{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ejercicio de Regresión Lineal" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-05-05T08:19:33.323030Z", "start_time": "2018-05-05T08:19:33.308960Z" } }, "source": [ "En este notebook intentaremos predecir cuántas veces será compartido en Redes Sociales un artículo de Machine Learning segun algunas de sus características" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predicción: ¿Cuántas veces será compartido un artículo del Blog?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos a comenzar por Importar y Visualizar los datos" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:50.037886Z", "start_time": "2018-05-06T15:28:50.028212Z" } }, "outputs": [], "source": [ "# Imports necesarios\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sb\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "plt.rcParams['figure.figsize'] = (16, 9)\n", "plt.style.use('ggplot')\n", "from sklearn import linear_model\n", "from sklearn.metrics import mean_squared_error, r2_score" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:50.051323Z", "start_time": "2018-05-06T15:28:50.040878Z" } }, "outputs": [], "source": [ "#cargamos los datos de entrada\n", "data = pd.read_csv(\"./articulos_ml.csv\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:50.064402Z", "start_time": "2018-05-06T15:28:50.055301Z" } }, "outputs": [ { "data": { "text/plain": [ "(161, 8)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#veamos cuantas dimensiones y registros contiene\n", "data.shape" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:50.093837Z", "start_time": "2018-05-06T15:28:50.068610Z" } }, "outputs": [ { "data": { "text/html": [ "
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TitleurlWord count# of Links# of comments# Images videoElapsed days# Shares
0What is Machine Learning and how do we use it ...https://blog.signals.network/what-is-machine-l...188812.0234200000
110 Companies Using Machine Learning in Cool WaysNaN17429NaN9525000
2How Artificial Intelligence Is Revolutionizing...NaN96260.011042000
3Dbrain and the Blockchain of Artificial Intell...NaN12213NaN268200000
4Nasa finds entire solar system filled with eig...NaN20391104.04131200000
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" ], "text/plain": [ " Title \\\n", "0 What is Machine Learning and how do we use it ... \n", "1 10 Companies Using Machine Learning in Cool Ways \n", "2 How Artificial Intelligence Is Revolutionizing... \n", "3 Dbrain and the Blockchain of Artificial Intell... \n", "4 Nasa finds entire solar system filled with eig... \n", "\n", " url Word count # of Links \\\n", "0 https://blog.signals.network/what-is-machine-l... 1888 1 \n", "1 NaN 1742 9 \n", "2 NaN 962 6 \n", "3 NaN 1221 3 \n", "4 NaN 2039 1 \n", "\n", " # of comments # Images video Elapsed days # Shares \n", "0 2.0 2 34 200000 \n", "1 NaN 9 5 25000 \n", "2 0.0 1 10 42000 \n", "3 NaN 2 68 200000 \n", "4 104.0 4 131 200000 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#son 161 registros con 8 columnas. Veamos los primeros registros para tener una idea\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vemos que algunos campos (por ejemplo en comentarios) tienen valores nulos.\n", "\n", "En nuestro caso la columna Shares será nuestra salida, es decir nuestro valor \"Y\", el valor que queremos predecir" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:50.126775Z", "start_time": "2018-05-06T15:28:50.097200Z" } }, "outputs": [ { "data": { "text/html": [ "
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Word count# of Links# of comments# Images videoElapsed days# Shares
count161.000000161.000000129.000000161.000000161.000000161.000000
mean1808.2608709.7391308.7829463.67080798.12422427948.347826
std1141.91938547.27162513.1428223.418290114.33753543408.006839
min250.0000000.0000000.0000001.0000001.0000000.000000
25%990.0000003.0000002.0000001.00000031.0000002800.000000
50%1674.0000005.0000006.0000003.00000062.00000016458.000000
75%2369.0000007.00000012.0000005.000000124.00000035691.000000
max8401.000000600.000000104.00000022.0000001002.000000350000.000000
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" ], "text/plain": [ " Word count # of Links # of comments # Images video Elapsed days \\\n", "count 161.000000 161.000000 129.000000 161.000000 161.000000 \n", "mean 1808.260870 9.739130 8.782946 3.670807 98.124224 \n", "std 1141.919385 47.271625 13.142822 3.418290 114.337535 \n", "min 250.000000 0.000000 0.000000 1.000000 1.000000 \n", "25% 990.000000 3.000000 2.000000 1.000000 31.000000 \n", "50% 1674.000000 5.000000 6.000000 3.000000 62.000000 \n", "75% 2369.000000 7.000000 12.000000 5.000000 124.000000 \n", "max 8401.000000 600.000000 104.000000 22.000000 1002.000000 \n", "\n", " # Shares \n", "count 161.000000 \n", "mean 27948.347826 \n", "std 43408.006839 \n", "min 0.000000 \n", "25% 2800.000000 \n", "50% 16458.000000 \n", "75% 35691.000000 \n", "max 350000.000000 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Ahora veamos algunas estadísticas de nuestros datos\n", "data.describe()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-05-05T08:36:49.122754Z", "start_time": "2018-05-05T08:36:49.108512Z" } }, "source": [ "De aqui observamos que por ejemplo la media de Cantidad de palabras es 1808\n", "\n", "Hay un artíclo mínimo con 250 palabras y el máximo contiene 8401.\n", "\n", "Y en cuanto a las salidas, vemos mínimo de 0 veces compartido y máximo de 350000 (eso es mucho!)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualización General" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:50:03.185268Z", "start_time": "2018-05-06T15:50:02.485816Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualizamos rápidamente las caraterísticas de entrada\n", "data.drop(['Title','url', 'Elapsed days'],1).hist()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizamos Cantidad de Palabras vs. Compartidos" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:50.505154Z", "start_time": "2018-05-06T15:28:50.130110Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#vamos a Visualizar los datos de entrada\n", "colores=['orange','blue']\n", "tamanios=[30,60]\n", "\n", "f1 = data['Word count'].values\n", "f2 = data['# Shares'].values\n", "\n", "# Vamos a pintar en 2 colores los puntos por debajo de la media de Cantidad de Palabras\n", "asignar=[]\n", "for index, row in data.iterrows():\n", " if(row['Word count']>1808):\n", " asignar.append(colores[0])\n", " else:\n", " asignar.append(colores[1])\n", " \n", "plt.scatter(f1, f2, c=asignar, s=tamanios[0])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:50.963199Z", "start_time": "2018-05-06T15:28:50.509749Z" } }, "outputs": [ { "data": { "image/png": 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j6mpn2+2jR516+ukcCxMBAAAAQO845fbj6upq5eXl6YknntD777+vYcOG6etf/7rq6+vl8/kkST6fTw0NDZKkUCikYDDYdv9AIKBQKKRQKKRAINA27vf7Ox0/cTy6LhRydhirq+N0aQAAAAB93ylLbSKR0N69e3XLLbdo5MiRWrFiRdtW486Yptlh7GTnxxqG0enxJ1NRUaGKigpJ0sKFC9uV53Q2aJBD773Xccyqvx+Xy8XcpJnenvO335aWLnUqK0uaNy+hgQN77UvjY/heTz/MeXpi3tMPc56e7Dzvpyy1gUBAgUBAI0eOlCSNHz9eK1euVH5+vurq6uTz+VRXV6e8vLy242tqatruX1tbK5/PJ7/fr+3bt7eNh0IhjR49WoFAQLW1te2O9/v9nWYpLy9XeXl52+2Pf510du+9Ls2e7deePcdXbM89N6G7765TTU3MkjzBYJC5STO9Oecvvpilhx/O09Gjx/+9v/yyqccfP6bLLov2ytfHR/heTz/MeXpi3tMPc56eUm3eBwwY0OVjT7lHtaCgQIFAQIcOHZIkbdmyRYMGDVJZWZneeOMNSdIbb7yhSy65RJJUVlamNWvWyDRN7dy5U9nZ2fL5fCopKdHmzZsVDocVDoe1efNmlZSUyOfzKSsrSzt37pRpmlqzZo3KysrO5HmnrZKSuF5//ageeaReDz9crz/+8aguucSaQgv0JNOUnnoqp63QStLBgy795Ce5FqYCAACAlbr0kT633HKLlixZong8rqKiIs2aNUumaWrRokVatWqVgsGg7rrrLklSaWmpNm7cqDlz5sjj8WjWrFmSJK/Xq+uuu0733nuvJOn666+X1+uVJN1666164oknFI1GVVJSotLS0p54rn1aTo6pm29usjoG0KOamw0dO9bxvbhQiHPIAQAA0pVhns5JrSnmxOoxUkuqbV1Az+utOTdN6XOfC2rrVk+78SuuaNWLL9ae5F7oKXyvpx/mPD0x7+mHOU9PqTbv3br9GABShWFI8+Y1auDA+IcjpoYOjet736u3NBcAAACs06XtxwCQKj73uVaNG1ejX/86W1lZSd10U7Nyc2274QQAepWz+YDydn1XrtZDSrryFT5nlloDU62OBQBnhVILwHYKC5O6886w1TEAwF6SMfm2fl2eyI62Iec7exX61H8onnOehcEA4Oyw/RgAACANZNZWyB3Z3W7MFf1A3n1PWJQIALoHpRYAACAdJJokdfzIPyPZ2vtZAKAbUWoBAADSQGvwc4pnDW03lnTmKdL/ZosSAUD3oNQCAACkAdOVo/qRCxX1jlXC00+x7FFqPOcORf1XWB0NAM4KF4oCAABIE1H/Farx/UFGvEGmM0dy8KsgAPvjlQwAACCdGIZMd77VKQCg21BqAQAA+ghX/ZvKf/eHcrZ+oKS7QJGBM9Tc/8tWxwKAHkWpBQAA6AOMeET+t++Uq3nv8YHW/XLueVAx7wWK515obTgA6EFcKAoAAKAPyKz+vZwnCu2HnLFaeQ88ZVEiAOgdlFoAAIC+wHBIMjoMm0bHsVRgJJqkZNzqGAD6AEotAABAH9BS9EXFs4a1G0u4CxUZNNOiRJ1zRnYpsHGaCv9vogorpyj33fmSaVodC4CNcU4tAABAH2A6s1Q3epnyd/9QztYjSrgLFBn0DcW9F1gd7SNmUr7ts+SJbG8bch58VonMc9Q08P+zMBgAO6PUAgAA9BHx3LGqLX2p2x/XiNUr64OVMl1Zai78ouTMPKPHcYe3fnQhqw85ki3KrPkDpRbAGaPUAgAAnC4zoYzav8jZclgtRVcr6QlanajHGEf+rMI3Z8nVsk+mHPLue0KhC59RInv4aT+W6ciQDLek5r/7Is7uCQsgLXFOLQAAwGkwYscU3HiNfNtmqmD3dxV88/PKOvRrq2P1DNOUc+v35WrZJ0kylJS7aZfyd33/jB4unj1KsZzz2o0lXfmKDPjaWUcFkL4otQAAAKch790H5WncLIcZlSS5Wg/Ju/9JKdFicbLuZyQiUusHHcadrUfO8AENhS56Vs3Bf1Qs53y15l2s+mH3qzV41VkmBZDO2H4MAABwGv7+nFBJcrYelqtpt+K5F1qQqOeYzmzJXSA1H2w3nnQXnPljuv2qu5DPzrUbI1YvOdzH/00AKYaVWqQc05Q++MCh5uZTHwsAQG9Lun2djPmVyBxoQZoeZjiUHDpDCddHzznuKVbjObMtDIXe5Gg5osCm61VYOUWFlVNUsP0OKRm1OhbQDiu1SCnr13v0wAN5+uADp3JyTF11VYu+//0GpejnxgMA0lDDuXfLHd7edp5p0pGtluBVMjspu31BcuQdqneMUs6hZ2U6MhUePEuJ7KFWx0Iv8e24Qxn169tuO1sOKun2qWHkQxamAtqj1CJltLZK3/lOvt591y1JOnpU+vd/z9bo0TF9+css26JvC4cNffvb+dq+3S2Px9SUKa26555G3tABUlDCO0o1pS/L+/5SOWMhNRVNU2vws1bH6lGx/FIdy19qdQz0MiMW6rDd3lBSnoaNFiUCOkeptbnmZumhh/K0datb2dmmZs4Ma/Jke24JWb/eo7172/+TbG526NVXMym16PNmzfLpL3/56HMf333XpawsU3Pnhi1MBeBkkhn91TBqgdUxgJ5leGQa7g7DpkGFQGrhnFqb+8Y3/HruuRxt2JChNWsydeedPq1d67E61hnJzTWVmWl2GPfY8+kAXVZfb2j79va/ILS2OvSXv2RYlAgAAMl0eRXNK5Wpj7YNJR05ain8goWpgI54m8XG9u1z6q233NLHXmhqapz62c9ydPnl9lutLS2N6fzz49q48aMWW1iY0O23N1qYCuh5pnn8v47j7D0GUp2j9bByDj4n03CpaeB0JT1BqyMB3erYBY8r6SqQp7FKpsOtluA1igy+zepYQDuUWhs7dsyhSKTjL70tLfb8RdgwpF/8olb33Zev995zKSfH1De/GdbFF8etjgb0qIICUyNHxnXkyEcvyW63qSuuaLUwFYBTyTj6R+Xvul+u6CFJUvYHv9Wx8xcpWnCZxcmAbuTIUMN5C61OAXwiSq2NjR4d05AhCb3zzke7yF0uU5ddZr9V2hP8flM//ekxq2MAve6nP63T3Lk+7drlkstlauLEVn3nO+xSAFJZ7r7H2wqtJLla9it3749UW/qKhakAIP1Qam3M5ZIWLqzXfffl6eBBl3Jykho/Pqo5c7iwDGA3Pp+pX/wi1LYNmaseAynOTMoRre0w3NlYn5NoUe77i+Ru3CzTla+Gc7+lRM5Iq1MBSGOUWpu79NKo/vjHGu3d65TPl5Tf38mJeQBsgzIL2IThUNITkFoPtBtOevwWBeoejmhIRiKiROagk74g+bfOUEbd6rYrergbq1Q79gU+uxaAZbj6cR/gcEjDhycotAAA9KLGc2YrntG/7XY8Y5Aah3zbwkRnIdkq39ZvKLjhKgXf/EcFN35BzsjuDoe5GrfL07BRH6+7rpYDyn1vUe9lBYC/w0otAADAGWgt/Lxqcscq58CzksOlyMAZSmYUWR3rjOS9+5Aya16ToeNvkDsbQ/K9fadqLn613XHO1gMyEg0d7u+I1/VKTgDoDKUWAADgDCUzB6pxxPesjnHWPA2b2grtCc6WA3K0HpZU2DYWLbhMicwhcrW83zZmyqUW3xW9FRUAOmD7MQAAQJozHRmdjHlkOnPaj7ly1ThkrmKZQ2XKoYQ7qObCz6lp0K29FRUAOmClFgAAoIcYsTrl7/yu3E27lXRmqan/P6u5/41Wx+qgqf9Ncod3yJGolySZciiaVybTnd/h2Ob+N6il6Bq5G99SInPg8YtKAYCFKLUAAAA9xL/1FmXU/63ttqvpXSXdfrUGP2Nhqo6ai6+X5FD2kf+QklFF88apcdi9Jz3edGYpWvDp3gsIAJ+AUgsAANADXJFdcoffaTfmjB9TzqFfplyplaTm4mvVXHyt1TEA4LRxTi0AAEAPMJItkhnr+AdmvPfDAEAfRqkFAADoATHvGMWzzm03lnRkqiV4lTWBAKCPotQCAAD0BMOhuguWqjVvnOKeYsWyhqlpwNfUNODrVicDgD6Fc2oBAAB6SMJ7vmov/r2MeINMR5bkcFsdCQD6HEotAABADzNdeVZHAIA+i1ILAAAApItEi/Le/aE8jVUyHRlq6neDmgfcZHUq4KxQagEAAIA04dt+hzJrX5fx4W1X5G3JcKi5/42W5gLOBheKAgAAANKAIxqSu3FzW6GVJGe8QdlH/tOyTEB3oNQCAAAAacBINsswox3/oLMxwEYotQAAAEAaSGQMUDzznHZjppyK5pVZlAjoHpRaAAAAIB0Yho5dsEStueOUcBcqnjFIzUXXqHHYvVYnA84KF4oCAAAA0kQie5hqx/1ejtZqmc4sma5cqyMBZ61LpfaOO+5QZmamHA6HnE6nFi5cqHA4rEWLFuno0aMqLCzUvHnz5PV6ZZqmVqxYoU2bNikjI0OzZs3SsGHDJEmrV6/Wyy+/LEm69tprNXnyZEnSnj17tHz5ckWjUZWWlmr69OkyDONkcQAAAACchWRGkdURgG7T5ZXaBx54QHl5H31w+MqVK3XRRRdp2rRpWrlypVauXKmbb75ZmzZt0pEjR7RkyRLt2rVLTz/9tBYsWKBwOKyXXnpJCxculCTdc889Kisrk9fr1VNPPaWZM2dq5MiRevjhh1VVVaXS0tLuf7YAAAAAgD7ljM+prays1KRJkyRJkyZNUmVlpSRpw4YNmjhxogzD0KhRoxSJRFRXV6eqqiqNHTtWXq9XXq9XY8eOVVVVlerq6tTc3KxRo0bJMAxNnDix7bEAAEAaME2rEwAAbKzLK7Xz58+XJH3mM59ReXm56uvr5fP5JEk+n08NDQ2SpFAopGAw2Ha/QCCgUCikUCikQCDQNu73+zsdP3E8AADo2zyhtcp7b6EcrUeV9PgVHjxLLUVfsDoWAMBmulRqH3zwQfn9ftXX1+uhhx7SgAEDTnqs2cm7rSc7P9YwjE6PP5mKigpVVFRIkhYuXNiuPCN1uFwu5ibNMOfpiXlPP9065621cv/tOzKa3vvw9n4V7Pk3xQdfIeWO6J6vgW7B93rPM977dzn3PiPFm2TmjlLi4mWSp8CyPMx5erLzvHep1Pr9fklSfn6+LrnkEu3evVv5+fmqq6uTz+dTXV1d2/m2gUBANTU1bfetra2Vz+eT3+/X9u3b28ZDoZBGjx6tQCCg2tradsef+Hp/r7y8XOXl5W23P/51kDqCwSBzk2aY8/TEvKef7pzznPeXy3Oi0H7I0XJY0S2PqGHUw93yNdA9+F7vWRlHX1fBO9+SI37s+ED9ZsUbD6i29CXLMjHn6SnV5v2TFlL/3inPqW1paVFzc3Pb/7/11ls655xzVFZWpjfeeEOS9MYbb+iSSy6RJJWVlWnNmjUyTVM7d+5Udna2fD6fSkpKtHnzZoXDYYXDYW3evFklJSXy+XzKysrSzp07ZZqm1qxZo7IyPgAaAIA+zXCe5A/O+HIfgC3lHPp3OU8U2g+5IjvkbNrTtQcwTSkZ64FkgH2ccqW2vr5eP/7xjyVJiURCV1xxhUpKSjR8+HAtWrRIq1atUjAY1F133SVJKi0t1caNGzVnzhx5PB7NmjVLkuT1enXdddfp3nuPf7jz9ddfL6/XK0m69dZb9cQTTygajaqkpIQrHwMA0Mc19f+Kcg79Uq6W99vG4p7+igz+poWpAAuYHQupkYzKSDSd8q7e9x5XVvVKGYmIEpkDdWzkI0p4R/VESiClGebpnNSaYg4dOmR1BHQi1bYuoOcx5+mJeU8/3T3n7mOVytu7QM4PLxTVeM5stQY/022Pj+7B93rPytn/lHL3LJDDjLaNRXNGq6bsj5Jx8p0LmR/8TvnvfFvOZORj97vgw/udbCdE1zDn6SnV5v10th93+erHAAAA3SlWcIlqS1+xOgZgqcigW+Vs2afM0F+lRPPxFddRP/rEQitJ2R/8tl2hlSRX02656zcqVnBJT0YGUg6lFgAAALCKYahh5INqSLbKSLTIdOd36W5mZ6XXcEoGv94j/XA1BgAAYB+mKSXjVqcAup8jo8uFVpKaBnxdCVf7j/2JZ49SLK+ku5PN5xCRAAAgAElEQVQBKY+3cgAAgC3k7P+5so78Ro54oxIZxaof+aDiuWOtjgVYojUwWQ3D7lPO4V/LSISVyDxHx877kWQYVkcDeh2lFgAApDxP6A3lvrdYjkS9JMnVekC+HXN0tOxPksNjcTrAGs0DvqrmAV+1OgZgObYfAwCAlJdz6N/bCu0JrqY9ygj91aJEAIBUQakFAACpr7OPKDEcMtl0BgBpj1ILAABSXnjQrUq4/e3GYtkjFPVPsigRACBV8PYmAABIebH8S9Qw/N+UfXDF8QtFZQ5U/cgFkoNfZQAg3fGTAAAA2EJz8XVqLr7O6hgAgBTD9mMAAAAAgG1RagEAAAAAtkWpBQAAAADYFqUWAAAAAGBblFoAAAAAgG1RagEAAAAAtkWpBQAAAADYFqUWAAAAAGBbLqsDAACA1OVs3q/8d74tV8t+OTILlBOYpsjgb1gdCwCANpRaAADQOTMp37Zb5QlvPX67Rcpt3KN41mC1Bj9nbTYAAD7E9mMAANApd+NmuZp2txtzJBqUfeg/LEoEAEBHlFoAANA5MynJ7OwPejsJAAAnRakFAACdiuWVKp49ot1Y0pmrpuKvWJQIAICOKLUAAKBzhkN1Y55SS8EVimcOUTL/IjWeO0+tRf9odTIAANpwoSgAAHBSiawhCpW8KEkKBoOK1NRYnAgAgPZYqQUAAAAA2BalFgAAAABgW5RaAAAAAIBtUWoBAAAAALZFqQUAAAAA2BalFgAAAABgW5RaAAAAAIBtUWoBAAAAALZFqQUAAAAA2BalFgAAAABgWy6rAwAAgJNIRpVZ8ycZibBaCq+W6cq1OhEAACmHUgsAQApyNu+Xb+t0uSO7JMWVeH+Jjo1coGhgstXRAABIKWw/BnBSiYRkmlanANJT3q775YnskKG4DEmulveVt/dhvikBAPg7lFoAHRw65NCNN/p1+eVFuvLKQs2fn8vv0UAvc7Ue6jDmjB6VET9mQRoAAFIX248BtGOa0syZPm3cmNE2tn+/U/36JXXrrRELkwHpJenK72QsT6aT82oBAPg4VmoBtLN3r1N79rR/v6ulxaE//jHTokRAemocMltxT3Hb7aQzX039rpccvB8NAMDH8ZMRQDsul+To5O0uw2D/MdCbov5Jqv3Ui/LuXy4j0aLIgJsV811udSwAAFIOpRZAO+eck9CoUXGtX+9sG8vJSeif/qnZwlRAekrkjFD9+YusjgEAQEqj1ALo4KmnQvrWtwr07rsuZWaa+tKXmnXTTZRaAAAApB5KLYAO/H5Tzz5bZ3UMAAAA4JS4UBQAAAAAwLYotQAAAAAA26LUAgAAAABsi1ILAAAAALCtLl8oKplM6p577pHf79c999yj6upqLV68WOFwWEOHDtXs2bPlcrkUi8W0bNky7dmzR7m5uZo7d66KiookSa+88opWrVolh8Oh6dOnq6SkRJJUVVWlFStWKJlMaurUqZo2bVrPPFsAAAAAQJ/S5ZXaP/zhDxo4cGDb7V/96le6+uqrtWTJEuXk5GjVqlWSpFWrViknJ0dLly7V1Vdfreeff16SdODAAa1bt06PPfaY7rvvPj3zzDNKJpNKJpN65pln9N3vfleLFi3S2rVrdeDAgW5+mgAAIGUl43K0HJSSUauTAABsqEultra2Vhs3btTUqVMlSaZpatu2bRo/frwkafLkyaqsrJQkbdiwQZMnT5YkjR8/Xlu3bpVpmqqsrNSECRPkdrtVVFSk4uJi7d69W7t371ZxcbH69esnl8ulCRMmtD0WAADo27IO/0aFGz6jwg2fV2FluXL2/dTqSNYzTWV+8Ip8W25V/tv/KmfT+1YnAoCU1qXtx88995xuvvlmNTc3S5IaGxuVnZ0tp9MpSfL7/QqFQpKkUCikQCAgSXI6ncrOzlZjY6NCoZBGjhzZ9pgfv8+J40/8/65du7rhqQEAgFTmaD2i3L0/kit6WJLkjNfKu2+5WgsuVzxvrMXprJO36z5lH3lRjmSLJCmj7n8UuvBZxXMvtDgZAKSmU5baN998U/n5+Ro2bJi2bdt2ygc0TbPDmGEYnY5/0vGdqaioUEVFhSRp4cKFCgaDp8yD3udyuZibNMOcpyfmPf1095w7tv+srdCe4IzXKRB6UYlhU7rt69hKNCTXsb+2FVpJcrUeVPDQUsUv/60lkfheTz/MeXqy87yfstS+88472rBhgzZt2qRoNKrm5mY999xzampqUiKRkNPpVCgUkt/vl3R8pbW2tlaBQECJREJNTU3yer1t4yd8/D4fH6+trZXP5+s0S3l5ucrLy9tu19TUnNmzRo8KBoPMTZphztNTb817Milt3+6S12vq3HMTPf71cHLdPefZsUzly5Ch9m9wN8Uz1Jimrymu8A4FWmo7jMci1aq16O+E1/j0w5ynp1Sb9wEDBnT52FOeU/vVr35VTz75pJYvX665c+fqwgsv1Jw5czRmzBitX79ekrR69WqVlZVJksaNG6fVq1dLktavX68xY8bIMAyVlZVp3bp1isViqq6u1uHDhzVixAgNHz5chw8fVnV1teLxuNatW9f2WACA9LZtm0uf/WxQ//RPQX3hC0HdeKNf4XDnu3lgP83FNyiePaLdWDzzHEXOud2iRNaLZw9XMrN/p+MAgM51+SN9/t4///M/a/HixXrhhRc0dOhQTZlyfJvQlClTtGzZMs2ePVter1dz586VJA0ePFiXXXaZ7rrrLjkcDs2YMUMOx/FOfcstt2j+/PlKJpO68sorNXjw4G54agAAOzNN6dvfLtD27R5JUlOT9L//69T99+dp8eJ6i9OhO5jOLIUu+oXydv+bnK0fKOn2q2HYPUp6Cq2OZh2HR41D5ipv7yNytexX0pGluHe0GoZ/z+pkAJCyDPNkJ7vawKFDh6yOgE6k2tYF9DzmPD319LxXVzt01VWFOnrU2W587NioXnuNf29W4Hu99xixemXW/lmJjH6KFlwhneR6I72BeU8/zHl6SrV5P53tx2e8UgsAQE/yek1lZXV837WzMaCvMd35ai6+3uoYAGALXfqcWgAAelt2tql/+IdWeTwflVifL6F/+ZeIhakAAECqYaUWAJCyFi6s17nnxrV6dYY8HunrX4+ovLzV6lgAACCFUGoBACnL4ZBmzYpo1ixWZwEAQOfYfgwAAAAAsC1KLQAAAADAtii1AAAAAADbotQCAAAAAGyLUgsA3SQSMbRvn1PJpNVJ+r5EQtq3z6mmJsPqKAAAwGKUWgA4S6Ypfe97eSovL9Q//mNQV11VqDVrPFbH6rNefz1DV111/O/6M58Jav78XKsjAQAAC1FqAeAs/eY3Wfr1r7O1b59LdXVO7djh1n335au52epkfU9jo6Ef/CBfb7/tVl2dU++959Zzz+XotdcyrI6GU0lGlXX4ReW+O1+u8DtWpwEA9CGUWgA4S3/4Q6ZaWtq/nL73nkvr1lG0utuf/pShffuc7caamhx6+eVsixKhK4xYvYIbv6SCd76t3P1PKFB1vbx7fmR1LABAH0GpBYCzlJXVcSwz05TPx8m13c3vTyojw+wwnpPD33Uqy937I3nCb8lQQpLkjIeU/cF/yhENWZwMANAXUGoB4CzdcUej+vWLtxsbPTqm0tKYRYn6rokTozrvvPZ/1/37JzR7dtiiROgKV/OeDmPO1kNyRd62IA0AoK9xWR0AAOzuooviWrr0mJYu9SocdmjYsLgefLBeBhfm7XZOp/SrX4X0ve/l6f33XcrPT2revEYNH56wOho+QSJjYMcxT7Hi2SMsSAMA6GsotQDQDS6/PKrLL2crZW8IBJJ64oljVsfAaWgcdo88DZvkanpbhqSk06uW4OeVzCiyOhoAoA+g1AIA8AmOHnVo2TKvqqsdmjatWVdd1coq/GlKeoKqufh3yjn4rJzNe9XU73rFfJdbHQsA0EdQagEAOIm9e526+eaA3nvv+I/LiopM3XBDk+bPb7A4mf2YLq/CQ+ZYHQMA0AdxoSgAAE7ikUfy2gqtdPzjg/70p0zV1vLj0+5c9Rvk3/wVBTd8Xr6tt8jRctDqSACAM8RKLQAAJ9FZea2pcWjfPqcCAT5GyK6cLQfk3z5LrtYPi2z4Lbma39fRca9JDo+14QAAp423mgEAltqzx6lvfStfd9xRoL/9zW11nHaGDo13GBswINnhY4VgL973l31UaD/kiuxSZvV/W5QIAHA2WKkFAFjmf/7Ho3nzCnT48PEfR3/9a6buvLNRM2dGLE523H33NWjbNre2bXMpFnOouDiuGTPCys42rY6Gs2AkOn6usaGEHPE6C9IAAM4WpRYAYJnHH89tK7SSVF/v0AsvZGvGjIhcKfATKj/f1O9/X6M//zlD77/v1Je+1KLiYrYd212k/z8rs3aVHIn6trF4xiA195tmYSoAPc2IR+R9f5HckXcUzxyk8LnfVtLjtzoWukEK/MoAAEhXx451PAumvt6hcNhQQUFqrIY6ndLnPtd6Wvf5v//zaOlSryIRQxdcENP99zeyuptCYr7LFB48U1kfvCxHvE4JT5Eah8yV6eaXW6DPMhPyv3WTMhrebBvKOPY31Vy8UqYr18Jg6A6UWgCAZfr3T2jHjvbn0RYWJpSfb98CuHmzS7ffXqAPPjj+I/Zvf8vQu++69OKLIYuT4ePC596p8DnflCMWUtJTJBlOqyMB6EGZR/8gd+OWdmPupreVc+Aphc+9y6JU6C5cKAoAcFZqax16+22X4mdw7aSHHqrXeefF5HQeL7HnnBPX3Xc3yDC6OWQvWrYst63QnrBli0c7d/I+cspxZCiZ0Z9CC6QBV+QdOcxox/GmvRakQXfjJywA4Iwkk9KddxZo7VqPGhsdGjAgofvvb9DUqV3fqjtkSEKvvXZUr72WqXDYoS9+sVl5efZdpZWkpqaOjTwcNlRT49CoURYEAgCouWiacg79Qs7YR7tmko4sNRd90cJU6C6s1AIAzsjSpQ797ndZOnzYpXDYoZ073frBD/LUenqnnyojQ5o2rUU339xk+0IrSRMntsrtbv88zj03rnHjOq4QAAB6RyJnhJr636y4p//x2+6gmou+pNZAucXJ0B1YqQUAnJGKCodisfarku++69I11wTlcknDhsX10EP1KXPBp97yjW9EtGOHS2vXZrStYH//+/XKyLA6GQCkt8Zhdysy6Ba5GzYp7h2tROYgqyOhm1BqAQBnxOvtWFYNQ9q2zSNJ2rzZowMHnHrllVpbnyN7uhwOafHieoVCDh096tCIEXE5OWUTAFJC0lOo1uBVVsdAN2P7MQDgjHznO0n169f+6lCm2b69btvm1pYt7a9unC78/qTOO49CCwBAT6PUAgDOSGmpqZ/9rE5Tpzbr059u1aBBHS9/3NpqqKEhjZZpAQBAr6PUAgDO2CWXxPTLX9bp5ZdrNXduozIzk+3+fOjQuC69lAskAQCAnsM5tQCAbvGVrzTr7bfdqqjIUDjsUHFxQj/4QYM8HquTAQCAvoxSCwDoFoYh/eAHDbrnHkPHjhkqLk6m1QWiAACANSi1AIBulZVlKisrvT7GBwAAWIdSCwAA0pqjtVq5e38kZ+thxXLOU/jcf5XpyrE6FgCgiyi1AAAgbRmxOgU23yB30y5JUmbdanka3lRt6SuSwfU0AcAOeLUGAABpy7v/ybZCe4K7cYsyav5sUSIAwOmi1AIAgLTlbN7fYcxhtsr1d0UXAJC6KLUAACBttRR9QUlHVruxhLtQLUVfsigRAOB0UWoBAEDaagl+Xs1FX1TCXShJimcMVGTgdCWyBlucDADQVVwoCgB6SChkaMsWt0aMiGvgwKTVcQB0xjBUf/5jCrcclLNpl2K5Y2W6/VanAgCcBkotAPSAxx/36vnns3XwoEuFhQlNndqiH/+4XoZhdTIAnUlkDlQic6DVMQAAZ4DtxwDQzfbtc+rZZ3N08ODx9w2PHnXqd7/L0uuvZ1icDLaUaJERj5zZfU1TuXsWqrCyXIX/9w/ybblFRuxY9+YDAMBilFoA6Ga/+12Wamqc7caamx169dWsk9wD6EQyqoLt/09FlVeqsHKy/Ju/Ike09rQeImffcuUceEruyA65m/coq/aP8m2f2UOBAQCwBqUWALrZyJExeTwdz6EdPDhhQRrYVd7uf1NW9Uq5WvbJ1XpImXX/o4Id/++0HiOztkKOZEu7MXdklxzRo90ZFQAAS1FqAaCbfeYzrRo7NtZubOTImL75zbBFiWBHnoaNMmS2G3NFdsmIn86/I7OLYwAA2NcpLxQVjUb1wAMPKB6PK5FIaPz48brhhhtUXV2txYsXKxwOa+jQoZo9e7ZcLpdisZiWLVumPXv2KDc3V3PnzlVRUZEk6ZVXXtGqVavkcDg0ffp0lZSUSJKqqqq0YsUKJZNJTZ06VdOmTevZZw0APcjplH7965B+8hOv3nnHrf79E/rOdxpVUECZwGkwnB3HHC6ZnY2fRKt/ityNW+QwW9vGYtkjlfQUdkdCAABSwilLrdvt1gMPPKDMzEzF43F9//vfV0lJiV599VVdffXVuvzyy/Xzn/9cq1at0lVXXaVVq1YpJydHS5cu1dq1a/X8889r3rx5OnDggNatW6fHHntMdXV1evDBB/X4449Lkp555hndf//9CgQCuvfee1VWVqZBgwb1+JMHgJ6Sk2Pq+99vtDoGbKw5+Fm5Iu/IkWyWJJkyFM29WHJ2/dzs8JA5MhKNyqz9i4xkVPGcEao7f1FPRQYAwBKn3H5sGIYyMzMlSYlEQolEQoZhaNu2bRo/frwkafLkyaqsrJQkbdiwQZMnT5YkjR8/Xlu3bpVpmqqsrNSECRPkdrtVVFSk4uJi7d69W7t371ZxcbH69esnl8ulCRMmtD0WAADpKnLObDUOma1obomi3jFq6n+zjl1wmoXUMNQ4/H4dvfSvqh6/VqGLfsFnsAIA+pwufU5tMpnU3XffrSNHjuizn/2s+vXrp+zsbDmdx7dA+f1+hUIhSVIoFFIgEJAkOZ1OZWdnq7GxUaFQSCNHjmx7zI/f58TxJ/5/165d3fPsAACwK8NQZMidigy50+okAACktC6VWofDoUcffVSRSEQ//vGPdfDgwZMea5odzxkzDKPT8U86vjMVFRWqqKiQJC1cuFDBYLAr8dHLXC4Xc5NmmPP0xLynH+Y8PTHv6Yc5T092nvculdoTcnJyNHr0aO3atUtNTU1KJBJyOp0KhULy+49vZwoEAqqtrVUgEFAikVBTU5O8Xm/b+Akfv8/Hx2tra+Xz+Tr9+uXl5SovL2+7XVNTczrx0UuCwSBzk2aY8/TEvKcf5jw9Me/phzlPT6k27wMGDOjysac8p7ahoUGRSETS8Sshb9myRQMHDtSYMWO0fv16SdLq1atVVlYmSRo3bpxWr14tSVq/fr3GjBkjwzBUVlamdevWKRaLqbq6WocPH9aIESM0fPhwHT58WNXV1YrH41q3bl3bYwEAAAAA8ElOuVJbV1en5cuXK5lMyjRNXXbZZRo3bpwGDRqkxYsX64UXXtDQoUM1ZcoUSdKUKVO0bNkyzZ49W16vV3PnzpUkDR48WJdddpnuuusuORwOzZgxQw7H8U59yy23aP78+Uomk7ryyis1ePDgHnzKPW/fPqfuvTdfBw86lZeX1C23RDRtWovVsQAAAACgzzHMk53sagOHDh2yOkIH8bj0+c8HtX27p20sEEjo2WdDKiuLWZis96Ta1gX0POY8PTHv6Yc5T0/Me/phztNTqs17t24/xun53//1aNeu9gvgtbVOPfWU16JEAAAAANB3UWq7WWuroWSy49Wb43ELwgAAAABAH0ep7WaTJ7dq6ND2DTYvL6mbb26yKBEAAAAA9F2U2m6WkSE9/nidxo1r1YABcZ13XkyzZzfqyitbrY4G9Fk7drj0ta/59IUvBHXrrT4dPMhLG4AUZpoy4o2SmbQ6CQD0Caf1ObXompKSuH7/+1q1tkoej2R03I0MoJvU1Dg0Y4ZP77/vbhvbs8el//7vo8rKsjAYAHQi84PfybtvuRyxWiXdfkUG3abm/l+2OhYA2BrLGT0oI4NCC/S0J5/MaVdoJWnXLpd++9tsixIBQOccLQeV9+6D8kS2yRU9Ik9ku/L2LpCz+X2rowGArVFqAdhabW3Hl7Fk0lB1dWq9vB054lBDA+9yAeks59Av5YoebjfmjFYr58AzFiUCgL4htX7rA4DT9LWvNamgINFurLg4rq98JTUuzvbuu05dc01An/1soaZOLdSsWQWKpcdHVgP4O6az8x0kpjOnl5MAQN9CqQVga6WlMc2cGdawYTEVFCQ0cmRM//qvjRowwPoLsJimNGeOTxs3ZqimxqlDh1z6r//K0sMP51odDYAFIgO+pljmkHZj8cxzFBk0w6JEANA3cKEo9Jh9+5x6/fUMjRkT14QJUc4vRo+ZMyeib3wjoupqpwYMSMjtPvV9esOhQ07t3+9sN5ZMGtqwwWNRIgBWMt0+1Y35qfLfXSBHtEZJj1/1Q+9W0hO0OhoA2BqlFj1i4cJc/cd/ZKumxqmcnKQuvjiqX/4yJA+/y6OHZGVJQ4YkTn1gL8rKSsrjMTuM830ApK947qdUW/Ki1TEAoE9h+zG63f790osvHi+0khSJOLR2bYaefppzhpBe/H5TpaUxGcZHxTY/P6kbb0yN830BAAD6AlZq0e1WrTJUXX2yLZcRa0IBFlm2rE4//GGeNm/2yOMxdeONTfryl5utjgUAANBnUGrR7T71qeOrUfX17TcCpNrWUKA3ZGRI8+c3WB0DAACgz2L7MbpdSYmpyy5rldv90ZbL88+Pac6cRgtTAYBNmaay9/9c/s03ybflX+SpW2t1IgAAUgortWlsxw6XnnzSq1hM+vrXI7r00u778Myf/7xOv/lNlv7610wNHRrXrFlh5ed3vGAOAOCT5e+8W1lH/lMOMypJ8jRU6dioR9Ra+DmLkwEAkBootWnq9dczdO+9BW3nvr7