{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab 12: Regression I: Linear Models\n", "\n", "*For the class on Wednesday, March 13th*" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression, LogisticRegression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A. Linear Regression with Feature Transformation\n", "\n", "In this example, we can observe that a simple linear regression does not work very well. \n", "The reason is that the target value actually depends on some nonlinear functions of the features. \n", "\n", "*Note that we know this only because the data set was generated with known ground truths. In a real-world problem we would not even know this.*\n", "\n", "Our goal here is to identify proper feature transformation to make the linear regression works better. \n", "\n", "### A1. Simple Linear Regression" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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feature1feature2target
0183.4981630.49117073.575095
1159.655403-5.74407868.959186
2128.8863241.61608368.938267
3104.2951570.51054959.968115
4197.365440-4.10668274.827323
\n", "
" ], "text/plain": [ " feature1 feature2 target\n", "0 183.498163 0.491170 73.575095\n", "1 159.655403 -5.744078 68.959186\n", "2 128.886324 1.616083 68.938267\n", "3 104.295157 0.510549 59.968115\n", "4 197.365440 -4.106682 74.827323" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://yymao.github.io/phys7730/spring2024/data/lab12a.csv\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "train_features, test_features, train_target, test_target = train_test_split(df[[\"feature1\", \"feature2\"]], df[\"target\"], test_size=0.25, random_state=123)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.17798778 3.70521238] 45.25839570233251\n" ] } ], "source": [ "reg = LinearRegression()\n", "reg.fit(train_features, train_target)\n", "train_predict = reg.predict(train_features)\n", "test_predict = reg.predict(test_features)\n", "print(reg.coef_, reg.intercept_)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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yMOygTERE9ZbC3x8QAq7PP4eQb79lokNlYmWHiIjqFU12tmFkleszz8A2MBD2rVubOSqyZKzsEBFRvSCKipCyfAWuPfU0ilJTDduZ6FBlmOwQEZHFUycnI37Yq7izbh2KUlOh2hVt7pCoHmEzFhERWbTs/ftxc+o0aDIyIHN0hN+Hc+Dy9NPmDovqESY7RERkkYRajZQVK5D2+QYAgF1kJAKWL4NtcLCZI6P6hskOERFZpNuffmpIdBq9/DK8p0yGzNbWzFFRfcRkh4iILJL7K8OQvX8/PEaMgEvPnuYOh+oxdlAmIiKLIAoLkf7ddxBCAADkTo4I+eYbJjp038ya7Pz555/o06cP/P39IUkSdu7cadinVqsxdepUtGzZEo6OjvD398crr7yCmzdvGl2joKAAY8aMgaenJxwdHdG3b1/cuHGjjt8JERHdj8KEBMQNHoLkGTOR/uWXhu2SJJkxKrIWZk12cnJy0Lp1a6xevbrUvtzcXJw8eRIzZszAyZMnsX37dly5cgV9+/Y1Om7cuHHYsWMHvvnmGxw8eBDZ2dno3bs3NBpNXb0NIiK6D6rfdiH22QHIP3cOMldXKIIamzsksjKS0NcLzUySJOzYsQP9+/cv95hjx47h4YcfRnx8PBo3bozMzEx4eXlh8+bNGDRoEADg5s2bCAoKwi+//IJevXqZ9NoqlQqurq7IzMyEi4tLTbwdIiKqhLagACmLFiF969cAAPs2bRCwbKluCQgiE5j6/V2v+uxkZmZCkiS4ubkBAE6cOAG1Wo2exdpz/f390aJFCxw6dKjc6xQUFEClUhk9iIio7hTGxSHupZcMiY7HyBEI3vwlEx2qFfUm2cnPz8e0adMwePBgQ/aWnJwMW1tbNGrUyOhYHx8fJCcnl3utBQsWwNXV1fAICgqq1diJiMiYJjMTBVdiIG/UCEHr18F70iRICoW5wyIrVS+SHbVajRdffBFarRZr1qyp9HghRIWd2qZPn47MzEzDIyEhoSbDJSKiMhTvNWHfujUClixG6M4dcOrUyYxRUUNg8cmOWq3GwIEDERsbi927dxu1yfn6+qKwsBDp6elG56SkpMDHx6fcayqVSri4uBg9iIio9hRcu4a4F19E/uXLhm0uTz0FRQWf1UQ1xaKTHX2iExMTgz179sDDw8Nof7t27aBQKLB7927DtqSkJJw7dw6PPvpoXYdLRERlyPzhB8Q+/wLy/z6DWx/ONXc41ACZdQbl7OxsXL161fA8NjYWp0+fhru7O/z9/fH888/j5MmT+Pnnn6HRaAz9cNzd3WFrawtXV1eMGDECEydOhIeHB9zd3TFp0iS0bNkS3bt3N9fbIiIiANrcXCTPnYfM7dsBAA4dOsB/yWIzR0UNkVmHnv/xxx948sknS20fNmwYZs+ejdDQ0DLP27dvH7p06QJA13F58uTJ2Lp1K/Ly8tCtWzesWbOmSp2OOfSciKhmFcTE4Mb48Si8+g8gSfB8+214vvkGJLnc3KGRFTH1+9ti5tkxJyY7REQ1J//CBcQNHgKRnw+5lycClnwEx44dzB0WWSFTv7+5ECgREdUo5YMPwr5NG0hyOfwXL4JNif6WRHWNyQ4REd23gpgYKBo3hkyphCSXI3DVx5A5OkKSWfQ4GGog+K+QiIiqTQiB9G+2Ifa553Fr4ULDdrmzMxMdshis7BARUbVosrORPHMmVL/8CgBQ37wJoVZzJmSyOEx2iIioyvLOn0fihAlQx18HbGzgPX4c3F97jdUcskhMdoiIyGRCCKRv2YqURYsg1GrY+PshYOlSOLRta+7QiMrFFJyIiEymSUtD6qpVEGo1nLp2RZPt25nokMVjZYfIyhyPS8Oq36/iUrIKEb4uGNM1DFEh7uYOi6yEjYcH/BfMhzohAY1eeaXCRZeJLAWTHSIrcjwuDYPWHwaEgEYAqVmpOHj1NraN6siEh6pFCIH0L7+EIjgYzndnrnfu2tW8QRFVEZuxiKzIqt+vGhIdANAK3ZfVqt+vVnwiURk0GRm48fa/cWvBQiRNnYaitDRzh0RULazsEFmRS8kqQ6KjpxW67URVkXvqFBInTERRUhIkhQKeY8dA3qiRucMiqhYmO0RWJMLXBalZqdAWS3hkkm47kSmEVou0DRuQsnwFoNFAEdwYgcuXwy4y0tyhEVUbm7GIrMiYrmGQJAmyu31GZRIgSRLGdgszb2BUL4jCQiS8+SZSPloKaDRwefpphH7/PRMdqvdY2SGyIlEh7tg2qqPRaKyx3cLQLpidk6lykq0tFN7ekJRK+Lz7LtwGvsDRVmQVJCGEqPww62bqEvFERNZGaLXQ5uZC7uQEANDm56Pw+nXYNW1q5siIKmfq9zebsYiIGqii27eRMPJ1JI59B0KrBQDI7OyY6JDVYTMWEVEDlHP4CBInT4Im9TYkOzsUXL4Mu2bNzB0WUa1gskNEtYazOVseodHg9tpPcHvNGkCrhW3YAwhcvhzK8HBzh0ZUa5jsEFGtqO5szkyQao86JQU3J09B7pEjAADX5wbA9/33IbO3N3NkRLWLfXaIqFZUZzZnfYJ0MCYVt1QFOBCTikHrD+N4HGfurQmJEyYg98gRSA4O8F+8CP7z5jHRoQaByQ4R1YrqzObM5S5ql+9778GuVSuE/vc7uPbta+5wiOoMkx0iqhURvi6GyQ31KpvNmctd1Cz1rVtQ7Yo2PLdr1gwh276BskkTM0ZFVPeY7BBRrajObM7VSZCobNl//onYfv2ROGkS8s6eNWznJIHUEDHZIaJaoZ/N+YlwL/i4KPFEuBe+Hd2xwtmcudzF/RNqNVI++ggJo0ZDk5EBZXgY5JwslRo4zqAMzqBMZElKjsbichemU9+8icQJE5F3+jQAoNGQIfCeMhkypdK8gRHVElO/vzn0nIgsSlSIOzYNf9jcYdQ7Wb/vw83p06HNzITM2Rl+c+fCpVdPc4dFZBGY7BARWYHC2GvQZmbCrmVLBCxbCtugIHOHRGQxmOwQEdVTQghDh2P3116DzMkZbs/2h2Rra+bIiCwLOygTEdVDquhoxL/4ErQ5OQAASSZDo0EDmegQlYHJDhFRPaItLETyh3OROPYd5P39N9K+/NLcIRFZPDZjERHVE4Xx8UgcPwH5Fy4AADxGjoDHyJFmjorI8jHZISKqB1S//IKkGTOhzcmB3M0N/osWwqlzZ3OHRVQvVLkZKy8vD7m5uYbn8fHxWLFiBaKjoys4i4iIqitt81dInDAR2pwc2Ldrh9CdO5joEFVBlZOdfv364cu7bcQZGRno0KEDli5din79+mHt2rU1HiARUUPn3Ksn5F6e8HhjNII3bYTC19fcIRHVK1VOdk6ePIknnngCAPDf//4XPj4+iI+Px5dffomPP/64xgMkImqIiq9npfD2xgO//ALvceMg2bD3AVFVVTnZyc3NhbOzMwAgOjoaAwYMgEwmQ8eOHREfH1/jARIRNSTavDzcfO89xL0wEKrfdhm2y+9+7hJR1VU52QkLC8POnTuRkJCAXbt2oWdP3XTkKSkpXFeKqAE6HpeGYRuOosP8PRi24SiOx6WZO6R6q+DqVcS+8AIyv98OSBLUiTfMHRKRVahysjNz5kxMmjQJISEhePjhh/HII48A0FV52rZtW+MBEpHlOh6XhkHrD+NgTCpuqQpwICYVg9YfZsJTRUIIZHy/HbHPv4DCq/9A7uWJxl9sgMeIEeYOjcgqVGvV8+TkZCQlJaF169aQyXT50tGjR+Hi4oKIiIgaD7K2cdVzouoZtuEoDsakQlPsU0QmAU+Ee3ExTxNpc3KQPGcOMn/4EQDg+Oij8F+8CDaenmaOjMjymfr9Xa0ZlH19feHs7Izdu3cjLy8PANC+fft6megQUfVdSlYZJToAoBW67WSa3BMndImOTAavce8g6LNPmegQ1bAqd+u/c+cOBg4ciH379kGSJMTExKBJkyYYOXIk3NzcsHTp0tqIk4gsUISvC1KzUqEtUdmJ8GWF1FROnTrB652xcIiKgkP79uYOh8gqVbmyM378eCgUCly/fh0ODg6G7YMGDcJvv/1Wo8ERkWUb0zUMkiRBplt4GzIJkCQJY7uFmTcwC6bJzkbSrNlQJycbtnm++SYTHaJaVOXKTnR0NHbt2oXAwECj7eHh4Rx6TtTARIW4Y9uojlj1+1VcSlYhwtcFY7uFoV2wu7lDs0j5Fy7gxvjxUMdfR2FcHBpv/AKSJJk7LCKrV+VkJycnx6iio3f79m0olcoaCYqI6o+oEHd2Rq6EEALpW7ciZeEiCLUaNn5+8Br3DhMdojpS5WasTp06GZaLAHQla61WiyVLluDJJ5+s0eCIiOo7jUqFxHHjcevDuRBqNZy6dkWTHdvhwKk6iOpMlSs7S5YsQZcuXXD8+HEUFhZiypQpOH/+PNLS0vC///2vNmIkIqqXCuPicH3k61DfuAEoFPCeOAHuw4axokNUx6qc7ERGRuLMmTNYu3Yt5HI5cnJyMGDAALz99tvw8/OrjRiJrMbxuDSj/i1juoYhKoT9W6yVjY8PZPb2UAQEIGD5Mti3amXukIgapGpNKmhtOKkg1QX9bMMQAhpxb+TStlEdmfBYEY1KBZmTE6S7E64WJiRA7uoKOT9biGqcqd/fVa7s/PnnnxXu79SpU1UvSdQgrPr9qiHRAXST78kgsOr3q+zgayXyTp/GjQkT0GjQi/AcPQoAYBsUZOaoiKjKyU6XLl1KbSve/qzRaO4rICJrxdmGrZfQapH2xRdIWb4CKCpC5s6dcH/tVchsbc0dGhGhGqOx0tPTjR4pKSn47bff0L59e0RHR9dGjERWIcLXxTD5nh5nG67/itLTcePNt5Cy5COgqAguTz+FkO++ZaJDZEGqXNlxdXUtta1Hjx5QKpUYP348Tpw4USOBEVmbMV3DcPDqbcggdE1YnG243ss9cQKJEyai6NYtSLa28Hn3XbgNGsjRVkQWpsrJTnm8vLxw+fLlmrockdXhbMPWpSg9HddfHwWRmwvbkBAErFgOOy6GTGSRqjwa68yZM0bPhRBISkrCwoULoVar6+VcOxyNRUTVkbZlC/L+/ht+s2ZB5uho7nCIGhxTv7+rnOzIZDJIkoSSp3Xs2BEbNmxARD38y4bJDhGZIufIUcgcHWHfojkAGD4H2WxFZB61NvQ8NjbW6LlMJoOXlxfs7OyqHiURUT0gNBrc/uQT3P7PGigCAhC6/XvInZ2Z5BDVE1VOdoKDg2sjDiIii1SUmorEyVOQe/gwAMChfXtIcrmZoyKiqjAp2fn4449NvuDYsWOrHQwRWQ9rWBoj59AhJE6eAs2dO5AcHOA3ayZc+/Uzd1hEVEUm9dkJDQ017WKShGvXrpn84n/++SeWLFmCEydOICkpCTt27ED//v0N+4UQ+OCDD7B+/Xqkp6ejQ4cO+M9//oPmzZsbjikoKMCkSZPw9ddfIy8vD926dcOaNWsQGBhochzss0NUs+r70hhCo0HqqlW4s249IASUTZsiYMVyKJs0MXdoRFSMqd/fJk0qGBsba9KjKokOAOTk5KB169ZYvXp1mfsXL16MZcuWYfXq1Th27Bh8fX3Ro0cPZGVlGY4ZN24cduzYgW+++QYHDx5EdnY2evfuzZmcyerFZcaZO4RylbU0hhC6pTHqBUlC/oULgBBwGzgQId9uY6JDVI9ZzEKgkiQZVXaEEPD398e4ceMwdepUALoqjo+PDxYtWoTRo0cjMzMTXl5e2Lx5MwYNGgQAuHnzJoKCgvDLL7+gV69eJr02KztU30THRWPi/olY2nkpeob0NHc4pXSYvwe3VAWltvu4KHHk3e5miMg0QghDp+OitDTkHj0Kl3/9y8xREVF5am00FgDcuHEDP/74I65fv47CwkKjfcuWLavOJUuJjY1FcnIyeva890GuVCrRuXNnHDp0CKNHj8aJEyegVquNjvH390eLFi1w6NChcpOdgoICFBTc+yBWqbg2EdUfWqHFqlOrAACrT69G9+DukElVXvmlVkX4uiA1KxXaYn9KWfLSGEKtRurHH6MoLQ3+8+YBAGzc3ZnoEFmJKic7e/fuRd++fREaGorLly+jRYsWiIuLgxACDz30UI0FlpycDADw8fEx2u7j44P4+HjDMba2tmjUqFGpY/Tnl2XBggX44IMPaixWorq0O3434lRxAIDYzFjsid9jcdWd+rQ0hvrmTSROnIS8U6cAAI0GDoR969ZmjoqIalKV/xycPn06Jk6ciHPnzsHOzg7ff/89EhIS0LlzZ7zwwgs1HmDJeSyKl5nLU9kx06dPR2ZmpuGRkJBQI7ES1Tat0GL1qdWQ3f3VlUkyrD69GlqhNXNkxvRLYzwR7gUfFyWeCPfCt6M7WtzSGFm/70PsswOQd+oUZE5OCFixgokOkRWqcmXn4sWL+Prrr3Un29ggLy8PTk5OmDNnDvr164c333yzRgLz9fUFoKve+Pn5GbanpKQYqj2+vr4oLCxEenq6UXUnJSUFjz76aLnXViqVUCqVNRInUV0qXtUBdMmPpVZ3okLcsWn4w+YOo0yisBApy5YjbeNGAIBdixYIWL4MtkFB5g2MiGpFlSs7jo6Ohv4u/v7++Oeffwz7bt++XWOBhYaGwtfXF7t37zZsKywsxP79+w2JTLt27aBQKIyOSUpKwrlz5ypMdojqI31VR4Jx1VIGy6zuWLIb74wzJDruw15ByNYtTHSIrFiVKzsdO3bE//73P0RGRuKZZ57BxIkTcfbsWWzfvh0dO3as0rWys7Nx9eq9oaixsbE4ffo03N3d0bhxY4wbNw7z589HeHg4wsPDMX/+fDg4OGDw4MEAAFdXV4wYMQITJ06Eh4cH3N3dMWnSJLRs2RLdu1vuiA+i6riUdsmoqqOnha66cyntEiI9Ius+sHqo0eDByDt5En7z58G5Wzdzh0NEtazKQ8+vXbuG7OxstGrVCrm5uZg0aRIOHjyIsLAwLF++vErLSfzxxx948sknS20fNmwYNm7caJhUcN26dUaTCrZo0cJwbH5+PiZPnoytW7caTSoYVIW/0jj0nOoDrdDiWPIx5BXlldpnb2OP9r7tLW5UlqXQFhaiICYG9sUmJNVkZ0Pu5GTGqIjoftXaqufWiMkOkfUqjI9H4vgJKExIQOj279lcRWRFanQG5eJee+017N27F8yRiMjSqX79FbEDnkP+hQuQ5HKok5LMHRIRmUGVk507d+7gmWeeQWBgICZOnIjTp0/XQlhERNWnzc9H0qzZSBw/AdqcHNi3a4fQnTvg+LBljg4jotpV5WTnxx9/RHJyMmbNmoUTJ06gXbt2iIyMxPz58xEXF1cLIRIRma7gWiziBr2IjG3bAAAeo0YheNNGKO5OZ0FEDc9999m5ceMGvv76a2zYsAExMTEoKiqqqdjqDPvsEFmPW4sWI+2LLyB3d4f/okVweuJxc4dERLWkVtfG0lOr1Th+/DiOHDmCuLi4Uks7EBHVNa/x4yAKCuAxejQUPt7mDoeILEC1xqnu27cPr7/+Onx8fDBs2DA4Ozvjp59+4rILRFTnCq5eRdKMmRB3q8oyW1v4zpzBRIeIDKpc2QkMDMSdO3fQq1cvrFu3Dn369IGdnV1txEZEFTgel4ZVv1/FpWQVInxdMKZrGKJCLGvtqdqWsX0Hkj/8ECIvD4oAf3i+8Ya5QyIiC1TlZGfmzJl44YUXSq00TkR153hcGgatPwwIAY0AUrNScfDqbWwb1bFBJDzanBwkz/kQmT/8AABwfPQRuD3/vJmjIiJLVeVmrFGjRjHRITKzVb9fNSQ6AKAVgBBCt93K5V++gtgXBuoSHZkMXuPeQdBnn8HG09PcoRGRhbqvDspEVDU11fR0KVllSHT0tEK33RzqqklN9dsu3Jw6FaKgADbe3ghY+hEc2rev8dchIuvCZIeojtRk01OErwtSs1KhLZbwyCTd9rpWl01qygeaAJIExyeegP+ihbBxt/4mOyK6f1w1kKiO1GTT05iuYZAkCTJJ91wmAZIkYWy3sBqM2DS13aRWlJ5u+H9leDhCtn2DoHWfMNEhIpMx2SGqIzXZ9BQV4o5tozriiXAv+Lgo8US4F74d3RHtgus+AaitJjUhBNK2bsXVbt2Re+KEYbvdgw9CkvGji4hMV61mrM2bN+OTTz5BbGws/vrrLwQHB2PFihUIDQ1Fv379ajpGIqtQ001PUSHu2DTc/Gs91UaTmiYrC0nvz0DWrl0AgMwff4JDu3b3GyoRNVBV/vNo7dq1mDBhAp5++mlkZGRAo9EAANzc3LBixYqajo/IalhS01NNqun3lXf2HGIHPKdLdGxs4D1tKnxnz6rBiImooany2lj6RT/79+8PZ2dn/P3332jSpAnOnTuHLl264Pbt27UVa63h2lhUV0qOWhrbLcwsTU81rSbelxAC6Zs349aSjwC1GoqAAAQsXwb7Vq1qKWoiqu9qbW2s2NhYtG3bttR2pVKJnJycql6OqEGxlKanmlYT7yv7jz9wa/4CAIBzj+7wmzcPcv7xQUQ1oMrJTmhoKE6fPo3g4GCj7b/++isiIyNrLDAialicunSByzPPwL5NGzR6eQgkSTJ3SERkJaqc7EyePBlvv/028vPzIYTA0aNH8fXXX2PBggX47LPPaiNGIrJCQqtFxrffwuWZZyB3doYkSfD/aAmTHCKqcVVOdl577TUUFRVhypQpyM3NxeDBgxEQEICVK1fixRdfrI0YicjKFKWnI2nadGTv34+cI0cQsGwZJEliokNEtaJaQ89ff/11vP7667h9+za0Wi28vb1rOi4islK5J08iccJEFCUnQ7K1hWOHjuYOiYis3H0tF+HJhfeIyERCq8WdTz9D6scfAxoNbENCELBiOewiIswdGhFZuWp1UK6o1Hzt2rX7CoiIrE9RWhpuTpmKnIMHAQAuffvAb9YsyBwdzRwZETUEVU52xo0bZ/RcrVbj1KlT+O233zB58uSaiouIrEzBlSuQ7OzgO+N9uA4YwP45RFRnqpzsvPPOO2Vu/89//oPjx4/fd0BEZB2EVmtYw8rG3R0BK1dA5ugIu6ZNzRwZETU0Nbaa3lNPPYXvv/++pi5HRPVYUWoqro8YgcwffzRsc2jblokOEZnFfXVQLu6///0v3N3r/7T3RHR/cv76C4mTp0Bz+zYKYq7CuWdPyOzszB0WETVgVU522rZta9TWLoRAcnIyUlNTsWbNmhoNjojMr+S6V2O6hiEqxL3U/is30zHin3149PCPkISAsmlTBKxYzkSHiMyuyslO//79jZ7LZDJ4eXmhS5cuiOAQUiKrcjwuDYPWHwaEgEYAqVmpOHj1NraN6oioEHfDfvfcDEw+tgUt7+hGY6qf6ocHF8xmokNEFqFKyU5RURFCQkLQq1cv+Pr61lZMRGQhVv1+1ZDoAIBWADIIrPr9KjYNfxirfr8Kx4JcrNy3HI0KspFro8Sqts9DtOyJTUx0iMhCVKmDso2NDd58800UFBTUVjxEZEEuJasMiY6eVui26/erFPbY3bg9rroGYEyXcfgjoK1hPxGRJajyaKwOHTrg1KlTtRELEVmYCF8XyEpMhyOTgPYOaqgTEw37v2z2L0zo9G/cdPKCTNKdR0RkKarcZ+ett97CxIkTcePGDbRr1w6OJWZAbdWqVY0FR0TmNaZrGA5evQ0ZhK4JSwI6JF/AW3v+i8v7ApHdbSy0AoBMDg3kkEmAJEkY2y3M3KETERlIQghR+WHA8OHDsWLFCri5uZW+iCRBCAFJkqDRaGo6xlqnUqng6uqKzMxMuLjwL1Ki4vSjrWIS0zD68i48fPw3AMAVtyDMeeQ13FHe+51pE+SGGb2boV0wp6Egotpn6ve3ycmOXC5HUlIS8vLyKjwuODi4apFaACY7RBUrvJGIxAkTkH/mDADgWLuemBfYFQXSveKwTAKeCPfCpuEPmytMImpgTP3+NrkZS58T1cdkhoiqT7V7N5Leex9alQoyFxf4L5iPV48IFKiMByoU77hMRGRJqtRBmQv3ETUsQqPBnU/WQatSwb51azTZsR3O3bqV23GZHZOJyBJVqYNy06ZNK0140tLS7isgIrIcklyOgGVLkbF9B7z+/TYkhQJA2R2X2TGZiCxVlZKdDz74AK6urrUVCxFZANVvv6EwIQGer78OALANDob3+HFGx0SFuGPbqI5Gy0iM7RbGjslEZJFM7qAsk8mQnJwMb2/v2o6pzrGDMhGgLSjArYULkfH1N4AkIXjrFji0bWvusIiIymXq97fJfXbYX4fIehXExiJu0Iu6RAfAoQ7PoNv/pWDYhqM4HsemaSKq36o8GouIrEvmTz8jedYsaHNzIVzdMKvFCzjp/SA02UW4FWO88CcRUX1kcrKj1WprMw4iqgX6CQH1/WrGdA0zSlqS581H+ubNAACHhx/G4naDcTK5qNyFP4mI6qMqLxdBRPXD8bg0DFp/2LBqeWrWvSoNoFvR3OuqBsMhQT3kVUS8OxHHF+2DRhQZXYfz5xBRfcdkh6geqaxSU9yq368aEh3gXpVm7Lp9uCnsdBu92+JENz9cz/PHtoRMRPi6IDUrVbfe1V2cP4eI6rsqr3pOROahr9QcjEnFLVUBDsSkYtD6w+V2IL6UrDIkOgCgLCrAuOPfYMFvH8G5MEe3UZIQ6+wHIXRNVWO6hkGSJMOEgZw/h4isAZMdonqirEqNPkkpS/FZjoNVSfj4j5XokXAcHnmZaJ1qfI6+qUo/f84T4V7wcVHiiXAvfDu6I+fPIaJ6jc1YRPVEyUoNUHF/mjFdw3AwJhX/ij+CN/7eAaW2CLftXLA4agjOej5gdGzxpqqoEHd2RiYiq8Jkh6ieqGp/mraeSuzM2AWbU7sBAKf9mmFhm0HIVDqVOpZNVURkzZjsENUTVV2PKnXlStjs2w3I5fAa9w40kd2Q+dPFUse1CXLDjN7NIAQwbMNRkzo/ExHVJyYvF2HNuFwE1RclR2NVtB6VJjMTN97+N7wmjMcF9xAMWn8YQghDZUgCMLd/cwzpGFJqmLo+keJkgkRkyUz9/mayAyY7ZB00WVnI3PkDGr08pNTyLsM2HMXBmFSjPj8yCXgi3Aubhj9c6X4iIktk6vc3m7GIrEDe2XNInDAB6oQESLa2aDRooNH+yjo3V7XzMxFRfcKh50T1mBACaV9uRtzgwVAnJEAREAC7ZhGljis+DF2veOfmyvYTEdVnrOwQ1SPF++y0dpNjzPFvYHPoTwCAc4/u8Js3D/IySrmVdW6uaudnIqL6hH12wD47VD8U70T8QNp1vHtsM3xy0yEUCvhOnYrM3o8i1C20wvMr6txclc7PRESWgH12iKxM8RmUlUWF8MzNwE1HD+x6bgy6P94IE3/oi6Wdl6JnSM8yz69sskBOJkhE1orJDlE9cTkpw9CJ+KxXGOY//ApOe4XBCS64eGoVAGD16dXoHtwdMond8YiI9PiJSFQP5J48icW/LEJgVoph2yH/lshT2MPXNwZxqjgAQGxmLPbE7zE6Ny4zrlqveTwuDcM2HEWH+XswbMPRchccJSKydBad7BQVFeH9999HaGgo7O3t0aRJE8yZMwdardZwjBACs2fPhr+/P+zt7dGlSxecP3/ejFETVV15iYXQanF7/aeIH/oKvO7cxLCLvxqdJ6BFpt1PkN39VZZJMqw+vRpaofsdiY6LRp+dfRAdF13leKqywjoRkSWz6GRn0aJF+OSTT7B69WpcvHgRixcvxpIlS7Bq1SrDMYsXL8ayZcuwevVqHDt2DL6+vujRoweysrLMGDmR6cpNLE7/g4TRbyB12TJAo8H5Zo9gxUODjM5VuJxDmjoRWuiSG63QGqo7WqHFqmLNW/oEyBRVXWGdiMiSWXSfnb/++gv9+vXDM888AwAICQnB119/jePHjwPQffiuWLEC7733HgYMGAAA2LRpE3x8fLB161aMHj26zOsWFBSgoKDA8Fyl4sRpZD5lJRYtb1+FduSHyMnOgGRnB9/338Orl12Rk1VY7EwtFJ67ASEB0r1BlTLoqjsaoSnVvFWy83LJEVj69bA4ySARWROLruw8/vjj2Lt3L65cuQIA+Pvvv3Hw4EE8/fTTAIDY2FgkJyejZ897H+BKpRKdO3fGoUOHyr3uggUL4OrqangEBQXV7hshqkDJxKJ1agwWHPgEztkZsH3gAYR8uw1uzz+PCD9Xo4n/ZHZJkCtTjRIdANBCV91ZfmJ5uc1bQMVNVZxkkIisiUVXdqZOnYrMzExERERALpdDo9Fg3rx5eOmllwAAycnJAAAfHx+j83x8fBAfH1/udadPn44JEyYYnqtUKiY8ZDYRvi5IzUo1LNB5zqMJrrg3hto/CC98uRIyBwcAuon/DsSkGs7T5vshN34kZPJCTO0VgTAfZ8O+c7fPYd2ZdfeOLda8pa/ulFVRkkHXVMVJBonImlh0ZWfbtm346quvsHXrVpw8eRKbNm3CRx99hE2bNhkdV3LRQyFEqW3FKZVKuLi4GD2IzGVM1zA0S4uHrSgCAAi5HO8/PhphSxcZEh1ANw9Oq0C3YmfKoMkNgyY7EgfO+KBLUBd0CeqCToGdsCtuFyQY/w7om7f01Z2KmqqiQtyxbVRHPBHuBR8XJZ4I98K3oztykkEiqpcsurIzefJkTJs2DS+++CIAoGXLloiPj8eCBQswbNgw+Pr6AtBVePz8/AznpaSklKr2EFVFeX1ZaprQaKDY/BkW79+IH8I7YWOrfoj0d8GM3s3KTCySMvNKbSvZl+ZS2iVDXx2j4+42b11Ku4RIj8hSFSXAuKmKkwwSkbWw6GQnNzcXMplx8UkulxuGnoeGhsLX1xe7d+9G27ZtAQCFhYXYv38/Fi1aVOfxknUoviyDRgCpWak4ePU2to3qWKMJj/pWCk6NHgPnS2cAAEp1AYo0GpxNzER5i7iUlaAAgJ+r/b1j3CPwWc/PkFdUOjGyt7FHhLtuoVA2VRFRQ2HRyU6fPn0wb948NG7cGM2bN8epU6ewbNkyDB8+HIDug3ncuHGYP38+wsPDER4ejvnz58PBwQGDBw82c/RUX1XUl6WmKh3ZBw7i+qTJcM7MQK6NEh+3eR77A3UJu0yU/1ol++3onbmRgeNxaYgKcYdMkqGDX4dKY9A3VXE9LCKydhad7KxatQozZszAW2+9hZSUFPj7+2P06NGYOXOm4ZgpU6YgLy8Pb731FtLT09GhQwdER0fD2dm5gisTla82h12LoiKkrvwYdz79FBKAf1z9saD9UCQ6eZn0Wvp+O6cTMkrtq04yxqYqImoILDrZcXZ2xooVK7BixYpyj5EkCbNnz8bs2bPrLC6qv0zpi1NZX5b7oU5ORvqWLQCAvQ8+gZVNn4ZarjDsl2xTIQq9KnwtU/rtEBHRPRad7BDVJFP74tRmXxbbwED4zZ8PQODYTXcUXbnXJGXjfBb2gVuQd2MIxnYbVe41TEnG6qqDNRFRfWDRQ8+JapKpSyCYOuzalIUyhVqNW4uXIOfwYcM2l3/1gsu//oUxXcMgk+kHiGth66VbvyqwyX60bexW7vsY0zUMkiQZJv0rmYxxXSsiImOSEOWN+2g4VCoVXF1dkZmZyTl3rFiH+XtwS1VQaruPixJH3u1epWuVrBLpE49WgW5IyszTdfZt7gTlghmQX7qADHsXfD56Cd74VwujCou+AnMu408UetybP8r2zjC0cOtUbkVGf96ZGxkAdMlOywBXjOkahlW/X8XBmFSjfkcyCXgi3Iv9c4jIqpj6/c3KDjUYNbkEQllVIq0ATidk4JaqAOr9+6Ad+TLkly4gW2GPj1sOwO/xWaUqLFEh7vjitSj4h+43TAIohIQ8p19wIOZWmRUZfaJzNjET6blqZOaqkZZTaKjgnLmRwXWtiIiKYbJDDUZlzT9VUdaILQCw0RZh9JkfMOPIRjip83DJ3Q9vdxmPv/xbQChSy2w22x2/G3GqOAjoLihJAnJlKmRO50sdr68oHYhJRVqOblFQ/WpX+mY5/XsrTm6bynWtiKjBYrJDDUZNLoFQVpXIXp2PpX+uRv9rBwAA2yOb44ORKUjzTYSN81k4PbAUMqezRhUWrdBi9anVpZZ2EEKCrVc0tEJrdPyq369CCFFqUsF719MlcMWTOoXLWTg8sBSPtLxR5fdJRGQNOBqLLEZcZhxCXENq7TpxmXGICgmpsN+KqTGUHLEFAHk2SiQ6ecE3Jw0ftRuE84/+BrlcutvxWHeQ0isavurHMGzDUZxNzIRWkQCNX1yp6+urO3K7JET4tjFsv5SsKjfRAXQVneJ9dy4mZ0DrvxcFAH5J3IhRUf0hk/g3DhE1LPzUI4sQHReNPjv7IDouulauY8r1qxKDvkrUJdQVIXZatAlyAyQJq1o/h7efnIBT4RrIlbph5XJlKuTK2wAAmTIVFzL/Z2iGysjwQm78SOQlvIK8hFeQW/wRPxKafD/0jPQ2vG5lTVH6Zjn9ZIEfDhYokJIBwLDqORFRQ8Nkh8xOK7RYdWoVABitym0q/RDwh+dH490/lpS6jinXr04MraDC+78uw+aU37DjrUfh7miLPIUdbju4wNZrN4TQdziGvrADCAm2ntHFrq9bubwoOxJF2ZHQFH/khkEmyRB9IcXwmmO6lt+/qJGDwqhZTt9EJrv7ay6TZNW6v0RE9R2THTI7fQddoOrVh+JzyqSJE2VWMUy5flVjyPz5/xA74DkUXLyIvNOnoU68iZYBrpBJgI3zOciVqZAkfYdjwNAlRxKQKVNh43zepPdX1igqqYzjZBLw2bAoo/5H+vekxb2kj9UdImqImOyQWd1v9eHeEHCtUTUFQsKkPYswdMMhfHR0ZYXXr0oM2vx8JM2YiZuTJkGbmwuH9u0RumMHbAMD7o72ElAWj6MM+s7H98ZR3SPZGi/yWXxo/PG4NLz+5XGU1WWnVaCbUaJTXsdnGVjdIaKGh8kOmdX9Vh/0Q8BLVlMgCQhFCo5kbEZyXkKF1zc1hoJr13Cx/3PI+O47aCHh4KP9kDr7Iyh8dH1qokLcseglT8iKx1EGw9ByuySj7foRWzbOZ422j+0WZqhgpeeqy7xmyfWyLqVdMhrOrqeF7r1dSrtUbnxERNaGo7HIbIpXH4p/KeurD92Du1c6cki3TtQtQ1WneJIhhATbRn9BiLtNSYYdEj46uhLdg3WzJn90dCUgJEAqHYObeAj/2XcNl5MysPD/FsEn7SbSlc5YHDUYZ7zDIX1+HCtfDkDvyNYAgAEtHkaQ52fIK8qDVmgRkx6Di3cuYm/CXsO1C293QlFOU2jz/YrfDcNyEbZe0SjKag793yJC3KtglaWsiREj3CPwWU9dHCXZ29gjwj2iwvtKRGRNmOyQ2eirDyUVrz5EekRWeI0xXcPwv4S/DSOfipMkAUia0idJAkl517H93FEAQHJeQqmOMPoYBn+5AyLfHxoBLGzxHAZfisbyhwYh3c4FEIDC+QymH5sKW4el6BnSEzJJhg5+HQzX6RLUBd2/M16KQu56GgWp/0Lxwqq+MgXoRm/ZOJ9HUVZLADAs6FnWJIa691l6YsSScRARNWRMdshsaqL6EBXijq2vPIuF+2wRn5GOIo1AdkHR3b0CMts70BZ6oHQ2Y4sf7+ZB+YkjoZUKDbtkEhDp5wq/VBVy/0nBn/7+AIBL7sGY+ejrxS8ChaeuGlNeJWpX3C6k5hknYnKFCjbO51CU1cpwneKVKX2fnqKs5tAKmWHl8pIrnQO6EVglOyYTEZExJjtU6/RrOem/tPWLW9ZU9eHhUE9sDx1meK3nP/nLsK+Muo7B5eRsAIA6515VRLJNhabAE02vnsLLR7+DEALXO/sgztWv1PnFqzH6Pj49Q3oa9muFFkuOLSnztZU+P6MoqwUAmdF1gHt9emycz0Ob3dJwz4pPYqhf6oKJDhFR5dhBmWpV8aHht1QFhsUqSy5uWVOiQtwx4Sm3ModnlxTh62K07ION81l4Bn6EqWfWYvhfW2GrUeOs1wNIt3Mu42yt0airkiO4jselod8Xa0pVdfRkChVcPC9CKnEdPSEkKL2iIUnCMEngB30i4WqvgEwCXO0VmNM3kokOEZEJWNmhWlXW6uAy6Ba33DT84XKrPlVR/Bo+vlcQK1+LKc99gMNnA3HqejpU+UWlzpFJulFOQuBuxUSDcPwfJm3UwD/tGoRMDvWro/BBehNoIQHi3uKarQLdkFDwFwqLVWOKj+ByRxQGrT8EuyZfQSYvP26/0L2Y0fNxzDlVdn8jSZmKxYM90S7YHcfj0jDrpwvA3XWxMvPUmPnjBTzo61Ll+0VE1NAw2aFaVVbHWv1Eefqqjz4ZSs1KxcGrt7FtVEeTv8CNr6FFtud/IZMDO2I/x9wnN+GlT49CBuMZbcK9nbDwuZaGqsi2UR3x27L30OfH27DVALedAc3sf6PLM2/gmxLJ2MBHlHgqoiX67VyIeFXZo8jc0t6FZHsDMkVOhbHfzL6JZv4u+Myr/H5L7X3bA6g8aSQiovIx2aFaVVbHWv1Q6Zr4Ai9+DRvnc5DdrbYk5V3H3H3fAiLYKNGRSYC/m71R889DwW44pPkbthrgRJiENc/I4an+BZ3EKMMaU4Bu7ayJ+yfiVtH4CkeR2d25CCiMm+nUquawhz+GPx4KW5ktwhuFw1HhiEiPSJMW5qwoaSQiooox2aFaVV7H2rHdwvDWlpP3/QV+LwkwHtEEISFO+z00YhyKd00rfn2h0UCSy7E7fjc+i1LhgqMM/4uUAAnIKtHhuPjaWTuu7sD6HutRoCkwXDclNwXeDt6wt7HH6l81OFm02Wh0lVyZgpY24zCmbcfq3MYKk0YiIqoYOyhTrdKvDv5EuBd8XJR4ItzLsFhl8c7BelX9Atdfo7wZlBUuxmtQySTAz8UOH789F//X+Rm8tv4APjq6EkIm4X/NZUazDy46tsjQ4bj42llxqjhkFWahS1AXdAnqgkJNIT48/CEKNYXo4NcBj7ZMMppFWbq7HlbjoH8wbMNRdJi/B8M2HK1SJ23dUhSS4X4VTxqJiKhikhDlTMvagKhUKri6uiIzMxMuLvxLua7o+9sIYVz1Kb5yt2nXOAS7kGWQbG8bzaAsQYKmwBN5seOhFTLIJMCpMBfvnPwWjyadAwD8J6ob9vfYX+71v37ma0R6RKLfzn64rroOLbSQSTIEuwRjZ7+dAIB+O/shThWHUNdQbO+7Hc/+8CziVfFG/Xn0seTHjofmbiyArrNzUmaeSZ2zS3bmHtstjKOxiKhBM/X7m81YZDb6qs/9fIHr16P64GTpEU0CuopKu/B8XE9uhCdFKvr8sAbuqttQS3J81qI3fg54FLapcii9fi/z+onZiUjMTjTqo6MfedX/i0+QmJGLQg/dvtjMWHx5/ssy+/PoYxHKJCA/wNAc9fetGIhCL5M6ZxfvP0RERKZjZQes7NR3WqHFseRjpUY0peSkINg1GFE+UcjYtBkpS5cCRUVIcvDAgvYvI6ZREAAtHJosh9w2tdQkywAQ4hwCAYHrWdeNKjVCSBCFHhAAZLZ3DP2EpCIvPCAbimdaeSDMxxlXb2XhpzNJuJCUCa3GFprcJtC3Hts4n4V94Bbk3RiCoqyWkEm6So+rveK+huITETUUpn5/M9kBk53aEpcZhxDXEJOPr4k5d/T0I6eWdl6KNjsu4M66dQCASw+2x4zwvsi2sQcAyOwS4Ri6qlqvUZ68G0OgzW6JOX2bG+bG0Qjd7Myi0OvuUXeTLGUqNAVeyL02HvokSC4BmmLNelUZik9E1JCY+v3NDspUK6LjotFnZx9Ex0WbdHzJmZb3X0nF85/8hf7/+V+VZ1suPnJq9enVcH3hedh4ecF31kwErViOPFsHQ58Zue2dCq8lBKBVuyI3YSjyb7yCghvDIEsZjtyEodCqXcuc+djWKxpCkYJFuy4XGxZ/Fk4PLIWN81kAZS/8qVd8KL4QuqH4RERUfUx2LNTxuLRqj9wxt5LJhn5EU0VW/X4VoticO3qnEzKMlpcw5b7sjt0Fx7PXAOj60ewvuoAHoneh0UsvISrUwzA6zNtFARf/vRXGJUmATJEJUeQGdVYkCrOaIfNOU4giN8gUmUYdonXH69a1cnpgGfIUp4oNi9clfbr/FhmGyQP3loYwnvpQh3PpEBHdPyY7Fqiu15OqacWHaeuXUKjM2cTMUit66+mrG6bcl8I7t5E77n3M2qpF26taw5pVsFMajtF39P1wsEChdKvCuPKTeyM3fiS0+cYLgWrz/ZAbPxK5Ca+UeAyFptAVAKD0ioZM0paq4th6/2Y0TF4/ND0sJPa+h+ITEVFpTHYsUFkzC9eX5gyt0GL1qdWQ3f2nVXKBzPJU1HVMX92o7L7kHjuGy317I+JKLgptAKd84zWryopT0vdKFoBW7YLchKH3Epf4kVCnPwpNbhhK/6rIoMkNgyY70ughSRrIbTN1RyhToWh0yGihTyEA20Z/lWr+kkEGmfsuXeLDuXSIiGoUh55boPq8NEDxqg5gnGzoZyOOy4zD7XQXo87IReWVde7yc7Uv975cvpmB22vXInXVathotbjhASx/Vo4Er3vNRB8dXYnuwd0NSzOUjBOSbiVySdKiKKtlNd99iVmcIcHW52ejIyQJgKQp40wtkvKuY9FLnvjpmIxz6RAR1SAmOxaovi4NULxaUnKBzI+OrsRXv7vgfMZBFHpsQn7iEGizWhoWANUK3cjvilKesu6Le0EWZp76L1LjdR18/2gp4fOeMhTY3qucSJJAUt51XEq7hEiPSGiFFouOLip1fX3n4qKs5qhO0bN4c9XdK5Z5nAQJ3g7eeLfDu0brYukX/ny+JQuuREQ1icmOBapoPSlLdintUrkLZCblXce166dh6/8L5AAUntHIVemSCn2iU5GkzDy8/0wzHIgxnjywxe1/EBp/HpK9PXxmvo/P/7mF9FvZpc5vZOeECPcIAMCFOxeQmld6EkJ952KZXRK0+QG6bUbDxcsmk3SJntKoqlM+AYFbubfg6+iLSI/ICo8lIqL7x2THAtXEzMLmYCe3w2c9Pys1ud/y3VdwITEPUKSVGm6tbzISABo5KAAA6blqo/MrqmodDGyDwkgHRLzQB8qwMDTfcBQHYkpXxZr7exmqKDeybhhdo+B2Z2jygnVPtLaGzsglJ/0rS6CbPR7wdsKFO+eRryydQOm527lj1iOzDDHY29gbki8iIqpdTHYsVH1bGqD4JH76vjl6U5OLoM7Jg0OT5UYrgRdvMtLPHjyma1iZ62WN7RaGj/dehUdeJkac/RGftOyPDDtnAMAyn8ewKUxX9aqoKnY8Lg0f/34Fp7VLABtJt1iokGDjfAGFqb1QvOnKWSlBU2y4eHlNW2qtFpuGPwytiMKx5EjkFeXhVMopbDi3wei4tPw0FGmLSt0bIiKqfewcYOXqYr6eyubVifB1gcLlXKnh1vrqTvGEpKJV0m1OHMHHvy9D58S/8e+zX999beOO2+WdLwQwaP1hHE7eB6FIAcqIQ8/d0RahwbHlTvqnV7ziJJNk6ODXAZ0CO+H367/fG+WlPxamjUojIqKax8qOFdPPS6Mfrm3KYpPVUda8OsUrGG8/2QTHd08r3Z9FSHDw2Y02fl3wTremhma6klUtUVSElGXLMWnvegDAtUaN8O0z/8Am7yyKsloiPacQwzYcNSwvUVZVbNiGo4DQwMazdL+a4lUmmSRDiwBnnNZuh5CVXYUCyu9HVVG/pdjMWEMnaSIiqjtMdqxYWfPSyKCbl6ammsiKz6ujxb1J/IoP83ZySYGsrP4skoBQpGBabxdEepSdfKmTk5E4cRLyTpwAAPxf6CP4qk8sNI4SbAt0CUihRoYDMaUTueJrbaXnFEIok0qMlrobhr66Y5cEURiIR1om4tSFFENtRr9f4XIeTkUPwdZGVm4/qgj3iDL7LQHsp0NEZC5MdqxYXczXY8q8OhUlANdvF2HhDypcTt5TavHPvLPnkPD669BkZEDm5AS/D+cgQ34HmiTdsPHinZxLJnIlq1oAAI1u1mPICkvFIQlbPNq4FXo088HK86MASIamLuBu9cczGut7jkT7EM9y74e+OYuIiCwHkx0rVtvz9VQ0r07x6k55CcDxuDR88N1hQNwps5nNNjQUMlcXKAICELB8GWyCAvHbpl4QuNcMpfT5ydC8VDyRK1nV0kemmw3ZmEwCHg/3wpiuYXhx0/ewD0kudYwkCUjKVDg6pwAoP9khovpLo9FArVZXfiDVGYVCAblcft/XYbJjxWp6vp7izUIRvi7o0157X/1Tympm88jPxKq9Mdg0ogPkTo5o/PkG2Hh7QWZri11xu1AgJRt1/ZUpVLBxPouirNZGiVxZVS0AUMgkqItlfyVHe4l831LVH4VMhgd9nfFc2yZshiKyQkIIJCcnIyMjw9yhUBnc3Nzg6+sLSapsRrbyMdmxcCUTjOLNPJWp7nw9Zb0mgDI6OwvMemE5GnuW/mdUsn9KWdcsmZA8cvMcxp/ahh/SngBG6CpBtoG6yf30VSQI4+YlAFD6/B+KslpCkuSGRK68qtajYZ4Y0zWszHuii0cGlKj+aACczQLOXS1EZKOMGu3cTUTmp090vL294eDgcF9fqlRzhBDIzc1FSkoKAMDPz6+SM8rHZMfMKkpmamI0VVXn6ynvNVsGuJbR2VnC3lMulV6/omumZhVAXlSE4ef/D/2vHQAAPHQzGtHXfkPPJv8yXMMwyqmMzyCZQoWIYBXmPf2UIZErr6rVM9K71P3Wn1NWgqRXG527icj8NBqNIdHx8PAwdzhUgr29PQAgJSUF3t7e1W7SYrJjRpUlM6aOprqf6k9J5b3mhZuZ1e7sXN41AcA3Nw3TjnyJ8AzdrMY/tnPE193y0fjMGnQP7WkY0aXv5Py/xP/hi/NflHqNmzmJGLnpOCRJQssAV4zpGlaqqtUz0hszf7xQ7v0e0zWs1HIU1Xm/RFR/6PvoODg4mDkSKo/+Z6NWq6ud7HBSQTMqKwkQQpfMAKaNptInTAdjUnFLVYADMakYtP5wtScPLO81AQmyElUVUzs7l3fNgDOH8NmBlQjPuIFsWwdsHPAMvupZAI1cMozouvdaMrT3bY9fr+2BEMaBCCGhyOU3pOcWIC2n0HAPAGDT8Idx5N3u2DT8YURfSKnwfkeFuKNVoFu576M+LMZKRNXDpivLVRM/GyY7ZlRZMhPh61JpglFZwlRVEb4ukNsaVzdkEhDp7wJJupfwSHdf62xiZqUzM5f1Pnxz0/DmgU2QcnNg37YtWv32Iy60vwyZYdK+0jMOX0q7hOS8hFILbRZfwLOie2BK8piUeW94vFTiPtSHxViJiKg0JjtmVFkyM6ZrmFGCUdZoqpqeS6djyxtweGApFC5njV5zRu9mhmUY9At2yiQYVVLKS3jKeh+pTh7QjHgTHq+PRPCXm/BH4TnEqeKghfbue9AaVXeOx6Vh4Q8q5F0fidyEV0o/4kcaFvAs7x6Ykjzqj7FxPgunB5bCxll3Hxo5KAzLVhARWaMuXbpg3LhxJh8fFxcHSZJw+vTpWoupprDPjhlVNjTclNFUNTmXjlZo8csNXX8YV/+9kOEhNPN1M3rNTcMfxrANR3EwJrVUH5zXvzxumF24eL8h/fvY85+vcAxucGoWgbHdwtA6+GnD61Y0X4+beAgvfXr07uKgplVWyroHpgzF1x2TAuXdRUCVXtEQOS3w2bAoJjpEZBEqa9YZNmwYNm7cWOXrbt++HQqFwuTjg4KCkJSUBE9Py597jMmOGZmSzFQ2mqom59IpPhtygZSMpYOBniGlX7u8alJ6rq6jX8mOv9r8fAR8vgL9fvoOLzRpAtnEpQj1vfceK1tPasm+fRDCocxRUmUp7x6Yer8nPVuANRd0TVgyZSomP1vIRIeILEZSUpLh/7dt24aZM2fi8uXLhm36EUx6arXapCTG3b1qn3NyuRy+vr5VOsdc2IxlZvpkRt+JtqpfqhWtEm6q43FpeGXDYUzes1g3jw0ACAmT9izCKxtKN0+V1RxUXPE+MwXXriHuhYHI+O47QJKQ2iEM/X99HtFx0feud3ek1aquq0o9Puv5GeKTXU1OdCQJFd6Dyu63rrq10ajv0C+JG7laORFZDF9fX8PD1dUVkiQZnufn58PNzQ3ffvstunTpAjs7O3z11Ve4c+cOXnrpJQQGBsLBwQEtW7bE119/bXTdks1YISEhmD9/PoYPHw5nZ2c0btwY69evN+wv2Yz1xx9/QJIk7N27F1FRUXBwcMCjjz5qlIgBwNy5c+Ht7Q1nZ2eMHDkS06ZNQ5s2bWrrdgFgsmMV7idh0o/mOpy8D0KRcm/CvruLdP6V/Eep/jgl++CURSsA9//tRuxzz6MgJgZyT08EfvYp5rW6Bq1MMup8LJNkkBeE44vdDpj89U18sdsBTppW6BLUBR38OqCZr5tJ70UmAZ3CvaqVNOrpq1vl9R0iIirL8bg0DNtwFB3m76l00EZdmDp1KsaOHYuLFy+iV69eyM/PR7t27fDzzz/j3LlzGDVqFIYOHYojR45UeJ2lS5ciKioKp06dwltvvYU333wTly5dqvCc9957D0uXLsXx48dhY2OD4cOHG/Zt2bIF8+bNw6JFi3DixAk0btwYa9eurZH3XBEmOw2cbjSXBjaeu8sc0q3wjIYQGqORTSWrSY0cFEZz/Sk0akw4+Q1G/e8riLw8OHTsiCY7tuNQQLahuSo2Mxbtly/DsA1H8dVfcRi0/jD+Sv4d+T4LcCj5d6MEa0zXsLLmEjRSE0thvLLhMCbtnVP62ig9MoyISK+mpwCpCePGjcOAAQMQGhoKf39/BAQEYNKkSWjTpg2aNGmCMWPGoFevXvjuu+8qvM7TTz+Nt956C2FhYZg6dSo8PT3xxx9/VHjOvHnz0LlzZ0RGRmLatGk4dOgQ8vPzAQCrVq3CiBEj8Nprr6Fp06aYOXMmWrZsWVNvu1xMdhq4S8kqCGUS5MrUcod0Q5lUamSTfhK+CF/dkHSBe5MbC7kcPrnpEJIMBx57FoPCXsLwn/7BR0dXQrp7lBAS8px+wYGYW3j/h/MQQgMbT13TlsIzGlqtBq9/eRwd5u/Bqt+vYuTjocaxQZfgtAlyq3bznZ7+g+rQ9b8Bm9Kj2Iqv9UVEVFJNTwFSE6KiooyeazQazJs3D61atYKHhwecnJwQHR2N69evV3idVq1aGf5f31ymX77BlHP0Szzoz7l8+TIefti4L2jJ57WBHZQbuAhfF6TG+JVa/NJAawsU+CGisfHIppKzP8sgIAkBF0elbmK+LnPw7vcHcdbzAWiy1biTvA92AQmG8w1z47j9BW36Y5A5ndMlVgDkylTInc8jPUuX7d9SpeJATCrm9muO3RdTqrTOlyn0H1RQ3DHa7q15CjN66EaMlVzri4hIr6anAKkJjo6ORs+XLl2K5cuXY8WKFWjZsiUcHR0xbtw4FBaW8blfTMmOzZIkQautuMpd/Bz9yLHi55QcTSaEiZ0y7wOTnQZOP5pL5IVBK3QVEwFd1aSi0V3F/5KxV+fj339vR46tHc4/P9owPP2s5wN3PwC0UNxtJitePRICsPf9CXlFTrD12mPYL4QEW69oFGU1h774qBXAf08mYufbj9X4PdB9UGnhUCKGVO0JdApcaFiygoioLDU5BUhtOXDgAPr164eXX34ZgC75iImJQbNmzeo0jgcffBBHjx7F0KFDDduOHz9e66/LT/EGrmT/m05NvTCvf/NKR3fp/5IJzbyJj/evRNcbJ/F07GGkXym91IXMrrxmMt1/lT4/GO3XV31snM8bHX8+MbMW7oDuA0nhcq5UDEKRwo7JRFQpUyaANbewsDDs3r0bhw4dwsWLFzF69GgkJyfXeRxjxozB559/jk2bNiEmJgZz587FmTNnan25DlZ2qMy5fIZ0DKnwnAgfZ0Sd2YdRZ36ErbYIt+1csaj9y7AJCsawDUeRnqM2HKvNv9dM5qCQI79IA5l9HGw9/gQAyBS5pa5fVnVHrRU4HpdW7UVOy/P2k01wfPe0UpUnCbpRY92Du7O6Q0TlMmUOL3ObMWMGYmNj0atXLzg4OGDUqFHo378/MjNr54/I8gwZMgTXrl3DpEmTkJ+fj4EDB+LVV1/F0aNHa/V1JVEXjWUWTqVSwdXVFZmZmXBxsZyyY0VqcqXzKr9WBz8oVy6EzZ+/AwCO+DTDinYvQqXUtRFLQKn2az0JgCRp4dZ0JdRSsaHu5ciJHQNtfoDheSMHBT59JapG3+uFOxcw6OdB5e7f1nsbIj0ia+z1iMhy5OfnIzY2FqGhobCzszN3OA1Sjx494Ovri82bN5e5v6Kfkanf3xZf2UlMTMTUqVPx66+/Ii8vD02bNsXnn3+Odu3aAdB1bPrggw+wfv16pKeno0OHDvjPf/6D5s2bmzny2lOyc3DJGYvLOr66iVGp11KlYMCn76NpegKEXI59TzyPzUGPorWfGzLz1Dh7I6PcRAfQ9QeSO52DWnar1L7CO52hyQ2GvV02cvOdAK2t0XpXgG6W5kHrD5f7XqtDP6lhXlFeqX3smExEVHNyc3PxySefoFevXpDL5fj666+xZ88e7N69u1Zf16KTnfT0dDz22GN48skn8euvv8Lb2xv//PMP3NzcDMcsXrwYy5Ytw8aNG9G0aVPMnTsXPXr0wOXLl+Hs7Gy+4GtRWcMcZdANc9w0/GGj5MbP1R5nbmQYqi2VJUaVvhYkbGvaDWMv/ozW61chsk0bvH332A7z91SY6OivYOu1WzdTs1FnZQlypwvQ5PkDXtsh3RiCotyy27v1QzorWkajKmSSDB38OtTItYiIqHySJOGXX37B3LlzUVBQgAcffBDff/89unfvXquva9HJzqJFixAUFIQvvvjCsC0kJMTw/0IIrFixAu+99x4GDBgAANi0aRN8fHywdetWjB49uszrFhQUoKCgwPBcpTLf8MDqqGiYY8lKzC1VQanjiidGpryWXUEeAnJScaVRYwDAIb8WuB7WCgdLTO9d1oiEkvSdlUvSd0pWev8KAKX665T1XomIqH6xt7fHnj11P/DDontd/vjjj4iKisILL7wAb29vtG3bFp9++qlhf2xsLJKTk9GzZ0/DNqVSic6dO+PQoUPlXnfBggVwdXU1PIKCgmr1fVSFKVOOl7U2lX6YY8lKTFmqkiw8KVKx+o9lmPPXZ/DMyzC81gMBHqWO7dHMG5X1ANN3Vn6nxXw00YxB/o1XkJugexSkdoXMVvca+tFYZfXPt7QhnUREZNksOtm5du0a1q5di/DwcOzatQtvvPEGxo4diy+//BIADMPmfHx8jM7z8fGpcEjd9OnTkZmZaXgkJCSUe2xdMnXK8YqGOZZV9SnJlGRBCIE7X2zEK1vnwTc3HbkKezgV5pU7pPJ4XBpm/XShVHIik2CUmEmQYU6v/hjZrg9mdH0e2pzmEDmR0GRHwMblrGHJCiEkKL2i4WQnK3U9SxvSSUREls2im7G0Wi2ioqIwf/58AEDbtm1x/vx5rF27Fq+88orhuLJmY6xozL5SqYRSqaydoO9DZX1x9Coa5lhZU5IpyYImIwM3p7+L7H37IAEoevxJfNNuIPLSi/BEOUMq9bEXn1dTJgGtAt3gaq8oczhm8ffxd9p+aIo1b0mSgKRMRb7ibyD/3roprQLdMKN3M4sa0klERJbNopMdPz8/REYaD/lt1qwZvv/+ewC6Ze4BXYVHv/4GoFuDo2S1pz6oypTjZc2NA9ybEVkGYZgBGdAlCUmZeZXO/5B78hQSJ05EUVISJFtb+EyfBrcXX8T6SiZ8Ki/262m5ODmjR7nnRYW444vXotBv54eIV0kQMO60rPCKhvpu3x2ZBMTfycFbW07W+nB7IiKyHhad7Dz22GO4fPmy0bYrV64gODgYABAaGgpfX1/s3r0bbdu2BQAUFhZi//79WLRoUZ3He78ifF2QokpF8ZxBQtX6p9zv5FaZO3eiKCkJtsHBCFixHHYmTiVeXkUpLaew0okAL6VdMqyGXpxh/Sy7JGjzA6AVuqHnQNVHlRERUcNl0cnO+PHj8eijj2L+/PkYOHAgjh49ivXr12P9+vUAdM0x48aNw/z58xEeHo7w8HDMnz8fDg4OGDx4sJmjr7oezbyx/4rxSCUBoGekd5WuU17VxxQ+06dB7uoCj9Fv4NTtAqzacNSk+XnGdA3Dn1dSIdmmQhR6GbZLQKUjv8qa52b57iu4kJQJrab0XDtA1UeVERFRw2XRyU779u2xY8cOTJ8+HXPmzEFoaChWrFiBIUOGGI6ZMmUK8vLy8NZbbxkmFYyOjq6Xc+zsvphiWIBTTyYB0RdSKl2+obpyjx1DxvYd8Js3F5JMBpm9PbwnTqx04sKSExX2aOYNhctZKAO2IO/GEBTdXbFcoPKRX2XNc+PUtRUGrT9c4Wq4HIJORESmsOjRWADQu3dvnD17Fvn5+bh48SJef/11o/2SJGH27NlISkpCfn4+9u/fjxYtWpgp2vtzKVlVqhmotr7QhUaD22vXIn7Yq8jcsQPp33xjtL+sztL6yfzKGjX2/g9nYeMZDUA3Rw7udlWu7jDxkguUNnJQlDnSi0PQiaihkSSpwserr75a7WuHhIRgxYoVNRarpbDoyk5DU1a/l9r4Qi+6fRs3p0xBzqG/AACu/frCrV8/o2Mq6ixdViJk43zOMFmgfo6coqyW9zVMvHhznD7BEuJex2sOQSeihigpKcnw/9u2bcPMmTON+rfa29ubIyyLZvGVnYakovlzakrO4cO49uyzyDn0FyR7e/jNnw//RYsgc3Q0Oq6iiQtLJ0K6JSCKz5Fj6xUNW7nAt6M71sgw8ZKVnifCvWrs2kRENSUuM67WX8PX19fwcHV1hSRJRtv+/PNPtGvXDnZ2dmjSpAk++OADFBUVGc6fPXs2GjduDKVSCX9/f4wdOxYA0KVLF8THx2P8+PGGKpG1YLJjQWr7Cz1t61Zcf204NKm3oQwPQ+h338JtwLNlHltR4lUyEdJXdaS7a13pR1FFPHC9SrFX9iERFeKOMV3DDAnXx3uvljnDNBGROUTHRaPPzj6Ijos2Wwy7du3Cyy+/jLFjx+LChQtYt24dNm7ciHnz5gEA/vvf/2L58uVYt24dYmJisHPnTrRsqetjuX37dgQGBmLOnDlISkoyqiDVd2zGsjD3M5KqMg5t2kCysYFLv77wfe89yCoodVY0hN14Lh8tlHerOlKJhT3znf8PWvEGZFLlOXV0XDQm7p+IpZ2XomdIzzKPqepq70REdUUrtFh1ahUAYPXp1ege3N2kz76aNm/ePEybNg3Dhg0DADRp0gQffvghpkyZglmzZuH69evw9fVF9+7doVAo0LhxYzz8sO47x93dHXK5HM7OzoZ57KwFKztWTn3rluH/7SIj0eTnn+A/d26FiY6ePvE68m53bBr+cKmZj58I94KXx23IilV19CRJICn3Oi6lXar0dUp+SGiFtszjKuo0TURkTrvjdxvmC4vNjMWe+Lpf7BIATpw4gTlz5sDJycnweP3115GUlITc3Fy88MILyMvLQ5MmTfD6669jx44dRk1c1oqVnXooLjMOIa4hFR4jioqQumo10r74AsFbtuBWYyeEuIbA9u6EjPdLnwhpRRSOJUcazZGjZ29jjwj3iEqvVdaHRFnVnarMME1EVFe0QovVp1ZDBhm00EImycxW3dFqtfjggw8wYMCAUvvs7OwQFBSEy5cvY/fu3dizZw/eeustLFmyBPv374dCoajTWOsSk516xpTmHnVyMhInTkLeiRMAgL9//AKvB0ZXeE51lTVHTlVU5UOirkarERFVRfE/2ADd51pFf7jVpoceegiXL19GWFj5A1vs7e3Rt29f9O3bF2+//TYiIiJw9uxZPPTQQ7C1tYVGo6nDiOsGm7HqEVOae7L370ds/2eRd+IEZI6O8Fu2FPMir1R4TnHH49IwbMNRdJi/B8M2HK31DsD6Dwnt3Xl5in9IlFQXo9WIiKpC/webVGImMBlkJn3m1rSZM2fiyy+/xOzZs3H+/HlcvHgR27Ztw/vvvw8A2LhxIz7//HOcO3cO165dw+bNm2Fvb29YhikkJAR//vknEhMTcfv27TqNvTYx2alHKmoTFmo1bi1ZgoTRb0CTkQG7yEiEbv8eRyLlJrcjlzVZ4KD1h2st4anqhwSHnxORpdGv7Sdg3Mauhe4PN1P6LdakXr164eeff8bu3bvRvn17dOzYEcuWLTMkM25ubvj000/x2GOPoVWrVti7dy9++ukneHh4AADmzJmDuLg4PPDAA/Dy8qropeoVSVQ0H38DoVKp4OrqiszMTLi4WGaTiFZo0W9nP1xXXTc09wS7BGNnv52QSTJk7NiJpOnTAQCNXn4Z3lMmAwqbCs8padiGozgYk2rUL0YmAU+Ee9XKCLELdy5g0M+Dyt2/rfc2RHpElrufiOh+5efnIzY2FqGhobCzs6vy+VqhxbHkY+X2W2zv294so7KsSUU/I1O/v9lnp56orE3YtV9f5Bw8COdePeHSU9dGvCtuV5Xakeu6A3BZC4Dqmdq5mYjInO633yLVDSY79UDx5h59qVSuEeh7BFhn/7GuM69MhoClH1V4DnCvicgSOgDzQ4KIiOoCa2v1QMk2Ye90gQ+/1OCl/Rp0++5amW3C1WlHZgdgIiKyRqzs1APFm3uUB07C5cvNkOVqoHV2QIdBr5fZ3FOdJqKKZk0mIiKqr5js1AMySYb27m2Qsmgx0rduBQDYt2mDgGVLofD3L/ec6jQR1eZyFURERObAZKceKLxxAzfGjkXBhYsAAI+RI+D1zjuQrHi2SyIioprCZKcekBS2KEq+BXmjRvBftBBOnTqZOyQiIqJ6g8mOhRJFRZBsdD8ehY83AlevhiLAHwofHzNHRkREVL9wNJYFKrh2DbEDnoNqV7Rhm8NDbZnoEBERVQOTHQuT+cMPiH3+BRRcuYLU5cshiorMHRIREVG9xmYsC6HNzUXy3HnI3L4dAODQoQP8lyw2NGURERFR9fCb1AIUxMTgxvjxKLz6DyBJ8Hz7bXi++QYkudzcoREREdV7bMYyM3VyMmIHDkLh1X8g9/JE4y++gNe/32aiQ0RkRtrc3PIfBQWmH5ufb9Kx1REYGIg1a9YYbTt06BAcHBwQHx9frWuW9PXXX8POzg6JiYmGbSNHjkSrVq2QmZlZI69RF1jZMTOFry/cnnsOhdeuwX/JYth4eJg7JCKiBu/yQ+3K3efYuRMar1tneH7lscch8krPVg8ADu3bI3jzl4bnV7t1hyY9vdRxzS5drHKMHTt2xLFjxwzPhRAYN24cxo0bh+DgYKNj58+fj/nz51d4vV9//RVPPPGE0bYXX3wRCxcuxIIFC7B69Wp88MEH2LVrFw4fPgxXV9cqx2wuTHbMIP/yZcjd3Ayjq3ymTgHkckgyFtqIiMg0HTt2xMaNGw3PN2/ejOvXr2P69Omljn3jjTcwcODACq8XEBBQapskSZg3bx6ef/55+Pv7Y+XKlThw4ECZx1oySQghKj/MuqlUKri6uiIzMxMuLrWzwjegy7oztn2LW/Pnw75VKzTe+AU7IBMRmVF+fj5iY2MRGhoKOzs7w/YKm5bkcsiUStOOlckgM+G6MgcH04O+6+DBg+jcuTMyMzMhk8nQtGlTzJ49GyNHjqzytSrz0EMP4fz584iOjkbnzp1r/PoVKe9nBJj+/c1v2jqiyc5G8syZUP3yKwBAcnSANj8fcicnM0dGREQlVSX5qK1jKxMVFQW5XI6TJ09iz5498PDwwPDhw8s8trrNWACwa9cuXLp0CRqNBj71dL43Jjt1IO/8eSSOnwD19euAjQ28x4+H+2uvstmKiIiqzc7ODq1bt8b27duxfv16/PTTT5CV871S3WaskydP4oUXXsC6devwzTffYMaMGfjuu+9qJP66xGSnFgkhkL5lK1IWLYJQq2Hj74eApUvh0LatuUMjIiIr0LFjR3z88cfo3bs3unXrVu5x7u7ucHd3r9K14+Li8Mwzz2DatGkYOnQoIiMj0b59e5w4cQLt2pXfgdsSsbRQi0RhIdK/+RpCrYZT165osn07Ex0iIqoxbdq0gY2NDZYsWVKj101LS8NTTz2Fvn374t133wUAtGvXDn369MF7771Xo69VF1jZqUUypRKBK1Yg59AhNBo6FJIkmTskIiKyIlu2bMFbb72FBx98sEav6+7ujosXSw+H/+GHH2r0deoKk51apgwLgzIszNxhEBGRldBqtUhNTcXnn3+Oy5cvY8eOHeYOyeIx2SEiIqpH/vzzT3Tt2hURERHYvn17vZrcz1yY7BAREdUjXbp0gVarNXcY9Qo7KBMREZFVY7JDREREVo3JDhEREVk1JjtERNTgcZlIy1UTPxsmO0RE1GApFAoAQG5Fi3mSWel/NvqfVXVwNBYRETVYcrkcbm5uSElJAQA4ODhwAlgLIYRAbm4uUlJS4ObmBrlcXu1rMdkhIqIGzdfXFwAMCQ9ZFjc3N8PPqLqY7BARUYMmSRL8/Pzg7e0NtVpt7nCoGIVCcV8VHT0mO0RERNA1adXEFytZHnZQJiIiIqvGZIeIiIisGpMdIiIismrss4N7ExapVCozR0JERESm0n9vVzbxIJMdAFlZWQCAoKAgM0dCREREVZWVlQVXV9dy90uCc2RDq9Xi5s2bcHZ25mRS5VCpVAgKCkJCQgJcXFzMHU6DwHtet3i/6x7ved2ztnsuhEBWVhb8/f0hk5XfM4eVHQAymQyBgYHmDqNecHFxsYpfkPqE97xu8X7XPd7zumdN97yiio4eOygTERGRVWOyQ0RERFaNyQ6ZRKlUYtasWVAqleYOpcHgPa9bvN91j/e87jXUe84OykRERGTVWNkhIiIiq8Zkh4iIiKwakx0iIiKyakx2iIiIyKox2SEjiYmJePnll+Hh4QEHBwe0adMGJ06cMOwXQmD27Nnw9/eHvb09unTpgvPnz5sx4vqtqKgI77//PkJDQ2Fvb48mTZpgzpw50Gq1hmN4z+/Pn3/+iT59+sDf3x+SJGHnzp1G+025vwUFBRgzZgw8PT3h6OiIvn374saNG3X4LuqXiu65Wq3G1KlT0bJlSzg6OsLf3x+vvPIKbt68aXQN3nPTVfZvvLjRo0dDkiSsWLHCaLu1328mO2SQnp6Oxx57DAqFAr/++isuXLiApUuXws3NzXDM4sWLsWzZMqxevRrHjh2Dr68vevToYVhfjKpm0aJF+OSTT7B69WpcvHgRixcvxpIlS7Bq1SrDMbzn9ycnJwetW7fG6tWry9xvyv0dN24cduzYgW+++QYHDx5EdnY2evfuDY1GU1dvo16p6J7n5ubi5MmTmDFjBk6ePInt27fjypUr6Nu3r9FxvOemq+zfuN7OnTtx5MgR+Pv7l9pn9fdbEN01depU8fjjj5e7X6vVCl9fX7Fw4ULDtvz8fOHq6io++eSTugjR6jzzzDNi+PDhRtsGDBggXn75ZSEE73lNAyB27NhheG7K/c3IyBAKhUJ88803hmMSExOFTCYTv/32W53FXl+VvOdlOXr0qAAg4uPjhRC85/ejvPt948YNERAQIM6dOyeCg4PF8uXLDfsawv1mZYcMfvzxR0RFReGFF16At7c32rZti08//dSwPzY2FsnJyejZs6dhm1KpROfOnXHo0CFzhFzvPf7449i7dy+uXLkCAPj7779x8OBBPP300wB4z2ubKff3xIkTUKvVRsf4+/ujRYsW/BnUkMzMTEiSZKgi857XLK1Wi6FDh2Ly5Mlo3rx5qf0N4X5zIVAyuHbtGtauXYsJEybg3XffxdGjRzF27FgolUq88sorSE5OBgD4+PgYnefj44P4+HhzhFzvTZ06FZmZmYiIiIBcLodGo8G8efPw0ksvAQDveS0z5f4mJyfD1tYWjRo1KnWM/nyqvvz8fEybNg2DBw82LEzJe16zFi1aBBsbG4wdO7bM/Q3hfjPZIQOtVouoqCjMnz8fANC2bVucP38ea9euxSuvvGI4TpIko/OEEKW2kWm2bduGr776Clu3bkXz5s1x+vRpjBs3Dv7+/hg2bJjhON7z2lWd+8ufwf1Tq9V48cUXodVqsWbNmkqP5z2vuhMnTmDlypU4efJkle+dNd1vNmORgZ+fHyIjI422NWvWDNevXwcA+Pr6AkCpTD8lJaXUX8ZkmsmTJ2PatGl48cUX0bJlSwwdOhTjx4/HggULAPCe1zZT7q+vry8KCwuRnp5e7jFUdWq1GgMHDkRsbCx2795tqOoAvOc16cCBA0hJSUHjxo1hY2MDGxsbxMfHY+LEiQgJCQHQMO43kx0yeOyxx3D58mWjbVeuXEFwcDAAIDQ0FL6+vti9e7dhf2FhIfbv349HH320TmO1Frm5uZDJjH8N5XK5Yeg573ntMuX+tmvXDgqFwuiYpKQknDt3jj+DatInOjExMdizZw88PDyM9vOe15yhQ4fizJkzOH36tOHh7++PyZMnY9euXQAayP02Z+9osixHjx4VNjY2Yt68eSImJkZs2bJFODg4iK+++spwzMKFC4Wrq6vYvn27OHv2rHjppZeEn5+fUKlUZoy8/ho2bJgICAgQP//8s4iNjRXbt28Xnp6eYsqUKYZjeM/vT1ZWljh16pQ4deqUACCWLVsmTp06ZRj5Y8r9feONN0RgYKDYs2ePOHnypOjatato3bq1KCoqMtfbsmgV3XO1Wi369u0rAgMDxenTp0VSUpLhUVBQYLgG77npKvs3XlLJ0VhCWP/9ZrJDRn766SfRokULoVQqRUREhFi/fr3Rfq1WK2bNmiV8fX2FUqkUnTp1EmfPnjVTtPWfSqUS77zzjmjcuLGws7MTTZo0Ee+9957Rhz7v+f3Zt2+fAFDqMWzYMCGEafc3Ly9P/Pvf/xbu7u7C3t5e9O7dW1y/ft0M76Z+qOiex8bGlrkPgNi3b5/hGrznpqvs33hJZSU71n6/JSGEqLs6EhEREVHdYp8dIiIismpMdoiIiMiqMdkhIiIiq8Zkh4iIiKwakx0iIiKyakx2iIiIyKox2SEiIiKrxmSHiIiIrBqTHSKqM7Nnz0abNm0Mz1999VX079+/zuOIi4uDJEk4ffp0rb6OJEnYuXNnrb4GEVWOyQ5RA/fqq69CkiRIkgSFQoEmTZpg0qRJyMnJqfXXXrlyJTZu3GjSsXWVoBCR9bExdwBEZH7/+te/8MUXX0CtVuPAgQMYOXIkcnJysHbt2lLHqtVqKBSKGnldV1fXGrkOEVFFWNkhIiiVSvj6+iIoKAiDBw/GkCFDDM0v+qanDRs2oEmTJlAqlRBCIDMzE6NGjYK3tzdcXFzQtWtX/P3330bXXbhwIXx8fODs7IwRI0YgPz/faH/JZiytVotFixYhLCwMSqUSjRs3xrx58wAAoaGhAIC2bdtCkiR06dLFcN4XX3yBZs2awc7ODhEREVizZo3R6xw9ehRt27aFnZ0doqKicOrUqQrvx/Tp09GxY8dS21u1aoVZs2YBAI4dO4YePXrA09MTrq6u6Ny5M06ePFnuNf/44w9IkoSMjAzDttOnT0OSJMTFxRm2HTp0CJ06dYK9vT2CgoIwduxYoyrbmjVrEB4eDjs7O/j4+OD555+v8L0QEZMdIiqDvb091Gq14fnVq1fx7bff4vvvvzc0Iz3zzDNITk7GL7/8ghMnTuChhx5Ct27dkJaWBgD49ttvMWvWLMybNw/Hjx+Hn59fqSSkpOnTp2PRokWYMWMGLly4gK1bt8LHxweALmEBgD179iApKQnbt28HAHz66ad47733MG/ePFy8eBHz58/HjBkzsGnTJgBATk4OevfujQcffBAnTpzA7NmzMWnSpArjGDJkCI4cOYJ//vnHsO38+fM4e/YshgwZAgDIysrCsGHDcODAARw+fBjh4eF4+umnkZWVZeptLuXs2bPo1asXBgwYgDNnzmDbtm04ePAg/v3vfwMAjh8/jrFjx2LOnDm4fPkyfvvtN3Tq1Knar0fUYJh51XUiMrNhw4aJfv36GZ4fOXJEeHh4iIEDBwohhJg1a5ZQKBQiJSXFcMzevXuFi4uLyM/PN7rWAw88INatWyeEEOKRRx4Rb7zxhtH+Dh06iNatW5f52iqVSiiVSvHpp5+WGWdsbKwAIE6dOmW0PSgoSGzdutVo24cffigeeeQRIYQQ69atE+7u7iInJ8ewf+3atWVeq7hWrVqJOXPmGJ5Pnz5dtG/fvtzji4qKhLOzs/jpp58M2wCIHTt2CCGE2LdvnwAg0tPTDftPnTolAIjY2FghhBBDhw4Vo0aNMrrugQMHhEwmE3l5eeL7778XLi4uQqVSlRsHEZXGyg4R4eeff4aTkxPs7OzwyCOPoFOnTli1apVhf3BwMLy8vAzPT5w4gezsbHh4eMDJycnwiI2NNVRDLl68iEceecTodUo+L+7ixYsoKChAt27dTI47NTUVCQkJGDFihFEcc+fONYqjdevWcHBwMCkOvSFDhmDLli0AACEEvv76a0NVBwBSUlLwxhtvoGnTpnB1dYWrqyuys7Nx/fp1k+Mv6cSJE9i4caPRe+nVqxe0Wi1iY2PRo0cPBAcHo0mTJhg6dCi2bNmC3Nzcar8eUUPBDspEhCeffBJr166FQqGAv79/qQ7Ijo6ORs+1Wi38/Pzwxx9/lLqWm5tbtWKwt7ev8jlarRaArimrQ4cORvvkcjkAXaJSHYMHD8a0adNw8uRJ5OXlISEhAS+++KJh/6uvvorU1FSsWLECwcHBUCqVeOSRR1BYWFjm9WQyWal4ijcV6t/P6NGjMXbs2FLnN27cGLa2tjh58iT++OMPREdHY+bMmZg9ezaOHTtW7ftO1BAw2SEiODo6IiwszOTjH3roISQnJ8PGxgYhISFlHtOsWTMcPnwYr7zyimHb4cOHy71meHg47O3tsXfvXowcObLUfltbWwCARqMxbPPx8UFAQACuXbtmVHUpLjIyEps3b0ZeXp4hoaooDr3AwEB06tQJW7ZsQV5eHrp3727oPwQABw4cwJo1a/D0008DABISEnD79u1yr6evjCUlJaFRo0YAUGoY/UMPPYTz589X+LOwsbFB9+7d0b17d8yaNQtubm74/fffMWDAgErfE1FDxWSHiKqse/fueOSRR9C/f38sWrQIDz74IG7evIlffvkF/fv3R1RUFN555x0MGzYMUVFRePzxx7FlyxacP38eTZo0KfOadnZ2mDp1KqZMmQJbW1s89thjSE1Nxfnz5zFixAh4e3vD3t4ev/32GwIDA2FnZwdXV1fMnj0bY8eOhYuLC5566ikUFBTg+PHjSE9Px4QJEzB48GC89957GDFiBN5//33ExcXho48+Mul9DhkyBLNnz0ZhYSGWL19utC8sLAybN29GVFQUVCoVJk+eXGF1KiwsDEFBQZg9ezbmzp2LmJgYLF261OiYqVOnomPHjnj77bfx+uuvw9HRERcvXsTu3buxatUq/Pzzz7h27Ro6deqERo0a4ZdffoFWq8WDDz5o0vsharDM3GeIiMysZAflkmbNmmXUqVhPpVKJMWPGCH9/f6FQKERQUJAYMmSIuH79uuGYefPmCU9PT+Hk5CSGDRsmpkyZUm4HZSGE0Gg0Yu7cuSI4OFgoFArRuHFjMX/+fMP+Tz/9VAQFBQmZTCY6d+5s2L5lyxbRpk0bYWtrKxo1aiQ6deoktm/fbtj/119/idatWwtbW1vRpk0b8f3331faQVkIIdLT04VSqRQODg4iKyvLaN/JkydFVFSUUCqVIjw8XHz33XciODhYLF++3HAMinVQFkKIgwcPipYtWwo7OzvxxBNPiO+++86og7IQQhw9elT06NFDODk5CUdHR9GqVSsxb948IYSus3Lnzp1Fo0aNhL29vWjVqpXYtm1bhe+BiISQhKhmgzYRERFRPcDRWERERGTVmOwQERGRVWOyQ0RERFaNyQ4RERFZNSY7REREZNWY7BAREZFVY7JDREREVo3JDhEREVk1JjtERERk1ZjsEBERkVVjskNERERW7f8BVzd/Le8VIJgAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(train_predict, train_target, c=\"C0\", s=15, label=\"Training\")\n", "plt.scatter(test_predict, test_target, c=\"C2\", s=20, marker=\"^\", label=\"Test\")\n", "\n", "# this complicated line is just for getting the values of the lower left and upper right corners of the plot\n", "corners = np.diag(np.quantile(np.stack([plt.gca().get_xlim(), plt.gca().get_ylim()]), [0, 1], axis=0))\n", "plt.plot(corners, corners, c=\"C3\", ls=\"--\", label=\"$y=x$\")\n", "\n", "plt.xlabel(\"Predicted values\")\n", "plt.ylabel(\"True values\")\n", "plt.legend(loc=\"lower right\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question for A1**: Discuss the plot above. How would you evaluate the performace of the model? In what ways does it fail? \n", "\n", "--- \n", "*// Write your answer here*\n", "\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A2. Feature Transformation\n", "\n", "In order to come up with some ideas to transform the features, we need to explore the data set a bit more and observe the trends. \n", "Here are the steps:\n", "\n", "1. Similar to Lab 11, make some plots to explore the data set. \n", "2. After you have those plots, propose some possible feature transformations. \n", "3. Repeat the linear regession but with transformed features. " ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# Add your implementation to explore the given data set here.\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# Implement the feature transformations here.\n", "\n", "train_features_transformed = np.stack([train_features[\"feature1\"], train_features[\"feature2\"]]).T\n", "test_features_transformed = np.stack([test_features[\"feature1\"], test_features[\"feature2\"]]).T" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "# Repeat the linear regession process here.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Questions for A2**: \n", "\n", "1. Does the feature transformation you applied help with the linear regession? How would you evaluate the result with feature transformation? \n", "2. If you have much more features such that it becomes difficult to visually inspect their relationships,\n", " how would you come up with feature transformation in this case? \n", "\n", "--- \n", "*// Write your answer here*\n", "\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## B. Logistic Regression\n", "\n", "In this example, we use logistic regression on a classification problem. \n", "The target has either a value of 0 or 1. \n", "\n", "This problem can be thought as a regression problem where we imagine there is a probability\n", "that decides whether the target is 0 or 1, and that probability depends on the features.\n", "\n", "### B1. With L2 penalty as regularization (default option)\n", "\n", "*No code edits/changes needed in Part B1.*" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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feature1feature2feature3target
