{ "cells": [ { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_theme(style=\"darkgrid\")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
statestart_yearend_yearvalue
0AP199319945786664.0
1AP199419956892337.0
2AP199519967985358.0
3AP199619979014743.0
4AP199719989578227.0
\n", "
" ], "text/plain": [ " state start_year end_year value\n", "0 AP 1993 1994 5786664.0\n", "1 AP 1994 1995 6892337.0\n", "2 AP 1995 1996 7985358.0\n", "3 AP 1996 1997 9014743.0\n", "4 AP 1997 1998 9578227.0" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv_file = 'gsgdp_at_current_price.csv'\n", "df = pd.read_csv(csv_file, delimiter=',', header=0)\n", "df['value'] = pd.to_numeric(df['value'], errors='coerce')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'GSDP at current price')" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ap_df = df[(df['state'] != 'AP')]\n", "x = ap_df.drop(columns=['end_year'])\n", "x['value'] = pd.to_numeric(x['value'], errors='coerce')\n", "x['start_year'] = pd.to_datetime(x['start_year'], format='%Y')\n", "sns.lineplot(data=x, y='value', x='start_year', hue=\"state\", style=\"state\", markers=True, dashes=False, ).set_title('GSDP at current price')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAHJCAYAAACfcdMeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADI2UlEQVR4nOzdd3xT973/8dc52pYtW14YzDJ7E0bYZEJCBkmAkNEkbdOsZjZNe5u0t/21vb0d9/Y2TZrRjJJFErLTbAjZgwABwt4bbOMpW8OypDN+f8gYjA3YxrY8Ps/Hg4ftI+no44NtvfWdimmaJkIIIYQQHZCa6AKEEEIIIZpLgowQQgghOiwJMkIIIYTosCTICCGEEKLDkiAjhBBCiA5LgowQQgghOiwJMkIIIYTosCTICCGEEKLDkiAjhBBCiA7LmugC2sq+fftYsGAB69atY8eOHfTr14933323yee57777ePPNNxu87Wc/+xk333zzqZYqhBBCiEbqMkFmx44dfP7554wePRrDMGjuzgy33XYbV111VZ1j77//Ps8++yxnnHFGS5QqhBBCiEZSuspeS4ZhoKrxnrT77ruPjRs3NqtFpiHXXXcd5eXlvPfeey1yPiGEEEI0TpcZI3M4xJyIaZosWLCA888/nxEjRnDuuefyzDPPnPAxRUVFrFq1itmzZ7dQpUIIIYRorC7TtdQYf/zjH3n11Vf58Y9/zOjRo1mzZg3/93//h8Ph4Oqrr27wMe+++y6GYXDRRRe1cbVCCCGEkCBTY//+/Tz//PP8/ve/58orrwRgypQpVFdX88gjj3DllVc22Krz7rvvMmbMGHr16tXWJQshhBBdXpfpWjqZZcuWAXDeeeehaVrtvylTplBSUkJhYWG9x+zatYvNmzdz8cUXt3W5QgghhEBaZGr5fD5M02TSpEkN3l5YWEhubm6dY++88w5Wq5ULL7ywLUoUQgghxDEkyNRITU1FURRefPFFbDZbvdvz8vLqHXvvvfeYPHky6enpbVGiEEIIIY4hQabG5MmTAaioqOCcc8456f3XrVvH/v37uf3221u7NCGEEEIcR5cJMuFwmM8//xyA/Px8gsEgixcvBmDChAnk5eVxzTXX8Itf/IIbbriB0aNHE4vF2Lt3LytWrODRRx+tc7533nkHp9PJzJkz2/x7EUIIIURcl1kQ7+DBg5x77rkN3vbcc88xceJETNPkhRde4OWXX2bPnj243W7y8vKYNWsWP/zhD2vvr+s6Z555JuPHj+eBBx5om29ACCGEEPV0mSAjhBBCiM5Hpl8LIYQQosOSICOEEEKIDkuCjBBCCCE6rC4xa8k0TQyj6wwFUlWlS32/p0KuVePJtWo8uVaNJ9eq8bratVJVBUVRTnq/LhFkDMOkvDyU6DLahNWq4vW68fur0DQj0eW0a3KtGk+uVePJtWo8uVaN1xWvVXq6G4vl5EFGupaEEEII0WFJkBFCCCFEhyVBRgghhBAdlgQZIYQQQnRYXWKwb2MYhoGua4ku45QZhkJ1tYVoNIKut+7odovFiqpKFhZCCJE4XT7ImKaJ319OOBxMdCktprRUxTDaZlS7y5WMx5PeqClyQgghREvr8kHmcIhJTvZitzs6xQuyxaK0emuMaZpEoxGCQR8AqakZrfp8QgghREO6dJAxDL02xCQnexJdTouxWtU2WWfAbncAEAz6SEnxSjeTEEKINtelX3l0XQeOvCCLpjt87TrD+CIhhBAdT5cOMod1hu6kRJFrJ4QQIpG6dNeSEEIIIZrP67FjdTjQIhF8/mhCapAWGSGEEEI0i9XhYPnV12F1JG6IhgQZIYQQQjSbqSV2jKQEmQT48MPFvPLKi81+fHV1NQsWPM6aNatasCohhBDi5LweO1lZKWRlpRAp92EaBtGKitpjXo+9TeuRMTIJ8NFHi9m9exdXXPG9Zj2+urqap59+EoCxY8e3ZGlCCCHECR3uTjI1DdMwMDWNVTfcgqKqKFYrkxYtBNpuvIwEGSGEEEI0mhaJ1IQViJSWsvqW2xm/4HHsaWm1t7clCTKtoKoqxJNPPsaXX35GWVkpbncyAwYM5NZb7+Khh+5n7do1AEybFm9NycnpzmuvvUMsFuPZZxewbNlX5OcfQNd1Bg0awo03/ri25aWwsID58y8B4Omnn6xtmbn++pu44YZbANi7dw+PPfYIq1evIhKpJi+vP9dffyPTpp3ZthdCCCFEp3Nw+XcUPPwgCjD51UUoqoo9LY2SkkBC6pEg0wr++tc/89lnHzN37hXk5eVRWVnJ+vVr2bdvDz/4wY8IhYKUlBRz5533AOByJQEQCoV4551/M2PG+VxyyWVUVVXx7rtvcc89d/Dkk88ycOBg0tK8/Pzn9/F///cXzjjjbM4882wA+vcfCMDu3bu47bYbyMzM5tprf4DT6eLTTz/il7/8Of/93/9be38hhBCiqSIHDlD46EOY0SjJkyYDoFgTGyUU0zRbd1OedkDXDcrLQ/WOx2JRysoKycjojs3WcoOTZs06i/POu4B77rm3wdt/8Yu72b17F6+99s4xdeoYhoHNZqs9FggEuOaay5k8eSq//OX/A6CiooKLL55RpxXmsJ/85DYqKsp58snnsNvj35Npmtx22w34fBW89NIbLfZ9Qutdw7Zgtap4vW58vlCbbOnQkcm1ajy5Vo0n16rx2sO1ipWXc+DPf0Dz+XANGkzuT39ORoa71daRSU93Y7GcfE6SzFpqBcnJKWzevInS0pImPc5isdSGGMMw8Psr0XWdIUOGsn371pM+3u+vZM2abzn33POoqqqioqKCiooKKisrmTBhMgcP7qekpLhZ35MQQoiuS6+qIv/B+9F8Puzde9Dj9rtQbTZ8/iglJYGELYYH0rXUKm699S7++MffMXfuRQwePIRJk6Yya9ZF5Ob2POljP/jgXV566Xn27duLdtTc/O7dc0/62IMHD2CaJk888ShPPPFog/fx+crJyspu/DcjhBCiSzM1jcJ/Pkw0/yCW1FRy774Hi9ud6LJqSZBpBeeeO5PRo8fwxRef8u23y1m0aCEvvPAcf/zj/zJ58tTjPm7Jkvf54x9/x/TpZ3H11dfh9aajqirPP/8M+fkHT/q8hhHvJbzmmusYP35Sg/fp2bNX874pIYQQXY5pmhx69imqtmxGcTjJ/ck92DIyE11WHRJkWklmZiZz585n7tz5+Hzl/OhH1/Lcc0/VBJmGN1r87LOP6dEjlz/96a91NmN86qnH69zvePs05ubGW22sViunnz6xRb4PIYQQXVfZv98g8M0yUFV63Ho7zt59El1SPTJGpoXpuk4wGKxzzOtNJzMzk1gsBoDL5ax3HwBVjf93HD3+etOmjWzcuKHO/ZxOJ0CDzzNmzDjefPMNSktL653f5/M14zsSQgjRFVV8/hnl78UnpXT7/g9xjxiZ4IoaJi0yLayqqoq5cy/krLPOZcCAgbhcSaxatZItWzZzxx13AzB48FA+/ngpDz10P0OGDMPlSmLatDOYMmU6n3/+Kb/61c+ZPHkahYUF/Pvfr9O3bx7hcLj2ORwOJ3379uOTTz6kV6/eeDwe+vXrT79+A7jnnnu5/fYb+cEPrmT27Dn06JFLeXkZmzZtoLi4mGefXZSgKyOEEKKjCK5fS/HzzwKQPvtSUqedkeCKjk+CTAtzOp3MmXM5K1eu4PPPP8U0DXJze/Gzn93HnDmXAzBnznx27NjOe++9w8svv0hOTnemTTuDCy+cTXl5GW+99QYrVy6nb988/t//+wOffvoR3323us7z3Hffr/n73//KQw/dTywW4/rrb6JfvwHk5fXj6aef58knH+eDD96hsrISrzedgQMHc/31NybikgghhOhAqvfuofCxR8E08UyZRsYllyW6pBOSdWQ66BooJ2K1qm22zkBHvobtYV2GjkKuVePJtWo8uVaN11bXKlZSwv4//QE94Cdp+Ahy77w7YQveyToyQgghhGg0PRjk4IN/Qw/4cfTqRfcf357wVXsbQ4KMEEII0cUZsSj5Dz9I7NAhrOnp5P7kHiwuV6LLahQJMkIIIUQXZhoGh/71BNU7d6C6XOT+5GdY07yJLqvRJMgIIYQQXVjJqy8TXL0KLBZ63H4XjtyTryTfnkiQEUIIIboo30cfUrF0CQA5P7qRpCFDE1xR00mQEUIIIbqgwOpvKXk5vrZY5rz5eCZOTnBFzSNBRgghhOhiwjt3cOhfT4BpknrWOXhnXZjokppNgowQQgjRhUQPHSL/4QcxYzHco08j++pr6uzv19FIkBFCCCG6CK2ykvwH/oYRDOLom0f3m29FsVgSXdYpkSAjhBBCdAFGJEL+Qw8QKy3BlpVF7l0/RXU4El3WKZMgI4QQQnRypq5T+PijRPbuQU1Ojq8V4/EkuqwW0f7XHhZNtmzZ17zyyiK2bt1MIBDA40llyJChnHfeBZx77nmoqsof//g7tm7dzMKFryS6XCGEEK3INE2KX3ye0Pp1KDYbuXfejT0nJ9FltRgJMi3MMEy2H6igIhQhze1gUK80VLXtBlE9/vgjLFz4NGeccTY//ekvyMjIpLy8nC+//Iw//OH/4fGkMrGDTrETQgjRdL4P3qPy809BUci56ce4+g9IdEktSoJMC1q9rZgXP9qBLxCpPeZNcfC9GQMZNzi71Z9/2bKvWLjwaW644Wauv/7mOredc84M5s+/CmsH2ABMCCFEy/Cv+IbSN14DIOvK75EydlyCK2p57XaMTCgU4owzzmDw4MFs2LAh0eWc1OptxTzy5sY6IQbAF4jwyJsbWb2tuNVrePnlF8jIyOT6629s8PZhw0YwaNCQVq9DCCFE4lVt3cKhp/4FgHfm+XhnzExwRa2j3b49f/TRR9F1PSHPbZom0ZjR6PsbhskLS7ef8D4vfrSDYX3SG9XNZLepTZ7Tr2kaGzas46yzzsVqtaJpja9fCCFE5xLJP0jBI/8AXSd5/Olkzr8y0SW1mnYZZHbt2sWLL77Ivffey29/+9s2fW7TNPnz82vYmV/Zouf1BSLc/sAXjbrvgJ6p/PKasU0KM35/JdFolOzsbnWOm6ZZJxCqqoqqttuGOCGEEKco5vOR/8D9GOEwroGDyLnhJpRO/He/XX5n//3f/81VV11FXl5eYgrouAsc1gs/n332MWedNan23wMP/DVBlQkhhGhtejhM/oP3o/nKsed0p8ftd6Ha7Ikuq1W1uxaZxYsXs337dh566CE2bdrUYue1WutnNsOon1gUReGX14xtUtfS9gMV/P3VdSe930/nj2ZQr7ST3q85XUseTyp2u52SkiIAFAVME8aNm8C//vUcAPfee0+TztkUFovS4DVuzywWtc5HcXxyrRpPrlXjybVqvMZcK1PTyH/sEaIHD2DxpNL7Zz/HntY51oo5kXYVZMLhMH/5y1/46U9/SnJycoudV1UVvF53vePV1RZKS9UGX4RttsYv2Tx6YCbpKQ7Kjxnoe7R0j4PRAzNbbSq21Wpn1KjRrF79LbquY6lZcjo9PY309DQAbDYbqhr/XhVFQVFOPXwYhoKqqqSmJuF0Ok/120gIj8eV6BI6DLlWjSfXqvHkWjXe8a6VaZrs/MfDhDZtRHU6GfHb/yR5QN+2LS5B2lWQ+ec//0lGRgbz5s1r0fMahonfX1XveDQawTAMdN085cGxV88YyCNvbjz+7ecOxDBMDMM8pec5kSuuuIZf/OJunn32KX7wgxswG3gqw4h/r6ZpYpqn/n3ruolhGFRWVhEOJ2ZwdnNZLCoejwu/P4yuy+DoE5Fr1XhyrRpPrlXjnexaFb/5BqWffAaqSu6ttxPLyMHnC7V9oS3I43E1qrWu3QSZ/Px8nnrqKR555BECgQAAVVVVtR9DoRBud/1WlcZq6AVb11suVIwbnM3tc0bUW0cmPcXB1W20jsyUKdO49tof8sQT/2Tbtq2cc855ZGZmEgwGWbfuO8rLy0hKOnINW3K305YIg4mi60aHrb2tybVqPLlWjSfXqvEaulaVX35O6Vv/BiD72u/jGj6yS13PdhNkDh48SCwW4+abb6532/e//31Gjx7NK6+07+X0xw3OZszArISu7PvjH9/BmDFjePXVl7n//r8QDAbxeFIZPHgI9933/5gx4zwAIpEItk4+AEwIITq70Ib1FC18FoD0i2eTdsZZiS0oAdpNkBk6dCjPPfdcnWNbtmzhz3/+M7///e8ZOXJkgiprGlVVGNLHm9Aapk6dzsSJU094n4MH99O9e482qkgIIURLq963l4LHHgHDwDN5KhmXzk10SQnRboKMx+Nh4sSJDd42fPhwhg8f3sYVdU4bN65nxYpv2L59G1dffV2iyxFCCNEMsdIS8v/xd8xIhKShw+n2g+tbdLhAR9JugoxoG7/4xU/xeDzceedPmTlzVqLLEUII0UR6KET+g39Hr6zEntuT7rfejtKF99Fr19/5xIkT2bZtW6LL6FTef//jRJcghBCiiVKSbDUfrez580NECwuwer3k/uQeLElJCa4usWQVIiGEEKKdszrsLL/6OqwOB9U7d6C6XOT+5B5s6emJLi3hJMgIIYQQHYCpaQAodjs9br8LR89eCa6ofWjXXUtCCCFEV+X12LE6HABEyssxDYNIaSmTX3oeAC0SweePJrLEdkGCjBBCCNEOWR0Oll99HaamYRoGpqax+pbbUVQVxWpl0qKFgAQZCTJCCCFEO6RFIjVhBSKlpay+5XbGL3gce1pa7e1CgowQQgjRLu169S3K3ngNxWJh8quLUFQVe1oaJSWBRJfWrshg305kwYLHmTlzer3jDz30d6ZPP5133/137TGfz8eZZ05k5swziESq27BKIYQQJ1P+wXuUvvoypq7jveAigC69VsyJSJDp5B599B+88sqL/Pznv+Tiiy+rPf7JJx+i6zrhcBVfffVF4goUQghRR9l771D6+qsAZFw6h4zZl6JFokxatBAtImNijiVBpgVF1rxF4IkfElnz9jFfv5WQep544lFefPE57rnnXi49Zg+OpUuX0LdvHllZ2Xz44QcJqU8IIURdZe++TdmbrwOQcdlcMmZfCkCgKlbnozhC2qlaSGTNW0RXvQlAdNUb6IVb0fM313wdP+4Ye2mb1bNgweM899xT/PSn/8GcOZfXua2gIJ+NG9dz0023EggEeO21l/D7K/F4UtusPiGEEHWVvf1vyt7+NwCZcy8n/cKLE1tQByEtMg0wTRMzFmnSv8Nh5bDDIeaw6Ko3G38+0zyl+p9++l88/fST3HXXPcybd2W925cuXQzAzJmzmDlzFpqm8cknH53ScwohhGge0zQpfevNIyFm3nwJMU0gLTLHME2Tqrf/iFG0s8XPHXz6lkbdz9JtIK5LftWsnUzD4TCPP/4os2dfxhVXfK/B+3z00RKGDx9Jjx65APTp05elSxdz2WXzmvx8Qgghms80TcreepPyd+NDEjLnX0n6+RckuKqORVpkGqDQcbdCdzgcjBkzlqVLF7N+/dp6t+/YsZ09e3Yzc+b5tcdmzDif9evXcujQoTasVAghujbTNCl78/XaEJN1xVUSYppBWmSOoSgKrkt+BVrTRoZH175H9Lu3j3u7fcwl2E+7qHEns9qb1RoDoKoqf/3r37n11pv4xS9+yiOPPEn//gNqb1+69ANUVWXChMkEAvG1CCZPnsqCBY/z0UeLufbaHzbreYUQQjSeaZqUvvEavg/eAyDryqvxHvUGUzSeBJkGKIoCNkeTHnOiEHP4dsfpc094n5aSnJzC/fc/zK233sA999zBP/+5gB49cjFNk48++hDDMPje9+p3Iy1dKkFGCCFam2malL72Cr4l8RmjWVdfg/fcmQmuquOSINNC7OPn1Bnwa8kdjp6/qc7tbcnrTefvf3+EW2+9gZ/+9HYeffRfHDiwn+LiIn70o5s57bSxde6/YsU3vPDCs+zatbNOC44QQoiWY5ompa++jO/D+KSL7O9dS9o5MxJcVccmQaaFHJ5aHV31Jvbxc3GMvaR2SrZ9/Jw2nXp9WPfuPbj//oe4/fab+dnP7mLQoMG4XC6uuupakpKS6ty3X78BvPzyCyxdupj+/e9o81qFEKKzM02TkldeomLpEgCyr/k+aWefk+CqOj4Z7NuCHGMvJeXmZ3CMveSYr9s+xBzWr98A/vrXBzh4cD9ffPEZEydOqRdiANLS0pg8eRpLly4+5enfQggh6jJNk5KXXzwSYq77gYSYFqKYXeBVS9cNystD9Y7HYlHKygrJyOiOzWZPQGWtw2pV0TSjTZ6rI19Dq1XF63Xj84Xa7Hp1VHKtGk+uVeN1lWtlmiYli56n4pOPAcj+/g9JO+OsJp2jq1yro6Wnu7FYTt7eIl1LQgghRCsxTZPiFxdS+eknoCh0+8H1pE47I9FldSoSZIQQQohWYBoGxS8spPLzT2tCzI9InTY90WV1OhJkhBBCiBZmGgbFzz9H5RefxUPMD28gdeq0RJfVKUmQEUIIIVqQaRgULXwG/5dfgKKQ86Ob8EyekuiyOi0JMkIIIUQLMQ2Domefxv/1l/EQc+PNeCZOTnRZnZoEGSGEEKIFmIZB0TNP4V/2VTzE3HQLngmTEl1WpydBRgghhDhFpmFw6Ol/EfhmGagq3W+8hZQJExNdVpcgQUYIIYQ4BaZhcGjBkwRWfBMPMTf/mJTxExJdVpchQUYIIYRoJlPX4yFm5XKwWOIhZtzpiS6rS5EgI4QQQjSDqesc+tfjBL5dGQ8xt9xGythxiS6ry5G9ljqRBQseZ+bM+ostPfTQ35k+/XTeffffx72PEEKIxjM1jcInH6sNMT1+fLuEmASRINPJPfroP3jllRf5+c9/ycUXX5bocoQQosM7HGKCq76Nh5hb7yB5zNhEl9VlSddSCyqv9hGM1d+cMtnmJt3pbfN6nnjiUV588Tl+9rP7uPTSuW3+/EII0dmYmkbh4/8k+N1qFKuV7rfdQfKo0xJdVpcmQaaFlFf7+P3yv6IZWr3brKqV3076jzYNMwsWPM5zzz3FT3/6H8yZc3mbPa8QQnRWpqZR8NgjhNZ+h2K10uP2u3CPHJXosro8CTINME2TqBFr0mN81ZUNhhgAzdDwVVfitrkbdS67akNRlCY9/9GefvpfPP30k9x11z3Mm3dls88jhBAizojFKHzsEULr1sZDzB134R4hIaY9kCBzDNM0uX/No+yu3Nei571/zaONvm+/1L7cM/bWZoWZcDjM448/yuzZl3HFFd9r8uOFEELUZcRiFP7zYULr16HYbPS44ye4h49IdFmihgz2bVDzW0MSzeFwMGbMWJYuXcz69WsTXY4QQnRoRixK4aMPHQkxd94tIaadkRaZYyiKwj1jb21y19LBQMEJW13uGXsbPVN6NOpcp9K1pKoqf/3r37n11pv4xS9+yiOPPEn//gOadS4hhOiKvB47VocDrTrChv++n6oN61HsdnLvvJukocMSXZ44hrTINEBRFBwWe5P+2SwnzoQ2i7XR5zqV8TEAyckp3H//w6SlpXHPPXdQUJB/SucTQoiuxOpwsPzq67A6HYQ3b4qHmLt+KiGmnZIg00KSbW6sasNhxqpaSW7kQN+W4vWm8/e/P4KiKPz0p7dTVlbaps8vhBAdmanFJ2+oLhe5d/+MpCFDE1yROB7pWmoh6U4vv530H+1qHZnu3Xtw//0PcfvtN/Ozn93Fww8/AYCuG3z66Uf17j906AhycnLaukwhhEi4w91JAJGyMkzDIFJayqQXngVAi0Tw+aOJLFEchwSZFpTu9CYksJxIv34D+OtfH+Duu2/jF7+4mxEjRhGNRvjNb+6rd9/f/Oa/yMm5MAFVCiFEYh3uTjI1DdMwMDWN1bfcjqKqKFYrkxYtBCTItEeKaZpmootobbpuUF5ev6UkFotSVlZIRkZ3bDZ7AiprHVariqYZbfJcHfkaWq0qXq8bny/UZtero5Jr1XhyrRqvPV2rtGQrNpcLgEhpKatvuZ3xCx7HnpYGJL5Fpj1dq7aSnu7GYjn5CBhpkRFCCNGlhXfvZtfDD2CEQti7dWP8Px9CUVXsaWmUlAQSXZ44CQkyQgghuqzg+nUUPvYIZjSKo3cfcn9yDwCKVV4eOwr5nxJCCNElVX71BUXPPQOGQdLwEfS49XZUpwstEmHSooVokUiiSxSNIEFGCCFEl2KaJuXvvk3ZW28C4Jk8lW4/uL62FSY+FkYG9nYUEmSEEEJ0GaauU/ziQio//wyA9AsvJmPOvFNeiFQkjgQZIYQQXYIRiVD45GOE1n4HikL21deQds6MRJclTpEEGSGEEJ2eHgiQ/9ADVO/ehWK1knPzraSMHZfoskQLkCAjhBCiU4uVlHDwgb8RKzqEmuQm986f4Bo4KNFliRYiQUYIIUSnVb1/H/kP3o9eWYk1PZ3cu3+Go0duossSLUg2jexEFix4nGnTxjN79vkYRv2VH2+99UdMmzaeP/7xdwC8//47TJs2noqKinr3PdFtQgjREYQ2beTA//wZvbISe89e9PrlbyTEdEISZDoZq9VKRUUFa9euqXP80KFCNm7cgMuVlKDKhBCi7fi/WUb+P/6OGanGNWQovX7xS2ze9rUXnmgZ0rXUCmJlZejBAJbkFGwZGW363DabjdNPn8hHHy1h7Njxtcc/+mgJeXn9UFVLm9YjhBBtyTRNfIs/oPT1VwBImTCJbtffgGqzJbgy0VqkRaaFxcrK2Puf97H/D79j73/eR6ysrM1rmDnzfD777BM0Tas9tnTpEmbOnNXmtQghRFsxDYOSRS/UhhjvebPIufFmCTGdnASZFqYHA5haDABTi6EH237DsenTzyAWi7Jy5XIA9uzZza5dOzj33PMavL9h6GiaVudfQ2NshBCivTJiUQoff5SKTz4CIOuKq8m64ioUVV7mOjvpWmqAaZqY0aYtTx0rL0cPBokdKqxzPLJ/P0Y0hiU5GVt6eqPOpdjtp7TKpNPpYtq0M/n44yVMmTKNjz5awogRo+hxnEFul1xyfrOfSwghEk0PhSh4+EHCO7bH14j50U2kTJiY6LJEG5EgcwzTNDnwlz9SvWtni5yv6NmnmvwY54CB9Lr3V6cUZmbMOJ/f//7XRCLVfPzxh1x++ZXHve8DDzxKcnJynWNff/0lTz/9ZLOfXwgh2kKsvIz8B/5GtKAA1eWix+13kTRkaKLLEm1IgkxDOsGeGxMnTsZqtfKvfz1OYWEB55wz87j3HTBgEGlpaXWO7d69q5UrFEKIUxM5eID8B+9H8/mwpKXR8+6f4ejZK9FliTYmQeYYiqLQ695fNalrKVZezv7f/wbz8OBaRQHTPPIRUKxWev/2D43qXjrVriWIT8M+88xzePnlFxg37nTS09t29pQQQrSmqq1bKHjkHxjhMPYePcj9yc/afJaoaB8kyDRAURQUh6PR93d0707fP/4PejBAtLCAQ/96In6DaZJz483Yu/dIyFTs2bMvpaKinNmz57Tp8wohRGsKrFzBoaeexNQ0XAMH0eP2u7Ac0z0uug4JMi3ElpHRYFCxd++Bs0/fti8IGDZsBH/+898S8txCCNEafEuXUPLyIgCSx44j56ZbUG32BFclEkmCTAuzJKegWG2YWgzFasOSnJLokoQQosMzDYPS117B9+FiAFLPPpfsq6+R6dUCxTRrBnF0YrpuUF4eqnc8FotSVlZIRkZ3bC2Y6BO5si+A1aqiaW2zDkxrXcO2YLWqeL1ufL5Qm12vjkquVePJtWq8xl4rIxaj6OkFBGrWxsqcNx/vrAtPeSxhR9IVf67S091YLCcPqtIi0wqO180khBCiafSqKgoefYjw1i1gsZDzwx/hmTw10WWJdkSCjBBCiHZJq/Bx8IH7iR48gOJw0uO2O3APH5HoskQ7I0FGCCFEuxMpKCD/gb+hlZdh8XjIvftnOHv3SXRZoh2SICOEEKJdCe/YQf5DD2BUhbB1y6Hn3T/DlpWV6LJEO9Wugsznn3/Ok08+yc6dOwkGg3Tr1o0ZM2Zwxx13kJIis3+EEKKzC363msInHsOMxXD260/unXdjkb//4gTaVZCpqKhg1KhRXHfddaSlpbFjxw4eeughduzYwVNPNX3PIiGEEB1HxacfU/zi82CauEefRvebb0VtwuKkomtqV0Hm0ksvrfP1xIkTsdvt/OY3v6GoqIhu3bolqDIhhBAtLSXJVvtxx7MvUv7eOwCknnEm2dd8H8ViSWR5ooNo9ysJHd7MMBaLJbYQIYQQLcrqsLP86uuwOuz4Fr8PQMalc8i+7ocSYkSjtasWmcN0XUfTNHbu3MkjjzzCOeecQ8+ePU/pnFZr/cxmGJ1vMaXD60MdtV9lm7BYlAavcXt2eKGlxiy41NXJtWo8uVZNc3izXcVmI+cH1+M944wEV9Q+yc/V8bXLIHP22WdTVFQEwPTp0/nb305tvyBVVfB63fWOV1dbKC1VO+SL8Mm01Q+7YSioqkpqahJOp7NNnrOleTyuRJfQYci1ajy5Vg0zojFUe7xLKVJahmkYREpLmfzyC/VuF/XJz1V97XKLgq1btxIOh9m5cyf//Oc/6dmzJ08//TSWZjY16rqB3x+udzwajVBcXNAhl9dvyIIFj/P000/Wfp2Wlka/fgO44YZbGD16DGvWrOKuu35ce7vFYiEzM4vJk6dy0023kpqa1uTnPLxFQXZ2D+z2jjUoz2JR8Xhc+P1hdL1rLPndXHKtGk+u1Yl5vW6WX30dpqZhGgampqFYrSiqimK1MmnRQny++lvKdHVd8efK43F13C0KhgwZAsCYMWMYOXIkl156KUuXLmXWrFnNPmdDe1PoeutkOMMwqfSFSfW6UNW27b5yOBw88sjjaJpJSUkRzzyzgJ/85Faeeur52vv86le/pXfvvui6zp49u3jyyUcpKCjg/vsfavbz6rrZYff/0HWjw9be1uRaNZ5cq7q0ykrK3n6TpO9fzaRFCwGIlJez+qZbGb/gcew14yG1SESu2wnIz1V97TLIHG3w4MHYbDb279+f6FIaxTBMPn53Kzs3FzNgWDbnXjykTcOMqqqMGDGq5gd9JEOHjmD+/Nn8+9+vc9ZZ5wLQr19/hgwZBsDo0acRjUZ56KH7qaqqIikpqc1qFUJ0fkYsRsVHSyl/722M6mpWffkFKadPIGvefLoP7ouiqtjT0igpCSS6VNFBtfsgs27dOmKx2CkP9m0LR4cYoPZjW4eZo+Xk5JCW5qWwsOC490lKSsI0TQxDUr4QomWYpklwzSpKX32FWGkJAI6+eWRf+T1cAwfW3k+xtvuXIdHOtaufoDvuuIMRI0YwePBgnE4nW7duZcGCBQwePJgZM2a0WR2maaLFmvaibhgmny/ezq6tJXWO79xcjGmYnDlrUKPDjNWmttj29KFQEL+/kszMI8t7x5smtZqupd289NLzjB8/geTk5BZ5TiFE11a9fx8lL71IePs2ACxpaWTNm0/KxMko6pExD1okyqRFC9Ei0USVKjqBdhVkRo0axfvvv88TTzyBaZrk5uYyf/58brjhBuz2thmMa5om/35+LYfy/S12zl1bS+oFnBPJ6enhsmtOa3aY0TQNTTMoKSnm4Yf/jq7rtd1KALfc8sM69+/ffyC//vV/Neu5hBDiMK2ygtI3X8f/9Vdgmig2G95ZF5I+68IGV+gNVMXwOuwEqmSdMNF87SrI3Hzzzdx8882JLgM68PIy4XCYadMm1H6dkuLhpz/9BRMnTmbNmlUA/PrXv6dv3zwMw6CgIJ+nn36Sn/3sTv75zwUyRkYI0WRGLErF0g8pe+9dzEg1ACkTJ5E5dz62jIwEVyc6u3YVZNoDRVG47JrTmtS1dLxupaP1H5LV6O6lU+lacjgcPPbYAnTdJC0tjezsbqhq3elrffvm1Q72HTZsBL169eGGG67lgw/eYd68K5v1vEKIrsc0TYKrv6XktVfQSksBcPbrR9aV38PVf0CCqxNdhQSZBiiKgs3etDVrZlwyFEVVagf4Hq0tZy+pqsrQocOaND2vb9++AOzZs7uVqhJCdDbVe/dS8vKLhHdsB8Dq9ZI5bz4pEybVGQcjRGuTINNCVFXh3Ivj698cHWYSMQW7qXbv3gXQrAXxhBBdi1bho/SN1/Av+xoAxW4nfdaFeM+/QHaqFgkhQaYFHRtm2muI2b17F5qmY5rxMTLPPPMvnE4ns2ZdlOjShBDtlBGN4vtwMeUfvIcZiQCQMmlyfBxMenqCqxNdmQSZFnY4zIyf2ichK/s2xp/+9Hsg3oWWnp7O0KHD+cMf/odevXonuDIhRHtjmiaBb1dQ+tqraOVlADj79Sfrqu/h6tc/wdUJIUGmVaiqgjej7Wf/3HDDLdxwwy3HvX3s2PF89dWqNqxICNGRhXfvpuTlF6netRMAa3o6mZdfQcrpE1tsrSshTpUEGSGEEHXEfD5K33iVwDfLgJpxMBdejHfm+TIORrQ7EmSEEEIAYEQiR8bBROOr7XqmTCVjzuXYvN4EVydEwyTICCFEF2caBoGVyyl9/TU0XzkAzgEDyb7yapx5/RJcnRAnJkFGCCG6sPCunfFxMLvj60hZMzLIuvxKksefLuNgRIcgQUYIIboAr8eO1eFAi0Tw+aPEyssoff1VAiuWA6A4HEfGwbTR3nZCtAQJMkII0QVYHQ6WX30dkxYtpPTtV/Atfj8+DkZR8EyZRuaceVjT0hJdphBNJkFGCCG6CFPTAKhY/D7oOq5Bg8m64mqcNduUCNERSZARQohO6nB3EkCktAzTMIiUljL51UUAtd1MQnRkEmSEEKITMmJRrI4Ull99HaamYRoGpqax+pbbUVQVxWpl0qKFgAQZ0bFJkBFCiE5EDwSo+OwTKj79hLS//29NWIFIWTmrb76V8Qsex14zFkar2TNJiI5MgkwnMG3a+JPe51e/+i1jxoxj/vxLsFgsPP/8q3X2VtqxYxvXX38N//jHY4wde/LzCSHal2hREb6PluD/+qvaxezW/uI/8c44D8/06eT0ykZRVexpaZSUBBJcrRAtR4JMJ/DYY0/X+frHP76eyy+/khkzZtUey83tSXV1GABd13nuuaf4z//8XVuWKYRoBeFdO/Et+YDgd2vANAFw9O6D9/wLSBk3HsV65M/80Z8L0VnIT3Ur2L3xG779cBGnn3c1/UZMbvXnGzFiZL1j2dk59Y4XFsaDzNix4/nwww+4/vqb6NEjt9XrE0K0LNMwCK79Dt+SD2o3dARwjxyF9/wLcA0eUm8xOy0SYdKihdKdJDodCTItTItFWf/VOwCs/+pdeg8eh9XWvhaXuvjiS9m/fx8LFz7Nvff+OtHlCCEayYhE8C/7Gt/SJcSKi4B4K0vKpMl4Z87CkXv8Nybx2UkysFd0PhJkGmCaJrrW9F/4wyEmUhUCIFIVZM2nrzFq2uwmhRmL1d6qS4PbbDa+973v8+ijD/KDH9xITk5Oqz2XEOLUaX4/FZ9+TMWnH2MEgwCoSW7SzjqbtHNmyEJ2okuTIHMM0zT5+OUHKCvY0xJnY8/G5ezZuLxJj8rs0Y9zrvxJq4aZSy+dw/PPP8Pzzz/Dz39+X6s9jxCi+aKHCvEtXYJ/2deYsRgA1sxMvDPPJ3XqdFSnM8EVCpF4EmQaoND5N0pzOJxcddU1/Otfj/GDH/wo0eUIIWqYpkn1zh2UL/mA0Lq1Rwbw9s0jfdYFJI8Zh2KxJLZIIdoRCTLHUBSFc678SZO7lvZuXsnGZR8QCYcA8+gz4khyM2LyBfQdNqFR52rtrqXDLrvscl544VleeOE5Lrpodqs/nxDi+EzDILhmNb4PP6jdiRrAfdoYvOfNwjVwkOxGLUQDJMg0QFEUrDZHkx4zYPR0+g6byNrP32TX+mXEw4xC/1FTOO3MOe1uwC9AUlISV155Dc8+u4BJk6YkuhwhuiQjEqHy6y+p+HAJsdISID6A1zNlGt6Z52Hv3iPBFQrRvkmQaUFWm53TzpzDwZ3riFQFcSQlt9sQc9i8eVfw4osLWVSz+qcQom1olRVUfPIxFZ9+glEzQUB1u0k7+1zSzj4Xa2pqgisUomOQINPCrDY7o6bN5tsPFzFq2sXtOsQAuN3JzJ9/FU8//WSiSxGiS4gU5OP7cAmB5ctqd6O2ZWXjPe98PFOmoTqa1hosRFcnQaYV9BsxuU0Wwmsp8+dfzSuvvEgoFEp0KUJ0eClJttqPPn988TnTNAlv24rvw8WE1q+rva+z/wC8580iecxYFFVNSL1CdHSnFGSKior49ttvKSsr4/zzzycnJwdd1wkEAqSkpGCRkfUJsXz5GjTNqHe8e/cefPXVqnrHPR4PS5Z83halCdHpWR12ll99HZMWLcTUqwiuXkX5h4uJ7K1Z0kFRSB4zNj6Ad8DAxBYrRCfQrCBjmiZ/+ctfeOGFF9A0DUVRGDRoEDk5OVRVVXHOOedw11138cMf/rCFyxVCiPbvcJfRvt/9mlhxMaZpotjteKZOwzvjPOzdZBFKIVpKs4LMv/71L5577jluuukmJk+ezPXXX197W0pKCueddx4ffvihBBkhRKdkmiZGOIxeWYFWWUmPMcOxJbsBiJSVYxoGkdJSTn/sYQCi/gDlpQEsKSmJLFuITqlZQebVV1/lsssu45577sHn89W7ffDgwXzxxRenXJwQQpyI12PH6nCgRSI1ewmdGtMw0AN+tMpKtIoKdH/8o1ZZWfu5XlmJ5q/EjMafT7FY6PPGKyy/+jpMTcM0DExNY