{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "HQHMfCs-ZVq8" }, "source": [ "# 16. Regression\n", "\n", "Seaborn is a great tool if you want to quickly explore data and relations between variables. In addition to just plotting scatterplots you can also perform regression while plotting, a task for which seaborn uses the statsmodels package. **Note that you cannot extract fit values from the plots. The goal here is rather exploratory or to generate figures**. If you need the fit values you will need to use statsmodels directly." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "executionInfo": { "elapsed": 2950, "status": "ok", "timestamp": 1615194508960, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "0oroh_5FaHxJ", "outputId": "2756da28-75f9-4713-98df-864b5c6f4749", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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caratcolourclaritycertificationprice
10.30DVS2GIA1302
20.30EVS1GIA1510
30.30GVVS1GIA1510
40.30GVS1GIA1260
50.31DVS1GIA1641
\n", "
" ], "text/plain": [ " carat colour clarity certification price\n", "1 0.30 D VS2 GIA 1302\n", "2 0.30 E VS1 GIA 1510\n", "3 0.30 G VVS1 GIA 1510\n", "4 0.30 G VS1 GIA 1260\n", "5 0.31 D VS1 GIA 1641" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "diams = pd.read_csv('https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/Ecdat/Diamond.csv', index_col=0)\n", "diams.head(5)" ] }, { "cell_type": "markdown", "metadata": { "id": "LdDYC8H1aIWJ" }, "source": [ "## ```lmplot``` and ```regplot```\n", "\n", "The two functions are very similar in that they allow you to compute a fit and plot it. The main difference is the input. ```lmplot``` requires a DataFrame as ```data``` input while ```regplot``` is more flexible. In the frame of this course we focus on ```lmplot```.\n", "\n", "The idea is that you pass a DataFrame to the function and specify ```y``` and ```x``` variables to fit as ```y~x```. By default the fit is linear:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 383 }, "executionInfo": { "elapsed": 2915, "status": "ok", "timestamp": 1615194508961, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "WZskyaxWd3aK", "outputId": "73bb301e-02b8-49ad-ee95-163bff5e2023", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=diams, x='carat', y='price');" ] }, { "cell_type": "markdown", "metadata": { "id": "7hnqdS31JNCV" }, "source": [ "As output you get a scatter plot with the linear plot and a band indicating 95% confidence interval. As usual, there's little you cannot adjust both in terms of computation and formatting. For exmaple you can adjust the confidence interval with ```ci``` and use any option of matplotlib's scatter plot with ```scatter_kws```:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 383 }, "executionInfo": { "elapsed": 3423, "status": "ok", "timestamp": 1615194509483, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "7SEWfT4kJSem", "outputId": "da03c4d3-36cd-4e18-c0b9-4863c67456f8", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=diams, x='carat', y='price', ci=99, scatter_kws={'color':'red'});" ] }, { "cell_type": "markdown", "metadata": { "id": "ng8dbV3geDq1" }, "source": [ "## Using aesthetics\n", "\n", "As with all other plots, you can still use aesthetics which will naturally split the data in categories and generate a fit for each of them:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 383 }, "executionInfo": { "elapsed": 4882, "status": "ok", "timestamp": 1615194510956, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "W_7Naw_6FRaT", "outputId": "5f6cad04-a8bd-4c38-ad25-707c01b26ac4", "tags": [] }, "outputs": [ { "data": { "image/png": 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G/nvWCmKN11WAG08dwnlH9u7S15EOXTIYkSRJkhBCUBlKdnkg8tn6Gn77xtekrUyjGU1V+OWZR3DqiOIufR3p0CaDEUmSpMPcrkAkljK79Lpzvq7kgdmrmxreOXSVu88ZydRBBV36OtKhTwYjkiRJh7HuCkReWbydR1o0vPM6NO65YDRj++R26etI3wwHzYbujz/+mHPOOYeysjIURWHWrFlNj6XTaX7xi18wZswYvF4vZWVlfP/732fnzp1Z1zjppJNQFCXr6zvf+U7WOfX19cyYMYNAIEAgEGDGjBk0NDRknbN161bOOeccvF4vhYWF3HjjjaRSqe66dUmSpB7RHYGIEIKn5m3OCkTyPAYPXTpOBiJSuw6aYCQajTJu3DgeeeSRVo/FYjEWL17MXXfdxeLFi3nllVdYu3Yt5557bqtzr7nmGsrLy5u+HnvssazHL7vsMpYsWcLs2bOZPXs2S5YsYcaMGU2PW5bF2WefTTQa5dNPP+WFF17g5Zdf5pZbbun6m5YkSeoh3RGI2ELwyIcb+OfnzZ13i/1OHv72kQyVDe+kPVCEEKKnB7E7RVGYOXMm559/frvnLFy4kMmTJ7Nlyxb69esHZGZGjjzySB5++OE2n7Nq1SpGjhzJ/PnzmTJlCgDz58/n6KOPZvXq1QwfPpy3336b6dOns23bNsrKygB44YUXuPLKK6mqqiInJ6fVdZPJJMlk8775UChE3759CQaDbZ4vSZLUk7pj10x3NbzzuXSK/a6uGKJ0EDtoZkY6KxgMoigKubm5Wcefe+45CgsLGTVqFLfeeivhcLjpsc8//5xAINAUiABMnTqVQCDAvHnzms4ZPXp0UyACMG3aNJLJJIsWLWpzLPfdd1/Tsk8gEKBv375deKeSJEldpzsCkWTa4tevfZ0ViAwv8fPwt4+UnXelDjkkE1gTiQS//OUvueyyy7JmHi6//HIGDhxIaWkpK1as4I477mDp0qXMmTMHgIqKCoqLW28nKy4upqKioumckpKSrMfz8vJwOBxN5+zujjvu4Oabb276966ZEUmSpINJdwQi0caGd0tbNLw7sm8uvztfNryTOu6Q+0lJp9N85zvfwbZt/vKXv2Q9ds011zT99+jRoxk6dCiTJk1i8eLFTJgwAaDNSn9CiKzjHTmnJafTidMpo39Jkg5eu3rNdGVl1YZYil/s1vDu2CEF3HX2SNnwTuqUQ+qnJZ1Oc+mll7Jp0ybmzJmz13yMCRMmYBgG69atA6C0tJTKyspW51VXVzfNhpSWlraaAamvryedTreaMZEkSToUdEcgUhlK8LMXlmQFItNGlXD3OaNkICJ12iHzE7MrEFm3bh3vvfceBQV7L5qzcuVK0uk0vXr1AuDoo48mGAyyYMGCpnO++OILgsEgxxxzTNM5K1asoLy8vOmcd999F6fTycSJE7v4riRJkrpXdwQiW+ti/OyFJWxr0Xn3ogm9uW2a7Lwr7ZuDZjdNJBJh/fr1AIwfP56HHnqIk08+mfz8fMrKyrjoootYvHgxb7zxRtYMRX5+Pg6Hgw0bNvDcc8/xrW99i8LCQr7++mtuueUW3G43CxcuRNM0AM466yx27tzZtOX32muvpX///rz++utAZmvvkUceSUlJCb///e+pq6vjyiuv5Pzzz+dPf/pTh+4lFAoRCATkbhpJknpUd+SIHOiGd3I3zeHhoAlG5s6dy8knn9zq+BVXXMHdd9/NwIED23zehx9+yEknncS2bdv43ve+x4oVK4hEIvTt25ezzz6bX//61+Tn5zedX1dXx4033shrr70GwLnnnssjjzyStStn69atXH/99XzwwQe43W4uu+wy/vd//7fDeSEyGJEk6WBQFUoQSXZdHZGl2xr4rwPc8E4GI4eHgyYY+SaRwYgkST2tLpqiIdZ1laPnbajhN6/v3vBuOKeO6N5cOhmMHB4Oud00kiRJ0p4F4+kuDURkwzupu8lgRJIk6RsknEhTG0nu/cQOemXxDh75cH3Tv2XDO6k7yGBEkiTpGyKcSFMd7ppARAjBPz/fwtMt+szkug0euGjMAeszI2wbc9XXRJIxtLw8XCNHoKiHzCZQqRNkMCJJkvQN0JWBiC0Ef/lwA698taPpWLHfye8vHkvffE+XvMZex7BoIeZzT2Nu3ULEMlEMA8fAgRReew3eqVMPyBikA0cmsHYDmcAqSdKBFEmaVIUSXXIt07L5/btrmfN1c4HIfvkefr+fDe86Qtg2Yt0a7IULsGa+COk0am4Aw+VCpFJYwSCq10Ov3/xGBiTfMHJmRJIk6RDWlYFIMm3x2zdW8fnG2qZjw0p8PHDhWAIeo0teoz27ZkLElk1QVw+WCS43WD4UVUVxuVCcTsyqKmoefwLP5MlyyeYbRH4nJUmSDlFdGYhEkya/fGV5ViByZN8A/++ScQckEEn/732IDetA0wEBmgapJHZ5OXY0CmT6hmmBAKlNm0h8vapbxyQdWDIYkSRJOgRFk2aX5Yg0xFLc8uLSrM67xwwu4P4Lx+J1du8EurBtzOeehlgUCoszQYgQoGqgG2DbmNXVTecrDgcincaqr+/WcUkHllymkSRJOsREkyZV4SRdkfJXFUpw20vLsvrMnDGy5ID1mRHr1iC2boacAIqiIDQNFCUTkCgKqCp2MoEdrkf15yFSKRTDQMvL6/axSQeODEYkSZIOIbFU1wUiW+ti3P7SMqpazLBcOKE31580GLUb+sy0qaEB0ibkODL/drrA4YBkAmwbBRC2QDTsRCRrsJIunCNH4xo54sCMTzogZDAiSZJ0iIinLCpDXROIrGtseNfQsuHdMQP43tTuaXjXrtxcMHRIp8DpxExGUV0qasICAUJRAAUhFMxQEtWRpnC6TF79ppHBiCRJ0iEgnrKoCCW6JBBZur2B/565gmiLbr4/PWUIF4zvvoZ37VGGDkfpNwBz9UoUI45TpNGxsD1gJjSEpWQ68qHgLHJQOCqBN/I22NeADEi+MWQwIkmSdJDrykBk/sZa7n79a1KmDYCqwC/POoLTurnhXXsUVaV+8kjyVs2HqMB2KAgNUEBRBaph4h/tJHdoDq5iHcVMQM06qFgKZeN7ZMxS15PBiCRJ0kGsKwOR91dVcv/sNViNHe8cusqvp4/k6ME91/DOti3c4bfIOSpBcJUXJWRhpVVQwZFvkT8iglGq4iopyEyQ6E5INECsFmwbbBN0R4+NX+oaMhiRJEk6SMVSZpfliMz8agd/+iC74d3vLhjNuB5ueFe1ZiEDU9tIlHrRejkx6hLkxYOoToGRZ6MqNqowScYjuNw+MJOgGuD0Q3AruPNlMPINIIMRSZKkg1BXbd8VQvDM/C08Na/nGt7tiR2rwcAkqjhQFAUz34VhC5ykMNEQKICNbaYz233j9VA0HFz5mSqt0jeCDEYkSZIOMl0ViNhC8Je5G3hlcc81vNuTgNvAKumNiY4u0qQVJygK9WoexXZ1JpE1sziDptgQ2gkODxx5WaYGifSNIVORJUmSDiKRLgpELFvw4Ow1WYFIv3wP//edI3s8EFEVheIcFwU+J4PHHkO1sx8+Ec7MfABxxUOVWkQSBxoWoODAhsIhcNIvoc/kHh2/1PXkzIgkSdJBItJY4n1/A5GUafPbN75m3obmPjPDS/zcf+GYbu8zszcOXaXY78KhZ/4WVjUN5fifk3j/dvLsWiKKH1MxMIVGHAdhvCTHfY/+I46CgmGgyL+hv4lkMCJJknQQ6KpAJJYy+e9ZK1myraHp2JF9A/zPeaO7vc/M3vhcOkU+Z6uiaqOPO5cVgPjkDxQlt6KLMCY65c7B6FOvYcQYORPyTaeIrkjTlrKEQiECgQDBYJCcnJyeHo4kSQe5ruq+G4yl+eUry1lTGW46dszgAn41fWTTTERPUBSFAp+DHNeeZ2Vsy2LD8nnEG6pwBwoZPHAwqrmX98VXDC75e/ZQJ4ORbiCDEUmSOqqrtu9WhRLc/vJyttbFmo4dyIZ37TE0leIcJ05d6/iTzBSEy8FKt3+OsKF6dea/c/tC6ThZkfUQJpdpJEmSekhXBSLb6mLctnvDu/G9uf7kA9jwrg1uh0ax39W5YCgZhkhVUzJrm7YvgC+fgvrNgA2aEwqHwnE/h0En7ueopZ4gw0hJkqQe0FVN79ZVhvnZC0uyApErj+nPT3o4EAm4DXoF3J0LRKI1EK7ceyDy4T1Quy6zzddbDA4vVK6EN26CjR/t99ilA0/OjEiSJB1gXVXiva2GdzecPIQLJxz4hne7KIpCoc+Bfy/5IVlsC8IVkI63e4qwbRJr12O9/ShaKo6rXxGKqmR21xhu0F2ZpZ1P/wADjpdLNocYGYxIkiQdQF0ViLTV8O4XZx7B6SN7puEdgK6qlAQ6mx+SbMwPMRsDjo1YwRBaIAfXsEEoqkp00VJqnn2J1KbNiGg9iubEkRejcKITb18FVC1TBM2dJ5voHaJkMCJJknSAdFUg0lbDu19NH8Exgwu7Ypj7xGVolOR0Mj8kEYJoNQjRHHBs3YFImyiGjqNvGb6BHuo/XIadstH8bhRbIIRKstYksjaMxxlCKRgAzpzsJnrSIUUGI5IkSQdAVwUisxob3u26isehcc/5oxnXN3e/x7ivctwGBV5Hq/oh7RIiE4QkQgBEFy2l/Pd/xo7F0XL8KDkGIlRDYvlXxL9qXInxWijxMKCguWxKjmzAV5JZ1hENW1EKh2c6+KoGeHquC7G0b2QwIkmS1M26oteMEIJnv9jKk59tbjqW6za4/6IxDOuhhncdrR+SxUpnlmXMFJDJBal59qVMIJKfh91QjUjEUEQS1QAzqQMiU3hV2Dhz0xSNDWO47eZr2gLMRGYnTsmozDZf6ZAigxFJkqRu1BWVVW0heHTuBl7ereHdgxePpV8P9ZnR1Uz9EJfRifyQVBQilWA3BxKJtRszSzOpGKkN9TRN+bT4eBK2gm1C/rAYuYNiWRXhYzUOhKcXbneYWLUHu/cpGF+vwjVyBIpMYj1kyGBEkiSpm4QTaapbbLndF5Yt+N931/DOysqmY/3yPTx40RiKc1z7O8R94jQ0SvxOdK0TH/axuszXbqxgCKuhDpE0232q7rYom9KAu6C5CJqwoW69n7o1XgrGpala7CMddSA+/w+qYxaOgQMpvPYavFOndurepJ4hw0ZJkqRuEOqCQCRl2tz9+sqsQGRYiY+Hvz2uxwIRn0unLODqeCBi2xAqbzMQAVA9zqxARLT4AvD3iTPozOqsQCQdU9m5rD+1G3uhFvWmZn0+qYgL1RdALyxE9XhIrl1L+a9/TXT+/H27UemAkjMjkiRJXSwYT1Mb2b9ApK2Gd+P6BPjd+T3T8E5RFPK9DgLuTuSHdKCse3LhO0DLACSTBKtoNqUTguQNzq49Et7ppGa5j5Spofo8CNWNSMXRCgpQFAVFVVFcLhSnE7OqiprHn8AzebJcsjnIye+OJElSFwrG9j8QCcbS3PKfZVmByNGDCrj/wjE9EohoqkJpjqtzgUgqCsFte+4vA5gVFY2BiIKCAghcuSkGT6vOCkRsU6F8UQ475wdIxQwcAwYSOPM07FAQze9vtZNHURS0QIDUpk0kvl7VibuVeoKcGZEkSeoiwVia2uj+BSLV4SS3v7SMLS0a3p0+soTbzhjWuRyNLuLQVUpyXBhdkB/SFr1XKUL5GgvQsCkYGqV4XBi1RV5svNagapmfZFBH2AqK04kQAjseQ5gWGG0HSYrDgQgGserrOz52qUfIYESSJKkLBOP7H4hsq4tx+8vLqAw1X+eC8b17rM+Mz6lT5Hd2vH6IbWd2y6SiHX6NndOnEXvuQ/zCpGxqkJxezfcuBNSu8lK1IgcUgeEW6Dm5YHhJb9tBaGdlJpM1nQans9W1RSqFYhhoeXkdHo/UM2QwIkmStJ9Cif1fmllXGeYXLy+nId68rHHF0f35/tH9Ox4MdKECr5OAp5P1Q0I797oss7sGUmw+yeRSZ01W7ZB0XGXn/FyilU4yeSQKZlRBMzQ0rwMtz8CsqwdbYIXDaI7somtCCKxgEOewYbhGjujUmKQDTwYjkiRJ+yGSNKnZz10zy7Y38F+tGt4N5sIJffZ3eJ2mqQrFfhduRyfrh4Qr9txtty1WiuHLZnFsblXW4dAOJ+Vf5GKlMmMQNKa1CoFV35AZZ24Ous+HGYmh6DpWXR2azweahkilsIJBVK+XwmuvkcmrhwAZjEiSJO2jeMra7+27bTW8u/3MIzijBxredWX9kL2q3wzv3klh9ZqmQylF4f1kEWWfaximgqWA1hjftJwbshqCqAEfGDqKppJzzjnElywhtWULdlUVWm4uzmHDZJ2RQ4gMRiRJkvZBIm1RuZ+9ZnZveGdoCr+aPpJjhxz4hned7i+zD/khQGb2ZNWr8PHvMyXcG212uvlNrz70W+/mErMGUwWhgGY1ByKixTXsSAzV4UDRNNxHHonm9VK7ciWkUngmTKD3//tfOSNyCJHBiCRJUicl0hYVwQT2fgQiry7Zwf+9n93w7nfnj+bIA9zwTlEUCn0O/J3pL9OB+iFtSobhw9/B+veyj4++mKojTsfY/Dp5n61u3OALLeOiFp1oUIBgPIgn6cTdpy/1Tz1F/Kuvmh4Pv/02yR9di+uIIzo3PqnHyGBEkiSpE/a3+25bDe8CboMHeqDhnaFl+ss49U7khyQjmRmRzt7/zq9gzn9nckt2cQbg1F/BoJOYlEozTvRh/ZDXUT59DUNRURQNW7PAspsClF20pEXMiKNs2IiSag6K1JwcSn/1K5zDh3dufFKPOmjmsD7++GPOOeccysrKUBSFWbNmZT0uhODuu++mrKwMt9vNSSedxMqVK7POSSaT/PSnP6WwsBCv18u5557L9u3bs86pr69nxowZBAIBAoEAM2bMoKGhIeucrVu3cs455+D1eiksLOTGG28klUp1x21LknQIiaXM/QpEbCF49KMNWYFIkc/JH7995AEPRLxOnd657o4HIkJAtKbziaq2CV88BjOvzQ5E+hwF330BBp2EFY5gVlZD2mLwKWegerxg2aTtNCY2pto8M9IUlOgqvrjICkQ8U6Yw8OWXCEw/u0d2IEn77qAJRqLRKOPGjeORRx5p8/EHH3yQhx56iEceeYSFCxdSWlrK6aefTjgcbjrnpptuYubMmbzwwgt8+umnRCIRpk+fjmU1Z6hfdtllLFmyhNmzZzN79myWLFnCjBkzmh63LIuzzz6baDTKp59+ygsvvMDLL7/MLbfc0n03L0nSQce2Bcu3B/lobTXLtwcJx9NUhva9+65lC37/zhpeWtTcebdPnpv/++6R9Cs4sJ13C7xOSnJcqGoHP7AtE0I7IN7QuRcKlWeCkIWPZ+qBAKgaHH0DnPtnhLuAdHUtZn0wsxVXmMytWcyKowszyasWKI1PsxuHKgBbA3eieeFGeNwU3XwzJb/+FXpRUZtDEbagakuIrStrqdoSQtj7vsQmdT1F7E/2VTdRFIWZM2dy/vnnA5lZkbKyMm666SZ+8YtfAJlZkJKSEh544AF+9KMfEQwGKSoq4plnnuHb3/42ADt37qRv37689dZbTJs2jVWrVjFy5Ejmz5/PlClTAJg/fz5HH300q1evZvjw4bz99ttMnz6dbdu2UVZWBsALL7zAlVdeSVVVFTk5OXsdfygUIhAIEAwGO3S+JEkHl3nra3j0ow1sqIqQtgSaCr3zPFw2uS/j+3W+gFbKtPmfN7/ms/W1TceGFvu4/6Ix5HkcXTn0Pdq3bbsxiFRkElY7Y/0c+OB3kIo0H8vpDdPuhZLR2PEEZl09wspcd+a293hx6ztE0nEEgpOWWpz+FbhTzbMhQgF9t0+s9f0Mim66ifEjTgbA6NUL1ZXdRHD76joWv7OF+ooYtiVQNYW8Ug8TpvWnzxH5nbsvqVscNDMje7Jp0yYqKio444wzmo45nU5OPPFE5s2bB8CiRYtIp9NZ55SVlTF69Oimcz7//HMCgUBTIAIwdepUAoFA1jmjR49uCkQApk2bRjKZZNGiRW2OL5lMEgqFsr4kSTo0zVtfw50zl7OqPITXqVPgdeDUNTZWR3hozlq+2tq50uKxlMkdM5dnBSLj+gR46NJxBzQQcegqvXPdnQtEYnWZQmadCUTScfjgtzD7l9mByPCz4Tv/QhSPwqxvIF1dmxWIPL3xVSLpeGN/Gpg7TuOu7ys8dxJ8NQjSenYgknQovHN6Ac9fkIe/V992h7N9dR1zn1tDzfYIhlPDk+PAcGrU7Igy97k1bF+9D9uSpS53SAQjFRWZdcaSkux99yUlJU2PVVRU4HA4yNut7O/u5xQXF7e6fnFxcdY5u79OXl4eDoej6Zzd3XfffU05KIFAgL592/8/hiRJBy/bzuR0RJImpY39WGwhcOoqhT4HsZTFvxZs6/AummA8zS0vLuOrrQ1Nx6YOyj/gDe98jfkhHa4fYlsQ3NH5+iFVq+Dfl8PXrzYfM7xw+v/A6b/Fxkm6ogor3Lwd2BImL259B1sIDEWjeeVI4EnB6K0KEzeCy2y+5Noyhb/NKGHeEdDH35fBgcFtDkfYgsXvbCGVMPEEDOJKjKgVJa2m8AYMUkmLxe9skUs2B4FDajfN7glJQoi9Jintfk5b5+/LOS3dcccd3HzzzU3/DoVCMiCRpEPQyp0hNlRFyPM4sAWYVvOMgIKC32WwrTbK+soow0p9e7xWWw3vThtRzO3Thh/Qhnf5Xge5nZmBMZONsyHW3s/dRdiw5F/w+Z8yCau7lIyCM+6BQF+sUAQrGGqVc/Nx1WKi6QQqCoqwUIQNCozZLPj2JwJ/c+Nekjq8OUXh05EKHmcCn+HjkmGXtPu7uXpbmPqKGKYjxZZwOSk7sxFBQcGpOcl3FFBfEaN6W5ji/nJJvScdEsFIaWkpkJm16NWrV9PxqqqqplmM0tJSUqkU9fX1WbMjVVVVHHPMMU3nVFZWtrp+dXV11nW++OKLrMfr6+tJp9OtZkx2cTqdONto0iRJ0qGlLpYibQlURckKRHZxaAphIQgm9ry7bnt9jNte6tmGd6qiUJzjxOPoxK/5ZBgiVZ3bLROtgffvhq2ftziowMQrYfKPEELFrK7FjifafHp1og6BQMcGAZ6k4Nx5gknrs89bXwofjFWwNOhbIwgMKuHScT9gbNHYdocWDEaIpeLUKZXY2KiKhqZmZrsSVoJKq5wC0YtEZM/1UoQtqN4WJhFJ4/IZFPX1o3Q0+VfqkEMiGBk4cCClpaXMmTOH8ePHA5BKpfjoo4944IEHAJg4cSKGYTBnzhwuvfRSAMrLy1mxYgUPPvggAEcffTTBYJAFCxYwefJkAL744guCwWBTwHL00Udzzz33UF5e3hT4vPvuuzidTiZOnHhA71uSpAMr3+NAUzJFzZx669mLlCUwFIWAq/2ZhvVVEX7x8jLqY80fcN8/uj9XHMCGd4amUpLjwtHGPbQrWtP53TJbPoP37oZ4i+UcbzGc/lvoc1RjkmpNU25IW4qceSgILAGjt8FFHwsCzZNJpDSYPwyKg3DxZwLNBocCef1S5BUJaGPzjGVb1CXqiGhB4nYMBRXNUCn3bmRbYDVTys/GUHTsNMREBKe3/Y/CXcmvdeVRbEug6apMfu0GB00wEolEWL++ORTetGkTS5YsIT8/n379+nHTTTdx7733MnToUIYOHcq9996Lx+PhsssuAyAQCHDVVVdxyy23UFBQQH5+PrfeeitjxozhtNNOA2DEiBGceeaZXHPNNTz22GMAXHvttUyfPp3hjQVyzjjjDEaOHMmMGTP4/e9/T11dHbfeeivXXHON3BkjSd9wvXNd9M73sLE6QqHP0ZRMCSAQhBNpBhX5GFLibfP5y7cHuXPWcqLJnmt453XqFPmcHd+2a1uZ+h/p+N7P3cVKwbw/wdJ/ZR8feCKc8iuEK4BV35CVG9KeE/Rc/pmwOf0LmLome0ZmUzF83ReOXQW6CREPWBp4TEjtrKb6//6PohtvxD1uHMK2qd65nVDFZkyfQU6fMqq926l3VWKkXMzv8xrbAqsBKIkOYGBwNC7TQ4OvkmrvNkoItBrb9tV1fPjsalJxE4dbx+nRELZoSn496fLhMiDpIgdNMPLll19y8sknN/17Vw7GFVdcwVNPPcXtt99OPB7n+uuvp76+nilTpvDuu+/i9zcXCvrDH/6ArutceumlxONxTj31VJ566ik0rTl7/LnnnuPGG29s2nVz7rnnZtU20TSNN998k+uvv55jjz0Wt9vNZZddxv/+7/9291sgSVIPCsbSNMTTXDa5Lw/NWUtNJIXfZeDQFFJWJhDxODQum9y3zaWW+Rtr+c3rX5PswYZ3nc4PSScyZd07kx9StwnevRNq1jYf05xw/M0w6iLstIlZUYVIm+1fo4XkynXc+pLA3WI2JK3BF0OhIAinfwW6nSl6ZgiIuiHuAMuXC8Eo9f/+D7VeF19+9B51NZVYloWqa/hLShBT+vLZoLep16oxtealtSUl7zOkegKWnmZVv88Ipka0Gpdt2Sx8axPJuInH7wBFQVEUNIeK11CJBlMsfmcLvYflySWbLnBQ1hk51Mk6I5J0aGmIpaiLNn9YfbW1nn8t2Ma22ihpkVma6VvgbbfOyPurqrh/9uoea3i3T/VD4g0Qq+14fogQ8PVM+OR/M0muu+QPhmn3QcHgdpNU22LHE9T++zXC736Qdbwy18Gqfn0YUp4mENyOOy2wlUytEVVkao00+BVy83rhtjSq7DQrBvcmJSwcXg+qrmObJlvVaj4ZWk6dJztXpSjSj6O3nYtLd7Fx4AK2B9by8MkPM6pgVNM5Ztpi26o65j67Gt2hoRmZ99W2bHRDQ9UUzJRFOmlx1o/HyOTXLnDQzIxIkiT1hLpoioZYdkLq+H55jOuby/rKKMFEioDLwZASb5szIq8t3ckf31vXYw3vnIZGid/ZiW27NkSrMj1mOioRyjS42/B+9vEx34Zjb0Qoxh6TVHcXX7WO6seewayqah6WAtvLprKl75loioMtgy2csUqKq5fgTNVimBG8ke3otsAXE2j5KrbTwToVUskEruJCFEUhrqX5tM8WVuZlb1ZQFZXeYgB93YOpGL2McE41VfEqhuUMY0R+ZmZE2IJ4JE0qbhIPpbEt0DQ1czycIhkzcfkM/PkuNF0lGTP3mvwqdYwMRiRJOmzVRpIE421/mKiKssftu0II/rVgK3//dHPTsQPd8M7vMjK5LR1NjDWTjd12O7aEAmQa3L37X5nmeLu4AnDq3TDwBOxEArO2GmHtfanHTqaoe/ENQm+9m3W8PsfF5v5XEPb3RzOj6FactO4hHBhCOHcYmpVAs5K445X02fYuBQ1r0SyFOiVNxKnj8HhAgRW5FXxaspmEnn1/AcuDcOkIZ4o6xzZSVopgPIjX8HLVmKtQFTUTgETSTTVHnB4dRRXEo2mSsXRTNftdO2oUQNUUXL5OdDuW2iWDEUmSDks1kSShdgKRvRFC8NePNvLiouZGnEU+J7+/eOwB6TOjKAoFPgc5rk58EHZ2265twsIn4Mt/NPeVAegzGU77LcJbiNUQxAp1bIYlsW4TVX/9J2Z5efNBVcU+73RWbxtM2tEHzQyCYpA2/KQd/sbZJoGtqBhWkqi3jPVDv4u+7gXy7RCphIXw51Cbb/Nhn2WUe8JZr1kY93Ds2lJGnn46b4sv2B7ZTiKeQFd1huUN46oxVzGp6Cgi9QnMVPaOH0UBMyVIJ7MDG1VXELYgmbAo7O2lqO+BbXD4TSWDEUmSDjvV4SThxL4FIpYt+H/vrmX2yuaKzH3y3Pz+4rGU5Lj28MyuoasqxTlOXEYn8kOitRDvRBn70M7MbEjFsuZjqgZTfwLjZyAsgVlVg53cezdzO5Wi/pXZBF9/OysQMvr3p/iWm6mpF1gVYRAmaWcxtqKDorKrI40ibISamYlwJBtIOXPZ0vd08jb/E1Hk5fOxIZb33oxoMTlkWBpHV/djTHkhdjLNiN5jmdL3LL5esxE95SIv18+kkaNJJ2zCtdlLS8m4ybIPtrFuYWWruM3tN3B6dJJxC4dLY8K0/jJ5tYvIYESSpMNKVThBJNGJZYoWUqbN795cxafra5qODSn28cABanjndmgU+11oHd62a2eWV1J732LbZO07MPee7OcE+mYqqZaMwo7FMesb9lg7ZJfEpq1UP/o06e3NnYpRVQIXXUT+976H4jCIv7MMW3NhqkYmCBE2za3xFISighDYioaOgpGOEfUUM/f4Afx73Dbq7OzZkKHBAk6oGIQv7SARDRLo3RszVcCX/6giUu1AtRUq1Qg7C5Yw8rgySgflApl8kQ1fVbPkva0kY9k/H5klm8x/mymbwt5eWWeki8lgRJKkw8b+BCKxlMldr67M6jMztk+A350/Gt8B6DMTcBsU+DpR6dlKZ/JDzL3PXgCZ7rwfPwirX88+fsR0OOF2hOHpcO0QkU5T/+q7NMx6M6vJntGnD0U334xrxBFNx9y5HmzVBkVFERbZkxGZgAQFhGpj24J6dzXvj/6ErYG1mf2+jXLiDk7aMYCB8UJs0yQRDaK7XJSOPZEVM2sxkwKHR8XQdKy0TV1FnC9e28SUcwdiuHQWvrmZ2u3ZS07+AheTvjWAXoMC1JVHEUKQU+iWFVi7gQxGJEk6LOxPIBKMp/nlK8tZU9H8V/jUQfn8evpInJ1ZLtkHqqJQ6Hd2LuBJxxvrh3Sw227VKnjnTghubT5meOGkO2D4WYh0GrOyGju196Wt5JZtVP31GdJbWlxLUQhccD553/8+6m6tMxx9e4OyHUQmFwdl16xISwpJTWXxwC/4st98bLU5WVZXdb6VdzKDFwkSNTUkzDCqrhHo3Zth005j87wAVjKFJ8dAFRoC0AwNj64SDaWY98oG4uHs+9IdKqNP6M0RR/dCa6xiW9Dbh8tn4PLKhNXuIIMRSZK+8fYnEKkOJ7n95WVsqT3wDe8MLZMf4tS7qX6IsOGrZ2H+n3drcDe6scFdH6xoDKu+Ya+dbYVpUv/6+zS8/GpWEKT36kXxzTfjGj2qzeclEwJbM8HUQNEyY1IELZvKb8tdw6cDXyLors567vji8fx47I8p85UhjrVp2LadZCSC0+cjt28fQuUm0eoKXG4dpTEQgUzQk4qbpOMmqd1uq9+ofCZM64/Hb1C7fTOJaAiXN4eCPgP29m5K+0EGI5IkfaNVh5P7HIi01fDuvCPL+OkpQ7q94V2ny7oLAdHqTE2QjohWw3u/hm0tG4MqMOmHcNQ1CEXDqq3HisbavcQuqe07qXr0GVKbNmUdzznnHPJ/+ANUV/uJvbpLEFNjaKrAaXlAMZpWZyKOBuYNmMXGwiVZz3Gabs4beQ7fG/G9pm3NiqqS179f0zlu3U0yaiHSCqqzOZgzUxaxUAornT1rlFPk5qhvDaB0UICda1fw8bOzCFbtxDZNVF0nt6SMKRdcwsAjx+/1/ZA6TwYjkiR9Y+3PjMiGqgi3797wbmp/rjim+xvedbqsu2U25ock934uwOZPMg3uEg3Nx3wlcPr/QO+J2Kl0pnbIXkq6C8ui4e251P9nJpjN5+olJRT9/Cbc48btdSgfBl8n6MohN9aXlJop/S4QrCidy5f93iatNd+TIhRGl5/A2PKTGH9KoM3vg6EZ+JUAxDUiWhhVA8uyUYRKPJwiFW99T8OnlDL+jH5ousrOtSv47N+Pk0rEcXn8aB4dW5jUl2/lgycf5fRrfkK/0Xu/L6lzZDAiSdI3jhCCqnCSaHLfApEVO4LcMTO74d31Jw3m4ond2/Bun8q6dyY/xEzCvD/Csn9nHx90MpxyF7gCWOEIVsPeS7qnyiup/uszJNetzzruP+ssCq6+CtXTgXorhs7XRiU7CnYyJToURaiU+zYwb9Ar1Hp3Zp1aHO7PsZsupDDaBwUV96YiaLGZRVM0/I4cjKSLdMICBPm9vPgLXNTuiGKl7VYrV4qSxJcbpv+oIlQVhG2zdM4sUok43kA+qqZmZqYUHcPpJFJXy4JZL9J35BgUtXuX6A43MhiRJOkbRQhBZShJLLVvgcgXm2q5+7Xshne3TRvOtFGlXTnMVhy6SkmOC6MzeSidyQ+p25hJUq1d13xMc8Lxt8CoCxG2jVlTix3bc0l3YdsE3/2E+udfQqSbZ420ggKKfn4TnokT9zoURVFIeh3UO03y/aWoDTmEHfUs7vMOa4sXZp3rND1M3jKdI6qmoJIJ0hRgw3tBPAEHhUPc+B1+PLaPVNgi3aLpX832CNFgqo2CZmnS8c+x02uxE/D+P94iUFzGgHGTCVbtxO31N27ltTN5LI1jdvn81O3cQdXmjZQMGrLX+zxYXHnllTQ0NDBr1qyeHkq7ZDAiSdI3hhCCilCCeKoTXWhb+GB1Ffe9feAb3vlcmfyQDi//CJGpppoMd+zclS/DJw+B1WIZp2AoTLsX8gdhJ5OYNfV7Lemerqqh6q/PkFy9Jnv8p59GwbXXovnaL5+/i23ohPwqcVIg4FTv2TzueYE5w54ipcezzh1WOZmj1g/HlTQR6lpsYxiaqgEKqajFipk1HP/toTj7eEm2+J7HIym+encrm5bWsDtFCZIMzQSSeHJycLqdWKZJ/c4tNFRsw0yncHndCNuC3WY/dMMgGY0QDwX3ep9S58hgRJKkbwTbzgQiifS+BSK7N7xzGxq/O39Um116u8o+lXXvTH5IvCHT4G7jh9nHx34HjrkRoTk6VNJd2DahDz6n7rn/IJLNr6vl5VH4sxvxTpmy16EoqkrcaxB0mNgiM6OyObiZP656hPUDsoObvFgpx6waS1HlZuATrF0ZrXyI7ZqCwzsJf4GTeMhiyeztnPK9TN0P2xKsXVDBsg+3k05m/xwMHFdI/9H5LHz1j9hJE29ecVMSsu5woDnzidRUYqZSmKk0uqN1zo6ZTqNqOu6cwF7v93CTTqcxjH3f9iwXvSRJOuTZtqB8HwMRIQT/+mIrD7cIRHJcOg9dOq5bAxFdVekVcHUuEEnHIbitY4HI9i/hhe9mByKuXJj+MJxwGwINs7J6r4FIuqaO8vv/TO0/nskKRHwnn0yfx/7aoUDEdhnU5urUGylsYRNLx/j7ir/zs7k/Y328ORDRLIPxW47hnM/HUVS5FkiSCUK0xv9NYiU+xUouQkHD4dIIVcepK49SuTnEW39dxqLZW7ICEV+uwuTpuRx9/iCcrgYSkWrcvpzm3VAKKIoAYeH0ZfrMxCNhBAJh29iNs0VCCBKRMPllvSkeMGiv99zVbNvmgQceYMiQITidTvr168c999wDwPLlyznllFNwu90UFBRw7bXXEom0/31NJpPceOONFBcX43K5OO6441i4sHl57KmnniI3NzfrObNmzcqaubv77rs58sgj+cc//sGgQYNwOp17zTPaEzkzIknSIW1XIJLcx0CkrYZ3D148hv4F3q4bpLBxVK9AS9RhufLReo+jOMfd8bLuAIkgRGv2nh9ipWHB47DoSbKKh/WdAqf9BrxFHaodIoQg/PECap9+HpFoziNRAwGKfnoD3mOP3euQFV0n6tMJaSmEEAghmLdzHk8sf4LaRG3WuQNrh3LUijw80SCwo+VVdvuySEXmY5nHomkqybTJV+9upXJz9pZmRUmDWEyk5msWvaGxfkEZZcNGY5smmkdvrKAqELaF3fie6oaBbjhQNY1wdTVmOo3D7cabm0ciEsbh9jD5/Et6JHn1jjvu4IknnuAPf/gDxx13HOXl5axevZpYLMaZZ57J1KlTWbhwIVVVVVx99dXccMMNPPXUU21e6/bbb+fll1/m6aefpn///jz44INMmzaN9evXk5/f8RL369ev5z//+Q8vv/wymrZ/xf9kMCJJ0iFrfwIRyxY8NGctb6/Ibnj34MVjKe3Chneu7Z+Su/jPGPXrUew0iuZAKxoGx/0cBp249wt0pn5IcDu8+99Qubz5mKo3Nrj7HkKAWVOHHYu3fw3ArA9S/cS/iC9ZmnXce9xxFP7kJ2i5e1+msH1u6p0WKZEEAeXRch5b9hiLKhdlnVfqKeXEnSfjWfg1QoTJBBwtWTTPjChkJvRTRGqWobtGkoybrQIRVVmPnf4Cl8dA8wSackKClTsQwsYWaRSRWX7KeqW0iapp6IZBIpy5ZjIaQdN0ivoPYPL5l/TItt5wOMwf//hHHnnkEa644goABg8ezHHHHccTTzxBPB7nn//8J15vJoB+5JFHOOecc3jggQcoKSnJulY0GuXRRx/lqaee4qyzzgLgiSeeYM6cOfz973/ntttu6/C4UqkUzzzzDEVFRft9jzIYkSTpkLQ/gUibDe+KfNx/0Rjyvfvf8E7YNmLdGoz1n+Ff+w+MnBjCk4tquNCsFFSuhDduyiyZ7CkgsUyIVEB6zztcAFjzNsy9D9ItG9z1yySpFo/IJKnW1iPM9t8vIQThzxZT++SziHhzwKL6/RT+5Hp8J+49eFIcDsJ+jQhJhBCkrTQvr3uZF9e+SMpu7pOjqzoXD72YCwacz7u3/wVLpEDxAdHW1eCxgV1/eSuoem9Mqy/Wbg3t8nt5MBNzCVUvxxvIb1pW0B0ONEc+0YZahLCIh0J4cnNRWgQ+ppkmXFeDbWZfU1E1Rp9yOsd9e0aPbeddtWoVyWSSU089tc3Hxo0b1xSIABx77LHYts2aNWtaBSMbNmwgnU5zbIuZLcMwmDx5MqtWrerUuPr3798lgQjIYESSpEPQ/gQisZTJr15dyeIWDe/G9A5wzwVd0/DOXrQQ87mnEVs2Y0VrqMDEyPdQMNnA308D1Q26K5OE+ukfYMDxrXZtAJnGdZGKvdcPSUXhowdgzZvZx484B064HRwezGAIK7jnnTdmQ4jqvz1PfPFXWcc9R0+l8IYb0Pcyfa+oKimfiwZHGtPOBE9fVX3FX5f+lZ3R7JohRxYdyY/H/Zjevt6seWc1VroOVBeqomDbWhvBiMh8KX4Mz3FojmFZjzrcOkee2pfcogjvP7kal8efld+gqAqKAk6Pl0QkjKbrxBoacHq8qJpKLBgkGWvdAHDgkZM4+QfXkldatsd7725ut7vdx4QQ7e7Cauv4rryO3R9reR1VVVvlf6TTrfsStQyA9pcMRiRJOqTsTyASjKe545XlrG7R8G7KwHx+fc5IXF3Q8M5etJD0/94HsSiKx4luWQhbJVVrUvl+GPVUP95+jkwzOHce1KyDiqVQtluJ8Vhd5mtvKlfCu/+VSWrdxeGFk/4Lhk1DmFamwV2y/c69Qggi85dS+49nsKPNH8iqz0fBdT/Gd/LJe99y7HHT4BbERBxsqI3X8vcVf+eTHZ9knZbvyufq0VdzXO/jmq4ZrQ6BsEDJfOAqigtBmOyIRENzTkJ3T0ZRshN+h0wq5shT++L0GGxfVd6UEwI054UIE2EJNF1DVVWOOPZEdq5dRe32baQS8VZ5OPm9+zL5/EsYMHY83tzuS2LuqKFDh+J2u3n//fe5+uqrsx4bOXIkTz/9NNFotCk4+Oyzz1BVlWHDhrW61pAhQ3A4HHz66adcdtllQCbQ+PLLL7npppsAKCoqIhwOZ11zyZIl3XeDyGBEkqRDyP4EIjWRJLe/tIzNLRrenXJEMb88s2sa3gnbxnzuaYhFobAYNR1BSQhUQ0fVBWbUpmZhFE9fI/NBrDsz5dhjLRI5bTszG5LaSz8YYcNXzzQ2uGvxXpSOgzN+Bzll2LE4Zn0Dwmp/ZsUMR6j5x7+JfZFdaMw9aRJFP7sRvXDP9VUUwyDucxBSk1jCwrIt3tz0Js+uepa42WKZB5Xpg6Zz+YjL8RjZlVm9RTkoigaYQOa9EYoXRGY3iKr3R/ecjKplz8wU9PZy1NkDKejdXNvE5c1B1XUsy8QwnAjbysoL2ZUT4vL6SMXjpOLZ77Pbn8OEb53HkMnHoB5EFVZdLhe/+MUvuP3223E4HBx77LFUV1ezcuVKLr/8cn79619zxRVXcPfdd1NdXc1Pf/pTZsyY0WqJBjKzGddddx233XYb+fn59OvXjwcffJBYLMZVV10FwJQpU/B4PNx555389Kc/ZcGCBe0mw3YVGYxIknRI2J9AZEd9nNtfXkZ5sDn3oqsb3ol1axBbN0NOAFVR0HQjk5MgbBRFRXOppOotElUm7hIjsz1XNcBTkLmAmcos3Vitp8OzRKrhvV/B9gXNxxQVJl0FR12daXBXH8QKt7+1UwhB9MuV1Pztaexw8yyR4nZT8KMf4T/j9D3OhiiKgu3zUOeySFoxELC6bjWPLn2UjcGNWecOzxvOdeOuY3Du4Davc9RZR7HqjdexUtWg6iiKgqp5sW0fhvsoNMfQ7OeoFlPOGcqgI4saZz6aFfUfSF5Zb2q3bULVc7NSYQWCeCSMqqp89p9ns56n6TqjTjqdsaeeibGHpn496a677kLXdX71q1+xc+dOevXqxY9//GM8Hg/vvPMOP/vZzzjqqKPweDxcdNFFPPTQQ+1e6/7778e2bWbMmEE4HGbSpEm888475OVlZoHy8/N59tlnue2223j88cc57bTTuPvuu7n22mu77f4UsT8bg6U2hUIhAoEAwWCQnJycnh6OJB3yhBCUB/etjsiG6gi3v5Td8G7G1H5cecyALm14Z3/xOel7f4NSWIjD0DMfhLXrwUyAaiCEwIwKyqb58fV3ZAKPklHwvVcgHYNI5d637W76GN6/O7PNdxdfCZxxD5SNR6TTmLX12Kn2AxorGqPmqReJfvZ51nH3+CMpuukm9OLiPQ5BcbmI+Q2CdjST8JoK8/TXT/Pu5ncRLZZWfIaPK0ZdwRn9z0BVWs8yeA0vea48FEtlzj9m8/XcfyHsJCguNNdYdOc4FKX572UhbFyu7Rx1zgj6jxmz26DA5TVQNZMNX37BJ8//k3QijtPjRTN0zGSKaLABK916uWrg+KOYNP0CfPkFrR5zejwHxTLN4UDOjEiSdFDbVeJ9XwKRFTuC3DlzBZEWDfO6reFdbi6qYaBbJorR+KvVV5LJ57DTCEtF0RQ0Iw3hWnD6M9t74/WZrz0QqRjWW79D3/5O9gODTmlscJeDFYliNQT3WDskumQ11Y89iR1sDmYUl4uCa67Gf9ZZe54N0TTMHA/1epK0FUEIwftb3+fJlU8SSmVvrT2136lcOepKcp25ra7j0Bzku/Jxqk4S0TTJWIqp559EpHY7275eg+4+FlXLfp6q1qCri0lFt7Fg1qcYzmspGzY6cz23jsOtkoiESMXjlAwayrGXXs6y996mobKCWDBBOpVsFegV9hvA5PMvpWRg6xmbXTR93yuKSp0jgxFJkg5a+9NrZsGmOn792soD0vBOURQKx48lOHgQybVrUZyNfWacfgj0RYQrsKIpnPk2rkAcikbBMTdCweC9BiKxT95CX/AADmfzsottq6SHzMB51k871ODOiieoefploh9nJ5S6xoyh6OafY5Tu+T1RfF6CbkHUioAFW0JbeHTpo6ysXZl1Xj9/P64fdz2jCke1uoamaARcAXIcOaQSJqFwoilw2rBoGVXbXDh8Z2c9R9hRrORnuH21OFxuDGc+sWAdS+fMou/I0XgCLtKJGOHaUFYQ1mvoEdiWxecvPU8s2ZB1TU9uHpOmX8Cg8Ue1u1XXcDlx+wPo+1HeXOocGYxIknRQ2tV9d18CkQ8bG96ZLRre3XX2SI4b2vUN7zRVoSTHhcvQMK69hvJf/xqzqgotEEBxOBDCwDL9qPkGhddfjHL0MVAwDKJVe64fIgTJt/6Ia/2zqM7mD9pk1EP5kl6Y81ZQkvslzv59229wpyhEl6+j5tG/Y9U3Bz2K00n+D64k55xz9lg7QzEcJAMuGohhWRZxM84Lq1/g1Q2vYonm13RqTi474jLOHXwuutr6Y8Xv8JPrzEURCtGGZFO5djNts/Lj7az4OAw0z1YJYWOnl2InF2DbCRJhBw6XC0VRcHp9hGp2EqrZjLALMXfbchqsqmDhqy+x7evlWcd1h4Mxp0xj9MlntNl3JnOOgdufg+E8OPNGvslkzkg3kDkjkrR/dgUisZS595N38/rSnVl9ZtyGxv+cP4oJ3dBnxmlolPidWbtxovPnU/P4E6Q2bUKk0yiGgWPgQAqvvQbv1KmZ5nWx2j3nh8QbEB/8FmXTR1mHg1W9qds5ENsCs7oGR98yyn55I7SRk2El09Q+O5PI+x9kj3nkCIpvvhmjd+92X15RFESOnwanSdyMI4Rgfvl8Hl/+ODXx7E64U3tN5Zox11DsaZ1r4tJd5LvycWgOkrE08UgaROb7u31NPYve3kK0IbvPjkIlyfAcFKUBhUxgIoQgp7AUw+0CYROpr+P473yf3iNGNz0vGY2y5N03WPXp3FaVVYccdTQTvnVeu/kfqqbh9ufg9HjafFzqfnJmRJKkg8q+BiJCCJ5fsI2/fbqp6ViOS+f+i8ZwRGnX/1GQ4zYo8Dpa5Vl4p07FM3kyia9XYdXXo+Xl4Ro5InNeuBKSey4+xvaFMOculGh10yErbVC9dTjxUH5mOcIy0Twe0jsrSW7ahnNQ/+bnKwqx1Zup/vMTWDXNgYNiGOR9//sELjgfZQ99RFS3m7jfSYMVxjZtKqIVPLbsMb6s/DLrvBJPCT8a+yOOKj2q1TU0VSPflY/X8GKlbcLBBFY6EyCEauMsensLO9c1ZD1HUeI4HCsQ9kaSog5QsAFhC4SwScajaA4dM5VEVVVcjU3tbMti9Wcf8dU7r5OKZW/VLRk4hMnnX0JhvwFt3quiKrh8flxeX5cmM0udJ4MRSZIOGvsTiDz28Ub+82Vzw7tCn4PfXzy2axve0Zgf4nPg30O3XUVVcY9ukTdhpSFUntm+2552GtzFgrnUbD0Cy3QgLKt5ScbQEdEYVovurHbapPZfrxF+592sSzuHDaPo5ptx9O/X/pg1DRHwU6snSZhB0laaV9a/wn/W/Ce7jLuic9HQi7hk+CU4NWer9ybHkUPAGUARCvFwimRjyXYzZbHi4x2smleObYkWzwHEChz6WjRdIRXLvJZlZi+/xEMNxMNBdMOgeMAg8nv3YdvK5Sx87UWCVZVZ5/ryC5h0zkUMGDehzSBjVzVWl9+Pqu5/sTtp/8lgRJKkg4JtCyrDnU9WtWzBH+as5a3dG95dNJbSQNeu/RuaSnGOE6feiQ+wVDSzbXdPZd2D2zKVVCubE0KFolGzroRQTR8UhwGmiRAtrpE2UXQNzecDRSG+divVf34Cs6qq+RxdJ+/yy8m95OI9z4Z4vER8GiErhDAFS6uX8ujSR9kR2ZF13riicfx47I/p42+9G8mtu8l35WNoBqmESTycbpzVEGxbVcei2VuIBbODsdJBOUw8sz+fv/QeVZsrMFOpTEG39giBmUrhcHt49/FH2Lnm66yHDaeLsaefxcgTTm03+dThduP256Dp8uPvYCK/G5Ik9Tjb3rftuynT5t63VvHxuu5peNeS26FR7HehqZ2Yzu9IWfc1b8Hc+7Mb3OX2h9N/R+z+5zGDm9ADalYzWyEEVjSKo19vjD69qXn2VUJvvpV1WcegQRTdegvOgQPbfWlF1zEDPmrUGGkzRl2ijr+v+Dsfb/8467w8Zx5XjbmKE3qf0GqmQVd18l35eAwPlmUTqU9iNgaUweo4X769mYoNwazneHIcTDizP/1GZprZ5RQWs3PNsj2/Ty1sXro4+z4UhaFTj2PCWefi9re9JGc4nbj9Oe0mr0o9SwYjkiT1qH0NROIpi1+9uoJF3dTwrqVcj6NzwY1tQbgC0vH2z0lFGhvcZQcRjDwPjrsVDDd5551J5Z/+jllfj+b1gqFD2sSKRlFdbrxHTWb7Hfdglpc3P1/TyPvud8j99rdR9vTXv89L0ANRM4hlWry18S2eXfUsMbM570JF5VuDvsX3RnwPr5G93KUoCrnOXHIcmQ//RDRNIpJZWkknLZZ/tJ3Vn1dkbblVNYURx/Ri9Am90R2ZmRrbNNn41fw9vZuZ11PVVompkNnGO/n8S8gva7t2jNwhc2iQwYgkST1mXwORUDzNHTOXs6q8exre7aIqCkV+J97OBDfpRKa6qr2He6pYnlmWCbVYBnH44OT/gqFnZCqpVlbjHDSAoqsvp/612aR3ViKiMRRdw+jTGz03n9onn8naleMYMICiW27GOWRI+/fkcJDIcdEgYlimxdr6tfx5yZ9blXEfljeM68Zdx5Dc1tfaVT1VV3XMlEUslMK2MksyW1bUsvidLcTD2TkfvYYEmHTWAHIKszvQbl42n3QihqJpqKqWyRVpY6fR7oGI0+PluO9eQd9RY9vMC9F0HXdODg5X+x1vpYOHDEYkSeoR+1pZtbsb3u1iaColOS4ceieuGa/PLMu0t23XtmDx07Dgr9nBSq9xcHqmwZ0VjmA1hJpauLtHHYF75DCSm7ZhRSJYkRQNM98gunJ18/NVldxLLibvsssz+SVtUBQFO8dHrcMkYYWJpCI8/fXTvLP5nawy7l7DyxUjr+CMAWegKdmB3a7qqS7dhW0LosEk6UTmPhoqY3z51mYqN2dXY/UEHEw6awB9jsjLChpUXcHtd5CM1SFsG1XXAZGZAWmvbkoLR517Ef1Gj2t1XNM1XL7DZ5uubQtW7gxRF0uR73EwqiwHtTNLifvgyiuv5OmnnwZA13Xy8/MZO3Ys3/3ud7nyyiv3qcmgDEYkSTrg9nVGZEdDnNteXEZFqEXDu3Fl/PTUrmt4B+Bz6hT6nB3/pW7bmSTVVLT9cyJVMOcu2NFii6yiwlHXwKQfIoSCWV2LHW+jEJqi4hg4gLqZ7xB8ZVZWMqzRty9FN/8c1xFHtPvSqstF1G8QsjOzIR9u+5B/rPgHwVR2LscpfU/hB6N/0KqMu6Zo5Lpy8Tsy22lb1gxJJUyWz93Omi8qsnJPVV1h5LFljDqurGlJZtctu3wOnG6dZCyG4XSCojQGX0qbSzG7c3i8DJk0JfseVRWX34/T4z1stunOW1/Dox9tYENVhLQlMDSFwcU+rjtxMMcM6foCfy2deeaZPPnkk1iWRWVlJbNnz+ZnP/sZL730Eq+99hp6JxOEZTAiSdIBta/ddzdUR/jFy8upizbvyLh8Sj9+eGzXNbxTFIV8j4OApxNlwM1kJj9kT912N86FD36b3eDOX5qZDSkbj51IYNY2tD0joCgkd9RS9afHSG/ZknU8cOGF5M34HqrT2fp5ZPIsrICXWj1Fyoq0W8a9r78v1427jjGF2Q3oFEVpqp6qKipW2iYWTmGlM4XINi2r4at3tzbliuxSNiyXSWcNwJ+fnafh9Oi4vAammSJUU4eZSjNw3AQ+f/kFUrEogo79TAwcNwFF0xvvUcHl9WVqhezDX+SHqnnra7hz5nIiSZM8jwOHppKybFaVh7lz5nLuvWBMtwYkTqeT0sY2Ar1792bChAlMnTqVU089laeeeoqrr766U9eTwYgkSQeMZQvKg3FS5t7/+m2prYZ31500mEu6sOGdrma27XYq5yQRgmh1+8syZgI+/QOseCn7+JDT4KT/Qjj9WA1BrFCkzacLNOpffY+G/7yYNRuil5VRfPPPcY1q3QNmF8XjJuRRiNgREskEL6x5gVnrZ7Uq4/6d4d/hvCHnYajZAZhLd1HgKsDQMh2HW9YMqa+IsvDNzVRvzS7g5stzMvGsAfQZnl3p1HBquPwGCJtosJ5UvEVir6rhy8unLraHWaWmm1LQDYNwbeY9d3q9uP05qHvYtvxNZNuCRz/aQCRpUprjagrGXapGaY5KRSjJox9tYOqggm5fsmnplFNOYdy4cbzyyisyGJEk6eBkWjblwQRpq3OByMLNdfzq1eyGd7eeMZwzR3ddwzuXoVG8W1n3PRIiE4QkQu2fU7Muk6Rat6H5mO6CE26DEechLAuzsho71caMiqKQrGig+k+PkdqYnVgqzjyR3tfeiOZuOzFT0XVSOW7q1TimZTK/fD5PLH+C6nh11nmTncO5pvcllAzJbhjXcqsuQDplEW9MUE3FTZZ9uJ21Cyqy4i9NVxh1fG9GHluGZjRfa1deiK4rxCNhktFI1vOqt2zii5n/pm7Htvbfx0bevDwcHi922iRYXUUiGiG/dzd0Xz4ErNwZYkNVhDxP6wrAiqKQ6zHYUBVh5c4QY/oEDujYjjjiCJYt6/g27V1kMCJJUrfb10Bk7poq7n2rexveBdwG+W2UdW+Xlc7slmmvmqoQsPw/8NnDYLU4p3A4TLsH8gZixWJYdQ1Z216bnq7oNLw1l/rnXwCzeSaoPkfl1dN8bOu3mj6L7+WSYZcwtmhs9nN9HhrcgrgVoSJcwePLHmdh5cKsc4rjBj/41MHETTtR9D+T6t8H/YpL0Y8aT8ARyFRPVRRsOzMbkk5YCFuwcWk1X83ZSjKaXR23zxF5TDyzP7685iUZRVVw+wwcbp1UPEawPoTdYgkqUl/HojdnsnHRgr292y2oaJqGrmVKwqc6MpPyDVUXS5G2BI52gmenphK0BXWxPVT87SZCiH1aNpXBiCRJ3Spl2lQEE5gdSExs6Y1lO/nDnO5reLdP23aTkUyianvLMvF6eP+3sDm7aBhHXg5H34BQdKzaeqxorPVzFYVUTZSq//sLqXXrsx5aONrJvJNLwO3EbaXZHNzMI0se4YYjb2Bs0VgUw0E8xyBIgmQ6ycx1M/n32n+TahEM6Wics9zJhQsUnJ4AFBiIVBqxYTPm/X+m6Dd3k3NMpsdNMm6SiKQQNtTtjLLwzU3UbM9eSvLnu5j4rf70Hpr9/XB5DZxeHdsyCdfWkE42N8JLJxMs/+BdVnz4LtZu3XZRlKblFtts3Q5ACBtNN0gnk6iajjvnwP7FfzDJ9zgwNIWUZeNqo5x90rIx1Ez+04G2atUqBu6h0F57ZDAiSVK32ddA5F9fbG3V8O6+C8cwolfXNLzr9LZdITKdduMN7Z+zbUFmt0ysRVdbdz6c9hvofwx2MolZW4UwWydpCtVBcPZH1D37XNZsSCTH4OWTXQSH92raLeTUnTg0B7XxWl5c+xIjB00h6LRJ2TGWVi/lr0v/yvbI9qzrjykcw1WvJyhbVg5FhU1/uapuF6rbg11dQ/3f/oFn0hTiERMrbZOMmSx9fyvrFlW1bJWDZqiMPqE3I47phdbi/TNcGm6fgaJAPBzKWpIRts36L79g8VuziAWz30NvXj7R+joUVd3jX9S64UAIQSISpqjfAIoHDGr/e/ENN6osh8HFPlaVhynNyX7fhBA0xNKM6OVnVNmB7Rr/wQcfsHz5cn7+8593+rkyGJEkqVskTYuKYAKrjaWI9gghePzjjfy7RcO7gsaGdwO6qOGd26FR4nd1PLHPMiFSkSlm1ubjafjiUVj8T7I+tfsfC6f+GuHObz9JVVFI1cWp/tPDJFevznpInDSVv4zYgOrx4mwjL8Dp8bNE28Hn0RUUWAX8Y8U/mLt9btZ5uc5crhp9FceHy0iv+h0iJwdFUVDIdNZtqiMSCBDZWkHNgpU4Bw9hw+Iqlry/rSlhdZd+I/OZMK0/3tzm3TuaoeL2G+iGRjIWJR4KYbcIPis2rGPBrP9Qu31r1rXc/hwmfOs8Bk+czAt3/zKzm0ZRURRQdT1rdkRRVTTDIFJXi8PtYfL5lxxWO2d2p6oK1504mDtnLqcilCTXY+DUVJKWTUMsjc+pcd2Jg7s1eTWZTFJRUZG1tfe+++5j+vTpfP/73+/09WQwIklSl0ukM4GI3d5yRhvaanjXO9fN7y/uuoZ3fpdBkb/tbbBtSsUygUh7MzsNjQ3uqlpslVUNOOZGGPcd7LSF1U6SqtAcBOd8Rv0/n0GkmpdTtIICim68kdX9NWKLHyZPy97lIhSIeFRCDgfxeIQ5W+bw0baPiJrNORQKCt8amCnj7nP4sOYvQpgmOAw0RUVTNZTGZjcmOkl3Iel4AzWbG1jx4Qpqd2TnY+QUupj0rYH0Gty8NNIyLySdShKqrsVssfQSrq3hy9dfbtVHRtN1Rp10GmNPPQvDlfm+jjvtTL58Yya2mUbRtEzApGlNW511hwMzmaSo3wAmn39Jm8XODjfHDCnk3gvGNNUZCdoCQ1UY0ct/QOqMzJ49m169eqHrOnl5eYwbN47/+7//44orrtinomeKEJ34bdGDBgwYwJaWe+wbXX/99fz5z3/Oqgi3y5QpU5g/v7nnQTKZ5NZbb+X5558nHo9z6qmn8pe//IU+fZozsuvr67nxxht57bXXADj33HP505/+RG5ubofHGgqFCAQCBINBcnIO7DSZJPW0eMqiMtS5QCRl2tz79io+Xtu8xDG4yMsDF43tsoZ3XqdOSU4ngpo9NbkTAta8mektk26R/5HbH6bdC0VHYIUiWMHmSqpNFIV0MEn1I4+RWJFd78N36ikU/OhHaH4/6xvWc88X9+DW3Dj1TACVNBSCXjBVQTgZpi5RhymyZy+G5A7h+nHXMzRvaNMxe9U6Ur/8HbrXh9ZYHt1GJaW6MRWdVAo2ecZTmTMy61q6Q2XMiX0YPrU0a0nG5TVwenSEsDNLMrHm9yCViLNsztus/Oh9bCt7bAPHT2Li9Avw57f+oFz1yQd89c6bpOKxzPurKDjcHkadeAoDx03EnROgeMCgw3pGpC09UYG1OxwywUh1dTVWi2zsFStWcPrpp/Phhx9y0kknceWVV1JZWcmTTz7ZdI7D4SA/P7/p39dddx2vv/46Tz31FAUFBdxyyy3U1dWxaNEitMbEqbPOOovt27fz+OOPA3DttdcyYMAAXn/99Q6PVQYj0uEqljKpDCVbfwDvQTxl8avXVrJoS33TsdFlOdx7wRh8rq6ZvHUaGmUB1x5zEpp+qUcTFNPA8Hy17aquqQjMvQ/Wzs4+PvJ8OP5WhOLArKvHTjQnbgohqK2BeEpDW7KA5EvPIFokdmq5uRTe+FO8Rx+d9ZxfzfsVm4ObyfMWEvYoxJ1g2iZ1iTpCqextxV7dy4yRMzhz4JlZZdw1VSPPkUvtdTeRXLsWrbgYS3WRUpzYikq5YzCb3eMwtexArf+YAiac0R9PTnMw2JQXoiokohESkXDTjiDbtlk3/1MWv/0aiUh2/ZHCfgOYfN4llAxq3eemZSM72zRZ/fknhKqryCkq5oijj28sEy990x0ywcjubrrpJt544w3WrVuHoihceeWVNDQ0MGvWrDbPDwaDFBUV8cwzz/Dtb38bgJ07d9K3b1/eeustpk2bxqpVqxg5ciTz589nypRMqeH58+dz9NFHs3r1aoYPH97mtZPJJMkWv1hCoRB9+/aVwYh0WIkkTarDnQtE2mp4N3lgPnd3YcM7Q1Mpy3Wj7eGvxV1ltbdU1pNr1eFWLfoVePju5H7Zu3faanDn9MPJ/w1DTsOOxTHrGxAttjDv3CFYusQmVlHPoCXPEKhdk/Xa3hNOoPD669ACrXeHLKtexu9X/YUKI4rH4SNlp6hN1GKL7GWjk/qcxA9H/5A8V/NYFUXJ2qobnT+f7Xf/lkRSRcnJJewuY713EhEje5YiUOzmqG8NoGRg83ha5oWkEnHioUyn36Z7XLuKBa++RP3O7MRZTyCXSdMvYNCEya1mNDRdw+3PweE+PHrISHu2zyHnM888w1//+lc2bdrE559/Tv/+/Xn44YcZOHAg5513XleOsZVUKsWzzz7LzTffnPWXzty5cykuLiY3N5cTTzyRe+65h+LiYgAWLVpEOp3mjDPOaDq/rKyM0aNHM2/ePKZNm8bnn39OIBBoCkQApk6dSiAQYN68ee0GI/fddx+/+c1vuuluJengF0maVIXaSfBsR00kyS9eXs6mmub8hFOOKOYXZw7H6KKGdw49s2tmb4HInTOXYyXCDHJHcagqaQs2VEd5aM4abj59OBP65MDip+CLx6BFBVPKxsPp/4PwlWLV1WNFsrfs7twh+PQTm7yNnzF29ctoZottrg4vnit+TMmFp7Y9MMNg8LApfC9f4Zmvn2F9cD2mnb3s0dffl+vGXseYouwy7h7DQ54rr6mqqrAFysgJ+H/+38T+/Srrk/2o8o/Ieo7u1Bh7Uh+GTylBbXz/VU3B5TNwuHQsM024rp50ixmfYFUlC197iW0rs4tc6Q4Ho08+g9Enn5HpPdPC4dhDRtq7fQpGHn30UX71q19x0003cc899zQtn+Tm5vLwww93ezAya9YsGhoauPLKK5uOnXXWWVxyySX079+fTZs2cdddd3HKKaewaNEinE4nFRUVOBwO8vKy98SXlJRQUZFJmKuoqGgKXloqLi5uOqctd9xxBzfffHPTv3fNjEjS4SDaOCPSGTsa4tz+0jLKg80BzLnjyrixCxve+V0Ghb49FzPbVVZbS9QzzJdCUTIfwk5Vo1BXqYmkeOvzJYx3PI+yY1HzExUNjroaJl2FbdqYFVWIdHagIICV80MM+fxpcqu/znqsofd41o/4Lv50AX12KxKlKApJj0GDyyaabuCrqq9Y17Auq4y7Q3PwneHf4fwh52eVcTc0g3xXPm69uTprKmESD6ew0oKtiRKW+b9F2pG9vXjguELGn94Pt79xSUZpzgtBCGKhYNZW3WQsypJ33mTVpx+2amw3eNJUJp59Pt7c7N+1igJOrw+3zy/zPqRW9ikY+dOf/sQTTzzB+eefz/333990fNKkSdx6661dNrj2/P3vf+ess86irKys6diupReA0aNHM2nSJPr378+bb77JhRde2O61dq8W19Yvrr1VlHM6nTjbaVQlSd9ksZRJVSeXZtpqePe9qf34wTFd0/BOURQKfQ78rr03u1u5o4Fg5Rb6ukwUJXtZSFEUTtJX8MPqZ1BoMePh7wVn3AO9xmGFI1gNrZNUhe6kfPYi+r/6d3SzuQ+L6fCwc8JlNPSfjGoKGmrT1FamKCxxQPVqbDNEuDCfWO4Qvti5kMeXPU5VvCrr2lNKp3Dt2Gsp9jT/4aQqaqarruFveg8t0yYeTmGmbCo3h/jyrc00VGbP3OSWeDjq7AEU929eTna4dVw+A1VVSMZixMPN1VNty2L1Zx+x5J03SO5WAbV44GAmn38pRf0GtHqfHW43bn8Omsz/kNqxTz8ZmzZtYvz48a2OO51OotHuLdG7ZcsW3nvvPV555ZU9nterVy/69+/PunXrACgtLSWVSlFfX581O1JVVcUxxxzTdE5lZWWra1VXV1NSUtKFdyFJh77MrpnOBSJtNrw7cRCXTOqamURDyzS7c+odyDex0kSrN2NYCQxX9o4dQyS5JP4SJ6Y+yn7O0DPgpDsRugezuhY7vtvSlKJgxgU1j/2VxBdfZP2CDZWNYftR38d05wKg6ZBMCBJbVqF88QSxxGZCDpNy3eDxgIcFZF+72F3Mj8b+iMm9Jmcd9zl85Dnz0BorcQohSETTJKOZGZHF725l87KarOcYLo1xp/Rl6KQSVC0TvOgOFbfPgWaomKkUkVADZuOWZCEE21etYOGrLxGsyp4l9uUXMOmcixgwbkKrYFJ3OPDkBNAdB74SqHRo2adgZODAgSxZsoT+/ftnHX/77bcZOXJkO8/qGk8++STFxcWcffbZezyvtraWbdu20atXLwAmTpyIYRjMmTOHSy+9FIDy8nJWrFjBgw8+CMDRRx9NMBhkwYIFTJ6c+T/8F198QTAYbApYJEnat10zCzfX8etXV5Jo0fDultOHcdaYXl0yJrdDo9i/5/yQJo31Q/KcoKsKacvG2fhh3tvaztXRJyizy5tOtzUX6om/gBHnZCqpVlQ31cDYRegOogtXUvPoY9iR5gJnlu5i54TvUD/wmMxaBYCAWDKFaaUoX/METs864v4cZjnhBT1FqkUgois6Fwy9gEuHXYpLb97x4tJd5LvycWjNH/TppNU4G2Kx5otKls3djpnMHufg8UUceVo/XL7MzFHLvBDbsog21Gdt1a0v38mCV19k55rspSbD6WLsaWcx8sRT0Y3sWSiZnCp11j4FI7fddhs/+clPSCQSCCFYsGABzz//PPfddx9/+9vfunqMTWzb5sknn+SKK65AbzHdF4lEuPvuu7nooovo1asXmzdv5s4776SwsJALLrgAgEAgwFVXXcUtt9xCQUEB+fn53HrrrYwZM4bTTjsNgBEjRnDmmWdyzTXX8NhjjwGZrb3Tp09vN3lVkg43+xKIzF1Tzb1vrcpqePdfZ4/ghKFFXTKmXI+j4/VI4g0QzcwUDC320a/Aw4bqKIWawinpuVwUfwmD5pmb7Xp/yr79ECK3P1Yw1LqSqqJgJaH6z38j9tm8rIeiZSNZfcT30FuUYI+l49Qn6iHpIujezvN9thJQPITUNNVK9ns6BifXnfz/6JvT/Iefpmrku/LxGs0VaW3LJh5Ok05aVGwK8uWbmwlWx7Ould/Ly1FnD6Cwr79x3C3yQoBEJEI8EmraqpuIhPlq9uusmfdx9vdaURg25VgmfOs83P7s3YKqquLy+XF6ZXKq1Dn7FIz84Ac/wDRNbr/9dmKxGJdddhm9e/fmj3/8I9/5zne6eoxN3nvvPbZu3coPf/jDrOOaprF8+XL++c9/0tDQQK9evTj55JP597//jd/vbzrvD3/4A7quc+mllzYVPXvqqaeaaowAPPfcc9x4441Nu27OPfdcHnnkkW67J0k6lESTnc8ReWNZOX+Ys7apULrLUPndeaOZ0H//G95paqbZncfRgV9lQkC0GhLN9TlUReG7k/vxxLtfclXoGSaRXYTsTf1Uys68ld7+fMy2KqnqDiKLV1Pzl79ih5qvq7hcFFxzNc6RJyHerSUWtjCIY5oxGqwUQvFgGUk29H6bmKpQo2YngeYKhR8mNU6Kx1ESUcjJ5LDkOHIIOAOojYm2QgiSMZNEJE0smGTxu1vZsqI261oOt86Rp/Zl8MTipmJYu+qFqJpKOpEgFgpiNZZft8w0X3/yIcvefYtUIjug6TV0OJPPu4T83tnLajI5Vdpf+11npKamBtu229yFcriSRc+kb6JwIt3pXTMvLNjK4590T8M7p6FR4neid2QbsG1BuALS8daPbZ1P+p27MJLN1VYb8PNi3jVMPP5bjMt3YDUEEZZFctM2rEgEze9H792PmiefJ/pRdl6Ja9xYim66CaO0FIBNr7zF0iUqEb0IS9EyW4PtcuaOfp2VRTuxW84gCDjLNvi+6ca3qznfab/GPehU8t35WTtnzJRFLJQinbRYPb+CFR9tx0y1CGoUGDKhmCNP64vTk3ley3ohlpkmFgo2bdUVQrB1+RIWvv4y4ZrqrHvyFxYz+byL6TtqbKsZD6fHg9uf09RxV5L2xT4nsJqmydChQyksbC6Ys27dOgzDYMCAAV01PkmSDgLBWJraaMcDESEET3yyiRcWbms6VuBz8OBFYxlYuP8N73xOnSK/s2NLAakYRCozAUlLVhrm/wW++ictMx4aiidTM+UOfti7DLshiFnXQHzlaupfm016Z2UmV8QW2LF4Voddxekk/4c/JGf62QgE6xd/QPKz93HN/YpxJtQX9KXc5aPGX8frk2rYXKwAzeM3BHgEnG458KGAmcRQdPJyB+HxNifQ27YgHkxSsSlE+YYg67+sJBpM0VJBby9HnT2Qgt6+zNhUcPscONw6tm0RCzaQjEWbturW7tjGgln/oWL92qzrOFxujpw2nSOOO6nVThjD5cTtD7TKF5EOMNuGiqWZwNVTAKXjoJtnp9pqvwIwbdo0Zs+e3cYz9m6fgpErr7ySH/7whwwdOjTr+BdffMHf/vY35s6du0+DkSTp4FMXTdEQS+39xEaWLfjDe2t5a3nzrouyXBe/v3gsvQLuPTyzY7LyQ/b2izhaC/H61hdp2Arv3AnVq5qPqQYc+zNyx36HnEQSs7IGYVnEV66m+m/PYScSqF4fdiiMiGTnjThHjqT4lpsxyspY8dEr1P/733irInhjAiEgoUPK3s474xQ+P0JBtAiiVCHIFyp+BA0KhBGoQhCIB8kpGonSu3n3TDJusnlpNUs/2EbdziiWmT2x7fToHHlaPwaPL0JpXJJxenRcXgOUTF5IIhJu6qobCwVZ/NarrFswD1pMkiuqyvBjTmD8tHNw+XxZr6E7HLhzcjAcspxBj9v4EXz6B6hZB3Y68zNcOBSO+zkMOrFbX/rMM8/Mar8C7FeJi30KRr766iuOPfbYVsenTp3KDTfcsM+DkSTp4FIbSRKMt+442562Gt4NKvLyYBc0vFMUhQKfg5xd9UP29Iu4/7GZbrvp3bbeCgGrX4ePH8xesskbCNPuRRQMxWoIYoUbSxQIm/rXZmMnkihuL2ZlFey2i0bv3ZuyB+5H0XVWfPQKib8+SU7SIq2rKAhMFT4/QuG5k1WCvuyZnMlrbBQ/1BRZJFUVDSg2TcoidehOPxx/M6gq6XiKqlffYdu6EMsqS0ibrf/yNZwqU84dSN8RBZl/uzRcPgOtjbwQM5Vi5Ufvsez92ZjJ7Bmv3keMYvJ5F5NbWpZ1XDcae8i4uqaDsrSfNn4Eb9wEyQi480B3gpmEypWZ49Mf7taAxOl0Utq4FNkV9ikYURSFcDjc6ngwGMxqZidJ0qGrJpIk1IlAJJ62+PWrK/myGxreqYpCcU6LRNU9/SJ+/UY46Q7oPSn7IslwpsHduneyj4+6EI67GVvoWLslqSY3bye1oxJhWti7VWFWnE60vDxEKkVq02aMwQOp//e/yUlaRHIc6CmTnQXwjzNUvu6fHTwUNwgunmczYb3gpfNyqDbSRKwUw0ybY+IJ1JJRcNzPEQNOYOdjT1H53IvU6WWsG3wR9m45Mpqh4slxkEpYrF1QSf/RhXgCjqa8kHBdXVZeyKYlX7Lo9ZlE6rMTXQMlvZh83sX0GTE6+/q6hsuXg9Mjt+keNGw7E4gnI5kifLtm2gw36C4Il2ceH3B8ty/ZdJV9+g1x/PHHc9999/H888837USxLIv77ruP4447rksHKEnSgVcdThJOdDwQCcXT3DlzBV+XN+8o6aqGd7qqUhJoUchsT7+IVT3zi3jhP6BsQiZZAqB8WabBXXhn84WdOXDKXTD4lMZKqvXZu4QMF7G127AbgpnXbEErKEDNzQUhsOvrsYJBti35CG9NlJhPI+6ED8arvD9WwdKaZ0McacHpX9kcu0rgS4ClQtDvoN7pxK8YXDv4YtSyqVA6jlTKpvyvz7D92dfY0nc69Xm7lRewLVxOgasgB0VRUBQI1yVIRNP4853NJdxtQV15lMpNm1g77w3qdm7OuozT62X8mecw/OgTspJQZQ+Zg1jF0syMoDuv+ed/F0XJHK9ZlzmvrHWB0q7wxhtv4NttCe8Xv/gFd9111z5db5+CkQcffJATTjiB4cOHc/zxxwPwySefEAqF+OCDD/ZpIJIkHRw6G4jUNja829ii4d3Jw4v45VlH7HfDO0NTKQ24sq/T1i9iITJLNcIGVwDqN0P1aigcDov+AQue2K3B3YRMgztPUetKqoqCjYvaJ/9N+K23ssajOJ1oxcWojWvjIpVC0XW0QID68g3ots3SAQavTLGp80PLBNXx622ueM8mRyiEHeBOwo4ihU29HByRP5irxlzFlF5TMmXcgyliwQRL3tvKjtE/QrTYRYMQ6GYMRzKEklRQCnJQVVCdGmbKJlTTgMMZxbZtKjc2sPSDNVRv+phUbH32vagqA8dPYuoFl+L0NpdAUBRw+fy4vD65TfdgFavN/Lzr7eRo6E5INGTO6yYnn3wyjz76aNax/Pz8fb7ePgUjI0eOZNmyZTzyyCMsXboUt9vN97//fW644Yb9GowkST2rKpwgkjD3fmKjnQ1xbtut4d0543px4ylDO1YJdQ9chtZ2x93dfxELO7MzZlclE80BIgR1GzMzKDsXNz9X0WDytTDxB9jJdKbBndVi1sNwEt9QTvXD/4e527KMmpeHlp/fNEsghMCKRDAGDiAyYShVX67glekaSwdlJ5UWBAVXvJdZklEFCJ/AFxbYDoU+l53Pw6dfzoj8ESgoJCJp4pEUO9bUs3DmamLF2ZWfFdvESIUwrCQoIpO/Eg2j5uWSSsQRdhhEHNvW2LGmik+en0U8uATYfflcQ3c4qdywjrn//BtjTzuLXkOPkNt0DxWegkyOlJnMzAjuzkxmHvcUdNsQvF4vQ4YM6bLr7fNCbllZGffee2+XDUSSpJ5VFUpk9YzZm42NDe9qWzS8u3xKP3547P43vNvj1t2Wv4g1o3HLbosAwEqBZcJHD0C6ZYO7MjjjHkTpGKyGEFa4xY4YRcFW3dQ9+zKhV1/Nejm9tBRhmQjTglQKYRiQTmNFwuBxk/rBhbyy6SVeqHmB5KAWu2RsOOlrhekLBIX1Al2ArYDLBkeJh8DZ52MMPAWtHEyvRSJiEqyK8+Xbm9m5rgFonpUw0hH67/yAqrzRxF3FCCuBKmwUYSPSCcxUkHg4Rl6Jm7wSN+sXfM68l17ESu/eK0wFRUdRPYCO7tCp27mDeS/+i9Ouvp6BR07s7LdK6gml4zLJ2pUrMzkiWbVqRGYHWcmozHmHiA4HI8uWLWP06NGoqsqyZcv2eO7YsWP3e2CSJB0YQgiqwkminQhEvt4Z4o6Zywm3mEX50QmD+Pak3jiql6Ml6rBc+aSKRjfnbXRQwG1Q4NvDFsHScVAwBCqWg7eo5UpIJrcjtBOs3WqiDJ0GJ92BUF2tK6kaThKbq6h++Dekd7TIKVFVcr99KXnf/S6Jr7+m/t//Ib19e2Zbr6HDkIGs/u5RPBb+B9t2bst6uWE7BBd9rlAcUdBshaQOcZeK68wp9C47gvAXq6l5ZS72v98j7Qpg9xtG1ZhzWbfexrZabLG1LUqrFtKn6jN0O4UjFWZjn2mYhg8tHUaxk1h2HDMoMJwqvQYleeOPD1CzbUvWeFTNjaK5sNJxNMOHgpJ5HcXAX1BItKGeRW/MZMDY8XJp5lCgqpldY2/clMmRapnEHa8Hpz/zeDd+L5PJJBW7zR7qup5Ve6wzOlyBVVVVKioqKC4uRlVVFEVpsyS0oiiH/Y4aWYFVOlQIIagMJYmlOh6IfLm5jl+10fDugrwN5C7+M0b9ehQ7jVAN0nlDaJjwExJ9OpbYXuB1EvDspYiWlYaVs+D9uzMFzVyBzNJMMpzZzitaLru44YRfwBHTsSJRrIZQ8+8tRcHW3NT/51WCr8zMSlI1+vWj6OabcQ0f1nwtIYivX080GaIyT+Wp5Fw+3P5h1tACjgDfUsYw9l9fklcZQ7PA0iBU6sf63nkUuYvwP/wcejyNnVdCypVDjVbGBt9RpIzs3xUlA/yUvvd/uOu2gaFnugubMepzBrOx1/FEnT6EpuHIz8Odk8JOLaJi/fLs90rR8OYfidPTl4byOSiKA0XN/A1q2wqBQg8Ot046mSSdSHDerf9FyaCum3qXulkP1Rlpr+jZ8OHDWb169T5ds8PByJYtW+jXrx+KorBly5Y9nrt7N9/DjQxGpEOBEIKKUIJ4quN/PHy0tpp73mzd8O4M9xqK5v4SJRXBduUiNCeKlURNNCAcPqpPun+PAYmiZHrM+Jx7maxNRjLVVIWA7Qvgy6egbhOkI9lLMgDFI+GMexH+Msy6huwkVd1BYnsd1X/4I+ltLWY1VJXAhReSN+N7qLu1vU8YUOe2mb3tXZ7++mmiLZZAFBSmDZjG90d+H7/Dj2mm2fDhQqy6JDFvknfyv2RLeDM/erqaskoIFxbh9A1le+A4GozsrsVuv8HEMwfQb1Q+DS+/TMPfH8eRCKJqCpamklIVLMsm6ivDmPYtarwpNi76BNvKDigN9yD8hUfj8OaRjGyhofx9VM2DomogFBCQU+TGcGoI2ybaUM+Z193EALlUc2jpgQqs3aHDyzS7Aox0Os3dd9/NXXfdxaBBg7ptYJIkdR/bzgQiiXTHA5G3lpfz0Jy1NMYhuAyV/zlvNBP7Bch9/c8oqQiWt7Rp/VrobiyvCy1aQe7iP1PR+5g2l2w0VaEkx7XnLcC7+rTEG5qP9ZkMeYPg7dugonnpWKCwcdBZ9D/9v1AtMCuqMyXcARQFoXmof/kNGl58MXs2pHcZRbfcgmvEiKyXthRByKOwIr6BRz97lLX12SXTBwUGcf246xmen9l6W7shzuaPIkSq+pNIpwibQUrdU8jNUSkKxqjPy6Em9zjCgSmZhNpGirAoCy5l0qWn4RtVgKop9L7qMnLcJlWPPU4iHsMUAmyB4vNinTSalVvmkYhk13wq7NufyeddwsrP0tRXxjGEyCzTKGrm3VFUbFugGyqGI/P6ZjqNqum4cwLtfw+kg5Oqdtv23QOp0wmshmEwc+bMfd5LLElSz7IaA5FkJwKR3Rve+V069zc2vHNULcOoX4/tym2z5oHtysWoX4+jegWp4ux8MkNTKclx4dD38Jeclc40uTN3ywPZMi+zVNNi+2K1qvPfBWUsSG2m98u/4IqS0zh38ITMg5pOsiJE9cP3k9rUfC8oCjnnnUf+Fd9HbVldVEDUKSg3ojy75l+8tfEtbJqDF4/uYcbIGZw18Cy0xqAislnw9cx60gkLl1enyq4lbZvkRUvRQmdRUdybuvxxWHr2jGleeieDI1/iqN6MmpiCy2fg9GR+PXsuuZjiM04j8uFczKoq6lTBsi3rqV+/KusankAuE8++gMETJ2fyPpQGvnh9E4mogss7CMNVTDpeiSV0VFXBE3CAkpkhS0TCFPUbQPEA+Qem1DP2aTfNBRdcwKxZs7j55pu7ejySJHUjyxaUB+OkTHvvJ9NOwzuvgwcvbm54pyXqUOw0ttZ20qnQnKjJIFqiLuu4Q1cpzXHtuetuKtrY5K7FeK0UfP4ILHku69QvFQ93Fg8iorooCaYw7Sqe2vwiAOcMP5aG1+ZQ//zzWeXc9dJSim7+Oe4xY7JfVrEJegXvV3/G35f/nfpkdn+bE/ucyFWjryLPlZe5F81BniOPZXNXk05YeHOdJKwESSuJpupYmomR8lFdfHzWdTQzyKDol5RaFZBMoqomgT55uLwGyViMeDiEbVkoqoY9djSLXnuZbSuWZl1DdzgYffIZjD75DIwWvUH6jCjBk1vI0vd3Ul8Rw+GZTDrxDgrRxt4yKulkkkQkjMPtYfL5l8jkVanH7FMwMmTIEP7nf/6HefPmMXHiRLze7C6cN954Y5cMTpKkrmNaNuXBBGmrY4GIZQv++P463lhW3nSsLNfFgxeNpSy3ubaB5cpHqAaKlUTorWseKFYSoepYruYaRC5DozTHhdpeLZK2lmUgU8zs3f/KFDRrZFuw5esc0lu9/DS3jk9H+1hd5kPgIUWM95fMZsJT75PasCHrUjnTzyb/hz9EdTeP2RY2YafNGrucx758nKXV2R/8vX29uW7cdYwrymyZ1BSNXFcufoefqi0h6itimaZ0gGmaKLaGK+3DSLtQWm77ESa5wS/wNnxCwF2AphloddtxDx2MMWwwoZoqzMYdP8lYlKXvvsmqT+di77Y5YPCkqUw8+3y8uXlNx1r2kPEXQL+RxVRvC5OIHEF9xWDWfv4m9Tt3EG2Io2o6Rf0GMPn8S+g3+tDZBip983Q4gbWlgQMHtn9BRWHjxo37NahDnUxglQ42nQ1E0pbNvW+t5qO11U3H2m14J2xKX78cR82qrJyRzGMCLVpBqnAEFec8B4qKx6FTktNODRHI1AjZvcmdELDqtUyDO7P5eCKks3RFHqG4gTMN7gSkDHjtOB+rS/0ctyzEmV9F0Vvctl5cROFNN+EZn73OHlctql0p/r3xFV5e/zKm3ZwQ6lAdXDr8Ui4cciGGlgk2/A4/uc5cNDWzRLN1ZS3vP70Kl89ACEE0GicRNlFFdi6MK76DfltnYmtBTMWkr+bBFYmA10vubbegjxwJgG1ZrPn8Y76a/TrJaHa9kOIBg5l8/iUU9W/+XdzRHjLCtqnavJF4KIg7J0DxgEFyRkTqcfs0M7KpxXrrrlhG9i6QpINT2rKp6EQgEk9b3P3aShZubl6aGFWWw70XjMbvamPbraLSMOEnFM39JVq0otVuGtvho2HCT0BR91zMDDJbdSMV2csyyTB8eA+sn5N1asMmD1s35VCPisPObKGNeMAXg9O+jHCKSNKvJrusvf/MaRRcfQ2qt/kD2xQWQQ/MCy7hrwv+SmWsMus5k0om8aOxP6LUm+lQ6tJd5LvycWjZQZnDrYECyViaZMzETAkyfXgzbMXC0lJUD1pIXjBGflWIPDOJy6vB0CF4L72kKRDZvmoFC159iWBledZr+PIKmHjOBQw8clLTe6iqKi6fH6e3Yz1kFFWV23elg84+V2D9+9//zh/+8AfWrVsHwNChQ7npppu4+uqru2xwkiTtn5SZCURMu2OBSDiR5o5Xdmt4NyCPX587Cvcedrsk+hxH9Un3N9UZUZNBhKqTKhzRVGfE7zIo8u+hmFmsLvPVUvmSxgZ3zcWVhOamfL6LWK0bTVPQW1ZfbfzP3tWg/H/2zjtMsrJM+7/3pMpd1TlNT84JZoZhhhwHGDICBnSVXURXXf1Q2aCuq6DCJ36rawAUFkVXwRVBguSMMJEZYHKOPZ1T5aqT3u+P6unu0zPD9BCUgfO7Li/pU+85daq7p+ru532e+2ZQiNjxMkZ99auE588fXColac1ip9LHf6+5i6WtSz1PXRWs5NMVF7HAGYOyJ40yrZ7KcBUR3bstLaWkkLVKQkBCNml6H0dS0LOoUiEXS7J+SicvTSowsTvOP9RdTlntDIwJ40Ao9La2sPLh+9i3aYPnGlogwDFnL2b6qWeh9Y8cCwGBSJRQNOZXNnyOet6SGPnmN7/Jj370I774xS9ywgknALB06VK+/OUvs2vXLr773e++ozfp4+Nz5BRth7ZkAccd2U7s2w28K4w6mbbGEzE61x3gwFoW0qk6lKuqlKUm1eIQe3bXhld/CSvv9JqYNc4jxxzS+x5FC0FAgg6YAgI2xLNgDPNve3VijEu/ewd6WYxtfdtIFVMEAmHidWN4aN8T3LPpHopDHFtVoXJR5AQu/3MPwR0PYdk2im6gjp8An7kWFi4cWGsWbPIpk22rO3j96b0Ust5KjKoLhAG2qWGqBdY0PUef1sWk8CSuOuYKJpfPLH3vMhlee+JhNi/9C3KocBSCScefyNzzLyE8ZOzWz5Dxeb/xlnpGqqqq+OlPf8rHPvYxz/F7772XL37xi3R1db1jN3g04veM+PytOVIh8m4G3iXCxoF9JvtxrJKdtT2kmpBuhaf+vVQV2Y9QYcE/wtxPkX3hMfbd/AsUXSA0QdqRFCyI5YamuUA2AL89OUZ7wxVcd9Zk7t/2R/am95IyHJIhSdE1KThD+lKAGZUz+Ix2Bg3/+QdkNocST6AFg2BaOMkkSiRM/Q03EDzuePJpk47daVY+upOuvRnPdRB44nKMkMqo00JE5xYI2zpjA6MQQsGxbTa+/DxvPPkoZiHvuUTdxCkcf+mVVDY2DRzTgwHCZXFU7TAutT4+RxlvqTLiOA7HHXfcAcfnzZuHbY/cVtrHx+edp2CVhIg7wr8zdnZl+Zc/rnlXAu/e1N69mIFsh7c/ZNvT8Nx3wRzy4V7WWAq4q56O3dOHNn42ermB2WUighDIQmCYZUo6BDdfNIYaOY3awnZ+vPIR8pqLmQjTIzNkLK94KDPK+IeZ/8AZjadjXfdN3GwevbZuoDmVoIoIBLA6Omi54zfEaqay5vlmtr7a4REdiirQdAUU0A0VoQqEBMty6FyRZmx1PbXj4kgp2b32dVY+fD/prg7PvcSqaph/8eWMnnnMwPdf0/XSOG4giI/P+5G3JEY+8YlPcPvtt/PDH/7Qc/yOO+7g4x//+DtyYz4+PkfOkQqRQwbezW96k7MOjxCCqqhx8IbXg43tWnn4yw9ggzcxl8nnwelfw3W1QSdVRSNx6YV03PUnnJRkaFKeRGIHBBvmT+Dfiz3U2Y9wS6VOl6JghTR6zDQu3u9NZbCSH5/5Y+JGHLlpO2JPC0Z5BYri3QJxhE6xYjQtyUp2/derOKZ36ypV00qtUo+bFoTLDFStlOHlOkVULU8uXWT9X/ah6UlWPPRH2rZt9pxvBEMcc84FTDvlDFSt9NasqCqhWIxA2Nun4uOzH1e6bOzZSF+hj0QwwbSKaShHGE75Vmhra+Pmm2/m0Ucfpbm5mXg8zqRJk/jEJz7BJz/5ScKHmeoazttqYH3qqadY2L9/umzZMvbu3csnP/lJjxnacMHi4+Pz7pA3HdpShYMGWB6MV3f18B8Pr6dgDQbefWXRZM6fVX+YM4chXU+fiFUzi9qyIGHjIG8vB3NT7dhYalLtG5J5pYfhtH9DTjkfpy+Fk06WjguBnbFJLt2FWwRPZK8iEVFBtrGSs+QmdMtmRSTC6ipB1hBYwtvEa6hGSYAg6ch10BhtxCjqtNkOYkgujYuCqYTo1WrYlphPWq+CIbtK+VCS7ROWk6QPY8ti4rEYmh7CdS0cK4eUNgjQtSKtm19k92tbGFpOEYrClBNOYc55FxOMRve/TL851eewLG9dzl1r72Jnaie2a6MpGuPKxnHNrGtYUL/gXXveHTt2cNJJJ5FIJLjpppuYNWsWtm2zZcsWfvnLX9LQ0MDFF198RNd8Sz0jZ5xxxsguLgTPPffckV7+qMfvGfH5a5MzbdpTxRELkZe2dPLd4YF350/j1MnVR/S8weaXhyX1GijVk1BP+cqBqaGFFGQ7S5URKDWmvn4PLP1pqWF1P7UzStsy4Trs7l7cfvMvqeqkX3md7v++C5kbDMWzdJXuWo2KTBEj76JICYokUym5dXGAlVWKR7MIoCJYSdyIE+xNYOVcLpyxmE+d+hHMjZto/uIXUcJhRDCIJYLk1DJ2hI6hLTDR46HiKBYtY9fTPmoLruoQSVYwfu2JyFCRUZFKXLf/vl2bbM/rZLtXIaW3wbVx6nSOv+RKEnUNA8dG0pwqXdlvZGYRjOpUN8UQb7O3x+foYnnrcm5ceiNZK0s8EMdQDUzHJFlMEtEj/McJ//GuCZLzzjuP9evXs2nTpgNMT6E0YXakW7xvqTLy/PPPH36Rj4/PX4Vs0aYjPXIhcrDAuxsvnsFxYyve/MRhBJtf9iT1umoAXVooHRvgz9fBhf9VEiSuWxIhxSGBbrlueOZbsGfoOK2AuZ+CBf+Iky3itHWWXpMQ2Dmbrl/cRW7FSs897BmtsmKCw+mvOpgWZIKCsHBZNV7hNyfp9Ea9b4hRFypdSbx3HGN2LaAsV4UqNbq2Sm55/vccd84YJo8bR3bbLpxQNS2hKewKHYOteCeBOqt2sm/iGqxgHls3sYwCmqmDyGMX0uR1A0MNUEhvI92xBNf2htnFa+s5/pIrGDVt5sAxPRggFIuj6W/enNq8qYfVT+6mty2H60gUVVBeF2buuWMYNfXIfoY+RyeudLlr7V1krSw14ZqBD/6gFiSgBujIdXDX2ruYXzf/Hd+y6e7u5qmnnuKmm246qBCBt+Y79pa3aXx8fP72pAsWneni4Rf28/uVe7njpUGH5FhQ4+bLZjG94QgreNIlsdqb1KurCorQQA+WJmJe/lEpWTfbUdqe2c/uJSUhkh/iKRKphkU3IuvmYnf14hZL+yBS1cisWE/3L+7EzQw2ncqgzqMLbF6d4PCpJyRBC1JhaCkX/Okkg62N3jdgRUpqpCAiIZKayIzd56HbAQp6jqKSJ0AQvTfGa/e34yw8h0jvK2yPnkg2WOO5TtDsZkvDc7TOsEBzMY08UnVRTYmldlIIdhHKlFHMtZHpfRUr3+a9DzXI/IsvYepJpw1UPlRNIxyPe5pTD1X5aN7Uwwu/24xZsAlGdFRNwbFduvZleeF3mzn941N8QfIBYGPPRnamdhIPxA/44BdCEA/E2ZnaycaejcyonPGOPve2bduQUjJlyhTP8aqqKgqF0nTaF77wBb7//e8f0XV9MeLjc5SSKlh0jVCISCn575d3cu+KQwfeHQlG5zpPUm9JiPQ/KASEyqFzM2x/BqqnlY47Jiz5GbzhDbhj3Glw5jdx3ABOWweyv2RjF1y67ryL3FKvGVlo3lzunrKRDWGHqV2CyqRDMgKPzVd4braCow6+OWuO4PSNYxGBOCvHvo7h2oxpXYRuB8gafSAEhqoDLnYgj54Ps2ldEL32Us9zqq7JWHcL5YvreTjfhapL9KCKYkv0jETpb0dprX6NsW0Gue69eBEEy2ZxykcuY9T00paMoigE+5tTh36gHKryMeec0bz21B7Mgk0kMehiqxkqEV0hmzRZ/eRuGieX+1s273P6Cn3Yrn2AC/B+DNUgZaboK/S9a/cwXAStWLEC13X5+Mc/TrE48j+Q9uOLER+fo5Bk3qI7M7J/8I4r+cmzW3nkMIF3R8LQpF6PEIFST4hQwClCvt9SvncnPPkN6BoyQaIG4OTrkNM+hN2XxM31r1U1Mqs20fXzO3BTg06wIhSi8jPX0jFJYcvrrxNFoBdd1o4W/PZMle4y75vj6J5JnLTzSuLFahCSMb1Xsr1yBWWFWgp6FkWAJiWKKxAo6GYQwwkhHG9VZVSjYPaCWhKzT8aIaNQueZqtPVtocKrQnNJzCltSvdWielsbiuu9Dz04hupxp3Hs2TOoHZ8YaE4NRqMHTOy8WeXjuV9vwnFcghH9oH8NB8MavW05OvemqRnj96q9n0kEE2iKhumYBLUDx71Nx0RTNBLBxDv+3BMnTkQIwaZNmzzHx48fD0Ao9NbeU3wx4uNzlJHMWXRnRyZELMfl5sc28cLQwLuqCN+/fBaVh3JEHQFOsAIUo9QjIoa8jUgJrlUKsxMaBOKw4UF46QeegDsqJsC5N+GGR2G3dyIdF4TAKUq67vo12b/8xfN8wWOOofrL16HX1rJt7e+wgGJY8Oxkhe5jvR/MZTmDhbs/xrjeY1CkC9JCqAqaE2ZKx2lYioWrZVGkQLgKiq0RsOOorvftMFEb5rjzx1I7tgzNUAnFdIQi+btxH+XHbf9Jn9VNTI9S06pSv8HGGDbdU1Zdz5QTL6Rh8lQq6iOlKkwwSKgsPjC6OxTpSlY/ufuQlY9UdwG76BCJH/znpmoKxZxNIWMd9HGf9w/TKqYxrmwcW3q3EFC9WU9SSpLFJJPLJzOtYto7/tyVlZUsWrSIn/3sZ3zxi188ZN/IkeKLER+fo4gjESJ5y+GGh9ezYkjg3fT6Mm7+0CEC744At3Y2onpSqVlVD5a2ZqRb6g2REgpJKB8Hq38N25/1njzrw8gTv4STKeJ0dpeOqRrZN7bRddvPcfr6BpaKQICKT19D2fnnIxQF27UxwxGayyGj4pluUVzJua9CU/HfUNRyhGsh+pcIHAQuDjqqa6A4BooAw4yhu14/BImkfl6IMy6YhRZQCMUMNF2hmM2Sz6SYEZ3CPx37BR5ecg9ly3uIpbyNw8FojHkXXMrE409E6R/L1QydUFkc3Ti0AOzcm6a3LXfIykcgpGHlbcy8TSBy4M/PsV0UVRCM+u6s73cUoXDNrGu4cemNdOQ6DjpNc82sa941v5HbbruNk046ieOOO45vf/vbzJ49G0VRWLlyJZs2bWLevHlHfE1fjPj4HCX0Zk16c+bhF1JqbP36n9axvmVwm2P+2HK+fZjAu5EQ0FVqY4HS+O6frys1qwbKQFFLfSGFJCga9O6AlkEhRDAOZ30Lt/FE7K4epFUa53Vshe47f0dm2JRecOZMqr/yZfT6epCQMtOstLZyW+oZMpr3TXbKXsk1TzpoynFsmZIA1xmsUQhAKKWvpYNAI2RWoEoVgfc6jrAoxPs446ILiMQDJQFQKJDqTOL0u0unu7vofnQ5jW/0MdSAXtE0Zpx2NrPPPg8jWCpVl0zLygiMwACqkLFwHYmqHfwDxAiqCEVQzNsYYe2Av4YLOZuqxgjVTbHDPpfP0c+C+gX8xwn/MeAzkjJTaIrG5PLJ77rPyIQJE3jttde46aab+NrXvkZzczOBQIDp06dz/fXX8/nPf/6Ir/mWfEZ83hzfZ8TnnaYna9I3QiHSkzX5l/vXsKNzMPDu9MnVfO38kQXevRnRoEZ1dEhZeNtzpS2Y7u0gbUAFVYd0Cx6f9FHz4ewbcdwQTjJdGtlVNXLrd9L5s9txegYna4RhUHH11ZRdcjFCUSjYBfbYndzVej/P7vX6FoUKkk8853LGGxIF2D36XHaOu3CgKgICIST7m1pcBBINj/EI4AgbW7FwdJOZF9Vw7hknIl2bXCqJVShVosxCnjXPPMGGF58ZECb7GXvMPI676EPEKqv6j0gyPd04lkU4nqBm7PjDmpd17E7x+M/XogdUNONAwWibDvmMhaYrOI4kGNYGekoKORsjqHL6Vf40zQeNv5UD6zuNXxnx8XmP050pksyPrA+gNVkKvGvpG+zPuGBWPded/fYD7yoiBonwkO59qwCV4+GiH0PnJujZDq/9Drq3Dq5RVFjweeTsj2P3JnELpUqN66h03/0H0k895XmOwLRpVH/lyxijRuFIh95CN4+kl/Cbbb8nbXm9Ok7Y4PLRF12qU+Cq4AKBYjdIiUQp7RxBv/+KBDQk3g95iYutmNiKhR3PMee80Sw6aSGFdJJiLltqgXFdtq1YwqpHH6SQGe4XMoopJ15I/cRJxCpKe+dde3bxxtOP0dvaguPYqKpGRUMjx196JaNnHnPI7291U4zyujBd+7JEdOWglY/qpihzzhnDa0+Vpm2KORtFFVQ1RnyfkQ8oilDe8fHdvwV+ZeRdwK+M+LxTdKaLpAsjEyIHC7z72PFNfPrkcW8r8E4IQXUsQDQw5G+XfC/kegbdVLc+Bc9/zxtwFx8F53wPJzYepzdZalJVVXKb99H501txOgebatE0Kj71SeKXXYZQVTJmhjcK27lt12/Z3OfNcKkN17L4oVZO3OiS16E6BY4ARMm6feXxN2Pr4f5KTf8Dioq3GiIZH1mFHt9CbuLpVE6azoI5s7GLBQrpNG5/eF/L1k2sfPA+elqaPfcQiJQRrVyI44xBSoGiQLy2jNHTYM0z92DmcwRjMTRNx7YtCuk0RijMomu/8KaCZGCapui8aeXDd2D1eb/hi5F3AV+M+LxdpJR0potkiiNLwd7YmuJrD6wlNSTw7jOnjOOjx49+W/ehCEFdPEhwf5+J60KmHcz+LSAzVwq42/iw98QpFyBP+WecnI2TyfWfqtH9u/tJP/64Z2lg0iSqv/oVjDFjMF2Llnw7v+78M4/ueQKXwTyZkBbi41M/Tu3eDA03/ZaCXrq/mh6JFCD7K9PNdWexe9zFpfFihKfJFcAwk0zd/Qcqwj3UXnUlFR+5BscskksN9oUkO9tZ+fD97F33hudcVdcZN+c0etrGYFsKgZCGqutIghTzglzXHxCih3hN1QGVjUxPN9Wjx3L512980y0b32HV54OIv03j4/MeQ0pJR7pIdoRCZPXuXv79oXWewLsvnz2ZC2YfYeDdMFRFUFs2RIhYBci0gdN/Xx0b4cmvQ3LP4El6pJSyO/Ys7J7eUpOqopDf3krnT27Dbm8fXKtplF91FYkPXwmKQm+hl6dSK7hr5z30FIc0vgInN57Mp2d+mspQJTu2P4DuQDpUmnyxNDBssFyBrUeIZXcTKnSRD9d5X5CUVOa2Mz35LErARO0t0HP3fTjVo9Gnl8rcxVyWN556lI0vv4DrOJ7TJ8xbwLwLLmX5I23YVo5wWQBVj6CoJZ8H6ewjWexGMwIIDpyGCUZj9LTso2PXDmrHTzzk933U1AoaJ5f7lQ+fDxS+GPHxeQ8hpaQtVSBvOodfDLy0tZPvPboRyykVODVF8I0LpnHaEQbeDUdVShWRgNYvRPJ9pTwZKUsjvK/9FpbdOizgbiZy0XdxRBy3owspJa7U6LnnIVIPP+K5vjF+PNVf/QqB8ePJ23k2pHfw8+bf81qXtxJRH6nnH2f/I3Nr5xJQA1SEKsg2TqRXFei2xNShLwKJbICiVsG2yR8lHR8HYkhviJTEUjuZ1Pwo0XiAYFBB1RWKwUoy3d2Yv/0ddTfewKalL/P6k49QzGY991A9djwLLv0w1WPG0dOSIdVVIBSNoQWinuqH6+QROLi2gmU66AFvf4qm6xSzGfKp5GG//0IRvnGZzwcKX4z4+LxHcN2SEClYIxMij69t5T+HBt5pCjdecuSBd8PRFIXaeKAkRFwHMh2D2zLZrlKuzN5lQ84QMO/vkXP+AbsvjWumQVEo7O6k4ye3Ybe0DC5VFBIf+QjlH/sojipoybVxT9cT3L/nESx3sDdGV3SunHwll0+6nJAWIhFMEDNKI6uTF5zHQ1X/TkO7Rbemko7E2DPuk+Rikw/YktGsLFO33ks034ZuZdGSBZyGBgqREFKAGovR1t7C0pv+g1Rvj+fcSHkFx130IcYde9yA6HBsDUQZejB0QB+OqoURioqU9oCl/VBsy0JRNUJl8SP9kfj4vO/xxYiPz3sAp1+IFEcoRP7w6l5+/qI38O6my2Yyo+HtfdDpqkJ9PIimKmDlId1WEiQAu16GZ789aPEOEKmBRTfixKfhdPaWqiGuQu99j5F88KHBBldAHzOGmq9+hcDESaStNC90r+IXu++hLecNk5tbM5fPzv4sDdEGokaU8kA56hDb9C3JrTx5coQrH3PQZQP7xlyDow9zgex/XlsL01Exk6qdm0CR5FWB7OtBjzSSQbIlJOhWAjBEiGhGgNlnn8eM085GM4z+YzrhsgS2VUDV2nBs94DxWz1Uj6pXYhU7QHi9PqSUFDJpqkePpWbs+CP6mfj4fBDwxYiPz98Yx5W0JvOYtnvYtVJKfvnKLn63fLBP4+0E3g0lZKjUxoIoiihNyuT6P6DtIiz5Caz5vfeE8acjT/06dh7c3iQIQaG5i86f/gJr75CgOEUhccXllH/8E5iqy/rUJn7Rej9LOpZ7LlcRrODaWddyUsNJBLQAlaFKAuqBjqXdyV7a6xvZOvVcUMd7qyED4mf//wvaq+cwbs8DoAqQEtNx2OYW2acL5NDihhBMOv5E5p5/CeH+6sVw07LqJv2Q47cARnQB0n2KYrYPIWJouo5tWRQypWma4y+98rB+Iz4+H0T8aZp3AX+axmek2I5La7KA5RxeiDiu5CfPbeWRNwYD7+rjQX5wxVsPvNvPgJmZa5emZax+n5KenfDU16Fry+BiNQCnfAV33PnYfaWRXSmh96Fn6PvjA6WJm370UaOo/spX0KdOorfQyx86n+LevQ+SdwZ9UBShcNH4i7hq6lVEjSjxQJx44MAKj2O55DMmS5atZfND7SgMczUd9lYmpQsyj5Qmo/a9QH3ncrbVj6MzVMAV3u933YTJHH/Zh6lsbAIYCLMLxcoOEByHG7+dttBh5+on6GnZh+vYKCP0GfHx+SDji5F3AV+M+IwEy3FpG6EQsRyX//v4Jp7fPOjNMa4qwi1vM/AOhpiZFdOl/hApS/9b/yd4+f+VKiP7qZyIXPQ9HKVyYGS32NJN58/uxNy1a3CdEMQvu5TyT36SnGKzou8Nbtt7L7syuz3PPbViKp8/5vOMi4876JYMlALk8hmL7n0ZXn18Fy1b+rwv4AARIkEWkTIPSKQEI/c6ObkdKTOetbrUWXDmWUy86NIB0fFmYXb7Odz4rXRdOnbtIJ9KEiqLj8iB1cfng8xRs03z7W9/mxtuuMFzrLa2lra20n6zlJIbbriBO+64g97eXhYsWMCtt97KjBmDznTFYpHrr7+ee++9l3w+z1lnncVtt93GqFGjBtb09vbypS99iYcfLvkmXHzxxfz0pz8lkUi8+y/S5wND0XZoTxax3cMLkYLl8O2DBN7ddNlMykJvPRRNCEFNLEDEUEsipN8dlUISnvsu7PBarzP7I7jHfR47mUVaOaTr0vfoi/T+4Y8wZAxWq6+n+itfRp0+he3pPdzV9ieeaX/Jc6mYHuPqGVdz9pizCWpBKoIVB41CL+ZtMj151r3UwoZXWnDtIcJj/2TPEOtrKS2km6PkxypxnR6c4kost23YlXXUwDGIwHTsqrEIIVA1jXA8jh448D6Gc7jxW6Eobzq+64sVn3cK6boUNmzE6e1FLS8nOH3au/67dPXVV/PrX//6gONbt25l4sRD/96/GUeNGAGYMWMGzzzzzMDXqjr4F9Qtt9zCD3/4Q+6++24mT57Md7/7XRYtWsTmzZuJxUrNZNdddx2PPPIIv//976msrOSrX/0qF154IatWrRq41lVXXUVzczNPPPEEAJ/5zGf4u7/7Ox55xDua6OPzVilYDu2pAs5BJi6Gc7DAu+PGlHPDJW8v8G7AzEw4kGwBu9+1dd8qePqbpa2a/QQTcNa3cCrn4nSnkFJitnTRcfuvMLdv91y37KILKf/7vycp8jzU/BC/2fcAactbjVg0ZhGfmv4pyoPlJIIJyowDq4e26ZBNFdmzrodVT+wi2zcsl0fK/rFiF4SBlHb/lkxp1Fi6ORzzNVxr67ArC1RjMnpoLkIJ4jiw7qVW5iyaSqgsdkROtW91/HbPujdY8eB99LTsOyK7eB+f4WSXLaPrjjsxd+5EWhZC1zHGjaPqM9cSWbjwXX3u8847j1/96leeY9XVb91S4KjZpvn2t7/Ngw8+yOuvv37AY1JKGhoauO666/jXf/1XoFQFqa2t5fvf/z6f/exnSSaTVFdX8z//8z985CMfAaClpYWmpiYee+wxzj33XDZu3Mj06dNZtmwZCxaUEg+XLVvGCSecwKZNm5gyZcpB761YLFIsDpayU6kUTU1N/jaNzwEULIe2ZAF3BP/sDhZ4d9rkar62eCrGIZJdR8KAEHGykO0sTcu0rys1qG55Ck/AXdMC5Onfwi6quIViqRryxEv0/v6PMCQsTqupofrL18HMKbzWt57bmu9lU8orBMaWjeVzx3yO6ZXTD7kl4zpuaUumOcOrj+2idbvXkyMU09G1ZlLdVaWqiLRL1RDRL0KkjWtuwDHXAF7TOEWtR48sQNUHR5+lNJAyyNlXz2DKwrdnEjeUQ1U+9qx7g6fvvPUt28X7+Ownu2wZrd/6Fm4mi5pIIAwDaZo4ySRKJEz9DTe8a4Lk6quvpq+vjwcffPAdu+ZRVRnZunUrDQ0NBAIBFixYwE033cT48ePZuXMnbW1tnHPOOQNrA4EAp512GkuWLOGzn/0sq1atwrIsz5qGhgZmzpzJkiVLOPfcc1m6dCnxeHxAiAAsXLiQeDzOkiVLDilGbr755gO2kHx8hpMzbdpTRUai/w8WeHf+rDq+fPbktxV4pyqC2phBsNBV6hFpXgHLfg4dG2CIzwdCgRP+CWfK5Th9aaRjY7Z303n73RS3eEVGbPFi4td8inaZ4lc7/ps/tz+LK7027ldNvYqLxl9ExIhQHiw/YEpGSkkxZ5PpLbD2hX1sWtqK6wx+n4QimHZCHTNPG4WizeR///0lXFUBmUFIcF0F192DU1wFw/pCUOLo4floRtNg5UNoCCWMkCqOI0n3FHinOFTlY/7Fl7Py4fsx8zmiFZUD96IbAbQKg0xPNysevI+m6bP8LRufN0W6Ll133ImbyaLV1g78LolgEBEIYHd00HXHnYSPP/6o+V06asTIggUL+M1vfsPkyZNpb2/nu9/9LieeeCLr168f6Bupra31nFNbW8vu3aWGuba2NgzDoLy8/IA1+89va2ujpqbmgOeuqakZWHMwvva1r/GVr3xl4Ov9lREfn/1kijad6ZEJkZ1dWf7l/jV0Zwa3Jj46v4lrT3l7gXeKENRFBIFsCzhWSYg8+Y1+35Ah9yUUZLgSx2jC6U4ipST51Mv03vMHpDUoWNTKSqqvuw571iQe7HyJ/9533wE27ic2nMjZo89GV3R6zV7GJcYdEG9umQ65ZJFda7tZ/cRucinvlkzd+DjHnT+W8rowwaiOdE1i5etJ9k1ACg3H7sAxX0W6nZ7zjHCY0bPOYM/GKhS19JyO3QO4KGoZQokhZSk+L1Zx+D6RkTC88hHqr3x07tnFkz//MbZlESo7cELnSOzifXwKGzZi7txZqogc5HdJjccxd+6ksGEjoZnvTqLvn//8Z6LR6MDXixcv5r777nvL1ztqxMjixYsH/nvWrFmccMIJTJgwgV//+tcs7C9FDf+hSCkP++Y9fM3B1h/uOoFAgEDg7U00+Lx/SRUsutLFwy/k4IF3154yjo+9E4F3gSKBbG+p36KYgae+CXmv6yiBMtxgLXZ3D3LFvZgzv0DnHb+luMmbnBtddDbRf/gUm50Wbtv8f3mtb53n8fpIPYvGLGJN5xp+vubnOK6DruqMKxvHNbOuYUH9goEtma69GV59bCdtO1Kea4TjBvPOG0PTtApCUQNFdyike7BNiwu++ike/v4v6OvsxnG8EzogmHHamRxzzgUYgRB/vGUVhUwzjrkO6fQhhAQUhFqBGphPOD6eScfV8naRrsuKB+87ZOUj2dGGVSwSLT+4Q+6R2MX7fLBxentLPSL9pnzDEYaBTCZxensP+vg7wRlnnMHtt98+8HUk8vZ8jo4aMTKcSCTCrFmz2Lp1K5deeilQqmzU1w/u+3Z0dAxUS+rq6jBNk97eXk91pKOjgxNPPHFgTfvQIK9+Ojs7D6i6+PiMhGTOojs7MiGyancv3xwSeCeALy+azIVvM/BOSJc6NUWw2L8V0b4BHr8ecl1DFinIaC2OjOFkJVKLkFrdSs9vb0SaQ6oh5eVUfOmfyM4ex+0t9/PHtic9Nu6aonHlpCuZXD6ZO9feScEukAgmMFQD0zHZ0ruFG5fcyNfnfJPJ+gzWPt/MpmVtHvt0RRVMO7Gemac2EooZ6CGBmU1hpkr3b5sma597kr7utTjOkK0loHHaDBZc+mHiNaWQPCFg7CxY99xSwEIoQUpvezau3Yl0nmHcqZ9E0ZS3PeHSsWsHPS37CMYObIQVQhCIRDHzeYr5HKFo7IDzfbt4n5GilpcjdB1pmojggVU9aZoIXUcdthPwThKJRN7y5MzBOGrFSLFYZOPGjZxyyimMGzeOuro6nn76aebMmQOAaZq8+OKLfP/73wdg3rx56LrO008/zYc//GEAWltbWbduHbfccgsAJ5xwAslkkhUrVnD88ccDsHz5cpLJ5IBg8fEZKb1Zk96cefiFHDzw7uvnT+P0KW8z8M4pUCuSBN03CbjTQshIHXZBx3UkVlrSuUxSaBfA4Id99PTTCX76k7xUXMfP132T1oJXuM+pmcM/zv5HGmON3LDkBopOkdrI4H52UAsSIkKqN8ujj73C5l0W+YxXTNRPLG3JJGrCBKMatpkj25Ppn+J12b5qBase/RO5ZJ/nvPL60jRKw+RpA8eMYJBgNEa641X0oItjRZEDlqs6QtVQ1Tytm57ljacjbFn+OL1vY8Iln0riODYh7eDj1sFQhIzSTTGTIRjxhuz5dvE+R0Jw+jSMceMobtmCCAQO+F1ykkkCkycTnD7tTa7y3uKoESPXX389F110EaNHj6ajo4Pvfve7pFIpPvWpTyGE4LrrruOmm25i0qRJTJo0iZtuuolwOMxVV10FQDwe55prruGrX/0qlZWVVFRUcP311zNr1izOPvtsAKZNm8Z5553Htddeyy9+8QugNNp74YUXHrJ51cfnYHRniiTz1uEXAk+sa+P/PbXZE3h3wyUzmP82A+/0Yi81Wo6AqpamZp75Fuz1WrATTOBoNTg5ieu6pLe6dK8uIIdoFSUeJ/GFz7JvVj137L2DV3pf9VxiqI17LBCjNdvK3sxe4oH44JukKzDMENG+KmZvnUM8WUd+iNCJJALMWzyGUVPLCUZ0oEiurw+334elfcc2Vjx0H117dnlvPxpj7uKLmbTwZJT+Koam64TKytADQdp3bKOnZR+xygSaHqCYtXAcF+mWxoftokHHrp0896ufIRSXSCJONBYb6PN4+s5bRzzhEiqLo6oatm2hGwdu29q2RSAcQdV1Mj3dBKO+XbzPW0MoClWfuZbWb30Lu6MDNR4fNk0Toeoz1x5Vv0tHjRhpbm7mYx/7GF1dXVRXV7Nw4UKWLVvGmDFjAPiXf/kX8vk8n//85wdMz5566qkBjxGAH/3oR2iaxoc//OEB07O7777b41fyu9/9ji996UsDUzcXX3wxP/vZz/66L9bnqKYzXSRdGJkQue/Vvdw+JPAuGtC4+UNvM/DOtQkWOqkOSXRFhZ0vwbM3QKFvcE20BhmowO7swNUldk7Sucwk3+odhw2fdCLKp6/i3tzL3LP+Nq+NOwoXTriQj0/9OBWhCiqCFRiqweaezdiujaEaIEGzAgRyURp3zqJ23yQEg2+QiiaYcXID009uJBTT0TSHQrYXp39sON3TxauPPMCu11d57ktRNWacdhazFy3GCJas8BVFIVRWRiA8uHc9tFohBASjOmbBJt1dKBm3KhrSLoKiAQlyKRdVdzGCRz7hUjN2PBUNjXTu2YVWYRy08lEzZhzzL7mclQ/dT0/LPorZDIqqUT16rO8z4nNERBYupP6GGwZ9RpJJhK4TmDz5r+Iz8k5z1PiMHE34dvAfTKSUdKaLZIr2iNYOD7yriBjccvksxldH3+TMN0eYWYJmNzVRHdUxYcmPYc3/eheNPxP3hOuxt7+Gu+RW0ttsutdo3mqIAdFPXMLaU2ZwW/M97Mw1ey4xpXwKnz/m80yqmERFsILIkNTc9d3rue7564gRJ2YnqGobT9P2Y9Atb35OYrzOqRfNIF4TwggKrEIGq9+vxyzkWfPME2x48ZkBYbKfscfM5bgLP0SsqrSFNZAjE40dIBjad2zjof/3PfRQsFStkNDXkcO2XBRV4Np5HCuJqsdRtBCuI9F0hURNGARYxSJWocAl139jRBMunmmag1Q+9ldZfAdWn3eKv4UD67vBUVMZ8fF5LyOlpCNdJDsCIeJKyU+e3cbDb7QMHHvbgXdSoua7MOwM1bEAau9OePJr0L1tcI0WQJ78VZz6M3DSeWy9ic5148lv2OG5VHBMiOynr+SHoT08teUWz2MxPcanZnyKc8aeQyKQIB6Ie0Z1XeliWw517ijMdoVpexcRS3n7XrKBPnqmbeWqy75AIKThOjlyyXzpfNdl24olrH7sIfJp73RN5ajRHH/ph6mbMGng2OFyZIZXK2zTxbFcFEUgpcR18iAUhFpqAlQUgWO5WKaDHlCPeMJl9MxjWHTtFwZ8Rg5V+TicXbyPz0gRivKuje/+NfHFiI/P28R1Je3pAnnTOezaQwXeff/yWVS91cA7x0TLdqBJi6qYgbbhAfjLD8EZGnA3CffMG7HdOG4mR2bpKrp/dS9udtDdVQkHCXz0PJ46LsGvWx8klRtm4z56EZ+a8SlqI7VUBivRVW+j5rJ9y/jNqt/R0dnH2N1zGNMxG2XIloyj2GxveJW2ps18YcFnMQI2xVxqYJKmZesmVj54Hz0t3ipMOJ5g3gWXMmHegoG/+Pb3hWh64JD5MFB6oz7+0it5+s5byfR0o+phXClRpI3r5FGUAFKqJSdXNJA2rutgFQWaEX5LEy6jZx5D0/RZfuXDx+cI8Ldp3gX8bZoPDo4raUsVKFqHFyIFy+Hbj2xgxc5Bb4/p9TFuumzWWw68E2YGNdeJKiTVegHjxZtgx/PeRbM/ijPr73EyJlZvH113/4HcCm8PhjFvDvv+7ix+lnmEjVlv3syYsjF87pjPMbt69gFbMlCqCi3ZuZz/euWnVLaMZUrziRjDtmRaE9vYNn45lTUxPjrtUmYlpuI6DtJx2bBkM1uWPEZf2xbPOaquM+uMc5h55rno/T4+Q/tCDpecO5T9rqide/eSTxcQQkUPVhGrPol05yuYuRYk7sCUkaIKVN1AURXqxk/i8q/f6IsJH593Eb8y4uPzFrEdl9ZkAcs5fPJupmDzjQfXsnbf4NbDvDHl3HjxDELGWwi869+WUcwUihDUpNahP/styHYMrgkmkGf8B3ZsBm66SGb5arp+eQ9uerDiIUIh5Keu4O7JHTzc/hNcBl9LUA3ysakf46KxF+Ku6iK7cgdUdxM6dRaKVrpny3TIpgr86cUnOXbdBSSydZ7bzIdSrGl6FhryXD//c0yINiIdF9dxWPvCdt546jGs/AbA+z0cP+945l1w2YBB2PC+kOZNPbzwu82YBZtgREfVFBzbpWtflhd+t5nTPz7FI0j2Vyvad2zn+d++RrpXoay6CUVRsAptFDO7+u9BKT2ZEFjFAoqiMPaYub4Q8fF5l/HFiI/PW8ByXNpGKER6sib/ev8atg8JvDt1chVfXzztrQXe9W/LCLeIcB1qN/0a7bVfMzzgzjnp33AKGnZHF12/vo/s0hWey2izZ7L6Y8dye/5xujv7PI+d2HAin575afSXelh9xwoyTgQXBYUeor9fz5xzx9B49nwyPQVefGwdY9eejGBwe8RRLFrGrqd91BaKJMkVu3GLGWSoJERe/N0j7Hr9OZBeQzihVqOHFlAzfu6AENGDAcJlcdR+/w7pSlY/uRuzYBNJDHosaIZKRFfIJk1WP7mbxsnlni0bKGXcTDyuhnUv9pBNmgTDGoX0doRiIF0HcBCi9K3UAwEUVWPXG6uZd8GlviDx8XkX8cWIj88RYtolIWK7hxcibckC//zHNezryw8cO39mHV9e9NYC70QxhZrvQiDR0q3ULvsOSscQK3ZFQy74Avbo83FzRbKvvkbnXffgJgcrMiIYIPuxxfx00g5WpX7vuX5tSuGaHU2cOPoisq9kWP5UGpsYOkV0XBwUkk6Ulx7roGnnMvbsE5h52yNEeqr3sGfCa5ihDK7MYTgmWdsmVUzRvHEdKx/6I33trd7XpUTQw/NRtLG4rmDdiy1MP6mJaHk5+jCHyc69aXrbcgQj+sEzXsIavW05OvemqRlT2iYdHl6HVIAEVm4iVr4LRYmghQIYIVA1UFQV3QhgmUU/L8bH56+AL0Z8fI6AguXQnirguIdvtdrVneVf/riGriGBdx85bhSfOXX8kQfeuQ5qvhPFKlVXwjufoWLlfyKswWoL8dG4p38LW6nB3vIq3X94mswqbx+GmD6ZJ68Yy2/sJzHTQ2zcHbhkS5zL1oYJ9vVirv8pa0Z9DFuUEyBPf7EABVCFS1GJsW2bt08mF+pjz+TVpBJtSFEEp4ACFB2LaE5jzx+f5o1tO4e9MA09NBstNBMh+t+OhMA2Ddp3ScrrD7S6LmQsXEeiHqKqpGoKxZxNod/d9VDhdYV0N26xG1V3iJaXYwR1GPZj8fNifHz+OvhixMdnhBQsh7ZkAXcEPd8HC7z79MnjuGrBkQfeCTOLmu9ESAdh5ahY+SPCO5/0rJFTLiQbOQ/r+eWYb7xI8o00Q/zJQFdpWzyN789uY5/lHeWd1R7k02uqGJU10IIa1Mbo7pFkZBSdIghwUXBRMNUwtuIVCJqhsG/MOl5LvEBFKIp08whRqhopRZe69UVGNRv0Sq8QUY1JGJF5CCU8eFAJoIggrivI9B480ycY1VFUgWO7aAfpt3HskodIKeH3zcPrUp3tuI6JUNwDhAj4eTE+Pn8tfDHi4zMCcqZNe6rISIbPVu/p5ZsPriffP2FTCrybxIWzG47sSYc0qQIYXRuoXPIdtPS+wTVGlHzjR2n7007MXf+Fm8kN7wXFqbT57bk2j47ZBEOKGeU5wSdfS3ByZxxd6AN26giwI+W4qCAtHKFhKwFMJQzCW42oqhSccvWxbMmrbFz9DF253cSMGIbQKN9uUb/VRbe9k0KJunFkM7NQ9crBng6hI5QQQmi4jkQgiVUcWBUBqG6KUV4XpmtfloiuHOh0mrOpaoxQ3RSjY9f2Nw2vC5UlsDrbySX7KKuu8fNifHz+RvhixMfnMGSKNp3pkQmRv2zt4ruPbhgWeDeV06fUHNmTOsX+JlUTpEtswz3E37gLIQfVhBOfTG/+ZHp+sRSnkId8wdPDKoEts21uPkcnpw9WEBQpOb9bcMWDBmWV5WjqgWPFiiYQSCwliK1FcIX3rUJIG9UxmXVcLYGQyezwOL4w5zPct/k+cjtbGL/JJpxTGFpuiFVVM//iK2iaNov7f7Aas+AghIKihhFKKQpduhLXkQTCGpOOO3hStlAEc88dwwu/2zzQhLp/mqaQszGCKnPPHYNQxGHD63TDQDcCfl6Mj8/fGF+M+Pi8CamCRVf64NsFw3l8XRv/+Q4E3imFPpRCDwKJmuukYsn3CLavHnhcIkh2j6fjGQ2n9yk4yERPIQi3LhYsn+qtLkxxBJ+zI0zt7CZXBMVyYIgYcVAwlTCKIpFCxdKHRd1LF93N4zouEaWX6jmzEYoFCEaZFZy0poLWrZ2eU/RgkGPOuYDpp5wxMBEz87RG3nimE9cNlD7oXYmUDPiFzFs8BuVNJo1GTa3g9I9PGfAZKeZsFFVQ1Rjx+IwcNrzOstCDIRZcdiVbly/x82J8jjqkK9/U+O/d4Oqrr6avr48HH3zQc/yFF17gjDPOoLe3l0QicUTX9MWIj88h6MuZ9GTNwy/k4IF3N102k5mNR9Br4NqouQ4UuzR5E2x+mYpl30ctDjZPukYF+1ZUkmtVcF0b6bieVgcJrJwm+NFFAkcd/DCPui6fSmY4nwhVIYNQY4I9sQzFni5EfSMIBVMEMZUALYFJ7ArOxlGHfXhLF6SLiUCTSWaeUoFqqOTTKVY/9hBblr8CQ6pHQgimnHgqc867iGB0UNQYoRAnXDaXcLyZVY/vxszbuJRqKIGwxrzFY5izaMxhv12jplbQOLn8Td+IRxJeVz16LLPPOo/ZZ53nu6b6HFUcifHfex1fjPj4HISerElf7vBC5FCBd9+/fBYTjiDwTlg51FxHqUnVLhJf9TNi2x7yPte4M9n7uEN2bwtF2yZYzHuESDoIP7hcYdNo7wfoGZ0FrjH7GG3bJMggcimIVlN1jEPr6wb5riRuopa+cCPbIseR04e9iUkJ0kFKG2QeiU0+INlT7tD3zBOseeZxrGLBc0rDlOkcf8kVlNc3DhzTdJ1QPD5QoZizaAzHnNHE1lfbSfcUiFUEmXRc7ZtWRA5EIp0OXCuJdOJAlKFbQ8Pt4A+3DeOP7/ocLRyp8d97HV+M+PgMoytTJJW3DrvuUIF3t1wxm8aRBt5JiZLvRjVL1Q+9bwflj11PQHYNPo8taN9Qg9tXR2bbq8hcnqAc3JqRwPOzBHcuVnDUwQ/ipm6Xa5+zmT8xSW3CRBcKqCrYeejbQ6Cmhtg/fo7kE6+z0ZpCMjLWe2vCxRYWxUAKzTRRHBNXlViag5bpYsv/vo6w855z4jV1zL/kCkZNm1mqQkhJb3seKQOUVcWIVRqe9YqmMGVh/ci+V8MY7h2iqhoVDY0HbK2MNLzOx+do4e0Y/71X8cWIj88QOtNF0oXDC5GDBd6NrQxzyxWzRx545xTRsp0It4h0HCJL76J81z0oYlBoFPp09i2rxOxTYMMLCGBo3aAnCj/4kML2xsGjAUty5WqX85fZRMpsGuPFkimZooNQcFHJWwGKIsGzbfX0GNUIw1uNcCtzFPpsXDUDsoBlSBAgzF7UnnUIs8ez3giHmXPuRUw96TQUtdQs276jj41Le0h1g3QFirr3HSshH8o7pHPPLp6+81YWXfuFAwSJH17n837hrRj/vdP8+c9/Jhr1Vn8d5/AZXYfCFyM+Pv2MVIgcLPBuWn2Mm48g8E4pJlHy3Qgk7qplVK78AdFYp8frontLlM61caQr2D+vu/9hCTw+T+G3ZwpsbfCk+Ztd/v4Vk6pegapA+ahc/xNqSARFJ0TBDtNmTeWlnquw9rmIocm6wsZSTNzeHIpjkVOSKBI010RLbUHJ7/W+ECGYfsoZHHvOhQQigwF6XXvzvPp4D5bJO15CPpx3SKanmxUP3kfT9FkesSEUxd+G8XlfcKTGf+8GZ5xxBrfffrvn2PLly/nEJz7xlq7nixGfDzxSSjozRTJDDMoOxUED70YnuPGSmSMLvBvmpKq9cj9Vm29Djw2+adgFhZblCbKtAQZNQwYFR1cM/vNDKtsbBo9V90n+/mmXedslAg0hJFKTdG2Mk2yOoVdILCNGMVzO5thF7C16tyYkLkUjS44+cPOEnDCqNFAlKOmt6NmdCLx/9UijnhkfWsSCBScNHFNUlVA0xsv3dWCZHFBCDmuCVOde/vL7vZzxiTnUjp9wxNWJjl073tQ7JBiN+RbuPu9rjsT4790iEokwcaL331dzc/Nbvp4vRnw+0EgpaU8VyZmHFyIHC7w7ZVIV3zh/ZIF3ws6j5joRrgWuTdnr/03ZznsQQ3Z1Mi0B9i1P4BRLbzDDJ2UePU5w7xkKVn81RHUklyxzuXSJJGBT2sPRBdlEE6YSQs3n0HvS2KkwrfUnsC92Cm7RGHJNianlMfU0tptFuiYokoKaJVxoJpR6DaS3L0RqMURwHm48wYTGWUjHoad1H65tEa+tp5gLHrSEXEjvJNXxMlahi0ynw59+8CjVTU1H3LdxOO8Q38Ld5/3OkRj/HS34YsTnA4vjStpTBQrW4fc5327gnVLoQS30AqCm91H5yg0EujcNqA3Xhd2b4uTXhNl/cOhVO8vgx5eobBk1eHTmLpdrnnRo6BED2TG9ZZPZPeYcsqFapNAQuGhWDkuPYAW8Y8YSh5TegyPSYJu4SIQiUcw+jNRGpO39MHeFAZGZ6Mo0FKESMlWe+80LOIV1CJFGKBJV1QjHayhmZhGMTB44t5DeSW/zn3GdIooWwnVVNE09ZI/HmzES7xDfwt3n/cyRGP8dLfhixOcDie24tCYLWAcxDBvOwQLvPnzcKD47ksA710bNtqP0B8WEdzxJ+cofDniJAGSyGhvXVyNbBVHkAREpjx0nuOd0BVMvPZLISD75rMOJGyRKf0frfiGyefLHsNQAqlNAkRZmII4ZSHiup1lZatpX0F49HdQMqBYuLsLNEUhtRSt4E3UlAhmchAhOx3DLQIARVTFEL8m2V5CuhaIGiVVGUTRJsqMZs9CCHlSJlE9ESkmq4+WSENFjCASKkGiBAMFY6JA9HodipN4hvoW7z/uZkRr/HS34YsTnA4dpu7QlC9ju4YXIprYU/3b/gYF3Hzu+6bBCxBtwl6V8xQ+J7Hras6Z9T5hda8sIZ0F1ZWnqpZ+OMrj1IpWNo/srJa7k3NUuH3lJEi72V04k/f8h2DX6HCw1iGalcfQYlhH1ZslISXXHSmpanwdMkpEEYa2SlJHDyG9Hz+5CDAu26atXaJ2mYZkdTNo2kZCjEK8Io6hhune/ANJCNWJIF/Jpm0RNmLKqKrr3tZPqeIVQfDx2oQ272IWihRBC4DoSTVfQDRUER9zjcaTeIT4+71dGYvz3bnD33Xcf9Pjpp58+otiMg+GLEZ8PFAXLoT1VwHEP/w/mYIF31509iYuOOUzg3TDvEKNrPZWv3IiWGaw4uHqU10ZdQPqJv1CT9ooQgKfmCP7nTIWiUTo+scXl0084jG/ffyf011Ak0pX0xSeRjdQjpEMxXItUhmXJOCaKnSXWtwpHFMlGmwgUupHBNOH0OoT0mpa5Wpw9U1RSE/O4rksxnyfkRAjEQuiBcqx8B47ZPSAwhAKO5WKZDnpAJZwoI9vbQ6pzL7peREoHQX8InoBw3BjYh3orPR6+d4iPTwmhiHdtfPeviS9GfD4w5M2SEHFHoNxf3trFd4YF3n1t8VTOmHqYwLsh3iG4Tingbs0vPQF3hfLpdE76HPoLL1PTh0eIdJXB7ecrrB1X+qs+kpd87EWXs193Ufpve+jdO0qAohEjGRuLrUcPFCGug17sQ9i92HqA7sRUkomLsN0+HPNVZKHH2yQrgmTjY9g1tRu7Jk26mKa30Et1cSySKG1WH73pPGVOGildxP4APVG6L9kv8kKRIFY+S6zcJZcKgFSRjoUWCBCOGxjBwft8qz0evneIj8/7B1+M+HwgSBcsujLmiEqIT65v4wdPDgbeBTSFGy6ewfHj3nwPdqh3SCng7rsE218beFyikBx3Jb3GCTi33ou+fZfn/OdmC359lkI+WJIHp651+cRzDokcQ65RwhUqlh7F0iK0NJxMS8NJXiEiJZqVQSt2AiaOUHGEQk9iDLa5FGkP8wtBpVDRQMNZx7LDWUZProVCLk/OzmEaElEVQLRqaNKg4BSwzSxBBEgbhA4lT7SB8rBtWegBgzM+MQehVvP0HStJdjRTVpXwlJDfbo+H7x3i4/P+wBcjPu97kjmL7uzIknf/uKqZ217YPvD1iALvXKc/4K6kGkJ7/0L5su+jmoNeJHaohs7Jnye7qh3roR+BNegr0hOFXyxWeG1i6S/6xk7JPzzpMGPv/qrJoICSCEw9iq0F6S2fxp7R51IMlntuR9hF9GIHwu0fQZYulqphWmtxrU0wrC9E6GNRA/Mo18q4eMHxXKycz9a+rfx0/e3ssVoZU9aAwCIX7SOSroCAg6XHcbQY2EkUoSFdBvpAhgqM/T4ip378qlKPR6/f4+Hj43MgvhjxeV/TnSmSHEHOjJSSXy3ZxW+XDQbelYd1brl8NhNqDh145w24K5BYfSvRrd6Au2ztiXTGL6N410O423Z4HntxpuDusxWyIUHAlHzoFZcLV0gUFxxK/0D396haahBLj5ELVrJ77GKSiUmeayl2DuEUcWQORxRKniOuiyXaMYvrgWHBf2oVanAewqhBQcMtwq51XUw6rpFwZQUdSh8VkUGH0+aJrzNxzSkYxQhoBczYFEJ9r+GYaRQ1SCgWwTKLBxUYfo+Hj4/Pm+GLEZ/3LR3pwohcVV0p+emz23hoSOBdXVmQH1wxm8byQwTeSYma70Lpr37ovdupfOUG9OSuweuqAbonXE1ys4Z1+61gDoqBvjDcsVjh1cmlD+t5W1z+7jmXqiSoLp4MGkvVcbQYlhaipeFUWutPGLYl41CWWkm48wWEWkNH9VykGseRvZjOG0iZ9t67CKMZc1DVMaXmUxukWqqXWEWDsuoa0vu2Yrs2hjpokNZX1cK22X9h1LZjCWcSSGUigfJKRPE1oA+rkH5TgeH3ePj4+BwKX4z4vO+QUtKRLpItHl6I2I7L/31iM89t6hg4NqYyzC2Xz6Y6dvDAO2EX+p1UTZCS6JYHSKy+vfR1P8XYeDpq/47c/76Au3mr5/wl0wR3naOQDgvK05JrnnSZu03iKiCVUkVEdUEKBUuPUtSCdFdOp3n0edi611ExltxBWfIpoI+gadIR28ZDM7ewcHM10cLw8T4NVZ+Bpk8FoQ2MBEvpgiNQtDLK60p9MYlgAk3RMB2ToBYcuEJfVQt9lS3oPWXIguCLJ3ye46f/HZ17do5IYPg9Hj4+PgfDFyM+7ytcV9KeLpA3D++qWrAcbnhkA8uHBN5NrYtx84dmET9Y4J2UKMVelEIfAolS6KNi2f8ltG+JZ1nfqAvobhmH+YNfQ3FQoKRCcNe5CkunKWhC5UOJUzntF8+g2hJTB90GRZYqFOlQhFwwjKJUsWP8h8hHvOPEwrWobn2Z8q6/kI+qBIo2BSXHztGVnPm6iiKHCBEpKSvkMMs/iqtXgGsPTtAIFUQYlAC6tJg4txqAaRXTGFc2ji29WwioAa+xGJLm4FYm10/m+FmzUYQvMHx8fN4evhjxed/gupK2Edq7Hyzwbu7oBN85VOCdY6LmOgecVAOtr1K59Huo+e7BJUaCjvpPknxkLXLDA57TV0wW3HmeQjIimFU+nc/N/SdGb+ymz32FfaEc6TAELZAEMPUoBSNEpvxUMokTPMZlUjo4hTdwi1voLBuHUWgkUNzOngqd3lAN0R5vNSRWNKkqZgjm8xSLq9g36qzSFo+UCBFAKCGkUBBIxna+hLllNKGZM1CEwjWzruHGpTfSkesgHohjqAamY5IsJonoEa6ZdQ2K8LdYfHx83j6+GPF5X+C4ktZkHtM+vKtqT9bk3+5fy7bOzMCxNwu8E8UUar675E7qWMTX/DexDb9HDJlyyZUfQ2vyRIo/+TMiP2gglgnCLxcpvDxDkDDifGXG33PG2LNJBBIE6psxQ3Fq1RBtboZMKIwrdArRGSQrz8HVvEZGrrUXO7cU6fYiMcnbfWxurMZxKjBMBWXIS4+WxRm7r4NaJYAI12E6fdCxHEVRaKk7A0dLgKIiAV0WmZB5laaOl3F6Lxi4xoL6BfzHCf/BXWvvYmdqJykzhaZoTC6fzDWzrmFB/YLD/2B8fHx8RoAvRnyOeo4kZ6YtVeBf/riG5t7BbJjFM+v4ysEC71wHNd+JYpVGZLXUXipf+Q5Gz6aBJVJodNVcTtezXbDuIY+B2OoJgl8sVuiLKZzfcDafOPbvqQ5XUxmsRFd15PQy9HHjUbbuQo1GyCtl9FadhxkaN+w2UljF5Uh7NwhQVBXh6rgyj5rfjcqggNKDQY455wLGhhN0//i/EOVRBGDoIRwUJrQsZVLrStorjyWvx4mEJaPEXigUcHUdtdw7JrygfgHz6+azsWcjfYU+EsEE0yqm+RURH5/3CNJ1/+pN4VdffTV9fX08+OCD79g1fTHic1RzJDkzu7uz/Msf19KZGfQcOVTgXWlktxMhbZCS8M4nKF/5X56AOzPUQHNhEYU7/4LIDVZDcgH41dkKL84STDRq+eb865laO5NEMEHMKDWgSikp5h2azzuNzO599IVPobvq+GFZMjZ28XUs842Sw6kApAtuEaR3XFkIweQTTmHOeRcRipVR3LoVoWklP5OAQSGgY0ZDmLkCZbZDfdcqpOtiNDUhgkHsZJLA5MkEp0874PumCIUZlTMO+/318fH567Jn3RsD4/KOY6OqGhUNjUfluLwvRnyOWo4kZ2ZzW5p/e2Ctx3PkoIF3w3JlhJmhfMV/Etn9rOd6ffHTaF2qwpqnPdWQ18cJfnG+QiEq+Mc+i3PVTuKORUW0AVUp9aJYpkM+ZWJZNo+1d1I75fNobsRzfa2whT3hFZQXkqAE+73WiyWb+WHEaxo54+prKK9vHDgWmDgBfdQouvbuYXcIsgLcunKE4xAtWIzvSlJtSxACu6MDJRKh6jPX+mO2Pj5HCXvWvcHTd96Kmc8RjMUIaTq2bdG5ZxdP33kri679wlElSHwx4nNUkjNtOlLFEeXMvLanl38fFnj3f86exMXDAu88I7uA0bmuFHCXbRtY42gRms1zyP52LSI76NOeN+A3Zyo8e6zg9ILO3+eD1IQUKlMdhFb8EiZfiOO4FNIWVtGhty3LSw9tpLHlWM892GqSXZGn2Tx5K7GswryeCKpbRMoiCsNfq4KiGpxy1d95hAiAZgRQz13EpvvvxZYuhlRQhMBBkArprGuoZHZvjppcjsDkyVR95loiCxce9nvp4+Pzt0e6LisevA8znyNaMWhMqBsBtAqDTE83Kx68j6bps46aPzB8MeJz1JEqWHSlR2bv/sq2Lm7882DgndofeHfmsMA7pdCLUugtNaW6DmXrf0vZ2rs9AXeZwGT2vFGPeH25pxqybozg9vMVAlGF76WCzDZ04qpCAoEIlSM7t1HY/hrFsmmYeZs1zzezZUUbQ3WUq9h01K2no3Y9eZlFLxo4Sg5X6AMmaIMIUEIgXcrrm6gePWbwEUUQipURCIVZv30TbixKKF9AmiVPFFUIQnqAYkRn78RJzPnUZwnNmHHUvGH5+PhAx64d9LTsIxiLHbjFLATBaIyeln107Npx1Izd+2LE56iiJ2vSlzMPvxB4an0btwwLvPv2xdNZMK5ycJFjlXJl+kd21Ww7FUu+R7Dj9YElEoV9xVNIProPJT1oYFbQ4XenK7wwBz6cM7g0FyAWUKlEweiXD0XiFEwNt6eXHds7eO3pPRSzXjO2nvhu2ppWYwVKjbJhU6Npj055c5jhtmWIIEIYCMUmGIkw/+ILB/pMAuEwobIyFEWlfcc2elr2EaqoQNcDuIU80nYQmooSDKGaRVK5LOlIiLAvRHx8jiryqSSOYxPSDuKHBGi6TjGbIZ9K/pXv7K3jixGfowIpJZ2Z4ojs3QHuX93Mrc8PBt5FAio3XzbLE3jnGdkFQntepHz5LajmoH16QVSxc+MUeH0rQz+yN46C2y5Qaagbz093baMhIigPaJT1r7IcnbwdxrVseszRrHxMp6vdm0sTiWtsqX+RrdpqEoEEwpGUN6ep2lFEcWBoPSQQiSBRSj0tqkJ5/WiOOXsx9ZOmouk6oXgc3Rh0jPW8WQlQQl5b+6PxzcrHx6dEqCyOqmrYtuX5d78f27JQVI1Q2ZsEfL7H8MWIz3se1y3Zu+fMwwsRKSV3L9nF/7xZ4J1rlwzM+lN2hV0gseqnRLc94rlWW3YWnS/m0VI7B46ZGtx7msKyhRVcVXcFZ006nTLzG5R3bEYzIjhSIW9HsF2dgm2weuccdtrzKZm8l1A1waTjyhh3bBn1yTk0r1+PsreTsbvBKHhugWB1Badd/kkaJk+hu3kvhUyaYDRG5agmFFUjGIsRjBwY5Pd+fLPy8fEpUTN2PBUNjXTu2YVWYXgdkoekZteMHf83vMsjwxcjPu9pnH5X1eIIXFVdKfnpc9t46PXBwLvasgA/uGI2o8rDQGk6Rs13DfSC6L3bqHz5BvTU7oFzLCfItq0z4PVWzz+QLQ3w8wt1Zkw4kxtrL2DMxAnUJOoJnfLPyEe+TK43g2nUIhWNDbsmsi53KrbqnZKpqbaZtXg0oVjpyjX5ACdsDpNry3jWOQHBuDNO5YyzP4KilqZwKpsGe0OGbskcjPfjm5WPj08JoSgcf+mVPH3nrWR6uglGY2i6jm1ZB03NPhrwxYjPe5YjMTOzHZdbntzMMxsPEXgn3VI1xOr/0JeS6Ob7Sbx2O8IdHPftTo6ieUkAI9k6cMxS4Q+nKGw6dSL/UHslo6snMX7CRKrCFQghMOtPIn/yD5Gv3k1Xm8mKtvPolaNgiE4I2L00tD1DeE8r7RMupGrCTDa8+Bh71q72vA6hKjQumMepF3yMQNgrZICDbskcjPfjm5WPj88go2cew6JrvzDgM1LMZt40Nfu9jpByBLORPkdEKpUiHo+TTCYpKys7/Ak+B2A5JTOzkQiRouVww583sGzHwQPvhJVHzXWUDMwoTc5ULL2ZUMuygfWuJdi0dSpijbeHYkcd3H1xjIVTL2NB/HhCtQ1MGz2esBHAthzyaQvHcilkLV5/eg/bX+v0nK9Ii+rMKvS+V7CdAsG8y94qg7She+zbAcbMnsv8iz5ErKr6gNe4f0rmYFsyb8ZQUyTXsVGOYlMkHx+fA/lbOLC+Gxw1YuTmm2/mgQceYNOmTYRCIU488US+//3vM2XKlIE1V199Nb/+9a895y1YsIBlywY/dIrFItdffz333nsv+Xyes846i9tuu41Ro0YNrOnt7eVLX/oSDz/8MAAXX3wxP/3pT0kkEiO6V1+MvD2OxFU1U7T59wfXsaZ5UETMHZ3gxktmENZVj4EZQKB1BZVLbkItDAqX3p4EO1YmCPcOTunYCjxwkkL3uSdxYdWFRGNVlNeNY0JtLZoiyKdNrIKD60q2vdrOG8/uxSx4t5LKizuoTr1COt+MI13yukZPQMUZ9kZR0djEgks/TN3EyQd9jYfbkjkc75c3Kx8fn/cvR40YOe+88/joRz/K/PnzsW2bb3zjG6xdu5YNGzYQiZTK2VdffTXt7e386le/GjjPMAwqKioGvv7c5z7HI488wt13301lZSVf/epX6enpYdWqVaj9e/OLFy+mubmZO+64A4DPfOYzjB07lkce8TY4HgpfjLx1irZDW3Jkrqq9OZN/vX8t2zoG+y1OnljFv18wDUNYaNmOAQMzHIv4G3dStvH3A2tdW7Bmy2j0NZZnUmZXDTxwWT2nz/wEY8NjCFbVU145isZ4BGmWqiBI6NybZuWjO+ltzTGUoNnF6PyrxJx2OrIdpIRNb1DHVL0CoGi4JGfH+eeP/l8U9cAdU83QCZcl0AxjBN85Hx8fn6OXo0aMDKezs5OamhpefPFFTj31VODw4T3JZJLq6mr+53/+h4985CMAtLS00NTUxGOPPca5557Lxo0bmT59OsuWLWPBglIq6bJlyzjhhBPYtGmTpxJzKHwx8tYoWCUhMhJX1YMF3p03o46vnjMZ3exFKfQNpOqWAu5uwOjZMrC2oyfEjpVVxHsHqxmOgEdP0HEuvphTKk5FD0WJ148nHIpRFdJxcg6uI8lnTF5/eg87Xu/y3JNmCMZPcAk/fjtKUCetuGwnSU73Cg3FdUmYOTbNNdg0Gr6x4OtMTEwafFxVS8Zl4fCRfQN9fHx8jlKO2gbWZLJUeh9a9QB44YUXqKmpIZFIcNppp/G9732PmpqS2+aqVauwLItzzjlnYH1DQwMzZ85kyZIlnHvuuSxdupR4PD4gRAAWLlxIPB5nyZIlBxUjxWKRYnHQETSVSr2jr/WDQM60aU8VGYk23tOd45//uMYTeHflvFH848mj0LItAwZmSElkx+MkXv3xQMCd48DSrQ2UvwHxIe6qzZXwwhXTOOnYT5Aw4oTL64lVNSEkxKTAStu4jmTLijbWPN+MVfRuyTROCTPthHICIUHL6ip29u6jzZBI4f0nVp3M0tSbRCguo55XyZ4eInXs4O9LIBwmXBb3t1F8fHw+UByVYkRKyVe+8hVOPvlkZs6cOXB88eLFXHnllYwZM4adO3fyzW9+kzPPPJNVq1YRCARoa2vDMAzKh8Wk19bW0tZWyh9pa2sbEC9DqampGVgznJtvvpkbbrjhHXyFHywyRZvO9MiEyKEC7z4+O4qa2TdQDRFmmooV/0l493MD67Ylg7SsqKS6e/B5XAHPLQwTvfwTnB+fhR4IU1Y3Hj0Qwck7xDUVBWjfleLVx3bR1+7dkolV6sw6tZyKhiCu67DjtSWsd7swQ97XEs0XGd/RS8y0SJVpWLpOJGNxyqsFyq6Iomoa4UTisFMyPj4+Pu9Hjkox8k//9E+sWbOGl19+2XN8/9YLwMyZMznuuOMYM2YMjz76KB/60IcOeT0ppceHYbjX/8HWDOVrX/saX/nKVwa+TqVSNDU1jfj1fJBJ5i26MyPLmXl9bx/f+NM6b+DdmeO4bKKKUuwdWGd0rqXyle8MBNzlXMGz26sZt1qjeojgaS2HVy6fyqnHfwZDMYiU1xOpbsIuuhSTJpURAzfv8MpTO9m15sAtmSkLEoyZGUVRBG3bN7HmmQdJdXoFa8CyGdPZR1Umj6tSEiJGqeqRDUBtUjIpH6WsuuaQv18+Pj4+73eOOjHyxS9+kYcffpiXXnrJMwFzMOrr6xkzZgxbt5byROrq6jBNk97eXk91pKOjgxNPPHFgTXt7+wHX6uzspLa29qDPEwgECAT8v2iPlCPJmTlY4N3Xzx7NoiYb4fRXSVyHsvX/0x9wV5rEeSUXIb80zkTvxC1Pz1N5/rgQAaOHSYUW5kw+H8WIUEiauI6kKqyzY0UHa15oxh62JdM0LcLUhQkCYZVUVztrnnmItm0bPGs0w2DK1FnEH3uStFqgNy5wdQ0hBFJKHBx0FSpNHb1g+kLEx8fnA81RI0aklHzxi1/kT3/6Ey+88ALjxo077Dnd3d3s3buX+vp6AObNm4eu6zz99NN8+MMfBqC1tZV169Zxyy23AHDCCSeQTCZZsWIFxx9/PADLly8nmUwOCBaft09nuki6YB1+IfDUhnZueWKTJ/DuxkV1nNgwxGI9207FK98h2LkGgBah8syOKuasVKkYMiHcnoAHzymjp6GcGNBDmsfyS5jlXIqbLIIQyK4izz65lWTnYHMsQLxaZ+apFZTXBSjmsrz+5BNsf/UVpBzyBEIwcf5C5p1/KWpHJ23Pv4yiR+l1M9iuiZQSRUJMaNRoZQQCEnXYtqGPj4/PB42jRox84Qtf4J577uGhhx4iFosN9G/E43FCoRCZTIZvf/vbXH755dTX17Nr1y6+/vWvU1VVxWWXXTaw9pprruGrX/0qlZWVVFRUcP311zNr1izOPvtsAKZNm8Z5553Htddeyy9+8QugNNp74YUXjmiSxufNkbKUM5MtvsXAO0Pl+4sqOaZusMEztOcFypfdgmplsIA/OnHiL0WYP6zA9dIxOstOrMQJBFGEQj5ioKhRenpS7OzeRp1oYt/Sdpo39HrO0wMKUxfGGT09ipQOW5e/wIa/PIVV8PaP1E6YxPGXfJiqptGlA2Vl6KNGIXftor6iHss1UV2HgFAJqEGcjg6MyZMJTp828m+gj4+Pz/uQo2a091Bl7F/96ldcffXV5PN5Lr30Ul577TX6+vqor6/njDPO4Dvf+Y6nf6NQKPDP//zP3HPPPR7Ts6Frenp6DjA9+9nPfuabnr1N3P6cmcIIcmaklPx66W5+s3QwM6Y8pPLDcyuZWFny3RB2nsSrPyG6/VEAVhoBXt5RzllLFfQhT9FVBn8+K07bmDIQKlLXyYdDqG4EHEgXU1zhfo7iWhXH8hqtjZ4eZeoJcfSAQuvW9ax55iEyPd49n2hFFfMvvpwxs+cc8Huaf+N1On/yE9RsnlCsDMUwkKaJk0yiRCLU3/BtIgsXHtH30cfHx+f9xlEjRo4mfDFyII4raU3mMe3Du6q6UnLr89v502v7Bo7VRVV+eF4VTXEdAL1nK+Uvf5tAei/disJ/i3KmPh9gcov3Wtvm1XHv3DyEwhhqCDMYwNFjqK6OcCWjdsSp6zwRw/GOiCdqDGaeVk6iJkBfewtrnn6Qjl1bPGv0QJBjzjmf6aeeiarpB30tRjCIu3ETvXf9EnPnTqRlIXQdY9w4qj5zrS9EfHx8fPDFyLuCL0a8HEnOzEED7xIaPzyvipqIBlIS2vi/VLx+B1La3B+JsmF7nMv+IjGGVEMyZTrmRy5EzJrFb/f8kX3FdsLRJmq7VEJ5h0RvgMquBRRD3q03XZdMO7mSpmkRirkM6194jJ2vL4Mh/0yEEExeeApzFl9EKHbwn6+qqYTLEujBIFCyZC9s2IjT24taXk5w+jTfS8THx8enH1+MvAv4YmSQou3QniyOKGfmYIF306p0bjm3ikRQReS6iS/5DrH21WwwdG5TKjjrGZWpzd7r9MybgHb5xch4DeFoPTvy7bzwl1+ycGWayqRCMrGQzpqTcdUh1QzpUpVaS31mNZVXXc6+VDsbX3kau1jwXLth8jTmX3IlFQ2NB30NQkAgEiUUK/MnZHx8fHxGyFHTwOpz9JE3HdpTI7N3P2jgXX2Am84qJ7h3NzS/Qm3bvRTcLDeVl9O3NcynX5AEhvTBFmIG9ocvRJs1DS1cSzhUjxOqYNzeLHV/EXQpE9gx4Rxsw7slEym2MbqwkpDdRaeTZO1Dd1OQ3gbbeE0t8y++glHTZx1SZOiBAOF4/JBbNj4+Pj4+B8cXIz7vCumCRVfGHJGral9/4N3WIYF3J8VN/p1NiO8uIRpaTeWYHh6LhPmlUs9HHxXM3OO9bnbOZNwrFiPKKghHRqMYVVjBGAhB9pEn2VV9Pr2xCZ5zNCtDXetzVGQ2UayrZJ3Ikoq5MGRU1wiHmXPuRUw96TQU9eCpuYqqEi4rwwj5WTI+Pj4+bwVfjPi84/TlTHqyIzMza+8PvNs7JPBuUfsa/s+zf0IXvTSe0EtbjeTfKmqIbTb4xnMuIXNQiFiRANaHz8c5ZipBowotMAonGMcNhXFtlz1PbaY5cBYyNORXXbpUda+iruNlHFlkR1yli2TJ0rUfIQRTTz6dsceciZQGfe15KuojpX2YgTX9WzLRmN//4ePj4/M28MWIzzuGlJKujDliM7NS4N0bdGYGhctle5fx6X3PUl7XSfzYPu6sivGQiHHtQ5Jjdnn7ToqzJ2FeuRi1LE7EaEIa1TjxBCgKXdtTbH+phWLKAmXw1zxSbKVh958xil20lam0RHVcxbvtUmk6TL7galq6Klj24F5cFxQFyqpDzDi5gdrxCTTDIBxPoOn+loyPj4/P28UXIz7vCK4raU8XyJsHeog4tkXPM3/C7dyHUt1IxdmXsb0rz7/ev4ZkYXD9J7c/w1Udj9MwuZfXJ8JNFXVM3qhwy7Mu4SHxNa4AdBVn5lSCsTqE3oQbqUDEYhR6i2x7sYXe3RnPPWhOlsbcq1SYO+jQ+thcrmNq3mpGRMLEvhyBxjls2RrBKuYIhDQUTcG1XXrb8yx/ZDenfizO+GOr39Hvn4+Pj88HGV+M+ByWw42lvpmHSPvvbyP2wO+IJ4vgSlAEq+57iBtm/AN5Wfr1E0g+v+VRrkw9iXJSmv8YVcZqN8RnH3SZu917TSlAkRLXkqiPr8Ran0S99HKoamLPkjaaV3UObfkAAdXFzdTufZZiQmetyJMp9/Z+qK5Lk60wujeNFgqxpeEkrKxDqMwYaFZVDZVIIEQ+q7HuxU7GzW5EKP60jI+Pj887gS9GfA5gqPgwm5tJP/30IQ27DuohIl2MznX0PfQ/VDzwHNICAgIUwfLyaXx3yqew+oWIKuBLNXv58K6Hefx8wc8T1Ry3UfCfTztEh0zVSiQgQIKpR7H1EIRiyLZWOv74HLuXqZhFrziI1eo0zY+iN0fYlrToVrxjukiJ4kqElLSqLqm6CsYvPJfsXo1ASB0QIkKoqFoUoWiEcOhty9G5N011U5SOXTvIp5KEyuLUjB3v9474+Pj4vAV8n5F3gaPZZyS7bBldd9yJuXMnbjaLm82CoqBVV6PG40OszMNU/ce3SE091uMhEmx+mbJVP2VH72bk46D3KASCDkIInq45ju9PvQpXlCoThmvx77PbGNv8Y35U6dJp6Vz7hMvxW7y/kvu/stUglh5FCgWhSApNU9hRfhqpQINnvR5SGDU3Qlk9tL3xEntXv4xre/tYlFKRBiMYQqgaKALbdVG1AEJdQLRqHEJRULUwihocvBdXkkuZzDpVsuv1J+lp2Yfj2KiqRkVDI8dfeiWjZx7zDv5EfHx8fN7/+GLkXeBoEyP7KyHZJUvovecepGWhxOPYbW3IYqlZQ6gqekMDSiSClBKrvR3GT0T7fz9BCtiR2kKh5RWyb9zOM5pL5RaVy1+Aog5O0GVJ7cncOeFDA88Zsk2+k/w1q2ev55GyIAs3unz6SZeyIUG5+38xHaFiGWU4ig4I0tFG2uoW0FsxHcRgJUIISc20MHXTQ3Rvf409y57CzKU9r1XRKkCC66RL0zPC6R+iEaiaBiggKihvuoJAuAwhvJUO23TI9m1Hms/h2EWCsRiapmPbFoV0GiMUZtG1X/AFiY+Pj88R4G/TfMDZXwkp7tiB090NjoMIBhGGgbQsUFWEoiBtG7uzEyMSwQXcaBns2cWWlX/iHvESzZndmLkOxnSrXLxMMKYDogUIFuCeUefyvxPOHXjOSifHxytu5UfTO5DFAP/nQYeTNno1saWFUOwClhHD6a9MJMvGsrvpXAqRahDevo9gvpW6piJKVQXrHnyMbKc3pEaoYQLR4whGqkm2PQrYJbUjBagKArBtC4EA0UshkyQQjnuuIaUkn7WwcyuAItGKyoGtHN0IoFUYZHq6WfHgfTRNn+Vv2fj4+PiMEF+MfIDJLltG67e+hZvJIkKhUv6KqiKLRez29tKifqMvoaq4pomdy+MYATAM7GQ3j6/5FbvGSWKKQdNum6uflIRMKOgQKgjumnExj0w4ZeA5ZwdWEKr/I78KKRy3RfCZJxwS2cF7chSdHWMWk4qNYcrW35fEAdBRdSy7xp6HVAOe1yClg3Sy5EixdfvrOFv3eR5XNZ1I5bFIZhBORChmdiPd/aPEJbEgXVA0BUUKpOsiKKIoebJJk2BYQ9UUHNulkLNRRCfQRzAWO8CJVQhBMBqjp2UfHbt2UDt+4tv8Cfn4+Ph8MPDFyAcU6bp03XEnbiaLVltb6g0ZeFDC/j4Q10U6DkLTwJU4lgVGAMwiWQp0B1QqAg3Y2VbOX1YSIt1RcITC3ZM+wouj5gEglBzzq+9kc3kLoYLgC484nLbOWw1JRUexfewFZCONuGqArspZJPq20tx4Gh11Cz2GY0iJdHO4Th+OuRbX2gR4J2/Gz53PhPnn8uqjHWhGqSFVOoX+dQoDLmdSIqVEURRcJNJ1mbowQU9bhN62HMWcjaIKqhoj1E+o4NVHXLRDWL5ruk4xmyGfSh70cR8fHx+fA/HFyAeUwoaNmDt3oiYSIAQmdkmAuC4HDKy6LtI0S1USVUVKiZ3sZV+FoLepAkMIqtpMGnogHYSionHXlE+xITENkFTElhGue5iNmmTONslnH3epGGID4ig6O8ZeQHv1XGw9gqtoIBR2jlmMHH8xKN4PfmFncJ0strMNp/g6UPQ8rigVxANTOfWqT9C2M43rdqD0e4ooWpCSEHHpbxoBIQaqHNJ1EYpC4+R6TrryWDr3pilkLIJRneqmGB27tvPaYxq2baEb3ioNgG1ZKKpGqCx+wGM+Pj4+PgfHFyMfFFwX2t6AXDeEK3F60kjLIi8sulLtFK08jdJFYbBxdL8okQjS0VFYRgzdiBHr2o4TMnjiZAVNC4B0Ke/RyQRCtMQi/Hrix9kbbkIYndTX/ZZ0pB2zIPnHJ13OXOOthiRjY9g4+WPkIg0DzyylW3py3Zv1IqWDsFO4xS2Yzjqk660+CBEirE9DU5uwhU77yi0ERjehKODaLqqhoqghhGIg3WLp+faLECmRroMQCoFwhHA8gVAENWO8Dcg1Y8dT0dBI555daBWGZ6tGSkkhk6Z69Fhqxo5/Gz8sHx8fnw8Wvhh5vzJUfPTuho2PQNdWcC1QdFSrCUsW6Uz1UdQg6CiA1z1VAr2JyewefQ65cC1SqAghCddkCUxPkdQfomZLkbp9EO1L8Hp9gD81XkJnMEGo8gkClS+SViSzdrp87jGXqtTgtR0h2FY/juZxnyuN1gqBdCUICYp+wIe8dPNIax+2uRrpePtCQEU1ZhHVmlARSCQ2gnxPhroFEcqqQ/S25wnpCkZkDHqoHqvQinQdkE5J+EgFVddRVI2aMeMOKSaEonD8pVfy9J23kunpJhiNoek6tmVRyJSmaY6/9Eq/edXHx8fnCPDFyPuFQ4kPMwvFFFIoFAq1OG45qmGjR7azN6qR6BLYiSCmUUdvIohhZYhkmkmHdHriY9g36hykVo/h5FFcm2LMoiP3GnJ1L8cRRDglAdMVivJk9cWkyzuI192Ja6TQi5J/eN5l0WvDqiGhMGtGjyYdCmDQh6AWKR1Q1ANGaaVr4ri9uMXVuOYmBus2JRRtPFpgLpoIoLqlMV6JgoIkVBEFIZhxcgMrHt1HMR8gFAlQVnMyvc1/xpUmQtUIxQKousAuFkckJkbPPIZF136BFQ/eR0/LPorZDIqqUT16rO8z4uPj4/MW8MXI+4EdL8LLP/KIDxQFIrXgWmTbdLo2RjBTFpIUqCq9tRNZMy7EJK2SVOxYcgEVpIXrJnHNreB0Y6sa0n4JzY6iiik4QC79Bq60AQPVVXGlQ6+e4M91p+E0/Jlw2XpcYPpul88/6lIzZCfFFbC1tpIdNVUgAgjp4LoFhGoilJDnJUnp4DhpXHMdbvF1wJsCLNRa1MBxKGolChLdzZXOAyx0okqO2vmTUTWNifMnEKuqZ/WTu+lty+G6jUSqzusf0e0DaSGdIxMTo2ceQ9P0Wb4Dq4+Pj887gG969i7wrpieDev5oO6YkuDY8SL8+TpkIUMhHcPp6ULVCgTLbYQiyLbptK4sw7UEquHQE5/G9przyBi1WKqB5XbhFFcinR6kNAEbEAhCIIIIaSEpAioKBq5SRNFiSNfGtftoC5Xz6NRK1NoXQLEImJKrXnBZvGrYpEzQ4I3RNaRD/aJDGGjBk1EDMz3VECltbLsDnE6c4kpwU57roETRgvMR6hgEEiFdDDePholEwUJHw+a4M2qY+qEzCEQiQ5pTpachtaoxQueenb6Y8PHx8fkb41dGjgaGVj76ez6omgQn/R945cdkd2bpWh/C7Ckg7SBCCWKUuVROTdO9KVwSIiGXtthUNjVehaOG0Owsjt2NXXwJWQqPoTSVIiklweQRQkegImQIhywOBRQlPuBcuq42wooZzajB1QBMaZZ8/s8O9b2Dt+4C22vL2VZTjlT2h87NQAudfEA1xDF3YmWfB9IM718BHTU2i1jVXBxLwbVcxo2Czs2t5AhhEkBBElVyHHv2BKZ/5CwUxWuMdrCGVN8LxMfHx+dvjy9G3uv0Vz7cQoZUMopVCKEHHcrs9SgPfYHsHovWpTquZaMGJEJ3kY6g2KfSuqIM6QjMoEunrrGzZjGWGkS1erHRsazXSwZgSgRwSu5fA/4bLtLNgYgiBChSw8VCCijoFs9N7qGtrhkF0C3JR19yuWCFZGhdIR3UWdNUQzJcclAVai16+CwUrc7zEh23Bzu3FGntYviYLggUfRJK4FiileUIRSBth6qGCPM/Pg3purSv3EK+J0OkOsH4RQswwiF8fHx8fI4efDHyXsZ14eUf0bc9TdsbAWSqiHQlQhG0lRkUZ+dgnYpmSoJRlQIujivQFAioLnZGwXEErXFBLtSEFahFsbMl63OSuG5vaStGiNI4rYfSKldIFAmgIoEtDe2smNyFrZeC5ybuk3z+UYdR3YNnSmB7dYJtdRW4igIigBY6GdWYNWxKxqRYXIZpr0S3xAH+JkKpQg2diFDLEf0+IVbWIRBUmXFyQ8kfRFVpOHEGobI4gXAYHx8fH5+jD1+MvJdpe4O+1Ztpe0XHNV1sAxwVHCmRSYm5JIjmQjoEllLa1hCKhgAMKakKuChZQaAAuWgEiYoqbQQC6eYpbaKoDJh/eShVR4R0kMKgK55j6bQ2OstLlQvNllz5sssly1wUOXhuJhBgTVM1vZEgAlCN2WihkxBK0HN1q7gRJ/c8UhQwpPe5S/UVBRmaiqYlECjomoJrSyrqw8w8uYHa8QmEgEAkSiga83s9fHx8fI5ifDHyHsWyTZ577nckXpUEiwJXgpYFnZJ8sDQI2aA7ku6owBUl+aBJUJAUhaA1pFCXE0SKkLYzCByk0BDSQkVFoCCF2x86Z/RfudTAWkIgozYrxrSzoamD/ZphXJvknx5xaOpiYK0EdtdWsGN0I7aowNCnIkQjilbpeV2u04uZewbsvaVnGNrnKgRCCYNUAYdAqIJ4bYzqSeWUlQeorgxT2RABIdADAcLxOOohbNl9fHx8fI4efDHyHuSBe2/A/c0faWq1iRZK2xcSQSY6ClOPolsZoplmJBJFCEJFyPW3STiAikBDgiPIBUBqUNW9j86aDgrBBoTVhy4TKCKKI1NIt9/fQ4ki3RSUElrY1Vhg5bS95AwbANWRfOgVl8uXeKsh+VCQrjNPIzhhClMcna7Oero7ho/qmliF5TjF1xHSOuA1a6EIgWgZQlEopvoIJmqZftF8YjURAoZKTTQAQqBqKqGyOEbQ7wvx8fHxeb/gi5H3GA/cewM1//l7YjlBLtxET3mUQrCSzupjB11QpUM4186YPU+R6NtCtAC5ICBACigZmQqiBdhVK3jp5DjnL7dpaHuWPaOuxNESOFoeW5sG6VUIN4skiBAaKGFSwT6WzeyipaowcF9NHZKvPGLT2OHd0snMOQbj0iupkgr79ijs2x3BcbxbJo69DSvzDMjcQfpCVIxYHD0QRDo2xVwaLRhi8lnnEquNYOgq1dEAQikl4gajB6bl+vj4+Pgc3fg+I+8Cb9VnxLJNnlk0l2hhAnuaziEfrsVRDGwthEBiFJPodhZH0bC1CJpTZMqWexHmFhCQCZa2bwxLIVoU5HXBHecJdkyMMC42iprmAonOeqLphah2Jbgg7Bb04lqk24MtbNaM7eb10d24pa5VFFfyoaUuV7zsoriDIsBJxLGuuBLGjKen02X39ij5rHfLJBhXiNXupH39M5gZb45MqKKGmmlzSe3bQa6nA9dxUFSVcFUN4088i/Jxk9BVhZqyIMFQiFBZHFXztbOPj4/P+xH/3f09xPNP/Tfh4gS2TPoYjhZAtbJIrbQdIQHTKEORNqpTQDH7MI0Eu0efQ6u2lcYeSUMPRAvgKIK9VQYPLYiwfrRNhRamNd9JqjaGXt+N5fwJrSdM1I5xdtMCpo6+iFXbl/BI+lm6RXrgfhq7JP/6sEVd+/5x3xLF+cfhnnsBeUtl7xqD7k7vlomqC8rH9NK352n2Lt/reUwLRhi9cBGj5i7AiARASlJt+7ByGfRwlLK6RhACTVGoK48QS5SjB73Nrz4+Pj4+7y98MfIeIv/GWrpGnYOjBdCLfUjFwFV0hHRK8W9CxTTKCOWLKEg0O0suXEt3dDR3L2pmXDvEcoJ8sIbdNQamSBIVo/nyMf/I/Tt+S3NmNxkrhQLUVhmcU3cMtUaUO7f+ilW5jQN6Q7iSjy5zuPRliRiy5eLEoliXXY45ejzt+wK07DlwSyY+qoCVfZnmlWs8x4WiUj/7RMaccBbh8hhC3f9kgrL6UZ61qqrQVF9NLF7mb8n4+Pj4fADwxch7CMtKkAvXolklLxBnwCa9tGUipIur6LiKjuKaKK6Nram0VkSQQrCjrqQnFMfGJY9CkA+N/ztmV81nRsVc1natpDu5lZii0xis5fnWv3Br590U5WDuS2O3yzcftqho2z/yW6Jw7LHY5y4mmQ2zZ3UZ+Zz3VydYZmNE3qBzwyu4ju15rGL8DMaevJiy+lo0w+uKOhwjGGJ0Yw2RUOCtfht9fHx8fI4yfDHyHiI6/lh6dqpobunDXAwYkZXmafaLEleoKICraLiKw+4ab2OoK4pEGM3lE/6Oy6efTs7Oksnspd5xqY+OY3tqBzdt+C+arY6Bc4SU/MNSi3NfFiUzk37yoTDuJZdQaJrC3u0xerq8WyaKJonVbKNn5wv07U57HotU1TPu5AupGD8RI6wfaGUy9DqqRrAszqjqBKHDCBYfHx8fn/cXvhh5D5GYOYldz+/AVTRU10J1TRTXwlF0kA77PUqFdErptHqErkgrfWWdBEQA27VxcFk85ko+PfPTSFy6svuwMy0It0jGzvLA7od5ObXa87zje+CbDxWJtHl/HXZMnEXFhYvp6KugZVUE1x26JSOJVbWQ7fkL7etbPOfp4RhjFp5D7YzjCER0FP3QhmRCCPRwFCMSpTYe8oWIj4+PzwcQX4y8h5g/6xiWJtYi+spQCn0IQDdTuIEKpCjZsSuuhSugEEqQC5gsn/wSqrLfeEyiCY3jameStVLksy2IYh9SOrzSsZwH2h4n4+YHn1BKrl9mseBlkPbgr0I2EOC10y9j7KSZbNgco5AftiUT6UXKJXRu3ew5rqgaDXNOoXHe6QTLQujBN//10gJBArEyFFWjMhIgGvB/HX18fHw+iPjv/u8hVFVl5uWTWHfPPlxRjmFmUVwTzUphGWVIRcFUXbKBAN3RVtY2vUB7YicuLo7roAiFsBbBdork+7Yh3CLN2X38bvcf2V5s9jzXsX06//pgErXVYOhs98qGqSTP/hCV2Uq2rAsOu78CgdAKeve9hnS9qbpVk2Yz5oTzCFdWYoS0wQbVg6CoKoFYHC1Qun4ibBAP+06qPj4+Ph9UfDHyHmPRiScCS3j18Z0EekMoroqrOBQTXcw4vokXk39hc34jneG9mLJYipcBNKGjCpWGcANjMChaSR7Z+zjP9i7FHSI3glLlmytspryUxbWNgeNFQ+Onx3yEeROORWsO0TvEU0RKh3B0LemupWS7hlRWgGjtKMadfCFljWPRQxqacbgtmQhGZNC4LBbUqYgYhzzHx8fHx+f9j2969i7wVk3PhuI4DivXr6W3L015Isb8GbNQVZXlrcu5cemNZK0sQTWI40os6WA6BULC4ONNl5K1svxh38P0ORnPNc9OV/D5B/Zht3irEOvqx/H72ddwFmXIordnwzB2YOX/Qj7V7T0ejTPmhHOpnnwMWkA7bIOqZgQIxOIoQ4zLwoZGXdz3EPHx8fH5oOOLkXeBd0KMvBnLW5dz5xt3si25A8u1UKWgLlDNwoo5rOhaxfrcNs/6GlHGN1da1L+QxLWG+IboCnfM/hiBiuMZa3mLZIroQuElMj27vMc1nca5p9E45xS0YBAjpL5pg6qiqhjRMvRhWTJBXaU+HvR9RHx8fHx8fDHybvBui5G+fIZNnS1s791INtdKWML65Cae6HgBm8FeDg2VD+fH85H711Pc6xUMO+sauH/Gl5jtRNGGlDSkm8fQXiHTsw45MFpcombqPEYvPKe/30NBDx16l08IgR6KYESiCMX73Lqq0JAIDTTe+vj4+Ph8sPF7Ro4iLNdib7KTlmQSzBzjlTDrnSK/2vMAHVaPZ+00rYl/XuVQ9sx6iuagGJAa/GHOp9BjxzF3iHuqlA668hr53HKKVtFzrbKGsYw7+UKiNY0ounLYBtWDbckMPKYo1MeDvhDx8fHx8RnAFyNHAVJK+op9pMwUbX1plHwPfblW/rD3IVal1nrWxpUInzTncva9L1Hc5eAyKDhaGsfyzOR/YpQMDTS+AijsxDFfIJPr9VwrUFbO2BPPp3LCDISioIfVN3VQPdSWzH5URVAXD6Kph97W8fHx8fH54OGLkfc4OStHd6Ebp3+UVmZbea71eR5qfdJj4y4QnBmcyydfs4g8/izF4pDeEEPj6bmfRgnOZJQcUpEQklFjXaCLbasHhYiqBxg1/wwaZp+IoumohvKmDapvtiUzdE1tWRBD84WIj4+Pj48XX4y8x0kWkwNCZGP3Rn6y7oc0F9s8a8Zr9XzCOpljf/tn7K3pgWqIBNrGz2PV6L8jjHeCJlHhMnGmQ6wxhqudzr7t68mneqmdPp/RC87GCMcQqoIeUlHfpEFVNQwC0TiqfmifkJIQCRDUfXdVHx8fH58D8cXIm3Dbbbfxgx/8gNbWVmbMmMF//dd/ccopp/zV7yNlpvj1urt5as/TnuNhEeSy4GksWlck+si92EMsQPLRalYd+w+Y2mjCQ84xApIJ0xxqxmgoiThCURF6mBmXXovrOoTilQCoQRUjqB26GqIoBKJl6KHwwRcMoSpqEDb8XzUfHx8fn4Pjf0Icgv/93//luuuu47bbbuOkk07iF7/4BYsXL2bDhg2MHj36r3IPrnR5YtcT3LnmTtKWN4TuRGMWl1gLGf/7B5Ab2gdaQBzFYM+0xWyvPhtlSL+IRNI0zmHsZBc9HkFEIkgETiCODMSoGFdJIdWLdC30kIaiHbrB1NhvXHaILZmhVEQMYkHfXdXHx8fH59D4o72HYMGCBcydO5fbb7/9/7d391FR1fkfwN937r1zZxiY4flJCEVxfaowCMOHY+4Wuralna30uKeTnbTllCdXbBWWfKy0oq1d3XwiH87+1tJNo1+1rkl7WkI0XQz3oNCaIJoiKvRTCFee5vv7g5gaAQVk5s7A+3XOnCN3vnf43A/gvOc+fK9j2fDhwzF9+nSsXr3aaWxDQwMaGn64AqW2thbR0dG3dGnvf779D14+9DKKLhY5LR8gh+AxYwpGnaiFLed/Ya9vjSECwKXQ0fh6+GNokJy/Z4NvC8aPboElQIZks0JSVAhJRotPECBrrYMkCS2NdZAMTZ3WJKtGaH43PiTzYzaziiBfresbTURE/RL3jHSgsbERR44cQXp6utPylJQUHDhwoN341atXY8WKFb1aw7qj65yCiMmg4ZHABzDmcgyC398N+Wi5Y29IvU84To54FDW+w5xeo1ayQ41pxpThgORjgmT1gwQJdtkIuzkYMLSew2FQZWi+ChrqZDQ3tA8j3Tkk08ZXUxhEiIioSxhGOlBdXY2WlhaEhYU5LQ8LC0NVVVW78RkZGUhLS3N83bZn5FYsSlqEA5UHcK3lGpJ84/F44CMIPnEeytt/gKhrDQzNsoZTA6fibNQkCOmHk0ObIVCoNWPMyBZMipQhWa2QtNZg0GL0g9D8W88FMUgw+qhQTZ2fWNqdQzJtzEYZIX4MIkRE1DUMIzdw/VTlQogOpy/XNA2a1rtvvgN8B2Bx0mI0V9ZiZPNtUN75HyD/MARaD8lcCE1EWdzDaFD9ndYrV1qQb2lC6nAJY8JNkGx+kAxy6/kh5kBAbd27oWgyjBYVUieTj7UekrFCVrt3EztNlRHmx2neiYio6xhGOhAcHAxZltvtBbl48WK7vSWu9MjQR3CicDua160AqqsBAN9ZInEi7jFc9o9zGnvZYMdn5iac0+xYNsKAOwb4QvKxAACEQUWLOQiQVUiyAZpFgdzJ5GU9OSTTRpUNCLeaYODsqkRE1A0MIx0wGo1ISEhAbm4uHn74Ycfy3NxcTJs2zS012K9dw6U3/4CWP/8ZkhBolk0oH/QAzg2Y2O6QzCGtGYdNzbCowCu3K4iL8oektJ5kald9YDcFAobWOUNUs9LpXgvFZIbJ6t+tQzKOdQ0GhHOadyIi6gGGkU6kpaXh8ccfR2JiIpKTk7Fp0yacOXMGqampLv/eQgicfe451H+eDwEJVWFjcHLwdDQZna+S+VppwWfmJlyRBUKMwEt3mREdYYMECQIS7CZ/CKMvDKoBmkWF4Sazn3Y2jfvNGCQJYTYNKqd5JyKiHmAY6cSMGTNQU1ODlStX4vz58xg1ahT27NmDmJgYl39vSZIQPHcuqr48hRNxj+GKbbDT89dUOz42NuGU2no9TZQZeOkeG8L8Ww+ttF62GwyoGow+ClST637MktR6vxlN4eyqRETUM5xnxAVqa2ths9l6PM+IEAJffFCOLz+pwI+nQJVlCWXWRrxvb0bL94sH+0p4aXwQ/M3fH5ZRNNhNwZDNKrQbnKDaW8KsJlg0ZloiIuo5vot4IEmSYPZT8eMgEhZjQo50DQWXmx2Lbw+QsWxcMCzf3zumxWgFLAHQLMoN767bW4L9NAYRIiK6ZTzI76FunxSFwEgL/PxVjJ0chK3yVRRc/uHmM2PCjHhxQggsquH7y3aDoQQEwexvdEsQCfAxwspp3omIqBfwY62HkmUDHnjmDjSevwB7YyOmNlpx/NtLAIBJUSakJfhDMUgQBiOEXwg0mxnyTU5Q7S1+JhUBlu7NP0JERNQZhhEPZg024/8uSbA3Ao/G+eM72YjKy1fw9ChfGCQJwmiBHBgK1cd9eygsmsLZVYmIqFcxjHgBSVWhBAbi6UgFF775Gna7gGQNhBoQCIPsvnk9TKqMUAYRIiLqZQwjHk6yWKAYzY6JyiRVhRoQAtmn+zOk3gqj0jq7Kqd5JyKi3sYw4uFkX1+0NLXOJ6L5KNAio2GX3HveMad5JyIiV2IY8QIGRYKP1QhFlSE1NgF2900NIxskhFlNUDi7KhERuQjDiIczWVSomj6zmxqk1iBidNNVOkRE1D/xXcbD6RVEpO+DiEnlNO9ERORaDCPUoRA/DWY3TJ5GRETEMELtBPlq8OU070RE5CYMI+QkwMcIm5nTvBMRkfswjJCDzcxp3omIyP0YRggA4GtSEOTL2VWJiMj9GEYIvpqCUD+T3mUQEVE/xTDSz/HGd0REpDeGkX7Mx6gg1E/j/WaIiEhXDCP9lNkoI8zKIEJERPpjGOmHTKqMMD/egZeIiDwDw0g/o6ky78BLREQehWGkHzEqBgYRIiLyOAwj/YQqGxBhM0NmECEiIg/DMNIPtAYRE4MIERF5JIaRPq4tiCgyf9REROSZ+A7VhykGA8IZRIiIyMPxXaqPkg0Swm0mqAwiRETk4fhO1Qe1BRGjwh8vERF5Pr5b9TEGqTWIaIqsdylERERdwjDShzCIEBGRN2IY6SOk74OISWUQISIi78Iw0gdIkoRwK4MIERF5J4aRPiDET4PZyCBCRETeiWHEywX5avDVFL3LICIi6jGGES8W4GOEzazqXQYREdEtYRjxUn4mFQEWo95lEBER3TKGES9k0RSE+Gl6l0FERNQrGEa8jEmVEcogQkREfQjDiJcJ8dUgSZLeZRAREfUahhEvYzAwiBARUd/CMEJERES6YhghIiIiXXlFGKmoqMBTTz2FQYMGwWw2Y/DgwVi2bBkaGxudxkmS1O6xYcMGpzHFxcWYOHEizGYzBgwYgJUrV0II4TQmLy8PCQkJMJlMiI2NbfcaRERE1Hu8YurOr776Cna7HRs3bsSQIUNw7NgxzJ07F/X19Xj99dedxm7duhVTpkxxfG2z2Rz/rq2txf33349JkybhX//6F06cOIHZs2fDYrFg4cKFAIBTp05h6tSpmDt3Lv7yl7+goKAAzzzzDEJCQvDLX/7SPRtMRETUj0ji+t0CXiIrKwvr169HeXm5Y5kkScjJycH06dM7XGf9+vXIyMjAhQsXoGmtl8e+8sorWLt2Lc6ePQtJkrB48WJ8+OGHKC0tdayXmpqKf//73zh48GCXaqutrYXNZsOVK1dgtVp7vpFERET9gFccpunIlStXEBgY2G75vHnzEBwcjLvvvhsbNmyA3W53PHfw4EFMnDjREUQAYPLkyaisrERFRYVjTEpKitNrTp48GYWFhWhqauqwloaGBtTW1jo9iIiIqGu8MoyUlZVh7dq1SE1NdVr+4osv4r333sOnn36KmTNnYuHChVi1apXj+aqqKoSFhTmt0/Z1VVXVDcc0Nzejurq6w3pWr14Nm83meERHR9/yNhIREfUXuoaR5cuXd3jS6Y8fhYWFTutUVlZiypQpePTRRzFnzhyn51544QUkJycjPj4eCxcuxMqVK5GVleU05voJw9qOUv14eVfG/FhGRgauXLnieHzzzTfd6AIREVH/pusJrPPmzcPMmTNvOGbgwIGOf1dWVmLSpElITk7Gpk2bbvr699xzD2pra3HhwgWEhYUhPDzcsQekzcWLFwH8sIekszGKoiAoKKjD76NpmtOhHyIiIuo6XcNIcHAwgoODuzT23LlzmDRpEhISErB161YYDDffqVNUVASTyQR/f38AQHJyMn73u9+hsbERRmPrHW/37duHyMhIR+hJTk7GRx995PQ6+/btQ2JiIlRV7frGERERUZd4xTkjlZWVuPfeexEdHY3XX38dly5dQlVVldMejI8++gjZ2dk4duwYysrK8PbbbyMzMxNPP/20Y6/FrFmzoGka7L7B0wAACx5JREFUZs+ejWPHjiEnJwerVq1CWlqa4xBMamoqTp8+jbS0NJSWlmLLli3YvHkznn/+eV22nYiIqK/zikt7t23bhieffLLD59rK37t3LzIyMnDy5EnY7XbExsZizpw5ePbZZ6EoP+wAKi4uxrPPPovDhw8jICAAqampWLp0qdP5IHl5eViwYAGOHz+OyMhILF68uN3JsjfCS3uJiIi6zivCiLdhGCEiIuo6rzhMQ0RERH0XwwgRERHpimGEiIiIdMUwQkRERLryirv2epu2c4J5jxoiIuqIn59fp7N690cMIy5QV1cHALxHDRERdYhXWzrjpb0uYLfbUVlZ6fLkW1tbi+joaHzzzTf8pe4i9qxn2LfuY896pr/0jXtGnHHPiAsYDAZERUW57ftZrdY+/UfrCuxZz7Bv3cee9Qz71r/wBFYiIiLSFcMIERER6YphxItpmoZly5Y5bgRIN8ee9Qz71n3sWc+wb/0TT2AlIiIiXXHPCBEREemKYYSIiIh0xTBCREREumIYISIiIl0xjHi4devWYdCgQTCZTEhISEB+fn6nY99//33cf//9CAkJgdVqRXJyMj755BM3VusZutOzHysoKICiKIiPj3dtgR6qu31raGhAZmYmYmJioGkaBg8ejC1btripWs/Q3Z5t374dd955J3x8fBAREYEnn3wSNTU1bqpWf59//jkefPBBREZGQpIkfPDBBzddJy8vDwkJCTCZTIiNjcWGDRtcXyi5nyCPtWPHDqGqqsjOzhYlJSVi/vz5wmKxiNOnT3c4fv78+eLVV18Vhw8fFidOnBAZGRlCVVXx5Zdfurly/XS3Z20uX74sYmNjRUpKirjzzjvdU6wH6UnfHnroITFmzBiRm5srTp06JQ4dOiQKCgrcWLW+utuz/Px8YTAYxB//+EdRXl4u8vPzxciRI8X06dPdXLl+9uzZIzIzM8Xu3bsFAJGTk3PD8eXl5cLHx0fMnz9flJSUiOzsbKGqqti1a5d7Cia3YRjxYElJSSI1NdVp2bBhw0R6enqXX2PEiBFixYoVvV2ax+ppz2bMmCFeeOEFsWzZsn4ZRrrbt7///e/CZrOJmpoad5Tnkbrbs6ysLBEbG+u0bM2aNSIqKsplNXqyroSRRYsWiWHDhjkt+/Wvfy3uueceF1ZGeuBhGg/V2NiII0eOICUlxWl5SkoKDhw40KXXsNvtqKurQ2BgoCtK9Dg97dnWrVtRVlaGZcuWubpEj9STvn344YdITEzEa6+9hgEDBmDo0KF4/vnn8d///tcdJeuuJz0bO3Yszp49iz179kAIgQsXLmDXrl144IEH3FGyVzp48GC7Hk+ePBmFhYVoamrSqSpyBd4oz0NVV1ejpaUFYWFhTsvDwsJQVVXVpdf4/e9/j/r6ejz22GOuKNHj9KRnX3/9NdLT05Gfnw9F6Z9/Dj3pW3l5Ofbv3w+TyYScnBxUV1fjmWeewbffftsvzhvpSc/Gjh2L7du3Y8aMGbh27Rqam5vx0EMPYe3ate4o2StVVVV12OPm5mZUV1cjIiJCp8qot3HPiIe7/hbTQogu3Xb63XffxfLly7Fz506Ehoa6qjyP1NWetbS0YNasWVixYgWGDh3qrvI8Vnd+1+x2OyRJwvbt25GUlISpU6fijTfewLZt2/rN3hGgez0rKSnBc889h6VLl+LIkSPYu3cvTp06hdTUVHeU6rU66nFHy8m79c+Pgl4gODgYsiy3+5R18eLFdp8Urrdz50489dRTeO+993Dfffe5skyP0t2e1dXVobCwEEVFRZg3bx6A1jdZIQQURcG+ffvw05/+1C2166knv2sREREYMGAAbDabY9nw4cMhhMDZs2cRFxfn0pr11pOerV69GuPGjcNvf/tbAMAdd9wBi8WCCRMm4KWXXuKn/A6Eh4d32GNFURAUFKRTVeQK3DPioYxGIxISEpCbm+u0PDc3F2PHju10vXfffRezZ8/GO++80++ORXe3Z1arFcXFxTh69KjjkZqaip/85Cc4evQoxowZ467SddWT37Vx48ahsrIS3333nWPZiRMnYDAYEBUV5dJ6PUFPenb16lUYDM7/5cqyDOCHT/vkLDk5uV2P9+3bh8TERKiqqlNV5BK6nTpLN9V26eDmzZtFSUmJ+M1vfiMsFouoqKgQQgiRnp4uHn/8ccf4d955RyiKIt566y1x/vx5x+Py5ct6bYLbdbdn1+uvV9N0t291dXUiKipKPPLII+L48eMiLy9PxMXFiTlz5ui1CW7X3Z5t3bpVKIoi1q1bJ8rKysT+/ftFYmKiSEpK0msT3K6urk4UFRWJoqIiAUC88cYboqioyHE59PU9a7u0d8GCBaKkpERs3ryZl/b2UQwjHu6tt94SMTExwmg0irvuukvk5eU5nnviiSfExIkTHV9PnDhRAGj3eOKJJ9xfuI6607Pr9dcwIkT3+1ZaWiruu+8+YTabRVRUlEhLSxNXr151c9X66m7P1qxZI0aMGCHMZrOIiIgQv/rVr8TZs2fdXLV+Pvvssxv+H9VRz/75z3+K0aNHC6PRKAYOHCjWr1/v/sLJ5SQhuH+QiIiI9MNzRoiIiEhXDCNERESkK4YRIiIi0hXDCBEREemKYYSIiIh0xTBCREREumIYISIiIl0xjBAREZGuGEaIiIhIVwwjROSRKioqIEkSjh49qncpRORiDCNE5FZNTU16l0BEHoZhhIhuym6349VXX8WQIUOgaRpuu+02vPzyywCAxYsXY+jQofDx8UFsbCyWLFniFDiWL1+O+Ph4bNmyBbGxsdA0DUII7N27F+PHj4e/vz+CgoLwi1/8AmVlZY71Bg0aBAAYPXo0JEnCvffe69ZtJiL3UfQugIg8X0ZGBrKzs/Hmm29i/PjxOH/+PL766isAgJ+fH7Zt24bIyEgUFxdj7ty58PPzw6JFixzrnzx5En/961+xe/duyLIMAKivr0daWhpuv/121NfXY+nSpXj44Ydx9OhRGAwGHD58GElJSfj0008xcuRIGI1GXbadiFyPd+0lohuqq6tDSEgI/vSnP2HOnDk3HZ+VlYWdO3eisLAQQOuekVWrVuHcuXMICQnpdL1Lly4hNDQUxcXFGDVqFCoqKjBo0CAUFRUhPj6+tzaHiDwQD9MQ0Q2VlpaioaEBP/vZzzp8fteuXRg/fjzCw8Ph6+uLJUuW4MyZM05jYmJi2gWRsrIyzJo1C7GxsbBarY7DMtevS0R9H8MIEd2Q2Wzu9LkvvvgCM2fOxM9//nN8/PHHKCoqQmZmJhobG53GWSyWdus++OCDqKmpQXZ2Ng4dOoRDhw4BQLt1iajv4zkjRHRDcXFxMJvN+Mc//tHuME1BQQFiYmKQmZnpWHb69OmbvmZNTQ1KS0uxceNGTJgwAQCwf/9+pzFt54i0tLTc6iYQkYdjGCGiGzKZTFi8eDEWLVoEo9GIcePG4dKlSzh+/DiGDBmCM2fOYMeOHbj77rvxt7/9DTk5OTd9zYCAAAQFBWHTpk2IiIjAmTNnkJ6e7jQmNDQUZrMZe/fuRVRUFEwmE2w2m6s2k4h0xMM0RHRTS5YswcKFC7F06VIMHz4cM2bMwMWLFzFt2jQsWLAA8+bNQ3x8PA4cOIAlS5bc9PUMBgN27NiBI0eOYNSoUViwYAGysrKcxiiKgjVr1mDjxo2IjIzEtGnTXLV5RKQzXk1DREREuuKeESIiItIVwwgRERHpimGEiIiIdMUwQkRERLpiGCEiIiJdMYwQERGRrhhGiIiISFcMI0RERKQrhhEiIiLSFcMIERER6YphhIiIiHT1/15ZamAyAVVgAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=diams, x='carat', y='price', hue='colour');" ] }, { "cell_type": "markdown", "metadata": { "id": "a29tH2eWHKcV" }, "source": [ "If you want to separate your plots you can also use the ```col``` argument. Instead of assigning a color to each subset, seaborn just create one subplot per subset:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "executionInfo": { "elapsed": 7930, "status": "ok", "timestamp": 1615194514017, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "BgjifrmoHLbO", "outputId": "c4b3c2e6-ce55-4b8a-a5a4-3fb55138944b", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=diams, x='carat', y='price', col='colour', col_wrap=2);" ] }, { "cell_type": "markdown", "metadata": { "id": "daAxSKpnFTlX" }, "source": [ "## Other fits\n", "\n", "You are not restricted to perform a linear fit. You can also use polynomials. For that you have to specify the ```order``` of the polynomial. For example to fit a parabola:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 383 }, "executionInfo": { "elapsed": 7924, "status": "ok", "timestamp": 1615194514024, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "e_5LkxBpFlzH", "outputId": "b88650d5-2b78-44e1-c39a-22268632cd35", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=diams, x='carat', y='price', order=2);" ] }, { "cell_type": "markdown", "metadata": { "id": "22SOxezNFo6Y" }, "source": [ "You can also use a lowess model (locally weighted scatterplot smoothing) if your data don't fit a simpler model:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 437 }, "executionInfo": { "elapsed": 8455, "status": "ok", "timestamp": 1615194514569, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "T8TTON89Iy2F", "outputId": "43d4c2fc-ea41-449e-c3f8-53e596bd5e8d", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=diams, x='carat', y='price', lowess=True);" ] }, { "cell_type": "markdown", "metadata": { "id": "kZCZEr5LGG_P" }, "source": [ "## Residuals\n", "\n", "Whenver you do a fit of the data, it's a good idea to check the residuals, i.e. the difference between actual and predicted data, which ideally should be distributed around 0. Seaborn has a specific function for that called ```residplot```. For our quadratic fit above we would use the same options, only the output is different:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "executionInfo": { "elapsed": 846, "status": "ok", "timestamp": 1615194667166, "user": { "displayName": "Guillaume Witz", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgT0K2JVYzEsjzsS5nhkUVjUrSIJ5jHzXnBoYrmVf8=s64", "userId": "16033870147214403532" }, "user_tz": -60 }, "id": "G3ujFc85GU6U", "outputId": "d8680560-db68-45ad-961f-353214b80c20", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.residplot(data=diams, x='carat', y='price', order=2);" ] }, { "cell_type": "markdown", "metadata": { "id": "5zbsg_1QI1cl" }, "source": [ "## Exercise\n", "\n", "Try to fit a linear regression to the ```bill_depth_mm``` vs ```bill_length_mm``` data. Does the result make sense ? If not, how can you easily fix this?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "nVnMTklDSOMm" }, "outputs": [], "source": [] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyMp/c4WMs+B288kdsaTnkqp", "collapsed_sections": [], "name": "17-Seaborn_regression.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.10" } }, "nbformat": 4, "nbformat_minor": 4 }