00.8238370.0020490.2554161
10.4638840.0481560.1342200
20.8913570.8843910.1670481
30.5648730.5801010.2033851
40.993192-0.4128690.9579490
\n", "
" ], "text/plain": [ " feature1 feature2 feature3 target\n", "0 0.823837 0.002049 0.255416 1\n", "1 0.463884 0.048156 0.134220 0\n", "2 0.891357 0.884391 0.167048 1\n", "3 0.564873 0.580101 0.203385 1\n", "4 0.993192 -0.412869 0.957949 0" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://yymao.github.io/phys7730/spring2024/data/lab12b.csv\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "train_features, test_features, train_target, test_target = train_test_split(df.iloc[:,:3], df[\"target\"], test_size=0.25, random_state=123)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 4.32390719 0.20046014 -4.42811441]] [-2.39770848]\n" ] } ], "source": [ "reg = LogisticRegression()\n", "reg.fit(train_features, train_target)\n", "train_predict = reg.predict_proba(train_features)\n", "test_predict = reg.predict_proba(test_features)\n", "print(reg.coef_, reg.intercept_)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(12, 5))\n", "\n", "ax[0].hist(train_predict[train_target==0,1], histtype=\"step\", color=\"C0\", label=\"target=0\")\n", "ax[0].hist(train_predict[train_target==1,1], histtype=\"step\", color=\"C3\", label=\"target=1\")\n", "ax[0].set_title(\"Training\")\n", "ax[0].set_xlabel(\"predicted probability\")\n", "ax[0].legend()\n", "\n", "ax[1].hist(test_predict[test_target==0,1], histtype=\"step\", color=\"C0\", label=\"target=0\")\n", "ax[1].hist(test_predict[test_target==1,1], histtype=\"step\", color=\"C3\", label=\"target=1\")\n", "ax[1].set_title(\"Test\")\n", "ax[1].set_xlabel(\"predicted probability\")\n", "ax[1].legend();" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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XkpiYiNPp5MYbb+Sll15i4sSJnba99dZbqaura/vZs2dPP/dWCCGEiB3dGWNBxlkhhBBC9I+YzLwYN24cq1evpra2lhdeeIGvfe1rLF68uNOTK6fTidPpHIBeCiGOFDoQwPIHMJ2Oge6KEH2uO2MsyDgrhOgZrTUE/GDaUDG0OoMQov/FZPDC4XAwevRoAI499lhWrFjB3//+dx544IEB7pkQ4khSveRztv/5Qcrf+ggsi/gRhQz/7jUM+/ZXMOz2ge6eEH1CxlghRH/QPg/+jcvxb/0CPM1gmBhDJ2CfdDxGSuZAd0+IHjFMhWHETjDOsGKjrzE5beRQWut2xcKEEKKn9j3zOktPuoqKtz8GywKgeddeNtxyNyvOvxHL5xvgHgrRP2SMFUL0Nu1twfPuY/jXLwkGLgCsANbu9XjefoRAuUw/E0J0FHOZF7/4xS8488wzKSwspKGhgWeeeYZFixbx9ttvD3TXhBBHCE9FNV9+/eegNToQOLBhfzGjyveXsPu+Jxnx/WsHpoNC9BEZY4UQ/cG3ejG6vqptXG2jNQQCeD95GdcF30EZR8R9ViFEL4m54EVZWRnXXHMNJSUlpKSkcNRRR/H2229z6qmnDnTXhBBHiL2PvYj2B8K22fnPxxn+va/J/FxxRJExVgjR17TPQ2DHmo6BiwMtwN2IVbwNc8jYfu2bECK6xVzw4qGHHhroLgghjnD1X26CcDEJrWnZtRerxY0ZH9dv/RKir8kYK4Toa7qxFqzwNwhQBlZNuQQvRMxSdoWKoZoXSmpeCCFEbDJdzq4zKgyFssdc/FcIIYQYWEYkY6cGU8ZYIUR7ErwQQohDZJ9zUthpI8o0yTr9RFlxRAghhOgmlZyOSkgJ30hrzILR/dMhIUTMkJCmEEIcIvus+SSMG0Hz9qJOgxjashh1yw0D0DMhhBAitimlsE2eg++zN0M1wMgfJculiphm2GSp1L4gmRdCCHEIw2Zj5luPED9yKADKZoJhgGGg7DamPvwHMk48boB7KYQQQsQmc+RR2KacEPyHUoACFbwsMbIKccw+b+A6J4SIWpJ5IYQQnYgrzOPEL1+n/PUPKXvtAyyPh6Qp4yi89mKcOXI3SAghhDhcSinsU+ZiDp9EYMcadEMNOFyYwyZgZA+VlbyEEJ2S4IUQQoRg2GzkXnAquRfIMpFCCCFEbzOS0jCmzhvobgghYoQEL4QQQgghhBBCiF4iS6X2Dal5IYQQQgghhBBCiKgmwQshhBBCCCGEEEJENQleCCGEEEIIIYQQIqpJzQshhBBCCCGEEKKXGKbCMGOjjgSAEYiNvkrmhRBCCCGEEEIIIaKaBC+EEEIIIYQQQggR1WTaiBBCCCGEEEII0UuUqVAxNG1EERt9leCFEELEKF9NHSUvvounvBJXfg55F52GLSlxoLslhBBCxDytNVblXnR1CWBg5AzDSM0a6G4JMahJ8EIIIWKM1prtf3yArXfei+X1oUwTHfCz7uY7mPCHnzL8pqsGuotCCCFEzLLqq/Atew3dUANKgQbWfYzKHIJj5tkoV/xAd1GIQUlqXgghRIzZec8jbP7137A8XtAa7feDBqvFzfrv/5Y9j74w0F0UQgghYpJ2N+Fd/By6sXb/A5pg9AJ01T68Hz+PDvgHrH9CDGYSvBBCiBgSaG5hy2//GbbN5l//DcsvJ1ZCCCFEd/m3rwafe3/Q4hBao+ursIq39Xu/RGxpXSo1ln5igQQvhBAihlS8+wmBxqawbTylFdQsXdVPPRJCCCGOHIHdGzsPXLRRBIo29Vt/hBAHSPBCCCFiiK+mLrJ21ZG1E0IIIcRBfJ4uGmi0p6VfuiKEaE8KdgohRAyJH1nYq+2EEEIIcYBKSEHXVYRpoFBJaf3XIRGTlKFQRmxMxQBQOjb6KpkXQggRQ9JPmEHcsAIINSCaBslHTyJ5yrj+7ZgQQghxBDBHHhW+gdbYhk/un84IIdqR4IUQQsQQZRgc9eDvUYYBxiGHcNPAsNuZ8s/bB6RvQgghRKwzh01EZeQDnd8kMIZNRGUW9G+nhBCABC+EECLmZC44nlnvPUbazKntHs848ThmL36a1Bld3DUSQgghRKeUacMx9yLM0dPBtB/Y4IjDNnku9mNOQ6nYSLEX4kgjNS+EECIGpc89ltkfPUPzrr14yqpw5WcTV5g30N0SQgghYp6y2bFPnYdt0mx0QxUoA5WcgTLMge6aiBHKNFBm7OQJKMKtsBM9JHghhBAxLH74EOKHDxnobgghhBBHHGWzo9JyB7obQoj9YiccJIQQQgghhBBCiEFJghdCCCGEEEIIIYSIajJtRAghhBBCCCGE6CWGqTDM2CnsaoRYXSfaSOaFEEIIIYQQQgghopoEL4QQQgghhBBCCBHVZNqIEEIIIYQQQgjRS5RSKCM2pmIAKCs2+iqZF0IIIYQQQgghhIhqErwQQgghhBBCCCFEVJPghRBCCCGEEEIIIaKa1LwQQgghhBBCCCF6iTKJqaVSlR7oHkRGMi+EEEIIIYQQQggR1STzQgghDlPA7aHk+beoW7kOZTPJOv0EMk+ejTIkLiyEEEL0lNVQTaBkO/i9qPhkzPwxKIdroLslhBggErwQQhwxtNZUf7Sc4mffwFdbT/zIoRRedwkJo4b2+r6qPl7B55d8F191LcoePJTu/PujJE4cw3GvPUjc0Pxe36cQQggxkLSnmcCezVgNVSjDxMgehpEzvNeD9jrgx7dmEVbZLlAKUKAt/JtXYJswC9vQib26PyF6mzIVKqamjcRGXyV4IYQ4IvjqG/n84puoWvQZymZDWxZKKbb/6UHG/PImxtx2M0r1zoG5cctOlp99A5bHC4D2+du2NW3ZwbLTvsaJq1/HdDl7ZX9CCCHEQAvs3YJvzSLQ+yfHKwjs3YxKSMFx3Dmo+KRe25dv3cdYZbuD/9Aa2L9PbeHf8CnKEYeZO6LX9ieEiA2S2yyEOCJ8ee1Pqfp4BQDa7wfLQgcCoDVb77yXPQ8/32v72vmP/6J9PrCsDtu0P0Dz9iJKXni71/YnhBBCDCSrugTflx+AtggGEnRbEEM31+Nd/jq6kzHxsPbVVIdVsp22gEUn/Fs/R+sYqTAohOg1ErwQQsS8xk3bKXttIQRCnzhtu/tfvXZiVfLcW2h/IHQDw6D0hXd6ZV9CCCHEQPNvW7V/+kYntEY31WGV7+6VfQWfJ3ympG6qRTfX98r+hBCxQ6aNCBGlAgHN2o11VNf6yEx3MHl8MoYRG/PR+lvZm4vAMDrNhGjVsnsfjZt2kDRxdI/3F2huCd/AsvA3NPZ4P0IIIfpOXZNmT4WFoWB4jkG8S8bYzmhtYVXsIVwmBEphle3qlakc2u8Lxi66SqwI+LtoIMTAUYYRUwXcY6WvErwQIgotWlLBP/6znfJKT9tjeTkufnTjaI4/NmMAexadLLcHZahgNmsX7XpD4riR1K/dBFbnZ1bKZpI0aWyv7EsIIUTvanJrXvrEx8bduu362DDgmDEG58yyYbdJEKMd66CaE6Fo0FaYjMRuMBJTCXQ1JUQZqLjEXtmfECJ2xEaIRYhB5INPKvjVHza0C1wAlJa7+elv1/HpiqoB6ln0Sp46Ifw0DsBwOogfPaxX9jfs21eFDFxAsO7F0G9c3iv7EkII0Xs8Xs2Dr/vYVKTbXY5bFqzcYvHYez6sMMf3wUiZJio+uct2RlLv3FwxcoaDPUzBa6Uw8kahwrURQhyRJHghRBTxBzT3PLi1022tNyH+/uA2KVJ1iOwzTsRVkBO8ddYJZZoUXH0+9uTeuUsz5KsXkHX6iXDoNJ79/x5z280kTRrTK/sSQgjRe1ZsCVBRpzuNP2sN24s1m/f2Tn2kI4k5fHL4BkphFo7vlX0pw8R+1PwDS6Qesh+cCdjHzeiVfQkhYosEL4SIIqvW1FBd4wu5XWvYV+pm/WYpUnUwZZpMf/JvGE4Hyma232gaJIwZzvi7bum1/Rl2O8e+eC/jfvtDnLlZbY8nTRzDtMf/ythff7fX9iWEEKL3rNgcPjChFHy+pXemPxxJzGGTMLIKO27YX8TTPnU+yhnXe/vLKsRx3DkYmQUHHjRsmIUTcB5/PsoZ32v7EqIvKEPF3E8skJoXQkSRympvZO2qIms3mKTPOYa5n73I9r/8m+JnXkd7fTiy0hn6zSsY+cPrsaf03vrzAIbDweiffYtRt9yAp6wSZbfjyExDharGLoQQYsA1NIfPXNQa6pr6qTMxRBkm9mPPILB7PYFd6/av9KEwsoZiGzUNIz2v1/dppOXgOPYMtM8LAR84XCjD7PoXhRBHLAleCBFF0tMcEbXLSI+s3WCTNGEU0x76A1P/fReW1xfMxOjjYIIyTVz5OX26DyGEEL0jKU7h9oYOYCgFyXJTv1PKMLGNOArbiKPQgQAYCqX6Polb2R1gl/MeIYQEL4SIKsdMTSMtxU5NXeipI7nZTiaN67pw1mCmDAPTJYW8hBBCtHfsOIO3lwdCrp2hNRwzRu7ud0WZ8h4JEY5hKgwzdrJxDR0bfZWaF0JEEZupuPmGUWHbfP8bozFiZF6aEEIIEU1mjDNJT+5YbxmCWRfDcxXjhsrpsRBCRCM5OgsRZU6bn8NvbplAepq93eNZGQ5+/4tJnDArc4B6JoQQQsQ2l0PxzbMdjCloH70wFEwbZfC10+yYcoNACCGikkwbESIKnTovm5PmZrFqTQ1VNT6yMhxMm5yKGUPpZ0IIIUQ0SopXfO10B9X1mqIKC0PBiFyDpHgZY4UQIppJ8EKIKGUzFTOmpw90N4QQQogjUnqyIj1ZajcIIXpfLC0/CsRMX2XaiBBCCCGEEEIIIaKaBC+EEEIIIYQQQggR1SR4IYQQQgghhBBCiKgWc8GLu+++mxkzZpCUlER2djYXXHABmzdvHuhuCSGEEDFPxlghhBCi55QyUEYM/ajYCAvERi8PsnjxYr7zne+wbNky3nvvPfx+P6eddhpNTU0D3TWxXyCg2bStgdXraqms9gx0dwYl974yKt5fQvUnK7G83oHujhAiRsgYGxtqGy227vGzp8yPpfVAd2fQsSxNZYOmrFbT7JH3Xwgh+kvMrTby9ttvt/v3I488QnZ2Np9//jknnnjiAPVKtHrtnRIefnoXFVXBC2ZDwdyZGXz/m6PJyXINcO+OfC17S1n/vTsoe/1D2H9C68hMY9RPv8WIH1yLUrFRSVgIMTBkjI1ulbUBnvughfU7/LReMqcnK86eHcesyY4B7dtgoLVmWyls3Kfx+A88npeqmT5CkeCUMVYIIfpSzAUvDlVXVwdAenrnS0p6PB48ngN3/+vr6/ulX4PR488V8cBjO9s9ZmlYsryK9ZsbeOhvR5OZ4Ryg3h35PGWVfDr3MjxllW2BCwBvZQ0bf/oHPOWVTLj7JwPYQyFErOlqjAUZZ/tLdb3Fn59spNmt0e0e1zz+djPNHosFx8hNgr60fq9m476Oj5fWwsJ1mlOnQJxDAhhCCFkqta/E3LSRg2mt+dGPfsTcuXOZPHlyp23uvvtuUlJS2n4KCwv7uZeDQ2WVh38/sbPTbQELauu8PPLM7n7u1eCy7Y8P4CmtRPsDnW7f8Zf/0LS9qJ97JYSIVZGMsSDjbH95fUkLzW6NFWKWwsuL3TQ2W/3bqUGkydN54AJAA15fMCNDCCFE34np4MV3v/td1qxZw9NPPx2yza233kpdXV3bz549e/qxh4PH2x+Whd0esOCtD8rw+uTEqi/oQIA9jzyPDnQeuABQpsne/77Qj70SQsSySMZYkHG2P7i9mpUbfSEDFxDMdFyx0dd/nRpkdldAuPuSGthVEayHIYQQom/E7LSRm2++mVdffZWPPvqIIUOGhGzndDpxOmWqQl8rLXdjKIVF6EHb67Woq/eRJVNHep2/oYlAY3PYNhpoKSrpnw4JIWJapGMsyDjbHxqaLQJdxP4NBVX1coOgrzR7dDB6ESY2EbDA6weXlB8RQog+EXPBC601N998My+99BKLFi1ixIgRA90lASQn2emq4LmhICE+5r5yMcFMiEM57Ghv6LtuSoEjK/S8dSGEkDE2OsVHUAhSa0hwxcac5VjktBM2cAHB2IZdTnOEEIBhKgwzdo7JhhUbfY25aSPf+c53eOKJJ3jqqadISkqitLSU0tJSWlpaBrprg9opJ2YTCJMqaRjBVUfi48x+7NXgYdjt5F9+NsoW+v3V/gAFV57bj70SvaW2zsdr75Tw1It7WLSkAp9MvxJ9RMbY6JQQZzBxuI1w9dQsDcdOsPdfpwaZoZkqbOxCAUMywIyRonfiAK01RRWaz7dpVu/U1DXJ1B8holXMxYf/9a9/ATB//vx2jz/yyCNce+21/d8hAcDIYQmcNj+b9xaXd8jAMBSYpuK6K4cPSN8Gi9E/v5HSl94l0OKmQ36xYZB30emkHD1pYDonDotlaf79xE6efnEv/oDGMMCyIDnJxs++O5Z5s7MGuoviCCNjbPQ6e46LzUWNwZkLnVxbzTnKQVaq3CDoKynxiqGZmqLKzrcbBkwskMBFrCmr1by5EuqagxmqWsMiYGy+5tRpYLfJZypENIm54IXuam6CGDC3fm8ccS6T194twbJou9DKzHBy24/HM2Zk4kB38YiWOHYExy98glXX/JimLTsPjMKmQeF1lzLpnl8NdBdFN93/2E6eeuFA8UNrf0yqvsHPr/6wgb/ePoXjjpapQKL3yBgbvYbn2bjp4gQee6uZukbddog3FJwwzcHF8+MGuotHvBkjFXZTs6Os/QySRCfMHKNIjpcL3VhS06h5fgm0LtJ28OFvazF4fHDBLI1S8rmK7pOlUvtGzAUvRPSy2w1+8p2xXHfFMJasqKLFHWB4YQIzpqVhxtCcr1iWcvQk5q17i5oln1O/djNmnIusM07ElSt36GNNdY2XZ1/aG7bN/Y/tlOCFEIPI+GF27vxmMht2+SmrDuByKKaMspOcEHOzgGOSYSiOHqGYOERTWgN+C1LiITMJucCNQSu3BT/DzkK2muAKM8XVUJDR3z0TQoQiwQvR6zIznJx/Rv5Ad2PQUkqRPvdY0uceO9BdET2w6NMKrDB3wbWGLdsb2VfSQkGe3HEVYrAwDMXkkXYmj5T6FgPFZVcMzx7oXoie0FqzaW/nU7BaKQWb9krwQohoIsELIQaZor3NfLG2FsvSTJmQItN5olR9ox/DUAQC4dP46xp8ErwQQogo4fNrthVDo1uT6FKMzpe6CdEoYHUsD3YorcEdehE3IcQAkOCFEINEXb2P3/51I599UUNrdqvWMHl8Mrf/ZAK52a6B7aBoJy/b1WXgQinIyZLPTQghosGq7Rbvr9J4/cHVRzQahw1OnqY4erRM7YkmpgFxDmjxhm6jFCTH91+fxJFFGQbKiJ2/+1jpa2z0UgjRI16fxfd++SUrVtcAwaBFa6rkxi0NfOfnq6lvlNsL0WTe8ZlhlxY2DDj+2HQy0hz92CshhBCd+XKHxZsrgoELOFBHweuHt1ZqVu+QJa6jiVKKKcMgXKkSrWHS0P7rkxCiaxK8EGIQ+ODjCrbvampbreJgAUtTXunhtXdK+r9jIiSXy+RHN44BOp5cGQbEuUy+c92oAeiZEEKIgwUszQdfhs+U+/BLTcCS1XyiydGjggVXQwUwjhkN6Yky5UeIaCLBCyEGgXc+LCXcCkhaw5vvl/Vfh0REzliQw12/mMTQIe3zVmdMS+OBv0xnWKHkswohxEArKodmT/g2zR7YLcNsVHE5FJfNhfEFtDtHSnDCvMkwd8LA9U0I0TmpeSHEIFBd66OrGz619TJtJBqdeHwmJ8zKYGdRMw2NfvJyXGRnOge6W0IIIfZr9kSWURFsJ3fyo0m8U3H60XDiZE1NA5gmZCUHV/URoieUoVAx9D2Klb5K8EKIKLJjdxO79jQT5zKYPjkVlyt0zYPuKMh1sbOo82kjEEyZzMvunQvifaUtvPZOCdt2NuFyGsydmclJc7NwOiTR63AppRg5LGGguyGEEDHNH9DUNwewNMQ7DeKdvTMupSQEy3NG1q5nfH7N6i0+Vm3x4vFp8jNN5k51kpPeO+cLg1WcQxEnS6IKEfUkeCFEFNhZ1MQf/rGF9Zvr2x6LjzO5+pJCrr5kaI/vAJxzWh4fLasKuV1rOP+M/B7tA+CF1/dxz4PbUAosK3h/adGnlfznyZ38/c6psqSnEEKIfqe1ZneFj+Kq9lmIKfEGo/OdxPUwuF6QAWmJUNsYOoSRmghDMnu0G6rrLf72dAMVtRagsSzYsMPHe8s9XDQ/jtNmyupTQogjm9wKFWKA7Stp4ds/XcXGrfXtHm9uCfDg47v416M7eryPWcekM+e4jE6LUhkGTBqXxOkLcnq0j2WfV/O3B7ahNW0ZHq0ncWXlHr7/6y/x+6XauhBCiP61rcTD3sqO0yfrmi3W7GzB4+vZ2KSU4sxjDVCdTwpRCs481kCFW9qiC5bW/N//GqioCeB1+2hu9OBu9tDU6MHd4uW5hU2s2hxm3U8hRL9qnTYSSz+xQIIXPeT1WSz+tIJnX97L2x+U0dTsH+guiRjz8NO7aGkJhJzS8fRLeykpc/doH4ahuPPnE7nyokLiXAf+7B12xbmn5fG3303FYe/Z4eCJ54tCVuzWQGmZhw+XVPRoH+Lw1a5cy6qrf8Q76UfzVtJRLF1wFSUvvoPWUv1eRLfiCj8frGxh4YoWikpljBXd0+S2KKsNhNzuC8Deqp7XfBqRq7hqvkF2WvvHc1LhK/MNRub27MJg404/+yoCtDR78Pvbvx4rYOFp8fL8B4092oc4fDrgx1O2i4b1S6hbtZD6NR/h3rcNy9dFJVchRLfItJEeeP+jcv7f/Vupb/BjGMG7zU6HwbVXDOPqSwp7FGEXg4PbHWDhxxUEwtz0MQx458Myrr1iWI/2Zbcb3HTtSK67YhibtzVgaRgzIpGkxJ4fBjxei9Xr6rps9+zLezl1Xs8yPET37Xv6NVZf+1OUodD7T3qrP/2C6o9XMvRbVzL5/34jxysRdeqbLP7zSiMbd/na7mZrYGSBjW9ekEhGiszxF10rq+06MFFW42dkjqPHx8FhOYobTjepqNM0tkBiHGSl9M6xdd0OHz6vj3Dx5j3FHuqbAiQnyN9Gf9J+H41bVmK5mw56zIunbBfeqn0kjJ2B6ZLVwYToDZJ5cZg+XlbJ7X/eSH1D8C5Q611zj9figcd28uQLewawdyJWNDT58fvD3/k2lKKyuvci93Euk2mTUzl6SmqvBC4AAoHI7t7vLGqWO/39rGVvKV9e/zOwrLbABUBrxKzogacpfeHtAeqdEJ3z+jR/ebKezbuDF56aA9PQdhX7+fPj9TS7ZRqa6JqvizEWwNJ0uSJXd2SlKEbkql4LXAA0uy0CEUy9XLVJ7vT3t5a9W9oFLg6m/T6ad67t5x4JceSS4MVh0Fpz7yM7QqbIAzz6zG6aZQqJ6EJSgg3TDH9yY2lNRpqjn3p0eOJcRrvpKKF4vBZer1xw9Kc9Dz8XPmBkGOz8v8f6r0NCRGDFBg8llYFOLygtDdUNFp98KRdpomt2m+pycVJDBX+iWVpiZB2srg89RUb0PsvvxVddGr5NSwP+pq6zU8WRZaDrV0jNC9Fm284m9ha3hE3dc3ssPlkeenUHIQBcLpMFc7Mww/wlWhacdlJ0T7VQSjFqeGKX7UxDYbPJYac/1S7/krDzkiyLus/X9V+HhIjA0rWesDcItIZP10jwQnQtO9XW5SKmOam2qJ86N31sZDcx4pzR/TqONFZLI5Eskxtoru+yjRCia3IVcRhq67ueP6kUbVNKhAjnuiuH4XSZGCH+Gi89t4CC3OhfYvSay4aG3W4oOPH4zC4zTUTvUjYbYa8CAWVrPz+6rMLN0pVVrPyyBo9H7uKJ/lffbIW9QQDQ2CxZXKJriS6T7DD1UWwmDMm092OPDs/QPBvpEdR5OWaCLJfaryIMeh0cHAtYml1lmi37LKobZCqtEN0hBTsPQ262s8s2WkfWToihBfHc94dp3PX3zWzZfqBSuMtpcOWFhVx3Zc8KdfaX449JZ+yoRLbuaOxw0aEIps9ddUnhgPRtMMs+40TK31wUcruymWSdMQ+AiioPf7lvK5+uqGr7DOPjTK64cAjXXj4MI0ZSCkXsy0o1KauyQtYhUAoyU6UooYjMmHwndpuP4ur2BS+T4gzG5jtx9nC1rf6glOLK05O493+1IbbD7KNcZKXJqX1/MuOTwTDBCh/otyVloLVmxRbNR2stmg9KHBuWDWfPNMlMljH2SBKcihH9x5ZWsTJtRI5wh6EwP57J45PZsKU+5PKWKcl2Zh2T3r8dEzFr9IhEHr7nGLZsb2DXnmbiXCbHTE0jPi52Ts4NQ/HXO6bw89+tZ/3mekwzOM/YH9DExZnc/pMJjB+dNNDdHHQKrjqPzbf/A19tXafTR3TAYuT3r6Wmzsu3bllFVbW33cl9c0uAh5/aTUWVh599d1w/9lwMZidMc7FmW+gsR63hhOlyg0BERinFiBwHhZl2apuCtVQSnAYJEdRqiiYzp8RR32Tx1Fv1WDqY0agJTi+dMcnFdeenDnQXBx1lmDizh+Ip3RmyjS01G8MZx0drLRat6TgOF1XAw+8EuOEMk/Sk2LiAFGKgSPDiMP3gW6O56Wer8futdgEMpYInVbfcNEbm9otuGzsqibGjYvcCPy3Fwf1/nsbajfV88lklXq9m9MgETj4hmzhX7ARijiS2pERmvvkQn515Pb6a/QXDtAbTQAFTHvg9acdP51+P7qCy2hMyIPvaO6VcdHYBY0Z0XdtEiJ46aoydo0bbWbu949KQSsGoAhszJ0nwQnSPzVRkJsf2qe+psxKYNSWOJV+2UF7tJyHOYOZkF0Nyon/qy5HKmTcCy9OCr6aUYK7pgYOWmZBC/LCJNDRrFq/tfIDVGjw+WLzG4sI5cq4kRDixfQQfQONHJ3HfH6fxj39vY82GA0V4hg2J56brRjJ7RsYA9k4cTGtNIKBZta6Otz8oo7rGQ3aWi7NOzuWoiclRX6Qr1iilOGpiCkdNTBnoroj9Uo6exElbF7LviVcof2sRlsdL6sxpDL3hMuKHFaC15rV3S0IGLgBMU/Hm+6V8/xuj+6/jYtAylOLbFyfx8uJmFn3uxrM/CcNug7lTXVy8IB6b1M+JGlpr6ps0n671smOfH8OACcPtzJzkkAKSfSApweCM2QkD3Q2xn1IGccMn4cgagrdqH5anBWVz4MjIw5aciVKKtbussHU9tYb1uzVnH6dx2OVvRohQJHjRA8EAxnT2lbRQVuEmJdnOyGEJcjEcJdZtquOpF/awZEUVgf1TEVszY0xD8cZ7pZw0N4vf/Hi8ZMmII549OZHhN13F8Juu6rDN79ddFhi2LE1FpazuIPqPzVRcsiCBc+fGU1TmR2sozDGJc8rxOhp4fMH5+19s05RX+aipdrfbvm6Hn9eXuPnuJQkMz5PTTXFkU0phS0zFlpja6fb6Zo0yQIdb/EtDkwcckkRzRFCGwoihILsKxEZfZTTpBQV5cRTkRf9qEIPJu4vK+N3/24RhqLbABdCWfhzYXwVu0ZIK8rKd3HTdqMPaT9HeZt7/uJz6Bj8FuS5Om59DSrKMOiK22GyKOJdJizt0wTHDUKSmRLZUnxC9yelQjCmU42o0afFoHltoUVUPXm+gQ+Cildur+efzTdxxQxIJcd0POvn8mg1FmtIajc2AsUMMhmQiN4lEzElwKXQXSygpIE6GWSHCkuCFOOJUVnv4/T2b0RoCgfADhdbwwuvFXHv5MOLjI/9z8Pos/vCPzby7qBzTCEZXAwHNfY/s4Ls3jOLiswt6+jKE6DdKKc4+JZeX3tzXWU1PIPi3dMaCnP7tmBAiKi1cbVHVEMyCb2z0hmynNbg9mqXrvJwyo3tLeG4rtnjxEwu3L1iYEmDJhgBDMuHyeSYJLglgiNgxebjiwy9Db1cKxhaAyyHfayHCkdxLccR5473SLqPbB/N4LdZsrO+64UH++q+tvLe4HAgu4OD3a7QO3iX62/3bWPhxebeeTxxQ3+Bj45Z6dhY1detzFD1zxYVDSEiwYXYyKigFJ8zMYNK42C0mK4ToHS1ezbrdBzIZPWEytiAY4Fi3I/TKMZ0prdY8szgYuIBgOn3rsrn7quCpDwIyPhwmS2uKKwLsLvHT7A4zh0H0qrRExYyxnQcmFGAaMP8oKdYpRFck80IccTZvb+xQnb4rfn/kA3hpuZs33y8NuQ+l4D9P7GLB3CxJbe2Gqhov9z68nYUfV7RlzBTkurj+K8M5/aTu3fG3LM1nX1Szam0tWsOUCSnMPi5DCvyFkZvt4r4/TuO3f9nElh2NbY+bhuLsU3P5/jdHy/dZCEFVfftVlyMJIvjDxzc6WLIhdHFDraGkBrYVa8YUyDEpUloHM2DeWuqmuj745poGzJhg58J5cSTGd+9+ZrNHs7sS3D5NnF0xNBPipThrWKcfY+CwWyzbqNv9DaUlwQWzTXLS5P07kihDoYzY+Uxjpa8SvBBHHLtdtRXmjIRSdGt50o+XVYbdrjXsKW5h995mhhdKNfBI1NR6+eaPv6Ciqv1SnftK3fzu/22iqsbLVy4qjOi59hQ385M71rG3uAVzf7Di6Zf2kpPl5I+/nszoKFzqc2dRE6+8XcLWHY3EuQxOPD6LU+f1//KywwsTePjvx7BpawNbdzTicBjMmJZGeppMwhVCBB2aneVwmHg8YerlKBjRjYKdWms27tFtmRahnnPjHs0YmaEZsbeWenjj0/a1SQIWLN/gY/u+AD+5KjGiuiRaa9YWaTYVBzMGUMHH1hTBhALN5EIVdYFur1+zdqdmY5GF1wc5aYpjxxr9HiwwDMXJ00zmTNRsK9Z4/ZCRrBiaJXVchIiUBC/EEWfOjAwWflQRUVvTUMyekU52pjPi529xB/YXAg0fHWlu6eatpkHsv88WdQhcHOz+/+7g9JNyyOjiIrqxyc/Nt35JTW1wDvbBn1FFlYfv/fJLnrh3RlRdjD/+XBEPPLYT01AELI1SsOzzGh55ehd///1UhhbE93ufxo9JYvwYmSIihOgoJxUSXNC0/zo4IdGBx9MSsr3WcMK0yI+5lkXYZZtbn9PbvZkog1plbaBD4KKVpaGqzuK9FR4uOLHr4vMb98Gm4uD/123/c2Cb3YTxURRUqqrXPPqun/rmYLBFA3sqNMs3WyyYZjBvAKZquByKycMlWCHE4ZCaF+KIM39OFtmZzk7n7h/MMCA328lPvjO2W88/bEh8l4EL01Dk58gKNJHw+y1ef7+ky5PVtxaWdvlcby0sparG22nRScsKBjdefrv4MHva+z5aWskDj+0EDqyA05oxVF3j5ce3re3WlCYhhOhrhqGYPeHAhZfTZZKQ0HE1mNYM5CtOjSM7LfILRNNUJHcVs1WQkRzxUw56y9Z5CZcRbmlYssaL1UXKqj+g2bQvfJuN+3TbeDbQApbm8YV+GvbH1lp71dq9D1ZbbNgtY6zoG8owYu4nFkjmhTjiOOwG99x5FD/41RrKKz0YRvu7OIYBWelOzj0jj4vOzic5sXtL8M2ekUFqsp26Bl+nU1NMA+bNySQ1ZfAs7ae15os1tbzzYRk1dT5yspycdUouE8d2fXZZ1+DH3UXRMKUUxaWd3zU62MKPK8JOF7IseG9xOddfObzL5+oPT75QhKHoND06YEFJuZsly6uYNzur3/vWtL2Ion8/Q+3KtRgOB9lnzWfINRdgT5GMDCEGuxljFXXNsHyzxjQUyalOnC6TxgYfPl8AmwkTh9tYcKyL0UO6f6o5Y6zBB6utUGUv0Bqmj4qNE+3e0tCsWbHJT1GFhalgbKHJ9NEmDnvXd/Ar60K/l62a3RqvD1xhkmTK6qCreLovAOV1kJfWZbf63Na9mpqG0NuVgo/XBZg4rP+/S5alqWn0UtPgJWBpXA6TzBQnCS65NBMiHPkLEUekoQXxPP3AcSxaUsGnK6rw+izGjUrinFNzycyIfIpIZ+x2g1/9aDw/++06tNLtAiOmoUhLtfPd60f18BXEDrc7wC/uWs/yVTWYRvCi2zQVL79VwpkLcvj598a11Z7oTHycGVGNkqTErg9XTc3+Lts0N0fHdJ4Wd4D1m8OcVRF8H5d9UdPvwYui//yPtd+5DaUMdCAASlH5/hK23nkvM996mJTpE/u1P0KI6KKU4tTpiqkjNKt3aGqbIM7hYPIwJ8Nzej5//7hxik17oLi6/djQmvZ/6tEGqYmDJ+1+7Y4AT3/gxdIH3o91uyzeWeHjhrOc5GeGv/iOd3VdC8wwwN7FMBtp4dVoSRjcVqxD3iCA4PtRXAVur+7XJUq9foste+rx+A68UY0tfirrPOSkuSjIjJMaGEKEIMELccRyOgxOPymn2ytVRGLWMenc+8epPPzUblasqkEDDrvi9JNy+PpXhvc4QBJL/vKvraz8sgY4UIG+dVrN2x+UkZvt4utXDQ/5+3EukznHZfDpiqqQU0cCAc0pJ2Z32ZfhQxMo2tvc6bQRCJ6cDR/a/zUkOmNFmFbb1RSl7tq6s5FX3iphx+5G4uNM5s/O4pQTs3HtLw5a9fEK1t50G2iNZv+Z6v4zXl9tHcvPup6Tti7ElijFaIUY7LJTFacd3fsXWXab4ppTTD5ZZ7Fyq8YdLGNEThqcMNlgwtDBk3VRXGnx5EJvp4GHZg/8+w0PP73SRVyYi+9jxjtYvMobcruh4OhxdswuVhtIinA2bJIrsnZ9ratpMAfa9d4+PT7N2l2azXstfH7IS1ccPdogKyX43mqt2b6voV3g4mBlNW6cdoOs1Ch5E4WIMhK8EOIwTR6fwv/77VHUN/pobPSTnupouwAcLCqrPLz7YVnouxrAs6/s5aqLC8O+N9deMYxln1ejte5wgmYoOGFWJmNGdr1KyAVn5PHhJ6GLtVoWXHRWfpfP0x/i40wKcl0Ul7pDpvMGApqJY3tvmsZDT+3ikad3dywO+sxu/nHXVApy49j5t4dRpoHu7BZbwMJbVUPxM28w9IbLeq1fQghxKIdNsWCaybyjNA3NYDMhMW7w3Y3+aK2vLePkUFoHAxirtgSYPTn0Kf3IfJMJw21s2u3vMMYqBaYJpx/X9cVyWgKkxENdc+fbFZCaAKkJ0fE5FWQafL41fLpIagLE9VIN74o6zRMfBGg8aJbr3irN8i0BTplmcPwEgya3n+Ywq/MAlFa7yUxxSvZFjJOlUvvG4AldC9FHkhPt5OfGDbrABcCK1TVd3rFobgmwfnN92DbjRyfxl9unkLa/TohpBlNcAU6dl81tPx4fUX+OPiqV88/IA/Yv4XYQpeCkuVmcMCszoucKZcfuJp5/bR/PvbqXzdvCT/sIRynFZecPCRm4UCoY4Dhtfu9kDr23uJxHnt4NdCwOWlnl5ZbfBIuDlr/zceeBi4M6VvHux73SJyGE6IppKFIT1aAMXABs3G11Oc5uLAp/MayU4hvnJTBtjH3/vw8UVE1JUHz3kkTys7o+h1FKcdwohWl0MsYSrPk1Y1TPPiePV7N8vYf3lrewYoMHr+/w0yKmDFc47R37erBZE4xeCRIEApqnFgVo8rR/vHWcfX+1xZZ9FvVNXS+T4/VbeENkZggx2EnmhRDisPn8kZ1URDIIHzs1jRcfmcWnK6rZtacJl9PkhFmZ5OVEnjqplOKWm8YwcngCT7+4h9Ly4FlEZrqDy84fwuXnD8E4zMhydY2X3/x5I6vW1rYFVrSGSeOSueOnE8jN7n6K5wVn5rN6fS0fflLZbl6uaSgME37/i0nEx/U8KKa15onni0LOeQ5Ymj3FLSxfVUPIOTetLI0laxQKIUS/6GolLoisFoXTobjhvATKawKs2+7D64eCLJNJI2zdGhfTEhWnTIF1ezT7qoOPKaAgHSYXKpLjDz8Q8OHnbl5c1IzXR9t45XQ0cclJ8Zw4vftjrMOuuGK+yZMLA1j6wBjbmskyYahi5vjeuY+7ca+mPkRGCgRfz9KNFqdMi+z5omO9FiGijwQvhBCHbdyorqdyGArGjOi6HYDNZnDi8ZmcePzhZ0copbj47AIuPDOf8spg8CIrwxm2aGhXPJ4A3/vll+zZFzwzOTgAsGlrPd+9dTWP/P3YiIqKHsw0FXf8ZCInzCzn+df3sWNXE06nwUlzsrj03CEMK+yd+hz1DX6272rqsi/LV9Uw49jJ1K5YG/qM2TBInTm1V/olhBAivPxMg91lVshim0pBYVbkF+DZaSYLju1ZUDwlXjFnnMLr13j94LAFp/n0xEer3Dzz3oGr/9bX6/HCk+80YzMVs4/qfj2xkXkG3z5PsWyjxfpdFr4AZKfCzHEmU0aow76hcagdJV0XBy2qAFdXVVEJ3sBw2CU5PtbJtJG+IcELIcRhGzc6iXGjE9m2o7HTG/amAXNnZQ5IAVPDUIeVDdGZ9xaXs2tP57dUAhaUVXh44/0SrrigsNvPbRiK0+bn9Nr0kM5EWvQzENAM/+5XWX3NjztvoBTKNCm87pJe7J0QQohQ5ky2sas0dLFNNMycODDTVh02haMXriT8Ac3Li1vCtnlpcTMzJzu6LCramcxkxTkzTc6Z2Xfvk6Ujy5ZIirdhNxW+MONyVqoTQ+pdCNEpCesJIXrkN7dMICnRjnHI0cQwIDfbxY9vHDMwHetFb31QRrjzCK3hrYVl/dehbkpNsZOdGT6AFAhoJo5LIv/ysxn6jcuDD5oHPlRlM8FQTH/8L7hy+3fp1q5Ylmb5F9Xc9ffN/OKu9dz78HaK9obJ3xVCiBgxZYTBzAnBi+6Dx6HWa/gLT7CTkRzbp/Obdvlocoe/9K9v0mwt6no59IFSkKG6XPI9MxkcdoNRBUmEisEkxdnIS49wWZd+1OzRrNuj+WSTZukWTVGlbqufJUR/kswLIUSPDC2I59F/HMOzr+zljfdLaWjwk5Hu4Lwz8rjk3AKSE+0D3cUeq63zdXlSUlsXvXUgDENx6XkF3PfIjk5fh6EgMdHGgrnZKKWYfO8dZJ4yh13/fIy6L9aj7DZyzj2ZEd+7lpRpE/r/BYTR0Ojnp79dy9qN9ZhGMBPGNODpl/bytcuHcsNVw6ViuxAiZimluHCunZF5Bp+s87O3Ijg9YWyhwYlH2RiZF/vFwhtbIrsI7irAMZCmDFcs/BJ8YeIrM8cFg0wJLhsTh6dQXuOmusGLZWmcdpOsVCcZKdGXdbGjTLNie/D/a4I1Q3ZXQqIL5k/UJLqiq7/iyCbBCyFEj2VmOPnO9aP4zvWj0FofcReLBXku9hQ3hywDoRTk50b3muyXnjeENRvq+HhZVbvCnaYRrDVy9y8n4XQET6yUUuRddDp5F50+gD2OzB1/2dC2mk3r1KXW//732SJyslycd3reAPVOCCF6TinFtNE2po22HZFjbEZKZJkjkbYbCC6H4tK5Bs9+FKxP0lYcdP94O2WYYvpBK7E47SaF2QkUZicMUI8jU1anWb69/WOtIaQmNyzaAGdN11EXcIkGyjBQh6YlR7FY6asEL4QQvepIO6kCOO/0PD5dUR1yu9ZE/QWyzVTc+fNJvLu4jBdfL2bXniacTpNTTsjmknMLGJIfOk1VWxalL7/H7vufonHjdmzJieRfcQ7DvnkFzpyeLT3bEzt2N7Hs85qQ2xXw2P92c86pub1WlE0IIQbSkTjGjhpiIzPVoKqu88KkSkFOusGw3OjOMhmVZ/CNMxTLt1hs3KMJ7C8OOmOswaShKuxnF/C04KkqxldXibYsbPFJODMLsCel9d8L6MTGvQdWZzmUBhrdUFwNQzL6uWNi0JLgxWHYvK2BhZ9U0NjoZ0h+HGcuyCEt1THQ3RJC9JHZMzKYPSOdpSurO5xYGQYcNSGFU+dlD0znusE0FWcuyOXMBbkR/47l97Pqqh9R+uI7tM7L8JRWsPXOe9n1z8eZ9f5jJE8Z1yf99fstPv6sincXlVFX76MgL45zT8tjyoRklFJ8uqIKwwi9MIoGSss9FO1rZnhhdN/dEge0eCyWrfOwtyyA3Q7TxzoZO9R2RF60CSHAUIqrTk/g//7XAIcs6a1U8Oeq0xNi4hiQlaI4e4bJ2TMi/x1fQw2NO9eBPjCY+eqr8NVX4cwaQlzeyD577TWNmrW7obwWTBNG5sD4IeC0KyxLU1oX/vcVsK9Gghei/0jwohta3AFu//NGliyvalt20bI0Dzy2k+/dMIqLzykY4B4KIfqCYSh+f+sk/vPkLl56s5jmlgAATofBeWfkceNXR2CzDXy6neXzsefh59l13xM0btqB6XKSe9FpjPzh9SQfNf6wnnPnPY9Q+tK7wX8cvKSMZeGra2DlBTdy0pb3UWbv3hGrq/fxo9vWsHl7Y1uAYv3mBt5aWMZZJ+fws5vH4fNZ+0/ows+D9vmid560aO/zTR4eeqUBrz8YK9PA+8vdjMi38b3LkklKGPi/MyFE75s4ws4Prkji+Q+bKSoNtD0+PNfkkgXxjC6MjvpZVm0F/q2fYxVvh0AAlZyOOXIq5vBJh5V2b/l9NO5qH7g4mKdiL7b4ZBypvV8o+8tdmkVraTeVtKgCPtsCFx6vSYsw5h/qBoIQfUGCF91w1z2bWLqyCmi/9GAgoPnbA9tIS3WwYG50VeEXQvQOu93g29eO5LorhrFlRyNaw5gRCcTHR8dh1PL5WHnhTVS8+xGtt64CzS0UP/M6xc++wbEv3kf2GfO69Zw6EGDn3/9LyGqlgQAtRcWUv7WYnHMW9PxFHOSOv2xk285G4MCJUetx982FZQzJj2PMqMQul4F1OgwK8qKvcrvoaPteHw+82ND2dTs4Vra7xM89z9Txy+tTZW61EEeoccPs/PLaFEqrAtQ1WqQmGeSkR89UkUDJDnzL3gB027io66vwr/4Aq3QH9lnnoIzu9ddbU9bl1b+7Ym+vBy/2VAYDF9BxiHd74aWlcO3JkOCEJk/o59EQcZBjsFGGQsXQlNVY6avcwohQ0d5mPlxSGbZg38NP7UJ3tSSBECKmuVwmR01MYeqklKgJXADs/Md/qXj34+CZxEHHIe0PoP0BvrjyB/gbGrv1nC1FxXhKK8K2UXYb1Us+P5wuh7SzqInlq2raXbwe6tmX93LMUWlkZTg6LNPbyjDgrFNyiY+LnpNfEdqbnwaXt+1sFLU07C4NsGlX9K7qI4ToHbkZJuOG2aMqcKF9HnzL3wpmSHRyrm+V7iKw/ctuP6+/qYt5GUCgub7Xry8+3xac8tEZDbR4YWsxjO2inJehYET0z5oVRxAJXkToo2WVIU+QIXgc27WnmeJSd/91SgghAK01u/7v8dAZEloTaGzmkz8+Q3FpS+RPHMkdbt37BeRWrKrpctd1DX5272nmdz+fiMNuYB5yfDYUjBiawLe+OqJX+yb6hj+gWbPN11ahvzOGAZ9v8vZfp4QQYr9A0SYIhF4HVQOeLaspqdZhA+/RQGtNUWX4CZcK2F0BY3Ihr5Oaoa1D9KwxwfoYQvSX6LltGOXc7gCGUlhdzK1ucQfCbhdCiK5UVntoagqQleHoMrujaF8z77yyhfx9pWHbBZTBkieX8qsvx3Ds1FR+9O0xDC2ID/s7cUPziRuaT0tRccg22u8n46RZYZ+nu/wB3W4Obuh2FpPHp/Dw34/hqRf38N6icjxei8wMBxeemc+l5w2RrIsY4fPrLj9vNHi8kt0ohOgZr8+isiaA06FITzHDBuC9Ps1na1tI27mHkSgM1fkxSAGmp4E3PvNiczo5ZhRMHtr1PQBbYiq+usou2/T2TYKujrea4GwWw1CcMF6zvRS2lEJDS/A1FaTBhALISJLARSiyVGrfkOBFhIYPTcDfxdxqu12Rl+Pqpx4JIY4U23Y28tGySnYVNbFleyN7S4IZXHa74rR52XzjmhFkpjvb/Y7Wmn8+vINnX95LnOXmBxHsJ2AED/lfrK3lW7es4j9/O5qC3ND1IJRhMOKH17Phh3d2vt00iR81lMyTZ0f0OiM1aVxSlwXAHA6DEUODE22HFsTz85vH8bPvjiVgBZeFFbHF5VCkJCrqGkOPsxrIz5JglBCie1o8FsvXuSkq9bFtt5td+7x49xdyLsy1c/GpKcyc0jGYv3Oflz89UkV9k8VXh1sMzwhm9YVjYdDihU82BmtHzBgTvr0zLQd3yU60FfrmpytrSJevsTuUUmSnaCrqwmdf5O7PuDCUYkwejMkDS2sUR+aSvSI2SPAiQicen0lyko2GRn+n0UrTgNPm55AQRXPgRWyprfPx5sJStmxvxG5THD8jgxNnZUTFKhaibzQ3+/nNnzeydGU1hqJDyrzPp3n7g3KWr6rh3389msyMAwGMp17cw7Mv7wWgxXCxN3Uk+bU7MUKcipjaYnvWFCB4N6W52c8jj2zixpluLK+X5KkTcOV1nLg6/KaraFi7mT0PP4eymWh/oO1WkjM3kxmvPNDr0fqjJqYwYmg8RXubO02/NQw4+5TcDsdbpRQ2ubaNSUopTjomjlc+ag55R1ApmHOU3CAQh0drzZ4q2FYCXh+kJsDEQkiOl4uwI9mytS088moDbq+Fz+NDHzLQ7i3zcc/jlXztvDTOmJvU9nhdY4C7/lOJ2xNs/2VtHvOydobcj4Wi3MgjoA6sivL5dhif1UAcLSibAyMhpcNFvzJtJI6cQsOOtdAugBFcSSsudwT25N5fh3T6SHhnVejtpgGTCjs+LgWTxUCTK+0IOewGv/7ReH5+53q01u3uCpoG5GS7uPFrMrdaHJ5FSyq4468b8fuD6fIKeOuDMvJyXPztt0cxJD82V0vw1Tey74lXqP5kBShFxgkzKLjqPGxJiQPdtQGnteaXd2/g8zU1QMfARauApamu8fLA4zv55Q+Cy516fRZPPL+nXbulI8/k0i/u7fw5lEFNfA47MicBoKwAc7a8xqR3FvJZYH8ZccMg94JTmfx/v8GZfeBESRkGU+7/HflXnE3Rg8/SsGErtpQk8i87myFfvRB7cu9/lkop7vz5JG76+WoaGn3tjrcKGDsqiW/L8faIc+rMONZs9bKzpP1NgtYpRFefkUhKogRzRfe5vZrXVkBp7f7Y6/7v14ptMGe85uhRsXlBprWm2e2jtsGNP2BhtxmkJccR54yOZUUH2rptHu5/oR6AgC/QIXABB6ZPPP5aDTOPiictORgB/2B5Ey2eA9PZ1tTmUdqSSJarCbOTqSMGmjX2GW3/zrTVMCNhPWytp7XSlHLE4Swcjz29fRVMW0IKKeOPw1Ndgq+uEq0tbHHJODPzscUn0RfGFcDeKlhf1Bom2d/H/eegZx4Dcc7Y/LsQRzalB9nyGPX19aSkpFBXV0dycnK3f3/95nr++8xulq6sRgNxLpNzTsvla5cNIzVFBgvRfZu2NvDNW74IFrA+ZJtpQFamk6fuPw6HPbZO2qs+XsHKC27E39B0YNKntrClJDHjlQdJn330wHZwgK3bVM+NPwlz2+MQNpvi9Sdmk5hgY9XaWm7+Rceq5jN2vc/Jm55DK4XSFhqFgaY6PpunZ/yQ+rgM0Jpz1z7MpOLPOlQaV6ZJ3IghzF36PPbU7h8fe1tltYcXXi/m7Q9KaWj0k5vt4vwz8jjv9Dyczr5NsejpWDGY9eS98/g0b3/azIefu2lsCR4RxxTaOHtOPJNHOfqiu2IQeGmZZl916Hn+p0+HsfmxdaFmWZqisloamjoWsU1LdlGQlTzoU/t/958qduzzY1kab0v4Yr9KwWWnp3DBghQAfvGPMnaXtC/QmeFo4pZxH5HtaiKgg1NINAqF5jP7PDbapwXb2Wo5LXkpCt3pNBPXiKnYMwt65TX2hNaabSWweidU1AWzGkflwrSRkJXct9+dI3mMbX1tG755AUmO2Lk2bPD6mPjgy1H/mUjmRTdNGpfMn34zheaWAC3uAClJNknrFz3y1Et7UHReDDZgQWm5hw8/qeD0k3IGoHeHp2VPCSvO+QYBtyd4tnjQGaO/vonlZ3+d+evfxpUfO6+pt324pALTVAS6qKXTyu/XlFd6SEyw4fZ0Pjd2xfBT2Jo9lWl7PiazcR9+08nmnGlszjkaa3+9i/y6nUwu/qzT39eBAM079rDrvicY84ubDu+F9aLMdCff+uoIWTFkEHHaFefPS+DcE+JpaNbYbRDvkjFWHL7yOs3eqvBtVmyFMXk6pi72iyvqOw1cANTUu7HbTHLSB2+WY21DgO17Q68OciiloKTiQHuPr+PYXOVN4NfrTuPotH0ck1ZMdqaNWiOTzbbJNBopbe2Ojd8QMnAB4C7agC09F2UM7DxHpRRj8mFM/oB2Q4hukeDFYYqPM6WKvegVn3xWRSDM+oCGEWwTS8GL3Q88TcDjpdOqi5ZFoMVN0X/+x9jbbu7/znWTZWk8Xgunw8DoqlJXNzS3dH9lotZjzshhCSHb1MZnsWjcRSG3H7V3CQFlYOoQFTEti6J/PxsVwQsxeBlGsICnED21s4wuVy+qboRGNyTFyAxNnz9ATYM7bJvK2mayUhN6ddzqK5a1f8psLwaPWmtVdEec68D+h+c7KK9u6XAa49cmy6uHsrJ2KMdlZmJ3Ott9t5KMRrLsteF3FPDhry3vMH1ECNE1CV4IMYC01vh94ZdVsCzw+mJrCd7Sl9+FQJg+ByxKX3kvqoMXZRVunnxhD28uLMXttohzmZx9Si5XXVJIVoaz6yfoQmF+HFaYoNXBlIKxoxLJzQ4WK8zJcnH8seks/6I6ZEHLYUPimT4lhRffKGm3LdldHTpwsZ+npCKyFyGEEFHOb7Wf0x+yXQwNs43N4adAQDAg0Oz2kRgfndOttNbUNbRQVduIxxvMeIhz2clITSQ5sedRpLRkE7sNfP5gUEQZCm1Z0GHCZJBlwayjDqw4csqsBJataem0bWv7GaNhbTEE9IHvV7wRPqjUSnsjaydiV+v3LlbESuaZ5GIKMYCUUowYlhB2HXDDgNEjYiv103JHcGLV4umHnhyeon3NXP/9z3nlrWLc7uCFfos7wEtvFnPd9z9nX0noE5pD+eobady8A095+7zlM0/OwTAUpuVj7rbXGFeyEhUiqKA13HDV8HaP/fjbY0hNcWAechQ3DYXLaXLbjyfw/W+M4SsXDcFmO/AFa3YkY6nwh357ekrY7UIIESuykkIXRG5lN2Mn6wKCF/692a6/aa0pqaijuLy2LXAB0OL2sbe0horqhm49V8Drwe91ow8aQ50OxZypccFzKFcJV+d/holGdRLGMhRMHOlk3PADNyYmjHBy9gnBc6+Dz9Fa//9pxycwc5KD846D5INWWfXoyIJFyh6dQSUhop1kXggxwC45p4A//nNL6AYazj0ttlILU46dgntfaXBZzU4om0nKjCn93KvI3XXPZhqa/B3SRQOWpqHBx93/2Mw/754W9jmad+9j821/o+R/b6H9wZOzjPkzGXv790mfcwxpKQ5+eP0w9n3jZoZWb8EyTN60/KwvmIWyAig0lmHidJr85KaxHH9s+6XScrNdPHTP0Tz5wh5ef7eUFncAu11x2rxsrrl0WNsKNTddN4qrLxnK0pXVNLcEyNl7JTXfWRqy38o0Kbz24u6/aUIIEYVG5YLLDm5f59sVMGko2MzYuOsI4IpwNRGXMzpP8xubPdTWN4fcXlHdQGK8kzhX6At8rTUtNRU0V5Vi+YI3TJRpIz49m/jMXJQyuPCkBPxFm7ky+X00kGlv4IGiuTQHnJgE0CgsDCaPcfH9qzI73Hm+8sxkhuXbefPjRnYVB79AhTk2zjohibnT41BKkZMKV54AJTXB6Ud2IwmqE8HTGPoNMExsqbEzFViIaBKdRzUhBpGzTsll2efVLF5a2e5x0wgW7LzlO2PbpgvEiuE3XUXpC2+H3K79AYZ96yv92KPI7djdxLpN9SG3ByxYva6Oor3NDB0S32mb5p17WDL7Uny19e0COFUfr2DZKddw7Mv3k336iUzb9wn2mi2AxrD8nLf2YeZsf53NucfgscWR1lzODS/+jJzpnZ/kZKY7+f43RvPd60fR4g7gcpmdnoAnJ9nbaqZoK5flL86m8sNlHWqSKJuJPT2V4Td/tau3SQghYoJpKs44WvPq8mBqf7tleIGMZJg5dqB6d3jinDZcDhtub+iClMkJTuy26KzNVl3b1GWbmrqmsMGLhtIi3DXtpzjqgJ+mimJ8LU2kFI4m2WXxlYyPwK8xgCkpZfztqNdYWV3A3uYkHIbFMRNdjDnzlE73oZRizrR45kyLx+MNllV3OTpmLioF+enBH1D4kybQsmVFyL47C8agTLkEE+JwyF/OEWzztgZefquYLTsaiXOazJudyZkn55KYIB97NDFNxW9/NpFX3i7muVf3sae4BQUcMzWNqy4u5JipaX26f5/PYsOWBjyeAMOHJpCd2fN6DhknHseon36T7X968EAUBtr+/5hffSdql0rdtjPM3ZKD2+1qChm82PDju/DV1KMPrfsRsNBK8eX1P+fkXYvZff9THarIZTSXM3vHW8F/mAaVjz9HzvRfhu2LaaqI/66btu0m8+TZeKtrqV+9sd3+k6dPZPpjf8WVlx3RcwkxmLW4LT5Z3cLKDW7cHk1hro0Fx8UzskDSwaNNYabisrmaz7fD9pLgNJJ4Jxw1DKaOAIetb7Muyqr8lFX7iXcajBxi73ERTaUUhbkp7Nhb3WnBb7vNID8rqUf76EtuT4g0mAjb+JobOwQuDuZtrMNdV429ugTl94BpQmIyOF04lGJ2Zgva3wCN9VDjQ3tPQDnCn/s4OwladCZgaSqtdAKZ00is2YgROGiKrGHiLBiLPWd4RM8lYpsyDJQROxUaYqWvMXcV+9FHH/HnP/+Zzz//nJKSEl566SUuuOCCge5W1Hnk6V089NTudksxfrmhjsf+V8Tffz817GoFov+ZpuKiswu46OwCPF4L01R9nsKqtebZV/by+HN7qKsPniQoBbNnZPCjG0eTk9WzbI/xv/8xKcdMZsc9j1C7bDUAabOmM/KH15N7fud3OaKB0xnZnSqHo/PPx11STtnrH4Yuba813vIqyt9aTNPWXeF3ErCo/3JTRP3piq++kS+v+yllry4Ewwimx2qNPTONoTdcRt5FZ5AyfWKv7Ks31db5eHNhKes31WMYihnT0zh1XjZxrui8o3gkkHG2ayUVfu5+pIrahgPZS7tLfXz0RQvnzUvkklOi98JxsMpKVpwxHfQ0TcAKxtL7ukDdvnIfj75ax8adB+pApScbXHJqMice3XnwO1Iuh43RhRlU1jZRU+/G0hrTUKSnxJGZmoDt0IJIUUQZQPi60WELHTaHCVy0aqkpx1ZfCaYd0tNBGe0/b9NEpaaj62vRzXUoR8+D9iU1ATbt9e8vEpuBNmaTqmrIS/SQk+HClpKNMqNr7LIszdqtbj5d3URjs0V2uo2TjktkaJ4EYUV0irngRVNTE1OnTuW6667j4otlXnZnPlxSwUNP7QZoC1xA8FqqrsHHj29fy/8ePA67PXoHtsEs0uh+T93/3508+cKedo9pDctWVvHNWxp46G9Hk5nesyyMvItOJ++i09syEKJt0G6ltWbl6hpefaeUon3NXS6r53IaHD05tdNtzTv2hP9lgu9D09ZdGC4nAV/4dejdxWVddb9LWmtWXvhtqpesDD5gWW0ly3w1dey69wkKr72kx/vpbUuWV3HbHzfgPWhFng+XVPDgYzv5f7+dwthRcoHYF2ScDS8Q0Pz5sWrqm9pffbXOwnp1cSMF2TaOPyqGKkAOIkop+mM2RXGFn9vvr8TjbT8eVNdbPPhCLS1ui9Nn96wYt8Nukp+VTF5m8FgYzasF1DZYfPylhw07vEwcbjAyzwpbrDw5IfTfT8DTddHsgMcNNgckJnYMXBB8r7TWkJSC7oX1CyrqA6wrOjCeawBlUKsyqG2GlkSTMVF2DtTstvjTw+Vs3OHBMILHMMOANz9u4Jx5yVx9TmpUf6fE4BRzwYszzzyTM888c6C7EdWeemEPhuq8urZlQUWlh4+WVXLyCZIaPljtK2npELhoFbCgttbLE8/v4QffHB3R8xXtbWZPcQuJCSaTxqd0yBqJ1qAFgD+gueMvG/nwk4p2M1xCUcCl5w0hPr7zw6ctqeusJm1Z2JISSRw7grrP14Vt695XiuX3Y9gO/3Bd9cFSqj9a3vnGgIXV4mbH/3uIKffecdj76G07i5r45V3rCVi6QyyovtHH93+1hmf/fRzJiZEVrhORk3E2vC82uamsDb2uplLwxseNErwY5P73bj0enw650snTb9czd3o8CXFdXzh7/ZrSmuD4lJUCia6OF+LRbMNOH/e90IA/EIztV9YZDMsJrvLRWaa6aShSk0NnpkRyTqFMEyN7FBRvDvn+tGYg6sYqSM2M+PUcSmvNtpIAzuYqsouWkFq2FsMK0Jg6lPKhc2nIGM3uigDDssw+n6LUHfc+XcnmncFpLa3B19b/vr64nsxUkzNPSB6g3gnRuZgLXnSXx+PB4zkw36y+PnQhviOB2x1g49bwS0yZpmLFqhoJXgxiby4sbYuydyZgwevvlfDdr48KO31l285G/nLf1nYFLjPSHHzj6uGcEyMrpPz3md0sWhJMQQ0VuDD2pxcHApqzTsntsGzpwZKmjCN+5FCad4bJwDAUOeedTMV7n3QZvLBaPPjrGnBkHH7tk71PvRqMuoSayeIPsO/JV6IqePHcq/vQuvO30LKgscnP2wvLuOz8If3fOdHOYBtn1+/whg10ag1FpX6aWqyILkzFkaeh2eLzje6wSXiBACxb08LJM0MHvC1Ls3QzrN4JrbWfFTAqT3PSFIh3Rs+FcCi1DVYwcOE/MATVNxm88omdc2b7cKj2S5GapsGw/AzMMNNeXMnp+JrCn+u6ktNRDmfXgR1loFsiX5q1M80ejbF3E5O/eBilrbZlz1PL15NetpbikSezb+xZlNdZDMmIjps5xRU+Vq4Pn8Hy8gf1nD4nqcc1WgYrZaiw05+iTaz09YgfVe+++25SUlLafgoLCwe6S33K6moxcwAdYTtxxCqv8NDVIcrttmhuDj2lYWdRE9/+6Wo2bGl/oVJV4+UP/7eFZ1/e2ws97Vser8Vzr+3tapYHx01P55JzC/jv/x3Drd8fhxkmoKOUYtxvfxA6cKEUw771FVy5WcQPHxKceB2GspmYiT2rUVO3Ym3IwEWrQFNLxwKjA+ijZZWdFqJrpTV8/FllyO2i/wy2cVZ3kZ3VSobZwau2IdDluGIYUFkX+pirteadVbBy24HABQQP5dtL4bkl4PFF/5fs4y89wYyLQx7fW2Hy0BtOFq2yUVlnJyUpjvzsVMYMy+lyKVhXSjqGPXRNBmWYxKVno8K0adfe3rMpsr6mJkavejS4zPlBBwhj///P37GQtLK1+PzR83mt2tgSdtoOBL/HRSVdF1cVoj8d8cGLW2+9lbq6urafPXs6T5U/UsTFmQwtiAt7QApYmskTUvqvUyJqeH0WazfW4fF1ffZts6mwRRHv/+9OPN5AyOyN+x/bQX1j/wx6Pp/Fwo/L+fO9W/jTP7fw7qKydnUSQtm2s5HGpvAX7ErBcUencfPXRzFqeGTzk/MvP5tJ/7gNw+kApVB2W2t1OIbecBkT/3orAAVXnBN2noqymeReeDqm8/ALZ1l+P827uw4k2dJSomp6jz+CkzyvN3pOBAezwTbOjh5q73J6WVaaSWJcbNzFEr2rvCZASVXXgWBLQ3JC6NPw4mrYUtz5Nq2hrgm+3HWYnTwMJZUBXlrUzKNvNPLK4mbKayILdm/Y4QsZyPH5FWt22HjtUxsFOWmkJsdHdJdfGSZpw8ZhOjtOzTJsdlKHj8O0O1DOeFRqDoS9XaMxc0ZE9FpCsW1djhHwoULcJdAosnd9RFwUZcr4/brL4AUQVQEXIWAQTBtxOp04nT1f+jFWKKW4/IIh/PnerZ1uN1QwwHHqPJkyMphYlubx54p45uW9NDSGLxAJwevsU07MDlnUtabOy6crqsLeWfL7NR98XMEFZ+YfbrcjsnVnIz+5fS2V1d62jIhX3ynhH//Zzp9vm8yEsaHna0aSgaQibHeo4d++ioIrzmHfM6/Tsmsv9ow08i89k/gRB+5KpxwzmZzzT6HstQ86zuExDJTNZPStN3Z73wdr2V2M1ezusl3SxMjqmwTcHgy7rc8DHeNGJbJqXW3I4JhpwISxUrAzGgy2cXbm5DiefqueJnfHeiytzpidEPV1CETv2l3i55n3mti2NzjGGobqcuyYNSV0XZQNewhbPFoD63bDcWMOt8eRsSzNE2838fFqD4aibQri60taOGWGi0tPiccI8123ukpBIfQU1nBMh5P0kRPxNTfgbaoHDfb4RByJKe3+9uyjp+Nd+U7I5zGGjEPF9axwqireTrj0RoUmqXYnyUldHxO0ZYG2UGbfXqKNGOLo8n23mVCQLXWlDpcsldo3jvjgxWB07ml5rN1Yz9sflLWra2AaYLMZ/OFXk2WZwUHmz/du4bV3SyNqqxTY7AZfvXRop9t37G7izfdLu0yJNQ1FeaUnfKMeqq3z8f1ffkljU/Bk8eDVdeobfPzg12t48r4ZZGZ0fmE1algCToeBxxt6BLc0TDnMTCV7WgrDv31V2DbTH/8ra2+6jX1PvgoEBw8dCODKz2b6438lecq4w9p3q0gvoFJnHBVyW8DjZde9j7P73idoKSpGmSbZZ89n1E++SdqsaT3qXyiXnFvA52tqQ263LLjgzNioqyKOLA674gdXpfPn/1bj8x8oyNhaKHvWFBcnH9ezZTBFbNld4uePj9e1m95hc9jwukNnH545J4G05I7nYl6/ZtMezY4SjccLdpsKeRxv6jou3WMvL27m49X7izpq2l2jv7/CTWK84uw5ob/vYwrtFJUGQk6jMhSMGXp4lyNKKRwJyTgSQt+kMNJysU9bgG/9J+DzHBQRUpiF47GNnXFY+z6kI6hwhaWCjcJmlVhVxfg3LsdqDYTEJ2MbMx1z9PQ+CWRMHu0iO91GZY2/08/GMODEYxKIl7o9IsrEXPCisbGRbdu2tf17586drF69mvT0dIYO7fxia7AxDMUvfzCOE2Zm8MLrxWzb1YjTYXDSnCwuPreAgtzoroDu8Vp88HE5y76oJhDQTBiTxNmn5JGaItHfw7FxS33EgQsIjummoTrUG6ir93H7nzeyYnVNRKmGAUuT1sef2evvldDQ6A9Z1LHFHeCVt0v4eogCm/HxNs45LZeX3izu9A6EaShGDU9gYh/e4TfjXEx75E+Mvf37lL+xiEBLC0mTxpB16txeyW6IG5aPqyAX977w34Gs00/o9PGAx8vys79O9ccr2ibx60CA8jcXUfbGhxz91D3kXXR6j/vZSmtNzdJVZL3xId/0lrOkMoMtuUfjM4LfpdaA7Pe+MYrhhT2rBSI6J+Ns18YOc3DXzZm8/1kzn61twePTFObYOWVmPMdOdEV9gbt9FQE+2+CjpkGTGKc4dryNkfmmZIscpmfea2pbSaOVaRo4XHa8Hl/7a1oFKalxpGd2vOD/YpvFe6ssvAclSLo9GqdD4bB3DGK4Dn9GYUSa3RbvLQ8fIXlnmZtTj4vDYe/8uzNvupOFK0I/h6VhwTGuHvWzK2ZWIcaJl2NV7kE314Npx8weinL2TpDRNnQsvi1fhtyulYF96JiQf1+BPZvxLXu9tXXwP831+L9cTKB4B44TL+7VAIb2NGPtWs9tc6pZ+IWfpVXDKHUfOM9RCvKz7Fx1zuEXCheiryitI8jniiKLFi3ipJNO6vD41772NR599NEuf7++vp6UlBTq6upITpblf6LNjt1N/PC2NVRVezGMAycCNpvi9p9MZN7xh7+U1WD153u38Pp7JXSnFqNhwIjCBB79v2NQSuH3W3zzllVs29kYcXqnaSheenQW6Wl9d3b19R9+zuZtjWHbDBsSz5P/Cn1npcUd4Ie/XsO6TfXtUnQNBelpDu79wzQK8qI74NeVnX9/lA233N3pNmUziR81jHlr3ug0ZXDbHx9g821/67z6oFIYLgenFH2CPbXnx1NPeRUrL76J2mWrUTYTlEL7/HhdiTw/5ZvsyRrPsVPTuPKiQmZM69uTqsE8Vsg4e+SytOa5D918utbflinS+t+Jw02uOzsuqpZyjAXl1QF+eX9tyO1aa6yAxhVn4nDaiEtwtK2kcd3pNkblBf//2l0WLy8NPcA6HQqn48AxWik4dhTMntB3n9fnGz3c/1L4MRbg+1ckMXlk6LF+2ToPj77RhFIHsoFbA9EXzIvjzONje4zVnhbq7vt1MLMjxGVVwqU3YR85sePvet14Xv0XWKFO0hS2KXOxTZjZK331b16Jb9XC4B+9UmitUWg+qR7FI7tmkJJs55TZiZw5N5l4V99lXRzJ40Tra9ty82UkdVF8Npo0eHyM/b//Rf1nEnOZF/PnzyfG4i0iQs0tAX7wqy+prQ+mWR58kez3a277wwb+87ejGTOyZ3MTB5uScne3AhcQfO+3725i/eYGJo9P5pPPqtiyvesTmIN95eLCPg1cALS0dP3CWtzh28S5TP5x11Te+aCMl98uprjUTUqSjTNPzuX8M/KPiIyf4Td/lfp1m9n76Isom4luW3NP4czNYsYrD3QauNCWxa57nwi9bILWWG4ve594hRHfvaZHfdSBAJ+deR2NG4J3/PVB+dcObzNXr/knc5a9QPLksT3aj+iajLNHrvdXePl0bfC2fuufdet/N+4O8NyHbq46NbYvJPtbVV34iL5SCtOmcMU5iE88MCYaCj7bGGBUnoHWmg++DP88Hq/GYdcopVAK4hwwdWSvvITQ++y6RBYA3i5WPZk12UlBlsnCFW7W7/RhWTCm0MaCY12MHRr7Y6xyxpF46bdp/N994PceCGAoA7SFa955nQYuAAK7NoQJXABo/Fu/wBx/XI8zo/w71+H7/L2Dnlq3lTKdm76dE49LwXlc72VSDnbKiJ3lRyHY31gQc8ELceR6d1EZ1bWdzw/VGjDg2Vf28qsfju/fjsW4tGR7u9onkVLAlu3B4MW7i8sjfg6nw+CaS4fy1cv6Pr189MhE9pW2hAzOmAaMHtH11AKH3eDc0/M49/Qjs4aCMgyOevAu8i8/h6IHn6Fx4zZsqcnkX3Y2Q756IfaUzqfF+Osa8JSUh39u06T+y4097mP5m4toWLO5842WhQ4E2HnPI0z9T+cZJEKI8Hx+zQdfeENu1xpWbPRzzvEWKYkxchYbBRLjI7s4OfQixtKwtzJ4kbuvCuqbu34Ov19jtytyUuGM6ZDQx6tXFGRFNnUxP7Pry4nCHBvXnnPk3nyyDRlF8jdvw/vlp3i3rgG/DzN/OM7pJ2DLGxby93RdefjKrADupmBWh+Pwp9dorfGv+ShsG2v7KvSUOT0uYCpEX5LghYgaS5ZXhT1+BwKaj5dV9m+njgCnzs/hnUXhL0A7owle1EOw3kWXValtil//aDzHH5NOfHz/HFouPDOfDz6uCLk9YMGFZ/XtaiexQilF1ilzyDplTuS/44jsjpjp6vlKEyXPv40yTXSISJT2Byj+35sSvBDiMO0uDdDSRQ1lrYMZGLMmSfAiUkOyTXLSDcqqww+STlfHcdG2PzbQEuGyz+MKYNZ4yErpn7u5w3JtFOaY7CvvvOCmoWD0EBu5GVIEHsBITME150xcc87sxi/ZoMtin4DRs/dY11agm+q6aKQJ7N2CbczRPdqXEH1JRicRNbw+q8sVLGS96e47bnoa0yal0N0VkAwFxx2dDsCQ/DjMMKlvSsGQvDhOPiG7XeCiuSXAzqImSsvd1Df4ePblvdz0s1Vc/4PP+cP/bWbztobDek2tpk1O4dLzCtr6cHB/AM49PZdZx6T3aB+DmS0hnvR5xwVTWELQfj85553c4335G5tCBi5aWS3u4DJyQohu80c4fdAfkHG2O5RSXLIgfIZfYpKjQxFXpWDi0OCxNTUhsmDExKGqXeBCa01to6ayTuP1WewosXjmQx//95KXh970snJzAG8Pz5uuPzcRh11x6CmAoSDOpbjmLLlL3xNG/ijQYcY1pVDZhShbz6bXaH/orKuD96V9EbQTYgBJ5oWIGuNGJ7FqbW3IO/yGAWNG9P4gqbVmzYY6Pl9Ti7Zg8oRkZkxLi/pq8ZEyDMWfbpvMXX/fzKJPg5krXWUoKgXz5mSRnRm8o37uabm88V741SrOP+PAlIvaOh8PPr6Ttz8obZsLe+i0k+27mnj93VKu/8owrr9yeMjnDbS4KXroOYoefJrmXfuwpyRRcPX5jPjuV3EV5PC9G0YxdmQiT7+0hx27g3m3QwviuPyCQs49LTcmq+dX13h564NS9ha3kBBv4+QTspgwdmCKJ43++Y0sP/P6Trcpm0nihNFknjy7x/tJHDeSMuPDsHOT4kcUxsw65EJEm7xMo8tjPwQzCXpbfVOAT1c1UdsQIDXJZPa0BJITj5y79dPGOvjmBYk8+XYTTW7d9j4rBQmJ7WtdQPDC3zBgxrjg8SwrRZGfASVVoe+/J8XBiJwD49n63RZLNmiq9t8DUGg8Xo3PawVrMQLbS/wsXgM3nOUgJUyApMnto7ymhfpmH2hNvMtOdmocKYkOhmTb+PX1KbyxpJnPNngJBIIZI8dPcXL2nDgyUmLvc7QszbrtXtZuD76e4fk2Zk5y4XT0//mCkTsclZKJrq/q/I9Ta2zje16s00hMBRQ+RzzeuDSUFcDVWI6hD4pqao2RnNHjfYkgZagYq3kRG32NudVGeupIrm4b6/aVtnDFN5eHPbH6zS0TOHVedq/ts6zCza13rmfLjkZMM/hHGwhohuS5uPtXkxkx9MhairG4tIXlq2rw+SzGjkrknQ/LePWd0k7rWdhMxcknZvG9G0aTnGTjj/+3hdc7CWAYBowdlcS9d0/F6TSpq/fxrVu+oLjMHXGdjTt/PpH5c7I6PO5vbOKz06+jdsWa4AP7vxzKNLGlJHH8B0+QNGnM/k2axqYAGk1Sgi0mgxYAL7y+j3/8ezuW1m0BtEBAM+uYdH77s4nEx/X/iWLRQ8+x7ru/Qe/PG1aGQvsDJE4aw8w3H8KVn3NYz9uwYRvlb35IoMVD86497Hvs5dCNlWLCH3/GyB9ed1j76i4ZKw6fvHfR6+HXm1m7I/QUgNwMg59+Jb7Xjp9aa15aWM/z7wVvTLSONYaCi09N4aJTUmL2WN0Zf0CzZpuX6jqLxHiDjFQbz34UwO0NvmbTptrdGMlIhlOmGYwtMCip1jz6foCA1f4aVu3/nytONBidHwx2LNtk8eGajh+i1hrLgubmAxekhoL8DMW3z7N3+l5X1bspKuu8IHd2WhwFmQfOg3x+TYtHE+9S2MzY/NwqawPc83QdJZWBtqTCgAUup+LbFyczeVQfrz/bCd3SiHfx8+j6ygOpoxpQYDvmNGwjpxzW81qWRWNTC16fD60V9fv20eTKaNuH4feQVrqOtJLVKBS44nFd8N1+uUlwJI8Tra9t2w8vJ8nZ/9+nw9Xg8TL6b89G/WciwQsRVV5+q5i/3LcV0wgOJnAgS+CMBTn88gfjeu1Ep8Ud4Gs3r6Ss3N22r1amAYmJdh7/57F9vmJGd23cUs/CjytoaPJTkOvirJNzycw4/JoDW3c08ru/bmRHUcdqYaYRnDLywF+OJj7O5KkX9/DMy3uprQsWVnU6DM4+NZcbvzay7aL6H//exvOv74s4cGEYMH50Eg/+teMcy/U/uJNd9z9Jhw+IYAAjftRQ5q1764g5+f1wSQW//sOGTrcZBsw9LoO7fjm5n3sV5C4pZ+9/X6Rh3RaMOBe5F5xK9hknoszuB1N89Y2s/tpPKH/9g+CXTBO+GqxSpM2axsx3/9sr9TUiIWPF4ZP3LnrVN1nc879mqht0uwtkQ4HLAd+7NJ68Xqxf8MZH9Tz2ak3I7V89L42zT4yu74jbq1m7S1NeG8wwGFOgGJHDYY8zHp/mo7UBPtus92dVdHyeC2cbTB4WDGC8vzrArrID2/LT4eRpBsNz9tegatLc90bo46XWGq9X4/W2b3PjOXaG5rS/KPX4AmzYFfrzARiZn0xKQnSdBx0un1/z6/urqaq1OgTwFGCacNsNaRRk939iurYsrNKdWPu2ov1+jJRMzBFTUHGHdxOtvqGJsopqtA7+rXu0A7RqP8cWQGuSKzaRU7QMx/xLMfP6eAmb1v4dweOEBC/6lkwbEVHlgjPzKcyP4+mX9rJ8VTWWBaOGJ3DZeUM4Y0FOr16kvruojOJSd6fbAhY0NPp4+e3isFMa+pPbHeC2P23g0xXV7cae/zyxi29fN5IrLyw8rOe1LN1p4AKC78OefS08//o+rr18GFdfMpQrLhjC9l1NBCzN8CHx7Wpc+HwWr79X2q2VTSwLNmxpwOMJ4HQeOGn2NzZR9PBznQYuILi0ZtOWnVQt/ozM+bMi32GU0lrzyNO7QqZ1WxZ8tKyKHdtrSSvfScDjIWnCaJw5mf3SP1deNqN/fmOPn0drzcqLvk31J58HHwjx+R4sblgBM99+pN8CF0IcqZITDH58RQKLVnn5dJ2PxhaN0w4zJ9o56WgH6cm9d8fV69O88F74AoHPv1vLqccn4bBHRwB60x7Nq8ss/NaBEMPn2zQ5qXD5iQaJcd3vp9OuKKlh/52Yztu8tdJi/BBFXrrimgU26po0DS0Q74T0pPb7XLNTh53+o5TCbgfvQaULDAXbiq0OwYvKus7PgQ5WUdtyxAQvPt/ooaImxDkFwRVg3v2smavPiMPv82GYBg6Hs19ukCjDwMwfhZk/qsfP1djUQml5Vdu//Xp/UdDOXodS1GdPIHv0aMycgh7vWxzEMOh2wbmBFCN9leCFiDrHTE3jmKlpbemPZh+lJr63uDzsCYBlwbsflkVN8OK2PwcDF9C+zxq49+EdpKc6OP2k7qfvv/F+KaapCIQo0mZpeOWtYq69PLjUl81mMG5050tr1tX7aG6JsCpcJ/s5WOOmHVgt4U+slGlSu3zNERG8KC33tNXs6JTWzNz9Hutn3ILRUB98zDTIveA0Jt3zK1y5HafdRAOtNZbXh+EIpixXf7Sc6sXLu/UcLbv24qupx4yP66NeCjF4JMQpzp7t5OzZTgKWDluMuSfWb3PT1BI+ONns1qzf5mb6hIH/295bqXnx0wP9PXhIKq+FZxZbXH+a0e16WDWNmt1dLPjl9sLWYs2EwuBzpyQoUkLccK9uJHRhjP0662NnU4WaWjpfnr5dG7e/yzax4otNnrDnfRlJAUZmVrG36MB5jM1mIy0jg8TEzs97ooG2rGBhT6XQWlNVXXtgm4YAJp1l/Bys1kgmvm+7KUSvkOCFiFpKKQ4jIz1iDY3+LguXNTYf3oV4b9u2s5FPl1eHbfPwU7s4bX52t+8QlJa7QwYuWlVWedFad/nc8XFmJAt+taMUDC+MJ87V/sNWtq4PT1prlC32ioV1psUd/ru2YPPzzNz1XvsHAxZlL79H3cq1zF32PI7M6FlZpXnHHrb/5d/sfeIVrBY39oxUht5wOe7iMpTNREe69MF+7n1luAoOr7aGEKJzfRW4AGh2R5aCF2m7vvbWSqutyOahNFBeBztKYXQ3V9+uDxOTbqUU1DVF9nxOe9dFtw+dEW5pGJbT8a5qJOcL0ZET0zvcXh3yfctMDnDtaY3YDzml8Pv9VJSVoS2LpOSUvu9khLTW+Mt24SvZhm4JVm01UrNROaPweA8NSnX9Kfr80fF3KERXJHghBq1hhfHsKmoKmbVuGFCYP/B3gwAefWZ3l232lbrZs6+FoUO6FztPSbKHzbwASIiwAGZ8vI3jjk5jxeqaiKeOaA2Xnz+kw+NJk0bjyErHWxEmaGNZZJ06N7IdddO+0hbWbaxHKZg6KYWcLFef7KdVbrYLh8PoME8ZIKOxpGPgYj8dCNCyt4Qd/+9hxt91S7f36y4pp+SFd/DX1hE3opC8C09ry3AIrsRTz3uLy6lv8JGb7eTsU/IYVhj+O1a3eiPLTr6aQHNLW5DCV1XL9r/8G9PlREcwVeRQjuzoCcwIIbqWlxXZKWZOxsCfinp9FhV1nQcuDrZ5r8Xo/O4FzOMimHGhdWTtACYUKlZtDz1ea63xH7Q8qlKQngSj8ju+uOQEO41dZF8k99GUEX9As7MMWjya5HjFsOzDrysSqYJsGxt3+jrNQjl5uhu7GTpzvqqykoTEJIxuptZrrfE11BBwN4IycCSlY7oOjKH1TQEWr2hkx14vNlMxfUIcx02Ox2YL/V5orfFsWU6gal+7x63aCqgtJz5pGM3xB2dj7q/+GYYtzJLoQkSTgR8xhBgg55+exwcfV4TcblnBGhzRYOPWhojauT3dzxQ5bX42b31QFnK7acBZJ0d+x/u6K4excnUtSoW+wwEHqs6ffUouZ52S23G73c7IH13Pplv/0unvK9Mkfd5xJE8ZF3HfIlFT6+Wuv29m6coDQROlYP6cTH723XEkJvTNYTM+zuSMk3J4/b2SDoGfKfs+xVIGRqi14AMWu//9LON+/+OIT/50IMCGn/2RXf98HLRGGSba72fdzXcw5Z+3k3HR2fzqDxtY9nk1pqmwLI2h4KkX93LlhUO46bqRne5La82qq36Iv6kFAod8HwMWgWZ312s1HswwSD3uKOKHdwxwCSGi14gCB0Pz7Owp9XX6J68UDMmxM6pw4OspbC/puo3WUBdBFsWhslIgMxkq60O3MQ0YNySyY/fQLCjMhL2drKzZmnHRGgRXKhgUufoUO0Ynx+uMZBel1S1YnV3N75ed2vs3cVZtt1i0RuNui5tokuLgjGMNRuf1XQBj3tEu3l3W0uHxBJfF6Hx/2OCV1pqmxkaSulHI0NdUT+OeTWifF/bnpbaU7sKelEZC4ThWrPfwj6cq24ZKpeCjz5vISjP51bdyyM20d/q8/oqiDoGL/b0EILVhNx5nMgHTiVJg6kCXU0dSk/r2Bs1gpPZP5YkVsdJXCbOJQevoo1I565TOL8qVglnHpHPyib23LGtPHHwXJZz83O6fZBwzNY3pU1I6vdtgGBAfZ+OyTjIjQpk8PoW7fjmJhPjg3SmbqdqeuyDXRVaGg5RkO9OnpHLXLybx8++NDTmHeOSPvk7h1y8DODA9ZP/dgaQpYzn6yf8Xcb8i0dwS4Lu3rmb5F+2zPbSGxZ9W8oNfr8Hn67vUym99dQT5uXEdPotUd4j13w/ir63vskbIwTb+/E/s+sdjwYKZlkb7g/OaAw1NrP7aT7jj1o9Yvir4PgQCwUBUa8LE0y/t5bnXOjtxgupPVtK0ZWfHwEWr7gQuVHCN9MPJKBFCDCylFN+6NCM4BhxyiDdUcCWPb12aERUnzF5/8BjX1eEp3tn9viqlOHla+NPtuZMMXI7InlspxSVzDUbktP6btvfXYVMkOixc9mC2xUnTTL5/sYOctM73bzMNRuUnhxyDh+UkEu/q3YD9F9ss3v784MBFUEMLPP+xxc7SvlsEMTfDxqUnB4uJHPy1S463usy6geAUkkgFPM007Fy3P3ABB0+o9TXUsG75Zu55vBK/n7bvXuuNi6q6AL+7vwyvr/P3wl+yvcv9J7QcuDlnU6397vz5khMcvf45C9FX5JsqBi2lFD+/eRwjhyXw9It7qaoJDjDJSTYuPruAr142NGrWMR85IqGtf6GkpdoPKyvAMBR//NVk7v7HZj5cUnlgiXENhQXx/O5nE8nN7l5Efs5xGbzy2GwWLalg154mXE6TebMzGV7YvSW/lGEw5V+/pfBrF1H08HM0bduNIzONgivOIee8kzHsnd+VOFxvLSylaF9LyNU+Nm1t4MMlFZw2v29qL6Qk23nwL9N57H9FvPZuCU3NAZSC5IJMjHIjdEAAMFxOjAhX43CXVrRlXHSmLi6DT7YqdJiv/+PPFXHR2QUd/kbqV28MnkmHuZMXKVdBDkc9cCcZJ8zo8XMJIfrf6KFO7rw5l6ffqmH1pgPB1SljXVx5VhojCgY+6wIgNcEAwi0/GvzvlOGH9/xjCwwungNvrrBo8R6oWWEacMIkg7mTuneu4XIoLj/RpLxWs2WfJmAFMzzGFSjMbhYLS4yzM2l4GlX1bhqag1kyCS4bmSkuHIcWgOghn1/z4ZrwY8PC1RZfP93os6DWGbPjyU43eXNJMzuLgxf19ghrZ3XnvW0p3wuhsiWBtz9XhCoSZllQWRvgszVNnHBMYsftzeFX8VGA3X8gw0QpcODFp+3oQ7Iv0pNd5GclRUUQUYhISPBCDGqGobjigkIuPXcI+0pasLSmIDcOuz26kpIuOCOfFV+EX4v9uiuGHfbzx8fb+N3PJ1Fc2sJnX9Tg81mMG53IURNTDntAczqMw1r95FBKKdKOn07a8dN7/Fxdef290i6nury1sLTPghcAyUl2vvv1Udx47UgaGny4XCbuVcl8euLbIX9H2UwKrjoPFeFc3LKX3wtbd2J75qQui67W1PrYsr2BiWPbp9AaTkdEFVtH/fxGip95nZZde4O/53KSf8XZpM89Fu31Ez+ykIz5M1F9WbVXCNHnhhc4uPWGHOoaAtQ1BkhJNElJiq6/66HZkBwH9S0HAhUHB/KVgkQXjMw9/Au8iUMNxhUothRr6pqC0znGDVERZ1x0JjtVkZ3a84tOm2mQkxZPTlqPnyqsbSUab5jkBQ1U1ENFHWSn9l0/jh7v5OjxTprdFoEAJMQrSvd58Hg8YX8vISGyGzBaa7x1lWHbrNkTF7Y2mFKwcn1Lp8ELlAE6/DThuPh4EhPiaGwKBjEMpUlyaJKS40GZGAoS453YbdF1vnskUYYR8XlZNIiVvkrwQgiCy7F2t9Blf5p7XAazjk1n2crOi1dOmZDEeafn9Xg/+blxXHhWdBQpHQhVNeFPXCwLKqo6z4DxVtfiKS7HnpGKK6/n041spiItNXhX0jVrGtnnnET5m4vpcLZjmpjxcYz6yTcjfm5fbT3KNEKu+OE37Ch0hzs0h+qsuGj2GSd2uX9HZhpjb/