diff --git a/Seaborn/.ipynb_checkpoints/15. Regression Plot-checkpoint.ipynb b/Seaborn/.ipynb_checkpoints/15. Regression Plot-checkpoint.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "
\n",
+ "\n",
+ "
Prepared by Asif Bhat
\n",
+ " \n",
+ "
Data Visualization With Seaborn
\n",
+ "\n",
+ "
\n",
+ "\n",
+ "
\n",
+ "\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 674,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import matplotlib as mpl"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Regression Plot"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Regression plot is used to plot data and a linear regression model fit."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 421,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Recover default matplotlib settings\n",
+ "mpl.rcParams.update(mpl.rcParamsDefault)\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 422,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Species | \n",
+ " Weight | \n",
+ " Length1 | \n",
+ " Length2 | \n",
+ " Length3 | \n",
+ " Height | \n",
+ " Width | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " Bream | \n",
+ " 242.0 | \n",
+ " 23.2 | \n",
+ " 25.4 | \n",
+ " 30.0 | \n",
+ " 11.5200 | \n",
+ " 4.0200 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " Bream | \n",
+ " 290.0 | \n",
+ " 24.0 | \n",
+ " 26.3 | \n",
+ " 31.2 | \n",
+ " 12.4800 | \n",
+ " 4.3056 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " Bream | \n",
+ " 340.0 | \n",
+ " 23.9 | \n",
+ " 26.5 | \n",
+ " 31.1 | \n",
+ " 12.3778 | \n",
+ " 4.6961 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " Bream | \n",
+ " 363.0 | \n",
+ " 26.3 | \n",
+ " 29.0 | \n",
+ " 33.5 | \n",
+ " 12.7300 | \n",
+ " 4.4555 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " Bream | \n",
+ " 430.0 | \n",
+ " 26.5 | \n",
+ " 29.0 | \n",
+ " 34.0 | \n",
+ " 12.4440 | \n",
+ " 5.1340 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Species Weight Length1 Length2 Length3 Height Width\n",
+ "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n",
+ "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n",
+ "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n",
+ "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n",
+ "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340"
+ ]
+ },
+ "execution_count": 422,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "fish1.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 423,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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NvE4rHrmrG/ev7YDVIpZ5hebEQEdkQmZr1bWQSELBaDBe01MHjp+fxM59fpwdCQEwEk0+e8tKfHH9KtQ7+Va9FPyvR2RCZmrVtZBa73JyfjyCXfv9OOQfzzx237VteHyDD8sbmGhSCAx0RAVQ6gxIs7Tqmk+tdzmZiiTw3Jv9+OnJC5lEkzUrvNixeTWu7/CWd3FVhoGOaInKlQFZya26FhJXjC4nSbX2SgcSioY9Rwfxg8PnEUkF+RWNTmzd6MOGq1qZaFIEDHRES1StGZDFEowlMRaqvS4nmq7j9dMjeOpAL0aCcQCAx2nFH9zZhU9+aAVsTDQpGgY6oiVKZ0AGY0kMT8cQVzToMO5e9p4eYbBL0XUd4+EEAjVYOnBycAo79/lxZjgIALCKAj61bgUevqML3lnZs1R4DHRES9TZ5EbfeAijwQQUTUf64EnRdPzFnhP4pwfW1nywU1KlA7EaKx0YmIjgqQO9eOPsWOaxjde04vENPkiNrjKuzNxEQYDNmvsOmIGOaJHSCSi/vRjARDiZGZGS/tUiGB0+av0IsxanDkxHk/jeoX785MSFTMnEDR0ebN+0GmukhjKvzrxcdgvqHVbU2a0Q82hezUBHtAgzE1A6GlyYnBHoRAGwCAIsogBV001dxL1UtTZ1IKFoeOW4jBfe7kc4buxel3udeHxDDzZf28ZEk0WwWUR4nFbUO6yLLphnoCNahNkJKC67BeGECgGAw2oBAGiaDosomLaIeyk0TcdYKI5QvDamDui6jr1nRvHUgV4MB2IAgDqHBQ/f0YVPr5Ngz+OYjQCLKKDOYQQ3p82y5OdjoCNahNktuFrrHYhNRaBqgJo6otN0oNFhM2UR91IkFA0XA7GaKR04JU/jyX3n8N6QkWhiEQXcv3YFHrmzCw1uJprkShAEuFNHk267paC7XwY6ohzNLAoPRJNQNQ2t9UbnCq/LhjbFgUBUgZo6pruq1Y1vbLm+pu7nwnGjlVctTB2Qp6J46oAf+397KdHk3qta8fiGHnQ2194ufrEcNiO41TusRRsay0BHlIPZReFGFqHRtqqlzoFoUoXdasH/+NLNNRXYZhoPxWti6kAwlsQLb53HK8dlKKlEk2uXebB9sw9rVzaWeXXmYLOImaPJUhzrMtAR5WD2nVybx9jJheMqrGLSlC24CqVWWnklVQ0/+fUFfO+tfgRTE8/bPQ48tqEHv3NdO0QmmsxLFIx7N4+zMPdu+WCgI8rBXGNxWusdmI4mceDrv1OmVZVfLZQO6LqOAx+MYfcBPy5MGYkmbrsFX1y/Cp+9RYKjxG/aZuOwWYysyTxLAgqJgY4oB9U2FqcQpiNJTESqu3Tg/aEAdu49h1MXAgCM0pFP3LwCj9zdhSa3vcyrq1zp3ZvXZc1kIZcTAx1RDqppLM5S1ULpwPB0DE8d8OP1M6OZx+7ytWDrxh50tdSVcWWVzWYR4XXa4HGWb/c2FwY6qhlLGaVTDWNxCqHaSwdCMQXff7sfPz4uI6mmsmfb67F9kw+3rGoq8+oql9tu7N5mnnhUkspcFVGBzcyatAjA8YFJfPX5d3BNez2+/rHrcgpYZh6LUwihuIKxKi0dUFQNr54YwvOH+hBIJZq01tvx2L09+MgNy5hoMgeLKKDeYYXXZav4yQsMdFQT0lmTiqrjwnQMIoyA1zsWzml2XKkHq1YSXdcxEU5UZemArus4eHYcuw/4MTgZBQC4bBY8tL4TD9y6suTZgWZgt4rwumzwOKymaWnGQEdVb+/pERw7PwlV06DpxkW5aBGgw0iNt1mEeRsvl2uwaiWo5qkDZ4aDeHLfOZwYnAZgJJp8/KYOPHp3N5rrmGgykyAIqLNb4HXZTBn8GeioqqWDlCAYAU7RdGi6DlHQIQiA3SLCZbPM23i5VgerVmvpwMVADM+80Ytfvj+SeWx9TzO2bfShp5WJJjNZRaOhsse5+IbKlYCBjqpaOkgt8zhxYToKAcYYnaSqwWYR0eZxLFgmMFcN3ULB0eyqsXQgHFfwg8PnsefoYCbRxNdWh+0bfbitu7nMq6ssTpuxe6srcM/JcmGgo6qWDlKC3fjLOjwdRVzVoQPoaHDAIgoLlgnUUg1dNZYOqJqOn50cwnNv9mEqdc/YUmfHV+7pxkdvXF60/opmk54Y4HXaqm7aAgMdVbWZQcrrssHrsmE0GEMkoULTgXaPc8HEklqpoau20gFd1/GWfwK79vtxfsLYfTutIr5weyc+f3snXCa8ayq0Yk4MqCQMdFRVZmdH3uVrxp5j8mVBym614Fufyb35ci3U0FVb6cDZkRB27juH4+enAAACgC1rluMP7+lGa72jvIurAOnC7npn8SYGVJKiBTpJkp4F8PsARmRZXpN67L8AeBxAut3AX8uy/O/FWgPVlrmyI/cck/HALRIO+SeWFKSqtYau2koHRoNxPHuwF79492Jm4vutXU3YvsmH1W31ZV1buaUzJz1OG1z22trNFnNH910A/x3A87Me/39kWf6nIr4u1ahs2ZGvnRpGo9uO6tirFE41lQ5EEgp+eGQAL78ziLhiHL12t7ixfdNqrO+p7USTasmcXIqiBTpZlvdLktRdrOcnmm2u7EhF1dA3HkF3i7vgNXBmLiKvltIBVdPx2qlhfOdgLyYjxq60yW3Dl+/pwZY1tZ1o4rJb4HXaqvruLVfluKP7z5IkPQLgHQB/LsvyZBnWQFVoruzIi4F4UWrg9p4ewV/uOYFgTIGiaRgLxvGXe07gHx9YW/HBrlpKBw73TuDJfefQN24kmjisIj5320o8eHtnxfZcLDZREFDvrM7MyaUo9U/DTgB/B6OU6e8A/N8AvjLXF0qStBXA1tTvS7U+MrE5syM1DSsbXZd9XSFq4P7+56cxGUnCIgqwWkToOjAZSeLvf366YgOdrusYDZq/dODcaAi79vnxTr/xGVkA8NEbl+Er9/SgzVObiSbptlzlnPlWyUoa6GRZvpj+vSRJTwH42TxfuxvAbgDYsmWLuT96UknMlR1pEwUktct/fApRA+cfC0NMdVsBAEEAdEGHfyy8pOctlqRqlA4kFPMeVY6H4vjOwT78/N1hpP8v/VBnI3Zs8uHqZZ7yLq4MzN6Wq5RKGugkSeqQZXko9Y+fBnCqlK9P1W92dmQ6E7Paa+DmE02oGAnGoGrm/LwYTap4+cgAfnhkALFUoF7VbNyJ3ulrrrn7J6sowuuywuO01fQdZD6KWV7wIoDNAFolSRoE8LcANkuS9CEYR5d9ALYV6/WJgOLVwPW0uHF2NAxBM3pm6jqg6cBVrZXVLWUqksBEOFHuZSyKqun4xbvDePZgH8ZT/w6NLhsevbsLH7+po+YyCJ02CxpcNtQ5avP+cSmKmXX50BwPP1Os1yPKphg1cN/Ycj3+Ys8JhOIKVE2HRRTQ6LDhG1uuL+jrLJam6RgNxRE26X3c0f5J7Nx3Dv5R4yjYbhXxwC0SHlq/qqbe6AVBQJ3DyJ7k8eTi1c5PDFEOci0Z2HxdO/7pgbUV2S3FzK28esfC2LXfj8O9E5nHPnJ9O756bw+WeZ1lXFlpWUQBHqcN3hqufSskBjqilHznzlVit5RwXMGoCVt5TYQT+O6bffj33wxlEk1uXtmAHZtW49rltZNoYrOIaHCba6ipGTDQUcUodwG22efOTYQTmIqY6z4ullTxr0cH8dLhAURTHVpWNrmwdYMP91zVUjNv9m67FQ2u2mvNVSoMdFQRKmGKt1nnzqmajpFgDNGEeVp5abqOX753Ec+80YfRUBwA4HVa8chd3bh/bW0kmgiCgHqHEeBY3F1cDHRUFrN3b1ORBJKqivGQgoSqwW4xUqhLuZsy49y5uGK08jLTfdzx85PYuc+PsyMhAIDNIuDT6yQ8fEcX6p3V/5bE8oDSq/6fKqo4c+3eesfCSF8r6QAUVUUsVfNWKmabOxdK3ceZpZXX+fEIdu3345B/PPPYfde24bENPehocM3zndXBkS4PYO/JkmOgo5Kb6y5M140AJ8DoMgIdUHUgUsLjODPNnTPTfdxUJIHn3uzHT09eyCSa3LjCix2bVuOGFd7yLq4E6h1Wdi8pMwY6Krm57sL0mb/O2KAklNLeO1ViJuVMmqZjJBhHJFH59XEJRcOPjg3i+2+fz3xgWdHoxNYNPmy4urWqdzUsD6gsDHRUdLPv4zwOK6JJdc4O82Kqy4ggGLs7i8g3iTSz1Mdpuo7XT4/gqQO9GAkaiSYepxV/cGcXPvmhFbBV8Ru/w2YxZr+xPKCiMNBRUdP657qPm44mkX4LSN+F2SwCVFWHTRQzLbVUXUdPS+UmgpSSWerjTgxO4cl9fpwZDgIArKKRaPKlO1bBO2sXXy0sopE9We+0wmHl8WQlYqCrccVO65/rPg4AbKKApjpH5i7sk2tX4Pm3+iu2pVY5TYYTmKzw+7iBiQh2H/Dj4NlLiSYbr2nF4xt8kBqrM9HEbTeCG5NLKh8DXY0rdpF0ttq06WgSP//f77zs8ZtXNpoiEaRUzNCvcjqaxPcO9eMnJy5kpiNc3+HBjk2rsUZqKPPqCs9mEeFxWlHv4N2bmTDQ1bhiF0kvpjatsg/nSqPS7+MSioZXjst44e1+hONGoslyrxOPb+jB5mvbqmqHw8bK5sdAV+OKXSSda21aJXRGqRSRhIKRQGXex+m6jr1nRvHUgV4MB2IAgDqHBV+6owufWSdVVYePdGIJp3abHwNdjSt2kfTm69rxwOAUnn6jF+GEijq7BY/d23NF8DJ7n8lCqeT5cafkaezcdw7vDxmJJhZRwP1rV+CRO7vQ4K6ORJN0YonHybZc1SSnQCdJ0n/IsvzhhR4j8yl2kfTe0yPYc0xGm8eBValAuueYjJtXNl72GmbtM1kouq5jNBhHqALv4+SpKJ7a78f+D8Yyj91zVQu2bvChs7k6smJddgs8TnYtqVbzBjpJkpwA3DCmhDcBmaxwL4AVRV4blUgxi6Rz3amZsc9koSRV4z4uoVTWfVwgmsQLb/fj345fgJJKNLl2mQfbN/uwdmVjmVe3dNy91Y6FdnTbAPwpjKB2FJcCXQDAvxRxXVQlct2pma3PZKFEEypGgrFMxmIlSKoafvLrC/jeW/0IxowdZrvHgcc39OC+69ohmnzH47BZ4E1lTnL3VhvmDXSyLD8B4AlJkv43WZa/XaI1URXJdadmpj6ThTIdTWIinKiYpsy6ruPAB2PYfcCPC1OpRBO7BV+8YxU+e8tKU+96mDlZ23K6o5Nl+duSJN0NoHvm98iy/HyR1kVVIp+dWqX3mSwUTdMxFo4jFKuc+7j3hwLYufccTl0IADBasX1i7Qo8elcXGt32Mq9u8dJ1bxyJU9tyTUb5HoDVAH4NIN1lVwfAQEfzqsWd2nxiSRWjwcqZHzc8HcNTB/x4/cxo5rG7fC3YttGHVSZuv+a2W+F1Wefsp0q1J9efgtsA3CDLcmWcsZCp1MpObSHTkSQmIpVxVBmKKfj+2/348XE5M/PvqvZ67Njkw7pVTWVe3eKkJwZ4nNaqbhxN+cs10J0CsBzAUBHXQlSVVM0oHaiE0TqKquHVE0N4/lAfAqmj09Z6Ox67twcfuWGZKRNN7FYRXpeNEwMoq4XKC34K44jSA+A9SZIOA4in/1yW5fuLuzwic6uUo0pd13Hw7Dh2H/BjcDIKwMh+fWh9Jx64daUpEzTqHFY0cKAp5WChHd0/lWQVRFUoEEtiPFT+o8ozw0Hs3HcOJwenARiJJr93Uwf+8O5uNNeZK9EkXfvmddl4PEk5W6i8YF+pFkJULXRdx1gogWAsWdZ1XAzE8Mwbvfjl+yOZx9b3NGPbRh96WuvKuLL88XiSliLXrMsgrmwqPw3gHQB/Lsuyv9ALIzIjVdNxMRBDLKku/MVFEo4rePHweew5Jme6rfja6rB9ow+3dTeXbV35EgQBbruFx5O0ZLkmo/wzgAsAfgCjO8qDMJJTzgB4FsDmYiyOyExiSRUjgTgUrTz3caqm42cnh/Dcm32Yihq7yZY6O75ybw8+esMy09SRvdM7gZePDmJoOopVzXU1XY5ChZFroPuYLMt3zPjn3ZIkvSXL8jclSfrrYiyMymvv6RHs2u/HwGQEnTVe+5aLYCyJsTLdx+m6jrf8E9j1m0EkAAAgAElEQVS134/zE0ZrNadVxBdu78Tnb++EyyS7Ibfdil+fn8S3Xz8Lu1VEk9te0+OaqHByDXSaJEmfB7An9c8PzPiz8hcFUUHNNxsOAAPgDOW+jzs7EsKT+87h2PkpAMZxy5Y1y/Hle7rRUu8oy5ryMXti93OH+mG3ijU/rokKK9dA9yUATwD4HzAC21sAHpYkyQXgPxdpbVQm2SYOfOu19xFJahyOmpJUNYwE44iX4T5uNBjHswd78Yt3L2Y+ad7a1YTtm3xY3VZfkjUc9k/gpSMDGApE0eF14cHbO7Hel9sdYLbOJbU+romKI9del34An8jyx28UbjlUCbK92XwwEsLKJhc/bcOYAj4ajJd86kAkoeClIwP413cGEU8lmnS3uLFtkw/ru5tLlpF42D+BJ371AayiAK/TivFwHE/86gN8DVdnDXZWUUS90zpv55JaHtdExbNQwfhfybL8D5IkfRtzHFHKsvwnRVsZLclS7tiyvdkAuOK+p9Y+beu6jslIElOR0k4BVzUdr50awncO9mEyYhyTNrlt+PI93diypqPkiSYvHRlAUlExlVCRVDXYLCLq7Ba8dGTgikCXz1DTbRt9+Is9JyBPRaFqeqZu7v/8+A3F/NehKrfQju791K/vFHshVDjz3bHlEuyyTRzwtdYhmlTn/bRdzUksSuqostSlA9871I8XD59HLLWDs1kEfP62Tjy0vrNsTYv7xkMIxRUIECAKAhRVx1Q0CVULAQBEQUC90wrvIoaaCgCgGx8qoAswR64oVbKFCsZ/mvr1OQCQJKlOluVwKRZGi5frVO+0uYLTN++/8YqJAwDmHbmz1ABbycoxIPXcaAj/8PMz+GAklHnMbbeg3mHFTSsaytqZP90IWkztJAXBeGw6puDhZ97GqiY3tm9anff/77v2++F12bC8wZV5rFaPx6lwci0YvwvAMwDqAaySJGktgG2yLP9RMRdHi5PPhX7W4HT/jXhx651XfP18I3fyDbBmMRVJYCJcuqPK8VAc3znYh5+/O4x0XHXZLGirt8OZ+oAx1xFhKdmtIuJJFZquQxCMGXuabrQXa3bbMRqKL+pDDpNRqBhy/Uj4/wL4XQCvAoAsyyckSdpYtFXRkuRzoZ9vcJpv5E61vUlpmo7RUBzheGmmDkSTKl4+MoAfHhnIHFNaRAHtHjvq7ZdaXzltIoYD0ZKsKZuu5jrI0xGEYwoSqgZNBywC4LRZUh1NFvchh8koVAw5H57Lsjww66Hy9TiieW3b6ENS1RFJKNB149dsU70HJiMFSzDpbHJnklbSzPomlVA0yFPRkgQ5I9FkGI88exjPHepHTNHQ6LLhax++Gms6vLCK4mVJHLGkhuVe1zzPWFxuuxU7NvngslnR0ejCdcu9EATjGLN1Ru3eYn6O8vnZJcpVrju6AUmS7gagS5JkB/AnuJSoQhUmn6nehfwEnS2JxWxvUqXscnK0fxJP7juHc6PG1bfNIuBzt67EQ+tXoc5hRYfXiSd+9QGiSRVOm4hYUoOi6Xjw9s6ir22m2UNNl9/UAYfNkvkZq7Nb4bZb4J2xo1/MzxEn0lMx5BrotsMoGJcADAL4BYA/LtaiaOlynepdyOBk9jcpTdMxFo4jFCv+Lq53LIxd+/043DuReewj17fjq/f2YJnXmXlsva8ZX8PVeOnIAIYDUSzPszB7qZw2I3jNVRow82csfddbqJ8js/zMkDkI5Z6VlYstW7bor732WrmXUbXSWZdmDE6FEleMhszFHpA6EU7gu2/24d9/M5RJNLl5ZQN2bFqNa5d7ivrauRKE9Mw3KxzW3Ptk8ueISk2SpKOyLN+20NctVDA+Z6F4GgvGq0Otf4KeiiQwGUkW9agyllTxr0cH8dLhgcw95somF7Zt9OHu1S2L6miylBZcc7FZRHhTx5NiDgXoc5WlzJWpS1RuCx1dziwU/68A/raIayEqqaSqYbTIBeCaruOX713EM2/0YTQUBwB4nVY8clc37l/bAesip2QvpgVXNnUOo7DbZc9v91atNZNUfRYqGH8u/XtJkv505j8TmVkwlsR4KAGtiLu4Xw9MYefec5mCb5tFwGfWSfjSHV2ody6t2PulIwOwikImY9aVZ31dOrnE67QuKthWa80kVad8/rZV/mUe0QJ0Xcd4OIFAtHhjdc6PR7Brvx+H/OOZx+67tg2PbehBR0NhygKGAlF4ZwXL+err0secw8EoVjXVYccmH+67ftmiX7/aaiapupWvhxBRiRW7V+VUJIHn3uzHT09eyCSarFnhxY7Nq3F9h7egr9XhdWE8HL+sBjJbfd2R3gl8+/WzcFgFtNY5MB6O429/+h4EQVj07ouF3WQmCyWjBHFpJ+eWJCmQ+r0AQJdlubB/e4mKJJZUcTFQnF6VCUXDj44N4gdvn0c4YQTRFY1ObN3gw4arW4syOufB2zsXrK9z262od1rxynEZTlthh5lWS80k1YaF7ugqI9+ZaAmK1atS03W8fnoETx3oxUjQSDTxOK14+M4ufOpDK7LOXCuEbPV1d1/VCk9q5lv67m1wKlrwY0az10xSbeHRpclU8xicQitmr8qTg1PYuc+PM8NBAIBVFPCpdSvw8B1dl3UHKYbZZQV/+uFrsOHaNjRkKewu1jFjrZelkHkw0JkIU7pzF0uqGA0WvgB8YCKCpw704o2zY5nHNl7Tisc3+CA1Fr//5OyygsloHP+y9yyWNziz/gzwmJFqHQOdiTClOzfFKACfjibxvUP9+MmJC5l7vhs6PNi+aTXWSA0Fe52FvHRkADaLgDqHFRZBgNO28M8Ajxmp1jHQmQhTuuenqBpGQ3FEE4XLqkwoGl45LuP7b59HKHUE2tHgxOMberDpmraiJJpk47JbMBKKodltv+x1c/kZ4DEj1TIGOhNhSnd2kYSC0WC8YFmVuq5j75lRPHWgF8OBGACgzmHBw3d04dPrJNitxUs0mckiGn0nPU4b7FYRXc11/BkgyhMDnYnwrmVuE+EEpiKFy6o8JU/jyX3n8N6QkWhiEQV8cu0K/MGdXWhwFzfRJM1tNzIn3bOSS/gzQJQ/BjoT4V3L5VRNx0gwVrCjSnkqin947TR+cyGQeezGDi/+6mPXorO5+Dum2TPf0mZn2j5wi4RD/om8fgaYrUu1jIHOZHjXYihkVmUgmsQLb/fjlWMXoKYSWBxWEV6nFRORBIamYkUNdE6bBR6nFfUO6xV3fnNl2u45JuOb99+Y888Bs3Wp1jHQkekUKqsyqWr4t19fwAtv9SOYGrZqEQS0eezwpIJOPo2S8zH77i2bQmTaMluXah0DHZmGqukYDcYRSSytAFzXdRz4YAy7D/hxYcpINHHbLRAFYJnXAYtwKfDM1yh5MVx2CzzOuQu751KITFtm61KtY6AjU4gmjKNKRVvaUeX7QwHs3HsOp1L3cKIAfOLmFXjk7i783U/fTzVKvvT1MxslL3bQaba7t1wUItOW2bpU6xjoqKLpuo7JSHLJWZXD0zE8dcCP18+MZh6709eMbRt96GqpAzB/o+S5Bp3+/f93Gk1uO8IJZc7Al+/ubS6FyLJkpiZVinIlRTHQUcVKpsbqxJcwVicUU/D9t/vx4+Mykqpxp3dVez12bPJh3aqmy742W6Pk9b5m/NkPT1w26FTVdASiSYTjCrpa3JcmfAtX48PXL0ODa/67t1wVItOW2bpUCcqZFMVARxUpEEtiYgkTwBVVw6snhvD8oT4EUokmrfV2PHZvDz5ywzKIWXZY633Ncx5Hzh50OhlJQBSMCQYCBLjsFiQUDf92XMaD61ctas3ZFCLTltm6uWMpRnGUMymKgY4qSkLRMBZa/HBUXdfx5rnx1O7FSCJx2kQ8tH4VPnfrSjhnDCrNx+xBp0lVg6YZwxr9YyHYLSLaPA7IU4VLXKHSYylG8ZQzKYqBjipC+i5uOrr4soEzw0Hs3HcOJwenARiJJr93Uwf+8O5uNNfZl7S+9P3dRDiOcEKFksqJEQXAahGh6oA8FcPV7fVLeh0qL5ZiFE85k6IY6Kjsllr8fTEQwzNv9OKX749kHlvfYySa9LTWFWSN633N2HJxGV54+zyUGf00NR1QVQ1iqiShkBMTqPRYilE85UyKYqCjstF1HRPhBKajyUV9fziu4AeHz2PP0cFMoomvtQ7bN/lwW3fhCrztVhGNbjveGwqis9kNt92K08MBCACSqg5FA9x2AcvrHQgXcHIClR5LMYqnnElRDHRUFpGEgvFQYlG7OFXT8bOTQ3juzT5MpYJkS50dX76nG79743JYxMKMznHbrWhw2eCyG/dyg1PRzKd9u0WEoulwWAWoug5fWz0iCQXtHmdBXpvKg6UYxVWupCgGOiopRdUwHk4gHM+/u4mu63jLP4Fd+/04P2EcJTmtIr5weyc+f1tnJiAthSgIqHda4Z2jNdfMT/ttHgcuTMWgQYfdIiKSUPiGWAVYilGdGOioJHRdx3Q0uegelWdHQti57xyOn58CAAgAPrZmOdatbMS/nxrGz98dzqtbyWw2iwivywaPwwoxy45w5qf9eocVLfU2TISTcNlEtHucfEOsEizFqD4MdFR0ccVINkko+R9TjgbjePZgL37x7kWkw+OtXU3YvsmH8WDiim4lT/zqA3wNV+cc7Jw2CxpcNtQ5Fv6rMPvTfndLPf6vTzO4EVU6BjoqmqWUDEQTKl46ch4vvzOIeCpAdrW4sX2TD+u7myEIAv7lV5d3K0nfqeQybaDOYdy/5VtXx0/7ROZTtEAnSdKzAH4fwIgsy2tSjzUD+CGAbgB9AD4vy/JksdZA5bPYkgFV0/HaqWHs3u9HKHWPZxUFfOLmFfij+1Zflmgyu1sJMP+0AUEQUOewoNFlL0h7LiIyh2L+bf8ugI/NeuwbAP5DluWrAfxH6p+piqRLBi5MRfMKcrqu4+3ecTz+/Dv45//1W4TiCgQAzW4blnkdeKt3HEf7Lv9M1OF1IZa8/DVmThtIEwUBDS4bOptcaPc4GeSIakzR/sbLsrwfwMSshz8J4LnU758D8KlivT6VXlxRIU9F8540cG40hL/60W/wf/z4FPrGjWxKt92C7hY3WusdqLNbYRUFvHRk4LLve/D2TiiajmhShQ7j1/S0AQCwiiJa6hxY1exGS70D1jxH5BBRdSj1Hd0yWZaHAECW5SFJknjZUQU0TcdkJIFATMnrLm4sFMd3D/bhtVPDmUSTD3U24vxEGC11dgi4dEw515FktmkDd1/VisY6W2ZKOBHVtopNRpEkaSuAranfl3k1lE0ormAilMhrIGo0qeLlIwP44ZEBxFKJJqua3di6sQd3+Vrw5y+fvKyBMjD3kSRw+bQBqyiiwW2D18kAR0SXlDrQXZQkqSO1m+sAMJLtC2VZ3g1gNwBs2bKFDQQrTFxRMRFOIJpHyytV0/GLd4fx7ME+jIeN481Glw2P3t2N37+5I5NoMt8A1LlYRRENLhu8LgY4IrpSqQPdqwAeBfCt1K8/KfHr0xIpqobJSBLBWH79KY/2T2LnvnPwj4YBGP0jH7hFwkPrV11RwzbfANSZbBZjB8cjSiKaTzHLC14EsBlAqyRJgwD+FkaAe1mSpK8COA/gc8V6fSqs9ETt6Wgyr2GovWNh7Nrvx+HeS3lJH7m+HV+9twfLvNn7QmYbgArkV+RNRPnLZ/isGQbVFu2dQpblh7L80YeL9ZpUeElVw3Q0iVBMySvATYQTeO7NPvzP3wwhPdXm5pUN2LFpNa5d7sl7HYIgoN5hhddlhcO69J6WRDS3fIbPmmVQLT8S05wUVcNEJIFwXM0rkzKWVLHn6CBePDyAaGpK+MomF7Zt9OHu1S15HzGKggCP0+hiwvIAouLLZ/isWQbVMtDRZXRdx1Qk/yNKTdfxy/cu4pk3+jAaigMAvE4rHrmrG/ev7cg7SFlEAV6nDV6XrWBjd4hoYfkMnzXLoFoGOgJgBLhQXMFkOJlXqQAAHD8/iZ37/Dg7EgIA2CwCPrNOwpfu6EK9M78fMYtodDHxOm1ZpwgQUfHkM3zWLINqGehqnK7rCMQUBKLJvPtSnh+PYNd+Pw75xzOP3XdtGx7f4MPyhvwGkKbbdDW4GOCIyimf4bNmGVTLQFejVE1HMGYcUapafmWKU5EEnnuzHz89eSGTaLJmhRc7Nq/G9R3evJ6LAY6osuQzfNYsg2oZ6GrMYrMoASChaNhzdBA/OHwekVSh+IpGJ7Zu8GHD1a15JZowwBFVrnzGUZlhdBUDXY2IJlQEY8nM6Jt8aLqO10+P4KkDvRgJGokmHqcVf3BnFz75oRWw5ZFoIgjGkNRGt51JJkRUEgx0VUzTdATji7t/Szs5OIWd+/w4MxwEYMyG+9S6FXj4ji54Z2VbzUdIlQk0skyAiEqMga4KpbuYBGL537+lDU5GsHt/L944O5Z5bOM1rXh8gw9S45XNlbNhmQARlRsDXRVRNR3T0SQCedbAzTQdTeJ7h/rxkxMXMkHy+g4PdmxajTVSQ87Pw0kC5mWGlk5E+WCgqwLpBJNgnvPgZkooGl45LuOFt/sRjhuJJsu9Tjy+oQebr23LOVix0bK5maWlE1E+GOhMLKFomIrm36ZrJl3XsffMKJ460IvhQAwAUOew4OE7uvDpdRLs1tzu06yiiKY6GzzO3O/tqPKYpaUTUT4Y6EwollQxHU0ivIgMyplOydN4ct85vDdkJJpYRAH3r12BR+7sQoM7t4CVzqJscttZJlAFzNLSiSgfDHQmEkuqmIokEUksLcDJU1E8dcCP/b+9lGhy71Wt2LqxJ6/WPS67BS11jpx3fVT5zNLSiSgfDHQmEIormI4mEU/mPs17LoFoEi+83Y9/O34BSirR5NplHmzf7MPalY05P49FFNBUZ4eXx5RVxywtnYjywUBXoVRNRyimIBBbfA1cWlLV8G+/voAX3upHMGbsBts9Djy2oQe/c107xDySRuodVrTUO1gqUKXM0tKJKB8MdBUmllQRiCWXlGCSpus6Dnwwht0H/LgwZSSauO0WfHH9Knz2FgkOW+4DTG0WES319suOtKg6maGlE1E++K5VIcJxBVMFOJ5Me38ogJ17z+HUhQAAQBSAT9y8Ao/c3YUmtz3n5xEFAU1uO7wulgsQkTkx0JVZKK5gKpJAQlna8WTa0HQUTx/oxetnRjOP3eVrwbaNPqxqyT2hQBAE1DusaK5jT0oiMjcGujJYygy4bEIxBd9/ux8/Pi4jqRpHnle112PzNW14p28SX//xSXR4XXjw9k6s9zXP+1z1qXKBfJo1ExFVKga6ElrKDLhsFFXDqyeG8PyhPgRSiSat9XY8dm8PvE4bvv36WVhFo9ZtPBzHE7/6AF/D1XMGuzqHEeBYLkBE1YSBrgSWMgMuG13X8ea58VR2XBSAUdj70PpOPHDrSjhtFvzZD0/AKgpwpZJO0uniLx0ZuCzQ2a0iWuoccNlzT04hIjILBroiKlQHk9nODAfx5L5zODE4DcBINPn4TR149O5uNNddSjQZCkThdV7+f7HTJmI4YARGiyig0W1HQx7jdoiIzIaBrsB0XUc4oRakwHu2kUAMT7/Ri1++P5J5bH1PM7Zt9KGnte6Kr+/wujAejmd2dAAQS2pY7nXB67KhicNPiagGMNAViKbpCMSSCEQVKFphEkzSwnEFLx4+jz3H5Ex2pq+tDts3+nBbd/bEkgdv78QTv/oA0aQKp01ELKlB1XT88X2r0VrvKOgaiYgqFQPdEhXj/i1N1XT87OQQnnuzD1PRJACgpc6Or9zTjY/euHzB3dh6XzO+hqvx0pEBXAxE0dlchz/avJrFwERUUxjoFimuqJiOJBEq8P0bYBx/vuWfwO79fvRPGF3jnVYRX7i9E5+/rTOvpJE7Vrfgd9csR6PbxoJvIqpJDHR5KtQEgWw+uBjEk/v9OH5+CgAgAPjYmuX48j3dmePGw/4JvHRkAEOB6Ly1cW67Fa31dlirqB4u2/RrTsUmomwY6HKg6zqCcaPAu1AdTGYbDcbx7MFe/OLdi0gfgN7a1YTtG31Y3V6f+brD/gk88asP5q2NEwQBLfXVN10g2/TrBwansOeYzKnYRDQnBrp5KKqGQExBMFa4Au/ZogkVLx05j5ffGUQ8FUS7W9zYvmk1bu9uuuK48aUjA/PWxtmtIto9zqos+s42/frpN3rR5nGYaio2d6BEpcNAN4dYUkUgmkQ4sfQJAtmomo7XTg3jOwd7MRkxEk2a3DZ8+Z4ebFmTPdFkvtq4BpcNzXX2Be/izPomm236dTihYtWsSQyVPBU7286UO1Ci4mCgm6FQA04Xcrh3Arv2+9E7FgYAOKwiPn/bSnzh9s4Fx+DMVRsXVzSsaq5DyxwlA7OD2l2+ZtMe82Wbfl1nN3a1ZpmKnW1nWsk7UCIzq77zrTxpmo7pSBIDExGMBGJFDXLnRkP4qz0n8Y0f/wa9Y2EIAD56wzI8/5X1+PI9PTnNenvw9k4omo5oUoUOHXFFha4Df7R59RVfm945jARjmaD2L3vPIakaQUEQjDdbm0XArv3+IvwbF9a2jT4kVR2RhAJdN35Nqjoeu7dnzscrdSr2wGTksg8qQGXvQInMrmZ3dEqq/i1YhPq32cZCcXz3YB9+/u4w0ld9H+psxI5NPly9zJPXc6Vr4374zgBGgjGsaq7LevQ4185BTQX21npn5uvM8iY73/Trm1c2mmYqdradaaXuQInMruYCXfr+rRj1b7NFkypePjKAHx4ZQCyVaLKq2Y2tG3twl69l0XVtm65rwwO3rVywbGCuOy2HVURMuXzXaqY32WzTr800FXvbRh/+5tV3EUkomWSiSt6BEpldzQS6aELFVDSBaKK492+AkWjyi3eH8ezBPoyHEwCARpcNj97djY/ftDyvurbLauYaXHj83h7UOaz4s/0nFkwmmWvn4HFaoUT0or3JmjXRpZTm25kSUeEJxcoqLKQtW7bor732Wt7fZ9zXqJgqQYJJ2jt9E3hyvx/+USPRxGYR8MCtK/HQ+lWod+T3uWJmzZzLZoGiGeUOAgCvy3ZZoPrm/Tde8UY5M7tv5tc+cIuEQ/6Jgr/JZnu9b95/IwAwABJRQUmSdFSW5dsW+rqq3NEpqoZgTEEwVvgGy9n0joWxa78fh3snMo995Pp2fOXeHiz3Ouf5zux27z+H8XAcmqbDYbWgtd5hHLnqwPIGFwBj9zgSiGHbC0dxy6qmywLIfDuHP1nyv/GVsmUTfuu19xFJaqbM9CQi86uqQBdNqAjGilv/NttEOIHvvtmHf//NUCbR5CapATs2+3Ddcu+in/ewfwJ9ExFYBMAqilBUHRemo9B0QEj1TgnGkrgwFQOgQwfmDCClvLvKVuf2wUgIK5tcTKcnorIwfaDTtEvtuZJqaXZvgJHUsufoIF48PIBo6lh0ZZMLWzf4cM9Vi080AYyBqD86Pgi7RYQOo6WXIADQAFXXYEvd8Y0G4xAEQNUATddxfiICiyjgW6+9X5YAki2bEADT6YmobEwb6JKqhkCJygNm0nQdv3zvIp55ow+joTgAwOu04pG7unH/2o4lN1BOD0Qdmo5hmdeBoek4NOgQBGPfputGQkkkoSCeyp5UNMAqABZBgKbp+GA0hL2nR0oe7LJlE/pa60xV0E1E1cV0ga6U5QGzHT8/iZ37/Dg7EgJgJJp8Zp2EL93RhXrn0v5T2iwi2jwOOFM7n/TuaEWjE6PBOBKqBosg4Lrl9fj6x65L3btFkVQ1WAXAZjW+TwBgE4SyHAtmuxMEkFM6PTM2iagYTBPoStWeay7nxyN4cv85vOW/lGhy37VteGxDDzpSSSGLJQhGgsbseXHp3ZHNIqAntSNKqjq+/rHrMvdue0+P4KvPvwNxxm5P14HlDY6yHQtmuxNcKJ2e/R+JqFhMEegSioaRQKzkrzsVSeC5N/vx05MXMokmN67wYsem1bhhRW6JJvPNjnPYLGird8w5aSCXWqvN17XjmvZ69I6FoWo67KldoUUU0O5ZXKZnsSyUFDM7Y3O+bFIionyYItDpKG2tXzyp4kfHZPzg8HlEUgXmHQ1ObN3ow8arW3NONJlvdtxH1yxHk9uGfWdGsx7X5ZIx+fWPXTdn7ZrZumzMzNjMJZuUiChXpgh0paLpOn51egRPH+jFSNBINPE4rXj4zi58cu2KvGe8zTU7Lqao+PFxGQ/esaogx3XV0mVjZsZmOpsUupDZ5bEcgYgWi4Eu5eTgFHbu8+PMcBAAYBUFfGrdCjx8Rxe8rsVN6p49O84iCvA4rBiajgIo3LgWM/V5zGZmxmZcUSEKRrVguvk0yxGIaLFqPtANTETw1IFevHF2LPPYxmta8fgGH6TGpSWapGfHue1WWC0CREFAJKFk0upnHtcFokmMhYzsysHJaFnKA8rp8p1pFIIALPM4Mx8yWI5ARItVs4FuOprE9w714ycnLkBNZZpc3+HBjk2rsUZqKMhrPHh7J779+lkkVRU2i/WKOWnp47p01xMRAgQYJQK1eCc1M5v0b159F1aLAF3XTXvvSESVoeYCXULR8MpxGS+83Y9w3Eg0We514vENPdh8bduSOprMJAoC7l+3AssbnHPen+09PYKpSAJ94xHoug5RAIw6AQHLG5ywiOWphasE1XLvSESVoWYCna7r2HtmFE+/0YuhaaNUoc5hwZfu6MJn1kl5J5pkc9g/kRmK6nEYU7yDceWyjMqZSSgrG53onzB6WFpFoKPRCY/TBl3XS3onVWnF2tVw70hElaEmAt0peRo7953D+0NGoolFFHD/2hV45M4uNLgXl2gyl8P+CXz79bNwWAVYRQFnU6N6pEbnZRmVs5NQ6uwJo/OJKMDjLOydVC4BjMXaRFTNqjrQyVNRPHXAj/2/vZRocs9VLdi6wYfO5sImNoiC0YjZaRPhtlvhHw3BIgiAAIyFEvC11SOSUPD3Pz8N/1gYqqbBYbWgzeNAa70DF6+pHN0AABJUSURBVKajiClqQe+kcg1ghcr+JCKqRFUZ6IKxJF546zxeOS5DSSWaXLOsHjs2rcbazsaCv57TZgSsoelYJosy3ZsSgvF7wJiT1zcegS2VgaloOi5MGf0sW+rsiCRUTEeTBbuTyjWAZRuvw3R+IqoGVRXokqqGn/z6Ar73Vj+CMaPpc7vHga/e24MPX98OsUCJJjM1ue04MTCFP3/5BEaDcVycjkJMzY9ToMMiCnCk7v8uBuKwWQQs8zhxYToKQQcAHcPTMbR7nfjWZ24u6A4q1wCWbbwO0/mJqBpURaDTdR0HPhjD7gP+VOsowG234IvrV+Gzt0hwzJqFVgjpfpJv+8czx4NepwWjIQ3QNIgANACKpqPZbjFKCzQNKxtdmdowo27OaHP1zftvLPgxYa4BLNt4HabzE1E1MH2ge38ogJ17z+HUhQAAI0P/EzevwCN3d6HJbS/KazptFrR7HLBaxMuOB4enY7CKAlTNCF4Oi9HdYzqmYHW7BzZRQDJ1lOp12eB12RBJKGj3OItyF5ZrAGM6PxFVM9MGuqHpKJ4+0IvXz4xmHrvL14KtG3vQ1VJXtNdtcNnQXGfP1Nt9MBJEJK4gqelQVB1WUYDDJkLVdCxvcGEsFEdMMe7ofu+mDuw5Jpds57T5unY8MDiFp9/oRTihos5uwWP39swZwJjOT0TVynSBLhRT8MLb/XjluIykauyOrmqvx/ZNPtyyqqlorysKAlo9DtQ7Lv0n23t6JDPh3CIaySXJ1P8AoH/CuAtzWASMBGPYc0zGA7dIOOSfKMnOae/pEew5JqPN48CqVGDdc0zGzSsbGdSIqGaYJtApqoZXTwzh+UN9CKQSTVrr7Xjs3h585IZlRUk0SbNZRCzzOq8oKt+1348mtw3j4QR0DRB0zDlQKKnpUDUdNouAQ/4JvLj1zqKtdfb6WDZARLXOFIEuFFPwlefeweCk0fXfaRPx0PpV+NytK+EsQqLJTHUOK9rqHRDFKwPpwGQErfUOOKyWVGLJ3M+hAxgNxtHTWlfSlH2WDRARmSTQXZiKwToZhSgY91x/eHc3muuKk2gyU5PbjqZ5XsfjsOLsSAiqbkz3FgRAn7WlEwBAN2rpSp2y39nkRt94CIGogoSqwW4R4XVZ0d1SX7I1EBGVmykCHQCs72nGto0+9LQWL9EkTRQEtHkcqEvdx83VRgsARkNxKJoOXdcRVufezqXjnkUQSp6yf5evGYf7JiAKRjZqQtUwEkzgodubS7YGIqJyM0Wgk5pc+NZnbirJa9ksItq9xnEkkL2NVp3dggaXDQKMFl/zEQWgp7UOX//YdfPejRW6sfIh/wTa6u0Ixi7t6DxOKw75J/Ani35WIiJzMUWgq3MU9x4uzW23os3jgGXGfVy2hA7/WBjLvQ4jEWXW8wgwdnICAIsIPP3I7QsGrGI0Vk7fIbZ5nJnHSj0VgYio3Aozm6YKNNfZM3PgZhqYjMA1K+HFZbNA1TTIUzFoc6RZOqwibBYBvrY63N7dklOgmhlQBcH41WYxZtItVmeTG9Hk5UeqbO1FRLWm5gOdRRTQ0eBCY5YuKtmChd1iBL9U3+YMAcjU1eVzJ5ctoC5l97Vtow9JVUckoUDX9SsmnBMR1YKaDnROmwVSowsue/aj0WzBwu2wQGp0wmERLx1TCsaRparr6G5259W/shi7r83XteOb99+Ido8T09Ek2j3OovTUJCKqZKa4oyuG2a28ssnWB3LXfj9GgjFcvcyDYCyJ0WAcMUWF12HFf3twXd7BpFiNldnai4hqXc0Furlaec0nW2nBZDiOvvEwbKKIZV4Hljc4kVT1K3ZMuWZSsrEyEVFxCPrsCucK9Dv/6aP60z/48ZKfx24V0e65spVXNjMzIRVVw8VgHAlFg0UU0FJnh8Mq4mIwjqSq45r2+ivKB2Z+/8xdGo8PiYiWTpKko7Is37bQ15VlRydJUh+AIAAVgJLLQpfK47ShtX7ho8qZ0pmQiqpjYDIKPdXLUlN1jATj6Gxy4+p2DyIJBY1u+xXBi70miYjKr5xHl/fJsjxW7BfJ96hypnSvyA8mgleUEWg6MDwdhddly5odyV6TRETlV9VZl3ariBWNrkUFOeBSJmQiNQ5o9mYw/Xi27EjWsRERlV+5Ap0O4BeSJB2VJGlrMV7A67JBanTlfB83l3RpQWYzN8d15ny1aaxjIyIqv3IFuntkWb4FwBYAfyxJ0sbZXyBJ0lZJkt6RJOmdqcnJnJ9YFAQs8zrRWu/I6z5uLuk6NPeMQm67RYDNYjyvVRTmrU1jHRsRUfmVPetSkqT/AiAky/I/ZfuaXLMu7VZjQKrNUtj4vff0CP5yzwkEYwoUTYNVNJoj/+MDaxm0iIjKJNesy5Lv6CRJqpMkyZP+PYCPAji11Oetd1ohNboKHuQAY2f2jw+sxbpVTehocGHdqiYGOSIikyhH1uUyAK9IkpR+/R/IsvzzxT6ZIAhoqbfD67Qt/MVLwA4jRETmVPJAJ8uyH8DaQjyXzSKizeOA01aYMT6zu5jc5WvGIf9EwebDERFR6Zm2Bdhcs+OWYvY8uN6xEA73TaDdY0dLnaMg8+GIiKj0TFlH1+See3bcUsyeBxeMKRAFIBBVCjYfjoiISs9UOzpLKp1/vrE6izW7i0lC1SAKxq9p7GpCRGQ+ptnROXKYHbcUs7uY2C0iNN34NY1dTYiIzMcUgc4iCFjR4IS1CKUDabO7mHicVmg64HVZ2dWEiMjETBHorBZxyV1OFjK7i0lPaz2+9jtXobulnl1NiIhMzFR3dMU2V63cn5RpLUREVBim2NEREREtFgMdERFVNQY6IiKqagx0RERU1Wo+GWV2f0v2syQiqi41vaNL97ccCcbQ6LJl+lnuPT1S7qUREVGB1HSgm93fkv0siYiqT00HuoHJCFyzRvywnyURUXWp6UA3u78lwH6WRETVpmaTUfaeHsFkOI6+8TBsoohl/397dx8jV1WHcfy7XbbQSptWSxGfFqGmiryYIgQRtNYYKxgsohFLjCCgFAMKARIFDZBiItEgIVGwiE0h4UVeYzUgECJWoRXkJUAFDJRq+6N2wZZSUkq72/WPcyYdlu52p7Qze888n2Qze+/OzJ7fnrvzzL33zD1jd2e3zhG+nqWZWWHaco+uNghl85Y+Jo0bBR2w8rWNjOwc4etZmpkVpi336OoHoQCMHTWSDZt6GDd6pEPOzKwwbblH50EoZmbtoy2DzoNQzMzaR1sGXf9JVj2pqplZudoy6PpPsupJVc3MytWWg1Fg25OsmplZedpyj87MzNqHg87MzIrmoDMzs6I56MzMrGgOOjMzK5qDzszMiuagMzOzojnozMysaA46MzMrmoPOzMyK5qAzM7OiOejMzKxoDjozMyuag87MzIrWFtP0PPhcN/MWLWPF2g1MHj+aOdOneIoeM7M2Ufwe3YPPdXPxwqV0r9/IuFFddK/fyMULl/Lgc92tbpqZmTVB8UE3b9Eyujo7GD1yNzo60m1XZwfzFi1rddPMzKwJig+6FWs3MKqr823rRnV1snLthha1yMzMmqn4oJs8fjRvbu5927o3N/cyafzoFrXIzMyaqfigmzN9Cpt7+9iwqYe+vnS7ubePOdOntLppZmbWBMUH3YwDJjJ31kFMHLMH697czMQxezB31kEedWlm1iba4uMFMw6Y6GAzM2tTxe/RmZlZe3PQmZlZ0Rx0ZmZWNAedmZkVzUFnZmZFc9CZmVnRHHRmZlY0B52ZmRXNQWdmZkVz0JmZWdEcdGZmVjQHnZmZFc1BZ2ZmRevo6+trdRu2S9IrwL/f5dNMAF7dCc0ZTkqsCVxX1biuaimprg9GxF7bu1Mlgm5nkPSPiDi81e3YmUqsCVxX1biuaim1rsH40KWZmRXNQWdmZkVrp6C7ttUN2AVKrAlcV9W4rmopta4Btc05OjMza0/ttEdnZmZtaLdWN2BXk3QMcBXQCVwXEZe3uElDJmkycAPwfmALcG1EXCXpUuA7wCv5rhdFxN35MRcCpwO9wPcj4t6mN3wIJC0H1pPa2RMRh0t6L/A7YD9gOXBiRKyV1EHqwy8CG4BvRcTjrWj3YCR9hNT+minAxcA4KtZfkuYDxwHdEXFwXtdw/0g6BfhxftqfRMT1zayjvwHq+jnwJWAT8CJwakS8Jmk/4Fng+fzwJRFxZn7MYcACYBRwN3BORLTs8NgAdV1Kg9tdlV8vB1P0Hp2kTuBXwLHAgcBJkg5sbasa0gOcHxEfBY4Ezqpr/5URMS1/1TbeA4HZwEHAMcDV+W8wXH02t7821PmHwAMRMRV4IC9D6r+p+esM4Jqmt3QIIuL5Wp8Ah5Fe9O/KP65afy0gtaleQ/2Tg/ES4BPAEcAlksbv8pYPbgHvrOt+4OCI+BjwL+DCup+9WNdvZ9atv4ZUa63u/s/ZbAsGaMOQt7sCXi8HVHTQkf65XoiIZRGxCbgFOL7FbRqyiFhVe2ccEetJ7y41yEOOB26JiLci4iXgBdLfoCqOB2rv+K8Hvly3/oaI6IuIJcA4Sfu0ooEN+BzpRXKwCx0M2/6KiEXAmn6rG+2fLwD3R8SaiFhLCpSWBsK26oqI+yKiJy8uASYN9hy5trERsTjvxd3A1r9FSwzQXwMZaLur9OvlYEoPOgEr6pZXMnhQDFv5MMqhwN/zqrMlPSVpft275CrV2wfcJ+kxSWfkdXtHxCpIIQ9MzOurVFfNbODmuuWq9xc03j9Vqw/gNOCeuuX9JT0h6S+SPp3XiVRLzXCuq5Htror9NSSlB13HNtZVbpippD2BO4BzI+J10mGTDwHTgFXAFfmuVar36Ij4OOkwyVmSpg9y3yrVhaSRwCzgtryqhP4azEB1VKo+ST8inS64Ma9aBewbEYcC5wE3SRpLdepqdLurSl0NKz3oVgKT65YnAS+3qC07RFIXKeRujIg7ASJidUT0RsQW4DdsPdxVmXoj4uV82006j3UEsLp2SDLfdue7V6au7Fjg8YhYDWX0V9Zo/1Smvjxo5jjgG7VBJfnQ3v/y94+RBqp8mFRX/eHNYVnXDmx3lemvRpUedI8CUyXtn99lzwYWtrhNQ5ZHs/0WeDYiflG3vv781AnAM/n7hcBsSbtL2p90kvyRZrV3qCS9R9KY2vfATFINC4FT8t1OAX6fv18InCypQ9KRwLraIbRh6iTqDltWvb/qNNo/9wIzJY3Ph81m5nXDSh5p+ANgVkRsqFu/V21wkKQppP5ZlmtbL+nI/D96Mlv/FsPGDmx3lX69HEzRHy+IiB5JZ5P+uTqB+RGxtMXNasTRwDeBpyU9mdddRBoNNY10WGE5MAcgIpZKuhX4J+kQzFkR0dv0Vm/f3sBdkiBtgzdFxJ8kPQrcKul04D/A1/L97yYNXX+BNJLx1OY3eWgkjQY+T+6T7GdV6y9JNwMzgAmSVpJGT15OA/0TEWskXUZ6AQWYGxFDHTCxSwxQ14XA7sD9eZusfYxgOjBXUg9pGP6Zde3/Lls/XnAPbz+v13QD1DWj0e2u4q+XA/KVUczMrGilH7o0M7M256AzM7OiOejMzKxoDjozMyuag87MzIrmoDNrEklXSjq3bvleSdfVLV8h6bxBHv/wEH7HckkTtrF+hqSjdqTdZlXnoDNrnoeBowAkjQAmkK4gX3MU8NBAD46IdxNUM2q/26zd+HN0Zk0i6QPAIxExSdIhwAXAPsDXSR+0Xk26UPI5wImkDzHfFRGX5Me/ERF75pD8JfAZ4CXSG9b5EXF7nufvetL8al2kD3VvJF2Vv5c0N9n3IuKvzanarPW8R2fWJPn6nj2S9iXtXS0mzUbxSeBw4CnSntdU0nUJpwGHbeOC118hTX56CPDt/Ph6r+YLZl8DXBARy4Ffs3VuMoectRUHnVlzPUQKuVrQLa5bfph0PciZwBPA48ABpOCr9yngtojYEhH/Bf7c7+d35tvHSIFo1taKvtal2TBUO093COkiuyuA84HXgfmkPbqfRsS8QZ5jW9Op1Hsr3/bi/3Ez79GZNdlDpOlg1uQpVNYA40iHHxeTLqh7Wp6DECUT+z3H34CvShohaW9SOG7PemDMTqrBrFIcdGbN9TRptOWSfuvWRcSrEXEfcBOwWNLTwO28M6DuIM0d9gwwj3Seb912fu8fgBMkPVk3U7ZZW/CoS7MKkrRnRLwh6X2kucSOzufrzKwfH783q6Y/ShoHjAQuc8iZDcx7dGZmVjSfozMzs6I56MzMrGgOOjMzK5qDzszMiuagMzOzojnozMysaP8HpSLT9ZhvUfQAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot the relationship between two variables\n",
+ "plt.figure(figsize=(7,7))\n",
+ "sns.regplot(x=fish1.Weight , y=fish1.Height)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 424,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot the relationship between two variables and use a different color\n",
+ "plt.figure(figsize=(9,9))\n",
+ "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 425,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(9,9))\n",
+ "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600' , marker='>')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 426,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Use 50% Confidnce interval\n",
+ "plt.figure(figsize=(9,9))\n",
+ "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600' , ci=50 , truncate=False)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 427,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Fit the regression model using log(x)\n",
+ "plt.figure(figsize=(9,9))\n",
+ "sns.regplot(x=fish1.Weight , y=fish1.Height , color='#FF6600' , logx=True)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 428,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Change the color and width of regression line -> line_kws={\"color\":\"#FF5722\",\"lw\":3}\n",
+ "plt.figure(figsize=(9,9))\n",
+ "sns.regplot(x=fish1.Weight , y=fish1.Height , logx=True , line_kws={\"color\":\"#FF5722\",\"alpha\":0.8,\"lw\":3})\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 429,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Fit a regression model for a categorical variable\n",
+ "sns.lmplot(x=\"bmi\" , y=\"charges\" , hue=\"smoker\" , data=insurance , height=8,aspect=1.2)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 430,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.lmplot(x=\"bmi\" , y=\"charges\" , hue=\"smoker\" , data=insurance , height=8,aspect=1.2 , \n",
+ " scatter_kws ={'s':90 , 'alpha' : .4} , palette=[\"#FF3333\" ,\"#00CC00\"])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 431,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " age | \n",
+ " sex | \n",
+ " bmi | \n",
+ " children | \n",
+ " smoker | \n",
+ " region | \n",
+ " charges | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 19 | \n",
+ " female | \n",
+ " 27.900 | \n",
+ " 0 | \n",
+ " yes | \n",
+ " southwest | \n",
+ " 16884.92400 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 18 | \n",
+ " male | \n",
+ " 33.770 | \n",
+ " 1 | \n",
+ " no | \n",
+ " southeast | \n",
+ " 1725.55230 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 28 | \n",
+ " male | \n",
+ " 33.000 | \n",
+ " 3 | \n",
+ " no | \n",
+ " southeast | \n",
+ " 4449.46200 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 33 | \n",
+ " male | \n",
+ " 22.705 | \n",
+ " 0 | \n",
+ " no | \n",
+ " northwest | \n",
+ " 21984.47061 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 32 | \n",
+ " male | \n",
+ " 28.880 | \n",
+ " 0 | \n",
+ " no | \n",
+ " northwest | \n",
+ " 3866.85520 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " age sex bmi children smoker region charges\n",
+ "0 19 female 27.900 0 yes southwest 16884.92400\n",
+ "1 18 male 33.770 1 no southeast 1725.55230\n",
+ "2 28 male 33.000 3 no southeast 4449.46200\n",
+ "3 33 male 22.705 0 no northwest 21984.47061\n",
+ "4 32 male 28.880 0 no northwest 3866.85520"
+ ]
+ },
+ "execution_count": 431,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "insurance.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 432,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 432,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot the levels of the third variable across different columns\n",
+ "sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", col=\"sex\", data=insurance ,height=6,aspect=1 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 433,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 433,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\"\"\" Facet along the columns to show a categorical variable using \"col\" parameter and \n",
+ "Limiting the number of columns using \"col_wrap\" \"\"\"\n",
+ "\n",
+ "sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", col=\"region\", data=insurance ,height=7,aspect=1,col_wrap = 2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 434,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 434,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Facet along the columns and rows to show a categorical variables using \"col\" and \"row\" parameter\n",
+ "sns.lmplot(x=\"bmi\", y=\"charges\", row=\"smoker\", col=\"region\", data=insurance ,height=4,aspect=1)"
+ ]
+ }
+ ],
+ "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": "3.7.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}