diff --git a/Kelly/Kaggle_house_price/EDA.ipynb b/Kelly/EDA.ipynb similarity index 77% rename from Kelly/Kaggle_house_price/EDA.ipynb rename to Kelly/EDA.ipynb index 3eaab74..82be6c1 100644 --- a/Kelly/Kaggle_house_price/EDA.ipynb +++ b/Kelly/EDA.ipynb @@ -2,7 +2,28 @@ "cells": [ { "cell_type": "code", - "execution_count": 64, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.7182818284590453" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "np.expm1(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -16,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -26,70 +47,7 @@ }, { "cell_type": "code", - "execution_count": 182, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 182, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.lmplot(\"YrSold\", \"SalePrice\", train, fit_reg=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 183, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 183, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#sns.lmplot(\"MoSold\", \"SalePrice\", train, fit_reg=False)\n", - "sns.boxplot(x=\"MoSold\", y=\"SalePrice\", hue=\"Neighborhood\", data = train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 241, + "execution_count": 10, "metadata": { "scrolled": false }, @@ -289,15 +247,15 @@ "[5 rows x 82 columns]" ] }, - "execution_count": 241, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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WrLzo1+sNb/vCsVmWUwrm0OmXrNd/09iTG1SS/Drj+mcrYmcfsXUDStJ4z/900Xr9g7+2Q4NK0jNye7HY3Se7e7u7t2+12RaNLo6ISMuqdyJYbmZDAOLfFXWev4iIlKn3qaGZwARgUvw7Y0MnuPLiX67X3/b5kzZ0kiIihZLZEYGZ/Q74C7CDmT1jZicQEsCBZrYYODD2i4hIA2V2RODux1QZdEBW8xQRkfTU1lABXD7loPX6j59wW4NKIiJ5lNu7hkREpD6UCERECk6JQESk4JQIREQKTolARKTglAhERApOt4+KiDS5FRdOr4gNPGVszd/XEYGISMEpEYiIFJwSgYhIwSkRiIgUnBKBiEjBKRGIiBScEoGISMEpEYiIFJwSgYhIwSkRiIgUnBKBiEjBKRGIiBScEoGISMEpEYiIFFxDEoGZjTSzRWb2hJmd2YgyiIhIUPdEYGa9gQuAUcDOwDFmtnO9yyEiIkEjjghGAE+4+xJ3XwNcDYxuQDlERAQwd6/vDM3GASPd/cTYfxzwIXc/tWy8icDE2LsDsCh+HgC8kDDpZonnsUyqi/zG81gm1UV+4+XD3uPubVXGW8fd69oBRwGXlvQfB5yf4vsPNnM8j2VSXeQ3nscyqS7yG+9qWLWuEaeGngG2KekfCjzXgHKIiAiNuUbwALCdmW1rZn2Bo4GZDSiHiIgAfeo9Q3dfa2anArcCvYHL3f2xFJOY3OTxRs47b/FGzrtZ4o2cd97ijZx3s8S7Gpao7heLRUQkX/RksYhIwSkRiIgUnBKBiEjBKRGIiBScEoFIAjMbYWb/GT/vbGZfNbNDEsa7qgfn2dfMPmNmH4/9nzKzX5jZF81so56aj0i5pr1rKG6AdwGz3X1pjBlwIXAHMA3Yn9CO0ePAxe7+dsn37wDGu/sLJbFjCW0h9QG+7e4vmVkb8FNgd6AvcIa731BWlv7AqYQH4y4DvgV8GFgI/Ak4mPAQ3VpgMXAFsC9wBPBuwON3ZwCXufu/Epb3l8CDhAfwZrn7/5YM+7a7/0B1ZL2BO2NXax19E7gfuM/d/xljZxGeb3kVuB34UJzml4EVsXwABuwX6xJ3Pzx+f+9YR/8Cprj7y2b2TuBMYA/gncCX3H1BWVl+E+t1E2A1sBlwHXAAsDnwl7I6+h2wJzAG2Lq0jtx9VvmylsynYr2I8ePd/fJaxm+i9ehSYClwAjWuS91cj3JTR92S9lHkPHTAj4A3gJ8BfwNOi/ELgVWEB9R+DVwLfIawUb0APBK7+cCbwOvAI/G73yY82zABeBk4N8anAl8h7IBfBv4BPAn8GNg9jnMzcDZwEWHlOR/4KPBn4CngWMKK8P+Ak4CX4rz2jNMdGj9fDlwP9C/rtiLslH4LnA7MAc4pqY+5Baqji6rUUX/gV8BrKeroS4Sd9Q2EncXoGJ8PzCXskF8GtojxebHu9gX2iX+XEXZC+8RxTgIeAs6KZflWjE+O/4u94//ldeBu4BSgLY7TUc99gOVA75JyvhLr/574P/wh8CJwLyFp7R27o2Ndn5dm22nh9WheHHYRtW9vadejXNVRt/apjd6pd7HDf7lK9xawNo6zZVw5zo0VOg/YiLCR9I3j/D7+Q3YE3gMMB54GHiU0ygRhw980fl4EzI+f55SUZx5hI98O+G/gMUJ2XwZsT/iF+GzJ+POBh0o27v+NnxcDjyYs71vAGuDvJd2S+PftkvH6EHYs15XURyHqKA7zknoprac1wJqEOppP3MjKujeAN+P4wwlHXF+OyzCvY3lK5tsLeJZwlLBbjC0pG+cB1u3YHy+po7kJdXQQ4VftSmAWofmV/kA/wo6/fxz/UWBh/LwJcGfSvEumb1XWic7Wi1Zdj/p1/I9TbG/V1qNmqaOzgO1T7WsbvbPvtHAhww9KiC8Eni7p703YoFYBj8XYrLLv/J1w6Hh4yUb0OOEQ6z+Ah0vGvQR4nnAI/1NgTIz/FbirbLofJJwuWAIMI2To4SUb8OPx8zDg3vj53viP71W2k1lGwoYdh/8rIfY/hF8SSwpUR58k7MCHJSzz46XLXFJHawi/mt5T1i0GnisZdzPCDnlZx7KWzf9dhA10KOHX3QWEdfRhwg5nK0oa/IrjPBk/XwG0x8+PAQ+UjLcRcHic9luxrF8CZgO/jMv7vThuP+LOgJDM/pZQDyPiMqfZdl7r+D+00noU+18jNHZZ0/bWyXrULNva/yU09d8yieAHwIiE+I3AbxPiT1Dyy7kkPphwHnhT4BzCodozwB/LuiFx/EGEc4hPxe5twi+0l0jeAR1DOJRfDowF/hC7lwi/BG6L0zk0jr8HYWNfGf+Zf40r+BxgVJW6eIDQfHdSXawtUB1NJWyUuybM49fAhQnxu6vU0R3AzWWxPnE6byWMPwD4QEn/oYTTAktZd4SyBBgch787Lt/fgPsIp6GWxHqqKH/8znuBd8fPWwLjCBv/I4Rfpo8Dn4vD9yf8Il0Q6+82wk7pPsK58TTbzt1V1otmX4/aCNcCpiasS4nbWyfrUVNsa93pmvJicbzwhru/njBsa3d/tiy2KeEwa0Xs3xX4sLtfXGX6vYF3uPtrZvYuoI+7v2hmm3m8oFjlO+ahLaU+wG6E0whvEjbuJ9x9dcL3torfq9a2eLeojrpmZkMJG/bzCcP2IlxwLL0Ie38cPKI87gkbkpltQtiIXyAsXx/CBv8ud/9rlTJZ0vQJb/PbiXC67PGy7wyO4xvwTNLylIybdr1omfUofrfH16U81lHqZch7IogLPpL1N4xb4+emjXeyoh7o7rfXGo/DRgMb52XZGlVHXdUf4ddzLTv2dxEu9C0m7GAgnA76QPz8SFn8/YSLvv+ocfpp51t1+kkJKC7vjuUJo6thZtYOvI+c/P97Kl5tPYrLnGp7a5ZtrbNlTqyHPCcCM/sM4cLHbay/YRwRP1/XpPEDge+6e8U96Gb2lLsPSxH/DOF85KU5WbaG1VG1YWZ2EHAT4RRCLTv2/YET3P1XZdN5AsDd318WP47wP5hd4/TTzrfa9N8PnOLut9VSD50NK+J6FJe75u2tieqo02VOkvdEsIjwGsvVZfHFhLKXb5DNEr+FcMvbHWWLPIJwHvrmsrgBoxLiEHYe5u6b5mTZsq6jzuqiWv3tR7gVc5OyeVTbsf8deMPdd6qxrAuBd7r78Bqnn3a+1aZ/JeEi86/LltcIr3m9hEr7EO5WKR92HKGOtiibR97Wi7TxfoSbDsrXI6i+vlSLN8u21o/wXMz2CcucqO7vI0jJCIc7SXFr4viehMP8n5bFbyRcBCqPG+HC5CVA+TnB3YF3ZFjWvNVRZ3VRrf72INyZU86rzPsy4L/N7AzCTgTCnSibAiTEtwW+n2L6aedbbfpjCbfFzkkY9kXCnTRvlsVPItxRVP6d8STXUd7Wi7Txtwl326RZX6rFm2Vbe7tKvKq8J4IfAnPN7DbW3zA2B8zMLmrS+DuAS9z9rtKFNbM/E+4YWS8eh60GXkv4zreBi3O0bJnWURd1kVh/ZnYB8F8pduxjCbeGGuGpVSNc5P04YSc+uix+ETDOzNbWOP208602fYDp7j4loY4uJlxYvqcsPgHYsfw7ZgZwaY7+/z0VP5Bwu26a9aVavFm2tQNJ/uFQVa5PDcG/D3MOpuSuCMJFEpo57u6rulUhCVRHXTOznQg78NJ5zGTdjn29uFc2/7CHu89NmO4e7j437fTTzrfK9O8i3G/+WkK5+hNOM71WSzwO03rUhWapo9TL7D1wD2o9O+AwxfNZpiariz1SxiuaFuginnb6aeebajrdnHeu/s/adjZsmTvrUn+h0V03NsiWjOexTC1eF9We+K4Wz3q+eayjpojnsUz1WObOumZshrraRZCixRs577zF6zGP76aMZz3fPNZRs8QbOe9GLnN13ckejexIeGy+iPE8lqnJ6mJMZ3HgY8AO8fPewNcJdyslxtNOP+18N3T63SxTrv7P2nY2bJk763J9sdjMhgEr3P0NC7c1fJZwK+AyQjO7rxYkvoDYGFpCXfQBvu7ur5bV3eHAbe7+RivFN+A7HwOWu/siC+8L2JPQLs8rCfG9gYGEur2V8D6AWwi3XvYmPLxTGt+H0I7Nd2qcftr5pp6+u9+UcpkXEi4+j2T99vxvI7R42rRxd3/bzDbroXlsz7qL9k54krf84n/D4+6+kBTynggeJWS418zsbMLj7zcQ2iCf6e4TChLfn/AU4dYJdXElYUW9lvCiklvd/S0ze53wDoNbWike14u00/oZ617wUcuO/QzCLZtnxWEd9f4YYWMbURb/OXAi4b79Wqafdr5pp78PocG6NSmW+ShCA203ER7Au4fQQufehMRxb5PGPwBMIbyn4eENnNb+hGdbriTcnQPhSd4vxc8/z0n8aOBqd59ErbpzGFGvDlhQ8nkOsRlZwi/kh4sSj/1vVKmLeYQdxEmEJgiWAxcTfsH0a8H4PnGZ03zn74Rzp5sQmgbeJNbdY7HuyuOPxm7jGH9nSXxBQvyxGK91+mnnm3b6GxGark6zzI+wrsnkAYQkCqGlznubOP5Bwo+DTXpgWkuBvyTsp/4KLM5RvG9SvLMu7xeLnzaz/ePnpYTDNAhtc29WlLiFFhPXVKmLXoQmk3/p7gcAuxJ2GkMIbztqtfgk4P+4+6oU3xnEuuZ7Yd3T6h7rrzx+M+Fp3rsJ7cpcY2b/RXgQrF9CfBihbflap592vmmn/zaAh71Crd8x1l1ofJVwigrCk8mbNWvc3R8hHAG9Xut3Oom/QXhxULleJL//vVHxIaz7/9Yk76eGtgGuIvwj/0E4ZJtH+MesZd2r2lo93o/wer6TE+piT+AT7j67rO7mES4CPtlK8TjsUXffJSFebVpnEw7xjfB6wx0Jh/0nEn59P1MW34ewAzjb3e81s/cRTs09Fcd9uyy+N+GlNBvXOP208007/X0Ip3n+mbJMfQinpkYBt7j7j8zsPML7fn/UpPH+hF/OcwjXQDZkWuOA3xDaLSp9kveD8fPDOYm/HzjVO3lvdblcJ4IO8anK7VnXnvsDHi4AFSpepS42cfc/JtTZvu5+Z6vFN+A7Hyb8SK5lx/4U4b23bZRchHP35XFag8rj3Zh+qvl2s/wfSvmdVwnvPHjYYxPMZtYLOIywzjVrfCPCtZCde2BafQnvPyh9kvcB1l07ykXc4/W0WjVLIqjY8IoYz2OZWrEuCIfWFxPeD1DavO+a+HmjsvhqwvsCns1ovt2afh7/b62wviSxKi+JyVu8avnznAjMbDfSbZCtGl8N/Aw4HdVFPepiG+ALXtaeu5n9lbDNbFcWP46wnj6V0XzTTl/ry7p4T9bFasL7H5LanEr7HpGGxKvJe+ujVwInu/t9pcFONshWje9JeIfpvqqLutTF08DXCNen1hsUu3JfA17yyvcI9NR8005f60s2dXEe8HszK2+eeh9ggJl9NSdxY93F7prkPRFsWv7Pi6ptkC0Zj+dye6su6lYX1wMnmNknWXcRbhvC9mIJ8e2AKzKcb6rpa31Zp4fr4mTgNULzz6UOAd7KURyS7yaqKu+J4BYzu4nwC6mWDbJV458BFqou6lYX7yM8h7Af61+E+yLJzUf/Adg2w/mmnb7Wl2zq4nXgdnf/LiXM7GDgvXmJx2Enlsc6k+trBABmNooeaOe92ePufrPqon514e5Jr8KsqqfKU22+aaev9SWTupgD3ODuK8v+NzsQXvNZ/i6JhsTjsEGdXdyuGD/viUCk3szsXcA3CTuCjoeJVhDae4LQBk1pfAYwycverd2D8+2R6YtUk+tTQ93YIFs1PgO4kHALoeoi+7p4B6F9mv3c/XkAMxtMeLrXgI+WxU8G5pnZGxnNN+30tb6si2dRF6MIz3rkNZ7+h4P3YNtAPd0RGsU6AxhcEhtMbGOjQPEzgRdUF3Wri5WEc8Hl6+MiYFGV9XRlhvNNO32tL8WuizOS1qPOury3NTTc3c/2+OsIIH52wpORhYh7aEVwC9VF3epiHrCrhQeKADoeLjKgV0J8D8ITqFnNN9X0tb4Uuy7c/WxCUxM1y3sieNLMvpFig2zJuJmdAbyiuqhbXdxDuE3wLjNbZWYvEdrluTl25fF/AndnON9U09f6Uuy6iMvccbcGYXpRAAADG0lEQVRTTXJ9jQD4JOHQ7q64sE5oWvhmQiUUJT4TaAc+n6MytXJdzCSse5sTmiP+96P6Fm7L+31p3Mz6AZdkNd9uTF/rS7HrYiYwnjTSnEdqREdoHfHjwGZl8RMLFh+puqhPXRBe+PE04cU/S4HRJfE3yuNx2GNZzbeb09f6Uuy6GFna31XX7R10Pbq4YSwq3zCoskG2ajwOe1p1Ube6mA88FD8PBx4EvhzjDyfEs55vHuuoKeJFrIs4bG4rJYL5xExHbRtkS8Zj/+uqi7rVxQJgXsl6uBnhVr0XiTvqsvhKwgtxsppvqulrfSl2XcT+f69HrZAIFpT1d7VBtmr8HEpeVZmTMrVyXTxF2W2ihOtpywhvgyuPry6NZzDftNPX+lLsujinNF5L1/CdfaeFC28C2i3FBtmq8asIF4JUF/Wpi2nl8ThsKOFtcEnr6YQM55t2+lpfil0XVyWtR511NY/YiC5ueIOrxJM2yJaMx2FjVBf1qYs4bK96r6fV5pt2+lpfil0Xaddfd1dbQyIiRZf3B8pERCRjSgQiIgWnRCBSwoI/W2i/viM23sxmJYy71MzuLos9ZGaP1qOsIj1FiUCkhIeLZp8HzjGzjc1sU+CHhLeTAf9OFh3bzuZmtk2M71QxQZEmoEQgUsbdHyW0J3QGcBbxdjwzW2hmFwJzCa8uBLiG0D4QwDHA7zqmExPJFWY238zmmdl+dVsIkRR015BIgngkMBdYQ2i0bAiwBPiIu98bx1kKHARc6e4fMbN5wKeBa9x9FzP7GrCLu3/OzHYEbgO2d/c36r9EItX1aXQBRPLI3V81s6nAP939TTMDeLIjCZR4CVhlZkcDCwnNSHfYGzg/Tu9xM3sS2B54JPMFEElBp4ZEqns7dh1erTLeVOACSk4LRZZFoUR6mo4IRDbc9YRTR7cC7y6J/4lwqugOM9ue8NaoRfUvnkjndEQgsoHc/RUPr0JcUzboQqC3mc0nHDV81t3frH8JRTqni8UiIgWnIwIRkYJTIhARKTglAhGRglMiEBEpOCUCEZGCUyIQESk4JQIRkYL7/8Gk9DAzbcCbAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -318,16 +276,16 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 185, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -335,7 +293,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -350,7 +308,75 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Index(['MeadowV', 'IDOTRR', 'BrDale', 'OldTown', 'Edwards', 'BrkSide',\n", + " 'Sawyer', 'Blueste', 'SWISU', 'NAmes', 'NPkVill', 'Mitchel', 'SawyerW',\n", + " 'Gilbert', 'NWAmes', 'Blmngtn', 'CollgCr', 'ClearCr', 'Crawfor',\n", + " 'Veenker', 'Somerst', 'Timber', 'StoneBr', 'NoRidge', 'NridgHt'],\n", + " dtype='object', name='Neighborhood')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "orderIdx = train.groupby(\"Neighborhood\").agg({\"SalePrice\":\"median\"}).sort_values(\"SalePrice\").index\n", + "sns.boxplot( x=train[\"Neighborhood\"], y=train[\"SalePrice\"], order=orderIdx ) \n", + "plt.xticks(rotation=90)\n", + "plt.show()\n", + "orderIdx" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot('YrSold', \"SalePrice\", data=train, fit_reg=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -361,7 +387,7 @@ " 34, 35]), )" ] }, - "execution_count": 186, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -369,7 +395,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -385,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -396,7 +422,7 @@ " )" ] }, - "execution_count": 187, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -404,7 +430,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -420,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -430,7 +456,7 @@ " )" ] }, - "execution_count": 188, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -438,7 +464,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -454,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -464,7 +490,7 @@ " )" ] }, - "execution_count": 242, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -472,7 +498,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -488,16 +514,16 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 190, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -505,7 +531,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -518,16 +544,16 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 191, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -535,7 +561,7 @@ "data": { "image/png": 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jj5LDYCGeqmFJb0m0sC3HmuUdXH7xItYs72BhjDfhpjsG3OLuhbE37l4ws3wsPRKRujZSLEu0xtl5WuPiNZbklkRJzTmG6SfgPjO72d13AZjZJuBoLD0SkbqWyRgtRGUax8aAsxbF45LUwo+kb8JNdwji94E/M7OXzKwb+DSwNZYeiUhdi2rjGrlMhnktGXKZDGCx1czdc7CXTz38M37yUj+vnRjiJy/186mHfxZLLYikx5unlYDd/Zfufi1wBXCFu7/b3Q/H0iMRqWvbbrqctgk1c9tirJl772MH6R8cwYGWbAYH+gdHuPexgzVvK8nxZjjHEISZ/a67/7WZfWJCHAB3/4tYeiUida01l2Wk6GfrJbTGWDO36+hpMhZtFQTRkIeb03X0dCztJTXeDOceAx6bWa1lxyICvDFT4KKEauY2sykTsLvvMLMscNLd/zKhPolIHevuH6QwUuTFo6cpOWQMlszPUxiNZxbEZRe2c7jvNFby6OrXo2lvb1oS35hzUpXezjkG7O5FokI8s2JmWTP7iZl9N7y/zMx+aGaHzOx/jE1nM7N54f3h8PmlZd/xpyH+CzN7f1l8Y4gdNrNtZfGKbYjI3BnQe6oQzYAgSoi9pwrnOm3Wtt10OYvbc1gGiu5YBha352IZc06y+DtMfxbE/2dmf2Vm/6uZXT32mOa5HwcOlL2/F/hLd18D9AN3hPgdQL+7vwn4y3AcZnYF8CHgSmAj8F9DUs8CXwBuIro5uDkcO1UbIjJHR0+dAaLpv2crdJXFa23D2mV87ta3c9WqTi5a2MpVqzr53K1vj20hRpKV3qabgN9NlAC3A/85PD53rpPMbCXwQeCL4b0B7wUeDoc8ANwSXm8K7wmf3xCO3wR8w93PhALwh4F3hcdhd+8Ki0S+AWw6RxsiMkeFYuUKudXitfBsz3Gef+UEr5wY5vlXTvBsz/FY2qnLamju/puz/P7/AvwJb9zEuxA47u6j4X0PsCK8XgF0h/ZGzexEOH4FsK/sO8vP6Z4Qv+YcbYxjZncCdwJccskls/jxRM4/GZxilXgc7vveC3z+ycNkDFoy0cKIzz8ZzYL92PveXNO26mohhpldY2Y/M7NTZvaUmU170MXM/inQ6+4/Lg9XONTP8Vmt4pOD7jvdfZ27r1u6dGmlQ0RkglKVPFstPldf/MGLIflmyFgmPEfxWqu3hRhfAD5JdFX5F0RXtNP1HuBmM/sV0fDAe8P5i81s7NfLSuCV8LoHWAUQPl8EHCuPTzinWvzoFG2IyBxVG2mIawTidKHIxFXOGYvitbZh7TJuvXoFfQNnOPDaAH0DZ7j16hWpzYLIuPvuMP76TWDal4nu/qfuvtLdLyW6ifaku/8L4PvAreGwLcB3wutd4T3h8yfDLhy7gA+FWRKXAWuAHwFPA2vCjId8aGNXOKdaGyJNa8/BXjbv3Mf19z7J5p37Yrtzn7T5+SyjJefMaJHhkSJnRouMlpz5+dov/thzsJcH9/163PZHD+77dWqzIBab2f829qjwfjY+DXzCzA4TXVl/KcS/BFwY4p8AtgG4+/PAQ8DfA48BH3X3Yhjj/QPgcaJZFg+FY6dqQ6QpJTl9Kl+l6E61+FzdsHYpxVI0xOFEz8VSFK+1ex49wPHBEbwEWTO8BMcHR7jn0QPnPnkWznUT7u+A36ry3oFvTacRd98D7Amvu4hmMEw8Zhi4rcr5nwU+WyH+CPBIhXjFNkSaVfn0KYD2fEtsq9M++LaL+PZPX60Yj8NrJwvkM1BebjifieK19uLrg9Gy50zZsueS8+LrKcyCcPcPx9KqiNRUknVsXztZ4IL2HMeHRs6uhFvcloslIQI893I/E2u9F0rw85f7Y2kvSdPdkmi5mX3JzB4N768wMy1uEKkTqzrbOXrqzLidio+eOhPL9Knu/kE6Wltoy2XJZY22XJaO1pbY5sqeOlN5ifNAlfhcrF4yn5JDyR3HKXlU93j1kng2HJ3uQoyvEo21/kZ4/wLwR3F0SERm7rrVF9B3qjDu5lHfqQLXrb6g5m11zGuh+9gQpwtFRorO6UKR7mNDLJg33f0d6tenN66lsz2HAaPFEgZ0tuf49Ma1sbQ33QS8xN0fIuwLF26A1X4OiIjMylNdx1jWkSefzVByyGczLOvI81TXsZq31TcwzMRrzxLxbcqZpA1rl/Hnt76dqy7p5OJFbVx1SSd/HtOyZ5j+lkSnzexCwoIGM7sWOBFLj0Rkxrr7B7lw/jyWLGg9G3P3WIYFXj89MqN4o6mnesBjPkE0H/cfmtn/SzQf+NapTxGRpCS5hPbs0tWyWWdhB3eZoeluSfQM8I+JivJsBa5092fj7JiITF+SS2jbclHacH/jUR6vtVyV+cXV4o3kXFsSVVts8WYzw92nNQ9YROK1Ye0ythPNB+7pH2RljIXEN165vOI84I1XLq95WwAXLWqlu3+oYrzRnWsI4rem+GzaCzFEJH5JjV0efO0UGRh3Iy4T4nGYn8+StTdWwhnR3OM4liInTQsxRGRGuo6eJpMBwvCDWZQQ49ok81ShyMrONo6GaXb5bIYlC/KxFONJ2rQn7pnZB4mKsp+97nf37XF0SkTqV8md8u3fxvZoM4vnNtyqznZePDr+6vrMaInLliyIpb0kTXcl3P8F/A7wh0R/AdwG/IMY+yUi9cqrJNpq8TlKcpFJ0qa9JZG73060Z9u/B65jfC1eETlPFKusAK4Wn6unuo6xqLWFYsk5M+oUS86i1pZYFpkkbboJeOwW5KCZ/QYwClwWT5dEpJ5Vu86Nax7wod4BTgyNnL0B58CJoREO9Q7E1GJypjsG/F0zWwz8J2Bsi6EvxtMlEZmNPQd72bG3i+7+QVbFOA0taYNnihS9bK8xj+ogDJ5p8ptwZva/AN3ufnd4vwB4DjhItHW8iNSBsYLsuayNK8i+HWqehJO+Ai4UixW/fyxea0n+IjvXEMQOoABgZuuBe0LsBLAzlh6JyIzt2NvFwHCBF4+e5uevnOTFo6cZGC6wY29X2l2bs2wmM2mnXQvxWktyZxE4dwLOuvvYSPfvADvd/W/c/d8Bb4qlRyIyYz9/+Tj9g6NndyYuOfQPjvLzl4+n27EaWLogP+nq10O81sp3FjGLnnNZi+0X2TkTcNnuwjcAT5Z91vjFP0WaxOBINAXB7I1HeVymp7t/kLbc+BV2ce0sAudOol8H/s7MjhLNhPifAGb2JlSOUqRueJiDO3EqrscwN7clw7iFGOXxOBwZODOj+FwkWVUOznEFHDbD/GOiHTGu9zf+bWaIFmWISB1obalcF6FafC5+620Xzyg+V6PFyr9EqsXnYuv61ZwcGuHQkQEOvHqCQ0cGODk0EktVOZjGMIK776sQeyGW3ojIrFwwP8fg8cmzAi6Yn6tw9NzsfeHojOJzlfSsi2jXCTAzsHjrHGscV6QZmNGey4wb823PZaIkUmOvD1bZEaNKvJHs2NvForYcFy9qOxsbLIyyY29XLFPRYhq1EZEkGZNvuOkG3MwlfRNOCVikCbx2YnLB8qniUtmqznaGRsYP5aR2E05EGkO1i11dBM/M1vWrz9aZOPjaybN1KOK6CacELCJSxiAUm4+24Ihz5zndhBNpAmaVy/HGcA+uqe3Y28XCthwX6SaciExb0nO1mlTT3IQzs1Yz+5GZ/czMnjezfx/il5nZD83skJn9DzPLh/i88P5w+PzSsu/60xD/hZm9vyy+McQOm9m2snjFNkSaVUdr5T9mq8UbyXWXdc4oPhfNdBPuDPBed3878A5go5ldC9wL/KW7rwH6gTvC8XcQ7bjxJqJSl/cCmNkVwIeI9qPbCPxXM8uaWRb4AnATcAWwORzLFG2INKUrL+6YUbyRfH3ruycl2+su6+TrW99d87a2rl/NSNEZLIziHj2PFD29lXCzFZYtj+2klwsPB94L/O8h/gDwfwL3A5vCa4CHgb+yaBb5JuAb7n4GeNHMDgPvCscddvcuADP7BrDJzA5M0YZIU3r+1YGzu0WMsRBvBnEk20o2rF3GdqKx4J7+QVbGXA841r9PwlXqj4lKV34B+CVw3N1HwyE9wIrwegXQDeDuo2Z2ArgwxMuXQ5ef0z0hfk04p1obE/t3J3AnwCWXXDK7H1KkDpw6M1qxZOOpM6OVDpcpbFi7LLGdRGK9CefuRXd/B7CS6Kr18kqHhedK92u9hvFK/dvp7uvcfd3SpUsrHSLSEBLeqFhqJJFZEO5+HNgDXAssLqsxvBJ4JbzuIey0HD5fBBwrj084p1r86BRtiIjUjThnQSwNG3liZm3A+4ADwPeBW8NhW4DvhNe7wnvC50+GceRdwIfCLInLgDXAj4CngTVhxkOe6EbdrnBOtTZEmlKzz0Lbc7CXzTv3cf29T7J5577YtghKWpxXwBcD3zezZ4mS5W53/y7waeAT4WbahcCXwvFfAi4M8U8A2wDc/XngIeDvgceAj4ahjVHgD4DHiRL7Q+FYpmhDRBpM0vu0JSnOWRDPAldViHfxxiyG8vgwcFuV7/os8NkK8UeAR6bbhkizmjgDojze6Mr3aQNoz7fEujotSY0/S1ukjiW1xXlLxhgpTU7BLZnGT8Hd/YNkDbr6TlEolshnMyxZkI9tdVqStBRZJCZ7DvbyyYd/xk+6+zlycpifdPfzyYd/FsufzpWS71TxRtIxr4WXjw8zWnKyGWO05Lx8fJgF8xr/+lEJWCQm9zx6gP7TBc6MlBgpOmdGSvSfLnDPowfS7lpDObsVpZc9yuMNTAlYJCaH+04ztm/k2EBA0eGXfadT61MjOlUosmJxKy1Zo+hOS9ZYsbiV04XJe+A1GiVgkZgUS2XZd+wBjDbBsECSVnW2c2Z0fGX5M6Ol2ArkJEkJWCQmLdmQccfyrU+Iy7Rct/oCjpw8w2ChGArlFDly8gzXrb4g7a7NmRKwSEz+4ZL5nM3BIflmLYrL9D3y3KtMnMyRsSje6JSARWKy7abLmZ/Pnt2Vwgzm57Nsu6lSSRSp5sXXB8lmjNZclrZcltZclmzGePH1xp+G1vjzOKThJTVXNg2FYomxId+SR+9FxugKWFLVzMtM/+23n2V4dPwNt+FR599++9mUetSYVi+ZT8mh5I7jlNwpeRRvdErAkqryZaZm0XMua+zY25V21+bs5ZNnZhSXyj69cS2d7TkMGC2WMKCzPcenN65Nu2tzpgQsqUp6E8QkqUZvbWxYu4w/v/XtXHVJJxcvauOqSzr581vf3hTDVBoDllSt6mynd2D4bKEViHcTxCRlDCpN+W2C8gyJS3KXiiTpClhSlfQmiEman8/OKC7nHyVgSdWGtcvYfvOVLOto5cTQCMs6Wtl+85VNcbWzuD0/o7icfzQEIalr1j8vu/uHZhSX6pp1qqKugEWkrjXzVEUlYBGpa808VVEJWETqWjNPVdQYsJxXmnUssZk19VTFtDsgkpQktwiS2mnmqYpKwHLeuOfRAxw7NX6LoGOntEVQvWvmqYoagpDzxuG+U5TXIhvbXuxw36mUeiTT1axTFXUFLOeNYpUaDNXiInFTApbzR7VEqwQsKVEClvOGVSmCUy0uEjclYBGRlCgBy3ljwbyWips7Lpine9GSDiVgOW/csHbppPq8JY/iImmILQGb2Soz+76ZHTCz583s4yF+gZntNrND4bkzxM3M7jOzw2b2rJldXfZdW8Lxh8xsS1n8nWb2XDjnPrNoNK9aG3J+e+1kgfbc+P/k23MZXjtZSKlHcr6L8wp4FPhjd78cuBb4qJldAWwDnnD3NcAT4T3ATcCa8LgTuB+iZArcBVwDvAu4qyyh3h+OHTtvY4hXa0POYy8cOcnwaLSnGIABw6MlDh05mWa35DwWWwJ291fd/ZnwegA4AKwANgEPhMMeAG4JrzcBD3pkH7DYzC4G3g/sdvdj7t4P7AY2hs8WuvtT7u7AgxO+q1Ibch4bLBQp+RuzzpxoCOJ0oZhmtxpOtUkjmkwyc4mMAZvZpcBVwA+B5e7+KkRJGhhb3rIC6C47rSfEpor3VIgzRRtyHitUWXFRLS6VaTp17cSegM1sAfA3wB+5+1R/61X6BeqziM+kb3ea2X4z29/X1zeTU6UBlSrtkDlFXCRusSZgM8sRJd+vufu3Qvi6lZCoAAAQoUlEQVRIGD4gPI+VouoBVpWdvhJ45RzxlRXiU7UxjrvvdPd17r5u6VLdCW92unKrjXktldNGtbhUF+csCAO+BBxw978o+2gXMDaTYQvwnbL47WE2xLXAiTB88Dhwo5l1hptvNwKPh88GzOza0NbtE76rUhsiMlde5VdWtXiD2XOwl80793H9vU+yeee+WMuVxjkD/T3AvwSeM7OfhtifAfcAD5nZHcBLwG3hs0eADwCHgUHgwwDufszM7gaeDsdtd/dj4fVHgK8CbcCj4cEUbYjIHJ2pMmZeLd5Ixvafy2Vt3P5z2yGWamyxJWB3/wHVb4zeUOF4Bz5a5bu+DHy5Qnw/8NYK8dcrtSEiMpXy/ecA2vMtDBZG2bG3K5YErEEbEZmRZp6GlvT+c1oEL6nTPm2NpZlvZia9/5yugCVVY2NuvQPD48bctE+bpCHp/eeUgCVV5WNuZtFzLmvs2NuVdtfkPJT0/nMagpBUdfcPkjXo6jtFoVgin82wZEE+tjE3kXNJcv85XQFLqhbks7x8fJjRopM1Y7TovHx8mPn57LlPFmlwugKWVJkZpZJTNMc92h7IPIqLNDslYElV78AwlgEf2y/ewTLQNzCcar/k/JXkrBwNQUiqRopOxozWXJa2XJbWXJaMmSqU1bFslT9OqsUbSdKzcpSAJVX5lgw4lNxxnJJHBXvzKuxSt+a1VB6frxZvJEnPytF/5ZKqNcs6WNKRpyVjFEtOS8ZY0pFnzbKOtLsmVbTlM2QzjNtZJJuB9nzjp5OkV8I1/j8xaWhb169msFBksFAME+Cj13FNfJe5e/PyhSxdMI/2fDZcLWZZumAea5YvTLtrc7aqs52hkfE7pGglnDStZ3uOc2JodNw2QSeGRnm253ia3ZIpbF2/mtGSUwzlJ4vujJbiWy2WJK2Ek/PK/X/3yxnFpT4YgIOHMfsmuP8GaCWcnGeGRkozikv6duztYmFbjosWtZ2NxVmyMWlJroRTApaKVKFMqunuH2RxW25cLM4bVc1MQxAyiSqUyVSSvlHVzJSAZRJVKJOpJH2jqpkpAcskSc+FlMaS9I2qZqYxYJkk6V0BpPEkeaOqmekKWCbZun41J4dGOHRkgAOvnuDQkQFODo3oT0yRGlMCloocwEJZSGuO/b5E6o2GIGSSHXu7aMkYWTOKRIXSWzLWNPM8Ze40TbE2dAUsk7xw5CSvny6M26Xi9dMFDh05mXbXpIokt4rXNMXaUQKWSUZCLd5MxjAzMpnof2PV6K1fF87PzSg+F5qmWDtKwDKJavQ2oGpbOMWwtZOmKdaO/o+SSVSjt/EURkvkskZb2FmkLReViiyM1r6mhlbC1Y4SsEyydf1qRotOseS4R8+jWulU13JhP6BS+HdWKkXDRfkY9gnSSrjaUQKWioZHihSKJUZLUCiWGJ5wxSP15c3LF3Lh/DwtWaPoTkvWuHB+PpYi6VoJVzuahiaT3PPoAYZGSuQyGczAPSoPec+jB/Q/WZ3aun41n9n1PBctaqEtl2VopBjrValWwtVGbFfAZvZlM+s1s5+XxS4ws91mdig8d4a4mdl9ZnbYzJ41s6vLztkSjj9kZlvK4u80s+fCOfeZRXcbqrUh0/fi64NkbPwsiIxFcalPuiptTHFeAX8V+CvgwbLYNuAJd7/HzLaF958GbgLWhMc1wP3ANWZ2AXAXsI5oMdaPzWyXu/eHY+4E9gGPABuBR6doQ6Sp6aq08cR2Bezue4FjE8KbgAfC6weAW8riD3pkH7DYzC4G3g/sdvdjIenuBjaGzxa6+1Pu7kRJ/pZztCHTtHrJfIolZ3i0yPBIkeHRIsWSs3rJ/LS7JtJUkr4Jt9zdXwUIz2O/rlcA3WXH9YTYVPGeCvGp2pjEzO40s/1mtr+vr2/WP1SzuemtF1H0aOzXiZ6LHsVFpHbqZRZEpbkyPov4jLj7Tndf5+7rli5dOtPTm9aD+349o7iIzE7SCfhIGD4gPI8tHu8BVpUdtxJ45RzxlRXiU7Uh03T0VGFGcRGZnaQT8C5gbCbDFuA7ZfHbw2yIa4ETYfjgceBGM+sMsxluBB4Pnw2Y2bVh9sPtE76rUhsiInUltlkQZvZ1YAOwxMx6iGYz3AM8ZGZ3AC8Bt4XDHwE+ABwGBoEPA7j7MTO7G3g6HLfd3cdu7H2EaKZFG9Hsh0dDvFobIk1NJSIbT2wJ2N03V/nohgrHOvDRKt/zZeDLFeL7gbdWiL9eqQ2RZjZWIjKXtXElIreDknAdq5ebcCIyByoR2ZiUgEWagEpENiYlYJEmoBKRjUkJWCapVsM7E8f+NlITKhHZmJSAZZLWKjtfzGvwHTFyVbpfLT5XKxe3zig+FyrG05hUjlImyWUzDI1M3kkhl619psoYlCqsYYzjant5xzx6TpypGI/Df7jlH/Gxrz/DqUKRkkc/04J8lv9wyz+KpT0V42k8SsBzkOS8y/u+9wJf/MGLnC4UmZ/P8q+vv4yPve/NsbQFkM2EWhAeDUnEsLUYUDn5ThWfi77TIzOKz9WGtcu4b/PV7NjbRU//ICs1N1cmUAKepSTnXd73vRf4/JOHyRi0ZKKbK59/8jBALEk4l7WzydfhbJWNOLa3yYZ95yrFa+1Mlf3RqsVrQVelMpXGHtRLUZLzLr/4gxdD8s2QsUx4juJxWLpg3qRqRwYsWVD7P9Xn57Mzios0EyXgWUpy3uXpQnHSmGjGongcbGy8wULZOZsQr6FFbbkZxUWaiRLwLCU573J+PjtpTLTk8V0l9p0KN6omDEGcjdfQayeGZhSfi/Zc5X9e1eIicVMCnqUk513+6+svo+QwWipR8lJ4juJxKIyWyGSM1lyWtlyW1lyWTMYoxDBWWmGyxZTxuWiflyUbbiga0XPWorhIGnQTbpY2rF3GdkjkDvfYjbakZkHkssbQCJRKfnZXZIjnJpwRKuyXfbV75Yr7c7VmWQe/ev0UJ4dGKRRL5LMZFra1cOmFC2JoTeTclIDnIMk73B9735tjnXZW7s3LF/Li0VMMDL+RqDpac1y2pPaJamVnG939Q5P2M1nZ2VbztpLeul3kXDQEMQd7Dvayeec+rr/3STbv3Meeg82x+cbW9avJt2S5aFErb1newUWLWsm3ZGNJVHdveivt+Wy091x4tOez3L1pUqXROdNqMak3ugKepWauv7ph7TJu7Tk+acgjrp+rPZ+l5E6x5GQzRnuMU9A0L1fqia6AZynp+qtJXm3vOdjLw8+8zNKOeVx+UQdLO+bx8DMvx9Lmjr1dtGSMbBgEzprRklEdWzk/KAHPUpLzgMeutnsHhsddbceVhJP85fLCkZO8frrAaNHJmjFadF4/XeDQkZM1b0uk3igBz1KS84CTvtpO8pfLSDG6+5bJGGZGJqw4KRRjKAYhUmeUgGcpyXnASe92kOQvl3xLBhxK7jhOKRSgyDd46UuR6dB/5bOU5B31pHc7SPKXy5plHSzpyNMSivK0ZIwlHXnWLOuoeVsi9UazIOYgqTvqY/NXBwujicxfTXKRiebmyvnM3DXWBrBu3Trfv39/2t2oaqz2cDPWlW3mn03OW9NazKkEHNR7AhaRhjKtBKwxYBGRlCgBi4ikRAlYRCQlSsAiIilRAhYRSUnTJmAz22hmvzCzw2a2Le3+iIhM1JQJ2MyywBeAm4ArgM1mdkW6vRIRGa8pEzDwLuCwu3e5ewH4BrAp5T6JiIzTrAl4BdBd9r4nxMYxszvNbL+Z7e/r60uscyIi0Ly1ICqtQpm05M/ddwI7Acysz8x+HXfHamAJcDTtTsREP1vjadafC+b2sz3m7hvPdVCzJuAeYFXZ+5XAK1Od4O5LY+1RjZjZfndfl3Y/4qCfrfE0688FyfxszToE8TSwxswuM7M88CFgV8p9EhEZpymvgN191Mz+AHgcyAJfdvfnU+6WiMg4TZmAAdz9EeCRtPsRg51pdyBG+tkaT7P+XJDAz6ZylCIiKWnWMWARkbqnBCwikhIl4AZhZqvM7PtmdsDMnjezj6fdp1oys6yZ/cTMvpt2X2rJzBab2cNmdjD8u7su7T7Vipn9m/Df4s/N7Otm1pp2n2bLzL5sZr1m9vOy2AVmttvMDoXnzlq3qwTcOEaBP3b3y4FrgY82WX2LjwMH0u5EDD5PNCl/LfB2muRnNLMVwMeAde7+VqLZRh9Kt1dz8lVg4sKJbcAT7r4GeCK8rykl4Abh7q+6+zPh9QDR/8iTllc3IjNbCXwQ+GLafaklM1sIrAe+BODuBXc/nm6vaqoFaDOzFqCdcyx2qmfuvhc4NiG8CXggvH4AuKXW7SoBNyAzuxS4Cvhhuj2pmf8C/AlQSrsjNbYa6AO+EoZXvmhm89PuVC24+8vA54CXgFeBE+7+t+n2quaWu/urEF0AATXfqlsJuMGY2QLgb4A/cveTafdnrszsnwK97v7jtPsSgxbgauB+d78KOE0Mf8amIYyHbgIuA34DmG9mv5turxqPEnADMbMcUfL9mrt/K+3+1Mh7gJvN7FdEZUPfa2Z/nW6XaqYH6HH3sb9UHiZKyM3gfcCL7t7n7iPAt4B3p9ynWjtiZhcDhOfeWjegBNwgzMyIxhIPuPtfpN2fWnH3P3X3le5+KdFNnCfdvSmupNz9NaDbzN4SQjcAf59il2rpJeBaM2sP/23eQJPcYCyzC9gSXm8BvlPrBpp2KXITeg/wL4HnzOynIfZnYcm11K8/BL4WikJ1AR9OuT814e4/NLOHgWeIZuj8hAZelmxmXwc2AEvMrAe4C7gHeMjM7iD6hXNbzdvVUmQRkXRoCEJEJCVKwCIiKVECFhFJiRKwiEhKlIBFRFKiBCwNzcxWmtl3QsWqX5rZ58OUrzjbPBWeL51QPet6M/tRqHz2CzP7aC3akealBCwNKywA+Bbwf4eKVW8GFgCfneP3znh+vJldBPx34PdD5bP3AL9nZr89l75Ic1MClkb2XmDY3b8C4O5F4N8QJb6nzezKsQPNbI+ZvdPM5ofar0+HAjmbwuf/ysy+aWb/D/C3ZrbAzJ4ws2fM7Lmx46bwUeCrZRXrjhIVGPpU+P6vmtmtZf0Zu4qeaTvSRLQSThrZlcC4Ij7uftLMXgK+C/xz4K6wjv833P3HZvYfiZY7/56ZLQZ+ZGbfC6dfB7zN3Y+Fq+DfDt+3BNhnZru8+sqlK3mjdOGY/cC5ajYPz7AdaSK6ApZGZkClRGXAHt5YOvrPgW+G1zcC28Jy7j1AK3BJ+Gy3ux8r+47/aGbPAt8jqr28fBZ9mc7PMJN2pInoClga2fPAPysPhCLoq4CngdfN7G3A7wBbxw4B/pm7/2LCedcQlYsc8y+ApcA73X0kVGubasud54F1RAVcxryT6CoYonoJmdCWAWM3CmfajjQRXQFLI3sCaDez2yHaVw74z0RjsYNE5S3/BFjk7s+Fcx4H/jAkQczsqirfvYioTvGImf0m8A/O0ZcvAP/KzN4RvvdCopuBd4fPf0WUkCGqo5ubZTvSRJSApWGFcdLfBm4zs0PAC0Rjqn8WDnmYqMTlQ2Wn3U2U/J4NU8juprKvAevMbD/RVerBc/TlVeB3gZ1m9gui7Xnuc/e/C4f8N+Afm9mPgPKr7Rm1I81F1dBEYhDmAP8+sN7d+9Puj9QnJWARkZRoCEJEJCVKwCIiKVECFhFJiRKwiEhKlIBFRFKiBCwikpL/H9v7beNp8cDYAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -548,40 +574,48 @@ }, { "cell_type": "code", - "execution_count": 307, + "execution_count": 22, "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "median() takes 1 positional argument but 3 were given", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mindex_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Neighborhood'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'OverallQual'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'a'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m's'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mboxplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Neighborhood\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"SalePrice\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindex_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m#plt.xticks(rotation=90)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: median() takes 1 positional argument but 3 were given" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "index_ = train.groupby(by='Neighborhood')['OverallQual'].median()\n", "sns.boxplot(x=\"Neighborhood\", y=\"SalePrice\", data=train, order=index_)\n", - "#plt.xticks(rotation=90)\n", - "index" + "#plt.xticks(rotation=90)\n" ] }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 138, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, @@ -589,7 +623,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -602,16 +636,16 @@ }, { "cell_type": "code", - "execution_count": 271, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 271, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -619,7 +653,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -638,16 +672,16 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 200, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, @@ -655,7 +689,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -668,16 +702,16 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 199, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, @@ -685,7 +719,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -698,16 +732,16 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 201, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, @@ -715,7 +749,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -728,7 +762,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1090,7 +1124,7 @@ " dtype='period[M]', freq='M')))]" ] }, - "execution_count": 297, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1104,7 +1138,7 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1174,7 +1208,7 @@ "Length: 82, dtype: int64" ] }, - "execution_count": 298, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1185,7 +1219,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1255,7 +1289,7 @@ "Length: 80, dtype: int64" ] }, - "execution_count": 300, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1264,6 +1298,13 @@ "test.isnull().sum(axis=0)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -1288,7 +1329,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.3" } }, "nbformat": 4, diff --git a/Kelly/Kaggle_house_price/Forest Models.ipynb b/Kelly/Kaggle_house_price/Forest Models.ipynb deleted file mode 100644 index 577e6b6..0000000 --- a/Kelly/Kaggle_house_price/Forest Models.ipynb +++ /dev/null @@ -1,190 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Random Forest (regression)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "## prepare data\n", - "import pandas as pd\n", - "import numpy as np\n", - "train_final = pd.read_csv('train_final.csv')\n", - "x = train_final.drop(['Id', 'SalePrice'], axis=1)\n", - "y = train_final['SalePrice']" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "from sklearn import ensemble\n", - "from sklearn.model_selection import GridSearchCV\n", - "\n", - "randomForest = ensemble.RandomForestRegressor()\n", - "grid_para_forest = [{\n", - " \"n_estimators\": [250, 500],\n", - " \"min_samples_leaf\": range(10,15),\n", - " \"min_samples_split\": np.linspace(start=2, stop=30, num=15, dtype=int),\n", - " \"random_state\": [42]}]\n", - "grid_search_forest = GridSearchCV(randomForest, grid_para_forest, scoring='neg_mean_squared_error', cv=5, n_jobs=-1)\n", - "grid_search_forest = grid_search_forest.fit(x, y)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best parameters found: {'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 250, 'random_state': 42}\n", - "Lowest RMSE found: 32353.161815955562\n" - ] - } - ], - "source": [ - "print(\"Best parameters found: \", grid_search_forest.best_params_)\n", - "print(\"Lowest RMSE found: \", np.sqrt(np.abs(grid_search_forest.best_score_)))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "pd.DataFrame(list(zip(x.columns, grid_search_forest.best_estimator_.feature_importances_ ))).set_index(0).sort_values(1).plot.barh()\n", - "plt.rcParams['figure.figsize'] = 4, 32" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Extreme Gradient Boosting Random Forest (regression)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# !pip install xgboost" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "import xgboost as xgb\n", - "xgbforest = xgb.XGBRegressor()\n", - "grid_para_xgbforest = [{\n", - " \"colsample_bytree\": np.linspace(0.1, 0.9, 9),\n", - " 'max_depth':[2, 4, 6],\n", - " \"n_estimators\":[500, 800, 1000, 2000],\n", - " \"random_state\": [42]}]\n", - "grid_search_xgbforest = GridSearchCV(estimator = xgbforest, param_grid = grid_para_xgbforest, \n", - " scoring = 'neg_mean_squared_error', cv = 5, n_jobs=-1)\n", - "\n", - "grid_search_xgbforest = grid_search_xgbforest.fit(x, y)" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best parameters found: {'colsample_bytree': 0.30000000000000004, 'max_depth': 2, 'n_estimators': 1000, 'random_state': 42}\n", - "Lowest RMSE found: 25274.277318629447\n" - ] - } - ], - "source": [ - "print(\"Best parameters found: \", grid_search_xgbforest.best_params_)\n", - "print(\"Lowest RMSE found: \", np.sqrt(np.abs(grid_search_xgbforest.best_score_)))" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pd.DataFrame(list(zip(x.columns, grid_search_xgbforest.best_estimator_.feature_importances_ ))).set_index(0).sort_values(1).plot.barh()\n", - "plt.rcParams['figure.figsize'] = 4, 32" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Kelly/Kaggle_house_price/Regularization Model.ipynb b/Kelly/Kaggle_house_price/Regularization Model.ipynb deleted file mode 100644 index 6c361f0..0000000 --- a/Kelly/Kaggle_house_price/Regularization Model.ipynb +++ /dev/null @@ -1,391 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multiple linear regression " - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": {}, - "outputs": [], - "source": [ - "## prepare data\n", - "import pandas as pd\n", - "import numpy as np\n", - "train_final = pd.read_csv('train_final.csv')\n", - "x = train_final.drop(['Id', 'SalePrice'], axis=1)\n", - "y = train_final['SalePrice']\n" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 5., 11., 13., 61., 58., 126., 165., 180., 122., 130., 121.,\n", - " 78., 61., 64., 49., 36., 36., 25., 13., 25., 16., 11.,\n", - " 4., 11., 9., 5., 4., 4., 4., 2., 1., 1., 1.,\n", - " 0., 1., 0., 2., 0., 1., 0., 2., 0., 0., 0.,\n", - " 0., 0., 0., 0., 0., 2.]),\n", - " array([ 34900., 49302., 63704., 78106., 92508., 106910., 121312.,\n", - " 135714., 150116., 164518., 178920., 193322., 207724., 222126.,\n", - " 236528., 250930., 265332., 279734., 294136., 308538., 322940.,\n", - " 337342., 351744., 366146., 380548., 394950., 409352., 423754.,\n", - " 438156., 452558., 466960., 481362., 495764., 510166., 524568.,\n", - " 538970., 553372., 567774., 582176., 596578., 610980., 625382.,\n", - " 639784., 654186., 668588., 682990., 697392., 711794., 726196.,\n", - " 740598., 755000.]),\n", - " )" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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AjIIzqABwjOZxVYyzsADwdM6gAgAAMAoCKgAAAKMgoAIAADAKAioAAACj4CFJR8nPxAAwT37qBgCeTkAFYOH4T8P18R0I2QAcbNUu8a2qi6rqvqraVVXbVms/AAAArA+rcga1qk5I8vtJXplkT5IvVtVN3f211dgfALB4XOa8+PwmsD/HzIe/S09ZrTOoFyTZ1d0Pdvf/TfKxJK9dpX0BAACwDqzWPainJ3loanlPkp9apX0BABuQ+3CdvUt8B7DeVHfP/0OrXp/k1d39y8PyG5Jc0N3/fGqdrUm2DovnJbkvyalJvjH3AfFM0b/Fp4eLTw8Xm/4tPj1cfHq4+PRwnH6ku5eOtNJqnUHdk+TMqeUzkjw8vUJ3b0+yfbpWVTu6e8sqjYlVpn+LTw8Xnx4uNv1bfHq4+PRw8enhYlute1C/mOTcqjq7qp6d5LIkN63SvgAAAFgHVuUManc/UVXvSPLpJCckuaa7716NfQEAALA+rNYlvunuW5LccoybbT/yKoyY/i0+PVx8erjY9G/x6eHi08PFp4cLbFUekgQAAADHarXuQQUAAIBjMoqAWlUXVdV9VbWrqrat9Xg2oqq6pqr2VdXOqdopVXVrVd0/vJ481Kuq3jf0666qOn9qmyuG9e+vqium6j9ZVV8dtnlfVdXh9sGxqaozq+qzVXVPVd1dVb8y1PVwQVTVD1TVF6rqK0MP/81QP7uqbh++3+uHB8+lqk4clncN7y9PfdaVQ/2+qnr1VH3FY+2h9sGxq6oTqurLVfWpYVn/FkhV7R6Oc3dW1Y6h5ji6QKrqpKr6RFXdO/yb+FI9XBxVdd7w9+/A9HhVvVMPN5juXtMpk4coPZDknCTPTvKVJC9a63FttCnJy5Ocn2TnVO23kmwb5rcl+ffD/CVJ/iRJJXlJktuH+ilJHhxeTx7mTx7e+0KSlw7b/EmSiw+3D9Mx9++0JOcP889L8mdJXqSHizMN3+tzh/lnJbl96M3Hk1w21N+f5J8O8/8syfuH+cuSXD/Mv2g4jp6Y5Ozh+HrC4Y61h9qH6bj6+KtJPprkU4f7bvVvnFOS3UlOPajmOLpAU5Jrk/zyMP/sJCfp4WJOw3Hvr5L8iB5urGntBzD5A/LpqeUrk1y51uPaiFOS5Xx/QL0vyWnD/GlJ7hvmP5Dk8oPXS3J5kg9M1T8w1E5Lcu9U/XvrHWofppl7+ckkr9TDxZyS/GCSLyX5qUx+aHzTUP/e8TKTp6S/dJjfNKxXBx9DD6x3qGPtsM2K+zAdc9/OSHJbkp9J8qnDfbf6N84pKwdUx9EFmZL8UJI/z/CMFT1c7CnJq5L8Tz3ceNMYLvE9PclDU8t7hhpr74XdvTdJhtcXDPVD9exw9T0r1A+3D47TcKngizM5A6eHC2S4PPTOJPuS3JrJGbO/7u4nhlWmv/fv9Wp4/5tJnp9j7+3zD7MPjs3vJvmXSb47LB/uu9W/ceokn6mqO6pq61BzHF0c5yTZn+Q/1+RS+/9UVc+JHi6qy5JcN8zr4QYyhoBaK9Q8WnjcDtWzY60zZ1X13CQ3JHlndz9+uFVXqOnhGuvuJ7t7cyZn4i5I8ndWWm14nVcP9XYOqurnkuzr7jumyyusqn/j9rLuPj/JxUneXlUvP8y6ejU+mzK5Xenq7n5xkv+TyaWah6KHIzXcS/+aJH94pFVXqOnhghtDQN2T5Myp5TOSPLxGY+H7PVJVpyXJ8LpvqB+qZ4ern7FC/XD74BhV1bMyCacf6e4/Gsp6uIC6+6+T/NdM7qc5qaoO/Gb19Pf+vV4N7/9wksdy7L39xmH2wdF7WZLXVNXuJB/L5DLf343+LZTufnh43Zfkxkz+o8hxdHHsSbKnu28flj+RSWDVw8VzcZIvdfcjw7IebiBjCKhfTHJuTZ5C+OxMTufftMZjYuKmJFcM81dkcl/jgfobhyenvSTJN4dLIT6d5FVVdfLw5LNXZXIv1N4k36qqlwxPSnvjQZ+10j44BsP3+qEk93T370y9pYcLoqqWquqkYf5vJ/nZJPck+WySXxhWO7iHB773X0jyp93dQ/2ymjwl9uwk52byQIgVj7XDNofaB0epu6/s7jO6ezmT7/ZPu/uXon8Lo6qeU1XPOzCfyfFvZxxHF0Z3/1WSh6rqvKH0iiRfix4uosvz1OW9iR5uLGt9E+zk39ZckslTRx9I8q61Hs9GnDI5COxN8v8y+d+lt2Ryb9NtSe4fXk8Z1q0kvz/066tJtkx9zpuT7BqmN03Vt2TyD/0DSX4vwwMMDrUP0zH37+9nconKXUnuHKZL9HBxpiQ/keTLQw93Jvn1oX5OJgFlVyaXOp041H9gWN41vH/O1Ge9a+jTfRmeTjjUVzzWHmofpuPu5YV56im++rcg0/A9fmWY7j7wHTuOLtaUZHOSHcOx9I8zeYKrHi7QlMmDAh9N8sNTNT3cQNOBhgAAAMCaGsMlvgAAACCgAgAAMA4CKgAAAKMgoAIAADAKAioAAACjIKACAAAwCgIqAAAAoyCgAgAAMAr/H7DR3McsNmBFAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "plt.hist(y, bins=50)" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "cannot convert the series to ", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 110\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mconverter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 111\u001b[0m raise TypeError(\"cannot convert the series to \"\n\u001b[0;32m--> 112\u001b[0;31m \"{0}\".format(str(converter)))\n\u001b[0m\u001b[1;32m 113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: cannot convert the series to " - ] - } - ], - "source": [ - "import math\n", - "y = math.log(y)\n", - "x = math.log(x)\n", - "plt.hist(y, bins=50)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ridge regularization" - ] - }, - { - "cell_type": "code", - "execution_count": 193, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'alpha': 0.4229242874389499}\n", - "Lowest RMSE found: 36189.27422835055\n" - ] - } - ], - "source": [ - "from sklearn.model_selection import GridSearchCV # search for the best lambda\n", - "from sklearn import linear_model\n", - "\n", - "ridge = linear_model.Ridge(normalize=True) # create a ridge regression instance\n", - "\n", - "# find the best alpha (lambda) for ridge\n", - "grid_param = [{'alpha': np.logspace(-2, 5,100)}]\n", - "para_search_ridge = GridSearchCV(estimator=ridge, param_grid=grid_param, scoring='neg_mean_squared_error', cv=5, return_train_score=True)\n", - "para_search_ridge = para_search_ridge.fit(x, y)\n", - "\n", - "print(para_search_ridge.best_params_)\n", - "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_ridge.best_score_)))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 168, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "alpha_100 = np.logspace(-2, 5, 100)\n", - "coef = []\n", - "for i in alpha_100:\n", - " ridge.set_params(alpha = i)\n", - " ridge.fit(x, y)\n", - " coef.append(ridge.coef_)\n", - "\n", - "df_coef = pd.DataFrame(coef, index=alpha_100, columns=x.columns)\n", - "title = 'Ridge coefficients as a function of the regularization'\n", - "axes = df_coef.plot(logx=True, title=title)\n", - "axes.set_xlabel('alpha')\n", - "axes.set_ylabel('coefficients')\n", - "plt.rcParams['figure.figsize'] = 16, 4" - ] - }, - { - "cell_type": "code", - "execution_count": 210, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "predict() got an unexpected keyword argument 'alpha'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mridge_pred_y\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpara_search_ridge\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpara_search_ridge\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbest_params_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnormalize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/sklearn/utils/metaestimators.py\u001b[0m in \u001b[0;36m\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0;31m# lambda, but not partial, allows help() to work with update_wrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 116\u001b[0m \u001b[0;31m# update the docstring of the returned function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[0mupdate_wrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: predict() got an unexpected keyword argument 'alpha'" - ] - } - ], - "source": [ - "ridge_pred_y = para_search_ridge.predict(estimator=Ridge(alpha = para_search_ridge.best_params_), normalize=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Lasso regularization" - ] - }, - { - "cell_type": "code", - "execution_count": 192, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'alpha': 47.50810162102793}\n", - "Lowest RMSE found: 36824.83481246612\n" - ] - } - ], - "source": [ - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "\n", - "lasso = linear_model.Lasso(normalize=True) # create a ridge regression instance\n", - "\n", - "# find the best alpha (lambda) for lasso \n", - "grid_param = [{'alpha': np.logspace(-2, 5, 100)}]\n", - "para_search_lasso = GridSearchCV(estimator=lasso, param_grid=grid_param, scoring='neg_mean_squared_error', cv=5, return_train_score=True)\n", - "para_search_lasso = para_search_lasso.fit(x, y)\n", - "\n", - "print(para_search_lasso.best_params_)\n", - "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_lasso.best_score_)))" - ] - }, - { - "cell_type": "code", - "execution_count": 173, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "alpha_100 = np.logspace(-2, 5, 100)\n", - "coef = []\n", - "for i in alpha_100:\n", - " lasso.set_params(alpha = i)\n", - " lasso.fit(x, y)\n", - " coef.append(lasso.coef_)\n", - "\n", - "df_coef = pd.DataFrame(coef, index=alpha_100, columns=x.columns)\n", - "title = 'Lasso coefficients as a function of the regularization'\n", - "axes = df_coef.plot(logx=True, title=title)\n", - "axes.set_xlabel('alpha')\n", - "axes.set_ylabel('coefficients')\n", - "plt.rcParams['figure.figsize'] = 16, 4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Elastic net regularization" - ] - }, - { - "cell_type": "code", - "execution_count": 198, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'alpha': 43.287612810830616, 'l1_ratio': 1.0}\n", - "Lowest RMSE found: 36826.45930992512\n" - ] - } - ], - "source": [ - "elasticnet = linear_model.ElasticNet(normalize=True) # create a ridge regression instance\n", - "\n", - "# find the best alpha (lambda) for lasso \n", - "grid_param = [{'alpha': np.logspace(-2, 4, 100), 'l1_ratio': np.arange(0, 1.1, 0.1)}]\n", - "para_search_elas = GridSearchCV(estimator=elasticnet, param_grid=grid_param, scoring='neg_mean_squared_error', cv=5, return_train_score=True)\n", - "para_search_elas = para_search_elas.fit(x, y)\n", - "\n", - "print(para_search_elas.best_params_)\n", - "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_elas.best_score_)))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 199, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "alphas_elastic = np.logspace(-2, 4, 100)\n", - "coef_elastic = []\n", - "for i in alphas_elastic:\n", - " elastic = linear_model.ElasticNet(l1_ratio =0.5)\n", - " elastic.set_params(alpha = i)\n", - " elastic.fit(x, y)\n", - " coef_elastic.append(elastic.coef_)\n", - "\n", - "df_coef = pd.DataFrame(coef_elastic, index=alphas_elastic, columns=x.columns)\n", - "title = 'ElasticNet coefficients as a function of the regularization'\n", - "df_coef.plot(logx=True, title=title)\n", - "plt.xlabel('alpha')\n", - "plt.ylabel('coefficients')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Kelly/Machine_Learning_Lab/ML_lab_Kelly.ipynb b/Kelly/Machine_Learning_Lab/ML_lab_Kelly.ipynb deleted file mode 100644 index 1b3bff9..0000000 --- a/Kelly/Machine_Learning_Lab/ML_lab_Kelly.ipynb +++ /dev/null @@ -1,3004 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd \n", - "import numpy as np\n", - "orders = pd.read_csv(\"./data/Orders.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Part I: Preprocessing and EDA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Problem 1: Dataset Import & Cleaning\n", - "Check **\"Profit\"** and **\"Sales\"** in the dataset, convert these two columns to numeric type." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "orders.dtypes\n", - "\n", - "# convert sales and profit to numeric\n", - "orders.Sales = orders.Sales.str.replace('$', '').str.replace(',' , '').astype(float).round(2)\n", - "orders.Profit = orders.Profit.str.replace('$', '').str.replace(',', '').astype(float).round(2)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Problem 2: Inventory Management\n", - "- Retailers that depend on seasonal shoppers have a particularly challenging job when it comes to inventory management. Your manager is making plans for next year's inventory.\n", - "- He wants you to answer the following questions:\n", - " 1. Is there any seasonal trend of inventory in the company?\n", - " 2. Is the seasonal trend the same for different categories?\n", - "\n", - "- ***Hint:*** For each order, it has an attribute called `Quantity` that indicates the number of product in the order. If an order contains more than one product, there will be multiple observations of the same order." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "import datetime\n", - "import seaborn as sns\n", - "from matplotlib import pyplot as plt\n", - "\n", - "# convert order date/ship date to datetime object\n", - "orders['Order.Date.mod'] = pd.to_datetime(orders['Order.Date']).dt.to_period('M')\n", - "orders['Ship.Date.mod'] = pd.to_datetime(orders['Ship.Date']).dt.to_period('M')\n", - "\n", - "# 1. Is there any seasonal trend of inventory in the company?\n", - "season = orders[['Quantity', 'Order.Date.mod']].groupby('Order.Date.mod').sum().reset_index()\n", - "sns.barplot(x='Order.Date.mod', y='Quantity', data=season)\n", - "plt.xticks(rotation=90)\n", - "plt.rcParams['figure.figsize']=16,4\n", - "\n", - "# sales seems to be better during winter months and June" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n", - " 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n", - " 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]),\n", - " )" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 2. Is the seasonal trend the same for different categories?\n", - "\n", - "catseason = orders[['Quantity', 'Category', 'Order.Date.mod']].groupby(['Order.Date.mod','Category']).sum().reset_index()\n", - "sns.barplot(x='Order.Date.mod', y='Quantity',hue='Category',data=catseason)\n", - "plt.xticks(rotation=90)\n", - "\n", - "# Sale of office supplies increased. Sales of furniture and technology items decreased." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Problem 3: Why did customers make returns?\n", - "- Your manager required you to give a brief report (**Plots + Interpretations**) on returned orders.\n", - "\n", - "\t1. How much profit did we lose due to returns each year?\n", - "\n", - "\n", - "\t2. How many customer returned more than once? more than 5 times?\n", - "\n", - "\n", - "\t3. Which regions are more likely to return orders?\n", - "\n", - "\n", - "\t4. Which categories (sub-categories) of products are more likely to be returned?\n", - "\n", - "- ***Hint:*** Merge the **Returns** dataframe with the **Orders** dataframe using `Order.ID`." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "returns = pd.read_csv(\"./data/Returns.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Profit
Order.Date.year
201217477.26
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" - ], - "text/plain": [ - " Profit\n", - "Order.Date.year \n", - "2012 17477.26\n", - "2013 9269.89\n", - "2014 17510.63\n", - "2015 17112.97" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "combine = pd.merge(orders, returns, left_on='Order.ID', right_on='Order ID', how='outer')\n", - "\n", - "# 1. How much profit did we lose due to returns each year?\n", - "# new df that drop all NaN in returns\n", - "combine['Order.Date.year'] = pd.to_datetime(combine['Order.Date']).dt.year\n", - "returninfo = combine[combine['Returned']=='Yes']\n", - "returninfo[['Order.Date.year','Profit']].groupby('Order.Date.year').sum()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(547, 2)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# 2. How many customer returned more than once? more than 5 times?\n", - "\n", - "returnnum = returninfo[['Returned','Customer.ID']].groupby('Customer.ID').count().reset_index()\n", - "returnnum[returnnum['Returned']>5].shape\n", - "returnnum[returnnum['Returned']>1].shape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Region_yReturned
2Central America248
22Western Europe233
23Western US180
12Oceania154
14Southeastern Asia140
9Eastern US134
13South America133
6Eastern Asia131
17Southern Europe112
16Southern Asia111
20Western Asia108
18Southern US83
11Northern Europe76
4Central US71
0Caribbean69
19Western Africa60
10North Africa51
8Eastern Europe42
15Southern Africa25
5Eastern Africa18
1Central Africa17
7Eastern Canada10
3Central Asia9
21Western Canada5
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" - ], - "text/plain": [ - " Region_y Returned\n", - "2 Central America 248\n", - "22 Western Europe 233\n", - "23 Western US 180\n", - "12 Oceania 154\n", - "14 Southeastern Asia 140\n", - "9 Eastern US 134\n", - "13 South America 133\n", - "6 Eastern Asia 131\n", - "17 Southern Europe 112\n", - "16 Southern Asia 111\n", - "20 Western Asia 108\n", - "18 Southern US 83\n", - "11 Northern Europe 76\n", - "4 Central US 71\n", - "0 Caribbean 69\n", - "19 Western Africa 60\n", - "10 North Africa 51\n", - "8 Eastern Europe 42\n", - "15 Southern Africa 25\n", - "5 Eastern Africa 18\n", - "1 Central Africa 17\n", - "7 Eastern Canada 10\n", - "3 Central Asia 9\n", - "21 Western Canada 5" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# 3. Which regions are more likely to return orders?\n", - "returninfo[['Returned','Region_y']].groupby('Region_y').count().reset_index().sort_values('Returned', ascending=False)\n", - "# Central America" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sub.CategoryReturned
3Binders269
2Art217
14Storage212
12Paper150
5Chairs147
13Phones145
0Accessories138
10Labels137
9Furnishings135
4Bookcases104
15Supplies103
8Fasteners102
7Envelopes99
6Copiers99
11Machines63
1Appliances59
16Tables41
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" - ], - "text/plain": [ - " Sub.Category Returned\n", - "3 Binders 269\n", - "2 Art 217\n", - "14 Storage 212\n", - "12 Paper 150\n", - "5 Chairs 147\n", - "13 Phones 145\n", - "0 Accessories 138\n", - "10 Labels 137\n", - "9 Furnishings 135\n", - "4 Bookcases 104\n", - "15 Supplies 103\n", - "8 Fasteners 102\n", - "7 Envelopes 99\n", - "6 Copiers 99\n", - "11 Machines 63\n", - "1 Appliances 59\n", - "16 Tables 41" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# 4. Which categories (sub-categories) of products are more likely to be returned?\n", - "returninfo[['Returned','Sub.Category']].groupby('Sub.Category').count().reset_index().sort_values('Returned', ascending=False)\n", - "# Binders\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Part II: Machine Learning and Business Use Case" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Problem 4: Feature Engineering" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# step 1 & step 2\n", - "combine.Returned = pd.get_dummies(combine.Returned)\n", - "combine['Order.Month'] = pd.to_datetime(combine['Order.Date']).dt.month\n", - "combine['Process.Time'] = pd.to_datetime(combine['Ship.Date']) - pd.to_datetime(combine['Order.Date'])\n", - "combine['Process.Time'] = combine['Process.Time'].dt.days" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "# step 3 Let us generate a feature indictes how many times the product has been returned before\n", - "combine ['Return.Freq'] = combine.groupby('Product.ID')['Returned'].transform('sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Row.IDOrder.IDOrder.DateShip.DateShip.ModeCustomer.IDCustomer.NameSegmentPostal.CodeCity...Order.PriorityOrder.Date.modShip.Date.modReturnedOrder IDRegion_yOrder.Date.yearOrder.MonthProcess.TimeReturn.Freq
040098CA-2014-AB10015140-4195411/11/1411/13/14First ClassAB-100151402Aaron BergmanConsumer73120.0Oklahoma City...High2014-112014-110NaNNaN20141120
140099CA-2014-AB10015140-4195411/11/1411/13/14First ClassAB-100151402Aaron BergmanConsumer73120.0Oklahoma City...High2014-112014-110NaNNaN20141120
226341IN-2014-JR162107-416752/5/142/7/14Second ClassJR-162107Justin RitterCorporateNaNWollongong...Critical2014-022014-020NaNNaN2014222
326339IN-2014-JR162107-416752/5/142/7/14Second ClassJR-162107Justin RitterCorporateNaNWollongong...Critical2014-022014-020NaNNaN2014221
426340IN-2014-JR162107-416752/5/142/7/14Second ClassJR-162107Justin RitterCorporateNaNWollongong...Critical2014-022014-020NaNNaN2014220
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" - ], - "text/plain": [ - " Row.ID Order.ID Order.Date Ship.Date Ship.Mode \\\n", - "0 40098 CA-2014-AB10015140-41954 11/11/14 11/13/14 First Class \n", - "1 40099 CA-2014-AB10015140-41954 11/11/14 11/13/14 First Class \n", - "2 26341 IN-2014-JR162107-41675 2/5/14 2/7/14 Second Class \n", - "3 26339 IN-2014-JR162107-41675 2/5/14 2/7/14 Second Class \n", - "4 26340 IN-2014-JR162107-41675 2/5/14 2/7/14 Second Class \n", - "\n", - " Customer.ID Customer.Name Segment Postal.Code City \\\n", - "0 AB-100151402 Aaron Bergman Consumer 73120.0 Oklahoma City \n", - "1 AB-100151402 Aaron Bergman Consumer 73120.0 Oklahoma City \n", - "2 JR-162107 Justin Ritter Corporate NaN Wollongong \n", - "3 JR-162107 Justin Ritter Corporate NaN Wollongong \n", - "4 JR-162107 Justin Ritter Corporate NaN Wollongong \n", - "\n", - " ... Order.Priority Order.Date.mod Ship.Date.mod Returned Order ID \\\n", - "0 ... High 2014-11 2014-11 0 NaN \n", - "1 ... High 2014-11 2014-11 0 NaN \n", - "2 ... Critical 2014-02 2014-02 0 NaN \n", - "3 ... Critical 2014-02 2014-02 0 NaN \n", - "4 ... Critical 2014-02 2014-02 0 NaN \n", - "\n", - " Region_y Order.Date.year Order.Month Process.Time Return.Freq \n", - "0 NaN 2014 11 2 0 \n", - "1 NaN 2014 11 2 0 \n", - "2 NaN 2014 2 2 2 \n", - "3 NaN 2014 2 2 1 \n", - "4 NaN 2014 2 2 0 \n", - "\n", - "[5 rows x 33 columns]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "combine.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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261207.5640.0020278.340120.0000...0000100000
271061.0480.0021162.5101253.0400...0000100000
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5128961.3830.00401.00251.8000...0001001000
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51290 rows × 45 columns

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" - ], - "text/plain": [ - " Sales Quantity Discount Process.Time Return.Freq Shipping.Cost \\\n", - "0 221.98 2 0.00 2 0 40.770 \n", - "1 341.96 2 0.00 2 0 25.270 \n", - "2 3709.40 9 0.10 2 2 923.630 \n", - "3 344.68 2 0.10 2 1 65.350 \n", - "4 133.92 5 0.10 2 0 41.640 \n", - "5 70.79 2 0.10 2 0 10.480 \n", - "6 5175.17 9 0.10 1 2 915.490 \n", - "7 333.15 3 0.10 1 1 71.020 \n", - "8 64.15 6 0.10 1 2 5.980 \n", - "9 16.04 2 0.10 1 3 2.250 \n", - "10 27.27 1 0.10 1 2 1.620 \n", - "11 2892.51 5 0.10 2 0 910.160 \n", - "12 2832.96 8 0.00 1 0 903.040 \n", - "13 2862.68 5 0.10 3 1 897.350 \n", - "14 687.85 4 0.10 3 1 166.980 \n", - "15 233.77 2 0.10 3 0 55.480 \n", - "16 90.83 2 0.10 3 2 17.500 \n", - "17 26.73 3 0.10 3 0 8.740 \n", - "18 1822.08 4 0.00 2 5 894.770 \n", - "19 53.16 4 0.00 2 1 10.060 \n", - "20 5244.84 6 0.00 4 0 878.380 \n", - "21 48.71 1 0.20 1 1 11.130 \n", - "22 17.94 3 0.00 1 0 4.290 \n", - "23 242.94 3 0.00 1 0 1.280 \n", - "24 4626.15 5 0.00 3 0 835.570 \n", - "25 2616.96 4 0.00 2 0 832.410 \n", - "26 1207.56 4 0.00 2 0 278.340 \n", - "27 1061.04 8 0.00 2 1 162.510 \n", - "28 54.00 4 0.00 2 1 11.080 \n", - "29 25.29 1 0.00 2 1 10.030 \n", - "... ... ... ... ... ... ... \n", - "51260 43.92 3 0.00 5 0 2.780 \n", - "51261 4.02 1 0.60 6 2 1.060 \n", - "51262 15.28 2 0.00 5 0 2.030 \n", - "51263 8.73 1 0.00 5 0 1.570 \n", - "51264 5.68 2 0.00 5 0 1.190 \n", - "51265 6.90 1 0.50 4 1 1.050 \n", - "51266 48.93 3 0.50 2 2 1.050 \n", - "51267 2.78 1 0.70 5 1 1.050 \n", - "51268 25.83 1 0.00 4 2 1.050 \n", - "51269 4.51 3 0.20 6 12 1.440 \n", - "51270 12.54 1 0.20 6 0 1.380 \n", - "51271 1.08 2 0.70 6 0 1.060 \n", - "51272 36.68 7 0.00 2 1 1.042 \n", - "51273 4.57 4 0.70 6 0 1.280 \n", - "51274 823.96 5 0.20 0 0 69.660 \n", - "51275 15.98 2 0.20 0 0 2.010 \n", - "51276 213.48 3 0.20 5 0 14.750 \n", - "51277 22.72 4 0.20 5 1 3.210 \n", - "51278 8.56 2 0.00 5 0 1.580 \n", - "51279 47.14 2 0.10 5 1 1.030 \n", - "51280 259.96 4 0.00 6 0 11.840 \n", - "51281 71.12 4 0.00 6 0 7.300 \n", - "51282 49.30 3 0.45 1 0 1.030 \n", - "51283 61.44 3 0.00 3 1 8.470 \n", - "51284 9.61 2 0.70 5 0 1.020 \n", - "51285 84.00 5 0.00 2 2 1.019 \n", - "51286 58.05 5 0.10 5 1 1.010 \n", - "51287 26.94 2 0.00 0 0 1.010 \n", - "51288 16.72 5 0.20 4 0 1.930 \n", - "51289 61.38 3 0.00 4 0 1.002 \n", - "\n", - " Order.Month Profit Segment_Corporate Segment_Home Office \\\n", - "0 11 62.15 0 0 \n", - "1 11 54.71 0 0 \n", - "2 2 -288.77 1 0 \n", - "3 2 34.42 1 0 \n", - "4 2 -6.03 1 0 \n", - "5 2 25.13 1 0 \n", - "6 10 919.97 0 0 \n", - "7 10 88.80 0 0 \n", - "8 10 22.03 0 0 \n", - "9 10 -1.30 0 0 \n", - "10 10 9.09 0 0 \n", - "11 1 -96.54 0 1 \n", - "12 11 311.52 0 0 \n", - "13 6 763.28 1 0 \n", - "14 6 213.97 1 0 \n", - "15 6 20.77 1 0 \n", - "16 6 35.27 1 0 \n", - "17 6 -2.97 1 0 \n", - "18 11 564.84 0 0 \n", - "19 11 26.52 0 0 \n", - "20 4 996.48 0 0 \n", - "21 3 5.48 0 0 \n", - "22 3 4.66 0 0 \n", - "23 3 4.86 0 0 \n", - "24 4 647.55 1 0 \n", - "25 12 1151.40 0 0 \n", - "26 12 0.00 0 0 \n", - "27 12 53.04 0 0 \n", - "28 12 17.28 0 0 \n", - "29 12 1.26 0 0 \n", - "... ... ... ... ... \n", - "51260 5 12.74 0 0 \n", - "51261 12 -1.11 0 0 \n", - "51262 11 7.49 0 0 \n", - "51263 11 2.97 0 0 \n", - "51264 11 1.76 0 0 \n", - "51265 11 -0.84 0 0 \n", - "51266 12 -2.97 1 0 \n", - "51267 12 -3.25 0 0 \n", - "51268 7 9.03 0 0 \n", - "51269 9 0.85 0 0 \n", - "51270 9 4.23 0 0 \n", - "51271 9 -0.79 0 0 \n", - "51272 12 16.80 1 0 \n", - "51273 6 -3.81 0 0 \n", - "51274 7 51.50 0 0 \n", - "51275 7 5.00 0 0 \n", - "51276 8 16.01 0 0 \n", - "51277 8 7.38 0 0 \n", - "51278 8 2.48 0 0 \n", - "51279 11 8.86 1 0 \n", - "51280 4 124.78 0 0 \n", - "51281 4 22.05 0 0 \n", - "51282 8 -18.83 0 1 \n", - "51283 6 16.59 0 0 \n", - "51284 3 -21.17 1 0 \n", - "51285 6 9.20 0 0 \n", - "51286 8 19.95 0 1 \n", - "51287 5 1.86 1 0 \n", - "51288 5 3.34 0 0 \n", - "51289 5 1.80 0 0 \n", - "\n", - " ... 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"27 0 0 0 \n", - "28 0 0 0 \n", - "29 0 0 0 \n", - "... ... ... ... \n", - "51260 0 0 0 \n", - "51261 0 0 0 \n", - "51262 0 0 0 \n", - "51263 0 0 0 \n", - "51264 0 0 0 \n", - "51265 0 0 0 \n", - "51266 0 0 0 \n", - "51267 0 0 0 \n", - "51268 0 0 0 \n", - "51269 0 0 0 \n", - "51270 0 0 0 \n", - "51271 0 0 0 \n", - "51272 0 1 0 \n", - "51273 0 0 0 \n", - "51274 0 0 0 \n", - "51275 0 0 0 \n", - "51276 0 1 0 \n", - "51277 0 1 0 \n", - "51278 0 1 0 \n", - "51279 0 0 0 \n", - "51280 0 0 0 \n", - "51281 0 0 0 \n", - "51282 0 0 0 \n", - "51283 0 1 0 \n", - "51284 0 0 0 \n", - "51285 0 1 0 \n", - "51286 0 0 0 \n", - "51287 0 1 0 \n", - "51288 0 1 0 \n", - "51289 0 1 0 \n", - "\n", - " Order.Priority_Medium Order.Priority_nan \n", - "0 0 0 \n", - "1 0 0 \n", - "2 0 0 \n", - "3 0 0 \n", - "4 0 0 \n", - "5 0 0 \n", - "6 1 0 \n", - "7 1 0 \n", - "8 1 0 \n", - "9 1 0 \n", - "10 1 0 \n", - "11 1 0 \n", - "12 0 0 \n", - "13 0 0 \n", - "14 0 0 \n", - "15 0 0 \n", - "16 0 0 \n", - "17 0 0 \n", - "18 0 0 \n", - "19 0 0 \n", - "20 0 0 \n", - "21 0 0 \n", - "22 0 0 \n", - "23 0 0 \n", - "24 0 0 \n", - "25 0 0 \n", - "26 0 0 \n", - "27 0 0 \n", - "28 0 0 \n", - "29 0 0 \n", - "... ... ... \n", - "51260 1 0 \n", - "51261 1 0 \n", - "51262 1 0 \n", - "51263 1 0 \n", - "51264 1 0 \n", - "51265 1 0 \n", - "51266 1 0 \n", - "51267 1 0 \n", - "51268 1 0 \n", - "51269 1 0 \n", - "51270 1 0 \n", - "51271 1 0 \n", - "51272 0 0 \n", - "51273 1 0 \n", - "51274 1 0 \n", - "51275 1 0 \n", - "51276 0 0 \n", - "51277 0 0 \n", - "51278 0 0 \n", - "51279 1 0 \n", - "51280 1 0 \n", - "51281 1 0 \n", - "51282 1 0 \n", - "51283 0 0 \n", - "51284 1 0 \n", - "51285 0 0 \n", - "51286 1 0 \n", - "51287 0 0 \n", - "51288 0 0 \n", - "51289 0 0 \n", - "\n", - "[51290 rows x 45 columns]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "use_columns = ['Sales', 'Quantity', 'Discount', 'Process.Time', 'Return.Freq', 'Shipping.Cost', 'Segment',\n", - " 'Ship.Mode', 'Region_x', 'Category', 'Order.Month', 'Order.Priority','Profit']\n", - "x = pd.get_dummies(combine[use_columns], drop_first=True, dummy_na=True)\n", - "y = combine['Returned']\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Problem 5: Fitting Models" - ] - }, - { - "cell_type": "code", - "execution_count": 372, - "metadata": {}, - "outputs": [], - "source": [ - "# factorized categorical col\n", - "class LabelCountEncoder(object):\n", - " def __init__(self):\n", - " self.count_dict = {}\n", - " \n", - " def fit(self, column):\n", - " # This gives you a dictionary with level as the key and counts as the value\n", - " count = column.value_counts().to_dict()\n", - " # We want to rank the key by its value and use the rank as the new value\n", - " # Your code here\n", - " self.count_dict = dict([(key[0], rank+1) for rank, key in enumerate(sorted(count.items(), key = lambda x: x[1]))])\n", - " \n", - " def transform(self, column):\n", - " # If a category only appears in the test set, we will assign the value to zero.\n", - " missing = 0\n", - " # Your code here\n", - " return column.map(lambda x: self.count_dict.get(x, missing)) # if the key:value pair is not found in the dictionary, fill the value with missing(0)\n", - " \n", - " def fit_transform(self, column):\n", - " self.fit(column)\n", - " return self.transform(column)" - ] - }, - { - "cell_type": "code", - "execution_count": 373, - "metadata": {}, - "outputs": [], - "source": [ - "# factorized categorical col with obj dtype\n", - "\n", - "label_count_df = x.copy()\n", - "\n", - "key_val_rank ={}\n", - "for c in label_count_df.columns:\n", - " if label_count_df[c].dtype == 'object':\n", - " lce = LabelCountEncoder() # objects are instances of a class. We create an instance by calling the class.\n", - " label_count_df[c] = lce.fit_transform(label_count_df[c])\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 375, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[array([[-2.51553479e-04, -8.25943771e-03, 2.54445203e-01,\n", - " -1.97819035e-02, 8.48438718e-01, 4.26019393e-04,\n", - " 1.08786757e-02, 5.07857175e-04, -8.04051138e-02,\n", - " -1.01120425e-01, 0.00000000e+00, -6.28253534e-02,\n", - " 5.00434738e-02, 1.93926159e-01, 0.00000000e+00,\n", - " 0.00000000e+00, -3.49255920e-01, 1.78376185e-01,\n", - " -4.40778573e-01, 2.58725020e-01, -3.81088213e-01,\n", - " 2.21462348e-01, -3.31578097e-01, 7.77755606e-01,\n", - " -1.58219367e-01, -1.24900481e-02, -9.08547805e-02,\n", - " 7.44040174e-02, -6.34059968e-02, 1.15770466e-01,\n", - " 1.26441257e-01, 8.92452176e-02, 8.27573649e-01,\n", - " -7.67702384e-03, -2.55500207e-02, -4.06010057e-01,\n", - " 9.58363378e-01, 0.00000000e+00, -2.32181129e-01,\n", - 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"[[7077 2737]\n", - " [ 136 308]]\n", - "0.7074031949210267\n", - "[array([[-1.81259379e-04, -1.86833488e-02, 2.57891712e-01,\n", - " 2.93833056e-02, 8.28197087e-01, 1.27748713e-03,\n", - " 1.03883344e-02, 1.29682361e-05, -5.67122194e-02,\n", - " -1.41226095e-01, 0.00000000e+00, -1.82527518e-02,\n", - " -2.46871280e-01, 2.58407833e-02, 0.00000000e+00,\n", - " 2.66415780e-01, 6.27822459e-02, 3.92957847e-01,\n", - " -3.40609797e-01, 3.81138063e-01, -1.76218554e-01,\n", - " 6.43303631e-01, -4.43809000e-02, 1.08969851e+00,\n", - " 1.06132463e-01, 3.97095255e-02, 3.57027649e-01,\n", - " 4.36587157e-01, 2.68130632e-01, 5.57120278e-01,\n", - " 3.05175133e-01, 5.34316157e-01, 9.31302974e-01,\n", - " 1.15646711e-02, 3.31338441e-01, 2.40771832e-01,\n", - " 1.19820024e+00, 0.00000000e+00, -2.35901336e-01,\n", - " 1.27904296e-01, 0.00000000e+00, -1.62764618e-01,\n", - " -1.04216714e-01, -1.73115159e-01, 0.00000000e+00]]), array([-1.41423413])]\n", - "0.7200477675960226\n", - "[[7201 2613]\n", - " [ 126 318]]\n", - "0.7249819617865267\n" - ] - } - ], - "source": [ - "np.random.seed(0)\n", - "from sklearn.model_selection import StratifiedKFold\n", - "from sklearn import linear_model\n", - "from sklearn.metrics import confusion_matrix, roc_auc_score\n", - "\n", - "skf = StratifiedKFold(n_splits=5)\n", - "\n", - "LR = linear_model.LogisticRegression(class_weight='balanced')\n", - "LR.set_params(penalty='l1')\n", - "\n", - "\n", - "for train_index, test_index in skf.split(label_count_df, y):\n", - " x_train, x_test = label_count_df.iloc[train_index], label_count_df.iloc[test_index]\n", - " y_train, y_test = y.iloc[train_index], y.iloc[test_index]\n", - " \n", - " LR.fit(x_train, y_train)\n", - " y_predict = LR.predict(x_test)\n", - " \n", - " print([LR.coef_, LR.intercept_])\n", - " print(LR.score(x_train, y_train))\n", - " print(confusion_matrix(y_test, y_predict))\n", - " print(roc_auc_score(y_test, y_predict))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 6: Evaluating Models" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Kelly/Machine_Learning_Lab/Machine_Learning_Lab.md b/Kelly/Machine_Learning_Lab/Machine_Learning_Lab.md deleted file mode 100644 index 0167a60..0000000 --- a/Kelly/Machine_Learning_Lab/Machine_Learning_Lab.md +++ /dev/null @@ -1,106 +0,0 @@ -# Machine Learning Lab - -This lab is aimed to walk you through the complete workflow of a machine learning project; from data wrangling, exploratory data analysis (EDA), model training and model evaluation/comparison. - -You will work with your machine project teamates for this lab and your team needs to decide whether to use either R or Python as the main programming language. **Each team memeber needs to work on his/her own submission.** - -We will use Github for team collaboration. There is a [TL;DR](https://gist.github.com/Chaser324/ce0505fbed06b947d962) of how do programmers work together on Github or we can break it down into following steps: - -1. The team leader creates a public Github repository under his/her account first. - -2. All the other team members fork the repo so you will have a COPY of the repo under your account - -3. Git clone YOUR OWN repo otherwise you won't be able to push later. - -4. Create a subfolder under your name and finish your code. Push the changes to Github. - -5. Go to the Github page of YOUR OWN repository and click the "Pull Request" tab. You can find the details [here](https://help.github.com/articles/creating-a-pull-request-from-a-fork/) - -6. Submit the pull request so you can see it under team leader's repository. - -7. Pair review each other's code before merging it to the master branch. - - -**Homework** -To understand fork, pull request and branch better, review [this video](https://youtu.be/_NrSWLQsDL4) in 1.25X speed. - - -## Part I: Preprocessing and EDA - -- The data comes from a global e-retailer company, including orders from 2012 to 2015. Import the **Orders** dataset and do some basic EDA. -- For problem 1 to 3, we mainly focus on data cleaning and data visualizations. You can use all the packages that you are familiar with to conduct some plots and also provide **brief interpretations** about your findings. - -### Problem 1: Dataset Import & Cleaning -Check **"Profit"** and **"Sales"** in the dataset, convert these two columns to numeric type. - - -### Problem 2: Inventory Management -- Retailers that depend on seasonal shoppers have a particularly challenging job when it comes to inventory management. Your manager is making plans for next year's inventory. -- He wants you to answer the following questions: - 1. Is there any seasonal trend of inventory in the company? - 2. Is the seasonal trend the same for different categories? - -- ***Hint:*** For each order, it has an attribute called `Quantity` that indicates the number of product in the order. If an order contains more than one product, there will be multiple observations of the same order. - - -### Problem 3: Why did customers make returns? -- Your manager required you to give a brief report (**Plots + Interpretations**) on returned orders. - - 1. How much profit did we lose due to returns each year? - - - 2. How many customer returned more than once? more than 5 times? - - - 3. Which regions are more likely to return orders? - - - 4. Which categories (sub-categories) of products are more likely to be returned? - -- ***Hint:*** Merge the **Returns** dataframe with the **Orders** dataframe using `Order.ID`. - - -## Part II: Machine Learning and Business Use Case - -Now your manager has a basic understanding of why customers returned orders. Next, he wants you to use machine learning to predict which orders are most likely to be returned. In this part, you will generate several features based on our previous findings and your manager's requirements. - -### Problem 4: Feature Engineering -#### Step 1: Create the dependent variable -- First of all, we need to generate a categorical variable which indicates whether an order has been returned or not. -- ***Hint:*** the returned orders’ IDs are contained in the dataset “returns” - - -#### Step 2: -- Your manager believes that **how long it took the order to ship** would affect whether the customer would return it or not. -- He wants you to generate a feature which can measure how long it takes the company to process each order. -- ***Hint:*** Process.Time = Ship.Date - Order.Date - - -#### Step 3: - -- If a product has been returned before, it may be returned again. -- Let us generate a feature indictes how many times the product has been returned before. -- If it never got returned, we just impute using 0. -- ***Hint:*** Group by different Product.ID - - -### Problem 5: Fitting Models - -- You can use any binary classification method you have learned so far. -- Use 80/20 training and test splits to build your model. -- Double check the column types before you fit the model. -- Only include useful features. i.e all the `ID`s should be excluded from your training set. -- Not that there are only less than 5% of the orders have been returned, so you should consider using the `createDataPartition` function from `caret` package that does a **stratified** random split of the data. Scikit-learn also has a [StratifiedKfold](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedKFold.html#sklearn-model-selection-stratifiedkfold) function that does similar thing. -- Do forget to `set.seed()` before the spilt to make your result reproducible. -- **Note:** We are not looking for the best tuned model in the lab so don't spend too much time on grid search. Focus on model evaluation and the business use case of each model. - - -### Problem 6: Evaluating Models -- What is the best metric to evaluate your model. Is accuracy good for this case? -- Now you have multiple models, which one would you pick? -- Can you get any clue from the confusion matrix? What is the meaning of precision and recall in this case? Which one do you care the most? How will your model help the manager make decisions? -- **Note:** The last question is open-ended. Your answer could be completely different depending on your understanding of this business problem. - -### Problem 7: Feature Engineering Revisit -- Is there anything wrong with the new feature we generated? How should we fix it? -- ***Hint***: For the real test set, we do not know it will get returned or not. diff --git a/Kelly/__pycache__/preprocessfinal.cpython-36.pyc b/Kelly/__pycache__/preprocessfinal.cpython-36.pyc new file mode 100644 index 0000000..216562b Binary files /dev/null and b/Kelly/__pycache__/preprocessfinal.cpython-36.pyc differ diff --git a/Kelly/Kaggle_house_price/housing price data manipulation.ipynb b/Kelly/housing_price_data_preprocess.ipynb similarity index 99% rename from Kelly/Kaggle_house_price/housing price data manipulation.ipynb rename to Kelly/housing_price_data_preprocess.ipynb index 7a6d232..2aca66e 100644 --- a/Kelly/Kaggle_house_price/housing price data manipulation.ipynb +++ b/Kelly/housing_price_data_preprocess.ipynb @@ -7846,7 +7846,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/Kelly/linreg_regularization_models.ipynb b/Kelly/linreg_regularization_models.ipynb new file mode 100644 index 0000000..5c59caa --- /dev/null +++ b/Kelly/linreg_regularization_models.ipynb @@ -0,0 +1,697 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multiple linear regression " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "## import data\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "train = pd.read_csv(\"train.csv\").set_index(\"Id\")\n", + "test = pd.read_csv(\"test.csv\").set_index(\"Id\")\n", + "combine = pd.concat([train, test])\n", + "\n", + "# process data before model fitting\n", + "from preprocessfinal import impute\n", + "onehot, encodedDic = impute(combine, True) # process data and onehot encode\n", + "\n", + "# seperate onehot data into train and test\n", + "train_onehot = onehot.iloc[0:1460,]\n", + "test_onehot = onehot.iloc[1460:2919,].drop('SalePrice', axis = 1) # salesprice col were all NA \n", + "\n", + "# split train data frame into x var and y var for model testing\n", + "x_onehot = train_onehot.drop('SalePrice', axis=1)\n", + "y_log = np.log(train_onehot.SalePrice) # convert y to normal distribution for regression models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### original y vs log(y) distirbution" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 5., 11., 13., 61., 58., 126., 165., 180., 122., 130., 121.,\n", + " 78., 61., 64., 49., 36., 36., 25., 13., 25., 16., 11.,\n", + " 4., 11., 9., 5., 4., 4., 4., 2., 1., 1., 1.,\n", + " 0., 1., 0., 2., 0., 1., 0., 2., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 2.]),\n", + " array([ 34900., 49302., 63704., 78106., 92508., 106910., 121312.,\n", + " 135714., 150116., 164518., 178920., 193322., 207724., 222126.,\n", + " 236528., 250930., 265332., 279734., 294136., 308538., 322940.,\n", + " 337342., 351744., 366146., 380548., 394950., 409352., 423754.,\n", + " 438156., 452558., 466960., 481362., 495764., 510166., 524568.,\n", + " 538970., 553372., 567774., 582176., 596578., 610980., 625382.,\n", + " 639784., 654186., 668588., 682990., 697392., 711794., 726196.,\n", + " 740598., 755000.]),\n", + "
)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from matplotlib import pyplot as plt\n", + "plt.hist(train_onehot.SalePrice, bins=50) # original y" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 2., 2., 1., 0., 0., 0., 2., 3., 4., 3., 5.,\n", + " 1., 5., 21., 22., 23., 18., 29., 58., 56., 65., 100.,\n", + " 122., 93., 90., 82., 108., 91., 64., 55., 58., 51., 46.,\n", + " 42., 23., 29., 22., 13., 13., 13., 7., 5., 4., 1.,\n", + " 2., 2., 2., 0., 0., 2.]),\n", + " array([10.46024211, 10.52172673, 10.58321134, 10.64469596, 10.70618058,\n", + " 10.7676652 , 10.82914982, 10.89063444, 10.95211906, 11.01360367,\n", + " 11.07508829, 11.13657291, 11.19805753, 11.25954215, 11.32102677,\n", + " 11.38251138, 11.443996 , 11.50548062, 11.56696524, 11.62844986,\n", + " 11.68993448, 11.75141909, 11.81290371, 11.87438833, 11.93587295,\n", + " 11.99735757, 12.05884219, 12.12032681, 12.18181142, 12.24329604,\n", + " 12.30478066, 12.36626528, 12.4277499 , 12.48923452, 12.55071913,\n", + " 12.61220375, 12.67368837, 12.73517299, 12.79665761, 12.85814223,\n", + " 12.91962684, 12.98111146, 13.04259608, 13.1040807 , 13.16556532,\n", + " 13.22704994, 13.28853455, 13.35001917, 13.41150379, 13.47298841,\n", + " 13.53447303]),\n", + " )" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(y_log, bins=50) # log(y)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ridge regularization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Find best lambda" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alpha': 0.2848035868435802}\n", + "Lowest RMSE found: 0.13372256831658905\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import GridSearchCV # search for the best lambda\n", + "from sklearn import linear_model\n", + "\n", + "ridge = linear_model.Ridge(normalize=True) # create a ridge regression instance\n", + "\n", + "# find the best alpha (lambda) for ridge\n", + "grid_param = [{'alpha': np.logspace(-4, 2, 100)}]\n", + "para_search_ridge = GridSearchCV(estimator=ridge, param_grid=grid_param, scoring='neg_mean_squared_error', cv=5, return_train_score=True)\n", + "para_search_ridge.fit(x_onehot, y_log)\n", + "\n", + "print(para_search_ridge.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_ridge.best_score_)))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE for all train data using best ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 0.11292062271587874\n" + ] + } + ], + "source": [ + "# fit best ridge equation to all train data \n", + "best_ridge_y = para_search_ridge.best_estimator_.predict(x_onehot)\n", + "print(\"RMSE: \", np.sqrt(np.mean((y_log-best_ridge_y)**2)))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE across different grid search lambda" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "error = pd.DataFrame(para_search_ridge.grid_scores_)['mean_validation_score'] # or para_search_ridge.cv_results_['mean_test_score']\n", + "error = np.sqrt(np.abs(error))\n", + "alpha = pd.DataFrame(para_search_ridge.grid_scores_)['parameters'].apply(lambda x: x.get('alpha'))\n", + "plt.scatter(alpha, error)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Variable importance for best lambda" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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D64upTzAkswAAAAAAAD24ubkZ1Wp1WV/HAb1DmzEAAAAAAAD0O0hmAQAAAAAAoN9BMgsAAAAAAAD9DpJZAAAAAAAA6HeQzAIAAAAAQJ+qqKjg+Pn5yXuOLV++3CM5Odl169atjtXV1VaW8ZdeesmnoKCAS0Tk6empuHLlCpuIKDg4WGrZa8eOHULL/JMnT9rExcV5/3c+Cfw3IZkFAAAAAIAnVkZGhlNtbe3NZPbzzz+vCQkJ6bx1XmFhoZqIqKqqyvrzzz+/mcw+/fTTuk8++eTyfyda+G/CT/MAAAAAAMAvvn7Nm66V2TzSPV1kOpr69wdOJktKSmzmzp07hMvlmvLz88sjIyMlGzduvPz000/res6zsbEJ1ul0hWvWrPG8dOkSVyqVymbMmHE9JCSkIyUlxfXYsWMXNBoN8+WXXxaVl5fzjEYjY82aNQ2zZ89uyc/P586bN29wd3c3w2Qy0b59+y4qFAr9rbFUVFRwnnvuOb/hw4e35efn811dXbuOHDlygc/nm1NSUpzS0tKcu7u7GWKxWJ+dnf2TnZ2dKTo6WmxnZ2dUqVS2P//8s9W7775bN2/evBsP+j7gP1CZBQAAAACAJ1ZgYKDu008/vaRWq8v4fL75bvPff//9+tDQ0Da1Wl32l7/85VrPZ6tXr3aPiIjQlJSUlJ86daoiKSnJS6PRMLdt2+a8ePHiRrVaXXb+/PnywYMHd91p/9raWm5CQsK1CxculAoEAuOnn346iIho1qxZN0pKSsorKirK/P39O7Zu3epkWdPY2GiVn5+v3r9/f9Vf/vIXz4d5H/AfqMwCAAAAAMAvHqKC+jAYDMZ9jT+o48eP2x85csRh69atbkREer2eceHCBc7IkSPbN27c6F5XV8f54x//eON2VVkLT09P/ahRozqIiIKDg3XV1dXWREQFBQW85ORkT61Wy2pvb2eNGzeu1bJmypQpLSwWi0JCQjqbmpqs7rQ33B9UZgEAAAAAoE+5uroaWltbWT3HmpubWU5OToZHeY7ZbKbs7OwLarW6TK1Wl125cqX4qaee6ly0aFHz/v37L/B4PNNzzz0n+eabb+zutAeHw7lZHWaxWGaDwcAgInr11VcH/+1vf6utrKwsS0xMbNDr9TdzLS6Xe3ON2XzX4jLcIySzAAAAAADQpwQCgcnFxaV7//79dkREjY2NrOPHjwsiIyPb+Hy+8dZE9y57Gdva2m47PyIiQpOSkuJqMpmIiOj06dM8IqKysjJOQECAPikp6dqECRNaioqKePf7GXQ6HVMkEnXr9XpGVlaW8O4r4GEhmQUAAAAAgD63Z8+en9atW+culUpl48aN809MTGyQy+X6uXPnXl+6dKmPVCqVtbW13bXvePjw4R1sNtvs7+8ve+edd1x6Pvvggw8aDAYDQyqVyvz8/ORJSUmeRETp6elCiUQil0qlsqqqKu7ChQub7jf+VatWNQwfPjxg7NixEj8/v9/ctgyPHgNlbgAAAACAgUulUlUrlcrrfR0HDEwqlcpJqVSKH2QtKrMAAAAAAADQ7+A2YwAAAAAAgB6uXr3KeuaZZ/xvHT9+/HiFm5ubsS9igt9CMgsAAAAAANCDm5ubUa1Wl/V1HNA7tBkDAAAAAABAv4NkFgAAAAAAAPodJLMAAAAAAADQ7yCZBQAAAAAAgH4HySwAAAAAAPQZk8lEISEh/l988YW9ZSw1NXXQ2LFj/W6du3nzZkeJRCKTSCQyPz8/eUZGhkNve0dHR4vT0tIG3Tp+8OBBu4iICN87rdu+fbvQck5wcLD0zJkzPMuz7Oxse7FYHCgSiQJXr17tZhlXq9WcoKAgqY+PT+DkyZOHdHZ2MoiIXn75ZW+pVCqTSqUysVgcaGdnN+zubwXuBZJZAAAAAADoM0wmk3bs2FGzatUqb51Ox9BoNMx3333Xc8eOHbWWOSaTiaqqqjgpKSnuZ86cqaisrCzLz88vDw0N1T2OmHx9ffWnT5+uqKysLHvzzTcbFi5c6ENEZDAY6I033hAdOnSosrKysnTfvn3CgoICLhHR8uXLvZYsWdJYU1NTIhAIDFu2bHEiIvr4448vq9XqMrVaXbZgwYJrkyZNankcMQ9E+GkeAAAAAAAgIqK3Tr/lfeHGBZtHuafvIF/du6PfvdzbnLCwsM4JEya0vvXWW27t7e2s6dOnN7HZbPOQIUPko0aN0hYUFPA3btxYa2traxIIBEYiIoFAYBIIBF1ERHl5ebz4+Hifjo4Opo+Pjz4zM7Pa2dn5V78Hm52dbb9y5UpvoVBoUCgUvSbBzz77bLvl3xEREe1LlizhEBEdP37c1sfHRy+TybqIiKZNm9acnZ3tEBwcfPXMmTN2+/fvv0RENH/+/Ka3337bIzEx8edbYhAmJyc33Pvbg96gMgsAAAAAAH3uww8/bNi3b59jbm6u/dq1a68SEVVXV3PnzZvXVF5eXjZx4sQ2Jyenbm9vb8WLL74ozszMFFjWxsXFDV63bl1dZWVlmVwu70hMTPToubdOp2MsWbJE/M0331w4d+5cxbVr16zuNa5t27Y5RUREtBIRXb58mePp6dlleebl5dVVX1/PaWxsZNvZ2RmtrH7ZViwWdzU2NnJ67lNZWcmpq6vjvPDCC5oHekHwG6jMAgAAAAAAERHdrYL6ONnb25umTp3azOfzjTwez0xE5O7u3jV+/Ph2IiI2m00nT56sOnHihM13331nv2rVKu/8/HzbNWvWNGq1WtbkyZPbiIgWLFjQFBMTM6Tn3kVFRVwvLy+9QqHQExHNmjWrKTU11fluMR04cMAuIyPDKS8vT01EZDabfzOHwWCY7zTe8+89e/YIn3/++RtsNlKwRwWVWQAAAAAAeCIwmUxiMv+TotjY2JhufR4REaFbv3791YyMjEsHDx7s9QKonhgMxn3FcvbsWd7ixYt9vv766wtubm5GIiKRSNRVX19/s+JaV1fH8fDw6HZzczNotVpWd3c3ERFVV1dzXFxcunvu99VXXwlnz57dfF9BQK+QzAIAAAAAwBOvurra6ocffrj5fd78/HwbT0/PLkdHR6O9vb3x8OHDfCKijz/+2HHkyJFtPdcOGzass66ujlNaWmpNRJSVlSXs7ayqqipOTEzM0N27d/8UFBSkt4yPGzeuvbq6mqtWqzmdnZ2Mr776ShgdHd3CZDIpPDxca7k5effu3Y5RUVE3L3pSqVTWGo2GZakyw6OBGjcAAAAAADzxurq6GCtWrPBqbGy0sra2NguFwu5du3bVEhGlpaX9FB8f75OQkMAUiUT6vXv3Vvdca2NjY962bVtNVFSUr1AoNIwYMaKtvLycd7tziIiSkpLcW1pa2EuXLvUhImKz2eaSkpJyKysrSklJqZ00aZLEaDTSzJkzr4eGhnYSEaWkpNS99NJLQ9977z1PuVyuW7Zs2XXLfnv27HH8n//5n+aeVWd4eIzb9XcDAAAAAMDAoFKpqpVK5fW7zwR49FQqlZNSqRQ/yFr81wAAAAAAAAD0O2gzBgAAAACAAWnLli2O27dvd+05FhYW1paenl7bVzHBvUObMQAAAADAAIY2Y+hLaDMGAAAAAACAAQXJLAAAAAAAAPQ7SGYBAAAAAACg30EyCwAAAAAAAP0OklkAAAAAAOgzJpOJQkJC/L/44gt7y1hqauqgsWPH+t06d/PmzY4SiUQmkUhkfn5+8oyMDIfe9o6OjhanpaUNunX84MGDdhEREb53Wrd9+3ah5Zzg4GDpmTNneJZn2dnZ9mKxOFAkEgWuXr3azTKuVqs5QUFBUh8fn8DJkycP6ezsZBARVVVVcUaMGCEJCAiQSSQS2eeffy64+1uBe4FkFgAAAAAA+gyTyaQdO3bUrFq1ylun0zE0Gg3z3Xff9dyxY8fNn8cxmUxUVVXFSUlJcT9z5kxFZWVlWX5+fnloaKjuccTk6+urP336dEVlZWXZm2++2bBw4UIfIiKDwUBvvPGG6NChQ5WVlZWl+/btExYUFHCJiJYvX+61ZMmSxpqamhKBQGDYsmWLExFRcnKy+7Rp026Ul5eX7d2799Ly5ctFjyPmgQi/MwsAAAAAAERE1LB6jbe+qsrmUe5p7een81j3/uXe5oSFhXVOmDCh9a233nJrb29nTZ8+vYnNZpuHDBkiHzVqlLagoIC/cePGWltbW5NAIDASEQkEApNAIOgiIsrLy+PFx8f7dHR0MH18fPSZmZnVzs7Oxp5nZGdn269cudJbKBQaFApFr0nws88+2275d0RERPuSJUs4RETHjx+39fHx0ctksi4iomnTpjVnZ2c7BAcHXz1z5ozd/v37LxERzZ8/v+ntt9/2SExM/JnBYJBGo2EREd24cYPl4uLSff9vEW4HlVkAAAAAAOhzH374YcO+ffscc3Nz7deuXXuViKi6upo7b968pvLy8rKJEye2OTk5dXt7eytefPFFcWZm5s123bi4uMHr1q2rq6ysLJPL5R2JiYkePffW6XSMJUuWiL/55psL586dq7h27ZrVvca1bds2p4iIiFYiosuXL3M8PT27LM+8vLy66uvrOY2NjWw7OzujldUv24rF4q7GxkYOEdH69esbvvzyS6Grq2vQtGnT/LZu3Vp724PgJ2WuYQAAIABJREFUvqEyCwAAAAAARER0twrq42Rvb2+aOnVqM5/PN/J4PDMRkbu7e9f48ePbiYjYbDadPHmy6sSJEzbfffed/apVq7zz8/Nt16xZ06jValmTJ09uIyJasGBBU0xMzJCeexcVFXG9vLz0CoVCT0Q0a9asptTUVOe7xXTgwAG7jIwMp7y8PDURkdls/s0cBoNhvtM4EVFaWppwxowZTe+8805jTk6ObVxc3ODKyspSFot1v68IboHKLAAAAAAAPBGYTCYxmf9JUWxsbEy3Po+IiNCtX7/+akZGxqWDBw/2egFUTwwG475iOXv2LG/x4sU+X3/99QU3NzcjEZFIJOqqr6/nWObU1dVxPDw8ut3c3AxarZbV3f1LB3F1dTXH0k6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LH4WEhMzy9fUNlMlkihkzZgTs3r3b1dZYb2/voJaWlhtevDv0ns+fP2//c/O63+BtxgAAAAAAMKYYhrFoNJqaWx2fk5PjmZmZeWU0a5jNZjpw4EDDaGOEwuFLpsLCwouhoaG9ra2tAn9//6BNmza1OTg4cEPjbRntPcON0JkFAAAAAIC7Tltbm8DX1zdQrVYzRETR0dHTs7KyXJOTk72NRiNfJpMpli9fPp2IKDc3VxIUFCSXyWSK1atXS61FpEgkmrNlyxav2bNnyz7//POJISEhsyoqKkRERPn5+RKWZRX+/v4BGzdu9LauOzTmZnl2dnYKHB0dLUKhkBspvru7mzd//nz/rKwsm13c8+fP2wcHB89SKBRyhUIhLysrm2C9lpaW5sGyrGLWrFmK5ORkbyKi6upqZv78+f4BAQHy4ODgWWfOnPnZXefxBJ1ZAAAAAAAgIqLDhw/7XL16VXQn53R3d+998sknG0caYy1Ord9TUlJa1q1b156dnX05MTFxenJycqvBYBCmpKToiYjeeecdd2tX8/Tp0w7FxcWSU6dOaRiG4eLj46ft27fPZdOmTW19fX38wMDAvj179jQTEW3fvp2IiOrr6+127NjhrVKpat3c3Mzz589ni4qKJickJBiGxtiyZs2aGfb29pbLly87vPbaa5etHdzh4js7O/kxMTEzVq9e3bZp06a2offs4+NjLCsrq/Py8jKfOHFCKxKJuHPnzjHPPvvsjKqqqtqDBw86f/LJJ2KVSqVxcnKytLa2CoiInn/+een+/fsbgoKCjMeOHZuwcePGaV9//bV2tL/ReIViFgAAAAAAxpStLbcrVqzoPHjwoHjr1q1SlUpVPVzs0aNHnaqqqkRKpVJORNTf3893d3c3ExEJBAJau3Zt+9CYysrKCfPmzevy8vIyExHFxsZeKy8vn5iQkGCwFTOUdZtxc3Oz8Je//KXsiSee6GRZ9vpw8cuXL5+5ZcuWKxs3brw20j1fv36dl5SUJK2pqXHk8/nU0NDAEBGVlZU5x8fH652cnCxERB4eHgMdHR38M2fOTFy5cqXf4Pib5X0vQTELAAAAAABERHSzDur/tYGBAdJqtQ4Mw1j0er3Qz8/PNHQMx3G8lStXtu3du1c39Jq9vb1luGdeOY674dzNYmzx8vIyBwYG9lZUVExlLVY/AAAgAElEQVRgWfb6cPEPPvhg99GjRye98MIL1/h820967ty508Pd3d30l7/85ZLFYiFHR8dga7483k/r1IGBAXJycjLfz8/d4plZAAAAAAC4K2VkZHiwLNtfUFBwMSkpyddoNPKIiIRCIWf9HBUV1VlaWirW6XRCIqLW1laBVqsd8c3AoaGhPSdPnnRqaWkRms1mOnTokCQ8PLz7dnLs6uriV1dXi2bNmmW0NWbXrl3NEonEnJCQMG2kuTo6OgSenp4mgUBAubm5LgMDA0T0/T0WFRW5dnV18Ym+v0eJRGKZOnXq9bfffltMRGSxWOirr75yvJ17GK9QzAIAAAAAwJiyPj9qPZKTk73Pnj3LFBUVuebm5jZGRUV1z5s3rys1NdWTiCguLu47uVyuWL58+fTg4OD+tLQ0XWRkJMuyrCIiIoJtbGy0G2k9qVRqSk9P14WFhbFyuTxg9uzZvfHx8YbR5LxmzZoZMplMoVQq5atWrdLPnz+/d6Txb731VqPRaORv2LBhqq0xW7ZsufrBBx+4KJVKmVardXB0dLQQET399NOdS5cuNTzwwANymUymeO2116YQEX3wwQcX//d//9d11qxZCn9//4C//OUvk0dzD+Mdb6QWOwAAAAAA3NvUanW9UqnUj3UecH9Sq9WuSqXS93Zi0ZkFAAAAAACAcQcvgAIAAAAAABjGokWL/BobG5nB53bu3NkUExPTOVY5wY9QzAIAAAAAAAyjrKysbqxzANuwzRgAAAAAAADGHRSzAAAAAAAAMO6gmAUAAAAAAIBxB8UsAAAAAAAAjDsoZgEAAAAAYEwJBIJgmUymsB7btm2bMtL41NTUEa/bEhsbK1WpVA63l+WPjEYjLzk52VsqlQb6+/sHBAUFyQ8ePOhMROTt7R3EsqxCJpMpWJZVvPvuu5OtcSKRaM7trBcSEjKroqJC9HPzvtfgbcYAAAAAADCmGIaxaDSamlsdn5OT45mZmXllNGuYzWY6cOBAw2hjhMIbS6YXX3zR68qVK3Yajaba0dGRa2xsFH766adO1uvl5eVaT09Ps1qtZpYuXcrGx8cbRrMu3BoUswAAAAAAQERENbUv+/R0a+9oB3DCRLZXIf9d42jj2traBMHBwfIjR458q1QqjdHR0dPDw8O76urqGKPRyP9357OvpKTkUm5uriQvL8/DZDLx5s6d21NYWNggFApJJBLNWb9+feuxY8ecd+3a1bR9+3bv3bt3N4aGhvbm5+dLsrKypnAcx1u4cKEhLy9PR0Q3xCxZsqR7cF5dXV38999/3+3ixYtnHR0dOSIiHx8f8/PPP98+9B4MBoPA2dl5YOh5i8VCGzdunHrs2LFJPB6Pe+mll1rWrVvXTkSUlpbmcfDgQRcej0eRkZEdubm5OmvcwMAArVy50nfq1KnXc3Jymkf7N73XoJgFAAAAAIAxZS1Ord9TUlJa1q1b156dnX05MTFxenJycqvBYBCmpKToiYjeeecdd2sn9/Tp0w7FxcWSU6dOaRiG4eLj46ft27fPZdOmTW19fX38wMDAvj179jQTEW3fvp2IiOrr6+127NjhrVKpat3c3Mzz589ni4qKJickJBiGxgxVU1PDeHp6XpdIJBZb9xMWFsZyHMdramqyf/vtty8OvV5YWDj53LlzjrW1tdUtLS3CkJAQ+eLFi7tPnjzp+Mknn4hVKpXGycnJ0traKrDGmEwm3pNPPjldoVD0/e53vxtVV/pehWIWAAAAAACIiOh2Oqh3gq1txitWrOg8ePCgeOvWrVKVSlU9XOzRo0edqqqqREqlUk5E1N/fz3d3dzcTEQkEAlq7du0NHdPKysoJ8+bN6/Ly8jITEcXGxl4rLy+fmJCQYLAVMxrWbcbV1dXM4sWL2WXLllVPmjTph+L3xIkTTs8888w1oVBIPj4+5oceeqi7srJSdPz4caf4+Hi9k5OThYjIw8Pjh65ucnKy9Mknn7yGQvZHKGYBAAAAAOCuNDAwQFqt1oFhGIterxf6+fmZho7hOI63cuXKtr179+qGXrO3t7cM98wrx3E217QVY6VQKIwtLS327e3tfLFYbLM7S0QUEBBgdHFxMZ0+fdphwYIFvTdbn+M44vF4w177xS9+0X3ixAnn3t7eVpFIZPsG7iN4mzEAAAAAANyVMjIyPFiW7S8oKLiYlJTkazQaeUREQqGQs36OiorqLC0tFet0OiERUWtrq0Cr1dqPNG9oaGjPyZMnnVpaWoRms5kOHTokCQ8P7x4pxsrJycmyatUq/bp166b19/fziIgaGhrscnNzJUPH6nQ6YVNTEzNz5szrg8+HhYV1FRcXS8xmMzU3Nwv/+c9/Tpw/f35PVFRUZ1FRkWtXVxffei/WmBdeeEG/ePHijscff9zPZLqhpr8voTMLAAAAAABjaugzsxERER0bNmzQFxUVuapUqlqxWGwpLi7uSk1N9czOzm6Oi4v7Ti6XKwIDA3tLSkoupaWl6SIjI1mLxUJ2dnZcTk7OZZZlr9taTyqVmtLT03XWZ1sjIyM7RvPG4T179ui2bNnizbJsAMMwnKOj48Arr7zywzO2YWFhLJ/PJ7PZzEtPT2/y8fExD45PSEgwfPnllxPlcnkAj8fjXn311aZp06aZp02b1nn69GnRAw88ILezs+MWLlzY8cc//vGHjvOOHTtaX3zxRcFTTz01/fDhw5cEAgHdz3gjtdgBAAAAAODeplar65VKpX6s84D7k1qtdlUqlb63E4ttxgAAAAAAADDuYJsxAAAAAADAMBYtWuTX2NjIDD63c+fOppiYmM6xygl+hGIWAAAAAABgGGVlZXVjnQPYhm3GAAAAAAAAMO6gmAUAAAAAAIBxB8UsAAAAAAAAjDsoZgEAAAAAAGDcQTELAAAAAABjSiAQBMtkMoX12LZt25SRxqempo543ZbY2FipSqVyuL0sf2Q0GnnJycneUqk00N/fPyAoKEh+8OBB558770gyMjLcu7q6fqjfvL29g1iWVchkMgXLsop333138nBxv/71r73S09M9/pO5jRW8zRgAAAAAAMYUwzAWjUZTc6vjc3JyPDMzM6+MZg2z2UwHDhxoGG2MUHhjyfTiiy96XblyxU6j0VQ7OjpyjY2Nwk8//dRpNHOPVn5+vse6deuuOTk5WaznysvLtZ6enma1Ws0sXbqUjY+PN/wnc7jboJgFAAAAAAAiItpSe9lH09MvupNzyiY49O6RT2scbVxbW5sgODhYfuTIkW+VSqUxOjp6enh4eFddXR1jNBr5/+5I9pWUlFzKzc2V5OXleZhMJt7cuXN7CgsLG4RCIYlEojnr169vPXbsmPOuXbuatm/f7r179+7G0NDQ3vz8fElWVtYUjuN4CxcuNOTl5emI6IaYJUuWdA/Oq6uri//++++7Xbx48ayjoyNHROTj42N+/vnn24mIPvzwQ+eMjAyv69ev86RSqfHPf/5z/aRJkyze3t5BK1asuFZZWelkNpt5+/bta0hNTfVuaGhg/uu//qt169at35WWljplZGR4SSQS0/nz5x2DgoJ6Dx8+fOn11193v3r1ql1YWBgrFovNJ0+e1A7OyWAwCJydnQes319++eUpBw4ccPXy8rru4uJimjNnTu/t/HZ3O2wzBgAAAACAMWUtTq3Hm2++KXZxcRnIzs6+nJiYOH3//v1ig8EgTElJ0efm5uqsndySkpJLp0+fdiguLpacOnVKo9Foavh8Prdv3z4XIqK+vj5+YGBg39mzZzWDi9L6+nq7HTt2eB8/flxbU1NTfebMmQlFRUWTR4qxqqmpYTw9Pa9LJBLL0GstLS3C119/3bOiokJbU1NTO3fu3N7XXnvthy2+Pj4+17/55hvNQw891P3cc8/5fvzxx3UnT57UZGZmelnH1NbWOu7du7fxwoUL1ZcvX2bKysompqWlXXV3dzeVl5drBxeyYWFhrL+/f0BUVNSsV155RUdEdOLECdFHH30kOXfuXE1paekFtVo94U79TncbdGYBAAAAAICIiG6ng3on2NpmvGLFis6DBw+Kt27dKlWpVNXDxR49etSpqqpKpFQq5URE/f39fHd3dzMRkUAgoLVr17YPjamsrJwwb968Li8vLzMRUWxs7LXy8vKJCQkJBlsxt+L48eMT6urqHEJCQmRERCaTiRccHPxDQfzMM88YiIiCgoJ6e3p6+GKx2CIWiy0Mw1j0er3g39d6/Pz8TEREAQEBvXV1dfa21rNuM66urmYWL17MLlu2rPqLL76YuGzZMoN1O/LixYvv2a3HKGYBAAAAAOCuNDAwQFqt1uHfxZ7QWuQNxnEcb+XKlW179+7VDb1mb29vGe6ZV47jbK5pK8ZKoVAYW1pa7Nvb2/lisfgn3VmO4+jRRx/t/Pjjjy8NF+vg4MAREfH5fLK3t/8hCT6fTyaTiUdExDDMD+cFAgGZzWaezWT+LSAgwOji4mI6ffq0AxERj3fTkHsCthkDAAAAAMBdKSMjw4Nl2f6CgoKLSUlJvkajkUdEJBQKOevnqKioztLSUrFOpxMSEbW2tgq0Wq3NbiYRUWhoaM/JkyedWlpahGazmQ4dOiQJDw+/YUvxcJycnCyrVq3Sr1u3blp/fz+PiKihocEuNzdXEh4e3nPq1KmJVVVVDNH3z9eePXuW+Tl/A6sJEyYMdHR0DFu/6XQ6YVNTEzNz5szrERER3Z988snk7u5uXnt7O7+srGzYtxzfC9CZBQAAAACAMWV9Ztb6PSIiomPDhg36oqIiV5VKVSsWiy3FxcVdqampntnZ2c1xcXHfyeVyRWBgYG9JScmltLQ0XWRkJGuxWMjOzo7Lycm5zLLsdVvrSaVSU3p6ui4sLIzlOI4XGRnZMZo3Ae/Zs0e3ZcsWb5ZlAxiG4RwdHQdeeeWVZi8vL3N+fn79qlWrZly/fp1HRPTKK6/oZs+ebfx5fyGixMRE/dKlS/3d3d1N1udmw8LCWD6fT2azmZeent7k4+Nj9vHxMa9YseJaYGBggLe3tzEkJOSWivTxiDdSix0AAAAAAO5tarW6XqlU6sc6D7g/qdVqV6VS6Xs7sdhmDAAAAAAAAOMOthkDAAAAAAAMY9GiRX6NjY0/eeZ1586dTTExMZ1jlRP8CMUsAAAAAADAMMrKyurGOgewDduMAQAAAAAAYNxBMQsAAAAAAADjDopZAAAAAAAAGHdQzAIAAAAAAMC4g2IWAAAAAADGlEAgCJbJZArrsW3btikjjU9NTR3xui2xsbFSlUrlcHtZ/igkJGRWRUWFyPr9/Pnz9v7+/gE3G+vt7R3EsqxCJpMpWJZVvPvuu5N/bi7DKS0tdVqwYMHM/8TcdxO8zRgAAAAAAMYUwzAWjUZTc6vjc3JyPDMzM6+MZg2z2UwHDhxoGG2MUHhnS6by8nKtp6enWa1WM0uXLmXj4+MNP3fO/0Se48H9d8cAAAAAADCsl4rVPtorXaKbj7x17BSn3l1PKxtHG9fW1iYIDg6WHzly5FulUmmMjo6eHh4e3lVXV8cYjUb+v7ubfSUlJZdyc3MleXl5HiaTiTd37tyewsLCBqFQSCKRaM769etbjx075rxr166m7du3e+/evbsxNDS0Nz8/X5KVlTWF4zjewoULDXl5eToiuiFmyZIl3aPJu7u7m7dq1arpWq3Wwd/fv7+/v5833DiDwSBwdnYesH7fsWOHx3vvvedKRJSQkPBdenr6VSKihQsX+rW0tNgbjUb+hg0bWn/zm9/oh8uzq6uL/9JLL/lIJBJzUFBQ72j/3uMRilkAAAAAABhT1uLU+j0lJaVl3bp17dnZ2ZcTExOnJycntxoMBmFKSoqeiOidd95xt3ZyT58+7VBcXCw5deqUhmEYLj4+ftq+fftcNm3a1NbX18cPDAzs27NnTzMR0fbt24mIqL6+3m7Hjh3eKpWq1s3NzTx//ny2qKhockJCgmFojC1r1qyZ4eDgYCEiMplMPD7/+yc4d+/e7e7o6GjRarU1J0+edHzkkUcUg+PCwsJYjuN4TU1N9m+//fZFIqITJ06I3n//fReVSlXLcRwFBwfLIyMjux555JG+9957r97Dw2Ogu7ubN2fOHEV8fHz7lClTBgbn2dvby5sxY0ZQWVnZ+YCAAOPjjz8+4079NnczFLMAAAAAAEBERLfTQb0TbG0zXrFiRefBgwfFW7dulapUqurhYo8ePepUVVUlUiqVciKi/v5+vru7u5mISCAQ0Nq1a9uHxlRWVk6YN29el5eXl5mIKDY29lp5efnEhIQEg62YoQoLCy+Ghob2En3/zOzjjz/u/++5J27evPkqEdFDDz3Ux7LsT7qk1m3G1dXVzOLFi9lly5ZVHz9+fOKyZcsMzs7OFiKixx57rP2LL75weuSRR/p+97vfeXzyySeTiYiuXLliV11d7TBlypSewXl+8803DlOnTjUGBQUZiYji4uLa/vSnP7nd7B7GOxSzAAAAAABwVxoYGCCtVuvAMIxFr9cL/fz8TEPHcBzHW7lyZdvevXt1Q6/Z29tbhnuWlOM4m2vaihkNHm/YncU/ERAQYHRxcTGdPn3awVY+paWlTuXl5U6nTp3SODk5WUJCQmb19fXxh8vzVta81+BtxgAAAAAAcFfKyMjwYFm2v6Cg4GJSUpKv0WjkEREJhULO+jkqKqqztLRUrNPphEREra2tAq1Waz/SvKGhoT0nT550amlpEZrNZjp06JAkPDx8VM/G2vLoo492v/vuuxIion/9618OWq122GeQdTqdsKmpiZk5c+b1iIiI7r/+9a+Tu7q6+J2dnfy//vWv4gULFnQZDAbBpEmTBpycnCxnzpxxUKvVE4ab64EHHuhvamqyr66uZoiI/vznP0vuxL3c7dCZBQAAAACAMTX0mdmIiIiODRs26IuKilxVKlWtWCy2FBcXd6WmpnpmZ2c3x8XFfSeXyxWBgYG9JSUll9LS0nSRkZGsxWIhOzs7Licn5zLLstdtrSeVSk3p6ek66/OrkZGRHXfircJERL/5zW+urlq1ajrLsoqAgIDeoKCgnsHXw8LCWD6fT2azmZeent7k4+Nj9vHxMa9evbpt7ty5cqLvXwD1yCOP9M2dO7d///79bizLKvz8/PqVSmXPcGuKRCLujTfeaHj88cdnSiQS80MPPdRdW1vreCfu527GG6nFDgAAAAAA9za1Wl2vVCr1Y50H3J/UarWrUqn0vZ1YbDMGAAAAAACAcQfbjAEAAAAAAIaxaNEiv8bGRmbwuZ07dzbFxMR0jlVO8CMUswAAAAAAAMMoKyurG+scwDZsMwYAAAAAAIBxB8UsAAAAAAAAjDsoZgEAAAAAAGDcQTELAAAAAAAA4w6KWQAAAAAAGFMCgSBYJpMprMe2bdumjDQ+NTV1xOu2xMbGSlUqlcPtZfmjkJCQWRUVFaJbHd/V1cVfvnz5dJZlFf7+/gHBwcGzOjo6+Hq9XpCZmen2c/O5X+FtxgAAAAAAMKYYhrFoNJqaWx2fk5PjmZmZeWU0a5jNZjpw4EDDaGOEwp9fMr3++uvu7u7uppKSkktERGq1mrG3t+euXLkifOutt9xTU1O/+9mL3IdQzAIAAAAAwPcO/z8fulpzyx3HW+Ku6KUn9zaONqytrU0QHBwsP3LkyLdKpdIYHR09PTw8vKuuro4xGo18mUymYFm2r6Sk5FJubq4kLy/Pw2Qy8ebOndtTWFjYIBQKSSQSzVm/fn3rsWPHnHft2tW0fft27927dzeGhob25ufnS7KysqZwHMdbuHChIS8vT0dEN8QsWbKke6Q8RSLRnMTExKsVFRXOkyZNGti5c2fTyy+/7NPc3Gz/u9/97nJcXFxHS0uLnVQqvW6NUSqVRiKilJSUqY2NjYxMJlOEhYV1RkdHd2RlZXl88cUXF4iI1qxZM+0Xv/hFz+bNm9vKy8tFW7Zsmdbb28u3t7fnKioqzjs5OVmSk5OnHj9+3JmIKDExUf/f//3fV0f7tx6vsM0YAAAAAADGlLU4tR5vvvmm2MXFZSA7O/tyYmLi9P3794sNBoMwJSVFn5ubq7N2cktKSi6dPn3aobi4WHLq1CmNRqOp4fP53L59+1yIiPr6+viBgYF9Z8+e1QwuSuvr6+127Njhffz4cW1NTU31mTNnJhQVFU0eKcaWvr4+/oIFC7qqq6trJ0yYMJCWluZ94sQJ7aFDhy689tpr3kRE69ev17/xxhtTHnjgAdnmzZu9zp07xxARZWVlNfn4+Bg1Gk1Nfn5+k601+vv7eXFxcX579uy5fP78+Zry8vLzEydOtGRlZbk1NDQw1dXVNVqttub5559v+7m/xXiCziwAAAAAAHzvNjqod4KtbcYrVqzoPHjwoHjr1q1SlUpVPVzs0aNHnaqqqkRKpVJORNTf3893d3c3ExEJBAJau3Zt+9CYysrKCfPmzevy8vIyExHFxsZeKy8vn5iQkGCwFWOLnZ0d9/TTT3cSEQUEBPQxDGNhGIYLCQnp0+l09kREDz/8cN+lS5fOHT582LmsrMz54YcflpeXl2smTJhguZU1zp496+Du7m4KCwvrJSKSSCQWIqJjx445b9iw4Ts7OzsiIvLw8Bi41bzvBShmAQAAAADgrjQwMEBardaBYRiLXq8X+vn5mYaO4TiOt3Llyra9e/fqhl6zt7e3DPfMK8dxNte0FWOLUCjk+PzvN7zy+XxiGIYj+r6QHhgY4FnHTZo0yZKYmGhITEw0rFmzho4cOTJp9erVPyma7ezsOIvlx/rWaDTyrPnyeLwbkrZ1/n6BbcYAAAAAAHBXysjI8GBZtr+goOBiUlKSr7W4EwqFnPVzVFRUZ2lpqVin0wmJiFpbWwVardZ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "alpha_100 = np.logspace(-4, 2, 100)\n", + "coef = []\n", + "for i in alpha_100:\n", + " ridge.set_params(alpha = i)\n", + " ridge.fit(x_onehot, y_log)\n", + " coef.append(ridge.coef_)\n", + "\n", + "df_coef = pd.DataFrame(coef, index=alpha_100, columns=x_onehot.columns)\n", + "title = 'Ridge coefficients as a function of the regularization'\n", + "axes = df_coef.plot(logx=True, title=title)\n", + "axes.set_xlabel('alpha')\n", + "axes.set_ylabel('coefficients')\n", + "plt.rcParams['figure.figsize'] = 16, 4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### test prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "best_ridge_test_y = para_search_ridge.best_estimator_.predict(test_onehot)\n", + "best_ridge_test_y = np.expm1(best_ridge_test_y)\n", + "best_ridge_test_y\n", + "sub = pd.DataFrame()\n", + "sub['SalePrice'] = best_ridge_test_y\n", + "sub = sub.set_index(np.arange(1461, 2920))\n", + "sub.to_csv('(1) ridge_log(y)_onehot_submission.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Lasso regularization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Find best lambda" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alpha': 0.0001232846739442066}\n", + "Lowest RMSE found: 0.12730800492203845\n" + ] + } + ], + "source": [ + "lasso = linear_model.Lasso(normalize=True) # create a ridge regression instance\n", + "\n", + "# find the best alpha (lambda) for lasso \n", + "grid_param = [{'alpha': np.logspace(-4.5, 2, 100)}]\n", + "para_search_lasso = GridSearchCV(estimator=lasso, param_grid=grid_param, scoring='neg_mean_squared_error', cv=5, return_train_score=True)\n", + "para_search_lasso.fit(x_onehot, y_log)\n", + "\n", + "print(para_search_lasso.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_lasso.best_score_)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE for all train data using best lasso" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 0.11676135911841964\n" + ] + } + ], + "source": [ + "# fit best lasso equation to all train data \n", + "best_lasso_y = para_search_lasso.best_estimator_.predict(x_onehot)\n", + "print(\"RMSE: \", np.sqrt(np.mean((y_log-best_lasso_y)**2)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE across different grid search lambda" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "error = pd.DataFrame(para_search_lasso.grid_scores_)['mean_validation_score']\n", + "error = np.sqrt(np.abs(error))\n", + "alpha = pd.DataFrame(para_search_lasso.grid_scores_)['parameters'].apply(lambda x: x.get('alpha'))\n", + "plt.scatter(alpha, error)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Variable importance for best lambda" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pd.DataFrame(list(zip(x_onehot.columns, para_search_lasso.best_estimator_.coef_))).set_index(0).sort_values(1).plot.barh()\n", + "plt.rcParams['figure.figsize'] = 4, 36" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kl8u7iIjmzZvnlZ6e3piQkKCtrKy0SEhICDp37lyZRqOxfP311xuurWPUqFEdmzZtcuntOnurFfofwi4AAAAAADxQpk+f7v3LL7/Y8Hg8pqCgQDN79myf8vJyKzabTdXV1XzzuJCQkA5z0CUiyszMdN23b589EVFDQwOv7P9j787DmjrT/oHfWdhCwhKQyBIWgUMWICIUlIG6V+0UawcdFSzWt307orYqdelox7a2WvF1G8bi0k61IC6ttYjYOmK16GhHJ+qETRYREEFQWQIBAtl+fzjxZ61aVKyI3891cV3JOc/znPsc/vpe9zknhYXWtbW1FhEREa0ikchARPTKK680lZaWWhMRnTx50q6srMzGPF+j0XCamprYJpOJxWb//CZZk8n0q3V3dXWx7lUr9DyEXQAAAAAA6Lb7dWAfl6CgoI79+/ffegFUenr65atXr3LDwsKkK1asELm4uOi++eabCqPRSDY2NqHmcTwez2j+nJ2dLcjNzRUolcpigUBgDA8PD+jo6GDfL6SaTCZSKpUX+Hz+zwYxDNPx008/8SIiIjrM286cOcNTKBRtRERcLtdkMBiIiKi9vZ1lHnO/WqHn4ZldAAAAAADo1WJiYlo7OztZycnJ/czbNBoNm4hIrVZzXF1ddRwOh1JTU53MIfNOzc3NHHt7e4NAIDCeP3/eWqVS2RIRRUdHt50+fVpw/fp1jk6no9tDdVRUVEtycvKtW5NPnTplQ0S0ePHiuvXr17uWlJRYEt18Fjc1NVW0ZMmSOiIisVjceebMGVsiooyMjFvrdbdW6Bno7AIAAAAAQK/GZrPpwIED5bNnzxanpKT0FwqFeh6PZ/jggw+uDB48uD02NtY3MzPTMSoqqtXGxsZ4tzViY2PVW7du7ccwjMzX11dr7sL6+Pjo5s+ff/W5556Turi46BiG6bC3tzcQEW3durX6jTfe8GQYRmYwGFgRERGtkZGRlyMjIzuWL19+JSYmxq+rq4tdU1NjefDgwRKFQtFJRPTuu+/WT548ecDu3budoqOjW8w1zJs371p3aoWewerOveUAAAAAAPDsUqlUlQqF4saTruNxUavVbHt7e6NOp6MxY8b4vfbaazcSEhKauzt/1qxZ7mfPnrXNzc0ts7a2RsDqQSqVylmhUHg/zFx0dgEAAAAA4Jm2cOFCt+PHj9t1dnayhg4d2jJt2rRuB10iotTU1JrHVRs8PIRdAAAAAAB4pm3duvXKk64Beh5eUAUAAAAAAAB9DsIuAAAAAAAA9DkIuwAAAAAAANDnIOwCAAAAAABAn4OwCwAAAAAAvV51dTU3JibGx8PDI0gul0sHDhwoSUtLc/it61Aqldbe3t6BGo2GZd42bNgwv61btzreOTY7O1sgEAgGSiQSGcMwssjISKampoZLRJSSkuKUkJDgSUSUnp7ucPbsWevf7iyeDQi7AAAAAADQqxmNRoqJifGLjo7WXLlyJb+wsPDCV199dam6utqyO/P1en2P1RIWFqZ98cUXm5YsWeJKdDOo6nQ61ptvvtl0+zidTmcerykuLi4qLS0tCgkJaVuzZo3LnWtmZmY65OXl2fRYkUBECLsAAAAAANDLHThwQGBhYWFatGjRdfM2hmG6li5deq2kpMQyNDQ0QCaTSWUymTQnJ8eW6GZXNSIigomJifEJCAiQExGNGjXKVy6XS/38/ORr1qxxNq+1fv16Z29v78Dw8PCAKVOmeJk7rrW1tdwxY8b4BgYGSgMDA6WHDx+2JSJKTk6+mpWVJTx16pTNsmXL3Ddv3nyZiCgpKclt6tSpXr/73e/8//CHP/jcfg5Go5FaW1s5jo6OP0veOTk5tkeOHHF47733PCQSiaywsNDqcV3HZw1+ZxcAAAAAALqtdslScWdZGa8n17Ty9293W7mi+l778/PzbYKDg9vvts/NzU1/4sSJUh6PZ8rPz7eaOnXqgIKCggtERHl5ebbnz58vlEgkXUREGRkZlSKRyKDRaFghISGyadOmNWm1WvaaNWtcz507V+Tg4GCMjIxk5HJ5BxHRn/70J3FSUlL9mDFjNGVlZZZjxozxv3TpUqFAIDCuXLmy+oUXXpC8+eab9UFBQZ3mevLy8ninT58u5vP5puzsbIFSqeRLJBJZc3Mz18bGxrBhw4af/abv6NGj20aNGtX80ksvqWfMmPGz7jA8GoRdAAAAAAB4qrz66queZ86c4VtYWJhyc3NLX3/9da+ioiIbNptNVVVVtzqjwcHBbeagS0SUnJwsOnjwoAMRUV1dnUVhYaF1bW2tRURERKtIJDIQEb3yyitNpaWl1kREJ0+etCsrK7t1e7FGo+E0NTWxHR0djXFxcep33nlH/84771y7vbaxY8c28/l8k/l7WFiY5tixYxeJiJYuXdp/zpw5Hjt37rz8uK4N/H8IuwAAAAAA0G3368A+LkFBQR379++/9QKo9PT0y1evXuWGhYVJV6xYIXJxcdF98803FUajkWxsbELN43g8ntH8OTs7W5CbmytQKpXFAoHAGB4eHtDR0cE2mUx3Hu4Wk8lESqXywu3h9XZsNpvY7J8/GWpra2u821giotjY2OZJkyb5du+s4VHhmV0AAAAAAOjVYmJiWjs7O1nJycn9zNs0Gg2biEitVnNcXV11HA6HUlNTnQwGw13XaG5u5tjb2xsEAoHx/Pnz1iqVypaIKDo6uu306dOC69evc3Q6Hd0eqqOiolqSk5NvvVDq1KlTj/QSqWPHjvG9vLw679zO5/MNLS0tyGY9DJ1dAAAAAADo1dhsNh04cKB89uzZ4pSUlP5CoVDP4/EMH3zwwZXBgwe3x8bG+mZmZjpGRUW12tjY3LWzGhsbq966dWs/hmFkvr6+WoVC0UZE5OPjo5s/f/7V5557Turi4qJjGKbD3t7eQES0devW6jfeeMOTYRiZwWBgRUREtEZGRj7QLcjmZ3ZNJhMJBALDF198UXnnmPj4+MbExETvzZs3i/bu3Vsul8t/EYjhwbHu17YHAAAAAABQqVSVCoXixpOu43FRq9Vse3t7o06nozFjxvi99tprNxISEpqfdF1ApFKpnBUKhffDzEWrHAAAAAAAnmkLFy50k0gkMoZh5J6enp3Tpk1D0O0DcBszAAAAAAA807Zu3Xrl10fB0wadXQAAAAAAAOhzEHYBAAAAAACgz0HYBQAAAAAAgD4HYRcAAAAAAAD6HIRdAAAAAADo9aqrq7kxMTE+Hh4eQXK5XDpw4EBJWlqaw53jSkpKLP39/eV3bp83b55bZmam4NeOc/LkSRsWixX6zTff2PVU7fBkIOwCAAAAAECvZjQaKSYmxi86Olpz5cqV/MLCwgtfffXVperqasvbx+l0unuusWHDhtoJEya0/tqx0tPTnQYNGqTZuXOn8F61GAyGBz4H+O0h7AIAAAAAQK924MABgYWFhWnRokXXzdsYhulaunTptZSUFKdx48YNGDFihF90dDRzrzViY2O9t23b5vjVV1/ZvfjiiwPM27OzswUjRozwI7oZZLOzsx3T0tIqT5w4Ydfe3s4iutktHjBggHzatGmecrlcVl5ebrlv3z67gQMHSmQymXTcuHED1Go1m4howYIFroGBgVJ/f3/51KlTvYxG4+O7MHBf+J1dAAAAAADoth/SLogbazS8nlxT6M5vH5kgrb7X/vz8fJvg4OD2e+0/d+4cPy8vr1AkEhlKSkos7zWOiOiVV15pmTt3rldLSwvbzs7OuGvXLseJEyc2EhHl5OTwxWJxp1wu74yIiGj9+uuv7adPn95MRFRZWWn92WefVe7YsePy1atXuStXrnQ9fvx4qZ2dnXHp0qX9P/roI9GaNWuuLly48NqaNWuuEhFNmDDBZ/fu3fZxcXHqh7sy8CjQ2QUAAAAAgKfKq6++6hkQECALDAyUEhFFR0e3iESibt1bbGFhQcOGDWvZvXu3vU6no6NHj9pPnTq1mYhox44dQnPwnTJlSuPu3btv3crs6uraNXLkyDYioh9//NG2vLzcOjw8XCKRSGS7d+92unz5siUR0ffffy8IDg6WMAwjO3XqlKCgoMCmp88fugedXQAAAAAA6Lb7dWAfl6CgoI79+/c7mr+np6dfvnr1KjcsLExKRMTj8R7oXuEpU6Y0fvrppy7Ozs6G4ODgdkdHR6Ner6fvv//eMScnx2HdunWuJpOJmpubuU1NTew7j2EymSgqKqrlwIEDFbev297eznrnnXe8Tp8+XeTn56dLSkpy02q1aDA+IbjwAAAAAADQq8XExLR2dnaykpOT+5m3aTSah84yv//971sLCwt5n332mfOkSZMaiYj2799vJ5FI2uvq6vJqamrya2tr88eOHdu0c+fOX7zxediwYW1KpZJfUFBgRUTU2trKzsvLs2pvb2cTEfXv31+vVqvZBw4ccLxzLvx2EHYBAAAAAKBXY7PZdODAgfITJ04I3N3dg4KCgqTTpk3z/uCDD67cbXxFRYWVSCQKNv998cUXPwudXC6XRo4cqc7NzbWfPHmymoho586dwvHjxzffPi42NrZpz549Tneu7+bmpt+yZUvllClTBjAMIwsNDZXk5+dbOzs7G+Lj46/LZDL5uHHj/BQKRVtPXgd4MCyTyfSkawAAAAAAgF5MpVJVKhSKG0+6Dnj2qFQqZ4VC4f0wc9HZBQAAAAAAgD4HYRcAAAAAAAD6HIRdAAAAAAAA6HMQdgEAAAAAAKDPQdgFAAAAAACAPgdhFwAAAAAAAPochF0AAAAAAOj1eDxeyO3fU1JSnBISEjzvN+f2MbW1tdzg4GCJVCqVHTp0iO/u7h7EMIxMIpHIGIaR7dixw+HXanj33Xf7mz+XlJRY+vv7yx/2fODxQ9gFAAAAAIA+Lzs7W+Dn56e9cOFC0dixYzVERLm5uaXFxcVFX3/9dfmiRYvEv7ZGSkqK6+OvFHoKwi4AAAAAADzVdu7caW/u2kZGRjLV1dXc2/efOnXK5v333/c4duyYvUQikWk0Gtbt+5ubmzl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ReDfvOdd57sDri15vHW9cZ2cnLyQkRHL06NFvZDKZPj4+fk5kZGRvU1OTQK/Xc8VisZRhmMGKiorLhYWFoqKiIg+DwcBZuHBh/4EDB1r4fD4JhcIF69ev7zhx4oTTrl272rZv3+69e/fu1vDw8IGSkhJRbm7uTJZlOTExMdqioiI1EX0vZtmyZX0j5ffMM8/cPHjwoGjZsmV977333oz4+HhtXl6eveX69u3bPT766CPRrVu3OE8++aQ2Ly/vanp6+qzW1laBWCyWRkRE9Py///f/rsbFxc3t7u7mGY1GTlZW1tXk5GTt0Hna29ttPDw8DDwej4iI/P39DZZrv//9713y8vI83dzcDP7+/jpbW1t2vL/z/QrLmAEAAAAAYNKzFK+W46233nJ2cXEx5eXlXUlNTZ2zd+9eZ61Wy09PT9cUFhaqLZ3gioqKy2fPnrUrLy8XnTlzRqlUKhu4XC5bXFzsQkQ0ODjIDQoKGjx//rxyaNHa3Nxss2PHDu+TJ0+qGhoa6s+dOzettLR0xmgxwy1durT3iy++cDAajXT48GHR6tWrb1quffjhh04XL160O3/+fGNjY2PDV199JfzrX//qkJub2+bj46NXKpUNJSUlbUKh0PzJJ59cbGhoaKyurlZt27Zt1tCl0UREKSkpN48fPz5DLBZL161bN+uf//ynPRFRS0uLTU5Ojtdnn32mPH36tEqlUtnTAwSdXQAAAAAAGLOJdGDvBmvLmFeuXNlTVlbmvHXrVl+5XF4/UuyxY8cc6+rqhDKZTEJEpNPpuO7u7kYiIh6PR2vWrOkaHlNTUzMtLCys18vLy0hElJiYeLO6utohJSVFay1mOD6fz4aGhva9/fbbIp1Ox503b96tITk5nTp1ykkqlUqJiAYGBrhKpdLuoYceujX0HmazmbNly5ZZX3zxhQOXy6Xr16/btrW18WfPnm20jPH39zdcvHix7uOPP3b89NNPnZYvXz7vwIEDTT09Pbyhz/DMM8/cVKlUP3g/8v0CxS4AAAAAANy3TCYTqVQqO4FAYNZoNPyhS3gtWJblJCQkdBYUFKiHX7O1tTWPtOeWZa2v9rUWM5KkpKSbP/3pT+e++uqrV4fff8uWLe2vvvqqZuj5r7/++jsvliopKRF1dnbyL1y40CgQCFhvb+/gwcHB763Qtbe3Z5977rme5557rsfDw8Pw4YcfzoiJienlcDhjynMqwjJmAAAAAAC4b2VnZ3swDKPbv3//pbVr1/rp9XoO0e2uquVzXFxcT2VlpbNareYTEXV0dPBUKtX33lY8VHh4eH9tba1je3s737IMOTIy0uqSZWuWLVvWt3nz5vaf//znN4eef+KJJ3pKS0tdu7u7uUREly9ftlGr1fzp06eb+vv7v63Turu7ea6urgaBQMB+/PHHjlevXv1e3jU1NcLm5mYbotvF/4ULF+x9fX1vhYeH93/xxReO165d4+n1es5HH33kPN7872fo7AIAAAAAwKRn2bNr+R4VFdW9YcMGTWlpqatcLm90dnY2l5eX92ZkZHjm5eVdTUpKuiGRSKRBQUEDFRUVlzMzM9XR0dGM2WwmGxsbNj8//wrDMLeszefr62vIyspSR0REMCzLcqKjo7uHvxhqLLhcLmVnZ3cMP//MM8/01NfX2/3oRz8SExEJhULzwYMHLwcGBupDQkL6AgICAqOiorp37Nhx7YknnpgbFBQkCQwMHJgzZ45u+L2uXbvGf+mll3xv3brFJSJ6+OGH+zMyMq4LhUL2tddeuxoWFiZxc3MzzJ8/f8BkMj0wrV7OaO15AAAAAAAAhULRLJPJNHceCXB3KRQKV5lM5jeRWCxjBgAAAAAAgCkHy5gBAAAAAAAmKDY21r+1tVUw9NzOnTvbVq1a1XOvcoLbUOwCAAAAAABMUFVVVdO9zgFGhmXMAAAAAAAAMOWg2AUAAAAAAIApB8UuAAAAAAAATDkodgEAAAAAAGDKQbELAAAAAACTHo/HCxGLxVLLsW3btpmjjc/IyBj1ujWJiYm+crncbmJZ/odOp+P8/Oc/9/Hx8Qny9fUNio6O9m9qarIhItJoNLycnBw3y9jKykrHJUuWzP2hc8J3odgFAAAAAIBJTyAQmJVKZYPleOONN66NNj4/P99zvHMYjUY6dOhQS0hIiG48MSPZvHmzd19fH/fy5ct1LS0tdStWrNA+/fTTc81mM3V2dvL27dvnPt78rDEYDHfrVlMK/ushAAAAAAAYs6vb/s9H/803wrt5T0FAwIDXGztbxxvX2dnJCwkJkRw9evQbmUymj4+PnxMZGdnb1NQk0Ov1XLFYLGUYZrCiouJyYWGhqKioyMNgMHAWLlzYf+DAgRY+n09CoXDB+vXrO06cOOG0a9eutu3bt3vv3r27NTw8fKCkpESUm5s7k2VZTkxMjLaoqEhNRN+LWbZsWd/QvHp7e7llZWWuly5dOs/n3y65fvnLX3YeOHDA9eOPP3Z866233FpbWwVisVgaERHREx8f393f38+Li4t76Ouvv7YPDg4eOHLkyGUul0unT58W/upXv/IZGBjgOjs7Gw8ePNjs6+trCA0NnRcaGtpXW1vrsHz5cu1vfvObjrvyx5hC0NkFAAAAAIBJz1K8Wo633nrL2cXFxZSXl3clNTV1zt69e521Wi0/PT1dU1hYqLZ0gisqKi6fPXvWrry8XHTmzBmlUqls4HK5bHFxsQsR0eDgIDcoKGjw/PnzyqFFa3Nzs82OHTu8T548qWpoaKg/d+7ctNLS0hmjxVg0NDQIPD09b4lEIvPQ8w8//PDAhQsX7HNzc9t8fHz0SqWyoaSkpI2IqLGx0b6goKD14sWL9VeuXBFUVVU56PV6zubNm2cfPXq0qb6+vjE1NVXzyiuveFvup9Vqef/617++RqE7MnR2AQAAAABgzCbSgb0bLMXr8PMrV67sKSsrc966dauvXC6vHyn22LFjjnV1dUKZTCYhItLpdFx3d3cjERGPx6M1a9Z0DY+pqamZFhYW1uvl5WUkIkpMTLxZXV3tkJKSorUWY2E2m4nD4bDDz7MsSxwOZ8SY4ODgfn9/fwMRUWBg4EBTU5OtSCQyfvPNN/ZRUVGM5b5ubm7frln+6U9/etNaDoBiFwAAAAAA7mMmk4lUKpWdQCAwazQavqVgHIplWU5CQkJnQUGBevg1W1tbs2Wp8bAYq3Nai7EIDAzUX716VdDV1cV1dnb+trt7/vx54U9+8hPtSDECgeDbCXk8HhmNRg7Lspy5c+cOfvXVV8qRYhwdHc0jnYfbsIwZAAAAAADuW9nZ2R4Mw+j2799/ae3atX56vZ5DRMTn81nL57i4uJ7KykpntVrNJyLq6OjgqVQq29HuGx4e3l9bW+vY3t7ONxqNdPjwYVFkZOT3liyPxMnJyfzss89qNm7c6GN5gdUf/vAHF51Ox42Pj++dPn26qb+//4612Pz583U3b97kHz9+fBoRkV6v55w5c+YHvyn6QYHOLgAAAAAATHqWPbuW71FRUd0bNmzQlJaWusrl8kZnZ2dzeXl5b0ZGhmdeXt7VpKSkGxKJRBoUFDRQUVFxOTMzUx0dHc2YzWaysbFh8/PzrzAMc8vafL6+voasrCx1REQEw7IsJzo6ujs5OXnEruxI3nzzTfWGDRtmzZkzJ4jL5ZK/v7/uyJEjF7lcLs2cOdMUEhLSFxAQEBgVFdUdHx/fPdI97Ozs2D//+c9Nmzdvnt3b28szmUycjRs3djzyyCNjflv0g4wzWnseAAAAAABAoVA0y2Qyzb3OAx48CoXCVSaT+U0kFsuYAQAAAAAAYMrBMmYAAAAAAIAJio2N9W9tbRUMPbdz5862VatW9dyrnOA2FLsAAAAAAAATVFVV1XSvc4CRYRkzAAAAAAAATDkodgEAAAAAAGDKQbELAAAAAAAAUw6KXQAAAAAAAJhyUOwCAAAAAMCkx+PxQsRisdRybNu2beZo4zMyMka9bk1iYqKvXC63m1iW/xEaGjrPz88vaN68edKFCxeKFQqFwHL+1KlTwh96/4nKz893Wb169ex7Nf//Et7GDAAAAAAAk55AIDArlcqGsY7Pz8/3zMnJuTaeOYxGIx06dKhlvDF8/shl1YEDBy6Fh4cP7N692/Xll1/2OXHixMXx3Bt+GBS7AAAAAAAwZp8eaPS5qe67q51JkbfDQPRqSet44zo7O3khISGSo0ePfiOTyfTx8fFzIiMje5uamgR6vZ4rFoulDMMMVlRUXC4sLBQVFRV5GAwGzsKFC/sPHDjQwufzSSgULli/fn3HiRMnnHbt2tW2fft27927d7eGh4cPlJSUiHJzc2eyLMuJiYnRFhUVqYnoezHLli3rGy3P6OjovqKiIo+h5/Ly8lzr6urs9+3b10pElJub69rY2Gg3c+ZMg52dHZuZmXl97dq1PvX19fZffPGF6ujRo47vvPOO69GjRy9by8va+d///vcueXl5nm5ubgZ/f3+dra0tO97f+n6EZcwAAAAAADDpWYpXy/HWW285u7i4mPLy8q6kpqbO2bt3r7NWq+Wnp6drCgsL1ZZOcEVFxeWzZ8/alZeXi86cOaNUKpUNXC6XLS4udiEiGhwc5AYFBQ2eP39eObRobW5uttmxY4f3yZMnVQ0NDfXnzp2bVlpaOmO0GGs+/PDD6WKxeHDoubVr1978+9//Pl2v13OIiN577z3X9evXdy5ZsqTvn//8pwMR0VdffSXs7+/n6fV6zqlTpxwef/zxXmt5WTvf0tJik5OT4/XZZ58pT58+rVKpVPZ38+8ymaGzCwAAAAAAYzaRDuzdYG0Z88qVK3vKysqct27d6iuXy+tHij127JhjXV2dUCaTSYiIdDod193d3UhExOPxaM2aNV3DY2pqaqaFhYX1enl5GYmIEhMTb1ZXVzukpKRorcUMt3r16ofs7OzMs2bN0hcXF18Zes3Jycm8aNGi3kOHDk0PDg7WGQwGTmho6KBer+ekpqZO6+rq4goEAnb+/Pl9p0+fFn7++eeOb7755hVreXE4HBrpPBF95/wzzzxzU6VS/eA9yfcDFLsAAAAAAHDfMplMpFKp7AQCgVmj0fD9/f0Nw8ewLMtJSEjoLCgoUA+/Zmtrax5pzy3LWl/pay1mOMueXWvX169fr9m5c+dMhmF0ycnJGiIigUDAzpo1S19QUOAaGhraJ5PJBo8fP+7Y0tIiWLBgga6hoWHEQnW0fDkczh1znYqwjBkAAAAAAO5b2dnZHgzD6Pbv339p7dq1fpZlwXw+n7V8jouL66msrHRWq9V8IqKOjg6eSqWyHe2+4eHh/bW1tY7t7e18o9FIhw8fFkVGRt5xyfJ4REVF9be3t9t+9NFHLmvXrr1pOf/YY4/1FRQUeERGRvbGxMT07t+/300qlQ5wuVyreY12/osvvnC8du0aT6/Xcz766CPnu/kMkxk6uwAAAAAAMOlZ9uxavkdFRXVv2LBBU1pa6iqXyxudnZ3N5eXlvRkZGZ55eXlXk5KSbkgkEmlQUNBARUXF5czMTHV0dDRjNpvJxsaGzc/Pv8IwzC1r8/n6+hqysrLUERERDMuynOjo6O7k5GTt3X6up59+uuv8+fNCNzc3k+VcREREb35+/syoqKh+Jycns0AgYBctWtR3p7ysnX/ttdeuhoWFSdzc3Azz588fMJlMD0SrlzNauxsAAAAAAEChUDTLZDLNvc5jKlqyZMncLVu2dPzkJz/pvde5TEYKhcJVJpP5TSQWy5gBAAAAAAD+xzQaDc/Pzy/Izs7OjEL3vwPLmAEAAAAAACYoNjbWv7W1VTD03M6dO9tWrVrVM1qcq6urqbm5ue6/m92DDcUuAAAAAADABFVVVTXd6xxgZFjGDAAAAAAAAFMOil0AAAAAAACYclDsAgAAAAAAwJSDYhcAAAAAACY9Ho8XIhaLpZZj27ZtM0cbn5GRMep1axITE33lcrndxLL8j/fff3+6RCKRzps3T+rv7x+4a9cuVyKi0tLSGXfj/nBneEEVAAAAAABMegKBwKxUKhvGOj4/P98zJyfn2njmMBqNdOjQoZbxxvD53y2r9Ho955e//KXv559/3ujv728YHBzkqFQqWyKiI0eOzDAajd0hISG68cwD44fOLgAAAAAA3Jc6Ozt5fn5+QQqFQkBEFB8fPyc3N9c1LS3NW6/Xc8VisXTFihVziIgKCwtFwcHBErFYLH3hhRd8jUYjEREJhcIFW7Zs8Zo/f774008/dQgNDZ136tQpIRFRSUmJiGEYaUBAQODGjRu9LfMOjxmel1ar5RqNRo6Hh4eRiMje3p6VyWT6qqqqacePH5+RmZk5SywWS+vr6wWfffaZvUwmEzMMI42NjfW/ceMGj4goNDR03saNG72Dg4Mlfn5+QceOHXMgul1cv/TSS7OCgoIkDMNILR1j+D50dgEAAAAAYMz+VrTHR9PaIryb93T18R1YtnFL62hjLMWr5Xt6enr7unXruvLy8q6kpqbOSUtL69Bqtfz09HQNEdG7777rbukEnz171q68vFx05swZpUAgYJOTk2cXFxe7bNq0qXNwcJAbFBQ0uGfPnqtERNu3bycioubmZpsdO3Z4y+XyRjc3N+PixYuZ0tLSGSkpKdrhMcN5eHiYYmNjtbNnz56/aNGinuXLl3evX7/+ZmxsbH9MTIz2qaee6v7Zz37WRUTEMIw0Ly/vypNPPtm3ZcsWr9dee83rnXfeaSUiMhqNnAsXLjQeOnRoenZ2tldcXJxqz549rtOnTzfV1dU1Dg4Ocn70ox+J4+Pje8Ri8a278KeYUlDsAgAAAADApGdtGfPKlSt7ysrKnLdu3eorl8vrR4o9duyYY11dnVAmk0mIiHQ6Hdfd3d1IRMTj8WjNmjVdw2NqamqmhYWF9Xp5eRmJiBITE29WV1c7pKSkaK3FDHXo0KGWL7/88vpf//pXx/z8/JnHjx93+uCDD5qHjuns7OT19vbynnzyyT4ionXr1nUmJCQ8ZLmekJDQRUT02GOP9b/66qu2RETHjx93UiqVwoqKCmciot7eXl5DQ4Mdit3vQ7ELAAAAAABjdqcO7P+ayWQilUplJxAIzBqNhu/v728YPoZlWU5CQkJnQUGBevg1W1tb8/A9t/+OsTqntZjhQkNDB0NDQwfXr19/c+7cucFE1HzHoCHs7OxYIiI+n08mk4nz77w4ubm5V1atWtUznns9iLBnFwAAAAAA7lvZ2dkeDMPo9u/ff2nt2rV+er2eQ0TE5/NZy+e4uLieyspKZ7VazSci6ujo4FleGGVNeHh4f21trWN7ezvfaDTS4cOHRZGRkX1jyam7u5tbWVnpaPleW1tr7+XldYuIyMHBwdTT08MlInJxcTE5OTmZLPtx9+3b5/LjH/941DliY2O7i4qK3CzPdv78eYHlfvBd6OwCAAAAAMCkN3zPblRUVPeGDRs0paWlrnK5vNHZ2dlcXl7em5GR4ZmXl3c1KSnphkQikQYFBQ1UVFRczszMVEdHRzNms5lsbGzY/Pz8KwzDWF366+vra8jKylJHREQwLMtyoqOju5OTk7VjydVsNtOuXbs8Nm3a5GtnZ2cWCoXmffv2XSYiSkpKurlx40a/4uJij/Ly8qY//vGPlzdu3Oi7efNm7uzZs/Xvv/9+82j3fvnllzXNzc2C4OBgCcuyHJFIZPjLX/7SNLZf8cHCGa09DwAAAAAAoFAommUymeZe5wEPHoVC4SqTyfwmEot2NwAAAAAAAEw5WMYMAAAAAAAwQbGxsf6tra2Coed27tzZhhdI3XsodgEAAAAAACaoqqoK+2UnKSxjBgAAAAAAgCkHxS4AAAAAAABMOSh2AQAAAAAAYMpBsQsAAAAAAABTDopdAAAAAACY9Hg8XohYLJZajm3bts0cbXxGRsao161JTEz0lcvldhPL8j/ef//96RKJRDpv3jypv79/4K5du1yJiEpLS2fcjfvDneFtzAAAAAAAMOkJBAKzUqlsGOv4/Px8z5ycnGvjmcNoNNKhQ4daxhvD53+3rNLr9Zxf/vKXvp9//nmjv7+/YXBwkKNSqWyJiI4cOTLDaDR2h4SE6MYzD4wfOrsAAAAAAHBf6uzs5Pn5+QUpFAoBEVF8fPyc3Nxc17S0NG+9Xs8Vi8XSFStWzCEiKiwsFAUHB0vEYrH0hRde8DUajUREJBQKF2zZssVr/vz54k8//dQhNDR03qlTp4RERCUlJSKGYaQBAQGBGzdu9LbMOzxmeF5arZZrNBo5Hh4eRiIie3t7ViaT6auqqqYdP358RmZm5iyxWCytr68XDJ2vvb2d7+3tHUx0u4hev379LIZhpAzDSHfu3OlORFRdXS1csGCBeN68edLg4GBJV1cXd2BggPPss8/6MQwjlUgk0o8//tjxv/rD3yfQ2QUAAAAAgDG7Wa7yMVzrF97Ne9rMnDYgepZpHW2MpXi1fE9PT29ft25dV15e3pXU1NQ5aWlpHVqtlp+enq4hInr33XfdLZ3gs2fP2pWXl4vOnDmjFAgEbHJy8uzi4mKXTZs2dQ4ODnKDgoIG9+zZc5WIaPv27URE1NzcbLNjxw5vuVze6ObmZly8eDFTWlo6IyUlRTs8ZjgPDw9TbGysdvbs2fMXLVrUs3z58u7169ffjI2N7Y+JidE+9dRT3T/72c+6Rnve3Nxct5aWFkF9fX2DjY0NdXR08HQ6HScpKcn/4MGDTREREQM3b97kOjg4mH/72996EBGpVKqGc+fO2S1fvjygqampTigUsuP4M0w5KHYBAAAAAGDSs7aMeeXKlT1lZWXOW7du9ZXL5fUjxR47dsyxrq5OKJPJJEREOp2O6+7ubiQi4vF4tGbNmu8VnjU1NdPCwsJ6vby8jEREiYmJN6urqx1SUlK01mKGOnToUMuXX355/a9//atjfn7+zOPHjzt98MEHzWN93hMnTjht2LDhho2NDRHdLqC//PJLe3d3d0NERMQAEZFIJDITEX322WcOv/jFL64TES1YsEDn5eV168KFC3aPPvro4Fjnm4pQ7AIAAAAAwJjdqQP7v2YymUilUtkJBAKzRqPh+/v7G4aPYVmWk5CQ0FlQUKAefs3W1tY8fM/tv2OszmktZrjQ0NDB0NDQwfXr19+cO3duMBE1Dx/D5/NZk8lEREQDAwOcofNzOJzvJDHSuTvl+iDDnl0AAAAAALhvZWdnezAMo9u/f/+ltWvX+un1eg7R7SLS8jkuLq6nsrLSWa1W84mIOjo6eJYXRlkTHh7eX1tb69je3s43Go10+PBhUWRkZN9Ycuru7uZWVlZ+u2+2trbW3svL6xYRkYODg6mnp+fbOszHx0f/5ZdfTiMiOnjwoLPlfExMTE9xcbGbwXC7du/o6ODJZDJdR0eHbXV1tZCIqKuri2swGOjxxx/ve++990REROfPnxe0t7fbzp8//4F/ARaKXQAAAAAAmPQse3YtR1pamvf58+cFpaWlroWFha1xcXF9YWFhvRkZGZ5ERElJSTckEol0xYoVc0JCQnSZmZnq6OhohmEYaVRUFNPa2moz2ny+vr6GrKwsdUREBCORSALnz58/kJycrB1LrmazmXbt2uXh5+cXJBaLpdnZ2d779u27/O+8bubn58+USCTS+vp6QUZGRse+ffvcFixYINZoNN+2i19++eUbs2bNuiUWiwPnzZsn3bdvn8jOzo49ePBg0+bNm2fPmzdPGhkZyQwMDHC3bt163WQycRiGkSYmJvqXlJQ029vbP/DtXg5a3gAAAAAAMBqFQtEsk8k09zoPePAoFApXmUzmN5FYdHYBAAAAAABgysELqgAAAAAAACYoNjbWv7W1VTD03M6dO9tWrVrVc69ygttQ7AIAAAAAAExQVVVV073OAUaGZcwAAAAAAAAw5aDYBQAAAAAAgCkHxS4AAAAAAABMOSh2AQAAAAAAYMpBsQsAAAAAAJMej8cLEYvFUsuxbdu2maONz8jIGPW6NYmJib5yudxuYln+h7e3d3B7e/u3LwSurKx0XLJkydzRYr7++mvbgICAwB86N9yGtzEDAAAAAMCkJxAIzEqlsmGs4/Pz8z1zcnKujWcOo9FIhw4dahlvDJ+PsmoyQmcXAAAAAADuS52dnTw/P78ghUIhICKKj4+fk5ub65qWluat1+u5YrFYumLFijlERIWFhaLg4GCJWCyWvvDCC75Go5GIiIRC4YItW7Z4zZ8/X/zpp586hIaGzjt16pSQiKikpETEMIw0ICAgcOPGjd6WeYfHjDfvFHOSrAAAIABJREFUX/3qV14JCQl+oaGh82bNmhX829/+1n34mIaGBluJRCKtrq4W5ufnuyxdutR/8eLFAb6+vkEbNmyYZRk3Uo5vv/2284svvjiLiOj11193nzVrVjARUX19vSAkJGQe0e3O88svv+wllUolDMNIz50794O72ZMN/gkCAAAAAADG7MiRIz7Xr18X3s17uru7Dzz99NOto42xFK+W7+np6e3r1q3rysvLu5KamjonLS2tQ6vV8tPT0zVERO+++667pRN89uxZu/LyctGZM2eUAoGATU5Onl1cXOyyadOmzsHBQW5QUNDgnj17rhIRbd++nYiImpubbXbs2OEtl8sb3dzcjIsXL2ZKS0tnpKSkaIfHTMTFixftPvvss6+1Wi1PIpEEvfrqqzcs1xQKheD555/337dv3+XHHntsUKFQ2Dc0NAgVCkWDvb29ee7cuUGvvPJKB5/Pp5FyXLp0ae+ePXtmEhH985//dJgxY4bx8uXLNidOnHAICwvrs8zj6upqbGhoaMzJyXHLycnxGG9Xe7JDsQsAAAAAAJOetWXMK1eu7CkrK3PeunWrr1wurx8p9tixY451dXVCmUwmISLS6XRcd3d3IxERj8ejNWvWdA2PqampmRYWFtbr5eVlJCJKTEy8WV1d7ZCSkqK1FnMnHA7n289Lly7V2tvbs/b29kaRSGRoa2vjExHdvHmT//TTT889fPhw0yOPPKKzjH/88cd7XFxcTEREc+fO1TU1NQlu3LjBt5bjwMAAt6uri3v16lXbhISEzr///e+ONTU1Ds8884zWcs8XXnihi4goNDR0oKKiwnm8zzPZodgFAAAAAIAxu1MH9n/NZDKRSqWyEwgEZo1Gw/f39zcMH8OyLCchIaGzoKBAPfyara2teaQ9tyzLWp3TWsxQzs7ORo1Gw/P09DQS3V5yLRKJjJbrAoHg2wl4PB4ZjUYOEZGjo6PJ09Pz1smTJx2GFru2trZDx7MGg4EzWo4hISH9BQUFrv7+/rolS5b07d2711UulzsUFha2WcbY2dmxRER8Pp+1zD+VYM8uAAAAAADct7Kzsz0YhtHt37//0tq1a/30ej2H6HYBZ/kcFxfXU1lZ6axWq/lERB0dHTyVSmU72n3Dw8P7a2trHdvb2/lGo5EOHz4sioyM7BstZqjHHnusd9++fS5Et19idfDgQZfIyMjeO8XZ2Niwx44da3r//fddiouLRRPNcfHixb0FBQUeixcv7nvssccGPvvsM0dbW1uzpTv8IEBnFwAAAAAAJr3he3ajoqK6N2zYoCktLXWVy+WNzs7O5vLy8t6MjAzPvLy8q0lJSTckEok0KChooKKi4nJmZqY6OjqaMZvNZGNjw+bn519hGOaWtfl8fX0NWVlZ6oiICIb9/9m787Ao6/V/4PdsPDgMjAMoysgmMDzMoKOiiJgLAiV19JRQWS6AZS4tnqRcOGYdzYxOpaJJ5vmaQtYhPcctTQ9qCsnJAowUHEZNFodFQbaBmXG23x+d6UcmyKKJ+H5dF9flPPNZ7hn/el/353nGauVEREQ0zJw5s76t8Tdbu3ZtZXx8vGdAQIDcarXSpEmTGhcsWFDbkblOTk6WI0eOXJw4caJMJBJZulJjRESEdtGiRXaRkZFNfD6fBg4ceMPf31/f1lq9UbutbwAAAAAAgIKCghKlUllzr+uAB09BQYGrUqn07spcHGMGAAAAAACAXgfHmAEAAAAAALooKirKt7y8nGl9bc2aNVdiYmIa71VN8AuEXQAAAAAAgC7KzMy8dK9rgFvDMWYAAAAAAADodRB2AQAAAAAAoNdB2AUAAAAAAIBeB2EXAAAAAAAAeh2EXQAAAAAA6PF4PF4wy7Jy219SUtKA9sYvW7as3ffb8vTTT3vl5eXZd63KXyxevNj9xRdflLa+lpOT02fw4MEKIqIJEyb41dTU8LqydkhISEBWVpaQiGj9+vUuMplMLpPJ5P7+/orPPvus783ji4uL7fz9/RVd2et+h6cxAwAAAABAj8cwjEWlUhV1dHxKSsrAd999t6oze5hMJsrIyCjt7Bw+/7exKi4urvaxxx6TffTRRxrbtc8++8w5JibmOhHRyZMnL3Zmj1u5dOmS4IMPPhj4448/nndxcTE3NDRwKysrke9aQWcXAAAAAADuS7W1tTxvb++ggoIChohoypQpPh988IHrwoULpQaDgcuyrHzq1Kk+RESbN292HjJkSCDLsvJnn33Wy2QyERGRUCgc/pe//MV96NCh7LFjx0StO6dbtmxxtnVNFyxY8Gun9uY5N9elVCoNTk5OpuPHjzvYru3fv9959uzZ14mIpFLpkMrKSn5xcbHd4MGDFdOnT/fy8/NTjB071l+r1XIKCwsZuVweaJt79uxZRqFQBLbeo7KyUuDg4GARi8VmIiKxWGxhWfYGEVF2drYwICBAPmzYMPbDDz/sf8e+8PsMkj8AAAAAAHRY0fmlHs1atfBOrukgkrXIA5PL2xtjC6+214mJiZVz586tW7duXVlcXJzPwoULq+vr6/mJiYk1RETbt2/vb+sE5+fn2+/evds5NzdXxTCMdebMmZ4ff/yxy0svvVSr0+m4QUFBuvXr11cQEb3xxhtERFRSUiJ46623pHl5eef79etnGjdunCw9Pb3vrFmz6m+ecysxMTHXd+7c6Txp0qTmY8eOOfTt29c0ZMgQw83jysrK7D/77LOfw8LCSh999NHBaWlpkoULF153dHQ05+Tk9AkLC9Nt2bLF9dlnn61tPS80NLTF1dXV6OHhMWTs2LFN06ZNq3v22WcbiIiee+4573Xr1pU99thj2nnz5g3q8H9EL4OwCwAAAAAAPV5bx5ifeOKJxi+//FKyZMkSr7y8vMJbzT18+LDjuXPnhEqlMpCISK/Xc/v3728iIuLxeBQfH19385xvv/3WITQ0tMnd3d1ERPT0009fP3nypGjWrFn1bc1pLS4u7vpDDz0UaDaby3fu3OkcGxt7/VbjpFKpISwsTEdENHz48JaSkhKGiCg+Pr5m69atriEhIeX79u2T/PDDD+dbz+Pz+ZSVlXXh5MmTwv/85z9Oy5Yt88jNzXX461//Wt3U1MR77LHHtEREc+bMqT1+/Li4vVp7K4RdAAAAAADosNt1YP9oZrOZ1Gq1PcMwlpqaGr6vr6/x5jFWq5Xz5JNP1ra+h9bGzs7OcvM9t/+b0+aebc1pzc/PzyiVSg2HDh1yPHTokOTUqVPnbzXOzs7u1414PJ5Vp9NxiYji4uLqkpOT3f/5z382DRkypGXAgAHmm+dyuVwKDw9vCQ8Pb4mOjm58/vnnvZOSkqo5HE67tT0ocM8uAAAAAADct1atWuUmk8n0O3bs+Pm5557zNhgMHCIiPp9vtf178uTJjV999ZVEo9HwiYiqq6t5arXarr11x48f33z69GnHyspKvslkol27djlPnDhR25nannzyyeuvv/66h6enp+FWIbw9QqHQOmHChIbFixd7xsfH19z8fklJieDbb7/99Th5bm6uUCqV3nB1dTWLRCLzkSNHRERE27dvd+7Mvr0JOrsAAAAAANDj3XzP7qRJkxrmz59fk56e7pqXl3deIpFYdu/e3bRs2bKB69atq5gxY8a1wMBAeVBQUMv+/fsvr1ixQhMRESGzWCwkEAisKSkpZTKZ7EZb+3l5eRlXrlypmTBhgsxqtXIiIiIaZs6cWd+ZmmfPnl23YsUKj3feeadL3fDZs2df//rrryXTpk1rvPm9GzducF577bVB1dXVAoZhrM7OzsatW7eWERH93//9X8nzzz/v3adPH8ukSZN+N/dBwWmvPQ8AAAAAAFBQUFCiVCp/112Eu2vlypVuDQ0NvA0bNrT5IKzerqCgwFWpVHp3ZS46uwAAAAAAAD1MVFSUb2lpKXPy5En1va7lfoWwCwAAAAAA0EVRUVG+5eXlTOtra9asuRITE9Ot48OZmZmXulcZIOwCAAAAAAB0EUJpz4WnMQMAAAAAAECvg7ALAAAAAAAAvQ7CLgAAAAAAAPQ6CLsAAAAAAADQ6yDsAgAAAABAj8fj8YJZlpXb/pKSkga0N37ZsmXtvt+Wp59+2isvL8++a1X+4rPPPusbGRnpa3u9fPnyAZ6enkG2159//rl40qRJfjfPS0lJcZk9e7bnzdfLy8v54eHhfgEBAXJfX1/FhAkTfjeXiCgmJsb7008/lXSn9t4ET2MGAAAAAIAej2EYi0qlKuro+JSUlIHvvvtuVWf2MJlMlJGRUdrZOXz+b2PVpEmTtIsWLfKyvT59+rRIJBKZNRoNXyqVmk6dOiUaM2aMtqN7LF26VDpp0qTGN9544+r/1uvTmRofVAi7AAAAAADQYX85X+ahatYL7+SarIN9y/pAz/LOzqutreUFBwcH7tu374JSqTRMmTLFZ+LEiU2XLl1iDAYDl2VZuUwm0+3fv//y5s2bnVNTU92MRiNnxIgRzWlpaaV8Pp+EQuHwF154ofr48eNOf//736+88cYb0vfff798/PjxLVu2bHH+4IMPBlitVk5kZGR9amqqhoh+N+eRRx75TXB1d3c3OTo6ms+dO8cEBQUZqqurBVOmTKk7fvy4aNasWfXff/+9aPXq1Roiog0bNrisW7duYL9+/Yy+vr56Ozs7682fs6qqSvDwww832F6PHj1aR0RksVgoPj7e89SpU44eHh4Gq/X/T5VKpUOeeuqp2iNHjohNJhMnIyPj5+HDh+srKir4sbGxPvX19fxhw4a1nDhxwikvL+/8wIEDTZ39/ns6HGMGAAAAAIAezxZebX9bt26VuLi4mNetW1cWFxfn88knn0jq6+v5iYmJNZs3b9bYOsH79++/nJ+fb797927n3NxclUqlKuJyudaPP/7YhYhIp9Nxg4KCdD/99JOqdWgtKSkRvPXWW9ITJ06oi4qKCs+cOeOQnp7et705rQUHB2tPnDghKigoYHx8fAxhYWHNp06dEhmNRiouLu4zfvz45tLSUsG7777rnpOTo8rOzlar1epbdmxffPHFqy+//LL36NGjZUuXLh1QUlIiICJKT0/ve/HiRaa4uLhw+/btpfn5+aLW81xdXU1FRUXn58yZc+3dd991IyJatmyZ+4QJE5qKiorOT5s2ra6ystLuzvwP9Tzo7AIAAAAAQId1pQN7J7R1jPmJJ55o/PLLLyVLlizxysvLK7zV3MOHDzueO3dOqFQqA4mI9Ho9t3///iYiIh6PR/Hx8XU3z/n2228dQkNDm9zd3U1ERE8//fT1kydPimbNmlXf1pzWwsLCtDk5OQ5ms5lGjx6tHT9+fPPbb7/tnpOTI/Tx8dELhUJrVlbWb/aYNm3adbVa/bv7hWNiYhofeuihs3v27BEfPnxYHBwcLD979mzhyZMnHZ966qnrfD6fvL29jWPGjGlqPe/ZZ5+tIyIKCQlp2b9/v4SI6Pvvvxft3bv3IhFRbGxso5OTk7m9z3E/Q9gFAAAAAID7ltlsJrVabc8wjKWmpobv6+trvHmM1WrlPPnkk7UfffSR5ub37OzsLDffc/u/OW3u2dac1iZMmKDdsmVLf4vFwpk3b941iURiMRgMnKNHjzqGhIT82g3mcDi3+YS/cHNzM8+fP//6/Pnzr4eHh/v95z//Ed1uvr29vZWIiM/nW00mE+d2n6u3wTFmAAAAAAC4b61atcpNJpPpd+zY8fNzzz3nbTAYOES/BDzbvydPntz41VdfSTQaDZ+IqLq6mqdWq9s9vjt+/Pjm06dPO1ZWVvJNJhPt2rXLeeLEiR1+qNSIESP0165dE5w+fVoUFhamIyIKCgrSbd++vd/YsWO1tj2+++47x6qqKp7BYODs2bPnlk9S3r9/v2NTUxOXiKiuro5bWlrK+Pj43JgwYULTrl27nE0mE5WWlgq+++47x9vVFRISok1PT3cmIvr3v//t1NjYyOvoZ7rfoLMLAAAAAAA9nu2eXdvrSZMmNcyfP78mPT3dNS8v77xEIrHs3r27admyZQPXrVtXMWPGjGuBgYHyoKCglv37919esWKFJiIiQmaxWEggEFhTUlLKZDLZjbb28/LyMq5cuVIzYcIEmdVq5URERDTMnDmzvqP1crlcUiqVzU1NTTyGYaxERKGhodovvvjCNTw8vNm2x9KlSytCQ0MD+/XrZxw6dGiL2Wz+Xav2hx9+EL766quePB7ParVaObNmzaqZMGFCy7hx41qOHTvmFBAQoPDx8dGHhIQ03Tz3Zu+++25FbGzsYLlcLhkzZoy2X79+xr59+/bKo8ycB6mNDQAAAAAAnVdQUFCiVCpr7nUd0H06nY7D5/OtAoGAjh496vDSSy95deYnnf5oBQUFrkql0rsrc9HZBQAAAAAAeEBcvHjR7qmnnvK1dbi3bNlScq9rulsQdgEAAAAAALooKirKt7y8nGl9bc2aNVdiYmIa71VN7RkyZIjh/PnzPbaTeych7AIAAAAAAHRRZmbmpXtdA9wansYMAAAAAAAAvQ7CLgAAAAAAAPQ6CLsAAAAAAADQ6yDsAgAAAAAAQK+DsAsAAAAAAD0ej8cLZllWbvtLSkoa0N74ZcuWtft+W55++mmvvLw8+65V+YvPPvusb2RkpK/t9fLlywd4enoG2V5//vnn4kmTJvndPC8lJcVl9uzZnkREBQUFTEhISADLsvLBgwcrnnnmGa+bx9xswoQJfjU1Nbzu1N6b4GnMAAAAAADQ4zEMY1GpVB3+yZyUlJSB7777blVn9jCZTJSRkVHa2Tl8/m9j1aRJk7SLFi3ysr0+ffq0SCQSmTUaDV8qlZpOnTolGjNmjLa9dV988UXPV155pXrmzJn1RETff/99n9vVcvLkyYudqb23Q9gFAAAAAIAOe313gYe6qkl4J9eUDXBs+Xussryz82pra3nBwcGB+/btu6BUKg1TpkzxmThxYtOlS5cYg8HAZVlWLpPJdPv377+8efNm59TUVDej0cgZMWJEc1paWimfzyehUDj8hRdeqD5+/LjT3//+9ytvvPGG9P333y8fP358y5YtW5w/+OCDAVarlRMZGVmfmpqqIaLfzXnkkUd+E1zd3d1Njo6O5nPnzjFBQUGG6upqwZQpU+qOHz8umjVrVv33338vWr16tYaIaMOGDS7r1q0b2K9fP6Ovr6/ezs7OSkR09epVgZeX1w3bmiEhITrbv6uqqgTjxo3zLysrY6Kjo+s//vjjK0REUql0SG5u7vnGxkZudHS0f0hIiDY3N1fk5uZ248iRIxdFIpH15MmTwrlz53oLhULL6NGjtcePHxdfuHChsGv/cz0bjjEDAAAAAECPZwuvtr+tW7dKXFxczOvWrSuLi4vz+eSTTyT19fX8xMTEms2bN2tsneD9+/dfzs/Pt9+9e7dzbm6uSqVSFXG5XOvHH3/sQkSk0+m4QUFBup9++knVOrSWlJQI3nrrLemJEyfURUVFhWfOnHFIT0/v296c1oKDg7UnTpwQFRQUMD4+PoawsLDmU6dOiYxGIxUXF/cZP358c2lpqeDdd991z8nJUWVnZ6vVavWv3dsXX3yx+tFHH5WNHz/e/29/+1v/1seTi4qKhHv37v35/Pnzhfv375dcvHhRcPP+ZWVl9q+88srVixcvForFYnNaWpqEiOj555/3+eijj0p//PFHFY/Hs965/6GeB51dAAAAAADosK50YO+Eto4xP/HEE41ffvmlZMmSJV55eXm37FAePnzY8dy5c0KlUhlIRKTX67n9+/c3ERHxeDyKj4+vu3nOt99+6xAaGtrk7u5uIiJ6+umnr588eVI0a9as+rbmtBYWFqbNyclxMJvNNHr0aO348eOb3377bfecnByhj4+PXigUWrOysn6zx7Rp066r1Wp7IqJFixbV/vnPf27cu3ev04EDB/pu3769X1FRURER0UMPPdTo4uJiJiLy8/PTX7p0ifHz8zO23l8qlRrCwsJ0RETDhw9vKSkpYWpqanjNzc3cqKioZiKiuLi465mZmX3b/+bvX+jsAgAAAADAfctsNpNarbZnGMZSU1Nzy2ae1WrlPPnkk7UqlapIpVIVlZSUnPvwww8riIjs7OwsN99z+785be7Z1pzWJkyYoM3NzRX997//FT300ENaiURiMRgMnKNHjzqGhIT82g3mcDhtruHt7W38y1/+Unvs2LFLfD6fcnNz+/xv/1+L4/F4VqPR+LtFbh5jMpk47X2m3ghhFwAAAAAA7lurVq1yk8lk+h07dvz83HPPeRsMBg4REZ/Pt9r+PXny5MavvvpKotFo+ERE1dXVPLVabdfeuuPHj28+ffq0Y2VlJd9kMtGuXbucJ06c2O5DpVobMWKE/tq1a4LTp0+LbB3WoKAg3fbt2/uNHTtWa9vju+++c6yqquIZDAbOnj17JLb5u3fvdrLVX1ZWxq+vr+e1voe3K/r162d2cHCwHDt2zIGIKD093bk76/V0OMYMAAAAAAA9nu2eXdvrSZMmNcyfP78mPT3dNS8v77xEIrHs3r27admyZQPXrVtXMWPGjGuBgYHyoKCglv37919esWKFJiIiQmaxWEggEFhTUlLKZDJZm+HRy8vLuHLlSs2ECRNkVquVExER0WB7MnJHcLlcUiqVzU1NTTyGYaxERKGhodovvvjCNTw8vNm2x9KlSytCQ0MD+/XrZxw6dGiL2WzmEBEdPnzY6bXXXvNkGMZCRPS3v/3tiqenp6mr35/Nli1bSubPn+8lFAotY8eObXJ0dDR3d82e6oFrZQMAAAAAQOcUFBSUKJXKmntdB3RfQ0MDVywWW4iIkpKSBlRWVgo+/fTTe3IfdkcUFBS4KpVK767MRWcXAAAAAADgAfHll1+KP/jgg4Fms5kjlUoNn3/+ecm9ruluQdgFAAAAAADooqioKN/y8nKm9bU1a9ZciYmJabxXNbVn7ty5dXPnzm33SdK9BcIuAAAAAABAF2VmZl661zXAreFpzAAAAAAAANDrIOwCAAAAAABAr4OwCwAAAAAAAL0Owi4AAAAAAPRoVVVVPJZl5SzLyl1dXZX9+/cfanut1+s5N4+vrq7mvffee/1ut67RaCRHR8dhRETnzp1j7O3tR9jWZVlWbjKZ6MMPP3SdM2eOx63ml5aWCiZMmOAXEBAg9/X1VUyaNMmvvbXgj4UHVAEAAAAAQI82YMAAs0qlKiIiWrx4sbtIJDKvWrWquq3x165d42/btq3fkiVLrnVmH29vb71tn9sxGo30+uuvu0+ePLlh+fLl14iITp8+3acra8Hdgc4uAAAAAADct1asWOHm7++v8Pf3V6xZs6Y/EdFrr70mLSkpsWdZVr5w4ULp9evXuaGhoTK5XB4ok8nkX3zxhbgre/35z3/2mTt37qDRo0fLXn755UHV1dUCDw8Po+390aNH6+7U54LuQ2cXAAAAAAA6bu+LHnS1SHhH1+wvb6HHPyrv7LRvvvlGuGvXLpf8/PzzJpOJgoODAyMjI5vef/99TWxsrL2ts2owGDhff/31RYlEYtFoNPywsDD2mWeeabh5PVtAJiIKDQ1t2r59++9qunz5MpOTk6Pm8XiUkZEhfv755302bdrUMnHixMYFCxbUenl5GTu6FtxdCLsAAAAAAHBfOnHihOOUKVPqHB0dLURE0dHR9d98843oT3/6U2PrcVarlV5++eVB33//vYjL5VJVVZVdZWUl39XV9Tc30nbk6HFMTEwdj8cjIqKnn366YcKECWf37NkjPnz4sDg4OFh+7ty5cx1dC+4uhF0AAAAAAOi4LnRg7xar1dqhcZs3b3ZpbGzkFRYWFgkEAnJzcxva0tLyuwdbdYRIJLK0fj1gwADzggULri9YsOD6uHHj/I8ePeo4bNgwHGfuAXDPLgAAAAAA3JfCw8ObDh48KNFqtZyGhgbu4cOH+06aNEkrFovNzc3Nv2adhoYGXr9+/UwCgYD27NnjdPXqVcGd2H/fvn2OWq2WQ0R0/fp1bnl5OePj42O4E2tD96GzCwAAAAAA96Xw8PCWmJiY2uHDh8uJiObMmXMtJCRER0Q0dOjQFplMJo+MjGz461//Wh0dHe0XFBQUOGTIkBYvL687EkhPnz7t8Oqrr3ry+Xyr1WrlzJkz5+rYsWN1586dY+7E+tA9nI62/gEAAAAA4MFUUFBQolQqa+51HfDgKSgocFUqld5dmYtjzAAAAAAAANDrIOwCAAAAAABAr4OwCwAAAAAAAL0Owi4AAAAAAAD0Ogi7AAAAAAAA0Osg7AIAAAAAAECvg7ALAAAAAAAAvQ7CLgAAAAAA9Hg8Hi+YZVl5QECAXC6XB2ZmZjp0d82cnJw+GRkZ4o6MjYiI8B02bBjb+trixYvdV65c6Xbz2EuXLgkiIiJ8vby8ggYNGjRk9uzZnjqdjtPdeqFzEHYBAAAAAKDHYxjGolKpioqLi4tWr16tSUpKGtTdNXNzc4UHDx68bditqanhFRYWOjQ2NvJUKpVde2MtFgs9/vjjflOnTq0vLS09V1JSclav13MWLlzY7Xqhc/j3ugAAAAAAALh/vHHqDY+LdReFd3JNP4lfy+qxq8s7Or6hoYEnFotNRESlpaWCmJiYwVqtlmc2mzkbN24snTx5slYoFA6Pi4u7mpWV5SQWi81r1qy5snTpUo+Kigq75OTkspiYmMa1a9e66/V6LsuyosTExMq5c+fW3Wq/9PR0SWRkZL2bm5txx44dzmvXrq1qq7YDBw44MgxjWbRoUS0REZ/Pp48//rjc29t76Pr16zVisdjS2e8HugadXQAAAAAA6PEMBgOXZVm5j4+PYtGiRV5vvvlmJRHRtm3bnCMiIhpUKlXR+fPnC0ePHt1CRKTT6bjh4eFNhYWF5x0cHMwrVqyQZmdnq3ft2nVx9erVUnt7e+vy5csrpkyZUqdSqYraCrpERLt27XKeOXPm9bi4uOv/+te/nNur8+zZs32USmVL62vOzs7dlzSTAAAgAElEQVQWqVR6o7CwkLkT3wV0DDq7AAAAAADQYZ3pwN5JtmPMRERHjx51SEhI8FGr1YWhoaHN8+bN8zYajdzY2Ni6sLAwHRGRQCCwxsbGNhIRKRQKHcMwFoZhrCEhITqNRtPuUeTWysvL+aWlpczDDz+s5XK5xOfzrT/88IP9qFGj9Lcab7VaicPhWG91Hf5Y6OwCAAAAAMB9JTIysrmuro5fWVnJj46O1mZlZRVLpdIb8fHxPps2bXIhIuLz+VYu95e4w+VyiWEYKxERj8cjs9nc4YdF7dixw7mxsZHn4eExRCqVDtFoNEx6enqb3d0hQ4bofvzxx988POv69evc2tpa/tChQ28ZkOHuQNgFAAAAAID7ypkzZ+wtFgu5ubmZ1Gq1nVQqNSYmJtbMnDmzJj8/v8P3Ezs5OZm1Wm27mWj37t3Oe/bsuaDRaM5qNJqzp0+fLtq7d2+bYXfq1KlNer2eawvdJpOJFi5c6DFnzpyrIpEI7d0/EMIuAAAAAAD0eLZ7dlmWlU+fPn1wampqCZ/PpyNHjjjK5XJFYGCgfN++fZIlS5ZUd3TN6OjoJrVa3YdlWfnWrVslN79fXFxsV1FRYTdp0qRm2zWWZW+IRCLz8ePHHYiI1q1bN9DNzW2o7Y/L5dLevXsv/vvf/5Z4eXkFSSSSYVwul5KTk9t8qBXcHRycHQcAAAAAgPYUFBSUKJXKmntdx/0oMzPTIS4ubnBGRsalcePGtdx+BrRWUFDgqlQqvbsyFw+oAgAAAAAAuEuioqKaKyoqzt7rOh5ECLsAAAAAAPDA27Bhg0tqaqpb62ujRo3Spqenl92rmqB7cIwZAAAAAADahWPMcK905xgzHlAFAAAAAAAAvQ7CLgAAAAAAAPQ6CLsAAAAAAADQ6yDsAgAAAAAAQK+DsAsAAAAAAD0ej8cLZllWHhAQIJfL5YGZmZkO3V0zJyenT0ZGhri9MSkpKS4SiUTJsqzcz89PMXny5MFNTU1cIqLFixe7r1y50u3mOZcuXRJERET4enl5BQ0aNGjI7NmzPXU6Hae79ULnIOwCAAAAAECPxzCMRaVSFRUXFxetXr1ak5SUNKi7a+bm5goPHjzYbtglIpoyZUqdSqUqunjxYqFAILBu27ZN0tZYi8VCjz/+uN/UqVPrS0tLz5WUlJzV6/WchQsXdrte6Bz8zi4AAAAAAHRYRdJfPQwXLgjv5JqMv3+L+ztryjs6vqGhgScWi01ERKWlpYKYmJjBWq2WZzabORs3biydPHmyVigUDo+Li7ualZXlJBaLzWvWrLmydOlSj4qKCrvk5OSymJiYxrVr17rr9Xouy7KixMTEyrlz59a1t6/RaKSWlhaus7Ozua0xBw4ccGQYxrJo0aJaIiI+n08ff/xxube399D169drxGKxpaOfE7oHYRcAAAAAAHo8g8HAZVlWbjAYODU1NYJDhw6piYi2bdvmHBER0ZCcnFxlMpnIdsRYp9Nxw8PDm1JTUzVRUVG+K1askGZnZ6vz8/PtExISfGbMmNGwfPnyitzcXIe0tLSy9vY+cOCAhGVZ0bVr1wTe3t76Z555pr6tsWfPnu2jVCpbWl9zdna2SKXSG4WFhUxYWJjuTnwfcHsIuwAAAAAA0GGd6cDeSbZjzERER48edUhISPBRq9WFoaGhzfPmzfM2Go3c2NjYOluYFAgE1tjY2EYiIoVCoWMYxsIwjDUkJESn0WjsOrP3lClT6tLS0sosFgvNnj3bc+XKlQPeeeedqluNtVqtxOFwrLe6Dn8s3LMLAAAAAAD3lcjIyOa6ujp+ZWUlPzo6WpuVlVUslUpvxMfH+2zatMmFiIjP51u53F/iDpfLJYZhrEREPB6PzGZzlx4WxeVyaerUqfWnTp0StTVmyJAhuh9//PE3D8+6fv06t7a2lj906FB9V/aFrkHYBQAAAACA+8qZM2fsLRYLubm5mdRqtZ1UKjUmJibWzJw5syY/P7/D9xM7OTmZtVptpzJRdna2o7e3t6Gt96dOndqk1+u5ttBtMplo4cKFHnPmzLkqEonQ3v0DIewCAAAAAECPZ7tnl2VZ+fTp0wenpqaW8Pl8OnLkiKNcLlcEBgbK9+3bJ1myZEl1R9eMjo5uUqvVfViWlW/durXNJyz/755duUwmk//000993nnnnUrbe+vWrRvo5uY21PbH5XJp7969F//9739LvLy8giQSyTAul0vJycm3PPYMdw8HZ8cBAAAAAKA9BQUFJUqlsuZe13E/yszMdIiLixuckZFxady4cS23nwGtFRQUuCqVSu+uzMUDqgAAAAAAAO6SqKio5oqKirP3uo4HEcIuAAAAAAA88DZs2OCSmprq1vraqFGjtOnp6e3+LBH0XDjGDAAAAAAA7cIxZrhXunOMGQ+oAgAAAAAAgF4HYRcAAAAAAAB6HYRdAAAAAAAA6HUQdgEAAAAAAKDXQdgFAAAAAIAej8fjBbMsKw8ICJDL5fLAzMxMh+6umZOT0ycjI0N8u3G7d+92GjJkSKCPj4+CZVn5Y489NvjChQt2REQxMTHen376qeTmObm5ufahoaEyb2/vIA8Pj6BXX33V3Ww2d7dk6ASEXQAAAAAA6PEYhrGoVKqi4uLiotWrV2uSkpIGdXfN3Nxc4cGDB9sNuz/88IN9YmKi544dOy5fvny5UKVSFT377LO1Fy9etGtrjlar5TzxxBN+S5YsqSopKTlXVFRUlJeX5/D222/3727N0HH4nV0AAAAAAOiwY2nnPa5rtMI7uaazVNQSMTuwvKPjGxoaeGKx2EREVFpaKoiJiRms1Wp5ZrOZs3HjxtLJkydrhULh8Li4uKtZWVlOYrHYvGbNmitLly71qKiosEtOTi6LiYlpXLt2rbter+eyLCtKTEysnDt3bt3Ne61Zs2bg4sWLK0eMGKG3XZsxY0ZDe/Vt3brVZeTIkdpp06Y1EhE5OjpaUlNTy8LDwwPefPPNqx3/ZqA7EHYBAAAAAKDHMxgMXJZl5QaDgVNTUyM4dOiQmoho27ZtzhEREQ3JyclVJpOJmpqauEREOp2OGx4e3pSamqqJioryXbFihTQ7O1udn59vn5CQ4DNjxoyG5cuXV+Tm5jqkpaWVtbWvWq22X7p0aVVnai0sLLQfMWJES+trCoXCoNfruTU1NTxXV1ecZ/4DIOwCAAAAAECHdaYDeyfZjjETER09etQhISHBR61WF4aGhjbPmzfP22g0cmNjY+vCwsJ0REQCgcAaGxvbSESkUCh0DMNYGIaxhoSE6DQaTZtHkNtTVVXFmzhxYoBer+fOnj372qpVq6pvNc5qtXI4HM6trndlW+gi3LMLAAAAAAD3lcjIyOa6ujp+ZWUlPzo6WpuVlVUslUpvxMfH+2zatMmFiIjP51u53F/iDpfLJYZhrEREPB6PzGbz75NoG2Qymf77778XEhENGDDArFKpimbPnn1Nq9Xy2pqjUCh0eXl5vznqXVRUZCeRSEzo6v5xEHYBAAAAAOC+cubMGXuLxUJubm4mtVptJ5VKjYmJiTUzZ86syc/P7/D9xE5OTmatVttuJkpKSqr64IMPBubn59vbrrW0tLQ754UXXqj94YcfHPfu3etI9MsDq1588UXP5cuXV3S0Nug+hF0AAAAAAOjxbPfssiwrnz59+uDU1NQSPp9PR44ccZTL5YrAwED5vn37JEuWLLnl0eJbiY6OblKr1X1YlpVv3br1dz8fREQUEhKie++998pnz57t4+PjoxgxYgRbXFxsHx8fX2sb8+qrr3q5ubkNdXNzGzps2DBWJBJZ9+zZc2Ht2rUDvb29g/r16zcsNDRUu2DBgut34ruAjuHg3DgAAAAAALSnoKCgRKlU1tzrOu5X6enpfZcvX+5x/PjxYplMduNe13M/KSgocFUqld5dmYvOLgAAAAAAwF00a9as+itXrpxF0P1j4WnMAAAAAADwwNuwYYNLamqqW+tro0aN0qanp7f5s0TQs+EYMwAAAAAAtAvHmOFewTFmAAAAAAAAgFYQdgEAAAAAAKDXQdgFAAAAAACAXgdhFwAAAAAAAHodhF0AAAAAAOjxeDxeMMuy8oCAALlcLg/MzMx06O6aOTk5fTIyMsTtjUlJSXGZPXu2Z2fX1uv1nDlz5nh4eHgEeXp6BoWHh/tduHDBruvVQmch7AIAAAAAQI/HMIxFpVIVFRcXF61evVqTlJQ0qLtr5ubmCg8ePNhu2O2qV155RarVarmXL18+V1ZWdu7xxx+vmzp1qp/ZbL4b28Et4Hd2AQAAAACgw46krveoKS8V3sk1XT28Wh5Z8Jfyjo5vaGjgicViExFRaWmpICYmZrBWq+WZzWbOxo0bSydPnqwVCoXD4+LirmZlZTmJxWLzmjVrrixdutSjoqLCLjk5uSwmJqZx7dq17nq9nsuyrCgxMbFy7ty5dR3Z/x//+Ifku+++c/jHP/5xZfXq1f23bNniduXKlbOFhYXM7NmzvU+cOHHhyy+/dP35559/4vN/iVyLFi2qTUtLc923b5/TtGnTGrv0RUGnIOwCAAAAAECPZzAYuCzLyg0GA6empkZw6NAhNRHRtm3bnCMiIhqSk5OrTCYTNTU1cYmIdDodNzw8vCk1NVUTFRXlu2LFCml2drY6Pz/fPiEhwWfGjBkNy5cvr8jNzXVIS0sr60wtDz/8cNP69esHEBGdOnVK1LdvX9Ply5cFx48fF4WGhmqLioqYgQMH3nB2dra0njds2LCWc+fO2SPs/jEQdgEAAAAAoMM604G9k2zHmImIjh496pCQkOCjVqsLQ0NDm+fNm+dtNBq5sbGxdWFhYToiIoFAYI2NjW0kIlIoFDqGYSwMw1hDQkJ0Go2mW/fOenp6mlpaWrh1dXXciooKuyeffLL2P//5j+O3334rmjZtWr3FYiEOh2O9eZ7V+rtLcBfhnl0AAAAAALivREZGNtfV1fErKyv50dHR2qysrGKpVHojPj7eZ9OmTS5ERHw+38rl/hJ3uFwuMQxjJSLi8XhkNps53a0hODi4+aOPPnL19fXVh4eHa7Ozs0V5eXmiyMhIrUKhMFRUVDB1dXW/yVs//fSTcPTo0S3d3Rs6BmEXAAAAAADuK2fOnLG3WCzk5uZmUqvVdlKp1JiYmFgzc+bMmvz8/A7fT+zk5GTWarVdykTjxo1r+uijj9zGjRunDQsLa8nJyXG0s7OzuLi4mJ2cnCyxsbE1CxYs8DCZTEREtGnTJheGYSxRUVHaruwHnYdjzAAAAAAA0OPZ7tkl+uU4cGpqagmfz6cjR444pqSkDODz+VahUGjeuXPn5Y6uGR0d3fT+++8PZFlW3t4Dqnbv3u1y5MiRvrbXOTk55yMiIrSLFi2yi4yMbOLz+TRw4MAb/v7+etuYjRs3ahYsWDBo8ODBQXq9nuvs7GzKzc09b+s2w93HwblxAAAAAABoT0FBQYlSqay513Xcr8rKyvgPP/yw7Pnnn7/62muv4XvshIKCAlelUundlbno7AIAAAAAANxFnp6eJtvDteCPg7ALAAAAAAAPvA0bNrikpqa6tb42atQobXp6eqd+lgh6DhxjBgAAAACAduEYM9wr3TnGjLujAQAAAAAAoNdB2AUAAAAAAIBeB2EXAAAAAAAAeh2EXQAAAAAAAOh1EHYBAAAAAKDH4/F4wSzLygMCAuRyuTwwMzPTobtr5uTk9MnIyBC3NyYlJcVFIpEoWZaV+/j4KP72t7/17+6+8MdA2AUAAAAAgB6PYRiLSqUqKi4uLlq9erUmKSlpUHfXzM3NFR48eLDdsEtENGXKlDqVSlX03//+V7V+/fqBFy9eFHR3b7j78Du7AAAAAADQYdd3qz2MVc3CO7mmYIBDi3OsrLyj4xsaGnhisdhERFRaWiqIiYkZrNVqeWazmbNx48bSyZMna4VC4fC4uLirWVlZTmKx2LxmzZorS5cu9aioqLBLTk4ui4mJaVy7dq27Xq/nsiwrSkxMrJw7d25de/sOGDDA7OnpaSgvLxf4+fkZKyoq+AkJCV4ajcaOiOjDDz8se/jhh5sbGhq4zz33nOdPP/0kJCJKSkqqiI+Pr+/OdwSdh7ALAAAAAAA9nsFg4LIsKzcYDJyamhrBoUOH1ERE27Ztc46IiGhITk6uMplM1NTUxCUi0ul03PDw8KbU1FRNVFSU74oVK6TZ2dnq/Px8+4SEBJ8ZM2Y0LF++vCI3N9chLS2trCM1XLhwwc5gMHBHjx6tIyKaN2+ex+LFi6sfeeQR7YULF+weeeQR/59//rlw2bJlA52cnMxqtbqIiOjatWu8u/W9QNsQdgEAAAAAoMM604G9k2zHmImIjh496pCQkOCjVqsLQ0NDm+fNm+dtNBq5sbGxdWFhYToiIoFAYI2NjW0kIlIoFDqGYSwMw1hDQkJ0tk5sRx04cEDi5+fnWFJSYv/BBx+UCIVCKxHRqVOnnC5cuNDHNk6r1fLq6uq4WVlZTv/85z9/tl3v16+f+U58B9A5uGcXAAAAAADuK5GRkc11dXX8yspKfnR0tDYrK6tYKpXeiI+P99m0aZMLERGfz7dyub/EHS6XSwzDWImIeDwemc1mTmf2mzJlSt3FixcLDx8+rFq5cqVHWVkZn4jIarVSbm7ueZVKVaRSqYquXr36k0QisVitVuJwOrUF3AUIuwAAAAAAcF85c+aMvcViITc3N5NarbaTSqXGxMTEmpkzZ9bk5+d3+H5iJycns1ar7XAmioyMbJ42bVptcnKyGxHRQw891JicnPzr05lzcnL6EBFNnDix8cMPP/z1Oo4x3xsIuwAAAAAA0OPZ7tllWVY+ffr0wampqSV8Pp+OHDniKJfLFYGBgfJ9+/ZJlixZUt3RNaOjo5vUanUflmXlW7dulXRkzptvvlmVkZHhWldXx/3kk0/K8/PzHWQymdzX11exadOmfkREa9eurayvr+f5+/srAgIC5IcOHXLs6ueGruNYrdZ7XQMAAAAAAPRgBQUFJUqlsuZe1wEPnoKCAlelUundlbno7AIAAAAAAECvg6cxAwAAAADAA2/Dhg0uqampbq2vjRo1Spuent6hnyWCngfHmAEAAAAAoF04xgz3Co4xAwAAAAAAALSCsAsAAAAAAAC9DsIuAAAAAAAA9DoIuwAAAAAA0OPxeLxglmXlAQEBcrlcHpiZmenQ3TVzcnL6ZGRkiNsbs3jxYveVK1f+5sFVUql0SGVlZbsP+z1z5ow9y7LywMBAeWFhIdPdWqHzEHYBAAAAAKDHYxjGolKpioqLi4tWr16tSUpKGtTdNXNzc4UHDx5sN+x21a5du/pGR0fXnz9/vkihUBjuxh7QPoRdAAAAAAC4rzQ0NPDEYrGJiKi0tFQwcuTIAJZl5f7+/orDhw+LiIiEQuHwBQsWSBUKRWBYWJjsm2++EYaEhAQMGjRoyM6dO8V6vZ6zdu1a9wMHDkhYlpVv3bpV0tk6iouL7QYPHqyYPn26l5+fn2Ls2LH+Wq2Wk5GRIf7kk0/cdu7c6Tp69GjZnf780DH4nV0AAAAAAOiwvXv3ely9elV4J9fs379/y+OPP17e3hiDwcBlWVZuMBg4NTU1gkOHDqmJiLZt2+YcERHRkJycXGUymaipqYlLRKTT6bjh4eFNqampmqioKN8VK1ZIs7Oz1fn5+fYJCQk+M2bMaFi+fHlFbm6uQ1paWpd/S7esrMz+s88++zksLKz00UcfHZyWliZZuHDh9dOnT18TiUTmVatWVXd1begehF0AAAAAAOjxbMeYiYiOHj3qkJCQ4KNWqwtDQ0Ob582b5200GrmxsbF1YWFhOiIigUBgjY2NbSQiUigUOoZhLAzDWENCQnQajcauo/tyOBxre9elUqnBtufw4cNbSkpKcH9uD4GwCwAAAAAAHXa7DuwfITIysrmuro5fWVnJj46O1mZlZRX/61//EsfHx/u88sor1S+99FItn8+3crm/3LXJ5XKJYRgrERGPxyOz2czp6F4uLi6mysrK34Tj5uZmnqurq7mhoYFnZ2f3axjm8XhWnU6HW0V7CIRdAAAAAAC4r5w5c8beYrGQm5ubSa1W2/n4+NxITEysaW5u5ubn5wuJqLYj6zg5OZm1Wm274TQiIkI7a9Ysn7q6ukqJRGLZsWNHX5ZlW/h8RKmeDv9DAAAAAADQ49nu2SUislqtlJqaWsLn8+nIkSOOKSkpA/h8vlUoFJp37tx5uaNrRkdHN73//vsDWZaVJyYmVs6dO7fu5jGjR4/WzZ0792poaCjL4XDIxcXFuG3btpI7+NHgLuFYrbc8gg4AAAAAAEBERAUFBSVKpbLmXtcBD56CggJXpVLp3ZW5OE8OAAAAAAAAvQ6OMQMAAAAAwANvw4YNLqmpqW6tr40aNUqbnp7e5Z8lgnsLx5gBAAAAAKBdOMYM9wqOMQMAAAAAAAC0grALAAAAAAAAvQ7CLgAAAAAAAPQ6CLsAAAAAAADQ6yDsAgAAAABAj8fj8YJZlpUHBATI5XJ5YGZmpkN318zJyemTkZEhbm/M4sWL3VeuXPmbpzRLpdIhlZWV7f6yTUhISEBWVpawuzVC1yHsAgAAAABAj8cwjEWlUhUVFxcXrV69WpOUlDSou2vm5uYKDx482G7YhfsXwi4AAAAAANxXGhoaeGKx2EREVFpaKhg5cmQAy7Jyf39/xeHDh0VEREKhcPiCBQukCoUiMCwsTPbNN98IQ0JCAgYNGjRk586dYr1ez1m7dq37gQMHJCzLyrdu3SrpbB3FxcV2gwcPVkyfPt3Lz89PMXbsWH+tVstpPcZsNtO0adO8X3nlFXdbXS+//LI0ICBArlQq2fLycj4RkVqtthszZoxMJpPJx4wZI7tw4YKdyWSiQYMGDbFYLFRTU8PjcrnBX3/9tYiIKDg4OODcuXPM4sWL3Z988klv22d7++23+3f3++0t2m29AwAAAAAAtFZ0fqlHs1Z9R4/nOohkLfLA5PL2xhgMBi7LsnKDwcCpqakRHDp0SE1EtG3bNueIiIiG5OTkKpPJRE1NTVwiIp1Oxw0PD29KTU3VREVF+a5YsUKanZ2tzs/Pt09ISPCZMWNGw/Llyytyc3Md0tLSyrpae1lZmf1nn332c1hYWOmjjz46OC0tTbJw4cLrRERGo5Hz+OOP+8jlcl1ycnKVra4xY8ZoN27cqJk/f/6gjRs39nvvvfcq58+f7/nss8/Wvvzyy7Xr1693WbBggcfRo0cv+fj46PPz8+0vXLjAyOXylhMnTogmTpzYXFVVZRcUFGQgIrp48aJ9Tk5OcX19PS8wMDDo9ddfv8YwjLWrn6m3QGcXAAAAAAB6PNsx5suXLxfu2bPnQkJCgo/FYqHQ0NDmL774wnXx4sXu33//fR+JRGIhIhIIBNbY2NhGIiKFQqF76KGHmhiGsYaEhOg0Go1dR/flcDi3DI2261Kp1BAWFqYjIho+fHhLSUkJYxuzcOFCr9ZB11bX9OnTG4iIgoODm0tLS+2IiM6cOePwwgsvXCciWrBgwfW8vDwREVFYWFjTsWPHHE+ePOn4+uuvV/73v/91zMrKclAqlc22NR9++OH6Pn36WAcOHGhydnY2XrlyBU1NQmcXAAAAAAA64XYd2D9CZGRkc11dHb+yspIfHR2tzcrKKv7Xv/4ljo+P93nllVeqX3rppVo+n2/lcn/p7XG5XLJ1Onk8HpnNZk67G7Ti4uJiqqys/E04bm5u5rm6upobGhp4dnZ2v4ZhHo9n1el0vzYUR44cqc3OznZqaWmpFgqFViKi1nXx+XwymUzt1jJx4kTt5s2b+1VXV9t9+OGHmnXr1g04duyY40MPPdRkG9O6i8vj8W675oMCnV0AAAAAALivnDlzxt5isZCbm5tJrVbbSaVSY2JiYs3MmTNr8vPzO3zE2snJyazVatvNRBEREdojR46I6+rquEREO3bs6MuybAuff/u+4bx582oefvjhhj/96U++RqOx3bHDhw9v/sc//iEhItqyZYvzyJEjtUREEydObM7PzxdxuVyrUCi0KhSKlrS0tH7h4eHajn7OBxXCLgAAAAAA9Hi2e3ZZlpVPnz59cGpqagmfz6cjR444yuVyRWBgoHzfvn2SJUuWVHd0zejo6Ca1Wt2nvQdUjR49Wjd37tyroaGhLMuy8k8++aTftm3bSjq6x1tvvVWtVCpbpk2b5mM2m9scl5qaWpaenu4qk8nkX3zxhcvmzZvLiYj69OljHTBgwI2RI0c2ExGNGzdO29zczA0JCdF1tIYHFcdqfeDvWwYAAAAAgHYUFBSUKJXKmntdBzx4CgoKXJVKpXdX5qKzCwAAAAAAAL0OHlAFAAAAAAAPvA0bNrikpqa6tb42atQobXp6epd/lgjuLRxjBgAAAACAduEYM9wrOMYMAAAAAAAA0ArCLgAAAAAAAPQ6CLsAAAAAAADQ6yDsAgAAAABAj8fj8YJZlpUHBATI5XJ5YGZmpkN318zJyemTkZEhtr1OSUlxkUgkSpZl5X5+forJkycPbmpqajczffXVV46ta4mJifH+9NNPb/mbvfDHQtgFAAAAAIAej2EYi0qlKiouLi5avXq1JikpaVB318zNzRUePHhQ3PralClT6lQqVdHFixcLBQKBddu2be0G1+PHjztmZ2eLulsL3HkIuwAAAAAAcF9paGjgicViExFRaWmpYOTIkQEsy8r9/f0Vhw8fFhERCYXC4QsWLJAqFIrAsLAw2TfffCMMCQkJGDRo0JCdO3eK9Xo9Z+3ate4HDhyQsCwr37p1629CrdFopJaWFq6zs7OZiOjzzz8XDx06lA0MDJSHhYXJysvL+cXFxXZpaWn9Pv74YzeWZeW2vU+ePCkaPnw4O2jQoCHo8t47+OkhAAAAAABoV0/46SEejxfs7++vMxgMnJqaGsGhQ4fU48aNa3nzzTfd9Ho9Jzk5ucpkMlFTUxNXIpFYOBxOcEZGxoWnnuRmMbIAACAASURBVHqqMSoqyrelpYV7/Pjxi/n5+fYJCQk+KpWqKCUlxSU3N9chLS2tjOiXY8xvvvnmIDc3N+O1a9cE3t7e+tOnTxfz+Xy6du0az8XFxczlcunDDz90PX/+vP3WrVuvLF682F0kEplXrVpVTfTLMeaWlhbuV1999fOPP/5o/8QTT/iVlZWdu5ff3f2sOz89xL/DtQAAAAAAQC/2l/NlHqpmvfBOrsk62LesD/Qsb2+M7RgzEdHRo0cdEhISfNRqdWFoaGjzvHnzvI1GIzc2NrYuLCxMR0QkEAissbGxjURECoVCxzCMhWEYa0hIiE6j0di1tc+UKVPq0tLSyiwWC82ePdtz5cqVA955552qy5cv2z3++OODrl27Jrhx4wbXw8PD0NYaU6dOrefxeBQcHKyvra0VdO1bge7CMWYAAAAAALivREZGNtfV1fErKyv50dHR2qysrGKpVHojPj7eZ9OmTS5ERHw+38rl/hJ3uFwuMQxjJSLi8XhkNps5t9uDy+XS1KlT60+dOiUiInrppZc8Fy5ceFWtVhdt2rSp1GAwtJml7O3tfz0+i5O09w46uwAAAAAA0GG368D+Ec6cOWNvsVjIzc3NpFar7Xx8fG4kJibWNDc3c/Pz84VEVNuRdZycnMxarbbN0Jqdne3o7e1tICJqamrieXp6GomItm/f7mIb4+joaG5sbOR18yPBXYCwCwAAAAAAPZ7BYOCyLCsn+qVbmpqaWsLn8+nIkSOOKSkpA/h8vlUoFJp37tx5uaNrRkdHN73//vsDWZaVJyYmVhIR/e+BVSKLxUIDBw688fnnn5cQEf31r3+teOaZZ3zd3NxujBw5srmsrIwhIoqJiamPjY31/frrr/uuX7++7C58dOgiPKAKAAAAAADa1RMeUAUPpu48oAr37AIAAAAAAECvg7ALAAAAAAAAvQ7CLgAAAAAAAPQ6CLsAAAAAAADQ6yDsAgAAAAAAQK+DsAsAAAAAAAC9DsIuAAAAAAD0aFVVVTyWZeUsy8pdXV2V/fv3H2p7rdfrOTePr66u5r333nv9breu0WgkR0fHYURE586dY+zt7UewLCv39fVVzJo1y9NisXS79j//+c8+6enpfW++bjKZaNasWZ7+/v4KmUwmHzJkSKBarbYjInJzcxsqk8nkts94/Phxh24X8gDi3+sCAAAAAAAA2jNgwACzSqUqIiJavHixu0gkMq9ataq6rfHXrl3jb9u2rd+SJUuudWYfb29vvUqlKjIYDJwxY8YEfPHFF+IZM2Y03G6e0WgkgUDQma1oy5YtznV1dXyVSlXI4/HowoULdhKJxGx7Pycnp9jV1dXc3hrQPnR2AQAAAADgvrVixQo3f39/hb+/v2LNmjX9iYhee+01aUlJiT3LsvKFCxdKr1+/zg0NDZXJ5fJAmUwm/+KLL8TtrckwjHXkyJHaCxcu2JvNZnr++ecH2Tqwn376qYSIaO/evY5hYWGyP/3pT4MVCoWciGjDhg0uMplMHhAQII+NjfW2rXf8+HHH4cOHs4MGDRqSlpbWl4iosrJS4ObmZuTxeERE5O/vfwPh9s5CZxcAAAAAAO5L33zzjXDXrl0u+fn5500mEwUHBwdGRkY2vf/++5rY2Fh7WzfYYDBwvv7664sSicSi0Wj4YWFh7DPPPNNmx7axsZH77bffOv4/9u4/rul63wP4ez9gbG7gJooCQ3A4xuacSoKSiKQh3ANck0RKMC0L8XjyXEzt3qOinMo85bn+yMzkdhIqNUER6XEqUo+KVqjFQNgmUMhPIRkgMH5sbPcP77hkguCPRHw9/8l9Pt/P5/ve+OvV+7Pv3nzzzaqPPvpIqNPpuBqNprC6uprt6+srDw4ObiYiysvLG6ZWqwvHjx/f+e2333K3b98++rvvvtM6OTl11dbWsqz7Xb9+nX3p0iXthQsXuNHR0eMWL17c+MILLzQEBgZ6eXt7CwICAm4sWbKk3t/fv826xt/f34vJZBKXyzX/+OOP2gf5OQ5VCLsAAAAAANBva9LU4ivXmnn3c0/paIHhnWdVFQNd969//UsQHh7eIBAIzEREoaGhjadOneKHhYXd6HmdxWKhP/3pT665ubl8JpNJ165ds62pqWE7Ojqael5n7QYzmUzLH/7wh8ZnnnnmxgsvvCBeuHChns1mk5ubm2nq1KnNOTk5wzgcjnnSpEkt48eP7yQi+vrrrwXz5s1rcHJy6iIisv6XiCgiIqKRyWSSn59fW11dnS3RzU5uSUnJ5ePHj9ufOHFCEBIS4vXZZ5+VhoWFNRPhGPP9gLALAAAAAACPJIvF0q/r3n///RE3btxgFRYWFtnY2JCTk9NEg8HwmwdbWb+ze8s9fnOdFY/HM/e8jsG4/aV2dnaWHtf1XG9ZuHBh08KFC5scHR1NR48eHW4Nu3DvEHYBAAAAAKDf7qYD+6AEBQU1r1ixwn3Tpk3Xurq6GF9++eXwAwcO/OTg4NDV2tra/XyipqYm1siRI002NjZ09OhR+7q6un4/TWrmzJnNqampI5YvX15fU1PDvnjxIv+DDz6ouHDhArfndaGhoTeio6PHrVu3rtZ6jLlnd/dWZ8+e5bm5uRnHjh1r7OrqosuXL3OfeOKJ1rv7JOB2EHYBAAAAAOCRFBQUZIiMjKyfPHmynIjoxRdf/MXX17eNiGjixIkGqVQqnzNnTtNf/vKX2tDQUM8JEyZ4K5VKw9ixYzv6e4+lS5c2fPfdd8O8vb0VDAbD8tZbb1W6uLiYLly48Kvr/Pz82latWnVtxowZMhaLZZk4cWLr559/frW3fauqqmzi4uLGGo1GpsViIR8fn5Y1a9YM6OnR0DdGf1v/AAAAAADweFKr1WUqler6w64DHj9qtdpRpVK5381a/PQQAAAAAAAADDkIuwAAAAAAADDkIOwCAAAAAADAkIOwCwAAAAAAAEMOwi4AAAAAAAAMOQi7AAAAAAAAMOQg7AIAAAAAAMCQg7ALAAAAAACDHoPB8Jk3b56H9bXRaCShUKgKCgryHOhevr6+Xunp6fY9x5KSkkbFxMS43WudkZGR7i4uLkqZTCb38PBQrF69ekxfdZw5c4Z363hTUxPz+eefHysWiyd4enoqnnjiCa+TJ08Ou9faHjcIuwAAAAAAMOhxuVyzTqfjtrS0MIiIjh49au/k5GS8m70WLFhQf+DAAVHPsfT0dFFMTIy+v3uYTKZe5954441KrVZbVFhYWHTo0CFHrVZrO5D1ixYtchcKhaaysrLLJSUlhSkpKT/X1dWx+1sb3ISwCwAAAAAAj4TZs2c3HT58eDgR0YEDB0SRkZHd4fTUqVO8yZMny7y9veWTJ0+WqdVqDhHRxYsX7ZRKpbdMJpNLpVJ5QUEBJzY2tuHEiRMObW1tDCIinU5nW1dXZxMcHNySlZUl8PX19QoJCRnn4eGhiIiI8DCbzURE5OLionzttdfG+Pj4eH300UfCO9VrMBiYREQCgcDc1/quri6aP3+++6uvvupcWFjI+fHHH4ft2LGjisViERGRXC7vjI6ObtLpdLYeHh6KhQsXjh0/frwiIiLCIyMjQzBlyhTZ2LFjJ5w6dYpHRJSQkOC8YMECd19fXy9XV1flG2+8Mer+/AUeLfi/AwAAAAAA0H8ZfxRTXdFvjt7ek1FyA83bXXGny2JjY/WJiYljFi5c2KjRaHgvvfRS/fnz5/lERCqVqj03N1drY2NDGRkZgrVr17p+9dVXpbt27Rq5YsWK2vj4eH17ezvDZDIRn8+3qFSq1vT0dIeYmJjG/fv3iyIiIhqYzJu9QI1Gw83Ly/vJ3d3d6OPjI8vOzubPnTu3hYjIzs7OfOnSJV1fda5fv95169atY8rLyzkvvvhinYuLS3cbt+f65OTkUUajkTFv3jwPuVzetnXr1muffvqpg1wuN7DZt49qFRUVdocOHfrJx8fn6sSJE70//fTTERcvXtR+9tlnw998880xQUFBpUREJSUldufPn9c1NjayvL29J6xZs+YXDodj6d8fZGhAZxcAAAAAAB4Jfn5+bZWVlZx9+/aJ5syZ09RzTq/Xs/7t3/5NMn78eMXatWvFV65csSMimj59euu2bdvG/OUvfxldXFxsy+fzLUREUVFR+kOHDgmJiI4cOSKKjY3t7hIrlcpWiURiZLFYpFAoDKWlpd3HkBcvXtxwpzqtx5hramrUZ86cEWRnZ3d/3/bW9StWrBhrDbr9+QxcXFw6fH1921gsFkml0rannnrqBpPJpClTphgqKys51uuCg4MbuVyuZcyYMSaRSGSsrKx87Bqdj90bBgAAAACAe9CPDuyDFBIS0piYmCj++uuvdT2/x7pu3TqXwMDA5uzs7FKdTmf71FNPeRERLV++XB8QENB69OhRh9DQUOn7779fFhER0bxo0aLG9evXi3Nycnjt7e3MGTNmGKx79eyAslgsMplMDOtr65Hk/nBwcDA/+eSTzadPn+Y//fTTrbdb/8QTT7ScPXvW3mAw1PJ4PMukSZPaNRoNr6uri6zHmHuytbXtro3JZJKdnZ3FWmdXV1d3nX29h8cFOrsAAAAAAPDIiI+Pv7569epqX1/ftp7jN27cYLm6unYSEe3du9fROl5UVGTr7e3dsX79+rrg4ODGvLw8LtHNIDpt2rTmZcuWuc+fP7/fD6YaCKPRSJcuXeJ7enp29HZNXFzc9eDg4KawsDCJ0WgkhULRMXHixNaEhARn63eFCwoKOJ988snwB1HjUIawCwAAAAAAjwyJRGLcsGFD3a3j69atu7Zp0ybXKVOmyLq6urrHU1NTRVKpVCGTyeTFxcV2cXFx9da56OhovU6n4/Y8wnw/rF+/3lUmk8llMpnC29vbsHjx4sa+rt+0aVOtSqUyzJ8/36Orq4s++eSTstraWpuxY8dOkEql8pdeesldLBZ33s8aHwcMi+Wx+o4yAAAAAAAMkFqtLlOpVNcfdh3w+FGr1Y4qlcr9btaiswsAAAAAAABDDh5QBQAAAAAAMECxsbFuFy5c4Pcci4+Pr121alV9b2vg94WwCwAAAAAAMECpqanlD7sG6BuOMQMAAAAAAMCQg7ALAAAAAAAAQw7CLgAAAAAAAAw5CLsAAAAAAAAw5CDsAgAAAADAoMdgMHzmzZvnYX1tNBpJKBSqgoKCPAe6l6+vr1d6erp9z7GkpKRRMTExbvdaZ2RkpLuLi4tSJpPJPTw8FKtXrx7TVx1nzpzh3Tru4uKilEqlcplMJpfJZPLs7Oxh91rX4whhFwAAAAAABj0ul2vW6XTclpYWBhHR0aNH7Z2cnIx3s9eCBQvqDxw4IOo5lp6eLoqJidH3dw+TydTr3BtvvFGp1WqLCgsLiw4dOuSo1WptB7KeiOj06dNXtFptkVarLXr66adb+1sX/D+EXQAAAAAAeCTMnj276fDhw8OJiA4cOCCKjIzsDqenTp3iTZ48Webt7S2fPHmyTK1Wc4iILl68aKdUKr1lMplcKpXKCwoKOLGxsQ0nTpxwaGtrYxAR6XQ627q6Opvg4OCWrKwsga+vr1dISMg4Dw8PRUREhIfZbCaimx3X1157bYyPj4/XRx99JLxTvQaDgUlEJBAIzH2t7+rqovnz57u/+uqrzr3t1dTUxJw+fbpULpd7S6VS+SeffDLcOvfee++NkEqlci8vL7m1+11dXc2eO3euZMKECd4TJkzw/vrrrx+77jB+ZxcAAAAAAPptw7kN4pKGkt8cvb0XnkJPw1+f/GvFna6LjY3VJyYmjlm4cGGjRqPhvfTSS/Xnz5/nExGpVKr23NxcrY2NDWVkZAjWrl3r+tVXX5Xu2rVr5IoVK2rj4+P17e3tDJPJRHw+36JSqVrT09MdYmJiGvfv3y+KiIhoYDJv9gI1Gg03Ly/vJ3d3d6OPj48sOzubP3fu3BYiIjs7O/OlS5d0fdW5fv16161bt44pLy/nvPjii3UuLi7dbdye65OTk0cZjUbGvHnzPORyedvWrVuvWa8LDAyUMplMsrW1Nefn52t5PJ75iy++KBGJROaamhq2n5+f7Pnnn2/84Ycf7N59990x3377rXbMmDGm2tpaFhFRXFycOCEhoXbu3LktxcXFtnPnzh3/008/Fd7Fn+eRhbALAAAAAACPBD8/v7bKykrOvn37RHPmzGnqOafX61kLFy70KCsrs2MwGBaj0cggIpo+fXrru+++O6aystI2Ojq6QalUdhARRUVF6Q8dOiSMiYlpPHLkiCg5ObnMupdSqWyVSCRGIiKFQmEoLS3tPoa8ePHihjvV+cYbb1QuXbq0oampiRkQECDNzs4eZj2KfOv6FStWjJ03b56+Z9AlunmMecyYMd0h2Ww2M/785z+7fvfdd3wmk0l1dXW2lZWV7K+++so+PDy8wXqtk5NTFxHRuXPn7IuLi7nW9S0tLayGhgamUCg03/GDHiIQdgEAAAAAoN/604F9kEJCQhoTExPFX3/9ta6urq47z6xbt84lMDCwOTs7u1Sn09k+9dRTXkREy5cv1wcEBLQePXrUITQ0VPr++++XRURENC9atKhx/fr14pycHF57eztzxowZButeHA7HYv03i8Uik8nEsL62HknuDwcHB/OTTz7ZfPr0ab417N66/oknnmg5e/asvcFgqOXxeJbb70S0d+9eUX19PbugoEDD4XAsLi4uyra2NqbFYiEGg/GbdRaLhS5evKjh8/m97jnU4Tu7AAAAAADwyIiPj7++evXqal9f37ae4zdu3GC5urp2EhHt3bvX0TpeVFRk6+3t3bF+/fq64ODgxry8PC7RzSA6bdq05mXLlrnPnz+/3w+mGgij0UiXLl3ie3p6dvR2TVxc3PXg4OCmsLAwidHY+/O2mpqaWI6OjkYOh2M5fvy4oLq62paIKCQk5EZmZqbo2rVrLCIi6zHmGTNm3Ni6deso6/rz589zb7/z0IWwCwAAAAAAjwyJRGLcsGFD3a3j69atu7Zp0ybXKVOmyLq6urrHU1NTRVKpVCGTyeTFxcV2cXFx9da56OhovU6n48bGxt7XsLt+/XrX//vZIIW3t7dh8eLFjX1dv2nTplqVSmWYP3++R8/ae1q2bJlerVYPmzBhgvcnn3wi8vDwaCcieuKJJ9pXr15dExAQIPPy8pKvWLFCTET04YcfVvzwww/DpFKpXCKRKN57772R9/M9PgoYFstj29UGAAAAAIB+UKvVZSqV6vrDrgMeP2q12lGlUrnfzVp0dgEAAAAAAGDIwQOqAAAAAAAABig2NtbtwoUL/J5j8fHxtatWrarvbQ38vhB2AQAAAAAABig1NbX8YdcAfcMxZgAAAAAAABhyEHYBAAAAAABgyEHYBQAAAAAAgCEHYRcAAAAAAACGHIRdAAAAAAAY9BgMhs+8efM8rK+NRiMJhUJVUFCQ50D38vX19UpPT7fvOZaUlDQqJibG7V7rjIyMdB81atTEtrY2BhFRTU0N28XFRXmv+8LAIewCAAAAAMCgx+VyzTqdjtvS0sIgIjp69Ki9k5OT8W72WrBgQf2BAwdEPcfS09NFMTEx+v7uYTKZep1jsViWnTt3Ot5NbXD/4KeHAAAAAACg36r/6y/ijuJi3v3ckzN+vMH5rTcr7nTd7Nmzmw4fPjx86dKlDQcOHBBFRkbqz58/zyciOnXqFC8hIcGtvb2daWdnZ/74449/VqlUHRcvXrRbunSph9FoZJjNZkpPTy+NjY1teOutt1za2toYXC7XotPpbOvq6myCg4NbsrKyBElJSc4ikcio0+m4SqXSkJGR8TOTySQXFxflc889d/3UqVP2cXFxda+88krD7eqMi4ur27Nnj1NCQsIvPcfNZjPFx8e7njx50oHBYFjWrFlT8/LLLzf0dc+zZ8/yEhISxAaDgSkUCk2ffvp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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "alpha_100 = np.logspace(-4.5, 2, 100)\n", + "coef = []\n", + "for i in alpha_100:\n", + " lasso.set_params(alpha = i)\n", + " lasso.fit(x_onehot, y_log)\n", + " coef.append(lasso.coef_)\n", + "\n", + "df_coef = pd.DataFrame(coef, index=alpha_100, columns=x_onehot.columns)\n", + "title = 'Lasso coefficients as a function of the regularization'\n", + "axes = df_coef.plot(logx=True, title=title)\n", + "axes.set_xlabel('alpha')\n", + "axes.set_ylabel('coefficients')\n", + "plt.rcParams['figure.figsize'] = 16, 4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### test prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "best_lasso_test_y = para_search_lasso.best_estimator_.predict(test_onehot)\n", + "best_lasso_test_y = np.expm1(best_lasso_test_y)\n", + "sub = pd.DataFrame()\n", + "sub['SalePrice'] = best_lasso_test_y\n", + "sub = sub.set_index(np.arange(1461, 2920))\n", + "sub.to_csv('(2) lasso_log(y)_onehot_submission.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Elastic net regularization" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alpha': 0.00013848863713938745, 'l1_ratio': 0.9}\n", + "Lowest RMSE found: 0.12738724030490256\n" + ] + } + ], + "source": [ + "elasticnet = linear_model.ElasticNet(normalize=True) # create a ridge regression instance\n", + "\n", + "# find the best alpha (lambda) for lasso \n", + "grid_param = [{'alpha': np.logspace(-10, 6, 100), 'l1_ratio': np.arange(0, 1.1, 0.1)}]\n", + "para_search_elas = GridSearchCV(estimator=elasticnet, param_grid=grid_param, scoring='neg_mean_squared_error', cv=5, return_train_score=True)\n", + "para_search_elas.fit(x_onehot, y_log)\n", + "\n", + "print(para_search_elas.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_elas.best_score_)))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE for all train data using best lasso" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 9.076453439675252e-16\n" + ] + } + ], + "source": [ + "# fit best elastic net equation to all train data \n", + "best_elas_y = para_search_elas.best_estimator_.predict(x_onehot)\n", + "print(\"RMSE: \", np.sqrt(np.mean(y_log-best_elas_y)**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE across different grid search lambda" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "error = pd.DataFrame(para_search_elas.grid_scores_)['mean_validation_score']\n", + "error = np.sqrt(np.abs(error))\n", + "alpha = pd.DataFrame(para_search_elas.grid_scores_)['parameters'].apply(lambda x: x.get('alpha'))\n", + "plt.scatter(alpha, error)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "alphas_elastic = np.logspace(-10, 6, 100)\n", + "coef_elastic = []\n", + "for i in alphas_elastic:\n", + " elastic = linear_model.ElasticNet(l1_ratio =0.6)\n", + " elastic.set_params(alpha = i)\n", + " elastic.fit(x_onehot, y_log)\n", + " coef_elastic.append(elastic.coef_)\n", + "\n", + "df_coef = pd.DataFrame(coef_elastic, index=alphas_elastic, columns=x_onehot.columns)\n", + "title = 'ElasticNet coefficients as a function of the regularization'\n", + "df_coef.plot(logx=True, title=title)\n", + "plt.xlabel('alpha')\n", + "plt.ylabel('coefficients')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### test prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "best_elas_test_y = para_search_elas.best_estimator_.predict(test_onehot)\n", + "best_elas_test_y = np.expm1(best_elas_test_y)\n", + "sub = pd.DataFrame()\n", + "sub['SalePrice'] = best_elas_test_y\n", + "sub = sub.set_index(np.arange(1461, 2920))\n", + "sub.to_csv('(3) elas_log(y)_onehot_submission.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Kelly/neighborhood_feature_engineering_lasso.ipynb b/Kelly/neighborhood_feature_engineering_lasso.ipynb new file mode 100644 index 0000000..12be478 --- /dev/null +++ b/Kelly/neighborhood_feature_engineering_lasso.ipynb @@ -0,0 +1,678 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "## import data\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "train = pd.read_csv(\"train.csv\").set_index(\"Id\")\n", + "test = pd.read_csv(\"test.csv\").set_index(\"Id\")\n", + "combine = pd.concat([train, test])\n", + "\n", + "# seperate based on neighborhoood median SalesPrice \n", + "worst_neighbor_df = combine[combine.Neighborhood.isin(['MeadowV', 'IDOTRR', 'BrDale', 'OldTown','Edwards', 'BrkSide', 'Sawyer', 'Blueste'])]\n", + "med_neighbor_df = combine[combine.Neighborhood.isin(['SWISU', 'NAmes', 'NPkVill', 'Mitchel', 'SawyerW', 'Gilbert', 'NWAmes', 'Blmngtn'])]\n", + "best_neighbor_df = combine[combine.Neighborhood.isin(['CollgCr', 'ClearCr', 'Crawfor', 'Veenker', 'Somerst', 'Timber', 'StoneBr', 'NoRidge', 'NridgHt'])]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(862, 80)\n", + "(1077, 80)\n", + "(980, 80)\n" + ] + }, + { + "data": { + "text/plain": [ + "2919" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(worst_neighbor_df.shape)\n", + "print(med_neighbor_df.shape)\n", + "print(best_neighbor_df.shape)\n", + "862+1077+980" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/kellyho/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:3643: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self[name] = value\n", + "/Users/kellyho/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py:2540: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self[k1] = value[k2]\n", + "/Users/kellyho/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:3643: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self[name] = value\n", + "/Users/kellyho/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py:2540: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self[k1] = value[k2]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(417, 229)\n", + "(445, 228)\n", + "(536, 225)\n", + "(541, 224)\n", + "(507, 217)\n", + "(473, 216)\n", + "2919\n", + "(417, 1)\n", + "(536, 1)\n", + "(507, 1)\n" + ] + } + ], + "source": [ + "# process data before model fitting\n", + "from preprocessfinal import impute\n", + "onehot_worst, encodedDic = impute(worst_neighbor_df, True) # process data and onehot encode\n", + "onehot_med, encodedDic = impute(med_neighbor_df, True) # process data and onehot encode\n", + "onehot_best, encodedDic = impute(best_neighbor_df, True) # process data and onehot encode\n", + "\n", + "# seperate onehot data into train and test\n", + "train_onehot_worst = onehot_worst.iloc[onehot_worst.index < min(test.index),]\n", + "test_onehot_worst = onehot_worst.iloc[onehot_worst.index >= min(test.index),].drop('SalePrice', axis = 1) # salesprice col were all NA \n", + "\n", + "train_onehot_med = onehot_med.iloc[onehot_med.index < min(test.index),]\n", + "test_onehot_med = onehot_med.iloc[onehot_med.index >= min(test.index),].drop('SalePrice', axis = 1) # salesprice col were all NA \n", + "\n", + "train_onehot_best = onehot_best.iloc[onehot_best.index < min(test.index),]\n", + "test_onehot_best = onehot_best.iloc[onehot_best.index >= min(test.index),].drop('SalePrice', axis = 1) # salesprice col were all NA \n", + "\n", + "print(train_onehot_worst.shape)\n", + "print(test_onehot_worst.shape)\n", + "print(train_onehot_med.shape)\n", + "print(test_onehot_med.shape)\n", + "print(train_onehot_best.shape)\n", + "print(test_onehot_best.shape)\n", + "print(417+445+536+541+507+473) \n", + "\n", + "#split train data frame into x var and y var for model testing\n", + "x_onehot_worst = train_onehot_worst.drop('SalePrice', axis=1)\n", + "x_onehot_med = train_onehot_med.drop('SalePrice', axis=1)\n", + "x_onehot_best = train_onehot_best.drop('SalePrice', axis=1)\n", + "\n", + "y_log = pd.DataFrame(np.log(train.SalePrice))\n", + "y_log_worst = y_log.iloc[y_log.index.isin(train_onehot_worst.index),] # convert y to normal distribution for regression models\n", + "y_log_med = y_log.iloc[y_log.index.isin(train_onehot_med.index),] # convert y to normal distribution for regression models\n", + "y_log_best = y_log.iloc[y_log.index.isin(train_onehot_best.index),] # convert y to normal distribution for regression models\n", + "\n", + "print(y_log_worst.shape)\n", + "print(y_log_med.shape)\n", + "print(y_log_best.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alpha': 0.0011905772393787845}\n", + "Lowest RMSE found: 0.18540119029199814\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import GridSearchCV # search for the best lambda\n", + "from sklearn import linear_model\n", + "\n", + "lasso_worst = linear_model.Lasso(normalize=True) # create a ridge regression instance\n", + "\n", + "# find the best alpha (lambda) for lasso \n", + "grid_param = [{'alpha': np.logspace(-4.5, 2, 100)}]\n", + "para_search_lasso_worst = GridSearchCV(estimator=lasso_worst, param_grid=grid_param, scoring='neg_mean_squared_error', cv=10, return_train_score=True)\n", + "para_search_lasso_worst.fit(x_onehot_worst, y_log_worst)\n", + "\n", + "print(para_search_lasso_worst.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_lasso_worst.best_score_)))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alpha': 0.00022570197196339215}\n", + "Lowest RMSE found: 0.09904998644870235\n" + ] + } + ], + "source": [ + "lasso_med = linear_model.Lasso(normalize=True) # create a ridge regression instance\n", + "\n", + "# find the best alpha (lambda) for lasso \n", + "grid_param = [{'alpha': np.logspace(-4.5, 2, 100)}]\n", + "para_search_lasso_med = GridSearchCV(estimator=lasso_med, param_grid=grid_param, scoring='neg_mean_squared_error', cv=10, return_train_score=True)\n", + "para_search_lasso_med.fit(x_onehot_med, y_log_med)\n", + "\n", + "print(para_search_lasso_med.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_lasso_med.best_score_)))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alpha': 0.00022570197196339215}\n", + "Lowest RMSE found: 0.10183032494655822\n" + ] + } + ], + "source": [ + "lasso_best = linear_model.Lasso(normalize=True) # create a ridge regression instance\n", + "\n", + "# find the best alpha (lambda) for lasso \n", + "grid_param = [{'alpha': np.logspace(-4.5, 2, 100)}]\n", + "para_search_lasso_best = GridSearchCV(estimator=lasso_best, param_grid=grid_param, scoring='neg_mean_squared_error', cv=10, return_train_score=True)\n", + "para_search_lasso_best.fit(x_onehot_best, y_log_best)\n", + "\n", + "print(para_search_lasso_best.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(para_search_lasso_best.best_score_)))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 0.38880211110670043\n", + "RMSE: 0.16594978199486426\n", + "RMSE: 0.3355265626860251\n", + "RMSE: 0.006975697521277645\n", + "RMSE: 0.45634835784886807\n", + "RMSE: 0.007200614006508818\n" + ] + } + ], + "source": [ + "from sklearn.metrics import mean_squared_error\n", + "# fit best ridge equation to all train data \n", + "lasso_y_worst = para_search_lasso_worst.best_estimator_.predict(x_onehot_worst)\n", + "print(\"RMSE: \", np.sqrt(np.mean((y_log_worst.values-lasso_y_worst)**2)))\n", + "print(\"RMSE: \", np.sqrt(mean_squared_error(y_log_worst.values, lasso_y_worst)))\n", + "\n", + "lasso_y_med = para_search_lasso_med.best_estimator_.predict(x_onehot_med)\n", + "print(\"RMSE: \", np.sqrt(np.mean((y_log_med.values-lasso_y_med)**2)))\n", + "print(\"RMSE: \", mean_squared_error(y_log_med.values, lasso_y_med))\n", + "\n", + "lasso_y_best = para_search_lasso_best.best_estimator_.predict(x_onehot_best)\n", + "print(\"RMSE: \", np.sqrt(np.mean((y_log_best.values-lasso_y_best)**2)))\n", + "print(\"RMSE: \", mean_squared_error(y_log_best.values, lasso_y_best))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "lasso_worst_test_y = para_search_lasso_worst.best_estimator_.predict(test_onehot_worst)\n", + "lasso_med_test_y = para_search_lasso_med.best_estimator_.predict(test_onehot_med)\n", + "lasso_best_test_y = para_search_lasso_best.best_estimator_.predict(test_onehot_best)\n", + "\n", + "#convert predicted y to datafram to combine later on for submission\n", + "worst = pd.DataFrame(lasso_worst_test_y).set_index(test_onehot_worst.index)\n", + "med = pd.DataFrame(lasso_med_test_y).set_index(test_onehot_med.index)\n", + "best = pd.DataFrame(lasso_best_test_y).set_index(test_onehot_best.index)\n", + "lasso_neighbor_pred_y = pd.concat([worst,med,best])\n", + "lasso_neighbor_pred_y = np.expm1(lasso_neighbor_pred_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "lasso_neighbor_pred_y.to_csv('(6) lasso_neighbor_submission.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Start to purposely encode the information based on our best understanding. + ## Combine Exterior1st and Exterior2nd to Exterior + ## Add TotalFlrSF = 1stFlrSF + 2ndFlrSF + TotalBsmtSF + ## BsmtFinType1 and BsmtFinType2 to Bsmt -Replace each type to it's actually square feet BsmtFinSF1, BsmtFinSF2 -For Unf in type 1 and type2, replace it with the BsmtUnfSF + ## Combine BsmtFullBath, BsmtHalfBath to BsmtBath + ## Add all different PorchSF to TotalProchSF + ## Dummy MasVnrType to MasVnr and replace the value with MasVnrArea + ############################################################################################### + + preProcessCatField = ["MasVnrType", "Exterior1st", "Exterior2nd", "BsmtFinType1", "BsmtFinType2", "Condition1", "Condition2"] + preProcessNumFiled = ["1stFlrSF", "2ndFlrSF", "MasVnrArea", "BsmtFinSF1", "BsmtFinSF2", "BsmtUnfSF", "BsmtFullBath", "BsmtHalfBath"] + inputDF[preProcessCatField] = inputDF[preProcessCatField].fillna("Unknown") + inputDF[preProcessNumFiled] = inputDF[preProcessNumFiled].fillna(0) + + # Exterior1st, Exterior2nd (Exterior covering on house) + var1_dummy_columns = pd.get_dummies(inputDF['Exterior1st'], prefix= "Exterior") + var2_dummy_columns = pd.get_dummies(inputDF['Exterior2nd'], prefix= "Exterior") + var_dummy_columns = pd.concat([var1_dummy_columns,var2_dummy_columns]).groupby(level=0).sum() + var_dummy_columns = var_dummy_columns.replace(2, 1) + + inputDF = pd.concat([inputDF, var_dummy_columns], axis=1) + inputDF = inputDF.drop( columns=['Exterior1st', 'Exterior2nd'] ) + + #TotalBsmtFinSF = "BsmtFinSF1"+ "BsmtFinSF2" ( + "TotalBsmtSF" ) + inputDF["TotalBsmtSF"] = inputDF["TotalBsmtSF"].fillna(0) + inputDF["TotalFlrSF"] = inputDF["1stFlrSF"] + inputDF["2ndFlrSF"] + inputDF["TotalBsmtSF"] + + # BsmtFinType1, BsmtFinType2, BsmtFinSF1 (Type 1 finished square feet), BsmtFinSF2 (Type 1 finished square feet), BsmtUnfSF: Unfinished square feet of basement area + var1_dummy_columns = pd.get_dummies(inputDF['BsmtFinType1'], prefix= "Bsmt") + var1_dummy_columns = var1_dummy_columns.mul( inputDF['BsmtFinSF1'] , axis=0) + tmp = var1_dummy_columns['Bsmt_Unf'] + tmp [ inputDF.loc[inputDF['BsmtFinType1'] == "Unf"].index ] = 1 + tmp = tmp.mul( inputDF['BsmtUnfSF'] , axis=0) + var1_dummy_columns['Bsmt_Unf'] = tmp + + var2_dummy_columns = pd.get_dummies(inputDF['BsmtFinType2'], prefix= "Bsmt") + var2_dummy_columns = var2_dummy_columns.mul( inputDF['BsmtFinSF2'] , axis=0) + tmp = var2_dummy_columns['Bsmt_Unf'] + tmp [ inputDF.loc[inputDF['BsmtFinType2'] == "Unf"].index ] = 1 + tmp = tmp.mul( inputDF['BsmtUnfSF'] , axis=0) + var2_dummy_columns['Bsmt_Unf'] = tmp + + var_dummy_columns = pd.concat([var1_dummy_columns,var2_dummy_columns]).groupby(level=0).sum() + inputDF = pd.concat([inputDF, var_dummy_columns], axis=1) + inputDF = inputDF.drop( columns=['BsmtFinType1', 'BsmtFinType1', 'BsmtFinType2', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF'] ) + + #BsmtFullBath, BsmtHalfBath (number of type of bathroom in the basement) + inputDF['BsmtBath'] = inputDF["BsmtFullBath"] + 0.5* inputDF["BsmtHalfBath"] + inputDF = inputDF.drop( columns=['BsmtFullBath', 'BsmtHalfBath'] ) + + inputDF["TotalPorchSF"] = inputDF["OpenPorchSF"] + inputDF["EnclosedPorch"] + inputDF["3SsnPorch"] + inputDF["ScreenPorch"] + + #MasVnrType, MasVnrArea + var_dummy_columns = pd.get_dummies(inputDF['MasVnrType'], prefix= "MasVnr") + var_dummy_columns = var_dummy_columns.mul( inputDF['MasVnrArea'] , axis=0) + inputDF = pd.concat([inputDF, var_dummy_columns], axis=1) + inputDF = inputDF.drop( columns=['MasVnrType', 'MasVnrArea'] ) + + #Condition1, Condition2: Proximity to various conditions + var1_dummy_columns = pd.get_dummies(inputDF['Condition1'], prefix= "Cond") + var2_dummy_columns = pd.get_dummies(inputDF['Condition2'], prefix= "Cond") + var_dummy_columns = pd.concat([var1_dummy_columns,var2_dummy_columns]).groupby(level=0).sum() + var_dummy_columns = var_dummy_columns.replace(2, 1) + inputDF = pd.concat([inputDF, var_dummy_columns], axis=1) + inputDF = inputDF.drop( columns=['Condition1', 'Condition2'] ) + + + ############################### Median Impute ####################### + ## Some NA existed in these numerical fields +# impute_cols = ['GarageArea', 'GarageCars','GarageYrBlt','LotFrontage'] +# for i, c in enumerate ( impute_cols ): +# if inputDF[c].isnull().any(): +# inputDF[c] = inputDF[c].fillna( inputDF[c].median() ) + + + # LotFrontage : Since the area of each street connected to the house property most likely have a similar area to other houses in its neighborhood , we can fill in missing values by the median LotFrontage of the neighborhood. + # Group by neighborhood and fill in missing value by the median LotFrontage of all the neighborhood + inputDF["LotFrontage"] = inputDF.groupby("Neighborhood")["LotFrontage"].transform(lambda x: x.fillna(x.median())) + + # GarageYrBlt, GarageArea and GarageCars : Replacing missing data with 0 (Since No garage = no cars in such garage.) + for col in ('GarageYrBlt', 'GarageArea', 'GarageCars'): + inputDF[col] = inputDF[col].fillna(0) + + ## Some NA existed in these categorical fields. + # Functional : data description says NA means typical + inputDF["Functional"] = inputDF["Functional"].fillna("Typ") + + # Electrical : It has one NA value. Since this feature has mostly 'SBrkr', we can set that for the missing value. + inputDF['Electrical'] = inputDF['Electrical'].fillna(inputDF['Electrical'].mode()[0]) + + # KitchenQual: Only one NA value, and same as Electrical, we set 'TA' (which is the most frequent) for the missing value in KitchenQual. + inputDF['KitchenQual'] = inputDF['KitchenQual'].fillna(inputDF['KitchenQual'].mode()[0]) + + # SaleType : Fill in again with most frequent which is "WD" + inputDF['SaleType'] = inputDF['SaleType'].fillna(inputDF['SaleType'].mode()[0]) + + + + ############################### Ordinal Features Label encoding ####################### + + ord_cols = ['ExterQual', 'ExterCond','BsmtCond','HeatingQC', 'KitchenQual', + 'FireplaceQu', 'GarageQual', 'GarageCond', 'PoolQC', 'BsmtQual'] + ord_dic = {'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa':2, 'Po':1} + + for col in ord_cols: + inputDF[col] = inputDF[col].map(lambda x: ord_dic.get(x, 0)) + + + ############################### Transform numerical data to categorical ########## + + inputDF.MSSubClass = inputDF.MSSubClass.astype('str') + inputDF.YrSold = inputDF.YrSold.astype('str') + inputDF.MoSold = inputDF.MoSold.astype('str') + + ############################### Label frequency or onehot encoding ############## + + ##Get all numerical feature transformed + + numeric_feats = inputDF.dtypes[inputDF.dtypes != "object"].index + skewed_data = inputDF[numeric_feats].apply(lambda x: skew(x)) + skewed = skewed_data[abs(skewed_data) > 0.75] + for i in skewed.index: + inputDF[i] = boxcox1p(inputDF[i], 0.15) + + ##Onehot or label encoding + if onehot: + + numeric_feats = inputDF.dtypes[inputDF.dtypes != "object"].index + object_feats = inputDF.dtypes[inputDF.dtypes == "object"].index + objEnc = pd.get_dummies(inputDF[object_feats], drop_first=True, dummy_na=True) + numEnc = inputDF[numeric_feats] + inputDF = pd.concat( [objEnc,numEnc] , axis=1) + + else: + for i, c in enumerate ( inputDF.columns ): + if inputDF[c].dtype == 'object': + lce = LabelCountEncoder() + inputDF[c] = lce.fit_transform(inputDF[c]) + encodedDic[inputDF.columns[i]] = lce.rev_count_dict #add reversed dic back to the global variable + + + return [inputDF, encodedDic] + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/Kelly/tree_based_models.ipynb b/Kelly/tree_based_models.ipynb new file mode 100644 index 0000000..f82589b --- /dev/null +++ b/Kelly/tree_based_models.ipynb @@ -0,0 +1,358 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "## import data\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "train = pd.read_csv(\"train.csv\").set_index(\"Id\")\n", + "test = pd.read_csv(\"test.csv\").set_index(\"Id\")\n", + "combine = pd.concat([train, test])\n", + "\n", + "# process data before model fitting\n", + "from preprocessfinal import impute\n", + "fact, encodedDic = impute(combine, False) # process data and label encode \n", + "\n", + "# seperate factorized data into train and test\n", + "train_label = fact.iloc[0:1460,]\n", + "test_label = fact.iloc[1460:2919,].drop('SalePrice', axis = 1) # salesprice col were all NA \n", + "\n", + "# split train data frame into x var and y var for model testing\n", + "x_label = train_label.drop('SalePrice', axis=1)\n", + "y_log = np.log(train_label.SalePrice)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=5, error_score='raise',\n", + " estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n", + " max_features='auto', max_leaf_nodes=None,\n", + " min_impurity_decrease=0.0, min_impurity_split=None,\n", + " min_samples_leaf=1, min_samples_split=2,\n", + " min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n", + " oob_score=False, random_state=None, verbose=0, warm_start=False),\n", + " fit_params=None, iid=True, n_jobs=-1,\n", + " param_grid=[{'n_estimators': array([100, 200, 300]), 'min_samples_leaf': range(10, 15), 'min_samples_split': array([ 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30]), 'random_state': [42]}],\n", + " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", + " scoring='neg_mean_squared_error', verbose=0)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn import ensemble\n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "randomForest = ensemble.RandomForestRegressor()\n", + "grid_para_forest = [{\n", + " \"n_estimators\": np.arange(100, 400, 100),\n", + " \"min_samples_leaf\": range(10,15),\n", + " \"min_samples_split\": np.linspace(start=2, stop=30, num=15, dtype=int),\n", + " \"random_state\": [42]}]\n", + "grid_search_forest = GridSearchCV(randomForest, grid_para_forest, scoring='neg_mean_squared_error', cv=5, n_jobs=-1)\n", + "grid_search_forest.fit(x_label, y_log)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best parameters found: {'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 300, 'random_state': 42}\n", + "Lowest RMSE found: 0.1503675297419843\n" + ] + } + ], + "source": [ + "print(\"Best parameters found: \", grid_search_forest.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(grid_search_forest.best_score_)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE for all train data using best random forest" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 0.00018805264791066581\n" + ] + } + ], + "source": [ + "# fit best random forest to all train data \n", + "best_forest_y = grid_search_forest.best_estimator_.predict(x_label)\n", + "print(\"RMSE: \", np.sqrt(np.mean(y_log-best_forest_y)**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Feature importance" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "pd.DataFrame(list(zip(x_label.columns, grid_search_forest.best_estimator_.feature_importances_ ))).set_index(0).sort_values(1).plot.barh()\n", + "plt.rcParams['figure.figsize'] = 4, 32" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### test prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "best_forest_test_y = grid_search_forest.best_estimator_.predict(test_label) \n", + "best_forest_test_y = np.expm1(best_forest_test_y)\n", + "sub = pd.DataFrame() \n", + "sub['SalePrice'] = best_forest_test_y\n", + "sub = sub.set_index(np.arange(1461, 2920))\n", + "sub.to_csv('(4) forest_log(y)_label_submission.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Extreme Gradient Boosting Random Forest (regression)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install xgboost" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=5, error_score='raise',\n", + " estimator=XGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n", + " colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n", + " max_depth=3, min_child_weight=1, missing=None, n_estimators=100,\n", + " n_jobs=1, nthread=None, objective='reg:linear', random_state=0,\n", + " reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n", + " silent=True, subsample=1),\n", + " fit_params=None, iid=True, n_jobs=-1,\n", + " param_grid=[{'colsample_bytree': array([0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]), 'max_depth': [2, 4, 6], 'n_estimators': array([500, 600, 700, 800, 900]), 'learning_rate': [0.001, 0.01, 0.1, 0.2, 0.3], 'random_state': [42]}],\n", + " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", + " scoring='neg_mean_squared_error', verbose=0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "from sklearn.model_selection import GridSearchCV\n", + "import xgboost as xgb\n", + "xgbforest = xgb.XGBRegressor()\n", + "grid_para_xgbforest = [{\n", + " \"colsample_bytree\": np.linspace(0.1, 0.9, 9),\n", + " 'max_depth':[2, 4, 6],\n", + " \"n_estimators\": np.arange(500, 1000, 100),\n", + " \"learning_rate\": [0.001, 0.01, 0.1, 0.2, 0.3],\n", + " \"random_state\": [42]}]\n", + "grid_search_xgbforest = GridSearchCV(estimator = xgbforest, param_grid = grid_para_xgbforest, \n", + " scoring = 'neg_mean_squared_error', cv = 5, n_jobs=-1)\n", + "\n", + "grid_search_xgbforest.fit(x_label, y_log)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best parameters found: {'colsample_bytree': 0.2, 'learning_rate': 0.1, 'max_depth': 4, 'n_estimators': 500, 'random_state': 42}\n", + "Lowest RMSE found: 0.11953516580561195\n" + ] + } + ], + "source": [ + "print(\"Best parameters found: \", grid_search_xgbforest.best_params_)\n", + "print(\"Lowest RMSE found: \", np.sqrt(np.abs(grid_search_xgbforest.best_score_)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RMSE for all train data using best gradient boost" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 7.743956133943185e-06\n" + ] + } + ], + "source": [ + "# fit best XGB to all train data \n", + "best_xgbforest_y = grid_search_xgbforest.best_estimator_.predict(x_label)\n", + "print(\"RMSE: \", np.sqrt(np.mean(y_log-best_xgbforest_y)**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Feature importance" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "pd.DataFrame(list(zip(x_label.columns, grid_search_xgbforest.best_estimator_.feature_importances_ ))).set_index(0).sort_values(1).plot.barh()\n", + "plt.rcParams['figure.figsize'] = 4, 32" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### test prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "best_xgb_test_y = grid_search_xgbforest.best_estimator_.predict(test_label) \n", + "best_xgb_test_y = np.expm1(best_xgb_test_y)\n", + "sub = pd.DataFrame() \n", + "sub['SalePrice'] = best_xgb_test_y\n", + "sub = sub.set_index(np.arange(1461, 2920))\n", + "sub.to_csv('(5) xgb_log(y)_label_submission.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/README.md b/README.md index ec5f19d..7876293 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,5 @@ # 4sigma ML project +The goal of this project was aimed to utilize supervised machine learning techniques to predict the price of houses located in Ames, Iowa. This dataset was provided by Kaggle. This dataset provided around 80 different features, including multiple aspects of the house that would help or may not help predict the fluctuation of the house prices. The algorithms used in this project include linear regression models and treee based regression models. + +https://nycdatascience.com/blog/student-works/predictive-modeling-on-house-prices-ames-iowa/