su4+74Pk1bdhJwe0kYVYgtqZOTNCHEESElKfqCFq2UUpx9nMEzH1mg28dfW4+CFxzf82wA01Rty6EORk0RzmzsrJ3WFrq5AdCouCSU0fPvUrzrwMVaWkYGpcXFIdumpKZhRrAKGrB/Hkj4TB6/Ff57oHUwU6UzZnoegcp9hLtTYM/IJz87i0AggM8fwDQM7Ha57BOxLzZCLEIMcqapuOsXk/jKxYXtlhR1OhSXnVfAPb+bik2i5z2WneEMO+/VMCAnq/3UjKatu/j8spt5L+94Ppp+LguHnsDSBVdTveTzHvdHa43bHcDv1xz91D0UXH3+gVLo+zuaMGoosxY+QcKooRE/b/zIoWGXKs1p2ItW4b9PpqE6XXUkbmg+BV85N3TJdmDUT7+JYbejDIPE8aNImTZBAhdCiAE1Mk/xlfkG2fuzD1rrEORnwFdPNhiaPXiDDr0lKS6y9zDpoHsoWmv8u9bh+eh/eJe8iHfJS3gWP4tv2yq01fPl7AMBjdtj4XLFkZOb18nUEEVqWhpp6ZGveKUMA2ULPa1VKchP9aHCBB8MBcPyO59WZc8fE27vKEcctoxgrTLTNHE5HRK4EEcM+SYLESMcdoObrh3JdVcMY+uORrSGMSMSiI8fmD9jb3Ut/roGnLlZmHFHRpXqc0/PY9O9W0Nutyw457QDGS6Nm3ewZM5lBBqb22VEVH/6OctOuYYZrzxA1mkndLsfgYDmlbeLee7VfewpDqZ8Tp+SwtXf+SkL7vgBFW9/RMDtIXnqeNLnHtvtu4E5552MLTUZf23n5e+H1W0jkwaqjaRO01pNAxackEVaSucnVlPu+y3e6joq3lqMstnQVgBlBDM9Rnzva4z4wXXd6q8QQvSH4TmKG043qazXNLVAUjykJw1M0CJgaVq8weNtXA+mlkSTUXngstOhWGcrBWSnQWZK8PVqrfGt/wSreFv7hj4PgR2r0fWV2KefjOoi2N6Z3cVeXl3UwPJ1LQQsSIo3OGVWAmedMBRlufH5fBimQXx8QrfriAC40vNoKS8Kuf2kCY088WnogIgGTp7ZeVDfTEzDOe44PFtWHJThESygoRwuXJPmypRLccSS4IUQMSbOZXLUxJQB23/1JyvZ8rt/UvXBUgCMOBdDrrmAsbfdjDMnc8D61RvOOCmHV94uYdvOxg4X7YYBR01I4YRZB17j+h/cSaCxGd3JkqBaKb684RecvHNRt04iAgHNb/60gUWftp8v++X6OlatXcsPvzWai2+4rNuv7WCmy8lR9/+OL678QfB856Dimso0MZMSuP1HY/jpvyrweAIcXB7DMCAn28X3bhgV+vnj45jxygPUfPoF+556FW9VDXFDCyi87hKSJoT+PSGEiAaZyYrMyFfE7FU+v2b9XthWCr79Q0t6ombSEBiSEdtBDJupOHm64o3lHTMOFMGMhFMPWpnFqi7pGLg4iFW5F6t0F2beyG71Y/02N398pBLroBU+GpotXv6wgZXrW7jtxmxSUrtXYPxQrsx8PHWVWJ7O19c9aVY6Wxvi+Wxt++2ty8h/4+J0MtNCX6bZMgowj83EV74bq7EGDANbai5mRkHM1C440ikjuGJarIiVviqtu7NuXeyrr68nJSWFuro6kruxVrMQAspeW8jKS78b/MdBV7TKNHHmZzNnyf96pd5Df6it8/HRskoaGn0U5MYx57gM7HaDhkY//+/+rSz8uLztpMZmKs46JYebbxjdNm2nefc+Phy9oMv9zHj1QbLPnBdxv958v5S7/r455Hal4JkHj6PgMJbFPVTFux+z6dd/o/6L9cEHDIOccxcw4e6fkDBmOHuLW3jyhSLe+bAcr88iOcnGeafn8ZWLCklO6r2VXvaVtvDKW8V8/mUtSsGM6Wmcf0Z+h1Vu/I1N7HvyVYr/9yb+ugYSJ4xi6DevOKzsk67IWHH45L0T4vD4A5r310JtU+fVDI4ZCWPzYuMCQ2tNUUWwAKdpwMgcSEkI9n39bosP1mj+P3vnHR5HdfXh985sVe+9u/eKe6djOoTeWwgQIAQIgVACSUgIAb4UQgkEQugQiummY4N7712yeq+rbTP3+2MtyWttk7S2Zbzv8yRYM7N37s7Mzrn33HN+p7WrIAYpcXDieO/0HOfar9CriwPUsBWIhDTMk04JuV9ut+TGhytotek+m1UEHDclmivO6Lt6qa65aa/cg6OhujNCQjGasaTlYk5MR0r4fEkrH3/XTHmNR8l09GALZ8yNY+Sg8OmPuTXJ2h1ulm1202KTJMcJpowwMqxARTnAdpbVSlbs0KlqkJiNMDRXYUxh34RlffFjthMd3233XZcSa+4fFZVCocXhpPCPL/X7exJxXkToF9jtGstWN9DS5iYr3cKYEfF+645HCD+6Ltmxu5VWm0ZOppW0lO4lNzW7g89zZ+BuavE5kBAGlayLTmfsc388FF3uNbouefo/u3n93VLcmuxc5YiPNXDnTYOZPS0VgLoGJ5u3NYOAUUPjiY/znqzXfvUDS0+4IvDJFIXhf76LwpsvD7l/V926sjMtyE+TXHhWLj+7omcrTYGw7dqLs74Ra14W5rTkbvullDidOiZT+MvXffFdNQ8+ugWJ7HQWKYqnEtBDvxreGeli21PKkmMvpX1vOeCpMygMKtKtkXfdBYz8+wNh7VvEVvSeyLXrn5TWaJTVaBhUwZA8lRhrZHX2UNLUplNdr2MyQG666nOMs75EsnGvfxlGAZxxTP9PI6lskHy4AppsXWVhAQZnw4ljwWgQ6LqkrA5sDoiLgoxEur3DHd+/g2xtDHwykwXLnAtD7tuSdTb++opv8fPOJo2Cp+7NxGIKz29Eam40px0hFBSz1aetcrklivBonIWTNrvkn++2U1qjd96Ljmrmw/JVrp5vwaAKpJR8uVbn+82yW7XzaAtcOk8lNT5iY0Mh4rw4uETSRiIcVqSUvP5eKc+/UoytvSv0PjPdwl0/H8yEMQevbldzq4vS8nbMJoXCvOij1lny6VdVPPvf3VRWd1XamDIhiVuvG0hOVpfnv/LdhX41EgCkW6P8tQ8Y8dg9GONjw97P2joHXy6uobnZRWaGlbnTU4my9jyn86kXd/HK/0o7/+6YMDe1uPnNHzfxlwdGMWl8EsmJJmZM9p8GY4wL4TvqOoa4nglR7tzTFrBcq67D9t2tPWozGFFFuUQV5frdL4TAbA5//uyevW389tHN3VJ0dN3jZLr3T5t4+Z/HkJVuYfkZ12Mvr9o3qvdcoA7R0ZJnXiN2+CAKbrwk7H2MEOFIp6pe4z+ftlNS1fVDUxWYPsrIWbM8E5eDgS4l1Q0SlxuS4wRRlqPTxja06Lz5pY11O9yd7/b4aMHJUy3MGGPqnMhKKdlRGbjStAR2VcEI/6/rXqNLSUUDNLRJVEWQmQAJ0T2/Zw2tkjcXQ4cm9P72bHsZOJxw9lSJoghyU4M0Zui+kHIgwtCzyWFJhQtV8Qoe7YbTJalt0MhJD4/zQqgGDNbAYwGj4eD8Pl753E55refLdtyLDsfElmKND753cuZMM+v3SL7fLL32d2BzwCtfa/z8NN9OtwgRDiUR50WEw8p/39rL0//Z3W17ZbWd2+5fz9/+MCbs+g4NTU7+8fwuPv+mGrfmeUNnpJm54oJ8Tj2+7+VGjyTe/qCMx5/unk+6fHU9192+in89Np6sfekJrVt2IowGpMt/kXbpdNFeXIZx9NCw9VHTJH9/fidvLyhD4qly4dYkjz+9nV/8dBDzj8sIua36Bievv1sW8JinX9rNpPHBVcXjxg3HmpdFe4n/0mrCZCT9tOCpJftjMgraNf/DVyEI22rQ4ebtD8r3Ddx9f19dl7z7UTnnF1bTusm/kCrArseeI/9nF0VyfSNE2I+GFp3H37DR7vD+jWk6fLfWRYtNctX88JcJX7nNzcKVbhpaPOdVBIweoHDqFBOxUUfP5KepTefRl1tobpNek/imNslrn7fTbJPMn+ZJj3Nr/oUsOxBAc3vgY3pDXYvk+20egVDPK1myvgTS4yVTBwtMPZhYL98Obt33W10CxTVQXg/Z3YP8uqFmFuFurApwhEDN7JmOkskoAi4QdHCwnAmHktomnY27/VdkkcDiDS5OnGTkhy2BS7s222BrmTyqS/32GKEErLzW7+iF8O3h4MjoZYQfJc2tLp5/dY/PfZ4SZZJ/vrArrOdsanZx/e2r+ezrqk7HBUBltYM//nUbL7xeHNbz9WeaW138/fmdPvdpOrS1ub0cS4aYKKSv0hMHYIjpm8jVgfzzxV28+X4Z+r6ydR33zW7Xefj/tvL14pqQ2/rq+xr0AKMWKWHrjlbKKoOPDoWiMOShXwQ4AIpuuQJTcs+ih2ZNTQkYNiolXqKh/REpJS0bt1O/aAXteyv8Hrd0ZT1aAEeNrsPSVfXUfrkEYQgc+dFeUk57cWDHVIQIRxtfrHTS7pDdVlLBM3FZvd1NcWXfy03uz9drXLzxtavTcQGeldx1O3X+/q6d1vajJ1v50yV2mtt8X3+Aj7+309C8TwshlBG5gCCvwh7T0i75epPHcQH7xl/79lU3wbebJaFmmEsp2VwaQKICjyNrc6n//fujZg5AWGLwXcNcgNGMmjMktMb2MX6Yxe/96CAz1UBaUv+u1iHtNrSKPWjVe/2WjN1RGvy37XLDjjKd6sbAxykC9lQdPb/dCP2XiPMiwmHjm8W1uF2BJy7rNzdTUWUP2zlffruEimq7z/KPAM+9vIfK6vCdr6/U1jt44bVibn9gPXc+uJ63FpTR2uY/8qEnfP5NNW63/+uv6fD14trO82WceULgOEshiB05GGthTlj6B9DQ6OTN9/1PSIWAZ17aHfLAqqXFHVLIY3NzkOWvfWRfdDoj/nofisUEQiCMhg7BBgpuvjywc8MPF5zliQf2NVZTFEhLMTNvRrBY28BIKXFU12GvqA7JIdUTqj74km/HnMq3Y0/lh7kX82XRHJaedCUtG7tHTgRyJHUeo+/7vxD0LGSwEWmECEcRUkqWbHQGnKgpCizd7AzbOZvbJJ8s922jdAnNbfDl6tDer4cCXUrK6j1RB19vlKzYKalvDc97RNMkP2wIfP2FgCUbPddfVQTZSZ7oCn9ICbkhRCz0hC3l0u+YSAL1rVDZGFpbbj3wMAE838Ee4iMnDEZMx5yMiN63CCBEpy0Q1hjPPnPPhC3zMk2MGWIh0FDgrHlxfdZQ0nSJw6WjhdkuSXsb9s9fo+3fD9H+vydpf/Nv2F74Pc6133UbC4WqahhqF48ulcQI/ZVI2kiEw0Z9oxNFFQFXXjuOy0y3BDwmFDRN8v6nFX6NNHhs4oefV3L1RQV9Pl9f+XpxDQ88uhld61q1+WFFPc+9soe//HYUwwf3TUynstqOqoogDgxJXb2TmGgD0QPzybpgPuVvfIzPiyglg++/Oayiid8uqQ34fEgJJWXt7C6xUZQfPOIjI80S9HkTAtJSPc9bVY2dklIbFovKsEGxGAzd/b0FP7uY7AtPo/yNj2gvKceUnEjWeadgyU4P2h9fDCqM4fd3D+f+RzbjdHoEtgSeAWF6ioXHHhrVa/0JKSVl/32PnX9+ltbNnnQhS3YGBTdfRuHNl6MY+mYSyl77gDWX3d5te93XS1k883ymL3qD2OEDO7ePHZnAwm+q/d4TVfEck5g3DvlIYKedKS0Za35Wn/ofIcKPCbcGjiB+AqlDiy18M5KV2wL/TnUJy7dozJ/i0VU4nDjdkq83eSbnHclrogl2VMHAdMmEou4Ckj3B5pA4g/lpBNQ1ddnTETmelAo/h5IUC+lhrpReUhtYZ0MAe+skmYnBr4VBAauJzigOfw3G78tU0nRPdIdbg8QYiPEx1BPWGExTT0c2VKHVVwASJSEdJTmr1/fn5xcm8ZcXa9m824mqdE3KJXD+iXHMGNf7VKp2p05xtZOaJs3zTAHJcSoFaSaizH1bM5aOdmxvP4lsquusXgIg21txLlqAbGnEPOO0zu0FmcHPpyowIFMhMUanIYCcli4hJyWSMtIjjrBSqQE9ev2IiPMiwmEjNdkcdCIJkJIUHqVeW7tGa1vwELryysMfebFjdyv3P7IZXZdegwopoc3m5rb71vHGs5P7VK4yLtaIHoK7PS626zUx+pk/IDWdijc/RqgqKALp1hBGAyOfuJeMM4/vdX980drm7qwGEuy4UJgzLYXHnlK9xGH3R1Vg8oQknE6d23+7niUrukaRifFGrrggn7Pndx8wGRPiyL/ugpD6EAozJqXw7gtT+fjLSrZsb8FgUJg6MYmZk5N9OlBCZeu9j7PzT097RTHYyyrZctefafhhNRNe+z/Pfe0Fmt3Bhpse8Lk0IzUN3WZn0x0PM/nD5zq3n3tqNp986T+fWZdw9vws0nKKsORlYS+rAs3HvROCgpsu7bPzJUKEHxMGFaxmaHf4P0YISIgOXxBuXbPsdAT4w+n29CkmfJUge8UP2+icrHX0t+O/O6o8/RvaB3+oxSS6VW3wRYy1632cHCuYOUzy/TbPhL7jVS2lp5TozKF9c6gciJQyeKQEnnsWCkIIRhdIlm33v0ovJYzIg7V7YPUub52PgjSYMay7E0MIgUjKQEkKXeMqEFEWhd9cl8qW3U5+WGfDZtfJSDYw55hoUhJ6b0dsDp01u9rRdO9nqrZZo76lnTGFFmJ7ITTegWvtImRTrd+L61r7HYZhx6Ame65TZrJKUZbCngrd53MoBEwYYiAmSmHyEPhkpe+HQQAWMwzPOzImtxEOHU8++SR//vOfqaioYMSIETzxxBPMnDnT7/Evv/wyjzzyCNu3byc+Pp6TTjqJRx99lOTk0EPKImkjEQ4bs6elYA4gPKgoMGF0AumpfY+6ALBalKAlqIQQXpP1w8Wb75d6qkH62Kfr0GbT+PDzyj6d47hZaYHzUhWYOCaBxIQu55FqtTD+lSeYteYDBv76evKvv4gRj/+G40sXk3ft+X3qjy9yMq1BHRcAWSFG5lgsKrddPwjonoWgKJ79F52dy09vX8XyVQ1e+xuaXDz+9A6efyV8uigbtjTx+ye2cO0vV3Hb/ev48PNKHA7P5Dw2xsB5p+dw3y+HcfctQ5g7PbVPjovGFes9jgvoPvCRkqp3F1L+xke9br/qvc89ZXT9IDWN2oWLPQ6IfQwdFMsvfuqJxNj/t9nx7ztvHExRfjRCVTnmnX9ijIvxeJg6D/T8O/3UuQy4/Zpe9z1ChB8jQgimjTQFXEzTJUwe3nsn+IFEmYNPboQAc/hO2SuabJKKxsBOli1loaW2+cNoEIwdbAx8/XWYOMx7gSY7SXDWMTBpIAzOgGHZcPxoOHYkmI3hnTwKIYgKsj4k8B0R4Y8JAzyRFf58LBMHwtZywQ9buwuUFtfAO0s81S3CQbtDsmSLzktfaLywUOOzVTq1zZ57KoRgWJGZq85M5KYLkjn3+Pg+OS4AtpU7/IqV6hK2ljlCTnP1hWvjksC5G0LBvXm516bLTrSQECN8piPlpCqcPctT0WXiIMGo/H0pOfsdLAQYDXDBLPWgVSaKcGTy+uuvc+utt3LPPfewevVqZs6cycknn0xJSYnP4xctWsRll13G1VdfzcaNG3nzzTdZvnw511zTs/FbxHkR4bARHWXghquKfO5TFDCoCjdc6Xt/bzAYFOZMS/Ga+xyIpkmOm5UWtnP2lsXLAgsZSgk/LK/r0zky0iycdXKWT4PmSSsVXHNJgc/Pxo4YxOD7b2bEY/dQcOMlGBPDHMe6j2nHJBMfZ/Q7CFIUmDIxiZTk4OXUOjhpXjp/uHsEeTneYaHHjE3kmUfHs/CbapqaXX7zVF94vZiqmr5F50gp+cs/t3H9HWv4+IsqNm9rYdmqBh7+v61cdtPyPrfvi5JnXw8seqko7Hny5V63bysuCx61ISW2A0Q1zzk1m6cfHcfc6SkkJRpJTjQxYXQCN11dxPAhXeVo40YPZdbaDxh41/VEFeViSkkkceo4xr70Fya8+XcU42GeDUWI0A+ZN95T3cPfBHrqCCM5aeETJhwzUA2ssSFgRIFy2Cs5hKLhYHdBU1vfznPyFAuq6nsiLwSMH+L7+htUwYB0wfgiwZh8QUqsCGvExf4MyAjcrgSK0kM/t8UkuGAmDM32jkKPNsPcUTAq3xN14fNcEmxOWNO9CF2PKa+T/GOBzpdrJXtrPek4K7ZLnv5IZ8X28Go9gSfqotkWuF2bQ9LS3rtzS11D2vwvEOw7CL3Fe+ElIUbh9gujOG26ifREQbQFMpME04arHDde7Xw2hRCcMVXhJzMU8tMgyuxxQk0ZKrj+FDWSMhKhG4899hhXX30111xzDcOGDeOJJ54gNzeXf/7znz6PX7JkCQUFBdx8880UFhYyY8YMfvrTn7JixYoenbdXLsYPP/yQd955h6SkJK666iqGDu0qi9jQ0MA555zDl19+2ZumIxxlnDM/G7NJ4ZmXdlPf0OWCH1AQzR03DmbIwNgAn+45l5+fz3dL6pCyewidosDk8UkMHxzec/YGlzu4cXMGEDsNlZuvG4jRKHjrg3I0TXamaCQlmLjn1iGMHHpwnBKhYjQq3PXzwdzzh42IA8JvVQWirAZuvqZnZdLAU9Fj5pRkdpfYaG1zk5luITXZjNOl8/GXVcF0Sfn4yyquOD+/F9/Iwxvvl/LOR76rcJRVOrjztxt44W8T/A5WS8psbN3RitEgGD86wSt9yG7X+Oybaj75spL6BhdZGRZOPzETw/qtSHeAtCld79TB6A2mxPiQxD9NyQndto0YEseIO4bz8ZeVPP3ibpatbmDZas8AbPCAGG6/YRDDB8dhyUxjyAO3MOSBW3rdzyOBiI2NEC7iohVuOz+a175oZ3Nx1+/fbIQ540ycMiV0x28oZKcojChQ2FSsd1sgFnjen/PGHX5Ho64TNL0FQhcy9EdWqsrNP4nh3x+2Ud8sEcIzQRcCpo40ct6x4S9T21MGZsDeWmiy+b4ew7IhztqziWuUWXDyBJgzStLQ6rHXqXGgKIKl2+i8Dr6Q0lONZOqQkHSafeJwSV7+Sse175HfP/1GCPh0pSQ1TpLvxynj1qC0zqMZkxANafHefSmr1Vm6RaOkRqIqMDRXYUhOaA+LzaETF9ULh6FQwGACdwBBEaEgLN2fqSizYN54E2MHqrz0YSvrdjjZtgs+/d7jbDp+spXTZ0WhKIKhuYKhuZG17XAghII4QsqPAp19bW5u9tpuNpsxm71thdPpZOXKldx1111e20844QS+//57n+1PmzaNe+65h48++oiTTz6Z6upq3nrrLebPn9+jfvbYefHKK69w2WWXcdJJJ7F161b+9re/8a9//YuLL76488t88803PW02wlHMqcdnctK8DNZvaqK51U1WhoVBhTEH5VxF+dE8/tBoHvjzJmrqnKiKQJee+utzpqfy65uHHLTVjZ4wYkgcK9Y2+E2ZUBUYMbRvgp3gWd35+TUDueQneSxeWkebTSM328qk8Un9Jjxw5pQUHn9oNM/8dw8bt3heqIqA6ZNTuOGKInKyepc4LYToJvLZ0urG6Qw8ARdCUFXjoKnZxYLPKvjs62pa29zk51g58+QsZk5JCVjRRNclz73sST0xaA6EBJfB2yjsLG5j3aYmxoxI8NpeWW3nD/+3lVXrGju3GQyC00/M5KarB9Da6ubme9ayZ6+tc3BYXtXOstUNXFcjSQ40YgTU6N4noWecdTwbbnkQ6fKTHK14qtFEDy70ufvdj8t59MnuFUl27G7lprvW8uQjYxkaZmdmfyRiYyOEm6Q4hRvOiqa2Sae8VsOoCoqy1bCnIHRw4TwTb3/rZPUOvdNhoUuIifLsy045/IP5pNjgjgtVgbgw6HIUZRv47bVxbC12U1GnYTIIRg4wkhBz+K8DgFEVzB0B6/dKdld3VQuJMsOwbEFRH4JRrSaBNcl7W6udoBffpXkEVbfudrBwSRvF5S7MJsGkkVaOmxJNYlzgyf/SrR7HhUBiUty4pAGJ8HIefbtB59J073akhNW7YcUOOh0fAMkxnqiR9AT4br3Gpys1Lz2T6kadzSU6YwcFvya9FaoVQmAYMh73pmVeYp3eX0DHMGisz10tbToP/7uRxlbvz9qdkgXf2Who0bjytL6PKyMc+eTm5nr9ff/99/PAAw94bautrUXTNNLTvcXp09PTqaz0ndY+bdo0Xn75Zc4//3zsdjtut5vTTz+dv/3tbz3qX4+dF48++iiPP/44P//5zwF46623uPLKK7Hb7Vx99dU9bS5CBMAziR43KuGQnGvMiHjeem4KS1bWs6u4DbNJYfqkZLIzD7N62H6ce1p258qzL3QJZ56cGbbzJcabOPWE8LUXbiaMSeTpMYlUVttpbnGRlmIhIb5nq3ftdo3Pv6lm8fI6nC6dIQNiOf3ETK9KNjFRanCBUOlxnlx643IamlydvoDaegfL1zQya2oyD/5qhF/nz849beTtXsrkXZ+S1exxYtTEZLGs4DjWZU/vXN754rtqL+dFQ6OTn9252itCCcDtlrzzUTk1tQ7a2t3sLbN5urmvXx3fZVn0GE6S6/2W4ROqStZ5PfN+748pJYmiX17Dzj8+5fsACUN//0ufzkFbu8bfn9/p82O6Dm50nnx+F3/9w5he9+9IIWJjIxwsUuIVUuIP/oTZaBBcMM/MCRN1NhXruNyS9ESFIXnKYa8w0kFanEfHoc3uex4tgMJUwpbeogjBsAIjwwoOf9SJL4wGwfhCweg8SavdE4kaa+m5OOjeao1lmzVqm3WiLYJxg1SG5aleDn2LkaBhL4qQvPJhI58vtXnZ5Pe+buHT71v59dUpDMj1L9axe287c1L2MDS2HKOi49IVtrRmsbKhgFbNipSeyIoDWb7D878DqW+Fd5bCpIE6n670eDX2j8qREuqaBC63Rx/C//eCxJjep2mZxs3GvW21J/qiW2iTQMkqQs32HY362RIbjS2+hTsBFq1xcOwxbvIyDr/uW4TDy969e4mL63JkHRh1sT8HviOklH7fG5s2beLmm2/mvvvu48QTT6SiooI77riD66+/nueee87nZ3zR4yd027ZtnHrqqZ1/n3vuuaSkpHD66afjcrk466yzetpkhAiHHFUVTJ+UzPRJYS6YHiamTkzivDOyeeO9Mi/DrSoCTZfcfsMgcrMOf7jpoSYjzUJGWs8FXHeXtHHrb9ZR1+DsXHlZsaaBl98q4fYbB3P6iR7HjdmsMmdaKt98X+M3dUTTJctWN9DU7PIaO3Tco++W1PHyWyVc7ietZNtv/4+z1vwHfT83QnJrBfM3/Iesxt18MuISEILyKm/dizfeL6OuwemvSi3fLQ2sgbIxczLTd31EvLMJeWDFDkVBsZopuPGSgG0EY8hvb0Eogp2P/gvpdCFUFalpGBPjGfXPB0k7abbPz337Qy12u3+Pka7DqvWNVFbbe3X/jyQiNjbCj4WkOIUZo/pHdMGBCCGYMUTyxQZPisCB87n4KBjT+8zAIxaDKkgIXnW8G7qUvPOtkx82dUUkCAFrdmjkpSlcc6q5U8x1UBas963nB+xLKWm38flSjyN+f5snpSdS4JEX6vjbXRmYfEQP6fY2Tk5aillxowjPnTUqOiNiyxgYXcXb5cfQ6IrudtPbHLDCtw8dua8fywKkvGhSsLtCYXCuf1uWnWzsU1SrEp+M9azrsX/6X0+5VNGh7C5Ri0ZimXee34njt6vtgfVoFFi01s5FGQcn8vmoRBFHTPlRoLOvcXFxXs4LX6SkpKCqarcoi+rq6m7RGB08/PDDTJ8+nTvuuAOA0aNHEx0dzcyZM/nd735HZmZoi6g9dl7ExcVRVVVFYWFX6O+cOXNYsGABp556KqWlpT1tMkKECAcghODnVw9gzIgE3nivlE1bm1EUweTxiZx/Zk63dIII/nE4dX5x7zoamjx5ogdGJDzy923kZlk7I3+uuCCfxcvqkG69m6NACJgwJoEVaxr9nk9KeHNBGRefk9utOkjjsnXwyn8AUPYbOXX8e1zpd+xIG8OOtNHdKqh8sLAiYERIkIwQXAYzLx9zGzfteQatpASxb3lIutyYkhOY+PaTRBXk+G8gBISiMOS3t1J48+VUvvc5roYmogpySDt1HqrZ/ypZTZ0DVRVBSyfX1jt+9M6LiI2NEOHQkBAtOGmsZFs57K4Bl9uTKjEow6MD0V9SJ48Evl3r5odN3hEJHfZob43Oq184uPoUz7s7LR6K0mGXjyrZAjAosHlnq9/gDCmh1aazZJ2NWRO6e1ra96zHrLi6zRkVITErLualbOR/FZM4UF96R3lgGyoBtwz8TOypVEhLhIQYvfP7dDSZmWigIK3vkTdqajZRF9+JVrYTvaYMVAOG/KEo8f4X4zRd0toe2L7qOjQ0BdDFihBhP0wmExMmTGDhwoVeiyoLFy7kjDPO8PkZm82G4YCS9uq+H2JPqvD02HkxadIkPv74Y6ZMmeK1ffbs2Z2DqwgRIvQdIQSzp6Ywe2rKITlfSamN2gYnKYmmbpU4jmS+XFRNbb1/gStFgVf/t7fTeVGUH81f/zCGh/6ymdIKe+fgQ1UFZ56cSUyUgdXrmwJOtBubXJRWtFOQ6z2wKn7mVYRB9SucqQuF8cVfsiNtNGeclNWtzUCE8t5vjEoj9e3XyClfT90X36O7NRKnjCXj7BMDOhd6iik5kbyrfhLy8YnxxqCOC89x4etjfyViYyNEOHREmwXjCmGcbymesOJ0SWpbPBPalHiP1sSPAU2TfLXav32SEjYX61Q36KQlehz6x44G82bYUurtoIiPhhlDdL78wo920j4UBbbscXZzXmjtLeitjX4XuxUBWdYmEgytxCV6RxjYnHjpWPhCCIGqeKJ1/BxBY7OBE8apVDe5cbgkJoMgLcGA1RS+KCQhBIacgZAzMKTjFeER5rQ7/X85RYG4fqLDEuHI4LbbbuPSSy9l4sSJTJ06lWeeeYaSkhKuv/56AH79619TVlbGf/7jWbQ77bTTuPbaa/nnP//ZmTZy6623MmnSJLKysgKdyoseOy9+8Ytf+FURnTNnDh988AEvvvhiT5uNECHCYWL1+kb+9txOtu1s7dw2dFAsP7+66EcR4bFkZX1AHQtdh6WrG7zy9EYMiePVpyexekMTu0vasJpVpk5MIjHBxHOv7AnpvL6qqjet2hiw4ociddJbShk6KIYBBd4Dq8R4I/WN/geIQbU6AJNJYcigeGLGziH9lDmBDz6EzJ6Wyl+e2o7LTwUdIWDYoNh+pUtzsIjY2AgRfly43JLFW2DT3i4xTKMBxuRLJg3uvYBjf6GiXtIWpLq3ELClROt0XqgKzB4BxwyEklqPMyA5FjISwBGgmIZXmz626e2tPrZ2J8Xcyowx3gLQUeZQqsvIwM4NoDBDwWJSyEvtP852IQTTx1r4anm73/7rOkwd/eOObIwQXs4//3zq6up48MEHqaioYOTIkXz00Ufk53ty7ioqKigp6coRu+KKK2hpaeHvf/87v/zlL0lISGDevHn86U9/6tF5e+y8mD17NrNn+85bBs/gas6cOT1tNkKECIeBlWsbuO2+9d3CtbbuaOHme9bx+IOjGD868TD1Ljy4XTJoVIKmSXQdrzBSIQTjRyUw/gAh2XEj4/n3q4EbTEowku2jCkoo1Tyk0cQf7xnZbfupJ2Ty37dKAjphBhREs6fEhuZjdKIIOO2EDGKi+58YV2yMgasuLODp/+zutk8Ij9jdDVcWHYaeHXoiNjZChB8PmiZ5dxlUNXhHGLjcHn2F+lY4ZYJ/gbsjgVCi5gCfOlJRZhia7b3NYlbIyzCwt8rt13brOgwr8iEiGGJZylFFKplJ3scOyoTFW/xHMQrhqTpS4SPdpQODCuMH9c/ohZOmWlm63o7N3t0BIwSMHWxiQHb/Gx8cyQhFQSj983nwRW/6esMNN3DDDTf43PfCCy902/bzn/+8U5C8t/Tpiu7cuZPf/OY3XHjhhVRXVwPwySefsHHjxj51KkKECAcfKSWP/GMbuuxuyKT0lPR89MntPcpD648MHRS4vKYQMLAwGjXEEN5xoxIozIsKuFp23hk5PvOlM846IaB4k1QUhl91GinJ3QdlPzk9m5QkM6qPt7YQMHtqCo/eP5KMNLNXPfqO040eHs/PLu+/DoBLzs3lxquKiLJ6JyKnpZj58/0jGTsy4fB07DASsbERIhzZbCmDygbf2g3g0X0orjmkXQo7aYkKhiAFNKSE3LTQpxzzZ8X6dSIowpPeMGlk98UAQ1xyUAeGFApDBndPx40ywzG+C3UgAFXAcWME88aqnf3o3C880SQXzTMQbemfjqikOJVfX5HQrZqIosCscRZ+enbcEe1Ei3D00GvnxTfffMOoUaNYunQp//vf/2ht9YRqrVu3jvvvvz9sHYwQIcLBYcOWZsoq7H4HCFJCSVk7G7e2HNqOhZlTj8/AoPpK4vAgJfzk9NCFKoUQ/PHekSQlGr2cBB1OheNmpXLhWbk+P5t7xTkYE+PpphQGoCgYLGYG3nKpz88mxpt46s/jukXCmIyCc0/L5oE7hpGaYuHf/zeBW64dyOABMaQmmxg1LI77fjmUJ343Goul9yXaDjZCCC48K5f3/zOV3/96OL+6aTD/97vRvPmvyUwan3S4u3fIidjYCBGOfDYEqKoBnknvxiDH9HesZsHEIWpAnYnUeMGArNCnHNPHWjllpid1cv/FYCE857vzimSflUaEasCUXhCwbXN6AUL1HWEwcSBMHwrmA3Ynx8JZUzz/nTdW5dqTDYzIF8RHQ1IsTBuucMtZRgZl9+9V9owUA/dek8h91yRwxWkxXHtmLH+5NZnL5seGrSxwhAgHm17HB91111387ne/47bbbiM2tmtlc+7cufzf//1fWDoX4ejD7db5+vtaPv6iktp6J+mpZk49PpPpk5JDXhmPEBoVVUGSVPdRVWNn5NDAJZP6M4kJJu67fRj3P7IJRUBHldAOYa4T56Zx8jzfZZ38kZ1h5aV/HMNHX1Sy8JtqWlvd5OVEcebJmUyZkNS5emEvr6Lk2depfP8LdLuDhEmjGf6Xu9ly159xVNYgDCpIkJqGIS6aY955iqj8bL/nTUsx8/hDoymraGfrzlaMBsHYkQnExnS9yqOiDJx7Wjbnnua/nf6MxaIye1rq4e7GYSdiYyMcLMqqnHz2QwtbdjlQFBg3zMpxU2JJio+EjIeb5vbA+6WEZtuh6cvBZP4UEyVVdirqpFeUiSLAbITLTjT3aFVfCMHFp8QzfpiFz39oo7jChckomDzKypxjooiP6apQUN/qpqrBhd2pYzQIUuIKiE12Iev20lXvw/NfQ0oOpuxBAc4LYwthZB6U1YPTDQlRkBrvfVx+ukJ+ev92VAQiP9NIfmbfK59EiHA46LWlWr9+Pa+88kq37ampqdTV1fWpUxGOTlrb3Pzi3nVs3t7SKT64u6SN75fXM3FMAn+6dyRmc/9dOT7SiI8LzXDFxfbNwNlsbt7+sJz3P62gutZBXIyBk49N5yen55DqIz2it2iaRFHwOUCaOz2VzL+M5/V3S1m0tBa3WzKwMIZzT8vm+NlpKL0QTIuJNnDe6Tmc5ydqo37RCpadeg2a3dGZ7GvbVULZf99j0L03ET0wn9qvloAuSZw2nqwL5mOIDq3KS3am9agQrzyaidjYCAeDL5a08MxbdQjRJfC7u9TJ+18186ur0hg1OPJeCScWI9gDCFAKwBoGM7i7UmfJFp3dlftSNFJhylCFwTnhm2B3pJD6srFWs+DGsyz8sNHNDxvdNLRKrCaYMMTArNEGEnpZxWJYoZlhhb4vkC4lW/e209DWJYJtd0la2h1YjPkMG5KHaCxHuhwIoxljShaqNXAaaQcGFfIjPvQIfUQoAnEECfIeKX3ttfMiISGBiooKr1r0AKtXryY7+8hc8YtwePnT37aydacnRaFjUNXx31XrGvnH87u47Wf+PeY/dpwuz6pCuHISx49KID7WQFOL/5JkifFGxo2M97vfXlnD3uffpO6rJUhdkjzrGPKuOR9LtieSobnFxQ2/WkNJqa1TV6OhycVr75by4cJKfv/rEdQ2ONF1yYihcWRn9GzgrOuSjz6v5I33y9hV3IaqCiaPT+Tic3K7VUoZOjCW+28f1qP2e4urqYXlZ16P1u7wKgHSUWlk+0N/Z+J7TzPm2T8ckv6EgtOl89nXVbz3SQUVVXYS4oycfGw6p52YSVxM7xxYZZXtfL+sDrtDZ0BBNJPHJ0UiqEIkYmMjhJvtxQ6eftPj+No/XVCXnooYjzxfzd/uySEh9uhcJNB1j/6TL72i3jIsB5Zs9a95IYEhAX7OUkqa2tzUNjlxuXVMRoWUeBNxUYbOscDSLTqfrtQRouu+FlfDniqd6SMkRZkKbXaINkN+Gj121rscDpoa6mhvbUZKiWowEBufRExCIsp+OR1mo2DOWCNzxh6aFf29NU4vx8X+2F2SHXUqowqGHJK+hEptM6wrhpIaz73PSoLR+ZDZS110XZc0tLqxuzRURZAUa8RkOHIjQiJECIVeOy8uuugifvWrX/Hmm28ihEDXdRYvXsztt9/OZZddFs4+RjgKqKy28/X3tf6VpSUsWFjBNZcW9HoidSRia9d4a0Ep//uonNo6J0aDYN6MVC4+N4+i/OjgDQTAaFT46eVFPPL3bX6P+enlhRj8GMKahYtYcc4N6A5X5wS9ftEKdjzyDONffYKM04/jr//aSUmZrZsgqK5Dc4ubm+5e67V9yoQk7r5lCEmJwUuM6brkwb9s5vNvazq1JzRNsnRlPd8vr+fuW4ZwynEZQds5GJT99z3cza3+ZctVld2PPd9vypW22zVuu28d6zc3dw6AG5tcPPXibt7+oJwn/zSWjLTQS6jZ7Rp//NvWznujCE/wSWqyiQfuGM6YEd0dYq6mFtpLyjHExQRMnTlaiNjYCOHmw2+b/JZUlhKcbsmXS1s4+7iEQ963w8nGHXYWfNPMum0eDajsNAMnz4hj7qToXkXl7c/IPFhfDG2O7uZACEiK8VS58IWmS7aXtdFi22+Bwa5R3+IiPtrAwKxoaprg05WeG7p/+x3/XrxRsmyb3vk9osxw7FgYnhva97Lb2qgu3+vVuOZ201hXja21mbScfC8HxqFC0yUVDYFrqra0a7TZNaL7idbT1jL4Yh2wn5NpZyXsqIBpQ2FcYcCPd6O+xcWuinbc+w2w9lTZSU8wUZBu6bbQJaVEczmRUmIwmo6oKhgRIuxPr5/c3//+9+Tl5ZGdnU1rayvDhw9n1qxZTJs2jd/85jfh7GOEo4A1G5qClrN0uSQbtzQfmg71AadLp3ivjb3lNvTgRcP9YrO5uenXa/jXf/dQW+cx0i635PNva7j6FytZta6hz309/cRMbrt+INZ9xr3DllktKrffMIhTj/c9qmrfW8GKs29Adzi9R8K6jnS5WXXBLZSv3sHCb6r9lvb0dWWWr67nhrvWYLP5jwbp4OMvq/j8W49M+/7PTkc5tj/+bSvVtY6g7RwM6r5dFvgATaN+0Yp+U8nlny/sYuNWz2/rwAFwXb2D+x7ZFHJbUkru//NmvlzUdW867kldvZNf3LeOXcVtncfby6pYc+WdLMycwnfjT+ergfP4bvLZVH30dZ+/15FMxMZGCDfrttn9vo/B81tduzWISEM/od0pabZJnO6+vUO/XNrK756pZv32LvHqsmo3//pfPX99pbZPNhzAYhKcMxVS98lG7T+dzEmCsyb7j/QorrJ5Oy72o6nNzd6adlZs1wMVsALAvd81sjlgwVLJpr3Bv5eUktrKMr9OeKfDTlP94SmVYnPoAZ/lDppsviMzDjWNbR7HhcS3k+n7LVDRgyFdU5ubbWU2L8dFB1WNTvZUdf2OpZS0NdZTtXsrVXu2UV28nYqdm2mqqUDX+8f1+dEihKf6zRHzvyMjMrZXkRdSSsrLy3n22Wd56KGHWLVqFbquM27cOAYNOnrD+iP0nlAncf1krucTh1PnhdeKeeejclrbPAOO9FQzF52Ty9mnZPU43eO5V/awY3drt6gFbV9o631/2sw7L0zBaOyb9/zs+dmcfGwGi5bWUdfgIDnRzMzJyQErUxQ//Sq6y0W3zsG+OquSJU99jKaN7lFfNB3KKtr5YGEl550RuALIWwtKvcJkfbHgswquvqigR30ICyE8qP3FcdFmc/PBwkq/A0FNh01bW9iyo4WhA4PnC2/e3sLiZb41GXQJmlvnP28U88Adw7GXV7Fo2rk4q+s6U2oAmtdsZsWZ1zPm+T+Sc8mZvflaRzQRGxvhYBDKK6efvJb8UtMs2VSqU+8pvoMAspNgRK5ClLlnNramweOkAN/RKEvXtfPd0DZmT4zpU5/jogTnz4CqRkllg6fTucmQFOu/vy63Tl2zK2C7NU1O9labfJrh/fF1T79cKxmaHTiFxNbagq4Fnty2NjWSkJR66FfxQ31O+8nzvKGELu1QHwgB6/aEnj6ytyaw4HpVo4usZB2zUaG5rorWA5xMUuq0NtTisLWRklt0WKJnIkToLb12XgwaNIiNGzcyaNAgioqKwt2vCEcZI4cFr2ahKiKkydPhwOXSueOB9aze0Og1UKiqcfD4UzsoKbXxi5+GPulwOHUWfOZ/QiklNDa7ePGNYiaOSWTowNg+lcG0WlSOn50W8vHVH3/dtZzuq3+aRvMPKyHft/PC5G7H5LZjM8WiKwe8hqTH6RDIeSGlZOfutoADbV2XrP5sE2ViPemnHxuyGGY4SJo+gcp3F/o/QFVInDo+ZIeWo6qWpjWbUAwGEiaNxhDbt8H0/uzY3YbTGXgJSwhYv6kppN/f599Uo6oCTfN9czQdvlpcyz236my59/Fujgugcyax4cYHyDjjOGzCTEuLm8QEE1HW/hECfDCJ2NgIB4OhhWZWb2n3a1cUAUOLQk8PO9SUN0iWbvfuvMRTFaK6WWfOCIXoHjgwvlrWGmg+iRDw/tctZGZYSYoVpMT3bYKXniBITwjt2OYQog+lBCE6Kml4I5BYjW7cuoJT6/7ObLN7dBcKAhTacjmCVySTuk57VQnmhBRUa/jsUjCiLEpnxbBAxEWFZi+klLjb29A1N6rJjMEcXuHa8vrAjkEpPceEgsOl02oPHjFR1+wiNUZ2c1zsj8vRTltjHVHxKTS06BhUQXxM+LTVIkQ4GPTKeaEoCoMGDaKuri6yChQhLORmRTFpXCIr1zb4nBMrCsybmRqSFsLh4OMvq1i1vtHv/rc/KOeEOemMGBJaydHKKju29uDG6YXXSnjhtRKsFpVzTs3imosL/GpUhBPpCt63zLa9xEQbOqNQALIadzFjxwKKajciAKdqZm3OdBYPmE+7yTMxlkBdkFxWIQQGg4LT5X/SLaTEvmkLa15+GjXaytA/3EHBDReH9P36Ss5lZ7H1gf9Ds7X7Hl1pOkW3Xhm0HWd9IxtveYiKNz9G7lsBU6Ms5P/sYoY8eCuKqe+/h1AXXELN/W5udQddvtU0SUttM+WvfdDdcbH/cbZ2/u/SZ3lXG4/EE1597MxUrr64gCwf4q6OqloalqwBKUmYMhZLxpEpFx+xsREOBvNnxbFyk/+0ECHghKn9c4FA0yWrdvl+30vA5YYNJTqTB4Xu3NxT5gw4+ZUSyqtdPLPAk35YmKFw5kwT2Sn9Z5W6IF1S3Sg6HTAGRWdMRg3DU+uxGDzv1srWKDbUplPe6n1v24L5JkKcwDord+Gu2I4ak4i1cBSKMXxVxPyhKoKMRCPl9f6jU2IsCjEhOLvbG+toqy5Fd3e1ZbBGE5uRj9EankWPkC5liP4CfwsDBzbl1iVtTcE9IjVVtTz1qom2dk+7GUkKJ0y2MGm40aduRrvdiVvTMRgUrGZTxNER4ZDT6zfwI488wh133MGGDRvC2Z8IRzF33zqEzHSLJ0Vs37aOd2JRfjS3Xd9/B/HvfFgW0DipiuD9TytCbs9k6tlPs92u8fLbe7nvkU2HJB0hafoEhMH/oEAYVNKmjuGCs7qiJwZUr+PSpY9QWLu58/6aNAcTSr7m8h8exups6Tw2lBKq045JQg0wLpFCYUDVOgC0tnY23vIgJc++HrTdcGBMjGfi/55EMZkQ+3Wy45oN/PX1ZJxxXMA23K1t/DD3Ei/HBYBms7PrsedZdfFtYbnXgwpjgkYzSAnjRyeE1F5muiVopG50lIpaX4t0Bg6L1oRK4+Y9ne25NY/myzW3raK0vGsS5m5pZc2Vv+KLglmsPPdGVv7kJr4omMXqS3+Jq6nFd+P9nIiNjRBuRg6ycsHJCYC301JRPFEXP784lZTEXuu4H1QqGiSBfOYSKG8Ahyv0d6LRKIJOKvffv6dK5+/v2CmvDUFsoY+EKjI5cbCK0eAZM6lCZ/6g3YzNqOl0XACkRds4rmA3gxK90/liggQXWKODRFJIiaK5ENJzLq21Edv2lchDpKOQl2om3k9khdkoGJITPHqivb6alvLdXo4LAHd7Gw17tuCy28LS19yUwL4JISAvJbS2TMbgzgIJWIwKbmfghSAAo+Kmrb3rma6s1/nPxzY+/N7bu9Xc2s6O4iqKy2spq6qnuKyWnSVVtAb1gh29dJRKPZL+dyTQa+fFJZdcwrJlyxgzZgxWq5WkpCSv/0WI0FNSksw898QEbrpqAAV5UcTHGRlYGMMvfzaIpx4ZR2xM/xxUAZRWtAdcbNZ0SUlp6EYwI81Mfo61R9o5UsK3P9SxYk3fhTyDkf+zi5CB0kbcGgU3Xsql5+ZxynHpqJqL09Y/7xns4P05RerE2euZs/UdwGPETz/Rj/z6flx4di7STxeErhFrb2BY5Qqv7VvufQw9BGMeDlLmTmX2+o8o/MWVRA/Kx5qXRfoZxzPli5cY8uAvgn6+5Nk3aN2yw8tx0YmUVL27kLqvl3htdjh1Fi+r4+MvK1m7sSkk54bFonL2/Cy/z5qqwMQxCRTmhVbdZv5xGQF/C4riub/mxOArvEJK7Kr3AFTTJW1tbh5/ejsAutPJ0lOupuzV972jODSd8jc/YskJl6PZD49wa1+I2NgIB4Ozj0vggRsyOGZEFPExCknxKnMnxfDIL7OYNrZvFawOJm2O0Bam23rwUx8/zBpU48MS1RXdJiW4NVjw/cG3IRaTSlxU4DFPQoyB5DiVC+d6HBij02tJiW7vJuCp7NOGmpxVhkX1TNJjrZAbJDDNbLFitgRwAAiBxdmy332R6PY2XA2VgRsOE4oiGJ5nZVCWhbgoFZNBEG1WKEg3M6YwGnMQPTBd02ipKvV/gNRp9bG/uV1SWqdT3qCHLBg7IjdIlKOE0QUhNYVBVUiODfxsKAKSY40oavBpnsst8PXr+vgHB+W1Hpva3GqjrKoe9wHjEZdbY29lXcSBEeGQ0uvZ4BNPPBHGbkSI4CE6ysD5Z+Zw/pmBxRr7G1FRBtrt/gc0QkBMdOg/NyEEl52Xz0OPbelRP1QFFnxWyTHjej+52bO3jXc+Kmf1+kaEEEwen8iZJ2d5henHjR7KiMd/w8ZbH0IY1M5JY8e/h/7hlyROHQfAr28ewnH6emoW+nfeqFJnZMUSvh7+EzIKk0MqcTpiSBz33T6M3z2+BV2TnkGoriMVhRhHExeueByj7r2a4qprpParJaSdOKsXV6bnRBXkMOzhOxj28B09/mzJv14PmNArDCp7n3+LlLlTkVLy9gfl/OvlPV5pOtmZFn5102DGjw6sAnb1RQUU77Xx3dK6zlKKHWKoeTlR3H/7sJD7nZFm4eqLCvjXy3u67VMVSE+zcMm5eVjijCRMGUvjsnW+1fIABZ0tGRO6bdd0WLqqgcpqO9rnn7F5UwOrhl1CVWwuJs3BkKpVjCr7AYu7neZVGyl/dQG5V54b8nfoD0RsbISDxfABFoYP6L/aFr4wqKFpLxp7IIkzdUwUb3zaRGOL5lcHJCbee/IuJWwv02lo0UmM7d36n8stWbdbsnanTptdkhgrmDBIYUiO8ErPK8yIYnNJK053985ZjAoF6Z6Uhvw0wc1nKNTtqfe7ItnxPh+Q2MDG2jSOGytQQlgdScnKoaZsL84O/YsOb48QWBxNmNzd7bqrrgJT8qEpdy2EIDXeSGq8scefdbQ04HcFZB+utmY0lxPVaKLNLllTrNHQVSwLISA/RTA8WwmYWhlrhZPGwSerPeZO7vd5JMwb3VWRJhRyU6002Vpx+0khKUi3oqoCa2wC7S1NftvRdNhY5js1RhHw/ToH58y1sreqmb110VQ2W9B0QZzFRW6SjXirZ4xVWdfIgKj0SApJhENCr50Xl19+eTj7ESHCEc0Js9N4/b3SgAKbx80KXRAT4MS56VTV2Hn2pT0IxdNGsFUiTYfyyt6Xuvvw80r+9NetCCHQ9k2cd5e08cb7ZfzuruHMmNwV11hw4yXEjR3G7v97gdovfwApSZo1icJbLidlzpTO44QQxDeWUWs0IF3+RcgMupu5gyU3Pji2s3RrMI6blca4UQl8uLCCNd/soGXpKgZWr2do5UoM0ve5nLW9j0yRUrJuUzNfLqqmpdVNdoaV+cdnkJEW/omAvawqcF/cGrbiMgBefaeUJ/+9q9sx5ZV2fnHfev72hzGMHh7vty2jUeH3d49gycp6PvisgtIKO4kJRk6al868GWmYe5jGdPn5eSQnmnjh9WKqajxLoaoqOG5mKjddPYD4OM9Ac8gDt7D05Ku6Rtb7oSPYmDWZhmj/v5u95e18+NIuPp92D0LXkIoKUrI3cRDfF53Cxcv+Qkp7FSXPv3XEOS8iNjZChC6yEgXrigMbwFgLxPTgVWwyKvzmujT+8Gw1tY1ap+O2g6S0WExm35PixlZJCMFj3Whtl/z7Mze1TV3FJ+paJNvLNAZlCy6Yo3aWTjUZFUYUxFDd6KSmyYnbrWM0KKQmmEiLN6PuV2LVYpQYCC7ymRZtZ8hgwaCs0CaZqmogPbcAu60NW0szzsYqFLcTk6sNVfpOD5HuvkWmOFySvXWSZts+h3eCID2esE+MdVdo/dTdTlzSyOJtGgcOYaSEPTUSh0tnfKESsI8FaXDxLNi41yOWKvFUyhmZBwk9DHqymBRG5sdQXN1OQ6vba3teqoWkWM9za4mOxWi2+BRf1XXQdMHSnb4fZF1CRZ1OaY2Tb7ak4NQ6xgGCVruRssZoilJbGJTWgsulYXe4sFr6py7dYUNRQhcW6w8cIX3ttfOipKQk4P68vLzeNh0hwhHHuadls+CzCmzt3VdwVEWQnWlhzvSeiwdedl4+x81K44OFlZSU2Vi2qiGgkKeiQGJC74zHtp0t/PGvWz1zyP0mkrruqdxx7x838erTk7wm6knTJ5A0vfvK+IGo0VHIEIqy33rLSKLieraCkpxo4rLz8jktv5Hvn/lX0OOj8nu3ImSzufn1Hzaycm0jqio6UzJeeL2Yay4u4PLz83vVrj9MKYm0t/mPVhGqiiUjldY2N//67x6fx0gJUpc8+e9dPPXncQHPpyiCacckM+2Y5L5029M3ITjtxEzmH5/BruI2HE6d3CwrcbHe9zbl2GmMe/kx1l9/L+7mVoTR4HlONJ2NWZP5eOSlAc/zl39up9Tg+V5SUTtODkC7MZrXJ97M9d/+Bntp6Hoz/YWIjY0QoQurSVCYBrur/R8zPCfw5NEXmalGHr8zi2UbbKze0k5VvU5Vk0JUrAU1QMh9tKV3E+m3vtOob/b8u8PKdpjbHWWSL9fonDChy3lvUBWyki1kJQf2yoSSqy4EDM5VScjoWd+FEFijY7BGx9DWVIrmbA50NIqp95U6Sut01uyRnUGHAiiulcRYYOpgBaspfA4MxRDaWENRjWyr1nG5/Uf/VDRKGm2QGMQJEWuFKYM9/+srFpPCkJxonG4dh0vHoAgsJu/fgBCC5JxC6stLcLa3eX3e5lR5a3kyDW2+r4Pm1thd3M4D//CEYiYmR5GeGYPRpCL3pZnsqoklxuwiM96Oy60R3hotESL4ptfOi4KCgoBGQgtSGzpChCMVKSWaTufqCEB6qoW//n4Mv/79RqpqHJ0rIpomGTwghofvGdHj1esOsjKsXHdpIeCZKD//8h6/2QS6DifNC1D7LABvLihDUcDfT1fTJe9+XM71l/e8bGPGGcex9Z6/+D9ACGKGD8Ra0Pt0oYRJo4keXEjbjmLfaQiKIKogl8QQnC2+eOixLazeV1HmQLXvZ/+7h9Rkc0jpLqGSe8XZbHvoH35TKqSmkXPpmXzzQ23Aqiu6hA1bmimvbPdZoeNgoiiCgYWBRd+yfnIK6fPnUvH2p7Rt340hLobo44/lz/eXBlVV31+080CkotJsTWZb+limZgYWBu2PRGxshKMZTZMoivdq++g8BSl19uyr/NgRsKUqMDpfkJXUu4mtwSCYNjaaaWOjsTkkv32h3W8lcAFkpgjSEntuz6sbJbsr/b/TJLBsq87s0QrmEEQZvfolFMwxcTha/TsWBGCNTehRuwdiTMlBa/OfhgASY0rvFgjqWiSrdntfn46/2uzwwzaduSN67qDyhzk2kZaKEvy7JDxVRxSjib21WsC0JYHH8ZIYfehLeZsMCqYAVeZU1UBqbhFOezv2thaQOkZLFN/+oFLZ6Ns22lrttDa1U79fUGRzk4PS4kZGjM0gNq5DVF2yuzaGzHj7Ial0FyEC9MF5sXr1aq+/XS4Xq1ev5rHHHuP3v/99nzsWIUJ/Y8v2Fl5+ey/fLqlF0yQ5WVbOmZ/FWadkYTAoDB4QyxvPTmbJyno2bm1GVQWTxiUycmhc2IztWSdn8d7H5dQ3OLsNrhTFUzli9tQQJasPYPnqBr+OC/DMoZevbuD6XkSzxwwpIuOcE6l8Z6HvybiUDL7v5326TkIIRv3zQZaeeKVnkLH/eRQFoQhGPfnbXp2jQw8iEC+8XszJx4Yv5zP/+osoee5NHJU13cuJqgqJk8eSdsoc6v9XhqqKoBP9+kZnUOeF7nbjrKpDsZoxJSX08RuEjhplJefSM722nXOqzhvvlYWU5+4PRdfYkzyM864MwzLXISZiYyMcbdgdOh9/18wni5qpb9IwGgTTx0Vz+rx4cjNMKIpgXKHK4CxJWb3E5YZoM2QnC4xqeN67UWbBsROMfLbcv8Nz/pTeRTfurgwefehyQ2W9JD+9598nJjk9oPPCaLFiigpSQSQIxsQMXHVlaK2NPvcb4lIwxPeuRPX2Sr0zleZAJNBqh6omyEjoVfPdUAwGolMzaasp93tMTFoOEvAhO9Ktf47gWTueYx3toLnAEo1QDp2zw2SxYtpPgHXeBI2lG11IzTtr0+lw0drkWRg4MFVZ0yQb11YxcWrOPmeFoMVuQggDVnMkZSTCoaHXzosxY8Z02zZx4kSysrL485//zNlnn92njkWI0J/45oda7vvjJkB2Og3KKtr567928v3yeh65byRGo4KqCqZPSmb6pL6H3lfXOvj0qypq6x0kJpg4YXYaWRlWnvzTOO7/8yY2bW3xMvRTJiTzm9uG9Nr7HUrVzb5MJMc+/ydWO91ULfjCUzJUCKSmIRSV4Y/dTebZJ/ahdQ/JsyYxZeGLbLrzTzQtX9e5PX7ccIY98iuSZ03qVbuLl9d1y4c+kPJKOyWl7eTnhqcuvCklialfv8Kay26n4ftVXTuEIPOckxj91EMIVSUlyRRS3feUJP/lZ91tNnY+8gzFT72Cq96zqpYwZSyD7r6BtJNn9/m79IafXTkAh1Pn3Y8r9qWNCtwhKrvvjyEpgexLzjgIPTy4RGxshKOJdrvO/X+vYE+5s9MWudySb1e2snh1G/den8GwfSKj0WbB4My+Oyt0HfbUQEW95++sJMhPheMnGFAEfL7ShVvr0qaIscK5s00MyT24E87e2lmTNZqE7AKaykuQBwhRGi1RJOUU9dm5LhSFqIHjcZRtx1lb1iV4qaiYUnMxZw7o1Tl0KakOFNCB5z5UNkoyEsKXOhKVkglC0FZT4SXeqRiMxGYVYIr26EEYVQKW6hWAJUgWilaxC/e6RejV+1ICjWYMg8djGDkDYQpeHj7cpCep3HRuDM++10Zru0RVPM+erSVw5RDNrVNT1UpmdpfCaEpS+BbpfkwIIY6o63Kk9DXstScHDx7M8uXLw91shAiHjZZWNw8+urlTwLKDjgHWirUNvLmgjIvOzg3L+aSUPPfyHv7zRgkIUIRAl5J//XcP55yaxc3XDOSZR8ezdUcLG7Y2oyqCCWMSyM3q26R5/OgEvlxU7Tf6QlFg/KiEXrevRlmZ+L8naVq9iYq3PsbV1EL0gHyyLzkDc2r4Sj8mzZjIjO/fpHXbbhwV1ZjTU4gZOqBPbToc2r6XeuBhpcMZ3lD+qPxspn3zKs3rt9K4bB3CoJIybyrW3K5SsrOnpvDok9txOP1U7FBg1LB4v6Kimq2dpSdcTuOKDV7emcZl61h++nWM/Mdvyb/ugrB+r1AwqILbbxjMRWfn8vm31TQ2uaiscfDdktqQHG0AuqIw9+b5qNYjq7JCICI2NsKPkdc/bqB4P8dFB7rusYl/eaGKpx7I80rX7At1LfDRSs9qfodcxLpij+jnKRMFx00wMmOUgU17NNrskqQ4wdBc1Usks6fkpSlA4CV8gwoZib0/hzU2AfPAWNqbG3A77AhFYImJx2iNDtvERCgqltyhmLMGorW3AAI1KrZPUQQhSGIhwW86T28RQhCdkok1KQ1nSxNS11CNZozRsV7XKzdZsLta+h0BSCA32f/CkXvXOlyL3+/UZALA5cC9aQla+U7MJ1x+WBwYA3MM/P76ONZsd1FcoWFQ4dX3gouaN9bb9zkvJHFRkuT4H4+NjdD/6bXzornZOzRNSklFRQUPPPAAgwYN6nPHIkToL3zyZWVATQEp4a0FZVx4Vo6XsfNUpmjiky+rqG90kZps4pTjMhg+OHA9rDfeK+OF1/d55iXo+5nLtz8oJzrKwHWXFjJkYCxDBvZC7twP556WzcJvAqihAWeenNXn88SPG078uOF9bicYMYMLiRlcGJa2BhTEBI1uMBkF2ZkHR1MibtQQ4kYNAaBl43bKXl2AarWQPHcKUfGx3HBlEY8/vaPb54TwCMbeeJV/nZJd//dCN8cF0Pn3xlseJP30Y7Fk9C4UuK9kZVi57DyPGOob75fy3ZLakD7nKU9s5MSTwiukeqiI2NgIRwsOp87nS1r8ajlJCU2tOis22JgyxlsRsd0Bm0uhsgkUIDcFBmWBKcDott0J7y8Dx77MkP3P2+qA95bBhTPAYhKMHxy+Nb7MJEFuKpTV+q6CLQRMGKRg6aMopaKqRCf2Ln20JwjVgCEmcBnuUFEVsJo89yYQcQdJtklRVCzxnkUUlyYpqwe3JomPgsQYwYB0hbIGDafL9xJGTpIgPsr3fZOOdlw/fLjvjwM+LSWysQb3hsUYx88L4zcKHYMqmDjUxMShnr9feS/4Z2Tn9xBMHHhkRRdEOPLp9Vs5ISGh28MqpSQ3N5fXXnutzx2LEKG/sH13G4oSWFOgutZBa5tGbIyB5lYXH39RydsLyimvsnemG6gqvPtxBSfMSePuW4f6XEFyunRefKM4YH9ee7eUi87OJSY6vIFTI4bEcet1A3nimR1eGgqqIpBIrru0kLc+KKOkzEZstIF5M1KZPjklbCth/Zlpk5JJSjTS2OjyOehUFMjNjuLRJ7eTEG/kxLnpDA2jYwmgbfse1lx9F40/dGkhKGYT+TdczNyzTsA8cCtfLWtkQ9QQ2iwJABTmRXHHjYP9OsyklBQ/+XLAZS+pS0pfeJuBd12Pq6mF9pJyDLHRRPVBXLW3jBoaF1LUhRBgNiv88TcjsYRYdre/EbGxEY4WquvdOJyBf9iqCrvLHEwZE42UkupmT8nJLaX7zwcFO6tgyTY4/RhI9VMdetNej+PCp7aCBLvT4xAZ13Nt6qD8ZJaB5z9x07hf4YcO4dGcFIg2unn63XbcGuRnqEwfbSYx9scvhCiEoDBNsKk00HMgWbLWzg+rYWCugYlDTZh6KGwaCCklG/bCplLvCI/EaMnkgRoTctrYW6tRbzPSplkAgapAQapgSJb/e6TtWg96gKhMKXFvX4Vh7BwQCk02z/njojzpKoeaQflmtu9x+HUmAsTvi7QYlgOjjsz1gQhHML2e/Xz11VdefyuKQmpqKgMHDsRgCHs2SoQIh41QjaPRIHj/0woef3o7Lpd3qVHoquKx8Jtq0lPN/PSy7iOj9ZuaaG4JrPrkdOosXVXPsTPTQvsCPeDc07IZMSSWtz4oY/WGJhQBk8cnoek6T724G1XxGFVFgS++q2FAQTRPPDS61+VZjxQMquDBO4dz233r0DTpNbAReO7x7uI2dpe0IYTgzffLmDcjld/cNhSTse8Dz/bSSr6fdQGuBu/VeN3hZPfj/2b34/9GAPOAeYqCetLJ5P/hboYOTw5csaLNhqOyJvDJBTSt3MCaq35F+WsfIPcVuo8bO4zB999M+qmHbrVo2OA4hg6KYfvOtm5pXB1YLQpnnJTFOadmk5l+5IayRmxshKMFoyG4jZUSTAaBzSH5djPUtkBTa8de7887XPDecrhktm8dgh0VwXUldlQcHOdFfLTgZ6cZWLVDZ81OHZsdEmOgKFPw6fdtrN4oOzU2Nu9x8+kSB5ecFMXkET9uGwtQlCaobpLUthy4RyIlrN9ip6raY3+WbnLxzjd2fnZ2NEVZ4XkfrtoFW7tV1ZbEiToaKxtRhCReQHw0oBgwxaWTlhgVdAFHb6oFoXhpanTDaWf7bhvLS2No3ldEy6DC8Bw4ZlDgSKJwc+rseP4SoCaxogjGjoxh8hAYkHnk6CQcFoTiGTAfKYgjo6+97qUQgunTpzN79mxmz57NzJkzGTrUE3P07bffhq2D/njyyScpLCzEYrEwYcIEvvvuu4N+zghHJ9OOSQ4YdaEoMG5UPEtXN/DI37d5OS58ISW8+X4Ztvbunvh2e2iaCaEe1xuGDY7j3tuG8b/np/DWc1MYOjCWDz6rArpWIzocMntK2rjn4Y0HrS/9ibEjE3j2sfHMm5nWmfdsNiudg2Bdeq5Lx7Py1eIa/vps91SO3rDzkWdwNTQjQymPqeton3xM629+E/RQxWwKaliFENQsXET5qws6HRcAzeu2sOKsn7H3xf8F71MY+e2dw0lMMHbmqXv66Pnv8MGxvPefadx09YAj2nEBERsb4eghPdlAZkrg2Zmuw9jhUXy1EZpsYHd07Ok+cZJ4HBhbSn235QqhKkSY5Yu8sJgE04ar3HCakdt/YuSSYw18+n0bbe0e29FhU6T02JWXPraxuzzEUhZHMIoimDJIYXiOwLqfr6auQWPF2nYqqtweO7vvArU7JH9/q5XGlr4LYbTapQ/HBRTG1pAV3YAiDhRjceNqKkdzO7p/6ACEIYiS5z6+3WrsdFwAuDVYX+xJYwrlmQ0Xk0dHMX+2J1pz/+GBongioO64Mo2L5xoYmBVJF4lweOi182Lu3LnU19d3297U1MTcuXP71KlgvP7669x6663cc889rF69mpkzZ3LyySdTUlJyUM8b4ehk8vgkCnKjUP38WnQdLjknl+de3k2o73G7Q2f95u7S2nk5oYluFoSpokUwdF3y0lslPoaHHjQd1m1qZvM2/+XZjgQ0Wzt7X3ib9T+7j/U3PUDle5+ju7uPFgYUxHD/7cP44u2ZLPjv1IArLlLCgs8qaWj0ncQrdZ2qD75k2WnX8uXAeXw38Ux2PvoszvrGbseV/ud/oTkuOtB1qj/4yrtKiQ8Uo5H0+XMQqv/YVOnW0Nod3cu17htBbrjpAVzNrT4+eXDIzrDy4t8mcs0lBeRkWoiNMTCwMIbbbxjE3x4eS5T1yEwTOZCIjY1wtCCE4OzjE/zuVxQYOciCajbRYvdM7p1u8OW42J89fhaPE2MDf1IISOpbRdEesWKLkxab9BumLwR8viL4JLm/47S301hTSX1lGc111Wiu7uVoFUUwMEPhuFEKp4xTMLhcrFzXTn1jd/snJThd8N1a/9dGd9qxl22nZeP3NG9YTNvu9bh9lHndXd39mTCrLjKimvyO66SUNNYHLqEOoOQNDRh1IYWg3FiAS+ku2CmBumbYcAhfvUIILj8jibuvS2f0YCsxUQqJcSrHTY3l0TuymTjy0Iw/I0TwR68DkaSUPj1udXV1REdH+/hE+Hjssce4+uqrueaaawB44okn+PTTT/nnP//Jww8/fFDPHeHoQ1UFf/ntKH5x7zpKytpRFc+8rePxv+36QWRnRrGr2Najdl0+REDzsqMYMyKe9ZubfMoQKIrnmBFDAot+houKKjvllYHLZqmK4IeV9QwLIkTaG9ZsaOSN90tZu6EJhGDSuER+cnp2UNHTnlD37TJWnHMj7sZmxL5w/JKnXyWqMJdJH/6L6EEF3T5jUAW7S2y02QI7FDRNsmRVPSfPy/DaLjWN1ZfdTsUbHyFUFalptBeX0bx+C7v/7wWmfP4SMUM8Mctaux2trd1X8wERBpWyl98jafqEgMcN+NX1VH30dVfi9f5tqCpS1wNqYugOJ+WvfXBIK5LExxm57Lz8TiHPHyMRGxvhaGLOpFhqGty88Ukjyr4Ie7FPL6oox8xtl6exZv8JXAjaN24/r62RuVASIFtOShiZ16Pu94mNu1xeZc8PRJeeYw4G7U7Juj2wqcSj9REb5dEwGJFH2PSspK5TV7kXe6t3PkhzXTVxKenEJXUXgxZCYFBhzbbuFWi82pawepuL02Z0V/J0t9TTtmONl+PA7bTjbqjCnFmEJbMrL8juhANvQoqlW/5KN9rb2tA0DTXAAoCSmoOSlodes9d3TXopWR89w+/nJR7nxcFIY/KHEIJxw6IYNyziqOgLQhEI5ciJTjlS+tpj50VHbXkhBFdccQVmc5enUNM01q1bx7Rp08LXwwNwOp2sXLmSu+66y2v7CSecwPfff9/teIfDgcPR5ZU9UMH9SMWtSRYvq+Ozr6pobHaRnWFh/vGZjB4eqbV8MEhPtfCffxzD4qW1fPtDLQ6nTmF+NKedkElaipltO4MbuQMZWOh7aefOGwfz0ztW0d6ueWkrqAoYjQr33DrkkN1jl7/R334IQdBUmd7wyv/28uS/d3mJhy78ppqF31STm2XlmksKmDMttU+l69p2FLPs1GvRHZ7oCLlftEV7STlLjr+M2Rs+xhDTfbLocIQWCeH0UcJ01xP/puLNjz3n3D+iQpc4axpYcdbPmL3hY4SioFotqDFRaK09c45JTcdR033l/kASJ49hwht/Y81lt6PZ2j0OHOm5FrEjB9O8dnPAzwuDgbYdgUVmI4TOkWZj4cdrZytrXSz8voUdJQ6MBsGE4VZmHRNLtPXIyAs+0vjJiYnMGB/DF0taqKx1YbUoTBsbzZghVhRF4NovfVNVPeMgfzEUQkC6H8HOvFQYkg1by3zvH5YDOcl9/DI9wK0H98X0JPAuVJraJG8uhjZ71/ntTZIv18Eny93kx9s5YUo0SfF9i2arryrr5rjooLm2ClU1EB3vu2qJMwSfjcvd/epJt4u2nWt9RDx4jnVU7EKNisMY76nKYjHR7SYYFQ3/T1gXuh7YeSGEwDTnJzi/eQu9qrhLV0DqoBrYnHkqFY6CgOdotXv8HpHhfYQIvXBexMd7rIGUktjYWKzWLm+nyWRiypQpXHvtteHr4QHU1taiaRrp6ele29PT06msrOx2/MMPP8xvf/vbg9afw0FLq5tf3r+OTdtaOitZbNjczEdfVHHi3DTuvmVonyZ0EXxjUAWzp6Uye1r3VYKMdIvXJDsQqiKYPCGRjDTfOfn5uVE89/gEnn9lD59/V4OmSRQFZk1N5coL8ynKP7irrvuTnGDqfMb84dYkQweFt7LG+s1NPPnvXQA+r+ne8nbuf2Qzs6ZW8+CvRvR6hWjP319COl0+v6DUNOzlVZS9ssBnVEGo92FAgbeTSmoau594wfcKzL79bdv3UPv5YlJPmIlQFHIvP4fip17pUeqIUBWsORnBDwQyTj+O4/Yuovy1D2levxXVaib9tGOJGlTAFznTA39Y1zHGH8IY6x85R5qNhR+nnf38h2aeebMOIbpeD2u3tvPmZ43ce30GhTndQ7wj9J3MVCOXnJbkc19cFNQ0e+aYVjO02AKn7fmLnhAC5o6E1DhYuwda9gW2xVlhTCGMyD20k8TYaBXwL2ogBOSmhz8d7qOV0ObwnrN3LIyYzAY2lqp8+dcafnVlEgNyeicY6nY5aW/pniK7P8111UTFda+uBJCXrlLXpPtNqVEE5KZ1vzbOuvLAFT4AR1Vxp/OiMA3WH5Ca4dQMQR0XAKoafColzFZMx1+CrC1DK9mKdDtRElJRC0fSuMWCqPA7JAA84p0Rx0WECB567Lz497//DUBBQQG33377QQ9f9YevEnK+Xny//vWvue222zr/bm5uJjc396D372Dyu8e3sGWHx4vdWcli35v9s6+qycm0cuWFBYepdz8+pJRs2d5CfaOL1GQTg4piuj1rcTFGjp2Zyhff1vitggCetI+UZBN33jg44DmzM63c+8th3H7jYJqaXcTFGIiKOvQVBt7+sDyg4wIgKcHI9EnhXaZ6a0FZSM6g75bU8do7e7nk3N7F+Ja/9XEQh4Cg8p3PfDov0lMtTDsmiaUr670iZDpQFCjIjWbEEG/Hjm13adAKH8JgoO67FaSeMBOAAXdcS/mbH+Gqb+yuPeEH6dbIveLcbtubW12UV9qxmlXycqydz7IhNoa8a8/vdnzijIke7YwDHoT6qDQ2ZE2h1RzPiJhpWMvbycnqHroboWccaTYWfnx2dvNOO0+/4cllP3BC0WbT+d1Tlfz93lys5kgERrhod0rqWz0TtJRYT2WRAxmQDjv2+c+MBjAbJQ5XR6x/x/Gef88c7qni4Q8hPOkRI/M8E3gBRJkP/QTR7oJ2zIB/3QYpYe6E8DrLqhslVY3+9wshSEy2Ul7awmP/beCJ29NCqgpzIO2twaOwNLcLt9OB0dx9QWfWODMrt/oPv9Cl55gDcbc2BD9va2Pney3GIhiaLdmyXzROjT2W/NjagG1Ex8SiHCB6LaWk1e7pW5QZjPsWV4QQiNQclFTvMuMDM2BbuY/vpkvabBoOh05iDKzfpTK8QEE9QkL7I0Q4WPR6NnT//feHsx8hk5KSgqqq3VaAqquru60UAZjNZq+w2yOdveU2Fi/zLxAkgdffK+Pic/PCUqLxaGfxsjr+9txOSsu7NAcK86K49bqBTBjjHeZ4wxVFrF7fSH2D0+dkNiZa5ez52Zx3eg4J8aGpT1stKlbL4REg1HXJ2x/6iavdj+PnpIctN7aDtZuaQopikRLeeL+UC87K7VUf9PbAeh5IiTtAusYvfzaI6+9YTV2D02turyoCi0Xhvl8O7T7h68Xo2JKdzrRvX2PddfdQ/+2y7m35WLLJvfZ84sYM7fy7rsHJk8/v5IvvavaFW0NulpWrLirg+Nm+y+5u2tbMwqnXs9WxiShXKyPKlzGgZj1fDD2XlfnHInQNoQg2fNnMK58v45xTs7jl2oEokcFVnzlSbCz8+Ozs+181+Y040yU0t+ksWtnK8dMOjfbQjxmHS7J8JxTXdEUAqAoMzpSMLcBropYYLRieLdlU5nn1RVvBaJC0O7si9PJSYGwh5KaEdn4hIOYwFibaUQEGo0JBQRR79vi2NempRiYMCW3MECoVwef2KIrAbDXS0uJk+UY708b03DktA4UT7H+cn1WSgTkGjj/GzMLlDi9Zpo5/zx1vYkier6lMz23QuAJPSdJNpZ5KHy7dQElrMvmxvsfciqKQkNy1cCOlpLROsqNSo32fTrciICtJMDRb9emQa2vX2bjdxvYtDpwuSWycifSMaCSCqipH5zuorRVeqtBIiIGr55tJT4yM748IhHLElB8Fjpi+9mkp96233uKNN96gpKQEp9NbUX/VqsAq973FZDIxYcIEFi5cyFlnndW5feHChZxxxhkH5Zz9iWWrG3zp6nnR2uZm284WRg71k/AZISS+W1LLr3+/sdtcc89eG7+4bx1/+e1ojhnb5cBISTbz7GPjee7lPXz6VRXOfToQE0YncOWFeYwd6Tuns7/S1OKioTFwwqmigM3W8xpeutNJ5TsLqVrwBZqtndjRQ8m76idY87IAerSyUN/gorrGTlZGzwdWsSMH07Bkjd+8GGFQiRs9xO/n01Mt/OvxCbzyv70s+KwCm03DZFI4aW46F5+bS7aPPkUVZGPOSA0YfSHdbpJnHeO1LXpAHlO/eInWLTtp2bANxWImZkghm3/9KFXvf9H5UjDExVB021UM/PXPOj/b0Ojkul+uorbO4eVY21vezm8f3UxDo5PzzuhaDdJ1yV/+uZ33PqnwRMAkD0VIjS0ZE4mxN9Jq3pfaoKieCce+Nt/+oJz4OCNXRSK/wkLExh4e1my1BYw4EwLWbGmPOC/6iFuTLFznKX26/5BG02FzGTS3w5zh3hE/o/Ig1uqZYLbYwWzypJMMzIBh2eETmTxU1Ld6ptnJSSbMZoWqKgdNTS6QEBWlkpZmJjHRiFsXmHo4r2i1S/bW6tgcEoMKmYkKqXGe8pah+tCllKgKbC9x9sp5YTSF5tQ0mPynpZwxy0Juusrnyx2UVHkiD3NSFeZNtHDMMKPPiDBDbCLupsARjmqsd6qKEIKRuTA0S1LV5HFgxFkTUTWVxvo69P2iNC1WK8mp6RiNXf3eUamzvcL7xaFLKKuTNLS6mTbE4BW9sr3EySMv1GF3yM7nv7HRSeneVhKSorFGmbzaAWhug6ffd3DHBRas5iPrWY8QIVz02nnx17/+lXvuuYfLL7+c9957jyuvvJKdO3eyfPlybrzxxnD2sRu33XYbl156KRMnTmTq1Kk888wzlJSUcP311x/U8/YHQlmNBnD7EDDqr7S0umludZEYb+o3ZQ41zTN5g+6Ooo6/n3h6O/998hgv45eSZOZXPx/CLdcOpK7RSbTVEHKURX/DHELkjhACs6ln98y2p5SlJ16JbVeJZ4lN06n66Gt2PPwUI//vXvKvv4ipE5NY8GllwBSc/entSn/+9RcFLCcq3Rr5110YsI3kRBM/v3oAN15ZhN2uYTarATVnhKpSeOsVbPn1n32qtAlVJaool5RjfYsyxgwdQMzQAZ1/T3zrH9jLqmjesBXVYiZh0hhUq/dS4guvF3dzXOzPP57fxXGz0khK9AyWXnu3lPc+8RS973jnSOG5z62WeAKtar3z2mambP+QqlfexVnbgDU/m7xrziP3inO69SuCfyI29vARLFVOSkJ+N/UHNE1S3+RGUQRJ8Wq/EfXeUQmNAXSIy+o9EQJZ+0lgCCEoTIOCVE/ERUdovtJPvlNPMah0VrmIiTYQU+R7WN4TEyelZHuFzs4qvbOAhgDKGzTio2DiAENIkSmapmOzuVDofTqNJToWRTWga/4XOayx8SgBdCOEEEwYamLCUBMut0RKMBkDd8iUlIm9fGdA3Qtzmu9qVQZVkN35zAkggdi4eBx2O7quYzQZvZwWADaH7Oa46EDiSU3aVa0zJMtjR1tsusdx4ZTdhgFSQkNdGwaDgtHkfV10Ca3tku1LNjOodRl6TSlCUVHyh2IaNQ0lyXd0XIQIPyZ67bx48skneeaZZ7jwwgt58cUXufPOOykqKuK+++7zWZs+nJx//vnU1dXx4IMPUlFRwciRI/noo4/Iz//xls3rYPjguIBRFwAGg6Co4PDkSfeEbTtb+NfLe/hhRT1SekqSHjszlWsuLujVKno4WbW+kdp6p9/9UkJxaTtbtrf4LBFqsag+V92PJKKiDIwbFc/ajb7LtoJnUDxzSuh6F7rbzbJTrqa9ZF86iqZ7/XfDz39LVFEuZ88fz4JPfYsD7o8A0tPMpKX0LmQ96/z5VL3/ORVvf+JprePHtS9mfNB9P/dKvQiEooiQdUmKbr2S5jWbKX/tg85SqZ5GBKa0JCa++xRCCX2ZzZKdjiXb96DF5dL5cGGlX8cFgC4ln3xVxUVn5+J267zyv70BzuZ/0Bhvq+WipY+w+5Pmzhlgy/qtbLzlIUpf/B+TP3sRY1xE3DMUIjb28DEg18yOEodfWysEDMrv/444l1vy7ueNfPxdE82tnt9jdpqRs45PYPYx3bWbDjXbg7ziBbCjytt50blPCKJ+BJlKeSl46SwciAAyE/c5OUKktF6ys8pzvzse4Y7/Nttg9W6NyYMMFKZL9lT7q94pqamyIXXQgOFFvbvYQgiSMnOoLSv2eSLVYCQhNTRhaSBk3Q1hMBI9YAxtO9cc4I30uHPMmUWdYp0htScEFqv/MV1pnR6w3C1ASY3O4EwFIQTfrLR5HBeBoqhbHCQmHzimkBzPFwzYsgR9Xxi2BLStq2jfugrz8RdgKBwR8veKEOFIpNfJLSUlJZ3l2qxWKy0tHgHJSy+9lFdffTU8vQvADTfcwJ49e3A4HKxcuZJZs2Yd9HP2B0YMiWVgYTSqnzunKHDSvHTiYvr3av/ajU389I7VLFlZ3/ny1jTJF9/WcPUvVlFS1rOykOGmpta/eNb+VId43JHKZT/J8+u4UBUYMjCG8aMTQm6v+qOvadu+x7/opKqw88/PUpQfzf13DAtaNUcCF56d2+vIC6EojPvvYwz/yz1Y87M7t8eNGcq4Vx5n8L039ardoOdVVcb+51EmvvsUqSfNJKool7hxwxn2xzuZvfZDYgYXhu1cjc0u7I7AS8mqIiiv9Oi67NzTRmNTCPXpfHDG2meJdjZ7DxalBClpWrOJzXf+sVftHo1EbOzhY/6swIsEigLzJvdvJ5xbkzz8dAVvfNLQ6bgAKK928feXa3jtoxBEDw4ytiDmU+Ip4/ljJjsJkmL8RzZIYExB6O1JKdlZ6T/aQAL1rZJmm+TEcZ6KKx2f2/+/jQ0OystbPSLjCSrjhvTeU2SJiiEttwhLTNdCjxAKMQnJpOUNQDUcnPGqITaJ2OHTMKcXoFiiEWYrxsR0ooccgyWzKKznanN0j6A4EJfWtV6zZqs96EKkw97dDg9lK9PEEs8f+zcgdZA6js9fR7f5Lksb4TCgiCPvf0cAvY68yMjIoK6ujvz8fPLz81myZAljxoxh9+7dIQv0ROg5QggevHM4N9y1huYWV+ccQez7v6L8aG66akCgJg47ui753eNb0NyyW/krTZe02dw8/tR2Hn9ozOHpIJCYEJoxTYjvXfmwI4VjxiXx61uG8Mjft6HrEiE8z6CmSQYUxPDn+0YFXb1zOHVWrGmgpdWN5ZWFCIPq33mh6dR9vRSt3c68GakMHxzLf98q4YOFlV6pUPuyTTjjpEzOPiWrT99RqCqFP7+MgpsuxVXfiDAYMMaHt/Srz/MKQfr8uaTPn3tQzxNtVYPq5EggNsZjDnobDp/RVEx2027/B2g6pS+9y7CH78CYGNHjCUbExh4+po2LZuNOOwu/b0ERXfnmquL5Hd1ySRqJcYe++lNP+GppC+u2dZ/5dzw5b3/WyLRxMeRnHT4bZjF6JnT+EID1x21iEQJOGAOfroWGfdVWkJ77pAiYMdQTeRGMdocbm0PD4RK0OwPbZAFUN+sMzFA5f6ZkRwV8sUqjoUXH6dSorWmnpdkTeRobrfDLSxODLiQEw2SxkpKVh9R1dF1HUQ9N+pJismDJHogle+BBPY9RFQgCOzCEoHPhMVRB8gOZzDJ0BIq/M0kd95YVmMYf3HFFhAiHk15b33nz5rFgwQLGjx/P1VdfzS9+8QveeustVqxYwdlnnx3OPkY4gLycKF7820Te/qCMj7+opLnVTXqqmTNOzOL0kzIPW3WKUFm9vpGKKv/LKboOy9c0Ul7ZftjSRyaOSSQu1kBzi/88zfRUM6OG9U2wraTUxlsflPH98jo0TTJqeDznnprN6OG9n9w1t7goKbNhNikMKIjpc+WH+cdlMG1iEh99UcnuEhsWs8KsKSlMHJsYsG0pJW+8V8bzr+6hzeYZoc5fV8VITQYN+dJdblQrZKRZuP2GwdxwRRGffFXFF9/V0NrmpjAvijNOymLsyPiwDYCEEJiSjyxR1VCIijIwdWISS1bWB0z/OXamp+JIfk4UJpOC0xkk8f8Ashp3IfEM4PwhnS6a1m4mZc6UHrV9NBKxsYcPIQTXnpvM6MFWPvq2iV2lTgyqYOIIK/PnxFOY3f/zFT7+tjlgGLuiwOffN3P1uaGHzoebAemwptj/fgkU9TGF3+WWLNvo5Lu1DhqadWKjFaaNMjFtlBlLLwUPdSmpaQSHSyc5ThBt6ZtCf5QZzjzGo/FRXONxzCdGw8DM4M4bu1NjT2UbbXbPWMWtK0DwtOEuh5xgSDYMyTayvcTJl8scuFt1MhKMTBppZcZYK9HW8FUgEIqC2oOUyCOFrCRBSYCqqgLITBCd45VBeSZ2lroC6uuYzN3H8jmU+XdcAEiJVlkSYq8jRDgy6bXz4plnnkHf96u7/vrrSUpKYtGiRZx22mlHjajX4SQ50cR1lxZy3aXhCy8/VJSUtQc/CE8lhMPlvDAaFW64sog//nWb32NuvGpAnxwD3/5Qy71/2gT7ib99830tX35Xw08vK+TSn+T1qL36Bie/f2ILS1d1hQN36IjcfcsQDIbeDxgSE0xcfE7P+vPft/by9H+8V+Kr4vIYVf6D/w8JgTUvC0Os9+ArKsrA2fOzOXt+tp8PetPQ6MTh1ElJMvXpe/9YuPKCfJauakCI7jm2ioCZU1MYWOgJg4+OMjD/uAze+6Tc58BK2bf6LMArcsqj0RF8NUkx9O8V6/5CxMYeXoQQTBkTzZQx/V8/yhcVNa6Av0Zdh72V/nWdDgWDMj26FzZH9zeHAJJjISd0SaVutDskT7zWQnGl1unIaWrTeOOLdr5e5eCXF8USH9Mz+7B0i8Y363VcmmciKqVOfLTO6ZMV8tJ6b2uE8HzXnnxfp0tjS0mzV7ScKnS6JDp9I4F4a/f9g/JMDMoLLdTFrUnsLjCqYA4innk0kBgtSI4V1LX4/tUJAQMyupwR846J5uPFbQHbjD6ghq/nGQ5+rXuilxXh4CKEgjhCyo8CR0xfez2KVBQFZb8fyHnnncd5550Xlk5F+HETakWRw1155NTjM0HCP/69i5bWrgiMhHgjt143kHkzUju3SU1DqKH3t6bOwf2PbOoWOtjx99P/2c2wwbFMHBNaJEBDk5PLf76ChgO0CjRN8tnX1Wze1sJL/5h4yCbyzS0unn9lT7ft67OnMmfb/zDoLr8muOCmy3odTfHtD7W8+EYxW3e0Ah719jNPzuTy8/P7fUTSwWTY4Dj+fN9IHnxsC41NLlRVIHVP2tZxs9P41U2DvY6//vJCNm1tZtuu1s4QZvA4LqKjDNz3y6F8taiGhd9U43JLjAZB7vwZiI0vB+yHGhNN/PiImFgoRGxshL5gNglcAaqOCQFRfYwY6Ctmo+CEMZLFW6C62XtfbgpMGdRVRaQjVaontuGNL2ydpTUlYDIJUlOMGA0KdrvGCx+1cct5oacIfrFa44ct3qVbhRA0tUn++5XOT2bAoOxDd00rG+zd0vyEAKvBRbvbiD8HhtkAqfG9s7HtTsm6YthV3aXfkJEgGZMPqXFHrxNDCMGEIpW1ezSqmvY9q3ieO7MRxhWqxO7nMMpIMXDVGfE8925Thz44QGea2skzoinIsbJovUZds6e99CSBXSnCWL/Do3HhBzW7f6eOR4jQV/q0BPbdd9/x9NNPs3PnTt566y2ys7N56aWXKCwsZMaMGeHqY4QfGVMmJGEwiIDlXJMTTT6rePjD7db5bmkdK9Y0oOuSUcPiOXZmKmYfYXc94dQTMjlhbjrLVtVT1+AkNdnMpHGJGAwKjuo6dj3+PHuffxNXfROGhDhyrzyXol9ciSUzLWC7739aEVRb4N4/buLlJ4/pLF8ZiOdf3tPNcbE/e8vbeeH1Eq65uCBoW+Hgq8U1uH3kdDqMUbw35hrOXvM0OqB2GOB9ib6pJ82i4MaLe3XOtxaU8cQzO7yEz1rb3Lzyv72sXNvI3/4wBstR7MCYND6Jd1+YwqKldezZa8NqUZkxJdlnVZzoKAP/+ONY3vukgnc/Kaey2k5MtIGT56Vz7mk5pKWYmToxmdtvHExrq5uYGAMmo8LyDXOo+fS7ruop+yMEBTdeghp1ZFfhOZREbGyE3jJ9fAwLv2/2G5YuJUwd2zPR0foWyYZiSasdYiwwIt+z2twXos2CE8ZAY5uktsVjCjLiIdoikFKyt1aypRzqPP5oUuMkQ7MgOynweVttOks3OjujxAYUWcnep+8hpec8mgZrd2uMKQxuFxpbJd9vkihqdweKJwJD8s4PktvPln1O1QwFKSV1Tb4VT6NNDly6ui+FBDqcGAKPA3pckdqr0rI2p+ST1dDu9I6UqWqEzxph9ghJTpD78mPGoAomDDDQapdUN+noOsRaBanxwuf1nntMNNlpRj5e3Mq67Q6klAzMNXHitBjGDzUjhGDaSAM2xz6nlAn0ilnYF/iJCBYCjGYMg8cf5G8aIcLhpdfOi7fffptLL72Uiy++mNWrV+NweF6iLS0t/OEPf+Cjjz4KWycj/LiIjzPyk9Oyee3dUr8igldemI8hRIGo3SVt/PL+9VTXOjpFpRZ8VsnfntvJn+4d2Sf9CACTUWHGZO+84PaSchbPPB9HVZ1nBAS4G5vZ89cXKXvlfaZ/+xpRRbl+21yzvjFgriNAS6ubW+9dx3OPj8do9L+a49YkH3wevKzoWwtKufqi/EMiklXf4ERRhE9Rqu3p43hxyq+ZtPszRtavRbpcxAwtouCGS8i95rxepRVU1zr467M7gO4iV7oOW3e08Mb7pVx23tFR6tEfBoPCnOmpwQ/EU+73/DNzOP/MHL/HmIyKl3NtzL//xNKTr6J51cZOVdUOgdaMM49n8P0/7/N3OFqI2NgIfeHUOfF8vawFp8tHqpgC6clGpowNLSVGSsnnaySrdnpXxfhhi2RsoeT48b4nZz0hIVqQcEB31hbDlnLv+IHaZviuGUblSUbk+D9ncaXWaWM7HBcdtq+jq6oq2VwhSI2XZAWZdK/crvt0XHQghMCtwbYyydDcQ+G8oJvgeQeKgESLDZvLhEMz4tYFqgJZiQqFaQrRlt71b/Wu7o4L6Pr7+61wzmSJeoRULDhYxFgEMSEulAzONzE430ct4H0IIYjeL3tEzSrENON0nIveB6HsF4EhwGjCcsoVCHP/L+McIUJf6HV82+9+9zueeuopnn32WYzGrsoM06ZNY9WqVWHpXIQfL9dfXsRZJ3uqRCiKx2PtUWIW/PSyQs44KTOkdlpa3dx891pq6z0De02TnRPmtjY3t92/jsrq8NdaW3fdPTj3c1x0IDUNV10Da67+VcDPh+pA2FXcxjc/BFCBAlpb3bhcwbUGWts0bO3+pd1b29x8t6SWL76rpqS0b6VqU5LM6AHUtCvj83l/7LUcU7KCUxybmb3uI/Kvv6jXeggfLqwIlOKLLuF/H5Yf9CoNxXtt/LCijg1bmkJSE/+xYUpKYPqi1xn38uOknjCT+AkjyTjrBCZ9/DzjX/8rirHvJfHa7RolpbYffZniiI2N0BcyU43c+7NMYqM9wzxV7ap0kJdp4oGbMjEaQrNDizfDqp2ef++rfNzpEFmzGxZtDP+7rrLRE3EB3pPljn+vL/GU/AyGySS8HBf707FtXQlBbUN1kwxqt6WUlNUFECyWku3FdhatamXNZlvAtJ5giCBVDYWAaJOToZluThpr4IQxRkbmqb12XDhckj21gVWNnG4oretV8yFjd+hs2Olg3XYHza0BStX8iDGOmIz1/FsxjJiCkpaDklGAcfKJRF14O2q6/0WzUJFS0tCiU92g9+kZjcDhL3saKZXqzdatW33WfY+Li6OxsbEvfYpwFKCqgtt+NogLzsph4TfVNDa7SE81c8Ls9JDSJDr4+MtKGptdPiM4dAlOp87/PizjhivDlwPYtrOEHd9vZVfWDDRFJbOpmOzGnZ1zZ+nWaFi0kpZNO4gd7rs818SxCazZ0Oh35aQDRYGF31Rz3Cz/aSjWHmiD+NK8cGuSZ17azVsLyrwqTIwbFc9dNw/xmVYQjDnTU3n86e04/ThVFAXGj0ogNTk8qv3FpcFFYGvrnTgc+kFJHdm6o4XHntrOxq1d9dXTUsxcf3khJ8zpo1z+EYZiNJJ13ilknXdKWNpzNTbTtGYTLXZ4a2scH39b1/mcDh4Qw1UX5TNj0uGrmHCwiNjYCH1laJGFp3+bz7J1bewodqCqMHZYFCMGWkJ2oDvdkmVbAxuq5dth8hAZVuHGrWWS5haJ0yVRVYiLUbzKdQpgewVMHuT784VZKgYVUpODOUwFjTZotUNsAFNnNYX23Ux+HEJbdtl56vUaSiu70jtjohQunJ/EiTN6XrVMCEFKvJnqxsBO3OR4c1iiLdscgctte/oETX1b9/CL2y15+4sWFi61dY4rFAUmj7Rw2anxYa2IciSgJKRinj4/LG1JKdFtzUi3k3WlVr5Yr1LV4LnGZiNMHmbghGOMWEL8DUSIcLDptfMiMzOTHTt2UFBQ4LV90aJFFBUV9bVfEY4SsjKsXH5+70P5v15cE9Cg6jp8uagmbM4Lm83N/Y/vYMmsPwB46noLhZSWMs5c+wyprRWdxzav2eTXeXHq8Zm8+EYJDkfg3BFdh5ZW/1oWAGaTwsihsWzY0hLwuKEDYzCbuhv4h/9vC599Xd3tOq7d2MTP7ljN809MIKWHTobYGAM/vayIvz23s9s+T6SNws+uCN97wmrtqBnv/2FQFAKm3/SWHbtbueFXa3C5ve9lda2DB/+yBVu7xpn7oozcmsTl0rGYlUOSvnNgf5atqsfllgweEMPwwbGHvA89wd1mY/OvHqH0hbdp1Y38Z8pdNFpTkEqX82n7rlbuemgjv7ppMKedGFq01pFCxMZGCAdGg2D6+Bimj++ZvkUHe2vAFWSB261BcTUMDq0YVFDW7dL4YoXbK7BRCI20ZJXUZM+7U9Klg+GLKIvCtNEmiutEp8ZFIIJ9x4mDYEOxRIjAqSODs7vv215s54G/l3cKXHbQatN59s1anC6d0+YmBO6AD9KTrNS3OH3qSwEkx5mIMoenupMhBJ+/lKEd11OklPzjjQZWbXZ4WXhdh6Xr7eytdHPfdclYzApSStyaJ8roUGiPHNjP+lYNh1NiMAiSYtSQ058PF+6GShwlm5D2NhZX5bGwbBCg0xHK6nDBd+vd7CjXuPFMS6SyTIR+Qa/faj/96U+55ZZbeP755xFCUF5ezg8//MDtt9/OfffdF84+Rojgl3Z78LBBexAHQajouuTOBzewrkTpHAl1lK2qi87gv5Pu4OrFDxLnaARAMfuPIElKNPHH34zkF/euC3hOVRHkZgWPfPjF9YO4+tbAoeS+yupu2dHCp19V+zxe16Gx2cWr7+zl59f4dsIE4vwzczCbFZ797x6amrscMIV50dx502CGDAxd5T0Yc6elsODTCr/7FSQzp6R6rdyFi388vxOXW/erYfL353eSnxPFmwtKWbS0Dl33CNKeNT+LC87IOegiona7xp+f3MbCr6u9In0GFkbzwB3DKMjtf6UgdaeTZSdfRcOytaDpLB56ZjfHBXStBD721HZmTU0hPq7vaSn9hYiNjdAfCDap78Adpgj+zSUar3/t7rZdSqiq9ZwkLcXzHlCD+KLPnRvFcx/ZQ5rERgUJ+MxJVUmNc1PX6rstKSVZyYL0xO77X3qvHl33H7nw6ocNzJsS1+PoAZNBYWheHMWVbbS0d10zRUBaooWs5PCJI8daIM4Kze2ByrBK8lLCb2M37nKycrPvYkSbIAABAABJREFUCBNdQlm1my9X2EhJjWbtHjoFLovSJRMHQUbCwZ9w1za72V7u8Pq9KALyU43kpBj75UKBq64cx46VADQ6LHxe1jHO8+6rlFBRJ/lmrZsTJv54bOyhQCjKEVW69kjpa496uW7dus6683feeSdnnnkmc+fOpbW1lVmzZnHNNdfw05/+lJtuuumgdDZChP1xu3ViYwwBV1QUBYrywzM5W76mgTUbm9Bl9xNKRcVhsLK84DgAhMlI8twpAds7Zmwi111aEPAYTZecdmJW0L4NGRDLb+8chr/3zq3XDWDS+O6iUJ98URVwQq/rsGBhZa+1Is48OYv3XpzC4w+N5qG7hvPc4+N54a8TGDGk52GygZg4NpGiOAdC9zGCljroOnOal4T1nOApebt8TWDxVbtd5+Z71rJ4n+MCoK7ByfMv7+Hnd68NyQHXW6SU3P2HjSz8prpbitLu4jZu+NWafqkdUfbKAhp+WA2ajiZU1ubM6Oa42B+3Jvn066pD2MODQ8TGRuhv6G43NVWtVFW00NRo92sLUsLwSpdS8unywO/D6jqtU08ox7/OIQAmo+Dq+RYUIf32WwDZSYQUEn/FCQpJMbKzrx3/A0iJE1wwq7sBrql3s2mnPWCKqNMlWbI2QBhJAMxGlcG5cYwoiKcoM4aBWTGMHpBIdkpUWCfMQghG5gZ2XMRZ3FgOwtz225U2v2MbAKEINpabWLLV47gAz4R7VxW8uQh2VR1c3Yb6Vjeb9jq6Ofp0CburXeytDRw9eziQuo5jT9fi2eq6wJGLUsIPG1wHXTcsQoRQ6FHkxbhx46ioqCAtLY2ioiKWL1/O3XffzebNm9F1neHDhxMT07vQxAgResLKtQ389tHN1DcGNgq6DufMDz75D4XPvq7uKKDgE6morM+exrHb3yb/ugswJSUEbfOCs3JZsrKeDVt8l7Q746RMRg4NbVR47Mw0pk9K5t+vFrN0VT1SenQlLjw7l7QU32kftQ0O9CDCGzabhsstMfUgXHD7rlZ2l7RhMatMHJPAMWMTQ/5sr3C7OPubh3m14BLKEgei6Bog0YWKSXNwxppn0RbtwH3PBRhiwhdpUFMX2sRfSjgwsleXsHVnC/95o4SfXtY9KiYcrF7fyLLVDT73abpHpPX1d3sXWXMwKXn29c6C922mWFyGwOrpqiLYWxZc96S/E7GxEfoLdqfO0282sGyDt+C1waiQV5hATKzHpggBGQmQFobV7aoGSU1TYHskJTS36qQmqQwIQU7IZBBMGQTf+6guKQCjAcYWhNY/s1Hh+vkKuyt0Fm0Gmx1irDB5iGBApvDpLGho7h5FciCqAg1NPXNi2+w6m3Y5cboluekGctONWEwHN4rPrLpIidapbTtwPCGINrlJjrZT3SjJCpOWVQe1jVrABYK0jCgaG+y4XDbMFgNJKVEoiiddSAKfrIJrj5chC9T2BCkluyudAY8pqXGRlWTsVykkWmM1uLvGz7WOaDxXy38fW9o9EVbG8GQiRYjQa3r0CCYkJLB7927S0tLYs2cPuq4THR3NxIkTD1b/IkToxradLfzygfUBqzkI4RnknDQ3nVlTwyPm19jk9Ou46MBusJJx1okM+9OdIbVpMio89tvR/OvlPbz/aUVnNZDkRBMXnZ3LT07vWRKxxazysyuKQtaTSEk0+y1p2kFUlBqy0d9V3Mbvn9jC1h1dq0hmk8IFZ+Vw1YUFPU7b0HVJaXk7LrdOdobVb4pF/aKVGKvKubTqEcoSitieNga3YiStpYxhlcsxaU40oGbhYjLPOqFHfQhEQh/TFHQd3v24nKsvyvcpptpXPg3icNN1+PDzqn7nvGgvLuusA2jSgjuIJBAddXAH7oeCiI2N0B+QUvLXl+tZv737b8/t0tm9vZ6BQ1OIijZiMsDJE8MzKbOFGgQmYc7w0KIlAPJSBEZVsq4EGto82zoiLsYWeEpb9oTCTIXCECV2EuOCD7M1HRLjQ3t/aZrk7S9bWbjUhms/v0hRtoFrzownK7XnM0vd7UJzu1BUA6rRf/5MTbOLeKtOjNlFi8OIW1NQhCTG7MZk8BiZ2mZX2J0X8TFKhy+7G06Hk11b2rzGMEajyqDhqaRleBy9LjdsLYeReWHtFgDtTkmbI7DDTZdQ2+ImI6H/pFzoTm9lVYtwElg1zBPJrB75ZjbCj4AeveXOOeccZs+eTWZmJkIIJk6ciOrnSd61a1dYOhghwoG88HoxUu9eu35/UpPNXPqTPM44KTNsoZOZ6VZUtTHARF+SkmBg/H+f6NE5LRaVm64ewLWXFFBS3o6qCPJzog6KPsOBnHRsOm99UOZ3v6LAacdnhPR9Ssvb+dmdq7ulQTicOi++XkJLi5vbfuZHGv4ApJQs+KyS/7xRTGW1Z0RrMSucdmIm115cQFSU96vL3eIZkQogp3EXOY2+3z/u5t6F5vojK8PK8CGxbN7WElSJ3R8trW7qG11+o2P6QmOTK6jDrbXNjZTBywAeSkypSTiq60BKLO52Cmo3UZw0xG/qiKZJ5k5PPcS9DD8RGxuhP7Bjr4u12/x7EqSEmqpW5s9NZNpQQUJMeN4dCdGhtTN9qCAltmfnzEwUZCZCq13ickOUmUMiPpiaZGDYAAtbd/lPHTEaBVPGhBZR9cIHzXy3unv59z3lbn7/XD0P/DSZ1MTQZphup53WqlKcLY2d2wzWaGLSsjFFd4/47Bj7qAokWH1HvWoHIQtyxtgoL80LRVUQAuxtDhy27lEPLpfGprWVKEoGKWkxKALqmsPfL/BU4wkFV/AAnEOKMOwbb0iJ0t7KKPNOVuK/zKoiYHSRitKPxglHBB6F38Pdi9A5QvraI+fFM888w9lnn82OHTu4+eabufbaa4mNDZ/oXoQIwXA4NBYtqQuYP6oqgnkzUznrlPCki3Rw6gkZvPtxud/9QgjOOiO/15NAs1llUOGhDQkfOjCWE+aksfCb7tVGVEUQF2vgwrNCqxv+wuvF2O3+hSv/91E5Pzkjm9ysqKBtPfPSHl56s8QrgNHu0Hn7gzLWbmziH38ci3W/KIzoQQUh9THU43rCDVcUcfPdawOuWATDFIYqKDabm0+/rmbdpiaE8KQMpSSaUNXAkTXJiaZ+5bgAyLnsbDbf+cfOv2fs+IDiyUPwVTZAUWDKhKSwCsAeLiI2NkJ/YMlaW8CILYDmRjsnjBUYwhiKnxQnyE8XlFT7X5ywmmF4fu/flz2NsggHl56exH1/LUf6Ee288JTEkMQ6S6vcPh0X4Fndb3dKPlrcxuWnBk81dTvsNOzejDxAJ8rd3kZj8Tbicwdijk3w2mc1KziDKLNazeGPIBw7xMygPCO7yzUMJoOn2owuaWoP7JHYubWO5NRoECKouGsoSCnZUeJk0Zp2Wtp0UhJUpo4NTRTV0s+qdBgS03EoKkprI8LlYIC1ijxzDXsdycgD5BAFHrM7b1z/iRyJcHTT4/iyk046CYCVK1dyyy23RAZWEQ4ptnYtoOMCAAFtbeF3cw8dGMtpJ2aw4NPKbvsUBfKyozjn1DDVijuE3H3LEJITTbz9QVln/XSAkcPiuPuWISGVSXU4dT7/thotwM1RFPj0yyquuSSwvsOevW289GYJ0D2EUdc9ehpvf1DGJed2xYDGDh9IwuQxNK3YgPS19KMoRA8qIHHquKDfpacMGxRLeqqZiureCV8OHxxLQnzfBgVrNjTyq4c20GbTOoXNPvu6mphoNaDjQlHg9JP6X4nR3KvOZfvv/4G7yVP+N7dxB2evfpoFo67EabCgSA2JQCoqE3N1fnPtkfe780fExkY43LS160GdsboODpcMq/MC4NQpBp7+wBMx5muif/pUQ7/SDgiFwQUW7rsxk6dfq6WsuitiITpK4YJTEjl5ZnxI7Sxe246i4HeBQNdh0Zp2Ljk5NmjkZmtlSTfHxf40l+8hZfBohOiayGYkmmhqC6wtlJ4YpGxLL1BVwYxx0ZTWtXcKRjrszqDRju02Fy3NDuLiLRRl9K0PTpfk76/Ws3KzHUXp8qN/+F0rl58ThyWA80lVIDm2f+VbCNWAMa0AvWGpZ5FIwKWZ3/Fq1TR2tWeg4HnIdBQsJslFs3Uyk4+s312EHy+9ll3597//Hc5+RAgRTZMsWlbHgs8qqKyyk5Rg4uRj05k3Mw2z6cgocdMXYmONRFnVTm0IX0gpycoIX4mw/bnjhsFkpll47d1Smls8DhJVFRw3K5WbrxlIdNThUzKSmkbN54tp3bQTNdpK+qlzsWQFVzQzGBRuvGoAl5+fz6p1jThdOgMLo3tUQrOtzY07SPikEIK6hsDCVgALPq0ILIwqPToR+zsvAEb98yG+n30hus3u7cBQVRSjyph/PXxQIgw++aqq144LgGmTkvt0/spqO7c/sB6Hc99gY7/rZmvXMKi+yxiqCmSmW3qsq3IoMMbHYoyP7XReAAyuXsPNX93B5owJ1MVkYtQcDKlaReonFSx+wUTuNecx7E+/Qg1QovhIImJjDx81DRpfrWxn0y7PBGlYoYm5EyykJx8dSnVpyYbAye9AlEVgNYf/fZqVrHDdfCMfLnVTvF+ViNR4wYnHqAzLO7yTwHanpKpJouue0qHJsb6FOg9k+AArT9ydw/ZiB9V1bqKjFEYOsvZIRLKxVQ96X1xusDsl0Vb/7WouJ862wFELUnPjbGnCHNcltp0YYyA5zkCdHxHSlDgDCdHhvz8ut+T97zwRJx3XOpjQeAdOhxu3w0lmH50qL7zXyKot9n3n9mzrcJ58+FUbZ58c4/c5GJhpCqlc76FGVVSvx8mqurgq6xvKHYlsbsvCLVUyTI0MzNFQW020bI0m6v/Zu+/wOKrr4ePfO9vVe3fvveJuOqb3UH/UQBJCgISEhFRKQkJIIOUloSS0hBY6oYXesQHbuOJeJVvFVu9bZu77x9qSZe2uVrbaSufzPAJrd7R7d7TaO3Pm3HMGjcEeYkmRED1pYMzE/YTXZ/HTO9aydEVVS/R9565GvlpTzTMv7+Kvv51C8mEWEOzr7DbF6YtyeP7V3RFTWk8+Nooy5IfAMBSXnT+Ei84exMatdfj9muFD4nt9v1d+uowVl/6I5l2lwbNSS7P2+tsZdOW5TPjrLVGd0CXE2w+5uGlCgh2HXeGPEMDQWpOR1nEWx66S5g7rNJTu8bar05A0aQwLFj/Hxlv/SunL7wT/QJQi66SFjL7tByRPHRf16+mM198tbSkQ21lKwY7ChkN+bm9ZOY//v9X4fAY6RAtfa9+x7swpKWzYUkd9QzCKYRhw5LxMfvidkSQlHNp7N1DfQM1XX6Mti+Sp43GkdO0BjdncPiDksHxMLl7S7nbL62Pn/U/SXFjMjBfu63PLYETs+GqDlwdeqEXr1gKBxXubeO/LJq4+K5HZEyN3vukPjpwRx4vv1YW931Bw7Kz4bjshy88w+PapTipqNdX1mng3ZKdGFyToLqalWb3TYndV2w/6OCdMG2YjNYp6HUopRg91M3rooY0hNdGgo6qKTnvHhUxNX3TB9oO3U0oxKs9DvNtHSaWvZb532hW5aU5y07pnCeLX2/w0HlQU0xblOhDL0ixfVkbVCXmkJXf+lEdbFhXbi/j4K1vIORagvNLkzfcbOO/UJOqbWw9e3A7FsGwnmYfwvBA8pqisDxayjXdBakIXlySwQgeh8lxV5Llau5T5VA4WYDU3UL9lJQmjpmGPk4zAqBiKiH1++5o+GGQLRYIXMeSBf21j2crgB8rBkd9thcEuD3+4ZVIvja7nXHreED7+vII9e0Of5F5z+fColjocDofDYOLY6FI9u1vNyvV8cdKVWPsrQpmtb46iR1/AbGhi2uP3dOsYnA6DRUdn8eb7ZRE7W5wURVApId7e4Xprj9sW8iApYewIZjzz//BX1eDdU4EzIxVneve2aS2v7Dh9NRytaSlI2hn+2nq+vv52ip99nY/n3oYVH36/aqCuIcB//z2P9Ztq8fsthg9NIP0Qr0SZXh8bf/VnCh98CrMxeCXKcDnJv+xsxv/h5i5rRZs4YRQVFVWR3wgHsjRlr75PxUdfkHH0nC4ZgxhYyipNHnihtt1bbn8Q46GX6yjIspOf1b8PnTJS7Jy3KIln32p/dd4wIDPVxulHdf/JS3qSIj2p9w+mtdYs32ayJ0SyQqMPPt9ssnCsrdvracyf4uGNzxrD3m8oWDDN0+GSESPKlhEqxHZKKfLTXeSlOfHuW2bqcnRvYKm2of0c4HQ7UEaw9kU4NrvB5g2VAFTWmJ0OXgR2rMO//B1W7M5B6wURty0sCRBvMxg70kWz38JhUyS4jUPeL7sqYPGGYPBiv/QEmDcW8g8vWbOFik/pcBsNWLYDLnBoi+aSbSSMmNI1gxDiEMRQOGhga2gM8N83S8KeJFkWLF5aSVFx+Imtv0hJdvDgH6dxwtHZbda+5ue4+eWNY7n4nOgKTPYXm3/7d3TADL0Q1rIo/s9r1H29uVOP6fWavP5uKT++fQ3X/XQlf35wM9t2Rs4QuPyCIcTF2cMWxjr/jHzyczteznPcwsyI56s2Q7Ho6KyIj+FITSZhzPBuD1wAZGe4DutqSOmeZj77siLqNFjT6+OLE69g9zOvoQMmAVvHQQiv18LlNJg6MYUjpqUdcuBCmybLv/E9tv/10ZbABQQzH4oeeY4vTv4mprfjpUHRGHLNxdEHLvZRdhu7/vVSlzy/GHg+XN4UORCp4P1lkdf89xdnHp3It7+R0qZzhd0WPDm+7ZpMEuIGzuFjdSMhAxf7WRZsKe3cZxVAQ3OAHaWNrC+sY/OueipqfRHngfwsO8fMCD2HGgriPYpTF3QcPLa5PNicHV3gUe0Kdra5VyncTgO389BP0KOVnND+vaaUIjEl8msdNjyJ+Qtzmbcgh72Ndpo6MTUFtq/F/8mL0FiHX9vocL0OweUtcS6DtAQ7iZ7QF1iiUVQOry9rG7gAqKiH15YF7+8KRnoeuMPvQw1YTg/YDu7uVoXlP/SlskIcrv59+aAfWb+5Dp+v48lxxZqaqLo5xLq0VCe/vHEsN3xrBMWlzbhdBkMK4gZcunigoZGyV94LX8GL4And7v+8xtjf3BjVY+4ubeL7v1hF6R5vy3KINetreOG1Yq6+ZChXXDAk5M/l5Xh44A/T+P29G1mzvvVIL85j4+JzB3HZedE1WZ89PY1xoxLZuLWu3csyDHA4FReeXRDVY/WE0xbltnm9nVVZ5ePm36xl9vRUfveLiR3Wril++lVqlq1p+T6nZif1zqSwbURtNsXYUV1zlbTs9Q/Y++bHoe80Lao/X0nxU68w6MpvHPZz5Zx1ArkXnErJs69Hc9wIgA6YNO9uX1BXiGis3eqLWBDasoLbDBRHzYhn4bQ4ivcG8Ac0WWn2qLpi9De7K62IqzU0sLtKM2VIdC2ntdbs2ttMaVXbE8DqhgBuh8GYQQlhO1BdemoiifEGby1pwHtAt9JRgx1884wk0pM7zqpQShGflU/trvDtlj1pWRj2vrEMecJwB/EeRUNT29+AO86FUor6mgbMQOvBQlycjRmzckhL92AYKtglpEyxbS8cNwlyUiI/nzZN/Evfavm+wF0JRP69KgX5WYe/v7SGj9dFfq99uh4uXHD4S0iUUjgnHYlv2Vv70rhbn1UDKBuBxNBpHpbfh+Ho3gznfkFapXYLCV7EiGjT0vWh5q/HqKQEB0kj+8YE2xsCNXURAxcAKIW/oiryNvuYpuamW9ewtzx4gL7/7bT/AvhDT+xgcH4cxy7IDPnzQwbFcf8fprG9sIEdRY24XQbTJqbgdkdfxMtmU9xz+yRuuWsdy1ZVYxjBSdY0NempTn7z0wl9KkB3wlFZvPRGMRu31B3S8pH9J0tfrqji/ke38YPvjIy4fdGjzwcvs+37wemFH7I5e2rY7U1Td1nb4KJHnkPZbKE7ugAYBoX/fKbD4IVlaQKmjtgiVhkG0/71R1JnTWH7Xx+jqTB8m+KWn7HboipSK0Qo0fz9DrApFsNQFGQP3DkWwBfoOH6qdXCetEcx1ZXX+NoFLvZr9lts3l3P+CGJIQMhhqE459gETpkfx4adfvx+TX6WnbzMzh3Ou5PS0LkmdaVFoC0OLKbhScsiIbvvXCCw2xQXHh/Hw6+2z/50eZy43A6mjFF4XOBw2THtwWD9/v2nlEIT/P28vwbOmQ3uCMmHVvFW8LZmWI307CHXWUWZLxkrRMK6YcCMcW5Skw6/WGlpNdR1kNxV0whlNR0HYQKmxjDAiHBCaqTm4Jx9GoGtK7H2FgEajcJ0JxCIT2mXddHyc47+URhbxCYJXsSIMSMSsNtVhx0dJo/vG3UYRM9wpKdieNxYTaF7v0Ow4JRnaHQHIp8vr6SoOPzMqRQ88Xxh2ODFfsMGxzNs8KHXPkhKdPCXO6aweVs9S5ZV4PdrxoxMYM7M9D7XJs/pMPjrHZP51g+/onD3oaeUaw2vvBXMbkmID//R3LSrlAMvDw+rWMfMHe+ybOjxKG2h97W221/U98oLhzBhTNcU02zcvit84ALAsmjcuTvs3Ru31PHkC0V8tKQc09RkZbg4+5Q8zj8jH5crxPpqm41hN1zO0Osuxbungm1/foTtf3mUcJfHdcCk4NKzOvuyhABg7FAHZRXh23EbRnAbMbDEOTusk4ndRtglkwfSWlNSGTnlvtFrUd9kkhihe5nbZTB19OFd+fakZuJKSsNbW4Xp92LY7LiSUrH1wRPTWRNcmJbmmfcaOfBwJzFeMWOik5yM4Pyxt9ZBk5+wGTABCzaXwqQIiaC6qW2xWqXg2wUf8Ycdp+C17G0CGIaCtCQbl5+Rcsiv7UAdBS72q28CQjylP6D5bK3JknUBahqCn1kThhgcPdVOfkboN6iRlI5z2nHogB+ruYG6LSuIlGliT0iVrAvRqwZe/l+MSkp0cPKx2WGL1toMxbRJKYd1wihij83lpOCys0MW1mqhoeCSM6N6vC9XVEYs9qU1bNpaT229P+w2XWnU8AQuO38IV/3fUBbMzuhzgYv94uPsXHFh6OU0neHza9ZuiLwExZ2T2Sa1TwHHb3iWM1Y9RHZtYcvt40cn8dufjeeq/xt62OPaz5WV3mHlbFdW6DTTJcsq+PZNK/ho8V5MM3gasKfcyz8e384Nv1hFc3P4oIgyDNw5mYz8ybdx5+egQl3eNAwyT1xI+jFSrFMcmmNneiKeoFoWHHdE97ThFn3XoHQj4vtCAUMyoita6QtovP6OlwDXNPTMHGvYbHhSM0jIyicuPbtPBi72mzPRxbmL3Bw718n86U5OmO/ilKNcLYELAJ/Zca2J4srIz6PcCe1uG+Su4pbh/2Vh6iacKlgcPc4Fpx6ZwB3XZXZJ1gWAJ8rdHypzxOfX/ON1H28tDQYuIPiZ9fUOi7//18fGoggXHgBld2BLSMGdMyzCRgp3XoT7hegBEryIIddfPZKxI/enwwVvU/v+nZPl4tYfje29wYleM+rn38WZlRb6hA4Y8+sfRJ1Kv/+ksqu2Gygsv58pxi6SPIffaaqjfTvoinM5+BqgAiaUfMmVS37HT976Lo+fU8EDf5zGUfMiZ8h0VsGlZ0depqQUBZed0+7mpmaTW/+wHsvS7Wpwah2s6fP484Xtfu5gzvRU5n38H9KPmt32ae12Bn3zPGY8/3dULLUlE31KXqadK05PRNE2Rrf/35eeksCQXMm8GGji3YqR2aE/2BXBE8kR2dF97kSztLejLI+BSvuayU/0k5VmMCjXRnrKoRUL7ehXYOSPAGf7lsiZznouzV3C38c+zv2zXuPBW3K58KRkEuO7JnABkJcG7g4+YjxOyAtRi/yDlQF27dXt3juWDk7bT73nx9dB9jaAK3sI7rwRcFAdLcMVR8LIqdjjurYten+mDCPmvmKBLBuJIXEeG3/7/VTe/rCMV94qoXRPM6nJTk49PodTT8ghPkKKoeh7vF6TDz4rZ/P2epwOgwWz0xk/OvQ610jcednM/+w51v3od5T+992Wk0t3QQ6jfnkdg686L+rHGjc6iZf/VxJxm+xMF8mJcgAPwQPRHX9/gi133o9vTwVnpgznPzN/AHZnS2rp/vIUM6aksHxVdcTHsxmKcR0U18y/5Ex23P8E9eu2tlvCoWw2UieNZvBFpx7Oywor9/xT2PaXR0I/t92GuyCXQd9sX+/ivU/20NgU/qqPZcFLbxRz5UVDO8yu8RTkMPvNR2nYvIPq5WsxHHbSj5qFMyPt0F6UEAdYMMXN4Gw7733ZyNfb/aCDS0WOn+VhaJ587sWa3eUmq7cG8PogJ81g2ig7LmfnT3jH5Bm4HJotpRbefV3JFZCbqphQYOC0R/eYToeB3VAEIlSG1UB8J+pE9XdmcwNNRRsw66pIQ1FlG0utkUZwT7Xud5sBmUmwpyZ88EcBWR2srlY2O47px+H//PXQ9yuIn3UcRjec6NkMmDMGPlwbfps5o9snQJqW5vP1ZsTAjNcPq7eazBwT+VxBKYU7axCujDwCdVVo08RwubHFJQ24oviib5Kz3RjjdBicdkIup52Q29tDEYfhi68qufUP66hvMLHbgsWkHn+ukCnjk/jtzyeSkty5g2TPoFxmPHsvzaV7adi8A3t8HElTx3U6inrcgkzufWgLDY2hJ0Gl4Lwz8jEON72gn9h061/YcucDLd8XVG/j6s9uZ9mQY1mfNxsrKYVhQxI497Q8jluYxQ9vXc3KNTWYIQ5cDQOOXZhJWgdtTG0eN3Pe+Terv/PLYKeZ/b8opcg+8zgmP3AHNnf3rEe1uV3MeftfrLzy5tauI/suE6bMmcq0x/+EI7l98GXLtgbsNkUgQlZJbV2Aikov2Zntr3gBlO1t5n/vlbG7pInEBDvHHZnF+AtOlYMp0eUG59i58gy5uhjLmn2af7/VzPqdJsa+gv+mBS994uWi491MHdm5w1+lFMOyFEMyFbWNYGpIcIHL0bnPH0MpslKdFFeEr3vhsClSEiRQBmA2N1K/cSmYwYiRQjPCXE+llcleI4dmIwG73SA7xU5Buo3KesW7ayI8oILRUdSvto+aFix2/tX74G1svSMuCeesk7DlRy6sfTjG5gcD+p9vChaL3c9ph7ljYEx++5+pa4SmDrqX2gworgg/BwdMzVfrm1mzxYtlwYgCB/OmpOF2xcbVeDFwKD3A2lPU1taSnJxMTU0NSUlycNLTfH4LremwHWR/tmlrHd/+0QpMS7cLENgMGD0ikQfvntZrAYKv1lRz021rMANWS4r//papC2en85ufTeiztSd6UuOOXXww+viwOaiWMtg5+Xgu//DPJCYED5TLK7x89+aVlO5pbvNjChg+NJ5775xCUicOWht37qbqs+WgFGnzZ+AZ3DVdRSLROvi+bdy8nYqPvgTLInXedJImt1+2prWmscnkoSe28+IbJR0uiXntiXkhA3ePP1fIPx7fftBjw5QJSdx922Q83XCVUuaKQyf7rvdYWuMPgMMeuctAf/fgK01sLAofhL/2LA8j83snu8GyNJt2N1DXGGh3n6FgzKAEEjxybRGgYdtqAtV7CZdLYVqKPRkLGDu0NWC/ages2tl2+Y3a982CcTAsK/rn16aJVbod3dyAikvCyB7SI6n1lqWxtGLnXmj0QrwLBmeG7mYTMDWVdZp7nvVGDOYbChZOsnHy7PZzbEl5gLseraC82sRuVxg2GxqwG5rrzk9myujQFxUOR3+eJ/a/ttJ//IokT9fvu+5S29RMzrd/0+d/J/LpKHrER0vKefrFopZihCOGxnPBmQWcfFz2gLty+sQLRWgd+pzXtILr/5evquKIab2TBj99UgqP/b8ZPPfKbt7/dA9er8XQQXGce1o+i47OjljQcyDZ9fjLwaOBMCfkhrbIX/sht925mnt+Ox2AjHQXj/xlBq++XcJr75RQVe0nM93FmSflcsrxOZ0+CY8bkk/ckBCXYbrBpq3BTiEff16O368ZnO/h3NMWcuZJudjtbQ/mtNa8/k4p/3l5FzuKGsM8YitDwZiRiSEDF2+8W8qD/94e4qdg1de1XPSdL3n6wVndEsAQIlbUNGg+WWvy1WYLXyB4lXbaSIOFk2ykxA+sz+zCMpMNhZGLE7691MvI/N5puW0YitEF8VTU+Cir9uL1WRiGIj3JSXaKE5dTPssAdMBPoHpPxG0Mpdm4rpSUpMHkpAXf51OGBpeGbNgdXEKiFOSnwbgCSGtfizMiZbN1a5bFgbw+i7eXNPDOknrKq02cDsXcKR5OOzKR/Kz2c+OeKou3l/lYuTmAaQVfp2EobLbQtUAsDeOGtH9vNXstfvdQOTX1Fm6PE5vdaKnNopTi7y80cPkpMH9K7JyEi/5Nghei2z32n5089OSONmv0tu1s4Hd/3cjaDbX8+HujBkwAwzQ1Hy0uD7lsYD+bTfH+Z+W9FrwAGJwfx4++O4offXdUr42hr2sqLG7pHx+O0/SxelkxW3eMZsTQ4FFTYoKdi88ZxMXnDOqZgXaBT78s5xe/Wwe6teBm4e4m/vKPLXz2ZQV3/WoiDkfwD1xrzR//vplX3ioh2j9rS8Nl57fvXWdZmkf/szPiz5ZX+vj5b7/mz7+Z3KnXJER/UVGr+ccbfpq8rV2EfQFYutFizXaLb5/qICNpYMyxAKu3BlpqDYWiNWzeZdHk1XhcvbNfDKXITHGRmSItJ8Ox/L6Ot0GR6Gjm8w0WZ81rPTHPTQ1+xYpmr8Vv/7mXbbv9LRe2fH7NJ181snhlIz+7OrNNdknRHpO/vdhEwGx9n2sdPMY0TROns23XFUNBQaZiSIjCs4tXNVFVZ+GOc7Zk/B58TP74m40My7OTlymnjaL3ybtQdKsNW+p46MkdQNsmBfs/nF95q4R5s9JYMCuj5wfXCwIBq8PUea01jSHSSfuLmlo/r75dwrsf76GhwWTo4DjOOjmPeUekxVQQy5mR2mHVclPZCDjcLF5a2RK86IydRY38981itu5sIM5t48i5GRy7IBOXq+euzNU3BLhtX6eQg1+v1rB0ZRXPvbq7JRjz+fJKXnmrpOX+UAwDHH4vCd5qfDYX37xuBgvntP8M2LmrkZKy5g7HuHRlFdt2NjB8iLSKFgPPS58F2gQu9rM0NPvgxU8CfPvUgVNDwesnqpYdXn/vBS+6k9aazbstPl9nUlJh4XQoJg+3MXucjQRP7LxeZe/4PavQNAYcbNx1aCvgvT6Lz1c3sezrZrx+zeBcB8fNiiM3s2f/Xl54r5btBwQu9rOs4Dz6lycq+NvPcoM10rTm8beb8Zvh59hAIBjASFF1KG0Sl5bEZYviQh5jLVvXjN1mYLOFXg6jlEJbmre/aOaK0zp/HCNEV5PghehWL/+vGJtNhT1hNwx48bXiARO8cDoNMtKclFdGvqIwuKB30lm7286iRq772Uqqa1sn6bLyZpYsq+SEo7L45Y1jQy5L2bytnm07G3C7DGZOTe1UZx3L0jQ3mzhdtsOq1eHzW/j9FnGe4BWN/ItOZ9vdD4Xd3lQG63NmYNmd+AMR2ouG8cTzhTzwr+3YDFpSQj/5ooKHn9rB//vtFPJyPIf8WjrjrQ/LaPaGH7/W8Nwru7jo7AKUUrz4ejGGEb6jaoK/lhOLXmPkts8wAn4AUpqmstdzPZknLGizrTfC8x5IKfjgs70SvBADzt5qzY6y8CdulobCvZqyKovs1IFRayozRaE7+OhwOYipE/loaa156VM/X26wDsg+0bz7VYBP1wb41qlO8tLbvw+8fs2uCgiYkJ5IpzN1/IFgcNvZyQKmB7K0xusL1mux2xSGw4ktMRV/bVXEFuSbarPCrd6MqLQ8wO8eKqeixmyp67V+u5f/fVrP/52SxCkLI3f+6io+v+b9LxoiZgrV1lssX9fE7ElxbCu22Fsd+QVPtm/gpITlJFmVwRtMF/aN09ET57cLCjX7LAyHDa11+AtISrFsvY/LT42wjWhPKSK+efuaGPndSvBCdKuNW+oiZhpYFmzaVt+DI+pdSinOPiWPh5/cEXGiOu2EnJ4dWA+wLM1Pfr2Gmrq2Vxf2n+S+89EexoxM4MKzWpdTBJcXbWDD5tb3iNNpcMGZ+Vz9f8Mi1t+orffz1AtF/PfNEurqA9jtimMXZHLpeYMZNjj6k9yVa6t5/LlCvvyqCg1kpDs599R8zj9zNFnnn0bZs69z8OIRC4Wp7CwecQqmqRk9vHNXKz5avJcH/hWs87B/mcb+fba33MuPbl3DE/cd0SP1RzZvrY8YgATYW+Gjrj5AUqKDzdvrwwYuXP5GzvvyL2TVF2MccHZR/eVqvjz1aqb++27yLzyt5fb8XA82G5iRl6+jFBFbsQrRX5VWRRfgK63SZMdQGv3hmDnGwauLfQTCfCQYCuZOcPTLwtNLN5p8uSH4njjwGEPvy8J59E0fN1/oanntltZ8sQlWbm+dawCykjXHT4a0xMj7aO32AO8t97G9JPjDWamKY6Y6mT3BHnXB2Cav5r3lPj5b46OxOfj7mTTCzqIjnOTkjcRftwxL63bngFrDqsp8Gkw3+elRPVWLgKn5/SPlVNWZLY8FrccjT75RS06Gnenjuv8iwd6qAE3eyMEImwHbd/uZPQlKKkK/sd1uA5uhmGZby8mOd+HAjwa/l8D6zzH3FOI67mKUrfX0b0iuk8I9HS/R2Z/pESPnt6IfGxhheNFr3FGktzsdA+tteP6ZBYwakdCuT/f+CeF73xwetl1kLPviq0p2lzaHPbEFeOblXS0nybtLm7j25hVs2to2uOXzWTzxXBF3378p7ONU1/j59g+/4qkXi6irDy7BCQQ07328l6tv/Io162uiGvPbH5Zx/c9XsXRlVUt4orzCxz8e384Pb1nNxAd/S/WCk7HUvnoP+3rOV8dl8tSsH1GVlEdGmpM5Mzt3ZPX480VhDxBMC4qKm/jiq8pOPeahOrgYZ0fbRfqb9zri+Nfcn/Pm+P/DZztgrfe+3Ng11/ySQH1Dy82JCXaOW9hxaXjLgsH5PZOJIkRf4rBHdybh6Icn6uHEuRXnHR38fDn4c9RQkJGsOGFm5JbUsUhrzcerwwdxtQ621Px6R+sk/OFaWL61beACYG8tPL8EahrDn1S/t9zHQ681s6O09Yf3VGme+cDLU+94saJoZtjYrPnzsw28uywYuIBg0GXN1gB/eqaRrRXx6PypNARcLa8Bgl1GllcM4pM9I9EaZo3p3HHkV+ub2Vtlhj0eUQpe+6hnLqxFE0TTtP6tH/w3Hx9vY8jgOAry48jN9VCadQQvJV1Nqf2gOlJao8t3E9j0VZubj5sV1+FyZoD0ZKPXuuAJcaCBddYoetyRczMiRmltBhwzf2AsGdnP47Zx7++mcuHZg0iIbz3RGzksnt/8dHybzIP+ZOXamg4zBfZW+CjbGzyC+fczO2lqCn1woYFX3yplR1FD+zuBvz+6leKy9oES09L4Axa33LWuw8m6ptbPnX/diNbtl0BoDavX1fDcG2Wc9dofefXSv/HGpMt5e9yFPHnEj3hw4W/Ykz4cp8Pgjp+N79QVvvqGABs210Wsp2GzKT5f3jPBi/mz0iLuK8OAKROSifME38vHzM9oF5g7kGXYWV0wn2dm3oCp2gY6zMYmip95o81t1189gnhP5CCoy2VwwpGd6H8nRD8xLEfh6OAagd0Gw3MH1knHrHEOvn26myHZrR9GTjvMn+Tghm/EEefuf/uj0QvlNZHnNUPB9n3Bhsp6zbqi0NtpHbzSvmxL6PtLKkxeXexr2fZgyzYGWLWl49pdry/xsreqfT0la9+8+6//NZGUkUZpyjxeKpzMR2Ujeat4LP/cPI/Fe0egUUwZppgwpHO/z1WbmiPOU1rDxp0+fP5Dq6XRGVlpNnLSIyfCWxZMGxu8qDVuiK0lCyUhwU5ujgf7QQGNaiOdNxMuouTgAAZgbl7e5vuCbAeL5kS+YKYUHD1disuKvkGCF6JbnXp8DokJ9pCThFJgsxucc1rPtHrsS+I8Nq69YjivPj6PZ/85i5f/NYdH/zqTY+Zn9vbQuk1nUg0DAYu3P9rT7mrQgWyG4s33y9rdXlvv550P94S9omJZwSBJR5kL/3u/lECEk3at4cXXi4mPs/GXvx3N7J/+H0XTT6QwfQwul42Tj8vmkb/MYOLY5IjPc7BAILqDpWi3O1yzpqUxdFAcYWp5YVlwyTdaA25nn5KP22WL+PvWymBX6ig25Exvc7uy22nY3LYtamqyk3/+aXqbQF/L9vue4+brRhPXiTooQvQXLodi7vjIh3Jzxhm4nf3vZL0j44bY+f434vj1N+P4xaVx3HF1POcc6SK+HwYuonbAS9+wK/K8rDVsKiZkd7TFawMRl/IrBZ+s9kccitev+WKdP/wSWqChOZiFMXOMjaPmZNDgKWBjbQ5ey0F2Kpw51+CMuaFbg0ZimnRY0BVCv/auppTirGPD19cwDBg7zMnwgmC2UFK8wezxdhSQkeEMXatCGWjgc88J7V6mrq9uaYW630UnJjFrfLAWxsH3KQVDc20cPb3/ZQR3N6WMmPuKBbExShGzkhId/PWOKaQkBT8UbQYtgYw4j427b51Ifg8VHuyLHA6DvBwPGWn9P6I9ZUJyh9kOmelOsjPdNDSa+Du64qGgsqr9Os1dxU0Rgw4QDHxs3RE6a2O/rdsbOqyzVF7po6HRJM5j47Lzh/DSY3P58OUjeff5Bfz0+jGHVHg1OclOdmbk94NpasaP7pliYjab4p7bJ5GXG/w73f/3axjBg5obrxnJ3AOWxWRluPjTryd3uO+UZbIqv22BTiyNPal9fZDBBXE8/eAszjo5F6ezddqaODaJP90+iUVHZx/aixOiHzh+mo3po4J/cIZqWyNu2gjFCdN7rjtRX5QYZ5CRbES9xCZWxbmCS2IisSwYnhP8DG30dvyYphVsu3uwoj1m2KADBAMfxeWR67FU1lr4O0jOsBmtjzMsx+DiY+z88iIbv7zIxrdPsTNleOcDFwAjChwRx68IZkT0VNBv4fQ4zj0+CWg7xwIMznHwg0vaLj0950gXE0c6sNsivH5lUGXPosp20EUxuyPkz1x9ZhJXnRFPbkbr50WcS3HiHDc/vCjpsIqxCtGV5FKV6Hajhifw3MNz+ODTvSxbVYW2NJPGJ7PoqCy5WjqAzJ6eRkGum5Ky5rAZFRecVYDNpoiPs+F0GPj8EQ5+tCY9RNDH5ew4Jmtp3WGtFZdr39l5hMszimAA6kCHWwROKcU3Ts/nvke3hUzHVSoY+DuuB5dJZGe6efxvM/n48wo++bycZq/J8CHxnL4ol5ys9ldjJo5NIj3NxZ7y8EfH2rBR62l7QKZNk9xzTgy5fWqyk5uuHc113xxBeaWPOI+NtNT+t25diM4yDMU58x3MG2+xYotFbSMkemDaSIPcNLlGNVAopThyso0XPwkdEVAq+L4YPzT4noiP4kK6zQgutzlYNCey9g5iZtEEk7QOdh85kFLqsItGzp8Wx9Nv1uLz6ZAzvAZOnp/QY501lFKce3wS86Z4+GBpAyXlATwugzmTPUwd425Xa8JuU8wa7+KjrzVt0mlCaFBJpLF33xMZ2IaMD7vtrPEujhjnpLpOEzA1qUlGvyxsK2KbnDmKHuFyGpx0bDYnHStXSAcqw1D84ZZJXPezlVTVtHYc2d8K9MRjsjj/jAIgWPzxpGOzef2dkrCBDtOCU45v/34aNjierIwOTpw1LJgduYjmwjkZvPy/kgivB2ZMSY0qWNJZ551RwMq1NXz2ZUVLCzcIZkEYBtzxswl43D17NdVuNzh2QSbHLohuaVN6mpO9Fd6wtTuUtkjwVrfeYBjknnsiCWNHRHxct9tGQd7AzdYSIpycVIOTj5BgxUB2xBgbxeUWn68/sFVq8PTW44QrTnK2nIyOzQ8W6wxHqeA2thBpdJOH29lUFL44qKFgysjIpxjpSYqsVMWeqsitfieN6PpTlTi3wfcvTuNPj1e01NcAWubbIya6OX5Oz7fezs10cPEpKVFtG+eEjgIXAB69L8tUKTAM7GNnR9xeKUVqJ1vlijCMGGuVGiNjlVlOCNFjBhfE8cR9R/DdK4YzekQCeTlu5sxM54+3TuSXN45tc3XhsvMHkxAful4KwLmn5TEor/2yDMNQXHHhkLBjMPYVic3PjXwCfMTUVEYNjw9b60FruPS89sWwuoLdpvjtzyfw0xtGM2pYAk6HIiHezqnH5/DoX2dwxNS+3/Pw1ONzIhYd1Sgml36BsgWDMLnnnMiUh3/fQ6MTQoj+RynFmfMdXHWKg3FDDNISITdNsWimnR+e5yIvvXVCS01QTAozVSoFLjvMHBn6/plj7STGqZDnOorgPHvk5MiZcUopTpodfomkUjB+qI3c9O4J1E8Z4+a312excHqwgKvDDkPzHHznGynccFFan++sMTgzdFZMC22RZFaQbu0Jfu/04DzmQozkTvaVFaKPUfrgyiz9XG1tLcnJydTU1JCUlNTbwxEiZhTubuSlN4pZvqoapWDm1FTOPjmvW6+CF+5u5K57N7Hq69bWph63jYvPKeDyC4aEPbjQWvPI0zt59OmdLcEPpRSmqZk9PZXf/HRCS3eMSCqqfPzo1tVs2d6AzabQOlgV3WZT/PT6MZJJFEFzs8nVP/qKol2N7bJnDAMKEvz8NO8rPKkJ5J7TccZFT5O54tDJvhOi8/wBzeptJss2mtQ1adISFUeMsTNhaPe1qNRas3QLrNgW7C6yX24qHDspGOAIp7TS4oH/NlFdr1uCGJYGlwO+eYqbMYOjy5h4f7mPVz4LZkqqff+xLBhVYOPq0zy4XX07iNCb1hbCR1+Huid4andS2loGO8tRaTnYCka3XCzoC/rzPLH/tZU9cjtJcbFT6LS2sZnsb97a538nErwQQnTonY/28Js/rUfR2g8+WLBRcduPx3V7l5SdRY1sL2zA5TKYOjEl6iUTxaVNvP5uKcWlzSQl2jn+yCwmjk3q1DpWy9IsXVnFx0vK8foshg+J55TjckhJdhzqyxkwqmv8/O6vG1i8tG1nl4Vz0vnZDWNISuy7+1DmikMn+06Izmlo1vzzdS8lFZr9lZb2L2EYmW9wxYnObi046g9oiiuDAYz0xMhBiwMFTM2qrQE2Fgbbmg/NsTFzrL3ThS6r6yy+WOdnb7WF26WYNsrO8Dxbj9WciGVfF8GSjeA9oLlLnAuOmgDD+/D1lf48T0jwontJ8EIIEdH2wgYuv35ZyNajwfRQxRP3zwy5hEMIgN2lTaxeV4NCMWVCMrnZfX8yl7ni0Mm+E6JzHn3Ty6YiK2QHDKVg7ngbZ86XAsUiNNOEoopgB5lED+Sn9/3yBf15nmgJXjz6m9gLXlz5qz7/O5GCnUKIiF54rRjVci2oLb3vvy+9XswN3wqzOPYwBAIWS1dWUVHpIy3VyRFTU9t19+gqW7bX8+rbJRTuaiQh3sFxCzNZMDsdu11KAx2KxsYA73+6l92lTSQmODhmfmZMBC2EEKInlddYbCgM31lLa/hyg8miIzSebmjdubfaYnuJiVIwIs9GWlL3zHlen2bpBh9fbwsQMDVDcuzMn+wkNVHm2EOhtWZnmcXGomDWy5Bsg7GDbX2+VocQh0uCF0KIiL5cUYkZoSG6acGXK6q6/Hnf+WgPf/3nFqprWnMhk5McXH/ViC6tNaG15oF/befJF4qw2YJ1MQwDPvhsLyOGxvOX30wmNaXzV7xqlq9l+98fp+L9JQCkHzuXYd+7lOQZE7ts7N1Ja03lJ0speeEtzPpG4scMY9Dl5+DKzoj4c/UbtvLRz/9J5ftLQFuUZ4zjrSFHc9+j+ZxxYi4/vGakBISEEGKfbSURWoLvEzChaI/F6IKuq1lQ12jx1LteNhS27RoyebiNC451E+fuupPg3XtN7n2+gfqm1mUxGwpN3v7Sy/+d6GH2+M7PsaZlUVHjpaK2mYBp4bAbZCR7SEt0xcwJfCBgUldXh8/vx1CK+IR4PG53xOUy2jSpL9pG+aYtOHUzg/wevqodwgfLC0hMsHHlyS4KMvtObQshupoEL4QQkUWxsMzq4tVn732yh9vvXt/u9ppaP3f8eQNKwYnHdE0A49W3S3nyhSIATDP4OvYvkdlR2MAv7vya++6a1qnHLHzoWdZcewvKZqADwQPD4qdfZfcT/2XS329n8Lcu6PQ4tdYsW1nF868Vs2FzHQ6H4sg5GZx7ej75OV1bNNVfVcPSc75L1afLUfbgQZC2NJtu/QsT/vIrhnznopA/V/zM66y47CZMDWk6uBOTi8qZUvgxr0+8nFffnodhwE3Xju7S8QohhIhes09z74tNVNS0n7vXbjep/G8T3/+Gp6Wt6uHw+jT3Pt9AQ/P+XM0grYP/fuLNJjJTDIbnRX9K4g9YbN5VjdffGvgJmCZFe+opr2liVH4ytnCtwiKorjN5/8tGlqxpotmrycu0c9ysOGaOd3d5QKS2to49e8vb3FZTW4fL5SIvNxtbiOKa2u+lecW72OqrybIHl4akOBoZFl/BEcnb+deuedz/X81NF3gko6UvUCr4FStiZKzyzhZCRDRtcgq2CAcwNptixuSua91pmpp7H4rQfB74+yNbCZiHHzCxLM3jzxWG7ZRuWrB6XS3rN9VG/Zi1qzew5tpbQOuWwAUQ/LfWrPnerdSu2tCpcWqt+fsj27jxljUsWVZBRZWP0j1enn9tN5deu4ylK7s282X5BTdQvWRly7h1wATLQgdM1l53G2Wvvd/uZ+o3bWfF5TehLQubbj2gDP5bc+raf5FRu4tX3ixhb4W3S8crhBCxakh2x4fiNgMKMrrukP3L9X72VuuQNTYsDbv2WqzcEuiS51q6wU99kw7bOlspeH955+aEnaV1bQIXB2rymhTtbejsMCks8fOze/fyykf1lFWY1NRbbNzh42/PVPP3Z6uxImSgdlZDY2O7wMV+Xq+XktIyQpUk9G34HN1Qg1KtNS32/7/AU82pWavx+eHTNV3zuxOiL5LghRAiom+clt+SkRCKZWnOOTWvy55v9boayit9EbeprPazYvXhn7CXlDVTUtYcMbnEZiiWLK+MsEVbO+9/ChXhio+yGex84KlOjBI++Kyc/7y8C6BN4VTLCl6B+vlv11JX3zUHK9VLV1Pxwedo0wy9gWGw+Xf3tbs5+JpUyECQAiylmLHzAzTw0eJwB20mL7y2m0u/t5RF53/KN676nIef2kFVdeT3gxBCxKrsVIOReUbYAotKwfRRti5dxvHl+sjzhVIdbxOtddv9YS8QQDBY8vX26J+r2WdS1+SPuE1VnRd/oOPlOPuZpuZPT1bS1Nw2oLP/30u/buZ/izsfEAk7vqrqiPc3N3tp9rYN6FjN9Vjlu1BhjlgMpZmSvAuP4WX5pvD7c9OOZv78rzKu+NkOLv/pDn7/j1LWbGrq9GsQordI8EKIPqC4tIn3PtnDR4v3UlMbeVLuaaOGJ/Dj740C4MAsRptNoRT87IYxDBsc32XPVxnlierqvz+H2Xx4V/CjOrhR4PdHf8Wl/MPP22RcHEwHTMo//DzqxwP4z8tFGGE+rbWGZq/F/94v7dRjhlP6ynstS0VCsixqlq7BW9Y2AFH+3pJgyfMwbNpiWMU6DENR39j+wKqhMcC1N6/kzw9uYXthI41NJqV7vPzrmZ1cfsMydpfIwZUQ4tD4A5oV6xv5dHk9m3c2h7yq3ZsuONZJamLbU/z93w3KVJw+t2vbStc2Rn79WsPe6gB1IT6rOytgdbz61Iw+zkBDc3THSI3e6Me+cqOXyprQ3V72e2txQ5dkX5imSXMUxy4N9Y1tvrdq9nb4MzalGeSpxOsLPc53l9Ty8z8Xs2RlA/WNFg1NFl+tb+T2v5fwwttdX7tMiO4gNS+E6EXllV7uuncTS5a1Xtm32xSnnpDDDVePwOXqG0WXzjwpj7EjE3n+td0sX1WNUjBzairfOD2fUcMSuvS5MtNdUW3nfe0Nlu36nCNe+yeG/dA+ynKzPcTH2WhoDH/SbZqacaMSo35MFS7K0Mlt9rMszfqNdR0e/K1eV8P5ZxRE/bhhn6+xKap1j2ZTc9sbojwZME3NoLz2NTp+fPsaNm6tbz8eC2pq/PzqrnU8/OfpEQuZCSHEgbTWvPlpLc+8UUV9Y+sZckGOg2suyGTs8L7RASkpTvH9c1ws22SydGOA+iZNSoJi9lg700bZuqT2xIFSExR1EQIYCo3HBRuKGhg7KJ7EuEM/XRiSbWP9jkDEZSODs7v+WKcze2xToQ+bETmIUl1nUVlrkpFyeKdO0QbOtD5oMFHGTRSQkdL+GGPDdi8P/Cd40eHgDE6Ap1+vYtxwN+NHdm0NrQHNMAh75akvipGxSvBCiF5SVx/gezevpHRP25PAgKl59a0SSsqaufu2SX2mavaYkYn84gdju/15Jo5NIi/HHVzOEWqy1haJzdUMrthI+XuaslffJ/fsRYf0XC6nwZkn5/Gfl4raTOb7GQakpTiZNys96sfMXLSAxq2FYZddKJuNzBMWdG6goTvVHrRJ17xPEieORvsjX7GyJ8bjys1qc1vGcXNp2Lw9bNaJqQx2pI0jMcHOwjltO5Y8/uxOVq8LX1fEtGDT1nrWb65j/Oi+23tcCNG3vPJBDY//t/2yv91lfm77WzG/+X4eo4b0jQCGy6mYP9HO/Indf2g+Z4KDwj3hr/5rFCPyTLSGwj3NTBh66Bcp5k9y8tYX3rBTmNZw9LTou40keDrOQlEK4tzR78foY+KHP8/abDYMw8AKddBxAKez7T4xUjI7fGxTKwqb0jhlZtvX3tCs+cfLdRGPJQwDXv+4RoIXos+LjRCLEP3Qy/8rprisOWSk39LB9qNdXYgxFhiG4sbvjEQBqt2Vh+D3J657Orju02ZQ9PBzYR/LNDWLl1Zwx5838NM71nLvw1vZUdR23eo3LxzC+NFJ7YpC2wyFy2njtz+f0KmrXkO++3/BA4RwR0MKhnz34qgfzzAUUycmRwyIaw0zpqRE/ZiR5J5/CrbE+PDjtxkMuvoCbK62B1ZDrrk4bPaFBgyt+WroMfz0hjE4Ha0vpqExwMNP7ww7njhvLYMrNpBfvY2v10Zfe0QIMbA1NJo8/Xrozwytg1ecn3hlYH6mzBxjZ1CWEeZjXpOVqsnfd67c0GzS5A2fnVhdr3n3qwBPvOvnmQ/8rN5mtimonZJocOlJnjZFJqF1ipk30cGMMdEvi3E5bCTHRw52pCe5sHei28j44c4Ol65kptpISzr80yalFMlJkbM5lVIkJrYNGBnuBIyMAsIFUCytWFVTQG6Oh5lj2gYvlm+BiormkIELhWZ4Ug1jkisp2VXTqdciRG+QzAshesmrb5dEzLQ3DHjj3VJmT0/ruUH1EXNnpvPH2ybxu5vfp8LderUhtXEvx294lpF71wRvMC0ad+wK+Ri1dX5uum0N6zbVYRjBA1WbAc+8vIvLzh/Mty4ZilIKt9vGX387hVfeLOal/xWzu6SZOI+NRUdncf4ZBeTndu4qRMLoYUx74k+suORHwY4j+zIwlM0GCqY9fg8JY4Z36jEvOnsQK9aEPqgwDIiPs7Po6K5pHWuPj2Pav/7I8vOvB03bDBLDIHHCaAbfdA1a6zZLOBLGDGfKY39k1RU/RqNa6l+YysDQmlWLvsPPf3cqM6a07Uzz0eJyAoH2fwjx3hpOWPcfxpStwCB4VKm/9QDbCr/LsO9fLstHhBARLVnVQCBCEpml4estzZRXBchIHViHww674rtnenjq3Ua+3mGhdfDz1FCa4XmaaaN1m4C5L2DhCbGM9csNJq8sCe5krYMBidXbLdIS4ZsntdbxOGKck8wUg/eXe1m7PYBpBpeKHDXNyYwxjk5/ng/OTmDL7pqQQZUEj4P8jM5likwc4SI3w0ZZhRm27sXJ8+O7LBM2NTWFxsYmvL7QNb5SU9OD8+hBnGPn4F3xLrqhGs2+Ytg6GBQq8aZQnzODq49wt7ngorXm68JQ1yM0x+Tv5uwRW0lzB7NwLA2+pdtwTFiAiot+uawQPWlgfVoL0YdUVkUuTGlZsKd84LaUnD09jR9VPcHGHU3Uu5JJ8NaQW7Oj7XRuGLiyM0L+/C13rWPDljqgdU3n/isr/362kJwsN2ecmAsEl4+cd0YB53VBzQiA3HNPInnaBHY++BTl7y8BIP2YuQz5zkXEjxjc6cebd0Q637lsGA/+ezs2m2rp/qIUeNw27rl9EnGerlsznH36ccz94Cm23PUAe974ECyNkZLMtokn8KLnSLxXrSQny8U3Ts/n3FPzcezLpMi/8DSSpoxj5/1PsvedT7FMjXv2TAq+czGnLZgU8rkqqnwtwaX9PL46Lvv89yQ1V7UELgBUbTXrf3wn3tI9jPv9T7rs9Qoh+p+qWrPDOgYA1bUDL3gB4HEpzlroYNSgJipqgyfC6cngCpEEESqLYfNui/8ubhsd2n9BproeHn3Lx/fPcWLbd8I/NNfON0/rmv1stxmMHpRCdZ2XylovftPCaTdIT3aTHO/sdDDEMBQ/vCSN3z1SQVWtdcDtwbnpmCM8HDcrrkvGHnxcg/z8XKqqa6itqcXcNwFW19t4+YMA67aVYbeVMXdqAueckMqQvGAtMOVw4ZpxImbZDgIlW9HeJix7HN60EQwZMoSRjvb719LgDUBqehz1ta3HnWcM2875o7a0uYhmKLD2FuL97EVcC89Fubu2ptmAo4zgV6yIkbEOvE9rIfqItFQnxaXNYe83DMjKiK54ZX816LKzqbvpzvDFIC2LgsvObnfz5m31LFtVHfZxFfD4c4WcdkJOt9UUiRs+iHF33dxlj3fpeYOZNS2VF98oZv2mOlxOg4Vz0jl9US6pKdGvF45W6pypHPHSA5jNXt59p4g7/lGEMoyWIEPpHi9/f2QbXyyv4g+3TGwJYCSOG8HE/3dL1M+TnupsV29k9va3SWpqG7g40LZ7HmbQld/odAaLEGLgSE2yRdXFIiVp4B4KpyQ4iHM14Q59DQAAt9MgztX+pObj1QGUCj09WxoqamFjkcX4Id1TeNxQirQkN2lJXVOzJDvdzu+vz+TTlU18vqaJpmZNfpadY2fFMXZo5wMiHTEMg/S0VNJSU6hrCHDrvbspKvW1ZH4ETPhsRT2fr2rg1u/lMX5EMAtU2ezY80ZizxsZ3fMocNkhJz+R3TtrsCxNiquZc0duCT7ewS9La/A3E9i8HMeko7rq5QrRZWIjxCJEP3T6otyIRaIsC045PqfnBtQHDbryXOJGDA7ZulPZbCROGk3eBae2u2/x0orINSKAkrJmdsVY+80xIxP52Q1j+PffZvLPP03nsvOHdEvg4kC1zYo7HylGY7QLMmgNy1ZV8eLrxYf8+EfNy8DpPOCXpTVTiz4JG7iA4O9+179ePOTnFEL0f3OnxBOpEZWhYMJI94DMutjPZigKMiOf/A/KdLc7cQ+Ymm0lOvLSVxUMXsQSj9vghDnx/OpbGfzu+ky+d0Eq44a5unWZolKKp16voqgs0GbJistl4HbbsLTm7kdLWzIuD+XxJwwGt9vO+CnZGIZiQW5J5B/SGnPXJrR5+K1yhehqErwQopecdXIeudluQtWUMhQcMS2VI6amtr9zALEnJjD3/SdIW3hEu/syFi1gzjv/xuZun50SCOioDjb8/tg6sOoNb7wX+aBJa3ji+Z1Rt387WHycnWsuG9byvcP04Qk0RviJ4BrepsJDD5gIIfq/+DgbF50aumaUUsHsxkvOGHg1pQ6WnepkcJa7XcDfblOMzIsjNbH9OpJoMlogmD0gImtqtvjgi7qWiwP5+R5OOjGX888bwrnnDOYb5w5m2IgkvlzbEPmBIpgxEjxOSE33MHNeAcOyW+uchGWZ4A+fHSyiYKjY+4oBMRdu/u1vf8vrr7/OypUrcTqdVFdX9/aQhDgkiQl27rtrKr//f5v4fHlrxXO7TXHK8Tl8/1sj+kyb1N7kzs1iztv/om79Vqo+Ww5KkX7kEcSPGhr2Z0aPSOjwKoXbZZCfMzBagmmtsXx+DGfnC6Nt2d4QNjV4v6qaAC+9Ucw5p+Yf0vjOP7MAp9Pgn49vp6bWImDYsVvhr/goQ+FIbw3s1dT6eeWtEt58v4zaej8FuR7OPCmP44/MxG6XGH1nyBwr+pMzjknG6VD8540qGhpbz7jzshx898LMPtMmtTcppchJc5GZ4qSmPoDftHA5DJLi7Rhh5gunHVIToKo+/ONaGvIyBs4xjN7XDU11sm5AyV4//n1Fq0eNTGTOnAysA1IwnE4b48clU9wQ7OLSme5n+8W7FRcs0LyzEnZV2LG7k6M4T1VgD14c0lrz9XY/Hy73srM0gMOumDbayTEzXGSkdM+yICHCibnghc/n47zzzmPu3Lk8/PDDvT0cIQ5LRpqLu2+bRHFpE+s312G3KaZMSCElOfq2YQNF4rgRJI4bEdW2c49IJyPNSWW1r91SBwhecTttUS5ud/+edJtL9rDtnocpevR5ArX12BLjGXT5OYy46Vu486PrTuJyGvsCHpGDQX/951aOWZBJavKhLWM56+Q8Tj0+h6/WVFOhFqHfeaulY8nBdMAk/6LTAdhd0sS1N6+kstrXEmCpqfGzZn0tb31Qyu9/NQmXUwIY0ZI5VvQnSilOXpjM8XOTWLu5iYYmi+x0OyMHd+9SgFhkMxRpSdEdeyilmDvBxhtfhE+tsNtg+sj+PcdqrQlUFOMv3YrVEOwIZiSk4swdgT0tN6rHcDqD70O322DWrPTgYxwUWTAMBcrG5hLNuIJDe98mxyu+MR8q6zVVZSMxNnwVfmOlMLKGouwOtNY8+24j7y/3Bgt6agDN+8ua+WhFM9efl8iYIXLMKnpOzB3R3X777dx4441MmhS6cr0QsSgvx8NxC7M4al6mBC66gN2muONn43E6jJZK5/spBSOHJfDtS4b2zuB6SOP2Ij6ddTY7/vY4gdrg5TGzroGd9z/FJ0ecRcOWnVE9zoLZ6VGttbUszf/eKzusMTscBrOnp3HUn76PLc4dbC97MMMg+/RjSZk9Ba01P//d11TX+Npkhuy/aLV8VTUPP7XjsMY00MgcK/ojh10xbVwcC6YnMGpI+xoOovPmjLMxZlD7/bg/+/z8o+x4XP13P2ut8e78Gu/Wr1oCFwBWfRXNm5fh27UxqsfJy3SQnW5nxPAOWpMqxbY9+pCXaO6XlqAYMSINI390hOcysI+eAcDS9T7eX97aSnU/SweXBd33Qh1N3sMbkxCdEXPBi87yer3U1ta2+RJC9H8TxybzyF9ncOoJObjdwY+67EwX37lsGH///VTi4mIu8axTVn/nl/jKq9AHZS9o08RfWcOqq34a1ePMnZnOoLyOl9cYhmLnrsi1KqIVP2ooc999nLjhg/Y9uNr/JORfcibTnvwzSilWr6tl646GsOuvLQ0vv1GM1ysLr7uTzLNCDDw2Q/F/xzk4Y56dzGS17zaYMNTgmtMdTBjav7MuzJq9BMq2h73ft3sTZn1Vh49jGIpvnJhGUhQXrnwB8HfRdOaYfBTGkAnt2414EnDOPg0jKdiC5t0vm8MWl9camn3w+Vpv1wyqv1GqtV1qTHzFRrCxfx+9A3feeSe33357bw9DCNELBufH8ZPrRvOT60ZjWXrA1BBp2LyDig8+D3u/Nk2qFn9F3debSZwwKuJj2WyKP9wykYuuWdrh83q6cBlO8vQJHPX1m1R+/CW1qzdic7vIPPkoPAWtHXjWrK/BMAi5NGi/xiaT7UWNjB3ZwVUtcchknhViYLIZitljbcweG+yKoWDAZLX4y3YQbLweLutA4S/bgS2h48Lrx81JotoXXfA/VJH3Q6EMG86JC9GjZmCW7QTTj0pIxcgoaPkdmpZmZ2nkaIlSsHVXgGNmdM24hOhIn8i8uO2221BKRfxatmzZIT32z372M2pqalq+ioqKunj0oj9objb58qtKPl5Szq7i2GqfKaIzUAIXALWrN3TpdoPy45g9PTViUN40NcfMz4jq8aKllCL9qNkMu/4yBn/rgjaBi+D9UT5Ol44q9nTnHAsyz4ro7Crzs2xdM+u2eQkcYttH0XcZ+z5LBorgUpFI72ON2VAd9eMdOdUT8ThFATkptFsKe7iUKw774HHYh03Gljno0H6HA+fXLvqAPpF5cd1113HhhRdG3Gbo0KGH9NgulwuXq30rRSEguE7/388W8tSLRTQ2tUaXZ0xO4SfXj+7WbhRaa5auqOLl/xWzZUcDcR4bxy7I5PQTcw+56KEQAEaI9rGHsx3A5RcMYenKYArswUtuDQMmjU1i8vjkqB+vK8yYnIplhU/bBUhKtDNsSHwPjahv6s45FmSeFZHtLPHz6H9r2F7c2kEoIU5xzrGJHDcrrlufu7ZB88X6AGu2mfgCkJ+hmDfBzoj8/r2kQfSAg3vLhqCM6N9nGYmQtq+DS7iQyOjcnr3mbDMUIwvsbN0dCNtxTGsYO6RPnE72PUrFzFIMIGbG2ifebRkZGWRkdO0VOyGi8dd/buGF14rb3b5ybTXfuWkFj/xlBlkZXX9QrrXm7vs28983S7AZrT3Tt+1o4D8v7+Kvv53CqGEJXf68YmBIP/IIDI8bqyl8j3bD5STjmDlRP+bk8cn85ubx3PHnDTQ1W9htCk0w42LKhBR++/PxPX7VbeyoRCaOTWL9pjpMq/2RlQLOP6MAp6NPJBn2GpljRW8pKvNzx0MVBA7qfFzfqPn3a7U0ey1OXdg9c11hmcU/X/PiC7QGXKvrNGu2+Thyip1T59gHVKaA6Fr2tFz8JduIlH1hT42u4wjs6+Ay2uCLzRbldfuSGfa1KbcZMHOEQXpiz79fF812c98LoXviKhVswzprvASvRc+JuSO6wsJCVq5cSWFhIaZpsnLlSlauXEl9fYRm00KEsLOoMWTgAoLBhLo6P48/V9gtz/3KWyX8982Slufaz9JQ3xDgJ7evIRCIsJBfiAjsiQkMu/6y8FF0pRh8zUU4UpI69bhHzcvkv/+ex0+uG81Zp+Rx0dkF/OOeadz7uykkJfROl5w7fjqe3Bw30Ppy918QO3pBJpecN7hXxhWrZI4VXem5d+oIBNp2KTjQi+/XU9/Y9XOdz6955H9tAxfQOo6PVwVYuUUK+YpD58ge2lpMOhSbHXtW5+Yfp12xYKzBUeMNRuYqhmcppg5VnDLNIC+1dwJtU0Y5OWNhMAv5wJerFLidiuvPT8TpkCCg6Dl9IvOiM2655Rb+9a9/tXw/bdo0AD744AOOPvroXhqViEVvflCKzVAhr9hCMKjwxrulfP/bI7Hbuu6DWWvN0y/tCnu/ZcHeCh8ff17BsQsyu+x5xcAy+vbv01yyh92Pv4yy29CWhTIMdMAk9/xTGHfnjw/pceM8Ns44MfqrSd0tI93FY3+dwTsf7eGtD8uoqfUzKM/D6SfmMmdGmlxZ7SSZY0VXqW2wWLXJF3Eb04Qv1jZ3+fKRVVtNGsMnnqFUMIAxbVTMHQaLPsJwxeEeM5vmjUvBOii1yO7AM2YOhqPzGQlKKdISgi1N+4pT53uYMNzBR181s7PUxGGHaaOdzJ/iIjEu5q6DixgXc5/ajz32GI899lhvD0P0A3srfEQutgRen0VjU6BLryrX1AY6LApqtylWrq2W4IU4ZIbdztRH7mLY9Zez6/GXaC4uw52TRcGlZ5E8Y2JvD69Lud02Tj8xl9P7UFAlVskcK7pKTX3HmQ2GAVW1XZ8Bsa3YwlDhMz60ht3lGn9A47D3nZNEEVvsSRnETzueQMVuzLoKQGFLSseeno+yxdwpVkRDc+0MPVWWM3eKYURVG6XPiJGx9q+/LCE6IS2l44CEw6GI8/T8n4nUYRddJXnaeJKnje/252nYvIPiZ1/HX1mDZ2gB+RefjjO94xZxQoj+KZorspaG5ITYOGAWIhRld+DIHhpcRtKNtGUSqCwJdjlRBvbUbIyEVMkuFAOOBC/EgHXiMdk89WL45Rs2Q3HiMdldumQEIDnJTkGeJ2L2RbAIYs92bhChWZbmqzXV7C5pIjHBwZwZacR5pFL9fpbfz5prb2XXYy+gbDYwFNo0WX/zXYz7w08Zdt2lEX9ea03915vxllfiKcglfuSQHhq5EKI7pSTamDDCyfptvrAZEErB7InuLn/u4XkGyzeFz+hQCnLTlWRd9BFev0VNg4nWkOAxiHfLHHugQE05zVuWQcAffPNq8JdswYhPwT1mVofLUwKmRbMvgELhcdkHVOt40f9I8EIMWCOGJnDycdm8+X5ZyNaPHo/Bpd1Q7E8pxUVnF/DHv28Oeb9hQFqKk6PmSneA3rZ0RSW/v3cTZXu9Lbe5XQaXXzCES75xiP3Qu0FVtY/GZpOMVCcuV88e9H1942/Z9a8XAdCmCfvOF7QVYN2Nd+BMSyb/4jNC/uyetz5m/U/+QP261r+FlDlTmXDPL0iZNbnbxy6E6F7nHZ/IHQ9VoK32LZYBTl8YT1JC139mTRlh4/Ulfpp8oZ9XazhqihwC97aAqdla0kz5QUuHEj0Go/PduJ19IyvH57eorAngdhqkJPXs+8ZsrKN54xeg9xW2PeANbTXU0LzhczwTjwx5PGKaFsXl9VTXNrdk9BqGIjMljqy0uD5zDCNEZ8gntxjQbr5+DMmJDl54fTd+f+uEMHJYAr+8cSz5OZ5ued4zTsxlw5Y6Xn2rtE2rVENBQrydP942Cbu9b0zaA9Wqr6u56ba1WAcd+TZ7LR7893ZMU3PFhb2bJbB0RSWPPL2TNetrgWBg5dQTcrjywqGkJHd/94/m4jIKH3om9NnBPptu/3/kXXR6u4Ok0lfeZfk3rmu3ffWXq1ly7P8x593HSZ0zNeRjasuidsU6/NW1xA0bRNzwQYf1OoQQ3WNYvoObr0jj4ZdrKK1oPUF1ORWnHxnPaQvju+V5nQ7FN09xtWuVur8OxpFT7EwdKVf3e5PWmvVFTdSG6DZT12SxZkcTU4fH9Wp2TH2jyX9eq+DdJTU0e4NvotFD3VxwajozJnTPe/dg/pItEeZYjdVYi1ldhj01p809lqXZuquKZp/Z7vayyga8/gCDspPCBjD8AYtmn4lSEOe2Y0igo/OUCt/1rS+KkbEqrSMcdfZDtbW1JCcnU1NTQ1JS59oEiv6rtt7P0hVV+HwWw4bEM3ZkYrc/p9aapSuqeOmNYrbsaMDjtnHcwkzOODGX1BRntz+/iOw7P17B+o21YdOd7XbFK/+eS1Ji77QIffvDMn59zwYMI9ihZj/DgLxsNw/ePZ3kpO4d284Hn2bt9bdHDF4ALFz+X5Imj2353goEeH/YUXjLKkL/rGGQPH0CC5Y83+6u4mffYOMv/0Tj9qKW29KOmsWEP/+SpEljDv3FHETmikMn+04cTGvN5kI/ZZUBPC6DSSOduHrgqnptg+bzdQHWbDPxByA/UzFvgp0R+RK46G0VdQE2FEVoCQMMznQyKLN3jofqG01++sdCivf628yxSgWnresvzea4ud27vFdrTcPSN1qzLkJS2DPycY+Y1ubWvVWNlJRHbnE9oiCFeE/b/esPWBTtaaC6vrVTkM2myEn1kJXq7rJsjf48T+x/bWXP/omkuO65CNodahubyD7/h33+dyKZF0IASQkOjluY1aPPqZRi1vQ0Zk1P69HnFR0rLm3i6w21EbcJBDQffLaXM0/K66FRtWpoDHDX3zYBbQMX+78vLmvmkad3cON3Rh32c1mWZtnKKt7/dC/1jQEG5Xk4bVEu+TkeAvUNwfarZuRuAYG6hjbfl7/7Gd7S8khPSs2yNdSt20Li+JEtNxc+8hxrvvPLdptXfbqcxUdeyPxPnyVxwuG/ZiFE11JKMXqIk9FDevZENClesegIB4uO6J0gswhvb7W/w23Kqv29Frx47n+V7QIX0Bpvf+DpPcyekkBC3OEHwuqbNV/vhPI6sNtgRA4Mz953ITxi4AJAo81Au1sraiJ3tQOorG1uE7wImBYbC2vwBdo+p2lqdpc34g9YFGT1TMaJEOFI8EIIIQ5SXdvxQZXNpqiq6Xi77vDOR3vwecMf0FgWvP5OKddeOeKwrm7W1vv5ye1rWbuhFptNYVkapeCJ54q4+pKhnDR6WIeBCwyDuBFta8c07SwGRYdtdZoKd7cELwINjaz74W9DbqdNE6vJy/qf/ZFZr/wj2pcnhBCil/gCHSd++6PYpjsETM3bn9W0C1wcvM2HX9Ry2jGH11Vr7U7Ne6tpnQ8VrC+CtAQ4ey4YLg/aGykQoTDc7VuY+gMdtyD2+dtuU1bZ1C5wcaA91c2kJ7vwuOT0MSrKCH7FihgZa2yMUgghelBmeuTK3RC8EpEVxXbdoXBXI7YO1gE3ey0qKr0Rt+nIrXetZ92mYAaKaWq0DgZGNPDPJ3bwlXsszuyM4ELyEJTNRvYZx+HOyWxzuzMjNap+wM601oPC0pfexmwIfwCnTZO9b35Mc8mejh9YCCFEr3I5Ol5+4Ixim+5QW2fS1Bw548EwYFepL+I2Hdm5R/PuqmA2h2bf1765saoBXv4cHFlDO3gUjSOrfXF5m9HxKZ7d1rqN1prymo6PGSpqD++4QojDJcELIfqxiiof/352J7/6/Tru+PMGPvxsL4EIUXURlJnu4oipKUSa+90ug6Pn9U5HmDiPreNMUsBzGC1dN2+rZ+nKqohXnv79/G6mPPJ7lGEDW9udpew2HOkpjP/jT9v9XOZJR2JLiIv4/HHDBpE8c2LL902FxSh7B1d7tKa5qDTyNkII0UUsS7N2m58n3m7ikdcbeWNJM1V1MsdGIzul46U8Oam9s9zH5YoiaKLB4z6806ilm4NJiCEfXkNFHexWQzESwmd3OAvGYrjbL+VITeq4BXFKYus2WoMZrsjXAXx+eX+L3iXBCyH6qf+9V8o5V37OQ0/s4MPFe3nnwzJ++ft1XPK9ZZTuiVwkS8C1V47AYTfCBjC+980RxMX1TurkUfMzIx5kGAomj08iNfnQ1wp/9mXFwfGIdoqKm/BPnsncD54k47h5LZWqldNB3sVnsODzF4gbWtDu5+zxcYy+5YaIjz32zptQB+x8Z3pqx0tUAGfm4aXwCiFENGobLP7wVAMPvtLE0vV+Vm4O8OaXPm59pJ6PVh7eFfmBIDneRlpi+AC7x2lEFeDoDvEeG5PHeMIlFQLBLnHzpx96cfeAqdlVETkJ0VCwbY8Nz9g5OPJGgq11fxieRFwjp+PMD13nKSPFg80W/gXEue0kxbceI0TbGMMe4TGF6AmyaEmIfmjFmmp++5eNbW4z982QJaVN3HjLah7/+xEyCUUwangC9901lXvu38y6TXUtt2emO/n2ZcM4+dicCD/dzWMblsD8WeksWVYRMjNCA1deNPSwnsPnt/ZVFY98Jcbns8ifM5XZrz+Mr7Iaf1Utrux07AmRi3oN+8EVaG2x+fb/h9nYzP62KfaUJCb85ZfknntSm+1zzjmRr39wBzrQvjAZAIZBysyJxA2TtqlCiO6ltebBVxopqQh+ALfEkvf9//kPm0lLVEwaIYVCw1FKMabAzc49Pkor/W06e2Uk2Rie6+7VY5TzT05nzaZdIe8zFEweG8fIIR1nN4RjRpHAoPdtp2x2XIPG4cwfg/YF50vlcEXs/OGw2xhZkMrO0lqavW3nzaR4Z7s2qUop0pNcHS4dSUvqneWyMUkZREzh7WtipOaFBC+E6IeeeL6wXQvN/UwLinY3sfjLCo6c2zvLHmLFmJGJ/OOe6ewoaqC4tJnEBDvjRydFvJrRU269aRy3371+X4aEQqlgXQqny+Dm60ZzxNTDy0AYNTyBgBk5cOF2GeRmtR68OdNScKalRPX4SilG/PAqdk05nnf/8DL1xXupdadRmDeFE6oG8e0aPynJrQf+rsw0Rvz4arbc+UCoBwNgzB0/jOq5hRDicGzZZVJYFv7sUyl4a6lXghcdMJRiWLaLQRlO6ptMtIZ4j4HT3vsnURNHx3HTVbnc++9Smn0am42Wuk9TxwXvOxxOOyS4oT5CIqzWkHlAN1ZlGCh35CWXB3I57WSlJvPWF/WUV/kImFBYCskJmjOPCjBlVNvszOxUD5V1PqwwmZ1J8Q7i3XLqKHqXvAOF6GcCAYsvV1S1FH0KxWZTfLZUghfRGjoonqGD+lZ7sDiPjbt+NZEt2+v5aHE5DY0BhgyK44Qjs7pkOcuCWemkJjuoqW17RWw/w4DTFuXidh96XY2X/1fM3fftQLmmoofuu9GC194pYfmqKv5xz3SSk1oP/kff9n2U3c7WP/wDy+trydZwZqUz+cE7yDhm7iGPRQghorVmeyDsBQIInnTuLLVoaNbEu3s/2N3X2W2KlIS+d0oyf3oi08fH8+nyOgpLvLhdBnOnJjB80KFnXOynlGLqMM2n68NvYzNg3GEkE9Y2WNz5rxqqai0s3fo+rG00uffZWq44LYEFU1pfi8tpY/SgJLYX1+E9qLZFWqKTwdkJEbM9hOgJfe+TQghxWPZ3hYhEa43PJ0WX+oORwxIYOax9m7TD5XAY/Prm8fzo1tWYpm6T4mooGD4knm9dMvSQH7+6xs9f/rEFoN371bKgZE8zjz2zk+9/a2TL7cowGH3L9Qy74XLKXnsff3UdccMHkbloAUZHxTyFEKKLBEwdttBim+0CmvAlGUUs8LgNTpif3PGGh2DqcNi5F4rK296+Pz5w0nRwH0bHlf9+3LgvcNH29v1z7pP/q2f6GCdxBxQejXPZGT80hYamAI3eAIahSIpz4HQc+oUKIbqSHO0J0c84nQZ52W5KyprDVivQOrgsQIhIpk1K4aE/z+DJFwp5/5O9+AOa9FQnZ5+ax/lnFBB3GN1M3vygFDPCshTLgtfeLuXaK4bjcLRNIXakJFFwyVmH/NxCCHE4CjJtmJY/4jbxHkVCnAQuRHh2m+KsOZpV22HVdqhpDAYuhmfDzFGQm3ro7x+fX7N4dXPIzMn9/CZ8sdbLMTM9bW5XSpEQ5yAhTpY9HZZoq6D2FTEyVgleCNHPKKX4xun53Pvw1rC1Fu02xcnHZffswEQ7u4qbWLy0Aq/PYuSweGZNS+sT9TQONHxIPL/64Th+eeNYAgHdLpBwqHYVN2EzVMS6Gk3NJjW1fjLSpUCYEKLvmDHawYsfNePzh55mlYIjJzuwRWpXIbpdwNRsK4XqBnA5YGQufW4Zj81QTB8B00cEW5Uaii5ZmlFTb+EPU9+69bmhrKrjLl5C9CUSvBCiHzrn1Dy+WFHFl19Vgm49uLIZwaroP//B2MNqoykOT1Ozye/+soEPPitHqWDRMtPSZKY7+fXN45k0rntSVA+HUgrHYaSvHiw+zt5BH5NgsrXnMLI7hBCiO7iciitO8fDPV5tQmjZXtxUwLNfG8UdI0LU3bSnWvLMKvP5gMElr+HAtTBmqOXICGH0wsNSVwS63q+PH0ho8zr63H4SIpPfL+QohupzdbnDXLyfw/W+NJD8vmA5oGDD3iHTuu2sqJxyV1csjHLi01vzid1/z0ZLyfd8Hr7YAVFT5+MEvV7O9sKE3h9gjjl2QGXHZiGHArOmpxHdB8VEhhOhqE4c5+NEF8UwZaW/phpiaqDhjgYvrzonDaZeTwt6yc4/mtWXBwAW01njQGlZuh4+/7r2x9ZTEOIPRg+0RVwJYGmaOlyBbt1FG7H3FADkq7AF+v8VHS8pZvLQCn89i5LAETjshR1KhRafVrtnI7qdewbenEvegHAZddg5xw0OXorbbDb5xej7fOD0fv9/CZlN98krDQLNmfS1frqgKeZ9lBQu8PfFcIb/60bgeHlnPGjMykfmz0lmyrKJdxX6lQKG44sIhvTM4EXN2lfp4d3ENpXv9xMcZLJyZyOQxcfKZJzolYGoKy6GyXqMU5KQoclOD2XGhDM628c1T47C0xrKCSzJF71u8IfL9q7bDzJGaBE///n2dcWQc9zxZG/I+pWD6GCf5mXIqKGKLvGO7WXFpEz/41WqKS5sxjGDU9+Ml5Tz6n53cfN1oTjk+p7eHKGKA5fez+lu/YPeT/0XZ96XRa9jyu/sZ/sNvMvbOH0dcI9lVdQrE4Xv34z3YbCps1oFpad77dC8/+8HYfn8gfNuPx/GbP23g4yXlGEbwBCFgauI8Nn71w7F9cvmM6Fu01jzxSgUvvFXZ0rrSZsB7S2oZP8LDL67NI16WHokolNVoFm/SBMzWunXb9mjiXXDkOEiIUCvBUApD3mZ9Qm2jpqy64+02l8C04d0+nF41doiTa85J5NFX62n2aWz7zkMsDTPHObnytMTeHqIQnSbBi24UCFjc+KvVlO1pBlr7gWsAU/O7v24kN9vNtEkpvTVEESPW//gudj/1CgA60La40rZ7HsaVncHwG7/ZG0MTnVRXH0B30Ms2END4vCb2fr5kwuO28bufT2BHUQMfLymnqdlk6KB4jp6XgcslZwKiY299UsMLb1UCrXPs/ra+G7Y18efHSvnld/N7aXQiVtQ2aT7doFtqVxz4Ed3ohQ/XaU6aIpkVsaA5chMYIBicavZ1/1j6ghljXUwc4WT5ei+lFSZup2L6WBc56TLHitjUv4+Me9knX1Swu7Q57P02A558sUiCFyIi795Kdj74dNujqYNsufMBCi4/B2daSs8NTBySvBx3h9skJtgHVKHKoYPiGToovreHIWKMaWme3xe4CMXSsGxNA0UlXgblyjJNEd7mEh12itVAkw+279GMyAm/hET0DYnu1gKd4VgakuN6bky9zeVQzJvc8bGH6GLSKrVbSC55N1r8ZQW2CHvYtOCL5ZURi9b1dz6/xTsf7eH+x7bxyNM72LS1rreH1OfsfetjdCByvyt/VQ3vZM/moymnUfTYCx1e2Re955Tjc9rVeDiQYcCZJ+V2Sas0IfqzXaU+yqsifzYqBcvX9v8CuJHs2hPglY8aeO7dej5b1YTXL/PDwXZVhu0s3mLlTnh1uWbFDotGr+zDvsrjUozIiXwe5rDBqLyeG5MQoutI5kU38gWsDifD/Z0GbAMwFXHpyipu/cM6ausC2G0KrTWPPLWTmVNS+PVPx5OU4OjtIfYJZmP47J2D1a/fwupv/ZzqL1cx8e+3ywlwH5Sf4+HKi4bw6NM7291nMyA3283F54YuwiqEaOUPdHwCaajotuuPmn0W/3yxlhUbfRj7LgCaFjz5v3q+dVYS08ZKNsp+ZoSA8sHb7dgDuys1R4+PXAdD9J4F42FXOXgDoTMwjp0MDukGI0RMksyLbjRqWELEtDWAgjwPzgFYTHHz9np+cvsa6uqDV80Cpm45ePhqTTU//c1ayR7YJ3HCqOg33rfPCv/5DHvf+ribRiQO1zcvGsJPrhtNdmbryYPdrjjxmGwe+ON0CdwJEYW8TEeHJyCmBcMGDcyT9Aeer2XlpuDCfku3nqA3ezV/f7aGzYUDZNF/FJI8HW+z/52mAX8Avtouxyh9VUq84sKFMCy77e3piXD6ETBukAQuRA8wjNj7igGSedGNTj0hh4ef3BH2qo9ScN4ZA7OQ2OPPFWJZoSPilgWr19Xy1epqZkxJ7fnB9TGp86aTMHYEDZt3oE2z4x8AlM3GjvufIuuko7p5dH1HfUOAhsYAKclOXM6+/QGslOKME3M57YQctu1swOe3KMjzSNBCiE6I89g4dk4S7yyuCbkUy1CQlmJn2viBV09lR7Gf1ZsjByde/biRH17i7KER9W0jcxRLt0YORhyYyKiB8jqoa9Ik9vN2m/tZlqa+ObjkwuPq+685JUFxxixoaNbUNoHLAanxSEaqEDFOghfdKDXZyS9uHMuv716PUgpzXxnr/YWE5h2RzpknDbxFd6ap+Whxecv+CMVmU7z/6d5OBS/KK7x8vakOmwGTxiWTnNQ/TgSVUkz91x9ZctwlWM3edt1GQtGmSe3KdT0wut63dkMtjz69gy+/qkIDLqfBKcfncOWFQ0hL7dsH5oahGDksobeH0evMZi/NRSUYHjfu/Gw5uBRRu/SsDNZva6KoxNcmGG4YwbTwn3wrF5sx8N5PS9d5W1rHhmJpWLvVR5PXwuOKLthrmpp1W5uoazDJSnMwYrCr3/ytDsmA4irYHab+a7i6e7VNkBhF1kYs8wc0SzZoVmxr7dCRm6qZN04xMq/v//7j3Yp4qVWJ5WsGM4ByeVDS11fEMAledLPjj8wiJ8vFUy8W8dmXweKcg/I9nHd6AaefmDsg2275/FaHRUq11jQ0RpdlUFPr5+77N/HRZ+Utbc7sNsUpx+dww9UjcLtj/0M6efoEFnz+AlvuepDi/7yG9kcuUgdgi+vnR1TA58sruXnfEqP97yivz+K/bxazeGkFD949jYy0gZkyHgv8tfVs/vW9FD78HGZ9sKhi4qQxjPrl98g958ReHp2IBQlxNu66aTCvvF/FW59UU1lj4nQojpqVxFnHp5Kf3bcDmN2lqVkTzdFFs0/jieIj8v3Pa3n8lXKqa1vn5UG5Tr5zQRYTRsb+XKOUYu4o2FIKm0s1Dd7W+4wwgQsgYlH2/sAf0PznY03JQQVNS6vghcWaE6bC9JED7zg2lgQqS/Ht3ojVUBO8wbDhyByMc9AYlH1gfj6K2CbBix4wcWwyv/t5MlprLIsBWZzzQG6XQWqKg6rqyM24B+V3fEDU1Gxy/c9XsaOogQMTOQKm5rW3S9hV3MSffzO5X+zzhDHDmfrIXUx+4DdsufN+Nv/2vvDl0W0Gueee1KPj62l+v8Vv7lmPZbVvcWdZwUyc+x/dxq9+NK53BigiCtTVs+SYi6n/ekub5VB1azfx1QU3MP6enzPshst7cYQiVnjcBhecks4Fp6RjmhrDkNTwnHQbEZIbAXA7FYlxHZ99v/1pDff/Z0+723eV+rj13l3c8f0Cxg7vHwGMUbkwMgcavZq3V0fuQGIzICOxx4bXK5ZtoV3gAlq/f3eVZlQ+A2bpTKzxl+3Au3112xstE3/ZDgI1e4mbuEACGN1IK4WOobkoVsbaz2PGfYtSql+cRB8upRRnn5IXsS6M1nDq8TkdPtbr75SyfWdDyNRYSweLfy5eWnEYo+17DKeTod+7FEdqCsoWIqvEMLB53Az5zkU9P7ge9MkXFdTUBcIWxTUteO+TvdTWRw6Sid6x9Z6HqVu7uX0dl32/0HU//j3Nu8t6YWQiltlsasAHLgDmTXFHzAowFCyc5u4w+9Prs3jspb0h79M6GCh+9MXQ98cqpRTxboNRuZG3G5VDv86e1Vrz1RYduWuehtXbe2pEojO034t3x5pw96KbG/Dt3tyjYxKiK0jwQvSKC88axPAh8e0CGPuPOb97xXBysjpepPjq2yURJ1bDgNfeKT30gfZRzow0Zr/1GM7MYE0QZbej7MFAhiMlidlvPIJnUAdHXjFuZ1FDh8HAgKkpKY2+1azoGdqyKHzw6fAL8vcp+tcLPTQiIfqXhDiD/zs5mBZwcCzHUJCZauP0ozouZPrl6gaavOFnWa1h0w4vxXv6X+eS8QWKIRnBf6sDvgCGZcG4/P4buAAImFDf0fSpoKJOuq70Rf69RaGr4rfQ+PfsROso+wQL0UfIshHRK+I8Nv7++6k8/OQOXn27hKbm4IfnkII4rrhwCMcfmRXV45RXeCPeb1lQtrd/nrwmTx3HMVs+oOT5/1Hx4RegNWkLZpJ3/ikDot6Fx2NDd5QXvW870bcE6hvxlVdF3kgpGjbt6JHxCNEfHTXDQ1KCwX8/bKCwNFgnyWGH+VM8nHNsPAmejq9fVdYEMBQdLkGprAmQl9W/0s8NpZgxXDEyR1NYrvH6we2EIRlqQCyTsBmtBebDUYBTziT6JKu5oeNfoBlA+30op1Q0FbFDPnIGiEDA4pMvKli/qRabTTFrWhpTJyb3anptfJydG741ku9cNoyyvV6cToPszM5VL09LdVJbFwibfWEYkJnefws22lxOCv7vTAr+78zeHkqPWzg7g789vC3s/UrB4HwPg/L6fyAn1tjcTiK2QgCwTGzx8rsTsaNkr5/PVzfR0GSRnW5n3tQ44qMIEHSnaWNcTBvjorLWxOvTpCXZcDmjn2NTkjqunQGQmtR/DyeT4xSTBvf/YMXBDEMxKlezuST8+a+lYXQ/z0CJVcpmj1y05cDtRPdQClQMLXKIkSWX8o4dAL7eWMvPfvs1lVU+7DaFBh5/rojRwxP4/a8mkpXRuyf3LpeNwQVxh/Szp52Qy98e2Rr2A9qy4JQoameI2JOf62HR0Vm889GekAdWWsM3Lx4q69/7IMPpJPuM4yh7+Z3wG2nwVdX03KCEOET+gOafL1Tx6YrGYGcKAywTnni9msvPSOHYWb3fDjkt6dAy0GZNTsDl3IPXF3qSVQqGD3IN2K4u/d2csYrNJeF/99kpMCy7Z8ckomNPy8NfsjX8BlpDYz0EAiABDBFDYigcJA5FcWkTP/jlaqprgutRA6ZuaVO6dUc93//lKnz+2F3vdvqiHAryPNiM9ieohgETxyWxcE5GL4xM9ISbrx/D0fODv1+bobDbFEqB3a648TsjOW5hdMuPRM/LOf24DrfZ88aHBBoae2A0Qhy6R16u4rOVwfeppcE0g/F0fwAeerGaL9c29e4AD4PHZXDJGaHnUKWCywauOEvm2P4qN01xzlyFY9+5raGCXwC5qXDeAimQ21cZCSng84VOm9l3myovIbB1ZY+OS4jDJaG2fu65V3fj85khs7NNC4p2N/HhZ3tZdHRshs7j4uz8/c6p/O6vG/l8eWXL7YYBxy3M4sfXjurX1cAHOpfT4Dc3T2DrBfW898le6hsC5Od4OPGYbFKSHb09vC6hTRNfeRWGy4kjJam3h9NlfBXVHa7HtRqaqFuzidQ5U3tsXEJ0xt6qAB8vbwz7NlbAC+/UcMQEd8ye5J12dAp2Gzz5agX1ja0HE5lpdr57YRYTRx9a5qSIDSPzFNedBuuLYE+1xm6DUXmK/PT+05JYB/zBdCm7ExWpFV6MUTs2oPOGQEJycK7VOjjvWhaqZCeqqQGrrBDGz+ntofZPyoixZSOxMVYJXvRz7360BzNCYoVS8P4nsRu8gGDdi7tvm8Tu0ia+3lCLYSimTkgmox/XuhBtjRiawIihvZ+a3ZVMr49t9zzEjvuewFcWbPebMnsKI396DdmnHdvLo+sCSnVcTGz/dkL0Ucu+jpxVoYGisgClFQFyM2I3oHrSwhSOm5PEqo1N1DWYZKU7GDfcjREi61H0P067YsowaO230j+YNeX4C9dhVe9ry21zYM8djmPQWJQ99pdCKW2hdm1DuzzoxGRQBsrbDHVVqJa5t3/9TkX/J8GLfq6x2Yx4v9ZQ3xDoodF0r/wcD/k5UuBPxD7T6+PLU6+i8pNlbYpaVi9dw7Kzv8v4P/2CYddf1osjPHzpR8/usFWqPSmBpMljemhEQnReU7PGUGB2EINrao79dpIOh8HMiR23VxUiFgTKd+Fbv4Q2J++mn8CuTZiVJbinHBPTAQylFEb2EKyynShvE8obOtBq5A7t2YEJcZhiIz9EHLLBeZ6IFy5tBgwdLCmfQvQlhQ88ReXHS9uf3O/7ft1Nv6Nx5+5eGFnXSZ46jtT5M1D2MIUElWLo9y7B5pEWbqLvys20R8xuhOAyxqw0uVYkRF+hzQC+jV/u/+7ge9GNdfh3ruvpYXU5x4S5EbIbFTjd2EdM7tExCXG4JHjRz519an7kFs8WnL4ot+cGJITo0I77n4y8gVIUPfJczwymG01/6s94hhYEL3zti7IqWzCYkX3aMYz61XW9ODohOjZzgod4T/grBIYBcyZ5SIiTwy0h+gpzb1GwxkVYmkDpdnTEbfo+26DROKYdE/zmwHoGSoHDgev4i1EOWWLdXbRSMfcVC+RSQD93ynHZvP/JHpavrg4ZxLj43EGMGZnY8wMTQoSkTZPGrYWRN7I09esjtECLEe68bBYue5nip19j15Mv49tbRfzIwQy+6nyyTj2mXxVOE/2Tw6645rw0/vx4sC6NdcA8axiQFG9w0SnJvTQ6IUQoVmNNxzWXrADa14xyx/ZSKceUIzHyRxDYsAxr765gXY8hY7CPmoGK61+1wsTAIMGLfs5uN/jDrZN4/LlCXnxtNzV1wfoWBXkeLjl3EKeekNPLIxTi8GnTpHbVBsymZhLGDseZntrbQzp0hoFyOtA+f9hNlM3oN8sp7PFxDL76fAZffX5vD0WIQzJjvIdffCuT59+tYf22YFtyuw3mT4vjvBOSSUsOszRKiBjiD5j4/CY2Q+Fy2mO704hhb79aJARl9I+/XVtGPrYF+b09DCG6hAQvBgCnw+Cqi4dy+fmDKSv3YjMU2Zmu2J54hAC01ux84Cm23PkA3pI9ACi7ndzzT2b8H3+GKyu9l0fYeUopcs5aROmLb6IDoVNWdcAk55wTe3hkQohwxg138atvZ1Fbb9LYrElJNHC7JHNIxD6vL0BJeS31jb6W25wOG9npiSQnxGYQ3Z6RT6BofcRtjMQ0lDM2X5/oI6RVareIjVGKLmG3G+TneMjJit1+80IcaNOtf+HrG37dErgA0IEAJc+8weKFF+CrrO69wR2GETddDaiQbUKV3UbCuJFknXp0j49LCBFZUoKNnAy7BC5Ev+D1Bdi6q6JN4ALA5zcpKq2mqraxl0Z2eIyEVIyUbCK1CXUMHt9zAxJCRE1mVyFETGrYspMtdz4Q8j5tmjTtLGbb3Q/18Ki6RvK08cx88T5s8Z5gDMNhR9mDiXIJ40cx+81HMOySOCeEEKL7lFbUYVnh11cU763D7KDldV/lGjcXIyUz+I064GKBMnCOmoktTYrZC9EXydGvECImFT32AspmQ5thllaYJoUPPcuY3/4oJjONsk4+iuOLPqX46deoWbkOw+Uk+7RjST9mTky+HiGEELEjYFrUNXgjbqO1pra+mdSkuB4aVddRdgeuiUdi1VVilu8CM4CKS8SeNUQ6cAjRh0nwQggRk5p27kZ3UHHLX1WD2dCIPSE2q4XbE+IZ/K0LensYQgghBhh/mJpLB/P5Y7edqFIKW1I6tqTYq48lYoAKvfy3z4qRscqyESFETHKkJneYgaCcjn7TlUMIIYToKbYoW1XbbXIqIYToOfKJI4SISXkXnha2GwcEC1vmXXgaytY/Wp0JIYQQPcXpsOFxOTrcLilGO44IIWKTBC+EEDEpde40Mk86EkJdHbIZGC4nI3/8rZ4fmBBCCNEPZKcnRLw/PTkOh10uEAgheo4EL4QQMUkpxYxn/h9555/csq5wf5aFpyCH2W/9i4SxI3p5lEIIIURsSohzMTgnBZvRfolmRkocORmJvTAqIWKEYcTeVwyQgp1CiJhli/Mw7fE/MeY3P2TP6x9ier0kTRpDxnHzUDHyISyEEEL0VUkJbhLiXdQ1ePH5TWyGIinBLbUuhBC9QoIXQoiYFze0gKHfu6S3hyG6mOXzUf7eErxl5XgG5ZJ+9GypYSKEED3MUIpkqW3RL5mVezBLd6IMA9ugURjxSb09JCEikuCFEELEEL/f4tW3S3jx9WIKdzfidtk4ZkEmF55VwLDBsdkSNpSiR59n/c/+iL+iuuU2V142E//6K3LOOqH3BiaEEKJfK9pj8uFKH2u2mZgm5KYbLJzs4IixdowQS2hikVVXTdPbT2EWbWm9USnsY6fjOfYbKIer9wbXT2il0DHSfhSImbFKzpcQQsQIn9/iptvX8OcHt7BzVyOWBY1NJm++X8Y3f7CcZauqenuIXaLwkedY/e1ftAlcAHhL9rD8/Ospe+393hmYEEKIfm311gB/ea6JlZtN/AGwNBSXW/znfS//fqsZy9K9PcTDppsbaHj2Xsxd2w66QxPY8BWN/30YbVm9MzghOiDBCyGEiBFPv1jEV6ur0Rr0AcdPpqkJBDS/vPNrvN7w7WNjgen1seGnfwx9574Xve7Hv0fr2D+AFEII0Xc0NGkef7sZSweDFvvt/+eqrSZLvg70yti6km/VYnR9NegQAQqtMXdtIbBzQ4+PS4hoSPBCCCFigGlqnn9tN+HO2bWG+gaT9z/d27MD62Llb3+Cv6om/AZa07hlJzXL1vTcoIQQQvR7Szf4MTuI/3+0ytczg+lGvq+/IOzBBIAy8K9b2nMDEqITJHghhBAxoKraR1W1P+I2dpti/ea6HhpR9/CWVUS5XXk3j0QIIcRAUrTHgg6W/e+t1vgDsZ35pxvrO9jAQtdHuIggoqOM2PuKAbExyn127NjBVVddxbBhw/B4PIwYMYJbb70Vny/2o6BCCBGJ3d7xx7UGHPbYKLgUjjs/O8rtcrp5JAOPzLFCiIHMZuswdgFArHdiVwkddBRRBioxtWcGI0QnxVS3kQ0bNmBZFg8++CAjR45k7dq1fOtb36KhoYG77767t4cnREwwTc3eCi+GochIc/abytn9XUqyg1HD49myvSFstqdpauYekd6zA+tiGcfPw5mZhm9vZegNlCJh3EiSpo7r2YENADLHCtE1vH7wBcDtBId0d44Z44bYWLohfE0LQ8HIAhu2GD9uck6cg/ez18MvHdEWzgmzenZQQkQppoIXJ510EieddFLL98OHD2fjxo3cf//9cmAlRAcCpubZ/+7i2f/uorwyeCU1L9vNRecM4qyTc1Ex0iJpILv0vCHccte6kPfZbDB0UDwzJqf07KC6mOFwMOHPv2TFJT8McacCpZjw51/I+7UbyBwrxOEpr4OVO6B4X+zVUDA0E6YOgwR3rw5NRGHScDupiT5q6jWhmopYGo6d7uj5gXUx56R5+L/+Equ6vH3RTqWwDx2HbfDo3hlcP6KVgY6RpRhAzIw1poIXodTU1JCWlhb2fq/Xi9frbfm+tra2J4YlepDXa7J4WSWVVT4y0pzMmZmOyxkbf4A9xbI0t/9xHR8uLm8TaC8pa+ae+zezfWcDN14zUk4I+7hjF2Syu2QYD/57OzYDTCuYvmpZkJfj4Y+3TuoXv8O8C05F2W2s/8ldNBUWt9weP2oYE//6KzKOnduLoxtYOppjQebZgWBbUTMbtzdjGDB5dBy5Wc7eHlKfU1oN765uezHb0rB9D+yuglOmQaKn14YnomC3Kb57pof7Xm6iul6jCC7H3D+tnnuUizGDYv7UCeVyE3fedTS//zyBrWta37Q2O85Jc3EtOL1fHEuI/imm/wK3bt3Kvffeyz333BN2mzvvvJPbb7+9B0cletLL/yvmvke30dhkolTw8zch3s73vzWCk4+TNfH7fbi4nA8+a1/gcP8x1otvFHPswkymTkzp0XGJzrv0vMEcNS+DV94sYXthA3EeO0fPz+DIORk4HP0naJd77knknL2IqiUr8O6pwFOQQ/LM/hGciRXRzLEg82x/tqfCzz2PlrBxW3Ob24+YFM/3L88hIU7WREAwSPHphuAxyMEX7DXg88OXW+C4Sb0xOtEZmSkGP7skjlVbAqzdFsAfgPxMg7kTHKQl9Z851ohLIO60K7DqqzHLdoFhYM8bhnJJhE30bUrrSL1yesZtt93W4YHP0qVLmTlzZsv3xcXFHHXUURx11FE89NBDYX8u1BWhQYMGUVNTQ1JSBwVrRJ/26lsl3PW3TWHvv+VHY1l0dHTF//q763++klVf12CFaOkNYDPgmAWZ3Pbj8T07MCH6qNraWpKTk/vFXNGdcyzIPNtf1TWY/OC3O6mqDbSbOwwDhuW7+P2PB8d8keCusLsS3ouie/O5cyDe1f3jEaKv609z7MH2v7bd7z5NUnxcbw8narUNjeQff1Gf/530icyL6667jgsvvDDiNkOHDm35d3FxMccccwxz587lH//4R8Sfc7lcuFwyU/Q3fr/F/f/aFnGb+x7bxnELs7DZ5MBqR1Fj2MAFBJcfbNvZ2HMDEkL0mO6cY0Hm2f7qzU+qqawJhKzpZ1mwtcjLFyvrWTAzsecH18fURjl91jVK8EKIAUOp1jVHsSBGxtonghcZGRlkZGREte3u3bs55phjmDFjBo8++ihGrPcrEodk2aoqauvCV4QGKK/wsXpdDdMmpfTMoPqwOI+Nqmp/xG0S4iX9V4j+SOZYcSjeX1IbthkBBI9zP/iiVoIXgD3K6dPeJ466hRAidsXUUUlxcTFHH300gwYN4u6772bv3r2UlpZSWlra20MTPay6NvKJeGe36++OPzKrw77kxy3M6pnBCCH6JJljxYFqG8yI92sN1bWRLyIMFAXpHV+0jHNBWkLPjEcIIfqrmIoBv/3222zZsoUtW7ZQUFDQ5r4+ULpD9KDszOh6jmVnSn4mwNmn5PHia8U0NLVfu2wzIC3VyUnHSn0QIQYymWPFgTJT7TQ2+toVoNzPMCArI/bbRnYFjxPG5MGG3eG3mTo02DpVCCHEoYupzIsrrrgCrXXILzGwTJ2QTHamK+yVDqVgSIGHcaMknRUgI83F//vdFNLTgsEcm0211ALJy/Vw7++mEh8XU7FMIUQXkzlWHGjRgpSwgQsI1r1YND+5x8bT180cAaNyg/9WtAYqlIIZw2GkNEATYkDRGGgVQ18xEhaQsxURkwxDcdO1o7j512tBte2rrhQYSvGj746StooHGDU8gecems1nX1awZl0NhgHTJ6cya1oqhlwOEkIIcYDj5ibx3pIatu/ytsvYUyrYLnXK2NippN/dDAVzR8PEQbB9D3j9EO+GYVnBzAwhhBCHT4IXImbNnZnO3bdN4t6Ht7K9sLXU96hhCVx/9Qgp1BmC3aY4am4GR82NrnifEEKIgcnlNPjN9wt45IW9fPhFLYF9JTDcLsUpR6Vw0WkZEvgOIdEDk4f09iiEEKJ/kuCFiGmzpqfx72mpbN3RQGWVj4x0F8OHxPf2sIQQQoiYF+excd0lOVx+dibbirwYBowa4sbtio30YiGE6DXSKrVbyOwjYp5SipHDEpg1PU0CF0IIIUQXS4y3MWVsHJNGx0ngQgghBAD33Xcfw4YNw+12M2PGDD755JOI23u9Xn7xi18wZMgQXC4XI0aM4JFHHunUc0rmhRBCCCGEEEIIIaLyzDPP8IMf/ID77ruP+fPn8+CDD3LyySezbt06Bg8eHPJnzj//fMrKynj44YcZOXIke/bsIRDoXMttCV4IIYQQQgghhBAiKn/605+46qqruPrqqwH4y1/+wltvvcX999/PnXfe2W77N998k48++oht27aRlpYGwNChQzv9vJL7J4QQQgghhBBCdBWlQBkx9BWseVFbW9vmy+v1tntpPp+P5cuXs2jRoja3L1q0iMWLF4fcHa+88gozZ87kD3/4A/n5+YwePZqbbrqJpqamTu1WybwQQgghhBBCCCEGuEGDBrX5/tZbb+W2225rc1t5eTmmaZKdnd3m9uzsbEpLS0M+7rZt2/j0009xu9289NJLlJeXc+2111JZWdmpuhcSvBBCCCGEEEIIIQa4oqIikpKSWr53uVxht1UHdSjRWre7bT/LslBK8eSTT5KcnAwEl5584xvf4O9//zsejyeq8UnwQgghhBBCCCGE6CJaKXSMtB8FWsaalJTUJngRSkZGBjabrV2WxZ49e9plY+yXm5tLfn5+S+ACYNy4cWit2bVrF6NGjYpqnFLzQgghhBBCCCGEEB1yOp3MmDGDd955p83t77zzDvPmzQv5M/Pnz6e4uJj6+vqW2zZt2oRhGBQUFET93BK8EEIIIYQQQgghRFR++MMf8tBDD/HII4+wfv16brzxRgoLC7nmmmsA+NnPfsZll13Wsv3FF19Meno6V155JevWrePjjz/mxz/+Md/85jejXjICsmxECCGEEEIIIYQQUbrggguoqKjg17/+NSUlJUycOJE33niDIUOGAFBSUkJhYWHL9gkJCbzzzjtcf/31zJw5k/T0dM4//3zuuOOOTj2vBC+EEEIIIYQQQoiusr8Faaw4hLFee+21XHvttSHve+yxx9rdNnbs2HZLTTorhvaoEEIIIYQQQgghBiIJXgghhBBCCCGEEKJPk+CFEEIIIYQQQggh+jSpeSGEEEIIIYQQQnQRjUKjensYUYuVsUrmhRBCCCGEEEIIIfo0CV4IIYQQQgghhBCiT5NlI0IIIYQQQgghRBfRykDHUKvUWBlrbIxSCCGEEEIIIYQQA5YEL4QQQgghhBBCCNGnSfBCCCGEEEIIIYQQfZrUvBBCCCGEEEIIIbqKMoJfsSJGxhoboxRCCCGEEEIIIcSAJcELIYQQQgghhBBC9GkSvBBCCCGEEEIIIUSfJjUvhBBCCCGEEEKILqKVQivV28OIWqyMVTIvhBBCCCGEEEII0adJ8EIIIYQQQgghhBB9miwbEUIIIYQQQgghuohWBjpG2o8CMTPW2BilEEIIIYQQQgghBizJvBBCCNGnlFd4KSv3kpzooCDP09vDEUIIIfoNy9LUNQf/neAGmxEbhRqFAAleCCGE6CO2Fzbwt4e38sVXVS23jR6RwHcvH8YR09J6cWRCCCFEbLO0ZmupxY49Fn4zeJvNgMEZBqPzDAliiJggy0aEEEL0um07G/jOTStYurKqze2bt9Xzw1vX8PGS8l4amRBCCBHbtNas2mGyuaQ1cAFgWrB9j8XSLSaWpXtvgP2RUrH3FQMkeCGEEKLX/fUfW2j2mlhW29u1Dn7d9bdNBAJW6B8WQgghRFjldZqSqvDBicp6TXGE+4XoKyR4IYQQoleVlDWzfHV1u8DFgWpq/SxeWtlzgxJCCCH6iaJyi46uqxfuNTvYQojeJzUvhBBC9KqSPc0dbmMYUFzW1AOjEUIIIfqXBq+mo7yKBl+PDGXgiLFWqcTIWGNjlEIIIfqtxISO4+iWBUkJjh4YjRBCCNG/OO0d1zNw2npgIEIcJgleCCGE6FUjh8ZTkOeJWCvK4VAsmJPec4MSQggh+om8tI5P+fKj2EaI3ibvUiGEEL1KKcV3Lx+GjpDT+n/nDJLMCyGEEOIQ5KUq4l2ErHuhAJcdBmfKaaHo++RdKoQQotcdNS+TX9w4hjhPMG/VZlMoBXab4tLzBvPNi4f27gCFEEKIGGUzFLNH20mJb39fghvmjLZHtbRERE+jYu4rFkjBTiGEEH3CycfmcMy8TD7+vJySsmaSkxwcPS+TlGTJuBBCCCEOh9uhmDvGQU2jpqLOQmtITVCkxitUpHWbQvQhErwQQgjRZ7jdNhYdnd3bwxBCCCH6peQ4RXKcVOcUsUmWjQghhBBCCCGEEKJPk8wLIYQQQgghhBCii2hloFXs5AnEylhjY5RCCCGEEEIIIYQYsCR4IYQQQgghhBBCiD5Nlo0IIYQQQgghhBBdRQGx1MUlRoYqmRdCCCGEEEIIIYTo0yR4IYQQQgghhBBCiD5NghdCCCGEEEIIIYTo06TmhRBCCCGEEEII0UU0BjqG8gRiZayxMUohhBBCCCGEEEIMWBK8EEIIIYQQQgghRJ8my0aEEEIIIYQQQoguopVCx1Cr1FgZ64ALXmitAaitre3lkQghhOir9s8R++cMET2ZZ4UQQkQic6w4VAMueFFXVwfAoEGDenkkQggh+rq6ujqSk5N7exgxReZZIYQQ0ZA5VnTWgAte5OXlUVRURGJiIipG0mN6Sm1tLYMGDaKoqIikpKTeHk5MkH3WebLPOk/2Wecd7j7TWlNXV0deXl43jK5/k3k2PPlb7hzZX50n+6zzZJ91nsyxorcMuOCFYRgUFBT09jD6tKSkJPnw7iTZZ50n+6zzZJ913uHsM7kadGhknu2Y/C13juyvzpN91nmyzzpP5tjwtDLQKnZ6Y8TKWGNjlEIIIYQQQgghhBiwJHghhBBCCCGEEEKIPk2CF6KFy+Xi1ltvxeVy9fZQYobss86TfdZ5ss86T/aZ6Ivkfdk5sr86T/ZZ58k+6zzZZ6K3KC09aoQQQgghhBBCiMNSW1tLcnIyG5d+QmJCQm8PJ2p19fWMOWIhNTU1fbr2i2ReCCGEEEIIIYQQok+T4IUQQgghhBBCCCH6tAHXKlUIIYQQQgghhOgu0iq1e8TGKIUQQgghhBBCCDFgSfBigLnvvvsYNmwYbrebGTNm8Mknn4Td9sUXX+SEE04gMzOTpKQk5s6dy1tvvdWDo+0bOrPPDvTZZ59ht9uZOnVq9w6wD+rsPvN6vfziF79gyJAhuFwuRowYwSOPPNJDo+19nd1fTz75JFOmTCEuLo7c3FyuvPJKKioqemi0ve/jjz/m9NNPJy8vD6UUL7/8coc/89FHHzFjxgzcbjfDhw/ngQce6P6BigFH5tjOkzm282SO7TyZZ6Mnc6zoyyR4MYA888wz/OAHP+AXv/gFK1asYOHChZx88skUFhaG3P7jjz/mhBNO4I033mD58uUcc8wxnH766axYsaKHR957OrvP9qupqeGyyy7juOOO66GR9h2Hss/OP/983nvvPR5++GE2btzI008/zdixY3tw1L2ns/vr008/5bLLLuOqq67i66+/5rnnnmPp0qVcffXVPTzy3tPQ0MCUKVP429/+FtX227dv55RTTmHhwoWsWLGCn//859xwww288MIL3TxSMZDIHNt5Msd2nsyxnSfzbOfIHCv6MmmVOoDMnj2b6dOnc//997fcNm7cOM466yzuvPPOqB5jwoQJXHDBBdxyyy3dNcw+5VD32YUXXsioUaOw2Wy8/PLLrFy5sgdG2zd0dp+9+eabXHjhhWzbto20tLSeHGqf0Nn9dffdd3P//fezdevWltvuvfde/vCHP1BUVNQjY+5LlFK89NJLnHXWWWG3ufnmm3nllVdYv359y23XXHMNq1atYsmSJT0wSjEQyBzbeTLHdp7MsZ0n8+yhkzm28/a3Sl2/fHHMtUodN2OetEoVfYPP52P58uUsWrSoze2LFi1i8eLFUT2GZVnU1dUNmMnvUPfZo48+ytatW7n11lu7e4h9zqHss1deeYWZM2fyhz/8gfz8fEaPHs1NN91EU1NTTwy5Vx3K/po3bx67du3ijTfeQGtNWVkZzz//PKeeempPDDkmLVmypN0+PvHEE1m2bBl+v7+XRiX6E5ljO0/m2M6TObbzZJ7tfjLHip4k3UYGiPLyckzTJDs7u83t2dnZlJaWRvUY99xzDw0NDZx//vndMcQ+51D22ebNm/npT3/KJ598gt0+8P68DmWfbdu2jU8//RS3281LL71EeXk51157LZWVlf1+Te6h7K958+bx5JNPcsEFF9Dc3EwgEOCMM87g3nvv7Ykhx6TS0tKQ+zgQCFBeXk5ubm4vjUz0FzLHdp7MsZ0nc2znyTzb/WSOFT1JMi8GGKVUm++11u1uC+Xpp5/mtttu45lnniErK6u7htcnRbvPTNPk4osv5vbbb2f06NE9Nbw+qTPvM8uyUErx5JNPMmvWLE455RT+9Kc/8dhjjw2YK0Od2V/r1q3jhhtu4JZbbmH58uW8+eabbN++nWuuuaYnhhqzQu3jULcLcThkju08mWM7T+bYzpN5tnvJHNueRsXcVywYeGHrASojIwObzdYuyrxnz5520dKDPfPMM1x11VU899xzHH/88d05zD6ls/usrq6OZcuWsWLFCq677jogeNCgtcZut/P2229z7LHH9sjYe8uhvM9yc3PJz88nOTm55bZx48ahtWbXrl2MGjWqW8fcmw5lf915553Mnz+fH//4xwBMnjyZ+Ph4Fi5cyB133CFXOELIyckJuY/tdjvp6em9NCrRn8gc23kyx3aezLGdJ/Ns95M5VvQkybwYIJxOJzNmzOCdd95pc/s777zDvHnzwv7c008/zRVXXMFTTz014Nb6dXafJSUlsWbNGlauXNnydc011zBmzBhWrlzJ7Nmze2roveZQ3mfz58+nuLiY+vr6lts2bdrE/2fvvuOjqPM/jr9mdje9kkAg9C5NqiigAhaw652Fs2P3vPNOUe+sZ73zp3d6endiV87ezt5RuhSld+mhJCEkpJfN7s78/lgTCMluCmkb3s/HYx+amdmZzy6Q78zn+/1+vqZp0qVLlyaNt6U15PsqKSnBNKv+6nY4HMCBng6pasyYMdW+42+//ZZRo0bhcrlaKCppS9TG1p/a2PpTG1t/amebntpYaU4aeXEEmTZtGpdffjmjRo1izJgxvPDCC+zcubNyGNxdd93Fnj17eO211wD/TdUVV1zB008/zXHHHVeZVY2MjKySwW/L6vOdmabJ4MGDq7y/Q4cOREREVNveltX379kll1zCww8/zFVXXcWDDz5IdnY2d9xxB1dffTWRkZEt+VGaRX2/r7PPPpvrrruOZ599lsmTJ5ORkcEtt9zC6NGjSU1NbcmP0myKiorYsmVL5c/bt29n5cqVtGvXjm7dulX7zm688Ub+85//MG3aNK677joWLVrEyy+/zNtvv91SH0HaILWx9ac2tv7Uxtaf2tn6URsrrZmSF0eQKVOmkJOTw0MPPURGRgaDBw/myy+/pHv37gBkZGRUWfP6+eefx+v18rvf/Y7f/e53lduvvPJKZsyY0dzht4j6fmdS/+8sJiaGmTNncvPNNzNq1CiSkpK46KKLeOSRR1rqIzSr+n5fU6dOpbCwkP/85z/cdtttJCQkcNJJJ/HYY4+11EdodkuXLmXixImVP0+bNg048Lvp0O+sZ8+efPnll9x6660888wzpKam8q9//Yvzzz+/2WOXtkttbP2pja0/tbH1p3a2ftTGNg7bMLGN0JnkECqxGrbGP4mIiIiIiIgcloKCAuLj41m3fAmxMTEtHU6dFRYVMWjEseTn5xMXF9fS4QQUGikWERERERERETliKXkhIiIiIiIiIq2aal6IiIiIiIiINBIbAxujpcOos1CJVSMvRERERERERKRVU/JCRERERERERFo1TRsRERERERERaSQ2IbZUaoiMaQiNKEVERERERETkiKXkhYiIiIiIiIi0akpeiLRCtm1z/fXX065dOwzDYOXKlS0dkoiISJuhdlZEJPQoeSHSCn399dfMmDGDzz//nIyMDAYPHnzY55w6dSrnnXfe4QdXR2VlZUydOpUhQ4bgdDqb9doiIiLBqJ0VkaZUsVRqKL1CgQp2irRCW7dupVOnTowdO7alQ6nG5/NhGAamGTz36fP5iIyM5A9/+AP/+9//mik6ERGR2qmdFREJPRp5IdLKTJ06lZtvvpmdO3diGAY9evTAtm0ef/xxevXqRWRkJEOHDuWDDz6ofI/P5+Oaa66hZ8+eREZG0r9/f55++unK/Q888AD//e9/+eSTTzAMA8MwmDNnDnPmzMEwDPLy8iqPXblyJYZhsGPHDgBmzJhBQkICn3/+OQMHDiQ8PJy0tDTKy8v505/+ROfOnYmOjubYY49lzpw5leeJjo7m2Wef5brrrqNjx45N/bWJiIjUidpZEZHQpJEXIq3M008/Te/evXnhhRf46aefcDgc3HvvvXz44Yc8++yz9O3bl3nz5nHZZZfRvn17xo8fj2VZdOnShffee4/k5GQWLlzI9ddfT6dOnbjooou4/fbb2bBhAwUFBbz66qsAtGvXjoULF9YpppKSEh599FFeeuklkpKS6NChA1dddRU7duzgnXfeITU1lY8++ojTTjuNNWvW0Ldv36b8ikRERBpM7ayISGhS8kKklYmPjyc2NhaHw0HHjh0pLi7mySefZNasWYwZMwaAXr16sWDBAp5//nnGjx+Py+XiwQcfrDxHz549WbhwIe+99x4XXXQRMTExREZG4na7G9Q74/F4mD59OkOHDgX8w23ffvttdu/eTWpqKgC33347X3/9Na+++ip/+9vfGuGbEBERaXxqZ0WkqdmGgW2EziQH21DNCxFpBOvXr6esrIxTTz21yvby8nKGDx9e+fNzzz3HSy+9RFpaGqWlpZSXlzNs2LBGiSEsLIyjjz668ufly5dj2zb9+vWrcpzb7SYpKalRrikiItIc1M6KiIQGJS9EWjnLsgD44osv6Ny5c5V94eHhALz33nvceuutPPHEE4wZM4bY2Fj+/ve/s2TJkqDnrigGZtt25TaPx1PtuMjISIyDMrKWZeFwOFi2bBkOh6PKsTExMfX4dCIiIi1L7ayISGhQ8kKklaso3rVz507Gjx9f4zHz589n7Nix3HTTTZXbtm7dWuWYsLAwfD5flW3t27cHICMjg8TERIA6rXU/fPhwfD4fWVlZnHDCCfX5OCIiIq2K2lkRaWyhtPwoEDKxKnkh0srFxsZy++23c+utt2JZFscffzwFBQUsXLiQmJgYrrzySvr06cNrr73GN998Q8+ePXn99df56aef6NmzZ+V5evTowTfffMPPP/9MUlIS8fHx9OnTh65du/LAAw/wyCOPsHnzZp544olaY+rXrx+XXnopV1xxBU888QTDhw8nOzubWbNmMWTIEM444wzAPxS3vLyc/fv3U1hYWHnD1ljDbEVERA6X2lkRkdCg5IVICHj44Yfp0KEDjz76KNu2bSMhIYERI0Zw9913A3DjjTeycuVKpkyZgmEYXHzxxdx000189dVXlee47rrrmDNnDqNGjaKoqIjZs2czYcIE3n77bX77298ydOhQjjnmGB555BEuvPDCWmN69dVXeeSRR7jtttvYs2cPSUlJjBkzpvKGCuCMM84gLS2t8ueKucMHD58VERFpaWpnRURaP8PWbzcRERERERGRw1JQUEB8fDwrV6wgNja2pcOps8LCQoYNH05+fj5xcXEtHU5AGnkhIiIiIiIi0kj8S6WGRh0JCJ2lUkNn8VkREREREREROSIpeSEiIiIiIiIirZqmjYiIiIiIiIg0Ets2sO3QmIoBhEysGnkhIiIiIiIiIq2akhciIiIiIiIi0qopeSEiIiIiIiIirZpqXoiIiIiIiIg0GhM7pMYJhEasoRGliIiIiIiIiByxlLwQERERERERkVZNyQsRERERERERadVU80JERERERESkkdgY2BgtHUadhUqsGnkhIiIiIiIiIq2akhciIiIiIiIi0qpp2oiIiIiIiIhII9G0kaahkRciIiIiIiIi0qopeSEiIiIiIiIirZqSFyIiIiIiIiLSqqnmhYiIiIiIiEgjUc2LpqGRFyIiIiIiIiLSqil5ISIiIiIiIiKtmqaNiIiIiIiIiDQSTRtpGhp5IdJKzZgxA8MwWLp0aUuH0uwmTJjAhAkTWjoMERE5Qr377rsMGjSIyMhIDMPgvPPOwzCq3txPnz6dGTNmVHtveno6DzzwACtXrmz0uCruDXbs2NHo5xYRae2UvBARERER+cW+ffu4/PLL6d27N19//TWLFi3iX//6F4sWLapyXLDkxYMPPtgkyQsRkSOZpo2ISK1KSkqIiopq6TBERESa3KZNm/B4PFx22WWMHz++cnu3bt1aMCoREdHIC5EWsmDBAk4++WRiY2OJiopi7NixfPHFF9WOy83N5aqrrqJdu3ZER0dz9tlns23btirHrFixgrPOOosOHToQHh5OamoqZ555Jrt37648xrZtpk+fzrBhw4iMjCQxMZELLrig2rkmTJjA4MGDmTdvHmPHjiUqKoqrr76a8847j+7du2NZVrUYjz32WEaMGFHva9m2zeOPP0737t2JiIhgxIgRfPXVVw36PkVERA7X1KlTOf744wGYMmUKhmEwYcIEHnjggSrTRnr06MG6deuYO3cuhmFgGAY9evRgzpw5HHPMMQBcddVVlfseeOCByvcuXbqUc845h3bt2hEREcHw4cN57733qsWyePFixo0bR0REBKmpqdx11114PJ6m/QJEpFHYthFyr1Cg5IVIC5g7dy4nnXQS+fn5vPzyy7z99tvExsZy9tln8+6771Y59pprrsE0Td566y2eeuopfvzxRyZMmEBeXh4AxcXFnHrqqezdu5dnnnmGmTNn8tRTT9GtWzcKCwsrz3PDDTdwyy23cMopp/Dxxx8zffp01q1bx9ixY9m7d2+Va2ZkZHDZZZdxySWX8OWXX3LTTTdx9dVXs3PnTmbNmlXl2I0bN/Ljjz9y1VVX1ftaDz74IH/+85859dRT+fjjj/ntb3/Lddddx88//9xYX7WIiEid3XfffTzzzDMA/O1vf2PRokVMnz692nEfffQRvXr1Yvjw4SxatIhFixbx0UcfMWLECF599VUA7r333sp91157LQCzZ89m3Lhx5OXl8dxzz/HJJ58wbNgwpkyZUmUKyvr16zn55JPJy8tjxowZPPfcc6xYsYJHHnmk6b8EEZFWStNGRFrAnXfeSWJiInPmzCEmJgaAs846i2HDhnH77bdz0UUXVR47atQoXn755cqfBw0axLhx43jmmWe455572LhxIzk5Obz88suce+65lccdfI7Fixfz4osv8sQTTzBt2rTK7SeccAL9+vXjySef5LHHHqvcvn//ft5//31OOumkym1er5eUlBReffVVTjnllMrtr776KmFhYVxyySX1ulZeXh6PPfYYv/rVr3jppZeqfb7+/fs37MsVERFpoN69ezNw4EAA+vbty3HHHVfjccOHDycyMpK4uLhqxwwePLjyXIfuu+mmmxg0aBCzZs3C6fTfhk+ePJns7GzuvvturrjiCkzT5KGHHsK2bWbNmkVKSgoAZ555ZuW5RUSORBp5IdLMiouLWbJkCRdccEFl4gLA4XBw+eWXs3v37iojDy699NIq7x87dizdu3dn9uzZAPTp04fExET+/Oc/89xzz7F+/fpq1/z8888xDIPLLrsMr9db+erYsSNDhw5lzpw5VY5PTEyskrgAcDqdXHbZZXz44Yfk5+cD4PP5eP311zn33HNJSkqq17UWLVpEWVlZwM8nIiLSlmzZsoWNGzdWtnsHt5FnnHEGGRkZle3/7NmzOfnkkysTF+C/T5gyZUqLxC4i0hooeSHSzHJzc7Ftm06dOlXbl5qaCkBOTk7lto4dO1Y7rmPHjpXHxMfHM3fuXIYNG8bdd9/NoEGDSE1N5f7776+cG7t3715s2yYlJQWXy1XltXjxYrKzs6ucv6bYAK6++mrKysp45513APjmm2/IyMioMmWkrteqiD/Q5xMREWlLKqZN3n777dXax5tuugmgShup9lEkdNkYIfcKBZo2ItLMEhMTMU2TjIyMavvS09MBSE5OZvPmzQBkZmZWOy4zM5M+ffpU/jxkyBDeeecdbNtm9erVzJgxg4ceeojIyEjuvPNOkpOTMQyD+fPnEx4eXu18h247dC37CgMHDmT06NG8+uqr3HDDDbz66qukpqYyadKkymPqeq2KkRqBPl+PHj1qjEFERCQUJScnA3DXXXfx61//usZjKqZMJiUlBWwfRUSOVBp5IdLMoqOjOfbYY/nwww8pLS2t3G5ZFm+88QZdunShX79+ldvffPPNKu9fuHAhaWlpTJgwodq5DcNg6NCh/POf/yQhIYHly5cD/noatm2zZ88eRo0aVe01ZMiQOsd/1VVXsWTJEhYsWMBnn33GlVdeicPhqNxf12sdd9xxREREBPx8IiIirVl4eHiVdvzg7UC1ff3796dv376sWrWqxvZx1KhRxMbGAjBx4kS+//77KkWufT5ftaLeIiJHEo28EGkBjz76KKeeeioTJ07k9ttvJywsjOnTp7N27VrefvvtKiMfli5dyrXXXsuFF17Irl27uOeee+jcuXPlENPPP/+c6dOnc95559GrVy9s2+bDDz8kLy+PU089FYBx48Zx/fXXc9VVV7F06VJOPPFEoqOjycjIYMGCBQwZMoTf/va3dYr94osvZtq0aVx88cW43W6mTp1aZX9dr5WYmMjtt9/OI488UuXzPfDAAxoWKyIirV7FqMd3332XXr16ERERwZAhQ+jduzeRkZG8+eabDBgwgJiYGFJTU0lNTeX555/n9NNPZ/LkyUydOpXOnTuzf/9+NmzYwPLly3n//fcB/0oln376KSeddBJ/+ctfiIqK4plnnqG4uLiFP7WI1EUoTcUAQiZWJS9EWsD48eOZNWsW999/P1OnTsWyLIYOHcqnn37KWWedVeXYl19+mddff53f/OY3uN1uJk6cyNNPP027du0AfzX0hIQEHn/8cdLT0wkLC6N///7MmDGDK6+8svI8zz//PMcddxzPP/8806dPx7IsUlNTGTduHKNHj65z7PHx8fzqV7/irbfeYty4cVVGidT3Wg899BDR0dFMnz6d119/naOOOornnnuOf/zjH/X9SkVERJrVgw8+SEZGBtdddx2FhYV0796dHTt2EBUVxSuvvMKDDz7IpEmT8Hg83H///TzwwANMnDiRH3/8kb/+9a/ccsst5ObmkpSUxMCBA6usEjZ48GC+++47brvtNq688koSExO5/PLLOf/887n++utb8FOLiLQcw7Ztu6WDEBEREREREQllBQUFxMfHs2j5JmJ+mQYWCooKCxkzoh/5+fnExcW1dDgBqeaFiIiIiIiIiLRqmjYiIiIiIiIi0khU86JpaOSFiIiIiIiIiLRqSl6IiIiIiIiISKumaSMiIiIiIiIijcTGwLZDYyoGaNqIiIiIiIiIiEijOOJGXliWRXp6OrGxsRhGaGSYRESkedm2TWFhIampqZim8vz1oXZWRESCURsrDdWiyYt58+bx97//nWXLlpGRkcFHH33EeeedF/Q9c+fOZdq0aaxbt47U1FT+9Kc/ceONN9b5munp6XTt2vUwIxcRkSPBrl276NKlS0uH0WBqZ0VEpLUK9TZWml+LJi+Ki4sZOnQoV111Feeff36tx2/fvp0zzjiD6667jjfeeIMffviBm266ifbt29fp/QCxsbGA/x9LXFzcYcUvIiJtU0FBAV27dq1sM0KV2lkREWlt2kobG4yFgRUidSSAkIm1RZMXp59+Oqeffnqdj3/uuefo1q0bTz31FAADBgxg6dKl/OMf/6jzTVXFENa4uDjdVImISFChPu1B7ayIiLRWod7GSvMLqUlGixYtYtKkSVW2TZ48maVLl+LxeGp8j9vtpqCgoMpLREREqlM7KyIiIq1VSCUvMjMzSUlJqbItJSUFr9dLdnZ2je959NFHiY+Pr3xpHq6IiEjN1M6KiIhIaxVSyQuoPrzItu0at1e46667yM/Pr3zt2rWryWMUEREJVWpnRUREDo+NEXKvUBBSS6V27NiRzMzMKtuysrJwOp0kJSXV+J7w8HDCw8ObIzwREZGQpnZWREREWquQGnkxZswYZs6cWWXbt99+y6hRo3C5XC0UlYiISNugdlZERERaqxZNXhQVFbFy5UpWrlwJ+JdoW7lyJTt37gT8Q1GvuOKKyuNvvPFG0tLSmDZtGhs2bOCVV17h5Zdf5vbbb2+J8EVERFo1tbMiIiLNz7aNkHuFghadNrJ06VImTpxY+fO0adMAuPLKK5kxYwYZGRmVN1gAPXv25Msvv+TWW2/lmWeeITU1lX/96191Xr5NRETkSKJ2VkRERNoKw66oxHWEKCgoID4+nvz8fK0/LyIiNVJb0XD67kREJJi23E5UfLa5y7YTExPb0uHUWVFRIeNH9mz1fyYhVfNCRERERERERI48IbXaiIiIiIiIiEhrZkPILD8K/nhDgUZeiIhIq+fxWHi9VkuHISIi0uZYlk25x+IIqyYgIUgjL0REpFWybZuvvt/Lux/vZmtaMQDDBsUz5VedKS21+Gb2XvLyPXTuFMnZkzoyalgihhE6vRwiIiItKT3Lwyez81mwohivF2KjTE4ZE8PwAZEsWFbM5rQyXE6DUYOiOOm4WGKjHS0dshzhlLwQEZFWx7Zt/u9fm/jiu0wOzkesWp/PynX5AJgGWDZs2V7ErAX7mDA2mQfuGIDTqUGFIiIiwWxOc/Pwc3vx+GysXwY2FpZYfPRdPv/7Ng/TpHL7zzvcfPh9Pvfe0JG+3cNbLugQEkrLjwIhE6vu8EREpNWZuzCbL77LBODgUawH/7/1y//7frm5mrsom1ffSWumCEVEREKTZdk89cY+PN4DiQvwdxxYvzSuVbdDWZnF317IpLRMUzil5Sh5ISIirc7/vtiDWc8Wyrbhg8/24Hb7miYoERGRNmD15jKyc32VnQAV7EM3HMSyoajEYt7SoiaOTiQwJS9ERKTV2bytqEqvT10Vl/jYtE03ViIiIoGk7SmvdwcBgGHA6k2ljR+QSB2p5oWIiLQ6YS4TaNgICitIz5GIiMiRzuUyaMjCIrYNPrWxdWJjhNhSqaERq0ZeiIhIq3PimPY4GtBChbkMeveIafyARERE2ogRAyIblLwwDDiqZ0TjByRSR0peiIhIq3Ph2Z0xHQb1WfnUNOGMUzoRE61BhSIiIoF0THZx7NFRmIe0scahGw7hdMDEY2ObMDKR4JS8EBGRVqd71ygeu3cwEeEmhuFPTFTMzzUMqiQ1Kv7/qD6x3HRVr+YPVkREJMTcNCWJQX38oygcJpVtbYVD/9/hgGlXphAf42jmSEUOUPeUiIi0SqNHtOPDV8fw9axM1v1ciMNhMGpYAiOPTuSr7zP56vtM8gu8dEyJ4NzTOnH6yR0JD1NOXkREpDYR4Sb3XN+BDdvcLFxZTFGJRYckJxNGRZOZ7eWr+QVs2enG6TA4ZkgUp58QR9eOYS0ddsiwbQPbDo06EkDIxKrkhYiItFqxMU4uPKcLFx6y/cop3blySvcWiUlERKQtMAyDgb0jGNi7ah2L1A5hjBgY1UJRiQSmLioRERERERERadU08kJERERERESkkdiA1dJB1EOoLICrkRciIiIiIiIi0qopeSEiIiIiIiIirZqSFyIiIiIiIiLSqqnmhYiIiIiIiEgj0VKpTUMjL0RERERERESkVVPyQkRERERERERaNSUvRERERERERKRVU80LERERERERkUZiY2ATGnUkgJCJVckLERFpNbalFfPFzAwys9zExbmYNL4DwwbHYxih0aiKiIi0VmVui/nLili7uRTbhv49IpgwOoboKEdLhyZSJ0peiIhIi7Ntm3+9tJX3P92DwzSwbBvTNPjsmwxGD0/kr3cPIjJCN1ciIiINsWWnm78+l0FhsUVFf8CiFcW89cV+/nxtCkf3j2rZAEXqQDUvRESkxb3z8W7e/3QPAD7LxrbB57MBWLoql8f/s6klwxMREQlZBUU+Hp6eQXGJBYBt//ICyj02j76wl8xsT8sG2cZULJUaSq9QoOSFiIi0KK/X4o0PdgXcb1nw3bwsMrPKmjEqERGRtuH7xYWUlFlYdvV9tu3vNPhqXn7zByZST0peiIhIi9q4pYj8gtp7fBYv298M0YiIiLQtP60pxq4hcVHBsmDJ6uLmC0ikgZS8EBGRFuXxWHU6rryOx4mIiMgB5Z4gmYtfeOpwjEhLU8FOERFpUT26ReEwDXw1jWf9hW1Dv14xzRiViIhI29C7Wzg7M8qxAvQBmKb/GGk8Wiq1aWjkhYiItKjE+DBOOqE9jgAtkmlCt86RDB0U37yBiYiItAGTj48LmLgA/7SR005QGyutn5IXIiLS4v5wXW86pURgHtIqOUyIjHDw4J8HYhih0SsgIiLSmvTqEs6lZ7UDqNLOVjSrZ5wYx/ABkS0QmUj9aNqIiIi0uMT4MF54cgTvfbybT77OIDffQ0SEyWkTO3LJr7uQ2lE3VSIiIg31q1MT6JYaxqez8li/tQzbhl5dwjj7pATGDY9WB0Ejs2xqXN2ltQqVWJW8EBGRViEuxsW1l/Xk2st64vVaOByGbqZEREQaychBUYwcFIVl2diAw1QbK6FF00ZERKTVcTpNJS5ERESagGkaSlzIYZs+fTo9e/YkIiKCkSNHMn/+/Dq974cffsDpdDJs2LB6X1PJCxERERERERGpk3fffZdbbrmFe+65hxUrVnDCCSdw+umns3PnzqDvy8/P54orruDkk09u0HWVvBARERERERFpJBVLpYbSqz6efPJJrrnmGq699loGDBjAU089RdeuXXn22WeDvu+GG27gkksuYcyYMQ36XpW8EBGRgGzbZltaMcvX5JGeWdrS4YiIiLQphcU+1m8tY1OaG683RKomSptVUFBQ5eV2u6sdU15ezrJly5g0aVKV7ZMmTWLhwoUBz/3qq6+ydetW7r///gbHp4KdIiJSox9+zOHZGdvYsaukctuwwfH88bo+9O0V04KRiYiIhLbCYh+vfZrLDyuL8fn822KiTM6ZEMfZE+IwVZNCWkDXrl2r/Hz//ffzwAMPVNmWnZ2Nz+cjJSWlyvaUlBQyMzNrPO/mzZu58847mT9/Pk5nw1MQSl6IiEg138/P4v7HN3BozczV6/P57Z9W8Ozjw5XAEBERaYCSMov7n9lLRrYHyzqwvajE4q0v89iX6+Xa85NaLkA5Yu3atYu4uLjKn8PDwwMee2hhddu2ayy27vP5uOSSS3jwwQfp16/fYcWnaSMiIlJFucfiH9M3A2AfMoLVsvz7n35xSwtEJiIiEvq+XlBI+r6qiYuDzVxUxPY95c0blDQq2zZC7gUQFxdX5VVT8iI5ORmHw1FtlEVWVla10RgAhYWFLF26lN///vc4nU6cTicPPfQQq1atwul0MmvWrDp/r0peiIhIFYt+yqGwyBtwv2XByrX5qoEhIiLSAN8tLqzWOXAw04TZS4qaLyCReggLC2PkyJHMnDmzyvaZM2cyduzYasfHxcWxZs0aVq5cWfm68cYb6d+/PytXruTYY4+t87U1bURERKrIyCrDNAnYI1Rh7z43qR0jmycoERGRNsC2bXLyfEGPsSzYl+tppohE6m/atGlcfvnljBo1ijFjxvDCCy+wc+dObrzxRgDuuusu9uzZw2uvvYZpmgwePLjK+zt06EBERES17bVR8kJERKqIj3XVmrgAiI9zNX0wB3G7feTme4iOchIbo+ZLRERCj2EYREeaFJcGbmhNE2KjHc0YlT+pkl9k4bMgMdZUwdDDZNvVp962ZvWNdcqUKeTk5PDQQw+RkZHB4MGD+fLLL+nevTsAGRkZ7Ny5s9Hj1N2fiIhUcfyxyYS5NlHuqbklMwzo3iWKnt2imiWe7P1uXn07ja9m7aW83MIARo9I5KqLezD4qLha3y8iItKanDgqmm9+KAzYUWBZMG54dLPEYts2C1aW8tncItL3+aeMJsSaTBoTzRnHx+B0KIkhNbvpppu46aabatw3Y8aMoO994IEHqq1iUheqeSEiIlXExji54qLuNe4z8Gfnfzu1V40VpRtbdo6b625bweffZlBe7r/Ls4GfVubyuztXsnjZ/iaPQUREpDGddWIckeEmZg1PYqYBA3uFM6RvRLPE8v7MQp7/II+MfQdqXeUVWrw/s5Cn3tyPzxdCwwekzVPyQkREqrlySjeuvawHYS5/gqLiBis21smDfxrAuNFNt4RbQZGH9MxSysp8/OeVrezfX47vkN4pywLLsnnknxvxeuswx0VERKSVSE508sBNKXRK9k+/PLgvYNTgKP50dYcmm7bh9dlk5/nIL7JIS/fw6Vx/YdBDUxS2DSt/dvPDKhXnltZD00ZERKQawzCYOqU755/ZmQU/ZpNf4KFThwjGHJNEmKtp8t5rNxbwyls7+GlFLjbgdILPF3gepm1DXr6HBUtymDCufZPEJCIi0hS6dQrjiTs6sXG7m227y3E6DIYdFUFKUtPUk3J7bL6YX8LsZaWUlPkb1nCnhWEEbmcNA2YuLubEEc0zTbQtsTDwT3QNDaESq5IXIiISUGyMk9NP6ohl2Sxbncf0V7bhLvfRp2cMkyakNFrhzCXL9/Onh9Zi23Zl74838GqtlRwOgx27SxolBhERkeZkGAYDekUwoFcE+/O9zF5SQGa2l+gok+NHxNCnW+NMHSn32DzxRh7b9nirJCoKi31BCzXaNpV1MERaAyUvREQkqJzccu54YA2bthXh+KVwl2VlMv3Vbdw37ajDHvXg9Vo88uRGLMuud7Vry7KJimjeiuwiIiKN6dNZubz2SQ42/poX/m15jBwUxW1TOxIRfngjHmf9VFotcQEQdNjFL8JdodEjL0cG1bwQEZGAfD6b2+5fzdYdxZU/+3z+JEO5x+Ivj69n7cb8w7rGwp/2k5vvadCSYrYNJ45JPqzri4iItJR5SwuZ8XEO1i9La/osKus8rVhfwr/fzDrsa8xaWlpjG+uoqWLoQUwTxgyNPOzrH4ls2wi5VyhQ8kJERAL6ccV+tmwvxmdVv+uxbf/qI298sOuwrpG2u6RyREd9mAacdlIKHTs0T0V2ERGRxmTbNu9+FXjVLMuGRSuLSM8qb/A1fJZNTn7Nha1Nh0GgUgeGAS6nweQxzbNkq0hdKHkhIiIBzVuUHTSx4LNg4Y85eA9jKbWoSAdWDcmRQxkGOB0Gjl/G1J50Qnvu+F2/Bl9XRESkJaVnecjY5wl6jGHAj2uKG3wN0wBngNmVhmEQFuasXO3EYfpfADGRJn+emkSHdqoyIK2H/jaKiEhAZW4Lu5b5HJYNXo+F09Gw2hMnHJfM0y9sqbZM28E6poRz4VmdydjrJibawckndqBnN/UGiYhI6HKX1564Nw0or8NxgRiGwagB4fy43o1VwwAMwzBwhTk5d3wkxSUWPgt6d3FxzKBIXM7QmEogRw4lL0REJKCe3aKqL/5+iPZJYYQfRjGxDsnhnHlqRz6fmRmw7sUNl/fi1PEdGnwNERGR1iYl2YnTAV5f4GN8FnTtFHZY1zltbBQ/bXBjUL1JNw3onOLk7BNiME0lKxqLbddaC7VVCZVYNW1EREQCOvPUThhBbmYMA84/qzOGcXg3PNNu7MvkCSmAv0CY02n4p4k4Df54XW8lLkREpM2JjnRw4qhYAtXNNAyIi3FwzJDDG2nYNcXJH38TT2S4v612mFRes0eqk2mXJihxISFBIy9ERCSgpMQw7ripL//3702YJlWGnBoGDBkQx4XndDns67hcJvdOO4orpnTj+3lZ5Bd6Se0YweQJKcTHuQ77/CIiIq3R5ecks25LKftyvVXaWNP0t7O3XpmCswFFrQ81qFcYT9yaxNINbnZmenE5YGi/cHp3cR52B4RIc1HyQkREgjprUic6JIfz2vs7WbnWvyxquwQXvz6rMxf/qivhYY03iK9b5yiuurhHo51PRESkNYuPdfD47V354NtcvluUT2mZjWHAqMHRXDgpkd7dGm9FrTCXwdijIxh7dKOdUqRZKXkhIiK1Gj2iHaNHtKOkxEu5xyYu1qkhpiIiIo0gNtrBVb9K5opzkigqsYgINxq1Y0Can42BHWgd2lYoVGJV8kJEROosKspJVEsHISIi0gY5HAbxsQ1buUvkSKCUnoiIiIiIiIi0ahp5ISIiIiIiItJILNv/ChWhEqtGXoiIiIiIiIhIq6bkhYiIiIiIiIi0akpeiIiIiIiIiEirppoXIiJSJxs3FzJvcTZut4+e3aM5+YQOREaoKrqIiMjhKimz+GFlCZn7vERGGBw7JIquHV0tHZY0lG1g26Gx/CgAIRKrkhciIiFuf245JaU+ktuFEdEEyYTCIi/3/d86lq7Kw2EaGAZ4fTb/enErf7ntKI4/NrnRr1nBsmzWbyogL99DSocI+vSIxjBCo4EVEZHQ5y632J/nJTzcpF180zw6zVtWzMsf5eL1gukA24YPvy9k9OBIbprSjjBX07V7eYUWu7J8OB3QM9VJRJjaWGm9lLwQEQlRi5bm8O+XtrJzTykApgEjjk7g3luPIjkpvFGuYds2d/11LavX5wPgO6gcdWmZj7v/to7pjw1j8FHxjXK9g30/P4tnZ2wjM8tduS0pMYwB/WLp1jmSCePaM6BvLG63xcy5WXw7Zy/5hR66pEZxzuROHDsiUYkOERFpkMJiH6/8bx/zfirA5/Nva5fg5JKzkzllTFyjXWfFxlKeez+38ueKawH8tK6U597bzx8uTWq061UoKLZ497sSVm3xYtv+9t5pQqdkk64dHHTv5OSYgeFEhBmkZXqZu7yMHRk+wpwwrF8Yxw8NJyZKFQikebX437jp06fTs2dPIiIiGDlyJPPnzw96/JtvvsnQoUOJioqiU6dOXHXVVeTk5DRTtCIircPnMzO548G1lYkL8C9ztXRVHhdeu4Rde0oa5Tqr1+ezcm0+llV9n/1LHuO193Y2yrUO9s3svdz/+IYqiQuAnNxyFizJ4Z2Pd3P9bSu4+a5VXHHzUh77zyZWrstnW1oJPyzJ5vYH1nD/3zfg9YXI2l9NSO2siEj9FJX4uOWvacxeXFAlmbA/z8t/Xs/k+ff2Ndq1PphZQKA8u23D4jWlpO/zNNr1wD9F5cm3i1h9UOLC57Nxe2x2ZPhYsKqcN74u4c//yeXVz4v424wCFq0tZ88+H9szfHw8r5R7n88nLdPbqHG1Jf7vNbReoaBFkxfvvvsut9xyC/fccw8rVqzghBNO4PTTT2fnzppvhBcsWMAVV1zBNddcw7p163j//ff56aefuPbaa5s5chGRllNU7OXv//k54H6P12ba/asb5VpzFmbjcAQevWBZsGjpftxuX8Bj6qvcY/HUC1uCHlORTFm5Lp/0zDLgQMPr+2Xf7Pn7eOP9xk+shBK1syIi9Tfjw2xy8gI/mH81J5fNO8oO+zo5+V627/EEfXA0DfhxbWngAxpg7opysvMtrIMSFwer+KmsHBavLQeo0olh21BWbvOvdwsp94TIU6+0CS2avHjyySe55ppruPbaaxkwYABPPfUUXbt25dlnn63x+MWLF9OjRw/+8Ic/0LNnT44//nhuuOEGli5d2syRi4i0nC++y6h8QA8kY6+b7TuLD/tae/e5sWtJx9s2lLlrCageFi3dT2HR4ffm2MB7n+7G42m82EKN2lkRkfrx+mzm/FhQ63Gvfbr/sK+VV1h74t8woczduAmCH1a7KxMmDe1xt20oKrX5cX154wUmUosWS16Ul5ezbNkyJk2aVGX7pEmTWLhwYY3vGTt2LLt37+bLL7/Etm327t3LBx98wJlnnhnwOm63m4KCgiovEZHWqqTUx5wf9vH5zAxWrcurMXGwal3dfo/9sKThQ/03binkumnLmbcou8YpIweLi3USE914JZT2ZbsDDqGtr4JCb6MkcUKR2lkRkaps22brLjdzfipi0cpiikqqJw8KCn14vbU/0e/Y4671mEC8Xps3v8znkRezaz3W54PU9o1bpjC/+MDnq62DIhjDgJ/TGndKi0gwLVawMzs7G5/PR0pKSpXtKSkpZGZm1viesWPH8uabbzJlyhTKysrwer2cc845/Pvf/w54nUcffZQHH3ywUWMXEWlstm3z2ns7ef39nVVGMXTuFMHdf+zP0EEJldvCw+qWd3a6Gpaf3rS1kJv+vBKvt/YRC6YJ552eGnRqSX0lJrgade6ldYSOaFU7KyJywK7Mcp55J4e09AMP204HTBobw8VnJOL8pR0LD69be9bQgtCWZfP02/tZ+bP7l6U0gzdSEeEGxw6JbNC1AomJMCgoaZzGMVRqJTQ3CwOL0CkaHiqxtnjBzkP/4du2HfCXwfr16/nDH/7AX/7yF5YtW8bXX3/N9u3bufHGGwOe/6677iI/P7/ytWvXrkaNX0SkMbz4xg5efGNHtekXGZll3HLvajZsOtCbfe5pnep0zmNHJDYolv+8vA2v16p1xIVpQs+u0Vx6ftcGXSeQscckEdlIS75GRTro0SWqUc4VqtTOisiRbm+Oh/un72VXZtVRAl4ffDW/iBc/ODBSMTrSQXI7V63nHNyvYW3L2q1uVmw8MG3DMGv+fWwY/tcNFyTWudOirsYMCSPAZevFtqF3Fy1eKc2nxZIXycnJOByOar0/WVlZ1XqJKjz66KOMGzeOO+64g6OPPprJkyczffp0XnnlFTIyMmp8T3h4OHFxcVVeIiKtSU5uOW9+UPMDn2X7lyd94fUdlduGDU6gQ/vgS6H26RlNz27R9Y4lM6uM5Wvyak1chLlMLjynC888NozoqMa9cYmMcHDDFT0P+zyGAeedkUpEIyVCQo3aWRERv4+/L8Bdbte8chYwb1kJOzMO1G649OzgS5OaTpMLJyc0KJa5S0swD3oCMwzDn8A4JJlwVI8w7r42mWOHNH4CfsKIcGKiDEwDzAZmMQwDwl1w3KCwRo5OJLAWS16EhYUxcuRIZs6cWWX7zJkzGTt2bI3vKSkpwTSrhuxw+G9KD2e+lohIS5o1PwsryO8wy4KfVuayP/fAjdWL/xhOTHTND+UJ8S7+fv+QBsWSvb/2ObymAVdc1I2br+ndKLUu3OUW38zey+P/2cTfn9nEd/OyOPe0Ttx6Y5+AnxH8Iz8MA2KinVV6kCr+f8SQBK65pMdhxxeq1M6KiPgLcC5YWRw0KW+aMH/5gfpIE4+N44yJ7Wo81uF0cPUFHejZuWEP7dl5vmqxGIaBaZoYpj+RERlpct8NHRjUO6JB1zhURo6Pz35w8/b3ZXy1xI3HC7ddHEP3To5frh149EdCjH/foe2s0wE3nR9LZESLD+SXI0iLjvOZNm0al19+OaNGjWLMmDG88MIL7Ny5s3J46l133cWePXt47bXXADj77LO57rrrePbZZ5k8eTIZGRnccsstjB49mtTU1Jb8KCIiDbY/z4PDYdRaICw3v5x2if6bpaR24Xzy3zG8/sFOPvsmk8JiL3ExTn51Zirnn9m5wUmFhLjab8YsG5LbNU5Py8bNhdzx4Bpy8z2VdTM++TqDpHZh/OOBIXzy2liWLNtP5r4y1qzP58cVuRSX+DCAUUMTuXJKN3p0jebTbzL4etZeCgo9dO4Uybmnd+LUEzvgdB7ZN1VqZ0XkSFfmtvHWYQGr/KKqGYXrL0zmxFExvPHZfnbsdoNhMKRfFBdMSqB314a3gfGxJqZRcz2miil98TGNM2LQ57N5+3s3S3/2Vkk+fPOjh1NGurjt4hjSsy3SMr3syfKxaaeHnXv9RUzjog0mjozglGPC2bTLy+xlbnZmenE5DYb3C2PCyHDaJxyZIxvrwrZDqx5IqMTaosmLKVOmkJOTw0MPPURGRgaDBw/myy+/pHv37gBkZGRUWYt+6tSpFBYW8p///IfbbruNhIQETjrpJB577LGW+ggiIoetfVJYtTXWD2UYkJRYdapIeLiDay/tybWXHv4UiwpdUiM5qm8sm7YUBix06XIZnDg2+bCvlb3fzR/vXUVpmf9G6eDvIDevnFvuWcWbz47mxDH+a110The8Xou8Ag+REY4q01Uuv7Abl1/Y7bBjamvUzorIkS4y3CDcZeD2BG9nk+KrP4gf1TOCR/7QuInbE4ZHsXxD4FGOhgHjRzbOVJGPFrhZ9rM/c3Nom/7dMg8xkQYThofRuf2Bz15cZuH1QmzUgREZg3uFMbiXpodIyzPsI2wcaEFBAfHx8eTn52teroi0CvkFHs69clHAkRemCWNHJfF/9w1ulniWr8njlntXBew1uO6yHlw5pfthX+elN7bz2vs7Aw7lNQy44YqeXHZB8ycl1FY0nL47EWltXvloP98vKQo6deTJOzrRqX3thToPl89n8/CL2Wzb7amWUDBNSIw1+evvOxATdXgjB4tKbf7ySvDpMtER8NDV0Y26YlhdtOV2ouKzvTMnh6iY0PlsJUUF/GZCUqv/Mzmyx9OKiLQC8XEurr+85tETpglhYSbXN0IBy7oaMSSBx/8ypNrUkMgIk99O7ckVFzVOMmHWD/uC3lTZNsxesK9RriUiIkeucyfGERNlYgZ48jnt+NhmSVwAOBwGf5qaxKhBERy68FPfbmHcd33yYScuANbv8NZafLu4DHZk1r4sutSfbRsh9woFWttGRKQVuOTXXYmKdPDymzvIzT+wlNuAvrHcflM/enWv/8ohh+O4ke344OXjWL46lz2ZZcTFuhgzql2jLWEKUFZW+w1TxZQSERGRhkpKcPLQ7zry8oc5rNl8YMpGZITBORPiOGdC8/Y0R0WY/OHidmTnelm/vRyfz6ZPtzC6pjReAsVThzofAOW11NsSaU2UvBARaSXOOz2Vs07tyOoNBRQXe+ncKbLZkxYHczgMjhnejmOa6Px9ekaTs9+NL0AOw2FCn14xTXR1ERE5kqQkObn7uhT25njYlekhzGVwVM9wwlwtNxA9OdHJiYlN8zjWKalun6tjOw3El9Ch5IWISCvidJqMGJLQ0mE0i1+dkcrCn/YH3O+z4Fena4ULERFpPClJLlKSmmeKSEvq2cmkQ4LBvny7xvpVpgH9uzlIjFXyQkKHkhciIk0oJ7ec9T8XYBgw6Kg4EuPrVq3b47GYtzibjZsLcTpNjhuZyNED4yuXUWsLjhvZjnMmd+LTbzIwjAPFQSv+/6JzOjNscHzLBikiIq2Wz7LZuK2MgkIvSYku+nYPr3M7uSfLw5LVpZSUWXRMdjJ2WBRREW3nQd4wDC6bFMF/PizF66u62ohpQHSkwQUTwgOfQA6LZde8HG5rFSqxKnkhItIEioq9PPHsZr6fn1VZMMvhMJg8oQO33NCXqMjAtSNWr8/n7r+tIy/fg9NhYAOvv7+To/rG8H/3Dia5Xdu42TAMg9tv6kNcrJNPv86goMg/Qbdb5yguu6Arp52U0qaSNSIi0njmLy1kxkf72J9/oDZS5w4urp/SgaP7B15qtNxj8/wH+1m0qhTT9CfMfT54/fM8rj4vkfGjWm66ZmPrluLgt+dF8MHsMtJzwAacDjhuoItTRrlIiGk7yRo5MuhvrIhII3OXW/zxnlVVEhfgXx7t69l7mfaX1Xg8NRd62JVewq33raagwF+00+uz8fn86fDNW4u45d7VeL1tozJ4YZGXP967hjc+2EVRiRfHLy1SemYpDoehxIWIiNRozo8FPDkjs0riAiB9n4cHn9nDmk0lAd/74v/2s3h1KQCW5U9cgL/A5fMf5LJ8Q2mTxd3cflhVxmP/zWPT9jJKivyvvNwydqaXEd72Z85IG6TkhYhII5s5Zy8/b615PXnLgrUbC5izMLvG97778W68XrvG4Xs+C3bsKmHe4pxGjrj52bbN3X9bx6p1ecAvN5C/fF8er83DT25k2arclgtQRERaJY/H4uUPal5G27b9r5c/2IddQ6GHjGwPP6wsrbEGBPhHYXwws6Axw20xa7aU8+rnRXh9/hEXPovK+5KNOzw8/2Fhi8bX1lX8XQylVyhQ8kJEpJF99m1mtbXbD2aa8Pm3GTXu+25eFr4gEw9NE2YvqPmmLZSs+7mAFWvyAq5Bbxgw4920atv3ZJayaGkOK9bkBRy9IiIibdfyDSUUlQT+/W/bkJZeTlp6ebV9P60txQzSPts27Ej3sC+3juuMtmKfzS8JeC9i2bB2m4edmVU/p8drs2WPjw1pPvKK1MZK66OaFyIijSwruyxoBtuyYO8+d437SsuC3yxYFhSVhP5N1dyF2TgcRuWUmENZFqxYk09hkZfYGCe700v5+/RNLFuVV3lMfJyLqVO6ccHZnTXFRETkCJGbX7c2MCfPS4/OVWtElblt/wN9Lb3MZe4Q6YYOoKDYYlt68O/JNGH5RjfdOjqxbJtZy73MWemh7KCcz4DuJuefGKbaGNJq6G+iiEgjS24XHnTkhWFA++SaVx3p0iky6LkdpkGProELkYWK0jKLuqQb3G4fGXvLuP725axYk1dlX36Bh6df3MrLb+5oihBFRKQVSoirW99rYlz1wtid2jsrpygG4nRAUkLgotqhwO2pPfliAGW/HPfx/HK+/rFq4gLg550W//6wjMKS0E7mSNuh5IWISCM789SOQUde2DaceUqnGvf9+qzUoIkPn2Vz9qSa3xtKenaLCjo9BiAm2kFCvItX3t5BcbE34BST/763k6zsmkeyiIhI2zJiYBRRkYEfYQwDunR00bNL9ZW5Rg+OJDI8cCNrmjCuDSyZmhBj1lqQ02dBarKTzP0WC9f5ajzGsqGwBOas9DRBlG2bjRFyr1AQ2v8yRURaodMmptCzWxRmDb9hTRP69Y7hpBPa1/jesyd1Yuig+GpzcisSGlOndKNX99Bfxm3ShBRczsBNkGnCuael4vPZfDc3K2hPmWHAN7P3NkGUIiLS2oS5TK48L7nGfRVN51W/bl/jdMLwMJMbLkjEMKjWUWCakBjr4KLJ8Y0ccfNzOQ1OGBYRtL5HuAtGDwrnp43eoMdZNizZ4K2xAKpIc1PyQkSkkUVEOPj334Yx9pikKtsNA8aPSebpR4YS5qr512+Yy+SJB4/m8ou6ERd7YGhs19RI7rmlP9dc2iPgddMzS/l2zl6+nbO31Y9EiI1xcucf+mEYVEvymCb07BrNFRd1I7/Qi8cb/IbJNIyANURERKTtmTQunt9d0oHY6KoNSFKik7uu78SIgYGT/KOHRHH3tcn073Fg+qbLCeNHRfPw7zvUON0E/MUsV2wsY96yYtZtdWPVMnqwpZ1zYhQpSY4aO0MMA646O5aIMIP8Yru2EiCUlfuXkhVpaSrYKSLSBBLiXfzfvYPJ2FvGmg35AAwdFE9K+4ha3xseZnLdZT256jfd2bvPjdNp0CE5PGBRytz8ch59+mcW/rS/cpthwIRxyfzpd/2JjWmdv+onTUghKTGMGe+msWKN/zuKiXZw7mmpXHFRN6KjnBiGgWkScMoIgGXbJCZowXoRkSPJKWPjGT86jtU/l5Bf6CM50cngvpGYwYYR/GJQ7wgG9Y4gv8hHaZlNQpxJRFjgPt1ZPxbz7tf5FJUeeMxPindw9XkJDDuq9na9JURFmNx1ZTxf/FDKvBVllP5ShHRADxdnHR9Fv27+djMm0qC2GqYuJzhb562EHGH011BEpAl1SomgU0rDbmycTpPOtRTwLC3zcfNdq9i1p6TKdtv2r+iRkVnGs48PxxVgpEdLGzk0kZFDEykq9lJW5iMh3oXzoOkkUZEOTjwumfmLswNOHbEsmDShQzNFLCIirYXLaTByUMOnUsbHOIiPCX7Md0uKefXjvGrb9+f7+MdrOfxpahJH92u9CYwLT47mVxOiKCqxCHMZ1ep5jOjnYMGawMMqTANG9XNialWverHwT7kJFaGyMK6SFyIiLaio2MtX32cyZ2E2JaVe+vSI4bwzUhnUP65O7//y+0zSdpXU2GNiWbBxSxGzf9jHpAkpjRt4I4uJdhITXXOTdPUlPVi0dD+216o2AsMAzjmtE11TQ38FFhERaVy2bbMpzcPsZSWk7/MRGW5w7OAIxh4dQUR47Ul9d7nFO1/l13xu/G3QG1/k81jfwKMjWwOnwyAhtubpMN06ODi6l4M123zV7iVMA8JcMHG4HhmlddDfRBGRFrJjVzF/uGcVuXmeytVJtu0o4atZe7n0/K7ceGXPWm+GvpiZGXSop2n4j2ntyYtgenWP5t+PDuWRJzeyc09p5XaXy+CCszpzw5W9WjA6ERFpjWzb5rXPC5m9rLTK9MOf0zx8saCYO6e2o31i8CVRV/7srpxuUfM1YE+Wl12ZXrp1Ct3pi5ecEsYnC8pZssFXZbRAx3YGF58cTru41jl6U448Sl6IiLQAr8/m9gfWkJfvqbKsasXyoW/+bxe9ukczeWLwpENObnnQ/ZYN+/aHfjHLgf3ieO73Ccx8bBYbl+zAVVbMoPBsjhr7a4zyzhDZOofsiohIy/j+x1JmL/MnvA8dtZdbaPHUW7k8clNS0E6C/EJfrfUgAPIKfSGdvHA6DM47Poz27SwWrvNSXObvIOiWalZflkXqxLYhlBZoCZVYlUYTEWkBPyzJJjPLHbAQpWHAW//bVevSZP5CnoH3myakJIf+g33O3CX8MOZ8Ij94jWHbZzMo40fYsY2N9zzB4lMux1tcUvtJRETkiGBZNl8tLA6yH/bs87FhuyfoeRLjHbUmLgDaxQcfwdHaeX02b831MXetjcd2EBbuwDBNft4Nr3zrY9OeUKmIIG2dkhciIi1g6ao8HI7AWQfbhq1pxRQWB1+b7KxTOwbNllsWnDWpY0PDbBV87nKWTfkjVrkX2+urutOyyVu2ls2PPNMywYmISKuTk2+Rkx/8gdthwvrtwUcvDusfQVRE4LbaMKB7JxddUkJ31AXA4o02aXurb7ds/+vDhRZuT4h0zUubpuSFiEgLqOv68HYtnR2nTUyhX+8YzBp+m5smHD0wjvFjkhsQYeux9+OZeHJyA6+X6rPY+cI7+NzBb0JFROTIUOc2tpbRjS6nweVnxde4zzD8r0D7Q4Vt2/y0yQo6wsTjhbU7lLyQlqfkhYhICxgyIB6fL/CNgGFAascI4mKDlyYKD3fw9CNDOfmEDlUSGE6HwRknd+SJB4+usvRoKMpfuR7DFfx78BYUUbYzvZkiEhGR1iw5wUFcdPBaDT4L+nQNq/VcJ46M5ndTEkk8pGhlp2Qnd12TzIBe4YcVa0srcUNRWfBjTAMyc5W8qI+Kmheh9AoFKtgpItLEsve7+eybDNb9XIjTYXDMiEQmjmtPQpyLgiJPjQMKbBumnNelTkuvxcY4uf/2Afz+mt6s/7kAw4DBR8WTEB/aw1grmOFhdWpVzfDab0JFRKRtsSyb5etLWbCimKISHx2TXZx8bAynHBvFR7OKaxxRYBqQGGcytG/d2o2xw6I47uhIfk4rp7DYIjnBQc/Orla9PGpdOetYrsMR2mU9pI1Q8kJEpAnNWrCPh57YgOWzsWz/iIoffszhpTd28Pure/HUC1txl/sqExgVy7lNmtCBM0/piG3bdb45SkoM44TjQnuKSE06nD6BLX+dHvgAwyCmfy8iunZqvqBERKTFFZX4+NsLe9myqxzT8NdnWLuljG8XFjJ5XAxH93WxarOnch/4ExeR4QY3T4nHsus+DN00DQb0DO1RFjUJdxl0SYY92YFXVbFs6Jsa+okaCX1KXoiINJHN24p44O/rsa0DNwQVAwiKS7z855VtPPv4ML6dm8Ws+VmUuS16dI0iqV0YS1fmcsoFC3A5DU46vj2XXtCNXt2jW+yztKSE0UeTePxI8hatxPb5qh9g2/S568Y20QMmIiJ199Tr+9i2x1/vqCI5UdEZ8M0PRVxxTiJjjo7k+59Kycj2Ehlu0qeri7xCi0deyce2oVOyg1OPjeSEYRGY5pHZjhw/0OSdeTXXlTINSI6DXh2PzO9GWpfQnggtItKKvffpbgzDqLEnw7KgqNjL8jV53DS1Fx+8fBzvvjCaomIvsxfsY3+ef/k2j9fm2zlZTP3DUj76Mr3W4mJtkWEYjHr/P8QNG+D/2ekAw8Bw+P/b/+Fb6XzJOS0cpYiINKedGeWs3lQWsJYzwKdzChg9KIJ7rm7Hf/7UgTOPj+bHdeVs2eXFsmwsn8XOdDcvf5THgy/kUFJWQ4L8CNC3s8lpI00MqFx+veK/7WLh4gkOdRDUk2UbIfcKBRp5ISLSRBYsyQlalNO2/VNILjqnCwAvvrGDbWnF1W7EbPyrjjzx7GZmzc/ib/cMJjbmyPr1HZbcjnE/vEfWN/PJ/OBrPIVFxPTtQddrLiK6d7eWDk9ERJrZyo2lVaaD1CSvwMeuTA/dU8PYl+vjja+KAPBZNuVuL/ZBb96S5uamv2by+4vbMWpgZFOH3+oc08+kX2eDFVst9uWDywlHdTHo19k4YkekSOtzZN39iog0o2CJiwoejz9TUVbm4/NvM4L2IAGsXJfPXX9dy7//NvSI6AUpKPKwYHEOBUUeOqVEMvbUE0k5Y0JLhyUiIi3M67PBIHChhoOPA+atKMUALLt64qKCxwtPv7mf+29oT59ubb8ItG3b7MmBfQXgMKF7B5hwtCpzSuul5IWISBMZ0DeWFWvzAiYkTBMG9Y8DICOrjDJ3LZkL/KM1Vq7NZ+3GAoYMCO215YOxbZtX3k7jjQ924vHYlYVM42Od3PG7fkwY176lQxQRkRbUu2t4rQn/MJdBanv/yls7M71Ytn91kpoSFwf7ZE4ht12R1Fihtkr7Cmy+Wga5RVVzQH1TbU4ZCmHOtt9B0pRCaflRCJ1YVfNCRKSJXHB256A3VrYN552eCkCYq+6/jh0Og9kL9h1ueK3aK2+l8erbaXg8/ta04nvML/Ry32PrWbQ0pwWjExGRljakbwQd2jkJNKPBNGDi6BgiI/ztq8tp+Ede+IJnPCwLVmwsw+MNkae5BigosfngB8jzz6KpMnhlSzp8/hNHZI0taf2UvBARaSLHH5vE+Wf5kxPmQb9tHb/cad3xu3507uSfV5vaMYIuqXWfY1vahouKFRR6eP2DnUGPee6/23VjJSJyBDNNg9untici3KjSxoK/2GT3zmFcckZi5bah/cL8NaTq0HTYNm06ebFsK3h8Nc+4sYFd2bBbfQTSCmnaiIjIYcgv8FBc4iUpMYzw8KrzRA3D4Jbr+zBscALvf7qbDZsKMU2DY0cmMuXcrgwdFF/l2KlTuvPIPzfWek3LsuneNarRP0tj2pVewsdfprNsdR6GAaOHt+O801PplBJR63vnLcrGF+Sm0bZh645idu4ubfXfg4iINJzXa5Nb6CPMaRAfW70WQ4/O4fz9ts58MS+fecuKKS2zSE50MmlsLJPGxhIediCrMXpQBB/PKSHHY2DVkv+PizaJCGu90ya8PpsVm738tNFDYYlNuziT4wa6GNTDUafimht2BU/iGAb8vAe6Jjdi0CKNQMkLEZEGWLk2j5ff2sGKNfkAhIeZnH5yR665pDuJCQeKfBmGwcRx7ZlYhxoNp52Uwt59Zbz4xo5aj92eVsKipTkcO6Jdq6sC/u2cvZVJmIrpHlt3FPPuJ7t5+M8DOeG44HdDeQUeTBNqGdlLfqGnMcIVEZFWptRt8dGsQmYtKabU7X/K7tXZxa9OjmXEgKqjFNu3czL1vCSmnhe8RkW4y+COy+J5/LU89u4LnL0wTYOkRCdf/VDM8cMjiY9pXQUsi0ptnv24lPQcC8PwJyGycn2s3+FjQHcHV58RgdMR+L7Atm08tSRvbBtK3Y0c+BFGNS+ahqaNiIjU07xF2fzh7lWsWpdfuc1dbvHpN+lcd9ty9ueWN/jcV07pzn//PZLEeFfAYwzg69l7uePBtVx581KyslvPHca2tGIeeXIjlkWVeh+W5e9Bu++x9aRnlgY9R6eUiFoTFwAp7cMPM1oREWltytwWDz+fzVfziyoTFwDb0z088dp+vltS3OBzd0x28vgfk5g4OrraPtM0cDhNDNNgd5aX92YW8se/ZzHrp4Zfrym89V0Zmfv9jWTFA2dF/dGNaT6+WBT8HsQwDKJqaT4NA+I0sFFaISUvRETqwe328denNv5SsbzqPsuCrGw3z7++/bCu0btHDO+8MJpLft2F6KjqPT6WfWAZ1p27S7j1vlV4vXV42m8GH3y2J+gSrpZl8/FX6UHPcfyxycREB+7pMk0YNTSBlPa1T0EREZHQ8vm8InZmejh0QZCKB/X/fppHXmHD6z45HQbX/iqB269Mok9Xf0eBaRoYBz0VWZb/epYFMz4tYMXGsgZfrzFl5VpsSPNV+24q2MAPaz2UlQfvRh/S3d8REohtw6BuDQ5TpMkoeSEiUg9zFmZTXBL4psmy/NMmiku8h3Wd6CgnN13Vm8/fGMvYY9rhCPDb2mdB2u5SFixpHZW1flyxH1+QJegsC35cnhv0HOFhJtNu7Av4e38OZpoQFmZy87W9DztWERFpXSzL5rvFxUGHsNs2zFtWctjXGn5UBA/e1IG7rknCMA0CPc4bBnw8p+iwr9cYtuypPWnj8cLurODHDe8F8dHV29gKQ3tAclzrmpIaamzb39kUKq9QmTaimhciIvWQtrsEp8PA6wv8W97jsdm7z02v7of/K9bpNPhxRW7QaRSmCfMXZzOhDnU1Gsu2tGK+nr2XnP3lJLUL47SJKfTqHh2wN+hgW9OKmfCreXRNjeTXZ3bm7EkdcTqrZmcmTUghItzBc//dxs49B6aZDBuUwB+u603vHjGV29xuH7N+2Mf2tGLCwx2ceFwyfXvFICIioaXUbVNYEnwkoWFA+r7D6yA42MYd/jpLgZY2t23YvsdDfpGv2epflHtsVmzxkZbpr2vRp7PJkF6OGlcHqclLX5YTEe7l6F4OThjioH1C1TY23GVw0TibeetgU/qBaScRYTCqD4zoVfV8Wfk2WzPA64OkOOiXStC6GiJNRckLEZF6iIxwYNUhPR0V2Tg3OBW1Imo7pszdONNG9mSU8sk3GWzaWkiYy2Tc6CROHZ9S+Xl8Ppt/TN/EZ99m4nAY2LaNYRi89b9dnD25I8MGxfPd3KygSQzb9n+mHbtKeOLZzcxbtI/H/jKEMFfVm6sTxyRzwnFJbEsrJr/QS6cOEdVWK1n4Uw4P/mMDxSU+nE4D24JX305j9PBEHvrzQGKi1cyJiISKMJdRWYQyEAOIDG+8B2e3xw46haJCuefwu6a9PpsNO23W77Qo90D7BIPhvU1SEg9EsD3Dx4yvyikth4p63D9t9PH5Ig/njvNPczEMf+2KiiXDK/6/4nuzMSgrh6U/+1i+2cfVp4fRq1PVNjYy3GDyCDhxkM3+InCY0D7+wHLu4P9uvlwKaft+uSb+RMecNXD6SJueKUpgSPPStBERkXoYPzY5YO8M+Bv3vr2i6dihceoxOBwGXVIjAw7tBP/Ii17dqxcfq6+PvkznNzf8yDsf7WLpyjwWLd3P35/ZzG9u+JHtO/0Fy156czuff5sJ+BMZlnWg/sbn32aSm1dep9EXcODmdOmqPN76cFeNxxiGQe8eMYwYklAtcbHu5wLuemQdJaX+4bFer105ZWXpqlzu/uu6yhs7ERFp/VxOg+H9IzCDPKH4LBg9ODLwAfXUpYOz1iLREWEGCTUs1VofBSU2z33h46OFFpt2w/a9sHSTzfNf+piz2t+O7S+weOmLcsp+WUyrYkg/QFEp/G9eOeFhRmWyxTCMKnWmDOOX+h2/bLNs//f1xsxyPAE6QiLDDTonGXRMNKokLmzb5rMfYWd2xc8HYin3wqc/Qmau2lhpXkpeiIjUQ7fOUZxyYnsCrU5q23DNJT0a9Zrnn5ka/AAbzprU8bCusXRVLk88u7myQBkcSC7k5Zdz632rycsr571P9gQctmrb/kREfdk2/O/zPZVJkLp67b2d2Ng19tBZFixfk8eaDQX1jkdERFrOuRNjA+4zDejXPYyjeoYFPKa+jhsSQURY4B4C04AJo6JwORs+ysC2bd6e4yPvl9IZFc1WRTJg3hqb1dstFq7z4fXVPPLEtqG4zF/ToqYejYqExaG7bBtK3LB2e/1GaKbvh905wUfB/LipXqc8oti2EXKvUKDkhYhIPd31h/6cOCYZ8A+zdDr9w1xdLoM7b+7H8ccmN+r1zjs9lVFDE2ssXglw6419D3vljbf+tytgT5dlQfb+cl57fyfu8uA3Pw0d6JCb5