{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "# from google.cloud import bigquery\n", "import seaborn as sns\n", "# client = bigquery.Client.from_service_account_json(r'C:\\Users\\lmeji\\OneDrive\\Github\\Python\\BigQuery\\fleet-parser-330316-d0e1b6cf4fd1.json')\n", "\n", "log_weighins = pd.read_excel(r'C:\\Users\\lmeji\\OneDrive\\Documents\\Tableau\\Files for Tableau\\Luis - Log.xlsx',sheet_name='WeighIns')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "try:\n", " sns_df = sns.load_dataset('tips') #this is using a builtin dataset called \"tips\"BytesWarning\n", " sns.displot(sns_df[['total_bill']], kde=True, bins=30)\n", "except Exception as e:\n", " print(e)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='total_bill',y='tip',data=sns_df,kind='reg') #kind='hex','reg','scatter','kde'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(sns_df,hue='sex') # palette='pink'" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.rugplot(sns_df['total_bill'])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Categorical Plots" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='day',y='total_bill',data=sns_df,hue='smoker')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4\n", "5 25.29 4.71 Male No Sun Dinner 4\n", "6 8.77 2.00 Male No Sun Dinner 2\n", "7 26.88 3.12 Male No Sun Dinner 4\n", "8 15.04 1.96 Male No Sun Dinner 2\n", "9 14.78 3.23 Male No Sun Dinner 2\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(sns_df.head(10))\n", "sns.countplot(x='sex',data=sns_df,hue='smoker')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3339/3PVGEAT84he/wBVXXAGv14sZM2bggw8+wKFDh3D++ecjPz8fZ511Fg4fPszfc/jwYVx55ZWoqKhAQUEBFi9ejLfffnvA8bW3t+Pf/u3fMHLkSBQVFWHFihXYsWNH9l84TUjMEITOxF5QhsMqd7jCxAwTMYhYaHw+n1lDyprhKmbsyr/+9S/ccMMNuOOOO7B371784he/wLPPPovvf//7ca/73ve+hxtuuAHbt2/H9OnT8YUvfAFf+cpXcM8992DLli1QFAW33347f313dzcuu+wyrF+/Htu2bcMll1yC1atXo7a2NuVYrrnmGjQ1NeEf//gHtm7digULFuDCCy9Ea2urbt8fIDFD5EBvby/27t07LHzquTDcTPbDFS5mREfcXzu6mfx+f9L/CfP529/+hoKCAn675pprcP/99+O//uu/cOONN2LixIm46KKL8L3vfQ+/+MUv4t57880349prr8XUqVPxn//5nzh27Biuv/56rFq1CjNmzMAdd9yBd999l79+7ty5+MpXvoJZs2ZhypQp+N73vodJkybh1VdfTTq29957Dx999BFeeOEFLFq0CFOmTMFPfvITlJSU4MUXX9TzZ6GYGSJ7vvWtb2H37t346le/iuuuu87s4VgWipkZHnDREhExsHHMTKw1hsSMtbjgggvw5JNP8vv5+fmYM2cONm3aFGeJCYfD8Pl86O3thdfrBQDMmTOHP19RUQEAmD17dtxjPp8PnZ2dKCoqQnd3N/7nf/4Hr732Gurr6xEKhdDX15fSMrNjxw50d3ejrKws7vG+vr4495UemCpm/ud//gf3339/3GPTpk3D/v37Aajm2X//93/H888/D7/fj1WrVuHnP/853wmEuezevRuAqsZJzKSGLDPDA+ZOUqR4y4wdxUDsmMnNZC3y8/P7ZS51d3fj/vvvx5o1a/q93uPx8P+dTif/XxCElI8xa/s3v/lNvPXWW/jJT36CyZMnIy8vD5/97GdTHhPd3d2oqqqKs+4wSkpK0vuCWWK6ZeaMM86ICyhyOKJDuuuuu/Daa6/hhRdeQHFxMW6//XasWbMGmzZtMmOoBJEVsQKGJoahCxcAzDIjqim3gUAAsixDFO3j1Y+N8wkGgwiHwxmlEBPGsmDBAhw4cEDz9OxNmzbhpptuwtVXXw1AFSusPUuqcTQ0NMDhcGD8+PGajmUwTBczDocDlZWV/R7v6OjAr3/9a/zhD3/AihUrAADPPPMMZsyYgQ8//BBLly41eqgEkRVkmRkeMDGjCPGWGfZcXl6eKePKhkRrkt/v564Kwnrcd999uOKKKzB27Fh89rOfhSiK2LFjB3bv3o0HHngg6+1OmTIFL730ElavXg1BEHDvvfcOGCO5cuVKLFu2DFdddRV+9KMfYerUqairq8Nrr72Gq6++GosWLcp6LINh+lLh4MGDqK6uxsSJE3H99ddzX9zWrVsRDAaxcuVK/trp06dj7Nix+OCDD1Juz+/3o7OzM+5GEGYSa40hMTN04fs5YpHhf2G//Z6YgWVHV1k2hBUgJOt/C2vcj3LVqlX429/+hjfffBOLFy/G0qVL8cgjj2DcuHE5bffhhx9GaWkpzjrrLKxevRqrVq3CggULUr5eEAT8/e9/x3nnnYebb74ZU6dOxXXXXYfjx4/rHh5iqmVmyZIlePbZZzFt2jTU19fj/vvvx7nnnovdu3ejoaEBLpern5+toqICDQ0NKbf54IMP9ovDIQgzITfT8CAqZiJrREGEAgECFNvt90TxYsf08kwQBAHlI4px20bjPrN8RDGPUUmXZ599NuVzq1atwqpVq1I+n1igb/z48f0eO//88+MeGz9+PN55552416xbty7ufqLbqbCwEI899hgee+yxlGPRA1PFzKWXXsr/nzNnDpYsWYJx48bhT3/6U9Ym2XvuuQd33303v9/Z2Ymampqcx0oQ2UKWmeEB27eKEBNbIkqAHLKdmEkUL3bMyMoESZLwxxdeyrgib11dHbq7uyE7vRCCvRCgCgCXyzXoewVBoDgkDTE9ZiaWkpISTJ06FYcOHcJFF12EQCCA9vb2OOtMY2Nj0hgbhtvthtvtNmC02SPLMvbt24fRo0frHuGtF5RinD5UgGx4wIWqEOO9j/xvt/NlOLqZshEWoihCkiQIDicExQFBUSCKYlwiC2EMpsfMxNLd3Y3Dhw+jqqoKCxcuhNPpxPr16/nzBw4cQG1tLZYtW2biKHPnjTfewLp16/C1r33N7KFkTayFIZv+IsMFWZbjJrLhMCkMV3gT0ZhYGWWIiJmh7mbKFh4MKwgA4tOaCWMxVT5+85vfxOrVqzFu3DjU1dXhO9/5DiRJwuc//3kUFxfj1ltvxd13340RI0agqKgIX//617Fs2TLbZzLt2bMHAFBfX2/ySLInVsxk6vcdTiRaYsgyM3RhgkVJYpmxW7f04eZmypaocBFUQaOQmDELU8XMyZMn8fnPfx4tLS0YOXIkzjnnHHz44Ye8A+gjjzwCURSxdu3auKJ5hPnETsp2u1AbSbIUV2JoEjexMSJC327nSKJ4GYpiRguLMllmckcry76pYub5558f8HmPx4MnnngCTzzxhEEjMh67FdNiUIZOepCYGT5wwRJnqbTnBJcoXoaSm4lVvO3t7c259g/brwoEbqEmt3tm9Pb2AoivRJwNFKVkArEHeygUSivy3WpQUGt6kJtp+DCQZcZuYmYou5kkSUJJSQmampoAAF6vN2tXeSgUgqIokMNBICxDkGX4fD7LJ6FYAUVR0Nvbi6amJpSUlOSc2UVixmSCwaAtxQz1bkkPsswMH/giJW5etKeYYeKl2CWjIyAOKcsMAJ4RywRNtjQ2NkJRFCiuLgjhABAOoqenB62trVoMc1hQUlIyYIZyupCYMRm7ZTkwYidlmqBTM9yKjxFAvGXGvFHkQqKYGUqWGUBNWqiqqsKoUaOyrv0UCATwne98BwDQM2M1XI174Gw9gtWrV+Oaa67RcrhDFqfTqVmtHRIzJhC7SiMxM7RJ/G3IijW8UGDPOAomuotc6rVqqIkZhiRJWU+mgUCAW3a6asJwtffA3dSEzs7OuE7VhDHYL/J0CDAUgmdjx+33+213sTYKqtdBAPYrXxC1zKjnNR23/WG/iSKIaguLSGNR+q3MgcSMCQyF8vaxJ2xiYTgiCsXMDG8E2FPkDxfLTC7wc1mM75JOYsYcSMyYwFDIBKJYkPTgqzfRGXefGMooSf+1C6FQiC+yiknMpCR6bsd3SacFizmQmDGBoeBmoliQ9OAXPKcn7j4x9OCupCQCxk5upljhUuRUxQwdt/2JdklXRQyzzNC10BxIzJjAULDMUCxIenAx4yAxM9SJFr+MVTNKwnPWhx2joqAg30kxM6lgCzpFiOTRkGXGVOxzhg0hhkImELmZ0oOtcskyM/RJan2JBMbbyTLDjlG3qMAtkphJRaJlBmSZMRUSMyYwFC0zdhVlesN+FzlimQmHwxQsPUTh1helv2XGlmJGUm+xjxFRuGWGBwCTZcZMSMyYwFC0zNj1e+hN1M0U7QFDwZRDk6hg6R8AbCc3EzuXXZICl6TEPUZEiVpmIvtWkOIfJwzFPmfYECL2wmDXFc9Q7t2iJfx3cbigRCY7+q2GJsktM3L8czYg1s3kiriZ6JjtD0/kEOItM3Ytt2F37HOGDSGGQl8jymZKj2j6pgOg9OwhDRMsQhLLjJ3cTOzcdkoK3BHLTCAQoMKYCbBrXmJqNl0LzYHEjAnETmZ2XfFQNlN6cDEjOamo1hAnuWCxbzaTWwSckWHLskwWhwSilpl4NxP9TuZgnzNsiBAMBhEOh/l9u/qiE1cfdv0eesOFi+gAJBIzQ5nkbqaE52wAO7ddMZYZgM7xRPrVmYmIGrLMmIN9zrAhwlCxaLBxO0UKEBwInpotOngVYLta44iBSRYALNgwNZu7mUQFkhB1m9EkHQ93MwnkZrICJGYMJnEis6uYYSdsvoPEzEDw/S06uJuJxMxwwn5xJtwyIwKCEHU10SQdDy+xkJDNJMtynPWdMAYSMwYzVCwzXMxEyp2Tnzg53DIjObmbicTM0CTazqC/gLGTZYad28zqyv6SmImHXfOYZYYHAgNUS8oESMwYzFBJaWYXNq+DLnQDEXUzOcnNNMQZSLDYUcw4IrODiywzSelXAVgQ+z9HGAaJGYMZapaZPHIzpURRlOj+lRyARGKGsD7M4uCIWGQksswkpX82k9j/OcIwSMwYTOJEZteJjVtmItkOdPL2JzZzTYmJmbGrgCUGZqjUYWHnMouVYX/JdRJPopsJgsAzmuh6aDwOswcw3BgqAcDsZGWWGTp5+xO3b0UnBQAPcQYSM3YSOtwyI6hjZhYaOsfj4b9HTKwMBAlQ7FeTR1EUHDhwAK2trZg8eTJGjRpl9pAyhsSMwcRWhBXkkO3FjIcsMynh8TKCqGY8SFQBeFgQFx+j/m9LMROxyDiE+McJFe52i3EvKaIEQQ7aziW3a9cufOMb3wAAlJaW4sUXX4QkSYO8y1qQm8lguJhxqo0H7bhKVxSFm5xZUS0yQfcnWjBPFTHkZhrayLIc+S8qZlg/LjuJGXYuM4sM+0vneDz92hkAtm02WVtby/9va2tDd3e3iaPJDhIzBsNX6zYWM+FwmF+c3WSZSUk0LTtiACU305CGC5YkmUtRoWN92LksRb6GRJaZpPTLZor5326/VaJ46erqMmkk2UNixmDYqlx25PH7dlq1AYgrCOWKnMe0autPbPVfIFJrBiRmhio82DvGMsNcEHYqosbGKkViZthfOsfjibqZomJGsWkV4M7Ozrj7JGaIQUm0zMiybLsDP07MREzQdrpYG0W0+q8z8pcsM0MZfg7ExFAwK42dzo+omwlxf+30HYwg6maKCT2NiBm7lapIFDOJ9+0AiRmDiYoZT7/H7ELsRc1JYiYl0Y7ZZJkZDkTFTKxlxr5iJtHNRJaZeLhgEWMtM47452xCR0fHgPftAIkZg4lOcE5en8BuAaGxF2ZataUm0TJDAcBDm+SWGfV/OwmBVG4mOsfjYYIlmWXGbud4W1sbgOjitL293cTRZAeJGYOJneAUm/bqib2osQudnQIcjSLRMsNEjd0udER69CuiFvO/ncQMWWbSI5qtGBUzdrXMMPEyOl+9tre2tpo4muwgMWMwsXVmYNMDnwUsi4ICUYh/jIjSPwDYnuKVSI9oefv+AcB2EgJsscLObYkqACcl7lrOsKn1taWlBQAwrkDdxyRmiEGJVfN2rQjLrDACohU1SMz0J7HOTKx4JUvW0CNlRVjYK7uFiRlWX0Yk62s/QqFQ1BInxVpm7BcX19vby8c7rlAVM0zc2AkSMwYTV3vEpiqeCRcB0UUoXej6k1hnhl3oAPvtc2Jwkqfq2q9XTz/LDLmZ+hEnVmLOazs2k21ubgYAeCQZVV5135OYIQYlGgHv4NktdpvYuGVGIMvMQETjo1jMjAQl8TliyMBX6kmKqNnRMsNEDBM1FAAcJb5VSYx4jVzTe3t7TRlXNjAxM8ItY4RbvbafPn3azCFlBYkZg4n6WZ22tcwwYt1MZJnpT9y+BlT1Z/N9TqQmqWXGxm4mFtzvoGymfvT09AAAFMkV9zg719nzdqCxsRFARMx41Ot4T0+P7VoakJgxmNgMF7um6nI3k5C0cjsRge9XqX+2g932OTE40VTd/pYZOwX5M3eSSJaZlPCJPlHMONT7dhQzZR4ZbgkocMpxj9sFEjMGE5fOZ9NsJgbpmIFJmu1gQ586MTiKosT06umf3WInywyvAEwxMylhYoa5lTiR+3ayajDRUh6xypRFXE0NDQ2mjSkbSMwYSCgU4hcExcbZTMniYyhmpj/R1OzoBY8sM0OTUCjEXa2KzSvC8jozkWwmibpm94P1LmKWGIYiueOetwN1dXUAgJF5quVtVORvfX29aWPKBsfgLyG0Iu6CNgQsM2pLPRIxqeAiVbJ/HQpiYPqd2/x/+7mZEgOAHWSZ6QcXM6IbCLOUfAcUh/3EDLPAjMyT4/7aTcxYyjLzwx/+EIIg4M477+SP+Xw+rFu3DmVlZSgoKMDatWtt58tjcLcDAAgiT9m128RGlpn0SOZmsus+JwaGx8tAiGtnYGvLDHXNTglrxKg4XCj85Hco/OR3gBziYqazs9MW10S/34+mpiYAQEXEIsP+njp1yrRxZYNlxMzHH3+MX/ziF5gzZ07c43fddRf++te/4oUXXsDGjRtRV1eHNWvWmDTK3IiLlxkCmS2x2UxEf+L2azgIKAp3Odl1nxPJiZ7bUnxUvA1dySzF3JnQNdtOtXL0hjVi7JfN5FAbCMuybIu4mfr6eiiKAo8ko9Cpii8mZk6ePGnm0DLGEmKmu7sb119/PZ5++mmUlpbyxzs6OvDrX/8aDz/8MFasWIGFCxfimWeewfvvv48PP/zQxBFnR+JKfSjFT9hhFWI0bL/m7/sbX7nZcXIjBqdfGn4EO1pmmGiREsQMWWaisMaMijMv/glR4kHBdmjWeOLECQBApVfmGrzCG3Uz2WmfW0LMrFu3DpdffjlWrlwZ9/jWrVsRDAbjHp8+fTrGjh2LDz74IOm2/H4/Ojs7425WIbExmV3FTGxqNpEcWZaT7le7Bn0TAxNNw5fiHrfbOS7LcrSdQUKdGbLMRGFCRXF6+j2nOFSBwwSPlWFihlX+BYBStwyXqCAcDtsqbsZ0MfP888/jk08+wYMPPtjvuYaGBrhcLpSUlMQ9XlFRkTJt7MEHH0RxcTG/1dTU6DHsrOB+dd5F2X6rNiDBCkONJpOScvKimJkhSSrLjN1cybGCxRnJYmJ/7ZRerjesESNzK8UiRwSOHZo11tbWAogXM6IQvc+etwOmipkTJ07gjjvuwP/93//B4+l/UGTDPffcg46ODn5jytMK9LPM2HRii+vNlPAYoZJqn9ptpU6kB9+fgqTGR7EYKZud47GChcXMsL8kZqKwFgCyy9vvOcWpPmaH/kbHjx8HAFTnxxdErIrcZ8/bAVPFzNatW9HU1IQFCxbA4XDA4XBg48aNeOyxx+BwOFBRUYFAINDP99jY2IjKysqk23S73SgqKoq7WYVo3ZF4y4ydXQ4kZpLDV+pCvNsBNuyqSwxO1DIjxWW32M0ywwSLAIWnZpNlJp7YLtPMpRQLEzNM8FgVRVG45aXaGy9mRnvtJ2ZMrTNz4YUXYteuXXGP3XzzzZg+fTr+8z//EzU1NXA6nVi/fj3Wrl0LADhw4ABqa2uxbNkyM4acE1HLjDqh2XWVzoqDiTHtDEjMxBMb7C3ElIG320qdSI+kNYVgvxgpdly6YpKyXBE9bjd3uF6wJoyK6OQVf2ORXflxr7Mqp0+fRk9PD0RBQWWCmGGWmmPHjpkwsuwwVcwUFhZi1qxZcY/l5+ejrKyMP37rrbfi7rvvxogRI1BUVISvf/3rWLZsGZYuXWrGkHOiX+8Wm4qZWOHC+rZQo8l44ia3cHQSUMgyMyRJ2roC4AsXu5zj7BrlFqPnuFtS/7fLd9AbVpdFducnfV6xiZhhQqUiL8wz1hij89UspuPHj0OWZYii6eG1g2L5CsCPPPIIRFHE2rVr4ff7sWrVKvz85z83e1hZEZ3g7G2ZYdkOokBuplQka2UAYEi4Fon+pEzNtpkljh2XLil6PrtEEjOxMDHDREsi7HH2Oqty9OhRAMCY/P4NRCvyZDgEBT6fD42NjaiqqjJ6eBljOTHz7rvvxt33eDx44okn8MQTT5gzIA3pN8FJ0VWbXdQvELXCSIICMZK2SR1140kM9mYokr1W6kR6pNrfsRmLdjjH2TXKEyNm2P8kwFVYJq3sKkj6vOxWH29qakI4HIaUkK5vFZhlZnQSMSOJqqupttuBo0eP2kLMWPvMGmKkKpoX+5wdiI2ZITdTcrhwlZJPbjQxDC36BfdHiLXU2OEcZ9/DLSV3M9F5HhUzirsw6fOK0wtFEBEOhy3tamKWmZqC5AtRZrFhr7M6JGYMpLe3V/2HBY2JDt6m0Q4XOkasm4llPJBlJp6Uk1tk3/NjgRgScHEqJmavSbY6x9n3yIsRM3kO9X9FUWzxHfSGFZJjFph+CAKUiNXGqkXnZFnmlpkx+cmr/LK4mSNHjhg1rJwgMWMg/Sa4mP5MdprcYsWMSGImKYnxUQzqzTQ0SVk0z2Y92Fg/ISZgAMAlgruTe3p6TBmXlWANGGV36rIfsqcw7rVWo76+Hj6fD05Rwai85Na2MQVkmSFSEHU9RC947H87uR1iu+pKFDOTFCZO+01uUlS8UtD00CFVajZgrww2Jla8MWJGEKKWmuEuZnp7e3mbggHFTOQ5q4oZZm2p9oZ5D65EavKjVYDt0KOJxIyB9HMzAbYsosYObIeg3mIfI1SibofkMRSyLFMRsiFESssMYKsWFswyEytmACA/cr+rq8vwMVkJbpVxeACHK+XrZI8qZqzaeZpnMqWIlwGAMo8MjyQjFApZ9nvEQmLGQKKr9egEZ8cYCmaFkUQFkkhN6JKRKmYmduVuJwFLDEzKgG/Yq3AeEyv5zngx43WSmAGivYqYWEmF7CkGAEu104klmpadehEqCPYKAiYxYyBczEhRRc/+t5OYYcIl1jIT222XiN3XiTEUIp/c7LTPiYGJpmYnScO10YKlo6MDAFDgjI+jYPc7OzsNH5OViIqZkgFfx8TMqVOnLGm1jgb/DnzNZmnbdggCJjFjIMncTGyys5MvmosZUYEjplKoFU9as0jqUozAXBF2mNyI9EgZIwV7BX0zsVKQYJlh95nYGa5ExUzxgK9TXAVQBAnBYJCncluFUCjELUbJaszEMrrAPm0NSMwYCBMssZYZ2FrMRDvqAtSILpaUlhnAVit1Ij1SZa8B9gryZ019ixIsM+x+YtPf4QZrvCjnDSxmIAhc8FitWSOzFnkkBWWegesGjbFRjyYSMwYRCAS4CIjPZlKFjZ3EDBMtLjHaWReguJlYBhIzdoyTIlKjKMqAlhk7lV9obW0FABS5EsSMS7XMsEye4UisRUPOKx309XJeCQDrCQE2nur8EG8mmgpWa+bUqVOWX6ySmDGIOLFiczcTO6gdohok5oy4mqx+sBsJ35/J3A423OdEagKBAI8XS+pmsol49fv9/JgsdsW7mYpdZJmpq6tDMBiEIkq8KN5AWFXMMEvRaO/gMY4lLgVehwxZli2f0URixiCiLiYnIMT87Da2zDARQ2KmP0ldihHsaI0jUhPnPkrSh8cuYoZZZRyC0i81uyQiZpqbmw0fl1VgGT2ypxSDmjQQtd5YLROIiZmqQeJlAPVrVnmj9WasDIkZg2D1GxInN3afPW8Hom4m9T6Lm/H7/SaNyHpQzMzwgQtX0RG/UGGI9rDEMaFS6laFiz+s3hQl+thwFjMso0f2Du5iAoBwRMwcP37cUskRTJRUp2GZiX2d1WJ/EiExYxApxYzDfmKGiRZmkXGRZSYOv98fjY8SU1tm7LTPidQMZIUDoue41cUra4pY6pYRkIHbNpbhto1lCMhRMdPe3j5sz3NmYQmnES8DqI0oFdGBYDBomUrAiqLwuJ+qNMVMZeR1Vq2ZwyAxYxCpLTPuuOftABMzrkiJc/aXLDMqfF8Dycvbk5tpSBHnQk6CXcQrEzMj3P0zXAqcCl+8WLkTtJ5ELTMj0nuDIHBXk1XqtDQ3N8Pn80EUFIxM0ZMpkUqv+jqKmSEAxFzIHMndTHaqrMnFTOTocZGbKQ4uUiRXUt+6XSY3Ij34fkxlmbFJwDerh1KeZJITBKA8ksbb2Nho6LisQF9fX7SVQZqWGQAIR1xShw8f1mVcmcIEyUiPDEfM7K8o8W7FWKpiLDNW7idHYsYgmFhhlhiGnd1MbrLMJCVqhUu+UocN9zmRmlRWV45NxCsXM57k7gf2uNWKwBnBsWPHoCgKZIcHijMv7ffJeaoVxyqWGSbIKhJcTIluxVhG5qmv7enpsXQFaBIzBpHyghfTzsBKQWIDwSqZslgZd+SvHSqcGkEq4cogy8zQgp/bKRoPKg71OLC69bW+vh5A1AKTCHu8rq7OsDFZBWZZSdvFFIG93iqWGSZmRuWl33rGLQGl7nDc+60IiRmD4BNcPzdTdMKzy+TGxUyCZYbEjMpQmdyI9IguVFKJ12hcnCynF6dgNLIsc5FSkWKiY6t5EjPpw4KFGxsbLXG+M8E6Ks14GcaoiJBl77ciJGYMIuVqXRR5oS27iRl3pKQG+0tiRoUsM8ML1q+IidREmKiVZdmycTOnT59GIBCAJCgpLTNM5Fg9EFQPmJsonJeZmIHDDdmVH7cNM2FCdGQKV2IqmKvJykKWxIxBRCc4JxAOqrdIMBW72FlBuacDFzPMzUSWmTiiVrhUkxtZZoYSLI5AcXiSv0B08E7pVo05YGm35R4ZUopZITarxcqBoFqjKAoOHToEIHPLDBCNm7GCq4nFO6WbycRgr7dyvBSJGYPgFzzJhcJPfofCT34HyKHIY/aa3Pq5mShmJg6+H1OJmcj+9vv9FDQ9BIiKmeT7O/Y5q3adZoXUBuqiXJEXhiiofaiGU/G8pqYm9PT0QIlpHpkJLKPJbMtMb28vP1ZTWd9SwV5PYoYYMI7Cbit1Jlo8ETHjIctMHLHCNSmSEwqEuNcS9oX1K1KcKSwziFptrCpmWHXX6gHEjEMEKiIrdKtXg9USHi/jKQHE/u0qBsMqQcBNTU0AgDxJ7teuYjDKIm4ptg0rQmLGIPiklaxXT0Tg2GViY71omHuJ/Y3rUTOMGXSlLgi2E7BEalgnacWROmWXpfNatVEja4Y42jtwRmV1pIuy1foN6QnvyZRBfZlYmJvp6NGjpgaAMyFSlqFVBgDKIoUUm5qaLOtiJDFjAOFweMCMBzu5mRRFiQkAJjGTjEFjKGB9twORHrIsZ2SZYc0crYSiKNxqUFMwcGBoTcRyY7bLxEgy7cmUiOwpgiJI8Pl8prppmJgZkYWY4f26/H7LLrpJzBhAbNZK0i7KkYnNqgdJLIFAgK8uPJTNlJTBsltinyMxY286OzsRDqsT/EDiVY5YZpgVx0qcPn0a3d3dkARl0E7KTOyY7TIxkqwzmRiCCDlPjbUx83djbSjKkrSrGAyXBBQ65bjtWA0SMwbAs1tEByAm+clt5HKItb64ErKZrN5IzyiiYmbwlbodBCyRmpaWFgCA7PAMGE+hOL1xr7cSLFOnyhuGc5AZYWxB1M1klyKfuRAMBnlwdLZuptj3MneeGcQ2Es0G1rOLxMwwZjC3g50sM0zMOEWFp3BSAHCUcDgcFa/OgSwz6rFg1RgKIj2YOBmsxL3iUp+3YhbQgQMHAADjCgcXJyPzZORJMoLBoKkTs1GcPHkS4XAYiuiEEqkXkw1WEDPs2MtWzLD3WfEYBkjMGMKgdUck+4kZJmAAipmJpauriwfIKRLFzAx12IVdcXkHfB2zzFhxIvj0008BABMKBy+kJgrA+Mjr2PuGMkx8yHklSZvGpks4rwSAuYHTJGaInBm8Qqh9xExi8C9AlplY+L6WXMldihFYsCiJGXvDgirlQVbtsqsAgGqit1JLA0VRsH//fgDAhKL03EbjI69j7xvKMDHDxEi2yB71/SdOnDDNPUdihsiZaN0R+1eETWaZ8ZBlhsMzWwaIl4l9ntxM9oaJGcU5sJhRnF4oAEKhkKWCgBsbG9HW1gZJUDCuIL1JdlJEzOzbt0/PoVmCaLxMSU7bUdwFUEQJwWDQlIymQCDA56GSLMVMCYkZYrC6I7HBoFZatSUjscZM7P99fX2WrUFgFCRmhhcsGHIwywxEkbuarFR4bO/evQCAsQVhuNKsBzc5ImYOHz485BcwrDggs6xkjSDy6sFmxM2w2C6HoKAgw4J5jFKXHLctq0FixgC4mElRh4KJHCs3omOwjKVklpnYGjTDFSZO5AFqjgDWL6JGpAfrIqy4Cwd9reJWXU1WKgm/Z88eAFFrSzqM8MgodYchyzIPHh6KhMNh3rMqmzYGibBtsG0aCRMgJW4569AfZpkhMTOMicZRpMhuESXeiM7qMRRRN1P0sdgV3VBfqQ1GOgXUgHjLzHC3ZtkVWZbR2Nio/h8RKgO+3qUKHiuJmd27dwMAphQHM3rflOJQ3PuHIk1NTQgGg1AEiQvRXIiNmzEa5hoqcWVv+WcxM21tbZZMyycxYwBczNi4dwsjmZtJFKLWmeFeayad0vZA9FgIhUJxRRUJ+9DS0qJOdhAGjZkBooKnrq5O76GlRW9vLw4ePAgAmFqS2eQ0NSJmdu3apfm4rAKPl/EUAULuUyWzzLDtGgmrPJ1t8C8AFDgVSIIStz0r4Uj3hTt37kx7o3PmzMlqMEOVtCvCBrptI2Y8CX5Xt6TAFxbIMsMtMwOLGYgOKJITQjiI9vZ2FBYO7qYgrMWpU6cARNxHA2SuMWRPEQDriJm9e/dClmWMcIcz7tcztUS15OzevRvhcBiSlHkDRqujpYspdjtmWGZyLZgHqIvWEpeMFr+E5uZmjBo1SqvhaULaYmbevHkQBCGlSZw9JwgCL+9NqKRVEdYmqbrM8pInxR8HHklBB8jNFLXMDOxmUl+TByEcRFtbG2pqavQeGqExTMzI7qK0Xs/iatj7zGbHjh0AgOkZWmUAtUdTnqTG+B0+fBhTp07Venimc/LkSQBREZorbDsdHR3o7OxEUZE2202HXNOyGSXuqJixGmmLmeHUJVVLFEVJK8PFLtktyQKAASDPQW4mIEbMDGaZQUTA+jstlapLpE+mkx17XVNTEwKBAFyu/n3ajGT79u0AgOmlmcXLAIAkqq6pHS0ubN++fUiKGW6ZSVOsDorkhOz0Qgz24uTJk5g5c6Y2200DrcTMCLeMw7BmS4O0xcy4ceP0HMeQpaenhwdLKU4PkMKyxcSM1Se2gdxMsc8PV6JiZnDLjOzIgwTr73MiOZm6IRRHHhTRCVkO4tSpU5gwYYKewxsQv9/Pi97NKMlczADA9JIgdrS4sGPHDlx77bVaDs8SMLGqaGSZAVRBa4aYYeJjRI5ixsqF89IWM6+++mraG/3MZz6T1WCGInxyE52A6ADCyS8cbCVvFzdTomWGAoDVpnSs8KGclmXGup2UicHJOKZCECDnFUPqacaJEydMFTO7du1CMBhEqTuMUXnZTXAzIhad7du3D7m4Gb/fH63urFHMDBCx8nQ1GOpqVBRFk5gZQE3LB6xVK4mRtpi56qqr0nodxczEk+5KXY5YZqwYJR4Ls7zkJVhm8kjMRPe1IACp0vBjYMeE1fc50Z9QKBSNmclgspM9qphhxdjMYtu2bQCAmaXBrOuOjCsIw+tQ42YOHjyI6dOnazhCc6mvr4eiKGqDyTTi39KFWXmY1ccIOjo64Pf7AWjjZgKsKWbSzjeTZTmtWyZC5sknn8ScOXNQVFSEoqIiLFu2DP/4xz/48z6fD+vWrUNZWRkKCgqwdu1aXtfBLqQbQ2GXVfpgMTPD2c0Ul5adxgxhl31O9OfUqVMIhUJQREdG3ZRZrRGzxcwnn3wCAJhZmn29EEkEpkWCh9n2hgpx8VA5NJhMRDZBzDDhUeyS067ynIoyC1tmTK0zM2bMGPzwhz/E1q1bsWXLFqxYsQJXXnklr0p511134a9//SteeOEFbNy4EXV1dVizZo2ZQ84YVi1RdqbXVdfqq3RyM6Umk+BfIFqLhsSM/WAJEZl2Uw57S+PebwZdXV28cu/MLIJ/Yzkj8v4hLWY0RHYX8+0bVSyTGQDKcrTKAFExc/r0acsVzkvbzfTYY4/hy1/+MjweDx577LEBX/uNb3wjrW2uXr067v73v/99PPnkk/jwww8xZswY/PrXv8Yf/vAHrFixAgDwzDPPYMaMGfjwww+xdOnSpNv0+/3cpAaY34maiZN0LTPt7e0IhUJwONLeNYbCU7MT3UyR+1Zvx6AnmQT/qq8jMWNXomKmNKP3MctMbW2taef5jh07IMsyKr2Z15dJ5IwRqpjZtWsX/H4/3O7B3at2INO0+3SRPWp6fk9PDzo6OlBSUqLp9pPBKk6X5+Ue/lHikiEJCsKyjJaWFlRUVOS8Ta1I+0x65JFHcP3118Pj8eCRRx5J+TpBENIWM7GEw2G88MIL6OnpwbJly7B161YEg0GsXLmSv2b69OkYO3YsPvjgg5Ri5sEHH8T999+f8efrBbPMDC5mPFAgQJZltLe3o7y83IjhZQxZZlLDhesg1X8ZLEjY6tY4oj9HjhwBAIQzFDOKuxCK6EAwGMTJkycxfvx4HUY3MFu3bgUQtarkQrU3jBKXjHa/H3v27MGCBQty3qYV0LpgHkd0QHblQwz04OTJk8aKmRyFK6AWzivzyGjqk1BfX28pMZO2m+no0aMoKyvj/6e6sZM8XXbt2oWCggK43W589atfxcsvv4yZM2eioaEBLper386uqKgYsLfJPffcg46ODn4zo9piLCyFbdCuuoLIBY8V094ANeiRWb1SWWaGs5hhFpZ0MpmAqMD1+XzDOtbIjhw6dAgAIHvLMnujIEDOGxG3DaNhYiZXFxOgetiYdYZtdyigl5tJ3aaxlYBZM9RRGlhmAGCUJxy3XauQc8yMoig5+f6mTZuG7du3Y/Pmzfja176GG2+8kbelzwa3280DitnNTFhKnDJIzAwAKC5v3HusRqxQoaJ5/ck0ZgaiA4ooxb2XsD49PT38Qh72jsj4/ew9hw8f1nRc6dDU1ITa2loIUDQRMwBwRmkAwNARM729vdFFqNaWGUQFklFihrXP0MIyAwAjI6n8VmnLwchazPz617/GrFmz4PF44PF4MGvWLPzqV7/KeDsulwuTJ0/GwoUL8eCDD2Lu3Ln46U9/isrKSgQCgX4VcRsbG1FZWZntsA2H1ypwpdNVV32NVcUMi4dxigocCUcOEzfDuWlixmJGECgI2Iaw5oyyKx8YoN9aKuSImGHbMRImOCYWhZDv1CYAlVlmDhw4YHqMohZwF5PDk9X+HQwjLTOyLHPRUaGRZabCq27HKm05GFmJmfvuuw933HEHVq9ejRdeeAEvvPACVq9ejbvuugv33XdfTgOSZRl+vx8LFy6E0+nE+vXr+XMHDhxAbW0tli1bltNnGEV3dze3VKSTvsleY9X0cyZmvI7+F0GyzMTGzKRfl0KhuBnb8emnnwIAwpm6mCKE88v5dozKaGFoGS/DKHUrGJ0fgqIovH6NndEtXiaCkd2zm5ubEQgEIAmKZpYZJoqMTC9Ph6xC6Z988kk8/fTT+PznP88f+8xnPoM5c+bg61//Or773e+mtZ177rkHl156KcaOHYuuri784Q9/wLvvvos33ngDxcXFuPXWW3H33XdjxIgRKCoqwte//nUsW7YsZfCv1WCiRHa4AWnwn1q2iZhJjJcBogKHspkysMwgmvlkdcuM3+/H008/jZaWFpx55pm49NJLzR6SaTAxI+dnF6Qv55VCEUR0dnaioaEBVVVVWg4vJYqiRMXMCO3EDKCKo1M9DmzZsgXLly/XdNtGw2oAyXl6iZkSAKoY0DujjQmzkXkyJI0KsVR6VVHE0ssFDevw5EJWv2IwGMSiRYv6Pb5w4cKMcs+bmppwww03oL6+HsXFxZgzZw7eeOMNXHTRRQDUDCpRFLF27Vr4/X6sWrUKP//5z7MZsikwv7riKkzr9ayrrtUCqxhRy0x/hc8e6+7uttQBbhShUIib2DMRM7IjmpJvZT766CO8+OKLAIB//vOfuOiiiyxbPkBv9u3bByBqYckYUYKcVwqptwX79+83TMwcPXoUbW1tcIkKJhdrWyPkjBFBvHkyb0jEzXAx48ksUy1dFFc+FNGBcFitIq1n30NmPanyaleVf1ReGAIU9Pb2orW1lScGmU1WWu1LX/oSnnzyyX6P//KXv8T111+f9nZ+/etf49ixY7wPxttvv82FDAB4PB488cQTaG1tRU9PD1566SVbxcswUSK7B4+XiX2dVcUMi4dJ5mZij8myPCwzczo7O9VgeABKBn52u7iZWIkBQC2jYPUeYnrR2dnJYwXC+SOz3k64QH0vE0ZGwITG1JIgnBqXS51eEoIoKKirq7Ps9Std4goi6oEg8G3rXTyRubIqNRQzTjEaBGyEqyxd0l5a3X333fx/QRDwq1/9Cm+++SZ3+WzevBm1tbW44YYbtB+lTYkWXkrPMsMKNHV2dqK7uxsFBemJIKMYSMy4RKjFlBQB3d3d8HoHz94aSjDLiuLwAEL6MwVzM1ldHCSKLSutyIyEiQ/ZXZRTcKgqhPbnlLmZKUzMzNLYxQSorudJRSEc7HDik08+weWXX675ZxiB3++PXrczrCGUCXJeKaSeZhw9ehTnn3++bp9z7NgxAGo9IC2p9obR1Cfh+PHjmD9/vqbbzpa0r7rbtm3jt127dmHhwoUYOXIkDh8+jMOHD6O8vBwLFizgrQiIqJhR0g0kk5y8RonVgquAaDXl/CRiRhCij7PO0cOJTKv/MuySzRRrmUl2f7jAxAezrGRLuGAUADWpIRAI5DyuwQiFQtixYwcAberLJGPmEGhtUFtbq/YZdLgzchdnCiu2qLdlhrnMqvM1FjOR7TGxZAXStsxs2LAh442fPHkS1dXVEEVTW0CZBi+8lKZlRn1tEcRgH06ePGm5LrRMpKRK6cx3KugMDk8xE2eZyQC7BAAnlguwamFHvdm1axcAIFyQW+VTxV0E2eFBMOjDwYMHccYZZ2gxvJQcOHAAfX19yHfIGFug7cTGOKM0iL8cU8WMXePmWO0fOW+Epg0mE2Hp+XoWTuzq6uLn6RiNxcyYfDXmykpiRleVMXPmTEt9WSPx+/28UnEmvlejq0NmAhczSQKAYx8fjmImm0wmICp+rB4AzOolsbRMq2bc6UkoFIqxzORYxl0QuHWGCSQ9iXbJDkLUaY6eVByCU1TQ1tZmelfwbIlWdtbPxQSAV4Guq6vTLQOUWX1GuMNJM1BzYXREHB05csTw8gKp0FXMWOVLmsGJEyfUgFDJldFqnQkfK14MmJupIIVlhj1u9fgPPcjVMtPZ2YlwWJ8Vc64oisKF+bQS1ZUwUEuRocrBgwfh8/mgSC5NgkOZIDJCzLD6LzN0cjEBamDolOJg3OfZDVbIMNsaQumiOD2QnWopDr0qQbPWQjU6WOJG56sZTZ2dnZZJXhie/h8DYBapcF5JRuZKZpmxokWLiZQCpwxFAfxh9cY0a4FTtcwMhSqgmZK1mIm8XlEUy/5ubW1t8Pl8EKDwydBqpcyNgMWchAorNXFBhAvVzMydO3dClrUpaJaMQCCA3bt3AwBmlGqbkp3IzMj27ShmZFmOVnf26t/oN5yvCiZWt0hrmEgaW6D9PndJ0QwpM9pyJIPEjE4wVczMienCfKm1tbWGBAZmAhMzRS4FARm4bWMZbttYhkDkOlzoUlWN1V0mesB+m0wDgCGIUCRX3DasBov9KvPI3LxstVLmRrB9+3YAURGSK3J+GRTRia6uLl0nhP379yMQCKDIKWue1ZIIs9zt3LnTdpb5kydPore3F4ooDV4wT5Eh+Lsg+KPtWwR/NwR/F6CkJ0xZk1K9xYwelhkAPPaKxMwQJypmSjJ6n+L0qmZsWbacq4nFhRQ5k5+s7PHhKGaytcwAUQFk1d+NiZmKvDCPmWlvbx9WsVGhUAg7d+4EoJ2YgSAiXKi6mvS0ZDCL0vTSoJ4xrQDUnk8uUUF7e7vlrl+DsX//fgARkTFIeQUh0IOCnS+gYM/L/LGCPS+jYOcLEALpxcCwoot61BoKh8N8Dhqng2UGiFp8zOgxlgxdxYwdo9m1IhpIlqHvVRB4V109I90zpa+vjxfDK3IlX3Gxx63iQzUSbplhYiaDlZts8SBgVhirKj+MPAdQ6lYFjd0mq1zYt2+fumqX3Nx6qgWhIrX6r56Vc5kIm1air4sJUONmWHVhJqLsQrSyc25p9+kiRz7nxIkTmi8MTp48CZ/PB5eooMKrjwtzXKF6HRgWYsZuZkataGtrQ3NzMxSAC5NMYALIKgcJEK0r4hIV3iE7kWKXetKQmMls5cbeY9WYGRa/NTriohhtwRoTerNlyxYAEfGRQVHEwQgXjQagTvx6uJVDoRCPl2EuIL2ZGgkCNiKwWUt4plq2bSoyRHF6eNkOZhXSigMHDgAAxhWGdMteG1+oilbmnjMbXcXM3r17de07YVV4IzpPMSA5M35/WGdfajYwgVLillOaqkvdqpgZbgXVZFnmK6tMWhkw2HusGjPDzNVjIj5yVrNC74JfVoJZTsLFozXdrpxXCtnhgc/n06Xg6OHDh9HX1wevQ9a81kgqYuNm7ILf7+eWcJYybwThfPWztN73bO5ggkMPilwKRrjDUBTFEnNV2kXz1qxZk/ZGX3rpJQBATU1N5iMaAjCFn21XXVZd9NNPP9W9q2q6sKJpTLAkgz3X0dEBv98Ptzv7cu92oru7m2ejZCdmrNvSoKuri9eYYZNhjcUC//Sms7OTn9OhIm3FDAQB4eLREFsO46OPPtK8NDyzykwpTm+FHpaBVr/Ig/oBoNknwiUCI9zpdV6eXByCJChoampCY2MjKipyrMljAAcOHEA4HIbszIPiMq6NTLhgJJythzUXM8zSM1FHMQMAE4pCaD0t4cCBA5g3b56unzUYaVtmiouL074Nd9iBlK3vVXEXQZFcCAQClpkw2IRWNoCYyXcocEdcUIkVY4cy3MUkOgFRynwDEQFkRTcTW62We8K88nNNJPDv0KFDw8KVvGXLFsiyjHBeCZQ0m8ZmQqh4DADgww8/1HzbsWImHVr9Iv79g1LcszlaNO6ezaX49w9K0epPb7pwS9FMF7u0t4lWdh6la+XfRFgA+J49ezSrMxUKhXiIwvgifa1xTCxp7SbLhrSX/M8884ye4xgyyLLMT+CszZWCgHD+SDg6T2HPnj2YNm2ahiPMDlbxtcyT+uQQBKDMHUZdrwMNDQ0YM2aMUcMzFSZCsrHKqO+zbswMEzPjYtI7x+SHIQkKuru70dDQgKqqKrOGZwibN28GAISL9TmeQ8WjoUDA0aNHNbdksGsRK2ZnFFOKgzja5cCePXuwYsUKQz87G6JiRqNMtTSR80qhiE709vbi6NGjmDx5cs7bPHr0KPx+P7wOGVU6p+JPLFLFjJHd31NBqdkac/z4cXR3d0MRHRnXmImFKXa2sjKb+vp6ANHW76lgzw+nCrG5ixnrxswwX/i4GHO1Q4y6nKzgK9eTcDiMDz74AAAQKtbJbe7wcNcy+ywtaGpqQlNTE0RB4ZOOUbCMJjsEAcuyzK+z7LprGILIF71axRgxl+gEHYN/GROL1ErADQ0Npid+ZC1mXnzxRVx77bVYunQpFixYEHcbzvBaFPkjgRwabMYe4FYw5bOKr6MGsMwAwMi84VdULZfg39j3dXd3D/JK42FZERMSfO8ssHCoi5k9e/ags7MTiuTSdaILl4wFAGzatEmzbbJJrSY/DHcW3s9cmBwRT4cPH4bf7zf2wzPk6NGj0QWohmn36cKOK62EH9vvk9JwLYZl4HSfiGZfdK5q9ok43ScinEZGd55D4R202eeaRVaz7WOPPYabb74ZFRUV2LZtG84880yUlZXhyJEjuPTSS7Ueo61gtRVyLawVzh8FRRDR3Nxseun4UCjELTOjBrHMVESeH05iJmfLjGTNmJne3l7e8HR8wsp+QpF1fOV68v777wMAQiU1mqZkJxKKiJlt27Zp1ngwk0lNa8o8MopdMsLhsOUFL1+AFlTouo9TweaKHTt2aLJw5a7FNKxxWsRIMeFqdnxUVnvu5z//OX75y1/iZz/7GVwuF771rW/hrbfewje+8Q1LmsqNQlEUzcQMJAevd8DKqJtFfX09QiG1sucIz8BihvloWaG14QC3zEi5WWa6urosYYVjHDhwAIqipl8WJxRKnBBjmbHSmLVEURT885//BBAVG3ohe4ohe4oQCoU0CwRmcQyTDHYxAWr83CQLxVMMRLSyszlZV+H8ciiCiNbWVl5tO1va2tr4NowSsVMs4lLMSszU1tbirLPOAgDk5eXxi/mXvvQl/L//9/+0G53NqK2tRUtLCxRB4j7wXAgXqoGVZjdtY5VeK73hQX2wrPfLyZMnEQoZfxE1g6ibyZXV+9n7ZFm2RPEpBnMxJYu3qCkIwykq6OrqGrJWuCNHjqCurg6KIPGMo5Tk2qtHEBAsGQ8A+Ne//pXDqFViM1qMjpdhTLSB9U5RFM17bmWM6OCZr7nGzbDYn9H5IRQ4jVlkTI3UFTpw4ICpLsWsxExlZSUP9hk7dixfSRw9enTIrtLSgRfWKqwAxNxrw4SLqvl2zfxdM2klP8IjwyPJCIVCw8Y6k6tlBqIDiiDFbcsKsBV1ssnQIUZ7s1h5ssoFbpUpHj1o8UstevWEStUCox9++GHOk8Lx48fh8/ngkfTPaEmFHcTMiRMn0NbWpi5ADar8m4xYV1MuMDE01UDXYkWe6lIMBoN8AWQGWYmZFStW4NVXXwUA3Hzzzbjrrrtw0UUX4XOf+xyuvvpqTQdoJz7++GMAURGSK+GCUVBEB9ra2kytN8PSc9NpJS8Kw6+oGhcgWcbMAFHrjJXEDJuEUrkp7OJGyJaNGzcCAEKl4w35PDm/HLIrHz6fDx999FFO24oGbg9uTdUL5oqsq6uzbPhBNF5mpCYL0GzRSsyw9xvVugJQXYqshYWZ/biyEjO//OUv8e1vfxsAsG7dOvzmN7/BjBkz8N3vfhdPPvmkpgO0C4FAgLuDQlqVPBcl7mrK9eKWC8xcnW4reVaTxOqBf1oRtcxk52ZS3xuNm7ECLS0taGxshAAF4wuT73c7rLyz5ciRIzh27BgUQdQ9XoYjCAiVTgAAvPPOOzltiosZk1xMAJDvVDAqz1rNCBPhMY4F5lYpDheMgiIIaGxszLqsRXd3N194TjegqWgs00vNby6alZg5efIkJCma63fdddfhsccew+233z6s6ovEsmvXLvh8PsjOvJzqyyTChBEr3GU07e3tPJMpMT03FcMl04WRa2o2AMBilhk2GVbnh5HnSO7iZGKGtd0YSrz77rsAItV5s4yFyobgCFXMfPDBB/D5fFlvx4jePOnArhlmuh8GIhr8a1K8DENyQvaqbq5s42Z27twJWZZRkRceNFFDa2aURJuLBoPGFmhkZCVmJkyYkLRcfWtrKyZMmJDzoOwIixsKF4/RtBw2CzzcvXu3KRMdEyRV3hAvZz8Yk4rUg3koTnLJYPVhsg0ABqJWHauIGZbWO1DwaEWejHyH6isfSi5FRVG4ZcQoFxNDzi+H7C6Az+fLuoBeKBTiK/R0FyB6Md7CYqaxsRGNjY1QIBjaXDIVLJsqW+sG8wzMLDVeTIzOD6PQKcPv95vmds5KzCiKAiHJhN3d3Q2Px5PzoOyIXlVCFU8Rwp5ihMNhbNmyRdNtpwNLt5ucgbm60qtOcrGdaIcyXMxkGwAc816taozkCq9RMsB+FwRrlTPXik8//RQnT55Us5giQbmGIQgIlk4EkL2r6fjx4wgGg8iT5EErdusNEzNWvA6wa5ucXzZogLcRhCKtFLKt+v7JJ58AAGaYIGYEISqiWCKM0WQU8XT33XcDAARBwL333guv18ufC4fD2Lx5s+mdM82gtrY2cvETtYuXiSFcUgOpoQPvv/8+LrjgAs23PxBslcB8oukgCsDUkhC2NbuwY8cOTJ8+Xa/hmY7f70cgEACQY8xMxKpjhSrAsizzlfRgNUomFYWwq9WFvXv34qqrrjJgdPqzfv16AJFCeSZMcqGyiXA37MSHH36I7u5uFBRk1twy2oLCvOBfxrhIvFVdXV1W30VPov2YrNHVO1yoWoeOHz+O9vZ2lJSUpP3e1tZWbh09wwQxAwBnjAhic5MbW7duxc0332z452dkmdm2bRu2bdsGRVGwa9cufn/btm3Yv38/5s6di2effVanoVoXVoI8XFily8WPBSB++OGHhrpt+vr6uJtpaoaN6lg0vdk1cvSGWVIUIKd9byU30/Hjx9HT0wOXqPAeTKlghbnMLmWuFbIsR11MZRPNGUNeKcKeEgSDwaxqzvDmoCa7mACgwKmg3GPNIGCriRk4PAh7SgBkbp1hVvtxBSEUuswp48FE1N69e01ZlGVkmdmwYQMANR37pz/9KYqKinQZlN1gYiZUqk/WQ7hgFGSHB11dXdi1axfmz5+vy+cksmPHDoRCIYz0hAdtY5AIO7C3b9+OYDAIp9N8M64e8JNWcuUUK8XEjBXcTKws+cSiEKRBljvMcnPy5MmMV5NWZOfOnWhuboYiuQYvlKcXgoBQ2URIpz7B22+/nXGLmGinc/PFDKBmNzb7JBw+fNiwa9dgdHd34+jRowCiFhErEC4YBcnXjj179uCcc85J+31MzMwuM8cqA6hNhiu9YTT0qovYc88919DPzypm5plnnuFC5uTJkzmXYLYzra2t/OI/YApnLhVCBRHhEjUW57333st5zOnC6ubMGhHMeJ6uKVADwnw+n2U6f+tBNF4mx4wXC7mZ2P6aEmONUxTAH1ZvsfUbC5wKqr1DxzrDXEzB0vGm1h0JjlCtQtu2bUNLS0va71MUJVoXKkVKvdGMtWDczP79+6EoCmR3ARSnd/A3GAQLRM7kXJJlmV+rZ48I6DKudJkT+Xwzsm+zEjOyLOO73/0uiouLMW7cOIwbNw4lJSX43ve+B1k2N+DMaDZt2gRFUdT+Gq78lK/LtUJosEQNRHzvvfcMqQasKAoPap41InO1LwrA7Mj7zEorNwKtxIyV3ExRMRNd2Qdk4LaNZbhtYxkCCae4VXqz5EowGIymZJvkYmIoniKE80fGub3SoaGhAT09PXAICm8tYjas2KaV3ExsARrOt45VBgDkiJjZv39/2iEFn376Kdra2uCR5Lhz1gzmlEWv+UZXrc9KzHz729/G448/jh/+8Ic8ZuYHP/gBfvazn+Hee+/VeoyWhpc81znrIVxcDUV0oLGx0ZBidLW1tairq4NDULJW+/PL1fcxN9xQRIu0bMA6bqaWlhacPHkSApS0L4xTIwW6zG6ImisfffQRurq6IDu95tcdARAsmwQgs6wmZv2ozg/DYXwD6KSMjRTRZFlWVoDFAmrRQ09LZE8xFMkJv9+PY8eOpfUetlg8Y0TQ9H0+vSQIl6jg9OnT3I1nFFl99eeeew6/+tWv8LWvfQ1z5szBnDlz8P/9f/8fnn766WEVANzV1cUDXFmTON0QHdyHr0UjusFg7qyZpUF4srS2zy4LQhIUnDhxYsj2adLMMhMpuGe2m4kJkrEF4bTrCk2PaTRnpUaZmfL2228DAEIjJgCC+UogNGICFAjYt29f2q581kctndYjRlHukZEX6dd24sQJs4cDRVGiYsZrXj+mpAgCH1O6RUdZjbN5JsbLMFxSNDU82zpJ2ZLVGdva2po03Xb69Om8AeVwgGUXhfNKoOQV6/55zPrDrEF6wsztC0dm74P1OhScEXE1se0NNbglRSM3k9mWGVYjIpPCWyPzZIzyhCHLsqnlzHOht7cX77//PoCoRcRsFGce7/PGYnkGg6Xnptt6xAiEmH5tVoibOX36tNpcEgJkb5nZw+kHa3iZTqHB1tZWXuNpbpm58TIMZpG3hZiZO3cuHn/88X6PP/7445g7d27Og7IL3MVUYkxhrVBJDRRBRG1tbdomyGw4deoUDh48CFFQsCgHMQMAS0ap72eZcEMNrdxMLK27t7fXtKrJiqLwQMIzMoyTYq83s4dYLmzatAl+vx+yu8hSE1ywLFpAL50YBCuKGSA6HmY5MhMmqOS8EkAyL8g7FXK+evylI/yYYBhfGEKJ25yU7ETmlkVTtNvb2w373KzEzI9+9CP85je/wcyZM3Hrrbfi1ltvxcyZM/Hss8/ixz/+sdZjtCR9fX38wh0aMd6YD5VcfKWmp6uJrQJnlgRzrlmwoDwASVBw9OhRS1zItEbrAGDAPOvM4cOHcfr0abhEhbuO0mVOZFX44YcfGh74pwUsLiVYNlHTdiS5EioZB0WQcPz48UHPn76+PtTV1QEAaizkZgKi47HCNYCLGa92PfS0JBwR00eOHEE4PLAoZdZEZg2xAmUeGWMLQpBl2dDkj6x7M3366ae4+uqr0d7ejvb2dqxZswYHDhzAuHEGl/82iY8//lhdybkKNG0sORisV4xeriZFUfDmm28CAM6q9Oe8vXynwn25b731Vs7bsxqapWaLEpRIKrBZYobFSZ0xIgiXNMiLE5g1IginqKC+vt4SE1YmdHV1cYtUaIS5WUz9cETr3QwWCHz8+HEoioJCp4xikwqnpYIVX7TCscHETNhCFrhYFHchFNEBv98/YKyU3+/nbmEriRnAnOSPrMWMw+HA97//ffz5z3/Gn//8ZzzwwANwu93DptEks4yESscZupILldRAgYCDBw/q0qGcBRu6xNxdTAwmit56661BVxp2QzMxE7MNM4KAFUXhcU3Z7He3BMyJuJrs5lJ87733IrFvparrwWKEIp2033333QGtXix7ZLCqzWYwJuJmam5uNr38APud5LxSU8eREkHkx+FA4QRbt26Fz+fDCHcY4yzmVmRi5qOPPoLfn/uiOB2ybjSZjOHSaDIUCkUbSxrciE5x5vHuqnoU0Pv73/8OQJ3Qss1iSmReeQD5DhnNzc2mNMvUk7gKwDlippg5dOgQjh07BqeoZB30vaRCvWi9/fbbtqo3tXHjRgDGd8hOFzVWTsKpU6cGjKPgYsZiLiZATQYY4VYnXD3j/QYjEAjg1KlTAGBJ4cpgQmug34q5mOaVZ17UVG/GF4ZR6lKLphpVsiHrRpP33XffsG00uXPnTnR3d0N2eExpHR8qGQtHVwPee+89fPazn9Vsu729vTxe5vxqn2bbdYrA2ZV+vHkyD6+99hqWLFmi2bbNJhoAnH3HbI7DvIwmJmLnlwfgdWTnophfHkCeJKOhoQHbt2/HggULtByiLnR3d3OBzSwglkNyIlQ8Bs7249i4cSOmTJmS9GVs4rOiZQZQx9Xql3Ds2DHMnj3blDGcPHkSsixDkZyWqvybSNhTAidSixlZlrmYWWAxFxOgFk2dVx7AhjoPNm3aZMg1nxpNZgHvxVRSY0o9CtY2YefOnZqabN955x309fWhIi+MaSXaru6WV6ur9k2bNmVUnt3qDAU3U29vL4+TWl6VvUnYLQHLKtUL6yuvvKLF0HRn8+bNqovJU2zplTpLMhjIGnv8+HEAasE8K8LGZaZlhltlPMWahQdcccUV+O1vf4srrrgCgiBACORea0n2qKU+2HgTOXDgAFpbW+GRFF7XxWowkfX+++8bkhSQ0Uy8YcMGbNiwATfeeCP+8Y9/8PsbNmzAG2+8gV/84hcpVw3JePDBB7F48WIUFhZi1KhRuOqqq/rl1vt8Pqxbtw5lZWUoKCjA2rVr0djYmMmwNSW2zH94oF5Meo7BU4SwpwSyLGuWCqsoCl599VUAqlVGa7NlTUEYk4uCCIfD3AowFIiKmdwbaZrV0uD1119HT08PKr3hjFOyE7lwtGrRe++993SJ6dKa6MLEnHM5XULFY6BAwLFjx5JOcL29vfy6aFUxMzoyLjMLaHIx49auSfK1116LsWPH4tprr4WiKBADuS9GFE8hAHW8yYQAs8rMHhGA0/z6jkmZUapWA25ubjaklUXOjSZzYePGjVi3bh0+/PBDvPXWWwgGg7j44ovjzOx33XUX/vrXv+KFF17Axo0bUVdXhzVr1uT82dly4sQJ1NXVQRFEhCJp0mYQijSeZNUfc2X//v349NNP4RQVnJfD6nwg2ET317/+1bRaKloSCAR4cJsWbibFBDdTKBTCH//4RwDAxWP6IOYoYmsKwphZGoAsy3y7ViUUCvHUUaNj3zLG4eYtFpJliDCBUOSUUZhm5WajsZZlRjsx86c//Qm1tbX405/+BEEQILsKct6m7C6EAvVa0NHR0e95tqCeV25NqwygVgNmff2Y+NITUzXd66+/jptuuglnnHEGd1HV1tbydLOOjg78+te/xsMPP4wVK1Zg4cKFeOaZZ/D+++9rNolnCrOEhAsreaEzMwhH0jU//vhjTYItX35ZbYC5eGQg59oyqVg8KoACp4ympibDq0PqQZzo0NAyY6Sb6Y033kBjYyOKnLJmInb1uD4AwN/+9jecPn1ak23qwZ49e9DT0wPZ4YGcb7Gy9klg1qNk1ljWJqDKolYZAKiKNL48ffq0aW0vmPVKC8HBeO2113DDDTfgtddeg6IoUFwaxOKIDijOPADo54k4ffo0Dh06BAGKZar+poJlNRlRb8ZSBiqmQEeMUOu2bN26FcFgECtXruSvmT59OsaOHZtyMvT7/ejs7Iy7aQkvlFc8WtPtZkq4YBQU0Yn29vacTXitra28hsXFNX1aDC8pLgm4IBJY/Oc//1m3zzGKOBeTBrFTiqRad4xyM/n9fvz2t78FAFw+ri/j2jKpmFkawtTiIILBIN++FWG1ZcJF1ZboxTQY4cg1Z8eOHfD54gP0WT2SyjzripkCp4ICp7rwShULojdNTU0AAMWVr9k2mRtI67gQJSK42JgZTBhMLAqhyGL1hBJhxTT379+PtrY2XT/LMmewLMu48847cfbZZ2PWrFkA1Hb2LpcLJSUlca+tqKhI6Y9/8MEHUVxczG81NTWajTEYDGLnzp0AgHCRuWIGooRwkWp2/uSTT3LaFHP7TCoKYmKRvhfDFaP9EAUF27dv56XX7UpUzGiQyQTwbCajLDN//vOf0djYiFJ3mLsAtUAQgGsmqSvv1157zfDuuenCC+WZvDBJF9lTDNmZj2Aw2K8HFhczXuuKGSAqtoaSmNELOTLGRMsMW1DPtUBjycEodSsYWxCCoii6l+WwjJhZt24ddu/ejeeffz6n7dxzzz3o6OjgNy27tO7fvx8+n081S1ug4FKoUI3ZYZ27syEQCPDMk4vHaDehpaLMI/OibC+++KLun6cnWmYyxW7HCDHT3NyM3//+9wCAayf2amaVYUwrCWFhuRo78/jjj1uuxUF3dzc+/fRTABZYmKSLICBcrJ7zibU77CJmKiLjS7cLuJb4fD7u3pItnJbNYG6m2P5GoVCIL15n5xisbxRsnGzxoBeWEDO33347/va3v2HDhg0YM2YMf7yyshKBQKBfs6rGxkZUVlYm3Zbb7UZRUVHcTSvYBSRcWGmJ/i3MMrNz586sA2rXr1+PtrY2jHCHsXjU4P7XsAyc7hPR7IseOs0+Eaf7RITTDN1ZVaOKprffftvWXdaZOyjnJpMRjMxmevLJJ9Hb24tJRUGeTq01103ugVNUsHXrVst1Td+9ezcURYHsLtImxsEgQpEg4F27dsU9Xl9fDwAYlWftYoUVkfGxHlJGwuYRRRBNjXdMFyZmYt0zBw8eRHd3N7wOGROK7JFEMXuEen355JNPdF3UmCpmFEXB7bffjpdffhnvvPNOv1YICxcuhNPp5IXcADW/vra2FsuWLTN6uNizZw8A8Aq8ZiPnlUKRnPD5fFmZ8hVFwQsvvAAAWDnGB0caR0OrX8S/f1CKezZHLVP3bC7Fv39QilZ/eofTlGLVpRUMBvGXv/wl43FbBb0sM3pnM23evBnr16+HAAU3TO3JOYMpFRVeGZePVWOwfvazn5lexj4W7i62yLmcLuECdbz79+/nmXRdXV08NnCkx9qWmZERNxMTX0bCxYwjzxKL0cFQHGo1/djFPLPKzCgJ6Xbeas3k4hCckRRtLT0liZgqZtatW4ff//73+MMf/oDCwkI0NDSgoaEBfX3qBbC4uBi33nor7r77bmzYsAFbt27FzTffjGXLlmHp0qWGjlVRlKiYyTe+6m9SBJGPhY0tE7Zu3YojR47ALSm4oNqY/hmMSyLWmVdeecWw3h1aw91BWlT/RTS9W083U29vLx5++GEAwMU1PkzQOUbqinF9qPKG0draiieffFLXz8qEffv2AYApFbxzQXEXQnbmIRQK8cB/Fj9Y6JQ1a0GiFyM9qmXGDDETrdatzeJDb5K5nZl3wKqF8pLhkoDJESuSnq0NTBUzTz75JDo6OnD++eejqqqK32LrUzzyyCO44oorsHbtWpx33nmorKzESy+9ZPhY6+vr0dXVBUUQLdU6PlwwEgC4/z8T2O98XpUP+QbXplg0MoByTxgdHR144403DP1srdCyYB4A3t+pt7dXtzo8Tz75JBobGzHSE8baCfqnx7ok4Jbp3RCg4O9//7shKZqDoSgKFwJhr/VTsuMQBMiRbs/sO7D09zKPtV1MADAiMsbm5mbD+3cxi6dWllS9Saw7FQ6HsXfvXgDA1BL7iBkgOt7du3fr9hmmu5mS3W666Sb+Go/HgyeeeAKtra3o6enBSy+9lDJeRk9Ygzc5rxQQNY6WzAEmrDJNzz5y5Ag+/vhjCFB4DIuRSKJqGQCAF154wVaNCRlaZzPFXmT1cDV99NFH+Otf/woA+LcZ3Yat4qeVhHBRJLj8xz/+senupoaGBnR3d6sLEwu3MEhFOEHMsAydEW7rn0OlLhkCFIRCId1TdRPhtW1sEC8DAIqojpON+/jx4+jp6YFbUlBj4XpCyZhSrC7OhqyYsRMsjdhKVhkgemE7evRoRqt5FiuzaGTAtKDB5VU+eB0yTpw4YVoRxFzQOmYGoghFdMRtWys6Ozvxox/9CIBa6XdGqbHBg9dM6kVFXhjNzc346U9/auhnJ8LP5bwSSy1M0oVZZo4cOQJAtXIAQKnGYiax51C7P/cgDUkESiK1UYwuqBgIqIGoil32eWScbNys1c+EwhAkm83cEyNuprq6Ot0WMzb7ScyDlQsPe0rMHUgCiqsAiiAhFAql3bOqpaUFb7/9NgDgkrHGW2UYeQ7wWJ0//elPpo0jW/TwweuV0fTTn/4Uzc3NqPSGeQ0YI3FLwFdmqu6mt99+29TsprhmgzqgR+PBWBKbEDILR7FLWzGT2HOo2aeNCCiKjDMxS1VvgsGIa8YGBRIBAIL6e7Nxs1CC8YX2yGKKpcCpoDwSnK5Xnyab7FXzYXUR9LoAZo0g8D4j6dZu+Mtf/oJgMIjJRUFu/jOLi8b4IEWK6GUT92Mm3HqioQ9ej/5M77zzDtavXw9RUPCVGd1wm7QwnVwcwurxanD/ww8/bFr3dH4ua9hsMBY9Gg/GIrvVJoRdXV3o6OjQTcwk9hwq1yhTio3TaDcTt1zbRMwokXGycbOM1bEF9hMzADC2QD1+9CqiaY+9agFYxoASuZBYCXZxSydDwO/383RoM60yjBEeGWdG6tsw15dd0CWgUOP07JaWFjz66KMAgM+M68Mkk8XrVeP7ML4whM7OTvz4xz82pZgeO0+0bDYYix6NB+OQHLzoW319PbdwaN1TLbHnUIlbm+0XmiRmRNFe050A9fdm42beAat2RR+Map27pttr75qE3+/nZn/ZggW2WGlu5jsfiLfeegsdHR0o94SxsNwaTcouifSD2rBhg2mr9WzQPJsJ2taaURQFDz/8MDo7OzGuIITPjNev71a6OETgyzO64RAUfPjhh3j99dcNHwObRBWdqsDq0ngwATb21tZWfhx6HdpaZvTqOeR1qNszsjs8AAistozFqlGnRh2nIAjo7e3lBUYrvdYP9E5Glc7Vn0nMpAGbYBXRoalLQSvYhW0wMaMoCm/weNEYn2WCyCYUhTGlOIhQKIRXX33V7OGkjR6WGSaMtAgAfuedd7Bp0yZIgoIvz+xOqyiiEYwpCOPqSFr4E088YbiAZZOC4vTosn29REDcZ0TG3tbWxrNdmEiwOnkmiRlJivhXFZuIgcjxI0kSz1jzOmTd9rMeAd+xMDdlYuNMrbDI5c3aRMvWuy1ZOTLdYmvbt2/H0aNH4RIVnFdlrUJ1LD381Vdf5dH7ViYUCkU7Fw8iZjIJCFVias3kQldXFx5//HEAwGfG96GmwFqm6cvG+jC+MITu7m4+TiNQFAUdHR3q/448wz5Xa2L79jBRkCfZRMxExpnrMZ7x5+apv5kg2yTmJDLOvLw8LgDKdEy/1yvgm8FKB5CYMZHoClwbd4LW2Q5sXIOtdFhDybMr/YYXyRuMheUBlLrDaGtrw7/+9S+zhzMosRfiwY6LTAJCtXIz/frXv0ZbWxuqvCGsHme+eykRSYwW09uwYYPuHXUZwWCQ1zRSJIuXyx0AlsLv8/l4gKjTJldzNk6eXWQQHk/EEmcTMSOE1d/H4/FwAa51XFQsegV8M4oiY/f7/dGFoIbY5PA3F9ZeAaI2Fz+tsx3YZMrHmYSWlha89957AIALDeiOnSmSGE3Tfvnll00ezeAwMaMI0qC1SjIKCJXiC2Vlw7Fjx7i77sapPTm5l7RoLJqK8YVhrIwci0888QTCYf2tR3FWP8Em9UaSETnm/H4/FwUO0VoLlFSwcepV5ToVXq/qjhfC1rf8AlEx4/V6uXcgX+O4qFj0CvhmeCQFkqBuk/US0xISM2nAq9NqlNKnfbaD6voaqIruP/7xD4TDamzKWIu5HBjnV/sgCgp2796NY8eOmT2cAeFiJg1rXSYBoazqZy6WmaeffhqyLGNheQAzR+Q2YWjRWHQgrp7Qh3yHjKNHj+LNN9/MeXuDES9m7Hv5U4SomGHYpfGgFBmn0ZaZ4mK1rIYQtJaLPRVCSBX6xcXF3JLh1tGVqHeslyAAroiQ1SOUwL5ns4FwszS0uVponu0gDCxmZFnG3//+dwDA+QY3lMyEEreCeWXqBY6N16pwK1garopMLhJKjpaZgwcPYtOmTRCg4JpJxgZYZkOBU8EVETfY7373O91X63ZLz01NNDg0/hHrw8YZO3YjKCkpARARCTbIaGJipqSkhAs/u7gSU8GsxCRmTIKddIJGUfCaK+DIdhyO5BPrzp07UVdXB48k48xR1hUzgNr0EgDefPNNw83QmcDEDLOkaIYUjYXIBlZJeUlFANX59sjauHC0DwVOGXV1dXj//fd1/SynM2Z/Kda0UKaDIKtjd7lcPOU4V7efUbBxGi1mSktV66KghAEbuJpYLGVpaWk0rZxICYmZNLB64BiLzne7kzc8ZK0LzhwVMK36a7rMLQuiyCmjvb0dW7duNXs4KYnGUWkrZpg4Gij+KRXt7e3YsGEDgGjtHjvgcQAXVKvijQWp60WcmLFhc1NOZGHldDr5Iias2GPCY+M0Wsy43W5undG6KrMesDFWVFTw3ypkfYPSgIQj40+18M4FEjNpwESCZVP6YqLeEwkGg9i4cSMAYFmFta0ygBoIzCoCr1+/3uTRpIZbZrTOiIkEmWcjZjZu3IhQKIRxBSFMLLKX1YG5P7dt26ZrA0Kn08kFjV0CQZMhhNSx5+fn85RjX9geYoaNk43bSCorKwEAot/6YkaIiJnKykp+bffbZB8nQ1GAQGT8qRbeuUBiJg144FjIellAACCE1ImgqKh/efZPPvkEXV1dKHbJhndKzpalEdH13nvvWbbmTLQDr7Zihm0vm+/NstWW2kC0JjIyT8akoiAURcEHH3yg2+cIghB1NwTtY71KRAipYy8tLUVBgZpA0Buyx0THxsnGbSRVVVUAAMGvfTaNpigKRL+awVRZWYnCQrVlTU/QHvs4Gf4wEIpY5ZLNVblCYiYN+MUvHARk6614xYjIYuOMZdOmTQCAhSMDtsl2mFwcQrFLRm9vL3bs2GH2cJLCY1oGScvOGDG7mJlgMIidO3cCUF11eqB3hVA27k8++UTT7SYSDQS1sZgJRs/5/Hy1nQmJmcEZO3YsAEDs6zD8szNBCHRDkMNwOp2oqqriC+quoH2nbDZ2p9OZ1IuQK/b9ZQykoKAgapoOGlu1Mh1YoNiIESPiHo9d5c4vs6aFIxmiAMyLjFfvgNBs4Smxmltm+qfcpkNtbS38fj/yJBmjdWpEp3eF0KnFqpjRu3t6eXk5AEAMWD/bKxUsnqK8vJwvYto1SJU3AjbOZIsvvRk3bhwAQOprN/yzM0GMjG/MmDFwOBwYOXIkAKDFZ499nAw29lGjRukS0GzfX8ZABEGwtK9VDETNkbHU1tbi9OnTcIoKZpQaW9MhV+ZFmmAaVRk2U1iqpKJ1rZKImMm0Bsfx48cBqH2P9Ep80LtC6JhI/aO6urqMxVxGnzNmDABA9Fnc1ZCKkI/H+1RXV3Nx1mYTMcPGycZtJOPHjwcAiH2tlk7PlvrU/mFsvBUVFQCAnpCIPntEC/TjdGTxw76L1tjj6LcAUTHTZfJI+iP4k4sZ5qKZXBSCy+JZTIlMKwlBgIITJ07wxoBWgqeNa11FNiKOwuHwgEUQE2HNGkfo2LtF7wqhhU4FzkhRLT33+ejRowHYV8ywcZeXl8Pj8fBVO4mZwRk7dizcbjcEOQTBwvtf7FHP52nTpgFQA72ZJauu155tOOp71WtlTU2NLtu3x9FvAaKrOYv5WkMBiJFARjZGBouhmFZiL6sMoBZTYyt19j2sBLecaFyETYkRR5lYZ1j2U56OnZONqBDqiVQ4zSabK12icRNtun2GnjAXCfsebBHT2Gf9FUtfSEBnJHaCBeMaicPhwOTJkwEAUm+z4Z+fLlKPOjYmZgBgwoQJAICT3dbfz8k41aOOm7n6tIbETJpEzZPtpo4jEdHXDkBd5SQG1B06dAgAMKnYnnbJSUXquNn3sBKsj5Ci9SkU4yPKxDKjl8AYirDJTAx0AxbNUBwIMTLRTZkyBUBU1DT0Wv9yXt8bjZcxIwAYAKZPnw4AkLr16d6cK0KwF2KgG4Ig8H0MAJMmTQIAHO/SzjIzwi3joWVteHBJVNg/uKQNDy1r09zKe6xTHTc7/7TG+ke/RYjztVoIKbK6ZONj+P1+1NbWAgBqLNqLaTDYuA8fPmzySPoT7delcYBKlmKGZbT02SSjJRmKEh0/+z56UFhYiOrqagCAFDHn2wlmUWCrdma2b/VL8Fl83cJcDUyAmcHs2bMBAFJXY9bbUFz56J5zDbrPuJo/1n3G1eiecw0UV27HLhvXxIkT4wQfE2FHOrUTM5KolkUo90SvNeUeGSPzZEgaqoM2v4C2gAhRFOMEmpaQmEkTporFQA9Pi7QCzLeaeICcOnUKsizD65BR6rJnpdMx+eqVmQW3WgndxEzMKZmJmCkrKwMATZo/mkVXUEBIEeJqwegFEwJWXZ2nRA5B7FUXVOw7FBUV8f1/osfa8RS13er4EhdfRsLEjNjXCoSyDDQXRCjuQijuqNhQ3AVQ3IU5NzBlYoaNkzFz5kwAwPFuCX6brU8/bVezgSdMmKBbsUT7XvkMpqCgIBo42Gud1RxbpU2dOjXucVZFtdwj65bdojdlkdVCc3MzuVEGgcVL1fVIVk7SGJC6iE991KhRcLlcun7W3LlzAQBSV4Oun6M1UvdpCIqM8vJybl0CoouZoxqu2vWAuRoSr1dGUlZWhpqaGggAHBbc/1JXPYDoMcqorKxERUUFworAxYFd2BcZ77x583T7DBIzGTBjxgwAFlrNJVmlMZqbVZFTqmN2i95F1EoiFqVAIIDOTutmHliBcePGweFwoCckoqnPnqf10UgsgF5m6Fjmz58PIHIuW7AQZirYRDdv3ry4Wh3s/D/WZd3gUFlRrQqAuWIGABYuXAgAkDpPmTqORIRAL6S+NgiCgAULFsQ/Jwj8uN3dZi8xs6dVHS8bvx7Y86pnEszMJ/VYQ8xIPS0QFBmlpaX9MgO6u9V6OPk6ZrfoXUTNJQGuSKpuT4+1CpzxiURzM0h223O5XHxC22+zVRtjX+QCfcYZZ+j+WWPHjlW7ESthSN3Zx04YjaOzDkD/FS6LpzjYYd19X9cjoTckwuPx8Mwcs1i8eDEAwNFhLTHDxNW0adN41d9Y2Lh3tlh3PyfS0CuisU+Cw+HoJ9C0hMRMBsyaNQuAauplXWvNhF2EzzjjjH4VFVkdFIeon5jRu4gaAF53JNMicnoT7fir8e8bc1xl2ll20aJFAOx1oWMEwlFTNPseeiIIAs4880wAgKP9hO6fpwVCsA9ixCrMxs6YNWsWBEFAY5+Uk4VUz+yWA+3q8Txz5kxduiZnwrx58+BwOCD6uyBYqLUBOxaZaElk8eLFEEURp3ocOG0TC+z2FtVlPHv2bHi9Xt0+xx6/hkWYOHEivF4vhHAAYq/5NSqYvz/RtwpExYykY7yM3kXUgOj4eZE6i8DEjKC1ZSZme1HBlB5nnXUWAGBHi8t2AYK7Wp3whwWMGjVKt9TNRNjvpYWY0TO7hSF1nIQANbV11KhRcc8VFhbyJIVcLHN6ZrcciIwr2fXKaPLz87l1y9Fea+5gGHKYW4rOPvvspC8pKirCnDlzAABbT+sbV6YVW5rUcZ5zzjm6fg6JmQxwOBz8QMo0cFDzi50i86j3ZEFVRrSM17uIGgD4IuPXKwI+W/jKUtFWNQgx28t09Tp16lRUV1cjIAu2udAx3m9wAwDOP/98Xfq2JGPRokWR1Xln7gX0dMxuYTja1Kw+JsISYdcBFp9gJWQF2NOmfxBoJkTFrDXEjNTVAEEOoqysbMCYovPOOw8A8LENzvF2v4CDHep17Nxzz9X1s0jMZAhX8111mb1R44ud2NMMQQ6ioKAAEydO7Pc8q0/QY+O6IyEZCMjmddgdCJ5to3XwaGR7TqcTYobVhQVBwEUXXQQA2FinfVdavegMCNjWrP6ebPxGkJ+fH42daD1q2OdmRTjAV+1sMkuEuZ52tTotl9F2rEtCV1CE1+s1JCYqHZj1Q+puhBA0v4O6o+0YAFVkDXTun3vuuRAEAQc7nGi2uKtpc5MbCgTMmDGjnzVRa6z9S1iQaBR8A5BBHRCtYYGACxYsSOqOKCkpAQB0BOy7i9nYJUnStYhaNrjdqiVB0FrMRCwz2aYmX3bZZRBFEfvanajvsce+/2e9GyFFwPTp0w3JZIplxYoVACJixmoKIAZHWy0EJYyxY8dyd1Iic+fOhcvlQqtf4qXjrcLOSNzEwoULTY+XYVRUVGDGjBlqinZESJiGInPL2/Llywd86ciRI/mi+oNGa1tn2PiMWKTY42pnISZNmoTi4mIIctDUrCYpRswkg9UdaegVrXyNHhBWnr26ujrj+BG9iVpmtI3lESLbY2IpUyoqKrB06VIAwJsnreWaS0ZYBt4+qVqRrrzySsM//+yzz4bL5YLk67BU/ahEnK1qFewVK1akdMO53W6e+rqt2Vqupu0Ry1ti4LLZMOHgaD1m6jikrgaIIR+KiorScsOtXLkSAPBeg9uy1/dTPRKOdKoW5vPPP1/3zyMxkyGiKEatM2al9YUDPJMpVdR7VVUVRFGELyyizabWGb27rOYCsxQJYW2zrNj2con6/+xnPwsA+Fe9G10Ba7sZP2pSLQklJSXcSmIkXq+XuxuczQcN//x0EAI9kDrUxQubxFLBgiy3Nltnxd7qE3GkywFBEFIGtpoFEzNSVz2EQK9p43C0HAGgupDSsVydf/75cLvdqO914LBFCyW+V68uyJYsWYIRI0bo/nn2nOVMhqd0miRmHJ31EBQFo0eP5lWJE3G5XLxk+OEOax7sg3EoUjPDaNdDOjCxIcgap4xrIGbmz5+PKVOmICALePuUdWNnFAV4rVa1Hq1ZsyZra1SuXHbZZQAAZ8thzS1tWuBsPgQBCubMmcMtrqk466yzIAgCjnQ60eqzxuX9k+Zo/SAjJrVMqKqqUtPaYWLclByGM+LmGkysMvLz83ns1D/rzTlvBiIkq1YjALj00ksN+UxrHO02g1lDpN5mUwLHpI6TceNIBcu8YvUd7AYbd2KPEivAY3hCAU23K4TV7eUiZgRBwOc//3kAwJsnPJZtPrizxYnabgc8Ho8pLibGggULMHLkSAjhABxt1shs4SgKtxilMymUlZXxAFurZLt81KROanpns2TLhRdeCCAiZk3A0XESQjiA8vJyfs1OhyuuuAIA8EGjG30WO8e3NbvQERBRWlqaMvtOa0jMZEFs6hwTFoahKHC0q5+5bNmyAV/KTozdFkzVHIz6XhEtfgmSJPHKy1aisLAQACCEkzeqyzYVX4g0visqKsppfMuXL8eYMWPQExKx3oLWGUUB/nJMtcp85jOfSVrt1CgkSYpaZ07vN20cyZA66yD6O+H1egcNDGUwd92HFggObfWLfFFywQUXmDya5FxwwQWQJAlSbzPEvnbDP9/REo2HyiQ2cM6cOaipqYE/LOCDRmtZZzbURa0yRgV8k5jJkiVLlgAAFxZGIfa1QQz2wOVyDRootnjxYjgcDtT1OlCnUWaLnhVCY2GFlhYsWKBr1chs4WIm5E+eBZNlKj6zzOQqZiRJwvXXXw8A+HttnuWK6O1pc+JQpxMulwuf+9znzB4OLr/8coiiCEdXQ+41ZzTE2aSKq1WrVqV9HixfvhyiKOJwp9P0KrEfNbmgQMCsWbN0T83NlpKSkuj1vOWQsR8e8vM6N6tWrcrorYIg4DOf+QwAYP0pj2UCgRt6RexudUEQBKxevdqwzyUxkyUsY8TRecrQFG1WrXTBggWDxhgUFhbyYGVm6s0VPSuExvLxaXW86a5GjYaJDUGRNY2zEII+AFGxlAsXXXQRqqur0RUU8Y6FrDOKArxyVLXKrF69GmVlZSaPSO3UzYJnmYAwG8HfzSe6TNxwZWVlfKFjtnXmw0jchBnB3Zlw8cUXAwCczYcNbVXjbD0CQZExadKklCn3A3HJJZfA7XbjRLcDn1okNpJZgpcsWdKvZ6CekJjJkunTp6OkpARCTGaRETg6VDEzmIuJwUy779W7IVtEuQ/G8S4Jx7occDgcupfAzhav18urLGsZNyWE1G1pESjpcDjwxS9+EQDw2nHrWGf2tjnwaYcTTqeTx/ZYASYYnM0HgVBy96GROJv2QYCCefPm8WD+dGGBpJtMTN2t71GzmERRtKyLibFs2TIUFhZCDPZA6qw37HNZPFSmVhlGYWEhr+Hy1knzFyy+EPDPiIvpqquuMvSzScxkiSRJMa4mY4IG1UZzpwGkL2bOP/985Ofno8knWbLMeTI2RKrXnnvuubz4nxVhY9NUzEQsM6WlpZps7+KLL0ZVVRU6LWKdURTg5aOqu2T16tUoLy83eURRFixYgAkTJkCQQ3A2f2ruYMJBuE4fABBNtc+E5cuXw+Vyoa7XgWNd5tRo2hSxypx55pmaHc964Xa7o4HABqXoi31tkHqaIUlSTkXl1qxZAwDYctqFFpMz2N5rcKMvLGLMmDGG1xQy9Zv/85//xOrVq1FdXQ1BEPDKK6/EPa8oCu677z5UVVUhLy8PK1euxMGD1qkFEdfbw4Dlj9poTsGUKVPS9j97PB5uQrWCch+MnqDA+/QY6W/NBuYeETUVM2qtC61SWGOtM9nEzmgdI7XPolYZQI1BYMLB1bjXUHdDIs6WQxDCAVRXV6e9cIklPz+f13RhosJIZCX6uez6Y3UuueQSAJEeWAZY5pyn1bls6dKlOYm9iRMnYt68eZAVgRegNANZiRbqvPrqqzNux5IrpoqZnp4ezJ07F0888UTS53/0ox/hsccew1NPPYXNmzcjPz8fq1atgs/nM3ikyVm8eLHaQ8ffBdHXrvvnMQtQpqlua9asgSAI2N7iwslua1XSTeTtkx74wgImTpzIq5laFSZmmADRAjFSuEtLi8WqVatQWVmJjoCIDRlaZ7SOkXr5WNQqM3LkyMw3oDMrV65EcXExxECPeVVhFRmuhj0AgLVr12Zd/ZpNzu83uhEyWJftb3OgxS/FiSqrM23aNEycOBGCEoaz9Yi+HybLPNhYizos11xzDQA1i8gsd/KuFicaetV9blRtmVhMFTOXXnopHnjgAVx99dX9nlMUBY8++ij++7//G1deeSXmzJmD3/72t6irq+tnwTELr9drXBt5OcSL9GUqZmpqaniBpb8dt26Je38YeDOysvjCF75gWPfkbGGTsRDo0WaD4SAvwqelmImLnanNQ8Cki92+NgcOtFvTKsNwu938euRq2GVKvyZH+wmI/k4UFBTkNCksWrQIZWVl6A6K2N5ibCDwP+vV8/jCCy80rRhipgiCwH9v52l93YyOjhMQQz6UlpbyZJJcWLp0Kaqrq9EbEvEvk4rovX5C3eeXX365KRmolo2ZOXr0KBoaGuIqIhYXF2PJkiX44IMPUr7P7/ejs7Mz7qYnLEDV0XZC18+ROushyCGUl5cP2B4+FSxN94NGl+Wa0DHePOFBV1BEdXW1Ib08coWJGVEjMSMGugGoHcK1vhisWrUKFRUV6AiIplUMZXVlLrvsMktaZRhXXXWV2q+ptwVSV4Phn+9q2AVADUjO5TiQJIm7eIyc4PpCArZECvZlG9hqFhdddBEcDgek3hZde3UxsXTJJZdoUodFkiTuIn3jRJ7hyR613RL2tLkgiiKP4TEay4qZhgb1IlJRURH3eEVFBX8uGQ8++CCKi4v5Te++PsxKIvY06VoNONbFlI3FYurUqTj33HOhQMCLR6xnnekJCry0/U033WSZzroDUVlZCSAqQnJF8KvbSTzmtSDWGvLa8TzD3Q6HOxzY2+aCJEmWtcowSkpK+Ard1bDT0M+WuhohdTfB6XRqMikwV9OOFifa/cZYOjc3uRCQBYwdO9aSBS8HoqSkJJqif1qf+Ewh0MuLrWrpjrnkkktQUFCAxj4J2w1uNPpGrWqVOe+88/h10WgsK2ay5Z577kFHRwe/nTihr8Vk5MiRmDZtmtrbQy9Xk6LwbeeSqnzrrbdCFEVsPe3GQYvUJGD89XgeekMixo8fz7MKrA47aZkIyRUmivS6GFx66aUoLS1Fi18yvP4Ic29edNFFpl3sMuHaa69Vi+h1nDK0mzYTTxdffLEm9XfGjRuHmTNnQlYEvG9QlVhmBbr00kst7ypOBnc1tRwGZO19ss6WgxCgYNasWRg7dqxm2/V6vTxp4vUTxi1Y2/3RY+vaa6817HMTsayYYRe8xsb4Gi6NjY0DXgzdbjeKioribnrDAtz06usi9pyGGOxDfn5+TkGx48eP5yu1/zvotUzdmcZeEW9G/K1f/vKXsw54NBpumQn2alI4T/R3xW1Xa9xuNw8UfK02z7BwkLoeEVubXXE9o6zO6NGjecFGV/0uQz5T7GuDo/0EBEHAddddp9l22eT8r3r9a87U94g42OGEKIq2yWJKZNGiRSgvL4cQ9sPRflzbjSsKt/hcfvnl2m4bahaRJEnY3+7E0U5jrqNvnfQgrKhVns20xFlWzEyYMAGVlZVYv349f6yzsxObN2/OKlVRT5i1ROqs412PtYSJpDPPPBNOZ27mw1tvvRV5eXk40unEBw3m924BgOcPexFSBCxatMhy+3YgiouLecNJJkRyQfCp20jVCV0LPvOZz8Dr9eJUjwM7W4wxRbNV4llnnYVx48YZ8plawISXo/UoBA3272Aw0XTuuedq6h6/4IIL4HK5cKrHgaM615x5L6a2jBUqO2eDJEl80ad1zRmpuxGivxMej0eX6uajRo3i1ZYzsc64RODp5S14enkLXBmoAn8YvH6VmVYZwGQx093dje3bt2P79u0A1KDf7du3o7a2FoIg4M4778QDDzyAV199Fbt27cINN9yA6upqwysLDsaECRPUWjlKmGccaYkWLiZGWVkZz2x5/nA++kLmmoF3tTix9bQboihi3bp1tjJLC4KA6upq9X9f7pOd6FeD1dk29aCgoIB322XZB3rSGRB4vREr9GDKhKlTp2LRokUQoMDVsFvXzxL83XC0qg0HtbZeFRQU8GzGf9Xrt89lJSpmmBiwK2z8Uscp7bIVERVHK1as0C3jh4mKzU3pF9ETBMAtqbdMLsH/qnejJ6QmbZidgm+qmNmyZQvmz5/PXSd333035s+fj/vuuw8A8K1vfQtf//rX8eUvfxmLFy9Gd3c3Xn/9dV5G3ioIghDNatLYLCn4OiD52uFwOHjF4Vy55pprMHr0aHQERLx01Lxg4KAM/PZT1bJx9dVXY8KECaaNJVvGjBkDABD9HbltSFG4mGHb1Is1a9ZAFEXsadO/7tC7dR4EZQHTp0/H7Nmzdf0sPWDCwtn8qa4B/q7GPRAUtXXBjBkzNN8+m5w/bHQhqFPw9942J9r8EgoLCzMuH2E1xowZg7lz50IA4GzWqPlkOAhH61EA+oq9KVOmYP78+ZAVQddCqbKiZk4BudVD0gpTxcz5558PRVH63Z599lkAqkj47ne/i4aGBvh8Prz99ttZpSUbAY+baT+haeNJZ5sqjubPn4+CgoJBXp0eLpcLd9xxBwDV31lrUiG9f9TmobFPwogRI3DzzTebMoZcYe4A0ZebmBECPRDkMBwOh+4BspWVlVx863mxC8nA+sj2165dayurG2PBggVqgL8chrNpnz4fEvLDGWldoFdM0fz581FeXo6ekIjtzfq4l9+LBP5eeOGFcLms4cLOBe5qajmoSb0hR