/Utt6OoKorVyqRFC7HIXo1CtIpmBZnCwkLGjBlz3NtdLhfBmv1AhBCitVgdjtrxKCfaENGIRuMBpKYF5XBLilZZE0wOf+73166k2xiqy4UlLY2oz1dTA0TKy1l9062MX/A49po9kGTHaSFaT7OCTEZGBoWFhce9fdOmTXTv3r3ZRQkhRGMdHo8S+HY5MV8FekVFvBXFXxn/vLICIxxu/AkVBUtKCtbUNCypqVhT07CmpmJJS8PqiX9tSUvF6kmtnSpdqQElAQCystJRVBV7WholNceEEK2nWUFm5syZvPTSS8ydO5fk5GSA2qWzv/rqK958801uuOGGlqtSCCFqHO5OAoiUltaOR+l34czaY6tuuhWMujP3FKs1HkYOB5OjQ0rt52lYUlJOeS8jxSorWwjRVhTTbEI7ao1AIMA111zDwYMHGT9+PF9++SVTpkyhqqqKtWvXMnToUF544QVcLldr1Nxkum5QXl5/jZRYLEpZWSEZGd2xtfOF65rCalUbnH7dGjryNbRaVbxeNz5fqM2uV0fVnq5VVlZKvfEoitVaZzzKthdexZoabzWxpKZhTUtFdSW1yV5FXo8Dq8OOFonWriMjGtaefq7au654rdLT3VgsJ19fqVlvG1JSUnjllVd46qmnWLJkCQ6Hg2+//ZbevXtz++23c+ONN+KU7eWFEC0sWlRExBKrHY8SLfex6qYf1xuPkn7erITVGKiK4XXYCVTFElaDEF1Js9s/nU4nt912G7fddltL1iOEEA2q2rKZgn8+wt7qMLb0dHrcdic9x42Q8ShCdHGyJnYn8e67bzFt2ngOHNhf5/hrr73EtGnjWbDg8TrH/f5Kpk8/nRdeeJb333+HadPG1/4766xJXHHFpTz22MNUV1e35bchRIMqPv2Yg3//P4yqEM4+fel1369x9O4DyHgUIbq6Zv0F+OUvf3nS+yiKwp/+9KfmnF40w6hRowHYuHE9eXl9a49v2LAOp9PJhg3r6tx/w4b1mKbJqFGn1Yafv/3tIdzuZDQtxpYtm3nyyX8SCPj5j//4VZt9H0IczdQ0il96kcrPPgEgZeJkuv3wetSa8VhaJMKkRQtlerMQXVizgsyKFSvqHTMMg5KSEnRdJz09vd0M9O0qevfuS1qal/Xr1zF79iW1xzdsWM8FF8xm8eL30HW9dv+rDRvWYbc7GDJkWG2QGTx4KGk14wxOO20sJSVFfPjhYgkyIiH0YJCCxx4hvHULKAqZc+bhveCiOgN244vgnfpCeEKIjqtZQeaTTz5p8HgsFuPll1/m2Wef5amnnjqlwjqyWEGA8Mp8XBNysfVouyXJR44cXafl5dChQxQXFzF//lW8/fYb7Nq1g0GDhgDxIDNkyFBsNttxz5eU5EarWaNDiLYUKcin4KEHiZUUozicdL/pFpJPO/4inEKIrqtFx8jYbDauvfZapk6dyh/+8IeWPHWHYZom1WsKMSojVK8ppBmz25tt5MjR7Nu3B7/fD8CGDWvJzu5G7959GDBgUG3I0TSNLVs2M2rUaXUebxg6mqZRXV3Nd9+t5p133uTss89ts/qFAAiuX8eBP/2BWEkx1sxMev/q1xJihGinrFYVb5oTqzVxQ25bZZTckCFDeOutt1rj1G3CNE1o5jz9WEEAvSy+iqheFia2v7LprTJWtVnrXYwadRqmabJx43omTJjCxo3rGTlyFAAjR45iw4b1zJt3Jdu2bSUajdQLMpdccn6dr8eMGcedd97T5DqEaA7TNPF9uJjS114B08Q1aDDdb70da4on0aUJIY7DYVeoKD1EkieDRDXgt0qQWbZsWYcdI2OaJsEPdqKXVLXI+ao+29fkx1iyk0ieNaDJYWbIkKE4HA7WrVvLhAlT2LBhHRdcMBuA4cNH8ljNTrwbNqxFURRGjBhV5/EPPPAoycnJaJrO3r27WbDgcX71q59z//0Po6oywU20HiMWo3jhM/iXfQ2AZ/oZdLvm+zIjSYh2zG63YuoR3njiz1x7z19wOGxEIm2fZpr1V+Lhhx9u8HggEODbb79l8+bN3HzzzadUWEK1/uKfrcJqtTJ06HDWr19HVVUVu3btPKpFZjRFRfExMxs2rKNv3zw8nrrvdAcMGFQ72HfEiJGkpKTwn//5C7755mumTp3e1t+O6CK0ykoKHn2I6l07QVHIuvJ7pJ07o01W4RVCNJ3VqmK3Ghh6mA9f+RfR6jBLXnqM86/6MdYkK5Go2aarD7dokElNTaVXr178/ve/54orrjilwhJFURSSZw1octeSaZqEluxG94Xh6GExCli8Ltzn92v8H+Zmdi1BPLC8+uoi1q9fi81mY8CAQQDk5HQnIyOTDRvWsXHjeqZNO/Ok5+rTJw+APXt2SZARraJ6/z4KHn4QrbwcNSmJ7rfchnv4iESXJYQ4AXeSFX95EW888RfsDhdzbriPpa89wfP338fcm39JWmYOvoq2W4OsWUFm69atLV1Hu6IoCtiatmmclu9HL29gh10T9PIwekkVttzW7+sfNeo0Fi58mjfeeIUhQ4ZhPappfuTIUSxZ8j5lZWWMHDn6pOfavXsXQG0rjRAtKbD6Ww4teBIzGsXWLYfcO+/GnpOT6LKEEMehxaKs//JtKor3MeWC+Vz9kz9Qmn+AnF79OXP2dXTr0w8UK4Fg2y6JIB3QLcA0Taq/O3TC+1R/dwhrj5RWby4fMWIUqqryzTdfc+21P6xz2/Dho3j00QcB6g30Bdi2bQtudzK6rrNv3x4WLHic9PQMzjjj7FatWXQtpmlS/u7blL31JgBJw0fQ/eZbsbjdCa5MCHE8vuIDLH//OfzlRQBs+e5bpl10FX0GjyT/lY30uWIkEc0gXBVF19t2U8tGBZmCgoJmnbxHjx7NelyHY5gYoRNvEGeEYmCYYGndIJOSkkJeXj927dpZbzDvyJGjME2TzMwsevTIrffYn/3sTgBUVSUzM4tx407nxht/jMeT2qo1i67DiEQ49PQCgqtWApA2YyZZ869CsTStBVQI0TYMw2Db6k/Y+PV7GIaO0+1h0gXX0m/gSMr3+0kOa1QXBPBvKqEkzU7v7h5CwUibhhnFbMRCJ0OGDGlWS8KWLVuaVVRL03WD8vJQveOxWJSyskIyMrpjq1nyvLmMUBSj+vijtVWnFdV9as/RWFar2mYDrVryGrY1q1XF63Xj84XadGBaR9QS1ypWXk7Bww8S2b8PLBa6XfN9Us84+VitjkZ+rhpPrlXjJeJahfzlrFz8PMUHdwKQ238U4ybORd1fTXV+JXk/GMv+Z9agBaJYU+zk/mAs76/YyznjehEJn3r3Unq6G4vl5DNmG9Ui86c//UlmEJyE6ra3WVARoqMJ795FwSP/QK+sxJKcQvfb7iBp0OBElyWEOI59W1ez+uNXiEXCWG0OJpw2n7SqDCJLDgCQdW4//JuL0QLxwKIFovi3FJPitOFyWolWx9psQdhGBZm5c+e2dh1CiE7K/80yip59ClPTsOf2JPeOn2DLykp0WUKIBkSrq1j9yavs37oaq2JjaNZ0ejuHwm4dnSAo4BqaRdKwbPKfWVPnsYGVB5n+g7FUVWuoqoKut6MgI4QQTWUaBqVvvIZv8fsAuE8bQ/cbb0Z1dszFMoXo7IoP7GDF4uchZDDUPYWersGohgpVOordgn1QOo7BmWTkplG5pRgtFAP1SG+NFooR2FZC6tBsKqpPPG60JZ1SkFm9ejWbN28mEAhgGHX77BRF4fbbbz+l4oQQHZNRHabwyccJrVsLQPqFF5Nx2VwUWSFaiHZH1zU2fv0+peu2MsR5OlneXvEbTFDTnDiGZmLv5yVqmjz+3hbuuWosGaO7kzG6e4Pni0W0Nt1nsFlBpqKigltuuYX169djmiaKotQWffhzCTJCdE3RkmIKHnqQaEE+itVKtx/+CM+kKYkuSwjRgIqifPYu+YJMrQd9PEf227P28uAYmok1JxlFUSirrOahN9azvyjILx//mv+5YzpvfbGLd7/aQygcw+2ycfG0POaeNYBQKNKm30Ozgsz//u//sm3bNv72t78xatQoZsyYwYIFC+jZsyfPPPMMa9eu5cknn2zpWltNWybHzkaunTha1batFPzzYYxgEEtqKj1u/wmufv0SXZYQ4hi6v5qiL9djL1HoqwwDC5gWcA7OxD44E4vHUXvfHQcreOSNDfirYqQk2bjqnIFUV0W5aEoel58zkFBYw+2yEq7W2nzqNTQzyHzxxRdceeWVXHjhhfh8PiC+9kifPn347W9/yx133MGf/vQn7r///hYttqVZatauiEYj2O2Ok9xbNCQajSdvi0WGW3V1FZ9/RvGLC0HXcfTpS4/b78KWnp7osoQQNUzTRDsUJLzhEHphiCQcoEC1EiZ5dC7uYT1QjlnV/ot1BSxcsg3dMOmdncwd80aSmepC1w30cJRodQxVVaiMtN0spWM169XH7/czYMAAANw1q3GGQkfWaZk6dSp///vfW6C81qWqFlyuZILBeBiz2x2dYpq5YbT+aHHTNIlGIwSDPlyuZNkduwszdZ2SlxdR8clHAKScPoFuP7wB1SFvDoRoD0zNILrbR2RLKUbNHkgKCqWxg1gHeek9bVK9v+G6YfDyxzv5aPVBAMYPzuKGi4bhsNcNOqZpttnspONpVpDJzs6mtLQUALvdTkZGBlu3bmXGjBkAFBUVdZhA4PHE3zEeDjOdgaqq9QZftxaXK7n2GoquRw+FKHz8Uao2bwIg47K5pF80u8P8/gvRmRnBKJFtpUS3l2NGdQA0M0Z+9XYqkso5bc48UjPqD9gNhmM89tZGNu+Nvy5eNj2P2VP6ttvf62YFmfHjx7Ns2TJuvfVWAC644AIWLFiAxWLBMAyeffZZpk/vGLslK4pCamoGKSledP34K/N2FBaLQmpqEpWVVa2eki0Wq7TEdGHRQ4XkP/QAsaIiFLudnBtuJmXc+ESXJUSXZpomelGIyNZSYvsroeZlIGyG2Fe1gfzIDgaMm860KfOxWG31Hp9fEuSh1zdQXBHGYbNw48XDGDe4fa/71Kwgc/3117Ns2TKi0Sh2u50777yTnTt38uCD8Q0JTz/9dH7961+3aKGtTVVVVLXjr8xrtao4nU7CYV2W/BatJrRxA4WPP4oRDmNNT6fHHT/B2btPossSossydYPo7gqiW0vQy6trj1cnRdhS9CXF0f0kpaQxffYtZPca2OA51u4o5Yl3NlEd1clMdXLXvFH0zE5uq2+h2ZoVZCwWC9dff33t16mpqTzzzDP4/X5UVSU5uf1/40KIxktJstV+3P3mO5S8tAhME2f/AfS47U6sqbKxqBCtSVEUDE2v171jhGI13UdlmJF49xEWBaWniw35n5B/IN7t23vIOMadMx+7M6neuU3T5P3l+3jj892YwOBeadw2ZwQpSR3jzX2zgszFF1/MoEGDuPDCC7ngggvo0yf+Tszj8bRocUKI9sHqsLP86uuYtGghpa+8DKaJZ8o0sq/7AaqtfvO0EKJlOW0WMOIfo1ENvbSKyOZSYvsqaruPFLcNx+AMCvXdrPnyObRYFJvDxbhz5tNnaMPdvpGYztPvb2HllmIAzh6by9XnDsTaiM0a24tmBZnf/e53fPDBB/zjH//gwQcfZOjQobWhJjc3t6VrFEK0A6YWH0OmWK1kzJuPd+b57XbwnxCdiaoq2B028l/ZQO78EYTf20Z0v7/2dks3N46hmRiZFlZ//AoHd64DIKvnACbOuhb3cSZklPureeiNDew7FMCiKnxv5iDOHtPxXsMV8xQmfpeWlrJ48WI++OAD1qyJbx41atQoLrzwQmbNmkW3bt1arNBToesG5eWhk9+xE0jEVu8dlVyrE/Om2LE641OoI6WlrL7ldsY9/giOzEwAtEgEnz+ayBLbJfm5ajy5Vo2TZLMS21tByUe7yJrRH0yTkk/3YO+Xhn1IJtaMJAr3bmHlkheoDvlRVQsjpl7E4HHnHHdCxs78Sh5+YwP+UJRkl43b54xgcG9vG39nJ5ae7sbSiJahUwoyRysqKuKDDz5g8eLFrF+/HkVR2LRpU0uc+pRJkBENkWtVn1EdJrRhA8F13zHqlz9n+dXXYWoapmFgahqK1YqiqihWK5MWLaSkJJDoktsd+blqPLlWJ6aXh9H2+uh+Vn/2P7MGLRDFmmKnz/XjKCsNgM2CFouy/qt32PHd5wB40rsx6cLv483uddzzfrk+vsidppv0zErmrnkjyUxrf5u5NjbItNhyrFlZWQwcOJDt27ezfft2wuFwS51aCNGKtMpKQuvWEvxuNVVbNse7kFSVSGkpkxYtBCDq87Hqxh8zfsHj2NPS4o+LtO1+KkJ0BaZhoh30E9lSinYoSNa5/QhsLkYLxFs/tUAU/9YS3P28HNy3m+UfPIe/7BAAA047g9HTL8Fqa3iQrm4YvPrpLj789gAA4wZlccPFQ3HaO/bK7KdUvWmarFixgvfff5+PPvoIn8+Hx+Phoosu4sILL2zy+T744APefvttNm3ahN/vp0+fPlx33XXMmzdP+uKFaEHRkmJC360h+N0awjt3wFENs7Zu3UgeM46inQdw6jYUVSUry4uiqtjT0qQVRohWYMZ0ojvL46vv1oQWq8eOZ3g39j29us59fd/sp/eQTJa/9xR+XylOt4cJ532P7nnDjnv+UHWMx/69kU01i9xdMrUvl0zLQ+0Er63NCjKrVq3igw8+YMmSJZSVlZGcnMyMGTO44IILmDJlClZr8/LRM888Q25uLvfddx9er5dly5bxm9/8hkOHDnHHHXc065xCiPibjsiB/QRrwkv04IE6tzv69CV5zFiSx47D3r1Hg28clGb+Xgshjk8PRIhuLSWyoxxi8e41xW7BPiidjEm9CGwrQQvFQD3yO6mFYvi3FDH2jIvYsfE7xs+8EmdSynGfo6A0xD9eX0+xL4zdpnLjRcMYPyS71b+3ttKsMTJDhgwhKSmJs88+mwsvvJDp06djt5/6fPPy8nLSj9lk7je/+Q3vv/8+3377bbNXkZUxMqIhnf1amYZBeOcOgmtWE1y7Bq1mWxEAVBXXoMHx8DJmLLb0jBOey+txYHXY0SJRfH7pUjqRzv5z1ZK66rWqXX13SymxA0dW31U9DhzDMrH386LYLKQmO7G7jr+8QdBXQVVMPWGPxfpdpTz+9ibCEZ0Mj4M7542id7fjh572pFXHyDz44IOcddZZOFp4U7hjQwzA0KFDeeWVV6iqqpKF9oQ4CSMWpWrzZoLfrSa0di168Eg3kGKzkTR8BMljxpE8+jQsTfh9ClTF8DrsBKpirVG2EF2CqRvE9lYQ2VyKXn5kHKm1RwqOYZlYe6TUCSWh6iiaEcM0Yix9+UkK9mylR94Qzr38elCsaNhQlIYDoGmaLF6xn9c+24UJDOqZym1zRuJxd4xF7pqiWUHm/PPPb+k6jmv16tV069ZNQowQx6FXVRHasI7gmtWENm7APGoQrprkxj16NMljxuEePkJ2pBYiAYxwjOj2MiJbyzCra/b0syjY+6fjGJqJJc3Z4ONSku1UlB7ijSf+TLQ6HnwO7trEogd/w9ybf0laZg6+iup6j4vGdJ5ZvJXlm4oAOPO0Hlwzc1CHWuSuKdp1p/eqVat4//33uffee0/5XFZr5/wPPNbhZrjGNMd1dR35WsUqKgisWUNgzSpCW7aArtfeZk1PJ2XMWFLGjcM9aHCLjG3pyNeqrcm1arzOfq20sirCm0qI7PZBzSa+apIN57BMnIMzUZ0N/26apsn+bd+xbPNKxp45i6vu+i8+fu0p8ndvIbffUM6/+scoqpWqsFbvta3cX82Dr65nT6EfVVG49vxBnDuuZ6eeMNNi68i0tEOHDjF//nz69+/PU089dUq7LJum2an/E0XnYURjqHZb7cejhQsKKFu+kvLlKwhs217nNlfPnmRMmkD6pIkkD+gvP+9CJIhpmIR2l1OxuoDwgcra446cZLzjc0kemIFyguBWWniAL955gYI92wBISctg1vduI8WbyfN/u4/rfv4/uNwNj3HZtq+cPz2zknJ/hJQkG/f94HRGDWjfO1e3hHYZZPx+P9dccw0AL774IikppzYwSdcN/P6usa6NxaLi8bjw+8PoetcZPNcc7fFaeb3u2j2NysuDVO/bS2D1agKrVxMpyK9zX1e//qSMG0fK2HE4undv1bra47Vqr+RaNV5nulZGVCeyo4zwppLa6dMoYO+bhmtENrZs9wkfHwmHWP/Ve+xY+yWmaWKx2hg+8TyGTjgXq82Oy6kSrCwlOTWTcHX9a/XV+gKefm8rMd2gZ5abu68YTba3/gaRHYnH42rbBfFaSnV1NbfccguBQICXX375lEPMYV1pRDzEw1tX+56bq71dq8N7Gu365b3ESkowTRMMAywWkgYPiY93OW0MNu+R5cTbqv72dq3aM7lWjdeRr9WJpk87hmSi1gyuPd73ZxgGuzcsY8PX7xKtrgKg16DTGH3GZbV7JGmaQTSm4s3qTigUq3MuwzB59bOdLFkZX1JhzMBMbrx4GC6HtcNe06ZqV0FG0zTuvvtudu/ezQsvvNBu9moSojV5PXasjiN7GpmGQaS0lNMffwSAaEUFB75YgXvUaCzuE7+rE0K0vsZOnz6Z4oM7+e7T16koibe2pmZ0Z8zZ8+jWe1C9++q6gcViRdePDOavqo7x2Nub2Li7HICLp/TlsumdY5G7pmhXQeb3v/89n376Kffddx/BYJC1a9fW3jZs2LAWWatGiPbANE0i+/YS+HYFWbfdVG9Po9W33F5nTyPP5CmJLlmILq+p06ePpyrgY90Xb7F/W3yzZbsjiRFTL6T/qKmoasMB6PBpD38sLAvxj9c3UFRehd2q8qOLhjJhaNd889+ugszXX38NwF/+8pd6t3388cf07NmzrUsSokVF8g8SWLmCwMoVxEqK43saXTFH9jQSoh1RVYXkJDvBqiiGYTZ7+vSxdC3GttWfsHnFUnQtCij0HzWFkVMvwuFqeIkRi0XFZrfidFqpCEZwJzsp8VXx9AfbKCqvIt3j4M65o+iT0zEWuWsN7SrIfPLJJ4kuQYgWFy06RODblQRWriB61IBdxW4nefRpFKzZSNKIkag2u+xpJEQ74HLYsFksOFEo/Xof0d0VYMT7j5QkG44hGdgHZhx3+vSxTNOkYNcGvvv8TUKVZQBk5vZj7NnzTrhLtcWi4k528NonO3nnq92EwjHcLhsXT83jdzdN4tHX1zH/zP6kdsJF7pqiXQUZITqLWFkZgVXx8BLZt7f2uGK1kjRiJCkTJpI86jRUZ/13crKnkRCJoyjgdFjJf3UjPeYNxygKgWFiyUzCMSwTW580FLXxY1D8ZYf47rM3OLRvKwCu5FRGn3EZvQePPWk3lM1u5bVPdvLS0m21x0LhGC9/tB0FuG3uKKLVstq2/MUUooVolRUEVq8isHIF1Tt3HLlBVUkaOiweXsaMxZJ0/AG7WiTCpEULpTtJiDZm6gbR3T6SU134DwSoLggQ2FJCxjn9CMU0rFlNG2gfjYTZ9M0H7Fj7BaZhoFosDBl/LkNOn4nNfvIVthVFwem08s5Xuxu8/Z2v93DFzEHEIhrtcBWVNiVBRohToAeDBNesJvDtCqq2boHDf1AUBdfAQfHwMm481hRPo87n80eBaOsVLISow4zqRLaVEdlSgsWqkvLDsex/Jj4I17fiAH1uGEesMoxhNC4smKbBnk0rWP/Vu0Sq4t3Duf1HctqZl5Gc1vjF6fxVEUyrhVC44RaXUDhGKKyhqgq63vZBxmazkOxSCYYNYjG93tdtSYKMEE1kVIcJfvcdgW9XENq0sc72AM5+/Ug5fSLJ4yfUWedFCNG+GKEYkS0lRLaX1a7/4j1/AIEtJWg1C9ppgSj+zSW4+nkJhU/+BqO0YA/fffo65UX7AUjxZjPm7Hl07zu00XXtOxRg8cr9bNtfwZO/moHbZWswzLhdNtwuK5WRtu9astkseNwWKpa9QdqUuYSjFlx2ar/2h2jTMCNBRohGMKJRQuvXxcPL+nWYsSN/PBy9esXDy+kTsGdlJ7BKIcTJ6BXVRDYV1xnAq6Y5cY/JwTM0i30LVte5v++b/fQZlkU4Ejtuq0w45Gf9l2+zd/NKAKx2ByMmX8CA087AYjn5y6xpmmzcU87iFfvZss9Xe3zHAR+zp+Xx0tLt9R5zyfR+hKsT062U7FKpWPYGFV+9RiR/B5kX3UbRW48S3rMOAM+kOfgkyAiReKamEdq0kcDKFQTXfocZObLLrK1bDikTJpJy+kQcPXoksEohxMmYpoleHKJ6YwnaQX/tcUs3N84R2VhzU0hOcsRbY0IxOGowrxaKEdhSgiuvfquMrmvs+O5zNi1fjBaNj2vLGz6RkdNm43KfvDtZ0w1WbC5iycr9HCwJAaAqChOGZnP+hN7kpicx6JyBKIrC218embV0yfR+zDt7AKFgYsbSBcMGaVPmEsnfQXjPOg48fAsArrzRNS0y0rUkRJtISbLVfvT5438QTF2natvWeHhZsxqjKlR7f2tGBimnTyRlwkQcvXrLxoxCtHOmaRI74CeysRi9pKr2uK13Ko4RWXUG8FotKkkjc0gdmdPguaLHdO8U7tnMd5+9QcBXDEB6Th/Gnn05Gd37nLSuqmqNz9fl89Gqg/gC8b89DruFM0f3YOb4XmSkxmcz6rpBKBjh4ql5zD93IFXVGklOK+FqjVAwkrD9qaKBSgIF+8g4/0YOPnZn7fHMi24jHG3bbiWQICO6MKvDXrtBY3jnBvwrVhBc9S164Kh3bKmppIyfQMqEiTj7ya7SQnQEpm4Q3eUjsqkEo+ZNCqqCfYAXx7BsLKn1Zw1VBqshWF3v+LECvhLWfv4GBbs3AeBMSmHU9EvoO+x0FOXEGxyW+6v5aNVBPlubT3U0/mKf6rYzY3xPzhqTi9tpq/cYXTfQw1EMTSMtzU1FRYhYLDEBxjQMYtu+QC3aQvLFt1H85v11bi9971G6zb+XWMwiY2SEaCuHN2jMv///MHUd0zRR3W5Sxp1OyoSJuAYNRlFPvvuqECLxjKhOdFspkS2lmOH477Zit2AfnIFjaCaqq35QaKxYNMKWFUvYtuZTDF1HUVUGjTmLYZPOx+5wnfCxB4qDLF6xn5VbitBrxtl0z0hi1oTeTBqeg8168r8xh4fCJGqmtV68m+qvF2KU7KHnjx+icuU7hPesw5U3msyLbqP0vfgYmYplb8gYGSFa0/E2aJz86iIAYqEqfP6ILEonRAdihKJENpfGZyDV7PisJNlwDMvCMSi9URs4Hs1qVUlJthMIRonFdPZtXcX6L94mHKoEIKfPEMacPQ9P+vH3NjJNky37fCxesZ+Ne8prjw/ulcasib0Z2T+jQ2zuaFQHiK58ldjWLwETbC78B3aTPmUuQM2sJeg2/96jZi1J15IQLc7UdQKrVpJ18Xkn3aBRqWrbX0IhRPPovjDVm0qI7fYd2YHa68Q5PAtbnrdJK/AezWFXqCg9hN2VzOKXH6KsYA8A7tQMxpw1lx79Rhy3m1nTDVZtLWbxyv3sLwoC8dWCxw3O5oKJvcnr3rg1pRLNNAxiWz8j8u3rEImPFbQOmopjwhWYSan4QzqeSXPwh3RiMZ1YzFLn67YkQUZ0akYkQuXXX+L7cDFaeTk9J409aoPGClbdeIts0ChEB2KaJnpRiOpNxWgHj+xHZs1x4xiR3egdqI/H4bBiGlHeeOLPXHXXf5GRnUNFcT7DJp3H4LFnY7E23D0Vjmh8ub6Qpd/up6xmXI7dpjJ9ZA9mTuhFdtqJu5/aE71oZ7wbqXQfAGpGbxxTr8OaM7D2PrGYXqf76Niv25IEGdEp6cEgFZ9+TMXHH6EH43/sLCkp7Hn3Q9LOPBtLcjJZWWmyQaMQHYRpmMQOVBLZWIJeetQMpD6pOIZnY81KOqXzWywKFiWKasb48OV/Ea0O8/FrTzHzihuZcsFVxHQLmlZ/kG1FMBIfwPtdPlWR+LgcT5KNc8f15OyxPUk+hXE5bc0I+4mseBVt+5fxA/YkHKfPxTb0nHY9VlCCjOhUYuVl+D5cQuWXn2PWtK5YMzNJP28WnqnTUR11ZyvIWBgh2rcjM5CKMfw167hYFOz903EMz8LiOfm+RScS8pezd/NKJp5zASF/kJef+AvR6jAA+bu38OIDv2buzb8kLTMHX8WRWU0FpSEWr9zP8k2H0Gq2COiWnsT5E3oxZXgO9iaOy0kk09CJbf6UyKo3IBoPibbB07FPmI/qav9dYfJXXHQKkYJ8fIvfx79iee2WAY5evfDOuoiU8aejWOr/UdEi0ZoNGmVvIyHaGyOiEd1WFp+BVH3UDKQhGTiGnPoMpIM71rJ380qKD8Q3eC3au4mpF17J9+7+b5a+8i/yd28ht99Qzr/6x6BYCQSjmKbJ9gMVLF6xn3W7ymrPNyA3lVkTe3PawMwOMYD3aNqhHUS+fg6j7AAAamYfnFOvw9JtQIIrazwJMqJDC+/YQfni9witW1t7zDV4COkXXEjS8JEn7CsPVMXwOuwEqtp+rxIhRHyHZ0PT6/yeGsFozR5I5UdmILltOIdlYR/Y9BlIh5mmQcnBXezZtIKDO9aixQ6/gVHI7jWQvOETsLu7YXGkcP7VP+b5v93HrO/dimlxUhWMsHJLEYtX7GNPYaDmUTBmUBazJvRmQM/UU7kMCWFUVRJZ8Qrajq/jBxxuHKfPwzbkrHbdjdQQCTKiwzENg9CG9fgWv094R80eJIpC8mlj8V5wIa5+/RNboBCiUZw2Cxjxj9XFQao3lhDbc8wMpBHZ2PqmNXsGUrCihL2bv2Xv5pWE/EemQSenZdF32AT6Djsdtycdi0XFnezgtU92ctqANObc/Et2F4ZYu/Mgs6f3451lezlYHMRmVZk6sjvnnd6LnPRTG5eTCKahE9v0MZFVb0IsDCjYhpyBfcLlqM6URJfXLBJkRIdhahqBb1dQ/sH7RAvy4wctFjyTp5I+6wLsOd0TW6AQotFUVcHusJL/ykZyLx9B+NO9tbtOW3OS41sINHMGUiwS5sD2eNdRSf6u2uM2u5Neg8fSd9gEMnvk1Tm3zW7ltU928tLSbXy7OZX/unkiTyxawe78SkwTfjR7OGu3FnHO2J543PZTvwAJoBVuI/L1QozygwCoWXnxbqTsfgmu7NRIkBHtnhGJUPnlFzVTqOP90orDSdpZZ5E243xsXm+CKxRCNIZpmhgV1WjFITw5Kfj3+6kuCODfXIx3Qk8qdpXFZyBlNr2lwzAMig/sYO/mFRzcsQ5dO9xlrJDTZzB9h08kt/9IrLb6IURRFJxOK+98tRuAXfmVXPPbD2tvf/frPVw5cxB52ckJ2W36VBlVFUSWv4y285v4AYcbx4T52Aaf0eG6kRoiQUa0W3oggO+Tj6j49GOMYHxhKUuKB+/M80g962wsSe6TnEEIkUimbqCXhdGKQmjFIfTiEGZUx5pix316L/Y/swYA34oD9PnROPTeHgyjaUEh4Ctmz6aV7NvyLVUBX+3xlPRu5A2bQJ+h40lKOfGbHUUBfyhKKNzweLlQOEYorKGqCrrecYKMaWjENn5EZPW/IVYNKNiGnoXj9HkozuREl9diJMiIdidWVnpkCnU03tRsy8rCe/4FeKZMQ7V3zGZdITo7I6qjF8dDi1YUiq/3cmwwsaqkn5VHYEtJbVeSFoji31KCq5+XUPjkswij1VUc2P4dezatoKxwb+1xm8NF7yHjyBs2gfScPo3qltpT6OftZXv59fUTcbtsDYYZt8uG22WlMtJxJgZoBVuIfP08hi/eDa9m94t3I2XlJbiylidBRrQbkYMHKF/8PoGVK8CIz1Zw9O5D+qwLSR43vsEp1EKIxDFC0drWFq04hOGrv3u04rRizXZjyXZj7ebGlplEijeJfQtW17mf75v99BmWRTgSa7BVxjAMivZvY++mFeTv3ICux0OFoijk9B1K32ETyO0/8rgr7x6rMhjh9c938/WGQkxg/c4SZk/L46Wl2+vd95Lp/QhXax2iW8kI+Ygsfwlt1woAFGcK9gmXYxs8/aS7c3dUEmREQpmmSXjHdnyL3ye0fl3t8aShw/DOupCkYcNPablxIUTLOHp8y+EWFzNUv4VC9diPBJfsZFSPvc7vcJLLHm+NCcXgqJlIWihGYEsJrry6rTL+skPs2bySfZu/rd20EcCT0Z284RPoM2Q8ruTGT3+OaToffnuAd7/ZRyQaX3Nq8vBuZHucjD5nIIqi8PaXuwmFY7hdNi6Z3o95Zw8gFGzf25eYukZs44dE1rwd70ZSFGxDz8Yxfm6n6kZqiAQZ0eoO7zitRSL4albmNA2D0Pp1lH/wHtW7dsbvqCgkjx1H+gUX4ezb+Zo/hehIjje+pQ4FLOmueHDp5saa7T7pQnVWi0rSyBxSR+Y0eHs0HCMSDrF/2xr2bl5J+aF9tbfZnUn0HjKevOET8Gb3atKbHNM0WbO9lJc/2UFpZbzlKK+7h+/NGEj/3HgQCgUjXDw1j/nnDiQU1nC7rISrNULBCLpef3uC9kLL3xyfjVRRCIDabUC8GymzT4IraxsSZESrszocLL/6OiYtWoipVeFfsRzfkveJFhQA8W0CPFOm4j3vAuw5Df9xE0KcGlVVSE6yE6yKNtx108jxLdaspJrWFjfWrKQmL1BXGayGYDxIJLsthPxluD0Z+ANRDu3bxp5NKyjYtR6jZoVuRVHp3m8YecMm0j1vWKO7jo52oDjIoo+2s3V/BQBpyXYuP6s/k4bn1FmJV9cN9HCUaHUMVVWojMTadXeSESwnsnwR2u5vgXg3kmPiFVgHTe203UgNkSAj2oSpxZcY3/fbXxMrLcE0TVSXi9Qzz8Y74zysNbtPCyFah8thw2ax4HLYCIWjzRrfYkl3NXthumPFd5mO8cbjf+Z7d/+RLd+8w8YVn9benpaVS9+ariNnUvMWavNXRfn3l3v4fG0+phlvDZo1sRcXTuqD0378lz/TNNvN7CSbzUKyS+Vwb5vVaiHFpeLbtJzQR0+AFo13Iw07F8f4OSiOrjebU4KMaBWHu5MAIuXlmIZBpLSU0594BIBoIEB5eRWWpI63MqYQHY2igNNhJf/V+OJzxW9sJlYcqne/k41vOVWRcIhwsIz0DC+K6WTJovgu00tfeZJzL/8RA0aezoHdO8noMQBvds9mP4+mG3yyJp+3vtpDuGZH6vFDsrnirP5kprla6ttpdTabBY/bQsWyN0ibMhcAtwMqvvk36RNmo237kmg4jGPqtVgyeie42sRRzPbcbtZCdN2gvLz+L21nZLWqeL1ufL5Qg1vOt5WsrBSWX30dpqZhGgampqFYrSiqimK1MmnRQkpKAgmrD9rPteoI5Fo1Xnu5VmZMRysMEssPkJrnBc2g5OPdZM3oD6ZJySe7mzy+pSmi1VX4ig9Qfmg/5UUH8BUfIFRZxg3/+Q9CAR9vHLXLNIDd6Wpwl+mmWr+rlJc+3smh8vguzr2zk7l6xkAG9+54C2d6PTb8y9+k4qvXcOWNJvOCmyn94AnCe9aRNu1yUsZdiK9K6bQTItLT3VgsJ+8ikyDTybSHP6KxsjIyc9Kw13QXRUpLWX3L7Yxf8HjtsaMH/iZKe7hWHYVcq8ZL5LXS/RG0fD+xg360QyEwTKwpdnr/cCz7n1mDFohiTbHT50fjKC8LYjbiRaIx4qHlIL6iA5QX7cdXdIBgZWmD9+09+DQmzrgMt8fD0pefrLfLdCRqNuu6FZaFeOnjnWzYHV/9OyXJxrwz+zNtZHfUFuoOa2s2mwVPkoWi1/6H8J4jszpdeaPpdvm9+Kt0YjH9BGfo2BobZKRrSbQYIxajYukSyt59mz2ahmKxkDZjJsN+fAOKqmJPS0t4K4wQnYmpG/FxLgf9xPIDGP66U4TVZDsZMwcQ2Fp/8bmkRi4+d6xYJIyv+GC8laUo3toSrChp8L7u1AzSu/XC2613/GN2L+zOeHeygbV2l+nzr/4xmmEjUtMN1BSh6hhvfbWHT9fkoxsmFlVh5vheXDylL0nOjvsSZ2pRQus+xnCqZJx/Iwcfu7P2tsyLbiMco1OHmKbouP/Lol0JbdpI8YvPEys6BIBr4CCyr7kOR89eQHxmkhDi1BmhKLH8QLzVpTAIR7deKGDtloy1Zwq2XA9Wr5PktKYvPndYLFpdr6Ul4Ctu8L5uTzrebr1I79Ybb7feeLN74nAdf+BpJKJhc1uZe8svUVQrkXDTQoxuGHyxtoA3v9xDsGY13tMGZHLlOQPo1gF3pT7MNA20ncuJfPs6zqyepM65h+I3769zn9L3HqXb/HuJxSwSZpAgI05RrLyMkpcXEVy9CgCLx0PW/KtImTS5tt9Wi0SYtGghWqR9LyglRHtkGiZ6aRWxg/Euo2NnFykuazy09EzB1j0FxX5kOnSSs/GLz2mxSJ3QUl50gEB5MVA/6CSleGtDS7zFpRcOV9MXXYtpCt6s7oQaWFjvRDbvLWfRxzvIL4kPGeiR6ebqcwcyPC+9yTW0J1r+ZiLLX8Yoi6+dk3Hdf1G58h3Ce9bhyhtN1sW3UfLuo4T3rKNi2Rt4Js3BJ0FGgoxoHlPT8C1dQtk7b8X3Q1IU0s6dQcYlc+rNRIqPhUnseBgh2orFoqLrGhaL2uwxMka1hlZQ0+pSEMCM1H2xsmQl1YYXS7rruIM9T7b4XLC8ghWLF1FetJ9AeVGDa6a4ktNqWll61YaW5k6HPpauG1gsVnS9cW9yin1VvPzJTr7bER9/43ZauWx6P84a0wNLB97FWS87QGTlK+gHNsQP2FzYx1xElZlUO1spbcpcVJuDbvPvrZ3F5A9JiAEJMqIZqrZspuiF54gdincjOQcMpNs11+Ho1XWn/wlxmM1q4ispxO3JoLGNkKZpopeH0Q4GiOX70Uuq6tyu2C1Yc2u6i3JTUI8Z+2HoOlosUvMvGv8YjVAQi6JpUVK9XnJ69mTRg7/hqjt/z4qlb7B97QpM06gTXlzuVLw5vUjPPjKuxen2nPI1OVXhiMa73+xl6bcH0HQTVVE4e2wul07LI7kFZ1q1NSNYRmTVm2jbvwZMUC3Yhp2DfewlqM4UYgb4QzqeSXMIVZuk2CBUbeKZNAd/qHMP9G0KCTKi0WLl5ZS88hLBVSsBsKR4yJp/JSmTp3Ta6X9CNMXRi7xd+7O/4HAcGcBqmia6FkPXomjRCLGqavSiKiiOoJTpqMc0WkbtUUKOIAFbBUF8aGVRtENRtOU1YSUaQa8JLYbR8AtaVo8+TLlgPqkZ3Vj68pNEqkJ89OoCzr38RwwZN51ta1eiWp21A3GbsmdRWzBMk6/XF/L6F7vxh+IXaHheOledM4DcrI67f5AZrSK69j2iGz6Ems0vrf0m4JhwOaonu859YzEdX0zHao23OGmajq9aZg4eTaZfdzKtMfXT1DR8H30Y70aKROLdSGefS8Zlc7AkddxVJGVKcePJtToxq1XFZjVQTJ0v313EyAnnsGHlJ0y98Aoqy0v4ZsnrFB/YRZLiIdPeiyx7L7zWbqjKkfEsmhmjLFZAafQAJbEDRIyqEzxjwxRVxWpz1Pyzc+UdvyFY6eONJ/7cKmu2nKoT/VxtP1DBoo93sO9QfKZjN6+LK88dyOj+GR32jZOpa8Q2f0J0zduYkSAAlu6DcUy8Akt2/xM+tiv+Dsr0a9EiqrZspvjF54kWxvdFcvYfQPY11+Hs3TU2IxPieHQtRmnBHg7t28q0WZfWBIa/MOX8K8jp1R9faSEvP/g7LrroDqbmzaXEv4ckS91umiozSIVSQsDiI2wPYbHbsdrc5NpGY7HZsdkdWGz22mBydEix2hxY7Uc+t9jsWCx1/6SHIwpJngyuvecvLHnpsXprtgSCiR27djiPHJ1LyiqrefWznazcEp8d5XJYmD0ljxnje2JtoXVv2pppmmi7VxJZ+RpmID5VXU3rgWPifCy9T+uwway9kBaZTqalUnvM56P01ZcIrFwBgCUlhczLr8AzeSpKBx5Ud7Su+A6nueRaxV+M/GWHOLRvK0X7tlF8cAe6Fu8WONyFk5bZHZcrhcLXN9Nj3nAOLPyOWMVRA2VUBUs3N/aeHqw9PVg8jjap3eGwYlViPH//fVz7s780e82WlmKxqNjsVpxOK6FqDbfTSlVVjA9X7OWlj3YQ1QwU4IzTejBnej88bnvCaj1VWsFWIitexijZA4DiSsU+fg62wdNR1MZvuNkVfwelRUY0i6lp+D5eStnbb2FGqkFRSD3rHDIvm4vF3XG7kYRojuqqAEX7t8fDy96thEOVtbfZFDuZKf3pnjGINEc3Ip+H0MdVEzSrqS4IENhSQtq4XEq/OYDt8Lou3ZObvFt0S4hENKxJVube/Mv46rkJDjHuZAevfbKTd77aTSgcw+2ycfHUPGZP78cna/JxO6xcPWMgvbu1zOyoRNB9+URWvIq+f238gM2JffQF2EfOQrG1TYDtKiTIiFpVW7dQ/OJCogU13Uj9+se7kfr0TWxhQrSRw91FRfu2cmjfVnzFB1FQSLKkkmrJoJd7MBnuXNxKKhatJpAE4v8sKZAyNJv9z6wBwLfiAH1+NA6tVwrtod07EjVJy8xJeHeSzW7ltU928tLSbbXHQuEYL3+0HYD//OEE7IrZYbtbjJCP6Op/E9v2BZgmKCq2oWdhH3spalL7GkzdWUiQEWgVFZS8+hKBFcsBsCSnkHn5fDxTpnWabiQhGmKaJgFfMYf2xoNLRf5+XEYyKdZ0ci15DEkdR7LVi8pRrShHTRBSk+2oXicWr4v0UTktuhVAS9M0I6EDewEURcHptPLOV7sbvP3dr/dw5cxBVFaEG1zTpj0zo2Gi6z8gun4xaPH/b2vfcfGZSGndE1xd5yZBpgszdZ2Kjz+i7O03MaprupHOPDvejZTccac2CnEikXCIor3bKN+9h+pDPhwxBymWdAZZR+JMmdTwg6wqlprAYvE6saS7sKQ5a1fRVVWFpFQX+97aUudhjd0KoLPTDYP1u8rYfqCS+TMGEQo3vJJvKBwjFNZQVQVd7xjXyzQ0Yls+J7r635jV8RlWarcBOCZeiTVnYIKr6xokyHRRVdu3UfzCQqL5BwFw9utH9ve+j7Nv38QWJkQTqKpCcpKdYFX0uEEhFqymYtc+QgcOoZVXYY85SLak4VEGxP8CHvNXUE2x1wYW9fDHFPsJuzpcDlujtwLoSop8VXy1vpCvNhRSGYzicdu58bKRuF22BsOM22XD7bJSGWnalgWJYJom2t7VRFa+illZBICS2g3HhPlY+47rsF1jHZEEmS5Gq6yg5NWXCSz/BgA1OZmsufPxTJsu3Uiiw3E7bdgsFtxOG/5ANUZlBK08TPWhciJFFSghE5tpxwakkQak1f7VMxQDM8WCs1sa1gw3lnRnvJWlGYNxT7YVQPQ4LRCdUTSms3p7CV+uK2Dr/ora4ylJNiYP70agKsol0/ux6MNt9R57yfR+hKu1dt+tpB3aEZ+JVLQTAMWZgn3cZdiGnomiystqW5Mr3kWYuk7Fpx9T9tabGOFwvBvpjDPJnHO5dCOJjimsYU9LIv/VjeRePpzg21vR/UcCQzy+xN85h80AmtPAlukmpU8urh4ZqG5bi71rrgxWQzA+/qQrTpMF2F8U4It1BSzfVERVzawoBRjeL50zRvXgtIGZWC0qFtNk3tkDAHj7yyOzli6Z3o95Zw8gFGy/m8saFYVEVr6GtrdmN3GrHfuoWdhHXYBidyW2uC5MgkwXEN6xnaIXFhI9eAAAR988ul37fZx98xJcmRBNY5omenGI6s2leAdm4C8LU10QwL+5hPTTe1GwdAsBvZygUQEpFpJ6ZJIxsD/du49CUaTFsaVVVWus2HyIL9YX1q7AC5DhcTJ9VHemjuxORqqzzmN03SAUjHDx1DzmnzuQqmqNJKeVcLVGKBhB1xMX/mw2C8kulWDYIBbTa78OVAQILnuF2JbPwDRAUbANPgP7uMtQ3d6E1SviJMh0MilJttqPJQeKKX39FfzLvgZAdbvJnDef1GlnSDeS6FBM3SC6u4LwxkLwa1hT7KQMO2aq8w3j0LqbWEvL6Z3eHaus1dEqTNNk+4EKvlxfyKqtxURrWp0sqsLYQVmcMboHQ/t6UU/Q2qXrBno4iqFppKW5qagIEYsltvXKZrPgcVtqd5YORy247FCx7A1SJ8ymOlxGzDSw9D4tviKvNzeh9YojJMh0MlaHneVXX8ekRQvZ99v/RA8G491I088kc650I4mOxQjFCG44iLazAlWPh2/FqpAxI4/KzYfqTHWu2FBI0oBU0jKyEz7NuDOqDEZYtjHe+lJUfmQfqNxMN9NHdWfyiBxSkpq2Au/hoTDtYUhMskulYtkbVHz1GpH8HWReeAtFbz1OeM86ADIvvIXSffux9hiS4ErFsSTIdEKmVrPbbjSKM68fWVdfi6tfvwRXJUTjmKZJ+EAp/u/24aiwoKCiohLWgxyIbCFtTG/69ZnEvgWr6zyucmUBaSN74A9KiGkpumGwcXc5X6wrYN3OMoyaxOGwWZg4LJvpo3rQr4enw8/QMU0Df3ExqZMuI5K/g/CedRx45DYAXHmjSZ18GYEqQ0JMOyVBphPwptiwOuP90JHSUkzDIFJayuRXFwGgRSL4/F1v6qfoWCJVIUpXbUbZFyXJSMZZM1i3PFaAL6mc1NF9GDXoSjIyMk4w1bkYe56XWEw/3tOIRiiuCPPV+gK+3nAIX+DI4Nv+PTxMH92D04dk43J03JcPozqAUbwLvWgXevFu9OLdEAvDtMvJOP9GDj52Z+19My+6jeqYSiyWuG0dxIl13J/ELs6IRQmtW4d/5XKyfvsrll99HaamYRoGpqax+pbbUVQVxWpl0qKFgAQZ0f5osSiFWzcS3nSI1HA6btUF2NFNjTK1CLWfmx6jJ9Ev5ciASpnq3DyKoqCqCoZhNji9OaYdnjZdyJZ9vtrjyS4bU0bkMH1Ud3KzOl7XtGloGGUH0Yt31gYX019U736uAeNInXgJxW/8rc7x0vcepdv8e4nFLBKQ2ykJMh2IaRiEd+4gsHwZgVXfYlRVgaoSKS2tCSsQrahg1Q23MH7B49jT0oB4i4wQ7YWuaxTt20rRhi04i610s/UhRckFFSJmmOqsGN5xAxmUM67Bxx871Tkl2U4gGO1SU52b4uidpoPhGKkuG+FqDS2qoesGB4qDfLmugG82HSJUfWTa9LC8dM4Y3YPTBmRis3acyQFGyIde09piFO9CL9kDev1wq6Z1R83ujyW7P5Zu/cns24/KFf8mvGcdrrzRZF50G6XvPUp4zzoqlr2BZ9IcfBJkannSHDhs9cdERWJR/BVt+5ojQaYDiB46hH/51/iXf4NWWlp73JqeTsrEyZTkl+Iw4zM0srLSUFQVe1oaJSWB451SiDZlGAYlB3eyf8tqonsryLUMIM82CGr+DlY7q3EOzSJr+EhUS+NfNNvD/kHt2fF2mp49vR9zzuzP319czfJNR1on0j0Opo3szrRR3clMbf/rophaFKN0Xzy41IQXM1Re/472JCzZ/WpDiyWrH4qzbutSsNokbcpcgJpZS9Bt/r21s5j8IQkxR3PY7Fz72l3oxpHrYlEtPH/5PwAJMgLQAwH8364g8M0yqvcc2WBNdTpJHnc6nslTcA0a3OA0asUq/60i8UzTpKxwL/u3reHQ9s1kGbn0cg7B6RwWvx0Ts7sdz9g+pGW6E1xt53S8naZf+nAbpmFy7oQ+fLulmDEDM5k+ugfD+6ajqq0/cPfw+iyHd22wWi2kJFlq129piGmamIGS2sCiF+/CKNsPxjH3VxTU9J7x0JLdH7Vbf9TUnJOuIxSL6fhD4Jk0B39IJxbTicUsdb4WUBWrYn3pFmZnnYVu6OjmUS2hCWoUlVe8diQ+7mUt/m+WEdq4AfSaXxxVxT18BCmTp5A8egyq4/jrY2iRKJMWLUSLyJgY0fZM06SytID9W1ezf9saLCGF3s7hTHJchKrEl/437eAc2g3H4AxUly3BFXdejdlp+rnfns/f75xGchv+Pxy7XguA26kc1fIRDxVmNIxesqdON9HhTRmPprg8tYHFkt0fS1Yeis1Z736NEYvpdbqPjv26q6qKVbGuZBNrStazrXwnYDJ71FmJLquWBJkEOzzuxf/N1wRXfRvfPqCGo09fPJOnkHL6RKypqY06X6AqhtdhJ1AlAx5F2wn4Sti/LR5eAmVFZNv7Mtw5GW/akQG5aqYL59AsbH1SUZrQfSQazzBM9hUF2Ly3nDJ/hGsvHHrCnaarqjVSkx1tupruseu1ZF18GyXvPlq7XkvKmPPIf+0PGL6D9ReYUS2oGX3i3UM13URKcmaHn/7dHoVqwst3xevZ6tuBcVTLS8/kHgmsrD4JMgkSPVSI/5tl+JcvQysrqz1uTU/HM2kKKZOm4OjRvn5YRNdlsajouobFotYOqq0K+Diw/Tv2bV2Dr2g/NsVBT+cQxnjPwqnWdBWpYOvrxTEkE2tWUuK+gU6stCLMpr3lbNrrY8ve8toBux63ndvnn9budpoOhmKkTZ5Tu17L/oduAWrWa5kwm+I378coj2+noiRn1HYRWbr1R83ojWJt2qJ7ovFOFF56uHMYmz2KMdmjyHFnA/ExMUd3J1nUpm+42hIkyLQhLeAnsHIF/m+WEdm7p/a46nKRPG48nknHH/ciRCLZrCa+kkJcyWnsXPcV+7eupiR/N2CSYklnePJ0ejgGoFKz+q7Tin1wBo5BGahJ0n3UkqqqY2zZV8HmveVs2ltOsS9c53aXw8KQ3l6G9U0nmMCdpk3TwAyUopcfxDj8z3cQo6IIY+qceuu1ZJx/I4HN36B7cnHOPANLdj/Zx6gNBGMh1pdsYk3xerb5dtYJL7nJ3RmTNYqx2SPpVhNeDovEojUDe6l3vK1JkGllRvTwuJevCW3aWHfcy4iReCZNwX3aGFS7vMsQ7ZNF0TF1g1hVNQ5njEDZAUrzd9PN3of+nnGkmGlH7pvhwjE0E1vfNOk+aiGabrC7wM+mPeVs3lvO7kJ/nR4XVVHol+theN90hvdNJ69HCpaaN0NqG+00bYT9NWHlAEZ5fjy8+PJBq3/+o1tejla25F90m38v9JeBta0tGAuxrmQj3xVvaDC8HG556ZaUddxzxKdYt4+lPSTItALTMAjv2I7/m2UEVx8z7qVvXrzraMJErB5PAqsU4viqAhVUFO+lW49cHCkeivYfpPeAERzYsYmROWfRv/cojJAGJqCArU8ajqGZWLKSZLzCKTJNk8KyKjbtLWfznnK2HqggEq37wp6TnsTwvukMy/MypLf3uKvsHrvTdCis4XY1f6dpM1aN4cuv28pSfrDBQbgAqFZUb3dUb0/U9F5Y0nPJGjaGypVv167XcvQYGVmvpfUEo/HwsqZ4PdsrdjUrvLRXEmSayeuxY3U46iz/Hy0siI97WfHNMeNeMvBMmoxn8hTs3WXci2ifAr5iDu5Yx8Gd6yk/tI8b/vMfhAI+3nnm71x5228peH0TveYNZ//XazBCGqrLim1AOo7Bmahu6T467HCOa0qe84eitV1Fm/f66mwLAPHVdYf19cbDS990MlIbPytHVRWSbCahUBRDN6gyDNxOhaCm1DYQH8s0tHgXUPkBDF8+RvlB9PKDmIGS4zyLguLJwpLeEzW9Z01w6Yma2g3lmHETwYhSZ70W1eaQ9VpayYnCS8/kHozJjncbZXfA8HI0xWytDtJ2RNcNystDLXrOrKyU2l2mt7/0Jv5vvm5g3EvNei8DB7XZuBerVcXrdePzhWSl05Po6tfKNE0qSg5ycMd6Du5cj7+s8KhbFQaNnMLwXtNIyUzHqNYo+Xg3WTP6o9pVIuEolt5pJPol52TL7relo1fQDVVruJ3WOivoHi0a09l+sILNe3xs2lvOgeJgndutFpVBvVJrg0uvbsmozWjpOnaqczgKLjtHhQaNSHlxbVAxfDWtLBWF9ddnqaG4UuMhJb1nPLh4c1G9uSi24y8L0VBdh9eRSUlxEghU47JzwnVkurrG/r0KRIO13UbHhpdeNeFlTAcJL+npbiyN6KKWFplTcHiX6bLXX8HUdbBZcQ8djmfyVNyjT5NxL6LdMQyD0oLd5O+Mh5cq/5FVUBVVpVvPQfTNGYM3moWRX0U04Mf9wwHsf2YNAL4VB+hzw3hilVXoRuKCw8mW3U9EPQ2toHt4LEogUM3eAn98dtGecnYcrEQ7ps7e2ckMy4uPcxnYMxW77dRngBw71Tnzwh9T9NZjtVOdk0eeRfminzf8YJszHla8ubXBRfXmorpOvUv88Pos1pqtDzRNx1fd9d5MtJRANMjako18V7yeHRW7jxNeRpGdlJnAKluPBJkmONydBMfZZbq6Gl9A1m8R7YuuxSg+sIODO9aRv2sDkfCRd/8Wq43ufYfRq+co0vUc9H0BzF0xDOItmN5pfeI7TQfi3adaIIp/czGufl5C4cQsuniy0NCcsR+n6ngr6C6qWUF3UB8v//XMt3Ue401x1I5zGdYnHY+76W98TEPHDPsxqyowqyowqioxqyprv9a93cg693u1U50PPHIrcMyAW9US33fIe1QrS3qurM/SThy7p5HXG1/aoDoW4f1NX/Bd8Xq2+3ZhcuSNRa+UXMZmjeK07JGtHl4cDmttq1okkpgdwiXINIHV4Tj5LtMSZEQ7EItGOLR3Mwd3rKNgzya06JExFzaHi9z+I8nNG0kG3dH3+tE2hNCIt84odgu2vDScQzLx5KWzb8HqOuf2fbOfPsOyCEdiGAlolTlRaAC4eGoe+glClm4YaJpJTDfQdANNM2o+N9F0g9jhr7X47fHPzSOf1z4mfsxqUfnh7BHsO+RnwX1n8vAbm/luewljBmVxx9xh/Ou97cw7ZyBZXhe5Ge74WJe8dHLSjz8w2tSiRwWTipp/lfGvw0e+NsMB4Pj/B9o+qExOrjfVOfOCWwiVHEIZN5/kc+5EschLQXt1oj2NXt3+79otAnqn5MZbXrJGkZWU0Ta1OazYrBZefXY1s68YBZCQMCM/vU2gRSKyy7RotyLhIPm7NpK/cx2H9m3D0I/8QXG6PeQOGEXP/qNId+ai7a4gurqCSOzIuBhrj2TsA9Kx9Y6vvOt22eOtMaEYHLX/jhaKEdhSgiuvbVplTNOkKqJREYxSVR1j/Igex112/+0vdzP37AH8YcEafDU7Ymv6kUAS04x6i8Weqj45KVRVx7jnypFUrfw3v/r+Zbz22V4uP6svVSv/zT1XXkZUM/jLLZMgUlUTTvah7TwcTioww0daUoyqCoiGT/q8tRQVxeVBSUpDSUpFTUqt+TwNZ05f0vIGU/Ta/9Z5SOkHj9Nt/r0YsodQu3Z43Nfx9jTqlZLL6KwRjM0eRaarbcLLYYdDzNMPL6O0KEhpcZDr75gCtH2YkSDTBPHZSfE/3LLLtGgPqgI+Du5cT/7O9ZQc3FlnwGtyWhY9B4wid8AovKk9iO2uJPpdOVX+ozYhTbZjH5COvb8XNblu14bVopI0MofUkTk0JHqcpe8byzRNguEYlcEoFcEIFcEolaH4x4pgpPZ4ZShKrGZwY5+cFPr3Tj/hsvuVwSjhqE5RedVJa1AAm1XFalGxWlVsFqX2c6tFxWZRsVoUbFZLzcea+x6+zaqQ7LLhcSpUfvNm7ViUy8+/Gd+bfz2y7P6osyldcDfoTbhmFtuRcOJKPSqopNV+riSloThTjjuZINVjo+KbN2unOmdedBul78lU5/YsqsfY7tvJxrKtbC7bxj8v/eNx7/sf4+887m2t6dgQA1BaFOTph5clJMxIkDkFssu0SAR/eREHd64jf8d6yov217ktLSs3Hl4GjsaT1g0tP0B0SzmB/K1HeiCsKrY+qTgGpGPp5j5u90YwHMVtUXj905289/We2rEoF0/LY+5ZA47bGmOYJoGqGJXByJGAEjwqoISOfN2UAcNJDit2m0paiuOEy+57Uxxcfe5ATNOsCSdq3QBijYcTq0XFoipNGgdimgZmsByjohCj8lD8Y1khJe+mk3XBzbVjUcKP3Q4cMxblcIixu46EEVfqUeHkSEuKmpQK9lNfkycYNupMdQ5HkanO7VB5tY+NpVvZVLaFbb6dxIx4CLCcZMfuthSL6hQcqKDwQCUXXz6KV59dXRtiDistCvLOK+uZ/4NxRCLB45yp5ckrcTMd7maS7iTRkqxWlZRkO4GabhGIt1z4ig7UtLysw19edNQjFDJz82paXkaTnJqBXh4msrOcwO4tmJGj+tWzk+KtL33TUBoxI6ahsSj+UJQXl2zDMEymje7B0uX76rSeVAQj+EMxjCb03yS7bKQl20lNdpDmtpOW4iDVbSct2UFqcs1Ht712Fk80qp9w2f3qiMagXmmNfv6GmLHqI0GlouZjZSFGRRHo9QNcVQFUZnSvNxYlfdYtRP1lWEbPxj3xmnhYsTZ+mvKpisV0/CHwTJqDv6YbKRaz1PlatD3d0Nnj38+msq1sLN1CQehQndu9jjRGZA5lZMZQIDF7GumaQVGBn4N7feTvr6C4IFA7Jk5VVC6cO4LS4mCdMJPZLZnZV4wiEKhu9fqO1q7Wkdm3bx8LFixg3bp17Nixg379+vHuu++e8nlbYx2Z9qqrr43SFO3xWrmTLFT5y0hKSWfP9m213UZVAV/tfVTVQnbvQfHw0n8kTrcHI6IR211BdGc5evmR8RWKy4q9fzr2AV4sTVhETVEUUtNcXPe7Jcdt+XjmN+dxwx+X4g/Vf2FXgBS3nTR3TUBJPuqj20Faip00dzyoWJu4lYHFopKc4iRaXc0/Xt/ENxsKmTyyO3fNG47d6SQYqG7UrCXTNDBDvpqwUhNYKuMfzVD58R+oWlA93eIzfdJyUFNzcPYcRFpuL4pe/Z/a7iSIt8h0m3+vhIbjaI+/g60lFKtic9k2NpZtYXPZNqq0o35PUeiX2ocRGUMZnjmEHu6c2ta4Y2ctHRaJRWu2CWgZhmFSWhQgf18FB/dWcOhgZb3/k5RUJ7l90ujZ18ugYd1wu+213UuZ3ZK5/o4pxDS9xbqVOuQ6Mjt27ODzzz9n9OjRGIaR8AWuhGhLNiuYepQ3nvgzV9/1B/J3rGLH2m8AsFjtdM8bSs8Bo+nebzh2hwvTMNEKA4RW7SW23w+Hu2lUBVsvD/YB6Vh7pKCoje+eCEc0Nu0p52BpiEvO7H/CsSiBqhgzT+9FLKaTluyo04Licdtq9/tpaaqqYEUjuOZt7rtmHhFjLA7VoGLZ6yRNmYuq1l2x1oxFjmpdOapLqPIQaMcfrKw4U44KK91rP1dSsuqtVuvx2KhY9oYsuy9qmaZJQegQG0u3sLFsK3sq99WZIu22JjE0YxAjMoYyNGMQyTZ3g+c5vKdRS4c+0zTxlVWRv7eC/H0+8vdXEj0mgLjcNnL7eOnZJ43cPml40lxHHo9JTNO5/o4pvPPKemZfMapFQ0xTtKsgc8455zBjxgwA7rvvPjZu3JjgioRoXZFwiIqS/WR1y0K1pvDhy08RrQ7z0WsLmHH5DZw27Xx8ZRV4MntirXlXpvsjhDcVEt3lw6w6EjRUrxPHwHRseV5UZ+N/tX2BCGt3lPDdzlK27vOh6SYet53rLhx2wrEoaSl2Lp7ct83fcNRb5O2i2yiqGcAKkDLuAg599mJtl9AJW1cUC2pqNmpqTk1QqfmXmoPiTG50TceORZFl97umqB5lW81A3U2lW/FFKurc3sOdw4jMoQzPGEKep3ebdBEdzV9RHQ8t+yrI31dB1TGtqXaHhR6946GlZx8v3swTj9M6HFrm/2CcrCNzmNpGy/gLkUjByjLyd62nYOcGSvJ386NfPUAo4OOlf/w/7A4Xc264j6WvPcGif/yGuTf/kv5Dh1FeEiKyozzedVR8pJtUsVuw9fNiH+DFmpHUqOc3TZMDxUHW7ijlu52l7DtUd9ZdN6+LMQOzqAhUn3AsSrhaS0iraTBskDZ57pFF3h6+Bag7sDZ2VPcOgOJIPtK6kta9toVF8WSiqKf+Z/DosSihapMUG4SqTRmL0gWUhX1sKou3umw/aqAugE21Mtg7gOEZQxmROYR0p7dNa6sKRWtCSzy8+Cvqjl2xWFW69/TEW136ppHZLQW1CS24EA8zbTmwtyHtKsi0psNLYXd2h/sTG9Ov2NW11bWKD9Y9yIEd6zi4cwMVJfl1bv/038/9//buPD7K8t7//2vmnn2fyUZWCEsi+6aAYLEu1apU0YJ73RDrempbv8fl1Nrl59FHbelxa10OYjmtRw+Ip8W6HtequBQRZBcIkASyzmT29b7v3x+TTDJMAgGSkMD1fDx4TDJzzz1zX0xm3nPd13V9mHn2fK76yUM07a1hWPkoTv/eDyisqCTZGGf/FzuI7fJBR3eyBvSldkxVeRja13w5lJSssHWPjy+3N7Nuewutgc43NA0wuszJ1KoCplUVUJxnydQw+v4Zo4H0+iwHrqAbiyYG7O9KVRTkpp0k96wnsmc9ykmn5AyszTv3RgIb3iOlajFOOR/JXYzU0cNitvf/c1RVghE583pK/57+PztR3n8O11B8v5IVmV3+PXzdvIWvW7awL5Q9UNdjcjExfywTC8ZS7RmNQeqbUjVGox5VVTEa9UD3p3zjsRT1e9uo2+2jrsZHa3P22FCNRsOwUjtlI9yUjXBTXOZEOg5em4NqsG9XHaeW+mKwr6qqYqltYUDJcop9NdvYtXkdNZvXEfJ3qWmk0VA8ooqR46YxctxUHJ7O4m1KSqb+fzZSunAC9S9vJFbX2Vuid5lwTCjCPr4Qvf3QM19C0SRrtzTy2aYG1m5tJBLr/KZo0EtMrSpg5vhhnDJuGK6D7C+WSCFptURiSSwmPbKiYDL0/3cgORIkuusrIjvWEtm1DqW9tIK5cjKFF/+EpleWdDOw9h603QyMFITeSMpJ9FJuJfdEKsFndV/x5f6v+aphM+FE5xpFGo2G6ryRTCuZyLTiCZQ7S/r880ZRVBLxFH97aT0XXjYZg1GHVqshmZSprfFSs6OVmm9a2F/blrPg47ASByPG5FM5Jo+KyjyMh3Haeag4/o6oG4qiEggcenGs44EkaXE4zAQC0WNSPG8o6eu2SsZj7KvZTN03G9i3axOJeOesBElvoGTEWMrGTKJ01HiM5vT4Cxnw+cIo8RQmRUOyKURsX5DApibs1QXEGsIYK12YqvLQta/5EkqlwNf9uejmtijrtjfz5fYWtu31Za3T4rQamDImn2lVBYyv9GSmM6upFL4e9tdBp9PitJsJBqOkUgrRcN8vO6CqKnLrXpK715Pcux65cQdd35U1Rgu68okUzPsh/s9X97DI28s4Zl1MMHLsTuWIv8HeG2xt5XZbeywH8IfP/5RZXdeqtzA+/yQm5o9lfH41Vn37aV0V2tr69rNGr5eQtNqsFXSvu/VU1n1ey/tvbM9pN5fHnOlxKRvhwmzpDPaRaJxIdOgsGeJwmIferKX+dLxP7TuQ3F4PRji0o2mraMhP/a6N1O/YQFPtdpQu02WMZhsloyZQOmoiRRXVmcG6kH49qkmZZG2ARE0bBOK4rp1K0+qtQHuV6Rumkyq2orb/IcuyyoF1dRRVZU9DkHXftPDVN83UHdCVXJJvZeqYfKaMzqeyxIG2yzfFIznmVKpvX1dqIkqqfjPy3vWkajegRtqybtd6ytBVTEYqn4RUNBqNViKUlA65yNtgeO2Lv8HeO9ZtFUvFqA3WM9s9pcdyACW2YsZ60rOMKp0VaLssVtfXzz0WTeL3RTGZ9BSXOnNW0H3+D2u45uZZtHmjbN24n9Lh7vYBui5sjuxlFk6E1+AJE2QEoS+oqkrQ20jdzg3U7/gab8OerNs7ygKUjJpIXvGInAHsqqyQrAuQrGkjWRcAOR1MCs4aSXBLU3aV6S3NWLqpMp1MyWzZ4+Orb1r4akcLbaHO2zUaqCpzMXVMPpPH5FPk7t0A4IGiqiqKfz/y3g2kajcg798GXb79ojOgKx2PVD4JXcUktLbc+jFikTfhaMiKzL5wI3sCe9kdqGVPoJb94Ua0Gg2zq57s8X73nPKjPn0eHWHF742mL7v8i8dSSJKW+x4+jxXLu19B97VVG1l47XROmTv8hB86IYKMIByCoii07t9N/Y4N1O/8mlBbc9btnmHDKR09kbJRk7B7inLeVFRFJbUvSGJ3G8m9fkh2fkPS2g2YTirAMaGIPc91V2W6kGg8vdz/hp2tfPVNCxtrvMS7fFgbDRITKz1MHVPAxFF52My55/iPJTWVQN6/ldTe9aT2bkANZrefxlGErmJSuudlWBUa3aHHuCSTcta6LAf+LgiQDs7emI/dgVp2B/ayJ1DL3mA9SSV3sKzLmD2jSKfVkVKOfDqxqqrEYynavFECvihtvvRl17ByMCazjo/e28EFCyYedAXdEz3EwCALMtFolA8++ACA+vp6QqEQb7zxBgAzZszA4/Ecy6cnHGckSYssp7/5HNj9mkomaNy7jfqdX7Nv50bi0c43Ea0kUVheRenoSZSOnIDZ5szZt6qopJrCJGt8JPf4s0oFaKx6DCNc6CtdSB4zdquR4NaW7qtMb22mVoKfL/00axCf225kyuh8po7Jp7rCjX6QzTxQgi2kajeQ2rseuX5L9rL+Wh1ScTW6isnpXhdn90UpBeFwRZIR9gTq2N2ltyWYzJ0abJJMjHCUM9xRnrl0Gh1AekzM2SO+xfXTL2PZ2pd4b/cnPT6eqqrEoqmcHpWAL0qbN5qzwNyBrHYDTpcZp8eM023G4TLj8qQv9Yb0GDZZUbj+9tn9uoLuUDeoZi3V1dVx1llndXvb8uXLmTlz5hHtV5QoELpjs0qEA61YHXmEwjLxaJh9NZuo37GBht1bkbus+qo3mimuHEfZ6EkMG34SeqM5Z3+qqiK3REjUtJHc3YYa7XyT0Zh06Ec4MVS6kQqyF5ly2c3oDzKTIBSMc8Uv3qCi0MaUMflMGZPP8CL7gHwT0+slbGYt0QTY7SaCwRhmQ3otl66ncFQlhdywIx1cajeg+LKnmGusHnTlk5AqJqErHYdG3/tyCUON+BvsvaNpq6SSoj60j93+2nRoCe6lKdKSs52kkSi1FTPCUc4IRwXDHeUUWvKzxrh0cLiM6CX9ATOEJPz+CHV72g44DRTD7+tlWHGbc/51DSuH0lFt+livoDvQeluiYFAFmf4igoxwIKNRh06b5M+/u4crf/wgGz/7kLXv/Q21yyA/s82V7nUZNZHCstFopdw3HVVVUXyxTHhRuo5XMUjoKhzIpXbajBKtoTjeQBxvIEZrIIY3GCeZkvntv5zOogff7nEF3WX3n8PuWi9u+8B++Ov1Eg6rlBlEq9UbUZLxzO9+r5/oN/9MnzKq2wTJzllaaDRIRWPSwaV8MlpP2QnTBS7+Bnuvt22lqArN0Vb2tJ8i2h2opT64j5SaezqxwJzX3tNSwQhHOWW2km6nVB9IlhVUBZxOM88/2dn7cc0ts/jgzW9Yu2ZPj/e12o1dQooJp9uC023C4Taj70WB1t4wm/VYrUbC4TjRHkqHHG+GZK0lQehvqUQEs0mLVtXx5n8/SyIW5e2XnuWsBTdQMmI0Gz59D6ujgJJRE3EX9vzhK/vjJHf7iO9qQw10TmeUNbDPoGWLIvN1KETzpy0kkj2/QQ8fZscfindbeBHS1aYjsRT5LsuAT089sBRA1/pBALYJp+P7YGlme43JjlQ+MX3KqGwCGmP3tWME4cBCiG53+rXSUQgxmAhlnR7aHagl2qXIYger3pLpZUlflvVYs6iDoqgE2qJ4myN4W8L4WsK0NocZVVXA3O+MyYQYSA+qXf7HT7nm5lkYTRK7d3rTp37cZlzu9KXTZULXR2HlYJJJGY1GIwazd0MEGeG4paoqobZmmut30ly/i5a6nVx2+88JB338zxMPk4il3xjrd23hxcd+ziU33ct3r7gZny99vaKq+EPxdO9JIE6wJYylOUJhKIWnS6ZIqipb4gnWRRNsjiW6XXPTYdHjdpjIc5jwOIztlyYK3WY8TtNBaxpZzTr88YH/BtZRP6ijFMDex3NLAWgLKtF1zDDKr0QjyowIvWDUG3pcr+WBNb+iJdqacx+9Vke5vTSrtyXP5Onxy4aqqgT9MbwtEbzN6cDibY7g80aQD+j9kSQt51084ZAzhFpaju1S/EL3RJARjhuKouBv2Udz/U5a2sNLLBzI2uZvy37H7Auu5LJ/+f94d+V/Ur9rC6Ujx3LGwpuIxFX2Nob4w4r1tAZi+IJxLMBkk5GpZgPTDJ3d07Kqsj2eZF0szjY5hc1uwlNs41SHEY89HVLyHEY8DhNuuzGz+Fx3YrHUoKpppCaipPauJ7p7LUrZqNxSAN+9iXDTPrRzrsdqcQ3Y8xKGvlgqRn1oPwUFkzLrtWRmB7VnC1/MhwYNRdZCRtjbB+Q6yym1FndbZFFVVcKhRFZY8baE8baESfXQG6rTaXHnW3DnW/EUWPHkW2huDvG9SycddIaQMDiJICMMWXIqibextj207KRlXw3JeHb3s1aS8BQNp6BsFAVloxg5dhw3PvwPThkb5MaFNxHxNmPJK+TZV3fwzy2NPH//ObR5I4xSNEx12Rlt0GUWkVMBn1FLMM8MpTZK86xMdJiwmnRHNf4jmUgdtKZRONT/K3EqsSDy7nUkd69FrtsESird83LyeTS9siRr29Y3nqFo4d0oYs0W4SDCyQi1wfrOf6F6miOtaDUaZo1Jr9fynVFzWTT9cpaufZF3d30EwO2Tb6TcUYpZlzugPhLuCCydYcXbHCYR7/51qJU0uD0W3O1hxdMeXOxOU7fFEZMpWcwQGoJEkBGGjGQiRuu+Gprrd9FcvxPv/j3IcvYpF53eSH5JJQVlo8gvHYW7sILdTRG+2tHCR+tj3DxSSzia5P0v67juvGqKyirxhmJ8uq6OCSYDDf+7hX912tF06QCRCizp6dIjXLgtfb9GiywrhENx5s2pZOFZYwhHU1jNOqKxFOFQvN/GxihhH6mataR2r0XevzW7HIBzGPnzbs8qBdB1jEzbJ6twzLpYrN0iAOCPB9oDyz5qQ+ng4o35ut3WZXQBcPbIb7HwpAtZ+ae1XLbgIrSkg0WVZzSxaJJ9+9vSgaW5I7BEiPUwyFWjAZfHgjvf0t7Dkg4sTrf5sKo5d4SV62+ffcLNEBrKRJARBq1YJEhLe2hprt9FW1Nd1qwiAKPZSn5pureloHQUroJSEimVTTVeVn/VwvqdnxFqf/NzWA04bUasZj1mo4TDaqJ+5SZKvj+efx89DE0oSbLWjwbQuk0YKtPhRepFgcajJcsKcjRBIpZEq9Xgjyf75XSS4m8ktXstyZq1KE07s27T5g1HVzkdXeV0tK4SwoouqxSAVm/MKQUgDB1Goy4zhf5IP5g7FpirDe3L6m0JJILdbp9vzqPcXkq5rSR9aS/FbrChyAqXnnQh//WHzzP1g35wy0V89uEu/vHODiKh7ge/Azjd5uzAkm/B5bH0WRXnjrZZeO30o2orYeCI6dfHmcE49VOn02K3GQiGEgd9TuGAl+a6nZkxLgFvY842FoeHgtKRFJSOpqBsFHZ3IRqNBm8gxlc70kv2b93jIyV3vqwtRh2nVHqYVuTgJI+VPVubqZhaglWrofmdXRScPQpUlb3/2EP+xCK0ZXYk1/Gxzkl6enhduuelZi2Ktzbrdm3RaPSV09GNOBmtoyDn/r1dR0boNBj/Bo9kHRJFVWiOtOSElmgijlbWIck6tCk9kqJDSulx6zx4JA8OrROrxoZRNaMkIZFIkYjLJOLpy/GTizntrNEsf+rTnLEo19w8iw/eSk91tjuM7aeE2k8LFVhx5Vn6bDrzUDMYX1f9TUy/FgYNo0FDW0sDFkceqfb3TlVVCXgbMrOJmut3EgnmdkU78oZRUJrubSkoG4XFnl5GvKNY4jv/qGH9jhb2NqXfEPXAML1EtcvMeI+VYp2EKZpC9cvg9xHGxzC7gWETitj7/JdAukBj+fXTqRpXQCScGBRVeI+GqioozbtJ1fyTZM1a1ECXQKjRIpWMTfe8DJ+K1urueUd0Lv2va/+2m0rJ+GJDu31ONE6XCSUFzz3+cab34/rbZxOLJtlb4yURl4nHkrSG2mgN+vFHQoQiUWKxBKS0SLK+PbiMYIQ8Gq3ac5BIAq1AKyEgd4aPJGk596Lxh5wdNGVWGQaj+HgSeke8UoR+ZTTqQEmy6pmHuOonD+Hdt4PNX3xIc/1OErHsXjKNRou7sIyCstEUlI4kv3QkRrMtc3siKfPVjhbWt/e8SNEUJTqJar2OM9w2KkwGXGjInBEPpYBUul60BrR2I5LbRN7McoJbm7MKNIa3NmMY5R6yIUZVZOSG7e1jXr5EDXs7b5R0SKUT0I88GV3FFDQmW887EoakVFImHEoQDsYJBeOEg3HCwQTFZU4mTi3lT39ck7U2yrInPuGam2fRWBfsZqE3IzqMHOpVYjBK6A06DEYp3ePTfmkw6tAbuvzccbtBwmjS0dQUPOTsIBFihMMhXi1Cn1NVlVQ8jMWiSy8891J64bm3XnyasxbcgNlyDp+8/j/4mhLkFQ+noGw0+aWjyCsegd6QPR7FH4qzcVszdTtaiTVHKJS0TNZJfNdqw2jvfhCfxighuc1IbhPa9kvJZUKj06LVarA6zex5fXvWfbxr9jJ8XAGRWBJFGRpnW1U5iVy/OR1e9qxDjXUZp6A3pdd3qTwZXflENIbcGSBC/9DrJVRVRa+XjvoUQEfhwUxACSUIB+KEQx2BJR1euitAKEla5l8+5aC9Hwuumc5HW9aRJAF6FYvZiMNixW1zkG9zkWd3YTLpMbSHEmOX8HJUM/XE7CChD4kxMseZY3EeNRYO4G2sxduwB2/jXrwNe7n6J/9OOOhj1TMPYzCa+c6Cm3h75TMk4lEuuelenHmFtHojSFJnllZlBdkfo3mPn5ZaP7IviktWcXVTGgAArQbJZULrNqXDSnto0RxkOrTVbCBZ46Pp7Z05txV+ZxT6SjfhaM8DDftLx1iUjrEnB/7eQU3G08UYd68ltWd9dlkAoxXd8GnoK6cjlY7rVRXp3joRz88ficMZi6IoKpFQIh1K2sNJRzDpGlwOXLytJ6qkoBgSJPQRYvoIKUOM2dPGctHMM7JWq4V078cNd8xh7f4NhKIxym2l5Jnd3dYf6i8nav2gI3Ui/g2KWktdiCDTdxLxKL72sOJt2Iu3cW+3Y1sKykYwd96V2F35NNftoWL0BPbu2EjR8JGgkYj4EiSaI8i+GElvhGhzBF04SU8v2ZhOg+Q2Yxtmy4QWrcOI5jCmVgI4bSYM5p6nUCeiSfyhgV346sCaRtEEmA10zg5qCxPZ/nk6vNR+DV2mnGssLnQjpqGrPBmpuBpNNwuG9YUT8U30cHV8MHftZbjuttnsq2tj57bmdEAJdQaVSDhBr999DTKyIUFcHyGmC5E0xEgaYqT0sczPipSCLn8OZp2ZPJOb3573M0KRKH9unyGUX2Tj6ltnYLOYaW09tivVnoj1g47Uifg3KAb7CkctlUzQ1lyXFVqCvqZuttTg8BTiGTYcd1E5nqIK8osrcLhsbPimhelVE6lfsZHhCybyzaqN6JojKAcsYNXRdxBVFBpkhYRZh7XIStnoPJwlDly9rBJ7KP5QDNqDymB5YziwplH+BbfS+Nfsmkbe95/NbK+xF6CrnI6+8mS0hSPRDOC3aKGTqqpEw0m8LWEsFj1lwz2ZEAPp0zfPP5kei7Lt60