yGnHkvMusstFv6UE3QUjMNhMPuHfQ0LSEREWkSfbmHccmm7yoSCwzzQ3vXvEcbtVyYFXdWqvsLDTG68IAHToFrHhGlA5w5Ozpt4eHWUduy12ZtL0JGJP6yzWLXVV0ux0uCNrH/6SPXtpgm79tUvebE5vfr3UTUW2LaXoDXARBqbJgOLiNRTeLiDR+4axLa0YmYv2EdRiZcuqZGcOr4DcTGuRr+ey2Xy+F8G896nu/ngsz3sy/E/5A8ZEM9lF3RlzKikwzq/Zdn8tDI36A2TacKGzYWHdZ3a1KdXy+0OfoNXIdjKMCIi0jqNHBjJM/eEs3hVKbv2eghzGYwaGEmvLq5GTVxUGDEggnuuTeKzeUWs2uTGtiE60uCkY6I464QYIiMOr793S7qNaQRPXuzLB5oqEWCDs56zXsq91KlAqNdX/3OLNJSSFyIiDdSre3Sj1JqoC5fL5NLzu3Hxr7pSVOzF6TQbryhoHZbIsm1/sdKmYBj+7zIhvu6Jn+goJ7ExTgqLAlecty2brqmNNy9aRESaT0SYyYRjmqeNBejbLYxpl7Wj3GPj9thERxiYwYYe1ENda0F1SDQpLrMCtskGdUso1HT9fl3ql4BJjKn9YhEuCGv8PhuRgDRtREQkhJimQVysq9ESF+Bf7qx3j+igRUEBRg1LZPBRcTgCtBymCbExzqCF1mpi23D5hd3q1ZvmcBicd3qnoNcyDIMzTzm8WiAiInJkCXMZxEaZjZa4AOicZNSawIgOh3FDHMFXWqlDO3lo3KYBndoZ9E6tX+M8sCsEW4bFMGBIDzCbYCRMW2DbofcKBUpeiIgIF57TOWjD5XT6EwF3/7E/0dHOagkMh2kQE+3kgTsGEBXpqJZUOPjepmJfxX+vvbQHp5zYod4xX3p+N7p3iQp4rT9c35t2iY1X1E1ERKQhjupqEBUeOBdgAMf0Nxncw8Hoo6p3TlS0ayePdHJMDfsP5nRULdyZFGcwdXJYvafbREcYTBgcIF4D2sXAqD71OqXIYdO0ERER4YyTO7J8dR7fzsnCNA+sOOJwGGDDg3cMJD7ORXyci1eeGskbH+ziq+8zcZdbhIeZnH5yRy67oCsdO0Twwj9G8K+Xt7J46f7K8/foGsU1l/TA67OZ/cM+Skp99OwaxdmTO9GzW8OGBcdEO5n+2HBeeXsHn3+bQWmZP+i+PWO48jfdGT+mcQunioiINITTYXDRiQ7emOXDsqpPI+nREcYN9C9xev54F907msxb5WXvL0uRdk42mDDMxdG9HViWTft4D3NWeSgp87/f5YDRA50c09/Jyq0WWbkW4S6DIb0cDOphViY06mtoT4PoCJslm36pyfHLtQZ1h+P6Q7hLoy6keRl2bWVr25iCggLi4+PJz88nLi6upcMREWk1LMvmu3lZ/O/zdDZvK8TlMjnhuGSmnNuFvr2qV1r3+mxKS31ERjpqvDHKznGTua+M2GgX3bpENkmRNfBXX1+xNo8vZu7FXe6jd/dozjil42GtwKK2ouH03YmI1CynwObHny3W7rAp90JSHBzTz2RYbwNHDdNU3B4bA/9UlkN5fTYZORaWDSmJZtDlXg+X22OzcQ/sL4aoMOiaDJ0S6jaNpSZtuZ2o+GzTP88nMjp0PltpcQE3ndX6/0w08kJEpJFs3VFEemYZsTFOBg+Ib3BPR0sxTYNJE1KYNCGlTsc7HQaxMYGbkeSkcJKTwhsrvBqVlPq47//WsWR57i+jRGzmLcrm1bfTuOHKnlx6frcmvb6IiDSPkjKLzTvLsWzo0clFYlzoLXGRFGdw+jEOTj+mbscHG9ngdBh07dD038HObJvFm/2jRSqi2b4P4qNgwkCbyCZMmogcSskLEZHDtGFTAX+fvplNW4sqtyUlhnHDFT05QwUjm9QjT27gp5W5APgOWWLu2RnbSUoM57ST6paMERGR1sfjtXnv20Jm/VSM55cFpgwDjhkYwZVnxxMbrRJ+TWVfgc3CTQd+PriVLSiBOeth8lBbRTul2Sh5ISJSR7Zts+7nQlasycOybIYOiici3OR3d63C67WqHJuTW87fnv6ZUreP88/s3EIRV1da5mPWgn3s2FlMRISDE8ck07dn9SkhoSBtVwnzFucEPebVd3YweWKHJpuyIiIijae4zGLZxnLyi2wSYw2G9XXx4of5rNzkrlJU2rZh6foydu318MCNyUSGt54ERnqOzaY9Fl4fdEgwGNjNCLmRmBXW7wm8PKsN5JdAZi6ktmvmwOSIpeSFiEgd7N1Xxj2PrmPj5iJM09+Y+yyIiDDxeAKvyf7sq9s4fWIKUVEt/+t23qJsHvnnRkpKfTgdBrZt8+rbaYwZ1Y4H7xjQKmKsjx9+yqlSXLQmezLK2LWnlG5dopovMBERqRfbtvl6cRmfLSjF5wOH6W9j3/oGykq9Nbaxlg2ZOT7mLC3h9HEtn4QvLbf5YL6PHVn+5UkBLNvmm2Xw63EmvTu1ngRLXViWTUZu8GMMA3bvV/KiJqG0/CiETqyh9a9IRKQFlJT6uPnuVWz+ZVqIZflvqgDKygInLgDK3BZzFmY3Q5TBrVqXz73/t46SUh/gL/RV8RmWLN/PfY+tb8HoGqbM7avTiAp3eZDshoiItLjvl7r5eK4/cQEH2lifBa5wJw5nzY8stg2zl5Y0U5SB2bbNO3N9pO3z/2zZB1YUKfPAO3MtMvaHyNPhLw5dEaUmtn3gz0qkOSh5ISJSi2/n7CU9s6xBDbTDYZCV4278oOppxrtpAfdZFixZnsuGTQXNGNHh6909ulqdi0O5XAapHRu+6oiIiDQtj9fm8wWlQY9xhQUeGZhb0PJPzzv22uzODtx7bQM/rG/5OOvDYfpXFqlNvAY2SjNS8kJEpBbfztlLQ0smWD6bdgl1aP2bUHGJl59W5AadXuFwGMxuBSNE6mPc6CQS410B/2wcJkyemEJ0iE2HERE5kmzY4aHUHTwRbRgGZg1LiQLEtYKCnRt22QQID/AnNTbutrHqMpyhlTAMg76dajsGenVonnhCTcW0kVB6hYKW/9cuItLK5RfUPN+2Lpwugwnjkhs3oHoqLfPVeowBlJR4mz6YRuR0mjz4pwE4nQaOQ+4aTRNSO0Xy2yt7tVB0IiJSFyVldWxga8hUGwaMHxHZyBHVn9tT+8OfbYO39ua4VenXCTrEVd9e8ScxujdEaKlUaUZKXoiI1KJb50gcDfxtedVvuhMX42rcgOopIc5FVGTwteB9lk3X1NAb+zni6EReeGIE48cmY/7yZxQT7eTiX3Xl+X8MJz6uZb97EREJrn1i3RpY+5DsgGlCuziTk0ZHN0VY9ZIUZxx4og8gOhxcITYQ0GEajB8IQ7tB5EGDSDvEw8RB0LODEhfSvELsn5CISPM757ROzF8SfEnO+Dgn+QUHRi5ERTqY+pvuXPyrLk0dXq2cTpNzJnfivU93B5w64nAYnHZSSvMG1kj69ozhoT8PxOOxKHNbREc5Ag4vFhGR1qVXqpOUdiZZuTUXwDYMCHdBWUnVnf27h3H9+QnERLV8X+ywXgbz1gTebxgwsq8Zkst2O0yDAV3gqM42Hp9/JZVQXfpVQp+SFyIitThuZDtOOqE9s+fvq7bWuWHA6OGJPHrvYNZuLCA9s5TYGBfHDk8kIiL4aIfmdMWUbiz8KYfdGaVVEhim4a8oftuNfUN+lILLZeJytfxNrIiI1J1hGFx+ejT/fKcQy6o6/cIw/PWL/jgljsRYg/Xb3FgW9OrionOH1tNmxUUZnDrc5NsV1XsIDMM/UmHMUaH9wG8YBkHqpsohDl5xJhSESqz6KygiUgvDMPjLbQPo1T2a9z/ZTX6hf4RFTLSDX5/Zmat+0x2Xy2TEkARGDElo2WADiItx8dzfh/PyWzv4YmYmZW7/DVa/PrFM/U03jh/dsnU5RETkyNW3q4s7Lo3jwzklbNp5YBRj/25Ofj0xiu4d/Y8s44a13umNxx5lEhsF89daZOX7t4U5YURvgxOHmIS5Qjt5IdIaKHkhIlIHTofB1CndufTXXdmxuwRs6NYlivCw0Onpj4t1cesNfblpai+yctxEhjtITgpv6bBERETomerktkviyC2wyC+2iI8xSYwNnTYWYGA3kwFdDQpL/cU546I0xUKkMSl5ISJSDy6XSd+eMS0dxmEJD3eEZHFOERFp+xLjTBLjQitpcTDDMIhTEyvSJJS8EBEREREREWkktl378rmtSajEGrppTRERERERERE5Iih5ISLSBpWU+sjKduMuD7A2qoiIiDSIZdkUlNgUl4VId7VIG6FpIyIibcjm7UW8+vYOFizOwbIhzGUweWIKV13cgw7JKs4pIiLSUF6fzYJ1Fos3+Cgq9W/r1M6/msiQnq1neXRpeZZFlaXpW7tQiVXJCxGRg/h8NqbpL7gValavz+eWe1fj81mV63WXe2y+/C6TBUtyeOGJEXRKiWjZIEVE5Ihl/TKx3gzBNtZn2bzxvZet6TYHj7fI3G/z7lwfOYUw4WglMESakpIXInLEKyr28t6nu/n4q3T253qIjHAweWIHLv51Vzp3jGzp8OrEsmweemIDXp9VLXvus6Cg0MM/n9vM4/cPaZkARUTkiLVuWznfLinj551ebBu6d3RwyugIjhkQFjKdBcs2WWxJrz5NpGLLd8t9DOpm0j4hND6PSChq8ZoX06dPp2fPnkRERDBy5Ejmz58f9Hi3280999xD9+7dCQ8Pp3fv3rzyyivNFK2ItDX5BR6uv205M95JY3+uB4DSMh+ffZPBVX9YxqathS0cYd0sW51HZpY74LA/nwULl+4nK9vdvIFJi1M7KyItaeaSUv71XhGbfklcAOzc6+PlT4t5Z2YJdogsc7B4oy/oftOApZuDHyMih6dFR168++673HLLLUyfPp1x48bx/PPPc/rpp7N+/Xq6detW43suuugi9u7dy8svv0yfPn3IysrC6/U2c+Qi0lb8++Wt7MkorXG0Qpnbx18e38Dbzx3T6nuG0naVYBi1L3W1c09Jq619YVk26zcVUljkoVNKBD26Rrd0SCFP7ayItKQ9WV4+mO0vDmEd1D5VtFVzlrsZ1MvF0X3CWiC6+snOD77fsmFvbutOxBSV2mQXgsOETongdLTue5tQpqVSm0aLJi+efPJJrrnmGq699loAnnrqKb755hueffZZHn300WrHf/3118ydO5dt27bRrl07AHr06NGcIYtIG1JQ6OG7uVn4AoxWsCzYnV7K8tV5jBya2GRxFJd4mTk3iy3bi4kINznhuGSOHhhXr4RJRIRZp4YnMqJ1zsf9ds5envvv9iojQwb2i2Xab/tyVJ/YFowstKmdFZGWNHeFG9MMXAzQNGD2srImTV7Yts2ufTYbdtp4vNAhAY7uZRIRVr8Hd5cT3J7A+w0g3HVYoTaZojKbWathW+aBbWFOGNnbZnS/0KzzJUemFps2Ul5ezrJly5g0aVKV7ZMmTWLhwoU1vufTTz9l1KhRPP7443Tu3Jl+/fpx++23U1paGvA6brebgoKCKi8REYAdu0rw+oI/8ZsmbNpW1GQxzPlhH+dcsYgnpm/m828zeP+zPfzuzpXc9OeV5OUHuUs6xLhjknCYwW8+khLDWmUi4LNvMnjoiY3VprRs3FLI7/68ks1N+P23ZWpnRaSl7cjwBl3FwLIhLbPpplqUuG1e+cbHy1/7WLzBYtlmiy9+tPjH+17W7qjf8gqDexgEa2ZtYGD3Fp+RX02p2+bd+bB9b9Xt5V5Y9DPMWt0ycYk0RIv9C8vOzsbn85GSklJle0pKCpmZmTW+Z9u2bSxYsIC1a9fy0Ucf8dRTT/HBBx/wu9/9LuB1Hn30UeLj4ytfXbt2bdTPISKhK8xV+69A267bcQ2xZkM+f3lsPeVuCxv/Emy+X5Ip638u4E8Pr6nzXODEhDDOO70TwTpPrrq4O45WNkS0tMzH0y9tqXGfZYHHa/Gfl7c2c1Rtg9pZEWlpLmftbY6ziQYE2rbNW7O87Nrnb0ct+8DUFY8PPpjnI21v3RMY4wY5/auR1bDPNCApDga1wuTF8m1QVBZ4WsCaNNiXHyJzBkJIxbSRUHqFghb/F3boMCXbtgMOXbIsC8MwePPNNxk9ejRnnHEGTz75JDNmzAjYK3TXXXeRn59f+dq1a1ejfwYRCU19esWQGB98jKdtw3Gj2tXpfNvSivnoy3Q+/iqdHbuKaz3+v+/tBANqai98Fqz/uZAVa/LqdG2Am6/tzWkn+R9UHaZ/Lqtp+kePXHtZD849rVOdz9Vc5i3Kpqws8M2jZfmLke7dV9aMUbUtamdFpKUM7euq8WG/gmnA8H51mzLiLrf5aYObWUvLWLmpvNaRk2lZNrv2BXkoM2DumronLzokGFx+ipPwsAOxV4zEaB8PV012tcoaEmt2BH8wNQxYp1/bEiJarOZFcnIyDoejWu9PVlZWtV6iCp06daJz587Ex8dXbhswYAC2bbN792769u1b7T3h4eGEh7fO4nQi0rKcDoPLLujGvwP07JsmjB+TXOtyqdn73Tz4j43VEg2jhibwl9sG0C6x+o2Zu9xiybL9QW8oHA6DOQuzGXF03eptOJ0m99xyFJed342Zc/eSV+ChY4cITpuYQnJS6/w9mJXtxuEwKkecBLIvx01K+4hmiqptUDsrIi1t3NHhfLWojFK3Xa29M/C3sxNHBv/dbts2s5e5+XhuCW6P/302EB1h8JtToxg9qObfP+vTbEyjaqHQqueFrek25V6bsDqMEAHo3cnkzxe5WLPDYk+2jcOEfl1MenUyMFth3QifZVNWywxU24aiwDMDRVqVFht5ERYWxsiRI5k5c2aV7TNnzmTs2LE1vmfcuHGkp6dTVHRg/vOmTZswTZMuXbo0abwiUnc/bynklbd38Nx/t/HdvCzKPfWbV9qcLjq3M1PO7QxQWTOiYmrF8MEJ3PXHo4K+v6TUx+/vWsXqdXnV9q1Yk8fNd6+krKz6fN7ycqv2IXq2TWlp/ecCd+8axbWX9eT2m/px2QXdWm3iAiAhzoVVS+ICIDG+9Veib23Uzoq0TSVlFrN/KuHdbwr4bF4Re/e33tWAoiNNbvlNLNER/nbVMH554S+A+dvzY+iYFHzeyOxlbt79rqSyWGZFi1FcZvPyZ8Us31he4/s83rqNg/fU8+tzOQ1G9HFw9nFOzhjtpE+q2SoTF+AfGeKqZVqOYUCkmlgJES262si0adO4/PLLGTVqFGPGjOGFF15g586d3HjjjYB/KOqePXt47bXXALjkkkt4+OGHueqqq3jwwQfJzs7mjjvu4OqrryYyMnjPqIg0vYIiD/f933qWrcrDYfqHq3t9NvFxTh7800BGNeGKHQ1lGAY3X9uHM0/txBczM0jfW0Z8rItJEzowfEhCrRW4v/wuk93pNXdZ+CxI213Kt3OzOGdy1Skb0VEOEuNd5AYpymnZ0KNbVP0/VAgZPy6ZJ5/fjMdT802maUD/PrF07qTf8Q2hdlakbZm7rITXPs/H4/VPD7RteH9mISeOiGTq2fE46ziCoDl17+jkb79N4KcNbjbs8GJZNr07uxgzJIzoyOD9qOUem4/nlgQ95n9zShjW31UtgdA+wai1blRkeNt+cDcMg4HdbFbvCDx1xLZhgEoVNTqLwKN+WqPW281YVYsmL6ZMmUJOTg4PPfQQGRkZDB48mC+//JLu3bsDkJGRwc6dOyuPj4mJYebMmdx8882MGjWKpKQkLrroIh555JGW+ggi8gvLsvnTg2tZv8m/0oB/+VH/b+2CQi93PLCGF58cQZ+eMS0XZBC9ukdz87V96vUed7nFC69vD3qMYfgTHIcmL0zT4FdnpjLjnbTAS8iZBmec3LFeMYWauBgXU6d058U3dlTbZxiAAb+9qlezx9VWqJ0VaTuWrS/j5Y/zK38+eJnv+ctLMQ24+ryE5g+sDsLDDI4fGsHxQ+v3vs8WlAZdnhQgO88iLcNHz9SqjzVDe5l8t9wKuBy6YcAx/UzMWlbqCnUje8PG3f7VRWqautMzBTq1vr4lkRoZdl1L2bcRBQUFxMfHk5+fT1xcXEuHI9Jm/LQyl1vvC7zelsOEice354E7BjZjVE3rqRe28MFne2o9LrVjBO+9eGy17aVlPn5/l38p0IMTGKbpL1R55839OGtS6yuy2dhs2+bN/+1ixjtplLkPfBHtk8L40+/7MWZUUrPHpLai4fTdiTQ+27a5+z/ZpGd5ayzyDP4H0Sdv70BSfBMt39HMsnJ9PPBSQa01kQB+f0EMQ/pUH0KxYovFxwt9GEbVB3fDgI6JcNVkJ+Gutp28ANhfaPPlMsg+aCVrw4CBXWHiEJq90GhbbicqPtvfP8gnMip0PltpSQF3XND6/0xadOSFiLQdsxfsC1p40WfB7B+y+cttdpvo5Sgq9vLp1+m1HmcakJpSczGyyAgH//7bMF5/fyeffJ1OQaF/4u3go+K44qLuHDfSv8pJVrab2Qv2UXRSgMoAAQAASURBVFjkIbVjJBOPb09kRNu4OQX/sNbLLujGr8/szKKlORQWeUlNiWDk0MRWt7SriEhL2Lvfx56sWoozGLB0fRmTx0Q3T1BNbP7K8qArlRysXVzN00+G9zGJjYJ5qy3Ssvz3JxFh/hEXJwwxCXcZWJbNtr2wLx8cDuiVAslxbavtaRdrcOl4m715Bz5n9/ZU1iIRCRVKXohIoygu8WLXMrnP57PxeCzCwxv3wbug0MMX32WyfHUetg1DB8Vz1qSOTVrkccPmQsoD1Gk4mGXDOaelBtwfFenghit6cs2lPcjLLycszCQuxr98q9dn868Xt/Dxl+nY+AuKen02/3x+C7f9tm/lsqhtRVSkg5NP6NDSYYiItDolQZaUrmAaUFqH4+rLtm027vCycE0Z+UUW7eIcjD06nL5dnbXWhToc63d4Ao4yOVjXFAedOwR+pOmTatIn1aS03MbrhaiIAwW69+TYfLEUStz+78+2YeEG6NHB5vSRtKlRGYZh0DHRP+JEmp5t27XWXGlNQiVWJS9EpFF0TY08sH5ZAO0SXYSFNe4iR8tX5/Lnh9dS5j6weseS5fuZ8U4af717UOXohcZWW6KmQvcukZw4JrnW45wOg+R2VVcF+fdLW/joy/TKz1Wxpn1pmY9H/rmRmBgHx4+u/dwiIhLa2ic4gy77Cf4Rjh2TG/fWvtxj8+z/Clm7zVN5fdP08sNqNyP6h3HdeTFNNuXAtv0P3P6plIE/+MWn1q2wdWSYAQf1aeQU2ny4iMppmwdfIm0ffPojXDDWbtIEjYjUT4stlSoibctZkzoFXfrTNOHXZ3Ru1JuArGw3dzxYNXEB/hueco/FXX9dy56Mplm8vH+f2DrdsN1/+4AG3dhl57j56Iv0gN+pYcALr+0ImUy5iIg0XGy0yahBEZhB7tyjIgxGDqh5mmJDvTOzmHXb/RUzKx7uKx72V/xczkdzgq8Ecjj6dvUnbEzTqHG6qQEM7euidxdXg86/dLP/M9XUito27MmB3dkNOrWINBElL0SkUXTsEMFvp/pXhTg0P2Ga0LtHNBed26VRr/nJ1+l4vFaND/i2DZbP5sMva69L0RDxcS4mTewQ8EbSNGDE0Qn06x3boPPPXZQddLisbcO2tGJ2BVimtbWwbZv1mwp468NdvP3RLjZuKWzpkEREQtJvJscRG2VWa3cMw/+67lcJuBpxqdSCYosfVrkDL7EJzF5WRqm7aRZZHD8svPLapmngcPhflf/vNDn7+IYt4WzbNj+nB14+FPzf6c9NcwvRqMo8sH4XLNsKP+8Bj6+lIxLw/90KtVco0LQREWk0l/y6K+2Twvnvu2ns2OXvjYmMcHDO5I5cc0kPoiIbt9bFDz/mBFxmFPxDaBcsyebma3o36nUr/PG6PmxLK2Hj5sLKSuYGgAEdUyL4y7SjGnzuwmIvphm4AGqF4uLgBdy8XosFS3KYszCbklIv3TpHcc7kTnTrUrdhtocjM6uM+/5vPRs2F1bebFsWDOofx8N3DqRDcnjwE4iISKXkBAcP3JjMBzMLWLymrHIJ0L7dXJx/ciwDejbu79Sf0zxBp6kAeLyweZeXo2tY6eNwpbZ3cMnkSN76phTDAOuX8p0O0z9i4jenRNI1pWGPMj6LoPcP4G/Ta1umFSC/GNbvhtwicDn8S4/2TPHH2ZRsG5Ztg6Vb/J+n4j7EtQ6OH+BfSUSkrVHyQkQa1anjO3DKie3Zu89NeblFSvvwRi/QWaHcU3tvj8fbdKnk6Cgnz/zfML6dvZdPv8kgc18Z7RLCOPOUjpx5akeioxr+K7ZLp8haExem4R/xEkhObjm33reabWnFlcuvLlm2n3c+3s21l/Vg6pTuDY6vNkXFXn5/10r2ZZcDVW8SN24u4Oa7VvLqv0Y1ekJLRKQtS4p3cMMFiVxxlkVuoUVUhEFCbNP8HvXWsQffW4elTBtq7JBwunRwMHe5mw1p/mR9/25OJgwPp3unhrexDhOiwv2FOgMxDEioZeGWFdth8c9U6cDYkul/39nHQEzjzuKpdu0lmw78XNFz7vHB7LXgdEC/wPXCRUKSkhci0ugMwwj6UN0QxSVeflyRS0mpj26dIxl8VBxDBsSzJ6Ms4EO+w2Ew+KimXas6PMzk7MmdOHtyp0Y97wnHJRMT7aCouOa7R4cJ445NJjGh5t4u27b588NrSNtVDBxIHlT01L30xg5SUyKYNKFpViz5YmYme/fVPNzYZ0F6Zhlfz8rk12d2bpLri4i0ZZERJpERjde1b9s223Z72LPPS7jLYHCfcHp0qltSpHvHpn2c6Jbi5PLTG/cahmFwdA+bJT8HrjNu2zCoW+BzbM30Jy4qjoUD58ovgS+XwYVjq0+lbQzlXvhpS/BjFv0MfTs1zfVFWoqSFyLSqlmWzavvpPHW/3bhLj/Qfd+tcySXXdCNL2ZmBnyvz2dzfog+HIeHmdx5c3/ue2w9UHUuosOEmGgnv7u6V8D3r16fz8bNRQH3Gwa8/v5OTh3foUkqqX89e2/QlWcw/McoeSEi0rJ2pHt44X957M46MA3R5YRJY6Lp29XJ1t3eGqePmAYM6eMiKT40R9CN6A2b02F/Uc3z/Y/rDwnRgdvH5dsCL7Jm25BT6C/62aUJFgVL21f7yJiiMtibp6VRW4pdh6lJrYkdIrGqYKeItGrPztjGq2+nVUlcAOzOKOUfz27monP9D78Hzy2tqK9wzSXdGToovrlCbXQTxrXnyQeHcFSfA0U/TRNOHNOeF58cQeeOgQuVLVq6H0eQVU5sG7bvLCF7f3md48lfuYH0978k6+u5+MqCjLUF8gs9tRYczS+ow2RiERFpMhn7vPz15RzS91Wtn+Txwhfzi4mNtIiLMTh0sQ/DgHZxJpedHtOM0TauMKfBhcfDkO7gPOgeIj4KTh0Gx/UP3IaWlUN2QS05esOfZKgrtwe27/WP6Mgvrv3YuihTMyttjEZeiEirtXdfGe98vLvGfZYFPq/Fnowy/vnw0bz7yW6Wr84D22booHguOrcLY0YlNW/ATeCY4e04Zng7MrPKKCz20iEpnPi42peF83ht6jKewnNI3ZCSUh+5eeXExjiJi/VfJ3/FelZffw8FK9dXHueMj6XP3b+l161X1zhyo0vHSLJz3AF7HUzTX9dDRERazsdzCvF47YCFORetKuMv1yexdpuXBavKKCqxiYs2OWFYOCeNiiA6MrT7QSNcBicdDccPtMkv9teJSIim1hGJvjr0UhvAobNabds/IsLGXw/DNPznWrIJ1u6set7OSTBxMMTW0FTG1bH5jGv62twizUrJCxFptb6bl1VZBKsmPgsW/pTDPbf25x/3D2ne4JpZxw4RdKzH8f17x9RaRC0u1lm54kdmVhkvvrGd7+fvw/tL4mP0iEQuHuMg+zeXVhtp4c0vZOOfH8ebX0j/B2+pdu5zTuvE8jV5Aa9tWXDOaaokJiLSUso9Nj+uLQs6tN00YdUmN+efHMt549vuk3CY06B9PQZqRoZDZBiUBhm8aNnQ/peyW7YN63bC8u1Q+MsK51FhcHQP/wiObXurvz99P3y42F83I+qQhWS6JEN0OBQHGARpAO3joV3oDowRqVFop0tFpE3bn+fBPHSs6iE0/aBmE8a1Jz7OWW2obwXTgF+fkYrTabIns5Rrb13Od3Oz8P6yOosN/LQyl9ueyWJbZM+A3UxbHnuesoysGq8/enhijYXCDAPGHtOO40eH/sgYEZFQVVJm1TqCwAAKikJkMnwzMg3/dJNgwpzQp5P/PmXeepi7/kDiAqCkHBZv8q9OUlMnjW1DqRtW76j5+hMGU+MISwN/0mn8oHp8IGl0th16r1Bw2MkL27axQqkaiYiEjPZJYbUvF2pCYnzjry8f6sJcJo/cOQin06xS+8Iw/K8hA+O5/CL/ndfTz2+hsMhT7SbWsvw9R58OvhIr0CQUG9Lf+bzaZqfD4P/uG8zFv+5aZTnU6CgHl13Qjb/eNShoTQ45QO2siDSFqAgTZy21Nm0bEuPU11mTYT39UzsOZRj+5MKkYeByQEauf0pIQ9jAhppnz9KjA5wz+sDojgqp7eD846BD6Jb8Egmozr+NvF4v9957L+PHj+f+++8H4O9//zsxMTFERkZy5ZVXUl5e98JvIiK1OXV8CmaQeacOEyaMbU9MtGbA1WT4kAReeXoEp5+cQmSEA8Pw15n4w7W9+efDRxMeZrIvx83CpfsD9r7ZhklRRCLbk2vuwjEcJmXp1UdegD+BctPUXnz62hheeGI4Lz4xnE9fG8MNV/TE5dLN8KHUzopIcwpzGYwdGllZ5Lomlg3HD1d9opo4TDhzJJwwwF8nA/w1M/p1ggvGQtdfVhlZu7P25UqDddOUeQL3indJgovGwaUnwq+PgysmwHnHUq8pMCKhpM53/A8++CAvvfQSl156KR988AFZWVl88cUXvPDCC1iWxd13381TTz3Fn/70p6aMV0SOIEmJYVx1SXdeemNHtX2mCeERDq69rEezxxVKenSN5s6b+3Pnzf2xbbtaEbLd6aUB3nmAYVvkRHekd/baavtsjxdPfiG2ZWEEuAOOiHAwsF9cjfvkALWzItLczp0Qw7INZZSW1Vy088wToklOUAdBIA4TBnf3v2y75iRFoKVY68rp8K9uEhke+JiE6AMJFGkdLJuAhXBbo1CJtc6/jd566y1eeuklzjrrLH7729/Sv39/3nrrLaZMmQJAREQEDz30kG6qRKRRXXlRN6IjHcx4J438wgNLuQ3sF8efft+Pbp3bbgGxxlZT9fSDp3QEYmMQ5isLuH/3qx+wf+4SRn34LLGD+h5WjEcytbMi0tzaJzr5y/XJvPpJPht3HBjZFRVhcPb4GM4Ypyfiugo0uiL8MHI/Bv6SU6/NhZG9YGTv2kdxiLRldf7nlJ6eztChQwHo06cPYWFhlT8DjBo1irS0tMaPUESOaIZhcOE5XTjv9FRWr8+npNRHt85RdO96ZCYtbNtm5dp8Pv4qnW1pxURGOjj5+A6ccUpHYmPqf4fUt1cMKe3D2bsvQMlywLQt+mavCXqe0rR0Fp9yOSeu+oLwDirE2RBqZ0WkJXRKdnL3NUlk5njZk+UlPMygf/cwXM4j8ym5qNRm8ToPq7d58XhtunZwMG6Ii+4ptSf7a9KnE6Tn1v34mpITtg1Lt4LLCUN7NCgMkTahzne68fHx5OXl0bVrVwBGjBhBbGxs5X63213rmsgi0nrtzy3nxxW5eDwWfXvFcFTf2Nrf1AS8PpuCAg8R4SZRUQd+RblcJiOHJrZITK2Fbds89cIW/vd5Og7zwAIgGzYV8ub/dvKvvw2lR9f69ZKZpsG1l/bgr0/9XON+w4CzxkTRMaMjhWvyA8fm81G+P5+dL75D33t+V68YxE/trEjbZVk2azeXsjfHS3SkyfCBUUSGt0ztn1K3jcdrExNpVFnRq2OSk45JR/YUkV1ZPp79pJSy8gNTPbJyvfy00cvkY1ycdmyQuRsB9O8My7f5lzU9dPqIYfiLevZJgZ8zap9esmwrDO7mn64iciSq82+ogQMHsnz5coYMGQLADz/8UGX/mjVr6NtXw4VFQk25x+LpF7bw+beZ+A6a8NavVwz33XYUPbs1z5DRklIfr7+/k0++Tqfgl+khI4YkMPU33RhxdNtMWhQWeZk5dy+70kuJiXIy8fj29Ooe+Pv+7NtM/vd5OlB15dKK5WLveGAt77wwut6reJx+ckcKCr08+99t+Hw2DtPAsm0sC86a1JFpv+2H455PmH/MeRSu2hj4RJbFnrc+U/KigdTOirRNKzeW8Nw7+8jO9VVuCw8zuGByIuedHN9sScn12z18vbiMrXv8ccREGpw4LIxTR0cQ5mp7iVHbttm1D7Zk2Pgs6JQIR3U1cAZoI8s9Ns9/WjVxAQdqAXzzk4fUZAdH965fgifM6S+i+flSyCumcglzy4aocDhzhL/AZtf28N3q4Ocq98KeHOjWvl4hSAsIpeVHIXRirfO/vueeew6XyxVwv8fj0TxckRBj2zYP/H098xfnVPultWVHETf9eSWvPj2Sjh0imjSOklIfv79rJVu2F3HwipAr1+Xxx3vzuG/aUUyakNKkMTS3r77P5O/TN+PxWDhMA9u2efWdNMaPSea+aUcREVF1eKpt27z94a6A5/NZkJFVxqKlORx/bHK945lyXhcmT0zh27l7ydxbRnyci1NO7EDnTgeqzNseb5Az+HnzC+t9bfFTOyvS9qzfUsrfns+s1sa6y23e/Gw/Xp/NhZObPkG/cI2bN78prTIloajU5qvFbjbs8PKHi2LaVAKjsNTm/fkWGfurJgu+XW5z/jiT7inVP+uKzV6KA5d3wjBg9oryeicvAOKj4JITYFc27M7xry7SKcG/3GlFreu6PjyW194Ui7RZdf7X169fv6D7L7nkksMORkSa17qfC5m3KKfGfZYFJSVe3v5oF7fe0LS9va+/v7Na4qIiBoD/+9cmjhvVjriYwA92oWThTzlVpml4fQfuWOYvyeavT23k4TurLk2am+dhVy0rgzgdBktX5TUoeQGQEO/ionO6BNwfM6APxZu2Y3t9NR/gMInu37NB1xa1syJt0Ruf7Q/aA/u/b3I5/YQ4YqIaVk+hLvKLLd7+1t9+HBqHbcOOTB+zlrk57bim7ahoLj7L5q3ZFjm/5NIPXkWhrBzemWdxzSST5PiqCYzNe3wYRuA/K/93ZeH12QFHbwRjGP4RE4FGTcTXcaCrVhWRI1mDZkxt3bqVe++9l4svvpisrCwAvv76a9atW9eowYlI0/pm9t6gUwx8FnzxXSZ2E44l8/psPvk6vVri4mAer8U3s/Y2WQzN7eW3dgSsFm5ZMPuHbNJ2lVTZXpc/AbuuBzZQ9+t/EzhxAeCz6H6DHrAbg9pZkdC3N8fDph3uoD3qXh8sWlncpHEsWVsetGmwbZi3wt2kbX1z2rQHsgtqTkLY+O9tlvxcw01HC3/89nHQLsa/wkhNDCApFpK18nhIsC075F6hoN7Ji7lz5zJkyBCWLFnChx9+SFFREQCrV6/m/vvvb/QARaTp5OaXY9Xyy6qszMLjrd8vNLfbx87dJWRmldV6M1RQ4KmscRGIaRps31kS9JhQkZXt5uctRUFvZk0T5izcV2VbYryLjh2CFwrz+WyOHhTfGGHWKGnicXSZ+uuadxoGKeecTKfzJzfZ9Y8UamdF2ob8wiDJ3l84zLodd6jcAovMHB/lntrb5/QcX8AH4gr5xTZuT73DaJU27rKDLidq27B+Z/XtPTs5grbNhgGd25sNGnVRF4YB4wf57wEOvYKB/+/K+EE1vVPkyFHvSVt33nknjzzyCNOmTatSBX3ixIk8/fTTjRqciDStDknhmKaBzxe4tY6JdtZ5ubSiYi8vv7WDz77NoKzM36vRq3sUV07pzskndKjxPRF1rLYeGdE2SmuXltZ+k2oaBiWHHGeaBlPO7cLTL26t+T0mJMaHceJxjb9MaWmZj59W5FJc4qXzLX9iwKB+bPvnq7jT/aNhwtq3o8fvL6f3HddhOJpu6PORQu2sSNuQlFD7bbbPguTEut+Or9xczhcLytiV5W8jXE4YOyScc06IIDqy5nYyvA61LAzA2UZ+fZd77FrrR9RUwmlkfyefL3Lj9gQYtWHDhGFNM301K98mu8C/8siZI2HldoOd2Qf2d2sPo/v6R16IHMnqnbxYs2YNb731VrXt7du3Jyen5rnzItI6nXFKR977dE/A/aYJ55zWqU6V0EtKvPzuzpVs31lcZQrI9p0l3P/4BrJzyplyXvV6ClFRTkYMSWDluryAU0d8PpsTx7RMaW2v12L+khwWLM6mzG3Rq0c0Z0/qRIfk+i+XBtA+OZwwlxG0t8zrs+neJara9vPP6sz6TYXMnJuFaR6oCWKaEBXp4PG/DMbpbLwkj23bvPHBLl57byelZQeSKd06D+LOLz6md0QhtmUR1bMLZpBCk1I/amdF2oakBCdD+kWwbnMZgQY5hocZHDu0bkUM5q1089Y3JVVGFXi8MH+lm41pHv50eSzRNST6h/ZxsWBVecDzmgYM6uVsshEFtcnKtVi8zsO+PIuIMBjez8VR3R2YDVyFJSnOYGumP4FRcYqKWhYVSYnEGpIAEWEG154ZyfOfleLzHaiVYRr+/z/haCcj+zXuUrI5BTbfrICsg1Yid5gwrKfNFeOhzGsQGQaRYY16WZGQVe+73ISEBDIyMqptX7FiBZ07d26UoESkefTpGcOp42tOCjhMg+R24Vz8q8AFHA/29ke7qyUu4MCNwjOvbCUr213je6f+plvAXhLThKED4zh6YPNP8szMKuPy3y/lvv9bz8x5WcxbnM1/303jgqsX8/FX6Q06Z1Skg/FjgydiIsJNTjq++jGmaXDftKP4292DGHl0IkmJYXRJjeSKC7vxxvRj6N+ncbtkXnkrjedf214lcQGwO6OUP/5lLbtpR0y/nkpcNDK1syJtxyVntcMZ5sAZ5sDhdFSbD3DFuUlE1mEEYmGJxTsz/dMnD20vLRv25Vp8vajmpTKO6uGka4pZuerGoWxg0rHNX6zTtv2rnfz1tWJmLy9n9VYvSzd6ef6TUp56t4TisobNwR/e2/9BK1bxODgHYpr+n0f1rfnL6N3ZwZ2XRDF+mIukOIO4aIOjuju44ewIfnVCeKMua5tfbPPeAthXUHW7z4JlW+GHjf4aGEpchCbLDr1XKKh38uKSSy7hz3/+M5mZmRiGgWVZ/PDDD9x+++1cccUVTRGjiDQBt9vHQ09s4Lt5+2rcf9yodjz/j+Ekxtfeatq2zUdfBS+6iQFffpdZ464RRydy37SjCHOZGAY4HEZlIdEhR8Xx6L2DG/WGoS58PpvbHlhDeoa/Qrtl+W8YLcv/C/4f0zfz4/L9DTp3YVHwicUJ8S7CA9zMmqbBiWOS+efDR/PJa2N45/nRXHtZT5LbNWwkSCD7c8t57b0aJgXj/w58PpvnX9veqNcUP7WzIm3Dio1lPPlGHqbLhTPMiTPcSXhUOM4wJ+3iHdx8WXsmH1+3xPziteVBp0JYtn8ERk3TQE3D4He/jqFrin9eiGkeeLB3OeGas6Poldq4Iwrq4scNXr5e4h8RUvHgVPHfXVkWM74MvsJWIKXlVUdcVDh4W7DpF+3iTM4ZF869V0Tz4FXRXHdWJEd1dzb6fciPm6HcF3h1k3U7/SMzROSAev+m+utf/8rUqVPp3Lkztm0zcOBAfD4fl1xyCffee29TxCgiTeD+v29g4Y851RpNwwCX0+CGK3rSPqluD8QlpT7y8muv9LVrT+Cim5MmpHDcqHZ8M2svO3aVEBFuMn5se4YMiGv2xAXA4mX7q634cTDThNc/2MnoEe3qdd59OW6WLM8NekxmlpsNmwsZ2K/lSop/Pz8LK8idsmXBjytyyc0rJzFB3UKNSe2sSOjbsN3NP9/Yf1BvplH58OwMczJmVBTjj6n7aLm9+32YBgQpUUVZORSV2sTHVG8zY6NN7rg0hs27vKze6sXjtUlNdjB6YBiR4c3fxtq2zbc/1jwaE/xJjE27fOze56NL+/oV41i+xaqc6lETw4CV22x6darXaRuVz7LZuDtw4gL8ca7fDScMbL64RFq7eiUvbNsmPT2dF198kYcffpjly5djWRbDhw+nb9++TRWjiDSyDZsKWLCk5rnztu3vVX/tvTQeuKNuLWZ4mFmlBkNNDMMgKir4r5y4GBcXnlO3aSpNbeFPOTgcgYuZWhasWJOP2+0jPLzuN1bb0oprLSQGsGlrUYsmL/bnleMwDbzB7pSB3HyPkheNSO2sSNvw/syCoCtvzvqxhHNOjCUpoW7tR2S4UaeVPMPDAiciDMOgXzcX/bq1/FS/nHyb7Pzgn8g0YN12b72TFxm5wYfA27b/mJbk8fqnh9SmpOaZQCJHrHonL/r27cu6devo27cvvXr1aqq4RKQJfTcvK+iDuc+C2T9kc88tFi5X7bPLnE6TE49LZv7i7ICNsc9n11jHobXyeOpwVwF4vDbh9ZixUZfvE/wJoUPZ9v+zd9ZxcpT3H38/M6vn7hZ3DwkJEgjuxd1KkQKl0FJaoL9CoYUaFFoKxSlO8eIuCQkh7p5cLjl3X5t5fn9sznK7e3uX0+R5v15HuJlnZ76zuzffZz7PVyTfLKrg9fcK2bytHotF47BZCZx/RhajR/RuvYukBDtGFwmQQkB83MBPgg8klJ9VKIY+1XUGW3Z1HY24ZF0zJx8eFdYxZ4y18VmISAVNwPhhFhwhxIvBRFfCOPh9jC90J/WAhFO3OlhnlbpmWJMPW4r8AkNsJEzMgXFZ/kKavYXN4rfT18VUI8rZe+dU9C/tC8QOBYaKrd0SLzRNY9SoUVRWVqoVIIViCFNX7+vyLmUYkmaXEfbD9mXn5bBwSSVCdG5RpmkwaVwsUyfG9tTkPsVnSL74toy3Pyxid2ETkZEWstKdIVvIAqQm24mM6N6K0IQxMURF6jQ0Bm+Zqml0SkeRUvLAY1t556PitigXt8nn35bz2Tdl3P2r8b0qDh1zRAr/fHo7Pl/g90DT4NAZCWHVRFGEj/KzCsXQp6G5a/FbE/4inOGSl25h/DALG/N9Qd33yXMH75NuSaXBN6s8rNnuxTAgJ1VH1ySGGVxsMUzISum+YjA6S1BeF7xdqhAwJrPzectq4Z0fwNeuDkVlPXyzHrYVw6kze6+drKYJxmVL1hUEn45JCeOye+d8CsWBQrfvCH/5y1/41a9+xbp16/rCHoVC0Q+kpzm6DD+NcOpEdpHm0Z7RI6L5y+8mEhXpf41FF62rFDMmx/OnASi6uS8VVW4+/LyEdz4qYsOWOqSUeL0mv/nDOu59cBMbNtdRW++jqMTFstWhY0qF8Lcu7e412W0aF54ZfDYiBJx8TBqJ8R1FgS8XlvPOR/4OFO3TcwxDIk2454GNVFYHb4XXXeJirVx1UV7AfZoGNqvGdZerqIC+QPlZhWJokxCjtxbEDIZhQkp8956ErzkjionD/T5WE22RAA4bXHtmJMMz+7/oZntMU7KpwGDROi+rtvlw720Jvna7l/tfaOC7NR5qGyQNzZJNu3x4vBIzSL6pEBAdIZg4rPvXNG24wNq5sYv/uPgjHlo6krTZDh8u90d6BBITiqpg2fZumxKSWaPBYe1YVLQ9U/IgIUD9EoXiYKbbd4RLLrmEpqYmpkyZgs1mw+nsqPJWVfWs+r5Coeg/Tj4mjWdf2RV0v6bBaSekt3b8CJdZ0xN45z9z+GZROdvzG7HbNQ6fldjrKQ3dxe02eOCxrXz8VWmHB/9RwyOZODaGJcv99632WRKm2dYXvn3hr5ZJxiFT4znv9J61rbz03BzKK92881Exui4wTYmm+dN4DjskkVuu67zi/t93C4PWFZH4J43vfVrMFefn9simQFxyTjYRETrPvJRPbX1b7O6o4VHcdsNohudG9tq5FG0oP6tQDG0inRqzJjj4Yb0raC0oqwVmT+pepITDLrjhnGgKyw1WbfHg8UrSk3Smj7Fhsw7sQ+6GXQZvfO2mrl2da6sFjphs4dPvmzullLb4VH9oveywENAizFx5sqPb8xCAKKfggnka//3WxOVtEzHkXpvOPUIjNrLjcfPLoTF4Vg4SWFcAh4wAvZeiL6KdgvMPl3y+Gva0K0NmtcCMETB7dO+cRzEwmKbEHCr9R2HI2Npt8eKhhx7qAzMUCkV/kpbi4McX5vL0y50FDF2D5CQ7l5zTs1hFu03j+KNS99fEXkNKyW//tIEly6s6FfDatrORrTsaQ7zW/+/EcTFs2FKPzyfJSndyzmmZnHFiOpZwEmsDoGmCW68fzY9OyuDDz0soq3ATF2vlhKNTmTg2cHeVTdvqQxZENU3YsLku+IAeIITg7FMyOf34dFatr6WpyUdmupORw8LL0Vb0DOVnFYqhz3nHx7Bum5smtwx4777s1FgiHD3zIZnJOpnJgydFZOseg2c/cneKWPD64NMlbnzBsyT9tZOiAQQ1DRKrDtPHWJg/w0ZaQs9VgsxEwQ2naqwvkOwq82/LToaJuQJ7AKGnrJaQHUoA3F5/TYz4XnSBcVGCcw6D6gZJZb0/LSUzwd/1TaFQdKbb4sXll1/eF3YoFIp+5ooLckmIt/Gf1wooq/AvN+i6YP7hydx41YgDppbBmg21LF4WeKU6nOJEui6YOjGOf/1pKobpT4fpLUYOi+Kmq0eGNVbXghdYBf8EsCcrVOFgtWocMjW+T46t6IzyswrF0CclwcLvf5rMix/Wsmpz24N9WqLOucfFdDvqYjDz/mIPwXJRu1rNlRJq6iUP3xyFYUo0Qa+lmNqsgmkjBNNGdD1WiKCX0AGtjzSF+CjRq6KIQnGg0m3xoqCgIOT+nJycHhujUCj6DyEEZ5yYwanHpbNjVyNuj0FWegRxsQdW94iPvwrdWSUcdE0ghOi1Ql09Yfb0eBYtrQzazUVKfwFNxdBH+VmF4sAgNdHCLy9NpLrOoLzawOkQZKVYBrz+U29SXmNSWLF/4eYtb4feV8pAGOQkwbJtocdEOyEmon/sUSgUgem2eJGXlxfypmsYIWLDFArFoEPXBaOGH7hyf02tZ7+EC8OQzJgS13sG9ZALzsxiwZLKgPs0DWKirBw3b/Ck6yh6jvKzCsWBRXyMTnzMAKrffUijK7R/1fbWdQq6X8CYnIEtNAqQFgcpsVBeFzwqc/rw4MU1FYp9Ua1S+4Zu3y1WrlzZ4Xev18vKlSt58MEH+eMf/9hrhikUCkVvkJrk6HHkha4JhudFMGXCwLd4nTIhjl/fOJq//msLiI6FO6MjLTx4zyQinAfm5PhgQ/lZhUIxVNi38OW+6LqGzxu8YJMp4ZgZ9t42q9sIASdPh3d/gOpGf5FPSVvh7il5MEG1LVUoBpxuixdTpkzptG3mzJlkZGTw17/+lbPOOqtXDFMoFIre4JTj0njj/cKg+4WAkcMi2bqjEV3zt69rmaykJNu5/86Bb/HawmknpDN9ShzvflzMxs11WK0ah81K5ISjU1tb1CqGPsrPKhSKoUJ8tMbIDI3txWbAlVshBJEROj6fgcfbtrrbUhzznKMdjB4EkRcAkQ44/zDYXgpbi8HjhbgomJgNyQO/hqFQKOiBeBGM0aNHs3Tp0t46nEKhUPQKo4ZHccaJ6bz7cXGnfbomSEm28/d7JrOzoIl3Py5i154moiItHDcvlePmpeB0DK5ohsw0J9dfMXygzVAMAMrPKhSKwchph9n451suDDNw6PnZ8xyMy9VYtM7Duu0+vIZkWLqFI6fYSE8aXD5W12F0hv9HodgfVNpI39Bt8aKurmMrPiklxcXF3H333YwaNarXDFMoFEMT05QsX1PDzoJGnHadOYckkJQwsCGhv/zpKJIT7bzy9m4am/z1AjQBh81O4Jc/HU1crI1pk2xMmxQ3oHYe7BguNxVfLsZbXUvEsGzi50wbNFEv/YnyswqFIhTVdQart7jx+CArxcK4YdYBvVdmJmnceKaDtxZ4KChtSxGJjxKcfKiVaaP8jxsnzHJwwqyBslIB4HL7aHb70ARERtiw6D1r16tQDBTdFi/i4uI63SCllGRnZ/Pqq6/2mmEKhWLosW5TLXf/dSMlZe7W1AtNg9OOT+fma0ZitQ6Mk9Q0wRUX5HLhWdms31yH12syIjeSpMSBz7NV+H1I/iMvsOWef+KraXtwjxyVx6R/30vikQfXbFf5WYVCEQiPV/LCh3UsXOVCynYpjvE6150Ty/DMgesWlpWscdNZDsqqTSrrJBEOyE7R0A5CAXow4vb42F1aR5PL17pNCEiIcZKRHHVQLhQohibdFi+++uqrDr9rmkZycjIjR47EYhkcOWsKhaL/2bGrkZvuXIPP5191aQk/M0343yfFNDUb3HXruAG0EOw2jekqumLQseOBp9h0+986bW/cXsCSE69kzpcvEX/o1P43bIBQflahUATi8bdqWbHJ3epfW/4trzH483NV3HVNIhnJA3uPSInXSIkfUBMU++D1GWzbU92pcLmUUFnbjM8wyU1XRT0UQ4Nu3+GEEMydO7fTBMrn8/Htt99y5JFH9ppxCoVi6PDcq7swfGaHLhgtSAmffVPGJedkMyLvwG3Lqug+3po6ttz9j8A7TRMpYOPtf2XuVy+FPE71ktXkP/I8FV8uBilJPGo2eTdeRsLc6X1gdd+i/KxCodiXHYVelm90B9wnJXgN+GBhI1efqR5CFR0pq24K2XGttsFNk8tLhCN45I5hmNTUN1JT14TPMLBadOKiI4mLiUDTVOpJIEwpMYdKIQkYMrZ2+9t29NFHU1VV1Wl7bW0tRx99dK8YpVAohhZut8HXi8oxgndDQ9cEn31T1n9G7cU0JY1NPnzdbJXq85kU7GmioDC001fsH8VvfYLp8QYfYJhUL1xGc0FR0CG7nniVRUecT/EbH+Epq8RTXkXJ25+yeN6F7Pzn831gdd+i/KxCodiX79e6CPWMaJr+Md31db2B1ydxeyWymw8/Dc2S8lpJs1v52L5CSkl1ravLcdV1wcd4fQY795RRVlmHx+vDNCVuj4/SylryC8sxQk3+FIpeptuRF1LKgHlRlZWVREZG9opRCoViaNHYZASMuOiAgNq6EA+pvUxdvZeX3tzNux8X09DoQ9cF8w9P5tJzcxieG/xe5fOZvPjGbl5/r7DV3sR4G+f/KIsLfpSFpgXOC/V6TRYtq6KwuJnoSAuHH5pIfKytT67tQMJdUo7QdaTP18W4Cpw5ncu/163ZxLob7wYpkT6jdXvL/2/4xR9JmDud2BkTe9XuvkT5WYVCsS/1TSZ08YxvmOD2SCzO/qlfsHaHjy+We8gv8U8AUuIE86bZmDPBErLWxZ4KyTdrTQrK/b8L4e/ucdRkjYTo4K+rqJNsL5KYEjITBdnJqFoNXSBleCvqvhACRHFZNd52/rU9bo+PkvIaMtMSemyjQtEdwhYvWvrKCyG44oorsNvbCt0ZhsGaNWuYO3du71uoUCgGPdFRFuw2DbcnuPOTUpKa4ugXe6prPfz0VyspKnW1iiqGIflyQTnfLK7goXsnM3l859Baw5D89v4NfLe0skPLqMpqD48+u4Mduxq58+YxnSZLC5dUcP8/tlBb50XT/Ctgf3tMcN7pmVx3+XB0XU2uguFIT0EaoYULAHt6csDtux57GaFrHYSL9giLzs5/vcDUZ/68X3b2B8rPKhSKYCTFdd1S1GEXOO39428+X+bh/cUe2rvDshrJ61+52VlkcNFx9oACxs5SyX+/NTv4WClhSxHkl5lcfoxGYkzH1zW7Je8sMthaBAJgb6HS5Fg45wid5FjlY4MhhL9ouWmGFjAslsBhPW6Pl8bmwOlKLdQ1NpPi86eSKBR9TdhpI7GxscTGxiKlJDo6uvX32NhY0tLSuOaaa3jxxRf70laFQjFIsVo1Tj42jVAdt6SEk+an9os9jz6zg+J2wkULhinx+Uzu+suGgKkgXy8qZ+EPlUF7XX/8ZSnLVlV32LZ8dTV3/HE9dfX+KI32Yskrb+/h0We37/f19Camx0PVohVUfP097rLKgTaHtLNPRLOH6PqiayTOm40zOz3g7soFS4MKF+CPwKj6dun+mtkvKD+rUCiCccRUB6GePzUB86Y7g0YH9ibFlQbvL/YABPSXyzb7WLW1syhtmpL3f/ALF/u+TErw+ODTFWan17z0lcG24r3j2p2zog6e+8ygvmlwpZ00uSWV9SZ1TWa3U2l6GyEECTFdLxwFG9PsDi9i1uX2dMuugwFpDr2foUDYkRfPPvssAHl5edx6660qdFWhUHTg8vNz+HZxBTW1noC1L358YS6pyX0feVHX4OWzb8qC1t8wTSiv9PD98ioOm5XYYd87HxW1Rk4EQtfg3Y+LOWRaW3jkEy/sBAJP4ABef6+QC8/KJilhYNuyStNkxwNPsf1vT+GtqvVv1DXSzz6JCX+/E3tKYugD9BHWmCjG/uEXbLj1/s47NQ3NYmHs/bcGfb3Qu17pCWfMYED5WYVCEYyUBAunHh7B+wubOu3TBMRFa5xyWP/cM75b60MTBBVThIAFa7xMH92xAOTOUmhoDn5cKSG/DGoaJHFRfhFmS6GkKIjOLiW4PLBks8mx0wb+Pl/fbLKp0EdNY9sb47TBqHQLqWFEzvQVyfER1NS7g6aGxEfbcdoDF+sMXwpT0S+K/qHbBTvvuusuNaFSKBSdSEqw88QD05h7SGKHMNLEeBu//Okorrggt1/s2FPU3GXBMl0T7NjV2Gn7rj1NIWt3GKZ/TAslZS7Wb64PuRomJXy1sLxLu/ua9Tffy6Y7HmgTLgAMk5K3PmbRkRfgra4N/uI+ZtjPr2Div36PLbljzmz0+BHM/vQ/xB0yOehrU048IqQ4ISw6yScOre4cys8qFIpAnH1MFBefGE1MZJuT1QRMH2vn/36SQExU/3R92FNudOn3iis7O9PqhvCiEKrbued1+ZJQZS2khNU7Bj7yor7Z5Iet3g7CBUCzB9bs8lFUFTxCsK+xWnRGZscT6ewoUAjhFzayUmOCvjbC2fXCiwAiHKrGl6J/6FEz6DfeeIP//ve/FBQU4PF0DBNasWJFrximUCiGHqnJDu7/7UQqKt0UFDXjsGuMHhGNpR9rPthtXU/eTCkDjouKtFBVHTxEUgj/mBZaUkVCoWmCuvquazr0JXVrNrHrsZcD7pM+g6b8Pez8x38YfddNvXpeKSXFpS5cbpP0VAdOR3CRIfeaC8i+8myqvl2Kt7qWiGHZxEyf0GUxttxrL2LnIy/4w2X2DX8RAhDkXX9xL1xN/6L8rEKh2BchBMcdGsH8Q5zkF/vweCXpSTpx0f27qm+zdu3TA5U/CLK433lcu6eTJrcMGtnYgmsQZCxsKfKFFHQ2F/pIjdPQezmtx2dIPD4TXRPYrcHnPzarzoiseNweH81uH5oQREZY0btoc2q16MREOakLETITGxOBHipv+CBF0v0OPAOJ7Koi8CCh29+0f/zjH1x55ZWkpKSwcuVKZs2aRWJiIjt27OCkk07qCxsVCsUQIynRzvRJcYwfHdOvwgXAsJxIUpNDrxRISaeUEYDjj0oN2YoOCcfNS2n9NTnJTlfzEMOQpKX2T6HSYOx+7k1EqEJahsmuJ17t1XN+saCMS25YxnlX/8BlNy7j1IsX8cBjW6lrCC74aFYrScfMJf2ck4idMTGsKvIRw7OZ8do/EFYLHYqu6BpC15n20oNEjRneG5fUbyg/q1AoQqHrghFZVsYNs/W7cAEweXjotU9NwNSRnZWKkekiZG0sgJgISG8XhBcfJbr0s7EDHKjm8kiquogq8ZlQVtt7RQXcXpNtRU0s31rHmp0NrNxez9r8BmpC+FgAu81CXLSDmCh7l8JFC2nJcTjtgSMrIp12UhPjumu+QtFjui1ePProozzxxBM88sgj2Gw2brvtNj777DNuuukmamsHLuxYoVAowB/pcMX5wVNUNA3mH55MZrqz074zTkwnJtoaUMDQNUhJtnPi0W1FR+NjbRw+OzGk4OGwaxx9WOBOGf1Fc0ERsos+7J6ySqTRMay1bvUmdj/7BnteehdXSfipL6++s5u7/rKRgnYpNm6PybsfF3H9batoaOzdSJTUU+dz9MZPGXnbNcTNmkLcIZMZ8cufcNTGT0g/64RePVd/oPysQqEYzMwcayE6IrCoIPD72SOmdBYvnHbBrNGhlYgjJ4oOwvXUEVrIiAaAGaMGdtXf5e16xVrgFznaYxiS6noPFbUu6pu8Ya/Su70m6/IbqKjzdlgrb3QZbNrTREVd74ai6JpGbmYSmakJREXYsdusREU4yEpLIDs9sV+KxCoULXQ7baSgoKC1VZvT6aS+vh6ASy+9lEMPPZRHHnmkdy1UKA5yKqrcfPRFKbsLm4iMtDD/8GQmjo1Rvc1DcOrxaVRUuXnm5V2IvXMaIQSGITlkWgK3/3xMwNfFx9p45P4p/ObedewpdrW2ODUMSW52JH/67QQiIjreNn965XBWrK2hqdkIWC/j5mtHEuEc2EJitsT4kO1EAfToyNbaEY3bdrHqslupWbqm3QCNrEvPZOI/fofuDB5JUl7p5tFndgCdszhMEwoKm3jpzd1ce9mwnl9QAJw5GYy55xbG3HNLrx53IFB+VqHoP0xTsnJTM6s2ufAZkmGZNg6fHkmEQ4XBB8NhE9xwppN/v9tMTYNsFTFMCTYr/PhkB6nxgd+/IycKfIZk2Vb/72Jv4U9dg/lTBJPyOr4uKwmmDhesClDXQghIjYMZowZ2PmQN42lKAlaL304pJcWVzZRUuzr4SbtVIy8tkihn6Pya3eUuvCFqe+0obiY+ytqrKSpCCGKinMREdV74USj6k26LF2lpaVRWVpKbm0tubi7ff/89U6ZMYefOnUMqr0ehGAq8/r89/PNpf6tNf29zwev/K2TG5Djuu3MCkRE9KltzwCOE4MoL8zhxfhoffFZMUamLmCgrx85LZsKY0MJPXnYkL/97FktXVbNmQy0CmD4lnmkTYwO+Ljsjgif+Np1/PLWd75dXtdvu5JrLhg141AVA5kWnsfuZ14PuF7pO1qVnAuAqLmPRvAvxVtZ0HGSYFDz/Dt8VR7Fy9InsLGjEZtOYf3gy552eRU5WBAAffF7i/7IGcQem6e/qcvUleWq1JgjKzyoU/UN5lY/7ny6juNyHrvlvW18vbeTlD2v4+cVJTBunHtSCkZag8dvLIliz3cfm3X7xPjdNZ+YYCw5b8Hu7pgmOnaYze4xk425Jk9ufKjI+RwR8nRCCU2drxEdLvt9o0rw3qEDXYMpwwbHTNGyWgfUlkXaNaIeg3hX8/iwEpMb6hZnCimZKq12dxri9Jut3NaJZoiirExgmxDhheKogO9EfkeIzJJV1oVNDTAlV9V6SY1URzYFEmsG71w1GDrhWqS3Mnz+f9957j+nTp3PVVVdxyy238MYbb7Bs2TLOOuusvrBRoTgo+eq7ch5+cvs+W/2OceW6Gu7+60b+etek/jdsCJGe6uAnl3R/hV/TBLOnJzB7ekLXg4GcrAj+dvckyircFJc2ExVpYXhu5KCJjkk4chZJxx9OxeeLOnlSoevoUREMv+VKAHY+/BzeyppOKSQmgncm/4TNYgZiW72/RZ3b5L1PSvjw8xL+etckZkyJZ09Rc5cN0+obfDQ2GURHWfwP46Y5ZNqZ9gfKzyoUfY/XJ/nDE6VU1Pjvde0z6zweyQPPl/PHn6WRm6EeAINh0QXTR1s7tUQNh+gIwawx4flITRMcMVEwd5ygpNr/WaXEEVIk6W9GZVhYsSO4qDAsRcdqEXi8ZkDhAsDl1Slr7FjAo7oRlu+QlFRLDhmp4fGaXZZV9KeotH2hW0TvwTInUSj2h26LF0888QTm3snvddddR0JCAgsXLuS0007juuuu63UDFYqDESklz76SjxCdQ+/B//y5eFkV2/MbGJEXFdYx122q5ZW397B4aRU+w2TMiGjOPT2T4+alKIfWS6Qk2UlJ6lwsdE9RM6+/t4cvvi2n2W2QmxXBWSdncOIxaT0qaCoNAzQt7M9NCMGM//6Ttdf/jqJX3vd/qfZ+uSJHD2PaSw8SkZcF+It77itcACzPPZrNqdP952/3nTRMiSnhjvvW885/5hAVYdnb5SP49EoT0Lx6HZsfeoqyD75Cen1EjR1B3g2XkP2T89AsB3dEkfKzCkXf88PaJsqCtK+U+O9zH3xbx/UXJIV1vCaXyVfLXXyzwk1Ng0mEXTB3sp1jZzlIiFHibG+g64LMAB+HaUo27IE1O/0P+1YdRmfA1OEQF9kDHyv9fRe0bsyNEqM1puRZ2LjHh6ddWSdNwLBUnWEp/u9Adb074OtNCeWtwkXn8xZWQ2KpJCuxa5v8tksqq2upqW3AMAyEEERHRZAQF4PN1n2xSaEYLAh5kMWg1tXVERsbS21tLTExwfsaKxQDSUmZi3OuWhJyjK7BlRfmccUFwYtTtvDRlyXc99BmNNG2uqTtzTM9+ZhUbv/5GCVg9BGr19fyy7vW4PVKDLNl9cM/MT50RgJ/+u0ELJYw2rv6fBQ88Rr5/3qBxi07EVYLKScfxYhbryb+0Klh29O8u5jyj7/FcHuInTae+LnTWz97KSUf2sd1Uswk8NiR91HrTNwrTATm1zeOJicrght+syroGF2DmVk+5j91I0KINqFkr+CRcsp8Zrz+zwEXMJSv6DnqvVMMBR56sYIf1jaFbMNptwme+0N2l8dqaDL58wu1lFaZHY6nCX+RytsujSEj+eAWZfsKw5S89wPs2qemtBB+f3PmoZCREN78pqrBL4LsqfTPjyLtfhFkdDph148wpaSyzqTZI7FaBEkxGtZ2ixR7ypsoq3Z1kvfr3Taqmx0EEi5aiLDD8ZM11u1qpNEVvIYVQJKzGdPXuXCnEIKsjBScjtBd2fqaA9lPtFzbbY+VY3cOnWtzN9fxl58mD/rPpEfViBYsWMAll1zCnDlzKCwsBOCFF15g4cKFvWqcQnGw4nKHdkrgd0DhjCurcPOnh7cgZcew2Jbq3R9+Ucpn35T11FRFCDxekzvuW4fHY7YKF9CmDSxZUcUrb+/p8jimz8fyc25g/c330Lg1338Mr4+yD75i0bwLKXr9w7Btcmank3P1+Qy78VISDpvRQbQSQmBP7bys5bJEUBuRFFK40HXBhi11TB4fw4wpcQE7sAjh/5nwxt9Ayo4RHlKChLIPvqLg8d5t2zoUUX5Woehb3B4zpHAB4A2jiwTAa583UlbV+XimhGa35Il3GlS9mj5i+fbOwgX4XYphwPtLwReiuGULRVWST1bD7oq2+VGjG1buhC/X0cGHh0ITguRYnZxkC+nxegfhAsBm0QLGJXqMrqNzmtzgMyA7QIRne6JsZkDhAvYWCy2pUN9HxZCl2+LFm2++yQknnIDT6WTlypW43f7wp/r6eu67775eN1ChOBhJS3bgsIf+8/QZkuG5XTc3f++TYmQXIfxvvFfYbRv3paTMxQuvF/DPp7bx2jt7qK7p3VZdQ5Gvvyunts4XtM2blP733uhiYrXrsZcp+/Cbtljmltf7DJCSVVfchqeiKvgBukHO1ef7l6vaocmuRTLwCxhCCO67YwKH7q0Xomm0psZER1m4ZUIhqTU7A+dD7WXnP//TQ+sPDJSfVSj6npw0W8g21wLITO06vL6+yeSHDZ6g93lTQmG5wY7C/WsRbZiSNTsMPvjey0c/eNleZBz0D6CmlKzeEXy/BJo9sL0k9HF8hmTh5lYNvRPldbCh63WGsEiIsQWMrRBdVrLYO05AXJSVkRnO1i4v7Y+XFGPBJhtCHsNnGDQ2Ba67oVAMdrotXvzhD3/g3//+N08++SRWa9tNfe7cuaxYsaJXjVMoDlYcDp1TjksLOrESwv8gOG9u150sNm6tD1nt2JSweXtoRxcKw5A8/MQ2zv3JEp58cSdvflDEI89s50eXf88Lrxcc1JOrDVvqu6xpUVntoSqE0COlJP+RF4IfQEqk18fu59/uqZkdyLvxUpzZGR0KaNoNN+k1OxEhvkiGIVsLnEZGWPjLXZN4/pGZXHVRHhednc3dvxrHO/+ZQ07BckKFxSIlTdsLMFyB84IPBpSfVSj6nvmzo0JGXkjghLnRXR6nsCxwm+z2CAH5xT0XLwrKTO5/ycVLn3tYuM7Ht6t9PPG+h3+85aam4eD1sY0uaOpinUQTUFIdekx+uT+iIRRbiv1iyf5i0TUykjp3sXFYfIT0jUB8ZNtiQFKMjRmjYhie5iQ90U5OsoOpw6PJSrQSquZUC26PWmBS7D+PPvoow4YNw+FwMGPGDBYsWBB07FtvvcVxxx1HcnIyMTExzJkzh08++aTb5+y2eLF582aOPPLITttjYmKoqanptgEKhSIwV12cR05mRCcBQ9f8lbd/98ux2G1d/wlbrSJUtD9Aj4pGtvDUSzt5/b1C9jaNwOeTe1NUJI8/v5N3Py7u8bGHOroe3lpKqFxa0+WmaUdByEgFNEHdyg1h2VRZ7WH1+ho2b6sPGPFhS4hj7oJXSTn16A5pInOLv0IGUdN0DTLSHMw5JLHD9uG5kVx+fi7XXDqMY49MwWbV0Gw2RFe5w5pAWA7eAnfKzyoUfU9qooXLTosHYN9bkgCmjXNw1CFdRzeGc6uSsud+trLO5Mn33TTsXSg3zba0hpIqyZMfuPH6Dk4BI9xu212Nq24MmRUJgNsLrjCe900pqWk0qWowcQdJO0qNd5CTEtHhO+G0+rDqZsgIjNHpHX2wrglS4mzkJDvISLTjsGldXkcLosu+YIr9xZRD76c7vPbaa9x8883ceeedrFy5kiOOOIKTTjqJgoKCgOO//fZbjjvuOD788EOWL1/O0UcfzWmnncbKlSu7dd5uVw9KT09n27Zt5OXlddi+cOFChg8f3t3DKRSKIMREWXnsL9N4+a0C3vmomPoGH5qAw2Ylcum5OYwbHV4xnTkzE1nwfWXQ/bouOGxWYtD9oahv8PHqO6FjKZ9+OZ9Tj0/fL4FkqDJ7WjyvhXh/hIBhORHExwUPTRYWnaBtZ1qPI9Dsodv5lZa7ePjJ7Sz8vqLVQaUk2fnxhbmcenx6h7GOtGRmvvEvmveUULd6I5rdxglzppH4QTlPvJCPrgkMU7aalZhg58HfTw7rM045eR57nn8r+ABdJ/nYuUELdnoqqyl46r8UvvgOnqpaIkflkXP1+WScf8qAF/nsLZSfVSj6hxMPjyYl0cL/vqplc77/yTQxTuekw6M54bBo9DDuabnpFiIcgiZX6Jn/xBE96/Dw3TofezMEO2FKqKiVrN1pMH3UgXH/6w4RdkiIgqoQwaOmhNyU0McJd3qih1gvklKyq9xke4mJe2+QjQDS4gXjs3Ts1o71pZLjHCTF2mlo9mGYEodNZ6ypsWCT2UEkaendNSFLhFV41Ga1YtF1fAG6hrUnMrJz9EfLddQ1eSmvdtHk9qEJQVy0jeQ4B3brwbuooOjMgw8+yFVXXcVPfvITAB566CE++eQTHnvsMe6///5O4x966KEOv9933328++67vPfee0ybNi3s83b7Tnfttdfy85//nGeeeQYhBEVFRSxevJhbb72V3/3ud909nEKhCEF0lIVrLxvOTy4eRmOTD7tdDyvaoj3HzUvhqRd3UlPnDRjaKk3J+T/K6pF93y+v6rKgWXWNl/Wb6pgyIbZH5xjKzJwaz7CcCAr2NHUoltqClHDx2TkhO71oVitJxx1GxReL/dXHAiB9Bqmnzg96jIpKN9f8ciU1td4OynpZhZs//XML1bVeLj03p9PrnFlpOLPSWn+/7LxcDp+dxP8+LmZbfgNOh868uUkce0QKDkd4k5rU048hYkQOzbsK/TU79sU0GfGrqwO+tnHbLhbPvxh3aSUtX2ZPRTXV3y2n8IV3mPnu4+hdiDhDAeVnFYr+Y/o4J9PHOXF5THw+iHSKbnXfsloEx8928M43zQH3CwEzxtpIjO3Zg9+qbUbIFVEBrNl+cIoXQghmjpR8uirYfr+4kd1Ft9vMBNhUFHpMYhQdBIh92VJksr20o6OXQEm1pLbRx9yxFmyWjq8XQhAd0VHUOm6Sxp4qSVGVxDAhNkKQlyKIcYbfGj0hPoayiuC5MhERDuwB2qVKKdlT3kh5Tfu0TUlZtYvyGhcjM2M62as48Kirq+vwu91ux27vWCTW4/GwfPlyfvOb33TYfvzxx7No0aKwzmOaJvX19SQkJHTLvrDudGvWrGHixIlomsZtt91GbW0tRx99NC6XiyOPPBK73c6tt97KjTfe2K2TKxSK8NB1QUx0zxyG06Hz93snc8v/raGqxtu6Wq5pfid3581jmDCmZy2RmprDy+ENd1x/4TMk3/1QyRffllFb7yU7w8mpx6czdmTX+c3dQdMEf71rEjfduZqiElfre98SuXDF+TmccHRql8cZeds1VHz2XcB9wqLjzMvyp3kAdQ1eGhp8JMTZWgWF517bRXWtJ2he9pMv7uSkY1JJSui6ddrw3EhuvnZkl+OCoVmtzP7oGZaceCVNO3YjdB1pmiD8DwyT/n0vifNmd3qdlJJl59yAp7yKDhey9/8rvvqerff8k7F//GWPbRtIlJ9VKAYWh02DHmqfJ811UlFrsnCVG03z35Za2pGPyrZw+SlRPbbL04X7lISXztDf1DRK1uRDea0/tWZ4GozN9Is9vcnYLKhphB+2dg5SjHHC6bPoUoxKifXXk6hpDF4tYsLejrmmlLg8/jmUY6+Y0eiSnYSLFiT+uhw7Sk3GZnYtYFl0QV6yIK/rkmZBiY2JwuczqKqp67TP4bCRnhJYzamu9+wjXLQhJWwvqmfSsDj0UCEoiiFPdnbH9tB33XUXd999d4dtFRUVGIZBamrHOWxqaiolJV1UyN3LAw88QGNjI+edd1637AtLvJg2bRrFxcWkpKQwfPhwli5dyh133MHGjRsxTZPx48cTFdXzG7NCcTDj9Zp8s7iCDZvr0HXBrGnxzJgSjxZuMmcYjMiL4rUnZ/PFt2UsXlaF12cydlQ0px2fTnJiz3t952RGhD1u644GXnl7N98ursDjNRmWE8k5p2Zy8rFpYYXm9ha1dV5+8bs1bN7e0DrJXLWulnc+KubsUzO4+ZqR3Vp164q0FAcv/OsQvlpYzpcLy2hqMhieF8npJ6Qzclh4983EebOZ/MQfWfvT/0OaEqREaBrSMHDmZjL7o2fYsK2JZ17OZ+nKaiT+WifHH5XKZefl8OEXpR2FCymJdlWjSZM6RzxoOh9/Wcol53SOvugLIoZlM2/th5S88zml732B6fYQM3kM2VeeiyMzsJhT/d1yGtZvDX5Q02TXv19m1G9vQHc6+sjyvkP5WYWi79hd4mHRigYamk3SEq0ceUgU0ZG9FwKvCcHlJ0cxb5qD71a7qKg1iY7QOHSijbF5VrT98CnJsYKiytAdw1LjBR6fZMlGgyUbDaobwG6FKSM0Dp9oITGmf9M2V+2UfLmmo5iwvQQWbYJz50oSonvPHiEEc8bCyAzJul1QWQc2K4xKh1EZ4dUaEUJw1ATJl+ugtqktVaPl3+nDID0eNhUa7KqQePcGDcY4YWSaRn2TbB3bRvttgoIKkzEZWq/OL0JdT1JiHNHRkdTVNeD1+dA0jeioCCKcjqA2lFYHjh5qwTQlVfUekuOGno8dCKQp/XO2IUKLrbt37yYmpm1Rc9+oi/bs+12SUob1HX/llVe4++67effdd0lJ6SKvax/CEi/i4uLYuXMnKSkp5OfnY5omkZGRzJw5s1snUygUHVm3qZbf/GE9NbVeLHuLO77y9h6G50bwl99NIi2l9xyE06Fz6vHpneob7A9TJ8aSmeaguNQVMKxV02DKhFh2FjRy5/0bQLb1St+xq5E/P7KFRUsruff2Cf1WE+Puv25k205/gmzLA31L4co33y8iM93Jeaf3LI0mGHabxonzUzlxftdRFsHIvuJsko87nN3Pvk7d2i1odhupp80n7YxjWbqugdvuWYWUbU1xvV7Jx1+UsOiHSjyevRcqJVP2LOTQnR+T0FQOQIMthpV58ykuunw/r7J7aDYbGeedTMZ5J4c1vmrRCn+URog8Xl9dAw0btxM7fUJvmdlvKD+rUPQ+Xp/kXy+VsXBF495oQ/99//n/VXLFmYmcdETvpjPmpVvIS+9dkfHQ8RbeWuANut+UMG2UzlMfeiksb/MBLg8s3WSycquHq062kp3cP6vlu8r8wgV0rtPR5IY3F8OPj5UhC1X3hOQYwdGTev56p01w0jRJURXsrvR3H4mJgJGp4LDB4q0GNY0dX1PXDCt2msQ424QLISQ23YdFa6sLZZgCj6FjmOEVeO0t7DYryUnxYY2VUtLs7rotekOzV4kXBzgxMTEdxItAJCUloet6pyiLsrKyTtEY+/Laa69x1VVX8frrr3Psscd2276wxIuzzz6befPmkZ6e7s8vmzkTXQ/817djR4iGywqFopXCkmZu/r81rQ+WvnadH3btbuamO1fzwiMzsdsHb4EkIQR33DyWm/9vNRiyw+q+roHTqXPd5cO56c7VnTpbtExqFv5QydsfFHJuAMGgptbLFwvLqKzykBhvY/4RycTH9rymwfb8BpauCt0z7aU3dnP2KZn9Eg3S7DJYta4Gt9tkxLBIsjNCR7I4MlMZ9duOaQM+n8kfHtyEacpOE0XDhNr6tknv/M1vMDv/sw6rQ1GeOg7f8i6u/xRhXv/sgBe9bGo2+Pq7ckrKXcRGWzn6sGQS4m3+SWA4vVuC9Rce5Cg/q1D0Po+/Vs53K/1PnO39k2HA029UEhulM3fa4I5omjlGZ+0Og22FZsA74FFTLKzPlxRWdL5DmhK8Brz8hZdfnWfrFNFpSsnW3QY7iw0QglFZOsPT9y86YOm24DWmpYT6Ztha5E/36A/KayU1jf5IlMzE0N29NCHISoSsfWqYby81OwkX7alr9rdv1ISJ0+rP82l5C4UAXZM4NR9Nbp2YiIH1sVJKapskFfUSJMRHCRKiDr6C6or9w2azMWPGDD777DPOPPPM1u2fffYZZ5xxRtDXvfLKK/z4xz/mlVde4ZRTTunRucP6C3riiSc466yz2LZtGzfddBNXX3010dG9kxv+6KOP8te//pXi4mImTJjAQw89xBFHHNHl67777jvmzZvHxIkTWbVqVa/YolD0J6//rxCvxwxYh8AwJUUlLr5cWM5Jx6R1HtDLuD0mq9bV0NDoIycrglFhpjOAP7Li8b9O46mX8lm8rKq1psPRhyfxk4uHsXhZu5X/QEh4471Czjkts3XCJKXkxTd28/RL+RimbK0R8Y+ntnPlBblcfn7oIpfBWLKiujVVJBiV1R7ydzcyIq/vJrSGIXnu1V28+s5uml1txsyYHMdtPxtNZlrgKuCBWLS0iuraEKtyew+fWbuD2fmfAZ07yQskzjU/UPTq+2Rd8qOwz93bvP9ZMQ89sQ2Xy8Si7/3Mn9zO+WdmccG8QwlY9bQd1sQ4oseP6CdrexflZxWK3qWs0svXPwRvQyGAVz+sZs7UyH4J5S+uMCiuNLBZBKOyLdht4Z1T1wRXnGjjq1U+Fq330bS3ZWpSrOCoKRYmj9C4/2Vv0IZUUkJtI2zeYzIup00QLa02efqDZsprZGsr0U9+gIwkjatOdpAQ030h2DQlBeWhxwgBO0v7XrwoqZZ8scZfc6MFpw0OHSOZnNd1HYz25JeH9j0AJuC0+CMX9j10y+9bCj3MGKn3y/ctEC6PZMUOHzVNbfMACUQ5YPpwC5EOC42u0EVWVMHO8JEydJf7wUZ3bf3FL37BpZdeysyZM5kzZw5PPPEEBQUFXHfddQDcfvvtFBYW8vzzzwN+4eKyyy7j4Ycf5tBDD22N2nA6ncTGhh8FF7b8d+KJJwKwfPlyfv7zn/fKpKqlP+yjjz7KYYcdxuOPP85JJ53Ehg0byMkJnntdW1vLZZddxjHHHENpael+26FQDARfLCgL+SwmBH0uXkgp+e+7hTz76i4aGtsc1ugRUfz6xtGMaVfAUkrJ+s117C5sJjLCwiHT4nHuLQg5ekQ0f/ndJOoavNTV+YiPsxK5d3Vh07aGkJ0+JVBY4qLZZRLh9B/vjfcKefz5na1jWqJSDEPy1Ev52O0aF56ZHehwHais9vDOh0V88nUpDY0+7HYtrJuz19c2yGdIdK17E52ueOCxrfzvk+JO21etq+G6W1fyzMMzwq5FsmtPU6u4E4qpuxdgCA1dBvnSaRq7Hnt5wMSLLxeW86d/bGn9vfUzl5KX39yNruUwcdYUalesC9ylRAiG/ewyNNvQ7Tai/KxC0Xv8sLapS99TVOalqMxLZmrf3TdKKg1e+qSJHUVt9y27FY49xMGJc+wd6mHUN5lsKfC3Rs1N00lL9PtEiy44boaV+dMs1DZINA1iI/1FjkuqzC6LemoCCisk4/b+yTc0Sx55q7m1vWt791FSafKvt5v51YUROLoQWKSUbCww+X6DQXGVxKKD1dnFeyk7nq/lAa83g+bKaiWvf9d5oaLZA1+t9aeEzAiz7rQpJc1hFER1WCS6FtoPN3kk9c0mMRH9H1FrmJLvt/po3luPs72ljS74fouPKTkOGl3BBT+LLkiI7nmdNMWBxfnnn09lZSX33HMPxcXFTJw4kQ8//JDc3FwAiouLKSgoaB3/+OOP4/P5uOGGG7jhhhtat19++eU899xzYZ+327FLzz77bHdfEpTu9odt4dprr+Wiiy5C13XeeeedXrNHoehPXK7QuYVSQmNT33bpeO7VXTz98q5O27ftbOCG36ziiQemMzw3knWbarn/4c3s2tNWzMnp0LjsvFwuOSe79cE+JspKTFRHVd5qaWk7F9qpt6RpeLwmz7zS2aZ97T7r5IyQKTU7Cxq58fbV1De0axFbH/KwADjsGukpDl59ZzdvvV9EUakLi0Vw5KFJXHR29n53JNmxqzGgcAH+wIK6ei8vvbE77I4eEU4dMwxFZnJkFQQTLgBMk4bNA5OOIKXk8edDn/uVt3fz+jMPsu5HP6Zp267WuGRh0ZE+g/RzTmTEr6/tJ4v7FuVnFYr9x+U20QQYXdwem919tzRaWWvwwCsNuPY5h9sLHyxy0dhscu4xEXh9kte/bGbxuo5doUZm6Vx2UkRrm1VdEyTsU3wznMYPcp9xi9d7aXR1TjUEv7BQVS9ZvtnHYZOCr7JLKXl7oY/lW80OIlGc1UTTg7eblUBaHJTWwKqdkF/uf21sBEzMgfHZ4V1TKL7b4L+OYJ/sok0wIUd2Kc6AP0IhlAjWMiYmAlyBG3V0oMk9MOJFUZWkKYh9En9Xm5pmC+mJToorOxfu1DXByMyYXi0mrxj6XH/99Vx//fUB9+0rSHz99de9cs4BSw5u6Q97/PHHd9jeVX/YZ599lu3bt3PXXXeFdR63201dXV2HH4Wip2zcUsfjz+/kH09u4/3PimnuQoAIRU5WRKfQwvbomr8tZV9RVe3huVcLAu4zTb+I8OQLO9m8rZ6b7ljD7qKOzqzZZfL48zt56qX8kOeZc0hip3oX7dE0mD4pDrvNfztaubaG+obQok1jk8Gy1TVB95um5PY/ru8oXISBpsFJx6Rx5/3r+dczOygq9cfn+nySbxZXcO2tK1n4Q0X4BwzAR1+UhJyYGSa8/3kxZpgVqo84NKlTGsi+ZKU7SMpJ6BzLug+WqPC6x/Q22/IbKSx2hRzj80l+2G3hiGXvMOmxe0k4fAZRE0aRcup8Dnn/Saa99PcBr9cx2FB+VjHUaGw2+HhhHc++XclrH1Wzu7jnPUAzU61dZZqha5Ca2Hf3jY8Wu3C5ZcCC1gBfr/RQWuXjqf81smht53bWOwoNHni5gfrG4BeSGCuI6yLLUUoYk93meJZtDp5m0sLyLcHTEQGWbzVZvtVsPX4L7VMhA6FrEOGAd5a0CRfg7/Lx3Sb4eEWXGYIhaXRJdpWHFhsM0193IxyEEGTEiZB+VgJJYXZQ6c/uau0pqur6TS2sMklPjGBMTiwJMTYcNp0Ih05GUgTj8+KIcCgfqxh4Buxb2JP+sFu3buU3v/kNCxYswBLmJPX+++/n97///X7bqzi4qWvw8tv7N7BiTQ267ndiPsOfj/+7X47l8NmBe2aH4qxTMrn/4c1B9xsmnHFixn5YHZrPvy0LuWJvmv5imk3NPnxG4NocAC++vpuzTskkMT5wqOhhsxLJTHNQUuYOmNpgmnDxOW0pIO3TV0IRKipl2apq9hSFbvnVHrH3P6NHRBMTbWH1+trOxS8Nf+Xw3/91I+/+Zw4RPSy6VVHl6bLspMtl4nIZYZ0jJcnOKcel8f5nJUEna1ddPIz07SdR8dl3QY8jdJ2MC07t8nx9QVdiFfiFpYYGH5bICHJ+ch45P+leX/CDEeVnFUOJL5fU89Qblfh8Ek33P3y+8WkNh06J4MaLklsF7nCZOTGS6EiNhiYz4L1R02DOtMhebZnaHp8hWbrRG1S4AH86x8eL3azbEfgeaEqob5J8tcLN6UcEroWkCcG8KRbe/S7wMTQBeWmCjMS29685jAiBriJSvlsXePHG7TaxWsXeyMiWhqN+7VwAx0+FhRv93dUCOcPdlbCuAKbkdW1jIBrDuDZNQENovbwDI1I1imqMgPYKINoJuUk6JdX+lJRQ543vo+9bV3i6CkGizfZIh4XItN6puXQwY5oy7IWowcBQsXXAy7KH2x/WMAwuuugifv/73zN69Oiwj3/77bdTW1vb+rN79+79tllxcCGl5PZ717FqXQ3gf4htycdvdhnced8G1m/u/krjCUenMmdmQtDCTpeem82o4X1XNLKiyt3lCoCUsHxNbcjoBVNKvlhQFnS/RRc8eO9kkpP84kZLXmtL27pbrh3J7OkJreOzM8IrVpmZHnzc2k11Ya1uREVasFoEWRlObvzxCB7+w2T+90lxyMJnzS6TT78Jfr1d4e+cEdo2u03D4Qh/gvOL60ZxwlH+B1RNA4tFIIT/35uvGclx81LIvOBUnHlZiEB92nQNPcJJ3vWXdOtaeouM1K7brpkmZKar9mw9QflZxWBn2bomHnu1Aq/P3zHDMNrqFSxZ49/XXawWwc8uSUGIzvUUNA3ionUuOyMx8It7gWa3DPkgC4CAncUGoSLxTQmL1oaOQJk1RuPISf57e8uxWv7E0xIEF87vmP6RGi9CBuJpAlLigj8ieLySsprgDzoNDQaNDT5suj/SwmaBcVlw8TzwGKLLyIp1u3pe6DAijJIMpgxvXAsxEYJZI7TWNqctQgxAbCTMHqmj6xo5yaHrfWQlWfutLfy+RNlDR49A994ThWKgGLDIi+72h62vr2fZsmWsXLmSG2/0two0TRMpJRaLhU8//ZT58+d3ep3dbsduV3+Nip6zal0tqzcEFiekBITk+f8W8Of/m9it41p0wf13TuDlt3bzxvuFVFX7QzRzsiK45OxsTpwfuk/y/pIQbwuZzgFd53mCPw+yqjr0xCozzcnL/57FVwvLWbCkwt8aNC+S009IJ2OfzhqjhkcxclgkO3Y1BhRNNOF/j8aPDr4qoGthGA78+69TyctuS82prvFQXRM6VFbXBVt3BC9o1RUnHp3Ka+/sCX58TXDSMWndyiu1WjV++4uxXHZeDp8vKKOu3kdGmoMTjkolNsY/adUjnBz6+fMsPeNaGtZvRVgsIEB6fdhTEpn51mM4c/ou0icUaSkOZk6JY8XamoCfuRAQG2Pl0BkJnXcqgqL8rGKo8NrH1SHba363spHzTvSSkdK9TgfTx0dw700Z/PfjalZv8kfjWa2Cow6J4rwT44mP7btpsMMm0HW/EBMU6RcTu1rwbGjuylcLTpxlYepIjaWbTSrrTBw2wZThGmOytU7+ZO5EK9sKg4comBLmTAz+XodTv9rjMUmPhbOP6HictQX+B/9QV1Tv8kcBWHvw8UQ5BNlJkj0Vwc+hCRid2b3jJsdoHDdJUFwtqW32d2hJjdWIj2wTiDMTLBiGZFe5fx7R/jozEy3kJg9cp47sJI3imtBqWk7SwESFKBTdYcDEi+72h42JiWHt2rUdtj366KN8+eWXvPHGGwwbNqzPbVYcnHyzqAJdF0Ef9A0TFi2txO0xux3WarH4i15efHZOayREYhgr873BsUem8OizO4I+42sazJwSz9JV1V3kjsqwOmPYrBonHJ3KCUeHFmWEEPz6xtHccPtqfL6O6SqaBhZd4zc3jQ75Hs2YEsdTL4W2JzHeRlZGxxoPVmt4n5+tm59ze0YNj+LEo1P5+KvOHRw0DSIidC45p+tOKoHIyYrgxxfmBd0fkZvJkSvfo/LLxVR8sQjTZxB/6FRST5uPZh3Y9mc/v2Yk1/5qJS6X0fEz3/sx/+Zno7FYBjxYcEih/KxiKFBe7SO/MLQArglYsqaRM4+N6/bxxwxz8H8/TaehyaDZZRITpXfbV/cEq0VwyFgrP2wInjpiSshOtVBVFzq9JCYivDlBWoLGaXO6vrYpIyyMz/OxMd8I+IA/c4yFMdnBH2StFkFWsqCwInDRT/Bf28iMzrZogq7VC/av+8hh4+C/C/3nCHSa2WPAGWar2vbomiArURCsy6sQgtwUG+nxFkprDTxeE6tFkBJnwRHm/KKvSIwWZMQLiqoDv/GJ0YKMBFWMszeRUiKHUK/UoWLrgFZe6U5/WE3TmDix48p2SkoKDoej03aFojdpavZ1uYovJbg9Ro8nRLouSE3u35D4pAQ7l56bw39e61y0U9PAatG4/srhPPliPouXVQZNHdE1wTFHpPSqbeNGx/D436bx+H928v3yqtbtM6fEc+1lwzq0cA3ExLExjB0VxdbtDUHDUy84M6tT+GZUpIUJY2PYuKUu6PUahmTuIT0PNS4udWG1aeha56JkY0dGc+fNY0lL6bvvghCCpGPmknTM3D47R08YlhPJk3+bzr+e3c7iZVWtf3JjR0dz7aXDmDElfmANHKIoP6sY7Li6KPAIIDRodu9HFUcgKkInqp+7PJw0x8HqbV7cHgKKE0dMsTFznI2VIYpjCgGHTe7dVq6aJvjxSQ4+W+5l4RoPjXvrP0RHCI6aauWoqdYuF1GOmKTzypeB62wIAVFOmJDXeU6UlwKbCoMfVwCZiT3vOCIl1LsEGcmSJrf/Grw+icvtP/bs0TB9RM+OHS42q0Z20uAS24UQTMnTiXaa7Cxra69r0SAnWWNUutahba9CMVgZUPGiu/1hFYqBIDszossMhNhoC1E9LOA4kPzk4jycDp3n/1tAU3NbOGFuVgS3/3wMI4dFce1lw1i+phqPJ3DRzqsuziMutvdX7UcNi+Jvd0+iqtpDVY2H+Dhb0KKg+yKE4L47JnLTHavYU+xqDUduCeE9+dhUzj8j8NrJZefm8Ot71wXcp2swPC+SGZPjenRNO3Y1cv2vV9Hc7OsgXAgBMdFW7vn1+D4VLgYzps9HmsPF/beOpNatU1bpJjbaSnoY9TAUwVF+VjHYSYy3YLGAL0TdXsOAzG6mjAwGkuJ0fnFhNC981ERBaZuPtVrgmJl2TpnrQAiYPsbKys3eTlECmoC4aMG86b2flqXrghNn2Th2hpWKWokAkuKEP+0yDCbm6RwzTfLFSn/NjvbijNMGVxwfuL5DTjLERfq7iwRMEwKm9jDIS0r4bjPsKAXaVXiwWvzRIlPzJJNzD94HdClN8pIleSk6jW4BEiIdhP2ZKxSDASGHSoxIL1FXV0dsbCy1tbXExMQMtDmKIUBltYezrvg+YKcM8EcpXHZuDj+5ZOiGVLtcBsvWVNPUZJCd4WTsqOgOqy5bttfz50e2sHlbW62H2GgLP74oj7NOyeiXNJee4HIZfL6gjM++LqO+wUdOlpPTT0hn2qS4kDa/+UEhDz++zV8TQvonkIYJw3MjePCeySQl9Gwi+eOfL2dbfkNAEUjXBDOnxvHA7yf36NhDFXdZBetuuoeyD7/BbHaBJkg5aR4jb7+e+NlTBswu5St6jnrvFN3l0VfK+WZZ4HsjgNMuePKenH5J9+gr9pQZFFca2CwwJteKo13agmFI3l3g4ttVbrztRJwJwy1cdHwEcVGD97oLK0yWbDIorpRYLf5oi+kjdZz24D62vhneX+YXMFoySFpGHznBX9yzJ+SXwbcbQ485faZfPDmYqKupprG6AtPrD7HRLFai4hKJik8asPnbgewnWq7t5w+VYHcOnWtzN9fx8M1pg/4zUeKFQhEG73xUxN8e3dppdUHTYHhuJI/+aWqPW2cOJbbnN7CnqJmICAtTJ8SGXSNiKFJa7uL9z0rYuasRh0PnqLlJzJmZ2OMe7Zu21fOTW1Z0Oe71p2YfNNEGOx95gQ2/vI9OTyyahtAEM996jJST5g2IbcpX9Bz13im6S029wR1/L6Ky1tep5o0EfnlFCrMnH/hPnM1uyfY9PnymJDvFQmLsgetjDRN2lfsFB58BidEwNtMfCdBTPl4J5XXBy2kIAWMyYNbInp9jKOHxGhTtKcTqre0gELX8vz0iisTMvAERMA5kP9FybTc9OPTEi3/8YvCLFwf+05ZC0QV1DV4++ryUZaurMU3J5PGxnHp8eocUhR+dlEFSoo3nXi1g09Z6ACKcOqefkM6VF+YeFMIFwIi8KEbk9V371sFEarKDqy7K67XjbdsZXoeS7bsaDgrxouDp19lwyx8C7zRNpBSsvPSXHLt7IbrzwH8/FIoDFSkl67e7+XZZA5W1BgkxOvNmRjJhpKP1oSkuWuf+WzJ47eNqvv6hAa/P//g5boSDc0+IY8LI8FpoD3WcdsHEEUMvPaYn6BoMT/X/9BbVjaHrgEoJlfW9d77BjM8w2bG7nChfLUCHNqkt/+9uaqCptorIuL5rGaxQ9DYHxxOXQhGE1etrue2etTQ1G625l0tXVvPca7u499fjOXx2UuvYw2clcfisJKqqPbg9JokJNmwHcOSBonex28IrFBfuuKGM4XKz4dd/Dj1ISny19RS/9QlZF3fujKFQKAY/Xp/koefLWbahGU3zB1lpGny7vJHp45z84vJkrBb/o1RstM415yZx+RkJ1NQbOO0aMVEH/v1Q0XtoGhC6GygHS9OqyppmLL7GLsc11FQq8UIxpFDiheKgparaw613r8XlNjoUjTIlmF7Jb+/fwHP/nEFedsdQ1YQwi0YqFO05ZGo8Fl3gC9JyFyAyQmfyuN4P1XN7TL5cWMaiH6rw+UzGjIzm1OPTely7Y38p/2QBRm3Xy1/CotOwYVs/WKRQKPqCF9+rYvnGZqAtO6zl35Wbmnn+f1VcdVbHBye7TSM18SB5wlT0KrlJsLUkdIO47KTg+/aHBpdBSbUPl1di1QUpsRbiIrUBqylRVdeMgxBVcPfi87iRUg7a2mUKxb4o76A4aPnfp8W49xEu2iOl5M33i/rXKMUBS1yslTNOTCfU/ODCM7Ox23t3pXHX7iYuuGYJf/z7Zr5ZXM6CJZU880o+Z/94CZ98Vdqr5woXd0l5WOOkKdEjVMqIQjEUaWgy+Pz7hhA+Fr5c0kB9YxdL5QpFmIzL6pge0R4BOKwwohfTVMA/V9xW7GbFdhfFVT6q6g1Ka3ys3eViTb4r5IJFX+IzTGTQd6MNIYQSLvoIU8oh9zMUUOKF4qBl0dLKgH3XWzBMWLikov8MUhzw3HjVCI45Ihnwt6nTNFoLgJ55cjqXnZfTq+dze0xu/r/VVFV7gI4rn4Yh+cPfN7FuU22vnjMcHBkp4Q00TVJPP7ZvjVEoFH3Cxh1ufF3oEj4DNuxw949BigOe2AiYP7EtNUTQJmY4bXD8FH/b1N6ksNJHUZU/wmHfKWVtk8mWwoH5flt0DQ+OkPKFBBxRsf1lkkLRK6i0EcVBi9cbpCdbO3y+oaFCKoYGVqvG3b8az4Vn1vPJV6VU1XhJSbJx0jFpDMvp/Ur6Xy4so7zSE3S/JuDlt/Zw3x39O3lJPuEIrAmxeKtCCyfJJx9FzKQx/WSVQqHoTcL1n8rPKnqTjAQ4Zw7sKIWKOn+HkfR4yE32FwntTUwp2V0R3McCVNQbNHtMnP3c5jcx1klJhYGBjobRScRo6TgSndBHeTQKRR+hxAvFQcvEsbHsyG/ECKJh6BpMGDN4WwUphi5jRkYzZmR0n59n0Q9Vndr7tscwYfHSyn7Pd9VsNsY/eCerr7gt6JiYaeOZ/uID/WaTQqHoXYZlhVcfakS2qiOl6F1sFn/bVTL79jyNLhNvGFlP1fUGzn6u45IY66SqzkWdJ55oqrFg7BMZIkjIyMFqPzg6+QwEUkrkEEnFAIaMrUq8UBy0nHlyBm9/GLymhWHCOaf3sec7CPH5TBYsqeSrheU0NvnIyYrgtOPTGZ7b+5EHBzs+nxkyNQoYsHzcrIvPQLNY2PjrP+MqbKu9YYmLYfRdN5F3wyUqD1ehGMKkJVmZMsbB2q2u1pS19mgaTBzpIC3p4GgN2p+U15gs3WxQUiWxW2FCns7EYRoWXd1Te5NA3+uA4wbAzeq6xoiseArL6qht0LDiwYY/hcUR4SQ1LRWLRT0GKoYe6lurOGgZnhvJLdeO5O+Pb0PXaI3AaGnndtl5OcycEj+wRh5gVFZ7uPm3q9lZ0NT6Pi9bVc3r/yvkygty+fFFueqBtRcZPSKK75ZWBp1gCQEj8iIH7D3POP8U0s85kapFK/CUVeLISidu1mT1HVAoDhCuOy+R/3ukhKoao8MDnCYgIUbnuvNUi8be5pvVPj76wdcadScErN1pkrhccPUpNuKi1P21t4iwawg617rYlyjnwJQYtFo08jLi8HgNmt0+BBDptKL3dv6MQtGPKPFCcVBz9qmZDM+N5NV39rB8dTWmhEljYzjvjCwOm6UmVb1JQWETv/nDOvYUdmyb1yIaPfvqLjLSHZw0P22ALDzwOO34dJ57rYBgUysp4dzTs/rXqH0Quk7iEYcMqA0KhaJvSIi18Keb0/n4u3q+WtJATYNBbJTO/FlRnHB4NDGRvdtd6WDG45MsWm/w6TJ/8cgWsaglEry6XvLMRx5uPseGpgTiXsFqEaTE6pTWBs8dcdoEsREDKxbYrDo2q/pbUxwYKPFCcdAzbVIc0ybFDbQZByybttXz0OPbWLepLuQ4IeDF1ws48ehUtfLeSyQl2rnj52P4w983oQmBsXc2K4R/QnvskcmcNL+X+8YpFApFO6Ijdc49Po5zj48baFMOSAxD8uVqk2VbJV4fOBwWpJT4fLJDYXJTQlmNZOsekzHZ6kG2txieZqeuuZlmT+dFAl2Dcdl2Nac5SDFNiTkQOUM9ZKjYqsQLhULRJ3i9Jv/93x6eeCE/rBuilLBrTzOl5W7SUhz7de7aOi8ffF7C8tXVSGDK+FhOOz6dhPiDrzDcCUenkpHm4JW3d7N4aRU+QzIiL5JzT8/ipPmpaJqaVCkUCsVQpKLW5PUFJuX7NG4SQmCxgKbpuN1tUQGagM2791+8kFJSVgv55ZJmj78NaV6KICWGg+5B3WoRTBvupLDSS3G1D49PomuQGmchK9GKo5+7jCgUBzpKvFAoFL3ODyuquOfBTdTUerv92v1tm7dybQ233bMOl9toDZddtrKa/7xWwL2/GX9QpgNNGhfLpHGxrZWkD7bJpUKhUBxIuL2S95aYbN4jMYJkLAgh0DSJrguMdoWZg40PF8OUfLdZUlJDa70HAeyqkGTEw5zRoB9korhFF+Sm2MhNsfV79y6F4mBDiRcKxSClsLiZj78qpbrGQ1KCnRPnp+53REJ/sHFLHb+6Z12HyVK4REdZSE229/jcFZVufvX7tbg9Ju07PpkSvD6TO+9fz/OPzCQnM6LH5xjKqAmVQqFQ+PEZknU7TQrKTIQQjMwUjMnSBn00mpSSt74z2VUeXrcLi0XD2KtYmBIyk/fv+lbu9AsX0FZNqeXfompYvUsyfdjgfg/7EuVnFYq+RYkXCsUgwzAk/3hqG2++X4SmgSYEppQ8/XI+F56VzU8vH9ZrzrHZZfDep8X87+NiSstdxMZYOfnYNM46OZO42MDt61wug41b6zFMyci8qE7jnn11V496RQv87Wut1p6HWL77cTEeb0fhogUpQZqSt94v4uZrR/b4HAqFQqEY2hSUmbzwmZdGl7/DGMDiDZAYA5cfbyUptvdC/QvKTL5bb7C92O+Y8lIFc8frDE8Pfo7yWkldkyTCLkiL7/hAvKcC8sv8/9+Vq22JvrDZNKQp0YRk6oiep4y4vJKd5aHH7CiFidkSm0U9xCsObqTs+m90MDFUbFXihUIxyHjmlXzefL8I8K+qmO06Rbz85m5ioixcck7Ofp+nvsHHjbevYseuRpD+lZNml5vnXt3F/z4u5tE/TyUjzdk63mdInnk5nzfeK6Sp2b+Ko+uCY49M5ufXjCQmykpTs8HiZVU9ugFKYMPmOiqq3CQl9Cz6IlRbUPB3Nln4Q4USLw4ApJT4auoQFh1LdNRAm6NQKIYI/q4bXrx70yfa+4zqenjqIy+3nG3Dbt3/h+8lmwze+95obVsKsGWPZNNuH8fP0DlyUkchYXe55JMVBsVVbdsSY+C4qRqjMv1ix4bdskMb1K78raYJHA7/eWwWydYimJDbs+spr+v6fKb0j8tM6Nk5FIMHaRpI00DoVhVRohg0KPFCoRhENDb5eOXtPSHHvPB6Aeeelond3v3VkxVra3j17d0sX12D12cGfNA3Taiu8XD3XzfyxAPTAf+D4r0PbOTLheUdJi6GIfnsmzK27mjk33+dRlOTb7+U25Vra7jh16t45uEZREZ0//bk83UdQ+vrQTqLYvBg+nzkP/Ii+f/8D80FfpEvbtZkRtx2LWlnHDvA1ikUisHO4g0GXiPwQ7gpoa4RVm0zmT2u+z62yS1ZukWyeoekweWv3m+xiA61nFpEjE+XG+SlCnJS/KLE7nLJ818YneyqrINXvzU553AYl63h8rTZrmld17Bonwbj8QneXypBwISc7j+MhpOmAkNnBVcRGF9TPa7SXfhqK/wbNB17Ygb21Bw0S+CoXIWiv1AlcBWKQcTSldV4PKFnB41NBqvX14YcE4g33ivkpjtWs2R5FW5PYOGiBcOEDVvq2bK9HoDV62v5YkF54MmeCTsLGvnfJ0XExlhxOHp+WzFMKCp18d6nxT16/cSxsSELhekaTBwT01PzFAOMNAxWnH8TG2/7U6twAVCzbB3Lz7mB7X97cgCtUygUQ4E1OzoLBPuybmf3q1rWNUme/sTkuw2S+mb/A7wQAosusAfoOKEJ+H5j23k+Xu63K5hpHy0zMU1JfBT+PEv8kRddoQfQYL5a07MWjglhBrnFRXb70IpBgre+ioatK9qECwDTwF2+m4atKzB9noEzboghpUSaQ+hniKiOSrxQKAYRze7wJkzNru5NrHbsauShJ7YBfoEgXNZv9osX739ajK4HnyVJCe9+VIzVqnHqseno+3FnkRLe/6ykR68985QMjBATMsOEc07L7KlpigFmzwvvUPq/Lzov6+1V4jbd/jcaNu8YAMsUCsVQwePreoy7+42y+OAHs1W0aI8QAiHAtk89J1NCfql/cFmNpKQ6uHAB0OiC7SWSycNE6zlaWqIGEjGEAJtNBAz3b3TBri5qVwQi2rm3HWqQ/QJIi4Moh0oxGIpI06Qpf2PQ0BnT3YyreGc/W6VQdESJFwrFICIvK7wuGLnZ3euW8faHRT0SFFoEi+Iyd5fdQ8oq3ABcfn4OyUn2oBEQUZFdh+JWVXta/33+v7u49e61/Or3a3n1nd3U1QefVY4aFsVNV4/w297uelsKsv34olymTozr8vyKwUn+oy+2fZgBELpOwVP/7UeLFArFUCM1XoSMWNAEpCZ07+G7ul6yoyR4uoQQAl3vfN4WP1XbFN6KZ10jxEUKjpzYdiC/gOEXMXQdnA6wWgU2mxayTkGTy78yvLNU8tFyyVuLJZ+vkhRXhV6BnTVS4LQFFjCcdjhkhBIuhireugqkEVq581SVIo0wFECFoo9QNS8UikHE2FHRjMiLZGdBY8C0Dk2DCWNiyMvuXkzmuk213Yq4aGHGlDgAEuKsaFrofNfYGH8eZHycjcf/Np3HntvB59+UtdaYyMl0cuWFeXyxoIxFIQprCgEpSXYWLa3kt/dvwOtr6x7y/fIqnnl5F3/53cSgIsR5p2cxclgUr72zh+Wrq5ESJo+P5bwzMpkzM7H7b4ICgPp1Wyh46r80bNqOJSaK9HNOIu1Hx6LZbP1mQ8OGbSG/hNIwqFuzqd/sUSgUQ49Dx+nsKg3+8GVKmD22e/UuiqvDEx80ITD2OjRNwJgsv3oRYQ/vgT9ib7f0w8ZrRDtNFm6Q1Db6t1l0wcRcGJ0lePO7ro/lsEneWCQorGwr/CkErCuA8dlw7FSJFkD8iLALjpsM20pgR5nE7QWHFYalCkam0iuFTg9GpGHgqSnFU1sJUmKJiMKWmIFuc/SbDUZzI35ZKsT3WZqYHhe6UxXKVgwMSrxQKAYRQgh+e8tYrv/1Kjwes0MKhK4JIpw6v/7Z6G4ft7vtRzUNDp+VSObebiMnHJ3KV99VhBx/8jGprb8nxtv47S1juenqERSVuIhw6GRnOhFC4HRoLFxSGfzkEo6YncSd963HZ8gOK1lS+lu13vr7tbz6+KygXUmmT4pj+qS4bl1zdzBNiddrdrmydSAgpWTLXQ+x7f5/Iyw60meAplHy9qdEjRvB7E+ew5Ge0i+2aA47pjtEvq0msER2LypJoVAcXEwarrE+X2NdfmAh9MjJOlnJ3fOZ/kjDrgUMuc+YFpEkI8FfJ6KmMfhrbRYYmd7mbyYP05iUJ6msB58B8VF+4UBKSWxkm6gRiBgnbNwDRXu7mrT42ZZ/N+yGmAg4dEzg19utggnZMCG77/yfYUqEIKCAcqBhuBqp374a6WuLevA1VOMq201E1mjsien9YofQdML5HoeKgFS0IaXEHCJ1JABV80KhUPSMUcOjePrv0zn68KTW1AuLRXDcUSk89dD0bkddAMw9JJEQdSxbafFHY0dGc8fNY1u3z5mZyKRxMQH9la5BXKyVs0/tXEsiJsrK2JHR5GRFtD7kz5mZyCFT4wLao2kwPC+S6loPpimDVoP3eEz+90nPinruDzsLGrn3wY0cc/YCjjlnIadfupinX8qnofHADaEsfOEdtt3/bwC/cAGt0Q+NW/NZduZP+83hpZ99IsISYkXUlKT96Lh+sUWhUAxNNCG44GgLJ8/WiW3nTlPiBOccaeGEmd3vMpKTTJepmVJKTNMf3aBrcMFRFpLj/I5QCMFx00If4OgpGlZLR8cphCApRpAWL1ojHoQQHDdVBK1LATB3HGwrFiELl67c3v/duUxTsr3U5PM1Bh+sMHl/ucmSrQaV9UPjoaonSNOgfvuaDsJFe5r2bMHbUNMvtlhju45O1exONJuzH6xRKAIj5FCRWXqJuro6YmNjqa2tJSZGdR1QDG5cLoP6Rh8xUZYetUZtoaraw/nX/IDbbRConqUQMCI3kvQ0ByfOT+OwWYlY9inQ2djk476HN/PNIn8ERss609hRUfz+V+PJTA/fmbndBo88s533PyvB690bQqvB/MOT+cVPR/Hjny+npMwd8hhjRkbx9N9nhH3O/WX1+lpu+d0aDJ/sEBGjaZCTGcGjf5lKTNSB1UJMSsk3E0+icWt+yN53c756iYTDZ/a5PfUbtrFw1pmYXi/7fpGFRceRmcq8tR+hO/c/zFb5ip6j3jvFUMGUksZmvw+MdLBfkXSfLDdYvjX4urXTKomOkAxPE8wcrRMb2flc6/JNPl5u0twuwMxmgaMnaxwyOnDxzWDsKPHXsKhuaNsWFwnHTBE0e+CLNV0f49zDIDOxfyIfTFOyZJtJeV3H7S1zjenDBFmJB96aq7uqhKbdm0OOsUQnED18Ur/Y07BzXcdOI/sQkTsOW3xq0P3hciD7iZZru+b+3dgcQ+faPK46nrg9e9B/JiptRKEYxDgcOg5Hz0WLFhLibTzw+0n86vdraWpuaxOnCdAtgnt/M57DZyWFPIbToXPqcWnEx1opKXORmebkxPmpjBvd/Ruc3a7zy5+O5upLh7F+Ux2m6a/3kRjvr5/g83WtqXq9PSji0UN8huR3f96Az2t2En9MEwoKm3j8Pzv51Q3dT+kZzLj2lNC4JXRlcWHRKftkQb+IF9HjRzLznX+z/LyfYTQ0InQdEEifD2deFrM/eLpXhAuFQnFwoAlBdC9lmh0zVaOuyWRLod+3mrKtlsSoDDjrML3TosC+ZCUJZoyQFFX6a1iMyhJMzNOwWbovIAxPE1x9AhRXQ0MzRDkgPcEv0KzaGd66Zag6V73NzjLZSbiANjFoZb4kOUYecDU1vPVVXY7x1VcjpeyXNNXInLE05m/AV19FW1lW/6fgyBjRK8LFwUJLC9KhwlCxVYkXCsVBwuTxsbzx9KF89EUJy1ZXY5owaVwMpx2fTsJe0WDjljoWLavC5zMZMyKaw2cnYrFo5O9u5Nf3rKOwxNXageR7o5qlq6r58+8mkp3Rs9lfTJQ1YBHNCWNiWPhDZdAOJ7ommDg2tkfn7AnfL6uksjp4rQXThI++KOH6K4cTGXHg3FZNTxj9AoVAevqv73vysYdxbMECil55n5plaxFWCyknHEHKyUftFTMUCoWi/7HognMO1ygohzU7JfVNkminYPIwQU6KXzRweSTrd0lqGiVOu2BCjiA2UmBKyYff+1i41gdir/hhwuptUH+IhXlTehbVJ4QgI6Hz9tS4rl+rCUjqp8VXKSU7y0I/OEkJBRWSUekHlngRMnenbVCfm9GC0C1EDp+E0VSPt6YMafjQ7E5sCWlo1sB1xhSK/uTAmWUrFIouiY6ycN4ZWZx3RlaH7dW1Hn5733pWb6hD1/zt3HyGJCHOym9uGsP9D2+mdm+L0vaCQmFxMzf+ZjUvPnoI0VG9dzs5+7RMvlkcPGzRMCVnnpLRa+frim07G9F1EbJdrMcrKSxuZvSI6H6zq69x5qRjTYjFW1UbdIz0+oid2T/hrC1YoiLJufp8cq4+v1/Pq1AoFKEQQpCbArkpnR+wl201+XSFiWH60w2lKfliFcwcJRCmyYK1e2snSWhxNYYJHy7x4bAJZo/rPR+bFgfJMVBRH/jZWQgYkwnOMLug7C+mhKYwNPC65r63pb/RndF4Q6RpAOiOyH4tDi6EwBIZgyVy8KYOKA5eDrzkMYVC0S0MQ/LL361l3SZ/vKZhytYiXTV1Xm7/43qqa70Bw0cNE6pqPLzy9m6Wrqxiw5Y6zF4IO5s+KY4rzs8BOha1bimIdtNPRjBqWP+16bLZtLCKUtpsB9YtVbNayf3pxcEri2satpRE0s44tn8NUygUiiHE2nyTj5aZrS3LTbNtLX3ZVsmiTaHzMz5b5mV3haSgXNLk3n8fK4TgpJn+Fqf7PhMLID4S5k3c79OEb0+YY7oqijoUsSekdf4Q9h2TnBVyv0JxMKEiLxSKg5zFyyrZsqMh4D6/YNF1KOfz/y3g+f/6f09NtnP1JcM4cf7+5UX+5JJhjB8Tw3/f3cOaDbUgBDMnx3HBmVlMnxzfOq603MXr/yvk069LaWgyyEh1cObJGZx6fDr2XhIT5h6SwKPP7gi6XwBpqQ5yMg+8Np0jf3MdVQuXUfXtUv+GvSKOsOhoNhszXn8EzWYbQAsVCoVi8CKl5Os1ZqdtUuJ3rwJ0XQNhBnS30VEWIiN13lrs/10IGJ0hOWoiOGw9X41PiBJcfJRk5Q7YUABuL0Q5YVIuTBlGa50NKSUbdsOKbZKyWrBoMCoTDhklSI7tnWgATROkxEB5XfAZhwRSe+l8gwnNaiMyZxyNuzYE3G+LT1V1JoYoquZF36DEC4XiIOfLheVoWu8V5iotd/OHv2+isckXsH1qd5h7SCJzDwneumvrzgZ+dvsqmpqNVvvzdzfx0BPb+PSbMh66dzLOXih4mpcdyWGzElm8rDLg+ySBy8/PQQunH+0QQ3fYmf3h0xQ8/Tq7/v0yjdt2YYl0knH+qQz7+RVEjswdaBMVCoVi0FJaAzWN/v+XUiLNwP7WahGt3bdaiIu14nRqHVIGpIQtRVBeC+cdvn8FLKMcgiPGwxHjA++XUvLeD5KNu9u6fvgMWLcL1u+SnDUXRvRSDYpR6RpldYEnIgKIcIRXq2MoYotLRrNNx1W+B29dJUgT3RmFIykTa1xKv6aMKBSDHSVeKBQDTEmZi+VrajAMyfjR0Yzsx3QIgIZGX59UFP/XMzs44ehUoiL75jZjmpI771vfQbhoQUp/8dGnXtzJz34yslfO97tfjuU3f1jHyrW16LpAmhIh/KkzP74ol1OOTQtsp8dD7fL1mF4v0eNHYksKUD1tkKPZbOT99GLyfnpxv5/bV99A3ZrNIASxU8ehR6j+8gqFInwMQ7J+p5eaekl0hGDCcCu2fuxY4W5X9ziYcAGgaRqaZramXlqtgoiIwOK7lFDdAGvy4ZBRvWxwO1bvhI27955zn/NL4J3vJTecsn8RIC0kRgumDROsypetdThaBJMIB8wZpaEFeYh3eUzcXhOLLoiwa0PyYd8SEU1U7rh+P6+UErO5AXxuhC0CzXHgRZAqDiyUeKFQDBCNTT7+/M8tfPVdeYeCWRPHxnDXreNIT+2flo/ZmRHoy6tac3F7C6/P5IsFZZxxYt8U1ly2qpqiElfQ/aYJ//ukmKsvGdYr7WYjIyz8449TWLWuls+/LaOh0UdGmpNTj08jM63zA7U0TXY88BTb//ZUa8FLYdFJP+9kJjxwx5AQMaSU1K/bgq++kcgROdhTQ7fT7U2MpmY2/fZBCp76L2az/3PWoyLJu/5iRt/1M5WqolAoumTZRg+vft5EQ1Obk3XY4cx5Ecyb1j+dE+L3rkdIKbtcKLBYNDweA4CICD1ke0wJrN3Vt+LFsq2hw8hbojBm9pIN2YkaKTGSggpJXbO/40lanCA1joDCRaPLYGepm7omo3WbwybITbGTGN2zDi39jWEYeLxeNKFhs1n7VXjx1ZTiKdiI2Vzfuk2LTsCeOwE9Mq7f7FAouoMSLxQHDBWVbjZurUfTBJPGxRAziB2XYUhuvXst6zfXdar0vXFLHdf/eiXPPjyTuNjA17CnqJl3Pipi9YZadE0we3o8p52QTlJC9ydjpx2fxmvv7OnJZYRE1wSl5e5eP24LG7bWd9kBpNllsruomVHDeyeaRQjBtElxTJsU1+XY9Tffy67HXu6wTfoMil/7kNplaznsu9exxg3eSt6FL/+PLb//J007CvwbNI20M45l/N9ux5nTt51eTI+HH069mqrvlndYpjQaGtn+1ydp2LiNGW/8CxGskKhCoeh1DEOycUcz9Y0mKYkWhmfZB/UK98otHp76X2On7S43vPJpE0BQAcNnSFZvN1ixxUdDsyQpVmP2eAujMru/qh8TIRiRDtsKQ48Twt/pSwh/ZIOuiy7P1Rhcv99vfIaksj70GAEUV+8t3NFL2K0irHaojS6DtflN7Jum7/JINu9xMSoDkoPMoQYDPp+P8opKGhubWrdZLBYS4uOIien7rmW+qmJcW5d12m7WV9G8/jucEw5TAsZ+Yko6fT8HM0PFViVeKAYVtXVe3vqgkA8+L6Gm1ktigo3TT0jnRydlEBkR+OtaV+/lb49t5euF5a1/eBaL4JRj07jpJyOw2/d/1b23WbyskrUb6wLuM0yorPbw9oeFXHlhXqf9H31Zwv0PbQbR9ly3YXMdL765m7/830RmTInv9JpQ5GVHcsX5OTz3WkGXY3WNsCM0DFMGFV96A10TYXUA0fX+n1zXrtrYSbhoQRoGjdsKyH/keUb99sZ+s6lx2y52PfYSpe99ienxED9nOrnXX0ziEYd0Grvzn8+z4Rd/7LjRNCl97wuqFq3g8O/fxJkVOE2mNyh69QOqFiwNvFNKSt/7krIPvyb11Pl9ZoNCcaCyYmMTH35bx5ZdbjQBU8c6OXVeLCNzgovfX/9Qx/PvVFBd17bCnZNu49oLUhg/YvClcplS8saXoftqvvNNM3Mn2bBaOvqI+ibJ4++5KKmSrUJCcaXB6u0GU0fqXHiMDb2b9Y1OnKHz7xIfhtH1WCFEa22M1oqeQXD04bN5WBqN8EdHDAQ7S90hH7Z2lLhIjLb0Wy0qaZp4q0vwVBRiepoRFhu2xAxsiRkIveP81efzsXtPEcY+Xwifz0dZeQWGaRIfF9untrp3rgk1AHf+OiImHN5nNigUPUUtWykGDSVlLq78+XKefXUXJWVuXG6TwmIX//7PTq7+xQpqar2dXtPsMrjx9tV8/V15Byfm80ne+7SY2+5ZF3JlfqD4+MvSoN0nwS9KfPB5Saftm7bVc99Dm/1qbjsRwZTg8Zjcdu86KqvDaJa+D1ddnEdaSuioDU2D2TMSeO2JWbz25CymTogNeQ1CwPzDk7ttS7jMnh7fZQhuUoKN3Kz+z9/c89ybCEsI0cw02fXEa/1mT9nH3/DNlFPI/9eLNO3cjauwlJJ3PuX7+Zew5Z5/dhjrqahi46//HPA40mfgraxmy+//0eU5DbeHPS++w5KTruTb6aez7JwbKPvoG2QYBVZ2Pfla8PasgNB1Cp7+b5fHUSgUHXn5g2r+9FQZ67a5cLklTS7J92uauPMfxXy9NHDXqU+/q+Xh50s7CBcAu0s8/O4fe9i0I7RIMBDsKjaorA19r2l2S9bv6DyvePEzN2XV/nlDiz7eMr9Ytc3gixW+btuTEC04dlp4U+7rz7Bx63l2zpyrE0q4EALG5XTblLDRNUFOcmgRQ0oYltb/6oXLa3ZIFQmEYUJVQ/c/q54gDYPGrctp3rUBo7EW6fVgNjfg2rOF+o1LMD0dQ2Sqqms6CRftqayswufrWukyG2txb19J86ovaF7zFZ49m5CersNxjNoypC/0XNFsqMZ0Bb4nKBQDiRIvFIOGPz60icoqd8Dii4XFzTzw2NZOr/ngsxJ27moM+BBrmrB8TQ2Lllb2kcU9p7La0+WDdyCx5vX/7QlasEpK8HpM3vukuNv2CCG49NzQsyDThNNPSCcz3UlmmpNrLhuGQASd2Jx/RlaP0lj2paLSzXOv7eKuv2zgvoc3s3BJBYYhGT0immkTY0P2fb/orOwBibxoLihEdjHxcBeXhfUg3x7D5WbPS++y4qKbWXrmT9l898M0FxSFPk95FcvP+xnS60O2myy12Lf13kco++ib1u2FL7/XYdy+SJ9B0Svv4WsX6rovnooqvptzNquv/DUVX35P/drNlL3/FUtPv4bl59yA6Qk9aWreuTtk+xtpGDRt7zpSSKFQtLFqUxPvfOmvv9NB/Db9/uOx1yoorezod9wek+feKg94PLlXRH82yP6BpL4pvHtrfVPHxY2iSpPtRWbIFf0Fa7z4erAoMm2khiNEqR4BZCdDdrJGcpzG6EzITAwsXwjhj7qYNqzbZnTClJKdpZIv1kg+WSlZuk3S6PJf36zRolNqa3sbop0wZv+aivUIjze8z9ft7f7n5HG7qawop6S4iPLSUpoaG7uM8mwu3ILRWBtwn/S4aMpf1/q7aZrU13ctCtTXh87Z8RZto3n1F/hK8zGbajEbqvEWbKBp5acYdaHnvaY7uP/uOG7wCZNDiZZWqUPpZyigxAvFgGOaks3b6lm5tjZoSoJhwjeLyqmo7FhD4f3PioP2BAf/4u37n3WOYBho0lIcIR+6AZKTOj/4L1lRjRHi5mJKWLKiqsO2rTsa+OiLEr5YUEZdfWdBpIUT56cxdlR0wAVvIfyRDnNmtrUtnTw+lr/dPZGkBFvrGPBXSL/svBx+esXwUJcXFu99UszZP17CMy/l89XCcj75spTf/GE9V9y0jIpKN/f8ZjzDciOBtoX6ln/HjYomLcXeo0nm/mJNjA8deQFYYqK6VbOhcXsB30w8kdVX3Ebxm59Q9v6XbPvTv/ly1DEUPBU8CmH3s29gur0Em4EKXWfnw8+1/t6Uvwehh7bddHvwlAafHK26/Fc0bNi+d7D/j7pFECn94Cu2/P6fwV4KgDWpi9QnTWBLDt5CV6FQdMTrk7z/TV2X0XKfLer4wPTDmkaa3cHvoVLClnw3xeXdj/jrSxJiwru3xkd3HLdtj9FlukSz2y9ytP0uWbnVy5INHnaVGEEfdK264ORZge+tQvh914mH6O22CU6fBSMDlBhKioZzD4NIx/6J8w0uyasL4IPlsKkQthXDD1vgua9g/W7JiHTBMVNEq43gF1OcDoiPgdljBa7g04o+wxLmokS448BfULWqsoLCPbupq62luamJhoZ6SkuKKS7cEzRSQho+vJWhFo0kRkMNRrNfsDBNM6yUV68veNSIUVuGJ78l7WOfYxk+XBu/Q/qCfzDCEl7B63DHKRT9iap5oRgwCkuaeemN3XzyVSluT9cquilh8/YGkhLbHurLK0IXhDRNKC3vw4pWPeTU49L47JuyoPuFgDNOTO+03QxDFW0RN3btbuLev29i09a2yajFIjjzpAxu+PFwLJaOkza7TePhP0zmH09u55OvSlsf+m02jTNOTOe6y4d3imI4ZFoCbzx9KEtXVVNY3ExkhIW5sxKIidr/RNylK6v48yNbOm7c6/AL9jTzy7vX8uzDM3jqweksWFLJR1+WsH5jHbX1PoSALTsauOO+DSTG27jn1+OYMiFuv20KB7fboHDMYUjfm0HHCF0n67Izwz6m6fWy5KQrce0p3bth79/LXrVv7fW/I2JENklHz+n02qoFS7uMYqhasJTalRtwZqdhS4jtumqTEFjiAhcUq9+4nfJPF4a4GEn+oy8y8o6fYokMnNKTdemP2HTH34LbYUqyLjkjtI0KxUGOaUq++L6e97+upbDUi+iiAKRpwub8jj61qtaHJrq+JVTW+EhPHjwPOpnJOpnJGkUVZtDIgZhIwbhhHafB4S48+lueSj783s2Xyz142z3XZiRpXHK8k+yUzkLFlOEaFh0+XW5Q027xPT0BTpmlk5XU0S/bLIKTZ0DdOElBuf+Wnxrn/9nfYqlSSt5bCtWNLb+33wlfrYVoh2TmKMHwNFi1Q1JcA1ID9kZdbizy/4xOl8wcEbgjSF9gGP60llCLOUJAYnT4jzn1dXXU1tQE3Od2uykvLSUto7OSZDTVsbdASUg8VSX++hfW8CJS9RBKo6dwK22NZANg+PCV78KaHrhVvCUuFbemhZwbCEckWsTgLSquOHhR4oViQNie38D1v16Fy2WGdD77su/Dc0K8jbp6X9DoC02D5MT+aYfWHaZPjmPenCS+/b6i08RK0yA3K4LTT+jsJCePi2XxssqgESqaBlMnxFJS5uKnv15JQ2NH5d7nk7zxfiE1dV7uurVzP/HICAu3/3wM1185nM3b6hGaYPzo6KDFUsH/mRw6o/fbfj7/egHBfKthSrbnN7J0VTWzpydw1Nwk3v6giPq91yslrbVOqms93PK7tTz14HSG743S6CuKS13cdOdqiksiuSBxLLmVm9H2+XYKXUePjmTYzVeGfdzSdz+neWfwjjBC09j+t6cCihfhVF0zPV4WzjoTNI2k+XNCpo2gayQdMxdbQlzA3ZVff99WLj8IRkMTdSs3kHD4zID7c646j/x/vehPrdkn/UboOpGj88i44NQur0uhOFgxTck/Xihj4YrGbvWB2DfoKjZaD+uBPj5mcE0nhRBccFwEf3/VrxAEuh1dcFxEp8KbeWlaqFsXAFYLpCVqvPmNi29Xd17dLq40eej1Rn51YSRpCZ0FjAm5GuNyBEWVkiYXxEUJUuJCf0oxEYKJuaHt6i4FFYTsJiKA5TsgJ9lfs2NMNhS1qzPe/n3asjfwYFbgZ+VeQ0rJzlIfu8p9aEJg0fxGBHJzWYm2sCMvpJTUVFeFHNPc3ITH48Zm23dO2fU5JOAq30NzVQma1Y7DmYLLF1rwiIoO3iXNrC0nqHCxF6OmLKh4ISxWbBmj8ezZFPT19uxxg7qbkOLgRaWNKPodKSV3/3UjzS6jW8KFzaYxaVxHFXjc6OiQt2/ThJOP7buuCD1FCMHvbxvHRWdl47C3/RnqmuCYI1L415+mEuHsPOk59/TMLrt9nHFSBi++sZvGRiPgg7+U8Nk3ZWzeFnzWEhtjZdb0BA6ZGh9SuOgrml0GK9fWhqwLommwYHEFAKvW1bJibU3Q2ieGT/LSG31bI8E0Jbf+fi1l5S4QgjenXc+mtBlI/FMMc+8EJ3L0MOZ8+SIRueEnCpd9+E3INBRpGFR89h1mgDDTpKPnhF8O3jSp/Pp7hM0aeDYoBEJojP6/n4U4Rnh/06HCZq1xMcz9+mVip03wb9DaStonHDGTQz97Ht3pCOs8CsXByMLlDSxc4V9Sb/1Lk6H/7oSAaWM7RkNNGOkMefsQAoZn28lMHTxRFy2MyrZyywVRZCZ3vHemxGtcf3Yk08d0tjk3VSMjUQS9ZiFg9jgLdY0yoHABfh/r88FH3wePDNWEICtJY3SW1qVw0Vfkl4Z2DRIorATv3oWAVfmhj7elGBpDpBj1BiU1BrvK/X7OlBo+s23+1PLVFgKyk2xkJYX/nfR6PCELaLbQFKDWkx4RHbLANOyNkdg7xvS6sdWHTmeOiorEbtu/v6muPglrxkhsWWNBtNi+98ugW7GPmIYloXP0r6J7SCmH3M9QYHBJ5YqDgvWb69hZEF6xoBaEgDNP7tgu9ZvFFXz4eWnI10wYE8MRswdnbrzFovHTK4Zz+fm5bNhS5y9COTyK+LjgDmvGlHh+ckkeT72Y3yFkUtcF0pT89paxpKc4+PjLkpDCkK4LPvmqlDEj+76XeE/wdrEiAX5R4tslFfzsJyP4YkE5ui6CdpYxTMkXC8u54+axfVbAc+mqanbtbvteey0O3p16DV83ncXwivVYpA9t1Bj++vqFaN2odQH+tJEuCylJ6Y9SsHS8rWddfiZb7vkHRpMrZIho62F8BmgSZ046zbtLQEqEpiENA1tKIlOf/TPxh04N+vr4OdNCRl0AaHYbMZPHhhzjzMngsEWvU7t8HVXfLQchSDr6UKInju7yGhSKg50PF9R1CoCSpkTo/jac+66oCgF2m+DoWW2rvS63yb2PFmLK4O06BXDFmUl9cAW9w6hsK3deYaGw3KC6XhITIchJ04OuKAshuOwEO/96x0VDc7sHYvwPg7mpGifPtvL5ck/IdBpTwqqtPtxeid06OFevfWbXD7gAxdUQHylb00tCsbsCxvZRAU8pJQXlHQV6U2p4DIEmZOtnNCHHTlI3I4FkWO9E4HFCt2BLysJTFniBRIL/D0y0+X2L9BLtKqcpIhVjH78cHR1FSnLovyktOgGzriLkGD069NxXCIEtcxTW1Dx81SVInwfN5kSPT0VooeteKRQDiRIvFP3Otp1heMC9tDygHz4rkesuayurbRiSv/+7c/eR9jjsGg/cPbFTbYfBRoRTZ+aULgoUtuOK83OZPC6GN94rZPX6WnRdMHtGAuednsWo4VE0uwxc7tAPqVJKKmsGV4G19kRFWEhKsFFRFdrG6movT7ywk/pGb5eKsc8n8XpN9C6KUfaUH1ZUBRRQaiOSWJkzz/+LB2rrfCEFqkDETBtP0X8/CD5ACCJH5qI7OqdI2RLiOOSdf7P09Gsx3G66DN0BME2aC4o5bMlb1C5Zha+hkagxw0k+aR6aJbTbiJ0+gbjZU6hdvi5wxxVdI+uKs7HGhiecxc6YSOyMiWGNVSgUfnYVeQJqiNKUCK2jgCEEOGyCO65OJSaq7f742Xe17C7y7H1ckyA61lmQUnLeyYlMGt3/7ai7gxCCrBQLWSnhjU+K1fjleU4Wr/exbLOPJrckIVowZ4KVmWN0LLqgvsn0B6eFcDumhCbX4BUvkmJABs9GBCSagB+2wRFju74GIcDTh51JPT5oChjZITDl3u8yUNMoSepmqQar1YYQost5hL1TyogfR8ZIzOYGfPVtqSdtRxKYemefbzU9pDhMiEnF4/GgaRqRkRFYuvCxANb0kbhDiRdCw5oSXp6RsFixJmeHNVahGAwo8ULR79is4YkJw3MjGJEXxSnHpTFjclyHSdPKdTVdPtg2u0x27m5i4thYAHw+k6Wrqqmu8ZKcaGP65PgBaaPZG0yfHM/0yYEFD7tNI8Kp09QcPARSIEjuhTamfYWmCc4+NZMnXtgZchFfAu9+XMyZp3S91BMbY8Vu7zshyzDCyXwlaHRIKLIvO5Mtv3sI0xO8a0jezy4L+vrEebM5asMnFDz1GqXvf4mrsBRPRVXoZTcpkR4vuddd1G17p730dxYffTGuwpK2pcm9y5Rxh0xm3J9+1e1jKhSK8LHqAm+gNpESpOEXMKIiBMOy7EwZ4+ToWVFER3YUdj/7rrbjLWKftBOhwY7dHQtil1YZ5BcbaBqMzrYQGzW4Fw+CEeUUHDfTynEzAxefjovSusyQ07X97wbSl4zNhEWbWop8B7bT6fDfwisaQpaHBPyuKcrZF5a2HH//UxKDoWkaUdEx1NcFbncKoFssOCMCC3VC04gYOQ1fbTmeikJMdxOGx4XUdKTQg9aeMj0uoiMjiAxSvDqoLQnpWDNH4y3cQsdPRoAA+5jZCJtKrRxoTDO8QvuDhTCCcwcFSrxQ9DuzpscHLcTYQnSUhaf+PiOo0FFeGbrLSNs4v8Dx0ZclPPL0Dmrr2nJUkxJs3HLdKObNGbwhrz1B0wSnHJfGW+8Xhmg9KwdlLZD2nP+jLN7/tJjCktDdYlxukwljokMW+9Y0+NFJ6X1afGrc6GjeeD+0k0pKsJEQ3/08VltSAlOf/xsrLroZIbS2iIa9gkDqGceSe80FIY/hyExl9F03Mfqum8h/7CXW//xeugoatgbpKNIVEbmZHLn8XQqe/i97/vMWnopqnLmZ5Fx9AZmXnIFuH3z58QrFgcSsyRF8u6whqJ+VpuSiU+I5dk7wJerK2tDL6NKEiir/mJoGkxc+amLTrrbXCAGHjLNy/rEROGyD9yG+Jxwy1soHi0LVtIAZYyzYBmnUBYDdKjhuiuTjleD3BS22+v2C1QIRe9c4ahol2UmC3RXBvYZVh5w+zNK1WQVWnQ6dXfZFAjERPRPMEhITcbua8Xg6L4wJIUhNTQs5hxBCYI1LwRqXgpSS6vWLuk6h1Hv2GCaEwJY7ET02GW/xdoyGaoTQ/KJG2gi0iMGZEqxQ9AZDUxJXDGmSEuycfExayCYIF5+dHTJCIyHMsPuEOCsffVHCH/++uYNwAVBR5eHO+9az4PvQeYNDkYvPziY21oYe5C0848T0Pu+8sb/YrBpnnBigwX0AkhPtXHVxXsB9ugbZGU4uPLNvwyKPOiyZmGhLyEJv55yWiRZu8cx9SD/rBA5b+F/SzjwBzWEHTRA9fhQj77gea0IsC+ecw3dHXsD2vz3pj6oIQdqZx4eu1CYEUeNHETl6WPAxXWCNj2XErVczb+1HHFf8PYd//yY5V52rhAuFoh847eg4BIHX0zUN4mN1Dp8evJsBQFx06BQ7TUB8nIUml8mDrzSwpaCj2CElLN3o5bG3GobU6mM4JMRoHDsz8L1ME2C3wUmHDv6V7xFpEB8NNiu0yBKa5o+giItqCxgQwPRhYLMEjzCcNZKwu3v0BH+R09AP+1YdkmN6lhqqaRrpmVnEJySi703dEEIQFR1DbFwcVRXlFBbsorykGFdzc8hjCSGwxSb7a0YZPoTPgzA6R07a4pJ7ZGsLelwqjnFziTzkFCJmnoR9+FQlXCgOeJR4oRgQbrluFEcc6pfodd1f2bulZdk5p2Vy0VmhHzRnTI4jPjZwOGcLaSl2xo6M5pGnt4cc94+nth9wE6ukBDuP/3Ua0yfHddjudOhceUEuv7hu1MAY1k0Omd51LZDICJ2Rw6K44oJcbv/5GDLS2iaMNqvglOPSeewv04iK7NtAM7tN4/47J2C1ah3a77VM/g6dkcAFP8rar3PEzZzE9Jf/zkn1azjZtZHMi09n232PUvj829St3EDN4pVsuvMBvhp3ArXL1wU9jjUuhqixI4KfSErG3HuzapOmUAxRcjNs/OqqVKxWgdjbrKelTnB8jM7dN6R36HQViGPnxoZcZDAlHHNoDAtWe6iqMwOmUUgJ2/YYrNvRh8UQBojTDrNzxuF2nPtkYOal6/zi/EiSYgf/FFsIQWYCxEdBchwkx0mSYiHC0THTISVWEOUQnDgVspM6ChgJkXD0BBiW0vf+IifJQnyAVCSB/zs+KdfW4wUC8AsYcfHx5OTmkTd8BJnZ2biaGqitqsTtasbrcdPYUE9J4W4qy0tDpqjYHE4s7gYs3iYsPhcWbzMWdz2azx/ZYYmIxhIZ22NbFYqDFZU2ohgQ7DaNP94+gY1b6/nkq1Jqar2kJts5+dg08rK7jgiwWDRuvGoE9z4YvEf1jT8ewfI1NdTWh540FZe62LClnolju1nhaZCTnurg7/dOobC4me35jdhsGlMmxOJ0DJ0q0qOGRTF1YixrN9QF7J7SEs1gt/knM6ccm8ZJ81MpKGzC4zHJTHf2a6vXKRPi+M8/Z/L6e3v4/NsyXC6T3OwIzj41kxOOTu3VVanyT75l0+1/A+hYGNOU+OobWHLKT5i//Uss++TSSilZfv5NNGwMIuoJGP/3/yPt9GN7zVaFQtH/zJwYyRP35PD1Dw1sK3Bj0WHquAhmT47Eaun6XnT84bF8sqCWsipvp/QTTcDoYQ5mTY7i3mfrQ0bHawK+X+9m8sjQCw5DDSEEx860M2+qje2FBm6vJDVBIy1h6PhYgDEZgrI6GVSosuqQuzdAINopOHIcuLySRjfYdP+2/kLTBJPzbJRUGxRW+oup6hqkxulkJVpw9nJdq9KiQowALcgB6mtrsdnsRMfGddrnq6vAnb+2U5SKAHSfC93uJDJvglogOMAZSu1HoWf1YgYCJV4oBgwhBONHxzB+dM9EgxOOTkVKeOSZ7dTUtqWEJMRbufmaURx1WDLvf1Yc1rGqqgdv5439JTPdSWZ6H1bR6mN+f9t4brpjFbv2NLe2/tM1f9OMIw5N5MoLOlbU1jQRlgDWV2RlOLnl2lHccm3fRrfseODptjdiXwwTb2U1Ra+8T85Pzuuwq/KbJZR/+HXwA2sa7pLy3jVWoVAMCFEROqce1bPV3Uinzn2/zOYf/ylh1aa2NtBCwOEzovnpRanouqCuKXSVN1NCbcPQmBT3BKtFMDZ36E6n0+MFk3JgbYHsVJTTosOR4wTWfYR3h1XgGCAtShOCjAQLGQl9+567mprweb0hx9RWVxMVE9upC4+7YGPogzfXhVXgW6FQdGbo3m0VCuDE+akce2QyS1dVU1XjJTnBxvQp8a0r3MmJ4XXUSE5UefiDlcR4G888NIPPvi1rjdLJSndy2gnpHDojYb9CRIcq0jSp/PYHQpa71zQqvlrcSbwofOFdhEUP3MYUwDDZ/ewbjL33ll60WKFQDEUSYi3cfVMWhaUetux0oWkwcbSTxLi2J9e4KI3SquAChiYgPnrwp1AczIzLFKTFwrZSSVUD6AIyEgTDU/1CxcFIc3NTl2N8Pi+G4cNiaft7MF0NmM31oV9oGvhqyrAmhlfXS6FQtKHEC8WQx2LRmDMzcInrGVPiSYizUlUTWD0Xwl/McewoVeBoMGO365x6XDqnHpc+0KYMDqTsqlGInwCtBlwlZcGFi714K6p7aJhCoTgQyUy1kZkaWOSfO8nGO9+4gt6STAlzJqoFgsFOfJTgkKiDU6jYL/b54ktveN3wwh2nUCg6osQLxZBESsnKtTW8/WExW3c04HTqzD88mVOPTyM+tm2SZNEFP79mJHf9pXMIn/C3w+bma0aqvEPFkELoOrEzJlK7Yn3wnsNSEn/otE6bnZlpoSMvAFtqH/a76wGeiipqlq9DaBpxs6ZgjVVio0LR19Q2GHy1tIkf1jbh8kiGZdo49tBIxg3rGNF4+BQ7i9Z6KK/uXLRTCBiXZ2HcMDXdVAwt7I6uu8Xout7amaQFzRpelxlhGzzdaKSUyNpypNeNcEShRXddLF3RNdKUyCHUEGCo2Kq8iWLIIaXk4Se38cZ7Rei6wDD8f2zbdjbw8lu7+cd9Uxg1rK0F3DFHpGDRBf98ejslZW1Kd1a6k1uuHcms6Qn9fg37g5SSiioPLrdBeooDi6UtHLeopJn3Pi1h565G7A6NIw9N4shDk7CGaDurGJoM+/kVrLr0l4F3agLd4SDr8rM67cq67Ex2P/tG8APrGjlXnRd8fz/ira1n/S/+SNHL7yH3Fk3T7DZyfnI+Y//0K3RHeGlhCoWie+ws9HDfUxU0u2VrMc7y6ma+X9PMSYdHcfHJMa2iv8Mm+MUFUbzyWTOrt3lbx1t0f1TGWUc50YbYAoHHa1LXDJEOcNra/KfPkGwqkGzcbeL1QWq8YPoojXgVsXDAEREZha5bMIzgRd9j4uI7LX5pzii0iFjMptrgB9ctWOJSesvU/cIo2Yl3y1JwNbZuE9GJWMcdijZIbFQo2qPEC8WQ48MvSnnjvSKAVuEC/JH0jU0+br17LW88NbvDA/u8uckccWgS6zbVUV3jITnJzrhR0UMq4kJKyTMv7+K1d3fT1OxfbRcCZk6N565fjuXzb8t5+MltCOFfjNc0+OLbcrIynDz8h8mkJg8elV+x/2Scfwo1S1aR/8gLCF1HGv5ICqHrCIvOjDcewRrXuRhu/GEzSD/nJIrf/LhTz3lh0XFkppF346X9cg2hMJpdfH/85dSt3tihKKnp9pD/2Es0bNnBrPeeROhDq7K/QjHY8Xglf3m2Elc74QLagrw+WtjAsAwrh01r62QUFaFx9RmR1NSb7Co10AUMz9SJcAwt4bys2uR/SyRl7Z47Ix0Gx0wRZCUJ/vOZj6p6WotHbymULFhrctIsjdlj1b3oQEIIQUp6BiVFe5ABIhwjIqOIiQscoWDPGUfz5iWdfGwLjuxxCG3gvy9G0Ta86xZ02i7rq/As/QjbIScpAUMx6FDihWJIIaXklbd2t04c9sU0obLKw7ffV3DMER1vuJommDx+aPbUllJyx33rWfB95T7bYenKas7+8RLcHrN1G7RNNItLmvnlXWt5/pGZB2Vxy/2hodHH14vKqar2kJhg56i5Sf3aejUUQgjGP3gnyccfQf6/XqR2xTo0u420Hx1H3g2XEjkyN+jrpj7/V5w56eQ/9jJms6tlB8knHMGkx+7FlhDXfxcShD0vvEPdyvWBa3uYJhWffUfpB1+plq4KRS+zZG0zdY3BC3AKAe8vaOggXrQQF60RN0SLcxZVmvznc4nE70db1jYaXfDu9yZWTdK8N3izxc+2/PvhDyYJ0YJRmUPz2gcKKSVNLg/NLg8giIyw47QPnpa6doeDzJw86mtraKyvwzQlVpuNmNg4IqKigi6AWaITcI6Zzf+zd97xcRTnH35m96p678WWe+8Y03sxvbdACIQSSAjwSyCNFEhCCAmQQCCEGkrovZoOBmywjXu3JVuS1Xu5vju/P06SLeua+kne5xMH+3Zu9t29u52Z77zFvWsDuqut63VhtmLNn4w5NXeoLiEoUvPh3fJNsKMgwbv1W6wLTx1Su0YTRtjI4BAds3ADgwhpbfexqyx0BmhVFaxe39RDvAhFXYOb5SsbcLl1isbEMmd6YlR5Zaxc29RDuNiXTuEiEJoOu8ocfPNdQ9DEpgC19W7/Ij3ZQlqEVVpGK1JKnn+9nEee2YXHo3eFJ93z0Hau+f5Yzj89b7hNBDp2hk4+koyTj+zV+xSzmSl33cr4X19P41er0D1eEmZPIaZw+CdUnZQ99iL0KNy3F6GqlD3xsiFeGBgMMFtK3ChKyHQ6lFZ6cbl1bNbIFuu6Llm/w0N1g48Yq8LsSVbiYqJnoS+l5KUvZdfTZv/hX9ehPURFdSFg6Xo9pHjh0yRN7f62SbGgHuCbCW6Pj/KqBtyefcIy6sFus5CflYzJNPyeCQAmk4nk1DSSU9N69774FNTph6M7WtDdToTZghrXM8xkuNBry8EX4kuNPw+G3t6MEjsyN/4MRieGeGEwsohQFAziqdcDj1fn3n9v552PqtD1va6geTl2fv+zKYNehcTl0qiscWGxKORk2oIOao89u6tf51FVwdcrAosXm7e18NCTJXy3vqnrtXkzk/jRD4qYPP7ATIz46rsV/Ovx4q5/d4YnuT06/3xkJ1aLwhknjfwSZ+aEuF4LH0OFs6wy5A9ZahrOXXuG0CIDgwODSPfeIm23foebx15rprFV7xpjTSqcdEgs5xwbN6gegVJKGlslbq8kOV7BZgl8rsoGSZvT//dAw7AeZkdSSthdI/H4JBZT9w40TfLNdli/GzrX6XYLzB4rmTuOEZcPZCDwaRq79tShaT0VMqfLw6499RTlp494b1EhBGpsImoULv6lu51QGwRd7VztEIX2Gxy4GOKFwYgiPs5EQa6dsgpn0HWNpklmTYvsQXvHPZv57Ku6Hi6gFVVOfvyrNTx+7zwK8nq6xvaXtnYfjz6zi7c/rMTl9g/e+bl2Lr+gkBOPzuzRvnRP+Hrj4fB6e04S1m9u5oZfr+2WOwRg9YYmrrtlNf/88yymTz6wBi2PV+eRp3eFbPOfp3ex+NgsIxHqIGLJSMVT1xhcwFAUrNnpQ2uUgcEBwKQxFj5fGXzMEQLyMkzYI/C62Lbbwz3PNPYYY30avL20HZ8mueiknrl5BoL1xT7e/8ZDRb1/7DOpMG+SiVMXWYmzd18UVzfKgKJFb9l/La7pkrdWQnld9yWi0wPLtkJDGxw/S0bNbvxQ0djsCChcdOLx+mhpc5KUMPDzLwM//mon4SVIYbEPvjEGBr3AmHkbjCiEEFx4Vn6o9QwpSWaOOjT8ombLjlY+/bIuaO4Mr0fnqRd399PinjgcPq7/xRpefXdPl3ABUF7h5I57tvD0S6U93mO19O+nqmuSiePiur0mpeQv929D02QP92BdB59P8tcHtiEjdWMZJaxa20hbe/Ds4gDNLV7WbGgaGoMOQHSvl7SjF4V2odJ18i49a+iMMjA4QFg0M4a4GCXoYl5KWHx4XOCD+/HKx63+8PkgP+Ulyxw0tgQv29xXvt7g5fF3XVTW7x3cfBqs2OzjvpcctDm7G2S1iJCPm0g8ABJjwbZfuoZtFVBWF3yJuHUPlAWPCB21NLeG35CJpI1B3xExiUifhvR5g87zRFwyIi5paA0bRehIdDmC/kTsTze8GOKFwYjjtBOyOP3EbADUfb7BigIxdpW//m4Glgh2xD/8vAZVDT4h0XT4aGktPl/w3YG+8MIb5ZTsbu8hGHSOHf95qoTKale3Y8cd0fdsz0KAzab08OjYtK2V3WWOoHHNuoTi3Q627mgL3GCU0toWWrjopCXCdgaRI6Wk+N7H+bjwCHY98FTQdkJVSZg7jexzThxC6wwMDgwsZsEtl6diswj2XbMrHcPq8QfHcvjc8DvijS0aW3Z5CZcD7psNrtANekm7U/LqF/7MmvufWpfQ2Cr5YEX3WP+iLBE0ETjsvfZQLJys9PCg2LDb75gfDCFgY8/9ilFPKK+LTnwRtDHoPXpTDe6P/4f7nUegqRaa6qGpDunu+Ts0TVxwwHkFGUQ/hnhhMOIQQvDz6yfw9z/MYNH8VLIyrIzJj+HyCwt55sEFEedpaG7xhk2O4fNJHK6B2xWSUvLauxUhJ3NCgbc/rOz22vfOLcBkCj2AFObZEaJ7vK6q+HeM/nDL1B5VMvZUOiOyeU9VZO1GCzlZkZWUzck0Ss8ONJtu/hObb7kLT21D8EZCkHHK0Rz8/hMoFsvQGWdgcAAxLt/C3TdncsbR8eSkm0hLUpk72cYvrkjl+6dHltC6zRl+8akIaHMM7CJ15VZvUFEe/ALGN5u8+PYJl7RZBNM7CjQFnhYI4ux+MSeQE8b4HMHBU3pOqZscoR3zpYSmA2t/AACzOXzUuiWCNga9Q2+qwf3BU+g1+ylmmgatTUh3x3zPGoN59rGoadGTxNvAoBPjyWAwIhFCsHBuCgvnpvS5j8x0a1gHKbtNJdY+cD8Tj0enockbtl15RXfBIDHBzL/+Mosf/3ItXm9Pq885NYefXDmON5dU8srbFZSWOzBbFI5clMbFZ+czoaini298XGTXFRd7YD0mpk1KID/HTnll4LwqigKFeTGDnsz1QKNl3RZ2PfB08AZCkHnaMUz92y+JGZs/dIYZGBygJCeonHt8Auce37ecFMnxakhvBvB7OKYmDWxVidpmiVBAhhAwPD5oc0qS4vYqEacepNDm1Cmp7tk+xgpXnqjQ7hR8tVFjc5nEp0Faot/jYt4EJWD1EJsZXKEKOgDWA1CDTUmMpaKmKWSb5EQj38VA4131MWi+4D9KpwPTQaeiZuQhhLG/3V+MUqmDw4G1KjEw2IfFx2bx3xeC+2uqij9EJVhoSWOTh1ffreD9T6ppa/ORk2XjzJNzOOmYzKCJHM1mBZNJ4PMFf0AIIXp4SQBMm5TIBy8cyvOvl/PRF7V4vTrjxsTyo+8XkZPtT6h01uIcJk+I54tldXg8/rKveTmBky3NnZlMXKwpZH6HhHgTc2YkBT0+GhFCcOtPJnLjbevQ9e75QBTFX97u59dPNFwpB5iyJ19BmFSkL4ink5Q0rVhvCBcGBiOEuBiFuZOtrN7qDuoJYTbBwumBvdiklGwrl3y7TaeqAVQVpuQLDpqkkJoQ/PlrtxBRKRSruXsfiiK4+GiVinqdz9f7y5pazTB/vGDGWIEQgoQYOOVglTHZkoZWic0iGJslgpY9nZQL324Lbc6kkV+4qtckxttpanHgCKLsJMTZiLUf2CXbBxq9vRm9elfoRj4vuNoN4cIgqjHEC4MDltxsO987N59nXi7rcUxVBCnJZr53bkHA95aWO7j+F2tobt3rnrqtuI27HtjG+59Wc88fZmC19txNUhTB0Yem88nSmh5ZyTvRNMmxhwdOOGo2q1x6XiGXnlfY41hLm5df/3kjq9c3o6oCgb+u/D8f2cnvfjaFQw/qXibValG48uJC/vHIzsCGAFdePCai/CGjjdnTk3jgzlk8+EQx6za1dL0+c0oiP/pBEdMmRbYTKaXEU+PPxmbJSO2X4NGZUGu0iiaOkvLgwkUH7soapK4jIglANzAwGHbOPz6eTcUe3B4ZMFzywhPjibH1/D1LKXn3W51VO2Q3741V2yXf7dC48CiFcdmBnwOzx5v4aFVwD0chYGKeit0a+Fmak6pw0VGB37umWGfJKomm+8NHJJIvN0om58NpBymY9wvvnFEA63aBK0CUqhCQYIeJB6BnvhCCgpxUahpaaGx2dI1vqiJISYojLTku4rFO0yWapmNSlX6XVpVy9FZ+ke3N4RsJEVk7A4NhxBAvDA5orrlsLCnJFp5+sZTGZv9kRxFw6EEp3HTtBFKSe/pzSin51Z830tLq67ab1DkxWb+5mf88s4ufXDku4Dm/d24+n31diy5lj8mMosD0yQnMnZnUq+uQUnLr7RvYuNW/0N639KnTpfGrP23kobtnM3Vi90X3uafl4nLrPP6/Xfg0iaIIdF1iMgl+eMkYzj7lANwS6mD65EQevGsOldUu6hs9pKVYyMqILM+F1HVKH3mB4nsfx7HT790TM66Aoht/QMHVF0a8+JZSUvnSe5T880maV24AVSH9+EMpuvlKUo84qM/XFi3oXi+lj77Irn89Q/vW4rDtTfGxhnBhYDCCyEoz8durU3n6nRY2Fe/dZU9NVDjn2HgOnR3YM3B9iWTVDv84tu84qUtAwouf69x0tsBm6bnQzE1XmT5WZeMuLah3/AkH9T5WY9seybsr9na4rxiztQwUoXPmou6bFnar4JxFkndWQmP73pxUUkJGIiyeB+YQicNHM4oiyEpLJCMlHrfH7wFqs5ojFg+cbh9VDQ6a2vzfKwEkx1vJSo3Bao48FEnzuHHUV+FqbkDqGorZgj05nZiUDIQysCFNw4HW3oynYgdaVQlhr0ZKhNUojWoQ3Qh5gNVBbGlpITExkebmZhISBqe2uMHIw+fT2bKjFbdbpzAvhrTU4O6Kq9c38ZNfrQ3Zn92m8ObTh2C3BR4qvlvfxG//sommFi8mVfhLFOlw0Jxk/nDL1IjzUXT1t66RG369LuhxVREcsiCFO38zPeDxllYvn3xZ27VIP/qwdBLizAHbduKpb8TX0oY1Kx3VbiSv7ERKyfprb6Ps8ZfotmXY8ff8K85jxr/vCDtBk1Ky4Sd/oPTh5/yqVodS1hlaMf2B31N4zUWDfTmDhu71svLs66hd8gUQJjAe/3UXXH0R0/9x25DYZ4wVfce4dwaBqG30UdOgEWNTKMw2hdwl/8+7PqobQ4dbnDhPYeHkwGKmxyv530cu1u7UEB1JNjXdH1Jy8fE2po/t3RgrpeSxJTo1YTalr12skBLf87qklOyph8pGQEB+KmQmhfak03SJ0+MPYbUHEGkOZBwuL9vLmwN686iKYGJ+EjZLeOHB62ynafdWZIC4JpPVTtKYSSjqyN3n9TVW49r2rf+HJHWU8p3gdQevgKOo2M76yZAIGKN5nOi8tgt+vhWLdeTkR/O4W3nh7klR/5mM3F+kgcEAYjIpTJ+cGFHbDVta9l1LBsTp0tld5gia1HHujCRee/Jgln5Tz46SNiwWhUMPSmXC2J6JNSPh06/qUFXRzeNiXzRd8tW39Xi9esB8HAnxZs48OTIvi4YvV7Lt9vup/3Q5AIrNSt6lZzLxdzdgzUzrk/2jiboPv/QLF9B9Qd7x97LHXyL7nBNJP+HwkP1Uv/mxX7iAbl+2ztCKDT/5A2nHHkLs+J4hRCOB3Q8+S+2SpR2rkzAauqqixtgpuukHQ2GagYHBIJCebCI9Ofy0U9MlVY2h2wigvE6yMMhxi1lw+cl2qht11u/04fZKMlMUZo4zYQlTuSsQzQ7CChdCwNZyyaIpPfsXQpCXBnkRDJFen2RjOeyoAm9HJF1KrGRaPuSlGiKGlJJdVW3oEiy6izi9Gat0IZB4hJU2JZGyapUJ+Ulh+2ku3xlQuADwuZ201+whPntkjrFS8+HavrLbBoqemolSVYokcAlf09SDDc8Lg6jH8L81MOglwRJ47k8473azWeGYw9K5+tKxXH5BYZ+FC/CHhoTbudYluD39K0lX9eZHLDvuUuq/+HZvvy43ZU+8zJeLzsVVWdOv/kcDux9+zr9VFoKddz8Stp9dDzzlz1AXBKEo7P7P8722LxqQUlJy/1Nhv7OdPtaxRfks+uRZYsbkDYF1BgYGw0lEI+x+ZcGDkZmscNx8C6cssjJ/krlPwgWAJ3yRMATgDp7/OiK8muTjDbBlz17hAqChHZZugW2VB5SzdEDaXT7cXo1YrYV0rQqbdKIgEYBFuknValDaa3B7QudQ8rS3oHtDl4JxNtWha6H7iVZ8deWg72d7TDx6Rh50hMN0fZsUFdP0wzDNCL2pYmAQDQy7ePHggw8yduxYbDYb8+bNY+nSpUHbvvrqqxx//PGkp6eTkJDAokWLWLJkyRBaa2AA82clhfS6AH9p07EFsUNjEFCQaw+bXD0p0UyMve/xm5rLzdorfuFXQfbLNip9Gu7KGrb85p4+9z9aaFm/tcf92Z+Gr1YRLmKvadUGf+31IEhNo+nb0OFL0YrW1o5z957QjYQgYc40Dv7oKY7c+D4JsyYPjXGjEGOcNRhJKIqgMCO0OCElFGUNnRdCYmxYTRpdQlo/PcS37IGm9uC+aN8Vg8N9YAsYbo+GSXpI1BuA7mJX59/j9RYczaHdd3xOR/iTSYnmcfXN0GFGa28moBQYl4heOBEtIx+Zkolp/gnYzv4J5pmHj9pkpQaji2EVL1544QVuvPFGfv3rX7N69WoOP/xwTj75ZEpLA5ev/OKLLzj++ON59913WbVqFUcffTSnnXYaq1evHmLLDQ5kJo6LZ9a0xKCl0QAuPDMvaLnUwWDxcVmIEPtVivCXUe1PJu71j76Fr7k16G659GlUPP823ubWPp9jNKDGhHe5lF4fDUtXhGyjmEPnHAF/yE60EUkaJRHBtQlVIXHOVFKPXGhMqPqBMc4ajEQOmaoEdcwSAmJtMK1w6J4LVrNgWkFoQcVqhsn5fbfJ45NsrQgdRCeBkgPcwVFRBLF66HmGBLS2+pBtIh1Xom38kVJGNs6Gcv8VCsQlIJPSMBXNRFiMUJHBQOoSfQT9kYGSyEQhwype3HPPPVx55ZX88Ic/ZMqUKdx3333k5+fz0EMPBWx/3333ccstt7BgwQImTJjAn//8ZyZMmMBbb701xJYbHOjccetU8vP8D/tOPaBzV+bEozO4+Oz8IbUnLcXKT68e182eThQFxo2N5aKz+mZTabmDH92ymhce+BpNhPbckB5v+B31UU7KIXPDNxKCppXrQzbJPO0YhCnE/RaCzFOO7qV1g4NjVzkbfnoHS1Ln8a5lMh+PPZLtdz6Er7UtYHvVZiX1qIUhtzKlTyNxzlQ23XIXy0/4PivOvJbSx17C1x7BbplBF8Y4azASmZCrcNwc//Nh/zHNZoZLjlZ7lCUdbI6aqRBv7ylgCOHf3z71IAVTHyqHSOn3qHj+y+6hIoEQQIuz16cYVcTHmLHIEEkn8d8n6Q49Vljiwuc5U0xm1CjIASGlxFtbimP957R/+zbtK97FuW0FWmtw7xI1KZNw+aSU2ET0qmI8K9/HvfxNvBu/RG9tGGDrDQwGlmFL2OnxeFi1ahW/+MUvur1+wgkn8PXXX0fUh67rtLa2kpKSErSN2+3G7XZ3/bulpaVvBhsY7ENKsoXH75vHp1/WsuSzapqbveTn2jn9xGzmzEgaFqX+7FNySY2DRx5cyy6HP2TF6nVwsNzG1cfN7lPISGW1i2t+vhqHw8d8kw0hw+fMMMUPXbhMNJJ19omUPvJC2HbhPCvG3vB99jz7RveKJZ2oCubEBPIuPbMflg4MLWu3sOyYS9Aczq5koq7yKrb9/p9UPP8Oh3z2LObknpPEcbdeQ/1n3wTsU5hUzMmJbPjJHxCKgtQ0EIKadz5l2+3/5OAP/kvcpKJBva7RgDHOGoxkDpmqMC5bsGq7TkW9xGyCSfkKs8YK7NahH2Pj7ILLj1f44DudreV7H8t2K8weB0XZfet32TZ/uAiASYbJ5SEglKZ9IGBSFUyqivSFzo8Sbh5mstmxxCbgaQ/+vIpJyxp2zwspJa6d36HVV+zzoo7WWI2zsQrruLmY03J7vE9NTEeJSUB3tBJQxNB8KNW78ZZu3vtSQyXarg2YJi7ANGHeIFyNgUH/GTbxoq6uDk3TyMzM7PZ6ZmYmVVVVEfXx97//nfb2ds4///ygbe68807+8Ic/9MtWA4NAWMwKJx6dyYlHZ4ZvHITtJW288V4lxbvbiLGrHLkojUXzU4mNNQUtsxoMzeFE/eWNXPTdBtrVWLyqhThXMyZFZ8MnOuLff6TgyvN61ed/X9yNw6Gh6bA1cw7HbH0leGMhiJ8+EfsoTKpYvLudPZVO4uNMTJ+SGHJ3LfWIBZiSEvA1hVjASUn6CYeFPGfCzMnMfe4ffHfJTX5RQNc7ZrUSc1IiC999DHPS8JayklKy6sIb8LU7e+bn0HXatxaz6da/Mus/f+rx3vTjDmXGg7ez/se/989AddklVFjSUnBX1frP0dlvx0rBU13PNydfwdFbPkCxWAbx6kY+xjhrMNLJTBYsPqjvq3WXR7J6u8bGEg2PT5KbprBgsomUBIHFDEovF6Z1raApgqI8iab5PRtVVVDXBp9tlBw1Dcy98L5oat8rXIBA1yWKElzAkNJfZnW04dMkrU4NKSHWpmANE3Ybn5xCW21oL09LfFLY8ybkFdFUuh2fs73HMXtKJvbkjLB9DDa+2rLuwkUX/jHRXbwaNSEVxdK9ZL0QAtvkhTg3LUO69vOClBKTqx08zh6vA/i2rUDEJqLmjB+oyzggkSMoFAMYMbYOe6nU/RVNKWVEKudzzz3H73//e9544w0yMoI/XH75y19y8803d/27paWF/Pyhdek3MAjEY//bxRPP7UZVBFrHA2P5qkZgOwAzpyZw6XkFLJof2Uyl+N7HaV61AXSdWG2feNCOtd+GH/+ezFOPjricqcers+TT6i7bmmIy2JB9EFMrV6AEUvGlZOLvbhj2XYqBZMv2Vu5+cBtbd+wd+FOTLVx92VhOOS4r4HsUi4Xxt1zFll/9PeBxoaqkn3RERJ4DWWcez7HFn1H2xMs0frMWxWwi/fjDyLnoVExxfg8Xd3UdntoGrFlpWNKC744PBvWfLcexY3fQ41LT2PPsG0y965aA3hcFV11A+klHUPb4S7Rs2IZqs5J5+rHsfuh/uGvrAyY+lZqGq6ySqtc/Iuf8xQN6PaMVY5w1OBCpbtT5z1tuWjuiBywWQZtPYXeTXxywmmF6gWTeOH9Oi3C4vZJVxf6xT1FEt4piEn851a0Vkum9yHuxo6q7c51XA6vi/3eP8BQgJR4yI6vqPiLQdcnuGg9VjV72XTelJqiMy7IFDQ2yJ6fhqK8MWuYUICYl/MaSoppIHjMZT1szrpYGpKahWqzYk9Iw2WIAf8lR2d4MQkHEJSLE0Ebce6uKQzeQEl9tKZbciT0OKRY7MTOPQmuswtdYidQ0lJh4VMWEb83HIbv17VxtiBcGUcmwiRdpaWmoqtpj96empqbHLtH+vPDCC1x55ZW89NJLHHfccSHbWq1WrNboS2o3mpFSUlLqwOXWyM2yk5gQPjnfgcaHn9fwxHP+RZ8WROncsKWFn/9hAzdePZ5zT+vpErgvUtfZ9dCzhCqDInWd8qdeZdzPr47IxvZ2H15vd9venf59FKkztWoluvAXJ1PQUS1mpt13G1lnhP49jiS27Wzlul+swefrfk/rGz3c+Y+tuNwa55wS+HMp+r8f0l5STtkjLyBMqt9zQlVB00icP53ZT/41YjusmWmM/8W1PV5vWrGOrbfdS93HHe7/QpBxylFM/uP/ET9tQuQX2g+aV2/y560IUV1Ferxs/f0/mHbPrxEBSr/a87OZ+Lsbuv6te72svvimkOcVJpXaJUsN8SIMxjg7emlz6NQ169gsgswUZVSJxgOBT5M8+rab9o6NZZtNIS3NPxfpvFduL3y3E0qq4dxDZFgBY3cdhNqYlMDOapiWF5k4COBw082jX0qBxyexmLpHCwoBaQlw+OToSyDZV6SUbCl30djWM9FHfYuGw+Vg5tiYgJ6OislMUsFEmkq3I/cvByoEiblFmGyR5aoQQmCNT8K6n6eG1Hz4tnyDtnMteDvC4uxxmCbORx03e0g+ByklujNMEnQp8VYWY0rOQonp6Y0pFAVTag6m1Jyu17wbv/In7QwRCixb6pEeF2I/jw4Dg+Fm2MQLi8XCvHnz+PDDDznrrLO6Xv/www8544wzgr7vueee44orruC5557jlFNOGQpTDXrBkk+refx/u9hT5S8tpSqCow9L48dXjiMtxZjcgn8weubl0oCpDPalU4f4xyM7OGRBCjlZwQdiX2s7nurwmbVbN+2M2M7YWBNmk8Dr22ukppp5Y/bVfNl2KlMrV2LTnIw/dBLn33t5wJ31kcy/Hi/G59OD6kEPPl7MyUdnEhPT8zEqFIWZD95OwQ/OpeyJl2nfWYo1PYWci04j46QjAi7ie0PDlytZfuLle0MqAKSk9r0vqP90OYs+e47E2VP6dY5IUMzm0F/iDnY/+Cye+ibmPPW30BnQARmmzCx0TOi83ojtPFAxxtnRR2OLziufOVmz3dv108tIVjj1UBvzJhthVJ1sKNFo3icSIDW1u3DRiQQa22H5NjhyWug+W5wy7Ljt8YHb508qGgl2Cx3ZJfe+pusCl0eiKv5kpULAibP84sVoES4Amtu1gMJFJ06PpLrRS25a4O+1OSaO1AkzcDXV42lvQUqJJSYOW1Iaqrl/vwWpa3i+eh1ZW063D8fZhm/tZ+itjVjmHNOvc0RMuC8dgNuBe+X7WOcejxKXHL7PCPKXASE3xAwMhothrTZy88038+ijj/L444+zefNmbrrpJkpLS7n2Wv8u4y9/+Usuu+yyrvbPPfccl112GX//+985+OCDqaqqoqqqiubm5uG6BIN9eP71Mu64Z0uXcAF+r4JPv6zj6v9bTUOjZxitix5a23zs3NUeyZoP8I9bb31QGbKNYrP2TMkeoCNTXEyEVvpzehx3ZEbAkrD1cTksnXA6H06+gMP/eNWoEy5q6tysWtcUctx2e3Q++7ouZD9JC2Yy48HbOXjJk8x55h4yTzm638KFlJK1P/yl35tjv4W+1DQ0l5sNP/5dv84RKRknHRF6K3IfKl94h+q3PwnbTrVZiZ1UFDprnS5Jmj8jUjMPaIxxdvTQ1Krz12dbWbuPcAFQ06jz+NsOvljtDv7mA4xtZXrXkBgTo6AoIujCX0rYVOb31giFSSFc8Ya97SJkfFawdalA0wU+XTA2Q5CeGNz+kUp1U3gBuipMG0U1EZOaSVLBBJILJxKbntNv4QJA270ZWVtGsA9cL16LHjAPxcAihEBNzCBkalIhQPOB5sOz9duI+lWSMsILGNYYiIJKKyOZzrK2I+nPSGBYxYsLLriA++67j9tvv53Zs2fzxRdf8O6771JYWAhAZWVlt1r0Dz/8MD6fj+uvv57s7OyuPz/96U+H6xIMOqhv9PDQEyUBj2m6pL7BzRPPB4+NP5DQwkyQ9kfX/QkjQ6FaLWScdGTIhbH0+cg664RenfvyCwqx2RSCbZafeXI2BXmRCyIjhbqG8IsAVRXU1A/9YqHxq1U4dpYG3xHRdJq+WUvrxu2DbkvshDFknnG8PyQmDEJVKX34+Yj6HXvD94PvNAmBYrOSd9lZgY8bdMMYZ0cPb3/lpM0hg+qFL3/qpN1p7JRCd03VbFbCTsp9GrSGKUGamyJCahcCfz6K3pRLTY6DiUGqlAgBZhVmFkbc3YjC7Q0/F/JE0GYw0IrXhm4gBL6S0OXOBwpLzniCqmZSgq4jNC8gkS116O3hhWYlexyYrYQSRUxjZ4w6wcxgdDCs4gXAddddx65du3C73axatYojjjii69iTTz7JZ5991vXvzz77LKBK9OSTTw694QbdWPJpdcjJgabDex9X4fEaE6vEBDMZaZGH0CgKWC3hF4fjbr0GSeA6a0JVSVwwg9SjD+6VrbnZdh766xwmFMV1e91qUbj0vAJuumZocisMNcmJ4XduNE2SkjT0btrt23dF1m7n0IiFsx7/C8mL5oRtJzWN1k2RCSoFPzyf7As6whX2Uc6ESUWYVOY+/49hr7QykjDG2ZGP2yNZsdkb0tFJ12HFZiOcCqAgQ+m6V5HuJoYrQZoWD6nxwZd7EpiS2/vF3iGTYEaBP33QvqTGwanzIH6Ubn5bgiTj3JdgCTsHG9nWFKaBRLY2DIktanwK1qLZXeft+tPxb8Xt6PadlI7w4oVQTZjnnUCw0jZKej7q2Jn9N97AYBAY9mojBqODiioniiLQQ3gVuNw6zS1e0lMP7NwXiiI47/RcHnyiOKLQEV2HIxaFrxCScshc5j73D9Zefgua04UwqSD9HheJC2aw4LWH+qSiFxXG8ti989he3EZJaTtWq8r8WUnEBsj10Bs0t4em5avRnC7ip07AXpAT/k1DRHamjemTE9i0rSWog4PZLDjq0MgqtwwkpsT4yNolxIVvNACYE+JY9PHTfDb9ZBxhhJVIbRKKwpyn/kbm4qPY9cDTtKzfimK1kHXWCRT99HLip/fMqm5gMJppcej4gqcHAPzrkLpmY4MAYO5ElXe/8eL1gtOpk5gYeuxLi4e4MHkJhRAcNgm+2iqpa9275pPSLzwsKBKkJ/R+jFUUWDAeZo2Bigb/Zk9SrF8o6S/tLkm7W2JWISk2ukJPMpLM1LeG/lJnJg1TwneTBXyhQp0Fwjx0iSzN6fkInwf3ju+QiuoXKzQfQvP2FNPUyO6ZmpqLOPw8tJJ1aJU7/f3FJaEWTkfNmxQ2P5VBeKSuh6yIE22MFFsN8cJgQIiPM4UNBRUCYu39i/cfKBxOjY++qKF4VzsWq8IRB6cybVLCkA3s552ex7pNzSxdHjrJpqpAVoaNIyMQLwCyzzqBtGMPoeK5t2jdsA3FbiPr9GNJPnRev69tQlFcDw+MviClpPjvj7Lzr4/gbezYIRCC9JOPZMb9vwsoYmgOJ5WvfYCzpAxTUiLZ55yILbtn6Ubd66XqtQ8pe+JlnGWV2LLTybvsbLLPX4xq7Z2XxI8uL+KGX69FCBlQZLr8gkIS4oZ+YpV+wmGoMTY0hytoG0tGKimHzhvQ8zpKyih97CVaN2xDjbWTdfpxZJ11PIrFglAUCq+6kM233hU83ENRyLkg8uSPQlHIvfh0ci8+fYCuwMBg5GK3hn9+SwmxtuhYnEopKauVbNyl4fFKMpMV5oxXsVqGxj6bRXDZCRaeeM+D5pM4nRo2W/CqLAsmRJYM02ISHDUV6ttgT4NE0yHBLihM67+XgMUEY4JXJO4VrU7JxjIfjftEnFrNMDFbJS818KLU4fLR4vAv2GNsJuLt5oD3xOnWqGr00uzwIYDEWBOZyRbslt4tdpPjVBJiFFocgRdMFpMgK2V4xAu1YDLa9lUhEmVK1PxJA3pOqWnoe7aj7dkOPi8iMR21aAZKXJLfpvQClG0rQosqJos/n0WEKHFJKDOOwDzjiPCNDQyiBCFHSnaOAaKlpYXExESam5tJSDDcjgeKHSVtXH7DqqDHVQUOnp/KXbdNH0KrArN0eR23/30LTpeGSfXHsGqaZNa0RP78q2lDVtpV0yQffl7Dq+/sYUdJW1dsp9+LT6BpkoJcO/fcPpOsjNFTqmrTLXdRcu/jPV4XqoolI4XDvnm1mzCx57m3WH/979Ba2xEmk78smhCMuf5Spv711q48H752BytOu5qGpSv2lu9UFNB1EuZO4+AlT/Y61GDl2kb+8s+tVNXszW1ht6n84KJCLjorb9h2sbbf+RDbfntf0OPTH/g9hddcNGDnK3ngaTbd/Cd/Uth97mvM+EIOXvIk9oIcvI3NfD5zMZ7axu5VUPB/tqakeI5c9y7WjNQBs2swMcaKvmPcu8Hh/pfa2FrqC+mx99sr4slMGd5NAodb8vSHHoorOpJmCr8HodkE5x9lYWbR0NlX06jz5XofG0o0YuLNWK0qojO8UvptO3wKzBobHaLPQNDmkny91Re0gvWUXIUxGXs/A69Pp6SyhXaXr1s7q1lhbHYCduvefc7aZi87KgInB5mYaye1l/MnTZfsrHRT29z93AkxChNzbVjNw7P7L51tuD98yi8U7P+DEwIRm4TluO8h1IHZA5btzXg+f8kfrtJZXaTjv6Y5x2CaMBcAb8k6fLuC59owjZuLuWDwK40NBKN5nOi8tnNu2IDZOgAuVEOE193KK/+cHvWfiSFeGAwYt921kc++qgv0nEdVBf/+6xwmTxjeH/GGLS1cd+vqgKEAqgKTJyTw77uHpn73/rQ7fLz/aTVbd7RhMQsWzU/l4HkpqL1I/hXttG0r4fNpJwU9LlSVwh9dzLR7fwNA9TufsvKsHwXe/RCCsT/9PlPv/iUA6669jbInXg6YyFKoKplnHMu8F+7vtc26LlmzsZmKKifxcWYWzknGZhvexYGUkm2/u4+ddz+C1HWEqiJ9GsJsYtLtNzLu/344YOeqee9zVpx+dcBjwqQSO34MR6x5C6GqtG0tZsUZ1+DYWYow+yd10uvDXpDD/Nf/TcKMgd2pGkyMsaLvGPducCje4+Pe59v8Ie/7HRPAQdPMXHZy7HCY1oWUkoff8rC7Wg+Yn0MIuOZUC2Ozh/4ZKqWkshF2VPpLmibFwpS86PFWGShW7fRR2yKDesMqAo6Z7i+FrkvJ1tImXJ7A4RuqIphSmITZpOJwa6wtDp08fPa4WOwR5OjaH7dXp7ldQwLxdpUY6/CHLOhNtXiXvYl0tIDoKDUjJSI5E8ui0xH2gQnNlLqOZ8mTyLbGoJ4e5sPPRs0uQkqJb+dqfGWbAdGtzK6pcBqmsTOjKjQoFKN5nDDEi8HFEC8MBgy3R+fuf21jyafVgD+3gz+poZnb/m8KC2ZHUHt6kLn1jg0sW1kfsgTmP/80k7kzh9/W0ciW2+6l+O5HeuzM74saF8OJdStBUVg69zRaN+4IOqALk8oxJZ+jmE18lH8Y0usL2M7fWHDMjk+iKrdGf3FV1VL54ru4a+qx5WaSc/5iLKkD+939+qiLaVy+ukdZ1n1Z8OZ/yDj5SMA/EatdspT6z5YjJaQePp+MxUf1u0TsUGOMFX3HuHeDx8ZiL0+956DNKVGUvdUOF80wc8FxMb2qdDEY7KrSeOjN4G7tQsCEXIUrFx/Yua8GC7dX8smGEONgB9PyFQrSVBpaXOyubgvZNjPZTk5aLMWVzrDlTbOSLYzNGj2eolLq6FW70BuqEEKgZBYiUrIHVCDQKnbi/fK14A2EQKTmYD1mrzel7mpHq96F9DgR1hhMmWMRI6ys6WgeJzqv7awfrx9x4sVrD8yI+s/EyHlhMGBYLQq/uWkyP7xkDEuX1+F0aYzJj+WQg1KHfUIF4PHqfL2iPqTLraoKPv2qzhAvBglXWWXY3ChamwNfazvumnpaN4SuTiE1narXPsBekBNauACQkvqlK8i75IzeGR3F2LLS/WVFBwlfWzuNXwUPBwMQJhPV73zaJV4IRSHj5CO7/m1gYDBwTCsy8+drE1i/00tVg47NIpg13kxywvDvVAOsL9ZQBEGrokgJ28p1PF6JxTz884LRhju8boEAXB36UmNr+HLfDa1uctJiaWoP33lzBG1GEkIoqNlFqNlFg3YOvbLY79khg2wQSIms24P0eRAmf+4uxRaLUjht0GwyMIhmDPHCYMDJyrBx3ul5w21GDzwePXx1DylxusKkdDfoM5b0lK5Q42AoVgtqXAzerSVh+xOqgq+5NURSrf04sBzN+k1YQcjfCt0dKiu7gYHBQKKqgtkTh75McyREsngGf9iGZZgKSYxmLBHM6uU+7Xyhau92oIWoIheob4NeomtEdOdGSCUIA4PBxhAvDKKOTdtaeOH1cpatbEDTJVMmxHPeabkcsSitX656MXaV5EQzjc3B3R6lhMK8mD6fwyA0uRefTsl9TwQ9LkwqORedhmIyYS/M2Zu4KgjSpxEzNp+kBTMRJn/eh+CdC1IOGdgKHKMdU1ICtrwsXOVVQdtITSdp3vAn4jUwMIgMl0fy1ToPX23w0twmibUJFk41c/gsMwmx/fPgyEgSYTXiGKv/j8HAYzMLUuIEDW2hP4TsZP/nbDWrOFyhFSdLR9LMhBgTtSHmTwCJsSMrPDAaEEmZIDeEbmSPB7PxozEwAIgOP0MDgw6WfFrNNT9bzWdf1eFwarjdOus2NfPrOzdx33920J8ULYoiOOuUHEKVrhaKYPFxWSH70TTJ1yvqueff27nrgW28/l4FDsfocpUcLBLnTCX7glP8GcP2R1VR7DbG3+JPDmnLSifjlKOD50oQAlNSAplnHIc1M42cC04N2laYVNJPOoKYovyBupQDAiEEY35ymV9ECtwANcZGjlHO1MBgRNDulNzzQjtvfe2hvlni06C5XfLhSg9//Z+Duqb+7e7Om2gKPcYKWDjFhBJoDNiHpjbJJ2t8vPqllyUrfFQ1GLvOkTIxRyHU3S3KVLB2hOykJYbPT5He0SY7Jby3T1ZydHoERTNq4VQIU7XENGHuiEnEabAXKeWI+zMSMMQLg6ihqsbFn+/bipT+8lmddHrKvfJ2BV8sq+vXOS46K5/xY+N6TK4651E3XTOe1BCDb1WNi8t+spJbbt/AG+9X8u5HVfztwe2c8f3lLF/V0C/bDhRmP/4XCq++CGHqPljHTSpi0SfPEjthTNdrU+/+BaaEuJ6iRMcHNvOh21Ft/t2Iaf+4jfhZk7sdRwgQgpjxhcx67C+Dcj2jnbE/uYz0Ew73B0rvM3kSJhWhqsx59l7MCQOTdd3AwGBweeVzF7WNsod3hJR+YeO/7wcugxkpsTbBWYf540H2X2sJAVnJgqNmB1+oSSn5eLWPv73o4ZPVGqu363y5QeP+17288JkXXy9CGA5UkmMVFoxXse0XlqMIGJ+lMDF77wQo1mYiNSH4jn6szURKgq3j7ypFIZJxjsu2EWM1PC96i7BYMS86zZ/3IoBAoWSNRZ04dxgsMzCIToxqIyMUTZMsW1XPB5/V0NTsJSfTxqknZDFtUkKXOiulZOPWVop3t2O1KCycm0JSYvQGmf7n6RKeebk0aFifosDMKYk88JfZ/TqPw6nx1Iu7ef29Sto6kktNmxTP9y8o5JAFqUHf5/HqXHrdCqpqXD0KL3SWg33s3rmMG2Ms5CLBXdtA7ZIv0J1u4qdPJOngwCVq23fsZvOtd1H99qddSlbCnGlM/uNN/kX1PmguN3uefZOyx1/CWVaJNSuN/MvPJe+yMzHFDW8JwZGM7vVS9thL7HrwGdq2FqNYrWSddTxFN11J4uyRUVO+t4yWsWI4GC33rqbBy0fLWtlR6sZsEsydGsMR8+Kw2/Yu/lodOuu3u3F7JXkZJsbnm6N2h7TVofPbR9uDJtPs5GcXxZCf0b9F6NYyjY+/87K72n8ym9nvcXHMXBM2S/D7881mjTeXBfZkFMC8iUqXOGIQGikl9W0Sh1tiUgXpCQJzgOTpUkpqmpzUNDq7xCFFQGqijZzU2B5eMm1OjapGN83t/jDNpFgTWSkWYoe5hPhIR2+swbd1Bfqe7aD5EAmpqOPnoBbNQCij796OlnEiEJ3Xdub160ZctZHX/zUz6j8TQ7wYgbS1+/jZ79ezYUsLiuJfz6mKQNMli4/N5NafTKK4tJ07/r6Z4t2OrveZVMEZJ2fzkyvHYTJFn9PNjbetZeWappBtrBaFj185PGSbTpqavbz9YSVLv6nH49GYOjGBMxfnMGGsX1zw+XTqGz1YLWpEos6Hn9fwh79tDnpcVQUnHJXBr2+cHJF9Br3DXVOPs7QCS0rSqAj/kJpG+85S0HViivJRLAPnbuuubaB9WwlqjJ2EmZMGtEyplDJqF2cDyWgYK4aL0XDvPv2mlYdeqEPQvXJGQpzCb3+UTV6mmeeXtPDRN45uYnZOuolrz01iTE70LbC37Pbx0OvhPSvOP8bKoTPCP4+klBRXwZqdOg2tEGODGWMEUwtEV4WxdpfE65PE2UXYqmOaLrn7BQ+tIUwUAm65wEJCzOh/Bg01UkpcHg0pwWZRw4b2jAR0r7urSocygDkjpNSRzXV+kSEuecDLlB4I4+xoGCeC0XltZ/xo7YgTL954aFbUfyZGws4RyJ/u28KmbS3A3pCKzjCLdz+uJjbOxDsfVuHar2qGT5O8+k4FLa0+fvez6NotbW3z0Rimfjj4BYJI2LSthZt/u452h9blHlu828Eb71dy3Q+KuPjsfEwmhcz0yOuRf7GsrkssCoSmST77qtYQLwYJa0Yq1ozgnjEjBanrlPzjSYrvfQJ3ZQ0A5tQkxlz3Pcb/4pp+iRiuyho2/d+dVL76Pp0rKlteNhN+cz0FV543IPaP9gmVgcGWYhcPPu8PUdx/d6etXeeOhyqZPyuBZWtdPY5X1fn402P13H5tGtnp0TPFklJS1RBZJS01gkWrrkteX6azuYyu0qiiGXZVS5ZtllxyjEKcTRBrExAyA8NeKuplSOEC/OEtW8t0FkwafTvRw40QArs1er6z/UFztOAu34bWsjfUWE1Iw5o3ETWm74syKSVayQZ8W78FZ5v/RSFQcidgnnkEwjYwHp7GOGtgEJzo2343CEl5hZOly+tDVkx67Z0K3C4tYBsp/R4E20vaBs/IXqDrksf+t4vTL/uanbvaQ7ZVFcGi+Slh+3Q4NX72+/U4nFq3uN7Ocl8PPlHcp/wUziD3dF88ngPKkcmgl0gpWXfVr9h8y11dwgWAt76J7Xc8wOczT8FRVtGnvt019Xx16PlUvbaEfbeCXeWVrL/2N2y/86F+2z9QSClp/GYt5c+8TtUbH+Frd4R/k4HBEPHmp81Bk07qElraJV8HEC46j3t9kjc+bx1UG3tDea3Gn55q55XP3WETsglgYn54YeDLjZLNZf6/d3qmdPZc3wqvfdX7BJuRVGYW+O+vgUEwtLYmHJuXo7XUd3vd11KHY9PXuKt39zkxobblG3xrPtkrXABIib5nO57PXkS6o2csky4Hvt2b8ZVsQG/uX744A4NoYnRIrAcQ365uCFc9El+YgV1VBUs+qWbClcOfm+Gx/+3ivy+URtRWl5ILzswL2+7Dz6tpaQ0+C1IUeP61Mg6eF14I2ZeiMbGsWN3QI99FJ0JAQd7AuQ7uKGnjvY+rqKnzkJJs5qSjM5kyMXrduAzCU//pcsqfei3occfOUr6YsZhDvniehJm98+DZcedDuCtqkFrg3dVtv72Phi++pfCai8k49WgU0/A8/hu/Wcu6q35F2+YdXa+pcTGMv/Uaxt16jbHjZDDsrN7iCClUm8yhF/e6Dt+sd3HFGRKLeXi/z3XNOv94qR33Po6NwVzShYBZ402kJITe1/JpkhXbQpSwllBaC9VNksykyK8/LVEg6Ont0q1vICNpYPbdvD7YVgEVjX5RJCcFJmSD2ZgZj1iklLh2bQDZ8wfc+d1yl21G87iw503s1XgjHS34Nn8T7MTojhZcX7+BMmEu5owCFMvAhpJEitR8eL/7GG3Hmm73QUnPw7zoNJS4pGGxy8BgoDAe0SOMcMJEJEgpaQxTq3soaGr28szLZWHbde6A/eqnk5kaweJ95ZqmkAKPrsN365p6HVN4xonZPPdKcHulhHNOzY24v2BomuRvD23jrSVVqKpA1yWKInjl7QqOPiyN3948BbPZcJoaiZQ+8gLCpCJ9wd23tXYnK8/6EUdv+yjiXBW610vZk68EFS46qft4GXUffU3K4QtY8ObDQ57EtGXtFpYfdym6p/vzR2tzsPW2e/G1OZj8x5uH1CYDg/3Rw0VXRDBsaDq43DqWMELHYPPRSjce797xULLX/M4xsHO8HJutctFx4UMpa5rAFWYKIfCHkPRGvEiIEUwpFGwplQGTigoBSbFQlNN/QaiyEd5dBR7f3vuxvRKWb4PF8yArqd+nMBgGdEcLuiu4Z3HnZ+2tKcUcl4Q5OTPivn27NhFqcikA2VSLt3wr3ood2CbOx5QUef8DgZQSz5evo+/Zwf4yoF63B/cHT2E7+QqEffg3Lw8EpC6R4TIkRxEjxVZjBTTCmDIxPqTXRSQIICNt4BIX9ZXPvq5Fj+CHcsZJObz4yEJOOiayQSASd0ApQ3uvBCI32871VxYB9HApFgIWzkvh1BOye9dpAJ58YTdvLakC/EKGlHtDXj77qo77H9vZ73MYDA9tW3aGFC46cZZWUPP+FxH3621qRWuLwF2140vf8PUqNtxwe8T9DxRbf3cv0usLmjhm598ewVVRPcRWGRh0pyjfEqhi4V5keP3CbIIY2/BOsaSUfLvZ20MIkPg9GTv/lRIvuPp0Oz85xx6yEsi+74/s/L2x1s+pB5uJte+tdt2JIkBV4PyjzCj99M5qc8E7K/3CBfivp9NUjxfeXgHtrn6dwmCY0F2hw4/3InHXROb12/UOR0vYNkJKv7eD1HFtW4k+xGEkem25v1pJoF+plOB24Nu6YkhtMjAYaAzxYoQxfXICRYWxqEE+OUWBwjx70OPg3xFafNzQqsGBaG7xRpTN+qRjMsnKiDyx5owpiSGPKwpMnRTfp0zaF56Zz19+M61b+EZ6qoUfXV7EXb+ZFjabejhcLo0XXi8PelxKePP9SpqiwHMmUjz1jdQs+YLaD5bibWwebnOGFXNyQsA67vsjzCYal62OuF9TfCwi1I9+fzSdiufewlVVG/l7+omnvpGadz8P7R0ioeKFd4bMJgODQCw+IjHkwlvXtZALeEWBw+bEYDINb8iITwudR0LiH1NyMxSmjTVFPCamJ0A4hxIJ5KX1/voTYwXXnW7hoMlKV/iGImDaGIXrTjdTkNH/aevGUv+9CYTEf2xT8GE46pBS4nB5aWl343R7+5zPYTQg1Mir/GjtLb26V8ISfh4qAUTHd1TqeGt2R9z/QKCVrN97/kBIiW/n2qEzyMBgEDDCRkYYQgjuuHUq1/1iDa1t3m4bmELA2IJY/vDzKdzwm3U0N3u7qpDsywVn5JKfEzOEVgcmK8PW5VEQisxeeomcfGwm/3mmBI9HDzgB1XU4/4zwuTOCcdjCNA5bmEa7w4fXK0mIj3zSF471m5txOEPvzPs0yYo1jRx/ZMaAnHOw8LW1s+lnd1L+1Gv+3XZAWMzkX34OU+/+BWrM8MSDDjSOXeU0f7cRYVJJPXwB5uTg4lnOBafSsHRl+E6lRPTiO6XarGSeeQLVb3wYkWcHgPRpNCxdQc55iyM+T3/w1DWG3YoVqoJ7CAUVA4NAHDY3lo07nHy8vK2bl7iiABJ+cnEa5bU67yztucurKBBrVzj9yOF3yzapEGsTtLuC/+6EgJT43gkCFrNg9jjBym0yoIgjBGQkQm4fi0MlxAhOW2Rm8UKJ0w1WM5gHUAgqqQ6fV6O4ChaMH7BTDhrNbS6q6trw7PPct1pM5KbHE2sfuPLbw4nUNfSGSvB6EDEJiITUoCG/akIKqCbQgqt2/s9e+P/XCy8eNX8S2o7gmwoSkPbYbhsUWlMN5A9ddT/pbAuY76MbbucBUYrVYPRiiBcjkML8GP77z3m89NYe3vu4itZ2HxlpVs44KYczT84hxq7yn7/N4e4Ht/PNPlU14uNMXHJOPpeckz+M1u/liEVp2G0qTlfgxZaiwILZyaSl9k68SIg38+dfTeMXf9yArsmuBJuq4vc6Oe/0XI45LL2/5hMbM/A/H7c3sgztngjbDRe6x8O3i6+k8du13SpfSI+X0kdfpG3zThYueQLFHPkuSbThqqxh3bW3Ufve512rG8VqIf+H5zPlrltRrT0njrmXnM7Ovz2Kc1fobT3p0xCqitR1RLCyB/sx4Vc/ouadT/wxi+HK4nSeJ1j22UHAmpFKyFrDgNQ0bDnD7xVmcGAjhOCa89OYMdHOu1+0UFLuQVVh/rQYTj0qkXH5VqSUJMQqvPl5G+3OvUvhqWMtXH56IqmJw1/KUwjBITPMfLTSEzwHlISDp/X+OXz0TEFVo6Sslm5JNgUQa4NzDlX6vThSFUHcIGjcvggee0P4aOwzzW0uSqt6ejO6PT6K9zRSlJs8ogUMKSVa6WZ8O1aB1931uohPwTztMJSknhs4QlGxZo/DXb51/84QHieK24HQNRAKMj4V6WqPuLypkpyJkjUWvWoX+8tfnYKIHp/c4xqGEhET7/e8CCVg2GIN4WKI0NHRw4lJUYTOyLBVyAPMv6ylpYXExESam5tJSBj9lRsqq13sKmvHalGYPiURS5Qlenz3oyr+/I+tPV5XFLBaVB7+2xyKCvuWVLCswsErb1fwxbI6vF6dyRPiOefUXBbOTY7aB3dltYvzfhgkm/U+PH7fXCaOix8Ci/pG+dOvs/aKW0O2mfPMPeRccMoQWRQab2Mz5U+9RuO3axGKQvrxh5F93smo9sBuot7GZr5ceA7O0oqeYRCKIGPxUcx/9aGA3zPH7j18fcRFuCPI7ZBz4anM/u/dEQsYDV+uZPWl/4ervCp8YyE4euuHxIwdOjFz5bnXU/P2p0FDR4RJ5djdS/1CxzBzoI0VA8mBdO98Psn2Mg8eryQn3UR6cnTtCbW7JHc/10ZjS+AkmEfNsXDOkZGHZe6LpknW75as3iFpbIcYC8wYK5gzThBjjc4xFmDJaiipCe4IJgSMy4TjZw+pWb1CSsnmXbUhvVdtFhPj81OiYr4jpcTtbMfZ2oyuaahmC7GJyZgtwTenfCXr8G39NsARAYqC5eDTUBLSAp7LU7Edd2Vx5wuY2hoRPk/nu/f2YzJjmX8SSnxk1ef8lTw+Qi/b2k2wk6qKlpwJ1n1/SwJzZiHWMTMi6nsg6EzKGRQhME1dhHnWkUNmUzBG8zjReW2nXvMdZkv0ztX3x+tp5e2H50b9ZxJdo6zBgJOdaSM7s28Tk6Fg8XFZ2O0q/36ymD1VezNkzZqWyI1Xj++zcAGQnxPDjVeP58arR4DvZwfZmTYWzk1m5ZrGgDs/qgITxsVFtXABUPr4i6F32RWF0sdfigrxoua9z1l1wQ3oLrd/1iqg4vm32fyrv7Hw3ccClizd9dCzOHbvCXx9uqTm7U+p/2w5aUcv6nE4pjCXY0o+Y9U511Pz9ichbat44R2SD5nLmB9dEtG1pBw2n2N2fELth1+y+Rd307ZpR8AZujCppB1/2JAKFwCTbr+Juo+/RnO6Am5tTvjN9VEhXBgYRIrJJJgydvgTYAcj1ia4+fxYXvncxertvq7HQaxdcPx8C8fM7fvOvKoKZhcJZhcNkLFDxPQCKA6hHUsJ0wuHzp6+0OrwhA27dXl8uDw+7Nbh9XDUdY26PaV4nN3DrNoa64hPTiMhLbOHwCI9LnzbgoVY+r0LvVtXYF1wco+jQgisuRNR4lJw7FyDqb0J4fMESLIrwefFs+ZjrIedgwiVK6Kzb9WEZcFJyGmH4N21EW/FDjBbkFZ7gHxWEnPGmLB9DiQiNQelcCr67k0BDgqwx2OatGBIbTIwGGgM8cJg2Dn60HSOOiSN7cVttLT5yM60kZs1OvIh9IWfXz+Ra3++moYmT7e1sapATIyJ39zUczEdbTh3V4QOXdB1nLv3DJ1BQWjdvJOV517vz8mxXwkaT10j35x4OUdt+RBzYnexqOyxl0JenzCplD/5akDxAkBRFOa/+iBbfvU3iv/2aEgbS/7xJIXXXhzx7plQVTJOOpLEeTNYdswltG8t8R/oCtwX2MfkMeuRP0fUX2/xtbZR9t/X2PPsG3jqG4kdV0jBVReQdcZxxE8dz6JP/8f6626jecX6rveYUxKZ8OvrGfOTywbFJgODA5mEWIUfLI7hnHadqgYdswr5mWq/E0yPVHJTYfZYWFPSM+RFAnOKIDs5+PujAW+EuY28Ph37MGtrDZXlPYSLTlob61DNZuKSuovWWlVJmNwNElm/B+lyIGyBc7iZE9OIm3Yo3q9eCdkPrnb0uj2o6ZGL+SImAcvURZCcgad0E4G+SdaxM1FiBmejSasowbNhGXpNGagmTGOnYZ5+MEpcEpZFp+KLice3bVW33B9K1lgsC08Oer8MBh5/4ZmRE+AwUiJcDPHCYNiRUuJwahTmx2K1RFdYy3CQlWHjsfvm8fxrZbz1QSVt7Ro2m8Ipx2Vx0Vn5vaq8MlxYM9P8oQvB/HIVgTWr/3lH+suu+//rFyEC2alpeOqbKH/6dcb++NJuh9zVdSH7lT4N557QoRtCCLz1TQiTGjzJppQ4dpbia27FnNQ7Fz5regqHff0SZY+/TOljL+KqrMGWlU7+FeeRf+X5mBMGPqGgs6ySZcd8b68wJSXO0grqPvqK9MVHMf+l+0mcPYXDvn6Z1g3baNtWgikhjtQjFqBYRm5stoFBtOP1SUwqTMhToyKMYLg5eKK/asraXVDTkTYiIxFmjYVxWcNqWkSYIqwuFWm7wcLrceNqbw3ZprWhltjE7uEt0u0In7sBkJ7g4gXgDxUJkbzT30igN9f2SrzoxJI9DjU2CU9VMVprPSBQE9OxZBWhxiX1ur9IcH+zBO/Kj7vdH29jDd61X2I/7UrUnLGY5xyDafqhfnFD1xDJmSiDZI+BwVBjiBcGw4bHq/PSm+W8/NYeauv9Ln3zZydz6Xn5zJ0Z5dseg0xqsoXrrxjHdT8owuPRsVj6n/xsKMn//tk0r1ofvIEuybvsrIj7k5pGzftf0PjVKhCC1KMWknbsIRHngghG1evhq3NUv/VxD/HCkpGKq6wy6HuESY0o8aRQVQjgzNqzXd+u0xQfx9ifXs7Yn17ep/f3lu8u/Cmu8sruYlBHeEjt+5+z7fYHmPzHmwGInz6R+OkTh8QuA4MDlR1lXt75sp112/1JOxNiBccsiOHERTFYLSNnTBlohIDx2f4/+yb1HinEx1hRFIEeYlfXYlaxWyOf5ru9OvUtXnyajsWkkJpgxmzq300JJ1wAaD4fXo8byz75IoTVHtE2sLCE8dKNdN7Uj/mVmpCKPWFowh19xRv8wgV0vz9SgubF+c4TxH7/VwiLDWG2ouaOnLBpA4NIGUGPaoPRhMer87Pfreff/y2htt6fREkCq9Y1csOv1/HexxEkHDwAEEJgtY68nbLcS88kdlIRwtQz475QVeKnTyD3otMi6qt143Y+nXwCK8+8luL7nqD4nsf5dvGVfD7zFNp39K+Guu7xhm4gpT8/w37k/+DckDNd6dMiEmfSjjsE6QuxK6QoJM6bjil++MsuhqNpxTqavl0bXAzSJbsffCbg/TQwMBh4Vm128ZcnGlm/fW+1kZZ2yRuft/PX/zbi9owcd+bBRFVGlnABoCiCrNTQ40J2WlxEcwcpJbuqnKzd2Up5rYvqBg+lNS7W7Gilst4d9v3h+o6I/cIw1awiv2dBUAQiNSdspRBhj4dw1USkRE3JiczOYcaz5ovgQouU4HHh2/rd0BplYDDEjLDHtcFo4eW39rB6Q1MPb/3O8esv92+jsckz9IYZDAim2BgWffwMacce0uNY+omHc/CHTwWt5LEv7pp6lh93aZeXg/T6uhb7jp27WX7cpXibw+/sBCNh9pSQs1ZhUkmaO73H62OuuwRbblZAcQZFIf3Ew0k7JnC+i33JPP1Y7AU5HR4YAdB1xv3sh2H7iQYavlzpT9IaAl9rO60btg2RRQYGBy5Ot84jr7UgJT2qjEgJuyp9vPNl4DwEBiOD1MQYctLjUZTui1mTqlCQlUhCbGQhpmW1Lmr2mW/Jff5bVuuith9zMYs1EhsEpv2qjgiLDdP4OUHbowjME8MnnhRCYCrsOYbv0wARn4oIUHY12pBSR6/cFTwcFwCBtqd4qEwyCIPU5Yj7MxIwxAuDIUdKyStv7wn5/NV1ydsfGt4XIxlrRioHvf0oR21awsz//ImZj/yZo7Z8yII3HsaSFllZstJHnsfT0BywtKb0abgqaih/6rU+2zjmuu8FrHqx7zkKrrmox+uW1GQO+fw5Uo9c2O11YTKRf8V5zHvpgYhCWhSzmYPeeRRLRkpHpRPR0Y9fzJjw25+QfW7PbOrRyAFWddvAIKpZvt6Nx7t3Ibo/UsKnK51oI2SyahCY1MQYpoxJpyArkdz0eMZkJzF5TBqJcZEJFz5Np7ohtDhRXufq8/PdGhOHagpd7SQmIRElgICvFs3GNHkh7Pd+EZuAZcFilMTI8map+ZNR8iZ1vLm70CNscVhmHzPivFsB/7UoSsemwQi038Cgjxg5LwyGHLdbp7o2tCuiEFC829gVamz28O5HVWzc2oqiwEFzUjj+yAzstiA79VFI7IQxxE4Y06f3Vjz/duiqJVJS8eI7jO1jlYqss04g/4pzKXv85e6lXVUVNI0pd/+S+CnjAr7XnpfFwvefoH37LppWbUAxm0g54iCs6ZEJM53ETR7HkRveZ8+zb1D12gdo7Q4SZk2h4KoLSZwztU/XNRykHr4g9GcFmOJjjTwXBgZDQHm1D1UJqc3S7pS0tuskxY+c8WSgkVJS1QSldeDxQawNijIgKXbkLAYVRUQsVuxPU5svqMDVidcnaXdpxNl7v2QQQpCanU9teUlAAcRktpKUHjhDqhAC05gZqPlT0OsrwOdBxCQgEtN7JTYIIbBMWYSeXYSvfBuyvRnMFtSssaiZYxHqyFgKCaGgZI9Br9oNij+cuPOeCpNASh00DSV3hNUuNjDoJSPjF2swqjCZFYQI7fkmhBgVlUd8mmT1ukYamrykp1qYNS0JNcLydF9+W8dv/7IZr2/v7POzr+r4z1Ml/P0PM5g0fnBKcEUT3pa2sG18TS197l8IwYx//5GUQ+dT8s//0rJ2sz8h6BELKPq/K8k48YiwffRHnOnEnBDHmB9dwpgfXdKvfoaTpAUzsWSm4QlRiSX5sPkRhQsZGBj0D7MpuNdF93YjZ5EejOZ2qG72b3rkpkBMhKVBvT7JF5uhtnVvoUsBbKuESdmS2WMYmTvyvSBSz5v+eOhY7DFkFI6ntaEWR2szSImiqsQmphCfnBbQ62JfhGpCzSjo8/k7UZIysSSFT6QdzZgmzMFTU9717+7fTwEmM6YJs4beMIOASClHlFfqSLHVEC8MhhyTKlg0L4Xl3zUE3ajVNMnhB6cNrWEDzAefVfPAYztpaNqbFDI91cLN104Ie23Fu9v59Z83oWk9HyQtbV5uvG0dLzxyEAlxod0xRzpxk8f5y5IG2T4UJhXz5Em88X4F23a2YTYpHDw/hYPmJPeIAw6GEIK8y84i77Kz0L1ehKIEz0FhEBRPXQPe+saQbVrXb0VqmnF/DQwGmbmTrXyw3Bn0uBAwLs9ErH3kbhK0u+CT9X6viU6EgEk5cMRUv4ATimXboa4jZdK+eR4Atlb6vTAmZg+01dGFzRLJs1ii6h4aaxvQdR2zxUJsfCKqKfIlhNliJSUrj+TMXJCy35XCDlRkUw1CKASSJjuFDH1PMcq4GUNsmYHB0GE8PQyGhe+dVxDU80JVBGMLYjh4Xu/c76OJJZ9Wc/vft3QTLgBq6z388k8b+fLb4LvTAC+9tSeoa4quQ1u7j/c/rh4we6OVwmsuCun3vCNpMr/TzuLuf23n7Q+reO29Cn72+/VcfsNKqmt7X9VCMZuNhXUfqX7ns7BlZ13lVTSv2jhEFhkYHLhMKDAzLs9EMA1XSjj18DBVGKIYtxde/QbK6ru/LiVs3QPvrOqZqHRfWpySisbQ3imbykEfITuRfSUhRsUSwvtGoJNuaqChqpTWpgbaW5poqqthT8l2WptCi9UB+xPCEC76gW/HOkJ+a4XAV7xhyOwxMBgOjCeIwbAwc2oiv/vZFMxmgRAdpco6wikK8+3cc/vMiMMrog2fT+efj+4MelwIuP+RnSHds5YurwsZqywlfPltffAGQ0TjN2tZ/b2b+TD7YD7IWsiqC27wV50YILLOPJ6sc04MWBqsJi6XV+b/BFdHpVFNk12eKrvLHNx42zp8vvB14g38SE2j+p1P2X7nQxTf68/l0Rt8re0EXSnt267NyGVjYDDYCCG44aIkCrP9u+OK4v95dub4+/6p8cycEGF8RRSysRRaHIE1fgnsaYDdNcHfXxnButvlhWZHn00cEHyapLLBxfriFr7b3sT6khaqGlwDlmhVCEFRdkzQ6ptJSiOqDJyjrLG2Ckdb36t9HYjorY34Nn+Dd/2XaKVbkHpowb8HvjCVX6REeoxy5AajGyNsxGDYOO6IDBbMTua9T6rYUdKOxaxw+MGpLJybErHLfzSyYk0jzS3eoMelhD1VLjZta2XapISAbbze8Ituj2d4F+a7//M8G378e4SqdO24V7/5EVWvLmHKX39B0U0/AGBXWTsfL62ltc1HbpaNE47KJDEhsnAXoSjMeeYeSu59nJJ/PoW7qhYAW14WW47/P6hRkQFCazQdyvY4+XxZHcceHv0l0Iabhq9WsfqSm3DtqUaYVKQu2XzLX8g650RmPXonprjwO7Rxk8aG3uoEEILY8YUDZLWBgUEo4mMUfvPDZDaXeFm12Y3LI8lNVzl0tp3EuJG9d7WpPPRxIWDLHhgbJMWBru/NcxGKMDmIBxWvT2dzaRvufeYDmkf3ly9t9jA5Pw6zSUHXJQ2tHpxuH4oQJMaZibWZIs7XkRBrYkpBLHvq3DS3+7peT43VMbtCJ1dvbqglJm7059/qL9LnxbP8XfSS9UCHiih1sMViOewM1OzIkmyKhFRkU22IBgrKCCj7eqCg6zr6cD5EeslIsdUQLwyGlcQEMxeemT/cZgwo9Y2R1USvD1GebPL4eFZvaAo6cVIVwZSJwzdhaN2wjQ0//r1f5d8nVKDz75tv+QtxB83hwWVWPvq8pmPXT6DpkgefKOaGq8Zz1uKciM6lmEyM+/nVFN18Jc7dFSDAXpjLned/hRbCPUVR4AtDvAhL68btfHPSD9A9fsFt38+z6vUP8bW0c9A7j4adCKcdswhbXhauipqAM36hqqQdewj2gsg+dwMDg/4jhGBqkYWpRZbhNmVAcYbfgKYtxAZ0clx44UIREG/vtWkDRnGlo5twsS8uj87uaifpSWaKK9u6PXKrGl3E2kyMz43DpEYmUsXZTUzKN+HVdHyaxKwqtDfV0RxmE9/rduPzejGZR3f+rf7i+eoN9LKtHf+Se12GXA48n7yA9aTLUVLDJ1gxT1uI56u3gzeQOuYp8/tvsIFBFDOypXcDgygkLSUyV9y01OCTyXNPyw2546PrkjNPGr5F4K6HnkWEmBQJk8pd92zg4y/8fru67nd/ldKf4f3vD23n069C7B4E6lNViSnKJ2ZsPgiBO4znia6D09VLl8wDkB13PYz0+QJvMWo6dR9+SeOy1WH7EarKrCfuQqg9E54Kk4opMZ5p9/2mx/s8DU3svPs/fD5zMR/mHcJXh19I+dOvo3uDey8ZGBgc2ISrKCKAUNVDMxMh1upvF+z9Y9IJmQ9iMHF5NFocvpBtGts87NjTFvDR3e7ysb28tdfVA8yqgt2iYlJFxPk+pBwZu7XDhd5QhV66JUgeMwlSx7tuaUR9maYsQMkeGzCUFsA892iUlJ7uRlpFMa6Pn8fxwt9xvvwPPN++j97S0JvLMDCIGgzxwsBggJk/O5nkxOC7EEJAXo6dKROCe04ctjCVsxb7Vfh9I2g69YIbrxlPYX7MgNjbFxqWrgyZnLHRnMQ37rygSVmFgEef3dXnskxCCApyg8fpgt/zYmzB4Cek8za1UPLP//L1URezdP6ZrP3hL2n6dt2gn3cg0H0+Kl9+L+RnKUwqFS+8E1F/aUcdzCGfPUfasYd0Ta6EyUT2+Ys5bPnLPUrKOkrKWDr3dLb85h7aNu/EU11P07drWXvFrXxz8hVoTiN218DAoCdT80Ifl8CUEG2EEBw6CVQ1sICRYIfZY/phYD9pj0B4F2F8RxxujdYwAkgozJbw3jpCCFTT4HpdSCnxtTbSXrKe1s3Ladu2CndtOVLr+7UNJdquTSBCLLekRC/fjvSG99oVqgnb4u9jnnMkWPe6BYnENCxHn4tlwXH7dS3xrPgA9wdPo5dvB2cbsq0J3+Zvcb3xEFpFcZ+vy8BguDDCRoYIXZeU7nHg8ejkZtuJjTFu/WjFpAp+evV4fn/35h7HhPBPlG68enxIN3whBDdfO4FZ05J48Y1yNm9vRVEE82clcdHZ+cyflTyIVxAeYQpdkWNbxhwEEhlkX0tKf1LNsj1OCvL6JsKcfWoO9z28I+hxqcPpJw1MnTt3TT2a04UtJwNlH/fY1k07WH7C9/HU1HftqrRu3Eb5f19l3K3XMOmOmyKOOx4OdKcL6Q09AZRS4m1sjrjPpINmctA7j+Kpb8Tb0IwlMw1zQlzAfldd8FN/Kdx9c2V0bCM2LF3J1t/ex9S7fxHxuQ0ObJpbfdQ2+oiLUchKG11hEgbdmZbvz3vRHCBppwDyUqEwPXQfKXGCk2ZJtlTArhrw6WC3wPgsf4lUc1QnDY9M+G9s9ZAQ2zdxISYugcbaamQIN9DYhCSUAageIn1epKsdYbEiLHsX5VJKnKVb8NbvYd8sJVpbI+7qXcRNmIdiHcbYngiQnuAli/dp5U/GaY5AMDKZsSw4HvPcY5BtTaCqiNjEgHMNbfdmfBuXdZxin89RStB8uD95Hvt5NyGi/B6OVKQukQOUXHcoGCm2GivoQUZKydsfVPHfF3dTVeNPfGQxC04+Notrvj+WhDgjTnA0ctwRGSiK4P5Hd1Bbv1dNz860cdM14yMqAyuE4LgjMjjuiIwuD4VoWQinn3g4rZu2By1j6jXb/PmowvTj6EdYxxknZvPl8npWrm3sNnlVFP/69/ori8jN6t+AXPXGR+y48yGaV/lLj5mSEii8+kLG/+pHKBYz3576Q7x1jd1mz51eDDvvepj4aRPIvei0ftkwmKhxsZiTE0OKEwJBTFHv89JYUpOxpAYX2Zq+XUfL6hBlU3Wd0keeZ+Lvb8AUO3xeRgbRT2Wth/++Vsc3a9u6forj8q1ccnoac6eN3HKgBsGxmOGshfDZBijZp6qIIvx1p076AABGYElEQVQeF4dNCepZ3404m2B+Ecwv8s/XomWMjY9ggysSU7V+lHpVFIXUzBzqKgNnRzWZLSSmhlGIwiCdbf7KGyXrocOTQskag2nG4ajpeXhqyzqEC9h/RiE9btp3riVuysKo+dwCIeKSg4SM7IPJDJbezVeEqiISU0O28W1c1pEcNMj5fV58O9ZinnZwr85tYDCcGOLFIPP4c7t54rnd3fafPV7JWx9UsnZTMw/fPcfwwhilHHNYOkcuSmPdpmYamjxkpFmZPjmhT4NstA3MhddezK77n0LXvQG2vQSpjmr0MFFpqirIyQwRlBwGk0nhr7+dzvOvl/PK23uo60iAOnl8PJeeV8DhB6f1uW+AXf96ho033uFXQzrwNbWw82+PUvfJMsb+5DJcZZXBO1AEO//2aFSLF0IICq66gJ1/fzSoECV1nfzLzxnwczd+vWqv0hQErd1J6/ptJB88e8DPbzA6qKz1cMtfS2l36t0eRcXlbm7/1x5+dmU2h80zqiGMRmKssHgetDqhptm/RstJBlsfnW6iaZy1mBRSE8zUh6hcFmpN2onNEtpLMhwxcfFk5hXS3FCHy+Evcy0UhbiEJBJT0lDUvvcvnW24lvwXnK3dLkSv3o2nejfmw8/B3VgVqgd0VxtaWyOm+PAbQsOFadxMfGs+C/5hCYE6blaPXFH9RUqJXruHcNtIek0pGOKFwQjCWDUPInsqnTzx3G6g56ND16G03MHzr5dz5cVjhtw2g6FBVQVzZiQNtxkDTkxhLvNeeoBV5/0Y3efbu/BVFYRQOO9vl/LxayZa23wBx2tVERx7eDoJ8f3zPDKbFS49r4BLzsmnucWLyaQQH9f/x5prTzUbb/6T/x/7L651nebvNlJy/1MIk8mf7DIQuqR13Ra8za2YE6N38TTuZz+k8rUPcBaXIbWenjATf/tjYsaECTDvC6FigLs1M1IzGQTnyVdraXfqPX6mnc+dB5+tZsGMWKwW43s0Wom3D29VkMGiMDMGt7eNNmfP53JCjJl4u0JlQ+i8QGkJkSUQD4XVHkNGbgG6riN1HUVVB0To8az+pIdwAXT927v8beSYad02EHoi8LVGt3gh7HGY5h6Db9VHAQ4KiInHPOPwQTo5EUQYRY9oN9qQUh9RCW1Hiq3GaD6IvP1hZchnrq7D6+9W9DlpoYHBcJJx8pEcvfUjJvzyRyQtmkPSwbMZ97OrOGrLBxScdyK33TwZRYgevwFFgZRkM9ddHlld80hQFEFykmVAhAuAsidfDj2e6zqtm7ZH9tuN8rrZ5uREDv3iOXIvPRNh2Ssm2QtzmfHwH5nwmx8PynnTjj447L0xJcYTP3PSoJzfYOTT1Orj23XtIb9GDpfON2vbhs4oA4MBQlUEk/PjGJ8TQ1KsiRirSnKciQm5sUzMiyUrxU6MNfhufX56DBbzwE3zFUVBNZkGRLiQHif67s2hXUc8LpS2pgg6i/45tHnqwZgPPQMRv08opVBQxkzDdvIVCPvAh7cJIVAyC8PGFynZYwb83AYGg4nheTGI7Kl0hX2mNjZ78XglVsvgK5+V1S627mhFVQWzpiX2e9fbwMCWm8nE393AxN/d0OPYovmpPPCXWTz+v92sWNMI+PO9nHhMFldeXBhxSdnhoG1LcdjdCt0RphKG8OeKMCUlDJxhg4QlLYVZj/yZqXf/gvYdu1HtNuKmjBtUr4eEWZNJOXw+jctWB652IgRjrv8eqi16vycGw0ttfWDPrn1RFaiqG5qyuz6fZHOJm3anTkaKibG55qgKRTAYeQghSI63kBzfMxZGCJiYn0BVvZPaZjdaR7K9GKtKVoo94HuiBdnW3D2BZCCEgghbgUOixiUNlFmDiqloBurY6cjmOvB5EfHJg54o0zz9ENxVu4IcFWCxYho3c1BtMDAYaAzxYhCJjzOhKAJNCz67MpsE5kGuI17f6OGu+7fy9Yq9NZ1NJsFpJ2Tx4yvHG+60UUJLm5cln1Szq8yBzaZy5KI0ZkzpW46MaGHGlETuvWMmLa1e2h0ayYlmbLaBjescDExxsQhFCZllXagKakI8vubWwB4EUlJ04w9G1OdnTkogaf6MITvfnGfvZfnxl9G+tWRvALeqgqaRecZxTPjN9UNmi8HIIy4m/NilS4i1D+4YJ6Xko+XtvPRhC22Ovc+C/CwTPzw7mQkFhgAXDUgpaXboNLT6/N8Lq0J6oglTVFcVCY2qCHLTY8hOs+P16ShCYDaNgDmdKQJhRUrUhBS0ff4tNL8QKVUzCIGw2DAlhE5aGU0IIRBJ/Uty2hvUvAmY5x6L97uP/aGanYKREGCyYD3uEoTZeD4ZjCwM8WIQOfbwdN54P3hCP1WBYzuqUgwWrW0+fnTLaqo7Kp104vNJXn+vksoaN3+9bfqg2mAQniWfVvOX+7fi88muz+KF18uZNS2RO38zbcCq0nz5bR0vvF7Ohi0tCCGYNzOJC8/MY94gl15NiDePKE+frLNPoPTRF4IeFyaVzNOPY+xPL+ebky5Hd7p7tEk77lAKrr5wMM0c8diyMzh8xetUPP825c++gae2gdjxheRfeT4ZJx1h5LswCElWupkxuRZ2V3iC58IDFs0e3Jwz7yxt43/v9qzYU17t446Ha/n9jzIoyoveXfADAY9PsqnURZtL74oIlEBJtYeJuVbSEgZmOuxw+0u47qwGjw9iLDAxByblgGUQZ9yKEFjN0b8x0ImIT0YkpCJb6kO0klimHoxetRtZXYLqbEV0LL6lEOj2RKyTFoyoDYLhwDzzMNTccXi3rECv24NQTagFkzFNmDso4SoGezFKpQ4OxsxwEJkzI4nZ0xMD5r1QFFBNCpec0/sShL3htXf3UFnt6nIn3BcpYfnKBlatbRxUGwxCs2JNI3fcswWvV/pLb2uyy1tn/eZmfvWnjQOSF+Xhp0r4xR0bWbuxGa9X4vHofPtdAz/9zTpefCNwKbSRhOb24GttG5B7lXbsISQumBE4+7cQgGDcz6/CnJTgb7P/5EkI6j5dRs37X0R8Tm9zK43L19D83UZ079C4uUcDqt1G/g/OZdFHT3Pk2neY/8qDZC4+yhAuDMIihOB7p6eFDB05+cgkUpIGb9XY7tR5cUngUsNS+p2ynnsveClig8FHSsnGDuEC/KJF51dGl7Cl3E2ro+9luztpaoe3VsLmcnB3FOJqd8PqEnhvtf+1kYyUEk3XB2SMFUJgnnlEqBYoY6ajxCVjdjZjcjR3CRcAQkpURxPaluUhPST3RUqJ3lSLVluOdBxYeXCU1Gysh56O/YwfYTv1KswzDzeEC4MRizE7HESEENx123QWzfe7tCmKv/oEQEqShfvumMnYgsF9eLz1QVXIiZ2qwLsfhypFZTDY/PeF3UETu+o6rNnQzMatLf06x8q1jTz9UmlXn510Fgn556M72VEyMgfz+i++5dtTfsj78TNZkjKPT4qOZuffH0Vzh4uVDY5QFA568z8kLZzl/7dJRZj9CyA1LoZ5r/yLpPkz2HjjHX6vi0DZ0nXJuqt/7a/GEgJvcyvrr/stH+UewteHX8CXC8/m48Ij2HnPYxFPygwMDlTmz4jj5h9kYbf6x1ZV8WuJQsApRyVxxTmD66L9zXoHgVK2dKJL2LjTTUNz/xfHBn2jsU2j3RX6WVpW3z9lQUr4YrPf2yLQlKvFASt29usUw4am6VTXt7KlpIbNxTVs3FlNWVUTrn6qMWrBZMwLTgRFBYQ/rKFjI0ApmIxl4cno9RXoVSVB+5BhjnddQ+kW3G89jPvtR/AseQrXq//E/elL6K3G5p2BwUjDCBsZZGJjTNx123R2lbXz9YoGPB6d8WNjOXh+6pDEWTY0hl7AaTrU1PV9kWfQP1rbfKzZEHpXTlUFn39dx/TJiUHb6F4vZU+8wu6HnqVtazGq3Ub2uScz9sYfED9lHK+8tQdV2StWBDrH6+9V8LPrJvbncoac8mdeZ+0Vv/Argx0Cgqu8ki2/+hu1S5Zy0NuPoFj65q5tSUth0Wf/o2n5Gqrf+hjN5SZhxiSyz1+MKTYGx65y6j9dHrwDKfFU11G7ZCmZpxwdsImv3cHy4y6lZf022KdMqae2gS23/hVHSTkz7v9dn+w3MDhQOGJBAgtnxbFsdRvV9V5i7QqL5sSRmjT4oWqNLXrIZ2snTa0aKYkjx61/NFHfGl44amjVkFKGDEFocUh21uhUNUl0CfE2GJuhkJciqGsRNLUH718CJTUwfxzYRk4EJT5Np7i8Ho+3+z1sbnPR0u5iTE4Ksfa+h0SZJsxFLZiMtmsjemsTwmJFLZyKkpgGgFa+dW8+pIAIfOVbUHPGBb+GHWvwLn+3x+t6xQ7c75VjXfwDlBGS9NNghDHCwkYYIbYa4sUQMSY/ljH5Q++ilZxkpqqmZzx+J4oC6alGLO5w0doefudCAM4Qu0a6x8PKs66j9sOl/tZS4vO2Uf7Uq+x59g0WvPkfNm6TISfXmiZZv7l/3h1DjbumnnVX/5qOWJvuB3VJ/effUPLA04y7+co+n0MIQfKiOSQvmtPjmKOkLHwHioJjZ2nQw7sffo6WdVuCDhil//4fBZefQ+K86RHbbGBwIGK1KBy1cOgr+yTFKxFVQ06MNxxdh4tWpz8kM1xqBF1CsD2l6iadlcV7w04AWpywdrdOdbMgxqwQur62f6hqaoespF6ZP6xU17f2EC46kRLKqpqYNCa9X3knhDUG06QFgc/haA5TClUiHcHnLtLjxrvigyAHJXhdeL/7FOsRZ/XCYgMDg+HEGE1HOaeekE2oXJy6DicfmzV0Bhl04+tvG8K28WmSsYUxQY+X/ONJaj/6siOQd+8gL30autfLqvN/go3wIslA1oMfCsqfehUZSpHRJSX3PjEg8bmBMCcF94TZa4OOOUSp1NKHnwupdAuTSuljL/bFPAMDgyFg4YwYAqXG6UQRMLXIQmqisVc0HGi6pKYl9NgmAYtJBJ0reX2SVSV6t1wZ+1LVJGl1RzbOjKTc6Jqu09TqDHjM5GkntrUCS0slrS2DGHJqtoVtIkzBq2VouzeDFiJ0U0r0si1Id+DrNDAwiD5G1mrFoNecfUoOGelW1AAjpiJgwZxkFswe3EoTBsF564Pg1Wg6URQ44cjMgMekrlNy/9PBF8C6xNfcyonKRtQQv3ZFwKELR065MYCWtVvCbXThrqpl6fwzafp23YCfP2HWZGLGhk64q1gtZJ52TNDjztLQn7/0aVS+9gEf5R/GJxOOZdPP7sRRHIHHh4GBwZAQF6Nw7vGBBUoh/M/vC09OGlqjDLoor4cWVxjhSEJ6oimo90B5gwzrTd3m1AksbezFYoLUwS18M6B4vFoPpweTt52csq8YU/Ih2RXfklO+DPPXL+DdugIpBz5Hk5pdFKaFCBkyItub/Lk0gh1XVGRCMq41H+NY/haudZ/jqy0ftE0PAwOD/mOIF6OchDgz//7rHObNSur2uqoKTjk+i7/8eppRJnUY2VMZXu3PzbYTHxd48uWuqcddWRPy/cJsYqqoQCgioNusEGC1qpx2QnZENkcLqt0Wkatq64ZtLDv2ezR/t3FAzy8UhUl/vDlkm6Kbr8CcHNxDw5QYfibrrW/CXVWLc1c5ux54ms9nLabu4697ba+BgcHgcNqR8Vx6aiIxtu7Po+w0E7+6Kp3x+UZo5nDR6gKJoMnp/wwC5Vb2aArx9uACR5Mj/ELW6YX81NB6+tQ8Qm4iRBvKfuOr6nORt/sL7I66bq8L3Ye2YxXe9ZFX14oUNXscwh4fJOZHgMWKmjcpeAcWe9CwE2m2QE4hJKYgPU7wutCba/BsWYZn83JDwDDoN7rUR9yfkYDhx3gAkJZq5Z7bZ1Je4WTz9lZUVTBnRiLJicaEariJjTXhClEVQwgoyA0eMqJYIsv8lZBs58/XTeM3d27C69O7xnIhIMau8tffziA1eWR9HzJPP5ayJ14O31DX0b1etvzqbyx8/4kBtSHn/MX42trZdNOf0JxOhMmE1DSEolB085VM/P1PQ74/73tnsOuBp5H75+zYl31DgTQNqeusPOd6jt31eciQFAMDg6FBCMHJh8Vz7MI4Nu500e6UZKaqjM+39CsXgEH/sZg6SpZ6TGi6IN7mxWryT9A1HdrcZlrdJqzm4J+TIvyiRLil7KKJ8NkmqGne277zv+OzYEbBwFzTUGExq1hMKp6OcjrJDdtRNQ8iyJ3Qy7agj5mBkjBwXpxCNWFZcDKeNZ8gW+rwVyUBpETEJmCefSzCEjy0RC2cjO+7j3u8LgEycvyuUQF+o1p9Ob492zCHEkYMDAyGBUO8OIDIy7GTl2MfbjMM9uHEozJ4/vXyoAnfpITjj8wI+n5LShIJc6fRsmYzwTqRXh8ZJx3BtAWpvPL4Qt7+sIp1m5pRFJg3K5mTj8kK6tkRzWScfCRxU8fTvq0EGapWIYCmU/fx17j2VGPLDRyC01cKrjiPnPMXU/nKEpylFVhSk8k+50SsmWlh3zv2p5dT9t9X0VrbQwsY+yIlmsNJ+VOvMfaG7/fT+uhG9/lo+GIF7pp67HlZJB8yFxGsrrCBwTBjMQvmTDbG2GgiPxW+66ik6fKpuNpUBBIhOqMtBUkxEBcitUJ6gqCsPkRuIiAlDmwWwYmzoKIRSqrB5fX3Oz4L0kagziyEID0ljj01/qSZ8c27gwoX4BcEtNJNKNMPH1g7bLFYFp6KbK5Db6gEJCIpAyU5K6w4qMQmok6ch7ZtVfcD9lgwhd788e7Zhil34qgXIPXmerTqMlAU1NwiFHvccJtkYBCSkbdiMTAIgpSS1jYfmi5JSjCPiAHn3NPyeGtJFe1OXw/tQVWgIC+GIxeFXgSPv+Vqvrsw8A6/MKnEThhL2nGHApCcZOHS8yLb/ind4+DLb+pxujTGFsRy+MJUzFGU1FOoKgvffZxvFl9J26btEb2n9LGXmPjbHw+4Laa4WPK/f3av32fPz2bRJ8/w3YU30L5tl/9D12WY7OqAgIavV41q8WLP/95k86134a7a66JsL8xl+v2/I+PkI4fRMgODAxefJnF5/eU+h6Lce3+xWwQTsiTbq/a+JhHdHrEzCgg5X8hKEtgt4PIE9r6QwLgs/9goBOSm+P+EQ9cljW1eXB4NVREkx5mxWqKrnG5ygh2fT6OmrhlVD5H4sgNv3R5Muj7gIrMQApGUjpKU3uv3mucfD4qCtnUlXWVnrHbClqDxuJBuB8I29JUChwK9vQXnhy+g7dq890VFxTx1AbajzkSYRpY3rsGBgyFeGIx4pJR88FkNz75SRvFuf6H1nEwbF5yZx1mLc4Ylp4eUErdbx2JRQp4/I83K/XfO4ld/3khFlQtVFUgp0XWYNjmBP/5iWljBIPuck5j0p/9j66//jlBV/w6+ooCuYy/M5aC3H+nVRMLl0vjzP7byyZe1HR6VAk2TJCaY+N3/TeGguRHMyoYIW24mR3z3Bhtv/hO7H3w2bPtdDz7N+F9eg2KOLNxmKEiYMYkjN7xP/eff0LxyPUI1sfnWu8IIGKLX4pzu8VD2+Mvs+vf/cOzYjRobQ86Fp1L008uJKQqdeHSoKX/mddb+4NYerztLK1hx5rUsePNhMk48YhgsMzA4MGlqk3y9WbKpzB9uoQiYWiA5ZIogOW54RAxdl0gImJB8X+aM9f+3U8AQ/orimBSYPw5yU8Ls3gvBwvEqy7druPYp3NUZEjItTyEjoXeL9cZWDyVVTjRddvVTVusiNcHMmMyYqMpFlp4SR0KcDX2nCRFGwJBS4m2swpKaM0TWhUcoCpb5xyOnLUIr24b0utF9LrTW+vAbBeGygu+Hr6oM94qP8e7YALqGmpmHdd5RmCfPjaoNNely0v7i/ciWxu4HdA3vxm/QWxuJOfMqRIhkpwbhkbpEhsv2G0WMFFuFPMAy0rS0tJCYmEhzczMJCSPQj8+gBw89Wcyzr5R1TUhg76Ti+CMzuO3myUM2EWhr9/HC6+W89l4FTc1ezCbBMYelc8m5BRQVBlfvdV2yck0jG7e2oKqCg+amMHl879KSt20tpvTRF2nduA1TXCxZZ51A1tknolp7p57fescGlq2s7+EJ4s+cL/j3X2czZWJ0/XY8DU18lHso0hd+Z+igdx8j/fjDhsCqvrPsuEtp+HKlf5UQCAHT7/89hddcFFF/msvNt6f+kIYvVvhf6PihCFVFsVtZ+N4TJB88ewAs7z+6x8NHBYfjrW8K3EAIYieO5cj17w7qZNAYK/qOce9GF3Utkmc+lXh93QtbCQEWFS45WpCeOHQLs8pGyeY9UNPi/3eCHSblQFFGaA8Kh1tSVg8enz+cIz+1d94jmi6paJRUNenoOiTECArSFGKtvbv2FoeXrWXtQY+nJpgpyo6+3X7vhqX4dm8MuZz3puWhpGQRO2H+kNnVF7SGKtwbl4ZsI6yx2BacHPE449nyHY43nwAEdCY+7JiYmmcuIuaki6NGwHB/+xHuZe+FFG9izrwK05gpg2bDaB4nOq/t6PO/wGQZOWE4Pk8bn754RNR/JobnhcGIZuPWFp59xV86ct9ncOdfP/y8hiMXpXHUob13NewtLW1errtlDaV7HF0Lf69P8tEXtXz6dR333j6DWdOSAr5XUfyCRX+8GuImFTH17l/0+f0AW7a38tW39QGPSen/v/++UMpfbpver/MMNJaUJLLOPoHKF98N29ZdE/j6oomim6+k4fNvAx9UFMyJ8eRecnrE/e3484M0LF3ZY6IiNQ3N6WLVeT/mmOJPo8IjpfbDr4ILFwBS0r61mJbvNpI4L7q+hwYGo5H3Vko8vmCVOuDdlZLvHzs0i7JtlZLvSrrvh7c4YcVOf6LMgyfIoAvEGKtgUj8cAlRFkJ8qyE/t3270njpXyOP1LV5yUjVsURZCYho3B1/ZFqSu9RAwJKDb4pBmK9IbPAl5tKAkZyLscUhnO8FSsZryIs93obe14Hjrv50Tpb0HOn403nXL8BZMxDJtQT8tHxg8G78J7XUiFDybVgyqeGFg0FcMfyCDEc3r71Wghtg5URR49Z2KIbHlP0+VdBMuOtF0ic+r89u7NuPTotvR6ZMva0LeT02Hr1b482BEG4XXfS+idvb86C8Jm7n4KCbdcRPgz1vShaJgiothwVuPYIqLbGdO93jY/e/ngiZ0RdNxV9VS/dYn/TV7QHBX1kbUzhWmRLCBgUH/qWuRVDQEX+dICVWNUN00+GNbi1N2Jd8MdLbddf4/0YzXp9PmDD9+NrR6w7YZaoQ9Di13ItJs7fa6BPSYBLQkf3JxYYn+pLVCCKzTDoMelUr88x81qwhT9riI+/OsX7bX2yLwCXGv/LQPlg4Osr01TAMd2do0JLaMZqTUkfoI+mOUSj1w2F3moLrWRWKCmYnj4qLGLexAYEdJG1oIQUDXobg0uHvmQOFw+Hj34+qg60NdQn2jh2Ur6jn84PBVKIaL1vbwkyopwenUsNt6vyskpaTp23VUvvwe3qYWYieMIe/SM7FlB6+oEikph8wlpqgAR3Fp4AZCYC/IIeWw6HZn7WT8L64l/fjD2PXwczR/uxbFZiXrzOPJv+I8rBmRl6JzllbibWwO2UaYTTSvXE/22Sf21+x+Y82OzEtqIL4zBiMDl1uyq9KHBAoyVWLtxr7LUFHXElm7+hbITBpUU9hZHbpkqQC2V8KYwXe07DNaBDHlAkLOa8Khaz6czY143U6EULDFJ2KJGZi5qSVnHC6fB+F1I7weEALdagdl73zAkpbb7/MMBYo9Hvu8E/HV7EarKUVqXpSYREzZRSiJ6b26X77K3aE9GaREqy5DyuCeQUOJiI1HNofwQhUKIj5pyOwxMOgNhnjRDzZubeG+h3ewefteBTMvx871PygakgWqT5OoSugYz9FOjD38V9hmHfyJ7p4qFx5PaMVSVQXbS9qiWrzIy7aFTdgTY1dJiO/9o8PX1s53F/6U2iVLESYT4E9ktO239zLlrlsZ+9PL+2Z0B0IIpj/wO7497aqeFTs6fiPT/vnbEVVqM3HedGb950/96qOb50YwpESYo2M4SD/+UMypSWFzXiTMnTakdhkMPV6f5NXPHHz+nQtvRzobkwqLZlg5/7hYbJbBHfv0jmeIcgCPseYINepIHjP9pbEtuHAB/mNNjsG3oz+YTUq3/FyBkIDV0rdxytnSSFNlabcTOJrqMNvsJOcVoYYpDxoOc0o2nro96I6WHh4YAGp8CqbEKFaP9kOYzJhzxmPOGd+/fhSVsB+sokTNfN0ybWHonBdSxzI1OkJcDAz2Z+TM4qOMTdta+PEv17B1Z3fXq/IKJ7/800Y++mJwXJqbW7w8/FQJp1zyNUed+QUnXvAV9z68naqa0DGUo5WjDkkLWelKUeCYwwd/h9YSQQlRKWVE7XqL5nTR+M1aGpevwdfev5nbyceErpuuKHDaCVmYTL2/jjXfv4Xaj74CQPp8SJ8Guo7UdDb97E4q9stXoeuSFWsa+ecjO/j7Q9t5+4PKsOEq6ccfxkFvP0rc5KJur8dOGMOCt/5D5uKjem33SMdemEtMUUHIknDSp5F+wuFDaFVwFIuFqX/7ZeCDQoAQTP37L6NmEmgwOOi65F8vt/Lxir3CBYBPgy/Xurn3uRa8vsEJVViz1c1f/tvE1X+q46o/1vHnJxpZucnNAZbfHICCdAina5pUKBwCRyhVBZCoQmJWdSyqjlnRUcTePAODlZu7zSWpa5W0ufr3HVAVQWp8aAFBCEiJ732ZSo+jjaaKwB4AXpeThrLiHt9hzeuhva6S1srdtNXswedyhrZNUYmdMA9zSk73MUUomNPziRk3+4B8NpvGTgmbQ8I0durQGRQGy8xDEQkpEKiaiBCohZNQCycNvWEGBhEQHVttI5D7Ht6BpsmAYQICuPff2zlyUVrYMpe9oa7BzbU/X01NnbvrvA6nxuvvVvDBZzX86y+zQ1a0GI2cfGwWT79cRlOzp8dnoShgtaicvXjwS3bl59pJiDPR0ha82oWuw2ELI3f33x93TT27HnyG8idfwVPfhC0nA1tBDs0rN6C1+UNj1Fg7BVddyKQ7bkK19dwVCUdKsoXrryzin4/s7LGJoCqCzAwrl55X2Ot+WzfvpPrNj4I3EILtf/wX2ef5M3vX1rv5+R/Ws6OkvSsHh6ZJ7n9sJ7ffOpWFIRKbph93KEesfYeWNZtxVdZgy0onYc7UUTehcuwqp/SRF6j/dDkAqcceQuFVF2Av6P59F0Iw7tarWX/NbwL2I0wqCbOnknzI3EG3OVLyvncmQlHYfOtfcVftzYFhL8xl+j9/a5RJPQBYu93LxuLAcf9SQvEeH99sdHPYrP1j1vvHG5+38+YXjm7Pv+I9Ph56pYWTD7Fz7rEjJ3P8QGA2CRZOhC83BV+YHTQRrObBf76mx0vqW/ba0flINysSTffnZMoLU/Y0FFJKKhphe5Wkoa1DRIgFtw/a9tkfSomTzCwQpPSxRGxuup3mdh/eIKEhhZn2XlVB6aStvjrkcZ/bicfRhjXWX8msva6S9po93do46iqxJqSQkDMmqJeiUE3Yx0zDmjcB3dECCNSYBEQ/vTqiDalraKVb0HauQzrbEHFJmMbPRskd32M+YZk6H9cXbyGdbYFFDKljO+jYIbI8PMJmJ/b8n+D88AW0XZv3HlBUzNMOwnbkGUaZ1AHAKJU6OBjiRR8oLXewaVvwZDcSaG71sWxlA0csGrgQgXv+vZ3afYSLTjQd2h0+/vC3zTz5z3mjbpEWirhYE/f/aRb/9/t1VNW4UVWBwB9SEx9n4q7bZpCVMbCT20Cs29QcUrgAmD8riTH5fROXHCVlfH3kRf5KGR3lMx3FZTiKy7q109qdlPzzv7Ss2cRB7z7Wp+oR55+eR2qyhcf/t4vd5f5dGJNJcOJRGVz7/SKSEnvfZ/WbH4GqBC/9KSVtm3fgLCnHUpDLTbeto2yP/9z7xv46nBq33rGBR++Zy/ixwRcRQggS50wlcU707HQMJJWvLmH1JTf7kyt13NOm7zZQ/PdHmfv8P8g6/bhu7fN/cC6OnaXs/Ot/ECbV7/WiKKDrxE4Yw/xXH4y650buxaeTff5iGr5YgbumHnteFsmHzB1RYT8GfWfpGheK6F6ac1+EgC9WuwZUvNhZ7uXNL/zea92qV3X8/b2vnUwfZ2HymN7vio9kDpkCTg+s2tHh/IR/niMlzCmCQ6cO/rNDSkllk+zhQNb5b0UAimRSTt9skVKydrdke1X3vBqd5ViF2OvV0dAGn2+WHD4Z0uJ7fz6LSWFqYTxltU4aW71d57JbFHLT7CSH8cwIaL+u4w6XhBFwtTZhjY3H2VjbQ7joxN3SQKuikJAzJmRfismCkhC9YbD9QXpcuD96FllfSec3QjbV4CnbipIzDstR5yHUvUsoYbYQd8GPaXvhfqSjres9nV9Q+4kXYcrvX2jKQKPEJhB75lXozfVo1WWgKKi5RSj2A0ugNRh5GOJFH6iuc4dtIwRU1w5cKEddvZsvl9cHncjpOuzc1c6mba1MmxS9tXkHg8L8GJ7/z0K++raeVWsb0XXJjCmJHHVoep/jRvensclDY7OXlCRLwMX7i2+UoyoiZDKuKRPi+3z+1Zf9DE9tQ/DF/77oOvWffUPFi++Sd8kZfTrfsYdncMxh6ZRXOnG5dLIzbcTF9v1xoTmcCEVBhrFfczhZ+k09u8oCh7/IjlQWz71Wxm03H5glvNq2FvuFC03rvsLSdKQu+e7Cn3Lk+veIHVfQdUgIweQ//R85559C6aMv0La1GFNiPDnnnkzWWcejWKJzMaaYTKQds2i4zTAYBuqataDjHfi/+vXNA5sZ/ZOVzk5NLyCKAh+vcB5w4oUQguNmC+aNl2zcLWlzQawNphcKkvvofbA/mu7vVwiIt/XM5dXQBi0hoiKFAIsK8X0sdFHZCNur/H8P9LWT0v96p1lSwuoSyXEz+pZ3zGJWGJcTi0/T8Xh1FEVgNfc9J0KkIU3+igKS9trQVdhcTXXEpuegmg+s73onnq/fQjZ0fCE6vxEd91ivKMa7+lMs84/v9h41I5eEa/6AZ+O3eHduAJ8PNbsAy+zDUBP77nU72CiJqShRbJ+Bwf4Y4kUvqW/08NmX4Uv5SQlJiQP30C/e3R5yItfJ9uK2A068ADCpgiMXpXHkAHq6AGzZ0cp/nirh29WNgH/icsiCVK65bGy3EJ1V65rCZhFfvznCtO370bxmM03L1/TuTYpC6SMv9Fm8AP+ELD8nps/v35f4aROR3tCeKYrVgr0wh8//XRZyAaFpks++quO2mwfEtBHH7of+B8ggrqkSdMnuh59j6l9v7XE4YdZkpt//u8E30sCgj0gpWbPNQ3NreGEiIXZgvXB2VfiCPnfA/0zaVRH6OTaaSY4THDZtYL0sNF2yvhS2VYKn49bGWGFqrmRSzl5hoK5Vhqw04u8LWpyQ3AcHx+1V4fuXezfSAWh1QVM7JPdjo9qkKpjU/n+PhaKgqCZ0LfT302S143M50H3hS7F6Wpuwpxx4VZ30tib0sq0hWki0bauQM49AWLqH5wqLFeucw7HOiY4cUgbDi5Qjp/woMGJsNcSLXlC8u52f/GotLRHU37ZZFQ49aOCUzEhzZwxGQsiBwuvVKSltR9dhTH4Mtj6U2hxK1m1q5qe/WdstbEFKWLaynlXrGvnnz/IRr79E2eMv4ZvzBzCHXuj31Su/eeX63r9J13HsDFIydBjIPOM4fwWJhuaAi26hquRdeham+Dhcbi3kAgLA49GjpuTYUFOz5At/2EcQpKZR+97nEEC8MDCIZnQpeeqdNr5c6+54Xgb/fQvgkJm9z+sTikgK7phN0f3MaWqTtDolcfaB84oYLHRd8ulGqGrq/rrDDSuL/cJATopka4X/7/7qaqH77OsV14epZAKBj7d7ILmP5xxIhBDEJqfTWlcZqhX2xBQ0d+iknJ3IcAPxKEWv2hW+keZDr9uDmlMUvq2BgcGAYogXEaLrkl/9aQOtbd6QCYU7ufKSMcTYB25xPnVSAnGxKm3twRctigIHzY2GYbQ7Pk3yzEulvPhmOS2t/l0Bu03hjJNyuOrSsQMW2jGQSCm58x9b0Xyyh8eLroOtuZZNJ/4cu6sFNI3C+i3syJiFrgT+zBUBc2cm9cmWiEpdBsCSFj3fBdVqYc7Tf2fFGdeALv0hDx0IVcU+No9Jf7wJ8AtbX6+oDypgCAF52fYDUrgAut27/rQxMIg2vlzj5su1/rBM/zjrf/ju/1tXBKQkKhw6wOLFnElWymscQcd4RcDcydHpRl9eq/P+So1d1XuNL8wQnDRfJT8j+sZYgJKansLFvhTXwK66vYJEON3I3I+wEUVAX56aliiaRcempONqa8brChxfk5iVh2oyIYgsT4xq7ePNHOlEWlXoAKw+ZGAQDUTniBaFrFzTSHmlK+yOsM2qcP0VRVx4Zt6Ant9qUbjorPygxxXhL3OZljKwk7n+IqXkj/ds5rFnd3UJFwBOl86Lb5Tzs9+vw+uNPnV//eYWyiqcQUN1Tlr3FFZHM3QsEg/a/VFQ4UIIMJkUTjsxu0+2pB2zqPduG4og99Iz+3S+wSL9+MM45IvnyTj1aL/SBpgS4xl74+Uc+tWLWFL9YstpJ2YTznPtnFNzB9vcqCX1iINCClrCpJJ61MIhtMjAYGD48Ftn0J1zKWVXXP/4fBO3XJpAjG1gpzBHzrVhNYuAj1sh/CVBj5oXfQu63dU6j7znY3dN9wGrtFbyyPs+Sqqib4wF2BrCSUDQNUzQWQhVDxIt10lRpkDtY63UrKTwXhv7fy+sJkjreyqrAUcoCqkF44lLy0LZJ5mkJSaOlPxxxCT5vYEVkxlLfFLIvhSTGUvcgReCDKCkRzB/FwpKatbgG2NgYNCDYRcvHnzwQcaOHYvNZmPevHksXbo0ZPvPP/+cefPmYbPZKCoq4t///veQ2Ll+S0tXycZQ3P/nWVx0Vv6g7Apfel4BZ5zkXwCrqn+C1WnTwfNTuPna6MpkDH7R56MvagO6W+oSVq9v5sPPa4bcrnCUVwR3q0xur2Fs/WaUfVbY+Y07OG7z8wAIfe/+jaL4K3X86VdT+yws2QtyyD5/sd9nNgKEScWWm0XBFef16XyDSdL8Gcx/+V+c1LSa4yuXcXzVcqb85RYsKUldbXKz7Fx3hd8Vc/95qBAwd0ZS1+/gQGTMjy4JEzaiU3jtxUNokUG0MxLGWbdHUlmnBUmW2OmBATPHm/j59xJJjh/4sMOkeJWbLknEbhVd5+scyq1mwY0XJ5KWFF3hjlJKXv/an6tj/4W9lCB1eP1rX8QJHYeS1hDRC0LZ/3oEXk10VTnpPNY5RGQlweQ+VhoBmJgtwoaN7N/7tHyBEmUegEJRiE/LImP8NDInTCdz4gxSC8Z3lUftJD6rACVYaVMhSMgtOmC9G5WkdJSMguCbRkKgjJ2OsPWtepzBgYOu+z33R86f4b5jkTGsDm8vvPACN954Iw8++CCHHnooDz/8MCeffDKbNm2ioKCgR/uSkhIWL17MVVddxTPPPMNXX33FddddR3p6Ouecc86g2qoqIiIXMfsAhorsj6IIfn79RM5cnMO7H1VRXesmOdHMiUdnMmNKQlQONG8uqQpZIVMIeP29ChYfF10KdmyIyhoZrWUBX1+w+xPyG3ewKv9IylImEJudzhHHFXLmyTnkZPVvt27mQ7fjrqihYekKUFXQNISq7g0PEPhne7pOwqwpzH3hn5iTonfXRLXbUO3BXVcvOiufnCw7T79Uypbt/vJvKUlmzj41l4vPzo84B8xoJHHedKbddxsbb7xjb9lT/KKV1HSm3/87EmZOHmYrDaKFkTLORjJ8CQFx9sH97Y/PM3P3T1NZvt7Fll3+MNGJBWYWzbQOuKfHQLCnXlLbHPy4BOpboKxWUpARXXMEswm8QXRYQaDvhMCr+UVtVfEn2MxIhDHpCtnJfav60UlKnOCgcbBip3+et/9sT+kolSrx7yPMyBeMSY+u+7kvQohupTz3RzVbSB47BUddJc6muq75rSU+idi0HMz2gUnWPVKxHHYm7iX/Rba3sP+3QSRlYFlwwvAYZmBggJDDKMcvXLiQuXPn8tBDD3W9NmXKFM4880zuvPPOHu1vvfVW3nzzTTZv3tz12rXXXsvatWtZtmxZwHO43W7c7r2lTVtaWsjPz6e5uZmEhMgXdxu2NHPtz9eEbJOabOGVJw7GFIGHxoHC5TesZEdJe8g2ifEm3vnfoUNkUWQ4XRqnfe9rXO6eqsv4mnWc990DYfuY+/w/yD7npAGzSWoaNUuWsueZN3BX1WIvzCH/B+eixsfR8Pm3ICUph80jacHMATtnNNDS6sXj1UlOtETk/XSg0Lh8Dbv+v717D4rqvPsA/j17Ry6rXOQeBAW8I0I1YHhpU4XUJEbfZqRvE5XUS2kmVWGogzHjJZPGSaw22nhJImLsqNFoTFNLVVoDweCkEXHiBCexiiIJhKKvZaPiwu7z/kHZV2RFDsKes+z3M7OT2Wef3f3tT+B38tvnPOfNXWg6fhKQJAT+OBXRL8zF4EkD699fKc3NzTCbzbJrhdq4U539bdF1XKpv6/Z7goUzfTF5jLpOj1TS2Rob9pXdf7eGp9O0mDBcXatGqmoEquucb4TZk805h3gDmQl9WxNu3Ba4+J3Ate/b3z90sIQwf4Emi4TbrYBJD4QNwYA6zhN2O+y2NkhaLTT3OP3VEwlrC9rOV8H2zzMQLTcgeftBF5sE7fDxkO61aoV6bKDUWGc6PtsjM/8Ond59Vui0td7AiQ9/rPp/E8VWXlitVlRWVqKgoKDTeEZGBioqKpw+5+TJk8jI6NztzMzMRGFhIVpbW6HXd/1jsnbtWqxZs+aB4x0T74eRsT44f+H7e64i+NmsiAFV0PqC2VcP6T6LVvx81VcEvExazMuKwlu7aro8Vusfi1aNHnr7va86Ixn0CPjRw30ak6TVInj6DxE8/YddHhucOLpP30tN1PjzoQZDHp6AIQ9PUDoMUjF3q7OPpXhh60GL08c0UvulUSfGq3PDTKWYDD075hhkVN+xSXwYcL4BaG3r2sC4+7KkzkT4931M3kYJ4x66+40leA/gfpmk0UCr4e/V3SSDCfoxKdCPSVE6FCK6g2JrIJuammCz2RAcHNxpPDg4GA0NDU6f09DQ4HR+W1sbmpqanD5n+fLl+Pe//+24XbnifMn//UiShFdfHIvQYNN/7rePa//TpJ4+NRhZT/XtJp0DQcaPgrttXGgkIPPR4HtPUNCzT0di7uyHoNVI/9msrf2/dtMgtD0+695HVhoJUYt+1mkfByIiV3O3Ops00oin/qt9ubrmjqMTCYC3l4Sl/+On+kuVulp0iIRB9/kfay8DEBOqvrwNMkqYNg6O+O/cY8TPq+ueR3fSaYHh6jx0ICIC0L6qyd1u7kDxizzdfY6iEKLb8xadzXc23sFoNMJo7JuW+dBAI3ZuSsbfyhtRUtoIy/dteCjCCzMeC0PiWLMq95xQ2tS0IOw5WIu6b291WbGi1QBmsx4zHwtTJrj7kCQJi+ZE4+knwvG38kZc+18rggKNmJo2FL6DUvHF/BZ8s+cjx14DklYD0WZDyKxMjHptmdLhExEBcK86+2TaIIwfYUDp6VuobWiDQS9h4kgjpqh0zwml6bQSpk7U4qOT9z515MeJWtWuCh3iI+GpHwjU/y/wr+aOUzWAID+gsRkoPwe03XXsoNcC6aN7vuqEiIgGDsWaF4GBgdBqtV2+/WlsbOzyrU+HkJAQp/N1Oh0CAgL6LdY7mUxaPDEtFE9M89yrHchhNGqx8bcJWPlaNb6obnZ8m2a3A1GR3vjti6Mx2Kzu0wL8hxgwe0bXVTUT3l2HYS/MQd2uQ2ipb4QxOBARc/8bgyeNZyOLiBTnrnU2KlSHeY+r6BqUKjcpXou2NqDktM2xoaVdtK9OmJqoxeSR6m76aCQJ4f5A+F2ngQSbgRnJApf+1d7Y6BiLCgL0Km3GEBFR/1KseWEwGJCUlISSkhLMmjXLMV5SUoKnnnrK6XNSUlLw5z//udPYsWPHkJyc7PQ8XFKHQH8jtryWiK/+aUHlF9dhtwuMG2XG+NHqvEKKHIN/MH7AbZBJRAMD66znSB2jxcRYDb68bIflJuA7CBgTpXH71QkGnYS4UCCO3xcRkZsRdgFhV99lqu/FXWJV9LSRvLw8zJkzB8nJyUhJScHbb7+N2tpa5OTkAGg/j/abb77Brl27ALTveP7mm28iLy8PCxcuxMmTJ1FYWIi9e/cq+TGoh+JH+CJ+BL9NIyJyFdZZz2EySEiK5dUiiIho4FK0eZGVlYWrV6/i5ZdfRn19PcaOHYvi4mJERUUBAOrr61FbW+uYHx0djeLiYuTm5mLz5s0ICwvDpk2b+vXa80RERO6KdZaIiIgGCkmI7q4FMfAM5OsKExFR32Ct6D3mjoiIujOQ60THZ0t94hh0em+lw+mxttYbqDicofp/E8WvNkJEREREREQ0UAhhhxDucflRAG4Tq7q3oCYiIiIiIiIij8fmBRERERERERGpGpsXRERERERERKRq3POCiIiIiIiIqI8Iu4Cwu891MdwlVq68ICIiIiIiIiJVY/OCiIiIiIiIiFSNzQsiIiIiIiKiPiLsdre7ybVlyxZER0fDZDIhKSkJ5eXl3c4vKytDUlISTCYTYmJisG3bNtnvyeYFEREREREREfXIvn37sHTpUqxYsQJVVVVIS0vDT37yE9TW1jqdX1NTg+nTpyMtLQ1VVVV48cUXsXjxYhw8eFDW+7J5QUREREREREQ9smHDBsyfPx8LFizAqFGj8MYbbyAyMhJbt251On/btm146KGH8MYbb2DUqFFYsGABfvGLX+B3v/udrPf1uKuNCNG+k2pzc7PCkRARkVp11IiOmkE9xzpLRETd8YQaa2u7oXQIsnTEe3ftNhqNMBqNncasVisqKytRUFDQaTwjIwMVFRVOX//kyZPIyMjoNJaZmYnCwkK0trZCr9f3KE6Pa15YLBYAQGRkpMKREBGR2lksFpjNZqXDcCuss0RE1BMDscYaDAaEhITg1N9nKx2KbD4+Pl1q96pVq7B69epOY01NTbDZbAgODu40HhwcjIaGBqev3dDQ4HR+W1sbmpqaEBoa2qMYPa55ERYWhitXrsDX1xeSJCkdjqo0NzcjMjISV65cgZ+fn9LhuAXmTD7mTD7mTL4HzZkQAhaLBWFhYf0Q3cDGOntv/F2Wh/mSjzmTjzmTjzX23kwmE2pqamC1WpUORTYhRJe6ffeqizvdPdfZ8+8339l4dzyueaHRaBAREaF0GKrm5+fHP94yMWfyMWfyMWfyPUjOBtq3Qa7COnt//F2Wh/mSjzmTjzmTjzXWOZPJBJPJpHQY/SYwMBBarbbLKovGxsYuqys6hISEOJ2v0+kQEBDQ4/fmhp1EREREREREdF8GgwFJSUkoKSnpNF5SUoLU1FSnz0lJSeky/9ixY0hOTu7xfhcAmxdERERERERE1EN5eXnYvn07duzYgXPnziE3Nxe1tbXIyckBACxfvhxz5851zM/JycHly5eRl5eHc+fOYceOHSgsLER+fr6s9/W400bo3oxGI1atWtXtuU3UGXMmH3MmH3MmH3NGasSfS3mYL/mYM/mYM/mYM8rKysLVq1fx8ssvo76+HmPHjkVxcTGioqIAAPX19aitrXXMj46ORnFxMXJzc7F582aEhYVh06ZN+OlPfyrrfSUxkK9RQ0RERERERERuj6eNEBEREREREZGqsXlBRERERERERKrG5gURERERERERqRqbF0RERERERESkamxeeJgtW7YgOjoaJpMJSUlJKC8vv+fcDz74ANOmTUNQUBD8/PyQkpKCo0ePujBadZCTszt9+umn0Ol0mDBhQv8GqEJyc3b79m2sWLECUVFRMBqNGD58OHbs2OGiaJUnN1+7d+9GQkICBg0ahNDQUDz33HO4evWqi6JV3ieffIInn3wSYWFhkCQJH3744X2fU1ZWhqSkJJhMJsTExGDbtm39Hyh5HNZY+Vhj5WONlY91tudYY0nVBHmM9957T+j1evHOO++I6upqsWTJEuHt7S0uX77sdP6SJUvEa6+9Jv7xj3+Ir7/+Wixfvlzo9Xpx+vRpF0euHLk563D9+nURExMjMjIyREJCgmuCVYne5GzGjBli8uTJoqSkRNTU1IjPPvtMfPrppy6MWjly81VeXi40Go3YuHGjuHjxoigvLxdjxowRM2fOdHHkyikuLhYrVqwQBw8eFADEoUOHup1/8eJFMWjQILFkyRJRXV0t3nnnHaHX68WBAwdcEzB5BNZY+Vhj5WONlY91Vh7WWFIzNi88yKRJk0ROTk6nsZEjR4qCgoIev8bo0aPFmjVr+jo01eptzrKyssRLL70kVq1a5XEHVnJz9te//lWYzWZx9epVV4SnOnLztW7dOhETE9NpbNOmTSIiIqLfYlSznhxYLVu2TIwcObLT2C9/+Uvx8MMP92Nk5GlYY+VjjZWPNVY+1tneY40lteFpIx7CarWisrISGRkZncYzMjJQUVHRo9ew2+2wWCzw9/fvjxBVp7c5KyoqwoULF7Bq1ar+DlF1epOzjz76CMnJyXj99dcRHh6OuLg45Ofn49atW64IWVG9yVdqairq6upQXFwMIQS+++47HDhwAI8//rgrQnZLJ0+e7JLjzMxMnDp1Cq2trQpFRQMJa6x8rLHyscbKxzrb/1hjyZV0SgdArtHU1ASbzYbg4OBO48HBwWhoaOjRa6xfvx43btzA7Nmz+yNE1elNzs6fP4+CggKUl5dDp/O8X6/e5OzixYs4ceIETCYTDh06hKamJjz//PO4du3agD8ntzf5Sk1Nxe7du5GVlYWWlha0tbVhxowZ+MMf/uCKkN1SQ0OD0xy3tbWhqakJoaGhCkVGAwVrrHyssfKxxsrHOtv/WGPJlbjywsNIktTpvhCiy5gze/fuxerVq7Fv3z4MHTq0v8JTpZ7mzGaz4ec//znWrFmDuLg4V4WnSnJ+zux2OyRJwu7duzFp0iRMnz4dGzZswM6dOz3mmyE5+aqursbixYuxcuVKVFZW4siRI6ipqUFOTo4rQnVbznLsbJzoQbDGyscaKx9rrHyss/2LNZZcxfPa1h4qMDAQWq22S5e5sbGxS7f0bvv27cP8+fPx/vvvY+rUqf0ZpqrIzZnFYsGpU6dQVVWFF154AUD7QYMQAjqdDseOHcOjjz7qktiV0pufs9DQUISHh8NsNjvGRo0aBSEE6urqEBsb268xK6k3+Vq7di2mTJmC3/zmNwCA8ePHw9vbG2lpaXjllVf4DYcTISEhTnOs0+kQEBCgUFQ0kLDGyscaKx9rrHyss/2PNZZciSsvPITBYEBSUhJKSko6jZeUlCA1NfWez9u7dy+ys7OxZ88ejzvXT27O/Pz8cPbsWZw5c8Zxy8nJQXx8PM6cOYPJkye7KnTF9ObnbMqUKfj222/x/fffO8a+/vpraDQaRERE9Gu8SutNvm7evAmNpvOfbq1WC+D/v+mgzlJSUrrk+NixY0hOToZer1coKhpIWGPlY42VjzVWPtbZ/scaSy7l6h1CSTkdl4oqLCwU1dXVYunSpcLb21tcunRJCCFEQUGBmDNnjmP+nj17hE6nE5s3bxb19fWO2/Xr15X6CC4nN2d388Sd0OXmzGKxiIiICPH000+LL7/8UpSVlYnY2FixYMECpT6CS8nNV1FRkdDpdGLLli3iwoUL4sSJEyI5OVlMmjRJqY/gchaLRVRVVYmqqioBQGzYsEFUVVU5Lnt3d846LuOWm5srqqurRWFhIS/jRn2ONVY+1lj5WGPlY52VhzWW1IzNCw+zefNmERUVJQwGg5g4caIoKytzPDZv3jyRnp7uuJ+eni4AdLnNmzfP9YErSE7O7uaJB1ZCyM/ZuXPnxNSpU4WXl5eIiIgQeXl54ubNmy6OWjly87Vp0yYxevRo4eXlJUJDQ8Uzzzwj6urqXBy1cj7++ONu/zY5y1lpaalITEwUBoNBDBs2TGzdutX1gdOAxxorH2usfKyx8rHO9hxrLKmZJATXPxERERERERGRenHPCyIiIiIiIiJSNTYviIiIiIiIiEjV2LwgIiIiIiIiIlVj84KIiIiIiIiIVI3NCyIiIiIiIiJSNTYviIiIiIiIiEjV2LwgIiIiIiIiIlVj84KIiIiIiIiIVI3NCyIVEkJg0aJF8Pf3hyRJOHPmjNIhERERDRiss0RE7ofNCyIVOnLkCHbu3InDhw+jvr4eY8eOfeDXzM7OxsyZMx88uB5qaWlBdnY2xo0bB51O59L3JiIi6g7rLBGR+9EpHQARdXXhwgWEhoYiNTVV6VC6sNlskCQJGk33vU+bzQYvLy8sXrwYBw8edFF0RERE98c6S0TkfrjygkhlsrOz8etf/xq1tbWQJAnDhg2DEAKvv/46YmJi4OXlhYSEBBw4cMDxHJvNhvnz5yM6OhpeXl6Ij4/Hxo0bHY+vXr0a7777Lv70pz9BkiRIkoTS0lKUlpZCkiRcv37dMffMmTOQJAmXLl0CAOzcuRODBw/G4cOHMXr0aBiNRly+fBlWqxXLli1DeHg4vL29MXnyZJSWljpex9vbG1u3bsXChQsREhLS32kjIiLqEdZZIiL3xJUXRCqzceNGDB8+HG+//TY+//xzaLVavPTSS/jggw+wdetWxMbG4pNPPsGzzz6LoKAgpKenw263IyIiAvv370dgYCAqKiqwaNEihIaGYvbs2cjPz8e5c+fQ3NyMoqIiAIC/vz8qKip6FNPNmzexdu1abN++HQEBARg6dCiee+45XLp0Ce+99x7CwsJw6NAhPPbYYzh79ixiY2P7M0VERES9xjpLROSe2LwgUhmz2QxfX19otVqEhITgxo0b2LBhA44fP46UlBQAQExMDE6cOIG33noL6enp0Ov1WLNmjeM1oqOjUVFRgf3792P27Nnw8fGBl5cXbt++3atvZ1pbW7FlyxYkJCQAaF9uu3fvXtTV1SEsLAwAkJ+fjyNHjqCoqAivvvpqH2SCiIio77HOEhG5JzYviFSuuroaLS0tmDZtWqdxq9WKxMREx/1t27Zh+/btuHz5Mm7dugWr1YoJEyb0SQwGgwHjx4933D99+jSEEIiLi+s07/bt2wgICOiT9yQiInIF1lkiIvfA5gWRytntdgDAX/7yF4SHh3d6zGg0AgD279+P3NxcrF+/HikpKfD19cW6devw2WefdfvaHZuBCSEcY62trV3meXl5QZKkTjFptVpUVlZCq9V2muvj4yPj0xERESmLdZaIyD2weUGkch2bd9XW1iI9Pd3pnPLycqSmpuL55593jF24cKHTHIPBAJvN1mksKCgIAFBfX48hQ4YAQI+udZ+YmAibzYbGxkakpaXJ+ThERESqwjpLROQe2LwgUjlfX1/k5+cjNzcXdrsdjzzyCJqbm1FRUQEfHx/MmzcPI0aMwK5du3D06FFER0fjj3/8Iz7//HNER0c7XmfYsGE4evQovvrqKwQEBMBsNmPEiBGIjIzE6tWr8corr+D8+fNYv379fWOKi4vDM888g7lz52L9+vVITExEU1MTjh8/jnHjxmH69OkA2pfiWq1WXLt2DRaLxXHA1lfLbImIiB4U6ywRkZsQRKQ6v//970VUVJTjvt1uFxs3bhTx8fFCr9eLoKAgkZmZKcrKyoQQQrS0tIjs7GxhNpvF4MGDxa9+9StRUFAgEhISHK/R2Ngopk2bJnx8fAQA8fHHHwshhDhx4oQYN26cMJlMIi0tTbz//vsCgKipqRFCCFFUVCTMZnOXGK1Wq1i5cqUYNmyY0Ov1IiQkRMyaNUt88cUXjjlRUVECQJcbERGRklhniYjcjyTEHSfhERERERERERGpjEbpAIiIiIiIiIiIusPmBRERERERERGpGpsXRERERERERKRqbF4QERERERERkaqxeUFEREREREREqsbmBRERERERERGpGpsXRERERERERKRqbF4QERERERERkaqxeUFEREREREREqsbmBRERERERERGpGpsXRERERERERKRq/wd8+sILY5uLPgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(14, 12))\n", "\n", "cs = ax[0,0].scatter(train_features[\"feature1\"], train_features[\"feature2\"], c=train_target, vmin=0, vmax=1, cmap=\"coolwarm\")\n", "cs = ax[0,1].scatter(train_features[\"feature1\"], train_features[\"feature2\"], c=train_predict[:,1], vmin=0, vmax=1, cmap=\"coolwarm\")\n", "ax[0,0].set_xlabel(\"feature1\")\n", "ax[0,1].set_xlabel(\"feature1\")\n", "ax[0,0].set_ylabel(\"feature2\")\n", "ax[0,1].set_ylabel(\"feature2\")\n", "ax[0,0].set_title(\"observed\")\n", "ax[0,1].set_title(\"fitted\")\n", "\n", "cs = ax[1,0].scatter(train_features[\"feature1\"], train_features[\"feature3\"], c=train_target, vmin=0, vmax=1, cmap=\"coolwarm\")\n", "cs = ax[1,1].scatter(train_features[\"feature1\"], train_features[\"feature3\"], c=train_predict[:,1], vmin=0, vmax=1, cmap=\"coolwarm\")\n", "ax[1,0].set_xlabel(\"feature1\")\n", "ax[1,1].set_xlabel(\"feature1\")\n", "ax[1,0].set_ylabel(\"feature3\")\n", "ax[1,1].set_ylabel(\"feature3\")\n", "ax[1,0].set_title(\"observed\")\n", "ax[1,1].set_title(\"fitted\")\n", "\n", "plt.colorbar(cs, ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Questions for Part B1**: \n", "\n", "1. Briefly explain what these plots are showing. \n", "2. Based on these plots, do you think the model gives a good fit to the data set? \n", "\n", "--- \n", "*// Write your answer here*\n", "\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## B2. With no regularization\n", "\n", "Repeat B1 but update the line `reg = LogisticRegression()` with `reg = LogisticRegression(penalty=None)` \n", "(you may want to copy those cells below rather than directly editing above, so that you can compare the plots between B1 and B2.)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question for Part B2**: Compare the results between B1 and B2. Which case gives you a better fit? Does you answer agree your intuition? Explain briefly.\n", "\n", "--- \n", "*// Write your answer here*\n", "\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{tip}\n", "**How to submit this notebook on Canvas?**\n", "\n", "1. Make sure all your answers, code, and desired results are properly displayed in the notebook.\n", "2. Save the notebook (press `Ctrl`+`s` or `Cmd`+`s`). The grey dot on the filename tab (indicating \"unsaved\") should disappear. \n", "3. Run the following cell.\n", "4. Upload the resulting HTML file to Canvas under the corresponding assignment. \n", ":::" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "remove-output" ] }, "outputs": [], "source": [ "! jupyter nbconvert --to html ./12.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "book", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 2 }