xRobuuiusGTO655xXp1O66aZm3XQT5w4CwJky4mFl1K1pK7SS5IzVKOfgM5Ra4Cxk1P5FOQefk5IxtQSmqmnQ/8/enYc3VaV/AP/eJXu6JE3LviNqGbAg7gqO8hsVUXEZZ9x3cVARcVdGZ1wQd1wAFRUHHB0REUTGDVnd2QWRpex726RtkmbPvb8/MrTElK1NcpPm+3ke/8jx5ualp7m97z3nvOdmcO9BouzF6cc56vXXrXHFnGpqJLz/vgkqB1OJiDKGEKmFEE2sli020kZEh8e49xMU/nYXjK65MNYsQv6m0cjfMErrsIioGThSm6N+X8QJANxuEcEgYDRqEBAREdWTa5ehYOPjkIJ7IEQTZ9CELT00iIqoZbDsnAwpUl3/WlRDMLrmwx0NABJvgoiyEZPaHNWmTRTr1+vi2kpKFCa0REQaEyJe2NcOh+zfXN+mQgIEEapoRijvD3B3f0LDCImym6AkznQQFD8ExQeVSS1RVuL04xz1xBO16NEjDElSIQgqOneO4NFHue0IEZHWTBUzIe2X0AKAgCgCtv6o6vspXGVTocpWjaIjyn4Rc/eEtqihLVSdXYNoiCgZOFKbo7p1i+KLLyrx5ZdGBAICBg8OwGzmgloiot8rL5fw5JP5qKqSUFwcxaOPutGlSyr33Rb+91/8NVnROxCxJN6ME2Uqy/aJMFVMhxANIGLuipqjn8uIxLG2x9OQgnuhq1sDKCFETF1Qc/SzWodFRM3ApDaHGQzAhRcGtA6DiChj1dQIuOEGOzZtaliusWmTjNmzq2C1puZBoL/kIli3T4Ds31TfFtUXo6790JR8HlEqmPZ8DOuW5yFFvQAAnW89xHA1nH2maxwZoMr5cPaZBslXDjHqQ9j6B0Dg5EWibMZvMBER0QFMmmSJS2gBoLxcxpQp5pR9pipb4Dr2VQQLTkLE2BnBvD6o7fZPRKxHp+wziZLNtPej+oR2H7luHSTf5gO8I/2i5u4I5/VmQkvUAnCkloiI6AAqKxu72RVQUZHam+BIfllGjGgRNZmqJDQJqgJBjWgQDBG1dHw0RUSHJRwGli3TYfNm6dAHE7UQ113nQ1FR/PrZ4uIorr2W+8QSHUzAcQ4UMb6ScMTctdEiTamkd32LwjW3I3/9IxADu9L62USUPhypJaJD+v57PR5+uABbt0qwWFQcd1wYb73lgsmkdWREqXX00RHccYcX771nhtMpwuFQcP31dSkuFEWU/XztboQU3ANj1VcQlACipo6oOfpFQBDSFoN183Ow7ngHYjS2u4PR+Q1cf3gTkbzeaYuBiNJDUFU1a0ve7trFJ26ZyOFwoKqqSuswKEmiUeBPfyrG2rX7rytUcf31dXjqqdiNQi71ud8vQFEAiyVrL51Jk0v9HgwCe/dKaN06Cr1e62i0k0t9Tg2a1e+qCqgRQNQd+tgkEqJ+FC8eCDmwJa7dbz8L1b2npDWWbMTvem7KtH5v27btYR/LkVoiOqhNm2Ts2vX7KccCfv01vTcoWvP7Bdx5ZyFWrdJBVYEePSIYN64aBQVMbnOBwQB07MjRWaIjJgiAkP6/F2JoL4RITUK7FK5OeyxElHpcU0tEB1VUpMBiSSz4kWv7Gj/wQAE+/9yEHTtk7NwpY948I0aMKNQ6LCIiakTU0B6KviSx3dhOg2iIKNWY1BLRQdntCk45JQRZbkhiS0qiuP1270He1fKsWpU40rB2rQ5RDt4REWUeUYa34x2IGGJJrAoZYUspars/rnFgRJQKnH5MRIc0dmwNevSI4Ntv9TCbVfztb16ceGJY67AaFQoBo0YVYOlSPQRBxWmnhfDoo25IzSzavH9Sv3+byEeDREQZyd/6UgTtZ8K4dzoUfTECxeenfW1v0ihBSIGdiBraApLx0McT5RgmtUR0SJIE3HmnF3feqXUkh3b//YWYNs0EVY1V2NywIXYD889/upt13jPPDKK8XEYoFMtiJUnFKT/ApRYAACAASURBVKeE0lnIk5po6VIdli7V4Y9/DOKoozi0TpRLFH0RfB1u0TqMZjHveAeWne9CClUhqnfA1+YK1HX8m9ZhEWUUJrVE1GIoCrBkib4+oQWASETAd98Zmn3uhx/2QKcD5s83QFWBk04KYdSo5iXKlFrRKHDLLTZ8/70BHo+IV1+NYvBgP55+mv1GRNlB8m1C3tZXIIUrAQCivxbW7eMRtP8REesxGkdHlDmY1BJRi6Ik1rRqtO1ICQJw//0e3H+/p/kno7SYPt2IefOMCIViDzlcLgmffmrCNdf4UFoa0Tg6IqJDM+96rz6h3UcKu2De9S+4ezytUVREmYerwYioxRBFoGfP36/1VdGnT0iTeEhb+ye0+9TUSPjqK65HI6LsoOhbobG9Bhqr7EyUyzhSS0QtytixsX0JV6/WQRSBvn1DGD26VuOoclNNjYAJE6zYtk3CeecFcMEFgbSuQS4tjWDmTBVAw4eaTArKyjKzyBkR0e/52l4F8573ofOV17eFTV1R1+5GDaMiyjxMaomoRbFYVEycWF2/1U5zqx5T01RVifjzn4uwfn2sUNeXXxoxZ04Ar7xSk7YYbryxDrNnG/HLLzoAAiRJRb9+IQwYEExbDEREzaHKVrh6TUH+xn9CClYgqi+Gu9soqLoCrUMjyihMaomoRWIyq63nnsurT2gBIBgUMX++AVu3SujUKT0ViM1mFdOmOfHGGxasW6fDSScFcfXVPlasJqKsEjV1RPUf3tY6DKKMxqSWiIiSbteuxKcKTqeEdevktCW1QGzkfuRIb9o+j4iIiNKPhaKIiCjpSksT1622aRNB375cz0pERETJxaSWiIiSbsQIL048MQiDIbafksMRxRVX+OBwJGF/JSIiIqL9cPoxERElncmk4uOPnZg714B162RccEEAHTumb9oxERER5Q4mtURElBKiCAwcGMTAgaw2THRAShjGilnQ+crha3UpopZuWkdERJR1mNQSJdGWLRKefTYPTqeI0tIw7rvPC7O5sW3TiYgo1wkRN4pW/hU6zxoICMO8+z3Utb0O3i73aB0aEbVkShgQZLSk7QCY1BIlye7dIq680o6tW2PbmHz7rRG//KLHtGnOlnTNICKiJMnb/Cz0npX1r6WwE+Y9H6Ku/Q1QdXYNIyOilshQNQd5W1+EGKqCorPB2+E2BFpdrHVYScFCUURJMnZsXn1Cu88vv+jw44+6A7yDiIhymezbmNAmBXdC512rQTRE1JKJoSoUbHgEes9KyMGd0HtXo6D8cUi+zVqHlhRMaomSpKoq8evk84nYsoUTIoiIKFHU0DahTdG3QsTMdbVElFzm3f+GHNwR1yaFK2DZ8aZGESUXk1qiJPnTnwLQ6eK3K2nbNoJzzmGRHCIiSuTp+iDC5h71r6OiBX7HuVAMrTSMiohaIlU4wMxBQZ/eQFLkkENIVVVVGDduHGpqaiAIAgYOHIhBgwbB6/XipZdeQmVlJYqLi3H33XfDarVCVVVMmjQJy5cvh8FgwLBhw9C1a1cAwPz58zF9+nQAwCWXXIIzzzwTALBp0yaMGzcOoVAIffr0wQ033ACBixApy1x+uR/ff6/HwoVGOJ0iOnSI4tZbPbDbuS8nERElUvTFqOo7E5Ydb0H2b4Gv1aUI2fprHRYRtUC+NlfCvOvf0AW21LdFDO3g7TBUu6CS6JBJrSRJuOaaa9C1a1f4/X48+OCD6N27N+bPn49evXphyJAhmDFjBmbMmIGrr74ay5cvx549e/DKK69gw4YNeOuttzB69Gh4vV5MmzYNY8aMAQA8+OCD6NevH6xWKyZOnIihQ4fiqKOOwtNPP40VK1agT58+Kf/HEyWTIAAvv1yLXbs82LFDRs+eYVgsrHycDq+9ZsFnn5kQCAjo3j2C556rgc3Gnz0RZT5Vzoe380itwyCiFk7VFaL62FdRsGk0xFAlFL0dnk53QzEmLoPIRoecfmyz2epHWk0mE9q1aweXy4XFixdjwIABAIABAwZg8eLFAIAlS5agf//+EAQBPXr0QF1dHaqrq7FixQr07t0bVqsVVqsVvXv3xooVK1BdXQ2/348ePXpAEAT079+//lxE2ahtWwUnnhjK+YTW4xEwdKgNAwYU4//+z4HnnrNCTcGPZMoUE155JQ+rVumxYYMOn39uwq232pL/QURERERZLFLQF84+01B50gI4+3yCkL3lzAw5ogo2FRUV2Lx5M7p3747a2lrYbLEbR5vNBrfbDQBwuVxwOBz17ykqKoLL5YLL5UJRUVF9u91ub7R93/FElN1uu82G+fON9a83b5ZhNqu4/fa6pH7Op5+aUVcX/3xu3Toddu6U0K5dNKmfRURERESZ57CT2kAggBdeeAHXX389zGbzAY9TGxmKOdD6WEEQGj3+QObMmYM5c+YAAMaMGROXPFPmkGWZfZNjft/nVVXA+vXxlxe/X8S8eXl47DFT0j/791RVRF6eDfw1TC1+13MP+zw3sd/TLLAH0m/PAIG9UNpfDLX9ZUj3hvfs89yUzf1+WEltJBLBCy+8gDPOOAMnnXQSAKCgoADV1dWw2Wyorq5Gfn4+gNhIa1VVVf17nU4nbDYb7HY71qxZU9/ucrlQWlqKoqIiOJ3OuOPt9sY3HB84cCAGDhxY/3r/z6HM4XA42Dc55vd9XlUlIhotTjguFAqjqsqZ0N4c/ftb8NNPeQgGG0Zru3QJIT/fCf4apha/67mHfZ6b2O/pI/m3omjllZD+V8xH2D0b/m2fo/boZ9MaB/s8N2Vav7dte/jrfQ+5plZVVbz++uto164dBg8eXN/er18/LFiwAACwYMECnHDCCfXtCxcuhKqqWL9+PcxmM2w2G8rKyrBy5Up4vV54vV6sXLkSZWVlsNlsMJlMWL9+PVRVxcKFC9GvX78j/TcTUQZxOBR06xaOa9PrVfTvH0r6Z912Wx1uuMGHo44Ko337CM44I4A33qhO+ucQERGlWt6mZyDvV51WVAIwOL+BGKzQLiiiLHDIkdp169Zh4cKF6NixI+677z4AwBVXXIEhQ4bgpZdewty5c+FwODByZKxyX58+fbBs2TIMHz4cer0ew4YNAwBYrVZceumleOihhwAAl112GaxWKwDg5ptvxvjx4xEKhVBWVsbKx0QtwBtv1OCuuwpRXi7/L6ENYuRIT9I/RxCAv//djVGjAEUBJCnpH0FERJQWUjhxlEwKVUEKbINiKNEgIqLsIKhHsqg1w+zatUvrEKgRmTZ1gVLvYH2uKLHEk1tPtzz8ruce9nluYr+nT/76R2Dd9W5cW8TYGZX9voIqW9IWB/s8N2Vavyd1+jERUXOIIhNaIiKiw+Hp+iCC+cdDEQ0AgIi+Dbztb05rQkuUjY5oSx8iIiIiIkoNVc6Ds88M6F3zIfu3IlB8PqcdEx0GJrVERERERJlCEBEqOgvJL61I1HIxqSUiaiZVBRYt0mPOHCNOOimEc88NsGAVERERUZowqSUiagZVBYYNK8ScOUb4fCLee0/BCSeE8d57Tuh0WkdHRERE1PKxUBQRUTMsXqzD3LmxhBYAgkERP/6ox9SpZo0jIyIiIsoNTGqJiJphwQIjvN74S2kkIuCHH/QaRURERESUW5jUEhE1wymnBGE2K3FtkqSiXz+W+CAiIiJKBya1RNRi+P0C3n3XjNGj87BpU3oqNZ12WghnnBGE0RhLbGU5ltBeeaUvLZ9PRETZS6rbCNPuqZB8W7QOhSirsVAUEbUIe/aIuOqqIqxfL0NRBHz4oRnDhnkxdGhdSj9XEIC33qrGF18YMWeOASecEMJll/lZJIqIiA5MVVGwbiSMVXMgRVyI6hzwFw+Cu8fTWkdGlJU4UktELcLjj+dj7VodFEUAAFRVSZg82QK/X0j5Z4siMGhQAC++WIsrrmBCS0REB6evXghTxWeQIi4AgBSugnnvDOhql2ocGVF2YlJLlCKKAnz6qRF33FGIcePSk1zlsl27EqcbV1YK2LKFG8YSEVFmMVV8ClGJX6YiRt0wVXyqUURE2Y3Tj4lS5G9/K8TXXxsRDIqYMUPFrFkmTJvmhNWqah1ai1RSoiS0ORwKOnSIpuXznU4R77xjhs8n4KabfGjfPj2fm06BAODzibDbE3/WRER0+MLWnlAhQkDD9VSFDqG8P2gYFVH24kgtUQqsWiVj0aJYQgsAqipg1So9xo+3ahxZyzVqlBvduoXrXxcWRnHZZf60PERYskTG4MEOjB2bjzffzMNFFxVh5kxjyj83XVQVeOyxfJx9dgkGDizG+ec7sGoVn4kSETWVr82VCFt7xbWF83shUDJEo4iIshvvSoiaKBoFXn7Ziu+/N0CvV3HjjXUYODAIAFi2TI/a2sRnRhs28CuXKh07RjFrVhXeesuC3bslXH11HcrKImn57DFjCrBtW0Pf7tkjY/x4Ky68MAChBcw6/9e/zJgyxVz/kGbvXgkjRtiwbBlnHRARNYlkhLNsKqxbX4XsW4+IpRTeTrcDIosyEDUF77CJmuieewrxyScmRCKxrGXVKh2efroGgwcHccYZQdjtUbhcDes5BUFFnz7cuzSVCgpU3HOPN+2f63QmPsBwOkUEAoDJlPZwku6rrxpmHeyzaZOEZcui6NJFo6CIiLKcKlvh6faQ1mEQtQicfkzUBG63gB9+0NcntADgckn4178sAICuXaO44AI/Cgtj6yqNRgUnnxzCTTeldnsZ0kZRUeIa06IiBcYWMgNZp0sckTUaAYtFg2CIiIiIfodJLVETeDxio9WM/f6Gr9To0W5MnerEiBEeTJhQjalTnTAY0hklpcuDD9aiY8eGqc6tW0cwbJg3K6YeRw+jntWNN9bBbo8/8Jhjwigt5fRjIiIi0h6nHxM1Qdu2UbRrF4XTGb9dTM+e4d+9jqBnT086QyMN9OsXwezZVXjnHTMCAQE33FCHdu0yu0LwzJlGTJhghcslwuFQMHKkp35N+O8NGBDCk0/W4t13LfD5BHTrFsHo0bUAitIbNBEREVEjBFVVs/ZR+65du7QOgRrhcDhQVVWldRgpt2qVjJEjC7FtmwyjUUWvXmFMnFgNkylrv1JNlit93lJs3Srh4ouLsHdvw3PNdu1iiXlx8eEn4+z33MM+z03s99zDPs9Nmdbvbdu2PexjOVJL1AQ7d4pYs0aHsWNrIIpAfr6Kdu1a3r6k1DJNnGiJS2gBYOdOGZMnmzUptEVERETUHExqiY7QU0/lYdo0MyoqJBQUKDj99ABef71G67CIDpssNz6bQK9PcyBEREREScBCUURHYNMmCR9+GEtoAaC2VsTXXxsxfXoLKXNLOWHo0Dq0axe/