Y2frkvdycaFYwysjHdkxLRBUnoY6QMMZKGKEl9jJQhjqrNfn3qtXrcJifDjG5cJiduowu3yYnH6MZtcuIyujDp0qdptVoNL297latvnccbKzfz3QXjeHnbq1w//dJ+b6NDEfWDhL4gemSOM0f64azIMv7WfVmhxd+yP2fdFgCrw4NnWAWeouF4hlXgLixDb0yPwVBVFSUQR9MaY/f6/Yw8uQy9hqxpzs3v7ELVQGMixb6UzP6kjF8HeeVOqqsKGFvpwTgAUywHS5DRa1UcdgONK3+TCS+QrmlUePFPaHplCfG2lvR4l8rpaD3lA15JerC01bGgqirhYBxvSwRfSwRfaxhfa/rneCyFJGm57+HzWLF8LVu/bsi5/0kTh7Hg2unc9egfiGiD6R6U9rCS0sezelEAtBotLmNnOElfunAbnbhN6aBi1Vl6/RroKNCoKCoaTXrdQ61WkynQeCydyK+rw3UitpXokTlBSZIWWU6/ufb0YldVhaCvOT2mpT20tDXV56ySC2Cy2NtDS0Wmx8VksWdtIwfjxPe2kmoIkdofQo2mz3MX2g14xhdmTXMuu24a//Hudu6+eTb/ufRTRpW6OXV0PiOK7ZlSAMcrVUmh+BtRvPUovnoUbx2yrx410Igy5/vd1DRaTKh+F9pTLsfqKj6Gz/zEoCgqfl+Y/U0+mpsC+FojBLxxom0ySg9DN1RUIrogr7z+CfMWnNLtTJwLL5vMsrUvUVe8EQCHwU6R0YXbVHFAUEkHF4fB3qdjVdJh5dgGFkHoTyLIHGf0OhVf836sjjzi8fS3yUjQlxVafI21JBO540D0RjOe9lNDnmHp3hazzZXzzU8JJ9OhpSFIcn8INZwdgGTAMMxGqMpD26amrGnO/s1NzJo1nJiscM/V04fsdOeDURUFNdiM7KvrElrqUfz7QcntQjdXTsY583s0rTqwptGzFC28G1XUNMrRm16GpJwknIoQSoQJJyOEku2X8QgBX5RwW4qYX0EOaCFkQIqYelwjRdUoxE1h4qYQcXOIuDmYvjSFUbUKu8Ja5ltmc/WtM3LGohiMOsY5xjL71FNxGR3otOJtVxD6kviLOo4YjToUOcGqpx/iyjsfpObrT1j/0RvEo90sTKXT4yosaw8tFeQNG47Nld/teAslliLVECJWFyCxP4gukv31VFZV9iZTfBNPsiORxKvX8vQds9AC9e29MR2Cn9dx5nXT0Ega/G1De4aCqqqoYW97WKlD7ggtvn0g9zDzSW9C6y5BcpehdZei9ZRScNJk/J/9NVPTKP+CW2n5u6hpdDBGvYFla/+H71fnjvv4+Se/JJgIkkzJGGJWTFEbxqgdY9SGMWbDGLOiUdO9itr2fx0UjUzcHEa2RMGWQGdXMbk12BwGhhkt2PRFWPWVWA1WrDoLVr0FW/vPWq2GFVv/xtW3Xph5Tiu2/o1FJ1/OaPfIY9JOgnAiEEFmCFNVlUjAS8jfRGHxMDR6K2+tWEoiFuXt/3mWsxbcwLDyEax5cyXJZCoTWjzDhuPMG4a2hxkucixFy04vkVo/Om8Me7Kz10RHelXduqTMjkQ6uNTJMgUFNsrL3MwstFFeaANFIfyNl1Q4CV1mFqXCScLbWrBU5fVLLaHe6LrsPoBOJ2G3SD0uu6+qKmrUj+Lbh+KtS4cW3z4Ub3329OeuJB1aVzqoaN2lSJ5StO4yNDZPTlgMxcmqaRRNIGoadaMl2srm1m1s9X3Dvd++je9Xz8v0fqRr9XyPLV/vx7ZhJJ6oDUPc0nV5xCwanYrBocHi1uH0GHHnWygocFKQ58RmsBzxqZ33dn8CwPXXXsaytS/x3u5PWHTy5Ud8zIIgHJoY7DuEdF3Wv7luB811O4mG2lj0b49l1mxJxDo/WA0mM5fcdC+u/GH42rqfUhyKJqnfH6Btbxs0RXBFUhSgyRmvsi+ZYkciSaOkQfaYKCyyU1Foo6zQRqErt8Ksy25Cb+p5mnMymqRtgKc5Q+5UZ63eiJKMd4YGX4hoQ03n6aD200NqvIdpqhoJrWtYpndF6y5DcpeicRSi0fb+w7C368gcK8dioGFCTrDdt5PN3u1sad1GU7QFVLhg+HdYOGlet2ujdK3VA2A06XDnW3DnWXHntVdHzrdgtRv7fMB0x+muAw2GQbWD1Yk4gPVInYhtJQb7HgcURaatuT5d/bkuXUgxHj1gWX+tlg9Wv8ApZ87jijsf5OO/v8jEGWfy9efvMmfelRiMRsKRFLKi0OiNUtsUYl9jkHhjGEswQRkahut1FHW8qbd/E21OyTToIOowYiyxU1zi4OwCK5aDhJOu2oIxpEgCnUGH2aQjHE1hNeuIxlKkEqljNjYmZ6rz+TfT8tpT2VOdVz/UzT01aJyFSO7S9tDSfmrIOQyNdPR/Rh01jXr6/USgqioNkSY2t25jc+s2dvhrSMkpjDEb1oCH8uBU3NFhXHPp9w5Zq6es0okrz4rZoh+wGV4dg2pPxA8cQTiWRJAZRORUEm/j3s4K0Pt2kUpkf5OTJD15JSPaiyiOJq94ODaHnb99VENDawO3zb8OvU5PXslwnnhlE8UeC+MrPfzpv9YyQqdjtEHPaQYdeo0GDJ3fHkMaCFp1aIqsuCs9jCqxM+YoPwBkWUGOJkjEkmi1Gvzx5DE5naQmosite1FaduOVNOTNvJB4/TdEa9ZT++QtQPuA2xnfo+mVJWhsee2ngzrHsWhdxWh0xkM8knC4Isko23w72Ny6jS3e7fhibRijNqzBPIoDk7CF8pCSna9TBXj9fzdywfcn9jhDKBiMUVJx8GKYgiAcP0SQOYaSiTit+2vSwaVuB60Ne1Dk7AGweqOZ/JLKTHBxF5VnLeuv0WgwmXSs/mgXZqOE3mBg34qNlCycgGN/CNfeILbtPm51O7L2m9BpUPLMWCtcWModuOz99yGtqiqyPDABRokFUVr2ILfsSV+27kH1d1Z/jgM6EjlTnfPP/yGRQADp9JuxibpE/UZRFeqC+9jsTfe61Pj3oo9YsQbysAVHUhTMQ5fKPj2j02kpKnVQUuGipNxJYYkDvUnLDXfMyVR07lhyX6uDeGhoDyIXBOHwiCAzgOLRMC37dmWCi6+pLmfBOaPFng4tpaMoKBuFM78EbTdjLSKxJBt2tlLXHGb+zOGMUODqc8cS2NhIbF+Q4KYmLj1rTHrxuaQCBgndMBv6Yhu6Ylt6ef8hvG6LqqqokbYuoWU3csue7KrPXWisHqT84ZirZ+GafBqNK3+TdXvLa09TtPBuZDHVuc8FEyG2eLezuTU91iXll7AGPViDeVQFxqCTDwguei3DSp2UVDgpKXdRWGxH0mX/DfjbYhiNOq6/fXamVk8imRIhRhBOQCLIHCGdTovdZiAYSvR4Hjwa8rePb0kPzPW37s/ZxuLwZEJLQeko7O7CHgOGty3K1o2NNO/xofEnKNFJzDHoCO3ZxA+H51MxuSRr8bny66bx8oc7ufzSyUR0Qzy0BJuzelmUlj2o0UC322scRUj5w9HmD09f5lWgNad7pNwOPW1rXslMdS6YdyvNr4qpzn1JVmR2B2rTvS4t22huDGIJpINLeXAOkpw9zkqn11Jc5kz3uFQ4KRhm79UAv44CgwuvnU4wGBMFBwXhBCWCzBEyGjS0tTRgceSRSrUvY+5voal9UG5z3U5C/pac+zk8ReR3CS5Wh6fb/SvxFLI3SuteP231AaRAHDcaxmk0gBasps6NNWA/tRz/5uzF59o2NzF3/nhkuxEGcUXnrlRFQfE3ZHpYOoILiW6mOWs06SnO+cOR8ivQ5o9AyqtAc5BTQ6GokjXVWas3iqnOvaDXS6iqil4vdRvcfbE2tni3s6l5G7vrGtG12dLhJTQOxwHBRW+Q2oNLOrzkF9l6FVy6E4+niPc0o0wQhBOCCDJHwGjUgZJk1TMPceWPH6R2yxes+/A1omF/1nYajQZXQSn5paMoLBtNfunInOX9VVVFCSWQvVFkb4yUN0KiOYLUXlTRBAyDzGyiOCoxix5rkQ17iR3JY8aUb8HptLBn6T+z9h38vI5Ri04mMAimOUcTUnZF5zAkYnEUXz1yy26Ulr3pnpbWvZDqJnRpdWg9Zdk9LZ6ywx6Am0zKBMLgmHUx4ZiKXQ/hmIpj1sUExGmlHA6XEb2kJxFPseJPa7nwssnk5RlJyEm+2LWRTS3b+GZ3PdEmFWswD0uwmDKlImsfeoOWknJXpsclv8ieM11fEAThSIkgcxh0Oi1GgwaUJB+u/gsXXPUjPnr1RWaft5D84lI+fXMliqrN9LbklVRiMHb2DqiyQqo10h5a0sFF9kUhmf0Nt2OZutaUzH5ZJmUz4CpzUHlSIYUFucXijEY9wS3N3S4+F9zajGGEa8A/oA9V0dk+6Uy8y+7odsl+dEakvAq0+RVI+SPQ5g9H6yrpk2nO0Dm1Wdc+7iKVkvHFxDTZ7uglPaFINHvhuVtn0lAbYPWK9ZiDbpzKSTi73Edn0FJa4aK0Ih1e8gptIrgIgtBvRJA5DHabgbaWBlY98xCzz72UYeWj8LXs58XHfs4lN93LJT+8L7PwnBJLIbdGiXmbkH3p0KL4Y9DN5J2UqrI/JbMvmaI+KePTQn6Fk4knlXDKCA9Gw8ErQeskLZaJRTgnFnV7eyKaWwyyv3Qs2+/3BXHNmt85zfmJHwLZ05xRZDBYsntZ8oejdQw7rMXkhL6TVFK0RltpirRgN1mxWaszIQbSa7X81x8+45qbZ3H6uJNZu2YPklFDSbmT8uF5lFa48BRYRXARBGHAiJV9D0NHj4xGldEbTOxfuZniBeOItAZINMWINUVItqR7XDoqQB8oKWlolGV2hOLUp9LBpSkl43GamFZVwNQx+YwucyId4Qf5QC7GpSZj6QrO3jqU1loUby2ytzYznsV12gJsE07PmuZcdsuTRFv2EW7zI+UPR2PLP2azp07UhctkRaY15qM52kJjqJmGVh/e1hAhXwI5pMUQtWJJOnjg1xezYvlatn7dkLOPkyYOY+G109m+pQF3vnVIz4Drayfq6+pIiLbqvROxrcTKvv0glVJIpcBhMxLa3EJsX5DQ5hZQVXzv1ORsr7UbiFr01MWTrG8J8XVrGL/S+QIcPszOrDH5TBtTQGnB4P0wUFUFNdiC3B5WlNZ0YFEDTd3fQSNhmfhtnDMvomnVb7Nuan3jGVHReQAoqoIv5qc52kJTpIUGfzOtzUECbXESAdBHLRhjNgwxC1rViYQz6/QQwGurNnL+IRae8xTYBvbABEEQDiCCzGHS6yX0eh37PqsF0tOcK66bRuCbVlSTBE4TtYkk/9wfYO3OFtpCnQNXJa2GcSPcTB2T7nnxOEw9Pcwxo8bD6R4Wby1Kax2ytxbFWwep7mvFaCyu9HL9nnKkvHK0nnK0rmI8bjP+T18RFZ0Pk9Gow2439Wo6saqq+BMBmiMtNEVbaAy10NzSRpsvSsyvoIua2ys+W9GlnIATR3c70qqYHFocbhP5+Q6KCtLL+7vzzFisBq6+dUbm9FJ+kY2rb52BwagjeAwGkQuCIBxIBJnDIElabBYDbRsbs6Y5B7Y0M+yisSxdvZF339hFLNH5AW00SEwamcfUMflMGpXX61pFh+uwKzorMoq/MauHRfHWoYZau38ASde+XH+XwOIpy6zPcqADpzmLis4H193sIJvNRFJOUt/UmulZaQq30Oj34msNE25LIkVMGGPpsGKIW9CoNhzQbWDRmcHmNpCfZ6egwJkuophnweYw9TimJSknsVnM3HDHHP720nouvGwyBqOOpDxw464EQRAORgSZw2Aw6gAN/vbemA5tn9ViH1fIzInFvLZmD06bgamj85laVcBJFW70uv4duHrgVGcAq0mT+d3vixLbtyM9hqW1vbfFVw89fBhpbHnpqc6ecrQdocVZhEZ78EHHXXWd5twxrTmZlMQ0527EUjHyJFs3s4NmEPIlWLLyBfQxC8aoDUPMik4uxQ7Yu9mXRgKLS4fbY6WwwJGp+ux0m9tfv4enoxCi2axn4bXTCYfjBFtFT4wgCIOHCDK9pNFoMOl1+Lc0dTvN2b+liUljC3ng+lMoL7ShHcDxLr2p6Oz7+29y76gz5AQWyVOGxmjtk+d1old0VlWVSCpKW9yPL9aGPx7AG/PTFgrgD0YIBWNEwynmVk3jQvvcbmYHfc41N8/ivPJzWLtmT9a+jTYtTo+ZgnwHnjwrrjwLLo8Zq71/Sk8kkzIajUYEUEEQBh0RZHpJq9WgKip5k4vJm1zc7TbJWIqRJU5kuf9GlKuKjBpsSa9+629A8TfSarWSP3fhwSs6OwrTgcVThjavHMlTjsZRgEZz4k5zPtRqtQejqAqhZJi2mD8TVFoDAfyBMMFAjGg4STwqo43r0SWN6JMmdAkjuqQRrVqABDgBj6Tlsh+ezYrla7MG1EI6zLy2aiMLr52OzqDF6Tbj8phxus3o9L3vHRMEQTieiSDTS4qigk7DVT9/nXA367JYzXqe//k56e2OUqYgYntQUfwNKG0NqP4GlEAzqNnfipOA3mjMreh8nqjo3J2eVqtNykkCbXFkRSaQCNIW9+ON+mn1+/H5gwQCUSLhBPGwTCoGUsKQDikJE7qkAQ0WwIIeONRIKMkARosOq83A55/sYt6Cg88OmnZqxUH2JgiCcOISQaaXVFUlFkux6MLxTBju4IlVm1m3vZmpVQXcfsk4Nu4JEI2lOJxledR4OBNSlEBj+rI9uPQ0SwgASY/WWYTWOQytcxjm4eNxVU3Krej8uqjofCBFVbpfrfaWmdTtbuNPr7+OHNOgSxjRJ41IKQMaNIAVsGIADD3uXUUygsEiYbHpsdvNOB1W7Pb07B+rzYDFZsBiNeT0qJgsYnaQIAjCkRAL4h0Go1HfPh7lZawz5rPi/d0s/PYIwp//L67Z3ycUVYjHs3tr1FQiJ6Qo/gZUfyNqLNjzg2m0aOz57WGlM7RoXcPQWN1Zp4TcDj2BT1+h7aOVORWdXactSE91DpwYs0wUVcEfD9AU9NLQ2kqrL4i/LUIkkCARVpkxfixnnz6F5X9ck9P7cc3Ns/jgrW9yxqOgUdGaVPRmLWarDpvdhNNhxeOwY7MbsdiMWGwGzBb9ERc/7NpLdODsoPSA22PrRFyM60iJtuo90Va9dyK2lVgQrx9YjND2ycuZQbWXXXArLa880lk/6OQLCH79dtYpoR6nM7fTWFxdQkpnYNHYC3pdW2iwV3Q+nLVRDkVWZHwxP03+VhpbfbT6AgT8MSLBJMmwihrVoY+b0KU6iklKgB0tYJW0XHT+jEOORzE4wJ0JKQZMZn2/L1bYMTvIaNSx8NrpBIMx0RMjCILQCyLIHIaOwHCw+kHx9lCTxWDp7FlxDesMLo5CNH0wdmWwVnQ+2NooPfUyyIqMN+Zjv7eVphYfrW0hgv4YsWCKZASI6tDHzUhKx0s3PSJForPYZgdVJ6M1KxhtWmwOIy6XhS3b6vjepZMOOh5lytQRfd8YvRSPp4jHQ4feUBAEQQBEkDksyaRMNCGRf8GtmRADkHfujfi/eI24vxVd5cmZ0KLpuDTZ+/0b/WCs6NzdWJSrb52B1WRi3e6vaGr14fOFCQbixEIp5LAGTUyPLmFGq3Z0Jx4kqBhSSBYVk01KBxW3lUKPk6I8N06XFaOp+5e30aQX41EEQRCOEyLIHAa9XsJsgMa//iHr+tY3/5OihXejnTTvhB5Uq6oqiXgKnz+MZFCxWow5a6P8uX1tlOQeM7vWNEH78Fkd2S9GFRVMKXRWFbNdh91hwu22UZjnpijPhcNx5FOQxWq1giAIxw8RZA5Dx8Jzg7l+0NGsjdITWVaIhhOEQwki4QTRcIJQMI43ECQQCBMOJYhHZJSYBo2qRZK03PfweQcfi3LNdNZt2onWpGC263E6TXjcdgo9Hgrzndjt5h6XzT9aYrVaQRCE44cIModhsNcPMhp1SFotK/60lu9dOgmjUdfj4NqO3pNIezgJhxKZsNI1tERCceKx3hyXREfsiBNj9eq1XNBD5eTvXTqZQDDGD2896+gP+iiI1WoFQRCGPhFkDsNgrh9kNOrQ6ySWPfFJZjzKdbfNpqHZz85tzYTDCaKZcJK+lOXez7xXNAopfbz9X4yUPo5iSGK2GXDYzHicdgrdbkryChlmL8Cmt2LuoXKy0aQjFBY9IIIgCMLRE0HmMHUMqjUadeTn2wgGY/26RouqqsRjKaKRJNFwIn0ZSRANJzM/Dx+Zx9SZFZkQA+lTOM8/+QnX3DyLbzY3s3nd/m73r0hJEu3BJKWPkzKkL5PtgUXWJ7DbzRQ43JRY8ymyFFBoKaDQko/L6ER7kBIHYiyKIAiC0N9EkDkCHb0fHadwgMNaHyWZlNuDSCI3oESSWbfFIsmDlj2QJC1X3TjzoONRFlw7nbfr3iOmDacDiiGeCS6qNj2Oxm6wUWguoMKST6GlkkJLOrTkmfPQa4/sZSLWRhEEQRD6mwgyh6m7UzjX3z6bRFympSlINJJMD4jtpuekI6Ckkoc/CNdglDBb9OjMGjQGFcWQJKmLE5civPr5R3zv0pk9ro2ybO1L7CvegkEyUGTOp9AyPNOrUmQpoMCcj0Xff7WYxNoogiAIQn8RQeYwHBhiIN3rseyJ9CmcnVtacpe374EkaTBb08vamy0GTBY9epMGxZAipYsRkyKENUECtOFTvXiTXoKJ7sPA+r1aLphxWo9ro4x1nMTcOafhNDj6fT0bQRAEQRhIIsgcBrvdxIo/HXxK8e5dLRiNeizWdEAxW/SYrXqMZh2KIUVMihDRBGmT2/DF99Mc8+GNteGN+YjJcUiR/tcDg1aPx+Ru/+fCY3KTZ/Kg1WpYsfVvXH3rhbyxcjPfXTCOFVv/xqKTL2eMe1T/NowgCIIgHCMiyByGYDDGhZdN7vEUzn5vC5MucuKNteGLNdLQHlC8ER8+nx9