{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ejercicio Machine Learning: Gaussian Naive Bayes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ¿Comprar o alquilar casa? ¿Qué me conviene?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La explicacion completa en el blog www.aprendemachinelearning.com"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En este ejercicio, usaremos el algoritmo de Gaussian Naive Bayes para decidir si nos conviene Alguilar o Comprar una casa "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-18T21:55:10.328067Z",
"start_time": "2018-08-18T21:55:10.319427Z"
}
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import colors\n",
"import seaborn as sb\n",
"\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = (16, 9)\n",
"plt.style.use('ggplot')\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.metrics import confusion_matrix\n",
"from sklearn.naive_bayes import GaussianNB\n",
"from sklearn.feature_selection import SelectKBest"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-19T08:23:37.245939Z",
"start_time": "2018-08-19T08:23:37.242853Z"
}
},
"source": [
"## Importemos Datos de entrada"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-18T21:54:53.166251Z",
"start_time": "2018-08-18T21:54:53.105231Z"
}
},
"outputs": [
{
"data": {
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\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ingresos | \n",
" gastos_comunes | \n",
" pago_coche | \n",
" gastos_otros | \n",
" ahorros | \n",
" vivienda | \n",
" estado_civil | \n",
" hijos | \n",
" trabajo | \n",
" comprar | \n",
"
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],
"text/plain": [
" ingresos gastos_comunes pago_coche gastos_otros ahorros vivienda \\\n",
"0 6000 1000 0 600 50000 400000 \n",
"1 6745 944 123 429 43240 636897 \n",
"2 6455 1033 98 795 57463 321779 \n",
"3 7098 1278 15 254 54506 660933 \n",
"4 6167 863 223 520 41512 348932 \n",
"5 5692 911 11 325 50875 360863 \n",
"6 6830 1298 345 309 46761 429812 \n",
"7 6470 1035 39 782 57439 606291 \n",
"8 6251 1250 209 571 50503 291010 \n",
"9 6987 1258 252 245 40611 324098 \n",
"\n",
" estado_civil hijos trabajo comprar \n",
"0 0 2 2 1 \n",
"1 1 3 6 0 \n",
"2 2 1 8 1 \n",
"3 0 0 3 0 \n",
"4 0 0 3 1 \n",
"5 1 4 5 1 \n",
"6 1 1 5 1 \n",
"7 0 0 1 0 \n",
"8 0 0 3 1 \n",
"9 2 1 7 1 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataframe = pd.read_csv(r\"comprar_alquilar.csv\")\n",
"dataframe.head(10)\n",
"# REFERENCIAS:\n",
"# ingresos y gastos son mensuales de 1 personas o 2 si están casados.\n",
"# trabajo: 0-sin trabajo 1-autonomo 2-asalariado 3-empresario 4-Autonomos 5-Asalariados 6-Autonomo y Asalariado 7-Empresario y Autonomo 8 Empresarios o empresario y autónomo\n",
"# estado_civil: 0-soltero 1-casado 2-divorciado\n",
"# hijos: Cantidad de hijos menores (no trabajan)\n",
"# comprar: 0-mejor alquilar 1-Comprar casa\n",
"# hipoteca fija a 30 años con interes"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-18T21:54:54.042402Z",
"start_time": "2018-08-18T21:54:54.034067Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"comprar\n",
"0 135\n",
"1 67\n",
"dtype: int64\n"
]
}
],
"source": [
"print(dataframe.groupby('comprar').size())"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-19T08:13:09.135935Z",
"start_time": "2018-08-19T08:13:07.602201Z"
}
},
"outputs": [
{
"data": {
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AAAAAcJG4IgoAAAAAcCkaogAAuNiqVasa3HLm3H//+te/3B0RAACnomsuAAAudvz48Qb30ztXnz595OvLfIIAgLaLhigAAAAAwKXomgsAAAAAcCkaogAAAAAAl3L5AJT9+/fbXScsLExlZWUuSNM85HKcJ2aSyNVczckVGRnp5DRthyPlYD1P/Wy0Fo7P+7X1Y6QcPF9dXZ3S0tIUEhKitLQ0lZaWasmSJaqsrFTfvn01Y8YMh8Y4N6csdIa28Nn19mPw9vyS9x+DM/I7WhZyRRQAAAAOW7dunaKiomyPV65cqVtvvVUvvPCCAgIClJub68Z0ALwFDVEAAAA45PDhwyosLNTo0aMlScYYFRUVacSIEZKkpKQkFRQUuDMiAC/B3PDtXO39452y3YOSfF7/q1O2DQDAuZz190yrNztnu15q+fLlSk1NVVVVlaQztyLy9/eXj4+PJCkkJETl5eWNvjYnJ0c5OTmSpPT0dIWFhbkmdBN8fX2d9rmJcNHnxtfX1+3v48Xw9vyS9x+DO/PTEAUAAIBd27ZtU3BwsKKjo1VUVNTs1ycnJys5Odn22N3j6pxZ+XbVsTE+0f28/RjcOUaUhigAAADsKi4u1tatW7V9+3ZVV1erqqpKy5cv18mTJ1VbWysfHx+Vl5crJCTE3VEBeAEaogAAALBr8uTJmjx5siSpqKhI7777rmbOnKnFixdry5Ytuvbaa7Vx40bFx8e7OSkAb8BkRQAAAGixO++8U2vXrtWMGTNUWVmpG264wd2RAHgBrogCAACgWWJjYxUbGytJioiI0KJFi9ycCIC34YooAAAAAMCluCIKAB7s4O3XOGW73F4JAAC4E1dEAQAAAAAuRUMUAAAAAOBSNEQBAAAAAC7lsWNEa+8f77RtMzYKAAAAANyHK6IAAAAAAJeiIQoAAAAAcCmP7ZoLAJ7kxIkTWrp0qfbt2yeLxaIHH3xQkZGRyszM1KFDhxQeHq5HHnlEgYGB7o4KAADg8dplQ7Sl408P2nmesadwB2eOp9bqzc7btpdZtmyZhgwZokcffVQ1NTX64YcftHr1asXFxSklJUXZ2dnKzs5Wamqqu6MCANyMuU4A+9plQxQAmuPkyZP64osv9NBDD0mSfH195evrq4KCAi1cuFCSlJiYqIULF9IQRQMHb7/GadumMgoA8GY0RAHAjtLSUgUFBenll1/Wt99+q+joaE2dOlVHjx6V1WqVJFmtVh07dqzR1+fk5CgnJ0eSlJ6errCwMIf3ba8nRks1J4Mz+fr6ekwWZ3DW+ZM4h+dy1nvtKccHAG0NDVEAsKO2tlYlJSWaNm2a+vfvr2XLlik7O9vh1ycnJys5Odn2uKyszBkxm8UTMkhnGlOeksXbeMr71tbPYU1NjcPHFxkZ6eQ0ANB22G2IlpWVKSsrS0eOHJHFYlFycrJuueUWVVZWMkkH3OJixl0wzhctERoaqtDQUPXv31+SNGLECGVnZys4OFgVFRWyWq2qqKhQUFCQm5MCAAB4B7u3b/Hx8dGUKVOUmZmpp59+Wn/729/03XffKTs7W3FxcXrhhRcUFxfXrKsDAOBNunXrptDQUO3fv1+StGvXLl1yySWKj49XXl6eJCkvL08JCQnujAkAAOA17DZErVaroqOjJUldunRRVFSUysvLVVBQoMTERElnJukoKChwblIAcKNp06bphRde0Jw5c7R3717dfvvtSklJ0c6dOzVz5kzt3LlTKSkp7o4JAADgFZo1RrS0tFQlJSWKiYlx6iQdvr7eOXTVmVN1R1zgNhoXM5GCMyfScOptRZzEXRNSeOo5ZJKO/+jTp4/S09PPW75gwQI3pAEAAPBuDrf4Tp06pYyMDE2dOlX+/v4O76Alk3RQ8T3fhd63tj5RhCu563301HPIJB0AAABwBrtdc6UzldGMjAyNHDlSw4cPlyTbJB2SmKQDAAAAAOAwuw1RY4yWLl2qqKgojRs3zracSToAAAAAAC1ht2tucXGx8vPz1atXL82dO1eSNGnSJKWkpCgzM1O5ubkKCwvT7NmznR62PbvQeEtnjhEEAAAAgNZmtyE6cOBAvfXWW40+xyQdAAAAAIDmcmiMKAAAAAAArcU775MCAAAAtENnD9dqzeFZPq//tRW3BtjHFVEAAAAAgEvREAUAAAAAuBQNUQAAAACASzFGFDjLhW6Tc7EYewEAAACcQUMUAAAAaOf4MR6uRtdcAAAAAIBL0RAFAAAAALgUDVEAAAAAgEvREAUAAAAAuBQNUQAAAACASzFrLgA4qK6uTmlpaQoJCVFaWppKS0u1ZMkSVVZWqm/fvpoxY4Z8fSlWAQAA7OGKKAA4aN26dYqKirI9XrlypW699Va98MILCggIUG5urhvTAQAAeA8aogDggMOHD6uwsFCjR4+WJBljVFRUpBEjRkiSkpKSVFBQ4M6IAAAAXoM+ZADggOXLlys1NVVVVVWSpOPHj8vf318+Pj6SpJCQEJWXlzf62pycHOXk5EiS0tPTFRYW5vB+D15k7qY0J4Mz+fr6ekwWZ3DW+ZM4h+dy1nvtKccHAG0NDVEAsGPbtm0KDg5WdHS0ioqKmv365ORkJScn2x6XlZW1ZrwW8YQM0pnGlKdk8Tae8r619XNYU1Pj8PFFRkY6OY17lZWVKSsrS0eOHJHFYlFycrJuueUWVVZWKjMzU4cOHVJ4eLgeeeQRBQYGujsuAA9HQxQA7CguLtbWrVu1fft2VVdXq6qqSsuXL9fJkydVW1srHx8flZeXKyQkxN1RAcBpfHx8NGXKFEVHR6uqqkppaWkaPHiwNm7cqLi4OKWkpCg7O1vZ2dlKTU1ttf3W3j++1bZ1Nmf2WABgH2NEAcCOyZMna+nSpcrKytKsWbN0xRVXaObMmYqNjdWWLVskSRs3blR8fLybkwKA81itVkVHR0uSunTpoqioKJWXl6ugoECJiYmSpMTERMbLA3AIDVEAaKE777xTa9eu1YwZM1RZWakbbrjB3ZEAwCVKS0tVUlKimJgYHT16VFarVdKZxuqxY8fcnA6AN6BrLgA0Q2xsrGJjYyVJERERWrRokZsTAYBrnTp1ShkZGZo6dar8/f0dfl1LJ26jC633a+pct4XJwLz9GNyZn4YoAAAAHFJTU6OMjAyNHDlSw4cPlyQFBweroqJCVqtVFRUVCgoKavS1njhxG1yjqXPdFiY78/ZjcEZ+Ryduo2suAAAA7DLGaOnSpYqKitK4ceNsy+Pj45WXlydJysvLU0JCgrsiAvAiXBEFAACAXcXFxcrPz1evXr00d+5cSdKkSZOUkpKizMxM5ebmKiwsTLNnz3ZzUgDegIYo4CIXmn6e8S8AAE83cOBAvfXWW40+t2DBAhenAeDt6JoLAAAAAHApGqIAAAAAAJey2zX35ZdfVmFhoYKDg5WRkSFJqqysVGZmpg4dOqTw8HA98sgjCgwMdHpYAAAAAID3s3tFNCkpSfPmzWuwLDs7W3FxcXrhhRcUFxen7OxspwUEAAAAALQtdq+IDho0SKWlpQ2WFRQUaOHChZKkxMRELVy4UKmpqU4JCAAAAAC4sAtNjNkURybM9Hn9r80P44AWjRE9evSorFarJMlqterYsWOtGgoAAAAA0HY5/fYtOTk5ysnJkSSlp6crLCzMfihf7ioDeAJfX1+HvrMAAABAc7SoxRccHKyKigpZrVZVVFQoKCioyXWTk5OVnJxse1xWVmZ3+1R8Ac9QU1Pj0HdWkiIjI52cBgAAAG1Fi7rmxsfHKy8vT5KUl5enhISEVg0FAAAAAGi77F4RXbJkiT7//HMdP35cDzzwgCZMmKCUlBRlZmYqNzdXYWFhmj17tiuyAgAAAADaALsN0VmzZjW6fMGCBa0eBgAAAADQ9rWoay4AAAAAAC1FQxQAAAAA4FLcJwUA7CgrK1NWVpaOHDkii8Wi5ORk3XLLLaqsrFRmZqYOHTqk8PBwPfLIIwoMDHR3XAAAAI9HQxQA7PDx8dGUKVMUHR2tqqoqpaWlafDgwdq4caPi4uKUkpKi7OxsZWdnKzU11d1xAQDARaq9f7xD6x1s5nZ9Xv9r88O0UXTNBQA7rFaroqOjJUldunRRVFSUysvLVVBQoMTERElSYmKiCgoK3BkTAADAa3BFFACaobS0VCUlJYqJidHRo0dltVolnWmsHjt2rNHX5OTkKCcnR5KUnp6usLAwh/fX3F9aHdWcDM7k6+vrMVmcwVnnT+IcnstZ77WnHB8AtDU0RAHAQadOnVJGRoamTp0qf39/h1+XnJys5ORk2+OysjJnxGsWT8ggnWlMeUoWb+Mp71tbP4c1NTUOH19kZKST0wBA20HXXABwQE1NjTIyMjRy5EgNHz5ckhQcHKyKigpJUkVFhYKCgtwZEQAAwGvQEAUAO4wxWrp0qaKiojRu3Djb8vj4eOXl5UmS8vLylJCQ4K6IAAAAXoWuuQBgR3FxsfLz89WrVy/NnTtXkjRp0iSlpKQoMzNTubm5CgsL0+zZs92cFAAAwDvQEAUAOwYOHKi33nqr0ecWLFjg4jQAAHiXpm6FcrGTjHnjrVAcvS1Me0DXXAAAAACAS9EQBQAAAAC4FA1RAAAAAIBL0RAFAAAAALgUkxUBAAAA8DpM/OPduCIKAAAAAHApGqIAAAAAAJeiIQoAAAAAcCkaogAAAAAAl6IhCgAAAABwKRqiAAAAAACXoiEKAAAAAHApGqIAAAAAAJeiIQoAAAAAcCkaogAAAAAAl6IhCgAAAABwKRqiAAAAAACX8r2YF+/YsUPLli1TXV2dRo8erZSUlNbKBQBeg7IQQHtHOQiguVp8RbSurk6///3vNW/ePGVmZurjjz/Wd99915rZAMDjURYCaO8oBwG0RIsbonv27FGPHj0UEREhX19fXXPNNSooKGjNbADg8SgLAbR3lIMAWqLFXXPLy8sVGhpqexwaGqrdu3eft15OTo5ycnIkSenp6YqMjHRo+5e+t7Wl0QC0Ike/s+2VI2VhS8tBSVI7KAvb9GesHZw/yUPOoRPfa484Pg/m7Dphe/keAe1Ni6+IGmPOW2axWM5blpycrPT0dKWnpzu87bS0tJbGcipyOc4TM0nkai5PzeVJHCkLW1IO1mvr54Dj835t/Rjb+vG1BmfWCZ2pLZxbbz8Gb88vef8xuDN/ixuioaGhOnz4sO3x4cOHZbVaWyUUAHgLykIA7R3lIICWaHFDtF+/fjpw4IBKS0tVU1OjzZs3Kz4+vjWzAYDHoywE0N5RDgJoCZ+FCxcubMkLO3TooB49eujFF1/U+vXrNXLkSI0YMaLVgkVHR7fatloTuRzniZkkcjWXp+byFM4uC6W2fw44Pu/X1o+xrR/fxXJFOegsbeHcevsxeHt+yfuPwV35Laaxjv0AAAAAADhJi7vmAgAAAADQEjREAQAAAAAu1eL7iNrz8ssvq7CwUMHBwcrIyJAkVVZWKjMzU4cOHVJ4eLgeeeQRBQYGyhijZcuWafv27ercubOmT59u66u8ceNGvfPOO5KkO+64Q0lJSZKkb775RllZWaqurtZVV12le+65p9Gpws9VVlamrKwsHTlyRBaLRcnJybrlllvcnq26ulpPPPGEampqVFtbqxEjRmjChAkqLS3VkiVLVFlZqb59+2rGjBny9fXV6dOn9dJLL+mbb75R165dNWvWLHXv3l2StHr1auXm5qpDhw665557NGTIEEnSjh07tGzZMtXV1Wn06NFKSUlx6FzW1dUpLS1NISEhSktL84hMDz30kPz8/NShQwf5+PgoPT3d7edQkk6cOKGlS5dq3759slgsevDBBxUZGenWXPv371dmZqbtcWlpqSZMmKDExES3v184w9734ELfLW9h7xg3btyoFStWKCQkRJJ00003afTo0e6I2iKN/c0724W+V97A3vEVFRXpmWeesX0uhw8frp/85CeujtliTdUNzubt57AtcWddrql9NJc7631N7aMl3FFHbM387qpPttbnyF31ztbKL+MkRUVF5uuvvzazZ8+2LVuxYoVZvXq1McaY1atXmxUrVhhjjNm2bZt5+umnTV1dnSkuLjaPP/64McaY48ePm4ceesgcP368wf+NMSYtLc0UFxeburo68/TTT5vCwkJy1i8rAAAgAElEQVSHcpWXl5uvv/7aGGPMyZMnzcyZM82+ffvcnq2urs5UVVUZY4w5ffq0efzxx01xcbHJyMgwH330kTHGmFdffdX87W9/M8YYs379evPqq68aY4z56KOPzOLFi40xxuzbt8/MmTPHVFdXm4MHD5qHH37Y1NbWmtraWvPwww+b77//3pw+fdrMmTPH7Nu3z6H37N133zVLliwxixYtMsYYj8g0ffp0c/To0QbL3H0OjTHmxRdfNDk5OcaYM+exsrLSI3LVq62tNffdd58pLS31qFztmSPfg6a+W97CkWPcsGGDeeONN9yU8OI19jfvbE19r7yFveP77LPPbH8jvFFTdYOzefs5bEvcWZdrah/N5c56X1P7aAl31BFbM7+76pOt9TlyV72ztfI7rWvuoEGDzmsZFxQUKDExUZKUmJiogoICSdLWrVs1atQoWSwWXXbZZTpx4oQqKiq0Y8cODR48WIGBgQoMDNTgwYO1Y8cOVVRUqKqqSpdddpksFotGjRpl25Y9VqvV1vrv0qWLoqKiVF5e7vZsFotFfn5+kqTa2lrV1tbKYrGoqKjINvNcUlJSg1z1v1aMGDFCn332mYwxKigo0DXXXKOOHTuqe/fu6tGjh/bs2aM9e/aoR48eioiIkK+vr6655hqHch0+fFiFhYW2KxPGGLdnaoq7z+HJkyf1xRdf6IYbbpAk+fr6KiAgwO25zrZr1y716NFD4eHhHpWrPXPke9DUd8tbtPZ33RM19jfvbE19r7yFvePzdk3VDc7m7eewLXFnXa6pfTSXu+p9F6rHNZc76oitmb8p3vI5cme9s7W+B07rmtuYo0eP2m5wbLVadezYMUlSeXm5wsLCbOuFhoaqvLxc5eXlCg0NtS0PCQlpdHn9+s1VWlqqkpISxcTEeES2uro6PfbYY/r+++81duxYRUREyN/fXz4+Pg32UZ+rfj8+Pj7y9/fX8ePHVV5erv79+5+Xqz7L2bl2795tN9Py5cuVmpqqqqoqSdLx48fdnqne008/LUm68cYblZyc7PZzWFpaqqCgIL388sv69ttvFR0dralTp7o919k+/vhjXXvttZI87/vYXjX2/p37PWjquxUUFOTSrC3lyDFK0qeffqovvvhCPXv21N13393gc+jtmvpe1X8H24KvvvpKc+fOldVq1ZQpU3TppZe6O1KLnF03OFt7OIfeyNV1uab20RLuqPddqB7XXO6oI7Zm/nruqE+2xufInfXO1voeuLQh2pTGftlvanyZxWJplSsBp06dUkZGhqZOnSp/f3+PyNahQwc9++yzOnHihJ577jn9+9//bnaupvbfnOOot23bNgUHBys6OlpFRUV20rsmU72nnnpKISEhOnr0qH77298qMjKy2bkaczHnsLa2ViUlJZo2bZr69++vZcuWKTs72+256tXU1Gjbtm2aPHnyBddzx/exPXPk/b6Y74oncCT/0KFDde2116pjx4764IMPlJWVpSeeeMJVEZ3O28+hPX379tXLL78sPz8/FRYW6tlnn9ULL7zg7ljNdqG6QVs/h97IE+tyzeFp9b7m8OQ6YnN4Yn3SUZ5e73SES2fNDQ4OtnVjqaiosP2aHxoaqrKyMtt6hw8fltVqVUhIiA4fPmxbXv/LY2hoaIPlhw8ftk1w4YiamhplZGRo5MiRGj58uEdlk6SAgAANGjRIu3fv1smTJ1VbW2vbR/22zt5PbW2tTp48qcDAwPP2X/+axnLZ+xW3uLhYW7du1UMPPaQlS5bos88+0/Lly92aqV79PoODg5WQkKA9e/a4/RyGhoYqNDTU9sveiBEjVFJS4vZc9bZv366+ffuqW7dukjzrM9+eOfI9aOq75S0cOcauXbuqY8eOkqTk5GR98803Ls3obE19r9oKf39/WzfDH/3oR6qtrb2oK0Xu0Fjd4Gxt/Rx6G3fV5Zrax8VwZb2va9euTe6jOdxVR2yt/PXcVZ9sjc+RO+udrfU9cGlDND4+Xnl5eZKkvLw8JSQk2Jbn5+fLGKOvvvpK/v7+slqtGjJkiP75z3+qsrJSlZWV+uc//6khQ4bIarWqS5cu+uqrr2SMUX5+vuLj4x3KYIzR0qVLFRUVpXHjxnlMtmPHjunEiROSzsyktmvXLkVFRSk2NlZbtmyRdGZGq/ptDR06VBs3bpQkbdmyRbGxsbJYLIqPj9fmzZt1+vRplZaW6sCBA4qJiVG/fv104MABlZaWqqamRps3b7aba/LkyVq6dKmysrI0a9YsXXHFFZo5c6ZbM0lnfgGt7wZy6tQp7dy5U7169XL7OezWrZtCQ0O1f/9+SWfGY15yySVuz1Xv7G659fv3hFztnSPfg6a+W97CkWM8e6zd1q1bdckll7g6plM19b1qK44cOWL79XzPnj2qq6tT165d3ZzKcU3VDc7W1s+hN3FnXa6pfTSXu+p9FoulyX00h7vqiK2VX3JvfbI1PkfurHe21vfAYpx03XXJkiX6/PPPdfz4cQUHB2vChAlKSEhQZmamysrKFBYWptmzZ9umE/7973+vf/7zn+rUqZOmT5+ufv36SZJyc3O1evVqSWemE77++uslSV9//bVefvllVVdXa8iQIZo2bZpDFbMvv/xSCxYsUK9evWzrT5o0Sf3793drtm+//VZZWVmqq6uTMUZXX321fvKTn+jgwYPnTVHdsWNHVVdX66WXXlJJSYkCAwM1a9YsRURESJLeeecdbdiwQR06dNDUqVN11VVXSZIKCwv15ptvqq6uTtdff73uuOMOh89nUVGR3n33XaWlpTU700cffaSRI0fqrrvuUrdu3S4608GDB/Xcc89JOvOr2nXXXac77rhDx48fd/vna+/evVq6dKlqamrUvXt3TZ8+XcYYt+f64Ycf9OCDD+qll16ydV/yhPcLZzT2Pfh//+//qV+/foqPj7/g991b2DvGP/7xj9q6dat8fHwUGBio++67T1FRUS3eX325U1JSoj59+rTegTShsb95NTU1kqQxY8Zc8HvlDewd3/r16/XBBx/Ix8dHnTp10l133aUBAwa4ObXjmqob1F89aAvnsC1xZ12uqb+dzeXOel9T+zhbc8rQi6kjNjd/fa4HHnhAvr6+TeZ3hDvrk631OXJXvbO18jutIQrUc3WFEAAodwCg5Ty1DHU01+nTp+Xr68uP4h7OpV1z4Zmqqqr085//XMHBwbJarZo+fboef/xx24yBhYWFuvnmm9W9e3cFBgYqISFB69evb7CNNWvW6KqrrpK/v7+6deumYcOGafv27dq7d69Gjhwp6cxkFhaLxTZ9tzFGzz33nKKjo9WpUyf169dPS5YscWi7ALxbWy13KisrNWvWLF166aXq3Lmz+vTpo//5n/+xPV9cXKxbb73VNk3+f/3Xf2nPnj2255cvXy5fX19t2LBBcXFx6tKlixITE7V//37l5+frqquuUkBAgJKTkxtMbLJw4cLzZnn96KOPZLFYtHfv3gbb/vjjj/WjH/1I/v7+SkhI0LZt2xq8bs+ePfrxj3+sbt26yWq1asyYMdq1a5ft+WPHjumee+5Rjx491LlzZ1166aWaPXu2Q+8PgNbRVsvQAwcO6Gc/+5m6deumLl26KCkpSVu3bpWkC+aaOnWqkpOT9eKLL6pPnz7q3LmzTpw4odOnTystLU1RUVHq1KmTBg0apD/+8Y8N9vnGG2/o8ssvl5+fn0JDQzVq1Ch99913jp8MtFyz7jqKNmnGjBmme/fuZs2aNebLL780aWlpJigoyPTr188Yc+ZG88uXLzdFRUWmuLjY/OpXvzIdO3Y0xcXFxhhjDhw4YDp27Gh+97vfmW+++cZ8/vnnZtWqVWbnzp2mpqbGrFmzxkgy//jHP8yBAwfM4cOHjTHGvPTSS8bPz8+8+uqr5quvvjKvvPKK6dy5s+2m9hfaLgDv1hbLnbq6OpOYmGj69u1rVq9ebb7++muTl5dnXnvtNWOMMSdPnjS9evUyN9xwg9m6davZunWrSUpKMv369TM//PCDMcaYZcuWGYvFYhITE82WLVvMtm3bTExMjLnuuutMYmKi+eSTT0xhYaEZMGCAmTBhgm3fTzzxhO29q7dp0yYjyZSUlDTY9siRI01+fr754osvzI033miio6PN6dOnjTHGfP/99yYiIsI88MADZufOnebLL780Dz/8sAkJCTGlpaW2czd48GCzZcsW8+2335qPP/7YdowAXKOtlqHDhg0zV155pdm0aZPZuXOnmTBhgunWrZs5dOjQBXPdfffdpmvXriYlJcVs377d7Ny505w+fdrMmTPHhISEmLfeessUFxebp59+2lgsFpOTk2OMMWbr1q3Gx8fHvPnmm2bv3r1m586d5vXXXzf79u1r9XOG89EQbecqKytNp06dbAVIveHDh59XqTnb4MGDzW9/+1tjjDGFhYUNKjvnOrcyVO+SSy4xc+fObbBs1qxZpm/fvg5tF4B3aqvlTk5OjpFkCgoKGn3+jTfeMF26dDGHDh2yLfv++++Nn5+fefPNN40xZxqLksz27dtt6zzzzDNGktm6datt2eLFi01oaKjtsaMNUUlm27ZttnU++eQTI8l8+eWXtu0MHz68wXbq6upMdHS0yczMNMYYM378eHP33Xc7+rYAaGVtvQwtKiqyLTt16pTp0aOH+c1vfnPBXHfffbcJDg42x48fty07ceKE6dSpk8nKymqwbkpKirn++uuNMca88847JigoyBw9erTZeXHx6Jrbzu3Zs0fV1dUaMWJEg+VXX3217f+HDh3S9OnTNXDgQHXr1k2BgYEqKirSt99+K0kaPHiwxo4dqyuuuEK33367nn/+ee3bt++C+z127Ji+++47jRo1qsHyxMRE7d27VydPnmzRdgF4vrZa7mzbtk1Wq7XJGRyLioo0aNCgBjcUj4iI0IABAxrch89isSguLs72uEePHrZjPnvZ4cOHbbcwcJTFYtGVV15pe1w/IdTBgwclSQUFBdq2bZut63BgYKC6du2qvXv3avfu3ZKk6dOn689//rOuuOIK/fKXv9T777+vurq6ZuUA0HJttQwtKipSaGioBg0aZFvWuXNnDR8+3KF7lV5++eUNJsypf58ay1u/vRtvvFHR0dHq27evfvazn+m1115rcIsTOBcNUUi68E2Cp06dqk2bNumZZ57Rpk2btGPHDg0ZMkTV1dWSJB8fH73//vvKzc1VQkKC/vKXv+iyyy7T2rVrm71fc9bcWRezXQCery2WO/YmxmjseWNMg+UdOnSQj4/Pea85e1bI+mX12Tt06HDezcdPnz593r6a2nZ9Q7Kurk6jR4/Wjh07GvwrLi7WwoULJUljx47Vv/71L/3qV7/SqVOnlJqaqhtuuKHZjWIAF6e9lKHnlpFNCQgIcDhv/bLAwEBt3bpVq1ev1mWXXaalS5cqJibmvLHzcA4aou1cTEyMOnXqpE8++aTB8vr7M0lSfn6+pk+frvHjxysuLk49e/Y872bzFotFw4YN07x585Sfn6/ExEQtW7ZMktSpUydJalBJCQoK0iWXXGK7B9HZ++rbt6/tFiMX2i4A79RWy52hQ4eqvLzcNrHGuWJjY1VUVNTg1/aDBw/qq6++UmxsrN3tX0j37t1VWlra4HgLCwubvZ34+HgVFRUpKipKMTExDf6Fh4fb1gsJCdGkSZP06quv6r333lNeXp4+//zzizoGAI5pq2VobGysysrKGpQlP/zwg/7xj3/YysjGcjUlJiZGnTt3bjTv2WWuj4+PRo0apSeffFLbtm1Tz549z5vQCM7h6+4AcK+AgAD94he/0K9//WtFRETosssu05tvvqkvvvjCVukYMGCAVq1apeuuu061tbVasGBBgwJg8+bN+vvf/64xY8aoZ8+e2r17t3bu3Kl7771XktS7d2916NBB69at08SJE9W5c2cFBwfr8ccf16OPPqr+/fsrKSlJubm5euWVV5SVleXQdgF4p7Za7txwww0aOXKkJk6cqMWLF2vw4MHav3+/vvjiC913332aPHmynnzySU2cOFHPPvusjDGaM2eOoqKiNHHixIt6T6+//nqdPHlS8+fP17333qvCwkLbMTXHww8/rN///vdKSUnRr3/9a1166aX67rvv9P777+vWW2/VNddco1/96lcaOnSoYmNj1aFDB61atUqBgYHq1avXRR0DAMe05TJ02LBhmjx5srKyshQcHKynnnpKp06d0oMPPnjBXI3x9/fXzJkzNX/+fIWHh2vIkCF6++23tWbNGn344YeSzszw+80332jUqFEKDw/Xtm3btG/fvgbdg+FEbhudCo9x8uRJc//995uuXbua4OBg8+CDD5pf/vKX5oorrjDGGLNz505z9dVXGz8/P9O7d2+TlZVlRo8ebZus4rPPPjM333yziYiIMJ06dTK9evUyc+bMsc0CaYwxv/vd70xkZKTp0KGDSUxMNMacmQDjmWeeMX369DG+vr6mb9++tskwHN0uAO/UVsudY8eOmYcfftj06NHDdOzY0fTp08csWrTI9vyXX35pbr75ZhMQEGACAgLMrbfeanbv3m17ftmyZcbHx6fBNlesWGHO/XP9pz/9yUiyzXZrjDG///3vTd++fY2fn5+56aabbOucPVnRudvet2+fkWQ2bNhgW7Z3714zefJkExYWZnsP7rzzTvPNN98YY4x58sknTWxsrAkICDBBQUFm1KhRZtOmTQ69PwBaR1stQ/fv328mTpxogoODjZ+fnxk1atR5E8A1luvuu+82o0ePPm971dXV5rHHHjORkZGmY8eO5vLLLzerVq2yPZ+Xl2euv/56ExYWZjp37mxiYmLMokWLTF1dnUN5cXEsxpwzqATQmV+lrFar/vKXv7g7CoB2gnIHAFqOMhTehq650K5du1RYWKirr75a1dXVWrFihTZs2KB169a5OxqANopyBwBajjIUbQENUchiseiVV17RzJkzVVdXp4EDB2r16tW6+eab3R0N8Ch1dXVKS0tTSEiI0tLSVFpaqiVLlqiyslJ9+/bVjBkz5OtLseoIbyx3HnjgAa1cubLR53r37u3Q7QUAoDVQhqItoGsuADho7dq1+vrrr1VVVaW0tDQtXrxYw4cP17XXXqvXXntNffr00ZgxY9wdE05SWlqqY8eONfpcx44d1bt3bxcnAgDvQRmKc/HTPQA44PDhwyosLNQdd9yhtWvXyhijoqIi/fKXv5QkJSUl6e2336Yh2oZ1795d3bt3d3cMAPBKlKE4Fw1RAHDA8uXLlZqaqqqqKknS8ePH5e/vLx8fH0ln7qtYXl7e6GtzcnKUk5MjSUpPT3dNYAAAAA/m8obo/v377a4TFhbW4IbfnoBM9nlaHolMjmitPJGRka2QxjNt27ZNwcHBio6ObtEYluTkZCUnJ9seO1IONsbTPjuSZ2aSPDOXJ2aSPDOXJ2aS7Odqy+WgMzhaFnra54E8F+ZJeTwpi9R+8jhaFnJFFADsKC4u1tatW7V9+3ZVV1erqqpKy5cv18mTJ1VbWysfHx+Vl5crJCTE3VEBAAC8Ag1RALBj8uTJmjx5siSpqKhI7777rmbOnKnFixdry5Ytuvbaa7Vx40bFx8e7OSkAAIB36ODuAADgre68806tXbtWM2bMUGVlpW644QZ3RwIAAPAKXBGF09TeP94p2/V5/a9O2S7giNjYWMXGxkqSIiIitGjRIjcngic7uxw82MrbpiwE2qdz61etVbY4s0yhTojGcEUUAAAAAOBSNEQBAAAAAC5FQxQAAAAA4FKMEQUAAACAszhjXOtBMa71bFwRBQAAAAC4FA1RAAAAAIBL0RAFAAAAALgUY0S9RGP91FvjvlH0UwcAAADgalwRBQAAAAC4lN0rotXV1XriiSdUU1Oj2tpajRgxQhMmTFBpaamWLFmiyspK9e3bVzNmzJCvLxdYAQAAAAAXZrfl2LFjRz3xxBPy8/NTTU2NFixYoCFDhmjt2rW69dZbde211+q1115Tbm6uxowZ44rMAAAAAAAvZrdrrsVikZ+fnySptrZWtbW1slgsKioq0ogRIyRJSUlJKigocG5SAAAAAECb4FBf2rq6Oj322GP6/vvvNXbsWEVERMjf318+Pj6SpJCQEJWXlzs1KAAAzuKMG5cDAICmOdQQ7dChg5599lmdOHFCzz33nP797387vIOcnBzl5ORIktLT0xUWFmY/lK+vQ+u5kiOZDt5+jYvStJ7WrHy1xiy+jmjOZ8NbP0uu5Gl5AADwdvy4BdjXrNmFAgICNGjQIO3evVsnT55UbW2tfHx8VF5erpCQkEZfk5ycrOTkZNvjsrIyu/sJCwtzaD1X8sRM7VVzzoMnnjdPy9RaeSIjI1shDQAAANoDu2NEjx07phMnTkg6M4Purl27FBUVpdjYWG3ZskWStHHjRsXHxzs3KQAAAACgTbB7RbSiokJZWVmqq6uTMUZXX321hg4dqksuuURLlizR//3f/6lv37664YYbXJEXANyCW1kBAAC0Hru1pd69e+uZZ545b3lERIQWLVrklFAA4Gm4lRUAALhYzhw/7PP6X522bWew2zUXAMCtrAAAAFoT/ccAwEEtvZVVS2YPb4wnznDsiZmk5udy1azfram13ndPPIeemEny3FwA4I1oiAKAg1p6K6uWzB7eGE+bcVnyzEyS5+ZqTa11fJ74XnliJsl+rrY+e3hZWZmysrJ05MgRWSwWJScn65ZbblFlZaUyMzN16NAhhYeH65FHHlFgYKC74wLwcDREAaCZWnIrKwDwdj4+PpoyZYqio6NVVVWltLQ0DR48WBs3blRcXJxSUlKUnZ2t7OxspaamujsuAA/HGFEAcAC3sgLQ3lmtVkVHR0uSunTpoqioKJWXl6ugoECJiYmSpMTERMbKA3AIV0QBwAHcygoA/qO0tFQlJSWKiYnR0aNHZbVaJZ1prB47dszN6QB4AxqiAOAAbmUFAGecOnVKGRkZmjp1qvz9/R1+XUsnbvO0SaIcycMEaA235az3w17mi/nstIdz6O7vFg1RAAAAOKSmpkYZGRkaOXKkhg8fLkkKDg5WRUWFrFarKioqFBQU1OhrWzpxm6dNXuVpeVqLN06AZm8/bfVcNaW5x+qs98fRidsYIwoAAAC7jDFaunSpoqKiNG7cONvy+Ph45eXlSZLy8vKUkJDgrogAvAhXRAEAAGBXcXGx8vPz1atXL82dO1eSNGnSJKWkpCgzM1O5ubkKCwvT7Nmz3ZwUgDegIQoAAAC7Bg4cqLfeeqvR5xYsWODiNAC8HQ1RAIBXqL1/vMPreuMkEwAAtCeMEQUAAAAAuBRXRAEAAOCxDt5+jdO27fP6X522bW/TnF4nF0KPFDiKK6IAAAAAAJeiIQoAAAAAcCm65gIAAADwOva6E9NN2LNxRRQAAAAA4FI0RAEAAAAALmW3a25ZWZmysrJ05MgRWSwWJScn65ZbblFlZaUyMzN16NAhhYeH65FHHlFgYKArMqOdc+a9BJk9D7h4rTXzIgAAaLvsNkR9fHw0ZcoURUdHq6qqSmlpaRo8eLA2btyouLg4paSkKDs7W9nZ2UpNTXVFZgAAAACAF7PbNddqtSo6OlqS1KVLF0VFRam8vFwFBQVKTEyUJCUmJqqgoMC5SQEAAAAAbUKzZs0tLS1VSUmJYmJidPToUVmtVklnGqvHjh1r9DU5OTnKycmRJKWnpyssLMx+KF9fh9ZzJUcyMTOX93PF587TPt+elgcAAABtn8MN0VOnTikjI0NTp06Vv7+/wztITk5WcnKy7XFZWZnd14SFhTm0nit5Yia0PlecY0/7LLVWnsjIyFZI45kYKw8AANC6HGqI1tTUKCMjQyNHjtTw4cMlScHBwaqoqJDValVFRYWCgoKcGhQA3IWx8gAAAK3LbkPUGKOlS5cqKipK48aNsy2Pj49XXl6eUlJSlJeXp4SEBKcGbU0tmdGRbrftgzNn+2RGXu9ltVptQxHOHSu/cOFCSWfGyi9cuJCGKAAAgAPsNkSLi4uVn5+vXr16ae7cuZKkSZMmKSUlRZmZmcrNzVVYWJhmz57t9LAA4G6uGivfGE8cz9tYJn64c43W+ix4y+fKE3hqLgDwRnYbogMHDtRbb73V6HMLFixo9UAA4KlcOVa+MZ42vljyzEztRWu97554Dj0xk2Q/V1seKw8Arc3u7VsAABceKy+JsfIAAADN0KzbtwBAe9QWx8rD+7XWmPZzu1I7czy7o5lb0r2bcfgA4F1oiAKAHYyVB4C2iQksAfehIQoAdjBWHgAAoHUxRhQAAAAA4FI0RAEAAAAALkXXXAAAYNNakyABAHAhXBEFAAAAALgUDVEAAAAAgEvRNRcAAAAAvFxzh1Y4eisiZ92nmYYoAAAA7Hr55ZdVWFio4OBgZWRkSJIqKyuVmZmpQ4cOKTw8XI888ogCAwPdnBSAN6AhCgDtUGtNSMON3YH2IykpSTfddJOysrJsy7KzsxUXF6eUlBRlZ2crOztbqampbkwJwFswRhQAAAB2DRo06LyrnQUFBUpMTJQkJSYmqqCgwB3RAHghrogCAACgRY4ePSqr1SpJslqtOnbsWJPr5uTkKCcnR5KUnp6usLAwh/ZBzwvAvRz9rjYXDVEAAAA4XXJyspKTk22Py8rK3JgGgKOa+12NjIx0aD265gIAAKBFgoODVVFRIUmqqKhQUFCQmxMB8BY0RAEAANAi8fHxysvLkyTl5eUpISHBzYkAeAu65gIAAMCuJUuW6PPPP9fx48f1wAMPaMKECUpJSVFmZqZyc3MVFham2bNnuzsmAC9htyHKPaMAAAAwa9asRpcvWLDAxUkAtAV2u+YmJSVp3rx5DZbV3zPqhRdeUFxcnLKzs50WEAAAAADQtthtiHLPKAA40zvkvvvu06OPPmpbVllZqaeeekozZ87UU089pcrKSjcmBAAA8B4tGiPq7HtG+fr6OohDBngAACAASURBVO1+NRL3o4J71H+mnf35bi5Py+OpkpKSdNNNNykrK8u2rL53SEpKirKzs5Wdna3U1FQ3pgQAAPAOTp+sqCX3jAoLC+PeUmhz6j/Tnvb5bq08jt4zylsNGjRIpaWlDZYVFBRo4cKFks70Dlm4cCENUQAAAAe0qCFaf88oq9XKPaMAtFuO9g5pSc+QxrTm1Wt6hqCtcUXPDnqQAEDraVFDtP6eUSkpKdwzCnBQ7f3jJbV+A8Dn9b+28hbR2lrSM6QxnnY1HfAkrvhu2PsOtvWeIQDQmuw2RLlnFAA0jt4hAAAALWO3Ico9owCgcfQOAQAAaBmnT1YEAG0BvUMAAABaDw1RAHCAu3qH1I8tlphgCAAAtB0d3B0AAAAAANC+0BAFAAAAALgUDVEAAAAAgEt57