9sxCHIIo0eP1l3Ys9i4d+vc6NOuD24cO1qcaOwzr0heIpaNmbEbZ5xxBoqLizVvPKmliymWM888E+eddx5kRcCz+/MNDwZu6hN53ZGvfe1rmgk1o+GWGV9u9YyYGKqurjYkLZ0Vhnu/0Y1enVyN25pdaAuIKC0ttWz388GIDVp2Nu0DwtrPDK6m/RDkECZNmqRbP5vY/j96tDfwhcBry9g18DeR5cuXw+PxQPR1Quw5nfP2mIVn1apVugv7pUuXoqamJlJET58Fy+uRUhqrV682pUheIiRmNMLhcER7NbVp42oSgr0Qu5sAZF71Nx1uv/125OXl4VCn09BCaoqiupeCsoAFCxbEFUa0GyygVexrT/4C0YGuBV9C14IvAWJqkcLaYRgVIDtv3jyMGzcO/rCgWyD4hlPqMXXZZZfZeqV+7rnnorq6GmLIr30DSjkEZ+NeAGpMkZ6THBMZO1qc6Apq+zlbT6u1ZcaMGaOLm8wMvF4vjzXKNRBY8HdD6lK7cefSVDJdRFHE2rVrAahV1bVerNZ2SdjX7jS1SF4iJGY0JC5uRguzZPsJCACmT5+uS8XUUaNG4ZZbbgEA/PGQF52B9C9w2Ua/A+oKbmeLC06nE3feeact3Q8MVidCDPmAUJKeYYIASE71NsD3ZGLIKDEjCAIPBH63TvuV2+k+EbvbVAGjRwqqkUiSxM32rsY9mjagdLYchhjqi8tC0YsJEyZg8uTJCCsCtjRpKy4/iNQZueiii2x9PifCBKCz9WhONWecrUcgAJg7dy6qqqo0Gt3AXHzxxSgoKEBTn4QdGmcusrYzy5cvT7vpsd6QmNGQRYsWqWbJQA/Evtact8csPFq7mGK5+uqrMWnSJPSERDx/KH1TYbbR730h4PeRoN/rrrtO06JRZpCXl8cr9kqprDNpwMSMkb/HxRdfDKfTiePdDhzXOGWXFU5bsGCBrtlZRnHppZeiqKgIor9LjYvTAkWBM9JQcs2aNYa4F5kV9AMNC+h1BgTsblMnS7sUvEyX+fPno6ysDEI4AEekam/GKApvKmmEVYbh9Xr5QuItDTMXuwICP36Y9ccKkJjRELfbjUWLFgHQoIBeOAipUzVL6pny5nA4cPfdd0MQBLzX4MH+Nn0vqC8d9aItoKbysRRxu8OysMS+tuw2oChcCBmZ0VVcXMzdl+9pGEcRm6J72WWXabZdM/F4PLy6qlOjNG2p8xQkXzvy8vK4lUxvmPVnf7sTrWmm7Q7GR00uyIqasaZ3Jp7RSJLEBZqj5XBW2xD72iD1tcPpdBoeO3bVVVdBFFUrqVY9+d6tcyMoC5g6dSrOOOMMTbapBSRmNCaa1ZRb3Iyj4yQEJYzq6mqMHz9eg5Gl5owzzuAX0+c+zdetb09tt8SzZ+68807bdNMdjFzFjBDsgxD2QxRFwy1VrBHgBw1uhDXa75+2O9Dsk+D1enW1KhrNVVddBUmS4OhuhNjTnPP2XI2qVeayyy4zLAB+1KhRmDVrFgDg49PauJo+alLP4wsuuECT7VkNLmY6TmRVFNXRegSAGpRbWFio6dgGo6qqihcifedU7tdbWQE2RNzSV199taVciiRmNGbZsmUQRRFSb2tOPXtis5iMOGBuu+02FBUV4VSPQ5d0XUUBnjuQD1kRsHz5ct2yNsyAi5ne7MQME0GjR482XOCdeeaZKC4uRmdQxJ42bfzqzATNskGGCiNHjuQTtitVmnaaAd+CrwOOjlMQBMHwAErWkf4jDeJm2v0CDrSr39OuGWuDMXXqVIwePVotnZBp/z1FgTMiZswSe6zI7Hv1bvhyTMbb0eJEs09CUVGR7jFemUJiRmNKSkr4yifpgZ/OxU6R4WhX/bNGVVUsKirCV77yFQDAy0e9mnfYfb/RhYMdTng8Hqxbt07TbZvNxIkTAQBSX1tWgd8svoptx0gcDgef3LRoPhmSoyv+oRY/AURT2h0tR3IK+HY17QcALFmyRNf2FclgGToHO5xoy/E833raBQUCZsyYYYsGotkgCAKfuFnRu3QRe5oh+rvh8XhMa9WycOFCjB49Gn1hER825bZYYq0LLr30UstZ1knM6ABP0U4mZtK42EldjRDCfhQVFRnqk7z00ksxY8YM+MICXjisXd0AXwj40yE16PdLX/qSZaLftWLs2LGQJAlCOJBV6XMpYtGZNGmS1kNLC3ah/qQ59+qwe9uc6A6qtWXmzZuX++AsxsyZMzFlyhQIShiu01mmaYdDPNWXiSMjGTVqFE+f3pZjAb2tkfefe+65OY/LyjDB7+g4Fe9qGmRxypI4lixZgrw8c6qti6LI4702nMreUtrsE3k/N7Y9K0FiRgeYNUXqagDCgYzfz0TQ0qVLDclwYIiiiK9//esAgH81eHBEo66rfzueh7aAiKqqKnz2s5/VZJtWwuVyRVO0s8hiY+8xq53D7NmzUVZWht6QiL2tubmaPm6KTm5GHrtGIQgCrrzySgCA8/SnWVniHG1HIYQDqKqqwuLFi7UeYlqwWKZPcoib6Q0J2BdxTQ6l2KhkTJw4Mab/XkxW00CLU0WBs+0YgKg1zCwuueQSOBwOHO1yoDbLzMV/1rmhQMD8+fMtGehNYkYHampqUFNTA0GRs2o86ehQUz/N6G8yc+ZMXlvh/x3Mz7lcTotPxD9ORCv9Ws00qRXMqiJlGjcjyzwte/LkyRqPKj1EUeQr61yCQsOyat0Bhm78BKBasvLy8iD6O9UFS4Y4Ixadyy+/HKJoziWYiY+9bc6sy93vbHEirAioqamxfYmFwRAEgQuSdIuiir52iP5OOJ1OLF26VM/hDUpJSQlfZGdTIFVWouUWrFo3isSMTjD/aKYBY4KvA6KvEw6Hw7RV27/927/B5XLhQIcT23MstvTy0TwEZQFz5swZ0qZoFu8i9mZmmRF97RAUGfn5+abGHLAL9bZmV9ZZTQc7HOgKiigqKsLcuXM1HJ218Hq9PB7ImaGrSexrV7OhRNHUztJjx45FdXU1QoqAvVkGfrNCbHZvKpkuvChqx8m0CieyekQLFixAfn6+rmNLB1YmYVODO+OM1X1tDrT41T5MVr2Ok5jRCSZmpI5TGZmiWeDvnDlzTDsBRo0axYsh/emwN+tS2Kd6JK7mv/KVr1gqjU9rmGUmUzcTEz8TJ0409feZM2cOioqK0BUUcbAjO/cQi59YtmzZkHQxxcImBkf7sYzSdVnxtCVLlqC8vFyPoaWFIAjcWrCzJXNrnKwAuyLvM9vqYBQzZsxAUVGR2n+va/D+e1JkIWtW4G8iCxcuxIgRI9ATEjOuCMz6ea1YscKy1nUSMzoxe/Zs5OfnQwz5MmpSxlxMZp8AX/jCF1BQUIBTPY6sUzhfOZoHBQLOOeccSxVX0gPmIhJ9HRlNblJE/JgV/MtwOBx8Uvoki6BQRQG2RVxUQz1+AlAntjFjxqjpuun2YlMUOFvUNF0rNGNcsmQJANXCkqk7+XiXhM6giLy8PJ69OdSRJImfI4NWAw75IXWr132zr+UMh8PBK0C/n0GRTH8Y2HJafb0VjttUkJjRCYfDEa0GnG4Z7HCQ++DZhcYsCgsLeT+avxzLy9g6c6pH4iLopptu0nh01qOsrAylpaUQkFnxPGaZMSteJhbmLsgmw+VUj4QmnwSn08mP+6GMIAi8NL0zzcqwUncjxEA3vF6vJVwz8+bNg9PpRKtfQkNfZlMBq0m0YMECOJ3a9v2xMuy6LA0SC+norIMABePHj+ftTqwAO2a3t7jQF0rPEryjxQVfWEBFRYWlhSuJGR1hB366QcBSVz0ERUZVVRVqamr0HFparFmzBvn5+TjV48DWDAND/3pMtcqce+65lpiojYB9TynduBlF4WLGbMsMACxevBgOhwONfRLqezO7NLDYqvnz55uWgmo0bJUrddYlrzmTAKtRcu6551rCVO92u7nFNNMsNvb6hQsXaj4uK8O+r9TXCiHYm/J1TOxYTdhPnjwZNTU1CMoCPmlOb5+z+lMrVqywdKgAiRkdYQG8Ys/p9C52kRPgzDPPtMRBU1hYyOtg/KM2/foErT4RmyNWmeuvv16XsVmRTONmhGCf6oYURVMK5iWSn5/PA3d3JFhnBuuSviMmXma4MHr0aEyePBkClMF7sSkKd0exmiVWYMGCBQCQUfXnoAwc6IhaZoYTJSUlmDp1KgDw3nnJcHTWAbCemBEEgVci3pJGAT1/OBpTZbWKv4mQmNGRkSNHYsKECRAAOAY48BkOC6r5q6++Gk6nE4c6nWkHhr550oOwImDu3LmYPn26ziO0DtH07PTEjNjbAkBN5bfCSh2IBnMmZrEN1CW9JyjgYKcj7v3DBZYF5hwkbkbsOQ0x2Auv12spawYTIwfa04+bOdLpQFAWUFpainHjxuk4OmvCikFKXcmv6YK/G2KgG6IoYs6cOQaOLD3YMbuz1Ql/eODX7mxxISALqKqqsryFncSMznCzZESpp0Lwd0P0d0IURcyfP9+IoaVFWVkZN6e/nUbPpkAY2FinTsyf+9zndB2b1eCWmd7WtDLYrBL8GwtzjX7a7ky7j8vuVidkRcD48eNRVVWl4+isB0tTlTpPDRj4zawyS5cuhculTYNHLZg2bRpcLhe6gmLarsVPI72YZs+ebQkLstEwMeNIUWOIiZxp06bB69WukrpWTJo0CVVVVQjKAnYP4l7c1hwtimj1fU1iRmeYmHEMImaY2JkxY4ZhHXTThVU8/bjJha7gwAf0x6dd6AmJqKioMD2I2WjGjh0Lp9MJQQ5B8HcN+nrR5DYGyaipqeH1R9J1PbAS50OpeWi6sABPQZFTrtSBqNXVam44p9PJWxscaE9vfzMXkxWtDkbARJzo60waN8PStq3azkMQBB6Avn2AYH9ZUYN/AXvUEiIxozNz586FKIoQ/V0DdtF2RC6EVrLKMKZNm4YpU6YgpAjYNEj1yHcj7eEvv/xySJI27RDsgsPh4GZ3KY2MJisF/zIEQeCiZFfr4BYERYm+briJV0D9vaKB/smzFoVArxowKgimFcIciNmzZwMADnUO7kaWFeBwxN1s5cwWPSksLOStR1j6dSxSTxMAa/8+TFTvbHGlNCIf7VKLYObn5/NjxMqQmNEZr9eLadOmAUjtY4Wi8JRsK6p5QRB4Cev3G1OLmWafiAPtTgiCYGp1UzOJczUNhBxWa9LAnG7ZA8HFTBr1R050S2gPiPB4PLa44OnBYFmLUqf6+PTp01FSUmLUsNJm5syZAKIiZSAae0X0hES4XC7Lx1DoCfvNxO6m+CdCAd6ehFm8rMjs2bPhcrnQFhBxqif5onN3SzRjzQ5FMEnMGEA0YCx51Ugh0A0x0ANJkiyr5s8//3yIoohjXY6UvvXNkRS+uXPnDrnO2OnC2xoMYpkRfe0QoKCwsBAjR440YmhpM2/ePDgcDpz2SWgcpP7IrojPfd68eZaKBTGSOOtrkq7pLLbCilZXIDox1/U60DtI7ZHDEevN1KlTbTHB6QX7zaSEgqhSbzMEAJWVlRgxYoQJI0sPt9vNMxdTxc3sbrNX+j2JGQNgK1apO7mYYSJn6tSp8Hiyb9GuJyUlJTzL6uMUKX2bI4+zvjXDESZmpEHSs1m8jNltDJLh9Xp5/ZHBAgTZ81bKwDOagoKCaI2hJEGhLIXXqv2qSkpKeF+wY4N0VD7apQoYK1sdjICnZycE+4s9aoYis8ZbGSZS9ieJlQqEo5Y6EjMEh1lbJF8HhGBfv+eZyLG6mZ5lbmxLUmypzS/gWJcDgiDw7qzDESZmBF8nIKdOB2IxNcz3bjVYbMdAQcCBMPBpB4kZINb6Gi9mhEAPT9O18vnNJufjXQNbW451RS0zw5nx48erwf7hQFywvxQptzBlyhSzhpY2TFzvb3f0q/B+qNOBkCKgvLwco0ePNmF0mUNixgCKioowduxYAEjap4kFkVnVxcRgQWNHOh3oCMRbE1hU/PTp0y1tXtWbESNGqM3oAIh9HSlfJ1pczLDV2L42Z8pWFgc71Hoj5eXlw7LeSCzMktXP7RA5tydOnGjJNF0GEyfHBhAzsgLUdpOYAdRgfx4EHBMfx2Ll7CBmpkyZAo/Hg96QiLqEuJmDEWuNndLvScwYBDPL9ot+Dwf5xGZ10215eTmmTJkCBQL2JLgfmLvBaqmnRiMIAr/IDRQ3Y3UxM3XqVOTn56M3JKZ0PeyN6c9jlwueXrBzV+xtA8JRixxbvFj93GaT7/EB3EyNvSL8YQFutxtjxowxamiWhZ/nvnb1ATkM0d8R95yVcTgc3B2WmMnG7tupQTCJGYPgYqanOe5xqbcVAhSUl5dbLhA0GSyIcV+M+0FWon5XqwY5Gsn48eMBDCBmwkGIkUBR9lqrIUkSd53sS+FqYmKG9rla7XvEiBEQoHBXAxC11Fi9EjZzjzb0SQjKyV9zoked4CZMmDDsyi4kI/E8F/2dEBQFXq/XFtdyIBrIfDRGzCiKan2Pfd4OkJgxCGaWFXtb4gPGepvjnrc6bOKKDRqr65HQFVTTc61+0TYC5nJhqdeJsNTN0tJSFBUVGTWsjGFiJlmAoC8UDQa1YjkBoxEEgVs3eG8uReEuCKuf3+Xl5SgsLISsCP1cDoyT3erjVislYBb8PI+4k9l5PW7cONtYKpll5miMe7HVL6IrKEIURUvVwBoMEjMGMWnSJDV9M+SLqxop9dgnYAyImh0b+yR0R6oBs3TN6dOnw+nMrPvuUCRaOK896fPMLG1VqwyDBQh+mjRAUG1hUFFRMexaGKSCp+VHMtWEYC+EcACiKPKYOasiCAIf/8lUYibyuB1cKEbAXG2ivxNQFPVvzON2gInsk90SQhGLHHMrjx8/3jI949KBxIxBuN3uaBBwjPuB/W+XAlRFRUX8ZGWmSPbX6nEBRsHEjODvAuT+ndzYSs7qE9ykSZPg9XrRFxb5qpwR25+HUEmsMcT+jhkzxhaTAjse63ukpF3SmcVmuAd7M6qqqiCKotq+JNQHwadmNdkl+wdQ6+Hk5eUhpAho7FP376mIO9FOVhmAxIyh8ICxyMoNisxNk3Za7TDTJMt8YOmcdqitYARlZWXIy8uDgOhqLRbmfrK6mJEkifvMP02oDss6qJOYicJjKHzM7dAR97jVYSKlrlfq1yU9JINPdiRmVJxOJy8OKvq6+LleXV1t5rAyQhRFPveciCxY7OpOJDFjIDyVL7JiE/xdEJQw3G63rUz1seZoWYman+128OuFIAioqakBkDxuhj3GXmNlmFvxcGd8wPdhG2Y76A1bkYshHxDy287twC0zvf3dTKf7RIQVAR6PxzbBrUZQUVEBIFrFHQAvQGgXmDhtiOz3ul57ilYSMwbC3Uxs5Rb5O2bMGFtlB3Ax0y3hdJ+IgCzA6XTayryqN9F9nWCZURSIkSJbdhAzvG9PTLZDfa8EX1gN+LaL1cEIvF4vr7Ek+jr5vreLmGHHY1Of1C9GqiFilRk9ejREkaYNBhMzor+bt7Jgj9kFdq2q61X3OxM1VrccJ0JHpYHEiRlFsY27IRE23sY+ia/iampqbCXI9IYJOyHBzSQEeiAoYTgcDlv0r2Kuw4ZeCX2Rvj3HOtX9PHny5GHdnycZzMUgBrohBlTRaher66hRo+B0OhGUBbT44qeGxsh5bhdhZhTczdTbAkGRIYoiysrKTB5VZrB92tQnoiMgICALEEXRdhYmEjMGwie4cAAIByDaMGAMUFcekiQhKAs4EEnbtdt30BvuckiwzDDXQ1VVlS3EX0lJCb9gs4Jqx7opRioV3O3g74bgt5fbQZIkLrxYfAyD3ScxEw+zxLHaQiUlJbYT+Gyfn+6T0BTZzxUVFbb7HiRmDMTtdnPVLvq7uLvBTgFjgFo5kl20We8eu30HveFiJqZvCxAVN3YSfyzTjpWyr40EfNslA89I2Hkh9TZDUMIQBLXdg11g5/HphG7p7D6d5/HEXs9j79sJJma6giJOReIf7SLAYyExYzDswBH9nfwEsIsZOhZ20WYZTXbzE+sNuxgIgZ649GzB3x33vB1gMVLsQkf1RlLDgmNZ5d/S0lJb1V7iq3RfvGWG3bfjtUpPEvvQlZaWmjSS7MnPz0d+fj4A4FAkS9EOLvBESMwYDDtIhECPbQPGAPTLaKAMh3hGjBgBt9sNAeD7GQCPo7DTCpcF+Z7qkdAZENAVVC8bdst2MAIeABwRrXZrusqOy6YYy4ysAM2RGBoSM/EUFxfH3S8pKTFnIDnCrt+HIlmLdryek5gxGCZmpN5WCIq6YreTGZqRaE61o3lVTwRB4NaXWFeTaEPLDBMt9b3RgO+Kigrk5eWZOSxLkihe7CZm2MIqNgC4MyAgGAkKteMkpyeJ4iVR3NgFdv1mmUx2nJNIzBgMN0NHumeXlJTA5XKZOaSsGArmVb2J1qCIWmaEQHfcc3aAxfd0BUXuVqRA0OQkngd2Oy/YYqslxs3E/i8vL7ddUKjeFBQUxPVhKiwsNHE02ZPoVrKjaLWFmHniiScwfvx4eDweLFmyBB999JHZQ8qaaMBYZ9x9u2H3i7YR8BoUEQEDOQwx2Bf3nB3wer18/+6lgO8BSVyZ222lziyG7QGR9+phLiY7xlHojSiK8Hq9/L5dxcznPvc5XHTRRTjvvPOwdu1aLF682OwhZYzlZfYf//hH3H333XjqqaewZMkSPProo1i1ahUOHDhgy5PL7mZoxpIlS3DOOeegpaUFZ555Jjwej9lDshxsdcMsM+yvy+Wy5STX1taGfRExYyc3mZHk5+dDEAQoilp1zm6TW3FxsVprJhhEm1/EyDwZrX4SMwNRUFCAnp4e/r8dGT9+PL797W+bPYycsLxl5uGHH8Ztt92Gm2++GTNnzsRTTz0Fr9eL3/zmN0lf7/f70dnZGXezEok+VrsGjBUWFuKBBx7Ak08+iZtvvtns4VgSJmbEgNolXYx0Sx85cmScadoOMEuSLyzE3SfiEUUxTsAUFRWZOJrMEQSBH7dMxLRF/toxjsIIYgUMywoijMfSYiYQCGDr1q1YuXIlf0wURaxcuRIffPBB0vc8+OCDKC4u5jerlYy3uxmaSJ9Ulhk7+qMTJzI7fgejiJ3Q7Di5sX3NRAwTNbTPkxMbCE9B8eZhaTHT3NyMcDjcbxVYUVGBhoaGpO+555570NHRwW8nTpwwYqhpkxgwZreVG5E+bFJgFhkh8teOcVKUvZY+sTEUdhQzbN+2R0RMR+Qv7fPkkJixBpaPmckUt9sNt9tt9jBSIkkSvF4v97HazadOpA+7+AvhACCHePCvHSeFxABvu8Z6GUGsgIkVNnaBi5mAGPfXjsetEZCYsQaWtsyUl5dDkiQ0NjbGPd7Y2GjrAMRYH6tdA8aIwSkoKODVX4VgH4SAKmbsKAQWLFiAiooKOJ1OnHPOOXTRHoDYYHg7BsYnWmZIzAxMbGkNKy+khzqWFjMulwsLFy7E+vXr+WOyLGP9+vVYtmyZiSPLjVWrViEvLw/V1dWYO3eu2cMhdEIQBC5chGAfhJAqZuyYxj5q1Cj88Y9/xFtvvYUHHnjAdgHMRmJ3McOO2c6AAH8Y8EeCvu0owo0gVsDYcX8PFSzvZrr77rtx4403YtGiRTjzzDPx6KOPoqenx9YZNLfccgtuueUWs4dBGEBJSQkaGxshhHwQgvYVM0T62N3NxDIsO4MiOiNWGZfLRda4FEyaNAmAarkiS7t5WF7MfO5zn8Pp06dx3333oaGhAfPmzcPrr79OqaGELWDCRQz6IIR8AOybjk+kx5VXXonm5mZMnjzZlhlAzALTEYiKmdLSUrLGpeDqq6/GwoULqUKyydjil7/99ttx++23mz0MgsgYlnovhEjMDBemT5+OH//4x2YPI2vYMdsdFNAZVAUMHbOpEQSBmq5aAEvHzBCE3WGp94K/G0KkKiyl4xNWhomZsCKgqU+Ke4wgrAqJGYLQESZcRF8HADX2gIIECSvjdrv5MVrXo4oZEuCE1SExQxA6wsWMvyvuPkFYGXacNvapUwRZZgirQ2KGIHSEZTewztmU7UDYAVbMk7mZqLgnYXVIzBCEjiROAiRmCDvALDPNPnIzEfaAxAxB6Ehibx4SM4QdSDxO6bglrA6JGYLQkUQxY8fGg8Twg0Q4YTdIzBCEjiROCnasCEsMP8gyQ9gNEjMEoSOJ4oUsM4QdIBFO2A0SMwShI4k1Zai/DWEHEsULiRnC6pCYIQgdkSQprqsuiRnCDpCYIewGiRmC0JlY6wyJGcIOJIoXOm4Jq0NihiB0JlbMxFppCMKqxB6zoijC5XKZOBqCGBwSMwShM7GF86iSKmEHYi0xeXl5EATBxNEQxOA4zB4AQQx11q1bh9dffx0jRozAwoULzR4OQQwKWRMJu0FihiB0Zv78+Zg/f77ZwyCItIkVMNTlnbAD5GYiCIIg4ogVM2SZIewAiRmCIAgijlgBQ8G/hB0gMUMQBEHEEStgnE6niSMhiPQgMUMQBEHEQdYYwm6QmCEIgiDiiLXGKIpi4kgIIj1IzBAEQRBxSJLE/6caM4QdIDFDEARBxEEChrAbJGYIgiCIfrD6MmPHjjV5JAQxOFQ0jyAIgujHz372M+zcuRMXXnih2UMhiEEhMUMQBEH0Y8qUKZgyZYrZwyCItCA3E0EQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtobEDEEQBEEQtmbId81WFAUA0NnZafJICIIgCIJIFzZvs3l8IIa8mOnq6gIA1NTUmDwSgiAIgiAypaurC8XFxQO+RlDSkTw2RpZl1NXVobCwEIIgmD0cw+js7ERNTQ1OnDiBoqIis4dD6Azt7+EF7e/hxXDd34qioKurC9XV1RDFgaNihrxlRhRFjBkzxuxhmEZRUdGwOviHO7S/hxe0v4cXw3F/D2aRYVAAMEEQBEEQtobEDEEQBEEQtobEzBDF7XbjO9/5Dtxut9lDIQyA9vfwgvb38IL29+AM+QBggiAIgiCGNmSZIQiCIAjC1pCYIQiCIAjC1pCYIQiCIAjC1pCYsTnvvvsuBEFAe3u72UMhLIggCHjllVfMHgZBEISukJixMIIgDHj7n//5H7OHSBjMTTfdlPRYOHToUNLX19fX49JLLzV4lEQunD59Gl/72tcwduxYuN1uVFZWYtWqVdi0aVNa73/22WdRUlKi7yAJTch1XxNRhnwFYDtTX1/P///jH/+I++67DwcOHOCPFRQUYMuWLbp8diAQgMvl0mXbRG5ccskleOaZZ+IeGzlyZNx9tv8qKyuNHBqhAWvXrkUgEMBzzz2HiRMnorGxEevXr0dLS4vZQyM0hva1hiiELXjmmWeU4uLifo9v2LBBAaC8/fbbysKFC5W8vDxl2bJlyv79+/lrbrzxRuXKK6+Me98dd9yhLF++nN9fvny5sm7dOuWOO+5QysrKlPPPP1+nb0LkQrJ9qSip9x8A5eWXXzZ2kETWtLW1KQCUd999N+VrHnroIWXWrFmK1+tVxowZo3zta19Turq6FEWJXg9ib9/5zncMGj2RCYPt66NHjyoAlG3btvV7z4YNGxRFSe/6P1wgN9MQ4dvf/jYeeughbNmyBQ6HA7fcckvG23juuefgcrmwadMmPPXUUzqMktAT2n/2p6CgAAUFBXjllVfg9/uTvkYURTz22GPYs2cPnnvuObzzzjv41re+BQA466yz8Oijj6KoqAj19fWor6/HN7/5TSO/ApEm6ezrdNHi+m93yM00RPj+97+P5cuXAwD+67/+C5dffjl8Ph88Hk/a25gyZQp+9KMf6TVEQiP+9re/oaCggN9nMTG0/+yPw+HAs88+i9tuuw1PPfUUFixYgOXLl+O6667DnDlzAAB33nknf/348ePxwAMP4Ktf/Sp+/vOfw+Vyobi4GIIgkIvR4qSzr9NFi+u/3SHLzBAh9uCvqqoCADQ1NWW0jYULF2o6JkIfLrjgAmzfvp3fHnvsMQC0/4YKa9euRV1dHV599VVccsklePfdd7FgwQI8++yzAIC3334bF154IUaPHo3CwkJ86UtfQktLC3p7e80dOJExg+3rdNHi+m93SMwMEZxOJ/9fEAQAgCzLAFSztJLQtSIYDPbbRn5+vo4jJLQiPz8fkydP5jd28aL9N3TweDy46KKLcO+99+L999/HTTfdhO985zs4duwYrrjiCsyZMwd//vOfsXXrVjzxxBMA1KBvwn6k2teiqE7PsdfuZNdtYODr/3CBxMwwYOTIkXGZUQCwfft2cwZDEETGzJw5Ez09Pdi6dStkWcZDDz2EpUuXYurUqairq4t7rcvlQjgcNmmkRK6wfc0yFGOv3XTdTg2JmWHAihUrsGXLFvz2t7/FwYMH8Z3vfAe7d+82e1gEQSTQ0tKCFStW4Pe//z127tyJo0eP4oUXXsCPfvQjXHnllZg8eTKCwSB+9rOf4ciRI/jd737XL9h7/Pjx6O7uxvr169Hc3EzuJ4sy2L7Oy8vD0qVL8cMf/hD79u3Dxo0b8d///d9mD9uykJgZBqxatQr33nsvvvWtb2Hx4sXo6urCDTfcYPawCIJIoKCgAEuWLMEjjzyC8847D7NmzcK9996L2267DY8//jjmzp2Lhx9+GP/7v/+LWbNm4f/+7//w4IMPxm3jrLPOwle/+lV87nOfw8iRIyko3KIMtq8B4De/+Q1CoRAWLlyIO++8Ew888IDJo7YugpIYTEEQBEEQBGEjyDJDEARBEIStITFDEARBEIStITFDEARBEIStITFDEARBEIStITFDEARBEIStITFDEARBEIStITFDEARBEIStITFDEARBEIStITFDEIQtOP/883HnnXeaPQyCICwIiRmCIAiCIGwNiRmCIAiCIGwNiRmCICxHT08PbrjhBhQUFKCqqgoPPfRQ3PO/+93vsGjRIhQWFqKyshJf+MIX0NTUBABQFAWTJ0/GT37yk7j3bN++HYIg4NChQ4Z9D4IgjIHEDEEQluM//uM/sHHjRvzlL3/Bm2++iXfffReffPIJfz4YDOJ73/seduzYgVdeeQXHjh3DTTfdBAAQBAG33HILnnnmmbhtPvPMMzjvvPMwefJkI78KQRAGQF2zCYKwFN3d3SgrK8Pvf/97XHPNNQCA1tZWjBkzBl/+8pfx6KOP9nvPli1bsHjxYnR1daGgoAB1dXUYO3Ys3n//fZx55pkIBoOorq7GT37yE9x4440GfyOC+P/bt1+X5sI4DOMX+mpwzqBMx8IMIhPrgggbhgmCsryobgv+AwYxWoZGg00tQ8GwYLEvDbEZZGBxUUSLjJ30hpd3COb9OOP6tPNwONxPu8/3nEe95mRG0lB5fX0lCALW1ta6a7Ozs6RSqe7109MT+XyeZDJJNBplY2MDgLe3NwASiQQ7OztcXl4CcH9/T6fT6ZYjSaPFMiMpVL6/v9na2mJmZoZqtcrj4yO1Wg2AIAi695XLZW5vb2m321xdXVEoFJiamhpUbEk9ZJmRNFSWlpaYmJig0Wh01z4/P2k2mwC8vLzw8fFBpVIhm82ysrLS/fn3p+3tbSKRCBcXFzw8PFAsFvu2B0n99WfQASTpp+npaUqlEoeHh8zNzTE/P8/x8TFjY//evZLJJJOTk5yfn3NwcMDz8zMnJye/njM+Ps7e3h5HR0csLy+zvr7e761I6hMnM5KGztnZGdlslnw+z+bmJplMhnQ6DUAsFuP6+pq7uztWV1epVCq/jmH/VyqVCIKA/f39fsaX1GeeZpI0sur1OrlcjlarxcLCwqDjSOoRy4ykkdPpdHh/f2d3d5d4PE61Wh10JEk95GcmSSPn5uaGxcVFvr6+OD09HXQcST3mZEaSJIWakxlJkhRqlhlJkhRqlhlJkhRqlhlJkhRqlhlJkhRqlhlJkhRqlhlJkhRqlhlJkhRqfwEtsfDZ6IgL0AAAAABJRU5ErkJggg==", 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