ZPfSsJpvemgkoHpMbd+bn9KVVZ+mxV+W93Z8AcP21l7Fs7Uu8t/sTFp18ed8cvCAIgiAMQqL69WHKy7NlLbvfcQrHZjFz1crbkdWex79o0OAyOrOCyYGhxSgZjuh5OVxGjPrc+8aTiUFRPXkwOhGryR4p0Va9J9qq90Rb9d6J2Fai+nU/OdgpHL1WT77RkRtQjOmfXUYHkvbIltU/lI4ZQifii10QBEE4cYkgcwT+b9c/UFBZdO3lLF37Iu/u+ohFJ1/Ob+f+SgymFQRBEIQBJILMEZC0Eu/u+ogPd39KSkllellEiBEEQRCEgSWCzGGKJxP8ecFj3V4vCIIgCMLAEkHmMHWMRREEQRAE4dg79HBgQRAEQRCEQUoEGUEQBEEQhiwRZARBEARBGLJEkBEEQRAEYcgSQUYQBEEQhCFLBBlBEARBEIYsEWQEQRAEQRiyRJARBEEQBGHIEkFGEARBEIQhSwQZQRAEQRCGLBFkBEEQBEEYsjSqqqrH+kn0N1VVUZTj/jAzJEmLLCvH+mkMCaKtek+0Ve+Jtuo90Va9d6K1lVarQaPRHHK7EyLICIIgCIJwfBKnlgRBEARBGLJEkBEEQRAEYcgSQUYQBEEQhCFLBBlBEARBEIYsEWQEQRAEQRiyRJARBEEQBGHIEkFGEARBEIQhSwQZQRAEQRCGLBFkBEEQBEEYskSQEQRBEARhyBJBRhAEQRCEIUsEGUEQBEEQhiwRZARBEARBGLJEkBlE9uzZw89//nMuuugixo0bx7x583K2SSQSPPLII5x22mlMmjSJBQsWsGbNmpztGhsbufPOO5k+fTpTp07l5ptvpra2tsfHVhSFSy65hOrqat54440+Pa7+cKza6v333+fyyy9nypQpnHLKKfzgBz+goaGhz4+vLx2LtvrnP//JD37wA0455RRmzpzJjTfeyJYtW/rl+PrS66+/zi233MLcuXOZMmUKF110EStXrkRV1aztVqxYwbnnnsvEiRO58MILee+993L2FQwGue+++5gxYwZTp07lX/7lX2hqasrZ7ssvv+Syyy5j0qRJnHHGGTzzzDM5jzcYDXRbvfjii9xwww3MmTOHadOmcemll/J///d//XqMfeVYvK46NDQ0MHXqVKqrq/F6vX1+bIOBCDKDyDfffMMHH3zA8OHDGTVqVLfb/Pu//zsvvPACixcv5oknnqCsrIzFixezadOmzDayLHPjjTeyceNGfv3rX/PII4/Q0NDAtddeSzgc7na/L774Io2Njf1yXP3hWLTVX//6V26//XZmzJjBU089xcMPP8yECROIx+P9eqxHa6DbateuXSxatAiLxcLvfvc7HnzwQfx+P9dddx3Nzc39frxH4/nnn8dsNnPPPffwxz/+kblz53L//ffz5JNPZrb5+9//zv333895553Hs88+y5QpU7j99tv56quvsvZ155138vHHH/OLX/yC3/72t9TU1LB48WJSqVRmmz179rBo0SIKCgp4+umnufbaa3nsscd47rnnBuqQj9hAt9VTTz1FSUkJv/jFL3j88ceprq7mtttu45VXXhmoQz5iA91WXT388MNYLJb+PLxjTxUGDVmWMz/ffffd6gUXXJB1e0NDgzp27Fh1+fLlmesURVHnzZun3nzzzZnrXn31VbWqqkrdsmVL1n0nTJigLlu2LOdxW1tb1RkzZqgrV65Uq6qq1Ndff70Pj6p/DHRb+Xw+ddq0aepf/vKXfjia/jXQbfX000+rEydOVKPRaOa6vXv3qlVVVeorr7zSh0fW91pbW3Ou+9nPfqZOmzYt047nnHOO+pOf/CRrm8suu0y98cYbM79/+eWXalVVlfqPf/wjc93OnTvV6upq9e9//3vmuvvvv18944wz1Hg8nrnud7/7nXryySdnXTcYDXRbdfd4119/vTpv3ryjPpb+NtBt1eGTTz5RZ8yYoS5dulStqqrq9nkcD0SPzCCi1R78v2Pr1q3IssycOXMy12k0Gk477TQ++ugjEokEAJs3b6agoICTTjops11RURFjxozh3XffzdnvkiVLmDlzJjNnzuyjI+l/A91Wr7/+OoqisGDBgj4+kv430G2VTCYxGAwYjcbMdXa7va8Op195PJ6c68aOHUsoFCISiVBbW8vu3bs577zzsrY5//zzWbNmTaatPvzwQxwOR1abjhw5krFjx/Lhhx9mrvvwww8566yzMBgMWfsKBAKsW7eurw+vTw10W/X0eAc7rTJYDHRbQfrv8Ne//jV33HEHLper7w9qEBFBZgjpeDF3fdPr+D2RSFBXVwdAPB7P2aZju127dmVdt2HDBl599VX+9V//tZ+e9bHR1221fv16Kisr+d///V/OOOMMxo0bx0UXXcQHH3zQj0cxMPq6rS644AJkWeY//uM/8Pl8NDY28tBDD1FcXMxZZ53Vj0fSP9auXUtRURE2my1znJWVlVnbjBo1imQymRkvtGvXLiorK9FoNFnbjRw5MrOPSCTC/v37GTlyZM42Go0m5291KOivtjrY4x3YfkNFf7fV8uXLkSSJK664oh+PYnAQQWYIGT58OJAOH111nEP1+/0AjBgxgoaGhqwxL+FwmB07dtDW1pa5TlEUfvnLX3L99ddTVlbWv09+gPV1WzU3N1NTU8Ojjz7Kj370I5599llKS0u59dZb+eabb/r3YPpZX7fViBEjeP7551m5ciWzZs1i7ty5fPHFFyxbtmzI9Mx0+Oc//8lrr73GDTfcAHS2hcPhyNqu4/eO2wOBQLfH6nQ6M9sEg8Fu92UwGDCbzZnthor+bKvurF69mnXr1rFo0aI+ef4Dqb/bqrGxkSeffJL77rsPSZL65RgGExFkhpCqqipOPvlkfvvb37Ju3Tp8Ph9Lly7liy++AMik9Hnz5mG1Wrnvvvuora2loaGBn/3sZ0Qikawkv2LFClpaWrjpppuOyfH0p75uK1VViUQi/OpXv2L+/PnMmTOHRx99lKKiIp599tljcox9pa/bqqamhjvuuIM5c+awbNkynnrqKUpLS1m8eDEtLS3H5BiPRENDAz/+8Y+ZOXMm11xzzbF+OoPaQLfV1q1beeCBB7jkkks4++yz+/3x+tJAtNVvfvMb5syZw6mnntov+x9sRJAZYh5++GHcbjeXX345s2bN4i9/+Qu33norAAUFBQC4XC6WLFnC9u3bOfvsszn99NNpbm5m/vz5mW3C4TBLlizhlltuIZlMEggECIVCAMRisczPQ1lftRV0fjOaNWtW5jq9Xs8pp5zCjh07BvCo+kdfttXvf/978vPz+c1vfsPs2bM544wzeOqppwgEAixfvvyYHN/hCgQCLF68GJfLxeOPP54ZZ+R0OoHO3pSu23e93eFwdPs35Pf7M9t0fLM+cF+JRIJoNJrZbrAbiLbqqr6+nsWLFzNp0iR+9atf9emx9LeBaKt169bx5ptvcssttxAIBAgEAkSjUSD9vt/x8/FEd6yfgHB4ysvLefnll6mrqyMWi1FZWcmyZcsoKCigtLQ0s923vvUt3n//fXbv3o3BYKC8vJybbrqJKVOmAODz+Whra+OBBx7ggQceyHqMu+++m/z8fD7++OOBPLQ+11dtBTB69OgeH2ewT7/ujb5sqx07dmT9DmC1WqmoqGDv3r0DdERHLhaL8cMf/pBgMMhLL72U1ZXfMR5j165dWWMzdu3ahV6vp7y8PLPdmjVrUFU1p7eqqqoKAIvFQnFxcc7YhpqaGlRVHRJjPwaqrTp4vV4WLVpEXl4eTzzxBHq9vj8Pr08NVFvV1NSQTCa5+OKLc57D2Wefzfnnn8/vf//7fjnGY0X0yAxRZWVljB49mmQyycqVK1m4cGHONpIkMWrUKMrLy9m5cyeffPJJZruCggKWL1+e9W/JkiUA3HHHHTz++OMDejz96WjbCuCMM84AyFokLpFI8MUXXzB+/Pj+P4gB0hdtVVJSwpYtW7IW+wqFQuzZsycrFA1GqVSKO++8k127dvGf//mfFBUVZd1eXl7OiBEjchaNfO211zj11FMzg6Hnzp2L3+/Per3U1NSwefNm5s6dm7lu7ty5vPPOOySTyax9ORwOpk6d2h+H2GcGuq3C4TCLFy8mmUzyzDPPYLPZ+vHo+tZAttW3vvWtnPf2xYsXA/Dkk09y22239eehHhOiR2YQiUajmVkw9fX1hEKhzAt7xowZeDwe/vznP2Oz2SguLqa+vp5ly5ZhNBozL9QOjzzyCFOmTMFms7Ft2zb++Mc/Mn/+/Mw5U6PRmDPdumN2yujRo5k2bVp/H+5RGci2Ahg/fjznnnsu999/P21tbRQUFPDCCy/Q0tIy6AcbDnRbXX755dx2223cddddXHTRRSQSCZ577jkSiUS3wWgw+eUvf8l7773HPffcQygUylqMbNy4cRgMBu644w7uuusuKioqmDlzJq+99hobNmzgz3/+c2bbqVOnctppp3Hfffdx9913YzQa+f3vf091dTXnnHNOZrtFixaxevVqfvrTn3LFFVewfft2li5dyo9//ONuZ4gNJgPdVnfccQdbt27lwQcfZN++fezbty9z24E9gIPNQLZVQUFB1qleSP/dA0ybNq3bqeBDnUZVh8Ba2CeIurq6HqenLl++nJkzZ/Lcc8/xwgsv0NDQgMvl4pxzzuFHP/pRzrnkn/70p3z66af4/X7Kysq47LLLuOaaaw46gr3j8R999FG++93v9umx9bVj0VaRSIQlS5bw97//nVAoxPjx4/l//+//MX369H47zr5wLNrq9ddfZ+nSpdTU1KDX6xk3bhw/+tGPmDx5cr8dZ18488wzM2/6B3rnnXcys/tWrFjBs88+y759+6isrOQnP/lJpteuQzAY5KGHHuLtt98mlUpx2mmn8bOf/Szn2/iXX37Jww8/zJYtW/B4PFx11VUsXrw4Z4rtYDPQbVVdXd3jc9m2bVsfHFH/ORavq65WrVrFvffey5o1a0SQEQRBEARBGEzEGBlBEARBEIYsEWQEQRAEQRiyRJARBEEQBGHIEkFGEARBEIQhSwQZQRAEQRCGLBFkBEEQBEEYskSQEQRBEARhyBJBRhAEQRCEIUsEGUEQBEEQhiwRZARBOGKrV6/m+eef75d9NzY28vjjj7Nly5Z+2b8gCMcHEWQEQThir776KsuXL++XfTc1NfHEE0+IICMIwkGJ6teCIAwqqVQKRVGO9dPoMx3HM9irWQvCUCV6ZARB6FEoFOLBBx/kzDPPZMKECZx66qlcf/31bNq0iR/84Ae8//771NfXU11dTXV1NWeeeSYAiUSCRx99lEsuuYTp06czZcoUrrzySj799NOs/dfV1VFdXc3SpUt5/vnnOfvss5k4cSIvvPACCxYsAODee+/N7H/VqlWHfM61tbVUV1d3e8rryy+/pLq6mldffTVzXWNjI/feey+zZ89mwoQJXHDBBaxcuTLrfkd7PDt37uxVewuCcPhEj4wgCD164IEHePPNN7n66qsZNWoUbW1trF27lp07d3LzzTcTDAZpaGjg3nvvBcBqtQLpALRixQrmzZvHwoULCYfDrFy5khtvvJEVK1YwduzYrMdZtWoV8XicSy+9FIPBwHe+8x3C4TCPPfYYl112GdOnTwdg2rRph3zO5eXlTJs2jb/97W9cd911WbetXr0aq9XKWWedBUBLSwuXXnopGo2Gq666Co/Hw4cffsi//du/EQqFMvc/2uNxOp2H3faCIPSSKgiC0IPp06erv/zlL3u8/aabblLPOOOMnOtTqZQaj8ezrvP7/ers2bPVe++9N3NdbW2tWlVVpU6bNk1tbW3N2n7Dhg1qVVWV+vLLLx/2837xxRfVqqoqdceOHZnrEomEOnPmTPXuu+/OXHffffepc+bMUb1eb9b9f/zjH6vTp09Xo9Fonx2PIAj9Q5xaEgShRw6Hg/Xr19PY2HhY95MkKTMmRFEU2traSKVSTJgwgc2bN+dsf8455+DxePrkOQOcd955GI1GVq9enbnuo48+wufzceGFFwKgqipvvfUWZ555Jqqq4vV6M/9OO+00gsEgmzZtGhTHIwhCz8SpJUEQenTXXXdxzz338O1vf5vx48dz+umnM3/+fMrLyw9531deeYXnnnuOmpoakslk5vqysrKcbbu77mg4HA7OOOMMXn31Ve68804gfVqpqKiIWbNmAeD1egkEArz00ku89NJL3e7H6/Vmfj6WxyMIQs9EkBEEoUfnn38+J598Mm+//TYff/wxS5cu5dlnn+Xxxx/n9NNP7/F+f/3rX7nnnns4++yzWbRoEXl5eUiSxNNPP01tbW3O9iaTqc+f+/z583njjTf48ssvqaqq4t133+WKK65Aq013RHfMjLrwwgu5+OKLu91HdXX1oDkeQRC6J4KMIAgHVVhYyFVXXcVVV11Fa2srF198MU899RSnn346Go2m2/u8+eablJeX88QTT2Rt89hjj/X6cXvad29961vfwuPxsHr1aiZPnkw0GuWiiy7K3O7xeLBarSiKwuzZsw+6r744HkEQ+ocYIyMIQrdkWSYYDGZdl5eXR2FhIYlEAgCz2ZyzDaTHlEB6HEqH9evX89VXX/X68c1mMwCBQOBwnzoAOp2OCy64gNdff51Vq1ZRVVXFSSedlPUczz33XN588022b9+ec/+up5X64ngEQegfokdGEIRuhcNhTj/9dM4991xOOukkLBYLn3zyCV9//TX33HMPAOPHj+e1117joYceYuLEiVgsFs4880y+/e1v89Zbb3Hbbbfx7W9/m7q6Ol588UVGjx5NJBLp1eNXVFTgcDh48cUXsVqtWCwWJk2a1KvxOR3mz5/Pf/3Xf/HZZ59x11135dz+05/+lM8++4xLL72UhQsXMnr0aPx+P5s2bWLNmjV8/vnnAH1yPIIg9A8RZARB6JbJZOKKK67g448/5q233kJVVSoqKnjggQe48sorAbjyyivZsmULq1at4vnnn6e0tJQzzzyTSy65hJaWFl566SU++ugjRo8ezSOPPMIbb7yRCQeHotfrefjhh1myZAm/+MUvSKVSPPTQQ4cVZCZMmMCYMWPYuXNnZrZSV/n5+axYsYInn3ySt99+m//+7//G5XIxevTorODTF8cjCEL/0Khd+0oFQRCOM/Pnz8fpdPKnP/3pWD8VQRD6gRgjIwjCcevrr79my5YtzJ8//1g/FUEQ+onokREEYciIxWLdDi7uyul0snv3bjZt2sRzzz2Hz+fjnXfewWg0DtCzFARhIIkxMoIgDBmvvfZapq5TT5YvX87nn3/Ok08+SWVlJUuWLBEhRhCOY6JHRhCEIaOpqYkdO3YcdJvx48eLIo2CcAIRQUYQBEEQhCFLDPYVBEEQBGHIEkFGEARBEIQhSwQZQRAEQRCGLBFkBEEQBEEYskSQEQRBEARhyBJBRhAEQRCEIUsEGUEQBEEQhqz/HyGtIDBlHkzDAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(df[(df['start_year'] < 2006) & (df['state']!='AP') ], x='start_year', y='value', style='state', hue='state', markers=True, dashes=False)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df[df['state'].isin(['KA', 'WB', 'TN'])], x='start_year', y='value', style='state', hue='state', markers=True, dashes=False)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
statestart_yearend_yearvalue
0AP199319945786664.0
1AP199419956892337.0
2AP199519967985358.0
3AP199619979014743.0
4AP199719989578227.0
...............
221WB20182019110205400.0
222WB20192020117909700.0
223WB20202021115582100.0
224WB20212022136392600.0
225WB20222023155499200.0
\n", "

226 rows × 4 columns

\n", "
" ], "text/plain": [ " state start_year end_year value\n", "0 AP 1993 1994 5786664.0\n", "1 AP 1994 1995 6892337.0\n", "2 AP 1995 1996 7985358.0\n", "3 AP 1996 1997 9014743.0\n", "4 AP 1997 1998 9578227.0\n", ".. ... ... ... ...\n", "221 WB 2018 2019 110205400.0\n", "222 WB 2019 2020 117909700.0\n", "223 WB 2020 2021 115582100.0\n", "224 WB 2021 2022 136392600.0\n", "225 WB 2022 2023 155499200.0\n", "\n", "[226 rows x 4 columns]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate growth rate compared to previous year\n", "sns.lineplot(df[(df['state']!='AP') & (df['start_year'] > 2011)], x='start_year', y='value', style='state', hue='state', markers=True, dashes=False)\n", "\n", "df" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }