Titanic_predictor.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"train.csv\")\n",
    "\n",
    "df.replace(\" \", np.nan, inplace = True)\n",
    "df.astype({\"Age\": np.float64, \"Fare\": np.float64})\n",
    "\n",
    "df.replace({\"male\" : 1 , \"female\" : 0} ,inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<seaborn.axisgrid.FacetGrid at 0x281dbf6d460>"
     },
     "metadata": {},
     "execution_count": 163
    },
    {
     "output_type": "display_data",
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ZQuD+3c4nheMb4KPhLhcTcPNyaNj9PFVeCWSf/X2EJ3/ZVbJdK8TEx9dfwOQ5f+vWrvjhtn6ljqJ6Y/F+Xlu8r2S7QVQIqx4aiulcDtENHAHdDFUj/8cCismsDX+d8B50vwpd5rYDS/RlrYVw7G/n9qFlbheTcHCpz6qqVC8r9+kHS2QXWvlhc6LHIkcr9pU+qGLlfv1IxqSsQvYm55RSWvFnKlgEsvqd3XYIqNfBuRnXqeTHbBnK99bB/JrfkcJi2/mpnxLQOjSI1G2bDIK+LT2fIDq6lSvrGuFmI01j1WJIgUgFi0DW+xYtfQcCzJEweqZ+bHuWlvMpRUYx0vIS/2e9lbuW2Zj03losVhUwlLLdcmErhrbThq1Hhph4dnxnLuveiJsHt8RsNBBkFEzt24xRneqXeo37hreldwstwMSGm3lxUlciQ1TK8kCk+iyqg4IMMIVCkNs4+VmtIS+V2dbxvGKdojv07jU9GdPFbf0LRfEiM7+IULORYJNzVaM8ixUJFV5ZLz2viMgQ07lNJxJ4ArrPosYmaalWShu/btUWoimSnp/kLFa7L2ukVCPe5mCEn8Hyq6A9VSiBrUaH+YCXslvL6PlsffjqSji8Ej64SNv+5pqSYbaTjCuIJL/ktMYxoYzoGFdVtVYCwaHl8HZfeL4R/HInFBdW+lI2u+TZ3/6l64y/uHDWMv7ckXTu6qmcN6oZKlDYrHBiM9RqBFGNtH1v94XU3c4y5nBtzYrTul2traiXsJ5j0X35IastoWYjk3s1pnaEWhNZKYUlF17tCBaXzAEXPgJDH63U5b745yhP/OzMcBtkFKx++KJzn17E/6lmKMXHMo7A3Esh8ygIIwx9TMsO6xooQB8oAI6thQnvQsdLaQrcd77qqwS25F36QAHae6mSNhxJ120X2yRbjmUwurPqMwskqhnKH2Ueg1WvausBFGbDillaoACQNlj2vJZhtnYb/XlBbkMSG19wfuqrVC/1OjjX0T6tjPfSyaxC3ltxkE/XHCYrv9jjeM+m+j41o0HQtXH0Oamqcv6oJwt/k3YAPhgKlmxte8NHEOGWdVfaIPckTPoIfrkDTu6ElhdCvztg0QxtvYvWw2DUC+e9+ko1EFILJn2iLVyUnQidJsCgB7wWTcwsYOybq8h0BIlP1h7hz3sGEWZ2/mm5pk9T9iXn8P2mBGLCgnh0TAcaRoeel1tRzh3VZ+FvFj7hyOXk4oIbYcOHzu3abeCO9doCR6CtaeE6s9t9W1Eqq5z30uuL9/H64v36fVd0Z3yPRl4uJRE1+30Z0Devniz8jfDSMth6BDTsoa1sF90Uel4PuAR591/A09tWCyC0lCGgrX9hLdQSFLqyFmnXM6lO75rIZpcUWe2Emo2eB738cbfa7FjtkpAgIwYvxw0G/b5imx2bo7wSuFSw8DfxN8Dmz6HA0SnYoJvWpGQMgnqd4LNLYOPHWobZEU9rTU/eLHoS1s3Rgk/f27Vg8/sDkJsMbUbA5R9oa3IvfxHWvAF2q/YEM+o59VRSg8zfdoKnf93FqbwiRnaM49Up3cucQ/HN+mPMXLCHnEIr47o24MGR7fj8n6Ok5mirNLaNi2Cky7DsD1Ye4s0l+ym02pgc34RnLuuM0aDeX4FINUP5o9wU2PWz1nbc8TIIcrTvvtoJshOc5YQBHjvhPH7a3gXw9RX6faYQ7anitL63a6lCPr1YX27K59Dx0nN3L4rfSs8rou8LSyhymaB559DWPDjK+/oTCRn5DH5pGXaXPxmPXdyeSb2a8PuOJEJMBi7u0qAk2Ow6kcXYN1frrvHSpK5Mia+xS6sGdJRUo6H8UUQ96HOzlo7cNRDkntSXk3ZtmKO7pG2e+6xuk6pObIWkrV7O9bJPqZb2JefoAgXAjsSsUkrDvyeydYFCK59NbLiZqX2bMTm+ie6pZFditsc1dpZxfcW/qWARSFyTBILWNNWwh2e5FoM994VEe5ZpPgiPDzvezlWqpc6NoogM0Tc59W9Vu9TyPZvFEGzS/8k4lWth9pL9ZOQVeZTv0zLWo8mpf6s6Z1FjpSqpYBFIrvtFCxhCaH/8J38GBi+dhs36wbjXtbK1W8Olb8G1P0CTPhARp2WrHXQ/NOiqrZNRpy3EtICLX4aWQ873XSlVJCLYxIfXxdOtSTRxtYK5aVALpg9sUWr5OhHBvH9dPJ0a1qJ2uBkBrD14ilcW7WPSe2ux2vRPKc1qhzP7qh60jYugcUwoj45pz+jOpWeoVfyb6rNQFOWMPfj9NuZtStDt+2J6Hwa2UU8OZVB9Fsp5VlygpQDxFujzTmkd5K7sdkg/XJKFVlFKlLw3LBUoKjl2Kp8iq91ravLwYDU0tjpTQ2cDzb+/wPy7oDAL6naAq76G2BZa4Pjj/7RhtdIOXSbB+PcgbS98c7UWXMLrwuXvQ6uLqvouFH+Qsge+uQrSD0FYbZjwPrQZ7rXovyeyueWLjRxPL6BORDCD3Z4gLmxblx5NS0mVr1QL6skikBQXwvy7tUABWiLBxf/Tfj64FDZ8oKUCQcKO72HnD/Dnw1qgAMhL1c63q7UsFGDBI1qgAMg/pX0IsXtfQfF/83dyPL0AgLRcCz9uSdQdb1e/9KVVlepBBYtAkpsMhZn6fan7tO9p+zzLp+2F1L36fVnHoTjfs6xS87i/Z3JOgCXHa9EDKbllXupgOceVwKeChb+x5MCyF+Dba2HjJ/p+iZhmUK+jvry1EF7pAHv/1GZ1uzqy2jOFR/NBEOyWUVSpcY6k5fGE4R7uKbqDtTbHe6pJX21WvxfDOugXywpyDIkNp4B7TfP4X8FM2PSp9340pVpQo6H8zZeTYf9C5/ZFT8Dg/3NuZxzVmp5S92rNS65PCWG1tfUu8tw6uEFberXtaBj+FESqVfJqspzCYoa+vJy0XG3AgwE733VYQ/zl90Kk96GteRYrs/7ay9qDaXRpFM3lPRvy0eoj3JrwCL2tLr+bF/0XBj94Pm4jEAX0aCgVLPxJfjq85DbOvXZruGuTZ9nj6+GjEZ77DSYtz5O7kCh45Ni5qacS0H7fnsQdX23W7bu2b1OeHd/lzC7k9f3aBu6qAb+rlRPQwcKnzVBCiCNCiB1CiK1CiI2OfbFCiEVCiP2O72oIxWlBoWB26ygMqw0JmzyHw4a7rXEBgIDQWO/XjnB5mjh1EE7uwGK1sXvLarIS93s/R6mW6kZ6ZheuG26GxM2QlUiR1c7mYxmke5mV7cpuDMFqCtfvdLzPjqfnszMxi0D4MKpUjE+fLIQQR4B4KWWay76XgHQp5UwhxCNAjJTy4bKuU2OeLEBbHe/Ph7Thr4D2YUQ6ssw+A/1ud5b96TbY9pVzO/4GaD4QfroVbC6/6KZQmDIX2oyEn28vOSePEMLRckYdajaFlv/5wLf3pviNO7/azG/bkwBoUyeEb4OeJjZjK1IY+ERM4On8iZiNBp4Z34krLmjqcX5KdiHDX13BpcV/MsM0F5OwI82RiGvnMWNrJHP/PoKU0KlhLb6Y3oeYcPN5vkO/FNBPFlURLPYCQ6SUSUKIBsByKaX3NJcONSpYSAkvt4O8ZM9jxmB4YA+EuTw9JO2AA4uh7SiIc3RU5qZA0naIbgKZx6FRT+2cwyth7iWlvnTRfxZhbtb7HN+Q4q92ncgiu8BK772zMK5/t2S/XQouLHqV4zKOiGATGx4f7rHWhWuwacAp2hgS6NJ3BBfHt/XINHv3sDbcP6Kt72/I/wV0sPD1pDwJLBRCSGCOlPJ9IE5KmQTgCBj1vJ0ohLgZuBmgaVPPTzbVlq0Y8lNLOWbRhs+6BosGXbQvVxH1nJOr6rrE4czjZb60JfWIChY1SKeGUdoPG/TvC4OQNBKnOC7jyLVYySoo9ggWx9OdAyuSqE2SvTamdOie6ZbdGC21uRL4fD10doCUsicwBrhDCFHhlKZSyvellPFSyvi6db21z1dTJjO0H+v9WHg9rcO7stqM9OwTcSjGRGSz7pW/thK4Ok3QbZ6QsWyyt2WCYRXza71I/YW3QfK/ujJX99E+wPUU+3g/6BXmBs3kvqYH6deqNrFuTU47ErJ4e9kB8i1WXlu0j0nvrmXG/F1k5qv0M4HkvI2GEkLMAHKBm1DNUGWz5MDKl+HEZq05yXUi3uCH4KLHK3/tE1thzRvIojySklNomL3FeaxRPNy0pPLXVgLXtm9g+3fIyPp8F3oFJ/Zt4L5TzziPh9WGe7br5ujM/XMVV6y7nBAcf/SFAaYvYn9QO95dfpDFu5PJLnSOzOveJJqtx53v5UFt6vD59D4+vzU/EtDNUD57shBChAshIk//DIwEdgLzgWmOYtOAX3xVh4AVHAkjntJy9bjP2P73LP+5GnaHyZ8grvmOhsFuTQaJGyEr0ft5SvXW7UqY+iNi/DtcMepC7muwW388/xQcXaPbNa3OPmegAG1Qxu5faRMXyUOj2+sCBXgufLRqfxo5hcXn9DYU3/FlM1QcsFoIsQ1YD/wupVwAzARGCCH2AyMc24o3oTHa/AhXMc29Ft1xJJnlSxdgOe5llbzSuF/LFKbW366pbMXaUr6rXyPhyH4WFnfjlHRrsnR/v7ht26VgbXEb1h06RVSoiV4hiQw1bCEELaOte6baupHBhJlVLtNAoSbl+btt38Jv92oztWs1gmvmOUc9Odz/+Wp+3KV9amtEKt/H76bhpBfLv3bKHvhykpYv6rSgcLh2HjTrfy7vQvFn+enw3kDITuQb6xAes96IHQNmivkg6BUGGHbya8RkLr7vXYJNLh3dUsIvd8DWL8mXwVxleIltBVr/4gW1svjCchfBwkqKjOYu87NMHTeMp377l9QcC+FmI69M6cbozg2q6KarREB/ElPBIhAUZELmUajXCYz6T2I7E7MYN1s/VPFG4+88ce+9ULcCwxULs+HltmAtcO5rNgD+88e5qLkSCFa+DEufwSYFvSzvkYnziSKYIqLII4UY3ryqB5d2a+h5fuYxvt6cwqML9cO93wiazWXGvwGwd78Ww/i3KbLa2ZecQ/M64V7XxKjmAjpY1Lj/rYAUGl1qgrdTXmbZpstakJ8GVCBY2Ir1gQIgL817WaV6yj8FaCPicgjTHbJgJgVtdNOp3FIWSIpuSrooAvTB4pR0NqEaHK9hNhno3MitaVUJCCpY+Lvt3yMXPkFKbhGpMoo6pkJC2o8k+tLnITiCvi1jaRwBCY4M0QI7E2MOauttn7b5c1g/BwxBEBQGOUnaTO+Rz8DhFdpkP5vLH4Ie15zfe1SqVtcpsO49QijmEsPf/Gwf6FEkMtjEmDKajMZ1bcDsJfsptGqZB4zYaSpcgod6TwU81QzlzxI3wQfeV7Wz95yG4dI3ATiZVcjHvy0n7cQRJjXNpf/FU52ZZQ8ug8/He79+6xFwYJF+nykEHjoE5nDv5yjV07F1sOi/WPIymBv2H3aE9qZ53UhScyyYjIJp/ZrTJq7sBY5eW7SPN5Y484xFmqys7fYXkd3GQ9uRvr6DQKCaoRQfOVD6nAfb3oUlQ9nqR4Xw2DWjvRfcv8j7foAjqzz3WQshYQO0HFLRWirVQdM+MH0hwTjSJlTC3pP6hZNyrCY2dZ3BkLZekzQoAUYtfuTP6nUo9ZA4fSxxs7bozKmDnoVS9pS0R3sV3czLhQ1QR+XxUc5cW7elVQ0CWtdTC21VFypY+LN2Y6HblUjAJgX5UutozAmOwzT2JVj1CnwwFH69B966AP6d7zx361fwTl/Y/o1jh9D6LMyOX97YVjDpY+g+1XmOwQRjXoJaXka8KEo5bhrUgsFttaGzYWYjT47rSOOYsHLOUgKF6rMIBG90h4zDJMsoosgjJCQMHtgLs1pDcZ6zXFwn6HqF1tdxeCUUZDiPhcbAPdu0iVd7fodGvaDfHVr6hoIMyEuFWo3BrH65lbOTmmMhItjkkXxQUX0Wiq9ZtZFKcSLLuW0v1o9gAm3J1UVPln6NDR/Bkqe07f1/aUHlmu+0QBKq1qBSzg1viyspgU8FCz+0YOdJZi3YTVZWBlcalvJApCz5SLLAFs8scQtZL6/nozpj6ZbikiuqOJ+TMobHiqfTS+zjjiCXZqmY5rD0GXT2/wWL/gfr3gVrkTYzfOovEFGDsvzWcHa75MW/9liDnsoAACAASURBVDBvYwKx4WYe6RvKsN1PQMoe/m08if9mj2d/agFDo1N4xvIitcJDYdiT0KH0dVGW7klm5p97OJVbxKRejXlodHuMhoD+UK2gmqH8TlJWAYNfWkaxzfn/Msv0HpPDtnCy/XUM2tifYrv2i2fAzjd9jtA7JEEbvTT/bq7L+A8r7d0AGGNYx6UxRxjTyAL7Fni+mCnUc0Kemr1do3z+z1H++/POkm0zxawNvotYchhS9CrHpHM53quNi3k+6GOt7+uebRDVyON6abkW+s9cSpHVXrLvmfGdmdrXy2CKmiegI6bq4PYzm45m6AIFwD/2DlCUw6Y6l5QECgA7Br4pHgRjXoR2Y2DUc6yzO0dQ/Wnvw+3pV5QyI1toE/PcJW4+V7eiBIB1h/Sj5YoIYou9NUnE6gIFwD92R04yezEcX+f1eluPZeoCBcA/h8oYkacEDBUs/EznhlEeHz96G/aAKYR+Rf8QI3J1x7o3caQBkRJsRXQL1QeGro2ioH5n/QXN4XDLamjQ1bMCdctcWkSpZkrePw4G7DQXScSRQX30f+S7CcfwbGHQUt0X5cHmz2Dt7JLU9p0bRWFya3Lq1lil96gOVLDwM28tO4DzuUIywrCBKUGrwVpI7OoZrI6eQbOwYsxGA1f1bsLVvR1Lzv54M/xyBy/aXqabOABA54aRvDyhPRx2STQoDHDxK7D8OW3oratajWDKZz6+Q8WfdG0chevfdjsGbrc/jBUjs5uvoWVsCACDotJ4LOR7CKsD416HqCbw8SiYfxcsfALe6QdpB6gfFcJLk7pSJyKYIKNgUq/GTOvfvGpuTjmnVAe3H0nJKeSHzQkuewRZ0Z0R+baSPeEFJ1g+Nh1bz+sxGR2xvjALds4DoIXhJL8EP0mRNGIe9SVkroL0A85LSrs2Q3uvW79E29Fw9bc+ujPFX3257hh2t27L/dZ6LJu8lTHdGrMUKLbZCTIawHYNGIzamif7FsLJHc6TLFmw6RMY9RyX92zMhB6NsNml8z2qBDz1P+n3PPvEhMDzl9BtoIJZ2CiLTQqs0uUawjEm3qrWRVbQgoJD0On3mtFU4cWxhBCYjAasNjs292ikBCQVLPxIvcgQJvZsXLJtFJKbLHP1haKbQqfLndu2Yvjrcc9f4qgm0Hq49sRQx6UfIjSW90zX0L34EzpbPuKF4quQBrOWFfTzy+HZutokwMNe8kYp1c5/BrTAbNS/d9rGRTC0fTn5nFoNhfpdnNvBURB/Q8mmlJIX/txN5xl/0f2phby73Es6GiWgqKGzfsZulyz8N5mDx45z0brpdBBHnQc7jodLXtdPoFs3B/58SH+RC27S1vA+nTnWkgM7f4CifDZFj2Ti3L264u9eUp8xqR/D1i+cO8PrwX27wGQ+x3eo+Jujp/L4fmMCCRn59GoWy4SejSq2MFFRHuz8UWsG7TRBN5R2wc4kbv1CP7Luh9v60atZ7LmufiAJ6KGzqs/CzxgMgtGd64P4B9Yf1R80hXjOtPY21LX5QH2K8eBI6HU9ANvXHPYovi07nDEn3K6TlwLZCRDbshJ3oQSSZrXDeXBUJUbBmcOh51Svh7YlZHnuO55V04NFQFPBwl816a1NfrIXO/c17KE1O239ClL+1ZqZmg9wSRaIlgzQdeEjALsNtn0DJ7fTO+pCzMLKRMMKhhi2AtC8+GJo0le75mlRTb1npVUCnpSS+dtOsOVYJhc0j2Vs1zLWwf53PhxdAw17QpfJYDBoaWW2fK6NrOt5HbJWo5Lr9W4Ry8VdGtCnYRDvul3qYGouydmFxNUK8en9Kb6hmqH82Zo3YdF/nduxraFRD9jxvXPf8Kdg+UznTGxzONy5CWq5/AGYfzdsdvZ9HAvrRNP8XfrX6nCpdu7eP7W5FhfPggbdfHBTSlV74Y/dzFl5qGT7nmFtuG+El7T0jrW5S/S5FQbcow2TLczU9oXV4dU2c3lznfNJ4oGLWnDX3uv4ILkN71vHkkYU0tE9Wi8ymEX3X0hUaJBP7s3PBXQzlOrg9mfph9y2D2h9D67+eVefsqMor2QYrbadD1u/1J3iESgAdv8KI5+DR47C9IUqUFRTUko+/0ffvPnZ30e8F97woX5706ew7VtnoADITyNvy/e6Ygf++RVO7ecm0x9cbVxaEigAUnIs/LXzZOVvQKky5QYLIUScEOIjIcSfju2OQojpvq+aQpCXdOEGt5bDIC+P9C7nncy1YjGWvwCNNJhIycyB3NQzraUSQIQQhAbpU4eHmUtpjXZ//5mCvS63azXqy9mDQp3XFhb34ip1eYCqyJPFp8BfwOkVcfYB9/qqQoqLPjdDuEsG2JZDYYDLP70hSBshJVx++WJaQJfJJGUVcMns1fR9aRV9Cmfzh623dlwYteu42WBvR+T7F8DLrSmYO1l7QlGqpXtdmpyEgHuHt/FecMijWr+E63a3K6C2s3xBTDv+kv2c1wOGjJhQsizvZOMKmhjSdMcPpelT1iiBodw+CyHEBinlBUKILVLKHo59W6WU3c9LDanBfRYABZlaxtjQWGg9TJsslbARkndB037wyWj90qntx8Gls7n/s5X8eMTZLhxpFqwfm0poy36QcQSOroa0AxQHR/P49rq8xOv61x0+Awbedz7uUKkCe05ms+VYJvHNYmgTF1l6wbT9zg7u07nEigu0vi1hYPziSLYmFZYUb1UnnCUPDtEGVRxYAgXpfJjcjmeXntBd9q97B9OufhmvWz1Vus9CCPE4cDVgA+zALVJK79kcfaQio6HyhBC1QUtZJIToC3iOi1N8IzQaul2p39c4XvvKPO65xnbyLpjdk72ZDwItSnbnFEmSWkyg5e9XwxHHhLvIBiRP/pOsjZ+C+3SKlD3n+k4UP9K+fi3a169VfsE6bbQvV0Gh0FmbGLrrK33amKPp+doPBiO0HQnAvnnbPC67LzmnJgaLShFC9APGAT2llBYhRB08f2N9riLB4n5gPtBKCLEGqAtMqugLCCGMwEYgUUo5TggRC3wLNAeOAFOklBmlX6EG2vYN7F8I9TpAn9u0pU9PK8iAv9+BpG1gt0JItL7DURigIIOhhq3ssjmDRYs64TTP2ugMFAA5STSeN440053kyWDCXduX24zw4Q0qVe3HzQn8vOUEGflF1I0IxmQUNIwO5bLuDVmw8yQpORbG92jEhW09F8JKzyvio9WHSMwooFPDKLYed77/hrTznPk9tG1dvtvozHkWEmSgb8vavrmx6qkBkCaltABIKdMAhBC9gFeBCCANuB5IBf4G/k9KuVwI8QJgl1I+fraVqNDQWSGECWiH9hi1V0pZXM4prufeD8QDtRzB4iUgXUo5UwjxCBAjpXy4rGvUqGaotW/BQpf/19Yj4FqX0U0fDtcSAZZCYkBgp0gaecU6mUX2eJo1acoTkwfQKm05fHuNxzlH7fX43jaYYcZtNAy3EzvwBoIG3HkOb0rxJx+uOsSzv+/2eswgBHaXvwmfXH+BLvWHlJKL31zN7qTskn19WsSSkmOhZ9MYnhjbgZhwtw+9S55m7rIdfG0bSi3yubddOv2vf/7c3lRgqFQzlBAiAlgNhAGL0T5srwVWAJdJKVOFEFcAo6SUNwghOgHzgLuBl4A+UsqzTvpW7pOFEOJyt11thRBZwA4pZUo55zYGxgLPoT2hAFwGDHH8PBdYDpQZLGoUt2GuHFgEuSkQUU9rPy4jUAAI7NikwCxsPBr0DZfZ/2Zv399oVTcCoodry6tmHNGd08yQwoMGR0CaukJbq0CptuZtSij1mN3tw+O8TQm6YLHrRLYuUACEBBlZ9uCQ0l9w61dMMyUxzbRQ2z5qhOInvY/kUzxIKXMdTxGDgKFoweJZoDOwSGh54YxAkqP8LiHE58CvQL9zESigYs1Q04F+wDLH9hDgH7Sg8bSU8vMyzn0deAhwbZyMk1KevqkkIYTXjGVCiJuBmwGaNm1agWpWE2Fuj+dBoc4hjAYzCCNZ9mCOy3q0E8cJ8pJddrZ1Ag1FGsn2GN6zX8qbQQJObIHareG6X2HJDM/5GqW9vlLtxLp/8i9D7Qh92eiwIITQJzmuXd71wupAThIAeTKYQ+YOtJVGgitcC0VKaUP7YL1cCLEDuAPYJaXLUDS9LkAmEFfK8TNWkaGzdqCDlHKilHIi0BGwAH0o44lACDEOSJFSbqpMxaSU70sp46WU8XXrerabVlsXPaEf324r1ibM7V8Mcwbxs7UvfSxvM67oeQZZXmePvYm2lraDtUEv+oQeZ4ppJXeZf2FO0Gt0/2EAvD8EZrWGd/pogcJYyi/47w+A1XNsvFJ9PDCyLaFB3n/1zeg/hI7sVF+33TgmjOkDnH1hdSLM3D60VdkvOPx/YAphsa0nfSzvcEn2Q/R/cTmbjqquyooQQrQTQriOMugO7AbqOjq/EUIEOZqfTrcG1QYGA28KIaLdr1mpelRg6OwOKWUXl22B1gTV2XU4rZfzXgCmAlYgBKgF/AhcAAxxPFU0AJZLKcvMYlaj+ixASxV+cIlzOzgKQqMozEiit+UdsnFOjLqwiZG5tw5zromclQA/3XJ2r3/Z29Dj2rO7huLX7v1mKz9vTSzZNmLjXsM8XrFfoSvXvUk0P98xwOP8vSdzSMzMp1/LOhWaZCdzU+n/6nqS8p37ujWJ5hcv167GKttn0QuYDUSj/T09gNbq0hh4E4hCayV6HfgJrT9jmJTyuBDibqCXlHLa2Va+Is1Qq4QQvwGn5/RPBFYKIcLRHnO8klI+CjwKIIQYAjwopbxWCDELmAbMdHz/pfLVr6ayE/XbliwoyiGbWrpAAXC8MASMQVqmWYAVL53962ccLb+MEtBOZhfotm0YOenlA2hydqHHPoB29SPPaOirJTiWk/qXJCE933thRcfROtPfy6E0tKcHdyWzLqWUb56relSkGeoO4BO0R5/uwHqtDjJPSuk5Fbh8M4ERQoj9wAjHtuKq42X67Ubx0HwQ9UQmvYR+LYqLrUthxSznCnftLtalBLHJMj7MCM9PhHYM0H5spauuBIaLu+gzzbYIzuEew08I7Lr9vQrW8usPn1Fs0+8vy2/bTzDt4/Xc/+1WDqTksGxvCnd8uZl6EfpeioGt61T+BpTzrtwnCymlFEIcROujmAIcBkrpHS31GsvROmeQUp4Chp1pRWuUCx/WOrb3LYR67aH3zfChNu9hjvk1XrdOZJ+9MRcat3FL/m+wzK5NzhszE+p3hmu+p3jt2xxOTOGb7C4MN26hr2E3htBa0PUKbe3kJn2gzQjk0mfh2N8lz8cFMojfDgiuaFh69ZTAN7Wvln7+9+1JNIkN455Bjai3/Xre3/M7M04NJ8di52LjP8w0fIRtu+BzWyjXT5lc7nUX/5vMnV9tcW7vTibXYvVY5xtg/eFTFFntmE0qn2kgKLXPQgjRFrgSuAo4hTZc60Ep5Xlf5KDG9Vm42/ZN+f0QEXHw4D79vk/H6SfhAdyyypm2AUj/7i5i//1MV2R29MPcde9jZ1NjJYAVrvuYkD/1qV6+NF7GNf/9rJQznO77dis/bUkst9xpX9/Ul36taswIvGqbonwP2hPAJVLKgVLK2Wh5SZTz5dRBLb9ORDnrIQOEREFBJvuSc1i9P40iq11bh9uVMGlzLE7uKNkVXMdL7I+uQUOVFQ9BsZ7vicKwRl5Kukk/zAC2Eor3fg53QkCj6NDyCyp+oaxmqIloTxbLhBALgG8I8MgYUJY+CytnaT+H14MOl2hDaMFzBT2AtH08+fwzfFZ8EaD9En57xb00PrZWCxDCCKFR8J1jGcwuU2DiB4T3v5mTW3+hfvZ2AH41juCyS9znYSo1ibH1RSQ0uYTGx7X320Y60mvCXWWftOoVWPIMk5CMCK3FVYWPsJvmTO3bjL0nc1h3OB2AyBATOYVWDALuHNqaprW9pOFX/FJFhs6GA+PRmqMuQpt1/ZOUcqHvq6epcc1QOSfh1Y4gXR7kukyGoY9pqcO/mAS5+gVkDtgbMrzoZd2+af2a8dQlHSBpK+yYB/+8o3+dy96BHlr6j/SDm0guDKJthy4YDeozgQI5iXs5nppOy069CQkqY3hsfjq80g5szjka2c1Gkj1+Lo1jtGCw52Q2ISYjTWPD2HUimzqRZhpE1binioD+xSq3Z8kx6ulLKeU4tHG9W4FHfF6zmiwvTR8oAHKTIbYl1OsI+Wkep6TKKM99uRYt+2ejXlDkZQ2B+XfCkdUAxLbqRYdOXVWgUEpENmpHx+79yg4UoCWytOkn89WyppcECtCy3DavE47BIOjSOKomBgq/IoQYLYTYK4Q44MjRV/45ag1uPyQlzBkMJ7c79xmDwBCsLaHqHkiAYmlgeNHLHJXOGbcfXhfP8I6O2f5HVsPcS0C6DYGs1RBaXgS7f9GS0He7Esa8BAY1QqUmSsws4I1f1zH5yAy6yX8JColkU5u7eSaxF8EmA00cTwb1a4WQV2Rl14lsQoIM3BG6mOm5cwBIk7V4Ie5Vdljq0Vfs4uHcWVgI4sXgO9kT2pPr+jVnYq/GVXynVeKMPok1f+R3A1qLzr1AE+A42sS7r4/MHFvxsczuldAyge9Dm7qQAGwArpJS/lvmeSpY+Km8NFjzOqyb4/GpzSuDiZO2SN63jiVFxjChewOGTblDX2bOEEja4vV0nRHPwoBy2qiVamnc7FU8mvIwA4zOddqlhIlFM9gs25ZxJrzX9SCjTRuZemIiq046u0MnGlbwinkOp2QkAyxvUkgwX93Yh/41b55FhYOFI1D8gPYH3XUmbh6wEJhU2YDhSBEyQ0o5yrH9KICU8oWyzlMfH/1VeB2tn6IigQLAbqW+yODJoC94yzybYRnfeZZJ2+u5z5ud88ovo1Q7ydmF7EzMpp9hl26/EHCRsfwPGYuDLqRwwie6QAGw1N4TgNoihx6GA1rZ3WUmrFa0Jwr3QIFjeyTa4KPKaoT2lHJagmNfmVSw8GdRTbzOsvbKvVzd9s6fc5Jh69cQVcFH/7odKlZOCWyZx2DrVyVDqWPCzMSGm0mUnp/4D9gbYcTGUMMWphiWMcWwlJ5CP6+nTb0IpJTUcctU21po8y6s0sAhuzZzvE1cBEqZ7sUzUJwWDpzNmsfennDKbWKqSG4opSpICfNu8No/4cFo1mZ9r3lTyyMV10XLXgtw9G/4fILW1wEQFA7FeWVf7/AKLcBEnrPsxoq/2bsAvr3WOQR7+Awyut6GlJJ7iu/kc/MLhAsLUsJKe1f+tF/At+ZniDfoA8Sn1pHMsF4PQFquhXGzV5OW63wabkAaM4LmUiSNzLReRTKxjOlcn4k9a2SfxZlocpbHy5Lgdn5j4EQpZUuoYOGvjqyCQ8vKLwdaU1VEHDywB/JSIcZlUtXKWc5AAVBcgeRtOSdg06cwRK1JVW0tf0E/V2fFLL7KGUZGfjEZtKWr5UM6iCOkyFhSiGGUYYNHoACYalzEu9ZLSSaWT9YcweqW1yOJOtxXdBsWzBylPtf3b8aMSzv7+u6qg+OUvRbF8TKOlWcD0EYI0QJIRGvSurq8k1Sw8FcWL0NdyyyfA+YwMLvNvvUYMlvBAQ2W7PLLKIHL/X1hLaSg0Dnz2oaRndK5TkU4biljHYxCEiYsIPEIFKftw5kRIADG0/iL14E5eG+KygNeq+yFpZRWIcSdwF9oK+x9LKXcVc5pqs/C7+SchLd6wzdXU/rgCaFfIAkB+xdCliMnT+Jm+GgUzGoDJrelK0Niy7iugykEunuu1a1UE/npbu8fIDSGy/Y8hFl4H2CzyB5PsvRMYb7G1onDUuuHCDIKjKL095bZaGBy/Nm0ntQoXwOL0AKDq9Ojob45m4tLKf+QUraVUraSUj5XkXPU0Fl/8+4ASN5ZdpkrvoS4jlpfhOt62i0uhGt/gNe7lCxjCUCnyyEsFvb+AdmlNE2agqHfXVBcoM3qjut01rei+Kl50/Uj3oShZP7N8MIXOeDWHB4eZCSv2EYc6VxtWsKw2pmEhJjZZ2zL4WaT+XFnBgdTnX/TYsKC6NUshvBgEz2aRJORX0ROoY1JvRrTsWGt83KLfqoy8yyuROvMPj3P4jXgm7OZZ1FZqhnK36SUOS9GI23abO4cfcoPDq+EtH36QAGQeRTGvQYbPiz9mlYLdJ0CdctctFCpDg6v1G+7TNQ8TAPc5RVrgyySieU162T+FJEsuG0wrR3Hv966VFc+I7+YFy7vSt1Itcr22XAEhK8cX1VONUP5G/dMsd7U7woHl2kJBl016AYxLbRlWF2ZQrSvmBaUKjQGos979nmlKjTsrtvMJIIVNm3l5KZ4zn+ICtF/puzcSP/+6uK2HWIycDAlp2R7T1I2t3+5iYfnbeOnzQl8sPIQB1LOsE9OqXIqWPib8v5gG82w5g34fDxkHXPur9cRxr+jdXJf+qZ+3sXRNTB3LEx4H2JbeV4ToNlACArxfkypXi6epa2+CByyN2Ca5SGmFT/Kc8VXM6f138SEacHBIGD6wOa8dU3PklTi/VvV5pEx7XWXe/KSjnRv4uzPKLTaufKDdXy17ijrDp1izBur+GPHSb7dmMB9323juT92M+aNlazan3qeblg5F1SfhT9J3Qtv9y6/nDDq51/UaQt3bnBuL/qflirE3fV/QPMB8OcjsO5d/TFjMPxXzaqtSSa+sZBNSc7hs2ajYMuTIwkPNpGRV0REiIkgo/Z5UkpJQbGNMLP3lut3lx/gxQX6DAHBJgOhQUYyC4q9njOoTR0+n97nHN1NQAjoLJ2qz8KfuCf5K72g26YEu11L/pe0HbnmTe/vytMBxmtmWf//0KCcW3kyBHD+IbdLid3x4TEmXJuFLe12EAIhRKmBArRg4rYHi9WGxWqjtL+RtlKG2ir+STVD+ZN6HaDl0LLLBIVrOaNcZSXA0zHIGdEwZxBH7HXJlOHYpNt/7/y7tc7NfndpI2B01w2DhBrw9KaUuGlQSwDGGNaxNvhO9gRPI/Kve8FqYfmuBOY/czlFT9UlaUZLnpr5LBuPpHte5MRWeHcg1y0fyDXGRUw1LmRT8C3sCr6BP8yPcjj4GjYG38pgwzbdaUaDYPrAMvrQFJ8RQnwshEgRQpQz7NLtPNUM5WdWztJWyTtNGGHwQxASCdZC6DxR69fY87v2i/rP2xWblX1aWG24fzfkpsD7Q/RrY0Q1hXu2qfTkNci2Pfvp9G0/TNL5hGEZ8iSzlx7kQcOXJfuKpJHLzHP49ZGJmBxNU0gJb8XDqQMlm6VNs8gnlMdbzaNbq0Zk5hczvEOcR0d5DXBmzVAzokpNUc6MrLNJUT4YyAU+k1JWeDq9aobyNye26relDRrHQ5vh+v0dxmlPIqtmndn1809B+iHt3OBIfbDIOqYtslTLc/ikUj11Mx4Fqe9TyD/0D51khm6fWdiIy9tLUlYhTWIdE/oKMkoCBZQeKADCKOC1i8KgkXqaqBAtULinKI9Dm9U9kRlRkyobMKSUK4UQzc/0PBUs/E3TfrDnN5cdBljyFCRuhAsfptBq58fNiRxPy+RK82qaGYPBZqn49cPqwP5F2jKrcZ0g43DJIXtMCwyR9cs4Wal2GvbQhlVbnak+Vhj6MtceRLKMYbJxBeHCgkUGkRrZiYaOUVHHTuXzw+Y0QoJvoH3+Jv6xd6SH2M8o40bvQcMUAoufIk1E83vIOEJa9GFCj8aYTeopthQVSVF+XudfqGDhb5r2dRvtZNdWzDu5HRI3cWvR/7F8byrvBL1OM+N63amuzQB2BFZjGGZzMBRmaQfqtNNyAi36r1bGEMzf9k70EAfYJxvzpeF+ZpX18VCpfsJrw+S5ZP7yMIa8FF6zXs4ne9oBgi20Yp7tQl4PepuvoqbzwhVDMRoER9LyuGT2anIsVmC440vzjPiUqcaF+tcwBWvB6PBy6gBT5c/cvPUBlu65mDlT48/jzQaUiqQoV8GiJkv6+1tmWm5lr2zM9+aniRTOBG5y/2JWFl5HHJlc7BYoQN8MYEBivuhhaDsGlj4NGUchrjNsc76/DHYLh+31ucb6uLYjEaYlZtXEtuSard1oxtrNJFo8kwXulC3Imr6GJ5vFluybtynBESg8/bf4ekYa1hMnMp07rfonX4OAaca/mLqrFycyC0qeVhQdX6YorxSfBQshRAiwEgh2vM48KeX/hBCxwLdAc+AIMEVKtwbSGuzmvb3YYY8EIF1G6oIFQoCAYmnCKg2YSkn6VqK4CL6YoI2WAv2a3g6FnF6oRlKHbEJM6smiJim22ckuKCa4jOagYJOR1BwL4WYjxTZZZlkjdoJwmQMkjI4h4fqBNIWYMQhK5nEoHnyZorxSfPk/ZQEuklJ2A7oDo4UQfYFHgCVSyjbAEse2AqRkF7IjN7Jk+03r5dil84+3ACY1yiadWhyQDUv2lzqgbfmzzkDhhQT2GFrTQRxlqfkBNobcRutvBsOJCqzTrQS8BTuT6Pv8Eno9u7jU95DJILjps41c8NxiOv3vL7o/vZAtxzMI0n2mcJ48tYOBWKOz/4M+t3hkMLZII3Os45jYs7HKH1W61/HMOHvaWaUoF0J8DfwNtBNCJAghplfkPJ89WUhtTO7pBDBBji8JXAYMceyfCywH1Co74ByS6PCDfTApRVF8HvyitkPaeDH1dqYOepH2GxJ4vvgq8glhvb0dncURaocF8Vj99YiEdRV6PQG8GPE1GUH1qZPlSEqYcRjm3wW3rj6Hd6b4m/wiK//3/faS5qTDp/IY3bk+/VvVZsGuk6w9cArQ1qhIytL++J8OCUv3uKfpEIDkbdMbjG03ES5ZDweXan1kLQaBlMxJ707QoUWkySh+tg3kBHVo7XVyqOLwNTAJz07us05RLqW8qjLn+bTPQghhBDYBrYG3pZTrhBBxUsokACllkhCiXinn3gzcDNC0aVNvRaqd5OxCj32n0PcfCAFdCrTUHj/ZBpJKDAD7ZFPIhbuL1hLpcZXSGfPTqGPMxR6OpQAAIABJREFU0e9MLncdFCXAJWYUePQ7nMgs4Lp+zfluY2VaOATBohiSd0DfW7WsyCWHBD9mt2OvtaHujB2JmSilmJFlZ0bUREpJUX428ywqy6fBQkppA7oLIaKBn4QQFZ4AIqV8H3gftEl5PqqiX2lTL4KGkSZO5Dh/iYcZNnsWDK8LwCDDDn60Dy7Z3TMig0iz0aN4sTTwhXUYo0ybaCjcZuHWbgMF6ZDv0gnZatjZ3Yji9/Yn5xJmNpJf5OxfuLBtXWYv2U9qagpwZkkljdjob/iXFYXj6VNsIyTI+T7cnZSN2UvfxMgOaph2mbSAULNSlEspM9Gam0YDyUKIBgCO7yp7nYPJaOCjG/oxqCE0NWVyS9hy7jb95Flw3bvQYxpPRf3KFcYVNDamM8qwnreK/wsJ6yEkGkJjKDTVYrO9DdcXP8xTtv9wueUp8qXZeZ2oJlCUp03Uc9X/Lt/eqFKlvttwnNu/2lwSKIJNBm4c2II8i5VXFu0luUgLFEEUMyg8gVGd4qgTYSY6NIhmtcN4onMGjxq/IJgiQBJBPu8GvUaYsBCx6wv+b55zIMXhtDwuf2ctOxKzSvYFmwSTezXm9otaowQOX46GqgsUSykzhRChaIOxXwTmA9OAmY7vv/iqDoGoQ4NafH73WAAKPviSoESb94LbviZy4ge82Gk8zLsBdv7gPFaYCdN+47ltMXz+z9GS3SepzUp7N0YbHRlq63aAA25j4kFborXlhefqlhQ/882GY7pti9XOtP7NueytNbhmpCgmiHuLP6DXhAkQ4TIf4p3+ELSLW4L+8Lh2L8N+Ht2xnv9v777Do6rSB45/z9T0hBRCQgKE0HuvAiKI2Ch2UaxrWcEurq5rWXVXd9W19/JT14quIGIBpCgdaQm9BgIkIb0nkynn98cdMpnMJANKyExyPs/Dk7l17iU3885p7ym/pC9hZgPfpWVRZXV/hv92YS9mjux0Om9JOQOashoqAfjI2W6hA+ZKKRcKIdYCc50t8JnA5Y2dpFWyVkHhQXTBnnMe13LUwFc3amMngtt4bg+JJsromRo6knJsUschGU9iwVGC8ZKwxqj6vbdkUSEmt2WjXhBqNmA2elY0FIpoHPog9yoIb8+bk10KbMYIjHrtqRI1npMc1X9/JTA0WTWUlDJdSjlQStlPStlHSvmkc32BlHKClLKr86eXVJat2P6f4YUe8OYozAd+9LGzAxbMBkO9D/eQWNj7EzM3XkaycNXyTdBtJopy5ttHkyJyCCnaSb6MqO02Wdt9cuULsPHD03VHip+5a1gE4cLVmeL2rqV8su6w1w4Wt1juZtyrGzmYV+dDf/zDWpZiJ7ve1b7xgf0CZk4agdmg54EXP+CFX465nW9IxzZM6t3Y8AHFX6mss/7mpb5QnOl7Pzda10X3VTqQDizSwCpHXyJ7jGPI/ld4smYGjxk/cdvVLgV6Ue94vQnmHICgiFO+BcXPzZ9FyZZ5rHX0IkVkY9YLxlf9q9EZTSb3bsdbMwe7VlQUwOFVWlVmeDwlO5eSXtGGpJ7DSIkNZW/aOiZ97t4WFqq3s+2pi9G13i6zAX3jKt2HP7HVQPHv6bbo5c/cOZGSWdiYoN8CjmgwhWGo8WwDsWJAT70qK3sNlOWoYNESFR4gUlTUtl39Yuvnc+qrQwX1xoeFxkCvqbWLkYMuYUzd/Y8do36Pqgq7DoeU6AL7M7PVUsHCnxhM0O082PvTyR9zYq5tWS8IhMS49XL6vKw/53aIIXRnNZXSTIhwdZUNEl6mvYxMhtiup3L1SqDoeTFkrq1dHBpRRHSVkcJK13NgxMYt+oUM1+1mq+zC9ohbuOH9tXQqWMks+6fExSewoMdzfL2rkoKKGqqtdgSCYZ3bcH+Hg4zI+4pQLqMCVxXp6KhCHv12O3llFqYPTOLCfioVfiBRwcLfTH8L3p8E+Xu9bxd6CImG8AQtlUdV/SYfAef9E7qeS/mip9izdxcLbCP5KHMI0aaV/Nmwmf/Zx5AqsojWV2EQEKKzEqm3Ya6pM7eFKazxCQqUwDXwWm2CLeekWSEVR/nsIgMv744hv9zC0E7RDNr+NBPLvwPgoC2BJXtPpG/rzSbxJ76z/I3IjDv41eqeracqL4N/pt0NwJemnbxqm06RDOdy/S9MrN7KmA3/oZwQft6Vi143mMl91FiLQKGChb8JbqNliG2QhHu2a+Mjnuvsfbu0Q2xXPm7/GP/etgcAE1Ymio3oheRqwwpt19A4mOOcvOa9c+FonWCRtwvy9kJct9NxV4o/Obii3uyKkh5Z83jz2lddq7b+WvvyW/sot8O3yc4cdLRjiG4PWhWo60tFRZ2qpz66w7xtesnt2NG67SxyDAPgu7QsFSwCiEr56I8i2ze8LTROa3w2hYKpgfaEMK14nxDp+sO1oicfL6nHF9wFljLP99SbITT2VK9cCQQRSW6LldLMGmt3V2+o3N0Q7EpJfmLUfzyFjNTtIIIyYkQZVdKzC2wwNY2+dY50nbfu86n4PxUs/NHkf4FRyx32qW0ipVLrpmiRRvL7367NkZ2/F2ggPczPj0PJUS7sm8jYblpqEImOr+JmIw11/kAr8mDzR/BMEoU1xtpGTilhS9tpWnWX0vIkDYZB1wOw1ZHKKOsbzPgthdHPLuPAu9fBG8O1hJJC+3i4N+g7ZgUtYrX5Lj43/YMN5tmEU8Fztiuo38GngiDyQuq0ddUJOlvippKONmq7c1wot471VjJW/JXqOuuvqks4sn0NY7+2EUwNfUQGe2USF8Tk8M8598BnVzbeED7sNrjg3wDszCpFCG10OJWF8OZoKMtyfztpdGvoXuPoTZcHltE2Qn37a7EKDnDN5wdZfVQrDQwQ+5lvfsx9n/4z4JxHsL0yBIPdNbfKOnsPrrJq+14Wn80lF09DIukYE0pSZBBkbdaqVKM7w7HNEBwFMalkFlSSV25hQHIU+tbXhTagb1i1WfiroEhyTUlIMrU05LInALlVzkF2pVmNHAyUZde+7JVYp7oqJFqbWrX+29XrEdWWIvLLa1SwaMliUsmxHAFn1VF8/SSTAHoDCJ1boACIFK42D4e1mlFd6lVZJtVJD5LkGp/RISaEDjEhKIFHBQt/tO4tSP+SQeEJjDf0Y7mtb+2macZ18Pl6LCXH8TZtjJRak6Nu9/fwVFtIHY/j4td485tF/LSvgg5k8YAhnBRK3Y6rQY+pzgxna4LPZmbCqSQ7VwLR9IHteX6x1vNulaMvJYQTSZ2U9Xl7oboES/uRmI+5utvOt4+ufT11UEf3k+buhmVPQekxiOoApVnsFZ35h+UK0vMdmI06Lh+UxF0Tu6mZ8gKIqobyN5v/q6XwcLKj55/Wqzki45iiX81F9ebeLpVB7He0p50oooIg2ooiIoX7t8Bjwd0YXfRE7XIHcZzlpvuco7Z1eGv7qBh6J6EXPn0670zxQ1JKPnnvRX7JKKebOModhvmEBZnBUufLRFg7uO1X8n5+keMH0thp6MXamlSq7ILLB7dnwqQprn1tNfByP7eSrUUaGGN5mVzcc0rNGp/KnPN6NPUt+hNVDaWcRru/d1vUY+fReuk56ooQ1cyy3kM2MfQWGXxvfsRjn/ZVezFTg8U533amjGePTKaXyHQOAvTMQRW67ztABYuWTgjBzNJ3mWmqU61psbjvVJ4DhQeIm/4scUAf4IqGTpi12S1QAKTJVI9AAbBk5/HWFiwCmgoW/ia2CzQwHs+bUhlCoXNuvGMyFpvUYRDuJYVSwrFgrF0eIXbQURwHUzjoTUjpZfydGl/RomUWVLLxcCE2uyTWfA7VRbtZYB/NAN1+rg1eS5itTvuFzkCGTCB96zEEgi1HitALwaTe7egcF8qaAwWkxoXSOzGSHF079jgGYJU6xujSMQsbHcVxDNiw1fu4SYkNRQkcqhrK31QUwGdXwLGNtckAG2OTggest7PUMYgyQrlXP5e7DPPdPvwLZBhX1zzKXpnMi8bXma5f7XEet4ARFAm3LIeY1NN4Y4q/+GbzUe6fm9ZgPqhgvYOfEt+nY95yMATxRZfneDgtBm8fFXqdwO7QNlzUL4Hv07Nrz9tZZDHP9DiRooKbauawzDGw9jiDDn66Zxxd2oad3pvzbwFdDaVal/xNaAxMeAy6nuczUAAYhOQl05usN89mqel+7qwXKABiRDk/mR5irNjqNVCAFiherZnKdMvjbLsmXQWKFuy5RXsaTRxYZdfxftLTcOdm5H27eW5fgtdAAdQGCoCFdQIFwEGZyGe28VRKM7/KAW7H2RxwtKgSJXCoaih/s3eRNobCZx5QdyHCQqrIbnC7QOLAc37uujJIYIvsTkm1rdH9lMBWWuUlcWQ9JVVWiOmDdEjKLL//eSgmjBoM2Lw8ziUncR2K/1AlC3+z+WN8Bgrdqcf45fZ+rJJ9GFH9Kv+0zsAq3QNHvoxgnD6N34LvZNSGO6Do0Cm/hxIYrh7Wwec+Vw5NBkCnE1w5JPmkzhsX6v5c6rFzhf4XDAKijO7PtEkvmNBTTYIUSFTJwt8Eecnf1Gu6Vi1Ulg27Fmi5nLxpoI2jWhqZY/szIMghhnfsFxEZGsSsbqUQFEWOxUBB5k6mlvyqxal9i+DrfLhl2Wm9NcU//PWCnnSND2PFnjxySqrYcqTEbfvT03ozKtU1yO6JKb3pmRDB+owCCsotHMqvRK8T9EwI56cdx2v3y6+oYZZ+Pksdg4mgggfDfmB51QA+tU6kWLp/L62xS37Zk6fSlAcQFSz8zei7tTQeJ+aiGDgTpr6mvc7dDVs/bfjYBto4dskOFNRLIrgq9kpmXTYCgHZAu+fr9X46tgmqS7wHLyWg6XSCK4d24MqhHXh9+X6PYFFU4V49pNcJZgzvwIzh7iWSZ37c5bYs0REnSvnJ/LC2wgpX2z7G2sDHzKr9KlgEEhUs/E1cd7j2G9jwLrTrC0Nvhl0LtbkrkKAzgqOhul6BVepY7BhCoQxnsn4DcaKUziKHICxU1xnz3cu2E+Z9DBW5kDQU2qRAuetbIm06gVnNkteS7T9ezrJdxz3WR4ca+b/5i+iiy2LM6LHsscbx+vIDxIabuG9iN46XWVi66zg7jpV4HHtExpEnI4gTpZSEpWKtbvgjpleCer4Cieo662/2/6w1cDucjYqRyVDiPtVq3Tmz63Z5lRKuqvkb62UvACKoYJ7pMVL1uXzX8SGeONCVAquJsbo0XjW+RqSoN1VmLQGXvAP9Ghx6pQS4NQfymfHuerd1Aji3VzxLd2ZjdzZnXm9YzCFHPL84+gMQZNRRY3U0lO8YcD53bd+l4+XP8PA6I99sOYbZoGNYSjQbDxVRZbUztX8i/7qsX2tL9xHQXWdVycLfrHzRFSjAI1AAPGu7irn2s5lj+JJrDa52hQ2yR22gACgllI/7f8bfL+7OxXoT5z+dSKVOT0S9dCCeJGSuU8GiBXvmh10e6ySQmVdaGygAPrFN4E3DS7XBotrquzt3KaF8nPoif0/uw3PJWpuHQS8wG/RYbHZsdkmoWX30BBr1G/M3DVYxudRgooRwj66wVun566wRRm2iJJsFAzYiROOT05zKdSiBy2r3XqNgdbgHAwcCIXwHCM/zuM5fNzCYDXpUnAhMraoMGBBGaL2WGjNDv5RgqjFgdxssNVK3g17iUO1yEDXo0/7LkKd/5sM1h0Ef5LZ/iQzB4e0zwxAEQ276Q7eh+Ld7J3b1WCcEFFVL6nbdnqJbwzz7mNplX1NQCBw8avqMp3ZOhv/0grQvTtclK81MtVn4oyMbtB5Ra18HW7Vrvd4MPS6EygK2FpsZULTY49ByGcQ39jEUyAim6NeQqsvm+pq/8IujP/NMjzJQd8D3+5/zKIx94DTekOKPVu3L5/lFuzlaVEV+hXuJszNH6aE7SrYjmpDUkdgdkhq7g82ZxW77hZn1lFtcqe1vCF7NE/J11w5CB7M3qowAmoBus1AlC3+UPAzG/cU9UADYLXDp+3D9AkwRbb0eGiaquc6whHuN/yNVp43oHqzbA8Amx0kmByw+/LsvXQkcZ3WNZf7ssxiRGuOx7SBJ/OAYwRa6kVVSzRe3jWRYiud+9b9rdrPurLeDA462oi96LViTBQshRLIQYrkQYpcQYocQ4m7n+mghxBIhxD7nT8/cxa1ddSls+gj0Jvf1OgMseRwWP0Zi2baTPt1mZ5AYp9t6cgckDz/pcyuBb1AH15/gELGb+w1zmaJbg87Z5+nu0MXw/iQGFyz0OLZPe/dxONnh/dx3EDr3WfOUgNWUTU024H4p5WYhRDiwSQixBLgBWCqlfFYI8RDwEPCXJryOwGK3wgeTIXeH5zaHDda+AkAU2qQyVgw40CGBYCyYwmNh1F2w6kWqa2p41zKRbY4UvjA+SVedK3eUQ7rXP0sJUoBu2G3avMtKq3HdyI5k5FdQs/kz/qVzVSGNsW8nOULHiONaj7tzWc89EbfyQc1ETAYdd57Tlcl92jHn63TW7M+nd/tILrrkfki3w6YPtXE6Ex5VVVAtxBlrsxBCfAu85vx3tpQyWwiRAKyQUnZv7NhW1Wax72f49NKT3v1f1qt4067NVBZLMRunlcGI27WNlYXwXOpJZa8FmOWYw6tPPILOVyum0jK9NQZy0l3LwtnbTtrd97t3J0S2P3PX1XIE9B/WGWmzEEJ0AgYC64F4KWU2gPOn18p3IcStQoiNQoiNeXl5Z+Iy/YP+1Ap7ujrzZkcFGaDPJVqQqCoCaxWn8isO0lk9K6GVFsnhkB5ZXyulmWrpmiRLCh1SeHl+vCSylFKSVVxFje3Uu9kqgaHJSxZCiDDgF+AfUspvhBDFUsqoOtuLpJSNtlu0qpKFwwGvD4OCfa515kiweKZWODF6e5OjC9XSxGj9To99Tla1NBAkbFqaj0ve1RrZlRZp3cEC7p+bxrHiKvonR/H6jIHc+96PbCowYsDOdfolPGL4lPfsF9CGUi4zrHIdnDQU/vSz2/l+yyjkhv/bQEWNHZ2AP49LZc5kNV2qFwFdsmjSYCGEMAILgUVSyv841+1BVUM1rKYS/tVJ6/l0hlhEMGZZZ1R3mxS4a4uXuVaVQGd3SMb8axlZJa6edoNj7WzKdx/g2VMcYpfsBMA1+iU81W4VuiE3aeOA6j0Xg59aQkG9rrc/39fqZsE7GQH9B9WUvaEE8D6w60SgcFoAXO98fT3wbVNdQ0AqzjyjgQLATL33K8qAmvIzeg3KmVFUWeMWKACOF3umvD8RKAA+tZ9LWVRvGHmHR6CoqrF7BAqAndmlp+eCFb/RlL2hRgMzgW1CiBN9Nv8KPAvMFULcDGQClzfhNQSemC4Q1Aaqi2pXSbSvJMUylCet12LGxlTDakbodp+Wt7RLsEgTn9jPJUMmcG5MAeeYw0/LuRX/Ehtmpke7cHbnuAJEmb4NXqeyc+orDhLZbZTXbcEmPZ1iQjhU4JoiNZwKNiz9Hxs3JrOhtA05pRbCgwxM6hVPtc1BfEQQM0d0pE2oyes5Ff+kRnD7o62fw/zb3VYdtUcz3foUeWjNOwIHLxreYJphjTZf94FljaYu9zX73l5HeybVPFe7/MKlvbl0aKc/cBOKv8rIr+Dv3+1g/cECquolBhQ46GU8Trv4BLZnl9Nbf4QnhtrpcOEc0HmviDhWXMX1H2zgYG454MBxEhUW3ePD+fHuMa2t511A36xK6eWPMtd6rLIIU22gAG2imXtssxinT6eNtcJH4j/fXwi66Y7RTRxhr9Sm0Pxs5U4VLFqolNhQ3pk5hN6P/+SxzWw0sPDJmxGn0F7VPiqYn+8bx7++38abKzNP6pg9x8vYlFnE0E7RJ/0+SvNS6T78kZfZ6cx4BgM9Dm3975iTuz6HFJTL4NrliGBjI3srgU6vE17ThIeYDGTkV7Anp4zS6pPIPFxZCEVaepjwoFOrVooIUs9YIFHBwh8NuVlLGlhHkq6Ac3Sb3db9Wf8tIQbg4ArPc5hcPVFqIjvXvrbUKUzWLW9scXQhC23e5VCdldkXqBQNLZleJ7j/XM9cYYUVNZzzwi+c99KvDH5qCR+uzmj4JMufgee7wcv94KOLmdwjimhdZcP71zFtQCLd26l2sUCiqqH8UeYarz2iPjA9z6quf+HnsClcHJfN4MMVsKeBnlMhMTDlVYhM5pYlkrLc1SSIQn519GNMyGFeHZiFPmUc1Wlzya4JJmzswyw8to2DNRGMHjGRmDCz9/MqLUbHmNBGt1vtkqe/38UF/RJoGx7kvjF3N/zyrGs541cyf/wPhY6xtCOfTiKHvTKZy8cOJLukmthwE1cOSWZ/bgXxEWaGqOqngKOChT/K39fgprNEOmdN/SvQBzLeafgclfnaaG7gYP4yjshutUWJHyp78tT4O4kJMxPUZyopJ45JTaXPabkBJRAczPPdPdrmkBwprPQMFgWez6ip+AAwlhxiyZFaKXVctzhGdYmt3ad7OzXvdqBSwcIfdRjR8LbweNfr7hfAPs85LQCtGurAckgdz7k92/HB6gx6iMP82/AOScYSopdP1ZK8rX4V9v6EHcFa0yg+M0xnVM9krhne4ZQaOZXAc3b3thh/2NXgrHkA8RFm+raPYkFaFt+nZ9E+KoSYMCOLNgo+I4QwXNVOstsFkO869qKQnQzf9CXsaqMlt1QJBQOa6jrrj+ondKvv0veh72Vavo81r8LSv7vP232C0MGNP2JJHMobi7Yy67fzMNVtKA9tCxW5bocstA9ntvVu5pzXnVnju5ymG1L81cp9ebz1ywGOl1rYn+te0ogMMvDVn0exI6uEe79M8zi2v9jP3YZv6BFpJXH8rTD4Bj5YlcG3W49xlnE3D2Q/gDhRnA2Ng7u2grlVj+oO6G9fqoHb3+TuajxQAKR/qf0UAhIHeA8UoGWb3fYVZoOeezscdA8U4BEoAM7XbcBMDfO2HPsdF68EmjFd4/j0TyOYMayDx7aSahttw83M25Ll9dg02YWbrA8yzfIkDL4BgJvOSuHb2WcxJyHdFSgAKvK0sUBKwFLVUP4mJFbrCttQAAAIb1fndULj5zuxb0SSl42eg/UKCacGA/ERqoG7NWnr5fdtNugINulpG974s9A2QmvP2J9bRl5pDXq9YEBwWzw60oYnUG6xsTOrlG7xYUSFqBHcgUQFC38TFgfjHoLl/8DrYLrIZBhzv2u5LAd0Ru+D8uL7aN1wATqOhOQRcGSdtix0MPA62PJx7XwXNVLP09ZriQg2M+c8lTW0NTmvdzv6J0eSdsSV3fiRC3tiNuiZPb4Li3fkUFrt+QXGpNfxyAU9uOvzLSxIc5VA2pu6s6RNV0JKnA3h/WewpiaF2/65lDKLjSCjjpeuHMDkPj6+7Ch+Q7VZ+KuiQ9pgJ50JjGZtoF5pljblqaHON7L67RshsXDdt1oiwKRhnikaMlZBThr0n8HPh2o4eGAvo8Ky6JMQTm5EH/ZVhjAgOcrrgC2l5VufUcDu7DIm92lHvLPEUFJpZcg/lrg1hA9MjuKGUZ04p2dbth4pZub7GzzO1btdKN9PN0NwFLTtyQUvr3RLMNguIoi1D5/TmjpSBPSNqk8Ef9Wmk/avLm+9SUrrtS1UFUJsN/eAUlfKWZByFv/+aTdvrDjgXBnGYxf15KYeHbzPRKW0GsNTYhieEuO2rqDC4tFjSgJTB2qz5WUXu2exPeFYaQ10PLt2Obukym17XrkFm0Ni1Af0Z2iroYJFoNrwLmz7GoKioLLAtT5xIPx3ulYSGXs/tB/scajdIfm/1Yfc1r2wZA/fpmUxMDmK+yZ1U6kYWpn/rjvMt1uOER8ZxL0Tu9KlrWt0dee4MPq0j2D7MVepYEr/xNrX43u0xWzQYak3S96U/okcK67iP4v3kpFfTkpsKEWZxbXbJ/dph1Gv+tgEChUsAtHmj+GHB1zL5nAtKARHw45vXOszfoV70iHEc7Ssvl62zwqLnbQjxaQdKSanpJq3ZnoGGaVlmrvxCI/O3167vPFQIb8+OB6zwTUh0v/dMIzXl+8nI7+CSb3j3XpPrT1Y4BYo9DqYPb4rd5ydysWvrWLvcVeX3LFdY5FA/6Qo7hivxl0EEhUsAtGu79yXLWVao3ja5+7ra8q07op9L3NbrdcJbh/XmecX7/V6+sU7c3A4ZGtLH91qLd6R47Z8vNTClsxiRnR2VUfFhZt5Ykpvr8cv2u5+vN0Bgzq24WhxlVugACipsvLt7LNO05UrZ5IKFoEourP7stBDm46e673t6zT7nK4M7RRN2tFiPl9/hIyCitptHaJDVKBoRTpEu+eI0gntGWjM1iPF5JVZOKtLLB1j3PcVAjpGhxATZiLYqKfKaq/d5isfleK/VIVhIDrrPmjXV3utN8HExyEiEYbeDB2d39qEDkbOhvaDGjzN8M4x3Do2lecu70eMc9ayqBAjT0/r29R3oPiRP5+dSu9ELWeTUS+Yc14PEqOCG9z/vi+3Mu311dzy8UbOfn45OfWmaZ0xrAOdYkMJDzLyxJReBBm1j5mU2FDun+SZ6VYJDKrrbCDL3a2lUQh1771C/n4trULdwXs+WGx2DuZVkBIbSpBR7/sApcXZd7yMmDAz0Y1Md7ozq5QLXlnptq7+0M4L+ybw+jWuLyklVVZySqrp2jastZdYA/rmVTVUIGvbwMC52FPP6WQ26OmZoDKCtmZd433PL1FcVeOxrv7XzaJK930ig41Eqsm0Ap6qhlIUxcVuhSWPw8sD4ONpkLPNbfOwTtGkxLraHYSALnHuyQGvHJp8Ri5VObNUNZSiKC6/PgfLnnYthyfAPdtA7yoZ5JVZ+HBNBnllFqYNbE/vxEg+XH2IzMJKzu/Tjom94r2cWEFVQymK0mLsX+q+XJYNx3do2Y2d4sI9c4fdPbHrmbg6pRmpaig/V3V0O9/+7xPmL1tNZU0jmWhP6aRFsOUT2LlAq3ZQlBPi642lMIZAdIr3fU+FzQI75sPWz6C6xPfXE0gTAAAVF0lEQVT+it9RJQs/Vr7hE6bOq+SAbA8Uk7J6IfMfuPCPNRYWZ8K7E1xzWSSPgBt/AJ3qAaUAZz+szalyeLWWEeCC57TUMX+ErQY+OA+ytmjL4Ylw6/JT6q2nND9VsvBjC39e5gwUmowKIwu2/sFJiTZ+4D7p0ZF1cHD5Hzun0nKExmpfHuYcgPv3eIz+/132LXIFCoCyLC1ljRJQmixYCCE+EELkCiG211kXLYRYIoTY5/zZpqnevyXwMn0AljqjYX8Xm8VzndV71lClFQuNbThz8any+sxVea5T/FpTliw+BCbXW/cQsFRK2RVY6lxWGnDRyL7E4qrfjTZamTKgvcd+NruDJxbsoN8Ti5jwwgqW7T7e8EkHztTqoU+ISIJV/4F/JMLc66Cy8HTegqJAt8kQVWfaVlM4DLy2+a5H+V2atOusEKITsFBK2ce5vAc4W0qZLYRIAFZIKbv7Ok9r7jqbs+l7vtqYiSM8kcvPP5fENp45e95beZCnv99Vuxxk1LH2oQm0aWgkbv4+SPtCy1a78f+g+JBr24BrYNobp/kulFavIh+2/BdqKqH/Vd7nZmn5VNfZUxAvpcwGcAYMNdeOD+0GX8idPrKFb8hwLw1UWx2kHythXLc47wfEdoUJj0JpNvz8uPu2w2v+wNUqSgNCY+Gse5v7KpQ/wG97QwkhbgVuBejQoYOPvVu+9KPFLNudS+fYUOwOyZGiKib2jKdXYgQDOkSxaedepulXIxF8L0fSTubyzq+lmA16pg1oT2SIqwdVtdXOgq1Z5JZWclt4Esayo643ShrSDHenBIwjG7S09/G9ocdF2hBuX6xVsO0rKM+F3tNba6ki4KlqqADww7ZsZn22mfq/Kr1O8N71QxjVTlL96igibfkAVEkjUuiYZnmSvTKZjjEh/HDXGELNBqSUXPH2Wn47VATAUMMBPo79L8HF+yD1HJj+FoSpAp/ixdbPYf7truWht8CFzzd+jJTw/iQ46pyj2xAMN/2ozejY+gR0NdSZ7jq7ALje+fp64Nsz/P4B6b2VBz0CBWjTo36wKgPzrnm1gQIgWFgJwcI1+p8BOFxQyeKd2gQ1W44U1wYKgN9sqTyS+C48Vggzv1GBQmnY2tfclzd9qE281Zgj612BAsBWBRveO+2XpjS9puw6+zmwFuguhDgqhLgZeBY4VwixDzjXuaz4oGukqK8TQpu7wgtHnV/viXPo7dXUzxOqEwJ0ashNa2SzO7DYTrI7dv3nUAh8fln29mxKh+c6xe812SeElPJqKWWClNIopUySUr4vpSyQUk6QUnZ1/lT9NE/CbeNSPebMPqF9m2Bt4FSke6bPMoL5xD4RgC5tw5iUZIf3z6P/Rz1YFzqHwWIPACEmPTeM6tSk16/4p7d/OcCAJ5fQ9/HFPP7tdhwOH1XSo+/BLTgMu1WbN6UxSUOh0xj3delfwFc3qrEWAUZlnQ0Qe3LKWLEnl+ySKj5cc9ht2w93jaFXGwekz4XsNIhJpajrpSzMkJgNei7sl0Do/Bth14LaYypDEvlsxHec36897RuZFU1pmdKPFjPltdVu6166cgDTBnqO43GTna41cLfrA10mntyb2Wq0Eds/PgiyTilm/N9g3JxTvPKAFtBtFn7bG0px171dON3bhfPYt9s9tm0/VkKvxGQYfmvtujbAzLqpd7K2uh0TUpnFnwZFQpgKFK3RtmOeyfzSj5b4DhYJ/bR/p8JgguhO7oECIHur190V/6QqqgPMyM51p1CVTDWs5fzM57Rsno5G6oJT6lUFhMTAujegMKNJrlPxb8NTYqhfszkqNcb7zg3YdrSEJ7/byWvL9lFY4TmDnpv2g8EY6r4uZewpvZ/SvFQ1VAB6c8UBPll3mNsdXzKz5gvXhhF3wORnvB9UVaxVA+xbrPVgcTgTTwVFwR3rICKh6S9c8SsL0rJ4Zek+qmrs3DCqE7eM7XzSx27OLOLKt9ditWufH53jQll0z1iM+ka+fx5cAUseg7Lj2ijuCY+1tmzHAV0NpYJFIPt3Z6gscC0bguGvWY33bFr7Oiz6q/u6Sf+AUbOb5hqVFukvX6fz5cYjbus+umlYw1kDFAjwYKGqoQKZqV5PFFOI7y6wzmOKZBgFMlxb56tHi9I6WcqgNAuAwooat6qmELNniSDMyzql5VAN3IHsnL/BvNtc/dbHP+LzENn7Eh758TBflg9AIrg0NJ1ne12K+jNX3Kx9HZY+BbYq9oUO4rLCOygXoVwxJJl/TOvDTaNT+C4ti/xyLYCc06MtgztGN/NFK01JVUMFuoIDkLlOa0Bs28Pn7kt3Hefmj9z/L9+4ZhAX9FVtFopT0WF4ZYDb4LlXbNP4j+0KAN67bggTe8VTVm1l2e5cokNNjE6NRdfAWCClVkD/B6mSRaCLST2lxGz7css91x0vh76n86KUgFawz2OUdReRVft6X245E3vFEx5kZKqX+VWUlkkFi1bm7O5x/Pun3ZwYrCsEjO+hGiVbu/Sjxfx37WH0OsFNQ3vRLSgKqotrty9zaIn/dEJ7hurLLKjk/VUHKaiwEGIyUFZt46yuscwY1gHhTBOSW1bNeyszyCquYkr/RCb1VnNwBxJVDdUKLd6Rw9u/HsQhJbeM6ayqoFq5g3nlnP/ySiw2rTQRatLzyzURxP72ApQdZ1fbC3jk+DiEENw6tjPn1fuQr7DYOPv5FeSVeU6feveErtx7bjccDsmkl35lf52SbSus/lTVUEpgmdS7nfpWp9T6Pj27NlAAVNTY+S4/gRuv/R8APYFvGjl+5b48r4EC4H+bj3Lvud1IO1rsFigA/rfpaGsLFgFNdZ1tSXK2QdEh13JxppbLp6HSo7UKjm6Eas/UD0orUJHPse0rcdhtHptiw8y1z4/D7mD7sRKyS7TEf1JKluzMYeW+PABiwswNvkWsc1tMqNkjaW1sI8cp/keVLFqC6lL45FLXvAGDb9AG6K1/C5CQMABmzoOQOl0bD6+FL66GqiItDcOl70KPC5vj6pVm4Fj/LvafHqa9tHKhI4GPzc9RYNG+O47sHMMFx16GeW8Dkv36LlxT8SBlIoybRqfw1aajlFRZAUiMDGLZA2dzUb8EFqZne7xPjHMe+A4xIdw0OoX3V2npZeIjzPz5bDVjXiBRbRYtwaoX4ecnGt9n3EMw/mHX8jtnQ9YW13JEe7h3x8lNk6kEtuoS7M91c85tovnONpzdY17hnB7xDDYdgbfdc4m9aL2Ul+2Xej3dned04f5J3dl+rIRP1h3mi9/cR3bPu2MUAzu0AWDf8TKyS6oZlhJNkLHVje4J6D8uVQ3VEhRnnvo+9ZfLssHuIxmc0jKU57kFCoBkXR5GvY7BHdt4fZ6SRF6DpzvRFtGnfaTXsRZHi1zzVnSND2dst7jWGCgCngoWLUGvabh9aTFHaAkC6+o93WN5iX0Q19X8hdtr7mFr0kwwqDrkViG2C7Zw9/ERix3DmGGZCx+cD/uXQHAbt+3fO4YDEG72rLmuO3nWhfUarCNEFWPN+0/ThSvNSbVZtASdx8GVn2hzIpvD4ax7QW+ElS9AZSEMvBa6TXI7ZGOPB7l15W9IZ5D59ZCOFaXVtI0IaoYbUM6oHfMxlB2rXawWwVzTO5i2vz2nrchcA4mDoMtEDmYe4fm8YaxwjrNIiQvl3F7xfLTmEHqd4K4JXRleJ23+6C6xvBXzBZ8X9SCCSv5sWEDk3GMweyNEn3xWW8X/qDaLVuqphTtrGxtP+Pel/bhiaHIDRygtxlc3wo56nWHD2kJ5rvu6BzMY/0Y6GfkVbqs3/m1iwz2ZCjO0VCH1nfdPGDnrD1x0ixDQbRaqZOGnamwO1h0sICrESL8kZ5WSlFoeKIcNOo72nWEWKK228ltGIalxYXSKDeXAri1UZO8lObSXx75JFdugGIhSAaNFa9PRY5U9ohPrS2IxCyuDdfuwBcWyLtNCRJD7R0RUiJHwoEY+NkLjQG/ybP9q0+k0XLjSnFSw8EO5ZdVc/tZaDhdUAnBRvwReu6IPfHIJHFqp7ZQwAG78AUyhDZ5nc2YR17+/gTKLDSHgmTYLuaryMwA6EsZ35sfYZEkCoA1lDFh+F/xig4tfhkEzm/YmleaTOhFWv1I7zWlp4hiuKL2L3VatO+xI3S7yTd3Z9+FmAEwGHTU2B0FGHU9c3BuzoZHGaXMYTH4Wvn8AcA7063IudJvclHeknAGqgdsPfbTmUG2gAFiYns3mld+7AgVo8xenfeHlaJcXl+ylzKINuGojS7m04svabZGUc4vjq9rlIsKZZx+tfYAseQwcdo/zKS3Eb++4zYc990gEu/OttctrHT3ZV+r6aKixOXhySm/W/3Wi7zm6AYbeDA8egCs+gVkb4dqvW9uMeC2SKln4oYJyzy6sBSVlnjtW5Dd6nvw654kQFRiFewCIEe4jtwuI1F5Ul2jVCLrgk7xiJaBUFLgtFjh8T34VEWwkMth48u8REg29Lj7VK1P8mCpZ+KFLBiVRt7t6u4ggzhozQesSe4IhCPp4HyQFwMYPuKza1Yh5SCawWXZz2+UQrm+JQVi4SLdWW+hzCRhVoGixBsxwW5yaUIKhzgMXZNChr7McE2pifEowHPwFyl3jLeb9spH1T0+k6ol4rP9M1qbrtVu1LzG/Pgfvnwcv9YV3z4Ej65v+vpQmpXpD+am1Bwr4atMRooJN3HRWJ5LahEDubtjwttbAPeRmSPTS6wRg9w9aKg9gnn00y+QQuo6axqUdKkj8+mIErt/5O6mvczC4L9dGptOneKnWFjL8djCqLrQt2o75sOs7iE4hs/tNjH99C/Y6U1g8fnEvdmSVEmrSc3unHBK+vw5qKkDoYNSdLE2aRc6ntzFen0aiKHQdOOZ+9m5ZyeriKG40LK7zhgKu+1br5t16qd5Qyuk3MjWGkakx7ivb9oCLXvR98D7XH+l0/Wqmsxra94byIsD9y8GtCQdg4rVAf0A1arcavadp/4CV6w+7BQqAY0VVPH95f23h7VlaoABtUqTVL3OkU3uWOIZzjWG5+4Hbv+Guglt51PBJvTeUsPA+SOgLx3dAl4kw4TFVgg0gzVINJYSYLITYI4TYL4R4qDmuoUVr29PLuh4Q1/3k9lValW7x4Y2vKz7ssX1w9Wo2O7pRJt0/7G2RHdktO7JXJnm+UdEh2DEP8vfCujdgyeN/9NKVM+iMBwshhB54HTgf6AVcLYTw7PSv/H6DroeeFwMC9GYtiWBCf0gdDyNmgc6oVSf0n9F4u4fSKgztFM3t41Ix6gVCwJT+iUwfVKfXU5eJHsf06NYLo8HAw9Y/USy17ttHzF0wTHudHuZ8XrVN5zeH1kZWKbXMs8h6qdD3/tQk96M0jTPeZiGEGAk8IaU8z7n8MICU8pmGjmmNbRanRXmelu8pKMJ9fVWxVp1QN2W50uqVVlux2SXRzrTitRx2eHcCZDuzFLftDTcsJK1Ax4Nfp3Ekr5CLugTx8JUTaBNqYm9WMQ9+vprt+ZLzIw/zt7Zrie8+HNa+CuXHXeftNhlmfEkrEtBtFs0RLC4DJksp/+RcngkMl1LOrrffrcCtAB06dBh8+LBnUVhRlDModzdYSqH9kJPKHuBh72KY/2eozIfY7nD15xDTqua0COhg0RwN3N7+wzwilpTyHeAd0EoWTX1RiqL40LbHHzu+2yS4b5dWuohMUnOnBJjmCBZHgbrJh5KArGa4DkVRzjSDSeUeC1DN0RvqN6CrECJFCGECrgIWNMN1KIqiKCfpjJcspJQ2IcRsYBGgBz6QUu4409ehKIqinLxmGZQnpfwB+KE53ltRFEU5dSo3lKIoiuKTChaKoiiKTypYKIqiKD6pYKEoiqL4pIKFoiiK4pMKFoqiKIpPKlgoiqIoPqlgoSiKovikgoWiKIriU0DMwS2EyANUjvKTFwvkN/dFKC2ees5OTb6UcnJzX8TvFRDBQjk1QoiNUsohzX0dSsumnrPWRVVDKYqiKD6pYKEoiqL4pIJFy/ROc1+A0iqo56wVUW0WiqIoik+qZKEoiqL4pIKFoiiK4pMKFi2MEGKyEGKPEGK/EOKh5r4epeURQnwghMgVQmxv7mtRzhwVLFoQIYQeeB04H+gFXC2E6NW8V6W0QB8CATu4TPl9VLBoWYYB+6WUB6WUNcAXwNRmvialhZFS/goUNvd1KGeWChYtS3vgSJ3lo851iqIof4gKFi2L8LJO9Y1WFOUPU8GiZTkKJNdZTgKymulaFEVpQVSwaFl+A7oKIVKEECbgKmBBM1+ToigtgAoWLYiU0gbMBhYBu4C5UsodzXtVSksjhPgcWAt0F0IcFULc3NzXpDQ9le5DURRF8UmVLBRFURSfVLBQFEVRfFLBQlEURfFJBQtFURTFJxUsFEVRFJ9UsFACkhDiESHEDiFEuhBiqxBi+Gk455TTlalXCFF+Os6jKP5CdZ1VAo4QYiTwH+BsKaVFCBELmKSUPkerCyEMzvEoTX2N5VLKsKZ+H0U5U1TJQglECUC+lNICIKXMl1JmCSEOOQMHQoghQogVztdPCCHeEUIsBj4WQqwXQvQ+cTIhxAohxGAhxA1CiNeEEJHOc+mc20OEEEeEEEYhRKoQ4ichxCYhxEohRA/nPilCiLVCiN+EEE+d4f8PRWlyKlgogWgxkCyE2CuEeEMIMe4kjhkMTJVSzkBL3X4FgBAiAUiUUm46saOUsgRIA06c92JgkZTSCrwD3CmlHAw8ALzh3Odl4E0p5VAg5w/foaL4GRUslIAjpSxH+/C/FcgDvhRC3ODjsAVSyirn67nA5c7XVwBfedn/S+BK5+urnO8RBowCvhJCbAXeRivlAIwGPne+/u8p3ZCiBABDc1+AovweUko7sAJYIYTYBlwP2HB9AQqqd0hFnWOPCSEKhBD90ALCbV7eYgHwjBAiGi0wLQNCgWIp5YCGLut33o6i+D1VslACjhCiuxCia51VA4DDwCG0D3aAS32c5gvgQSBSSrmt/kZn6WUDWvXSQimlXUpZCmQ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     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "\n",
    "sns.catplot(x = \"Survived\", y = \"Age\" , hue = \"Sex\", data = df)\n",
    "sns.catplot(y = \"Fare\", x = \"Survived\", data= df )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x281ddbc6400>"
     },
     "metadata": {},
     "execution_count": 164
    },
    {
     "output_type": "display_data",
     "data": {
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ekqSyCqv31iZpwjNL9Mv3NykhPc/hpADQfFH0ApqZ6Rd003ndO0iStqQc0avL9jqcCAAAAAAAAPXV1sdTPx/XS8sfmqjHpwxQWDtfSZX7uM/bmKJLn12mGf/doG2pdPgBgNNF0QtoZjw8jJ66YbB8PCv/+T739W6eAAIAAAAAAGhm/Lxdum10Dy19aLz+cu2g6q1CrJU+25ymK55frp/+a602JeU4nBQAmg+KXkAz1CPEXw9O6itJKq1w68GP4lXhtg6nAgAAAAAAwOny8XTp1vO7avGvx+uZG2PUM9S/euzr7em65sWVmj5ntdYkHnYwZfM0fc5qTfjbEk2fs9rpKAAaCUUvoJm6bXQPDe0aJEnaeCBHb65MdDgRAAAAAAAAzpSXy0PXD4/QV78YpxduGaq+nQKqx5bvztS0V7/VtFe/1fLdGbKWh5/rIzm7SImZBUrOLnI6CoBGQtELaKZcHkazbhgsb1flP+NZX+xUYmaBw6lOH0/cAAAAAAAAHOXyMJoSE67P779Ir00frsERgdVjaxIPa/qcNbr2pVX6Zvshil8AUANFL6AZi+oYoPsv6S1JKil36+GP4uVuZm0OeeIGAAAAAADgRB4eRpdFh+mTGaP1r9vP04hu7avHNiXl6I5/rdMVz6/Qws1pze71IABoKBS9gGbu52N7alCXyid+1uw7rLe/2+9wIgAAAAAAAJwrxhiN6xOqD+8apXd/doFGRwVXj21PO6J7/rtBl/1jmf63MVnlFW4HkwKA8yh6Ac2cp8tDT98wWF4uI0l6atEOJR0udDgVAAAAAAAAziVjjEb1CtZ/f3qB5t59oSb261g9lpCer1+8H6eL/75U7689oNJyil8AWieKXkAL0L9zO82YECVJKiyt0CPz4unpDAAAAAAA0EIN79Zeb/xkpD69d4wmR4dVn9+fVaiH527W+FmL9e9v96m4rMK5kADgAIpeQAtxz/go9QsLkCStTMjSe2uTHE4EAAAAAACAhjSwS6BemT5cX/5irK4eEi6PykZASs0t1u8+2aqLnl6s15fvVWFpubNBAaCRUPQCWghvTw/NuiFGrqrZzZ8/267UnCKHUwEAAAAAAKCh9ekUoOduHqpvfjuISM4AACAASURBVDVe00ZEyLPq9aGMvBL96bPtGv1krF5cnKAjxWUOJwWAhtWgRS9jzGRjzE5jTIIx5pGTXDPeGLPJGLPVGLO0IfMALd2giED9fGxPSVJ+Sbn+73+baXMIAAAAAADQSvQI8dfTN8RoyYPjNf2CbvJ2Vb78m11Ypllf7NToJ2P19y93Krug1OGkANAwGqzoZYxxSXpR0uWSBki6xRgzoMY1QZJekjTVWhst6caGygO0Fvdd3FtRHdtKkpbszNDcDSkOJwIAAAAAAEBjimjfRn+8ZqCWPzxBd4zpIV+vypeB84rL9XxsgkY/Fau/LtyujLwSh5MCwLnVkCu9zpOUYK3da60tlfSepKtrXHOrpHnW2gOSZK1Nb8A8QKvg6+XS0zcMru7h/MSCrUo/UuxsKAAAAAAAADS6Tu189durBmjFwxN1z/heauvjKUkqLK3Qq8v2asxTsfr9/K1Ky2WLDAAtQ0MWvbpISjrmOLnq3LH6SGpvjFlijFlvjPlRA+YBWo1hXdvrjjE9JElHisv12MdbaHMIAAAAAADQSoW09dFDk/tp5cMT9cAlvRXo5yVJKil3661V+zT26cV6dN5mHcgqdDgpAJydhix6mVrO1XzV3VPScElXSpok6bfGmD4n3MiYO40x64wx6zIyMs59UqAF+uWlfdU9uI0k6atth7QgPs3hRAAAoDbT56zWhL8t0fQ5q52OAgAAgBYusI2XHrikj1Y8PEEPT+6nYH9vSVJZhdW7aw5owjNL9MsPNmlPRr7DSQHgzDRk0StZUuQxxxGSUmu5ZpG1tsBamylpmaSYmjey1r5mrR1hrR0RGhraYIGBlsTP26Wnbzj6z+nxT7YoM58+zQAANDXJ2UVKzCxQcjYtZQAAANA4Any9dPf4Xlrx8ET97qoB6tTOR5JU4baatyFFl/x9qWa+s0E7Dh5xOCkAnJ6GLHqtldTbGNPDGOMt6WZJ82tc84mki4wxnsaYNpLOl7S9ATMBrcp5PTrox6O6SZKyC8v0+PytDicCAAAAAABAU+Hn7dLtY3po2UMT9KdrBqpLkJ8kyVrp0/g0Tf7Hcv3s3+sUn5zjcFIAqJ8GK3pZa8slzZT0hSoLWR9Ya7caY+4yxtxVdc12SYskxUtaI+l1a+2WhsoEtEYPTe6niPaVE5bP4tO0aAttDgEAAAAAAHCUj6dLP7ygm5Y8OF6zbhisHiH+1WNfbTukqbNX6sdvrNG6fYcdTAkAp+bZkDe31i6UtLDGuVdqHM+SNKshcwCtmb+Pp566frB+8HrlPiG/+Xirzu8RrPZVPZsBAAAAAAAASfJyeejGEZG6bliEPtucptmxu7XrUOX+Xkt3ZWjprgxd0LOD7p3YWxf2CpYxxuHEAHC8hmxvCKCJGB0VolvO6ypJyswv0ROfbnM4EQAAAAAAAJoql4fR1JhwLbp/rF754XAN7NKueuy7vYf1g9dX67qXVyl2xyFZax1MCgDHo+gFtBKPXtFPnQN9JUn/25iib7YfcjgRAAAAAAAAmjIPD6PJA8O0YOYYvXnbSA3rGlQ9tvFAjm5/a52uemGFFm1Jk9tN8QuA8yh6Aa1EO18v/eW6QdXH//e/zcotKnMwEQAAAE5HQnq+cgpLJUkFJeUqr3A7nAgAALQWxhhN6NtRc+++UO/87HyN6hlcPbY19Yju+s8GTfrHMn2yKYU5CgBHUfQCWpEJfTvq+mERkqRDR0r0l8+2O5wIAHAsY8xkY8xOY0yCMeaRk1wz3hizyRiz1RiztLEzAo1l+pzVmvC3JZo+Z7XTURxX4bZ6dN5mXfL3pcourHxoKT2vRJf8fan2ZOQ7nA4AALQmxhhd2CtE7955gT66a5TG9w2tHtudnq/739ukS/6+VB+sTVIZxS8ADqDoBbQyv7tqgEIDfCRJ769L0rJdGQ4nAgBIkjHGJelFSZdLGiDpFmPMgBrXBEl6SdJUa220pBsbPSjQSJKzi5SYWaDk7CKnozhudmyC3l1z4ITz+7IK9ZM316ikvMKBVADgrFM9LFT1oFBu1cNCm4wxv3MiJ9CSjejeQW/ddp4WzByjSdGdqs/vyyrUQ3PjNX7WEr393X4VlzFXAdB4KHoBrUxgGy/9+ZqB1cePztus/JJyBxMBAKqcJynBWrvXWlsq6T1JV9e45lZJ86y1ByTJWpveyBkBNLKS8gq9tSrxpONJh4u0aMvBRkwEAM6rz8NCVZZba4dUvT3RqCGBVmRQRKBenT5CXzwwVlNjwuVhKs+n5BTptx9v0dinF+v15XtVWMrrTwAaHkUvoBW6LDpMU2PCJVVOQJ78nDaHANAEdJGUdMxxctW5Y/WR1N4Ys8QYs94Y86NGSwfAEbsO5VW3NDyZDfuzGykNmiNahaKFqs/DQgAaWd+wAD1/y1B9/ctxumF4hFxV1a/0vBL96bPtuuipxXppSYLyitljHkDDoegFtFK/nxqtYH9vSdJ/vjugb/dkOZwIAFo9U8s5W+PYU9JwSVdKmiTpt8aYPifcyJg7jTHrjDHrMjJoYws0NxVuq1UJmXpkbrxu/eepCxU+Xq5GSIXmilahaKHq87CQJI0yxsQZYz43xkQ3TjQAPUPb6m83xmjJr8frB+d3lber8iXorIJSPb1op0Y/Gatnv9qlnMJSh5MCaIkoegGtVAd/bz1x9dE2hw/PjWeZOQA4K1lS5DHHEZJSa7lmkbW2wFqbKWmZpJiaN7LWvmatHWGtHREaGlpzGEATZK3VhgPZ+sOCrRr112906+ur9d7aJOUVn3p+dtmATqe8BgBamPo8LLRBUjdrbYykFyR9fNKb8cAQ0CAiO7TRn68dpGUPTdBto7vL16vypegjxeV67pvdGv1krJ78fIcy80scTgqgJaHoBbRiVwwK0+ToMEnSgcOF+tsXuxxOBACt2lpJvY0xPYwx3pJuljS/xjWfSLrIGONpjGkj6XxJ9KgFmilrrbanHdHTi3Zo7KzFuu6lVXpz5T6l5x194Sc0wEcX9+940nuM7xui4d3aN0ZcAGhKTvmwkLX2iLU2v+rjhZK8jDEhtd2MB4aAhhUW6KvHp0Rr+UMTdde4XvL3rlylXlBaoVeW7tGYp2L1xIJtOphb7HBSAC2Bp9MBADjHGKMnronWd4lZyiks05urEnXFoDCN6N7B6WgA0OpYa8uNMTMlfSHJJekNa+1WY8xdVeOvWGu3G2MWSYqX5Jb0urV2i3OpAZyJfZkFWhCXqvlxqdqdnn/CeKCfl64YFKYpg8N1fs9guTyMFm05qCc/3659WYXHXTuye7CMqW3BAwC0aNUPC0lKUeXDQrcee4ExJkzSIWutNcacp8oHv+nrDzgoNMBHj1zeT3eN66k3V+7TmysTdaS4XMVlbr2xMlH/+W6/bhwRobvG9VJkhzZOxwXQTFH0Alq5jgG+enzKAP3i/ThZKz30UbwW3n+RfNkbAgAaXdVTyAtrnHulxvEsSbMaMxeAs3cwt1ifxqdqQVyq4pJzTxhv4+3SpQM6aWpMuC7qHSpvz+ObckweGKbLBnTSmKdjlZpz9Cnot1bt0x1jejB3A9Cq1OdhIUk3SLrbGFMuqUjSzdbami0QATggqI23fnFpH/30oh7697f7NWdFog4XlKq0wq3/rj6g99cm6ZqhXXTP+F7qGdrW6bgAmhmKXkAjiWjvd9z7puSaIV30aVyavtmRrr2ZBXr261169PL+TscCAABo1g4XlGrh5jQtiEvVmn2HVfOlVm+Xh8b3DdXUIeG6uF8n+XnXXbjy8DDy8ay8JsDXU3nF5crIK9GH65I0fVT3BvouAKBpOtXDQtba2ZJmN3YuAPUX4OulGROidNvo7npn9QG9tmyv0vNKVO62+mh9suZtSNZVg8M1Y0KU+oYFOB0XQDNB0QtoJG/fcb7TEU7KGKM/XztIa55dqrzicv1z2V5dMbCzYiKDnI4GAADQrOQVl+nLrYe0ID5VK3Znqtx9fKXL5WF0Ya9gTY0J16SBYWrn63VGXyfQz0uFpRWqcFu9snSvbj6vq7xcbNkMAACanzbenvrpRT31wwu66cP1yXplyR6l5BTJbaX5VS2hJ0V30swJvTUoItDpuACauDqLXsaYPEknXfptrW13zhMBcERYoK9+e+UAPTQ3Xm4rPfhRnBbcO6b6aWIAwKkxd8LpyC4o1fy4VGUVlEiSKtx0XGquissqtHhHuubHpSp2R7pKyt0nXDOye3tNjQnX5YM6K6Stz1l/TS+Xh64Z0kVzNyQrJadIH29M0Y0jIs/6vgDQWJg3AajJ18ul6Rd0000jIvXxxhS9tCShej/TL7Ye0hdbD2l831DdOzFKw7uxHz2A2tVZ9LLWBkiSMeYJSQclvS3JSPqBJNaUAi3MjSMitCA+Vct3Z2rXoXy9GJugX17W1+lYANBsMHdCfS2IS9WDH8WpuOxoceTA4UJ9sDZJ00ZSuGgOyircWpGQqQWbUvXltkPKLyk/4ZqBXdppyuBwXRUTri5B577F9T0TemnexmRZK728ZI+uGxYhl4c5518HABoC8yYAJ+Pt6aFpIyN13bAu+mxzmmbHJmh3er4kacnODC3ZmaELewVr5sQojeoZLGOY/wA4qr7tDSdZa4/tzfayMWa1pKcbIBMAhxhj9NfrBmnSs8tUUFqhl5bs0aSBYYoOZ+k4AJwm5k44qS0puXrgvU2qqLnBk6SH58are4i/zuvBk6tNkdtttWbfYc2PS9Xnm9OUXVh2wjU9Q/01NSZcU2LC1auBN17vFdpWVwzsrM82p2lvZoE+35KmqwaHN+jXBIAGwLwJQK08XR66ekgXTRkcri+3HdQLsQnamnpEkrRqT5ZW7cnS8G7tNXNilMb3CaX4BUBS/YteFcaYH0h6T5VLz2+RVNFgqQA4JqJ9Gz1yRX/99uMtKndbPfhhvD6ZOZo9IgDg9DB3wkm9sTKx1oKXVPmXZc6KvRS9mhBrreKTc7UgLlWfxqfp4JHiE67pEuSnq2I6a2pMuAZ0bteoL7jcM6GXPtucJkmaHZugKwd15gUfAM0N8yYAdfLwMJo8sLMmRYdp8c50Pf9NgjYl5UiS1u/P1m1vrtXALu00c0JvXTagkzw8jKy12piUo+zCUkmV7aittcyTgFagvkWvWyU9V/VmJa2sOgegBfrBeV31WXyqvtt7WNvSjuiVJXt078W9nY4FAM0Jcyec1KYDOXWOf709XTPe2aB+nQLUNyxA/cLaKaK9nzxoW9eodh3K04K4VC2IS63eS+JYIW29deWgzpo6JFxDI9s79t8nOjxQE/t1VOyOdO04mKdvtqfrkgGdHMkCAGeIeROAejHGaGK/TprQt6NW7cnSC7G79d3ew5KkLSlHdNd/1qtvpwDdMaa7FsSnafnuzOrPTcst1s2vfadXpw9XUBtvp74FAI2gXkUva+0+SVc3bBQATYWHh9FT1w/W5H8sV1FZhZ6P3a1JA8PUpxNt1QGgPpg7oS6ep1g9XeG2+iw+TZ8prfqcv7dLvTsFqF9Y5VvfsHbqFxag9v78wn4uJR0u1PyqQteOg3knjAf4eurygWGaEhOuUT2DT/nfsrHMmBCl2B3pkqTZixN0cf+OPMUMoNlg3gTgdBljNDoqRKOjQrR232HNjk3Q0l0ZkqSdh/L00NzNtX7e6sTDeuD9TXrrtvMaMy6ARlavopcxpo+klyV1stYONMYMljTVWvunBk0HwDHdgv314KS+euLTbSqrsHrwwzjNvfvCJvPiDgA0ZcydcDJr9x1WWm5Rndf4eXmoqMx93LmC0gptSsqpbuPyvY4BPlWrwY4WwqI6tpWvl+ucZ2+p0o8U69P4NM2PSz3hz1eSfL08dEn/TpoaE65xfUPl49n0/myHd2uvC3sFa9WeLG1KytGqPVkaHRXidCwAqBfmTQDOxsjuHfSv289TXFKOZi9O0FfbDtV5/ZKdGdp1KI8Hu4EWrL7tDf8p6UFJr0qStTbeGPOOJCYgQAv24wu767PNaVq/P1txybmasyJRPx/Xy+lYANAcMHfCccor3HohNkEvxO6Wu/btvCRVtsz79N6L5Oky2nkwTzsO5mnnwSPaeTBPuw7lq6js+C1O0vNKlJ5XclzrFg8j9QjxV7+wduobFlBdFIts34YWiVVyCkv1+ZaDmr8pVd8lZqnmFmteLqNxfUI1JSZcl/TvJH+f+v7a5JyZE6K0ak+WpMq9vSh6AWhGmDcBOGsxkUH6549G6KUlCXp60c46r123L5uiF9CC1fe3tzbW2jU1WmSUN0AeAE2Iy8Po6RsG64rnlquk3K1nvtqlSwZ0Uq/Qtk5HA4CmjrkTqiUdLtQD72/S+v3Z1efG9wlVhbVasTtT39dbfL089OFdFyos0FeSFBLlc1zhwu22OnC4sKoQlqcdVcWwfVkFxxXS3Fbak1GgPRkF+mzz0RaJbb5vkfj9XmGdK/cL69BKWiQWlJTrq22HND8uVct2Zai8RvXRw0ijegVraky4JkWHNbu9Hkb1CtbQrkHaeCBH3+7N0vr92Rrerb3TsQCgPpg3AThneob4n/IaH0+6GAEtWX2LXpnGmF6q3FBUxpgbpGM2GQDQYvUKbatfXtpHf/18h0rL3Xroo3h98PNRcvGkOADUhbkTJEmfbErRb/63RXklla/d+Xm59PupAzRtRKSMMTqYW6xrX1qptNxidQ70U486fkn38DDqHuKv7iH+mjwwrPp8cVmFdh/Kry6C7TxUuUIsI6/kuM8vLK1QXFKO4mq08AsN8Klsj/h9MSysnXp3ahktEovLKrRkZ4YWxKfqm+2HVFyjbaQkDesapKkx4bpicGd1DPB1IOW5YYzRzAlRuuNf6yRJLy5O0Bs/GelwKgCoF+ZNAM6ZC6NC5OflOqFDwrGW787Q5YPC1Ma76a/mB3D66vsve4ak1yT1M8akSEqU9IMGSwWgSbljTA8t3JymuORcrd+frX+t2qfbx/RwOhYANGXMnVq5/JJy/e6TLZq3IaX6XHR4Oz1/y9DjVkyHBfqedXHJ18ulQRGBGhQReNz5rPySygJYWtXKsEN52nUw74QXADLySpRRS4vE7sH+6tc5QH07tatukdi1Q9NvkVhe4daqPVmaH5eqL7YcrC44Hqt/53aaEtNZUwaHK7JDGwdSNoyJ/Tqqf+d22p52RLE70rU1NVfR4YGn/kQAcBbzJgDnTDtfL82Y0Et/+3LXSa/5eFOq4pNz9Y+bh2hwRFAjpgPQGOpb9Npvrb3EGOMvycNam9eQoQA0LZ4uD826MUZXPr9cZRVWT3+xQxf376huwadeMg4ArRRzp1ZsU1KO7n9vo/ZnFVafu3NsT/3qsj7y8Wy81VPBbX10YVsfXdjr+BaJSdlHWyR+3yYxMfPEFol7Mwu0N7NACzcfrD7v5+VSn05tq/YKa1e5QiwsQCFtfRrt+6qN2221/kC25m9K1cLNacoqKD3hmu7BbTQ1JlxTYsLVu4Xu4WCM0YwJvTTznY2SpJcW79GLPxjmcCoAOCXmTQDOqRkTouTj6dJLSxKUXVgmqfKhrquHhGvZrkxlFZRqb2aBrntplX51WV/dObYnHY2AFqS+Ra9EY8wiSe9Lim3APACaqD6dAnTfxN565qtdKi5z6+G58Xrnpxc0+ae9AcAhzJ1aoQq31StL9+jZr3ZV7xfVMcBHz0yL0UW9Qx1OV8nDw6hbsL+6BftrUvTxLRIT0vOrimFHqoti6TVaJBaVVSguOVdxybnHnQ9p61NdAPt+VVjvjgHy8z6zIl95hVtlFZWtCK21tV5jrdXW1COaH5eqT+NSlZpbfMI1Ye18NSWms6bGdNHALu1UY7+YFunygZ3VM3SX9mYUaOGWNCWk5ymqY8ss8gFoMZg3ATinjDH62diemj6qmyb8bYnScosV2aGNnr1pqDLySvTgR3FasrNyj9enFu3Q0l3pevamIeoc6Od0dADnQH2LXn0lTVHlkvM5xphPJb1nrV3RYMkANDl3je+lz7cc1La0I/pu72G9s+aAfnhBN6djAUBTxNyplUnNKdIv3t+k1YmHq89d0r+jnrp+sIIdXgVVH75eLg3sEqiBXY5vhZddUFpdCNt5KE/b0/K061CeCkuPb5GYmV+iFQklWpFwtEWiqWqReHSvsAD169xOXTu0OemTtG631T+X79WcFYnVBbfUnGIt2Zmu8X07SpIS0vOrC117MwtOuEcHf29dMShMUwaHa2T3Dq3uAR2Xh9Hd43rpwY/iZa300pI9+vu0IU7HAoC6MG8C0CB8vVzVrcQ9qh5+Cg3w0Zs/Gam3Vu2r3r/+u72HNfkfy/XkdYN0+aDOTkYGcA7Uq+hlrS2S9IGkD4wx7SU9J2mppOa/uzWAevNyeWjWjYN19eyVKndb/XXhdo3vG6qI9i1nLwwAOBeYO7Uun29O0yPzNiu3qLJ1io+nh35zZX/98IJuzX5lUXt/b43qFaxRvYKrz7ndVsnZRdpx8Ej1XmE7D+YpMbNAFcf0SLRWSswsUGJmgRZtPdoi0dfLQ306BRxTDKvcMyw0wEd//Gyb3ly577gMpRVu3fbmWl03rIu2p+VpW9qRE3IG+HjqsugwTYnprNFRIfJyeZz7P4xm5JqhXfSPr3crJadIn2xK1S8u6dOi9i4D0LIwbwLQ2Iwxum10D43qFaz7392knYfylFtUprv/u0HTRkTo8SnR8vep71oRAE1Nvf/1GmPGSbpJ0uWS1kqa1lChADRd0eGBumd8Lz0fm6CC0go9Om+z/n37ec3+RT0AONeYO7V8haXl+uOn2/TumqTqc/3CAvT8LUPVp4XuGSVVtkjsGtxGXYPb6LIaLRL3ZORX7ROWV71C7NCR41skFpe5FZ+cq/gaLRKD/LyUU1U4rMlKmrsh5bhzPp4eurh/R02NCdf4vh2rn+JF5YNKd43vpd9+vKW67eafrx3kdCwAOCnmTQCc0C+snT6ZOVpPfr5Db63aJ0n6YF2y1iQe1nM3D1VMZJCzAQGckXoVvYwxiZI2qfLJmwettSf2EQHQasyYGKVFWw9q16F8Ld+dqQ/XJWvayEinYwFAk8HcqeXbkpKr+97bqL0ZR//T/uTC7nrk8n6ttvji6+VSdHigosOPb5GYU1havUfY94WwXYfylV9Sfvx1Jyl4HcvlYTS2d4imDgnXpQPC1JYncE/qxuEReuGb3UrPK9GH65J138W91amdr9OxAOAEzJsAOMnXy6XfT43WuL6hevDDOGXml2pfVqGuf3mVfnFpH901rtdJW3MDaJrq+1tijLX2xD4iAFolH0+XZt0Qo2tfWim3lf742TaN7ROqsEBeSAGAKsydWii322rOikQ9/cUOlVVUtvIL9vfWrBsHa2K/Tg6na5qC2njrgp7BuqDn0RaJ1la2SKwshB3RjoN5WpWQpcOFpXXe69UfDtMlA8LqvAaVfL1c+tlFPfXnhdtVWuHWP5ft1W+uGuB0LACoDfMmAI6b0LejFj0wVg9+GKfFOzNU7raa9cVOLd2VoWdvGqIuQX5ORwRQT3UWvYwxD1lrn5b0Z2OMrTlurb2vwZIBaNJiIoP0s7E99erSvcorLtdj/9us1388gjaHAFo15k4tW/qRYv3qwzgt351Zfe7/2bvv8Cyq9I3j35M3PaQQCDX0Ih1C6BAEywoIAopIVRRFVATEsvvbXcta1lV3ld7sooIIFoqCSg1NOkgn9N5JIKRnfn9MCMXQk0ze5P5cF9ebOTMvuWnhZJ45z2lZNYz/PliHYoF68ONGGGMoE+pPmVB/7qphFwtnbThM/y9XXfE9Xi5DZLnQ3IqYL/RoXJZR82M4fS6Fr37fy9OtKxMa4O10LBERQPMmEcl7ihby4ZM+DZmwbA9vzdxMUmo6y3edpO3Qhfz7/tq0r1PK6Ygich2utcPz5ozXlcCqLH6ISAH23F1VqRgWAMCcLUf5ce1BhxOJiDhOc6d8as7mI7QZFp1Z8PJ2efBy+xp81qehCl7Z5M7qxSgb6n/F8w/UD6ewCjY3JMDHk8eaVwAgISWNTxfvcjiRiMglNG8SkTzHGMPDTcsz/dkWVCth79Mbl5jKgK/X8PzkdX9q0S0iec9VV3pZljU948P1lmWtyYU8IuJGfL1cvNelDl3GLsWy4LXpG2lWuYhu/olIgaW5U/6TmJLGv3/azBdL92SOVQoLYHj3iD/tXSW3xsvlwcePNOCRT5ZzMDbxknMtKhfllQ5qzXczHmlanvELd3I2KZXPluzmiZYVCfL1cjqWiIjmTSKSp1UtHsgPzzTn3Vlb+STjwaGpq/ezYvdJhnWrR0TZwg4nFJErudZKr/PeN8ZsMca8YYypmaOJRMStRJYL5dFm9hPEp8+l8OqPGx1OJCKSJ2julA9sORzHfSMXXVLw6tG4LDOejVLBK4dUKR7I3Bda8V6XOgT62M/nlQjyZULfRvh7X+92xHKxYH8vejctB8CZxFQmXPT3WUQkj9C8SUTyJF8vF690qMFnjzakaCEfAPaePEeXsUsZMWc7ael/6swqInnAdRW9LMtqDbQCjgHjjTF/GGP+mZPBRMR9vHBP1cx2RD9vOMzM9YccTiQi4izNndybZVl8vmQ3941czLYjZwEI8fdibK9I/t25Nn7eLocT5m++Xi4ebFCGooH2jQU/b5f2DL1FfVtUwNfL/tbv40W7OJestjwikndo3iQieV2r24oxe3AUd1UvBkBausX/ft1Gt/FL2X/qnMPpRORy17vSC8uyDluWNRzoD6wFXsmxVCLiVvy9PXnngTqZx6/8uIGT8ckOJhIRcZ7mTu7pxNkk+n6+klenbSQ5NR2AphWLMGtQS9rUKuFwOpGbU7SQD90blQXgZHwyE5fvcziRiMilNG8SkbyuSCEfPny4AW90qoWPp31LfcXuU7QdFs20ddrjXiQvua6ilzGmujHmNWPMBmAksAQIz9FkIuJWmlYqQq8m9s2UE/HJvDZNbQ5FQenaagAAIABJREFUpODS3Mk9Ldx2jDbDopm75SgAnh6Gv7apxpePN6ZEsParFPfWr2VFvFz2irnxC3eQlJrmcCIREZvmTSLiLowx9G5SjpkDW1C9ZBBgt48eOHENQ75Zy5nEFIcTighc/0qvT4FTwF8sy7rdsqwxlmUdzcFcIuKG/ta2OqVD/ACYtu4gv2w87HAiERHHaO7kRpJS03hzxiYe/mQ5x84kAVC+iD9Tn2rGU60q4fJQaz1xfyWD/egSad9DPhKXxNRVBxxOJCKSSfMmEXErlYsF8sMzzXgiqkLm2HdrDtBueDSr9pxyMJmIwHUUvYwxLmCHZVnDLMvSWk0RuaJCPp68fX/tzON//rCB2HN6ykVEChbNndxLzNGzdB61hI8W7cocezAynJkDo6hbJsTBZCLZr//tlThfwx27YAepaenOBhKRAk/zJhFxVz6eLv5xbw0m9G1EsYy9aPedTKDruKUM+2275lkiDrpm0cuyrDSgiDHGOxfyiIiba1k1jIcalAHg6Jkk3pi5yeFEIiK5S3Mn92BZFhOX76X9iGg2HYoDINDXkxHdI3jvwboE+Hg6nFAk+5UrEsB9dUsBsPfkOaav1/1lEXGW5k0i4u6iqoQxa3BL7q5RHIC0dIsPfttGt/HL2HfynMPpRAqm6/1ufg+w2BgzDYg/P2hZ1vs5kkpE3Nrf763O/G1HORKXxJRV+7m3Tkla31bM6VgiIrlJc6c87FR8Mn/7bj2zNx7JHGtQrjBDu9UjvLC/g8lEct7TrSvzw1q72DV63g461i2Nh1p4ioizNG8SEbcWGuDN+N6RTFy+j9dnbCQxJZ2Ve07Rblg0b3SqRaeI0k5HFClQrndPr4PAjIzrAy/6ISLyJ8F+Xvy784U2h3//7g9t5ikiBY3mTnnUkh3HaTssOrPg5fIwPHdXVSb1a6KClxQIVYsHck9N+0nk7UfP8ssm7cEqIo7TvElE3J4xhh6NyzLj2ShqlgoC4ExSKoO/WcugSWuI030xkVxzXSu9LMv618385MaYNsAwwAV8ZFnWf65wXUNgGfCQZVlTbuZziUjecmf14nSOKM33aw5wKDaRf/+05ZL9vkRE8rObnTtJzklJS+eDX7cxZsEOLMseCy/sx7Bu9YgsF+psOJFcNqB1lczC74i5MdxTswTGaLWXiDhD8yYRyU8qFyvEd0834/1ftjFu4U4Aflx7kJW7TzGsWz0alNf3HiI57bqKXsaYeYB1+bhlWXdc5T0uYBRwN7AfWGGMmWZZ1qYsrnsHmH0DuUXEDbzaoQbR249z/GySvW9KnZI0r1zU6VgiIjnuZuZOknN2H49n0KQ1rNsfmzl2X91SvNm5FkG+Xg4ms4UX9rvkVSSn1Q4P5vaqYSzYdoyNB+OYv+2YWlGLiGM0bxKR/MbH08X/tatOy6phDJm8liNxSRw4nUDXcUsZcEcVBt5RGU/X9TZgE5Ebdb17er1w0ce+wANA6jXe0wiIsSxrJ4AxZhLQEdh02XXPAlOBhteZRUTcRIi/N292qkn/L1cD8Nep65k9uCUBPtf7pUdExG3dzNxJspllWUxdfYBXf9xAfHIaAAHeLt7oVIvOEaXzzMqWCX0bOx1BCqABd1RmwbZjAIyaG0OrqmF55t+EiBQ4mjeJSL7UvHJRZg1qmbmfcLoFw+dsJ3r7MYY9FEHZImqvLpITrqukbFnWqot+LLYsawhwre/OSwP7LjrenzGWyRhTGugMjL2BzJLXfdEJhte3X+WCAvr70qZWSe6tUxKA/acSeG/2VocTiYjkvJucO0k2ik1IYeCktbzw7brMglfdMiH8NCiK++uH6+a+FHgNy4fSqILdXmflnlP8vuukw4lEpKDSvElE8rPCAd6M7RXJf+6vjZ+XC4A1e0/Tbng0363ej2X9aaGriNyi6yp6GWNCL/pRNGOvrhLXelsWY5f/Kx4K/NWyrLRrfP5+xpiVxpiVx44du57I4qTTe+HkDvtVLijAvy//uq8moQHeAHy2ZDfLdVNFRPK5m5w7STZZufsk7YZFM33dQQCMgWdaV2JK/6aUKxLgcDqRvGNA68qZH4+aF+NgEhEpyDRvEpH8zhhDt0ZlmTmwBbVLBwNwNimVIZPXMXDSWmITUhxOKJK/XG/z0FXAyowfS4AhQN9rvGc/UOai43Dg4GXXNAAmGWN2A12A0caYPy2DsSxrvGVZDSzLahAWFnadkUUkryhayIfX7quZefzSlHUkJF+11i0i4u5uZu4ktyg1LZ2hv22j67ilHDidAEDJYF++frwJL95TDS/1zRe5RFSVotQJt2+8RG8/zrp9px1OJCIFlOZNIlIgVAwrxNSnmvFUq0qcbzwxfd1B2g2L1gPiItnoqt/5G2MaGmNKWJZVwbKsisC/gC0ZPy7fm+tyK4AqxpgKxhhvoBsw7eILMn7e8pZllQemAE9blvXDTf5aRCQP61CnJHfXKA7A7hPneP9XtTkUkfznFudOcgv2nTxHt/HLGPrbdtIzegu0qVmCnwdF0bRSEWfDieRRxhieuWi110it9hKRXKR5k4gURN6eHvy1TTW+erwxJYJ8AThwOoFu45fyv1+2kpKW7nBCEfd3rcddxwHJAMaYlsDbwOdALDD+am+0LCsVGADMBjYDky3L2miM6W+M6X+rwUXEvRhjeKtTLYJ8PQH4eNEuVu895XAqEZFsd9NzJ7l50zKejly5x/5/xc/LxX/ur82YXvUJ8fd2OJ1I3nZ39eJULV4IgF83HWHL4TiHE4lIAaJ5k4gUWM0qFWXW4Cja1ba7uaZbMGJuDA+OXcqeE/EOpxNxb9cqerksyzq/tvIhYLxlWVMty3oZqHyV9wFgWdZPlmVVtSyrkmVZb2WMjbUsa2wW1/axLGvKjf4CRMR9FAvy5ZUOdpvDdAtemrKedG3YKSL5yy3NnYwxbYwxW40xMcaYv13luobGmDRjTJdsyu2Wzial8vzkdQycuIYzSakA1CwVxPRnW9CtUVmMyWqLWRG5mIfHpau9Rs/b4WAaESlgbmneJCLi7kL8vRnVoz7vdqmDv7cLgLX7TtNuWDTfrtyHpXtmIjflmkUvY4xnxsd3AnMvOueZxfUiIlf1QP3StLrN3psv5uhZ9p+y91w5eDqBySv2kZau/9BFxK3d9NzJGOMCRgFtgRpAd2NMjStc9w72avoCa+2+09w7PJqpq/dnjj0RVYHvnm5G5WKFHEwm4n7urV2S8kX8AZix/iC7juvpYhHJFbrnJCIFnjGGrg3KMHNgFHUz9lqNT07jxSnrGTBxDbHnUhxOKOJ+rlX0mggsMMb8CCQA0QDGmMrYy81FRG6IMYbX76uJy8N++v58kSspNZ2Xpq7nma9Wk6r+xSLivm5l7tQIiLEsa6dlWcnAJKBjFtc9C0wFjmZbajeSlm4xal4MXcYsYc+JcwCEBfowoW8j/nFvDXw8XQ4nFHE/ni4PnmpVCbBX44+Zr729RCRX6J6TiEiGCkUDmPJUM55pXYnzDStmrj9E22ELWbbzhLPhRNzMVYteGS0Jnwc+A1pYF9ZUemDfcBERuWHLdp684oquWRsP892aA7mcSEQke9zi3Kk0sO+i4/0ZY5mMMaWBzsCfWkUXBIdiE+j50TLem72V1Iz/R+6sVoxZg6KIqhLmcDoR99Y5IpxSwfZm6t+tPsCB0wkOJxKR/O5W7zmpLbSI5DdeLg9evKcaE59okjkvOxibSPcPl/HurC2k6CFxketyzeXilmUty2JsW87EEZGC4JuV+656/j8/b2HX8XhKBftSMtiPkiG+lA7xI9jPS/uziEiedwtzp6y+wF3+hMBQ4K+WZaVd7euhMaYf0A+gbNmy1/Gp875ZGw7x16l/EJtgt/fw8fTgH/dWp3eTcvq/QSQbeHt60K9lRV6bvonUdIvxC3bwr461nI4lIvnczc6bLmoLfTf2g0IrjDHTLMvalMV1Bb4ttIi4lyYVi/DzoJb8/Yc/mLn+EJYFo+fvYFHMcYZ1i6BC0QCnI4rkaeqRLCK57tA1nhw+GZ/MmPl/3kTdz8tFyRBfSgX7UTLYl5IhfnZh7KLXQj76siYibms/UOai43Dg4GXXNAAmZRR5igLtjDGplmX9cPFFlmWNB8YDNGjQwK03SzyXnMobMzYzcfnezLHbigcyvHsEt5UIdDCZSP7TrVFZRs6L4fjZZCat2MeAO6oQFujjdCwRkaxktoUGMMacbwu96bLrzreFbpi78UREbk2wvxcju0fQ+rZivPrjBuKT01i/P5Z7h0fzWoeaPNggXA//iVyB7g6LSK4rGeLHwdjEG35fQkoaO4/Fs/PYlTdXD/T1tItiIfYqsdIhF1aLlQr2o0SwL75e2u9FRPKkFUAVY0wF4ADQDehx8QWWZVU4/7Ex5jNgxuUFr/xkw4FYBk5ac8nX/T7NyvO3ttX0tVwkB/h6uejboiLvzNpCUmo6Hy3ayf+1re50LBGRrGTVFrrxxRdc1Bb6DlT0EhE3ZIyhS2Q4DcsXZtCktazdd5pzyWm8NHU987Ye5e37axPi7+10TJE8R0UvEcl1DzUow6o9p654/pUONWhUPpSDpxM4FJvIwdMJHIxN5FDG8eG4xCvuCXYmMZWtiWfYeuTMFX/+IgHemUWx8yvESgb7UirjtXiQL16uq255KCKS7SzLSjXGDMBuv+MCPrEsa6Mxpn/G+QKzj1d6usUni3fxzqwtpKTZX+9DA7z574N1uKNacYfTieRvvZqUZcz8GOISU/ly6R6eur2SbqaISF6UbW2hIX+2hhYRW3hhv0te3VG5IgF8278pI+ZsZ+S8GNIt+HnDYdbsPc37D9WlWaWiTkcUyVNU9BKRXPdAZDhztxxl1sbDfzrXpmYJHmlaHpeHoVbp4Czfn5ZucexMEgdjEzh0OpFDsQkcPP+aURw7djYJ6woNvU7EJ3MiPpkNB+KyPO9hICzQJ2OlWNatFIsW8sHDQ8vIRSR7WZb1E/DTZWNZFrssy+qTG5myS++Pf2f/qQTCC/sxoW/jK1539Ewiz09eR/T245ljUVWK8r+udSkW6JsbUSWPyA83KNxRoK8XfZpXYPic7cQnp/HZkt0Mvquq07FERC6XbW2hIX+1hhaRS13tew934uXyYMhfbqNFlTCe+2YtB04ncDgukZ4f/c6TLSsx5O6qeHvqAW4RUNFLRBzg8jCM7BHBd2sO8PIPG0hKTcfH04M3OtXigfrhuK5RTHJ5GEoE+1Ii2Beu8BBecmo6R+ISL1op9ucC2alzKVm+N92CI3FJHIlLYu2+01le4+UyFA/yvaSVYqnzrRQzVo0V9ve6qf7KqWnpfLf6AAcz9j47eDqBySv28UDktX9vRETyqv2nEth1/MrtaQHmbjnCi9+u50R8MmB/rf1rm2o81ryCHjQogPLLDQp39Giz8nwcvZP45DQ+Xbybx6Mqat9UEclr1BZaRAqkRhVC+WlQFC//sIFp6w5iWTB2wQ4WxxxnaLd6VAor5HREEcfpOxcRcYSny4OuDcowZv4Odh2Pp1SIH10blLn2G6+Tt6cHZUL9KRPqf8VrEpLTOBR7oYXiodhLi2KHTidyJik1y/empFnsP5XA/lMJV/z5fb08Li2KZdFKMdDX65L3pKalM+DrNZesgktKTeelqeuZu+UoI3tE4KnWiyKSzySmpPH2T5v5fOmezLFKYQEM6xZxxVW/IpJzCgd406tJOcYt3ElsQgpfLttD/9srOR1LRCST2kKLSEEW7OfFsG71aF0tjJd/2MjZpFT+OBBL++GLeKVDDbo1LHNTD2GL5BcqeolIgeXn7aJiWCEqXuUpmLjEFA6dTsxypdj5YllSanqW701MSWfn8Xh2XmVlQ6CP5yUrxU6cTeaXTUeyvHbWxsN8t+ZAthYHRUSctvXwGQZOXHPJXozdG5Xl5fbV8ffWVFXEKX2jKvDpkt0kp6bzUfQu+jQrj6+Xy+lYIiKZ8nNbaBGRazHG0DkinMiyoQz+Zg2r954mISWN//vuD+ZvPcp/7q9D4QDtyyoFk+4kiIhcRZCvF0ElvLitRGCW5y3L4tS5lCuuFDsYm8Dh2ERS07NuC38mKZUzR86y7cjZ68ozecU+Fb1ExC1Zl220aFkWE5bt4c2Zm0nOeHggxN+L/9xfhza1SjgRUUQuUizQl24Ny/DF0j0cP5vENyv28Uiz8k7HEhEREZGLlC3iz+QnmzJibgwj5m4n3YLZG4+wdt9C3u9aj+aVizodUSTXqeglInILjDGEBngTGuB9xRZcaekWx88mZRbGsiqQHT2ThHUd2yWf3+dLRMRdbDkcx9Bft7P7xDkA9p86xyeLdrEo5jhztxzNvK5JxVA+eKgeJYP9nIoqIpd58vZKfP37XlLTLcYt2EH3RmW1QbqIiIhIHuPp8uC5u6sSVaUog79Zy/5TCRyJS6LXx7/TL6oiQ/5SFR9PrdiXgkNFLxGRHObyMBQP8qV4kC8RV7gmJS2dI3GJ9P1s5SUtvi5XKkQ3g0XEffyxP5aHxi/lXHJa5lhKmsXrMzZlHnt6GIb8pSpPtqyEy0N950XyktIhfnSOKM23q/ZzMDaRH9YcoGtDrTgXERERyYsalA/lp0FRvPLDBn5YexDLgnELd7Io5jjDukVQudiVt/cQyU/0mJ5kn7RUWD0B4g7Yx3EH7OP0tKu/T0TwcnkQXtifvi0qXPU63WgSEXfy+oyNlxS8Llc6xI+pTzXj6VaVVfASyaOealWJ8/88xyzYQdoVWjaLiIiIiPOCfL0Y2i2CoQ/VI9DHXu+y8WAc7UdE89Xve/7Udl4kP1LRS7JHWipM6QPTBkBqoj2Wmmgff/uIfV5ErumByHDa1Mx6Lxsvl6FR+dBcTiQicnMOnE5gxe5TV72mY71S1C0TkkuJRORmVAwrRLvaJQHYdTyemX8ccjiRiIiIiFxLp4jS/DQoigblCgOQmJLOP77fQL8JqzgZn+xwOpGcpaKXZI91E2Hz9KzPbZ4O6yflbh4RN+XyMIzsEcG7Xergk7Fnxvmnq1PSLPp/uYpzySoii0jed+o6vpGKT9LXMxF38Ezrypkfj54XQ7pWe4mIiIjkeWVC/ZnUrwlD7q6a2Vnj101HuGfoQqK3H3M4nUjOUdFLsseaCVc/v/oa50Ukk6fLg64NymTu31U21J96GSshthw+w0tT1ms5uojkeWWL+OPtefWpZuXigbmURkRuRfWSQdxVvThgz0XmbDnqcCIRERERuR6eLg8G3lmFyU82pUyofZ/p2Jkken+8nDdnbCIpVdvSSP6jopfcutj9cPiPq19zIgbS03Mnj0g+Y4xhbK9IwgJ9AJix/hDjF+50OJWIyNUF+XrRqV6pK54P9PWk41XOi0jeMuCOC6u9Rs7drgdwRERERNxIZLnC/DQwivvrl84c+2jRLjqNWsL2I2ccTCaS/VT0kpt37iTM/gcMrw8p565x7XEY1RCWjoaEq+/vISJ/ViLYlzE96+PlspejvzNri5aii0ie98/2NTJXql7M39vFmJ6RBPl6OZBKRG5GvTIhtKhcFIB1+2NZFHPc4UQiIiIiciMCfb14v2s9hnePINDXE4DNh+JoP2IRE5bu1kNNkm+o6CU3LjkeFr4Hw+rC0pGQlnR97zsRA7P/D/5XHX4cAAfX5mxOkXymQflQXu1QE4B0CwZ8vYa9J65RcBYRcVCQrxeTn2zKsG718Pd2ARDi58Wc52+nRZWiDqcTkRt18d5eI+fGOJhERERERG7WfXVL8fOgKBqVDwUgKTWdl3/cyBNfrOTE2eu8zyuSh6noJdcvLQWWfwjD6sHcNyEpzh73Kwx3vwG3tcv6feWaQc3O4GE/QUBqgr0H2Pjb4cM7Ye1ESEnMnV+DiJvr2bgs3RqWASA2IYV+E1ZyLjnV4VQiIlfm7elBx3qlKR7kC0DhAG9KBvs5nEpEbkaTiqFElisMwO+7TrJy90mHE4mIiIjIzQgv7M/Efk144S9VcXnYXYV+23yUe4ZGs2CbOguJe1PRS64tPR3+mAIjG8JPL0B8xsbVXv4Q9QIMWgfNB0LXCdBxFHjaN7Xw9LWPH5kBD34Gz22C1v+EoAu9YzmwEn7oD+9Xh19fgZO7cv2XJ+JOjDH8q2NNIsra7cK2HD7Di1PWawm6iIiI5DhjDAMuXu01T6u9RERERNyVy8Mw4I4qTOnflHJF/AE4fjaJRz5ZzuvTN5GYkuZwQpGbo6KXXJllwfbfYHxLmNoXTmUUpDw8oeHjMHAt3Pky+Abb4y5PiOh1oagVVNo+9rDbGRFYHG5/EQath4e+hIqtLnyuhJOweBgMj4CvHoRtsyFdX1hFsuLj6WJsr0jCAn0AmLn+EOMW7nQ4lYiIiBQErW4Lo2apIADmbz3GhgOxDicSERERkVsRUbYwMwdG0SUyPHPsk8W76DRqMduOnHEwmcjNUdFLsrZ/JXzeAb56AA7/cWG8Vhd4Zjnc+z+7iHUzXJ5QvQM8/CMMWAlNngafjMIZFmz/Bb7uCsPrwaIPIF6bZItcrniQL2N71cfLZS9Bf3fWFhZq+bmIiIjkMGPMJXt7jdJqLxERERG3V8jHk/8+WJeRPSII8rW3qNly+AwdRizi8yW71WFI3IqKXnKpY1thUk/46E7YHX1hvPJd8ORC6PIxFKmUfZ+vaBVo8zY8vxnuGwEl6lw4d3ov/Paa3frwuydh3wp79ZmIABBZLpTX7qsJQLoFz05cw54T8Q6nEhERkfyuTc0SVC5WCIBZGw8Tc1RPAIuIiIjkB+3rlOLnwS1pVCEUgKTUdF6dtpHHPlvBsTNJDqcTuT4qeoktdj/8OABGN4EtMy6Ml4609+TqNRVK1s25z+8dAPUftgtrj8+But3BZbduIy0Z1k+Cj++CcS1h1eeQrBv7IgA9G5eje6MyAMQmpPDkhFWcS051OJWIyJ+FF/ajQtEAwgv7OR1FRG6Rh4fh6Vb2g3CWBaPn7XA4kYiIiIhkl9Ihfkx8ogkvtbkNTw+7w9C8rcdoO2wh87YcdTidyLWp6FXQnTsJv/wThteHNRPASrfHi1a19916fA5UiMq9PMZAeAPoPBaGbIa7/gUhZS+cP7wepg+E/1WHWf8Hx7fnXjaRPOq1+2pSv2wIYC89f3HKei07F5E8Z0Lfxsx7oRUT+jZ2OoqIZIP76paiTKhdxP5x3UH2njjncCIRERERyS4uD8PTrSoz9almVCgaAMDxs8k8+tkKXpu2kcSUNIcTilyZil4FVXI8LPwvDKsHS0ZAWsby1KDScN9IeGqpve+WMc5lDCgCLQbDwLXQ41uo8hcgI09SLCwbDSMbwBcdYfN0SNPqFimYfDxdjOkVSVigvTpy5vpDjF2w0+FUIiIikp95ujzof7u92ist3WLMAq32EhEREclv6pYJYcazLXioQZnMsc+W7KbjyMVsORznYDKRK1PRq6BJS4EVH8HwCJj7hl08AvANgbvfgGdXQf3e4PJ0NufFPFxQ9S/Q81sYuAaaDwK/0Avnd86Hb3rB0Nqw4F04c9ixqCJOKR7ky9hekXi57MLwu7O3sGDbMYdTiYiISH7WJTKc4kH2QzdTV+3ncGyiw4lEREREJLsF+HjyTpc6jOlZn2A/LwC2HjnDfSMX88miXeo2JHmOil4FRXo6bJgKoxrBzOfh7BF73NMPop6HQeug+UDwyuP7bIRWgLtft1sfdh4H4Q0vnDtzEOa9BR/UhG/7wO7F9iYDIgVEZLnCvN6xFmD/1X/269XsOaH970RERCRn+Hi6eCKqIgDJaemMX6iV5iIiIiL5VdvaJZk1OIqmFYsAkJyazuszNtHn0xUcPaOHnyTvUNErv7MsiJkDH7aCKY/ByYxvRD08oUFfGLQW7nwF/EIcjXnDvHyhbjd4/DfotwDqP2wX8ADSU2Hj9/BZOxjdFJZ/CIlabisFQ/dGZenR2N4HLy4xlX5frCI+Sa0/RUREJGf0aFyW0ABvAL5evocTZ5McTiQiIiIiOaVksB9fPt6Yv7WthqeH3W1owbZjtB0azZzNRxxOJ2JT0Ss/278KPu8AX94Ph9ZdGK95PzyzHNq/D4ElnMuXXUrVg/tGwPOb4Z63IbTShXPHNsNPL8D71WHGEDiyybmcIrnktQ41iSxXGLCXm784ZZ2WmouIiEiO8Pf25LHm5QFITEnnk8W7nA0kIiIiIjnK5WHof3slvn+6ORWLBgBwIj6Zvp+v5JUfN5CYkuZwQinoVPTKj45vh296w0d3wO7oC+OV7rBXRT34KRSpdOX3uyu/wtD0aRiwEnr/ANXag8n4K558FlZ+DGOawidt4Y8pkJrsbF6Ra3g34VXmeg/h3YRXb+h93p4ejOlZP3OPjZ/+OKzN5UVERCTH9G5ankAfe0/gL5bsITYhxeFEIiIiIpLTaocHM2NgC7o3KpM59sXSPXQYsYhNB9V1S5yjold+EnsApj0LoxrD5mkXxktHwsPToPf39qqo/M7DAyq1hm5fweA/oOVLEFDswvm9S2BqX3vvr7lvQux+57KKXEWJ9KNU9DhMifSjN/zeYkG+jOkVibfL/jL/3uytzN964z+PiIiIyLUE+3nxSLPyAJxJSmXC0t1OxhERERGRXOLv7cnb99dhbK9IQvy9ANh+9CydRi3mo+idpKer85DkPhW98oNzJ+GXl2FEfVj9BVgZS0iLVIGuX8Djc6Di7c5mdEpwONzxD3huI3T5BMo1v3Au/igsfA+G1oZJPWHHXEhPdy6rSDarX7Ywr3esCdjb+w2cuIbdx+MdTiUiIiL50WMtKuDn5QLg40W7OJesPUVFRERECoo2tUowa1BLmlcuAkByWjpvztzMI58u52hcosPppKBR0cudJZ+D6PdheD1YMhxSM76ABJaCDsPh6WVQoyMY42zOvMDTG2o9AI/+BE8thYaPg3ch+5yVDltmwITOMLIBLB0FCaeczSuSTbo1KkvPxmUBiEtMpd+2BJACAAAgAElEQVSElcQn6SaUiIiIZK/QAG96ZMw5Tp1L4evf9zqcSERERERyU4lgXyY81ph/tKuOl8u+Hx29/Tj3DF3Ir5uOOJxOChIVvdxRWgqs/ASGR8Ccf0FirD3uGwJ3vw4DV0PkI+DydDZnXlW8Btz7P3h+i/0aVv3CuZM7YPbf4X/V4ccBcHCtczlFssmrHWrSoFxhALYdOcuLU9ZhWVpeLiIiItmrX8uKma2Vxy/cqU3MRURERAoYDw/DEy0r8v3TzakUFgDYD0Q98cVK/vH9HyQka34oOU9FL3eSng4bvrP37JrxHJw9bI97+kGL52DQOmg+CLz8nM3pLnwC7RVfTy+FR3+GmveDR0ahMDUB1kyA8bfDh3fC2omQoqW44p68PT0Y3as+xYN8APjpj8OMnr/D4VQiIiKS3xQP8qVLg3AAjp5JYsoq7Z0rIiIiUhDVKh3MjGejMrsPAXz1+17aj4hmw4FYB5NJQaCil7vYMQ8+bA1THrVXIwEYF0Q+CgPXwF2vgV+IkwndlzFQrhk8+Ck8twla/xOCSl84f2Al/NAf3q9u7512cpdzWUVuUrFAX8b2isx8+vq/v2xl3tajDqcSERGR/Oap2yvh8rDb2YxdsIOUNO2ZKyIiIlIQ+Xm7eKtzbcb3jqSwvxcAO47F03n0YsYv3EF6uroQSc5Q0SuvO7AaPr8PJnSCQxe12qvZGQasgA5DIaikc/nym8DicPuLMGg9PPQVVGx94VzCSXvvtOER8GUX2DYb0rUkV9xHRNnCvNGpJgCWBYMmrmH38XiHU4mIiEh+UibUn451SwGw/1QC09YedDiRiIiIiDjpLzVLMHtwS6KqFAUgJc3i3z9t4eFPlnMkTp21JPup6JVXHY+ByQ/bq7t2LbgwXrE19JsPD34GRSo5FK4AcHlC9fbw8A8wYBU0eQZ8gzNOWhDzK3zdFYbXg0UfQPxxR+OKXK+HGpalVxN7aXlcYir9JqzkbFKqw6lEREQkP3m6dSWMvdiL0fNj9BSviIiISAFXLMiXzx9txD/vrZ7ZhWhRzHHuGbqQ2RsPO5xO8hsVvfKauIMwfRCMagSbfrwwXioCHv7RLsKUinAu3/UIKQuhlezX/KBoZWjzbxiyBe4bASXqXDh3ei/89prd+vC7frBvub2ERiQPe6V9TRqWLwzAtiNnefHbdVj6eysiIiLZpHKxQNrWKgHYLWxm6UaGiIiISIHn4WF4PKoi3z/TjMrFCgFw+lwKT05Yxf999wfnkvVQtmQPFb3yioRT8Ourduu8VZ+BldE2r0hlePBzeGIeVGzlYMAb8PAPMHC1/ZqfePtD/YfhyYXw+Byo2x1cPva5tGRY/w18fDeMawmrPofkjLZxaamwegLEHbCP4w7Yx2qNKA7x9vRgVM/6lAjyBeDnDYcZPX+Hw6lEREQkP3m6VeXMj0fNi9EDNiIiIiICQM1SwUwf0ILeTcpljk1cvpf2Ixax4UCsg8kkv8jRopcxpo0xZqsxJsYY87cszvc0xqzP+LHEGFM3J/PkScnn7PZ4w+rC4qGQmtHHNLAkdBgGT/8ONTuR2R9EnGcMhDeAzmNhyGa4+3UIufBFmsPrYfpA+F91+Okl+KoLTBtw4c82NdE+/vYRuyAm4oBigb6M6VU/c0n5f3/ZyrwtRx1OJSIiIvlFrdLBtL4tDICNB+OYv/WYw4lEREREJK/w83bxRqdafPxIA0IDvAHYeSyezqMXM3bBDrXHlluSY0UvY4wLGAW0BWoA3Y0xNS67bBdwu2VZdYA3gPE5lSfPSUuFlZ/CiPp2e7zEjCq2bzDc9Ro8uxoi+9h7S0neFVAEmg+CgWugx7dQ5R4go0CZFAvLx8HOeVm/d/N0WD8p16KKXC6ibGHe7FQLsLtyDpy0hl3H4x1OJSIiIvnFgDsurPYaMXe7VnuJiIiIyCXurF6cWYOjaFnVflgqJc3iPz9vodfHv3MoNsHhdOKucnKlVyMgxrKsnZZlJQOTgI4XX2BZ1hLLsk5lHC4DwnMwT/b6ohMMr2+/3gjLgo0/wOjGMGMwnDlkj3v6QvPBMGgdtHjObqUn7sPDBVX/Aj0nw6C19p+lX+i137d6Qs5nE7mKrg3LZC4nP5OYSr8vVnI2SSsQRURE5NZFlgulSUV7Trx672mW7jzhcKKCScVGERERycuKBfryWZ+GvNK+RmZHoiU7TtBmaDSzNhxyOJ24o5wsepUG9l10vD9j7Er6Aj9ndcIY088Ys9IYs/LYsTzSFuP0Xji5w369Xjvnw4et7bZ2J2LsMeOyV3QNXAN3/wv8CudEWslNhcvbf5ZDNoPvNf48Y/fnSiSRq3m5fQ0alrf/rm4/epbnJ6/VMnIRERHJFgNaV8n8eNS8GAeTFDw//XGIjqMWs/vEOQCOxCVqnwwRERHJkzw8DI+1qMCPA5pTtXghAGITUuj/5Wr+OmU98XpAW25ATha9stqEKsu7qMaY1thFr79mdd6yrPGWZTWwLKtBWFhYNkbMJQfX2CvCvuhof3xejU7wzO/23l1BpZzLJznDyxfCql79mkLFcyeLyFV4e3owumckJYJ8AZi98YhuSok4RPuhikh+07xyEeqWCQFgccwJ1uw9dY13SHb4cOFOnv5qNev2nc4cO5ecRpexS1ix+6SDyURERESurHrJIKYNaEGfZuUzx75ZuY/2IxZdMq8RuZqcLHrtB8pcdBwOHLz8ImNMHeAjoKNlWfmr38WJHfBtHxjf6tJ9nSrcDk/Mha6fQ9EqV3q35AcRva9+/kQM7F6UO1lEriIs0IexvSPx9rT/W3j/t23M3XLE4VQiBYv2QxWR/MgYw4DWF/b20oM1Oe9oXCLvzNqS5bnElHRe/mGDWh6KiIhInuXr5eK1+2ryaZ+GFC3kDcCu4/E8MGYJo+bFkKbuRHINOVn0WgFUMcZUMMZ4A92AaRdfYIwpC3wH9LYsa1sOZsldcYdg+mAY2RA2fn9hvGRd6P09PDINSkc6l09yT70eUL3Dlc8nxcLnHWDhe5Cennu5RLJQr0wIb3aqBdjbDw6auJadx846nEqkQMnf+6GKSIF1Z7ViVCsRCMBvm4+y+VCcw4nyt5l/HCL1KjeDthw+w9YjZ3IxkYiIiMiNa12tGD8Paknr2+zOb6npFu/N3kqPD5dx8HSCw+kkL8uxopdlWanAAGA2sBmYbFnWRmNMf2NM/4zLXgGKAKONMWuNMStzKk+uSDgNv70GwyNg1adgpdnjoZWgy6fwxHyodIeTCSW3ebigy2fQcRR42q3j8PSFdv+DWg/Yx1Y6zH0TvnoAzuaRPeukwOraoAwPNy0HwJmkVPpNWMWZxBSHU4kUGPl7P1QRKbA8PAzPaLVXrjkZn5wt14iIiIg4LSzQh0/6NORf99XM7E70+66TtBm6kJnrDzmcTvKqnFzphWVZP1mWVdWyrEqWZb2VMTbWsqyxGR8/bllWYcuy6mX8aJCTebJFWiqsngBxB+zjuAOw4mNY9AEMq2u/pmZUmguVgPYf2Pt21bofPHL0t1vyKpcnRPSCoIz7lkGlodHj8MDH9n5uLh97fMdcGNtC7Q7FcS+3r0Gj8qEAxBw9y/OT15GupeMiuUH7oYrINYUX9qNC0QDCC/s5HeWGtKtdkopFAwB7JZJWk+ec62n54+3S96YiIiLiHowxPNKsPNMHtMjsHhCXmMozX6/mxW/XcTYp1eGEktdopnsj0lJhSh+YNgBSE+2x1ESYOcRe4ZWYsZmeTzDc+SoMXAMNHgOXl1OJJS8zBiL7wBNzoEjGk69nD9vtDheo3aE4x8vlwaie9SkZbK9O/GXTEUbqiWyR3KD9UEXkmib0bcy8F1oxoW9jp6PcEJeHoX+rSoDdRnnM/B0OJ8p/EpLTeG3aRkZfx+/tI58s55sVe7W3l7g1Y0wbY8xWY0yMMeZvWZzvaIxZf76zkDGmhRM5RUQke9xWIpAfnmnOo83LZ459u2o/9w6PZu2+084FkzxHRa8bsW4ibJ5+5fMeXtB8EAxaC1FDwNs/97KJ+ypRG/rNh1pd7GMrHea9CV/er3aH4piwQB/G9orMXDr+wW/bmLP5iMOpRPK9grsfqogUCJ0jSlM6xF6h9v2aA+w/dc7hRPnH+v2naT8ims+W7M4c8/T48wJin4y5XXxyGn+d+gdPfLGSY2eSciumSLYxxriAUUBboAbQ3RhT47LL5gB1LcuqBzyG/dCQiIi4MV8vF692qMlnjzakaCG7e9aeE+d4YMwSRs7dfl0r3iX/U9HrRqyZcPXzxWvB3a+Df2ju5JH8wycQHvjIbnd4fu+vnfPsdoe7op3NJgVW3TIhvNWpFmA/kT140lp2qBWRSI4pkPuhikiB4uXy4MnbKwL2RuTjFux0OJH7S01LZ/ic7dw/egk7jsUDEOznxcgeESz52x0MvqsKvl72t/1FCnmz/O93MaB1Zc7Xw37bfJQ2Qxfyy8bDTv0SRG5WIyDGsqydlmUlA5OAjhdfYFnWWevCcsYArtA2WkRE3E+r24oxa3AUd1YrBtjtnf/7yza6j1/GgdMJDqcTp6nodSNiD1z9fLxW5cgtON/u8PHL2h1+cR8seBfS0xyNJwXTgw3K8EjTcgCcSUql3xcrOZOY4nAqkfwrX+6HKiJyka4NymQ+lfvNyn0cjUt0OJH72nnsLF3GLuX9X7eRmvFUc8uqYfzyXEva1ylFsSBfBt9VlZLB9uq6IF8vgv29eOGe2/i2fzPKFbE7k5yIT6bfhFW8NGWd5nniTkoD+y463p8xdgljTGdjzBZgJvZqLxERySeKFvLho0ca8EbHmpmr2ZfvPkmboQuZvu5POwVIAaKi140I/tP86bLz4bmTQ/K3ErXsdoe1H7SPrXSY91ZGu8OjTiaTAuqf7WvQqIK9gnXHsXiGTF5HupaLi4iIyE3w9XLxRFQFAJJT0/lo0S6HE7kfy7KYsGwP9w5flLl/ha+XB290rMnnjzakeJDvNX+OyHKF+WlgFD0al80cm7xyP22HRbN818kcyy6Sjf7cvzOLlVyWZX1vWVY1oBPwxhV/MmP6Zez7tfLYMT3QLCLiLowx9G5anunPtqBaiUAAziSm8uzENQyZvJazSakOJxQnqOh1IyJ6X/18/WucF7lePoFw/4fQYfhF7Q7nZ7Q7XOhoNCl4vFwejO5Zn5LB9t/FXzcdYcTcGIdTiYiIiLvq2aQcwX5eAHy5bA+n4pMdTuQ+jsQl0ufTFbz8wwYSUuxOEHXLhDBzYBS9m5bHmKzqAFkL8PHk351r80mfBpmr7/afSuCh8Ut5++fNJKWq04TkafuBMhcdhwNXfKzfsqyFQCVjTNErnB9vWVYDy7IahIWFZW9SERHJcVWLB/LjgOY83qJC5th3qw/Qblg0q/eecjCZOEFFrxtRrwdU75D1ueodoG733M0j+ZsxEPlIRrvDKvbY2SPwRUeY/47aHUquKlrIh3G9I/HOWC7+wW/b+G3TEYdTiYiIiDsq5OPJY83tGxLnktP4dMluZwO5iZnrD3HP0IUs2GavQnF5GJ67qypT+zelUlihm/5576hWnF+ea0mbmiUAey/XcQt20nHkYjYfisuW7CI5YAVQxRhTwRjjDXQDpl18gTGmssmoBBtj6gPewIlcTyoiIrnCx9PFP9vX4IvHGhEWaD/Qs/fkOR4cu5Thc7aTmpbucELJLSp63QgPF3T5DDqOurD6xtPXPn7wc/u8SHY73+6wzkP2sZUO8/8NEzqr3aHkqjrhIfy7c+3M4+e+WcuOY2cdTCQiIiLuqk+z8hTy8QTgs8W7tJfUVcQmpPDcN2t55uvVnD5n/z5VDAvgu6eaMeiuKni6bv3b+tAAb8b0qs//HqxLYMafy5bDZ+g4cjHjFuwgTa2tJY+xLCsVGADMBjYDky3L2miM6W+M6Z9x2QPABmPMWmAU8JBlWfrLLCKSz7WsGsbswS25q3pxANLSLd7/dRvdxi9j38lzDqeT3KCi141yeUJELwjK2N8rqLR9rIKX5CSfQtB5HNw34kLBddcCtTuUXNclMpw+zcoDcCYplX5frNRNKhEREblhwf5e9GpSDoC4xFS+XLbX4UR505KY47QdupDv1xzIHHukaTlmPhtF3TIh2fq5jDE8EBnOz4OjaFLR3s81OS2dt3/eQvcPdZNI8h7Lsn6yLKuqZVmVLMt6K2NsrGVZYzM+fseyrJqWZdWzLKupZVmLnE0sIiK5JTTAmw8fjuStzrXw9bJLICv3nKLdsGh+XHvgGu8Wd6eil4i7MAbqPwxPzIWiVe0xtTsUB/zj3uo0rmDfCNlxLJ7nvllHup7+FRERkRvUt0UFfDJaJ3+8aCcJyZrPnpeYksbr0zfR46PfORibCEDxIB8m9G3EvzrWws875x66DC/sz9ePN+Gf91bHO2MV2fJdJ2k7LJpvV+5DC2VERETEHRhj6Nm4HDOebUGNkkGA/QD3oElree6btcTpIe58S0UvEXdTvCY8MS+Ldoed4Iz2WJKc5+XyYFTP+pQKtlcd/rb5CMPnbnc4lYiIiLibsEAfujcqC8Dxs8lMWqHVXgAbDsTSYcQiPlm8K3OsQ91SzB7ckqgqYbmSwcPD8HhURaY/24LqGTeJzial8uKU9Tw5YRUnziblSg4RERGRW1W5WCDfP9OMfi0rZo59v+YA7YZFs2rPSQeTSU5R0UvEHWW2OxwJnn722K6FdrvDnQuczSYFQtFCPozr3SDz6eyhv23n100quoqIiMiN6deyIl4uA8D4hTtJTi24G4ynpqUzcu52Oo1azPaj9r6pQb6eDO8ewYjuEYT4e+d6pttKBPLjM815ulUlPOw/Jn7ZdIR7hi5kzmbN/URERMQ9+Hi6+Hu76nzZtzHFg3wA2H8qgQfHLuWDX7eRmpY7c9DeH/9O6//Op/fHv+fK5yuoVPS6WSFlIbSS/SriBGOgfu9L2x3GH81od/gftTuUHFc7PJi376+defzcN2uJybhBIyIiInI9SoX4cX9EOACHYhP5bvV+hxM5Y/fxeLqOW8p/f9lGakbb6KgqRZn9XEvuq1vK0Wzenh681KYak59sStlQf8Bemdf385X8bep6zialOppPRERE5Hq1qFKUWYNa8pcaxQFIt2DYnO10Hbc0V/Yv3X8qgV3H49l/KiHHP1dBpqLXzXr4Bxi42n4VcVLxGhntDrtlDFgw/221O5RccX/9cB5tXh6wW970m7BSPZFFRETkhjx10SqiMQt25NqTtnmBZVl8/fte2g2PZvXe0wD4eHrwWocafP5oI0oG+zmc8IIG5UP5aVAU3RqWyRybtGIf7YZFs3K3WgOJiIiIeygc4M243pG8fX9t/LzsfVJX7z1N22HRfL+mYD6Ald+o6CWSH/gUgs5joeOoLNodznc0muR/f29XnSYVQwHYeSyeId+sJT1dG5yLiIjI9SlfNIAOGauZ9pw4x8w/DjmcKHccPZNI389X8vfv/+Bcst2loU54MDMHRtGneQU8zlcC85BCPp7854E6fPRwA4oWstst7j15jq7jlvLOrC0Fuj2liIiIuA9jDN0blWXGwBbUKn1h/9LnvlnHoElr9EC3m1PRSyS/MAYiemXR7rATzHtb7Q4lx3i5PBjVoz6lQ+yC62+bjzJsznaHU4mIiIg7ebpV5cyPR82LyfcP0MzacIh7PljI3C1HAXB5GAbeWYWpTzWjcrFCDqe7trtqFGf24EtbA42Zv4NOoxaz9fAZh9OJiIiIXJ9KYYX47qnm9L+9EibjeaMf1x6k7dBoVmglu9tS0Uskvznf7rBu94wBCxb8x97rS+0OJYcUKeTDuN6R+Hja/60Mm7OdXzYedjiViIiIuIvbSgRmFlC2HTnLr5vz57w1LjGF5yevo/+Xqzl1zn6CuELRAKb0b8qQu6vi5XKfb9HPz//e61KHQj6eAGw6FEeHkYv4KHpnvi9cioiISP7g7enB39pW46vHG1MiyBeAA6cTeGjcUt7/ZWuBar2dX7jPjFpErl9mu8PRF9od7o6Gsc1hxzxns0m+Vat0MP95oHbm8ZDJ64g5etbBRCIiIuJOBtxx6Wovy8pfRZOlO07Qdmg0U1df2Cuid5NyzBzYgoiyhR1MdvOMMTzYoAw/D4qiUXm73XVyajpvztxMj4+Wsf9Uzm8ILyIiIpIdmlUqyqzBUbStVQKwV7IPnxvDg+OWsudEvMPp5Eao6CWSn0X0hH7zoOht9nH8MZjQGeb9W+0OJUd0jgjnseYVALsXcr8vVqoPsoiIiFyXOuEhRFUpCsD6/bFEbz/ucKLskZiSxlszN9Hjo2UcOJ0AQLFAHz57tCFvdKqFv7enwwlvXZlQfyb2a8L/ta2Gd8ZqtWU7T9pFvlX7810BU0RERPKnEH9vRvesz7sP1MHf2wXAmr2naTcsmima07gNFb1E8rti1e3CV90eGQMWLHgno92h2s9J9vt7u2o0rVgEgJ3H43lu0lq1txEREZHrMqD1hdVeI+fGOJgke2w8GEvHkYv5MHoX5++R3Fu7JLMHt6TVbcWcDZfNXB6GJ2+vxI8DmlOtRCAAZ5JSef7bdTz15WpOxic7nFBERETk2owxdG1YhpkDo6gTHgxAfHIaL3y7jmcnriH2nB7uzutU9BIpCLwDoPOYLNodtlC7Q8l2ni4PRvaIoHSI/XdtzpajDJ2z3eFUIiIi4g4aVyxCw/J2q7/lu0+yfJd7biCelm4xen4MnUYtZuuRMwAE+noy9KF6jOwRQeEAb4cT5pzqJYP4cUBznry9YuaG8LM2HuYvHyxk3pajzoYTERERuU4VigYw9almPN2qUuacZsb6Q7QdtpDfd55wNpxclYpeIgXJ+XaHYdXs4/PtDue+pXaHeUlaKqyeQDHrGID9unqCW/0Znd/Y3MfT/m9m+JztzN6olYUiIiJybc9cvNprnvut9tp74hwPjVvKu7O2kpJmL+9qVqkIswe3pFNEacz5uyb5mI+ni/9rW51v+jUlvLD9INTxs0k8+tkK/v79H8QnpTqcUEREROTavFwevNSmGhOfaELJYF8ADsYm0u3DZbw3ewspaekOJ5SsqOglUtAUqw5PzIV6PTMGLFj4rtod5hVpqTClD0wbgA/2cmkfUmDaAPj2Efu8m6hVOph3HqiTeTzkm7XEHD3jYCIRERFxB7dXDaN2abuVzMJtx1i//7TDia6PZVl8s2IvbYctZOWeUwD4eHrwSvsafNm3MaUyVsEXJI0qhPLzoCi6NgjPHPv69720Gx7NqozfIxGR/2/vvsOrKrM9jn9XGoHQe+9IrwYEBQQrRcSxoKgod+yDozDjtc2Md67eafYuooyjzChiGUdBsCAoKNKrNCkCAZTeEiDtvX/sDQlwQjMne5/k93me/ZCzz3vOWeclkJWz9rteEZGw69q4CpPu7kn/trUAcA5emLKaK1/6hh+2pQccnRxNRS+RkigpBS57ES57CRLLeOcOtzv8ItjYSrqFb8GyjyLft+wjWDS2aOP5mS7rWIebujcCvP7Ht74xlz0H1PtYRERECmZmR6z2eiEGVntt3XuQW96Yw33vLSY901ud36ZOecb/uju/7N6IuLjiv7qrIOWSE3n0yvaMGnImVfy2juu2Z3DVyG94/JMVZGbrCmkREREJvwplEnn+2o48dmU7yiTFA7AwbTf9np3GuDkbcE772YeFil4iJVmHa+GWo9sdXg5f/F+RrSiqW6k0jaqmHG57UqJlZsA3zxx/zLwxRRNLIXqgbwvOblIFgDXb0hkxdgG5uUoEREREpGAXtarBGTXKAvDJdz+x8qfwrhb/5Lsf6fP0V3y+zNuvKs7g1+c15f07zqFZjXIBRxceF7WuyScjenJByxoA5DqvfeXlL33N9yH++xURERE5xMy4KrUeH9/Vg/b1KgKQkZnDve8u4s4357M7Qxd6h4GKXiIlXfUWfrvD6/0TDr56zGt3uGdz1F9+zE1nMeWeXoy56ayov1YoZeyABW/C2Ovg0caw7fvjj984F6b8GTYv9NZSx4CE+Diev7YTdfyWPpOXb+Hpz1cGHJWIiIiEWVyc8ateeau9Xgzhaq+9B7K4992F3DZmLtvTMwFoWKUM79x+Nr+9qDlJCfp1+2hVy5bilRvO5G9XtCXFv0J6ycY99H9uOqOnr9WFUSIiIhITGlZN4d3bu3Fn76Yc2q51wuLN9HnmK2as3h5scKKil4jgtzt8AS4bmdfucN10r93hqsnBxlYc7fwBZrwIr/WHx5rAB3fA8vGQvf/Ej83Ngi//Bi/3hKfbwsT7YO1Xod/rq3JKEi8POZPkRO/HzrNfrGLSEu0hJyIiIgW7pF0t6lf2ctMPF25i3fbw7Jcwa+0O+j4zjXFz0g6fu/as+ky4qwdnNqgUYGThZ2Zc3bk+E+/uSao/V5nZuTwyfinXj57Jpl0nkROLiIiIBCwxPo57Lm7O2Fu6Hr7Qe/PuA1z76rf8bdJytXAOkIpeIpKnw2C/3WFL73bGNvjnFTD5kdAXVULNOdi8CKb8BV7qDs+0h08e8AqLLt8PwGotoNlFx3+uuIS8r3dvgJkj4fUB8HhT+PftsPRDyAzPB0L5talTgb9d0e7w7d+OW6BWNiIiIlKghPg47ujVBPBa4Y38cnXAEcHB7Bz+MnEZV4+aQdpOrzhTrVwpXhvamT//oi0ppRJO8AxySP0qZXj7tm7c16cFifHeJdLfrN7OxU9/xQfzN2pfDBEREYkJZzWuwsd392BA+9qA9zHgS1NXc+XIb1izdV/A0ZVMKnqJyJEOtTvsmK/d4bTH4Y1Li6TdYbGRk+2twJp4PzzdDl7uAV/+FX5anG+QQb2z4MKH4c65MGwmDB4LLQdEfs6WA+DeNTDoDWh3NSRXyLtv/05Y+BaMG+K1SXzzGm//r/RtUX2bp2pghzrc3L0RAOmZOdw6Zi6796vfsYiIiER2eac61CyfDMC7c9MCXQW0bFV+naIAACAASURBVPMeBj7/NS9/ueZwl+m+bWryyfCe9G5RPbC4Yll8nHFHryZ8MOwcmvv7n+09kM3wtxdw55vz2em3jRQREREJswqlE3n2mg48Oag9Zf2LoBal7ab/s9N5e/Z6nHOs/GkvuzK83CYjM1ttnaPIYu3qqdTUVDdnzpygwxA5dc92gh2roXITuGte0NGcnAVvwYTfQFaGd7tMVbh8FDQ9P9i4wiozHVZ/AcsnwMpJXiHqaPFJ0Lg3tOgPzftC2QgfkORkw6KxHPzPCEqRyUGSKDXwKWg/GOLi843LgnVfe6+3fALs2Xjsc1kc1OvqvV6LflC5ceG939OUnZPLja/N4utVXo/j81pU59UbUomLs4Ajk8JmZnOdc6lBx1HSKXcSkVj39+lreXj8UgCGnt2QP17aukhfPyfX8eq0NTzx6Uoyc7xV+uVKJfC/A1vzi451MAt3DtP78ams3ZZOo6opTLmnV9DhFOhAVg5PfraSV6blFRWrlyvFo1e2o1fz4l9UVN4UHsqdRETk51i/PYO7357P/PW7Dp+rXTGZTbsOHDGuRc1yjB7a+XBrRDk1x8udtNJLRArWYTDcOlXtDo8nfRvM/ye8NdhbYfX29d6Kq/wFr1IVoO0guOp1b6XWdePgzBsjF7wA4hOg4/VssaoA3p8drz+y4AUQnwiNe0G/x2DEd97fVc//huqt8sa4XFj/DXz6O3i2I7x4NnzxJ9i0AAK66CEhPo7nBnc6/EP9i+VbeOrzlYHEIiIiIuE3uEt9qqQkATB29nq27TtYZK+9YUcGg1/5lr9MXH644NW1cWUmjejJ5Z3qhr7gFUuSE+N5sF9L3sq3L8aWvQcZ+tps/vDBEjIy9fuHiIiIhF/9KmV457Zu3HV+Mw5d3310wQtg+Y97uekfs7XiKwpU9BKR46vW3G93OMQ/4bc7fH0A7NkUaGiB2bEWZrwAr/WDx5vBf4bBio8hO98PsHK1ofMtMOQDuHc1XPEKtL4MSpWLTkxmULsjnPd7+NUMuGs+XPQnqH82kO/DmC3fwVePwqhz4ak28PF/w5qp3qqxIlQ5JYlRN5xJcqL3Y+i5L1YxaYnaZ4qIiMixSifFc1MPrz3ygaxcRk9fG/XXdM7xzpwN9H1mGrPW7gAgKSGO3/dvyZs3d9UVuVHUtXEVJg7vwRWd6h4+N+bbdfR/djrz10fopCAiIiISMgnxcfzmwjP4x3915niXSC3/cS9ffr+1yOIqKbTLroicWFIZGPg8NOwB40dAVrq3emhkd7/d4QVBRxhdzsHmhV5ha/kE+GlJ5HHVWvptBPt7Baggr/yt3BjOvtM79m312i0un+C1X8zxr47ekwazRnlHcgU4o48Xe5PzoVTZqIfYunYF/nZFO+4euwCA345bSJNqZWlWI0qFQREREYlZQ7o2YOTU1ew5kM2YGeu4vWcTKpRJjMprbd93kAfeX8ynS386fK5VrfI8dXUHmtdUnlIUyicn8sSg9lzYqgYP/nsxO9IzWbstnStHzmBY76b8+rymJMbrGl4REREJtzJJCZxoHdfcH3bSuwS0ci5KKnqJyMlrf7VXzHnnRtiyFDK2e+0Oe/wWej3oteUrLnKyYN03XqFoxcewe0OEQQb1/f2ymveDKk2KPMyTUrYadBriHQf3Hbnv2AG/v/CB3bDobe+ILwVN/H3HzujrPT5KBnaow5KNu3ll2lrSM3O4dcxcPhh2DhVKR+dDLBEREYlN5ZITGXp2Q579YhX7Dmbz+owfuOv8ZoX+OpOX/cR97y1i2z5vk/E4g9vPbcLwC84gKUFFlqLWp01NOjWoyP3vLeaL5VvIyXU8O/l7pq7YwpODOtC0evQv1BIRERE5XSeTP5ZSjlnoitEn1CJSJKqdATdPhkn3wbw3vHPTnoB1M+DK0VC+drDx/RyZ6bBq8rEFofyOKAj1KXhfrrAqVRZaXeod+Qt7yyd4K7/AWwm2cpJ3FEFh774+LVi6eQ9fr9rO2m3pDB87n1dv7Ex8nPbIEBERkTz/dU4jXp2+lozMHP7+9Vpu6t6IlFKF8yvtvoPZ/N/4pYydnXehU/3KZXhyUHtSG1YulNeQ01O9XDKjb0xl7OwNPDJ+KRmZOSxK203/Z6fxQN8W3NCtIXHKG0VERCSEWtUqT60KyWzefeyeXodc0KpGEUZUMqiMKCKnLqkMXPoc/GIUJKZ45w61O/z+82BjO1Xp22DeGHjzGni0MYwbAovGHlnwSq4A7a6GQW/AvWvg2reh0w2xV/A6WnwiND4X+j0KI5bAbV/BufdBjTb5BjlYPwM+/T081wle6AqTH4GN87y2j4UgIT6O5wd3om4lb2+MKSu28tRnKwvluUVERKT4qJSSxHVn1QdgV0YWb85cXyjPO+eHHfR7ZtoRBa/BXerx8d09VPAKCTNjcJf6TLy7B53qVwTgYHYuf/xoKTe+Nosfj/NBkoiIiEhQEuLj+O+Lmxd4/8AOtWlZq3wRRlQyaKWXiJy+w+0Oh8KW77x2h/+6Arr/Bnr/LrztDnesgeX+/lwbvgWXe+yY8nXy9udqcI5XICrOzKBWe+/o/SDsWJu3h9n6GXlztHWZd0x73Juj5v28OWrY/WfNUaWUJEYNSeXyl77mQFYuz09ZReva5enbtlYhvUEREREpDm7p0ZjXZ6wjMzuXUdPWMKRbA5IT40/ruTKzc3n685WM/HI1uf61PFXLJvG3K9pxfktdcRtGDaqkMO62brz81Rqe+mwl2bmOad9v46KnvuSRy9owsEOdoEMUEREROcLlneriHDz+6YrDK74Mr4vB/X1bBBtcMRXST6RFJGZUOwNumQwT74N5r3vnpj/pFUquGA0VQvCLp3OweUFeG78tSyOPq946r9BVq71XCCqpKjeCbsO8I32b1+pw+QRvP7Bs/0raPRth9iveUaoCnHExtOgHTS+AUqe+yXur2uV59Mr23PXWfAB++85CGlcrqw3jRURE5LDq5ZMZlFqXf367nq17D/LOnA0M6dbwlJ9nxY97GfH2ApZu3nP43EWtavCXy9tSpWypQoxYCltCfBzDejfl3DOqMeLtBXy/ZR97DmRz99gFfL5sC48MbE3FMklBhykiIiJy2BVn1mVgh9r0fHQKm3YfoH7lMjw0oFXQYRVbKnqJyM+XWBoufdZb7fPRcMhK94peI7vD5aOg2YVFH1NOFqz72i90fZy3X9URDOp38wtd/aBy4yIPMyakVIWO13tHZrpX+Fo+AVZMzGsDeXA3LB7nHfFJ0LhX3j5gp9AG8tL2tVmycTejvlpDRmYOt46Zw4fDulOhTDFfaSciIiIn7baeTXhr1gZych0jv1zDNV3qkxh/cp37c3Mdf/96LY9+soLMbG8le9lSCfzPgFZceWZdrCRf9BRj2tSpwEe/7s5jn6xg9PS1AHy0cBOz1m7n8ava06NZtYAjFBEREcmTEB9HKb9DgfYjjS4VvUSk8LQb5LU7HHej1+5w/w7415XQfQT0/n302x0e3AerPvfa8q2cBAd2HzsmvhQ0Oc8ryJzRB8rql+FTkpQCLQd4R062V9w8tIJut7+vRk4mfP+pd3w0HOp18QuLl0CVJid8iXsvbs7STXuYvmob67ZncNfY+fx9aGfilRCIiIgIUK9yGX7RsQ7vzk1j4679fDB/I1el1jvh49J2ZnDPOwv5ds2Ow+e6NKrME1e1p17lMtEMWaIkOTGeP1zSivNbVOeedxayafcBftpzkCGjZ3Fjtwbc37clpZNOr/2liIiIiMSmk7scTkTkZFVt5rU7PHNo3rnpT8Hrl8DujYX/evu2wNzX4V+D4NHG8M6NsOjtIwteyRWh3TUwaAzcuwauHQudhqjg9XPFJ0CjHtD3rzB8Edw2Dc69H2q0zTfIwYaZ8NlD8FwneOEsmPwwbJwLuRH2UsO78uW5wR2pV7k0AF+u3MoTn64ogjckIiIiseKOXk0Od6J+aepqcg5tyhWBc4735qbR9+lphwteSfFxPNivBW/d0lUFr2Lg7KZVmTi8J5d3zGut/vqMdfR/bhoLN+wKMDIRERERKWpa6SUihS+xNAx4Bhp0h/HDIXNf4bY73L46b3XRhplAhA85KtTL25+rfjeIV3u8qDKDWu28o/cDsPMHr63k8gmw/htwfoFr63LvmPYElKvttZVs3g8a9oCEvL0XKqUkMWpIKpe/+A37s3J4cepq2tSpQL+2tYJ5fyIiIhIqTaqVpV/bWkxYtJk129KZuGQzl7Srfcy4HemZ/O7fi5m45MfD51rULMfT13SgRc3yRRmyRFmF0ok8eXUHLmhVgwf/vZhdGVms2ZrO5S99w13nNWNY7yYknGQbTBERERGJXSp6iUj0tLsKaneAd4bCT0vy2h2eMxzO+/3JF6Kcg03z8wpdW5dFHlejTV6hq2Y70J4MwanUELr9yjvSt3vtJpdP8PYDy97vjdm7CWa/6h2lykOzi7y/u6YXQHJ5WtYqz2NXtePON+cDcM87C2lSrSzNa5YL7n2JiIhIaAzr1ZQJizYD8NRnKylbKoFaFUofzhWmLN/Cve8tYuveg4CXGt7WswkjLmxGqQS1vCuu+rWtRWqDStz73iKmrthKTq7jqc9X8sWKLTw1qD2Nq5UlOyeXhWm7yMjMoUXN8lQrVyrosEVERESkkES16GVmfYBngHjgVefcX4+63/z7+wEZwFDn3LxoxiQiRaxqM7j5c5j0AMx9zTv39dPeyq8Wl8Dy8V7bwwp1oOMQ6HAtxMVDdiasm+4Xuj72CiRHszhvFVeL/t5qocqNiva9yclJqQIdr/OOzAxYM8X7e10x0SuEAhzcA0ve9Y74JGh0LrTozyXN+7H43Ma8/OUaDmZmMvblPzEofiqVsreyK7E6e1teQ6dLhxGfUHKv4cjOymT+Ry9RbtlYKmZt0bzEOOVOIiInr1Xt8nRtXJlv1+xg9dZ0hr42G4DWtctTv3KZI1Z31a1UmicHdaBLo8pBhStFqHr5ZF4b2pl/zVzPnyYsY39WDgs37KLfs9MY0L4201Zu5cc9XjE0Ic4Y2KEODw9sTUop5U4iIiIisS5qGZ2ZxQMvABcCacBsM/vQObc037C+QDP/OAt4yf9TRIqTxNIw4Glo2B0+uttrd7hhpt+a0Lcnzbs99zWo1Ai+/wwO7j72uRKSocl5XqHrjD6QUrXo3of8fEll8lbj5WTDhm/9wuZ42LXeG5OTCas+847xI7i/bmcaVW9DrZ2zOdcthmxvWM2sbbDoIeat/ox2w98nITGp4NctprKzMln09OV0Tp92+JzmJXYpdxIROTVb9x5kxY97jzn/3aY9fLdpz+HbV6fW4w8DWlFWBY0Sxcy4vmsDzmlalRFvL2DBhl0cyMrlnTlpR4zLznW8Ny+Nn/YcYMxNXTB1ixARERGJadHM+rsAq5xzawDMbCwwEMj/wc1A4A3nnAO+NbOKZlbLObc5inGJSFDaXgm1OsAbl8KejZHHbJzrHfmVrgRn9PUKJU16Q1JK9GOV6ItP8AqhDbvDxX/2WmAeKoD9uNgf5LC0WVzDLIj3Ol3m/xzCOeiUPo0ZrwyjTIufuVdcDMpY9hnd0qcVOC+zxo+kyy/uCi5AOVXKnURETsEbM35gZ0ZWgfeXSojjucEduah1zaILSkKnUdUU3r29Gy9OXc2Tn60scNz0VduYsWY7ZzfRRXUiIiIisSyaRa86wIZ8t9M49krkSGPqAPrgRqS4qtoUytUuuOh1SIX6eSuC6nfzCiRSfJlBzbbe0et+2LkOVnzsFcHWfQ0u9/Cwox8G0G3LONgyroiDDo+C5qXc0rdARa9YotxJROQUfL5sy3Hvr1g6UQUvASAhPo5L29c+btELYPKyLSp6iYiIiMS4aH6KHKkngDuNMZjZrcCtAPXr1//5kYlIsPae4LPZlOowfNGxn+RLyVGpAXS9wzsydrDr0bZUZF/QUcWcSlnH/zBQQke5k4jIKcjKyT3u/TnH/O8oJdmJvl9OdoyIiIiIhFs0i15pQL18t+sCm05jDM65UcAogNTUVP3qIrGpYv0j/yzJKtTx9vAqSOXGKngBu5JqQqb3Z70TDy++ylTmx8T6VMxaWuCQjVaDtBY3FWFQ4VB3+WjquJ8KvH9nYnV0fXtMUe4kInIKOjesxKotBV8U07lhpSKMJrzqVip9xJ8lVcOqKVQtm8S2fZkFjkltWLkIIxIRERGRaIhm0Ws20MzMGgEbgWuAa48a8yFwp79nxVnAbu1JIcXWDR8EHUF4dBwCG2YWfH+nIUUXS4i1fWAKQMkuePn2trwGFj0Uce8qM9jY7k7OKoFt/Ga/n0yd48zL3laDgwtOTodyJxGRU/DLcxrx3ryNZGYfuzonzuCWno0DiCp8xtx0dKfckikxPo6bezTmrxOXR7y/YZUy9FE7TBEREZGYFxetJ3bOZQN3Ap8Ay4BxzrnvzOx2M7vdH/YxsAZYBbwC/Cpa8YhIiHS4FloOiHxfywHQXh/Uy5E6XTqMeSk9Iu5dNS+lB2cOKJk/PjQvxYtyJxGRU9OsRjlGXt+JCqUTjzifkhTP09d0pFN9rfSSI93aozE3dW90TK/gM2qU5fVfdiEpIWofkYiIiIhIETHnYqvjTWpqqpszZ07QYYjIz5WTDYvGwrwxsDsNKtT1Vni1Hwxx8UFHJyGUnZXJvPEjKbf0LSplbWFnYnX2thrMmQN+RXxCNBcuh1uY58XM5jrnUgMNQpQ7iUixl5GZzaQlP5K2cz81yyfTt21NyiUnnviBUmJt2JHBp0t/IuNgNu3qVaRH06rExQXbXl1506kzsz7AM0A88Kpz7q9H3X8dcJ9/cx9wh3Nu4YmeV7mTiIhEy5DRM0nbuZ+6lUprNf7PdLzcSUUvERERiQp9eBMOyp1ERETCT3nTqTGzeGAlcCHenqezgcHOuaX5xpwNLHPO7TSzvsAfnXMn/IRRuZOIiEj4HS930tp9ERERERERERGJJV2AVc65Nc65TGAsMDD/AOfcN865nf7Nb4G6RRyjiIiIBEBFLxERERERERERiSV1gA35bqf55wpyEzCxoDvN7FYzm2Nmc7Zu3VpIIYqIiEgQVPQSEREREREREZFYEmkTtoj7d5hZb7yi132R7gdwzo1yzqU651KrVatWSCGKiIhIEILd4V5EREREREREROTUpAH18t2uC2w6epCZtQNeBfo657YXUWwiIiISIK30EhERERERERGRWDIbaGZmjcwsCbgG+DD/ADOrD7wPDHHOrQwgRhEREQmAVnqJiIiIiIiIiEjMcM5lm9mdwCdAPPB359x3Zna7f/9I4CGgCvCimQFkO+dSg4pZREREioaKXiIiIiIiIiIiElOccx8DHx91bmS+r28Gbi7quERERCRYam8oIiIiIiIiIiIiIiIiMU9FLxEREREREREREREREYl5KnqJiIiIiIiIiIiIiIhIzDPnXNAxnBIz2wqsCzoOX1VgW9BBhJTmJjLNS2Sal4JpbiLTvEQWtnlp4JyrFnQQJZ1yp5ihuYlM8xKZ5qVgmpvINC+RhWlelDeFRMhyp1gWpn9fIvp+lDDR92PhKDB3irmiV5iY2RznXGrQcYSR5iYyzUtkmpeCaW4i07xEpnmRsNP3aME0N5FpXiLTvBRMcxOZ5iUyzYtI9Ojfl4SJvh8lTPT9GH1qbygiIiIiIiIiIiIiIiIxT0UvERERERERERERERERiXkqev08o4IOIMQ0N5FpXiLTvBRMcxOZ5iUyzYuEnb5HC6a5iUzzEpnmpWCam8g0L5FpXkSiR/++JEz0/Shhou/HKNOeXiIiIiIiIiIiIiIiIhLztNJLREREREREREREREREYp6KXqfJzPqY2QozW2Vm9wcdT1iY2d/NbIuZLQk6ljAxs3pmNsXMlpnZd2Z2d9AxhYGZJZvZLDNb6M/L/wYdU5iYWbyZzTez8UHHEiZm9oOZLTazBWY2J+h4wsLMRvj/jpaY2Vtmlhx0TCL5KXc6lvKmyJQ3FUy50/EpdzqW8qaCmVlFM3vXzJb7/990CzomkeJA+Y2EifJKCRPl8kVH7Q1Pg5nFAyuBC4E0YDYw2Dm3NNDAQsDMegL7gDecc22CjicszKwWUMs5N8/MygFzgctK+veMmRmQ4pzbZ2aJwHTgbufctwGHFgpm9hsgFSjvnLsk6HjCwsx+AFKdc9uCjiUszKwO3r+fVs65/WY2DvjYOfePYCMT8Sh3ikx5U2TKmwqm3On4lDsdS3lTwczsdWCac+5VM0sCyjjndgUdl0isU34jYaK8UsJEuXzR0Uqv09MFWOWcW+OcywTGAgMDjikUnHNfATuCjiNsnHObnXPz/K/3AsuAOsFGFTzn2effTPQPVeIBM6sL9AdeDToWiRkJQGkzSwDKAJsCjkckP+VOEShvikx5U8GUOxVMuZOcCjMrD/QERgM45zJV8BIpHMpvJEyUV0qYKJcvOip6nZ46wIZ8t9PQf5hyksysIdARmBlsJOHgt6FZAGwBPnPOaV48TwP3ArlBBxJCDvjUzOaa2a1BBxMGzrmNwOPAemAzsNs592mwUYkcQbmTnBblTcdS7lQg5U6RKW+KrDGwFXjNb4n5qpmlBB2UiIhEj/JKCQPl8kVDRa/TYxHOqSorJ2RmZYH3gOHOuT1BxxMGzrkc51wHoC7QxcxKfPsDM7sE2OKcmxt0LCF1jnOuE9AXGOa3zyjRzKwS3qqZRkBtIMXMrg82KpEjKHeSU6a8KTLlTsdS7nRcypsiSwA6AS855zoC6YD2mxQRKaaUV0pYKJcvGip6nZ40oF6+23VRGyk5Ab9X63vAv5xz7wcdT9j47USmAn0CDiUMzgEu9fdgGAucZ2b/DDak8HDObfL/3AL8G69tWkl3AbDWObfVOZcFvA+cHXBMIvkpd5JTorzpxJQ7HUG5UwGUNxUoDUjLd3X1u3hFMBERKWaUV0oYKZePLhW9Ts9soJmZNfI3vL0G+DDgmCTE/I0KRwPLnHNPBh1PWJhZNTOr6H9dGu+D++XBRhU859wDzrm6zrmGeP+/fOGc06odwMxS/M1n8VvQXAQsCTaqUFgPdDWzMv7/N+fj9SoXCQvlTnLSlDcVTLlTZMqdIlPeVDDn3I/ABjNr7p86H1gaYEgiIhIFyislTJTLFx0VvU6Dcy4buBP4BO9DxXHOue+CjSoczOwtYAbQ3MzSzOymoGMKiXOAIXhXnS7wj35BBxUCtYApZrYI7wPRz5xz4wOOScKtBjDdzBYCs4AJzrlJAccUOP8q5XeBecBivJ/vowINSiQf5U6RKW8qkPKmgil3klOhvOn4fg38y//31AH4c8DxiBQLym8kZJRXSpgoly8i5py2UxAREREREREREREREZHYppVeIiIiIiIiIiIiIiIiEvNU9BIREREREREREREREZGYp6KXiIiIiIiIiIiIiIiIxDwVvURERERERERERERERCTmqeglIiIiIiIiIiIiIiIiMU9FLxEpdGb2OzP7zswWmdkCMzvLzF41s1b+/fsKeFxXM5vpP2aZmf2xSAMXERERKWJmluPnPkvM7B0zK1MIzznUzJ4vjPhEREREwuJU8iYz+6OZ3VOU8YlIOKjoJSKFysy6AZcAnZxz7YALgA3OuZudc0tP8PDXgVudcx2ANsC46EYrIiIiErj9zrkOzrk2QCZw+8k+0MzioxeWiIiISOicdt4kIiWHil4iUthqAduccwcBnHPbnHObzGyqmaUeGmRmT5jZPDObbGbV/NPVgc3+43IOFcn8q3PGmNkXZva9md1SxO9JREREpChMA5oCmNkHZjbXXz1/66EBZrbPzB42s5lANzPrbGbfmNlCM5tlZuX8obXNbJKfOz0awHsRERERiab8edMNfrehhWY25uiBZnaLmc3273/v0AoxM7vKXzW20My+8s+19nOqBf5zNivSdyUiP5uKXiJS2D4F6pnZSjN70czOjTAmBZjnnOsEfAn8j3/+KWCFmf3bzG4zs+R8j2kH9Ae6AQ+ZWe0ovgcRERGRImVmCUBfYLF/6pfOuTOBVOAuM6vin08BljjnzgJmAW8Ddzvn2uOtsN/vj+sAXA20Ba42s3pF805EREREoit/3mRmrYHfAef5+dDdER7yvnOus3//MuAm//xDwMX++Uv9c7cDz/hdiFKBtCi+FRGJAhW9RKRQOef2AWcCtwJbgbfNbOhRw3LxPqAB+CfQ3X/sw3gJxafAtcCkfI/5j3Nuv3NuGzAF6BKt9yAiIiJShEqb2QJgDrAeGO2fv8vMFgLfAvWAQ1cZ5wDv+V83BzY752YDOOf2OOey/fsmO+d2O+cOAEuBBtF/KyIiIiJRFSlvOg941/+8COfcjgiPa2Nm08xsMXAd0No//zXwD7+j0KG20TOAB83sPqCBc27/sU8nImGWEHQAIlL8OOdygKnAVD+huPFED8n32NXAS2b2CrA131XNrqDHiIiIiMSw/f6VxIeZWS+8VVvdnHMZZjYVOLQC/oCfawEYBedEB/N9nYN+9xMREZHYFylvOl4+dMg/gMuccwv9C7N7ATjnbjezs/A6Cy0wsw7OuTf9NtL9gU/M7Gbn3BeF/D5EJIq00ktECpWZNT+q33EHYN1Rw+KAK/2vrwWm+4/t7ycr4F3NnAPs8m8PNLNkvwjWC5gdhfBFREREwqACsNMveLUAuhYwbjne3l2dAcysnN/uR0RERKSkmAwMOnTRtJlVjjCmHLDZzBLxVnrhj23inJvpnHsI2Ia3XUdjYI1z7lngQ7ztNkQkhugXIhEpbGWB58ysIpANrMJrdfhuvjHpQGszmwvsxttvAmAI8JSZZfiPvc45l+PXwWYBE4D6wCPOuU1F8WZEREREAjAJuN3MFgEr8FocHsM5l2lmV+PlXqXx9vO6oOjCFBEREQmWc+47M/sT8KWZ5QDzgaFHDfsDMBPvouzFeEUwgMf8C7cNr3i2Zqbb3gAAALlJREFUELgfuN7MsoAfgYej/iZEpFCZc+oQJiLhZmZ/BPY55x4POhYRERERERERERERCSe1NxQREREREREREREREZGYp5VeIiIiIiIiIiIiIiIiEvO00ktERERERERERERERERinopeIiIiIiIiIiIiIiIiEvNU9BIREREREREREREREZGYp6KXiIiIiIiIiIiIiIiIxDwVvURERERERERERERERCTmqeglIiIiIiIiIiIiIiIiMe//AdUomhysr3dEAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, axis = plt.subplots(ncols = 3, figsize = (30,5))\n",
    "sns.pointplot(y = \"Survived\", x = \"SibSp\", hue = \"Sex\" , data = df, ax = axis[0])\n",
    "sns.pointplot(x = \"Parch\", y = \"Survived\", data = df, ax = axis[1])\n",
    "sns.pointplot(x = \"Pclass\", y = \"Survived\", data = df, ax = axis[2])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "             Survived\nPassengerId  0.005007\nSurvived     1.000000\nPclass       0.338481\nSex          0.543351\nAge          0.077221\nSibSp        0.035322\nParch        0.081629\nFare         0.257307",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Survived</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>PassengerId</th>\n      <td>0.005007</td>\n    </tr>\n    <tr>\n      <th>Survived</th>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>Pclass</th>\n      <td>0.338481</td>\n    </tr>\n    <tr>\n      <th>Sex</th>\n      <td>0.543351</td>\n    </tr>\n    <tr>\n      <th>Age</th>\n      <td>0.077221</td>\n    </tr>\n    <tr>\n      <th>SibSp</th>\n      <td>0.035322</td>\n    </tr>\n    <tr>\n      <th>Parch</th>\n      <td>0.081629</td>\n    </tr>\n    <tr>\n      <th>Fare</th>\n      <td>0.257307</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 165
    }
   ],
   "source": [
    "df.corr().abs()[[\"Survived\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "PassengerId    0.005007\nSurvived       1.000000\nPclass         0.338481\nSex            0.543351\nAge            0.077221\nSibSp          0.035322\nParch          0.081629\nFare           0.257307\nRelatives      0.203367\nName: Survived, dtype: float64"
     },
     "metadata": {},
     "execution_count": 166
    }
   ],
   "source": [
    "df[\"Relatives\"] = df.apply(lambda row : int((row[\"SibSp\"] + row[\"Parch\"]) > 0) ,axis = 1)\n",
    "df.corr().abs()[\"Survived\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[[\"Sex\", \"Pclass\", \"Age\", \"Fare\", \"Relatives\", \"Survived\"]].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(df[[\"Sex\", \"Pclass\", \"Age\", \"Fare\", \"Relatives\"]], df.Survived, test_size = 0.2, random_state = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn import metrics\n",
    "sc = StandardScaler()\n",
    "X_train = sc.fit_transform(x_train)\n",
    "X_test = sc.transform(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Dense(5, activation=\"relu\", input_dim = 5))\n",
    "model.add(Dense(5, activation='relu'))\n",
    "model.add(Dense(2, activation='relu'))\n",
    "model.add(Dense(1, activation='sigmoid'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Epoch 1/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4287 - accuracy: 0.8161\nEpoch 2/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4286 - accuracy: 0.8109\nEpoch 3/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4273 - accuracy: 0.8196\nEpoch 4/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4266 - accuracy: 0.8249\nEpoch 5/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4265 - accuracy: 0.8179\nEpoch 6/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4261 - accuracy: 0.8214\nEpoch 7/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4262 - accuracy: 0.8249\nEpoch 8/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4264 - accuracy: 0.8214\nEpoch 9/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4257 - accuracy: 0.8161\nEpoch 10/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4253 - accuracy: 0.8249\nEpoch 11/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4254 - accuracy: 0.8231\nEpoch 12/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4258 - accuracy: 0.8179\nEpoch 13/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4257 - accuracy: 0.8196\nEpoch 14/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4245 - accuracy: 0.8249\nEpoch 15/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4249 - accuracy: 0.8266\nEpoch 16/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4245 - accuracy: 0.8231\nEpoch 17/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4249 - accuracy: 0.8266\nEpoch 18/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4261 - accuracy: 0.8161\nEpoch 19/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4242 - accuracy: 0.8231\nEpoch 20/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4241 - accuracy: 0.8249\nEpoch 21/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4240 - accuracy: 0.8196\nEpoch 22/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4233 - accuracy: 0.8249\nEpoch 23/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4233 - accuracy: 0.8249\nEpoch 24/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4240 - accuracy: 0.8249\nEpoch 25/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4229 - accuracy: 0.8266\nEpoch 26/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4229 - accuracy: 0.8231\nEpoch 27/100\n36/36 [==============================] - 0s 5ms/step - loss: 0.4226 - accuracy: 0.8249\nEpoch 28/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4228 - accuracy: 0.8266\nEpoch 29/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4220 - accuracy: 0.8249\nEpoch 30/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4218 - accuracy: 0.8266\nEpoch 31/100\n36/36 [==============================] - 0s 5ms/step - loss: 0.4215 - accuracy: 0.8301\nEpoch 32/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4212 - accuracy: 0.8231\nEpoch 33/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4213 - accuracy: 0.8249\nEpoch 34/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4207 - accuracy: 0.8284\nEpoch 35/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4205 - accuracy: 0.8266\nEpoch 36/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4212 - accuracy: 0.8266\nEpoch 37/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4195 - accuracy: 0.8301\nEpoch 38/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4196 - accuracy: 0.8301\nEpoch 39/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4201 - accuracy: 0.8266\nEpoch 40/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4192 - accuracy: 0.8301\nEpoch 41/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4195 - accuracy: 0.8319\nEpoch 42/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4186 - accuracy: 0.8284\nEpoch 43/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4185 - accuracy: 0.8354\nEpoch 44/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4189 - accuracy: 0.8371\nEpoch 45/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4182 - accuracy: 0.8266\nEpoch 46/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4183 - accuracy: 0.8301\nEpoch 47/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4180 - accuracy: 0.8336\nEpoch 48/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4183 - accuracy: 0.8354\nEpoch 49/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4180 - accuracy: 0.8301\nEpoch 50/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4178 - accuracy: 0.8284\nEpoch 51/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4182 - accuracy: 0.8301\nEpoch 52/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4185 - accuracy: 0.8319\nEpoch 53/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4184 - accuracy: 0.8319\nEpoch 54/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4184 - accuracy: 0.8284\nEpoch 55/100\n36/36 [==============================] - 0s 5ms/step - loss: 0.4178 - accuracy: 0.8284\nEpoch 56/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4172 - accuracy: 0.8354\nEpoch 57/100\n36/36 [==============================] - 0s 4ms/step - loss: 0.4178 - accuracy: 0.8284\nEpoch 58/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4176 - accuracy: 0.8301\nEpoch 59/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4193 - accuracy: 0.8231\nEpoch 60/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4167 - accuracy: 0.8301\nEpoch 61/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4180 - accuracy: 0.8284\nEpoch 62/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4164 - accuracy: 0.8319\nEpoch 63/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4166 - accuracy: 0.8354\nEpoch 64/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4167 - accuracy: 0.8266\nEpoch 65/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4159 - accuracy: 0.8319\nEpoch 66/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4159 - accuracy: 0.8336\nEpoch 67/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4166 - accuracy: 0.8354\nEpoch 68/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4166 - accuracy: 0.8301\nEpoch 69/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4159 - accuracy: 0.8319\nEpoch 70/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4156 - accuracy: 0.8424\nEpoch 71/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4165 - accuracy: 0.8319\nEpoch 72/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4166 - accuracy: 0.8354\nEpoch 73/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4152 - accuracy: 0.8354\nEpoch 74/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4158 - accuracy: 0.8336\nEpoch 75/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4152 - accuracy: 0.8319\nEpoch 76/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4161 - accuracy: 0.8389\nEpoch 77/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4158 - accuracy: 0.8354\nEpoch 78/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4150 - accuracy: 0.8319\nEpoch 79/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4158 - accuracy: 0.8301\nEpoch 80/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4147 - accuracy: 0.8301\nEpoch 81/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4146 - accuracy: 0.8301\nEpoch 82/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4152 - accuracy: 0.8301\nEpoch 83/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4148 - accuracy: 0.8389\nEpoch 84/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4140 - accuracy: 0.8301\nEpoch 85/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4151 - accuracy: 0.8284\nEpoch 86/100\n36/36 [==============================] - 0s 3ms/step - loss: 0.4144 - accuracy: 0.8336\nEpoch 87/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4145 - accuracy: 0.8301\nEpoch 88/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4145 - accuracy: 0.8336\nEpoch 89/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4134 - accuracy: 0.8284\nEpoch 90/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4137 - accuracy: 0.8301\nEpoch 91/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4140 - accuracy: 0.8354\nEpoch 92/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4138 - accuracy: 0.8284\nEpoch 93/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4138 - accuracy: 0.8266\nEpoch 94/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4135 - accuracy: 0.8389\nEpoch 95/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4134 - accuracy: 0.8371\nEpoch 96/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4132 - accuracy: 0.8319\nEpoch 97/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4154 - accuracy: 0.8266\nEpoch 98/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4136 - accuracy: 0.8319\nEpoch 99/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4132 - accuracy: 0.8319\nEpoch 100/100\n36/36 [==============================] - 0s 2ms/step - loss: 0.4138 - accuracy: 0.8266\n"
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<tensorflow.python.keras.callbacks.History at 0x281f24d58e0>"
     },
     "metadata": {},
     "execution_count": 292
    }
   ],
   "source": [
    "model.compile(optimizer='adam', loss = 'binary_crossentropy', metrics=['accuracy'])\n",
    "model.fit(x = X_train, y = y_train, batch_size = 16, epochs = 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "0.8111888111888111\n"
    }
   ],
   "source": [
    "y_pred = model.predict_classes(X_test)\n",
    "print(metrics.accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_data = pd.read_csv(\"test.csv\")\n",
    "test_data.replace(\" \", np.nan, inplace = True)\n",
    "test_data.astype({\"Age\": np.float64, \"Fare\": np.float64})\n",
    "\n",
    "test_data.replace({\"male\" : 1 , \"female\" : 0} ,inplace = True)\n",
    "test_data[\"Relatives\"] = test_data.apply(lambda row : int((row[\"SibSp\"] + row[\"Parch\"]) > 0) ,axis = 1)\n",
    "test_dat = test_data[[\"Sex\", \"Pclass\", \"Age\", \"Fare\", \"Relatives\"]]\n",
    "Y_test = sc.transform(test_dat)\n",
    "test_pred = model.predict_classes(Y_test)\n",
    "sol = pd.DataFrame()\n",
    "sol[\"PassengerId\"] = test_data[\"PassengerId\"]\n",
    "sol[\"Survived\"] = test_pred\n",
    "sol.to_csv(\"Titanic_solution.csv\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1-final"
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  "orig_nbformat": 2,
  "kernelspec": {
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   "display_name": "Python 3.8.1 64-bit"
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 },
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