BjRs8dFAQAAAADaDq6IAgAAAABcioYoAAAAAMClaIgCAAAAAFyKhigAAAAAwKVoiAIAAAAAXMpjZ80FAABwlLNm2/d5/a9O2S4AtHdcEQUAAAAAuBQNUQAAAACAS9EQBQAAAAC4FA1RAAAAAIBL0RAFAAAAALgUDVEAAAAA+P/s3X1YVFXiB/DvAL4B8joIidkKlAmJb5CmKRiTbuomui2p+YKbWWK6avoT3VJW10SNoBQXe1lNrS3bVTIrTUIw39YRRREVkdC1VUEYRBAQmTm/P3i8KwIyjDNzZ+D7eZ6evJc7d773zr3nzpl77jlkVg81fEtmZiY2btwInU6HsLAwhIeHGysXEenpYYcsKHjA3zhsgX5YFhJRa8dykIiay+A7ojqdDp9++ikWL16M+Ph4HDx4EL/++qsxsxERWTyWhUTU2rEcJCJDGFwRvXDhAry8vODp6Qk7OzsMHDgQarXamNmIiCwey0Iiau1YDhKRIQxumqvRaODu7i5Nu7u7Izc3t95yKSkpSElJAQDExsaic+fOeq3/0e+OGRqNiMhs9CkLDS0HAQAsC4ksSrPO31bC1N8JWQ4StUwG3xEVQtSbp1Ao6s1TqVSIjY1FbGys3uuOjo42NJbJMFPTLC0PwEz6sLQ81kafstCQcrAhlvhZWWImwDJzWWImwDJzWWImwHJzyc2U3wkBy9vvzPNglpTHkrIAzHM/gyui7u7uKC4ulqaLi4vh6upqlFBERNaCZSERtXYsB4nIEAZXRH19fXH16lUUFhaipqYGhw4dQlBQkDGzERFZPJaFRNTasRwkIkPYxsTExBjyQhsbG3h5eWHt2rXYvXs3Bg8ejAEDBhgtmI+Pj9HWZSzM1DRLywMwkz4sLY81MXVZeD9L/KwsMRNgmbksMRNgmbksMRNgubnkZI5y0NL2O/M8mCXlsaQsAPPcSyEaathPREREREREZCIGN80lIiIiIiIiMgQrokRERERERGRWBo8j2lzr16/H8ePH4ezsjLi4OABAeXk54uPjcf36dXh4eGDu3LlwdHSEEAIbN27EiRMn0K5dO0RFRUntl9PS0rB9+3YAwNixYxEaGmq0PFu2bEFGRgbs7Ozg6emJqKgoODg4oLCwEHPnzpXGu3r88ccxffp0AMAvv/yCxMREVFdXo0+fPpg6dWqDXZYbmmnbtm346aef4OTkBAAYP348+vbtCwDYsWMHUlNTYWNjg6lTp6J3794AgMzMTGzcuBE6nQ5hYWEIDw83KE9jmeLj43HlyhUAQEVFBezt7bFmzRqz7KeioiIkJibixo0bUCgUUKlUGDFihKzHUmOZ5DqeGssj97FE+tHpdIiOjoabmxuio6NRWFiIhIQElJeXo1u3bpg1axbs7Oxw584drFu3Dr/88gs6duyIOXPmoFOnTkbPc+vWLSQlJeHy5ctQKBSYMWMGOnfu3Ozzzdh27dqF1NRUKBQKPProo4iKisKNGzfMvq8s7drWWKbGyiPAfOd/Q7nu2rlzJ7Zu3YpPPvkETk5Osu4rAPjhhx+we/du2Nraom/fvpg4cSIAlpWmYMzrujFUV1dj6dKlqKmpgVarxYABAxARESF7WWxJ14aZM2eiffv2sLGxga2tLWJjY2X7vADLuk5duXIF8fHx0nRhYSEiIiIQEhIi2/6xlOtlg4SZZGdni7y8PDFv3jxp3pYtW8SOHTuEEELs2LFDbNmyRQghREZGhlixYoXQ6XQiJydHLFq0SAghRFlZmZg5c6YoKyur829j5cnMzBQ1NTVStrt5CgoK6ix3r+joaJGTkyN0Op1YsWKFOH78uEF5Gsv01VdfiW+++abespcvXxbz588X1dXVoqCgQLz55ptCq9UKrVYr3nzzTXHt2jVx584dMX/+fHH58mWjZrrXZ599Jr7++mshhHn2k0ajEXl5eUIIISoqKsTs2bPF5cuXZT2WGssk1/HUWB65jyXSz7fffisSEhLEypUrhRBCxMXFiQMHDgghhNiwYYPYs2ePEEKI3bt3iw0bNgghhDhw4IB4//33TZJn7dq1IiUlRQghxJ07d0R5eXmzzzdjKy4uFlFRUeL27dtCiNp9tG/fPln2laVd2xrL1Fh5ZM7zv7HryfXr18Vf//pXMWPGDFFaWiqEkHdfZWVliWXLlonq6mohhBA3btwQQrCsNBVjXdeNRafTicrKSiFEbZm3aNEikZOTI3tZbEnXhqioKOlcvUvO64IlXqeEEEKr1Ypp06aJwsJC2fJY0vWyIWZrmuvv7w9HR8c689RqNUJCQgAAISEhUKvVAIBjx45hyJAhUCgUeOKJJ3Dr1i2UlJQgMzMTgYGBcHR0hKOjIwIDA5GZmWm0PL169YKtrS0A4IknnoBGo3ngOkpKSlBZWYknnngCCoUCQ4YMkbbBWJkao1arMXDgQLRp0wadOnWCl5cXLly4gAsXLsDLywuenp6ws7PDwIEDTZZJCIHDhw9j0KBBD1yHMfeTq6ur9EtRhw4d4O3tDY1GI+ux1FgmuY6nxvI0xlzHEjWtuLgYx48fR1hYGIDacyw7O1vqfTI0NLTOsX33TtCAAQNw+vTpBgeVfxgVFRU4e/YsnnvuOQCAnZ0dHBwcmn2+mYJOp0N1dTW0Wi2qq6vh4uIiy76ytGtbY5kaK4/Mef43dj357LPP8Morr9Rp/SHnvvrxxx8xevRotGnTBgDg7OwMgGWlqRjrum4sCoUC7du3BwBotVpotVooFApZy2JLuzY0RK7Py5KvU1lZWfDy8oKHh4eseSzletkQszXNbUhpaak04LGrqytu3rwJANBoNFAqldJy7u7u0Gg00Gg0cHd3l+a7ubk1+eXeUKmpqRg4cKA0XVhYiP/7v/9Dhw4dMG7cOPTo0aNenrs5jW3Pnj3Yv38/fHx8MHnyZDg6OkKj0eDxxx+Xlrl3X9yfKTc31+iZAODs2bNwdnbGI488Is0z534qLCxEfn4+/Pz8LOZYujfTveQ6nu7Nc+7cOYs9lqjWpk2bMHHiRFRWVgIAysrKYG9vL1Ug7v1s7j1ebG1tYW9vj7KyMqnptTEUFhbCyckJ69evx6VLl+Dj44PIyMhmn2/GHtjezc0Nv/vd7zBjxgy0bdsWvXr1go+Pj6z76l6WUh415t7ySO7z/9ixY3Bzc8NvfvObOvPl3FdXr17FuXPn8OWXX6JNmzaYNGkS/Pz8ZN9XrcHDXNeNWc7odDosXLgQ165dw/Dhw+Hp6Slr+WJp1wYAWLFiBQDg+eefh0qlku3zstTrFAAcPHhQulkjVx5Lv15aZGdFDdW8G3tOztDnMR9k+/btsLW1xeDBgwHUHjDr16/H6tWrMWXKFHz44YeoqKgwyy9Mw4YNw9q1a7F69Wq4urpi8+bNABreR43NN8U+AuqeYIB591NVVRXi4uIQGRkJe3v7Rpcz57HUWCa5jqf781jysURARkYGnJ2d9X42xByfj1arRX5+PoYNG4bVq1ejXbt2SE5OljUTUPsMplqtRmJiIjZs2ICqqqoH3hWzlGNZ7msbUL88kvP8v337NrZv346XX375od7f2Ll0Oh3Ky8uxYsUKTJo0CfHx8RBCsKw0MVNc1w1lY2ODNWvWICkpCXl5efjvf/8rWx5LvDYsX74cq1atwuLFi7Fnzx6cOXNGtjyWep2qqalBRkZGk+PpmjqPpV8vZa2IOjs7S7efS0pKpNq2u7s7ioqKpOWKi4vh6uoKNzc3FBcXS/NN8QtGWloaMjIyMHv2bGnHt2nTBh07dgRQO+irp6cnrl69Cnd39zp5iouL4ebmZtQ8Li4usLGxgY2NDcLCwpCXlwcA9d5bo9HAzc2twUym+JVHq9Xi6NGjde7ymWs/1dTUIC4uDoMHD0b//v0ByH8sNZQJkO94aiiPpR5LVCsnJwfHjh3DzJkzkZCQgNOnT2PTpk2oqKiAVqsF8L/PBqj7uWm1WlRUVOjdtF9f7u7ucHd3l+4CDRgwAPn5+c0+34wtKysLnTp1gpOTE+zs7NC/f3/k5OTIuq/uJXd51JiGyiM5z/+CggIUFhZiwYIFmDlzJoqLi7Fw4ULcuHFD1n3l5uaG/v37Q6FQwM/PDzY2NigrK2NZaULGuK6bgoODA/z9/ZGbmytb+WKJ14a77+Xs7Izg4GBcuHBBts/LUq9TJ06cQLdu3eDi4gJAvuPZ0q+XslZEg4KCkJ6eDgBIT09HcHCwNH///v0QQuD8+fOwt7eHq6srevfujZMnT6K8vBzl5eU4efKk1GOdMWRmZuKbb77BwoUL0a5dO2n+zZs3odPpANReOK9evQpPT0+4urqiQ4cOOH/+PIQQ2L9/P4KCgoyWB0CdduJHjx7Fo48+CqB2Hx06dAh37txBYWEhrl69Cj8/P/j6+uLq1asoLCxETU0NDh06ZHCm0NBQTJs2rcG/ZWVl4fz583UqXX/7299gZ1fb2ttU+0kIgaSkJHh7e2PUqFHSfDmPpcYyyXU8NZZHzmOJmjZhwgQkJSUhMTERc+bMwVNPPYXZs2cjICAAR44cAVBbkbj7GfTr1w9paWkAgCNHjiAgIMDov1q6uLjA3d1d6iU7KysLXbp0afb5ZmxKpRK5ubm4ffs2hBBSrqb2VWRkJPr372+SfXUvS7u2AY2XR3Ke/127dsUnn3yCxMREJCYmwt3dHatWrYKLi4us+yo4OBinT58GUNsDZk1NDTp27Miy0kSMdV03lps3b+LWrVsAanvQzcrKgre3t2xlsaVdG6qqqqQmwlVVVTh16hS6du0q2+d19zoVHx8POzs7i7lO3d9qUK48hl4vAdN9t7iXQpijfSmAhIQEnDlzBmVlZXB2dkZERASCg4MRHx+PoqIiKJVKzJs3T+rK+NNPP8XJkyfRtm1bREVFwdfXF0Dtsy07duwAUNtt+9ChQ42WZ8eOHaipqZFq/neH1Thy5Ai2bdsGW1tb2NjY4A9/+IP0geXl5WH9+vWorq5G79698cc//tHgD6yhTNnZ2bh48SIUCgU8PDwwffp06QDdvn079u3bBxsbG0RGRqJPnz4AgOPHj+Ozzz6DTqfD0KFDMXbsWIPyhIaGoqqqCoGBgXUyPffcc0hMTESXLl0waNAgqW17Wloa/vGPf8DJyclk++ncuXNYsmQJunbtKr1+/PjxePzxx2U7lhrLtHHjRlmOp8byHDx4ULZjiZonOzsb3377LaKjo1FQUFCvi/U2bdqguroa69atQ35+PhwdHTFnzhx4enoaPcvFixeRlJSEmpoadOrUCVFRURBCNPt8M7Zt27bh0KFDsLW1xW9+8xu88cYb0Gg0D9xX586dg4ODA6Kjo422ryzt2tZYpsaub4D5zv+Gct3tYASoHRJi5cqV0vAtcu2rIUOGSM+b2dnZYdKkSXjqqacAsKw0BWNe143h0qVLSExMhE6ngxACzzzzDF566SXZy2LAMq4NBQUFeO+99wDU3jF79tlnMXbsWJSVlcl2Xbh48SJmzpyJH374AbGxsbJfp27fvo0ZM2Zg3bp1UjNzOfePIddLcxzPgBkromR9QkND4efnh08++UTuKEREVkEIgZqaGqnHVSIiMr1NmzZh2rRpqKmpkTsKNYNFdlZElmX58uXw8vKCm5sbIiMjpSYrMTExdXqH3bRpk9Q0967vv/8e/fr1Q7t27aS7KXdfD9T+ujd8+HC4uLjAwcEBPXr0wJYtW8yzYUTUqkRGRkKlUtX590cffYTHHnsMTk5OGD16NK5fv17nNQkJCejSpQvs7e0xfPhwbNmyBQqFAr/++iuA/5V7+/btQ58+fdCuXTvs2bMHALB3714MGjRIGpJi6tSpdZ4lbKr8u3r1KsaNGwcXFxd06NABoaGhOHbsmPT3O3fuYN68eejSpQvatWuHRx55BOPGjTPZ/iMiyxMaGoo//vGPiI6OhlKphJOTE6ZNmyY1n927dy9CQ0Ph5uYGZ2dnhISE4OjRo3XWcbezn/bt26Nr165ITEys93hWWVkZXn/9dXh4eKB9+/YICgrCjz/+qHfOmpoaLFu2DL6+vmjXrh28vb0xa9Ys6e9NlXdAbauxP/zhD3Bzc4O9vT0CAwOxa9euOsscPHgQffv2hb29PYKDg5GRkVHn7xcuXMDvf/97uLi4wNXVFcOGDUNWVpbe20HGxYooPdA///lPaDQapKWl4YsvvkBycjJWr16t12tPnTqFF198EUOGDEFmZiY+++wz7Nq1C2+88Ya0zPjx4+Hu7o5Dhw4hKysL77//Pjt5ICKzUKvV2LdvH7777jvs3r0bmZmZmD9/vvT37du3Y/78+ViwYAFOnjyJ8ePHY+HChfXWo9Pp8H//93+Ii4vDuXPn0L9/f6SmpmL06NEYN24cTp06heTkZFy8eBFjxoyReiV8UPknhEB4eDjOnTuHXbt24ejRo/D09MTzzz8vdWyxdu1abNu2DVu3bkVubi527tzZZA+NRNTy/POf/0RxcTF+/vlnfP7559i5c6dUVpWXl2PmzJk4cuQIDh06hMcffxy//e1vpR/FhBAYM2YMSktLsX//fuzcuRPfffcdTpw4Uec9/vjHP2LPnj3YunUrTpw4gUGDBmHUqFE4d+6cXhlfffVVrFu3DjExMThz5gz+9a9/ST0B61PeXbt2DQMHDkRJSQl27tyJrKwsLF++HDY2/6vK6HQ6LFq0CB988AGOHz8OV1dXRERESHdJCwoK8Oyzz6JTp074+eefceTIEXTv3h2hoaH1foQkMxFEjQgJCRE9e/asM+/1118XAwYMEEIIsXTpUuHr6yv9bePGjcLW1laanjhxoggODq7z+uTkZKFQKMTFixeFEEI4OTmJjRs3mmgLiIj+Z8qUKSIsLEz6t1KpFFVVVdLfV65cKby8vKTpgQMHiokTJ9ZZx8KFCwUAcfnyZSFEbbkHQOzfv7/OciEhIWLhwoV15l26dEkAECdOnBBCPLj8S0lJEQBEdna2NK+qqkp4eXmJv/zlL0IIIWbPni2GDh0qdDpdc3YDEbUgISEh4rHHHhM1NTXSvA0bNoi2bduK8vLyestrtVrh4uIitm7dKoQQ4scffxQARG5urrRMcXGx6NChg3j11VeFEELk5uYKAOK7776rs64+ffqIqVOnNpnx7uu//vrrBv+uT3n39ttvC09Pzwa3SYj/lcUZGRnSvMOHDwsA4ty5c0KI2u+t/fv3r/M6nU4nfHx8RHx8fJPbQcbHO6L0QPf3Rujt7Y2CggK9XpudnY0hQ4bUmRcSEgIhhDTm1Pz58zFt2jSEhoYiJiYGx48fN05wIqIm9OjRo04PsveXb2fOnKl3h/GZZ55pcF13e0C8S61WIyEhAY6OjtJ//v7+AIDc3FwADy7/srOz4e7uLr0GANq1a4f+/fsjOzsbADB16lRkZWXBz88Pb7zxBv71r3+hurrakF1BRFbs6aefhq2trTQ9aNAgVFdXIy8vD/n5+Zg0aRL8/Pzg5OQEJycnlJaW4tKlSwBqyzmlUlnnUSs3Nzd0795dmr77ne3+73RDhgyRyqMHuVu2DRs2rMG/61PeZWRkYODAgXBwcGj0fRQKBXr16iVNe3t7A4BUrqvVamRkZNQplzt27IiLFy9K5TKZFyui9EBt27atM61QKKShR/TR1ADk77zzDs6fP4+IiAicPn0aAwYMwNtvv214YCIiPTVUvon7+u/Tp9dqW1tbtG/fvs48nU6HhQsXIjMzs85/ubm5eOGFFwA0Xf419N5CCGl+7969kZ+fj/feew9t27bFn/70J/Tu3Rs3b97UbwcQUYt0bzk2atQo/Oc//0FiYiKOHDmCzMxMdOrUqc6PVoaO9nBvefSwmirvGlvmXjY2NnUq5HeXv/u9VafTISwsrF65nJOTg5iYGCNsBTUXK6JkMgEBAdKYSXelp6dDoVDU+dXLx8cHUVFR+Oc//4lly5bhb3/7m7mjEhHV4+/vj8OHD9eZd3fctaYEBQUhOzsbfn5+9f67d3Dwxsq/gIAAFBUVSXcigNohAY4ePYqAgABpnqOjI8aMGYMPP/wQx44dw9mzZ+uVu0TUsqnVami1Wmn68OHDaNu2Ldzd3XHmzBlER0dj+PDh8Pf3R/v27VFYWCgt6+/vj+vXr+PChQvSvJKSEpw/f16avlvm7N+/v877/vzzz3XKo8b07dsXABrt3Eif8q5fv344ePBgnQ4vm+tuuezt7V2vXPbw8DB4vWQ4VkTJZBYsWIDjx49j3rx5OHfuHHbv3o1Zs2bhlVdeQdeuXaUH6FNTU5Gfn48TJ05g9+7ddSqpRERyeeutt/Dll19i7dq1uHDhAjZv3ozNmzcDaPqX+WXLluGbb77B3LlzkZmZiby8POzevRuvvvoqKisrmyz/nnvuOTz99NOYMGECDh48iNOnT2Py5MmoqqrCjBkzAABr1qzB559/juzsbOTn5+Pvf/87bG1t8cQTT5h2xxCRRSkuLsbMmTNx9uxZfPfdd3jnnXfw2muv4ZFHHoGHhwc+/vhjnD9/HocPH8b48ePRoUMH6bUqlQq9evXC5MmToVarcfLkSUyaNAl2dnZSOefr64s//OEPiIqKwp49e3Du3Dn86U9/wunTp7FgwYIm8/n5+eGVV15BVFQUtm7diry8PKjVanzwwQcA9CvvoqKioNPpMHr0aBw8eBD5+fnYtWsXfvjhB73305tvvgmtVovw8HD8/PPPuHjxIg4cOIA///nPOHToUHN2ORkJK6JkMoGBgdi5cyfS09PRq1cvTJo0CSNHjkRSUhIAwM7ODiUlJXj11VfRo0cPDB8+HJ6envjiiy9kTk5EBIwdOxarV69GbGwsevbsic8//xxLly4FgHpNce83dOhQpKamIisrC4MHD0ZgYCDmzp2Ljh07ok2bNk2WfwqFAsnJyXjyyScxcuRIBAcH49q1a9i7dy+USiUAwMnJCe+//z6eeeYZ9OzZEzt27MC//vWvOs92EVHL99JLL6Fjx4549tlnMW7cOIwYMQKrV6+GjY0Nvv76a+Tl5SEwMBCRkZGYM2cOHnnkEem1CoUCO3bsgIODAwYPHoxRo0bhhRdeQPfu3euUc5988gmGDx+OiRMnolevXjh48CB27dqFJ598Uq+MGzduxOuvv463334bPXr0wJgxY5Cfny9laKq8e+SRR3DgwAF07NgRI0aMQEBAAP785z/Xe5ziQTw9PXH48GEolUqMHTsW3bt3xyuvvIJLly7V2SdkPgrRnE+Q6AE2bNiAhQsX4saNG3JHISIyiWXLluGDDz6oMx4oEZFcQkND4efnh08++cRo6ywrK0OXLl3w17/+tc5Yn0TGZid3AGoZLl26hO+//x6BgYFyRyEiMoo7d+4gLi4OI0aMgIODA/bt24c1a9Zg5syZckcjIjKanTt3ws7ODj169EBhYSH+8pe/QKFQICIiQu5o1MKxIkpG4efnh6eeegqffvqp3FGIiIxCoVAgLS0NcXFxKCsrQ7du3bB48WK9nokiIrIWFRUVWLZsGS5evAgHBwf069cPBw4cgKenp16vf/fdd/Huu+82+vfy8nJjRaUWhk1ziYiIiIjIIBqNBhqNptG/3ztGKdG9WBElIiIiIiIis2KvuURERERERGRWZn9G9MqVK3otp1QqUVRUZOI08mrp28jts37N2cbOnTubOE3LYe3lIHM1jyXmssRMgPXnYjnYPNZeFjZXS9kOoOVsC7fDNPQtC3lHlIiIiIiIiMyKFVEiIiIiIiIyK1ZEiYiIiIiIyKwsdhzRgjEDTbZu2493mmzdRERkfbSvvWiS9fJ6Q0RknXhdMD3eESUiIiIiIiKzYkWUiIiIiIiIzIoVUSIiIiIiIjIri31GlIiIiMzPVM9FAXw2ioiI/od3RImIiIiIiMisWBElIiIiIiIis2LTXCIiIiKiVq45zfILmrluNsunhvCOKBEREREREZkVK6JERERERERkVqyIEhERERERkVmxIkpERERERERmxYooERERERERmVWTveZeuXIF8fHx0nRhYSEiIiJw69Yt/PTTT3BycgIAjB8/Hn379jVdUiIiIiIiImoRmqyIdu7cGWvWrAEA6HQ6vP7663j66aexb98+jBw5Ei++qH9Xz0RERERElqI5Q5Y0B4crIWpas8YRzcrKgpeXFzw8PEyVh4iI7mGNX5KsMbM1epj93NwxAI2lqcwPk4vHBxGRdWlWRfTgwYMYNGiQNL1nzx7s378fPj4+mDx5MhwdHY0ekIiIiIiIiFoWvSuiNTU1yMjIwIQJEwAAw4YNw0svvQQA+Oqrr7B582ZERUXVe11KSgpSUlIAALGxsVAqlXq9nyl/rdU3g6nZ2dlZTBZT4PZZv9awjURERERkfnpXRE+cOIFu3brBxcUFAKT/A0BYWBhWrVrV4OtUKhVUKpU0XVRUZGhWo7GEDEBthdhSspgCt8/6NWcbO3fubOI08ikqKkJiYiJu3LgBhUIBlUqFESNGoLy8HPHx8bh+/To8PDwwd+5ctgwhIiIi0oPeFdH7m+WWlJTA1dUVAHD06FE8+uijxk9HRGQBbG1tZh2dCQAAIABJREFUMWnSJPj4+KCyshLR0dEIDAxEWloaevbsifDwcCQnJyM5ORkTJ06UOy4RERGRxdNrHNHbt2/j1KlT6N+/vzRv69ateOuttzB//nxkZ2djypQpJgtJRCQnV1dX+Pj4AAA6dOgAb29vaDQaqNVqhISEAABCQkKgVqvljElERERkNfS6I9quXTv8/e9/rzNv1qxZJglERGTJCgsLkZ+fDz8/P5SWlkotQ1xdXXHz5k2Z0xERmQ4fU9BfQz1EG6v/E2vsIZq9qVNDmtVrLhFRa1ZVVYW4uDhERkbC3t5e79cZ2mmbnZ3piuiH6YSqqU6sTNXZXFOZH6ZzLVNmNlWnX3INwWKpTNmxGjtuq8XHFIjImFgRJSLSQ01NDeLi4jB48GDpMQVnZ2fpefmSkhI4OTk1+FpDO20z5Rffh+loS66Oupp6T0vsQKyoqMgic7VEptzH+n6GLbnTNqC25cfdViD3P6YQExMDoPYxhZiYGFZEiahJej0jSkTUmgkhkJSUBG9vb4waNUqaHxQUhPT0dABAeno6goOD5YpIRGRWfEyBiB4W74gSETUhJycH+/fvR9euXbFgwQIAwPjx4xEeHo74+HikpqZCqVRi3rx5MiclIjI9cz+mUDBmoEE5WypTPW9pjR625dCDmt3L9ZiJIaz18QFWRImImvDkk09i27ZtDf5tyZIlZk5DRCQfOR5TIGrMwx5Dcjw6YYr3s7RHQPR9TIFNc4mIiIioSXxMgYiMiXdEiYiIiKhJfEyBLM3DNlNm7+PyYkWUiIjIRLSvvcgvOtRi8DEFIjImNs0lIiIiIiIis2JFlIiIiIiIiMyKFVEiIiIiIiIyKz4jSkTUCj1MBw985pGIiIgeFu+IEhERERERkVmxIkpERERERERmxYooERERERERmRUrokRERERERGRWrIgSERERERGRWenVa+7MmTPRvn172NjYwNbWFrGxsSgvL0d8fDyuX78ODw8PzJ07F46OjqbOS0RERERERFZO7+Fbli5dCicnJ2k6OTkZPXv2RHh4OJKTk5GcnIyJEyeaJCQREVFTQ85wWBkiIiLrYXDTXLVajZCQEABASEgI1Gq10UIRERERERFRy6X3HdEVK1YAAJ5//nmoVCqUlpbC1dUVAODq6oqbN2+aJiERERERERG1KHpVRJcvXw43NzeUlpbir3/9Kzp37qz3G6SkpCAlJQUAEBsbC6VSqdfrTNnESt8MpmZnZ2cxWUyB22f9WsM2EhEREZH56VURdXNzAwA4OzsjODgYFy5cgLOzM0pKSuDq6oqSkpI6z4/eS6VSQaVSSdNFRUVGiP1wLCEDUFshtpQspsDts37N2cbm/EBFRERERK1bk8+IVlVVobKyUvr3qVOn0LVrVwQFBSE9PR0AkJ6ejuDgYNMmJSIiIiIiohahyTuipaWleO+99wAAWq0Wzz77LHr37g1fX1/Ex8cjNTUVSqUS8+bNM3lYIiIiIiIisn5NVkQ9PT2xZs2aevM7duyIJUuWmCQUERERUXM0NbyPoWw/3mmS9RIRtXYGD99CREREREREZAi9h28hIiIiIiIiw5mi9YYpRxsBTNcyhHdEiYiIiIiIyKxYESUiIiIiIiKzYkWUiIiIiIiIzIoVUSIiIiIiIjIrVkSJiIiIiIjIrNhrLhGRHtavX4/jx4/D2dkZcXFxAIDy8nLEx8fj+vXr8PDwwNy5c+Ho6ChzUiIiIiLLxzuiRER6CA0NxeLFi+vMS05ORs+ePfHhhx+iZ8+eSE5OlikdEZHprV+/HtOmTcNbb70lzSsvL8fy5csxe/ZsLF++HOXl5TImJCJrwoooEZEe/P39693tVKvVCAkJAQCEhIRArVbLEY2IyCz4gxwRGROb5hpRcweobc7gs6YaSJaIDFdaWgpXV1cAgKurK27evNngcikpKUhJSQEAxMbGQqlU6rV+OzsW0URyUyqVsLOz0/u8bcn8/f1RWFhYZ55arUZMTAyA2h/kYmJiMHHiRBnSEZG14bccIiITU6lUUKlU0nRRUZFer+MXXyL5FRUVQalU6nXedu7c2QyJLIu+P8gREd2PFVEiIgM5OzujpKQErq6uKCkpgZOTk9yRiIgslqGtQ5rTgoyIjM9UP4yzIkpEZKCgoCCkp6cjPDwc6enpCA4OljsSEZFZNecHOUNbhxCRvJp7rurbOoSdFRER6SEhIQFvv/02rly5gjfeeAOpqakIDw/HqVOnMHv2bJw6dQrh4eFyxyQiMqu7P8gB4A9yRNQsvCNKJlMwZqBJ1suOm0gOc+bMaXD+kiVLzJyEiEgeCQkJOHPmDMrKyvDGG28gIiIC4eHhiI+PR2pqKpRKJebNmyd3TCKyEqyIEhEREVGT+IMcERkTm+YSERERERGRWTV5R7SoqAiJiYm4ceMGFAoFVCoVRowYgW3btuGnn36SHkofP348+vbta/LARKbUnLFgm9uLH5sUExERERHVarIiamtri0mTJsHHxweVlZWIjo5GYGAgAGDkyJF48UX9v7gTERERERERNVkRdXV1lQYq7tChA7y9vaHRaEwejIiIiIiIiFqmZnVWVFhYiPz8fPj5+eHcuXPYs2cP9u/fDx8fH0yePBmOjo71XmOJgxebalBWa8xsSqbaH6bcF/wM67Kzs7PK3ERERERk2fSuiFZVVSEuLg6RkZGwt7fHsGHD8NJLLwEAvvrqK2zevBlRUVH1XmeJgxdbQobmssbMpmKt+8IacyuVSr1z6zt4MRERERGRXr3m1tTUIC4uDoMHD0b//v0BAC4uLrCxsYGNjQ3CwsKQl5dn0qBERERERETUMjRZERVCICkpCd7e3hg1apQ0v6SkRPr30aNH8eijj5omIREREREREbUoTTbNzcnJwf79+9G1a1csWLAAQO1QLQcPHsTFixehUCjg4eGB6dOnmzwsERERERERWb8mK6JPPvkktm3bVm8+xwwlIiIiIiIiQ+j1jCgRERERERGRsbAiSkRERERERGbVrHFEicjyaF970XQr33HIdOsmIiIiolaLd0SJiIiIiIjIrFgRJSIiIiIiIrNiRZSIiIiIiIjMihVRIiIiIiIiMitWRImIiIiIiMisWBElIiIiIiIis2JFlIiIiIiIiMyKFVEiIiIiIiIyK1ZEiYiIiIiIyKxYESUiIiIiIiKzYkWUiIiIiIiIzIoVUSIiIiIiIjIrVkSJiIiIiIjIrFgRJSIiIiIiIrOye5gXZ2ZmYuPGjdDpdAgLC0N4eLixchERWQ2WhUTU2rEcJKLmMviOqE6nw6efforFixcjPj4eBw8exK+//mrMbEREFo9lIRG1diwHicgQBldEL1y4AC8vL3h6esLOzg4DBw6EWq02ZjYiIovHspCIWjuWg0RkCIOb5mo0Gri7u0vT7u7uyM3NrbdcSkoKUlJSAACxsbHo3Lmzfm/w3TFDo8nHGjObkjXuD2auR+9ztpXSpyw0uBwE8Kg1HpNELRDLwsbxOyERGcLgO6JCiHrzFApFvXkqlQqxsbGIjY1t1vqjo6MNjWY1Wvo2cvusX2vYxoelT1nY0spB5moeS8xliZkA5rJW/E6on5ayHUDL2RZuh7wMroi6u7ujuLhYmi4uLoarq6tRQhERWQuWhUTU2rEcJCJDGFwR9fX1xdWrV1FYWIiamhocOnQIQUFBxsxGRGTxWBYSUWvHcpCIDGEbExMTY8gLbWxs4OXlhbVr12L37t0YPHgwBgwYYNRwPj4+Rl2fJWrp28jts36tYRsfhqnLQkvd/8zVPJaYyxIzAcxljfidUH8tZTuAlrMt3A75KERDDfuJiIiIiIiITMTgprlEREREREREhmBFlIiIiIiIiMzK4HFETSkzMxMbN26ETqdDWFgYwsPD5Y5kVOvXr8fx48fh7OyMuLg4ueMYXVFRERITE3Hjxg0oFAqoVCqMGDFC7lhGU11djaVLl6KmpgZarRYDBgxARESE3LGMTqfTITo6Gm5ublbbLbglauz8KC8vR3x8PK5fvw4PDw/MnTsXjo6OEEJg48aNOHHiBNq1a4eoqCjpOZC0tDRs374dADB27FiEhoYalKmxY7qwsBAJCQkoLy9Ht27dMGvWLNjZ2eHOnTtYt24dfvnlF3Ts2BFz5sxBp06dAAA7duxAamoqbGxsMHXqVPTu3fuh99n9x6Il5Jo5cybat28PGxsb2NraIjY2VtbPEABu3bqFpKQkXL58GQqFAjNmzEDnzp1lzXTlyhXEx8dL04WFhYiIiEBISIisuQBg165dSE1NhUKhwKOPPoqoqCjcuHFD9mOL6rKm74QNfb8zpFyQmzGvU3Iy5rXNEhjjWmhxhIXRarXizTffFNeuXRN37twR8+fPF5cvX5Y7llFlZ2eLvLw8MW/ePLmjmIRGoxF5eXlCCCEqKirE7NmzW9RnqNPpRGVlpRBCiDt37ohFixaJnJwcmVMZ37fffisSEhLEypUr5Y7SojR2fmzZskXs2LFDCCHEjh07xJYtW4QQQmRkZIgVK1YInU4ncnJyxKJFi4QQQpSVlYmZM2eKsrKyOv82RGPHdFxcnDhw4IAQQogNGzaIPXv2CCGE2L17t9iwYYMQQogDBw6I999/XwghxOXLl8X8+fNFdXW1KCgoEG+++abQarUGZbrX/ceiJeSKiooSpaWldebJ+RkKIcTatWtFSkqKEKL2cywvL5c90720Wq2YNm2aKCwslD1XcXGxiIqKErdv3xZC1B5T+/bts4hji/7H2r4TNvT9rrnHuiUw1nVKbsa6tlmKh70WWiKLa5p74cIFeHl5wdPTE3Z2dhg4cCDUarXcsYzK398fjo6OcscwGVdXV+mXsA4dOsDb2xsajUbmVMajUCjQvn17AIBWq4VWq21w4G5rVlxcjOPHjyMsLEzuKC1OY+eHWq1GSEgIACAkJEQq944dO4YhQ4ZAoVDgiSeewK1bt1BSUoLMzEwEBgbC0dERjo6OCAwMRGZmpkGZGjums7OzpZ4vQ0ND62S6ezdqwIABOH36NIQQUKvVGDhwINq0aYNOnTrBy8sLFy5cMHhfAfWPRSGEReRqiJyfYUVFBc6ePYvnnnsOAGBnZwcHBwdZM90vKysLXl5e8PDwsIhcOp0O1dXV0Gq1qK6uhouLi8UeW62VtX0nbOj7XXOPdUtgrOuU3Ix1bbMExrgWWiKLa5qr0Wjg7u4uTbu7uyM3N1fGRPQwCgsLkZ+fDz8/P7mjGJVOp8PChQtx7do1DB8+HI8//rjckYxq06ZNmDhxIiorK+WO0qLde36UlpZKA8C7urri5s2bAGrLRKVSKb3G3d0dGo2mXlnp5ub2UD/43H9Me3p6wt7eHra2tvXWf+9729rawt7eHmVlZdBoNHXOhYfNBNQ/FsvKyiwiFwCsWLECAPD8889DpVLJ+hkWFhbCyckJ69evx6VLl+Dj44PIyEjZj6t7HTx4EIMGDQIA2XO5ubnhd7/7HWbMmIG2bduiV69e8PHxsZhji2q1hO+EzT3W7y5rKR7mOmUJ22KMa5uTk5Ns+e8yxrXQErbjfhZ3R7ShGntLu9vUWlRVVSEuLg6RkZGwt7eXO45R2djYYM2aNUhKSkJeXh7+85//yB3JaDIyMuDs7GwRz3e0ZPqeH80pEx+mrLz/mP7vf//b7EzG/sW1uceiuXIBwPLly7Fq1SosXrwYe/bswZkzZ5qdqyGGfoZarRb5+fkYNmwYVq9ejXbt2iE5OVnWTPeqqalBRkZGk2NLmitXeXk51Go1EhMTsWHDBlRVVT3wDqs5jy36n5b8ndAats0U1ylzM8a1TW7GuhZaIou7I+ru7o7i4mJpuri42CJ+UaHmqampQVxcHAYPHoz+/fvLHcdkHBwc4O/vj8zMTHTt2lXuOEaRk5ODY8eO4cSJE6iurkZlZSU+/PBDzJ49W+5oLUZD54ezszNKSkrg6uqKkpIS6ZdLd3d3FBUVSa+9Wya6ubnVqfxoNBr4+/s/dLa7x3Rubi4qKiqg1Wpha2sLjUYDNzc3KVNxcTHc3d2h1WpRUVEBR0fHeuX3va8xREPH4qZNm2TPBUB6vbOzM4KDg3HhwgVZP0N3d3e4u7tLd+cGDBiA5ORkizmuTpw4gW7dusHFxQWA/Md7VlYWOnXqJL1v//79kZOTYxHHFv1PS/hO2Nxj3VIY4zplSR7m2iY3Y10LLZHF3RH19fXF1atXUVhYiJqaGhw6dAhBQUFyx6ImxMTESM1vhRBISkqCt7c3Ro0a1az1REZGQqVSmSKi0dy8eRO3bt0CUNsjW1ZWFry9vWVOZTwTJkxAUlISEhMTMWfOHDz11FOshBpRY+dHUFAQ0tPTAQDp6ekIDg6W5u/fvx9CCJw/fx729vZwdXVF7969cfLkSZSXl6O8vBwnT540uLfOxo7pgIAAHDlyBEBtj6V3y+J+/fohLS0NAHDkyBEEBARAoVAgKCgIhw4dwp07d1BYWIirV68+VLP8xo5FU+S6ePEiFAoFDhw40GSuqqoqVFZWIiYmBr6+vjh16hS6du1q0s8wLS0NCoUCv/76a4N/d3Fxgbu7O65cuQKgtqLVpUsXWY+re93bLPfu+8uZS6lUIjc3F7dv34YQQtpfch/zVFdL+E7Y3GPdEhjrOiU3Y13b5Gasa6ElUggLbFdy/PhxfPbZZ9DpdBg6dCjGjh0rdySjSkhIwJkzZ1BWVgZnZ2dERERIHUyYk0qlQpcuXbBp06aHXldMTAy2bt2KCxcu4Ny5c1iyZAm6du0qHfjjx49H3759m1xPaWkpdDqdRRRgjbl06RISExOh0+kghMAzzzyDl156Se5YJpGdnY1vv/2Ww7cYUWPnx+OPP474+HgUFRVBqVRi3rx5Urf4n376KU6ePIm2bdsiKioKvr6+AIDU1FTs2LEDQO1wFkOHDjUoU2PHdEFBQb2u4du0aYPq6mqsW7cO+fn5cHR0xJw5c+Dp6QkA2L59O/bt2wcbGxtERkaiT58+RthrdY9FU+TSarW4fv063N3d0aZNmwdmKSgowHvvvYfq6mpUV1fj+eefx9ixY1FWVmayzzAtLQ1Dhw7F5cuX0aVLlwaXuXjxIpKSklBTU4NOnTohKioKQgjZjqu7bt++jRkzZmDdunVS8z5T7it9bdu2DYcOHYKtrS1+85vf4I033oBGo7GYY55qWdN3woa+3wUHBzf7WJebMa9TcjLmtc1SPOy10NJYZEWUzEOfimh1dTXatm3b5LrurYgSEZFx6VMRJSIisiYW1zSXzCMyMhI//fQTPvvsMygUCigUCmzatAkKhQKff/45RowYAQcHByxevBhCCLz22mvw9fVFhw4d4OPjg8WLF+P27dv11vvFF1/Ax8cH7du3h0qlQn5+vvS3/Px8jB07Fp07d4a9vT169uyJLVu21Mt1b9NcIQTee+89+Pj4oG3btvD19UVCQoLpdgwRtUgff/wxnJ2d6/UEvWrVKnh7e+OXX36p0zR30KBBmD59er31+Pv7Sy0E7n0k4a69e/di0KBB0pAHU6dOrfOM290y7qOPPsJjjz0GJycnjB49GtevX6+znrVr16JLly6wt7fH8OHD63WIVlJSgokTJ6Jr167o0KEDunfvjri4OHaeQ0REVoMV0Vbqgw8+wODBgxEREYGrV6/i6tWrGDhwIABg4cKFmDBhArKysjBz5kwIIeDp6YkvvvgCZ8+eRUJCAjZu3Ih33323zjqvXr2K9evX46uvvsLPP/+MsrIyhIeHS1+MysvLERYWht27dyMrKwvTp0/H1KlTsW/fvkZzrl+/Hu+88w6io6ORnZ2NBQsWIDo6Gp9++qnpdg4RtTgRERGorq6u15Psli1bMHHiRNjY1L0cTp48Gdu2bUNVVZU079ixYzh79iwmT57c4HukpqZi9OjRGDduHE6dOoXk5GRcvHgRY8aMqVNBVKvV2LdvH7777jvs3r0bmZmZmD9/vvT3b775BnPnzsW8efOQmZmJiIgILFiwoM573b59Gz179kRycjLOnDmDd955B0uXLjXKoxZERERmIajVCgsLE1OmTJGm8/PzBQCxbNmyJl/7/vvvCz8/P2l66dKlAoDIzc2V5uXk5AgAYu/evY2u58UXXxTTpk2TpqdMmSLCwsKk6S5duogFCxbUec2cOXNEt27dmsxIRHSvl19+Wfz2t7+VpjMyMgQAcfr0aan8+/nnn4UQQpSUlIj27duLL7/8Ulp+1qxZIigoSJpeunSp8PX1laZDQkLEwoUL67znpUuXBABx4sQJIURtGadUKkVVVZW0zMqVK4WXl5c0PWjQIDFhwoQ663nrrbcEAHH58uVGt2/27NlCpVLptS+IiIjkxjuiVM/TTz9db97HH3+M/v37w9PTE46Ojli0aBEuXbpUZxkPD486zdSeeOIJKJVKqcv9iooKREdHIyAgAG5ubnB0dMT3339fbz133bx5E7/++iuGDBlSZ35ISAguXryIioqKh91UImpFJk+ejL179+LatWsAau+G9uvXDwEBAfWWdXFxwe9+9zts3rwZQO1QBl9++SWmTJnS6PrVajUSEhLg6Ogo/Xd3iJHc3FxpuR49eqBdu3bStLe3NwoKCqTpM2fOSC1U7nr22WfrTOt0OsTGxqJ3795QKpVwdHREUlJSo+UpERGRpWFFlOpxcHCoM/31119j5syZePnll/H999/jxIkTWLJkCe7cudPkusQ9zdEWLFiArVu3YsmSJdi3bx8yMzMxYsQIVFdXP3Ad93c5LfgMFBEZYPjw4fDw8MDnn3+Ompoa/OMf/2i0mS0ATJkyBT/++CMKCgrwww8/4MaNGxg3blyjy+t0OixcuBCZmZl1/svNzcULL7wgLXd/B3AKhaJeudZUV/txcXFYuXIlZs2ahb179yIzMxPTpk1rsjwlIiKyFHZyByD5tG3bFlqttsnl9u/fjz59+mDevHnSvIsXL9Zb7vr168jLy5O67D5//jyKi4vRo0cPaT2vvPIKXn75ZQC1X9rOnz/faJfSTk5O6NKlC9LT0zFy5Mg6ebp16yYNA0BEpA9bW1tMmDABmzdvRo8ePaDRaDB+/PhGlx8+fDjc3d3xxRdf4PDhwxg5ciSUSmWjywcFBSE7O/uhx5H09/fHwYMHERUVJc07ePBgnWX279+P3/72t3j11VeleffedSUiIrJ0vCPainXr1g0ZGRnIy8tDUVFRo3c4u3fvjqysLHzzzTfIy8vDBx98gO3bt9dbzt7eHlOnTkVGRgaOHTuGKVOmoGfPnlIvuN27d8c333yDo0eP4syZM5g+fbo0+HpjFi1ahLVr1+Ljjz9Gbm4uNmzYgL/97W9YvHjxw+8AImp1pkyZglOnTuHPf/4zXnjhBXh4eDS6rJ2dHSZMmICPPvoI33777QPvngLAsmXLpI6GMjMzkZeXh927d+PVV1+t11vvg7z11lv46quv8MEHHyA3NxcbN26s18N49+7dkZaWhn379uH8+fN4++238e9//1vv9yAiIpIbK6Kt2FtvvQWlUolevXrBw8Oj3i/ud73++uuYNGkSpk6dij59+uDf//43YmJi6i33yCOPYPr06fj9738vDV+wY8cOqYlZfHw8HnvsMQwdOhRhYWHw9vbGSy+99MCMM2bMwLJly/Duu+/C398fq1atQmxsbJ27AERE+goMDETv3r2RmZnZZMUSqK24njt3Dvb29nVaZjRk6NChSE1NRVZWFgYPHozAwEDMnTsXHTt2RJs2bfTOOGbMGMTFxWH16tUIDAzE559/jlWrVtVZ5p133kFISAhGjx6NZ555BiUlJZg9e7be70FERCQ3heADd2RBxo8fj8rKynpDLBARERERUcvBO6JkEaqrq5GdnY3Dhw8jMDBQ7jhERERERGRCrIiSRTh06BCefvppBAQE4E9/+pPccYiIiIiIyITYNJeIiIiIiIjMisO3EBHpSafTITo6Gm5uboiOjkZhYSESEhJQXl6Obt26YdasWbCzY7FKRERE1BQ2zSUi0tP3338Pb29vaXrr1q0YOXIkPvzwQzg4OCA1NVXGdERERETWw+w/3Tc1buRdSqUSRUVFJk4jr5a+jdw+69ecbezcubOJ08iruLgYx48fx9ixY7Fr1y4IIZCdnS090xwaGoqvv/4aw4YNa3Jd+paDzWGtxyNzm5c15ramzC29HCQiMia2ISMi0sOmTZswceJEVFZWAgDKyspgb28PW1tbAICbmxs0Gk2Dr01JSUFKSgoAIDY2Fkql0uj57OzsTLJeU2Nu87LG3NaYmYiImsaKKBFREzIyMuDs7AwfHx9kZ2c3+/UqlQoqlUqaNsXdHWu6a3Qv5jYva8xtTZl5R5SISH9NVkSrq6uxdOlS1NTUQKvVYsCAAYiIiGAnHUTUauTk5ODYsWM4ceIEqqurUVlZiU2bNqGiogJarRa2trbQaDRwc3OTOyoRERGRVWiy5timTRssXboU7du3R01NDZYsWYLevXtj165dGDlyJAYNGoSPPvoIqampej0bRfSwtK+9aLJ1236802TrJus1YcIETJgwAQCQnZ2Nb7/9FrNnz8b777+PI0eOYNCgQUhLS0NQUJDMSS1Dc87Rgmasl+cnERFRy9Fkr7kKhQLt27cHAGi1Wmi1WigUCmRnZ2PAgAEAajvpUKvVpk1KRGRhXnnlFezatQuzZs1CeXk5nnvuObkjEREREVkFvdrS6nQ6LFy4ENeuXcPw4cPh6empdycdREQtSUBAAAICAgAAnp6eWLlypcyJiIiIiKyPXhVRGxsbrFmzBrdu3cJ7772H//73v3q/gaG9RbaGXvJa+jaaavua05SvuZqTt6V/fkDr2EYiIiIiMr9m9S7k4OAAf39/5Obm6t1Jh6G9RVpTL3mGaunbaI3b15y81rh9zcVxRImIiIjIFJp8RvTmzZu4desWgNoedLOysuDt7Y2AgAAcOXIEANhJBxGwXv/zAAAS3UlEQVQREREREemtyTuiJSUlSExMhE6ngxACzzzzDPr164cuXbogISEBX375Jbp168ZOOohkYspehLHjkOnWTUREREStVpMV0cceewyrV6+uN5+ddBAREREREZEhmmyaS0RERERERGRMrIgSERERERGRWbEiSkRERERERGbFiigRERERERGZVbPGESUiw5m0d1siIiIiIivCO6JERERERERkVqyIEhERERERkVmxIkpERERERERmxYooERERERERmRU7KyIiIqtgyg6/bD/eabJ1ExERUX28I0pERERERERmxYooERERERERmRUrokRERERERGRWrIgSERERERGRWbEiSkRERERERGbFiigRERERERGZFYdvIbpHc4aHKDBhDiIiIiKilox3RImIiIiIiMisWBElIiIiIiIis2JFlIiIiIiIiMyKFVEiIiIiIiIyK3ZWRETUCjWnYy4iIiIiY2uyIlpUVITExETcuHEDCoUCKpUKI0aMQHl5OeLj43H9+nV4eHhg7ty5cHR0NEfmVslUXxptP95pkvUSERERERE1psmKqK2tLSZNmgQfHx9UVlYiOjoagYGBSEtLQ8+ePREeHo7k5GQkJydj4sSJ5shMREREREREVqzJZ0RdXV3h4+MDAOjQoQO8vb2h0WigVqsREhICAAgJCYFarTZtUiIiIiIiImoRmvWMaGFhIfLz8+Hn54fS0lK4uroCqK2s3rx5s8HXpKSkICUlBQAQGxsLpVKpXzA7O72XtVbN2cYCE2Uw5T421Wdoqn1B9bWG85CIiIiIzE/vimhVVRXi4uIQGRkJe3t7vd9ApVJBpVJJ00VFRXq9TqlU6r2stbKEbTTl+1vC9tHDqamp0fsz7Ny5s4nTEBEREVFLodfwLTU1NYiLi8PgwYPRv39/AICzszNKSkoAACUlJXBycjJdSiIiIiIiImoxmrwjKoRAUlISvL29MWrUKGl+UFAQ0tPTER4ejvT0dAQHB5s0KBFRa6Rvj9lssk5ERETWpMmKaE5ODvbv34+uXbtiwYIFAIDx48cjPDwc8fHxSE1NhVKpxLx580welqxLwZiBckcgIiIiIiIL1GRF9Mknn8S2bdsa/NuSJUuMHoiIiIiIiIhaNr2eESUiIiIiIiIylmYN39JS6PvMlanxmS4iIiIiImqNeEeUiIiIiIiIzIoVUSIiIiIiIjKrVtk0l4ioOYqKipCYmIgbN25AoVBApVJhxIgRKC8vR3x8PK5fvw4PDw/MnTsXjo6OcsclIiIisnisiBIRNcHW1haTJk2Cj48PKisrER0djcDAQKSlpaFnz54IDw9HcnIykpOTMXHiRLnjkgGa23eAvs/42368s/lhiIiIWgE2zSUiaoKrqyt8fHwAAB06dIC3tzc0Gg3UajVCQkIAACEhIVCr1XLGJCIiIrIaFntHtGDMQLkjEBHVU1hYiPz8fPj5+aG0tBSurq4AaiurN2/ebPA1KSkpSElJAQDExsZCqVTq/X7sXdu6NeezNgc7OzuLy9QUa8xMRERNs9iKKBGRpamqqkJcXBwiIyNhb2+v9+tUKhVUKpU0XVRUZIp4ZIEs7bNWKpUWl6kp1pS5c+fOckcgIrIabJpLRKSHmpoaxMXFYfDgwejfvz8AwNnZGSUlJQDw/+3dW0wU5//H8c8AnhChyyIYqab1lEarooVITStaaZs09h9iGhObXqjJP1G0Bo1N1Qt70ZDSA4VYMZhfjDbeeSHmb/9JTQgKscQEpVgPLYJSY1sFYbfKigjsPr8LA9HKyqG7swffryt33J3ns5nhO36Zx3nkdruVmJgYyogAAAARg0YUAIZgjFF5ebnS09O1atWqge2ZmZmqrq6WJFVXVysrKytUEQEAACIKU3MBYAiNjY2qqanR9OnT9cknn0iS1q5dq7y8PJWUlKiqqkopKSnavn17iJMCAABEBhpRABjCK6+8oqNHjw76d3v27LE5DYDBjHQJnuFiCR4ACA6m5gIAAAAAbEUjCgAAAACwFY0oAAAAAMBWNKIAAAAAAFvRiAIAAAAAbEUjCgAAAACwFcu3AAAQJMFaUkRiWREAQGTjjigAAAAAwFY0ogAAAAAAWw05NXf//v2qr69XUlKSiouLJUkej0clJSW6c+eOJk+erG3btikhISHoYQEAAAAAkW/IO6LLly/X7t27n9h2/PhxzZ8/X3v37tX8+fN1/PjxoAUEAAAAAESXIRvRuXPnPnW3s66uTjk5OZKknJwc1dXVBScdAAAAACDqjOqpuXfv3pXD4ZAkORwO3bt3z+97KysrVVlZKUkqKipSSkrKsMZoHU0wjNhwj8docAwjX1xcXFDPEQAAADyfgr58S25urnJzcwdet7e3B3tIjADHA8/S19c37HNk6tSpQU4DAACAaDGqp+YmJSXJ7XZLktxutxITEwMaCgAAAAAQvUbViGZmZqq6ulqSVF1draysrICGAgAAAABEryGn5paWlurKlSvq7OzUxo0btWbNGuXl5amkpERVVVVKSUnR9u3b7cgKAACCzPu//xO0fcf+5/+Ctm8AQGQZshEtKCgYdPuePXsCHgYAAAAAEP1GNTUXAAAAAIDRohEFAAAAANiKRhQAAAAAYKugryMKAAAgje5BSK1ByAEACD3uiAIAAAAAbEUjCgAAAACwFY0oAAAAAMBWNKIAAAAAAFvRiAIAAAAAbEUjCgAAAACwFcu3AAAQgVgKBQAQybgjCgAAAACwFY0oAAAAAMBWNKIAAAAAAFvRiAIAAAAAbEUjCgAAAACwFY0oAAAAAMBWNKIAAAAAAFvRiAIAAAAAbEUjCgAAAACwFY0oAAAAAMBWcf/mww0NDTp06JB8Pp9WrlypvLy8QOUCgIhBLQQAABiZUd8R9fl8OnjwoHbv3q2SkhL99NNP+uOPPwKZDQDCHrUQAABg5EbdiDY3N2vKlClKS0tTXFycli5dqrq6ukBmA4CwRy0EAAAYuVE3oi6XS06nc+C10+mUy+UKSCgAiBTUQgAAgJEb9f8RNcY8tc2yrKe2VVZWqrKyUpJUVFSkqVOnDm+A/z832mgIFxzDqDDsn9nn1HBq4ajroMTPEQAAiEqjviPqdDrV0dEx8Lqjo0MOh+Op9+Xm5qqoqEhFRUUj2v/OnTtHGy1iRPt35PtFvufhO/5bw6mFo62DIxGpx4rc9orE3JGYGQAwtFE3ojNnztStW7fU1tamvr4+1dbWKjMzM5DZACDsUQsBAABGbtRTc2NjY7VhwwYVFhbK5/NpxYoVmjZtWiCzAUDYoxYCAACM3L9aR3Tx4sVavHhxoLI8ITc3Nyj7DSfR/h35fpHvefiOgRDMWjhckXqsyG2vSMwdiZkBAEOzzGBP2gAAAAAAIEhG/X9EAQAAAAAYjX81NTdYGhoadOjQIfl8Pq1cuVJ5eXmhjhQw7e3tKisr099//y3LspSbm6v33nsv1LECzufzaefOnUpOTo7KJx7ev39f5eXlunnzpizL0qZNmzRnzpxQxwqYH374QVVVVbIsS9OmTVN+fr7Gjh0b6lhRyV9N8Hg8Kikp0Z07dzR58mRt27ZNCQkJMsbo0KFD+vnnnzVu3Djl5+drxowZkqTTp0/r2LFjkqTVq1dr+fLlkqTr16+rrKxMPT09WrRokdavXy/LsvyOMRw9PT367LPP1NfXJ6/Xq+zsbK1Zs0ZtbW0qLS2Vx+PRyy+/rI8//lhxcXHq7e3Vvn37dP36dU2aNEkFBQVKTU2VJFVUVKiqqkoxMTFav369MjIyJPm/FvgbY7j+WZ8iIbMkbd68WePHj1dMTIxiY2NVVFQU9ufJYLVy6tSpYZ0ZAGATE2a8Xq/ZsmWLuX37tunt7TU7duwwN2/eDHWsgHG5XObatWvGGGO6urrM1q1bo+r79Ttx4oQpLS01X3zxRaijBMV3331nKisrjTHG9Pb2Go/HE+JEgdPR0WHy8/PNw4cPjTHGFBcXm1OnToU2VBTzVxOOHDliKioqjDHGVFRUmCNHjhhjjDl//rwpLCw0Pp/PNDY2ml27dhljjOns7DSbN282nZ2dT/zZGGN27txpGhsbjc/nM4WFhaa+vt4YY/yOMRw+n888ePDAGPPoZ2DXrl2msbHRFBcXmzNnzhhjjDlw4IA5efKkMcaYH3/80Rw4cMAYY8yZM2fMt99+a4wx5ubNm2bHjh2mp6fHtLa2mi1bthiv1/vMa4G/MYbrn/UpEjIbY0x+fr65e/fuE9vC/TwZrFaGe2YAgD3Cbmpuc3OzpkyZorS0NMXFxWnp0qWqq6sLdayAcTgcA7/hnTBhgtLT0+VyuUKcKrA6OjpUX1+vlStXhjpKUHR1denXX3/VW2+9JUmKi4vTxIkTQ5wqsHw+n3p6euT1etXT0zPoGsEIDH81oa6uTjk5OZKknJycgTp47tw5LVu2TJZlac6cObp//77cbrcaGhq0YMECJSQkKCEhQQsWLFBDQ4PcbrcePHigOXPmyLIsLVu2bGBf/sYYDsuyNH78eEmS1+uV1+uVZVm6fPmysrOzJUnLly9/Inf/Xazs7GxdunRJxhjV1dVp6dKlGjNmjFJTUzVlyhQ1Nzf7vRYYY/yOMRz/rE/P2l+4ZH6WcD5P/NXKcM4MALBP2E3NdblccjqdA6+dTqeamppCmCh42tra1NLSolmzZoU6SkAdPnxYH330kR48eBDqKEHR1tamxMRE7d+/Xzdu3NCMGTO0bt26gX+UR7rk5GS9//772rRpk8aOHauFCxdq4cKFoY71XHi8Jty9e3fgFwAOh0P37t2T9KhGpqSkDHzG6XTK5XI9VTuTk5MH3d7/fkl+xxgun8+nTz/9VLdv39a7776rtLQ0xcfHKzY29okM/bn7c8TGxio+Pl6dnZ1yuVyaPXv2U7n7sz6eu6mpSZ2dnX7HGI5/1qdn7S9cMj+usLBQkvT2228rNzc3rM8Tf7UynDMDAOwTdndEzSAP8bUsKwRJgqu7u1vFxcVat26d4uPjQx0nYM6fP6+kpKSBOzzRyOv1qqWlRe+8846++uorjRs3TsePHw91rIDxeDyqq6tTWVmZDhw4oO7ubtXU1IQ6VtQbbk0YSY20LGvQ9wdKTEyMvv76a5WXl+vatWv6888//b7XX25/+YJxLRhpfQqHzI/7/PPP9eWXX2r37t06efKkrly54ve94XCejLRWhkNmAIB9wq4RdTqd6ujoGHjd0dERddMC+/r6VFxcrDfffFNLliwJdZyAamxs1Llz57R582aVlpbq0qVL2rt3b6hjBZTT6ZTT6Ry4I5Kdna2WlpYQpwqcixcvKjU1VYmJiYqLi9OSJUt09erVUMeKaoPVhKSkJLndbkmS2+1WYmKipEfnX3t7+8Bn+2tkcnLyE7XT5XLJ4XAMWlOTk5OfOcZITZw4UXPnzlVTU5O6urrk9XoHMvSP9XgOr9errq4uJSQkPJWv/zP+rgWTJk3yO8ZQBqtPhw8fDuvMj3v8uGVlZam5uTmszxN/tTKcMwMA7BN2jejMmTN169YttbW1qa+vT7W1tcrMzAx1rIAxxqi8vFzp6elatWpVqOME3Icffqjy8nKVlZWpoKBAr776qrZu3RrqWAH1wgsvyOl06q+//pL0qHF78cUXQ5wqcFJSUtTU1KSHDx/KGKOLFy8qPT091LGilr+akJmZqerqaklSdXW1srKyBrbX1NTIGKOrV68qPj5eDodDGRkZunDhgjwejzwejy5cuKCMjAw5HA5NmDBBV69elTFGNTU1AzXV3xjDce/ePd2/f1/Soyfo9p8n8+bN09mzZyU9etJp/1ivvfaaTp8+LUk6e/as5s2bJ8uylJmZqdraWvX29qqtrU23bt3SrFmz/F4LLMvyO8ZQ/NWncM7cr7u7e2A6cXd3t3755RdNnz49rM8Tf7UynDMDAOxjmTCc21JfX6/vv/9ePp9PK1as0OrVq0MdKWB+++037dmzR9OnTx+YcrR27VotXrw4xMkC7/Llyzpx4kRULt/y+++/q7y8XH19fUpNTVV+fn5ULQ1w9OhR1dbWKjY2Vi+99JI2btyoMWPGhDpWVPJXE2bPnq2SkhK1t7crJSVF27dvH1ji4uDBg7pw4YLGjh2r/Px8zZw5U5JUVVWliooKSY+WuFixYoUk6dq1a9q/f796enqUkZGhDRs2yLIsdXZ2DjrGcNy4cUNlZWXy+Xwyxuj111/XBx98oNbW1qeWKRkzZox6enq0b98+tbS0KCEhQQUFBUpLS5MkHTt2TKdOnVJMTIzWrVunRYsWSfJ/LfA3xkg8Xp8iIXNra6u++eYbSY/uzr7xxhtavXq132MYLufJYLXSGBPWmQEA9gjLRhQAAAAAEL3CbmouAAAAACC60YgCAAAAAGxFIwoAAAAAsBWNKAAAAADAVjSiAAAAAABb0YgCAAAAAGxFIwoAAAAAsBWNKAAAAADAVv8FHqAPH1OW/ZQAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dataframe.drop(['comprar'], axis=1).hist()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Preprocesamos los datos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creamos 2 columnas nuevas. En una agrupamos los gastos mensuales. En la otra el monto a financiar para comprar la casa"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-22T20:39:56.659456Z",
