd4+f+79fnfILSoN3uH98JF4UCsNpUvF23F3VlB80qlaVstlOikFD6duwFHO1tqlPLnVD6TwTfxrtqFj48v02YtQK/XM/X38Zw+eYx6DRr943zfhujH14mPusuXE4/i4Kjk8KZJ7Fk1ivc/nfTmxHl4F+/jVVSq3QGdJoplv3fHzl5oF/Ibf79d6NNT+WP81zRv9wlBpcqKwgzZ2cyb/CNlK9WkSs1/9x0d2DSLctWa4l20JEnxz9+c4G/wb71vo8nMmfvPWf55W7xdnJix7xy/bD3B5C5NcuOkZmTx1co99KxbkXJFvV6TmzX2ASWxKxJA1LA+mDP0uLXrjkeXviQumVGgfF7HO7MRJg+x2AjTlgo2QnjFf60coQF+7Jn4NS4KR2KTkhkwcxXuSieaVyvHvO1HaBwWQgk/L54XwJtAQuJdUSALqWvXrqSnp78y3NfXV5gUvoGhQ4fy7bffin5zcHDgtzXJpKfEYzIakNvYYjabSdVGo3QTr5Ao3f1I1lhcFVKSnqN0f/Mqip+fH6naeIxGAzY5+QsrpQVbgcnUp7Fsch9CKjeiToueojAXdz/SdOIypCSJd1IBXDz80CVY3HOSNc9x8RCew8FRmSc/X8pUfY/n9y/kGszObr5WehJ2GsXlcHb3IyXRoqdUrUVPrwsD8FW5k6BNwWA0Ymtjg9lsJkajxVftLpKhzLOa76Nyp0XNMC7dfkSz8Er4qt15FmdxF4lKSMJXLexU+vn5kZCegcFkwlYuF/JPScfPRexO5+viRLVinngrhd9bhfgzYLNgYMhkMj6vGcrnNQVDcM/tZ5TIczjfz8+PBN1LZUjU4at6XRncaF6jIhfvPn6ryaSXpyeJiUkYjUZscmTExcfj7fXqQVehUBBRrx4HDx8RTSaPHj9BYEAAgQH+ovjenioStDpROWITEvHxFF+mcOnmHWITNKzffRCj0USaPoP2/X9k0YSfuHD9Npcj73DiomWn4ePBo/n1xwHUqghGXSJyF3eQy3NXm+Vuakza/N19HMuHY4x7jjE+yirMrngIMls7su5eE/1eWG2jpHc2HwrHcCnpJ8NFAXKZZXfSTSlDm2a9yKVLNaNytexEeihl6HLiZWZb4iWnw9WHJnxVclw9/Eh9qQzCLqS4DK4qP7R5yqDVPMdVJZRBJpNR7/2B1HtfOH9z89wOPIuUyo2rdPez7geTrNu30r0IyRqLjJREcRvOykhl58LeBJVrTMX6vaye7+Vy6BKjcVO9fV/oqipCUnyeMiY8z03v5+dHQkoaBqMJW5uc9p2Uip+72N9Y6WhxDfNxV9IyrAwXH0bRvFJpZDIZXzSrwRfNagCw6/IdSua5QMTPz6/Q24WnlxdJiYmi9h0fH4eXt/iCjrwoFArqNWjIkUP732oy6ZJfnUqKxu2lOuWm8hPpW5enTl0/vZnA4Jo4Ogn9X/la7Vkz/VORbgvzffj5vaI+qV8qg9qPpLj8yyCTyWjQZiAN2gjt4sbZHXjlaRd+fn7okhJE43diQgxqT7FrJUCGPo3pPw8gLDyCZm26i8IMhmzmTR6Cu4cXH332/Us69iXlJRtBq4nGzfPt28XDW+fRaqI4tX8lJqORTH0qv37TmC/HrAM83837dlOSkJouft+6VPzclCIZfm5Kqhf3w8fVGYDWlUrxxbLdueFpmVn0X7aLiJBAetQRT5xsXD1E44WthyfGJPFijVONCDJuX8OsF+zGtNOH8Ro44q30+C5sBF+Vm7WNoNG+pY3w6K0mk74eL2TkbXs6fFVuL8lwsMjwcKVF9fJcuveE5tXKceHuY2ISk1l9+BxGk4m0jExaDpvOyqG9yf+6MWv0T6JxKmnZWVYEFkX/NPqNYf+XMf8P3pr630qBlhX79OnDoEGDXhnu4+PzVpNJBwcHXF1dRX8ODg4olGo8i5Tl3mXhZsuH1/fi7OaDm2egKH3x8s14EnmQ9JR4zGYzkWfXULLim3cm1Go1foFluXJSyP/G+b24qnxQ+wS+IaWFzAxhIlm6Ql0i2lhf5OLkosbLvxyR57cCcO/KHpTuPrh7iWWUrtScB9cPkpYslOHayb8oU6U1AGm6uFyf6qyMVB7eOIR3McvKuUKpRp1HT49y9OSqFssIeklPt86soUSOnl4XBqByVRISWJSdJ4XzcAfOX8Nb5UaAj9iNJV6bjCnnWdP0mRy7HElwoDAoNq5WniOXb5KgTcFsNrP+0Gma1RB2LNVqNSFe7uy8JUxoD9yLwlupwN9dPNg1LV2UG7FJpOZY9ycexVDaU+iEMw3G3IP2SfpMlpy/wydVLTfiqdVqQgL82HlaOKe5/8INvD1cCfARu27Ga1MsZcjI5NiV24QEvJ3x4OHuTqmSJdh/6DAAx06cwtNTTdEi4vTPo6Ix5NyMlp2dzYnTpylePEgUZ/fe/bRo1oSXUbm5Elw8gD1HBdeaQ6cv4K32wN9PbNDO/flHNs35jU2zf2Xezz/irHBk0+xf8XBzYcygPmyZ+zubZv/Kptm/ArB88miCiwsDiDktBUPUYxwrCbMyh3LVMCUnYkzMfxXXsVo99BeO5humqFpfuKTnJS+Fwmobt55ms0446smx6yaiE81UKil0beUCZSSnmUnM526wG49NhPjLybFBqB5sw9WHQt5KBbyYZtrbQnAxIT9nVzW+AeW4fkYow+2Le3Bx90HlLS5DcJXm3L1ykFSdUIZLR/8itLpQBkN2Jvo0wcUpPTWRU7vnU7OZ5TIGhVKNZ9Gy3L0kyHh4bU++/WCJCs14fNPShm+eXk3JSkIbzs5MY+fCPviXqUeVxtb9lLOrGr+Aslw7LciIvLAHVw8fVAXoC0OrNuPOZUsZLxxZTblwQb5arSa0qDc7Lt0GYP+1+/i4KQnwdBflEZ+clntNelpGFkcjHxGSs/uRmW0gOed2xqQ0PYsPXaBnRNXctGq1utDbhbu7ByVKlebwQeFijVMnjqJWe+FXRGzCRUc9F7Xv0yePE1RcfMvoq3B2VePjb12nPF6uU5Wbc+9qnjp17C9Cqwl1yt3Ln8e3T2M0CP3h/WuH8CpquWRErXQq1PehVgvt4kV9unUxpz69VIaQKs25cyVvnfmLcvm1i5RETu6aT60WlnahVqsJKBHC6SPC2f6Lpw7gofbG2098c3aGPp1pYwdQrnJt3vtQfMmJ0WjgzylDcXZx5eMvfkL20sF1pZuaIkFluXxCGFuvn9uLm8oHzwK0i89HrODHaQf5ceoB+o1YiYNCyY9TD6B0FSbe7+Z9Kwj182THlXsA7L/xEB9XZwLU4glMs/IluPE8gdSccfT43acE+wrPmZ6ZTf9lu6ld2p++eS69ekHW0wc4hQteaorKNTFqNRjixS7HhoRYHIMrQI5Lr6J8VbKjnlrllR/vwkYQ7Jwi7Dx1WdDThet4e7jlYyO8ZOdcuUVIgHjy/ypUrs6E+Pux44ywYLX/YiQ+7q4EeIsXveJ1KXnaXiZHr94hxF9YKFn8XS92jR/ErvGDWPxdL5wdHdg1fhAqF+e3egaA6E178HmvEQ45Nlxg3y5Erd3xxjAJibehwL5bkZGRnD59mlq1ahESEsKtW7eYPn06mZmZdO/enUaN/pnLSN32YziybiiXDs3D3lFJgw/GA3B0w08EhjYisGwjXFX+VG0ygK1zhVsD/UpUJ7SG8EkCQ5aetZNbYjRmkZWRyqoJEZSq3IbwFsJOaJueY9i0YChHt8/DQaGk/WdC/psX/URw5UaEVm5EVqae6UNaYjBkkZmeyu/fRFCpdhuaffgtp/Yu59nDa2Rl6rl5fj8A5ao3J6KN5Ta4xp3GsHfVUM7tm4e9ozPNuk4AYN9fwylRvhElKzTGzdOfmi2/Yu004da8YqXCqVBHuADi7pW9XD3xF3K5DSaTkdJhLShbQ+wCXKfdGI6uH8qVw4Ke6nUUynFs408EhDYiMFTQU+UmA9g+L0dPxasTEi7o6XVhLxjeswOjFqxl0fZDOCscGP3ZhwCMXbSeBpXL0qByWQ6cv876g6ewsbHBaDTSpHpF2tarJpTJW02/dk359JfZAFQNKUHHiBq5+Q9rHMbovRdYfO42zvZ2jGoqDFhj91+kQQk/GpTww8/ViU+rB/PpuiPIkOGtVDC8cRgAqZnZ9N1wDLlMhslspktYKeqXEE/ifurRlpGLNrJw5xGcHR0Y00u4zXLMkk00CAshIiyUAxdvsO7wWWzkcowmE02rlqNtHeFZ9JlZtPtpGlnZBlL1mTT//jda1wzjq46Wz2N8PaA/v0+dwV9rN+DkpOD7r4WV9ckzZlKrRji1a4Rz+epVNm/dgVwux2gyUrlSRbp/ZNH302fPuf/wIb/Uq0t+/Ni3B+NmLWLppp04KxwZ3l/YaRo/Zwn1qoVRr3pYvukKQsqWJbh27I1TxHuYM/UkbxBunnRp34vMyEtk3boMgI2nL7Z+AWQunWqVh8xBgUO5qmhm5H+j5rtoG1tOGuhQ15YGFWzIzPk0yAva1bbh1lMTt56aSUqFg5eM9G0pXA7xMMbEuduCwVAuUE54sByTWdjlvPHYTGDOHKVFtzFsXzKUk7vm4eDoTOueQhl2LhtO6UqNKF2pMR5e/tR7/yuW/yaUISA4nMr1hTJk6lNYOfljZDI5ZrOJao16ULqSuN+s32EMh9YO5dLBedg5KInoJLTvI+t+IrBsI4LKNcJV7U+1ZgPZMqsrAH4lwwmtKci4dnw58U+vYcjS8/C6MBEqUbEFVRpb+qlWPcawddFQju+ch4Ojkvd7CTK2LfmJMmGNCA5rRHamnlk/tcCYnUWGPpVp3zegQs02NO44GA8vfxq0HciSiYL8wOBwqtS3XGIzokNDRqzdz4KD51E62DO2k3Bj8eh1B4goW5yIciXYf+0ea09fx1Yuw2Ay06xCKdpVExbOUjOy+GzeRmQyGWazma51KhFRVvxJjnfRLvoP/IYZU35jw5pVKJycGPjNDwDMnDaJ8Jq1CK9Zh6tXLrFj60ahfRuNVAyrQqcuHwOQmZFB/z49yM7OJj09jc8+7kREo6Z83MtyOUuLbmPYsXQop3YLdarVJzl1avlwSlcU6pS7lz913/uKFb/n1Kky4YTl6LtKg25oou+zaFxb5Da2OLt60aKr+ChJYb+P1h+PYevioZzYOQ8HhTPv57SL7UuHU6ZSI8qECe2ifpuvWPKrUIbAMpY6k6FPYfnvlnYR3rgHZV5qFx/3G87iP0axc8MiFE7O9BwwGoCls8ZSqXoDwsIbcGDHKh7du0Fmpp6Lpw8CUK12E1p/0Jtzx/dy8fRBigWWZuxg4RlKhVSiW9+huTLafzqGdfOHcmjbPBwVSj7oI7SLDQt+IrRKI8pWEWyEyd+3xGjIIiM9lQlfRVC5ThtadBZ7XL2Kd/K+29RlxKYjLDh6SXjf7YWJ3+jNR4kIDiQiNBA/dyWfNQijx59bkctkeLs6MbKt4C2z8tR1rj+LQ5+VzcGbDwFoWq4EfSKES/mSVs1D1WMArs07YM5IJ3H5LAA8un2B/uo5Mq6dJ/XoLux8i+I7fDJmoxFTchKJqyx3a/gMn4KN0hWZowK/X+aTeec6iUstLrDvxkZox8hF61m44zDOjo6M+UwYT8Ys3kiDsFAiKody4MIN1h06Y7ERqpWnbV1hIUWfmUW7YVMsNsLgibSuVZmvPmhueRfdWjNy6RYW7j6O0tGBMZ8Ily+NWb6NBhXLEFEpmAMXI1l79AK2cjkGk4mmVUJpWzvsrepT+dlj8G4ZgYOvJ+E7FmJISeNwaDMqzBtH7LaDxG0/iP7hM+6MnUGtI38BkHj0LE/mrxHK8JowCYm3QWZ+m0OOOezevZu2bduiVCpJT09n06ZN9OjRg0qVKmEymThy5Ah79+792xPKSRsL94aj7zrIWXuq8GR0qiVnzu43x/snfNECfttQuHr6oaOctFObC1WGc612pM4e8uaI/wBl/4mkH1v35oh/E6d6H/LkbmSh5Q8QUDqUxKvHClWGqmI94ob3LFQZ3r8seSdt46clWYWW/7ie9iw5XGjZA9AzAqZsKVzXnG/bylhxrHBldK8nI2PLzEKV4dh2QKG2DVXFekTeL5wzby8ILVmUxYcKVQS9GvJO3sXy/B0V/jU+rg9Hb+R/8+e/Qf1yzmw8W7hja4dw+bt532sLdnayoDh2+o6n/Qv3jgv/2RsK1UZQ9p9I+okNb474D3Cq0xH9oX//7oC8KBp2Y4ddcKHKaJ19u1DzLyzqtz/+5kj/IY5uyn/j4P8qBXJzHTt2LN9//z0ajYbFixfTtWtX+vTpw759+zhw4ADff/89EydOLKxnlZCQkJCQkJCQkJCQkPgvoUCTyRs3btCzZ0+A/9fenUZFdZ5xAH8uOAwwZhBkkRGHRRRSFxoULWjRo3TEWkRJxdYtVhuDgUSb1qiJVhtP3RPTqnGrkroUl1MXjBXibvUQFB1EUwMDYmgAlyr7Lvz7IQfCpsydeTFgnt8584FhfP7zjjzc+9773gtFRkZSSUkJ/fKXv2z4/tSpUyktLe0p/5oxxhhjjDHG2ItC9jWT9ResW1hYkLW1NdnZfXdB90svvURFRS3/dg5jjDHGGGOMPQ98N9fnR9aZSQ8PDzIYDA1fJyUlkVb73Z3UcnJyyNWV/9ApY4wxxhhjjL3oZJ2ZnDt3LtXWfndnxP79+zf5/smTJ82+mytjjDHGGGOMsY5P1mQyKirqmd9fuXKlWW+GMcYYY4wxxsxR/zepWfuTtcyVMcYYY4wxxhgj4skkY4wxxhhjjDFToBOqrKzEsmXLUFlZyRnfc8aLMAbO6Dj1OaNjZbwIY+CMjlOfMzpWxoswBs7oOPXZD5cEoNPdO7e4uJjs7OyoqKiI1Go1Z3yPGS/CGDij49TnjI6V8SKMgTM6Tn3O6FgZL8IYOKPj1Gc/XLzMlTHGGGOMMcaYbDyZZIwxxhhjjDEmG08mGWOMMcYYY4zJ1iknk0qlkpYtW0ZKpZIzvueMF2EMnNFx6nNGx8p4EcbAGR2nPmd0rIwXYQyc0XHqsx+uTnkDHsYYY4wxxhhj369OeWaSMcYYY4wxxtj3iyeTjDHGGGOMMcZk48kkY4wxxhhjjDHZeDLJGGOMMcYYY0y2TjWZXLVqFQUEBNBLL71Ezs7ONGHCBEpPTxeasWXLFho4cCCp1WpSq9UUGBhIJ0+eFJrR2OrVq0mSJJo/f76wmsuXLydJkpo8fH19hdWvl5ubS9OmTaPu3buTjY0NDRgwgFJSUoTV9/DwaDEOSZIoOjpaSP3a2lpaunQpeXp6ko2NDfXu3ZtWrFhBou9JVVJSQvPnzyd3d3eysbGhoKAgunr1qsn1Ll68SGFhYaTRaEiSJDp69GiT7wOgP/7xj+Tq6ko2NjYUEhJCBoNBaMbhw4dJp9NR9+7dSZIkSk1NFTqOmpoaWrhwIQ0YMIBUKhVpNBqaMWMG5eXlCR3H8uXLydfXl1QqFdnb21NISAglJycLq99YVFQUSZJEH3/8sdAxzJw5s0WPhIaGCs0gIrp9+zaNHz+e7OzsSKVSUUBAAOXk5AjLaK3XJUmidevWCcsoLS2lmJgYcnNzIxsbG/rRj35EW7duFVb//v37NHPmTNJoNGRra0uhoaGye8+Y7VxlZSVFR0dT9+7dqWvXrvTqq6/S/fv3hWZs376dRo4cSWq1miRJosLCQmH1Hz9+TG+99Rb5+PiQjY0NabVaevvtt6moqEjoGN544w3q3bs32djYkJOTE4WHh9NXX30lNKMeABo7dmybvwdMyRg5cmSLvoiKihI+jqSkJBo1ahSpVCpSq9UUHBxMFRUVZte/e/fuU/v70KFDwsZw7949mj59OvXo0YNUKhX5+/vTP//5T6PqG5uRlZVFEydOJCcnJ1Kr1RQZGSmr99raxzS3t43JMKe3GWtNp5pMXrhwgaKjo+mLL76gU6dOUU1NDel0OiorKxOW4ebmRqtXr6Zr165RSkoKjRo1isLDw+nLL78UllHv6tWrtG3bNho4cKDw2v369aP8/PyGx6VLl4TWLygooGHDhpFCoaCTJ0/Sf/7zH/rwww/J3t5eWMbVq1ebjOHUqVNERDRp0iQh9desWUNbtmyhTZs20e3bt2nNmjW0du1a2rhxo5D69X7729/SqVOnaM+ePXTz5k3S6XQUEhJCubm5JtUrKysjPz8/2rx5c6vfX7t2Lf31r3+lrVu3UnJyMqlUKhozZgxVVlYKyygrK6Phw4fTmjVrTBpDWxnl5eV0/fp1Wrp0KV2/fp0OHz5M6enpNH78eGEZRER9+/alTZs20c2bN+nSpUvk4eFBOp2OHj58KKR+vSNHjtAXX3xBGo1G1vs3NiM0NLRJr8TFxQnNyMrKouHDh5Ovry+dP3+e0tLSaOnSpWRtbS0so/H7z8/Pp127dpEkSfTqq68Ky3jnnXcoISGB9u7dS7dv36b58+dTTEwMxcfHm10fAE2YMIHu3LlDx44dI71eT+7u7hQSEiJrG2XMdu53v/sdHT9+nA4dOkQXLlygvLw8ioiIEJpRXl5OoaGh9N577xld19j6eXl5lJeXR+vXr6dbt27Rp59+SgkJCTR79myhYxg0aBDFxsbS7du3KTExkQCQTqej2tpaYRn1Pv74Y5Ikyej3Lzfj9ddfb9Ifa9euFZqRlJREoaGhpNPp6MqVK3T16lWKiYkhC4u2dxPbqt+rV68W/f2nP/2JunbtSmPHjhU2hhkzZlB6ejrFx8fTzZs3KSIigiIjI0mv1wvJKCsrI51OR5Ik0dmzZ+ny5ctUXV1NYWFhVFdXZ1RGW/uY5va2MRnm9DZjrUIn9uDBAxARLly40K459vb2+Nvf/ia0ZklJCfr06YNTp05hxIgRmDdvnrDay5Ytg5+fn7B6rVm4cCGGDx/erhnNzZs3D71790ZdXZ2QeuPGjcOsWbOaPBcREYGpU6cKqQ8A5eXlsLS0xGeffdbkeX9/f7z//vtm1yciHDlypOHruro69OjRA+vWrWt4rrCwEEqlEnFxcUIyGsvOzgYRQa/Xm1TbmIx6V65cARHh66+/breMoqIiEBFOnz4trP4333yDnj174tatW3B3d8eGDRtk135WxmuvvYbw8HCTaxqTMXnyZEybNq1dM5oLDw/HqFGjhGb069cPH3zwQZPnTO3F5vXT09NBRLh161bDc7W1tXBycsKOHTtk16/XfDtXWFgIhUKBQ4cONbzm9u3bICIkJSUJyWjs3LlzICIUFBSYVLut+vUOHjwIKysr1NTUtFvGjRs3QETIzMwUmqHX69GzZ0/k5+cb9bMtN0P0PkJrGUOHDsWSJUvarX5zP/7xj1tsf83NUKlU2L17d5PXOTg4mNx/zTMSExNhYWGBoqKihtcUFhZCkiScOnXKpAzgu33M9ujt5hmNiehtxgCgU52ZbK5+SYyDg0O71K+traX9+/dTWVkZBQYGCq0dHR1N48aNo5CQEKF16xkMBtJoNOTl5UVTp06VtRzNGPHx8TR48GCaNGkSOTs70yuvvEI7duwQmtFYdXU17d27l2bNmmXS0d/WBAUF0ZkzZygjI4OIiG7cuEGXLl0y+kipMZ48eUK1tbUtzuDY2NgIP1tMRJSdnU337t1r8nNlZ2dHQ4cOpaSkJOF5z1NRURFJkkTdunVrl/rV1dW0fft2srOzIz8/PyE16+rqaPr06bRgwQLq16+fkJqtOX/+PDk7O5OPjw/NnTuXHj16JKx2XV0dnThxgvr27UtjxowhZ2dnGjp0qKylfHLdv3+fTpw4IetMlTGCgoIoPj6ecnNzCQCdO3eOMjIySKfTmV27qqqKiKhJr1tYWJBSqTSr15tv565du0Y1NTVNetzX15e0Wq3JPd7e21Jj6hcVFZFaraYuXbq0S0ZZWRnFxsaSp6cn9erVS1hGeXk5TZkyhTZv3kw9evQwqW5bGURE+/btI0dHR+rfvz8tXryYysvLhWU8ePCAkpOTydnZmYKCgsjFxYVGjBhh8s9tW/8X165do9TUVLP6u7WMoKAgOnDgAD1+/Jjq6upo//79VFlZSSNHjhSSUVVVRZIkkVKpbHiNtbU1WVhYmPRZNd/HbI/ebs/9WMYafN+zWVPV1tZi3LhxGDZsmPDaaWlpUKlUsLS0hJ2dHU6cOCG0flxcHPr374+KigoA4o86/utf/8LBgwdx48YNJCQkIDAwEFqtFsXFxcIylEollEolFi9ejOvXr2Pbtm2wtrbGp59+KiyjsQMHDsDS0hK5ubnCatbW1mLhwoWQJAldunSBJElYuXKlsPr1AgMDMWLECOTm5uLJkyfYs2cPLCws0LdvX7NrU7Oj4JcvXwYRIS8vr8nrJk2ahMjISCEZjT2vM5MVFRXw9/fHlClThGccP34cKpUKkiRBo9HgypUrwuqvXLkSP/vZzxrOprfHmcm4uDgcO3YMaWlpOHLkCF5++WUEBATgyZMnQjLqz7bY2trio48+gl6vx6pVqyBJEs6fPy9sHI2tWbMG9vb2Db8jRWVUVlZixowZICJ06dIFVlZW+Pvf/y6kfnV1NbRaLSZNmoTHjx+jqqoKq1evBhFBp9OZlNHadm7fvn2wsrJq8dqAgAC8++67QjIaM/fshTHb6ocPH0Kr1eK9994TnrF582aoVCoQEXx8fEw+K/m0jDlz5mD27NkNX7f1s21KxrZt25CQkIC0tDTs3bsXPXv2xMSJE4VlJCUlgYjg4OCAXbt24fr165g/fz6srKyQkZEhZAyNzZ07Fy+//LJJ7/9ZGQUFBdDpdA39rVarkZiYKCzjwYMHUKvVmDdvHsrKylBaWoqYmBgQEebMmWN07aftY4rsbWP2Y/nMJBOl004mo6Ki4O7ujv/+97/Ca1dVVcFgMCAlJQWLFi2Co6MjvvzySyG1c3Jy4OzsjBs3bjQ8J3oy2VxBQQHUarXQpboKhQKBgYFNnnvrrbfwk5/8RFhGYzqdDr/4xS+E1oyLi4Obmxvi4uKQlpaG3bt3w8HBQfiEODMzE8HBwSAiWFpaIiAgAFOnToWvr6/ZtX8Ik8nq6mqEhYXhlVdeabK8SFRGaWkpDAYDkpKSMGvWLHh4eOD+/ftm109JSYGLi0uTAyDtMZlsLisry+Sluq1l5Obmgojw61//usnrwsLC8Ktf/UpIRnM+Pj6IiYkxqfazMtatW4e+ffsiPj4eN27cwMaNG9G1a1eTlqi1Vj8lJQV+fn4NvT5mzBiMHTsWoaGhJo2hte2c6MlkW9tSc3c426pfVFSEIUOGIDQ0FNXV1cIzCgsLkZGRgQsXLiAsLAz+/v4mHaRoLePYsWPw9vZGSUlJw3PmTCaN3a85c+aMyct1W8uo324sXry4yWsHDBiARYsWmV2/sfLyctjZ2WH9+vWy33tbGTExMRgyZAhOnz6N1NRULF++HHZ2dkhLSxOWkZiYCC8vL0iSBEtLS0ybNg3+/v6IiooyuvbT9jFF9rYx+7E8mWSidMrJZHR0NNzc3HDnzp3nkjd69GhZR52e5ciRIw07GvUPImr4xWTq2YS2DB48WPZG4Vm0Wm2To7EA8Mknn0Cj0QjLqHf37l1YWFjg6NGjQuu6ublh06ZNTZ5bsWIFfHx8hObUKy0tbZjkRUZG4uc//7nZNZvvuNRPJJpP7oKDg/H2228LyWisvSeT1dXVmDBhAgYOHIj//e9/7ZLRnLe3t0lnqJvX37BhQ0NfN+51CwsLuLu7y67fWsbTODo6YuvWrUIyqqqq0KVLF6xYsaLJ6959910EBQUJyWjs4sWLICKkpqaaVPtpGeXl5VAoFC2uX549ezbGjBljdv3GCgsL8eDBAwDAkCFD8Oabb8qu/7TtXP1EovkOoFarxUcffSQkozFzdjjbql9cXIzAwECMHj3a5LPQcvYHqqqqYGtri3/84x9CMubNm/fUHh8xYoSQjNaUlpaCiJCQkCAk486dOyAi7Nmzp8nzkZGRslaDGDOG3bt3Q6FQNPSHXE/LyMzMbHHNMvDt/tsbb7whJKOxhw8fNvSEi4sL1q5dKyuj+XucM2eO0N5+WkZjPJlkonSqayYBUExMDB05coTOnj1Lnp6ezyW3rq6u4XoYc40ePZpu3rxJqampDY/BgwfT1KlTKTU1lSwtLYXkNFZaWkpZWVnk6uoqrOawYcNa3DI7IyOD3N3dhWXUi42NJWdnZxo3bpzQuuXl5S3uVGdpaWn0XdnkUqlU5OrqSgUFBZSYmEjh4eHCMzw9PalHjx505syZhueKi4spOTm5010vUVNTQ5GRkWQwGOj06dPUvXv355Irqt+nT59OaWlpTXpdo9HQggULKDExUcA7bd0333xDjx49EtbvVlZWFBAQ8Nz6fefOnTRo0CBh163Wq6mpoZqamufS83Z2duTk5EQGg4FSUlJk9Xpb27lBgwaRQqFo0uPp6emUk5NjdI+397bUmPrFxcWk0+nIysqK4uPjZd0Z2NiM1v4NAKP7u62MRYsWtehxIqINGzZQbGxsu42jPsfYHm8rw8PDgzQajck9LmcMO3fupPHjx5OTk5NR793YjPprSM3pbznjcHR0pG7dutHZs2fpwYMHsu803lj9NkdEb7eVwVi7+F6msCaaO3cu7OzscP78eeTn5zc8ysvLhWUsWrQIFy5cQHZ2NtLS0rBo0SJIkoTPP/9cWEZzope5/v73v8f58+eRnZ2Ny5cvIyQkBI6OjiYfCWzNlStX0KVLF/z5z3+GwWDAvn37YGtri7179wrLAL69bkGr1WLhwoVC6wLf3gWzZ8+e+Oyzz5CdnY3Dhw/D0dHRpKViz5KQkICTJ0/izp07+Pzzz+Hn54ehQ4eavKSrpKQEer0eer0eRNRwHVv9XU5Xr16Nbt26NVxHFx4eDk9PT1lH/tvKePToEfR6PU6cOAEiwv79+6HX65Gfny8ko7q6GuPHj4ebmxtSU1Ob9HtVVZWQjNLSUixevBhJSUm4e/cuUlJS8Jvf/AZKpbLF0W1TP6fmTFnm+qyMkpIS/OEPf0BSUhKys7Nx+vRp+Pv7o0+fPqisrBSSAQCHDx+GQqHA9u3bYTAYsHHjRlhaWuLf//63sAzg2yWPtra22LJli/EfkIyMESNGoF+/fjh37hzu3LmD2NhYWFtb45NPPhFS/+DBgzh37hyysrJw9OhRuLu7IyIiQtYYjNnORUVFQavV4uzZs0hJSUFgYGCLyw7MzcjPz4der8eOHTtARLh48SL0ej0ePXpkdv2ioiIMHToUAwYMQGZmZpPXGLs6p62MrKwsrFy5EikpKfj6669x+fJlhIWFwcHBwehl7Kbsc5DMZa5tZWRmZuKDDz5ASkoKsrOzcezYMXh5eSE4OFhYBvDtSgq1Wo1Dhw7BYDBgyZIlsLa2NmoprbGfk8FggCRJOHnypNHv3diM6upqeHt746c//SmSk5ORmZmJ9evXQ5Iko+97Ycw4du3ahaSkJGRmZmLPnj1wcHDAO++8Y/Q42trHNLe3jckwp7cZa02nmkwSUauP2NhYYRmzZs2Cu7s7rKys4OTkhNGjR7frRBIQP5mcPHkyXF1dYWVlhZ49e2Ly5Mkm33TgWY4fP47+/ftDqVTC19cX27dvF56RmJgIIkJ6errw2sXFxZg3bx60Wi2sra3h5eWF999/X9ZkxRgHDhyAl5cXrKys0KNHD0RHR6OwsNDkevVLU5o/XnvtNQDf/nmQpUuXwsXFBUqlEqNHj5b9+bWVERsb2+r3ly1bJiSjfvlsa49z584JyaioqMDEiROh0WhgZWUFV1dXjB8/XtYNeNr6nJozZTL5rIzy8nLodDo4OTlBoVDA3d0dr7/+Ou7duycso97OnTvh7e0Na2tr+Pn5yV52bkzGtm3bYGNjY3J/tJWRn5+PmTNnQqPRwNraGj4+Pvjwww+N/nNDbdX/y1/+Ajc3NygUCmi1WixZskT27xNjtnMVFRV48803YW9vD1tbW0ycOFHWgRxjMpYtW2by9rat+k/7HIkI2dnZQsaQm5uLsWPHwtnZGQqFAm5ubpgyZQq++uoroZ9Ta/9GzmSyrYycnBwEBwfDwcEBSqUS3t7eWLBggazrx40dx6pVq+Dm5gZbW1sEBgYafbDI2PqLFy9Gr169UFtba/R7l5ORkZGBiIgIODs7w9bWFgMHDmzxp0LMzVi4cCFcXFygUCjQp08fWb8/gLb3Mc3tbWMyzOltxlojAQAxxhhjjDHGGGMydKprJhljjDHGGGOMdQw8mWSMMcYYY4wxJhtPJhljjDHGGGOMycaTScYYY4wxxhhjsvFkkjHGGGOMMcaYbDyZZIwxxhhjjDEmG08mGWOMMcYYY4zJxpNJxhhjjDHGGGOy8WSSMcYYY4wxxphsPJlkjDHGGGOMMSYbTyYZY4wxxhhjjMnGk0nGGGOMMcYYY7L9H5LaaqBPygT2AAAAAElFTkSuQmCC\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**Check class balance**" ], "metadata": { "id": "gfHshgloQhkm" } }, { "cell_type": "code", "source": [ "# benign\n", "count_class_0 = np.sum(y==0)\n", "\n", "# malign\n", "count_class_1 = np.sum(y==1)\n", "\n", "print(f\"N(Benign): {count_class_0}, N(Malign): {count_class_1}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tOR-lsbVQlLB", "outputId": "58fc88c3-795e-4187-abfb-b5f1328db182" }, "execution_count": 10, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "N(Benign): 357, N(Malign): 212\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Small Digression**\n", "\n", "Let's pretend for a moment to have an imbalanced dataset, such that 90% belong to M and only 10% belong to B. Let's define a naive classifier that classifies everything as M: what would be the accuracy of this classifier on such dataset?" ], "metadata": { "id": "C9Zosepo6cZ2" } }, { "cell_type": "markdown", "source": [ "**Training/Test splitting and Scaling the Features**" ], "metadata": { "id": "eo9ACAhee1-6" } }, { "cell_type": "code", "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import train_test_split\n", "\n", "# Assume X and y are your features and labels\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Initialize the StandardScaler\n", "scaler = StandardScaler()\n", "\n", "# Fit the scaler on the training data and transform both train and test sets\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n" ], "metadata": { "id": "iniGHUnre5kl" }, "execution_count": 11, "outputs": [] }, { "cell_type": "markdown", "source": [ "\n", "\n", "---\n", "\n", "\n" ], "metadata": { "id": "ybIqOFeGXL9z" } }, { "cell_type": "markdown", "source": [ "### Consider the logistic regression model introuced in the past lectures, modified to L1 regression" ], "metadata": { "id": "15VS0V4EXBYp" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "class LogisticRegressionGD_L1reg:\n", " \"\"\"Gradient descent-based logistic regression classifier with L1 regularization.\"\"\"\n", "\n", " def __init__(self, eta=0.01, n_iter=50, alpha=0.01, random_state=1, epsilon=1e-10, pred_threshold=0.5):\n", " self.eta = eta\n", " self.n_iter = n_iter\n", " self.alpha = alpha # L1 regularization term\n", " self.random_state = random_state\n", " self.epsilon = epsilon # a small value to avoid log(0)\n", " self.pred_threshold = pred_threshold # threshold for classification\n", " self.losses_ = []\n", " self.val_losses_ = [] # For validation loss\n", "\n", " def fit(self, X_train, y_train, X_test, y_test):\n", " \"\"\"Fit training data and track losses on both training and testing data.\"\"\"\n", " rgen = np.random.RandomState(self.random_state)\n", " self.w_ = rgen.normal(loc=0.0, scale=0.01, size=X_train.shape[1])\n", " self.b_ = np.float_(0.)\n", " self.losses_ = []\n", " self.val_losses_ = []\n", "\n", " for i in range(self.n_iter):\n", " # Forward pass (training)\n", " net_input_train = self.net_input(X_train)\n", " output_train = self.activation(net_input_train)\n", " errors_train = (y_train - output_train)\n", "\n", " # Gradient descent with L1 regularization for weights\n", " self.w_ += self.eta * (X_train.T.dot(errors_train) / X_train.shape[0] - self.alpha * np.sign(self.w_))\n", " self.b_ += self.eta * errors_train.mean()\n", "\n", " # Compute loss on training data\n", " loss_train = (-y_train.dot(np.log(output_train + self.epsilon)) -\n", " (1 - y_train).dot(np.log(1 - output_train + self.epsilon))) / X_train.shape[0]\n", " loss_train += self.alpha * np.sum(np.abs(self.w_)) # L1 regularization term\n", " self.losses_.append(loss_train.mean())\n", "\n", " # Forward pass (testing/validation)\n", " net_input_test = self.net_input(X_test)\n", " output_test = self.activation(net_input_test)\n", "\n", " # Compute loss on test data\n", " loss_test = (-y_test.dot(np.log(output_test + self.epsilon)) -\n", " (1 - y_test).dot(np.log(1 - output_test + self.epsilon))) / X_test.shape[0]\n", " loss_test += self.alpha * np.sum(np.abs(self.w_)) # L1 regularization term\n", " self.val_losses_.append(loss_test.mean())\n", "\n", " return self\n", "\n", " def net_input(self, X):\n", " \"\"\"Calculate net input.\"\"\"\n", " return np.dot(X, self.w_) + self.b_\n", "\n", " def activation(self, z):\n", " \"\"\"Compute logistic sigmoid activation.\"\"\"\n", " return 1. / (1. + np.exp(-np.clip(z, -250, 250)))\n", "\n", " def predict(self, X):\n", " \"\"\"Return class label after unit step.\"\"\"\n", " return np.where(self.activation(self.net_input(X)) >= self.pred_threshold, 1, 0)\n", "\n", " def predict_proba(self, X):\n", " \"\"\"Return probability.\"\"\"\n", " return self.activation(self.net_input(X))\n", "\n", " def plot_learning_curve(self):\n", " \"\"\"Plot the learning curve (training vs testing loss).\"\"\"\n", " plt.plot(range(1, len(self.losses_) + 1), self.losses_, label='Training Loss', marker='o')\n", " plt.plot(range(1, len(self.val_losses_) + 1), self.val_losses_, label='Testing Loss', marker='s')\n", " plt.yscale('log') # Set the y-axis to a logarithmic scale\n", " plt.title('Learning Curve (Loss vs. Epochs)')\n", " plt.xlabel('Epochs')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " plt.grid(True)\n", " plt.show()\n", "\n", " def score(self, X, y):\n", " \"\"\"Compute accuracy.\"\"\"\n", " predictions = self.predict(X)\n", " return np.mean(predictions == y)\n", "\n", "# Example usage:\n", "# Assuming X_train, y_train are your training data and X_test, y_test are your test data\n", "# model = LogisticRegressionGD_L1reg(eta=0.01, n_iter=100, alpha=0.01)\n", "# model.fit(X_train, y_train, X_test, y_test)\n", "# model.plot_learning_curve()\n" ], "metadata": { "id": "esApXtFgvtlF" }, "execution_count": 40, "outputs": [] }, { "cell_type": "markdown", "source": [ "**Decision Region Plot Function**" ], "metadata": { "id": "dPEWdUSVhFyJ" } }, { "cell_type": "code", "source": [ "from matplotlib.colors import ListedColormap\n", "from sklearn.decomposition import PCA\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "def plot_decision_regions_pca(X, y, classifier, resolution=0.02, pca_flag=False, pca_components=2):\n", " # setup marker generator and color map\n", "\n", " if not pca_flag:\n", " assert X.shape[1] == 2, \"Data must be 2D if pca_flag=False.\"\n", "\n", " markers = ('o', 's', '^', 'v', '<')\n", " colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n", " cmap = ListedColormap(colors[:len(np.unique(y))])\n", "\n", " X_all = X\n", "\n", " # Apply PCA only if pca_flag is True\n", " if pca_flag:\n", " pca = PCA(n_components=pca_components)\n", " X_pca = pca.fit_transform(X) # Fit PCA on original X and reduce to 2D\n", "\n", " else:\n", " X_pca = X # No PCA applied, using original data\n", "\n", " # Create the decision surface based on PCA-transformed data (or original data if no PCA)\n", " x1_min, x1_max = X_pca[:, 0].min() - 1, X_pca[:, 0].max() + 1\n", " x2_min, x2_max = X_pca[:, 1].min() - 1, X_pca[:, 1].max() + 1\n", " xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n", " np.arange(x2_min, x2_max, resolution))\n", "\n", " # Create grid points for prediction in 2D space\n", " grid_points_2d = np.array([xx1.ravel(), xx2.ravel()]).T\n", "\n", " # If PCA was applied, inverse transform the 2D grid points back to the original feature space\n", " if pca_flag:\n", " grid_points_original_space = pca.inverse_transform(grid_points_2d)\n", " else:\n", " grid_points_original_space = grid_points_2d\n", "\n", " # Predict in the original feature space\n", " lab = classifier.predict(grid_points_original_space)\n", " lab = lab.reshape(xx1.shape)\n", "\n", " # Plot the decision surface\n", " plt.contourf(xx1, xx2, lab, alpha=0.3, cmap=cmap)\n", " plt.xlim(xx1.min(), xx1.max())\n", " plt.ylim(xx2.min(), xx2.max())\n", "\n", " # Plot the class samples\n", " for idx, cl in enumerate(np.unique(y)):\n", " if pca_flag:\n", " plt.scatter(x=X_pca[y == cl, 0],\n", " y=X_pca[y == cl, 1],\n", " alpha=0.8,\n", " c=colors[idx],\n", " marker=markers[idx],\n", " edgecolor='black')\n", " else:\n", " plt.scatter(x=X[y == cl, 0],\n", " y=X[y == cl, 1],\n", " alpha=0.8,\n", " c=colors[idx],\n", " marker=markers[idx],\n", " edgecolor='black')\n", "\n", " plt.xlabel('PC1' if pca_flag else 'Feature 1')\n", " plt.ylabel('PC2' if pca_flag else 'Feature 2')\n", " plt.title('Decision regions with PCA' if pca_flag else 'Decision regions')\n", " plt.show()\n" ], "metadata": { "id": "702fsCbDhDEv" }, "execution_count": 41, "outputs": [] }, { "cell_type": "code", "source": [ "lrgd_reg = LogisticRegressionGD_L1reg(eta=0.5, n_iter=2500, random_state=3, alpha=0.0)\n", "lrgd_reg.fit(X_train_scaled, y_train, X_test_scaled, y_test)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "j79RWrSWYR5c", "outputId": "aba78c67-338c-455c-ba52-77ae9b13883d" }, "execution_count": 59, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "<__main__.LogisticRegressionGD_L1reg at 0x7de97bfc11e0>" ] }, "metadata": {}, "execution_count": 59 } ] }, { "cell_type": "code", "source": [ "y_train_pred = lrgd_reg.predict(X_train_scaled)\n", "y_test_pred = lrgd_reg.predict(X_test_scaled)\n", "\n", "accuracy_train = np.sum(y_train_pred == y_train) / len(y_train)\n", "print(f\"Train Accuracy: {accuracy_train * 100:.2f}%\")\n", "\n", "accuracy_test = np.sum(y_test_pred == y_test) / len(y_test)\n", "print(f\"Test Accuracy: {accuracy_test * 100:.2f}%\")\n", "\n", "# analogously\n", "print(f\"Check score: {lrgd_reg.score(X_test_scaled,y_test):.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Z43pBKHojBf3", "outputId": "ce8e0915-1266-4d75-84b7-2c0f901c0c93" }, "execution_count": 60, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Train Accuracy: 99.12%\n", "Test Accuracy: 98.25%\n", "Check score: 0.9825\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Plotting decision region in dimensionally reduced space**" ], "metadata": { "id": "68dYxdlaht_Y" } }, { "cell_type": "code", "source": [ "from sklearn.decomposition import PCA\n", "pca = PCA(n_components=2)\n", "\n", "X_combined = np.vstack((X_train_scaled, X_test_scaled)) # Combine training and test data\n", "y_combined = np.hstack((y_train, y_test)) # Combine the labels\n", "\n", "X_combined = np.vstack((X_train_scaled, X_test_scaled)) # Combine training and test data\n", "\n", "\n", "plot_decision_regions_pca(X_combined, y_combined, lrgd_reg, pca_flag=True, pca_components = 2)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 493 }, "id": "4JQQlD6Ug9eD", "outputId": "0706541f-f5f6-480f-cc59-bb4288688327" }, "execution_count": 61, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**Plotting the Learning Curve**" ], "metadata": { "id": "jysfeF-MwTrb" } }, { "cell_type": "code", "source": [ "lrgd_reg.plot_learning_curve()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 493 }, "id": "naKReBGniXDQ", "outputId": "3b01903c-62d1-4fe8-b720-b5a8cc16516d" }, "execution_count": 62, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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Buz8jI6NUO7Rp0wYKhULn+JcvX8aZM2f0a4Aq2LhxI65du6Z9fvjwYRw6dAiDBg0CUDyvqn379vj+++91AnR8fDx27NiBwYMHAwAUCgWGDh2K33//vcw7fle1B/TOnTulXlNypeeD7X706FG4uLigVatWVToH1U68fJ4swnfffYdt27aV2j59+nR88MEH2L17N7p06YIJEyYgKCgIaWlpiI2NRXR0NNLS0gAAjz32GH799VcMGzYMjz76KJKSkvDVV18hKCioVNe6nHx8fDB9+nQsWrQIjz/+OMLCwhAXF4etW7fC09NTr3kPq1atwsCBAzF8+HCEh4cjJCQEDg4OOHfuHNasWYPk5GTtvYReeOEFfPLJJwgNDcX48eORkpKCr776Cq1atdJr8vf9Ro0ahWeffRZffvklQkNDtRNcS8yePRubNm3CY489hnHjxqFjx464d+8eTp48iQ0bNuDixYsVDmcMGTIE77zzDv78808MHDiw1P6KPifvvvsuoqKi0KNHD7z00kuwsrLC119/jby8PHz00UfaskFBQejTpw86duwId3d3xMTEYMOGDdolPc6ePYuQkBCMHDkSQUFBsLKywm+//YabN2+W6gEri7e3N/r27YtPPvkEmZmZpYbFdu3ahSlTpuDJJ59E8+bNUVhYiB9++EEb+kuMGTMGf/75p96BYuvWrWUGp27duulMIG/atCl69OiByZMnIy8vD4sXL4aHhwdeeeUVbZmPP/4YgwYNQteuXTF+/Hjt5fMuLi46PWfvv/8+duzYgd69e2PixIlo2bIlkpOTsX79euzbt6/U56Mi33//Pb788ksMGzYMTZo0QWZmJr755hs4Oztrw1eJqKgohIeHc46QpZDnYjUi06jo0l8A4sqVK0IIIW7evCnUarXw9/cX1tbWwtfXV4SEhIhly5Zpj6XRaMT7778vGjZsKFQqlejQoYPYvHlzuZeJl3V5dMnl87du3SqznklJSdpt5V0+/+Dlv7t37xYAxO7du7XbCgsLxVtvvSV8fX2FnZ2d6Nevnzh9+rTw8PAQkyZN0qvtsrOzxcKFC0VwcLBwdHQUNjY2olmzZmLq1Kni/PnzOmV//PFH0bhxY2FjYyPat28vtm/fXqV2KZGRkSHs7OwEAPHjjz+WWSYzM1PMmTNHNG3aVNjY2AhPT0/RrVs3sXDhQpGfn1/p+2rbtq0YP368zjZ9PyexsbEiNDRUODo6Cnt7e9G3b19x4MABnWO9++67onPnzsLV1VXY2dmJwMBA8d5772nrdvv2baFWq0VgYKBwcHAQLi4uokuXLmLdunWV1r3EN998IwAIJycnkZOTo7Pv77//Fi+88IJo0qSJsLW1Fe7u7qJv374iOjpap1zv3r2FPn8CKmubFStWCCF0v7+LFi0S/v7+QqVSiZ49e4q4uLhSx42Ojhbdu3cXdnZ2wtnZWYSHh4uEhIRS5S5duiTGjBkjvLy8hEqlEo0bNxZqtVp7Kwt9fy5iY2PF008/LRo0aCBUKpXw9vYWjz32mIiJidF53enTpwWAUu1FdZckBG+dSWQJ0tPT4ebmhnfffddgS2TURj/88APUajUuX75cpR4FqtjFixcREBCAjz/+WGfotLaZMWMG9u7di6NHj7JHyEJwjhBRHZSTk1NqW8ldl8taDsOSjB49Gg0aNEBkZKTcVSEzk5qaiuXLl+Pdd99lCLIgnCNEVAetXbsWK1euxODBg+Ho6Ih9+/bh559/xsCBA7W3A7BUCoXC4FciUd3g4eFhVvP9yDQYhIjqoLZt28LKygofffQRMjIytBOo3333XbmrRkRkVjhHiIiIiCwW5wgRERGRxWIQIiIiIovFOUIV0Gg0uH79OpycnHgFARERUS0hhEBmZibq1asHhaLiPh8GoQpcv35dZ/0gIiIiqj2uXLmC+vXrV1iGQagMkZGRiIyM1K7Xc+XKFe06QoZSUFCAHTt2YODAgbC2tjboselfbGfTYDubBtvZdNjWpmGsds7IyIC/vz+cnJwqLcsgVAa1Wg21Wo2MjAy4uLjA2dnZKEHI3t4ezs7O/CEzIrazabCdTYPtbDpsa9MwdjvrM62Fk6WJiIjIYjEIERERkcViECIiIiKLxTlCRERkloqKilBQUCDLuQsKCmBlZYXc3FwUFRXJUgdLUJN2tra2hlKprHEdGISIiMisCCFw48YNpKeny1oHX19fXLlyhfeRM6KatrOrqyt8fX1r9D1iECIiIrNSEoK8vb1hb28vSxDRaDTIysqCo6NjpTfko+qrbjsLIZCdnY2UlBQAgJ+fX7XrwCBERERmo6ioSBuCPDw8ZKuHRqNBfn4+bG1tGYSMqCbtbGdnBwBISUmBt7d3tYfJ+N0lIiKzUTInyN7eXuaaUG1Q8jmpyVwyBiEiIjI7nJdD+jDE54RBSAZFGoFDSWk4elvCoaQ0FGmE3FUiIiKySAxCJrYtPhk9PtyFZ7+LwapzSjz7XQx6fLgL2+KT5a4aERGZkUaNGmHx4sV6l9+zZw8kSZL1arvaiEHIhLbFJ2Pyj7FIvpurs/3G3VxM/jGWYYiIyECKNAIHL6Tiv8ev4eCFVKP2vEuSVOEjIiKiWsc9cuQIJk6cqHf5bt26ITk5GS4uLtU6n77qWuDiVWMmUqQRmP97Asr6URQAJADzf0/AgCBfKBUcGyciqq5t8cmY/3uCzj+dfi62mBcehLDW1b/MujzJyf/+E7t27VrMnTsXiYmJ2m2Ojo7ar4UQKCoqgpVV5X9+vby8qlQPGxsb+Pr6Vuk1xB4hkzmclFaqJ+h+AkDy3VwcTkozXaWIiOoYOXrefX19tQ8XFxdIkqR9fubMGTg5OWHr1q3o2LEjVCoV9u3bhwsXLmDIkCHw8fGBo6MjgoODER0drXPcB4fGJEnC8uXLMWzYMNjb26NZs2bYtGmTdv+DPTUrV66Eq6srtm/fjpYtW8LR0RFhYWE6wa2wsBDTpk2Dq6srPDw88Oqrr2Ls2LEYOnRotdvjzp07GDNmDNzc3GBvb49Bgwbh3Llz2v2XLl1CeHg43Nzc4OTkhK5du2LLli3a144ePRpeXl6ws7NDs2bNsGLFimrXRR8MQmWIjIxEUFAQgoODDXbMlMzyQ1B1yhERWQIhBLLzC/V6ZOYWYN6mU+X2vANAxKYEZOYW6HU8IQw3nPbaa6/hgw8+wOnTp9G2bVtkZWVh8ODB2LlzJ44dO4awsDCEh4fj8uXLFR5n/vz5GDlyJE6cOIHBgwdj9OjRSEsr/x/o7OxsLFy4ED/88AP27t2Ly5cvY9asWdr9H374IVavXo0VK1Zg//79yMjIwMaNG2v0XseNG4eYmBhs2rQJBw8ehBACgwcP1l7irlarkZeXh7179yIuLg7z5s3T9pq99dZbSEhIwNatW3H69GksXboUnp6eNapPZTg0Vga1Wg21Wo2MjAyDjbV6O9katBwRkSXIKShC0NztBjmWAHAjIxdtInboVf7gzEdgqNk2b7/9NgYMGKB97u7ujnbt2mmfv/POO/jtt9+wadMmTJkypdzjjBs3Dk8//TQA4P3338fnn3+Ow4cPIywsrMzyBQUF+Oqrr9CkSRMAwJQpU/D2229r93/xxReYM2cOhg0bBgBYsmSJtnemOs6dO4dNmzZh//796NatGwBg9erV8Pf3x8aNG/Hkk0/i8uXLGDFiBNq0aQONRgNPT084OzsDAC5fvowOHTqgU6dOAIp7xYyNPUIm0jnAHX4utihv9o+E4jHszgHupqwWERGZQMkf9hJZWVmYNWsWWrZsCVdXVzg6OuL06dOV9gi1bdtW+7WDgwOcnZ21y0yUxd7eXhuCgOKlKErK3717Fzdv3kTnzp21+5VKJTp27Fil93a/06dPw8rKCl26dNFu8/DwQIsWLXD69GkAwLRp0/Duu++ie/fuiIiIQHx8vLbs5MmTsWbNGrRv3x6vvPIKDhw4UO266Is9QiaiVEiYFx6EyT/GQgJ0um5LwtG88CBOlCYiuo+dtRIJb4fqVfZwUhrGrThSabmVzwdX+k+nRqNBQc49vc6rDwcHB53ns2bNQlRUFBYuXIimTZvCzs4OTzzxBPLz8ys8jrW1tc5zSZKg0WiqVN6QQ37V8eKLLyI0NBR//PEHtm/fjg8++AALFy7EtGnTMGjQIFy6dAlbtmxBVFQUQkJCoFarsXDhQqPVhz1CJhTW2g9Ln30YPs4qne2+LrZY+uzDRrmagYioNpMkCfY2Vno9ejbz0qvnvWczL72OZ8y7W+/fvx/jxo3DsGHD0KZNG/j6+uLixYtGO19ZXFxc4OPjgyNH/g2PRUVFiI2NrfYxW7ZsicLCQhw6dEi7LTU1FYmJiQgKCtJu8/f3x6RJk/DLL79ArVZj+fLl2n1eXl4YO3YsfvzxRyxevBjLli2rdn30wR4hEwtr7Ydezb20Y97Lnu2AkCA/9gQREdVQbep5b9asGX799VeEh4dDkiS89dZbFfbsGMvUqVOxYMECNG3aFIGBgfjiiy9w584dvULgyZMn4eTkpH0uSRLatWuHIUOGYMKECfj666/h5OSE1157DQ899BCGDBkCAJgxYwYGDRqE5s2bIzU1Ffv27UNgYCAAYO7cuejYsSNatWqFvLw8bN68GS1btjTOm/8Hg5AM7v8h7NTQzSx+KImI6oKSnvcH7yPka8T7CFXHJ598ghdeeAHdunWDp6cnXn31VWRkZJi8Hq+++ipu3LiBMWPGQKlUYuLEiQgNDdVrJfdevXrpPFcqlSgsLMSKFSswffp0PPbYY8jPz0evXr2wZcsW7TBdUVER1Go1rl69CmdnZ/Tr1w9ffPEFgOJ7Ic2ZMwcXL16EnZ0devbsiTVr1hj+jd9HEnIPFpqxkqvG7t69q53Rbgh5hUVo8eY2AEDsG33h7sRVlo2loKAAW7ZsweDBg0uNlZPhsJ1NwxLaOTc3F0lJSQgICICtbfWvoi3SCBxOSkNKZi68nYovRKnKP50ajQYZGRlwdnaGQmE5s0g0Gg1atmyJkSNH4p133jHJ+WrSzuV9Xqry95s9QjKQyh3BJiIiQ1AqJHRt4iF3NczepUuXsGPHDvTu3Rt5eXlYsmQJkpKS8Mwzz8hdNZOxnJhrptgfR0REclEoFFi5ciWCg4PRvXt3nDx5EtHR0Uafl2NO2CNERERkofz9/bF//365qyEr9gjJwIhXZBIREVEVMAjJjCNjRERE8mEQkgE7hIiIiMwDgxARERFZLAYhmfGqMSIiIvkwCMnAmOvXEBERkf4YhGQmOF2aiIiqICIiAu3bt5e7GnUGg1AZIiMjERQUhODgYLmrQkREVZF+Bbh+vPxH+hWDn1KSpAofERERNTr2xo0bdbbNmjULO3furFml9WApgYs3VCyDWq2GWq3WrlViaBwYIyIygvQrwJKOQGFe+WWsVMCUo4Crv8FOm5ycrP167dq1mDt3LhITE7XbHB0dDXaukuMZ+piWjD1CMuNkaSIiA8lOrTgEAcX7s1MNelpfX1/tw8XFBZIk6Wxbs2YNWrZsCVtbWwQGBuLLL7/UvjY/Px9TpkyBn58fbG1t0bBhQyxYsAAA0KhRIwDAsGHDIEmS9vmDPTXjxo3D0KFDsXDhQvj5+cHDwwNqtRoFBQXaMsnJyXj00UdhZ2eHgIAA/PTTT2jUqBEWL15c7fd98uRJ9OvXD3Z2dvDw8MDEiRORlZWl3b9nzx507twZDg4OcHV1Rffu3XHp0iUAQFxcHPr27QsXFxc0aNAAwcHBiImJqXZdaoI9QkREZL6EAAqy9StbmKN/ufx7FZfRaAzyn+rq1asxd+5cLFmyBB06dMCxY8cwYcIEODg4YOzYsfj888+xadMmrFu3Dg0aNMCVK1dw5Urx8N2RI0fg7e2NFStWICwsDEqlstzz7N69G35+fti9ezfOnz+PUaNGoX379pgwYQIAYMyYMbh9+zb27NkDa2trzJw5EykpKdV+X/fu3UNoaCi6du2KI0eOICUlBS+++CKmTJmClStXorCwEEOHDsWECRPw888/Iz8/H4cPH9ZeLDR69Gh06NABkZGRyMnJwfnz52FtbV3t+tQEg5AMeNEYEZGeCrKB9+sZ9pjfhVVaRAEA6tMAajY9Yt68eVi0aBGGDx8OAAgICEBCQgK+/vprjB07FpcvX0azZs3Qo0cPSJKEhg0bal/r5eUFAHB1dYWvr2+F53Fzc8OSJUugVCoRGBiIRx99FDt37sSECRNw5swZREdH48iRI+jUqRMAYPny5WjWrFm139dPP/2E3NxcrFq1Cg4ODgCAJUuWIDw8HB9++CGsra1x9+5dPPbYY2jSpAkA6CzkevnyZcyePRuBgYHIyMhAhw4doFDIM0jFoTGZcWSMiKhuunfvHi5cuIDx48dr5/U4Ojri3XffxYULFwAUD2sdP34cLVq0wLRp07Bjx45qnatVq1Y6PUZ+fn7aHp/ExERYWVnh4Ycf1u5v2rQp3Nzcqv3eTp8+jXbt2mlDEAB0794dGo0GiYmJcHd3x7hx4xAaGorw8HB89tlnOnOpZs6ciRdffBEDBw7Ep59+qm0PObBHSAa8jxARkZ6s7YHXr+tX9sYJvXp78MI2wLdthUU0Gg2QU6jfectRMl/mm2++QZcuXXT2lYSWhx9+GElJSdi6dSuio6MxcuRI9O/fHxs2bKjSuR4cVpIkqfg9yGjFihWYNm0atm3bhrVr1+LNN99EVFQUHnnkEUREROCZZ57B5s2bsXnzZnzwwQdYs2YNhg0bZvJ6skeIiIjMlyQBNg76Pazs9DumlZ1+x6vhP60+Pj6oV68e/v77bzRt2lTnERAQoC3n7OyMUaNG4ZtvvsHatWvxyy+/IC0tDUBxwCkqKqpRPVq0aIHCwkIcO3ZMu+38+fO4c+dOtY/ZsmVLxMXF4d69f+da7d+/HwqFAi1atNBu69ChA+bMmYMDBw6gdevW+Omnn7T7mjdvjhkzZuDXX3/FsGHDsGLFimrXpybYIyQ3XjZGRFRnzZ8/H9OmTYOLiwvCwsKQl5eHmJgY3LlzBzNnzsQnn3wCPz8/7RyZ9evXw9fXF66urgCKrxzbuXMnunfvDpVKVa3hrMDAQPTv3x8TJ07E0qVLYW1tjZdffhl2dnaVjlDk5OTg+PHjOtucnJwwevRozJs3D2PHjkVERARu3bqFqVOn4rnnnoOPjw+SkpKwbNkyPP7446hXrx4SExNx7tw5jBkzBjk5OZg9ezaeeOIJNGzYEImJiYiJicGIESOq/N4MgUGIiIjqBnuP4vsEVXYfIXsPk1XpxRdfhL29PT7++GPMnj0bDg4OaNOmDWbMmAGgOFR89NFHOHfuHJRKJYKDg7FlyxbtxOFFixZh5syZ+Oabb/DQQw/h4sWL1arHqlWrMH78ePTq1Qu+vr5YsGABTp06BVtb2wpfd/bsWXTo0EFnW0hICKKjo7F9+3ZMnz4dwcHBsLe3x4gRI/DJJ58AAOzt7XHmzBl8//33SE1NhZ+fH9RqNf7zn/+gsLAQqampGDNmDG7evAkPDw8MHz4c8+fPr9Z7qylJCHZJlKfkhop3796Fs7OzQY/d6LU/AAAHX+0NPzfeGMtYCgoKsGXLFgwePFi2SzMtAdvZNCyhnXNzc5GUlISAgIBK/0iXKf1KxfcJsvfQ62aKGo0GGRkZcHZ2lu1qJmO6evUq/P39ER0djZCQENnqUdN2Lu/zUpW/3+wRIiKiusPV36B3ja4rdu3ahaysLLRp0wbJycl45ZVX0KhRI/Tq1UvuqsmOQUgmksTpQUREZBoFBQV4/fXX8ffff8PJyQndunXD6tWr62zPYlUwCMmMYYiIiIwtNDQUoaGhclfDLNW9gU8iIiIiPTEIyYS3VCQiKh+v4yF9GOJzwiAkM/6oExH9q2TOSna2ngutkkUr+ZzUZK4T5wgREZHZUCqVcHV11a6TZW9vL8uyRBqNBvn5+cjNza2Tl8+bi+q2sxAC2dnZSElJgaurq846a1XFICQTiZeNERGVqWSl9ZIwJAchBHJycvS6+zJVX03b2dXVVft5qS4GIZlxHJyISJckSfDz84O3tzcKCgpkqUNBQQH27t2LXr168RJzI6pJO1tbW9eoJ6gEg5BM+P8FEVHFlEqlQf7QVffchYWFsLW1ZRAyInNoZw58yoz9QURERPJhECpDZGQkgoKCEBwcLHdViIiIyIgYhMqgVquRkJCAI0eOGO0cnHtHREQkPwYhmXGuNBERkXwYhIiIiMhiMQgRERGRxWIQIiIiIovFIEREREQWi0FIJiW3EuedpYmIiOTDIEREREQWi0GIiIiILBaDkExK7qfIgTEiIiL5MAgRERGRxWIQkgmX2CAiIpIfg5DMeNEYERGRfBiEiIiIyGIxCMmEI2NERETyYxCSmeB1Y0RERLJhECIiIiKLxSAkk3+X2JC5IkRERBaMQYiIiIgsFoMQERERWSwGIZlwiQ0iIiL5MQgRERGRxWIQkgtvJERERCQ7BiG5cWyMiIhINgxCREREZLEYhGQicWyMiIhIdgxCZYiMjERQUBCCg4ONfi4usUFERCQfBqEyqNVqJCQk4MiRI3JXhYiIiIyIQUgm/6ywwSU2iIiIZMQgRERERBaLQYiIiIgsFoOQTLRLbHBojIiISDYMQkRERGSxGISIiIjIYjEIyUR71Zi81SAiIrJoDEJERERksRiEZFKyxIbgbGkiIiLZMAgRERGRxWIQIiIiIovFICQTTpYmIiKSH4MQERERWSwGISIiIrJYDEJy49gYERGRbBiEiIiIyGIxCBEREZHFYhCSyb9XjXFsjIiISC4MQkRERGSxGIRkxhU2iIiI5MMgJJOStcaIiIhIPgxCREREZLEYhGTCJTaIiIjkxyBEREREFotBiIiIiCwWg5BMSqZK86oxIiIi+TAIERERkcViECIiIiKLxSAkE+mfy8a4xAYREZF8GISIiIjIYjEIyYyTpYmIiOTDICQTLrBBREQkPwahMkRGRiIoKAjBwcFyV4WIiIiMiEGoDGq1GgkJCThy5IjcVSEiIiIjYhCSC8fGiIiIZMcgRERERBaLQUgmXGKDiIhIfgxCREREZLEYhIiIiMhiMQjJhEtsEBERyY9BiIiIiCwWg5DMOFmaiIhIPgxCMuFthIiIiOTHIEREREQWi0FIZhwZIyIikg+DkEwkjo0RERHJjkGIiIiILBaDkEz+XWKDg2NERERyYRAiIiIii8UgJDP2BxEREcmHQUgunC1NREQkOwYhIiIislgMQnLj2BgREZFsGIRkUKQRyCsoAgCcup6BIg3TEBERkRwYhExsW3wyeny4C7ey8gEA8/84gx4f7sK2+GSZa0ZERGR5GIRMaFt8Mib/GIvku7k622/czcXkH2MZhoiIiEyMQchEijQC839PKHNKUMm2+b8ncJiMiIjIhBiETORwUlqpnqD7CQDJd3NxOCnNdJUiIiKycAxCJpKSWX4Iqk45IiIiqjkGIRPxdrI1aDkiIiKqOQYhE+kc4A4/F1uUdz9pCYCfiy06B7ibslpEREQWjUHIRJQKCfPCgwCgVBgqeT4vPAhKBZfeICIiMhUGIRMKa+2Hpc8+DF8X3eEvXxdbLH32YYS19pOpZkRERJbJSu4KWJqw1n4YEOSLkEV7cDE1G7MGNMXkvs3ZE0RERCQD9gjJQKmQ4GxXnEGbejsyBBEREcmEQUgmCqk4/Gg0MleEiIjIgjEIyUT5TxAqEryTNBERkVwYhGSiUJT0CDEIERERyYVBSCbKf6YFsUeIiIhIPgxCMmGPEBERkfwYhGRSMkeIOYiIiEg+vI+QKaVfAbJTAQABheeRJqXDOV0BXL9TvN/eA3D1l7GCREREloVByFTSrwBLOgKFeQCAtwFABeDAPw8AsFIBU44yDBEREZkIh8ZMJTtVG4LKVZin7TEiIiIi42MQIiIiIovFIGQi+l4mz8vpiYiITIdByEROXcswaDkiIiKqOQYhE0nLzjdoOSIiIqo5BiETcbe3MWg5IiIiqjkGIRNp9ZCzQcsRERFRzTEIlSEyMhJBQUEIDg422DGVDp4oUlTc21OksIHSwdNg5yQiIqKKMQiVQa1WIyEhAUeOHDHcQV39oZwWiwMhv2Cs9ccoEMVNPzbvFYy1/hgHQn6Bclosb6ZIRERkQryztCm5+qNbT3906S6geft1ABo0btkBbz47CMp/FmElIiIi02GPkAyUCglCoQQA+DhZMwQRERHJhEFIJpp/ml4SGplrQkREZLkYhGQipOKmv3g7AwcvpKJIwztKExERmRqDkAy2xScjt7B4OOxIUhqe/uYv9PhwF7bFJ8tcMyIiIstSrSB05coVXL16Vfv88OHDmDFjBpYtW2awitVV2+KTMfnHWBSiOAgpUTw0duNuLib/GMswREREZELVCkLPPPMMdu/eDQC4ceMGBgwYgMOHD+ONN97A22+/bdAK1iVFGoH5vydA4N85QiVBqGRgbP7vCRwmIyIiMpFqBaH4+Hh07twZALBu3Tq0bt0aBw4cwOrVq7Fy5UpD1q9OOZyUhuS7uQCAon+aXoF/J0sLAMl3c3E4KU2O6hEREVmcat1HqKCgACqVCgAQHR2Nxx9/HAAQGBiI5GQO7ZQn8+bfaCUlAfi3J6iZdBXin2GyO8IJ1+GJlMxc2epIRERkSaoVhFq1aoWvvvoKjz76KKKiovDOO+8AAK5fvw4PDw+DVrDOSL+C/tGPYqAqT2fzpzZfab/OFdbol7cI3k62pq4dERGRRarW0NiHH36Ir7/+Gn369MHTTz+Ndu3aAQA2bdqkHTKjB2SnQqHJq7CIrVSAZk556BzgbqJKERERWbZq9Qj16dMHt2/fRkZGBtzc3LTbJ06cCHt7e4NVzhL9p1dj3mmaiIjIRKrVI5STk4O8vDxtCLp06RIWL16MxMREeHt7G7SClqZbE64+T0REZCrVCkJDhgzBqlWrAADp6eno0qULFi1ahKFDh2Lp0qUGrSARERGRsVQrCMXGxqJnz54AgA0bNsDHxweXLl3CqlWr8Pnnnxu0gkRERETGUq0glJ2dDScnJwDAjh07MHz4cCgUCjzyyCO4dOmSQStoaQ5cuC13FYiIiCxGtYJQ06ZNsXHjRly5cgXbt2/HwIEDAQApKSlwdnY2aAUtzdd7/+adpYmIiEykWkFo7ty5mDVrFho1aoTOnTuja9euAIp7hzp06GDQCtYZ9h7QKFQVFskV1jiXqeKdpYmIiEykWpfPP/HEE+jRoweSk5O19xACgJCQEAwbNsxglatTXP0R3f8PfPb7IQDAh9bL0FpxCe8XPI39mtYAeGdpIiIiU6tWEAIAX19f+Pr6alehr1+/Pm+mWAknn8Y4JVIAAFkovt/SdeGJUyJApxzvLE1ERGQa1Roa02g0ePvtt+Hi4oKGDRuiYcOGcHV1xTvvvAONRlP5ASxU5wB3+LnYQgJQJEovuioB8HOx5Z2liYiITKRaPUJvvPEGvv32W3zwwQfo3r07AGDfvn2IiIhAbm4u3nvvPYNWsq5QZlzFoh4C729Jgh2Kl9toKN3ULsSaLpzwVvhA3lmaiIjIRKoVhL7//nssX75cu+o8ALRt2xYPPfQQXnrpJQahsqRfAZZ0RLfCPGy+b870y9Yb8DI2AAAKJRtY1Y+VqYJERESWp1pDY2lpaQgMDCy1PTAwEGlpvOKpTNmpQGHFi65aiXwcOJloogoRERFRtYJQu3btsGTJklLblyxZgrZt29a4UpaM9xEiIiIynWoNjX300Ud49NFHER0drb2H0MGDB3HlyhVs2bLFoBW0NLez8nE4KQ1dm3jIXRUiIqI6r1o9Qr1798bZs2cxbNgwpKenIz09HcOHD8epU6fwww8/GLqOFof3ESIiIjKNat9HqF69eqUmRcfFxeHbb7/FsmXLalwxS8b7CBEREZlGtXqEyHg8HW14HyEiIiITYRAyM//p1Zj3ESIiIjIRBiFTsfcArCpfdDVf5WaiChEREVGV5ggNHz68wv3p6ek1qUvd5uqPInUMZkX+jKLsdAxV7EM/qxOIKuyA3zXFV95lCgfciT6Hnp0eZq8QERGRCVQpCLm4uFS6f8yYMTWqUF12/Eo6FhR8DFubAu22AVbHMADHtM9z86xxPD4IHXk/JiIiIqOrUhBasWKFsephETLTbsJWKqiwjK1UgMy0myaqERERkWXjHCETcre3MWg5IiIiqhkGIRNq9ZCzQcsRERFRzTAImZBS0m8CtL7liIiIqGYYhEyoSOi3mKq+5YiIiKhmGIRM6NS1DIOWIyIiopphEDKhtOx8g5YjIiKimmEQMiF3W6CyUS8hissRERGR8TEImVDLhzxR2TxoSSouR0RERMbHIGRCp5P1m/ujbzkiIiKqGQYhE+IcISIiIvPCIGRCvLM0ERGReWEQMiF97xidkVPxemRERERkGAxCJqTvHaO/2fc3ijS8qSIREZGxMQiZUpZ+q8pLWSk4nJRm5MoQERERg5CZSsnMlbsKREREdR6DkCk5+uhV7BZc4e3EuyoSEREZG4OQGVJIQMeGbnJXg4iIqM5jEDJDGgEcvXRH7moQERHVeQxCZopzhIiIiIyPQciU9LxqzAvp8HRQGbkyRERExCBkSrl39SrmLN0D9LvlEBEREdUAg5Ap2broVSxDOOB2Vp6RK0NEREQMQqZUhcvnOTRGRERkfAxC5opDY0REREbHIGSmODRGRERkfAxCpsSrxoiIiMwKg5Ap8aoxIiIis8IgZEpVuGps52n9eo+IiIio+hiETKkKV4399/h1FGmEkStERERk2RiETKkKc4RS7+XjcFKakStERERk2RiETKkqc4QA3LibY8zaEBERWTwGITOWdi9f7ioQERHVaQxCZszV3kbuKhAREdVpDEKmpOdVY1aiCACQns0eISIiImNiEDIlPa8a+8DmW9TDbfYIERERGRmDkBmykQrhJmWyR4iIiMjIGITMGHuEiIiIjItByJTsPQCFlV5FvZDOHiEiIiIjYxAyJVd/YOC7ehV1lu6xR4iIiMjIGIRMzd5D76IHL9w2YkWIiIiIQciMRZ9O4XpjRERERmQRQWjYsGFwc3PDE088IXdVgOxUvYq5IRPpOQVcb4yIiMiILCIITZ8+HatWrZK7GlUkAeB6Y0RERMZkEUGoT58+cHJykrsaxfScI3QHjgCA21l5xqwNERGRRZM9CO3duxfh4eGoV68eJEnCxo0bS5WJjIxEo0aNYGtriy5duuDw4cOmr6ihVGFoDADScwqMWRsiIiKLJnsQunfvHtq1a4fIyMgy969duxYzZ87EvHnzEBsbi3bt2iE0NBQpKSnaMu3bt0fr1q1LPa5fv26qt2EExUNjgnOliYiIjEa/u/sZ0aBBgzBo0KBy93/yySeYMGECnn/+eQDAV199hT/++APfffcdXnvtNQDA8ePHDVKXvLw85OX9OxSVkZEBACgoKEBBgYF6ZmxcYK1HsZKhset3sg13bgtU0nZsQ+NiO5sG29l02NamYax2rsrxZA9CFcnPz8fRo0cxZ84c7TaFQoH+/fvj4MGDBj/fggULMH/+/FLbd+zYAXt7e4OcIyBlH9rqUa5kaGzryevobXcFCskgp7dYUVFRclfBIrCdTYPtbDpsa9MwdDtnZ2frXdasg9Dt27dRVFQEHx/dVdt9fHxw5swZvY/Tv39/xMXF4d69e6hfvz7Wr1+Prl27lio3Z84czJw5U/s8IyMD/v7+GDhwIJydnav/Ru73v9PAtcqL+UrFl83naSR4BT2CLgHuhjm/hSkoKEBUVBQGDBgAa2t9+uKoOtjOpsF2Nh22tWkYq51LRnT0YdZByFCio6P1KqdSqaBSqUptt7a2Ntw3yN5Fr2IvWm3FD0WhuA5P3Moq4A9iDRn0e0jlYjubBtvZdNjWpmHodq7KsWSfLF0RT09PKJVK3Lx5U2f7zZs34evrK1OtakjPy+etJQ3cpOLhMV5CT0REZBxmHYRsbGzQsWNH7Ny5U7tNo9Fg586dZQ5t1VVpXIWeiIjIKGQfGsvKysL58+e1z5OSknD8+HG4u7ujQYMGmDlzJsaOHYtOnTqhc+fOWLx4Me7du6e9iqzWsdVvaAwAvJAOALh+h3eXJiIiMgbZg1BMTAz69u2rfV4yWXns2LFYuXIlRo0ahVu3bmHu3Lm4ceMG2rdvj23btpWaQF1rOOpfb2fpHiCA6+kMQkRERMYgexDq06cPRCV3DZwyZQqmTJliohqZj5JL6OOu3kWRRkDJa+iJiIgMyqznCNVJ9h6ApNSrqIOUCwDILxL464J+S3MQERGR/hiETM3VH+jwnF5FnfDvDaH2X7hlrBoRERFZLAYhOaic9Cp2/0DYNU6YJiIiMjgGITN2/8wpTpgmIiIyPAYhORTotwaKPf69kWLJhGkiIiIyHAahMkRGRiIoKAjBwcHGOYGmSK9i988R4oRpIiIiw2MQKoNarUZCQgKOHDlinBMo9Ltq7HGrv1APt7XP/3c+xTj1ISIislAMQnKwttermNV9640BwIkrd41VIyIiIovEICSHaiyzAQDnb2UZoTJERESWi0FIDipHvYs2lG5ov07JzEd+ocYYNSIiIrJIDEJysPfQu2jJ3aVLfH8gydC1ISIislgMQnKowtDY/VeOAcDvcdcNXRsiIiKLxSAkhyqsQN8AN3Wex1/P4P2EiIiIDIRBSA72HhDQbyX5MKsYnUvoNQK8nxAREZGBMAjJwdUfhS0G61VUKQHNpSs6274/yHlCREREhsAgJBd7b72LOkv3dJ5Hn07h8BgREZEBMAjJxUa/myoCgBsydZ5rBHDg3O1yShMREZG+GITk4vyQ3kV9pbRS2z7bddaQtSEiIrJIDEJysXPTu6gXSi+tEXMpncNjRERENcQgVAajrz4PALauehf1QdlXiX0WxV4hIiKimmAQKoPRV58HAO+WKNKzaDer0zqX0JeI/PM8e4WIiIhqgEFILi71kerQUq+iSgl4RDpVanuRhpOmiYiIaoJBSEa51vrPE2qmuFrm9ojN8YaqDhERkcVhEJJRodJW77IPLrVR4sKtbK5IT0REVE0MQjIqUqj0LvvgUhv3G/zZn4aqEhERkUVhEJJRjo273mXLmycEAOdvZSMnX9+p10RERFSCQUhG91T6r0IPlD9PCAC6f7CzptUhIiKyOAxCMsq0q4+qXPzeHJfL3ZeWXYD/Hr9W80oRERFZEAYhGeXYeKKwxaN6l+9jdbLceUIAMH3Ncd5XiIiIqAoYhOTm3UrvohXNEyox4sv9Na0RERGRxWAQkptfhyoV7644WeH+41fv4ve46zWpERERkcVgEJKbt353ly4x1OpAhcNjADD152McIiMiItIDg5DcXOoDDXvqXVyf4TEA6PJeVE1qRUREZBEYhMyBe5MqFX9McaDSMrfvFeCFlYerWyMiIiKLwCBkDnwCq1S8r9VJDEDlIWfXmVucL0RERFQBBqEyREZGIigoCMHBwaY5Yb2OVSouScAw5f/0Ksv5QkREROVjECqDWq1GQkICjhw5YpoTNugM1O9cpZcMsjqKDjirV9kmr2+pTq2IiIjqPAYhc+EVVKXikgRMUmzUu3yj1/6oYoWIiIjqPgYhc+FftR4hABhofVyvuUIlGr32B4fJiIiI7sMgZC4a96rySyQJmKjcVKXXNHl9CzZzTTIiIiIADELmw9Uf6PJSlV/WyepvzMbqKr1myprjeGHFX1U+FxERUV3DIGROWg2r8kskCXhJ9YfeE6dL7EpMRff3d1T5fERERHWJldwVoPs06AwE9AWSdlfpZZIEvKVYieGa96v0umsZBWg25w+ceW8wlAqpSq8lIqI6LGEzcHAJkJIA5GUC0BjtVIMB4LgVoHIC/NoDwS8CQY8Z7XwPYhAyN22erHIQAoAO1hfxbd4CjMecKr2uQBTPG/p8ZDs8/nD9Kp+XiIhkcPkw8L+FwNUYIOcugEK5a1Qt1iVfiEIg907x37+k3cDI1SYLQwxC5qYak6aB4l6hfqqTiMxbBDVervLrp62Lw5d7ErFtZki1zk9ERA84shI49gNwOxHIvwdj9qrUObdOA2AQskyu/sCjnwF/TK/ySyUJGKw6Wu0wdCYlF41e+wPxEaFwtOVHg4gsQAU9K4MB4JhcFSNT4V87cxQ8DohbA1w9WOWXloSh6gyTlWgdsR3ejlbY99oA2FhxPj0RmYEjK4Ejy4E7SUDBPQDGvSeadeVFqI5gEDJX3aYA66oehIB/h8nW5c/FDDEN1+FZ5WOkZBWi+ZtbMSDIE18925mTqYlIPyU9LJcP/TPJtkjuGhFViEHIXAU9BrR8HDhdtRsmlpAkoLPqPPaKaXgj7wWsRf9qHScq4TaavL4FL/UKwMthLRmIiOqSvZ8Uz2HJSAaKcuSuDZEsGITMWej71Q5CJawk4APVd+iVF1eteUMlvtybhC/3JmHh8NZ4onPDGtWJiKph7ydA3BqEpiYBx/Llrg1RncEgZM5c/YF+84Bd82t0mJJ5Q4cLJ+LbosH4GkOrfaxZv8Zj1q/xiH1zANwdbWpUL6I6K/0KsPP94suA76UCwjDBxRqcu0JkaAxC5q7XTOBaDJBYs9XjJQnwts7Ca1br8HzhVqwoGlSjQPTwu1EAgJf7N8d/+jThpGqq3Tivhci8eLU02akYhGqDp38CvukPXDtS40NJEuBrnYnXrNZhUuEm7NB0wmdiZLUmVAPAouizWBR9Fg+5qrB9Rh9edk+mcfkw8NeXwMX9QPYdAAVy14iIqkH7kytZwZp3ljYfkZGRiIyMRFGRGf1X+OQKYHFrgx1OkgA361yMwj6MEPtwpdATa4r6VbuX6Fp6HlpHbIe1BCx9rhP6BnpzYjXp4sRcotpNsgJsXYGHOgG9Xi5eFqqmCgqwZcsWDB48GLCWZ+CXQagMarUaarUaGRkZcHFxkbs6xVz9gReigO8GGPzQVhIQYH0br1mtw8zCdUiDCw6LQKzUDMIxNK/SsQoE8OKqGABAkK8j1k3qzl6i2qpkraGb8XrdFZc3nyOSm7J4vS6vlsW3YDFhr0ptxr9QtUmDzkYLQ0BxL5HKGvDDXQzBITwuDiG/UEIGHHAKjbC6qD+ioP9/AAk3stA6YjsAoE9zTyx5piNDkTHJeDt/TuClukoAMGjftsIasHUDGvUAHplsmF4VqhH+VaptjByG7lccjAS8kIU+iEdvq3gU/nP3+UIokQF7xIkmWKoZWmnP0Z6zt7WhaOTD9TF/aGvY2SiN/RbMlwlXdiaiqlKiQOWEdIU3XAe/Aes2Q+WuEBkRg1Bt1KAzMCMeWDcOuB5jstNK0r9DuNYogh0yMRDHMUAc1wak+wkAuVDhInywuqi/9qaO62KvYl3sVQBAu/rOWPXCI3CxN7M+BRPfzp+IqkFhA9h7AI37Av1eL55CYCgFBTiwZQsGBw423DHJLDEI1Vau/sDEncDv/wcc/U7WqtwfkB5kgzy0xWW0sfoO7xaWUc9kAO/9c+XAP8dQADBkXxHnrhDJjXNXyHwxCNV24Z8C7Z4GNk4G0s7LXZtyVRSWjMnM+pmIzJ9SBdh7AW2eAAbW7GauRLUBg1Bd0KAzMO0osGMecGCx3LUhIiO5/25J1sC/oSVwMNB9mmGHhogsBINQXTJwPtD5xeJb+5/8Se7aEJEOBWBtD7gFFN8wLnhc1Q9hBvdcIaprGITqGld/YMRSIOR1YN/nwIm1QP5duWtFVAtxXguRJWAQqqtc/YHHPi5+HFlZvBxBaqLctSIyIgVg4wB4tgA6PFe9HhcisjgMQpYgeFzxI/1KcS9R4hYgMxlcWJIMpdTcFb1IxXNcnHyBoKGcmEtEsmAQsiT39xIBD9yJOFPWqlEtUd5aQ5y7QkS1FIOQJSvpKSqRsLn4JoLXjwF5GeDdjusAyQqwc+ft/ImIysEgRP8KeqzsCaFcDqKUQgGI+xYgMkgfiDFWdiYiogoxCFHlygtI90u/UnzZftJu4F4qIPLLLVqE+6JUQbnFzE4BrJAGJ+zXtMJnYiSuw7PMcgoA9d3sMDe8FfoGekOpMOiSjUREZEAMQmQYJZft60EJ3SU0snILof7hEP68kG6MmpmcBsDlOzl4cVXZ68DZWUsIb/MQF54lIjIDDEIkO0dbK3w/oTsAoEgjsOfUTby1KQ7XM8tYybUOyCkQOgvPPshRpcTgNn6Y/ziDEhGRsTEIkVlRKiSEtPFFSBtfAJYRjB6UlVeEdTFXsS6m7KBkrQS6N/bEktEd4WjLH2Eioprgb1Eyaw8GIwBIy8rHiMg/kXSn/HlIdVlBEbDn3G20jthebhmGJSIi/fA3JNU67o422P3qAO3znPwivPXfOGyKTUa+kLFiZkSfsAQAzrZKTOjRBP/p0wQ2VgoT1Y6IyHwwCFGtZ2ejxMInH8bCJ//dlpNfhDc3HsdvsTeggQbF13LRgzJyi7Ao+iwWRZ+tsJzKSkLXxh5Y8gx7mIiobuFvtDJERkYiMjISRUVcgqK2srNRYtHIjvhgWMkdj8NQKBR4c+NxbIy9wcVFqiivUGDP2cp6mBSYfnAHJ3sTUa3CIFQGtVoNtVqNjIwMuLi4yF0dMpCScLRopO72u9kFeHbZPpy8kS1PxeqM4l63yiZ767xCAgI87LF+Une4O9oYu4JERKUwCJHFc7G3xu8z+pbabumTsk1BI4ALt7Px8LtRepWXALg7WOP57gGY2Ivzmoio5hiEiMrx4KTsElm5hZjy42HsPX+Hi42YmACQeq8AC3ecxcIdFc9rKsHwREQVYRAiqiJHWyusfLFbmfvuZhfguW/240TyPRPXispTnfAEcNiOyFIwCBEZkIu9NTZN71PmPl7mX7tUddjuflxGhaj2YBAiMpGyLvO/H4NS3VHZMioVUUpA63rOWDX+EbjYWxuhdkR0PwYhIjNRWVAq0gjsOnkDr248jrQczk6qq4oEEHctA+3e3lFOieLbFJRHAuDlZIN3h7RBSJAPlArJKPUkqisYhIhqCaVCwoB2fhjQzq/cMgxLlqDiyd4CQEpmPib+eLRGZ6jvZoe54a3QN9CbYYrqNAYhojpEn7AE8Mo3qpgGwOU7OXhxVUyNjsMJ51QbMAgRWaCKrny7X36hBl/vPYdv9pxHRqW3UxIoHpghKlaTCecP4kLCZCz8NBFRuWysFJjarwWm9mtRYbmCggJs/H0L/ip4CL8fv8nJ3mRw+i4krC8uOEwlGISIyCBslMAH4e2waJR+VzpxaROSk34LDlc8Mf1+nKReezEIEZEsylvapDyc10Smp39PkSEmqZfFSgG0queMVS/wdgrGwiBERLWCvvOa7peVWwj1D4fw54V041SKyMgKNUDc1Ypup1B9HB4sxiBERHWWo60Vvp/Qvcqv44K7ZAn0Gx6sntp0xSCDEBHRA8pbcLcy+YUaLP3zLL7adQE5RUaoGFEtUZUrBlWSAv/Li8c7Q9vKsiQNgxARkYHYWCkwPSQQ00MCq/V6/XqiNKjK3BUic5cnFNgQex0bYq9jQJA3vhkTbNLzMwgREZmJynqiCgoKsGXLFgweHAZr69ITZzknimq7qIQUTFh1xKRhiEGIiKiOqO6cqPvdzS7Ac9/sx4nkewaqFVHVRCWkICe/yGTDZAxCRESk5WJvjU3T+9T4OLxPFNXE+1sS8M7QNiY5F4MQEREZXFXvE1UeLiRsmS6mmi5AMwgREZHZ0nchYX3l5BfhzY3HsTH2Biq/sI8T0+XSyMPeZOdiECIiIothZ6PEopEdsWhkxeUqm5h+P05SN7zXBweZ7FwMQkRERDVgiEnqDyrSCOw5dRNvbYrD9cxCgx7b3A0I8jbp/YQYhIiIiMyMUiEhpI0vQtr4GvzYVRseNC3eR8hMREZGIjIyEkVF5vYRISIiqhl9hwerq6pXDKokDcI71Oedpc2JWq2GWq1GRkYGXFxc5K4OERFRrVGVKwb/nYvVGtbWpg9BAKfDExERkQVjECIiIiKLxSBEREREFotBiIiIiCwWgxARERFZLAYhIiIislgMQkRERGSxGISIiIjIYjEIERERkcXinaUrIIQAAGRkZBj82AUFBcjOzkZGRkalKxtT9bGdTYPtbBpsZ9NhW5uGsdq55O92yd/xijAIVSAzMxMA4O/vL3NNiIiIqKoyMzMrXSpLEvrEJQul0Whw/fp1ODk5QZIkgx47IyMD/v7+uHLlCpydnQ16bPoX29k02M6mwXY2Hba1aRirnYUQyMzMRL169aBQVDwLiD1CFVAoFKhfv75Rz+Hs7MwfMhNgO5sG29k02M6mw7Y2DWO0s76LpnOyNBEREVksBiEiIiKyWAxCMlGpVJg3bx5UKpXcVanT2M6mwXY2Dbaz6bCtTcMc2pmTpYmIiMhisUeIiIiILBaDEBEREVksBiEiIiKyWAxCREREZLEYhGQQGRmJRo0awdbWFl26dMHhw4flrlKtEhERAUmSdB6BgYHa/bm5uVCr1fDw8ICjoyNGjBiBmzdv6hzj8uXLePTRR2Fvbw9vb2/Mnj0bhYWFpn4rZmXv3r0IDw9HvXr1IEkSNm7cqLNfCIG5c+fCz88PdnZ26N+/P86dO6dTJi0tDaNHj4azszNcXV0xfvx4ZGVl6ZQ5ceIEevbsCVtbW/j7++Ojjz4y9lszK5W187hx40p9vsPCwnTKsJ0rt2DBAgQHB8PJyQne3t4YOnQoEhMTdcoY6nfFnj178PDDD0OlUqFp06ZYuXKlsd+e2dCnnfv06VPqMz1p0iSdMrK2syCTWrNmjbCxsRHfffedOHXqlJgwYYJwdXUVN2/elLtqtca8efNEq1atRHJysvZx69Yt7f5JkyYJf39/sXPnThETEyMeeeQR0a1bN+3+wsJC0bp1a9G/f39x7NgxsWXLFuHp6SnmzJkjx9sxG1u2bBFvvPGG+PXXXwUA8dtvv+ns/+CDD4SLi4vYuHGjiIuLE48//rgICAgQOTk52jJhYWGiXbt24q+//hL/+9//RNOmTcXTTz+t3X/37l3h4+MjRo8eLeLj48XPP/8s7OzsxNdff22qtym7ytp57NixIiwsTOfznZaWplOG7Vy50NBQsWLFChEfHy+OHz8uBg8eLBo0aCCysrK0ZQzxu+Lvv/8W9vb2YubMmSIhIUF88cUXQqlUim3btpn0/cpFn3bu3bu3mDBhgs5n+u7du9r9crczg5CJde7cWajVau3zoqIiUa9ePbFgwQIZa1W7zJs3T7Rr167Mfenp6cLa2lqsX79eu+306dMCgDh48KAQovgPkUKhEDdu3NCWWbp0qXB2dhZ5eXlGrXtt8eAfaI1GI3x9fcXHH3+s3Zaeni5UKpX4+eefhRBCJCQkCADiyJEj2jJbt24VkiSJa9euCSGE+PLLL4Wbm5tOO7/66quiRYsWRn5H5qm8IDRkyJByX8N2rp6UlBQBQPz5559CCMP9rnjllVdEq1atdM41atQoERoaauy3ZJYebGchioPQ9OnTy32N3O3MoTETys/Px9GjR9G/f3/tNoVCgf79++PgwYMy1qz2OXfuHOrVq4fGjRtj9OjRuHz5MgDg6NGjKCgo0GnjwMBANGjQQNvGBw8eRJs2beDj46MtExoaioyMDJw6dcq0b6SWSEpKwo0bN3Ta1cXFBV26dNFpV1dXV3Tq1Elbpn///lAoFDh06JC2TK9evWBjY6MtExoaisTERNy5c8dE78b87dmzB97e3mjRogUmT56M1NRU7T62c/XcvXsXAODu7g7AcL8rDh48qHOMkjKW+jv9wXYusXr1anh6eqJ169aYM2cOsrOztfvkbmcuumpCt2/fRlFRkc43GwB8fHxw5swZmWpV+3Tp0gUrV65EixYtkJycjPnz56Nnz56Ij4/HjRs3YGNjA1dXV53X+Pj44MaNGwCAGzdulPk9KNlHpZW0S1ntdn+7ent76+y3srKCu7u7TpmAgIBSxyjZ5+bmZpT61yZhYWEYPnw4AgICcOHCBbz++usYNGgQDh48CKVSyXauBo1GgxkzZqB79+5o3bo1ABjsd0V5ZTIyMpCTkwM7OztjvCWzVFY7A8AzzzyDhg0bol69ejhx4gReffVVJCYm4tdffwUgfzszCFGtM2jQIO3Xbdu2RZcuXdCwYUOsW7fOon7pUN301FNPab9u06YN2rZtiyZNmmDPnj0ICQmRsWa1l1qtRnx8PPbt2yd3Veq08tp54sSJ2q/btGkDPz8/hISE4MKFC2jSpImpq1kKh8ZMyNPTE0qlstRVCTdv3oSvr69Mtar9XF1d0bx5c5w/fx6+vr7Iz89Henq6Tpn729jX17fM70HJPiqtpF0q+uz6+voiJSVFZ39hYSHS0tLY9jXQuHFjeHp64vz58wDYzlU1ZcoUbN68Gbt370b9+vW12w31u6K8Ms7Ozhb1j1l57VyWLl26AIDOZ1rOdmYQMiEbGxt07NgRO3fu1G7TaDTYuXMnunbtKmPNaresrCxcuHABfn5+6NixI6ytrXXaODExEZcvX9a2cdeuXXHy5EmdPyZRUVFwdnZGUFCQyetfGwQEBMDX11enXTMyMnDo0CGddk1PT8fRo0e1ZXbt2gWNRqP9xde1a1fs3bsXBQUF2jJRUVFo0aKFxQ3X6Ovq1atITU2Fn58fALazvoQQmDJlCn777Tfs2rWr1FChoX5XdO3aVecYJWUs5Xd6Ze1cluPHjwOAzmda1nau8XRrqpI1a9YIlUolVq5cKRISEsTEiROFq6urzmx5qtjLL78s9uzZI5KSksT+/ftF//79haenp0hJSRFCFF8S26BBA7Fr1y4RExMjunbtKrp27ap9fcmlmgMHDhTHjx8X27ZtE15eXhZ/+XxmZqY4duyYOHbsmAAgPvnkE3Hs2DFx6dIlIUTx5fOurq7iv//9rzhx4oQYMmRImZfPd+jQQRw6dEjs27dPNGvWTOey7vT0dOHj4yOee+45ER8fL9asWSPs7e0t6rLuito5MzNTzJo1Sxw8eFAkJSWJ6Oho8fDDD4tmzZqJ3Nxc7THYzpWbPHmycHFxEXv27NG5bDs7O1tbxhC/K0ou6549e7Y4ffq0iIyMtKjL5ytr5/Pnz4u3335bxMTEiKSkJPHf//5XNG7cWPTq1Ut7DLnbmUFIBl988YVo0KCBsLGxEZ07dxZ//fWX3FWqVUaNGiX8/PyEjY2NeOihh8SoUaPE+fPntftzcnLESy+9JNzc3IS9vb0YNmyYSE5O1jnGxYsXxaBBg4SdnZ3w9PQUL7/8sigoKDD1WzEru3fvFgBKPcaOHSuEKL6E/q233hI+Pj5CpVKJkJAQkZiYqHOM1NRU8fTTTwtHR0fh7Owsnn/+eZGZmalTJi4uTvTo0UOoVCrx0EMPiQ8++MBUb9EsVNTO2dnZYuDAgcLLy0tYW1uLhg0bigkTJpT6R4ntXLmy2hiAWLFihbaMoX5X7N69W7Rv317Y2NiIxo0b65yjrqusnS9fvix69eol3N3dhUqlEk2bNhWzZ8/WuY+QEPK2s/TPGyEiIiKyOJwjRERERBaLQYiIiIgsFoMQERERWSwGISIiIrJYDEJERERksRiEiIiIyGIxCBEREZHFYhAiIqqEJEnYuHGj3NUgIiNgECIiszZu3DhIklTqERYWJnfViKgOsJK7AkRElQkLC8OKFSt0tqlUKplqQ0R1CXuEiMjsqVQq+Pr66jxKVlGXJAlLly7FoEGDYGdnh8aNG2PDhg06rz958iT69esHOzs7eHh4YOLEicjKytIp891336FVq1ZQqVTw8/PDlClTdPbfvn0bw4YNg729PZo1a4ZNmzZp9925cwejR4+Gl5cX7Ozs0KxZs1LBjYjME4MQEdV6b731FkaMGIG4uDiMHj0aTz31FE6fPg0AuHfvHkJDQ+Hm5oYjR45g/fr1iI6O1gk6S5cuhVqtxsSJE3Hy5Els2rQJTZs21TnH/PnzMXLkSJw4cQKDBw/G6NGjkZaWpj1/QkICtm7ditOnT2Pp0qXw9PQ0XQMQUfUZZOlWIiIjGTt2rFAqlcLBwUHn8d577wkhile/njRpks5runTpIiZPniyEEGLZsmXCzc1NZGVlaff/8ccfQqFQaFd1r1evnnjjjTfKrQMA8eabb2qfZ2VlCQBi69atQgghwsPDxfPPP2+YN0xEJsU5QkRk9vr27YulS5fqbHN3d9d+3bVrV519Xbt2xfHjxwEAp0+fRrt27eDg4KDd3717d2g0GiQmJkKSJFy/fh0hISEV1qFt27barx0cHODs7IyUlBQAwOTJkzFixAjExsZi4MCBGDp0KLp161at90pEpsUgRERmz8HBodRQlaHY2dnpVc7a2lrnuSRJ0Gg0AIBBgwbh0qVL2LJlC6KiohASEgK1Wo2FCxcavL5EZFicI0REtd5ff/1V6nnLli0BAC1btkRcXBzu3bun3b9//34oFAq0aNECTk5OaNSoEXbu3FmjOnh5eWHs2LH48ccfsXjxYixbtqxGxyMi02CPEBGZvby8PNy4cUNnm5WVlXZC8vr169GpUyf06NEDq1evxuHDh/Htt98CAEaPHo158+Zh7NixiIiIwK1btzB16lQ899xz8PHxAQBERERg0qRJ8Pb2xqBBg5CZmYn9+/dj6tSpetVv7ty56NixI1q1aoW8vDxs3rxZG8SIyLwxCBGR2du2bRv8/Px0trVo0QJnzpwBUHxF15o1a/DSSy/Bz88PP//8M4KCggAA9vb22L59O6ZPn47g4GDY29tjxIgR+OSTT7THGjt2LHJzc/Hpp59i1qxZ8PT0xBNPPKF3/WxsbDBnzhxcvHgRdnZ26NmzJ9asWWOAd05ExiYJIYTclSAiqi5JkvDbb79h6NChcleFiGohzhEiIiIii8UgRERERBaLc4SIqFbj6D4R1QR7hIiIiMhiMQgRERGRxWIQIiIiIovFIEREREQWi0GIiIiILBaDEBEREVksBiEiIiKyWAxCREREZLEYhIiIiMhi/T8xEOMPDP+KnAAAAABJRU5ErkJggg==\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**Confidence of predictions vs Accuracy**" ], "metadata": { "id": "LQFaSWwb0zab" } }, { "cell_type": "code", "source": [ "# Predict probabilities for the training set\n", "probabilities_training = lrgd_reg.predict_proba(X_train_scaled)\n", "\n", "# Predict probabilities for the test set\n", "probabilities_test = lrgd_reg.predict_proba(X_test_scaled)\n", "\n", "pred_test = lrgd_reg.predict(X_test_scaled)\n" ], "metadata": { "id": "WiYjMR3uwYt-" }, "execution_count": 63, "outputs": [] }, { "cell_type": "code", "source": [ "# average probabilities for positive predictions\n", "\n", "ave_prob_train = np.mean(probabilities_training[y_train==1])\n", "ave_prob_test = np.mean(probabilities_test[y_test==1])\n", "\n", "print(f\"average prob. (train==1): {ave_prob_train:.4f}, average prob. (test==1): {ave_prob_test:.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-391mkTV1VUG", "outputId": "067364da-8614-4998-a0e3-841219b36a5d" }, "execution_count": 64, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "average prob. (train==1): 0.9656, average prob. (test==1): 0.9592\n" ] } ] }, { "cell_type": "markdown", "source": [ "### ROC curve" ], "metadata": { "id": "sDT2tkF22nfv" } }, { "cell_type": "code", "source": [ "#TPR = TP / (TP+FN)\n", "#FPR = FP / (FP+TN)\n", "\n", "from sklearn.datasets import make_classification\n", "from sklearn.metrics import roc_curve, auc\n", "\n", "# Predict probabilities for the test set\n", "probabilities_test = lrgd_reg.predict_proba(X_test_scaled)\n", "\n", "#print(f\"probabilities:\\n {probabilities_test}\\n\\n\")\n", "\n", "# Compute ROC curve and AUC\n", "fpr, tpr, thresholds = roc_curve(y_test, probabilities_test,pos_label=1)\n", "roc_auc = auc(fpr, tpr)\n", "\n", "\n", "# Plotting the ROC Curve\n", "plt.figure()\n", "plt.plot(fpr, tpr, color='darkorange', lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n", "plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver Operating Characteristic')\n", "plt.legend(loc=\"lower right\")\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 493 }, "id": "a5SlLvyp2pY5", "outputId": "72ae54a6-c055-4714-e098-6c6efeb74363" }, "execution_count": 65, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "y_pred_test = lrgd_reg.predict(X_test_scaled)\n", "\n", "count_corr_pos = np.sum(y_pred_test[y_test==1]==1)\n", "\n", "count_corr_neg = np.sum(y_pred_test[y_test==0]==0)\n", "\n", "total_accuracy = (count_corr_pos+count_corr_neg)/(len(y_test))\n", "\n", "print(f\"recall: {count_corr_pos/len(y_test[y_test==1]):.4}\")\n", "print(f\"neg. accuracy: {count_corr_neg/len(y_test[y_test==0]):.4}\")\n", "print(f\"tot. accuracy: {total_accuracy:.4}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OJAy0MvjDAVZ", "outputId": "356c85f8-bca4-4110-a26f-a9ed34f878d3" }, "execution_count": 66, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "recall: 0.9767\n", "neg. accuracy: 0.9859\n", "tot. accuracy: 0.9825\n" ] } ] }, { "cell_type": "markdown", "source": [ "### K-Fold cross-validation\n", "\n", "A possible recipe:\n", "\n", "* In most workflows, you first split the data into a training set (X_train, y_train) and a test set (X_test, y_test) to evaluate how the model generalizes to unseen data.\n", "\n", "* Cross-validation, such as StratifiedKFold ( *'stratified' ensure that the distribution of certain characteristics, e.g., class labels, in the subsets is representative of the overall dataset* ), is then applied only on the training data to fine-tune model hyperparameters, estimate performance, or perform model selection without looking at the test data.\n", "\n", "* The test set is reserved for final evaluation after cross-validation, ensuring that your model doesn't overfit the validation process.\n" ], "metadata": { "id": "fNHSXqtE2jed" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "from sklearn.model_selection import StratifiedKFold\n", "\n", "# Initialize StratifiedKFold\n", "kfold = StratifiedKFold(n_splits=10)\n", "\n", "# Initialize a list to store accuracy scores\n", "scores = []\n", "\n", "# Perform Stratified K-Fold cross-validation\n", "for k, (train_idx, test_idx) in enumerate(kfold.split(X_train_scaled, y_train)):\n", " # Train the model on the training fold\n", " lrgd_reg.fit(X_train_scaled[train_idx], y_train[train_idx], X_train_scaled[test_idx], y_train[test_idx])\n", "\n", " # Evaluate the model on the test fold\n", " score = lrgd_reg.score(X_train_scaled[test_idx], y_train[test_idx])\n", " scores.append(score)\n", "\n", " # Print fold results\n", " print(f'Fold: {k+1:02d}, '\n", " f'Class distribution: {np.bincount(y_train[train_idx])}, '\n", " f'Accuracy: {score:.3f}')\n", "\n", "# Calculate mean and standard deviation of accuracy\n", "mean_acc = np.mean(scores)\n", "std_acc = np.std(scores)\n", "\n", "# Print cross-validation results\n", "print(f'\\nCross-Validation Accuracy: {mean_acc:.3f} +/- {std_acc:.3f}')\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-tGJHIpA2ihd", "outputId": "9983ffdb-4280-4346-cccf-cd2ca3cc97ac" }, "execution_count": 67, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Fold: 01, Class distribution: [257 152], Accuracy: 0.978\n", "Fold: 02, Class distribution: [257 152], Accuracy: 0.978\n", "Fold: 03, Class distribution: [257 152], Accuracy: 0.978\n", "Fold: 04, Class distribution: [257 152], Accuracy: 0.957\n", "Fold: 05, Class distribution: [257 152], Accuracy: 1.000\n", "Fold: 06, Class distribution: [257 153], Accuracy: 1.000\n", "Fold: 07, Class distribution: [258 152], Accuracy: 0.978\n", "Fold: 08, Class distribution: [258 152], Accuracy: 0.978\n", "Fold: 09, Class distribution: [258 152], Accuracy: 0.933\n", "Fold: 10, Class distribution: [258 152], Accuracy: 0.933\n", "\n", "Cross-Validation Accuracy: 0.971 +/- 0.022\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Tuning the Hyperparameters" ], "metadata": { "id": "mxKD4njVJ7r9" } }, { "cell_type": "code", "source": [ "!pip install scikit-optimize" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KyoF-ybCLjy3", "outputId": "2c3674f3-a3aa-4b1e-861a-55670ca0c52e" }, "execution_count": 69, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting scikit-optimize\n", " Downloading scikit_optimize-0.10.2-py2.py3-none-any.whl.metadata (9.7 kB)\n", "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.4.2)\n", "Collecting pyaml>=16.9 (from scikit-optimize)\n", " Downloading pyaml-24.7.0-py3-none-any.whl.metadata (11 kB)\n", "Requirement already satisfied: numpy>=1.20.3 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.26.4)\n", "Requirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.13.1)\n", "Requirement already satisfied: scikit-learn>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.3.2)\n", "Requirement already satisfied: packaging>=21.3 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (24.1)\n", "Requirement already satisfied: PyYAML in /usr/local/lib/python3.10/dist-packages (from pyaml>=16.9->scikit-optimize) (6.0.2)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=1.0.0->scikit-optimize) (3.5.0)\n", "Downloading scikit_optimize-0.10.2-py2.py3-none-any.whl (107 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m107.8/107.8 kB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hDownloading pyaml-24.7.0-py3-none-any.whl (24 kB)\n", "Installing collected packages: pyaml, scikit-optimize\n", "Successfully installed pyaml-24.7.0 scikit-optimize-0.10.2\n" ] } ] }, { "cell_type": "code", "source": [ "import numpy as np\n", "from sklearn.model_selection import StratifiedKFold\n", "from skopt import gp_minimize\n", "from skopt.space import Real\n", "\n", "# Define your custom logistic regression model class as per previous code\n", "# LogisticRegressionGD_L1reg class is assumed to be defined already\n", "\n", "# Define the search space for alpha (regularization) and eta (learning rate)\n", "search_space = [\n", " Real(1e-5, 1e1, prior='log-uniform'), # L1 regularization term (alpha)\n", " Real(1e-5, 1e0, prior='log-uniform') # Learning rate (eta)\n", "]\n", "\n", "# Objective function to minimize: We want to minimize the negative average accuracy\n", "def objective(params):\n", " alpha, eta = params\n", "\n", " # Initialize your model with the parameters to optimize\n", " model = LogisticRegressionGD_L1reg(alpha=alpha, eta=eta, n_iter=100)\n", "\n", " # Stratified K-Fold Cross-validation setup\n", " kfold = StratifiedKFold(n_splits=10)\n", " scores = []\n", "\n", " # Perform cross-validation\n", " for train_idx, test_idx in kfold.split(X_train_scaled, y_train):\n", " model.fit(X_train_scaled[train_idx], y_train[train_idx], X_train_scaled[test_idx], y_train[test_idx])\n", " score = model.score(X_train_scaled[test_idx], y_train[test_idx])\n", " scores.append(score)\n", "\n", " # Return the negative mean accuracy (since we want to minimize)\n", " return -np.mean(scores)\n", "\n", "# Run Bayesian optimization using GPMinimize\n", "result = gp_minimize(objective, search_space, n_calls=30, random_state=0)\n", "\n", "# Output results of the optimization\n", "print(\"Best score achieved: %.4f\" % (-result.fun)) # result.fun is the minimized negative accuracy\n", "print(\"Best parameters found:\")\n", "print(\"alpha: %.4f\" % result.x[0])\n", "print(\"eta: %.6f\" % result.x[1])\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZEZCreee1nLZ", "outputId": "aa86ce59-652e-41aa-9cfd-74255a7698ab" }, "execution_count": 75, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Best score achieved: 0.9802\n", "Best parameters found:\n", "alpha: 0.0001\n", "eta: 0.224097\n" ] } ] }, { "cell_type": "code", "source": [ "from skopt.plots import plot_convergence\n", "\n", "# Plot convergence plot\n", "plot_convergence(result)\n", "plt.title('Convergence Plot')\n", "plt.xlabel('Number of iterations')\n", "plt.ylabel('Best Score Achieved (Negative Accuracy)')\n", "plt.grid(True)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 493 }, "id": "8-f5u-IcMmVZ", "outputId": "01e24514-5f3b-4165-cc8d-5d005bc846cc" }, "execution_count": 76, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from skopt.plots import plot_objective\n", "\n", "# Plot 2D contour plot of the surrogate model\n", "fig = plot_objective(result)\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "id": "UYC9gkm0MpjP", "outputId": "652d6be9-ca3a-45ea-9dc7-f7498a3799b5" }, "execution_count": 85, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "3qU41Z6AN_aB" }, "execution_count": null, "outputs": [] } ] }