h2+nThFcfTWrcxMREVH2YVJLdAQ+/9yYUBwqFBLxzTdMail7tGmj4Pnna3DCCUF07x7GyScH8fLL1bDZcm89OBEREWU/Tj8mOgI9e4ZhMilxW/cAsX1pibJJ//4h9O/v1DoMIiIiombjSC3RERgwIIS+fcMQhIYRrWOPDWHoUBbXISIiIiLSAkdqiY6AIABTpjgxcaIVy5bp0LlzBMOHe5Gfn9nTNteskbFnj4STTgrBYsmsWKurBSxZokf37hF06cIRbyIiIiI6MkxqiY6QwQDccUd2jMz6/cCNN9qxYoUeHo+ATp2iuP9+Ny66KKB1aACA11+3YNIkC3bskGG3R3HaaUGMHx/bJomIiIiI6HDw1pGoBXvuuTwsXGiA2y1CVQVs2SLj+efzEMiAnLaiQsRbb8USWgBwuSR88YUJH3xg1jgyIiIiIsomTGqJWrDVq/UAhLi2HTskrFmj0yag/cyZY8Tu3fGTRcJhAfPmGTSKiIiIiOJEAyhYey8cS/4Ex9LzYdn6GqBm1jImIoDTj4latLw8JaGtsFBFmzbar13t1i0Ms1mBzxf/bK11a+1jo9y1caOEpUv1OOWUEDp04O8iEeU22293wlj13/rH43LdekCQUdfxNk3jIvo9jtQStWD33ONBu3aR+teyrOLUU4No0yYx2U23E08Mo2/fMICGJ75du0Zw113ZsV6ZWhZVBUaMKMCQIQ7cfbcNgwc7MGpUvtZhERFpRoh4oPOsjJvvJSo+GKv+q1lMRAfCkVqiFqy0NIL333fipZfy4HaLOOOMAG66yad1WABilaT/9S8nXn3VipUr9WjVKor77vOguFj7hJtyz9y5BsyebaqfOVBVJWH6dDP+/Gcfjjsucoh3ExG1QGoEgpp4/WusjUhrTGqJWrju3aMYN65G6zAaZTQC993HkVnS3qxZpoSp8LW1Ij791ITjjvNoFBURkXZUnQ0RU1dIob0NbZAQKjhRw6gOQVUAgRNRcxGTWiIiynmlpSEIggmq2jDRTq9X8Yc/hDWMiohIW9U9J6BwzR2Q/ZsAQYdQwYlwdx2ldVgJDM5vkLflRYihKig6OzydbkeweLDWYVEaMaklIqKcd801PkyfbsaqVfr6tt69Q7jgggzY/4qISCOKvhiusg8hROqgijIgZt4OBWKoEgXrH4Yc3BFrCO5AwYbH4LQeh6ipg7bBUdpwfJ6IiHKeyQR89JETt9/uwZ/+5Mfdd7vxn/+4IPPRL1FSiYFdMFR9BTG4R+tQ6AiosiUjE1oAMO+c3JDQ/o8c2gPLjokaRURa4J9rIiIiAHl5Kh5+mOtniVIlf/0omKr+Cym0F1F9K/iLL4D7qH9qHRZlO7HxdEYVpDQHQlriSC0RERERpZSu5ieY906rLzokhfbCvGcqZPcKjSOjbOdrcw0ixo5xbRFDO9R1uFWjiEgLTGqJiIiIKKXMe6dBjMbPhBCjbpj3TtcoImopFL0dNce8jGDBiQibuiKY3w81Rz8HxdBG69AojTj9mIiIiIhSKmw5GipECGjYi1yFjIilh4ZRUUsRKjwRzj6faB0GaYgjtURERESUUr42VyFsKY1rC1tL4Wv9Z40iIqKWhCO1RERERJRakgnOsg+Rt+V5yP4tiJi7wdP5noytqEtE2YVJLRHRIXi9AhYuNKB16yj69AlDELSOiIiaTVUhe3+FGKlBqOAEJldpoOoK4T7qSa3DIKIWiEktEdFBzJxpxDPP5GPrVgkWi4JevSKYPNkFi0XVOjQiaiIh4oZ91fXQeVdDiAYQMXdB7VFPI2Q7VevQiIioCbimlojoAIJB4MUX87B1qwxAQF2dhB9/NOCpp/K0Do2ImiG//FEYan+CGK2DgCh0vnLklz8GqMqh30xERBmHSS0RNVtFBfD003n4+9/zsXlzy9nsfMMGGbt2Jf571q3TaRANESWLrq48oU0K7oEU2KlBNERE1FycfkxEzbJ0qYzhw3XYskUPAPjsMxMeesiNyy/3axxZ87VuraCgQIHPF//8Lz+fozlE2UyRLAltqmyForNpEA0RETUXR2qJqFmeeaYAW7Y0VE6qqJAwcaIFSgvI+xwOBf37B6HXN/xj2rWL4J57PBpGRUTN5e04DFFdSf1rRTAgaP8jVNmqYVRERNRUhxypHT9+PJYtW4aCggK88MILAACv14uXXnoJlZWVKC4uxt133w2r1QpVVTFp0iQsX74cBoMBw4YNQ9euXQEA8+fPx/Tp0wEAl1xyCc4880wAwKZNmzBu3DiEQiH06dMHN9xwAwSWFiXKGk5n4rMxl0tEXZ2AvLzsL6b0wgu16Ns3jDlzDMjPV3HXXR506xbVOiwiaoaQfQCcvd5B3rbxEBQ/AkXnwNf2aq3DIiKiJjrkSO2ZZ56Jhx9+OK5txowZ6NWrF1555RX06tULM2bMAAAsX74ce/bswSuvvIJbb70Vb731FoBYEjxt2jSMHj0ao0ePxrRp0+D1egEAEydOxNChQ/HKK69gz549WLFiRbL/jUSUQg5HYoJXVKTAas3+hBYABAG4+mof3n23Gq+8UsOElqiFiOT3QfUfJsLV+z342l0D7tVFRJS9DpnUlpaWwmqNn46zePFiDBgwAAAwYMAALF68GACwZMkS9O/fH4IgoEePHqirq0N1dTVWrFiB3r17w2q1wmq1onfv3lixYgWqq6vh9/vRo0cPCIKA/v3715+LiLLDI4+40a1bQwLbpk0Ew4Z5eX9IRERERGnRpEJRtbW1sNlixRRsNhvcbjcAwOVyweFw1B9XVFQEl8sFl8uFoqKi+na73d5o+77jiSh79O4dwXffhfHSSwHU1Qm47ro6tG3bAhbUEhEREVFWSGr1Y1VNnG54oPWxgiA0evzBzJkzB3PmzAEAjBkzJi6BpswhyzL7JsfIsozHHzf+75VB01goffhdzz3s89zEfs897PPclM393qSktqCgANXV1bDZbKiurkZ+fj6A2EhrVVVV/XFOpxM2mw12ux1r1qypb3e5XCgtLUVRURGcTmfc8Xa7/YCfO3DgQAwcOLD+9f6fRZnD4XCwb3IM+zw3sd9zD/s8N7Hfcw/7PDdlWr+3bdv2sI9t0pY+/fr1w4IFCwAACxYswAknnFDfvnDhQqiqivXr18NsNsNms6GsrAwrV66E1+uF1+vFypUrUVZWBpvNBpPJhPXr10NVVSxcuBD9+vVrSkhEREQZz7j3UxQtG4LixQNhW30TxFCl1iERERFlvUOO1I4dOxZr1qyBx+PBbbfdhssvvxxDhgzBSy+9hLlz58LhcGDkyJEAgD59+mDZsmUYPnw49Ho9hg0bBgCwWq249NJL8dBDDwEALrvssvriUzfffDPGjx+PUCiEsrIy9OnTJ1X/ViIiIs3oan5EQfkoSOHYDCVd3W+QgrtR1Xc2K+8SERE1g6Ae6cLWDLJr1y6tQ6BGZNrUBUq9bO/zSAR49VUrfv5ZD6tVxfDhHvTqFdE6rIyX7f2ebrZVN8Pk/DyuTRGNcB43FeGC4zWK6siwz3MT+z33sM9zU6b1+5FMP05qoSgiomw0bJgNX3xhRDQaGy1bvlyHt95yoayMiS0lkRpOaBKUCISoT4NgiIiIWo4mraklouwRDgMPPZSPs88uxtlnF+Phh/MRYa5Wb+dOET/9pK9PaAFg924Zr76ap2FU1BL5W10MRbTEtUXMXREqPFmjiIiIiFoGjtQStXCPPFKADz4wQ1FiSduGDTKiUQHPPFOrcWSZoaJCgtuduJ7R4+EzP0quQKsh8Nath6lqNoRIHRRDa9Qc9SQg6rQOjYiIKKsxqSVq4X76SV+f0AJANCrgp5/0GkaUWUpLw+jYMYry8oYkVhBU9OkT0jAqyjY+n4Bx46xYs0bGUUdFcOedXuTlJZas8Ha9H97OIyEofqgyZwMQERElA5NaohausVJwipL+ODKVwQA89JAbo0fnY8sWGfn5Co4/Pox77vFoHRpliXAY+MtfirBsWexh0VdfAd9+a8D06VUwGht5gyhDFZnQEhERJQuTWqIWrnfvMDZu3H96o4rjjkssWJPLzj03iDPPrMQvv+hRXBxFly5RrUOiLPLJJyb88kv8FOJVq3R4/30zbryRRaCIiIhSjUktUQv33HO1iEaBlStjo0hlZSE8+2yNxlFlHqMROPFETjmmI7d6tQ6RSPy6bEUR8OuvXCtLRESUDkxqiVo4k0nFhAk19VOORdY/Ikqqiy7y46OPzHC7G75cZrOCCy/0axgVEbVIShDGqi8BVUHAcQ4gmbSOiCgjMKklyhFMZolS4/jjwxgyxI///teIqioJRUVRDBwYQP/+HPknouSRvGthX3MbZN8mACoipi6oPvYVRPLLtA6NSHNMaomIiJrp6adrMXSoF4sX69G3bwjdunFdNhElV2H536Hzbah/rfNvREH5P+DsO0PDqIgyA5NaIiKiJOjcOYrOnTnlmIhSQwrubrxNVQEhcb91olzCCYlERERERBkuKhcmtCm6Qia0RGBSS5QWGzdKmDDBgkWL9I3uG0tERER0MHXtb0JUV1T/OirbUNfmGg0jIsocnH5MlGJPPJGPjz4ywemUYDYrOP74ECZPdkGv1zoyIiIiyhaBVhcjYuoK646JgKqgrv2NCBf00zosoozApJYohbZvl/Dxx7GEFgB8PhHffWfApEkWDB1ap3F0RERElE0i+cehpvQ1rcMgyjicfkyUQvPnG1BZKcW1KYqAn3/OzGHabdsk3HSTDYMHO3DddTasXy8d+k1ERERERBriSC1RCvXuHUJ+vgK3O/75UZcuEY0iOjCfT8C119qxYYOuvq28XIdZs6pgtysaRkZEREREdGAcqSVKoeOOi+DUU4PQ6xuqQ5WWhnDnnV4No2rce++ZsGFD/HOuLVtkvPmmRaOIiIiIiIgOjSO1RCn25pvVmDbNhHnzjOjWLYLbbvMiLy/zSiBPmWIBkLgtgNMpIhqNbYMn84pBRERERBmGt6hEKSZJwF/+4sdf/uLXOpQD2r1bRG1t4sQNWVawZ4+I/v1LoCjAsceG8fLLNRmZlO8TiQDl5TJKShROm6acI3t+Qd7m5yBFahExdoC7+z+h6B1ah0VERJRSTGqJCC6XCL8/cZTWYFAxb54Rqhr7f9u2yRgxAnj77ep0h3hYvv7agNGj87Fzp4SCAgWnnRbEiy/WQuRCC8oBUmAn7KtvgRzcAQDQu5dC9m1EVd/PALEZf+5VFbL3V0CQgaLTkhQtERFR8vBWj4hwzDERdOgQjWsTBBUGA+oT2n3WrNEhknl1ruD3A48/no/163WoqxOxa5eMmTPNeOcds9ahEaWFdesr9QntPrq6tTA45zT5nJJ/KxxLz4Nj+cVwLL8I8rwBEEOVzQ2ViIgoqZjUEhEkCRg9uhbHHBOGxaKgpCSK884LoFWraMKxoggIiYO6mluyRI8tW+JHo0IhAfPnGzWKiCi9xEhtQpughiGFKpp8zsJ190LvXQVR8UGMeiG6fkLB2nubEyYREVHScfoxtRjbt0v4+GMTunSJ4PzzAyxqdIROPjmEr76qxLp1Mux2Ba1bK3j88XyUl+sQDseyWEFQcfzxIUgZuH2tw6HAYlHh8cRn3BZL5q7/JUomX+vLIe9LGgAAIABJREFUoXfNgxRtqK4eMbSDv2Rw006oRiH5tyU0y/4tTYyQiIgoNXjbTy3CuHEWvPWWFRUVEvR6FW+8EcYHHzhRUMCE5khIElBa2jC3eNQoNwBg0SI9FEXA8ceH8MQTiaNBmeDYYyPo3TuM774z1Le1bh3B8OEeDaMiSp9g0Vnwtb0WxsrZkMI1iBpK4Ol0F1SdvYlnFKFKidP3G2sjIiLSEpNaynput4ApUyyoqIgNH4ZCAlau1GPMmDw8/bRb4+iymygCjz6aPT/Dd9914ckn87B2rQ5Wq4I77/SiZ88MXABMlCKebo/A22kExNBeRI0dAFHX9JMJAvzF50PavgOi4gMAqLoC+FtflqRoiYiIkoNJLWW9det02LUrcT7spk3NuJmjrGQ2qxg9OnuScK2tXy9j6VIdTj45hC5dEtdPU3ZSZQuicteknMvb5V5Eje1hqpgJQIR09C2oM56ZlHMTERElC5NaynqdO0dQUhLF7t3xv86NFTnSktst4LPPTMjPV3DOOQHomHOTRlQVuOuuAsyda0R1tYSioijOP9/PmQ3UKH+bv8Lf5q8AAIfDAVRVaRwRERFRPFY/pqxXXBxLEs1mpb6te/cwHnggc27Q58wx4JxzinHffYW4/XYbzjuvGDt38utH2pg3z4DPPzehujo2w8HplDBjhhnLlvFJC6WPGNwDnecXQAlpHQoREWU5jtRSi/Dkk24MHBjExx+b0K5dFLfd5oXNlhlFohQFePbZfGzbFvu6RSICfvtNh1GjCjBpUrXG0VEumjXLCJ8v/qGK2y1i1iwj+vYNaxQV5Qw1isLfhsNQ8wOESC2ixvZwd3kAweJBWkdGRERZikltC6AowBdfGLFggQGnnx7E+ecHIObYIKAgAH/8YxB//GNQ61DiuN0CJkywYvPmxDW/ja0DJkqHnj3DEEUVitKw/ZFer6JXLya0lHqW7W/CVPEZBMSKuIm+cuRvehqV9j8Ckknj6Igo1whhFwQlAsVQonUo1AxMarOcogDXX2/Dd98ZEAiI+OgjEz74IIQpU1wZuZdoqrlcAh58sBAbN8owmxVccYUPV17p1ySW9esl3HST/YAFq7jdEGnlqqt8mD7djJUr9f9rUdG7dwgXXhjQNC7KDYaab+sT2n1k/xboa5ciZD9do6iIKNcIUR9sa/4G2bMaghpFxNwV1aUToBhaaR0aNQGT2iz31VeG+oQWAIJBET/8oMfs2cacu0FVVeDGG+1YvLhhn9KNG3UoKlJwzjlBVFWJePLJPOzYIaN16ygeftiNtm2Vg5yxeZ54ouCACW2bNhGMGMH9U1sCl0vEU0/lYetWGcXFUTz8sAcdOmRWkbLfM5mAqVOdeO01KzZskNGzZxh/+1sdZP5FoDRQpbxG23gj2UAM7oFl+5sQ1DDq2t+CqKmj1iERtTgF6x+E0Tmn/rVUW4nC34bDVfahhlFRU/EWJsstWtSQ0O4TColYtMiQc0nthg0y1q2LTyJra0U8+WQ+pk6NYOlSPSorG4avV6/WYdasKuTlpWbEtLIycQ64Xq/gvPMCuPLKOnzyiRmTJ1vw17/6cOaZmTVtmg5PKARccYUdq1fr69t+/VWHmTOrMmZN94FYrSoefJAPVtJJDDlh3fYqpOAu+Iv+D4FWlwJCjq0VAeDpdBd07iWQg7sBACqAUH