"start_time": "2018-08-22T20:39:56.223886Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ingresos | \n",
" ahorros | \n",
" vivienda | \n",
" estado_civil | \n",
" hijos | \n",
" trabajo | \n",
" comprar | \n",
" gastos | \n",
" financiar | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 6000 | \n",
" 50000 | \n",
" 400000 | \n",
" 0 | \n",
" 2 | \n",
" 2 | \n",
" 1 | \n",
" 1600 | \n",
" 350000 | \n",
"
\n",
" \n",
" 1 | \n",
" 6745 | \n",
" 43240 | \n",
" 636897 | \n",
" 1 | \n",
" 3 | \n",
" 6 | \n",
" 0 | \n",
" 1496 | \n",
" 593657 | \n",
"
\n",
" \n",
" 2 | \n",
" 6455 | \n",
" 57463 | \n",
" 321779 | \n",
" 2 | \n",
" 1 | \n",
" 8 | \n",
" 1 | \n",
" 1926 | \n",
" 264316 | \n",
"
\n",
" \n",
" 3 | \n",
" 7098 | \n",
" 54506 | \n",
" 660933 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 0 | \n",
" 1547 | \n",
" 606427 | \n",
"
\n",
" \n",
" 4 | \n",
" 6167 | \n",
" 41512 | \n",
" 348932 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 1 | \n",
" 1606 | \n",
" 307420 | \n",
"
\n",
" \n",
" 5 | \n",
" 5692 | \n",
" 50875 | \n",
" 360863 | \n",
" 1 | \n",
" 4 | \n",
" 5 | \n",
" 1 | \n",
" 1247 | \n",
" 309988 | \n",
"
\n",
" \n",
" 6 | \n",
" 6830 | \n",
" 46761 | \n",
" 429812 | \n",
" 1 | \n",
" 1 | \n",
" 5 | \n",
" 1 | \n",
" 1952 | \n",
" 383051 | \n",
"
\n",
" \n",
" 7 | \n",
" 6470 | \n",
" 57439 | \n",
" 606291 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 1856 | \n",
" 548852 | \n",
"
\n",
" \n",
" 8 | \n",
" 6251 | \n",
" 50503 | \n",
" 291010 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 1 | \n",
" 2030 | \n",
" 240507 | \n",
"
\n",
" \n",
" 9 | \n",
" 6987 | \n",
" 40611 | \n",
" 324098 | \n",
" 2 | \n",
" 1 | \n",
" 7 | \n",
" 1 | \n",
" 1755 | \n",
" 283487 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ingresos ahorros vivienda estado_civil hijos trabajo comprar gastos \\\n",
"0 6000 50000 400000 0 2 2 1 1600 \n",
"1 6745 43240 636897 1 3 6 0 1496 \n",
"2 6455 57463 321779 2 1 8 1 1926 \n",
"3 7098 54506 660933 0 0 3 0 1547 \n",
"4 6167 41512 348932 0 0 3 1 1606 \n",
"5 5692 50875 360863 1 4 5 1 1247 \n",
"6 6830 46761 429812 1 1 5 1 1952 \n",
"7 6470 57439 606291 0 0 1 0 1856 \n",
"8 6251 50503 291010 0 0 3 1 2030 \n",
"9 6987 40611 324098 2 1 7 1 1755 \n",
"\n",
" financiar \n",
"0 350000 \n",
"1 593657 \n",
"2 264316 \n",
"3 606427 \n",
"4 307420 \n",
"5 309988 \n",
"6 383051 \n",
"7 548852 \n",
"8 240507 \n",
"9 283487 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataframe['gastos']=(dataframe['gastos_comunes']+dataframe['gastos_otros']+dataframe['pago_coche'])\n",
"dataframe['financiar']=dataframe['vivienda']-dataframe['ahorros']\n",
"dataframe.drop(['gastos_comunes','gastos_otros','pago_coche'], axis=1).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Información estadística de los datos"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-18T21:54:54.158813Z",
"start_time": "2018-08-18T21:54:54.095584Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ingresos | \n",
" ahorros | \n",
" vivienda | \n",
" estado_civil | \n",
" hijos | \n",
" trabajo | \n",
" comprar | \n",
" gastos | \n",
" financiar | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 202.000000 | \n",
" 202.000000 | \n",
" 202.000000 | \n",
" 202.000000 | \n",
" 202.000000 | \n",
" 202.000000 | \n",
" 202.000000 | \n",
" 202.000000 | \n",
" 202.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 4958.995050 | \n",
" 38749.668317 | \n",
" 373349.638614 | \n",
" 1.024752 | \n",
" 1.232673 | \n",
" 4.490099 | \n",
" 0.331683 | \n",
" 1698.752475 | \n",
" 334599.970297 | \n",
"
\n",
" \n",
" std | \n",
" 1682.862556 | \n",
" 17365.231870 | \n",
" 136371.525622 | \n",
" 0.837184 | \n",
" 1.367833 | \n",
" 2.535794 | \n",
" 0.471988 | \n",
" 324.838005 | \n",
" 126607.099497 | \n",
"
\n",
" \n",
" min | \n",
" 2008.000000 | \n",
" 10319.000000 | \n",
" 176553.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 1007.000000 | \n",
" 154716.000000 | \n",
"
\n",
" \n",
" 25% | \n",
" 3513.750000 | \n",
" 24964.250000 | \n",
" 274810.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 2.000000 | \n",
" 0.000000 | \n",
" 1430.500000 | \n",
" 240410.250000 | \n",
"
\n",
" \n",
" 50% | \n",
" 4947.500000 | \n",
" 38523.000000 | \n",
" 340783.500000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 5.000000 | \n",
" 0.000000 | \n",
" 1669.500000 | \n",
" 301177.000000 | \n",
"
\n",
" \n",
" 75% | \n",
" 6374.500000 | \n",
" 52150.750000 | \n",
" 444482.000000 | \n",
" 2.000000 | \n",
" 2.000000 | \n",
" 7.000000 | \n",
" 1.000000 | \n",
" 1928.000000 | \n",
" 393413.000000 | \n",
"
\n",
" \n",
" max | \n",
" 7984.000000 | \n",
" 69934.000000 | \n",
" 669540.000000 | \n",
" 2.000000 | \n",
" 4.000000 | \n",
" 8.000000 | \n",
" 1.000000 | \n",
" 2543.000000 | \n",
" 618621.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ingresos ahorros vivienda estado_civil hijos \\\n",
"count 202.000000 202.000000 202.000000 202.000000 202.000000 \n",
"mean 4958.995050 38749.668317 373349.638614 1.024752 1.232673 \n",
"std 1682.862556 17365.231870 136371.525622 0.837184 1.367833 \n",
"min 2008.000000 10319.000000 176553.000000 0.000000 0.000000 \n",
"25% 3513.750000 24964.250000 274810.000000 0.000000 0.000000 \n",
"50% 4947.500000 38523.000000 340783.500000 1.000000 1.000000 \n",
"75% 6374.500000 52150.750000 444482.000000 2.000000 2.000000 \n",
"max 7984.000000 69934.000000 669540.000000 2.000000 4.000000 \n",
"\n",
" trabajo comprar gastos financiar \n",
"count 202.000000 202.000000 202.000000 202.000000 \n",
"mean 4.490099 0.331683 1698.752475 334599.970297 \n",
"std 2.535794 0.471988 324.838005 126607.099497 \n",
"min 0.000000 0.000000 1007.000000 154716.000000 \n",
"25% 2.000000 0.000000 1430.500000 240410.250000 \n",
"50% 5.000000 0.000000 1669.500000 301177.000000 \n",
"75% 7.000000 1.000000 1928.000000 393413.000000 \n",
"max 8.000000 1.000000 2543.000000 618621.000000 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reduced = dataframe.drop(['gastos_comunes','gastos_otros','pago_coche'], axis=1)\n",
"reduced.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature Selection\n",
"Selección de las características de entrada."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Veamos la correlación entre columnas"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-18T21:54:54.819313Z",
"start_time": "2018-08-18T21:54:54.161490Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
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