4ZIpajtA0sQ+hd36Fw3d2QgzsBAMbK2XB3ewyBVhdpHBlRy6Lzrklok/2bgKifSyGyUO79NW1hzjgjCKMxfrRRr1dwxhnaJUlLlwoYPToPs2YZEU3jgFUwKCASSWzftEnGF1+YEpLMDRtkTJpkSVk8DkfiKHDnzlFcd50XI0fa8P77FsyaZcJtt9nw3HPWlMVBqfPpp0asXRv/IGXjRh3efJP9SfHE4F4ULb8Y1h0TYaqcjcJ196Pwt+Fah6WJiPVYuP7wNvxF5yBYeAq87W+F6w/vaB1Wxsjb+nx9QgsAcmgvrNsnaBgRUcukivrERkEPCBzzy0ZMarPcn/4UxGmnNSS2BoOCU04J4fzzkzNKu2CBHpddVoRzz3XglltsjY4+7u/hh/MxaJCMcePyMHx4IS67rAj+NC1p7dkzjC5dfp/VqgD2FcMRfvf/BGzfnrqFx4884kbnzg3xFBdHcf31dXj55Xzs3NlwwfR4RMycaU7bz+lQysslXHONDeee68AVV9jxyy+8uB/Itm0yIpHf/14BO3fm4IJ2Oqi8zc9C599Y/1pUQzBUL4Tk36phVNqJ5B2H6l7vwFk2DZ7ujwGSUeuQMoYYciW2hV2A0shTWyJqMr/jfCiiuf61ChlB26mAyO3tshHvVrOcKALvvluNL74wYOFCA04/PYRBg5JT/XjNGhkjRthQURG7QV+1Cti+XcJ//1vV6Pk3b5bw2Wcm1NTEbvJDIRE//6zHxIlWDB/ubX5AhyCKwLhx1bj33kLs3Cmhrk6A233g5EIQVFRXC1DVWPXkZDv22Ag++6wS77xjQXW1iBtuqEO3blFMnWpOOLa2VoDTKaF9e23XYnq9Am66yY7y8oYL+pYtMj79tArFxQ0jzxs3SnjhhTxUV4soKwvjySe1iFZ7l13mx+TJlrhp7Xl5Ci6/3KdhVJQOkQgwfrwVP/6oh9WqYsQID0pLD5x0SKG9iW1hJ+S6ckRNnVIZKmUZRe8A/OWJbSJv2YiSqa7T7YBkhLHiM0CNIlR4Cjxd79c6LGoiXiFbAFEEBg0KYtCg5E45HjfOWp/Q7rN+vYxvv9Wjf/9QwvHff2+A0/n7JFLAypXpe+J11FFRzJzpRF2dgGXLZNx8sx1e7/4xNYzcqqqARYuM+O47PU4/PfHfkww2m4p77olP6Nu3j2LFivjjSkqiaNNG++JCH3xgQnl5/GVh2zYZb7xhwahRsfWXW7dKuOqqImzfHjtu0SIDfvtNxbvvpjta7XXsGNsTefJkC3bvFlFSouD88wMp+32izHH77YX4/HMTotHY9WTZMh3eeceF3r0bT2zD1p4wuubFtUUM7REq6JPyWCm71HZ9CPbfhkMOxEbxI4Z28HS8S+OoiFqmuvY3oa79TVqHQUnA6cd0QIFA4vBlKCTA7W781+b440MoLExMzHr0SP+UKYtFxemnh3HeeYH6mPR6Bb+fguz1ivjkk/QWA3jiiVr07BmCThcrJNShQwR33+3JiC2YampEJE7TRlyfv/hiXn1CC8QeDvz8s4Bff83NZ2S33VaHr76qxCefOPHFF5V49FG31iFRiu3cKeKnnwz1CS0A7N4t4+WXE6v67uPpNALBgpOhiLHrTVTfCnVtr4Gqs6c8XsoukYJ+qDx+NtxdHoC70whU9f0MweJztA6LiCij5eZdKB2Wyy7zYdEiPerqGrKtzp0jOPvsxkeEjzkmgjPPDOLLL03w+wUIgopevcK4/fbUTT2uqxPwj3/kY+1aHcxmBUOHenHWWbFRMkEAxo6txZo1dfj+ez3cbgFjx+bH3YgKgoqjjkpv0l1SouC//63C118b4XSKGDzYj8LC1FbKnTjRgo8/NsHnE9C5cxTPP1+DkpLEQlZXXeXDhx+asXt3w6XBbo+tBd4nlvjGq60VsG2bhJ49c3PNl9WqoqwsrHUYlCYVFRJqaw/+8CeBZIKzbBr01d9C9m1AoPg8KIY2KYySspmqs8HbKTcLiRERNQWTWjqg884L4pdffPjsMyM8HhElJVH8/e9umEwHTsBee60GP/6ow3/+E0ZpaRjXXlsHUwoHQm+4wYbvvmsoMLJunQ6vv+7CySc3JBilpRGUlkYQCgFz5piwcmVDtbtjj43g2mvTv/5RloHzzkvPlkszZhjxwgtWeDyxhxMbN+pw4412zJpVlbCWuG1bBQ884MHrr1vhdIqw2RRcc01d3FpBnU5BfAEuoF07Faedlvwpt6EQ8PrrVixZokdJSRT33ONBmzap21uY6HCUlobRsWMU5eUNSawgqCgrO8R3QBAQsp+BkP2MFEdIWU8JQYjWQZULU1P0gYiohWFSSwf1wAMejBjhQW2tiOJi5YB/W1UVmDvXgNmzjTj5ZAHPPFMDY4qLWZaXy1i1Kr4ce2WlhDfesOLkk6sTjtfrgf/8x4kXXsjDxo0yOnaM4N57PTCbM3s/0eaaOtVcn9DuU14uY/16GUcfnTiy+uc/+3HJJf76pFa335LoQAD/2ws4/hehTRsV+fnJ/zneeKMdCxYYoCixz/vxRwOmTatC69ZMbEk7ej3QqVMEW7bIiEQASYotv7j3Xu77S82kqsjbNBrGqi8gRr2IGtqipvuTiHDtNRHRQTGppUMyGNDoVNX9DR9eiM8/N8LvFzFtmop333Xgo4+csFhSlzDW1gqNboPT2FrgffLzVfzzn6lb8+jxCPj8cyNsNgVnnRXMiHWyaiNdoCg46B7CktR4n2/fLqOqKvEfJafgSrJqlYylS/X1CS0AbN4s48UX8/Dss7XNOvdPP+nx7LN5cDpFOBwKHnjAjRNO4PRhOjyTJpnx7beG+u2cotFY5XAdd4Gg5lBVWLa+BsuOdyCqsZk8UqgCtnUjUdnvq7htRmTvbygo/wfE0F4ociE8nYYjVHSWVpGTGoXetQBSqBIBxzlQdYVaR0SUc1goiprtt99kzJ1rgN8f+3WKRmMVjydMsKT0c3v3DqNLl/jMTK9XceaZya0Cfbi++sqAP/2pGHffXYhbbrFh0CAHKiq0/4pddJEfFkt8gtqtWwTHHnvk61/btYvCbk9MdouLmxzeAW3cKDe6RrG5P9PKShF33VWIH380YMMGHX74wYDhw21wubTvK8oOX39tRDAY//uyaZOMVauY1VLTiKEqFC2/CPlbnqtPaPeRfZuhr11S/1qI+mD7dSgMNd9C59sAg3sxCtfdD8m3pdlxCBEPCtbdh6LlF8O26jrIntXNPmdLJ4RdcCy7APbVN8O2biSKl54L496ZWodFlHN4F0fN9vPPetTUJG7ls3Ztam/wdDrgmWdilYRttijat4/g0kt9uOWWukO/OckUBXj22Xxs2yYDEBAOi1i9Wo9RowrSHsvv/fWvftx2mxdHHx1Ghw4RnHZaAG++Wd2kZVpms4pLL/WhoKAhse3cOYKnnkp+gaj+/UNo0yb+vIKg4uSTD/3QQlWBBQv0GDMmDz//rIsbrX77bUtc9WYgtm3RpEmJ+wcT1dbGitFde60dTzyRB49HaHRmgsGAFr+UgVKnYN29MLiXQkDiFBpV1EGVGq5Ppr0fQ/ZvijtGDu2GZfuE5gWhqrD/cjUsu9+HofZnmJxzYF99Y1KS5ZasoPwf0HtWQlRjf5vkwHbkbR0LKJz9Q5lL8m1C3sbRMO/8FxBtZNpjFuL0Yzqo5ctj0z09HhFdu0bw2GNuFBTE37iddloQdnsULlf8frC9e6f+gn7iiSF8+WUVtm2TYLMpKVnXeTj27BEbHUHcsSMD5h8DGDnSi5EjvVCU2L7GzT3X6acHMXmyBW3aRHHbbXU4+mg7qqqSE+s+druCoiIFu3c3FKUSBMDjOfg/IBqNFRD74QcDfD4RkyaZcdZZQYwfXwNBiK0Lbkwo1PRiLFu3SpgwwYJwWMBNN8UX1qLs5fcDf/lLUf3a/W++MeKHHwy46y4Pli/Xobq64ft99NHhtFdSz3RicC90ntUI5/WEYmitdTgZTfZtPuD/i1iOQTivd0ODEoCAxL91gtq8v7m6mh+h8/4aH1dwJ6xbxwId32vWuZtNCUPn/RWKzo6oqaO2sfyO7N+S0CYF90AKbEXU3D39AREdgmXb67BunwApXAUVIsy7JsPV699QjNl9neZILR3Qxo0Sbr3VjrlzTVi82IAPP7TgmmuKEtZodu8exbnnBpCXFxu90+tVnHBCCLfckrqtfPYnCECnTlHNElogloA19vn5+ZlV0Ki5CS0AvPCCFffdV4gfftDj++8N2LYtNZeRQGDfFikNyaaiCJg37+AVyD791IiFC2MJLQB4vRLmzjXgxx9jMwduvtmH1q3jk482bSK47rqmjfAvWKDHpZcWYcoUK/7zHwv++tcivP9+evc+ptR4/30zfv01fsbJ6tU6uFwiHn/cjRNOCKJnzxAuvNCHSZNcGkWZmfLLH4dj6SAUrb4WxUsHIX/Do1qHlNFUKfGaoQgG+IvOh6vXv+IqIPtb/RkRY3xiF9UVoa79zc2KQQrthagkjtiIEW333ta7FqJ4yf+haMUlcCw7H/ZfrgMUbZYZNSYqJ66fVXSFUPStNIiG6OCEqA+WXe9BCsdGIgQo0NetRf6mJzSOrPmY1NIBvfxyHnbtih/MX7NGxk8/JU4rfu65Wrz3nhO33OLBxIkRTJvmTOlWPpnGaAQuuMAHq7Vh6libNhGMGJGexH5/igI880weBg924IILHHjxRWujxaKa4rPPjHjjDQvKy3XYs0fGihV6jBhhQyj5u/lAUYRGi1lFDjEYNm+eEeFw/KXN65XwzTexZLh9+ygee8yNXr1CaNs2gl69QvjnP2vRtm3THkCMHZsXt6+v0ylh0iRL0n7mpJ3fftPFFSoDYjUDfvtNh0su8WPGDCe++qoKEybUpHyv6Wwiu1fCvPsDyKE9AGLJknnPR9DV/KxNQKoCY8VnKFxzByxbX4MQTf82bofib3UpolJe/WtFNMPb4W+o7vUmFL097lhVV4iaHmMQyitDxNAWIWtPuLs8iIi1tFkxBIvOSkiWFdEIf/F5h3yvafd/ULRsCBxLzkXB2rshRJK0DEiJoKD8H9D5NkBUgpDCLhhc3yBv0zPJOX8SeDqPRMTQrv61IpoRcJwLVc47yLuItCH5N0MM7U1sD+7SIJrk4vRjOiCvN3E6pt8vYO9eCUDiNKd+/cLo1y8Mh8OQ9Kmo2eCBB7w4/vgwpk41w2JRcMcdXnTrdpASwyny2GP5mDIlNhUWAH79VYbfL+CRR5q/3ci0aSbU1cVPqd68Wcb8+RH07dvs08cxm1UcdVQEO3c2XKYEQcXxx4fg9wOTJ1vwyy86nH56EH/+s79+neMJJ4Qwc6apvjItAJhMCk48sSHzvvDCAC64IIBwOLY2uznbQNbUJD4brKkREQggpx7stEQXX+zDrFkmeL0NfVxQoODii1vG+qNUMe+dBjEaP7onRt0w752G2sIT0x5P4ZphMDq/hqgEoAIwVc6Cs2xaRiUddR1ugaJzwLR3KqCq8JcMhr/t1Qc8PmQfgCr7AEAJAUIzL2L/o8r5cHd5AHlbX4IY2A1VV4ig/Y8ItLoM1oO8z7h3BgrKH4cYjVWl13tXQQpWwHXcv5sdk+xbDzGwI65NgAq9Z2Wzz50skfwyOI/7CNZtr0KM1MLX6mIEiwdpHRZRo6LGTlD0DoiBbXHtir5Eo4iSJ2OS2hUrVmDSpElQFAVnn302hgwZonVITVJRIWL8eCuqqwVcfbUvq7cJGTTIjwULDAgEGm7oOnWK4uyzM2faT6YZODCIgQO1/fksWmSoT2gBIBgUMW+eMSlJbWNbluh0KiwWoKZGwOTJFtTVCbj22jq0a9f8qdevvVaNO++0YcMGGZIE9OsXwkMPuXH55Q4sX66DqgqYPduE2bNNmDLFBUEA/vIXH6ZPN2HpUj2iUQE6XWw6/O/7RRBi+402V0lJFOvXx/9gHA4l5fs0p1ptrYCpU2NZ+eWX+xPW0ueCU08NY8gQP7780ojKSgklJVEMHuxHnz7Ze11Ph4ilB1RIcUWPVIgIm3ukPRbZuwbG6oUQldhiegGA3rsa1q2vwdPtobTHczD+1hfD3/riI3uTeOQXMTFUCfPuD6HoCuFrdSmw39TnQKshCBQPguwrR9TQGqrOfpAzxZh3f1Cf0O6j866GGNgFxdj2iOPbn6IrAmQrEIof+d2/cFYmiJo7ofaY5w9+kBKCsWIm5MAO+Ftfjqix3cGPJ0oBVbbC1+oyWHa+AylSAwAIm7rB3XWUxpE1X0YktYqi4O2338aoUaNQVFSEhx56CP369UP79u21Du2I/PqrjJtvtv+vAi7w9dcmDB3qxV13pX8KajJcemkAy5b58M03RtTWimjdOop773XDas29m9tsoaqNFzxK1vTgW27x4qef9HA6G0Zre/SIwGQScP75xdiyJfa7P22aCaNGuXHxxQeoynSYbDYV773ngt8f2ztXrwfeeMNSn9ACQDgs4Kef9Fi4UI8BA0LQ64EPP3Ti/ffNWLpUjzPOCOKSS/xJWU/cmH/8w42hQyVs2iRDVQV07BjB/fe7kzFwopmff9ZjxIgCbN0aS9bffdeCsWNrsvohXVMIQqzC+h13eLFypQ59+oSS8rCmpfO1vhzmXf+G3ruqvi1iORa+tlelPRa9eznESOK+1rK/PO2xZALj3k+Qv2k05OAuqBBh2fE2XL3eRdTUqeEgUX9EU5kFNXFNiKCEISjNn+atGFohWHAiTJX/rX9IEtWVwNvxjmafO53EUBXsK6+Erm4tBERh2TUF3g63o67DTVqHRjnI2+UeBIrOgmXXvxE1tEFd+5uh6rTfraO5MiKpLS8vR+vWrdGqVWxR/amnnorFixdnXVI7ZkxefUILALW1IqZNM+HWW71ZOQ1REIDRo92orfWgokJCly6RRreyoMwhCLEqrFu3xndUU/akbcyJJ4bx1FO1ePttCzweER07RjBmTC3uvbcEW7Y0ZI179sgYP96Kiy4KJCWZ3P/788svDQntPj6fiCVLYkktEEt+r7/eh+uvT/3auWOPjeDzz6vw8ccm+P2xUU2bLbsf/Dz1VF59QgsAW7bo8NRT+Zgxw6lhVNrp0CGKDh3Sv5Qga4kGOI/7EHlbnofs24yIqRM8Xe6NGxFMl2DhaYjqiiCFG353VQgI5/VJeyyaU6OwbnsN8v/WzglQoPOtR/6GR1Hd+19NPm3Qdhr0tUsh7LcsKWLqhKipW7NDBoCaY19DxPwy9LU/Q5VM8Ha4HeHCE5Jy7nTJ3/gE9HUNlaWl0F5Ydk2Cr+2VjRYJI0q1SH4f1Oa3rOtgRqQoLpcLRUVF9a+LioqwYcMGDSNqmv23d2hoE1FRIaFTp+y9ISooUFFQwK0qssVLL9Vg2DAB69bJEMVY0vX88zVJO/8FF8TWo+6voiLxOJdLhNcrJL0q9YABQcyebYqbYl1QoGDgwOaNCjeHxaLi2mszr/hMU1VWJl7LKioyY3sqyg6qrgDuo7Svphk1d4a/5CKY9k6HFKmBIhoRziuDt5mVgrORGKqEFEoseCE1UjTmSHg7jYAU3A199XcQFT8ixg6oOfqlpKzzBQCIMrxd7knOuTQiBbYntInBvZB8GxHJ+4MGERG1PBmR1KqNlAkVGrkYzpkzB3PmzAEAjBkzBg6HI+WxHYlOnSQsXx7f1rq1gN69bY2uRWypZFnOuL7JJQ4H8NVXQHW1AkEACgtFAEWHfF9zlJQkfl+Li0V07lyU9Gm/Q4cCX36pYtEioK5OQGGhigsvVHH22YnbKlDTFBeL2Lo1vq2kREz4XvO7nnuyss8dE6DU/A3qjk+g2vpAaDsYDiEHN39Q8iEYHUA4PrGVza0O2aeH7PfiSVCjfkQjPgiGItiSEW8LIlnbAr+fBW9shcL2fYAMnfaZld91arZs7veMSGqLiorgdDZMDXI6nbDZEi+JAwcOxMCBA+tfV2VYid2HHxaxdq0dGzboEI0KaNMmgltu8aC2NrcqZTocjozrm1z2/+3dXWxUZR7H8d9MWyhloHQKbZcuKC31ohiE2sZKFGiKmhAuTFPJoolBoqxbkABLotwovpCYSIVkW0MTCYtcEIyhssZETERArMRibdUSkFaUBkvH6WCZ6Yudl2cvGmZ56QDDCjNn5vu5mpycSZ7D7/wP/Z/zzHPuRBSvvTZFHR228PT7nJygVqy4KI/n9pz7774rffHFGB0/PkaVlUO6775AUq64fbs891y6zp7NDD+dzc0N6Nln++R2X7nYFrWefKyb+VQpb9XIx97kfafw+Jylcgz+SymBC5KkwNhp8vx1nQI3yDSq3L1WPD9ur5T8fyrb06rUwTOSpFDKBPVnL5a3zy8pPv+9rFvr+H/EW+5Tp978YnNx0dQWFhaqu7tbLpdLTqdTTU1NWrNmTayHFbX8/JA+/titDz8cJ7c7RU88MaDcXBYVQeIrKzP66KNe7dgxXj6fTStW9GvGjNs35d5mk+bPH9b8+bfhBbnQkiVDKi72a/v2kRd5PP+8TwUF1v0JBYAR/dP+rj8yyzX+3L9lUifKN/0fCo3Ni/WwEl4wY4bcc/+j8V3blfLHefX/5W/yZ82L9bCAhGIzo839jYGWlhbt2rVLoVBIFRUVqqqquuF3fv3V+i8KTkTxdpcHtx+ZJydyTz5knpzIPfmQeXKKt9wt96RWkkpKSlRSUhLrYQAAAAAALCQJV0oAAAAAACQKmloAAAAAgGXR1AIAAAAALIumFgAAAABgWTS1AAAAAADLoqkFAAAAAFgWTS0AAAAAwLJoagEAAAAAlkVTCwAAAACwLJpaAAAAAIBl0dQCAAAAACyLphYAAAAAYFk0tQAAAAAAy6KpBQAAAABYFk0tAAAAAMCyaGoBAAAAAJZFUwsAAAAAsCybMcbEehAAAAAAANwKntTiT/fSSy/Fegi4w8g8OZF78iHz5ETuyYfMk5OVc6epBQAAAABYFk0tAAAAAMCyUjZt2rQp1oNA4ikoKIj1EHCHkXlyIvfkQ+bJidyTD5knJ6vmzkJRAAAAAADLYvoxAAAAAMCyUmM9AFjPqlWrlJ6eLrvdrpSUFL355pvy+XzaunWrfvvtN02ZMkXr1q2Tw+GQMUY7d+7Ut99+q7Fjx6qmpsay0xqSzTvvvKOWlhZlZmaqtrZWkm4p50OHDmnfvn2SpKqqKi1cuDBWh4QbGC3z999/X5999pkmTpwoSVq2bJlKSkokSY2NjTp48KDsdrueeeYZzZkzR5LU2tqqnTt3KhQKqbKyUo8//nhsDgg35Ha7VV/tzEiPAAAGvUlEQVRfr99//102m02LFi3S4sWLqfUEFyl36j1xDQ8P65VXXlEgEFAwGFR5ebmWLl0ql8ulbdu2yefzacaMGXrhhReUmpoqv9+vuro6/fTTT5owYYLWrl2rnJwcSZHPBcSfSLnX19frxIkTysjIkDTyt/3dd99t7Wu8AaJUU1Nj+vr6rti2e/du09jYaIwxprGx0ezevdsYY8w333xjNm/ebEKhkDl16pTZuHHjHR8vbk17e7vp7Ow069evD2+LNmev12tWrVplvF7vFZ8Rn0bLfO/evWb//v3X7NvV1WU2bNhghoeHTU9Pj1m9erUJBoMmGAya1atXm/Pnzxu/3282bNhgurq67uRhIAoej8d0dnYaY4wZGBgwa9asMV1dXdR6gouUO/WeuEKhkBkcHDTGGOP3+83GjRvNqVOnTG1trTl69KgxxpiGhgZz4MABY4wxn3zyiWloaDDGGHP06FHz9ttvG2MinwuIT5Fyr6urM1999dU1+1v5Gs/0Y/wpmpubtWDBAknSggUL1NzcLEk6fvy45s+fL5vNpnvuuUf9/f26cOFCLIeKm1RcXCyHw3HFtmhzbm1t1ezZs+VwOORwODR79my1trbe8WPBzRkt80iam5s1b948paWlKScnR3l5eero6FBHR4fy8vKUm5ur1NRUzZs3L3yeIP5kZWWF78KPGzdO+fn58ng81HqCi5R7JNS79dlsNqWnp0uSgsGggsGgbDab2tvbVV5eLklauHDhFbV+6UlceXm5fvjhBxljIp4LiE+Rco/Eytd4ph/jlmzevFmS9Mgjj2jRokXq6+tTVlaWpJH/LC9evChJ8ng8mjx5cvh72dnZ8ng84X1hLdHm7PF4lJ2dHd7udDqv+4cT4tOBAwd05MgRFRQU6Omnn5bD4ZDH41FRUVF4n8uzvTzz7OxsnT59+o6PGdFzuVw6c+aMZs6cSa0nkctzP3nyJPWewEKhkF588UWdP39ejz32mHJzc5WRkaGUlBRJV+Z6eU2npKQoIyNDXq/3uucC4tPVuRcVFenTTz/Vnj179MEHH+j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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vamos a RECORTAR los datos en la zona donde se concentran más los puntos\n", "# esto es en el eje X: entre 0 y 3.500\n", "# y en el eje Y: entre 0 y 80.000\n", "filtered_data = data[(data['Word count'] <= 3500) & (data['# Shares'] <= 80000)]\n", "\n", "f1 = filtered_data['Word count'].values\n", "f2 = filtered_data['# Shares'].values\n", "\n", "# Vamos a pintar en colores los puntos por debajo y por encima de la media de Cantidad de Palabras\n", "asignar=[]\n", "for index, row in filtered_data.iterrows():\n", " if(row['Word count']>1808):\n", " asignar.append(colores[0])\n", " else:\n", " asignar.append(colores[1])\n", " \n", "plt.scatter(f1, f2, c=asignar, s=tamanios[0])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:51.024042Z", "start_time": "2018-05-06T15:28:50.967169Z" } }, "outputs": [ { "data": { "text/html": [ "
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Word count# of Links# of comments# Images videoElapsed days# Shares
count148.000000148.000000121.000000148.000000148.000000148.000000
mean1640.2094595.7432437.2561983.33108191.55405420545.648649
std821.9753656.0644186.3462972.70647691.14392319933.865031
min250.0000000.0000000.0000001.0000001.0000000.000000
25%971.0000003.0000002.0000001.00000028.7500002750.000000
50%1536.0000005.0000006.0000003.00000060.00000015836.000000
75%2335.7500007.00000011.0000004.000000110.50000034177.500000
max3485.00000049.00000030.00000022.000000349.00000077000.000000
\n", "
" ], "text/plain": [ " Word count # of Links # of comments # Images video Elapsed days \\\n", "count 148.000000 148.000000 121.000000 148.000000 148.000000 \n", "mean 1640.209459 5.743243 7.256198 3.331081 91.554054 \n", "std 821.975365 6.064418 6.346297 2.706476 91.143923 \n", "min 250.000000 0.000000 0.000000 1.000000 1.000000 \n", "25% 971.000000 3.000000 2.000000 1.000000 28.750000 \n", "50% 1536.000000 5.000000 6.000000 3.000000 60.000000 \n", "75% 2335.750000 7.000000 11.000000 4.000000 110.500000 \n", "max 3485.000000 49.000000 30.000000 22.000000 349.000000 \n", "\n", " # Shares \n", "count 148.000000 \n", "mean 20545.648649 \n", "std 19933.865031 \n", "min 0.000000 \n", "25% 2750.000000 \n", "50% 15836.000000 \n", "75% 34177.500000 \n", "max 77000.000000 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Veamos como cambian los valores una vez filtrados\n", "filtered_data.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regresión Lineal Simple (1 variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos a intentar primero una Regresión Lineal con 1 sóla variable" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:51.036535Z", "start_time": "2018-05-06T15:28:51.027426Z" } }, "outputs": [], "source": [ "# Asignamos nuestra variable de entrada X para entrenamiento y las etiquetas Y.\n", "dataX =filtered_data[[\"Word count\"]]\n", "X_train = np.array(dataX)\n", "y_train = filtered_data['# Shares'].values" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:51.054663Z", "start_time": "2018-05-06T15:28:51.042421Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coefficients: \n", " [5.69765366]\n", "Independent term: \n", " 11200.303223074163\n", "Mean squared error: 372888728.34\n", "Variance score: 0.06\n" ] } ], "source": [ "# Creamos el objeto de Regresión Linear\n", "regr = linear_model.LinearRegression()\n", "\n", "# Entrenamos nuestro modelo\n", "regr.fit(X_train, y_train)\n", "\n", "# Hacemos las predicciones que en definitiva una línea (en este caso, al ser 2D)\n", "y_pred = regr.predict(X_train)\n", "\n", "# Veamos los coeficienetes obtenidos, En nuestro caso, serán la Tangente\n", "print('Coefficients: \\n', regr.coef_)\n", "# Este es el valor donde corta el eje Y (en X=0)\n", "print('Independent term: \\n', regr.intercept_)\n", "# Error Cuadrado Medio\n", "print(\"Mean squared error: %.2f\" % mean_squared_error(y_train, y_pred))\n", "# Puntaje de Varianza. El mejor puntaje es un 1.0\n", "print('Variance score: %.2f' % r2_score(y_train, y_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizamos la Recta que obtuvimos" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:51.432242Z", "start_time": "2018-05-06T15:28:51.060915Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_train[:,0], y_train, c=asignar, s=tamanios[0])\n", "plt.plot(X_train[:,0], y_pred, color='red', linewidth=3)\n", "\n", "plt.xlabel('Cantidad de Palabras')\n", "plt.ylabel('Compartido en Redes')\n", "plt.title('Regresión Lineal')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predicción 1" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:51.440993Z", "start_time": "2018-05-06T15:28:51.435404Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "22595\n" ] } ], "source": [ "#Vamos a comprobar:\n", "# Quiero predecir cuántos \"Shares\" voy a obtener por un artículo con 2.000 palabras,\n", "# según nuestro modelo, hacemos:\n", "y_Dosmil = regr.predict([[2000]])\n", "print(int(y_Dosmil))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evidentemente No es tan sencillo...\n", "\n", "Vamos a mejorar un poco el modelo\n", "\n", "# Regresión Lineal Múltiples (múltiples variables)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:51.462189Z", "start_time": "2018-05-06T15:28:51.446341Z" } }, "outputs": [], "source": [ "#Vamos a intentar mejorar el Modelo, con una dimensión más: \n", "# Para poder graficar en 3D, haremos una variable nueva que será la suma de los enlaces, comentarios e imágenes\n", "suma = (filtered_data[\"# of Links\"] + filtered_data['# of comments'].fillna(0) + filtered_data['# Images video'])\n", "\n", "dataX2 = pd.DataFrame()\n", "dataX2[\"Word count\"] = filtered_data[\"Word count\"]\n", "dataX2[\"suma\"] = suma\n", "XY_train = np.array(dataX2)\n", "z_train = filtered_data['# Shares'].values" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-05-06T09:54:24.557815Z", "start_time": "2018-05-06T09:54:24.544488Z" } }, "source": [ "Atención: Esta vez, nuestras dimensiones de entrenamiento serán X e Y y las etiquetas de predicción serán z." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:51.481430Z", "start_time": "2018-05-06T15:28:51.466336Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coefficients: \n", " [ 6.63216324 -483.40753769]\n", "Mean squared error: 352122816.48\n", "Variance score: 0.11\n" ] } ], "source": [ "# Creamos un nuevo objeto de Regresión Lineal\n", "regr2 = linear_model.LinearRegression()\n", "\n", "# Entrenamos el modelo, esta vez, con 2 dimensiones\n", "# obtendremos 2 coeficientes, para graficar un plano\n", "regr2.fit(XY_train, z_train)\n", "\n", "# Hacemos la predicción con la que tendremos puntos sobre el plano hallado\n", "z_pred = regr2.predict(XY_train)\n", "\n", "# Los coeficientes\n", "print('Coefficients: \\n', regr2.coef_)\n", "# Error cuadrático medio\n", "print(\"Mean squared error: %.2f\" % mean_squared_error(z_train, z_pred))\n", "# Evaluamos el puntaje de varianza (siendo 1.0 el mejor posible)\n", "print('Variance score: %.2f' % r2_score(z_train, z_pred))" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-05-06T09:32:25.955992Z", "start_time": "2018-05-06T09:32:25.949240Z" } }, "source": [ "## Esta vez visualizamos un plano" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:52.283257Z", "start_time": "2018-05-06T15:28:51.489306Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0.92,'Regresión Lineal con Múltiples Variables')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "\n", "# Creamos una malla, sobre la cual graficaremos el plano\n", "xx, yy = np.meshgrid(np.linspace(0, 3500, num=10), np.linspace(0, 60, num=10))\n", "\n", "# calculamos los valores del plano para los puntos x e y\n", "nuevoX = (regr2.coef_[0] * xx)\n", "nuevoY = (regr2.coef_[1] * yy) \n", "\n", "# calculamos los correspondientes valores para z. Debemos sumar el punto de intercepción\n", "z = (nuevoX + nuevoY + regr2.intercept_)\n", "\n", "# Graficamos el plano\n", "ax.plot_surface(xx, yy, z, alpha=0.2, cmap='hot')\n", "\n", "# Graficamos en azul los puntos en 3D\n", "ax.scatter(XY_train[:, 0], XY_train[:, 1], z_train, c='blue',s=30)\n", "\n", "# Graficamos en rojo, los puntos que \n", "ax.scatter(XY_train[:, 0], XY_train[:, 1], z_pred, c='red',s=40)\n", "\n", "# con esto situamos la \"camara\" con la que visualizamos\n", "ax.view_init(elev=30., azim=65)\n", " \n", "ax.set_xlabel('Cantidad de Palabras')\n", "ax.set_ylabel('Cantidad de Enlaces,Comentarios e Imagenes')\n", "ax.set_zlabel('Compartido en Redes')\n", "ax.set_title('Regresión Lineal con Múltiples Variables')" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-05-10T11:28:25.503809Z", "start_time": "2018-05-10T11:28:25.499128Z" } }, "source": [ "### Predicción 2" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:52.296422Z", "start_time": "2018-05-06T15:28:52.288285Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20518\n" ] } ], "source": [ "# Si quiero predecir cuántos \"Shares\" voy a obtener por un artículo con: \n", "# 2000 palabras y con enlaces: 10, comentarios: 4, imagenes: 6\n", "# según nuestro modelo, hacemos:\n", "\n", "z_Dosmil = regr2.predict([[2000, 10+4+6]])\n", "print(int(z_Dosmil))" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-05-05T20:21:38.538763Z", "start_time": "2018-05-05T20:21:38.532383Z" } }, "source": [ "## Comparemos las predicciónes obtenidas en los modelos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En este caso, Obtuvimos mejora en el modelo de 2 dimensiones" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:52.309115Z", "start_time": "2018-05-06T15:28:52.301926Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20765911.860715985\n" ] } ], "source": [ "# Restamos los errores calculados antes:\n", "# Obviamente, \"menos error\" es mejor\n", "mejoraEnError = mean_squared_error(y_train, y_pred) - mean_squared_error(z_train, z_pred)\n", "print(mejoraEnError)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:52.321109Z", "start_time": "2018-05-06T15:28:52.312143Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.052615337462582956\n" ] } ], "source": [ "# También calculamos la mejora en la varianza:\n", "mejoraEnVarianza = r2_score(z_train, z_pred) - r2_score(y_train, y_pred)\n", "print(mejoraEnVarianza)\n", "# Aunque no parezca mucho, recordemos que el valor más alto que se puede obtener es 1.0" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2018-05-06T15:28:52.336282Z", "start_time": "2018-05-06T15:28:52.326212Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-2077\n" ] } ], "source": [ "# Finalmente, mejoramos en nuestra predicción de un artículo de 2.000 palabras, \n", "# pues aunque disminuyen los \"Shares\" que obtendremos en el 2do modelo, \n", "# seguramente será un valor más cercano a la realidad\n", "diferenciaComparir = z_Dosmil - y_Dosmil\n", "print(int(diferenciaComparir))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mejorar las predicciones y notas finales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En este ejemplo utilizamos información de artículos sobre Machine Learning con algunos datos ficticios \n", "en nuestro .csv pero si quisieramos tratar de mejorar\n", "las predicciones, deberiamos utilizar más de 2 variables (recordemos que aqui lo hicimos para poder\n", "graficar en 3D).\n", "Sería conveniente además conseguir mejores características de entrada, pues no es lo mismo un enlace\n", "de un portal con multitud de visitas al mes, que otros Blogs más modestos." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }