{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化线性关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 目录\n",
    "+ 绘制线型回归模型的函数\n",
    "    + sns.regplot()和sns.lmplot()函数的区别\n",
    "    + 某个变量是离散变量\n",
    "        + jitter参数\n",
    "        + x_estimator参数\n",
    "\n",
    "\n",
    "+ 拟合不同的模型\n",
    "    + 高阶多项式\n",
    "    + 异常值\n",
    "    + 逻辑回归\n",
    "    + 局部回归\n",
    "    + 残差图\n",
    "\n",
    "\n",
    "+ 条件于其他变量的回归线\n",
    "    + 条件于第3个变量\n",
    "    + 条件于第4个变量\n",
    "    + 条件于第5个变量\n",
    "\n",
    "\n",
    "+ 设置图表的大小、形状\n",
    "    + sns.regplot()和sns.lmplot()函数的区别\n",
    "\n",
    "\n",
    "+ 在其他情况下绘制回归线\n",
    "    + 双变量分布图\n",
    "    + 多个变量相对于一个变量的回归线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "np.random.seed(sum(map(ord, \"regression\")))\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tips = sns.load_dataset(\"tips\") # 所有的数据集在https://github.com/mwaskom/seaborn-data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制线型回归模型的函数\n",
    "sns.regplot()和sns.lmplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9de94a8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VMU0Nx/MoLEd7FU+vKCvd1WEweLaPwXP9HKuhmmgYhnhuAV1VGrpX8NGBJJeu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\nAPz/j2HD/l5bzpEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x674d080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips) # 默认绘制散点图、线性回归线、95%置信区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xa049da0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OZ5hbzE059hZNOS4efpbJWlwfXuD9TycK3/d6FJ58pJcXDg/QEtr6cDDLslAc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\nIVwkISyEEC6SEBZCCBdJCAshxP+/AQQAkbuJRVa21aoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9d97ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips) # 默认绘制散点图、线性回归线、95%置信区间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sns.regplot()和sns.lmplot()函数的区别\n",
    "+ 数据集\n",
    "    + sns.regplot()可以接受多种格式的数据，例如numpy arrays,Series、DataFrame等  \n",
    "    + sns.lmplot()只能接受DataFrame，并传递给data参数，x、y参数必须是字符串，指代数据列名\n",
    "    \n",
    "    \n",
    "    \n",
    "+ 参数\n",
    "sns.regplot()的参数是sns.lmplot()的子集，因而后续会以sns.lmplot()进行演示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 某个变量是离散变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xa1aa940>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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heB6mrrOvd/X+vLlcnvlkBtvTiKwSvnbB5e1L04yOJ7i9otBmcnxxR1t3+9bX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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa1aa748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"size\", y=\"tip\", data=tips) # 当某个变量是离散值时，散点图的效果比较差，难以观察数据的分布特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### jitter参数\n",
    "给离散变量添加噪声"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xb8bc358>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2VUSLqMR1lWQiRlSPgQeZjEUmY63/Ag8R5t/Z5RpprLCxD4ygl6j56z9E1Mrd\niRydrTF836dguagqdLbEiUcjHOxp4bOfPBb0EKu8dHIPvu+vOif8KNXx+UyWTN5CiURR9YdfRfq+\nz8h4lsFLad67MbU4LVJx9EAbZ/r7eHJ/G+9cm2RsOk9vZ4JkIsqNu2tv1tgI2y6hV4prqbaGL66J\n1Sm+H/oc9Bvtky+s433j3fuLKyEAfvCVI6E/t62iFj/XbDbHfL4EanTdZVqW43LxenlH2/2p6kU8\nTbEIzxk9nOnvpat19bnjrZzb5vs+tl0iGlGJR1VampPbErxh/p1drpHGCpBKtaxbPQ76Slhso+VH\nBn30uQP88V9fW7y9U9cKV8LXV3Qi2sMLbpNzBYaG05w3JyhabtV9+1JJBvp7OXmkG11bPcQ93+f8\nlXEuj8xi2y4nj3TznJFa8+fq+z6OVSKqqyRiEZLtcsW720gI7yLLjwx6/fxI1bHyEL61wo/SuCWb\nzZHJl/DWCV/P87lyZ4bBS2mu36suXGoRhZNHuhjo72N/T/O673nBnOD1C/fIlRzwfaZmiyhQ1crS\ndV181yGqqzTFIjR3hnvLsKgvCeFd7NbC6Q8VYdyPv5XGLdlcnkyuhK9EULU4a11XZgs2b10Z583L\nKwttHS0xzvT38ryRIhFff6OG5/tcMCf4m/fHyFvlAAawXY+x6fySlpBy8oSoJiG8ix3qa+XdqxOL\nt8O4H38zjVsqV76+oqNqMVaLON/3uZPOMjS8stCmAEcPtDNwopcnD7RvamrmvDnB6+fvkrccbNtD\nVQHPQdU89nVodIWkJaQIHwnhXexjpw+SyRSr5oTDxPN98kWb6fkiTTGNeDSy4oOivMkiR7ZgLc75\nrhadlu3y7vVJBofTjK4otGk8v7CjrXONQtt6Ln4wSbZg4bk2nusSi2k8tr+dF5/az8s7dK5d1IaE\n8C60fJ71Mx97IpQhcfbiKHcnc0S1CCXb5cl9bYsfFL7vL67zVbQo6hpzvpOzBQaH01y4urLQtj+V\nZOBEH08d7lqz0LYez/NwbQvPKeG5FhEtiqbHOHa4k3/8t09u6TXF7iIhvMs4nsevfukCt9PZ8ipt\nBd64eJ+f/3vPhqpvBJQb4WTyFvM5C9fzefNymulMkVOH2+l/rA1Vi626vdj1fMyHFNpOHenmzIle\n9qfWL7StpnKkeyy20BKyq4NXnznEV797G8txiWoRXj65lzfevb/jV56IRychvMt88c+ucOP+PEv3\nHFy/N89gFLWrAAAdzElEQVSv/D/n+dz/9HyogqJQcpjNlBbHWrIs3r8+xr3xeSz3EM8fq26Gk8lb\nvHVlgjcvp5nLVRfaOlvLhbbnjm6s0LbceoW1l0/tRVGUxdBVFDX0K09EOEgI7zIj4+WDPVm2SefW\nWJazF0dDFRTxWAQf8Fwb33NRIzqqrlN0Hhye6fs+t9MZBi+luXRzekWhzTjYzsCJPp7Y37bpDxjb\ntogoPjE9Qvs6hbXly//+8Lu3qu4P48oTEQ4SwrvMgZ5mRsazK/5eUcIXFNlsAdcqgqoR0aunHbrb\n4gwNl7uXLT/NOBHXeN7o4Ux/Dx0tGy+0VeZ39YWz1jqbE1tuB9kIK09EOEgI7zJP7Gvl3JVxrCVt\nFxXKR6qHJSiKpRLzmQIoCp3tLczn7cUpCQVoTUT52psjlOzqQtuBnmYG+nv50CYKbbZtEcEvH+m+\nML9bi/W7YV95IsJDQniXuT9VIBYtb1/wfB/P89G1CMaBdl58qj49bzeqWCwxny1geQqaFmVfTxsj\nk8XyMrSCs3BCNEzOFRefo0UUTj3RzUB/L/s2UGjzfR/HsdBVhVj00a52H0ZVa9vvWOxcEsK7zL7u\nBJ7n43j+4hFHvu8zMpHlb94bCyQ4CoUi89kCtq+iaVEqF7FPHmjj8u0ZxqbyLGteRldrnDP9vTx7\nNEUivv6v8YNz1iIk2xv/uB+xc0gI7zIe5dD1l6Sa5XhMz5e2fU44l8+TyZZwUYloMbSFsd0ay/A3\nl8a4dHN6ef2wfFTQ0RTf/+Jj6xbaHLuEtoPOWRM7k4TwLuL5Pn/55h0KlruikXPRctnXndiWcTzY\nXqyV1/pSPoD07esTDF1Kk56pbq6uKrCnK0lvZ4JDfS08+5CuZJVTJ+LRCF2dzeh6fU8yFuJRSQjv\nImcvjjI5V1xxdQkQUVn1/LlaWTxAM2+D+mB7cXomz9ClNG9fm1xRaNM1FT1SHlNLMsrffvXwquFb\nfcBlfeZ4hagXCeFd5O5EbiHEVqZwc1OUe3WYjvB9n7n5DLmCg6JFiehxXM/jvRtTDF5Kc3O0upOb\nrqk8/UQ3LQmdC+YEuYXjmMZn8lwwJxZbQlY2T4TtgMtHab0pdicJ4V1kfyqJrqlVy9Mq5vMWe2s4\nHeH7PrPzGfIFB1WPEYlqzOcszl0Z59zlNPP56rPuutseFNqaYhrewiYMe8rD83xKtss718Y59XgL\nTTF93c0T260SvkOX06SnC7S3RHHc8oedrJIQDyMhvIu8dHIPQ8Nprt2dw3arg9jzfK7fnePVp/c9\n8vvMZzJkcjaqHkPVI9wczTA4PMbwzRm8JXMhigLHH+tgoL+PI/taq9bnqkq5x8PkzAiZQh4FmMLh\n1niJj5zqeuQx1lql7/H0fJGS5RKJKDTFtNBtgBHhIyG8i6iKwnPHU1y/PwfV0694PtwcnVv9iRtQ\nmfPNFmxQo9hovL2wo218WaEt2aRz+lgPLxzvob155dWs7/u4donnnmzj4rX72G4M11PIlny+/Pp1\nXN/nlVN7Q/U1f2Si3NGtUHRwPJ/J2QJRPcK+rgSe74dqrMt5ni/NhgIkIbzLfPfiKJa9cjoCYHq+\ntOnXsyyLuUyBou2i6THG5z2Ghm/z9rWJFe/zWG8LAyd6OfF4J1pk5Y42xy6hLazlbe5oR1VVPvL0\nIb78+nVKtgNArujwB3/9ARElXJshCkWH2WxpsXeF55d7GJsjc6HrybHcN87dkWZDAZIQ3mXGZ4pr\n3rf8OPeHKVkl5uYLWK6PEtG5PDLP4PAH3BqtPgm3UmgbONHLnq6V26IXl5TFInS3tqBp1b+SL53c\nwx+dvUm+6FQ6b2I7Xui+5jfFNHRNxV3Ss9inPNc+dDkd6qvLRjjmaieTEN5FPN+nKRYhU7BXvb+j\nZf1CVzabI1u0sV3IW3Du8jjnLo+veM1U+4NCWzxa/WtW6U62kSVlqqJw/GAHQ5fTuAuFLl1TQ9Pn\nouJATzPJuI7teIsfZr5f/qqfni6E+mpYmg0FS0J4Fzl7cZR4TCOmq5SWTRV0tUb5Fz/5wqrP8zyP\nufkshZKLp0S4PV5g8FKay7emq7YTqwoce6yDgRN9HNlbXWhzXRdcm3hMo7OjiegmlpR99pPHiMU0\n3rk6QSwa4eOnD4SuIc5LJ/fgA0PDY8xmS2TyDo7rkYhpJJvCXaCTZkPBkhDeRe5O5FAUheamKL5v\n0RTXaG+O8doz+1a9SiuWSmSyBUq2h4PGhaszDA2PMTFbPaXR3KRz+ngPLxzroW1Zoc22S8Q0leYm\njebmzi2NW1NV/rf/8TkmJjLrPzggqqLwyqm9vLLwc3znxjR/9O0PFu8P89WlNBsKloTwLrI/leTq\nyAzzOQvH9VAtF9/3q67SKqsccgUH11eZzDgMXhrjnWuTK9YXH9rTwkB/L/2HqgttnuuA59IUj9Ss\nZ0OjVfDl6lJslITwLvLSyT28cfE+juvhU+4XcW8iR7ZgMzef5dOvHMJ2fFB1hm9lGBxOc3us+uoz\nqqk8c7R8MnFf54PNHb7v49glYnqEtuYYTU1bO7V4LY1WwZerS7FREsK7iKooWLZXruJ7Po7rYpUs\nZp0i5zMF8hakOhKcuzJeXu+7RKq9iYH+Xp452l1VaHMdGwWPpliE1va2unUqkwq+2KkkhHeZAz3N\n3EvP4PsengcRLYYSUfA8eP/WDNyaWXysqsDxQ50MnOjl8J7qQpttFYlHI7S11P6qdzWVCn42b2M5\nLvmiHfpNEEJshITwLlEslcjlS3z8uR5yhRL3JgtMZ8qbC5btYKYlUd7Rdvp4L23JB8vHbNtCUyn3\n503V76p3NR87fZDzw2NcvDFFVIswMhG+g0mF2AoJ4R3Mtm0yuQLFkouvqEQ0nfH5IiMTeaZW2R1X\nLrT1ceLxDiJqudBW3kJsEY+qm15aVkuqqpCI63S2PrjqlikJsRNICO9AuXyeXMHGcnw0PYqnqly6\nOc3gpTS302sv83r6iW5OHik3x/FcB8V3SDbptHS21+Twy61Y2hoyX7TxfX9xLGFa9lUZZ2U1xKdf\nOxr0kESDkBDeISzLIpMrUiw5ENGJRHSypRJvvn2Hc+YEuTV2yS119r1Rnn2yE03xaEvGSCZat2Hk\n64xpoTuZrqnYjseBVDOJuB66ZV+VcUJ59UZLS5ynD29tXbTYXSSEG5jjOGRyeYolF8dX0PUoih7h\ng3tzDF5Kc+XOTNUpGqqioCir94jwHItC3iPVHp4G6bByyiER1/nh730yoNGsbfk4b47OrVgnLEVE\nsRoJ4QbjeR7ZXI580cX2fHQ9hqJpOCWHN98bZXA4zdRc9Y621oTO6eO9nD7Ww1+8eYd3rk0+eD3H\nwvc91IjOySf3hCqAYWGDycK64MrtMFo+znzB4ZsLP+dGWNcsgiMh3ADKu9hyFEoOluOh6TGUSAQ9\nAvcncwwOp3n32uSKRu2H97Zypr+X/kMPCm1/59XD+L7H21dG8X0fNRIloqo8vqeZH/tbx4P413uo\nypTD0uOCwqgyrsqV72TWqrpfiohiLRLCIeX7PrlcnnzJobTQq1dRo+hRcFyP929MMTg8xp10tup5\nMT3CM092c+ZEL70d1ccVeZ6H4tp89uOH+ekfeoovv36Da3dmONDTzGc/eQxNXdnjN0hLi13HD3dx\n8vGOhvlKf6ivlYvXpDOZWJ+EcIhUgrdgOZQsD1XTUVUdPVo+tn0mU+LNy2nOXRknX3Sqntvb0cTA\niT6efqKbWLR6/a7r2Kh4tCR0mpPt+MAX/vQy79+aRlNVRiay/M17Y6H7ury02HVzbJ5Mphi6MVYs\nL8z9wEcO89oz+6R3hFiXhHDAll/xRrQoqqqjLeyR8Pzy2W+Dl9KYd2aqzklWFYUPHe7kTH8vh/pa\nViwjc2yLaATaW5uIx2N4vs8bF0f52pt3GJ8pLC73yhXtUDYevzuRK/98Cg6O54VyjBXLpxtupzN8\n+sOHghmMaCgSwgEoF9fyFC23KngrV7wA+aLD+avjDA2nVxw71JqM8sLxHk4f66ElsbIhurOwpbir\nM4muP3jNsxdH+erZW8xkS3iVFRK+j2u5jE3lQ7cDbX8qyYWrE2TyFoqihLo5+vLC3KG+4Jf3icYg\nIbxNKle8uaL9oLimVAcvwL3JHIOXxnj3+uTikekVR/a1cqa/j+OPdRBRq68GK13MErHImluK707k\nsByX1a4jS7YbquKR5/v4gI+Pqiq0JHQScT1UY1xqeWHuY6cPMjWVXedZQkgI110+XyBftCiWXFQ9\nirpQXFvKdjzeuzHF0HCakfGVhbZnj6Y4c6KXnvamFa9f2VacjEdoWzgccy37U0miWoSS6latFVYA\ny/FCVTw6e3GU19++h4KC54Vzl9xS6rKDR1U1fFMmIpy2PYQNw9CA3wYOAVHgX5mm+dXtHkc9lYPX\npmQ5ENGIRHS0mL7icdPzRd68nOatKxPkS9WFtr7OBAMnejn1RDcxfeVVred5+I5FokmjfYPbiitH\n8Lw5nObm6DxFe+GqWFF4rLc5VMWjyhVvc0Jf/OerJ/eGaoxC1EIQV8I/AkyapvmjhmF0AO8ADR/C\nuXyeQtEmb5WYyTlEIhqR6Mofr+f7XBuZZXA4zdU7s1WFtohaLrQN9PdxsLd51WD1PA/ftWhJ6LR0\ndWyqp0PlCB4FmM+XmJgtYtkecV3lwx/q28K/df1U5lgrrSsf39MW2qKcEI8iiBD+MvB7C39WgfWb\nGoSQ7/vkCwUKRZuS5S72a9CicSIRd8Xj80Wb8+YEQ5dXFtraklHO9PfynJFatdAGS8M3SmvL1noS\nFB2HX/r8EFNz1e9fsFx+52tX8fB57ZkDW3rtWnvp5B6ujszyljmO43p8+527DN+c4hMvHOTlkIax\n5/u88c49/vKtETJ5h5aEzn93+gAfObU3dONt5DXYO822h7BpmnkAwzBaKIfxL273GB5FLp8nX7Sx\nlgRvJLpyqqHi7kSWwUtpLn6wstD2xL42Bk70YhxcWWir8H0fzy7RktRpad7cle9y/+K33lwRwEv9\nwes3QhPCqqIwky3huOV+x67nMzad56tnb6EQzi3AZy+O8vvfukFuYQ13tmDz+3/9wYr54jBopDXY\nO10ghTnDMA4A/w34j6Zp/u56j0+lWuo/qDX4vk82Vw7eYslBjcVpSzwoDnmez9+8d597E1n2pZp5\nsT1Bc0ucty6n+dbb97g9Wn0sT1NM48Wn9vDKM/vo61q7yOR5HrgWLckYba29NWklOZVZO4ChXJwL\n8me9XDS6ci7c8TymclaoxlkxlbNWbB233XCOdypnoWtq1e2wjXEtjTLOjQqiMNcLfA34GdM0X9/I\nc7b7qPPV1/FWfmGrpxreujLO4HAagPc/mOL8lXFu3p+nsKzQtqcrwcCJPk4d6SK6UGibnl653Grp\ntENLcxLbgsnJ2ix1ikZUCu7KqZKKztZYqI6Vf/pwF9fuzJIvOfh++epYU1W6ktFQjbOiKxlFj6hY\n9oMg1iPhHG9XMoq9cHq2roVzjKtJpVoaYpwVG/nACOJK+HNAO/BLhmH8c8AHvt80zYdfptWZ67rl\n4lrJxXY8Imus411udCpH0XLIFco73sZnCov3qQo8daSLF0/0caBn9UJbRS2nHdbyd199nC99/Tre\nKvfpCvzLn3yh5u/5KF5e+Ho8dDlNtlCeY33heG9oV0i8dHIPnuetmBMO43iXrmuuzAmLYCi+v7K3\nbMj49frksyyLXKFIyfKwPR9Ni244/HJFm/NXJvj2xfsr+jhEVIVEXCMR13npQ308f6xnzdcpTzvY\nJJsitLas3HpcS57v85137zN0eZzZbAktotLcpHHmeC8vh7B4tFQjXgE1ynhlrPWTSrWs+x/Vrtus\nYVklsvkSJetBI3QisMpS3BV8318stL13Y2pFoa2no4nezgSTs4XFMB2bzq/5Wr5j0ZzQaGnenuOD\nVEUBRWF8pkDJdlCU8k60oI4uEkLskhAuFIrkixYly8VDRdN1FE3j4RMND9iOx8UPJhm8lObeZPU8\nbjwa4Xmjhxf6e+hua+LyyCzfODeyeH9fZ3U7ycUdbk2RDW+yqKWh4TFms6XFHXNXR2YXq/lSHRdi\n++3IEPZ9n1w+T7HkLKzh1YhENFRdYzMdc6fmigxdTnPeHKdQqi5o7V0otJ18oouo9uAy+sWn9pLL\nWYxN5+nrTPCskVq8z7GKNMUidPS0PXR7cT3NZq2qLcuO65Oezoe6Q5kQO9mOCeHyUrIchZKLZXso\nC9uFH7aGdzWe52OOzDI0PMbVkbmq+yKqwskjXZzp712z0Kaqyoo5YNsq0hRdu7HOdmpvjjI6VT1F\nYjleKDuUeb7Pdy6O8ublNNFohKcPd4V+7lqIzWroEK4sJSuUHCzbI6JX9+LdjGzB5rxZbh05u+xo\nmvbmyo62HpqbNh7qlZaSYQjfis6WOAos60tc/hBb3jwoaJXWm5VWliNjWZQQbnwQ4lE0XAi7rksm\nm6Noe9iVlpBqFH0L51NWgqdSaFt+CvHRA20M9Pdx9ED7hrti+b6PY5VIxMMVvlC+spyaL6AoVJ3C\n7PvlD6Hla5uDVmm9WWE54Wq3KUQtNEQIV452r1pKpmorWkJulOW4vHt9iqFLY9xf9tW8KRbhOaOH\nM/29dLXGN/yalaVmiWgT+3q3v+C2EWcvjjIynmOVE+9pSURpiofr12Gx9aZVDuKoFgltK0shtipc\n/9WtwrZt7o3PEosnNryUbC2TcwWGLqU5f3WColVdaNvXnWTgRC8nj3RXbedcj+u6KL5Nc1OUluZ2\nOttbQ7uOsXwVuTKBXc+nULLZ1x2ugFtsvblkTjiMGx+EeBShD+HyseybK64t5Xk+V+7MMDSc5trd\n6kKbFqkU2so72jb3uh54Fm2JGM3NW+tqtt32p5Lki6tvW86XXK7fnePVp/dt86jWVmm9+cqpvQ23\nSF+IjQp9CG9VtmDz1pVx3ry8stDW0RLjTH8vzxspEvHNrp4oTzs0J/Qtt5QMyksn9/CFP7+y5v1h\nK8wJsRvsqBD2fZ876SyDw2O8f2N6xRE+Rw+0M3CilycPtG96mVN1Y51wzvmuR1UUIqqyogBZsdlv\nA/W0tN/t/lSST792NOghCVEXOyKELdvl3euTDA6nV6yBTcQ0nj+W4oXjvXRuotBW8aCxztabqYfJ\naaObwcsTVX+nAIf3tvLZTx4LZlCrWNrv9urdWVpa4jx9uPF//kIs19AhPDFbYGg4zYVVCm37U0kG\nTvTx1OGuTRXalnLsEnFdpbPn4QdoNhLjsU7euzlDoeSgKNDTnuATZ8J3WsXypWi3xuYlhMWO1HAh\n7Ho+V26XC23X760stJ060s2ZE73sT239q7Xr2uiKT29nM7q+9aJg2Hi+z7kr46iqQltzuZ9stmBz\nbWSWDz/VF6oQrpwxV3GorzXA0QhRPw0Twpm8xbkr45y7PM5crrrQ1tlaLrQ9d3TzhbalXNdF9W06\nWppINK08Xr7Rnb04Snq6QMlyyboevl/ein3uyjgAP/Gp/oBH+MDSfrf7U0k+dvogU1NSOBQ7T+hD\n+PKtaX7vr29w+fbsikKbcbCdgRN9PLG/7ZGu4ipFt7Zk4yw324q7EzmaEzq+7zOz5KijMG5ZXn4u\n20Z3LArRaEIfwv/s/x6qul0utPVwpr+HjpbNF9qWerDcTNsRRbf1VL7iK4qyuHXZ83xQlVCtjBBi\nNwl9CFcc6GlmoL+XDz1Coa1i6VrfRl1uthWVr/h/df4uRUvDcjw8z6enoylUKyOE2E1CH8I/9ekT\nKK7HY3vaHvm1qs9x2z3hW1H5in91ZJb0dB5VUVBUOLynFW2HrP4QotGEPoQ/ceYg718df+TXcewi\nyZhGe2dtD9FcuqlgX3eClpYmrtycYn8qGcom6Z7vM50poqoKruvhA8O3p/n2u/dDt0xNiN0g9CH8\nqBzbIq4rpLrr01Zy6aaCC1cniEQUmmLa4vKqsPW+PXtxlPGZIrbjLRY653M2Xz17C4XwjVeInW7H\nhrBjW0Q16OlIEI1useflBizdVGA5LqpXDuHl94XF3YkcySaNXNHGs1xQysvUpFevEMHYcROBrmOD\nW6K7rYmerva6BjBQ1d82qkWILem1Gcbet/tTSRRFIRnXiUSUxekH6dUrRDB2zJVwZaNFe3OcZCKx\n/hNqZOmmgtXmhMOmMqaRiSyeD6OTORQFXjjeG8rxCrHTNXwIVzZatCZjtASw0WL5poJUqoVnjoR3\nzfHS8UqPXiGC17AhXL3crLYrHoQQYrs0XAhXwrc5odNa4+VmQgix3RomhH3fx3MsEvFIzdf6CiFE\nUBoihD27RDym0N65+3a5CSF2ttCHsK7rHNjbvWOaqgshxFKhTzZFUSSAhRA7lqSbEEIESEJYCCEC\nJCEshBABkhAWQogASQgLIUSAJISFECJAEsJCCBEgCWEhhAiQhLAQQgRIQlgIIQIkISyEEAGSEBZC\niABtexc1wzAU4DeAU0AR+EnTNG9s9ziEECIMgrgS/jQQM03zw8DngH8bwBiEECIUggjhl4G/ADBN\ncwh4PoAxCCFEKAQRwq3A3JLbjmEYMjcthNiVgjhZYx5oWXJbNU3Te8jjlVSq5SF3h08jjVfGWj+N\nNF4Za3CCuAI9C3wSwDCMAeC9AMYghBChEMSV8FeAjxuGcXbh9o8HMAYhhAgFxff9oMcghBC7lhTE\nhBAiQBLCQggRIAlhIYQIkISwEEIEKIjVERvSiD0mDMM4A/yyaZofDXosD2MYhgb8NnAIiAL/yjTN\nrwY6qDUsbOT5PGAAHvA/m6Y5HOyoHs4wjB7gLeB7TdO8GvR4HsYwjPM82Dx10zTNnwhyPA9jGMYv\nAD8A6MBvmKb5hYCHtCrDMD4L/BjgA02UM6zPNM351R4f5ivhhuoxYRjGz1EOi1jQY9mAHwEmTdN8\nBfh+4D8GPJ6H+e8B3zTNl4FfAv51wON5qIUPuP8E5IMey3oMw4gBmKb52sL/whzArwIvLuTB9wAH\ngh3R2kzT/KJpmh81TfM14Dzwj9YKYAh3CDdaj4nrwA8FPYgN+jLlQIPy74Ad4FgeyjTNPwJ+auHm\nIWAmuNFsyK8BvwncD3ogG3AKSBqG8TXDMP5q4ZtcWH0CeN8wjD8E/hj4k4DHsy7DMJ4H+k3T/M8P\ne1yYQ7ihekyYpvkVwAl6HBthmmbeNM2cYRgtwO8Bvxj0mB7GNE3PMIz/Avw68KWAh7MmwzB+DBg3\nTfPrgBLwcDYiD/xfpml+AvhfgC+F+L+xbuA54O9SHuv/G+xwNuRzwL9c70Fh/YHD5ntMiE0wDOMA\n8E3gi6Zp/m7Q41mPaZo/BhwFfsswjKaAh7OWH6e8G/R14Gngdxbmh8PqKgsfaqZpXgOmgD2Bjmht\nU8DXTNN0FubZi4ZhdAc9qLUYhtEGHDVN81vrPTbMIdyoPSZCfwVkGEYv8DXg503T/GLQ43kYwzB+\nZKEgA+UCrUu5QBc6pmm+ujAX+FHgHeBHTdMcD3pcD/H3gX8DYBjGXsoXPaOBjmht3wG+DxbHmqAc\nzGH1CvCNjTwwtKsjaNweE42wD/xzQDvwS4Zh/HPKY/5+0zRLwQ5rVf8N+IJhGN+i/Pv6T0I6zuUa\n4ffgP1P+2b5B+YPt74f126Zpmn9qGMZHDMN4k/KFzk+bphnmn7EBbGg1l/SOEEKIAIV5OkIIIXY8\nCWEhhAiQhLAQQgRIQlgIIQIkISyEEAGSEBZCiABJCItdxTCMPzEMoy/ocQhRIeuEhRAiQGHeMSfE\nIzEMYx/l3ggJyjvC/gnw/wGvUm4C832Ud7a1A92mabYahnGactvUJmAS+Iemad4OYPhil5DpCLGT\n/QTwVdM0XwB+nnJ7VB/ANM3Pmab5DDAApIEfNwxDp9wT+odN03yechj/ViAjF7uGhLDYyf4K+FnD\nML4E7KPcvH55g6XfAl43TfMPKHdpOwL8sWEYbwO/TLmHsRB1I9MRYscyTfO7hmH0A58CPkO5CdRi\nEcQwjJ+lPA3xowt/FQE+ME3z2YX7FUCKeKKu5EpY7FiGYfwK5XaS/xX4R8CzS+77PsrTFT+85ClX\ngE7DMF5euP2ThLiJvNgZZHWE2LEMw9hP+QSGFsqnnvwK8KuUzyj7OuUr39mFf/rA3wF6gP9A+azA\necohfmubhy52EQlhIYQIkExHCCFEgCSEhRAiQBLCQggRIAlhIYQIkISwEEIESEJYCCECJCEshBAB\n+v8BlXtAAVsvTtoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb8bc780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_jitter=.05) # 设置jitter参数，给离散变量添加噪声，噪声只会影响散点图的绘制，不影响回归线的拟合"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### x_estimator参数\n",
    "Apply this function to each unique value of x and plot the resulting estimate. This is useful when x is a discrete variable. If x_ci is not None, this estimate will be bootstrapped and a confidence interval will be drawn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xba25320>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9dLQsboeawlf8ohCWmlIoWvw///jWtGMHD/fxpbt7CY3d1Q4lczx55ATm6ckW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\nKYRFRHz0/wMzfFMQJ+0J6AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbb09748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_estimator=np.mean) # x_ci参数默认为'ci'，绘制在每个离散值上y的置信区间（图中原点两侧延伸出的线条）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 拟合不同的模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "anscombe = sns.load_dataset(\"anscombe\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 高阶多项式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第一个数据集适合拟合线型模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xbd20e48>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A2HDXILBl+xH+4fmtwQAe48nkr++9XAEsEmYuzoRvAoqNMRuALOAHDmqIWd4O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\n12qtrQAwxiwAVgE/cVTa13S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      "text/plain": [
       "<matplotlib.figure.Figure at 0xbd11400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"),\n",
    "           ci=None, scatter_kws={\"s\": 80}) # ci参数设置是否绘制置信区间，scatter_kws字典会将参数传给plt.scatter()方法（本例中设置散点大小）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第二个数据集不适合拟合线型模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xbf3ccc0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vD/aUrk8eM4z1hfmMHpHicDIRCSaFsAMnzjawYUsJZ893l67HwKoFk1hz2ySV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\nUgiLiDikEBYRcUghLCLi0P8HoLYW51EOK90AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc0b8748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n",
    "           ci=None, scatter_kws={\"s\": 80})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 绘制高阶多项式回归模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xbbfca90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mWaVdoKdaU0W61AmqdaikWa19CuHezAl/Jj56fRnwAFdZlnU1cB32xbWByJgR\nbm+EI1Gefs1u2O71uLl92URnCxIRx/VmidoK4B8ty1rX+ZOWZZ00xnxhIE9uWdb1A7l/unlt5ylq\nG9oBuH7hGIYVBhyuSESc1mMIW5b18W6+9vjglpO5QuEoz75+GAC/z82tV0xwtiARSQnaMZck67ef\nTJygvHLROIp0bL2IoBBOilA4wnNvHgYg4Pdw89LxjtYjIqlDIZwEr75zkjPNQQBWLhpLQa7P4YpE\nJFUohIdYMBThuY1HAMjxe7jpco2CReQchfAQe/WdkzScHQUvHqdRsIh0oRAeQsFQhD/GR8G5AQ83\nXa7DO0WkK4XwEFq//SQNLfYoeNXiceTnaBQsIl0phIdIKNx1FLxqiUbBInIhhfAQ2bDjVGJFxA2L\nNAoWkYtTCA+BUDjKc2/ao+CA38ONGgWLyCUohIfA67tOJXbH3bBQ64JF5NIUwoMsHIny3Bv2KNjv\nc3OjVkSISDcUwoNs3ZZj1DXandKuWzCGojz1iBCRS1MID6JoNMbv1+wD7H7BN2t3nIj0wLEj7zNJ\nOBJl055qXt5yjJO19tlx08YVk6+5YBHpgUbCAxSORHl0tcWLm44mDu8EaGgJ8uhqi3Ak2s29RSTb\nKYQHaNOeao5UNdPWESEUtgO3INeH1+PmSFUzm/Z0d36piGQ7hfAAbd1XQywWo6GlI/G5zg3bt+2r\ncaIsEUkTCuEBamgJ0h6MEAydGwX7vO4uXxcRuRSF8AAV5/tp7BS0w4oCF3xdRORSFMIDNLY0n/Zg\nBIDcgJeAz9Pl6wumljlRloikCYXwAB2uakrcPn/UO2FkIUtmlCe7JBFJI1onPAAnaprZvr8OgFEj\n8hhTmk9rMEJJvp8FU8tYMqMcr0fvcyJyaQrhAfjjxqOJ23+6ciqzJ42grKyQmpqmbu4lInKOhmn9\nVNvQxlvvVgH2tMOsicMdrkhE0pFCuJ9efPsY0VgMgNuWTcDlcjlckYikI4VwPzS1Btmw/SQAI4fl\nsnCaVkCISP8ohPvhla0nCMa3KN+0dDxut0bBItI/CuE+6ghGWLPlOGBvT14+u8LhikQknSmE+2jD\njpM0t4UAWLV4LD6vp4d7iIhcmkK4DyLRKC++fQyAHL+H6xaMcbgiEUl3CuE+2LS3OnF00bXzx5Cn\nY+xFZIAUwr0Ui8V44S17c4bH7WLl4rEOVyQimUAh3Et7j9RztKoZgKUzRzK8KMfhikQkEyiEe+mF\n+FwwoAN+j1lBAAANIklEQVQ8RWTQKIR74XhNMzsP2o16Zk8aztjyAocrEpFMoRDuhRffPteo5+al\nGgWLyOBRCPegvqmDjbvtRj3jywuYMWGYwxWJSCZRCPfgla3HiUTtRj03LR2vRj0iMqgUwt3oCEZY\nt+0EAMMKAyyZrlMyRGRwKYS78drOU7S0hwFYuXisTskQkUGnVLmEaDTGS5vtZWkBn4dr5o12uCIR\nyURJP97IGOMFfgpMBPzAP1uW9Wyy6+jJ9v21VNe3AXD13FHaoiwiQ8KJkfC9QK1lWSuAW4AfOFBD\nj84uS3O5YOWScQ5XIyKZyomDPn8H/D5+2w2EHKihW4dONfLe8QYAFk4ro7wk1+GKRCRTuWLxc9KS\nzRhTCDwNPGxZ1m97+OtJLfLff7mFdVvtxu3f/vOrmDlpRDKfXkTSW5/WsTpy5L0xZhzwBPCDXgQw\nQNKOka9v6mDDO/aytEmjCinN9/XpudPpyPt0qTVd6gTVOlTSrda+cOLC3EjgReABy7LWJvv5e7J2\n27nNGasWj9PmDBEZUk6MhL8GlABfN8Z8A3uq4RbLsjocqKWLYCjCum32KcolBX4Wa3OGiAyxpIew\nZVl/AfxFsp+3Nza+W5U4P+76hdqcISJDTykTF4vFeGmTvTnD53Vzrc6PE5EkUAjHvXuknhO1LQBc\nObuCglxtzhCRoacQjluz+Xji9spFOj9ORJJDIQxU17eyfX8tADMnDmNMmU7OEJHkUAgDa7acSOwG\nWblIW5RFJHmyPoTbOsK8ttNellZWksPcydodJyLJk/Uh/MauSto6IgDcsHAsbrc2Z4hI8mR1CEdj\nMdZssS/IBXwerpo7yuGKRCTbZHUIv3voNJWnWwG4ck6FegaLSNJldQifHQWDPRUhIpJsWRvC1Wfa\n2HGgDrCXpY0uzXe4IhHJRlkbwuu2nluWplGwiDglK0O4IxRhww57WdqIohzmTSl1uCIRyVZZGcJv\nvVuVOMr++oVjtCxNRByTdSEc67Qszed1c7WOshcRB2VdCO873sCx6mYAls4YqW5pIuKorAvhtdtO\nJG5fv0g9g0XEWVkVwg0tQTbvrQZg8ugiJlYUOVyRiGS7rArh9dtPJg7xvG6hRsEi4rysCeFINMqr\n8aPsC3J9LNEhniKSArImhHfsr+N0o32g89VzR+HzehyuSEQki0L4lfgFORfoEE8RSRlZEcJVp1vZ\nfeg0AHMmj6CsJNfhikREbFkRwp2XpV2nUbCIpJCMD+FgKMLrO08BUFqcw5zLdHyRiKSOjA/hTXur\nE30irpk/Wn0iRCSlZHwIr4svS/O4XVw9V30iRCS1ZHQIH61q4sCJRgAWmTKK8v0OVyQi0lVGh/C6\nd04mbuuCnIikoowN4baOMG/urgRg1Ig8po0rcbgiEZELZWwIb3y3io5gBLA3Z7hcuiAnIqknI0M4\nFovxanxtsN/r5srZFQ5XJCJycRkZwocrmzgab9y+ZEY5+Tlq3C4iqSkjQ3hdpx1y18zXBTkRSV0Z\nF8JtHWHe2lMFwNiyfCaPVuN2EUldGRfCG3dXEgxFAXsUrAtyIpLKMiqEY7FYYm2w3+tm2ayRDlck\nItK9jArhQ6eaEicpL5lRTp4uyIlIisuoED57fBHogpyIpIeMCeG2jjBv77FPUh6jC3IikiYyJoTf\n2lNFR8jeIbdi3mhdkBORtJAxIbxhu31Bzutxs2yWdsiJSHrwJvsJjTEu4IfAPKAd+IxlWQcH8phH\nq5o4dKoJgMXTyyjI1QU5EUkPToyE3w8ELMu6Evga8J2BPuD67edaVl4zT43bRSR9OBHCVwEvAFiW\n9RaweCAP1hGK8OZue4fcyOFqWSki6cWJEC4CGjp9HDbG9LuOzXuraeuwz5BbMW+ULsiJSFpJ+pww\n0AgUdvrYbVlWtKc7lZUVXvTzG/dsB+wz5O64ZiolhYHBqHFALlVrKkqXWtOlTlCtQyWdau0LJ0L4\ndeB24DFjzBXAzt7cqaam6YLPVZ5uZffBOgDmTykl1B6kpj04iKX2XVlZ4UVrTUXpUmu61Amqdaik\nW6194UQIPwmsMsa8Hv/4vv4+0IYd5y7IXa0LciKShpIewpZlxYDPD/RxItEob+y0z5AbVhhg9qTh\nA31IEZGkS9vNGjsO1NHQYk89LJ8zCrdbF+REJP2kbQhv2H4qcfuquaMcrEREpP/SMoTPNHew44B9\nQW7GhGGUl+Q6XJGISP+kZQi/vvMU0VgMgKvnaRQsIukr7UI4Fovx2g57KiIv4GXRtDKHKxIR6b+0\nC+H9Jxqoqm8D4IpZI/F5PQ5XJCLSf2kXwht2nLsgd/VcrQ0WkfSWViHcHgyzKX56xtiyAsaPLHC4\nIhGRgUmrEN60tzpxesbVc9WsR0TSX1qF8NkLch63iyt0nL2IZIC0CeHK063sO253wJw/tZTCPL/D\nFYmIDFzahPDrOztfkNPaYBHJDGkRwpFojDd22c16igv8zFKzHhHJEGkRwtv31VDf1AHAlbMr8LjT\nomwRkR6lRZqt2XQ0cXv5bE1FiEjmSIsQ3hifD75sdBGjS/MdrkZEZPCkRQgHw/YRdMvnaBQsIpkl\nLUIYwOtxc/mMcqfLEBEZVGkTwgunlZKf43O6DBGRQZU2IaypCBHJRGkRwpeNLmbWRK0NFpHMkxYh\n/M0vLNdBniKSkdIihPNzNRcsIpkpLUJYRCRTKYRFRBykEBYRcZBCWETEQQphEREHKYRFRBykEBYR\ncZBCWETEQQphEREHKYRFRBykEBYRcZBCWETEQQphEREHKYRFRBykEBYRcZBCWETEQQphEREHKYRF\nRBykEBYRcZBCWETEQd5kP6Expgh4FCgCfMBfW5a1Mdl1iIikAidGwn8FvGxZ1rXAfcCDDtQgIpIS\nkj4SBr4DdMRv+4A2B2oQEUkJQxrCxphPAX8JxABX/M/7LMvaYoypAH4BfGkoaxARSWWuWCyW9Cc1\nxswBfoU9H7w66QWIiKSIpIewMWYm8DjwJ5Zl7Uzqk4uIpBgnQvgpYC5wGHuK4oxlWXcltQgRkRTh\nyHSEiIjYtFlDRMRBCmEREQcphEVEHKQQFhFxkBM75nrFGOMFfgpMBPzAP1uW9ayjRfXAGFMObAZW\nWpb1ntP1XIox5qvAHdg7Fn9oWdbPHC7pouKvgUewXwNh4LOp+H01xiwF/sWyrOuMMZOBnwNRYJdl\nWQ84Wtx5zqt1PvB97O9tB/Bxy7JqHC2wk861dvrcPcCfW5Z1pXOVXei872sZ8BOgBPBgf18PXeq+\nqTwSvheotSxrBXAL8AOH6+lWPDB+BLQ6XUt3jDHXAMviL+JrgXHOVtStWwGPZVnLgX8CvulwPRcw\nxnwF+wcuEP/Ud4C/tyzrGsBtjLnTseLOc5Favwc8YFnW9cCTwFedqu18F6kVY8wC4FOOFXUJF6n1\n/wGPxvvjfB2Y3t39UzmEf4f9DwC7zpCDtfTGvwEPASedLqQHNwG74uu1nwH+4HA93XkP8BpjXEAx\nEHS4novZD3Re577IsqwN8dvPAyuTX9IlnV/rhzttmPKSWn1cutRqjBkB/F/gy45VdGnnf1+XA2ON\nMS8B9wDrurtzyoawZVmtlmW1GGMKgd8D/+B0TZdijPkkUG1Z1kvYG1BSWSmwCLgb+Dz29vFU1QxM\nAvYCD2P/6pxSLMt6EvvX+bM6//83Yb95pITza7UsqwrAGHMl8ADwXYdKu0DnWo0xbuC/sDswtpBi\nP2MXeQ1MBE5blrUKOEYPv2GkbAgDGGPGAa8Aj1iW9Vun6+nGfcAqY8xaYD7wP/H54VRUB7xoWVY4\nPr/abowpdbqoS/hL4AXLsgwwD/v76ne4pp5EO90uBM44VUhvGGM+DPwQuNWyrDqn67mEhcAU7N80\nfw3MMMZ8x9mSulUHnL1+9Sz2oOeSUvnC3EjgRew5q7VO19Od+PwfAPEgvt+yrGoHS+rOa9id675r\njBkN5GG/aFLRac5NQ53Bfr16nCunV7YaY1ZYlrUe+1rGK04XdCnGmHuBPwOutSwrVd8sXJZlbQbm\nABhjJgC/tizrr5wtq1sbsK9n/BJYAezu7i+nbAgDX8O+uvh1Y8w3sNtg3mJZVkf3d3NcSu8Dtyzr\nOWPM1caYt7F/rfuCZVmpWvP3gJ8aY9Zjr+T4mmVZqTRveTF/A/zEGOMD9gCPOVzPRcV/xf8P4Ajw\npDEmBrxqWdb/drayC6Tqa7M7fwP8lzHm80AD9rzwJal3hIiIg1J6TlhEJNMphEVEHKQQFhFxkEJY\nRMRBCmEREQcphEVEHKQQFhFxkEJYRMRBCmHJKsaYLxpjXo3fvsoY854xJt/puiR7acecZB1jzBrg\nceCLwH2WZW10uCTJYqncO0JkqHwa2AU8qAAWp2k6QrLRROzGKgsdrkNEISzZxRhTAPwY+4y91nin\nKxHHKIQl23wbeNayrC3Yc8Jfj/eoFXGELsyJiDhII2EREQcphEVEHKQQFhFxkEJYRMRBCmEREQcp\nhEVEHKQQFhFx0P8HA0NdQCK92VcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc288cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n",
    "           order=2, ci=None, scatter_kws={\"s\": 80}) # 设置order=2，绘制2次多项式回归线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 异常值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xc2a0240>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dpRwp7tq4JyUpnqdWzGHVgqlkZ6X3uEVNRGQgCuFBaG3r4L8+quAXH5/rMVb+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\nRMQhhbCIiEP/H2O4alnimLZBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc5a70b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"),\n",
    "           ci=None, scatter_kws={\"s\": 80}) # 数据集中存在异常值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xc3831d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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aIQwADhHCAOAQIQwADjm7d8TNDC1t/rGkMkkZkv7MWlvldKibSJX7YRhjnpO0\nS1JI0g+stX/reKRxDf0M/FSRn4EBSb+fjK+rMWazpO9aax82xqyU9BNFroU/bq191ulwo4yada2k\nv1bkte2V9GVrbYvTAaNEzxq17YuS/p21tsLdZLFGvaaFkn4oaa6kgCKvac1kz0/mI+FnJF221j4o\n6UlJ/93xPJNKlfthGGMeklQ+9EO8VVKx24kmtV1SwFpbKem/SPpzx/OMYYz5hiL/02UObfqepG9Z\nax+S5DfG/Jaz4UYZZ9bvS3rWWvt5SS9Ies7VbKONM6uMMesk/a6zocYxzpx/Kenn1tqtkr4tadXN\nvkcyh/A/KPIfIUXm7Hc4y1Skyv0wHpd03BjzT5JelPSS43kmc1pS0Bjjk1Qgqc/xPOM5K+kLUZ9v\nsNa+N/TxK5K2JX6kCY2e9Wlr7cdDHwcldSd+pAnFzGqMWSDpTyV91dlE4xv9mlZKWm6MeUPSFyW9\nc7NvkLQhbK3tstZ2GmPyJP0/SX/ieqaJpNj9MBZK2iDptyX9oaRfuB1nUh2SVkg6Jel/KfKnc1Kx\n1r6gyJ/zw6L//dsV+eWRFEbPaq1tkiRjTIWkZyU972i0MaJnNcb4Jf1I0tckdSqJ/h8b59+/TNIV\na+2jkho0hb8ukjaEJckYUyzpLUk/tdb+vet5JvE7kh4dWoa9VtLPhs4PJ6NWSa9ZaweGzq/2GGMW\nuh5qAv9B0qvWWiPpPkVe1wzHM91MOOrjPEnXXA0yFcaYpyX9QNJ2a22r63kmsF7S7Yr8pflLSauN\nMd9zO9KEWiUNv3dVpcgBz6SS+Y25IkmvKXLO6m3X80xm6PyfpJj7YSTrDYnel/THkp43xiyVlK3I\nD04yuqIbp6GuKfLzGnA3zpQcMcY8aK19V5H3Mt5yPdBEjDHPSPoDSVuttcn6y8JnrT0k6R5JMsaU\nSvqltfZrbsea0HuKvJfxd5IelHTiZk9I2hCW9E1F3mH8tjHmPylyn4knrbW9bse6qaReB26t3W2M\n+Zwx5oAif9Z9xVqbrDN/X9KPjTHvKnIlxzettcl03nI8X5f0Q2NMSNJJSf/oeJ5xDf2J/1eS6iS9\nYIzxJO2x1v5nt5ONkaw/mxP5uqQfGWP+UFKbIueFJ8W9IwDAoaQ+JwwAsx0hDAAOEcIA4BAhDAAO\nEcIA4BAhDAAOEcIA4BAhDAAOEcJIK8aYPzLG7Bn6+AFjzGljTI7ruZC+WDGHtGOMeVPSryT9kaTf\nsdbudzzxjUnXAAAAc0lEQVQS0lgy3zsCiJffk3Rc0v8ggOEapyOQjsoUubnKesdzAIQw0osxJlfS\n/1akY69r6G5XgDOEMNLNX0iqstYeVuSc8LeH7lELOMEbcwDgEEfCAOAQIQwADhHCAOAQIQwADhHC\nAOAQIQwADhHCAODQ/we9YmGF+SIRAAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc0d9320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"),\n",
    "           robust=True, ci=None, scatter_kws={\"s\": 80}) # 设置robust=True，在有异常值存在时，降低残差较大观测点的权重，以得到更稳健的回归线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 逻辑回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xc80ccc0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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imTXJ5qO0NC7+KDtBbXItPTQSLDzXvOrIioIluRgMx8jlclf+gkAgEMwj17wIl1A0N+FY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\n3vcKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc99d160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips[\"big_tip\"] = (tips.tip / tips.total_bill) > .15\n",
    "sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips,\n",
    "           y_jitter=.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xcd955f8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ArlDi4edO8INnj5PNz61XrqoqjuphKBwjm5PyhBALQUJ4ASmKQnMoyMruVgIe\nKBUW9gJek9fgM3dv4p5d6yoz7d44NspDuw8wFJn7jsyq4WE0miKZmluJQwhxaRLCiyQUDLCya+Ev\n4CmTq7L9l/u20d7sBSA8nuGh3Qd49cjInMsjmuEhGs/K2sRCVJmE8CIrX8BrDZioC7hOxcoOP79/\n/3Z2bHDHFBeKDrt/eZIfPHtizuWJytrEY+MyjE2IKpEQrhGfz0tXRws9bQE0J09+AWquHlPj1+/Y\nyP23rq9spfTm8fmVJ1RNJ+focsFOiCqREK4xwzDobG+mtyuE5uQoVHkHEEVRuO6qrreVJ76+++Cc\nR0+oqgqymagQVSEhXCfcMG6hq7UJdQHCeEX7heWJfNEdPbH7lyfnvCKbZngZjSZltw4h5kFf7ANa\nlqUADwE7gQzwedu2T075/nXAX03eHAI+Y9v2sulumaZJV7tJLpdjPJ4iV3BrsdVQLk+s6wny05fO\nUCw5vHpkhL5wgk/ftYm2kHfWj6kaHsLRON3dzVVpoxDLTS16wvcBHtu2dwF/Cnx12ve/Cfy2bdu3\nAk8Aaxe5fXXBDeMWOlt9qFVcuU1RFG7c2sMXP7qV1qAHcCd3fO1HBzh8OjKnx1R1LwPDkUVbP0OI\npaQWIXwzbrhi2/Ze4NryNyzL2gSMAX9iWdZzQJtt28dq0Ma64TE9dHW00NXqn6wZVyeMV3UG+PL9\n27HWtACQyRX5l58f5clXzlIszX7kg2r4GArHZM0JIWapFiEcAqYuXluwLKvcjg7gJuBvgTuBOy3L\num1xm1efTNOks91dRlMt5SgW51+HbfLq/Mb7Le6+bnVl7YlfvDnAtx8/TCI9+8fXTHfNCRlLLMTM\nLXpNGJgAglNuq7Ztl68MjQHHbds+CmBZ1hO4PeXnLvegnZ3By/1I3ZvpOaxc2UYymWIslkTVvSjl\nBJ2jB963iS0bOvinRw8ST+U5OTDBQ48c5Hfv28763pnXetva/ICfYqFAycnT1dk677YttuX0OqpX\njd7+2apFCO8B7gEetizrRuDAlO+dBAKWZa2fvFh3C/CtmTxoONzYva/OzuCsz8GrexiLxsjknXlf\nvOsKefjSfdv4t6eOcW4kwXg8y1/962t8eNdabtjcfdkwbWvzE4mc327JcRyGwmfpbA1iGMa82rZY\n5vI7qDeNfg6N3n6Y/ZtILcoRu4GsZVl7cEdB/LFlWZ+0LOvztm3ngc8B37Msay9w1rbtn9WgjQ1B\nURQ62pp9V4VqAAAgAElEQVTpaPa5U6HnOXmiOeDhC/du4cYt3YC7c8ejL5zmh784MethbOUlMYfH\nErLmhBDvQFki00+dpfDuOd9zmIjHmUgW0E3PvNvzxtEwjzx/ivzkAvEr25v49N2baA1efBjb9J7w\nVIVCHq8O7a2hui5PLJVeWCOfQ6O3H6CzMzirF7lM1lhCQsEgK7ua0cnPe7LHNZs6+b37ttI2OYxt\nYCzF1350kGN9s9+ZWdcN8o7O4EhEZtgJMY2E8BKjqiodbc3uzLtSjmJh7qMoVrT7+fID29m02h3G\nls4W+OefHeEXb/bPegEfRVFQDR8jkQSJxMV7zEIsRxLCS5RpmnR1tNDsN+a1K7TPo/ObH7C4/V29\nADgOPPnKOb731DGyudlPztBNL7F0gdGIbCgqBEgIL3kBfxMrulowlAKFOfaKVcXdQuk37t5U2eH5\n4KkIX//xQUbnsJedpp0vT2SlPCGWuRmHsGVZXZZlPWBZ1kcsy2pdyEaJ6iqXKNqCJsVcZs6Ps3ld\nG1+6fxudLT4ARqJpHnrkIEfORmf9WOXyxGg0yUQ8Mec2CdHoZhTClmV9BtgPfAr4LHDQsqwPLWTD\nRPU1+Xz0dDajlLKU5rjOQ2eLjy/dt42t69qAyenOT9g8vucUpTmUFzTDQyJTYigclX3sxLI0057w\n/w2827btj9m2fT+wC/iLhWuWWCiaptHd0UrAC4U59oo9psan7rrSne4MOMCjz5/k3/7z6JzqxKqm\ng+YhHE0THovJYvFiWZlpCE8Ag+Ubtm2fAaSY18BCwSDd7UEozm3zUUVRuO2aXn7zAxZe060THzod\ndevEsblNztANk6JiMDgyTiI5941JhWgkM5qsYVnWPwG9wLeBAvBrQBPwAwDbtr+7gG2cCZmsMQ+x\niTiJdBFtjlOfR2Npvvf0cQZH3aFn3sl1i601c790UCzmMdUS7a3N7k4ei2CJTBRo6HNo9PbDwk3W\nUHF7wh/AXfchBYwCtwO3zeaAov40h4J0tLpTn+cybKyj2cf/+RvXsmWdG7qZXJHvPmHPaTxxmaYZ\nFBWPLI8pljyZtlwn6qEH4DgOY9EJsgXQ9NktutPW5md0LMFzb/Tz9K/6KL+qtq1v42Pv3YA5ObRt\nLgr5HE2mSmtLcEGnPdfD72C+Gv0cGr39MPue8DuuomZZ1mO2bd9jWdYp4G1pbdv2+lm2T9Sx8oJA\niUSSWDKLZsxuDQpVUbjjXatY0e7n+88cJ5svcvBkhNHxDJ+5e27bJ4FbK86WHAZHxgn5TQIB/5we\nR4h6dLlyxBcm/38bbulh+n9iCQoE/HS0+ikV5jZ6YvPaVr50/zY6Jnd3Hoqk+PvdBzneH7vMPS/N\nHVfsYSJddIezZaVEIZaGdwxh27bLIyK+atv2man/Af/fwjdP1IrHNOnpaHHHFM9hyFhni48v3b+N\nq9acX3fi248f5oX9g/OarlwZzjaeJjw2Ljs9i4Z3uXLEbtxdkVdalnVyyrd04NxCNkzUnqqqdHe0\nMhqJkS0W0bTZ1Ym9ps5n3m/x1K/6eO6NfhwHHn/5DINjSe67ZT2GPvdRD7phUgSGx+L4PBqtzcFF\nG0UhRDVd7lX7W8AdwJNcWIa4CXgvgGVZPQvZQFF7HW3NhHw6xTksj6kqCndft5pP3Xkl5mTovnFs\nlG/+5C1iifmXFHTTS66kMxiOyd52oiG9Y0/Ytu0J3IkaH32HH3sceFc1GyXqTzDgxzSyjEaTaObs\nL7BtW99OR4uPf3nSJhrP0h9O8ve7D/Lpuzaxtmd+e4opioJmeIhniiQzETpaGmdLJSGq8fmtfrdK\nEFXl8Xjo6Wye83jinrYmvnz/NjZObh6aSOf51mOH2HtouCrt0zQNRfMyPBYnGpuQ6c+iIVQjhJfE\nQGMxM5qm0dPZiurk5hRyTV6D3/rgVbxnu1vFKpYcfvzCKR55/iSFYnVCUze9ZAoaAyMxxqKxOU3L\nFmKxyJUMMWuKotDd0YqpFCgVC7O+v6YqfPimdXzstg3omvtB6pXDI/zTTw8TT1VnSRJFUdBND3nH\nYHDUDWPpGYt6JCEs5qyjvQWf6a7zMBfv2tTJ7967lZDfXbPizFCch3YfpC9c3fWFdcNL3jEYGIkR\njU3Ijh6irkhNWMxLa3OIoFed8152q7oCfPn+baztdi/OxZI5vvnoW7xxLFzNZgKgmx63TDEclYXk\nRd14x9ERZZZlrZn2JQdI27Y9Cnyl6q0SDSUUDOL1qYxFkuizXHMCINhk8rl7NvOTPad59cgIhaLD\nD549weBoivffsAZNrd77vKIoaKbXHUmRjtAc9NHk81Xt8YWYrZn2hB8BTgC7J/99HHjNsqwTwNwW\nBBBLSjDgp8VvUJjDWGIAXVO5/9b1fPTmKyqh+8KBQb7zsyOkMtWfFadpGoruJRrPMSy7eogammkI\n9wE32rb9btu23wVcC/wKd02J/7FAbRMNJuBvmlcQA9ywpZvP3bOZgM/tUR/vj/H3uw8yOJasVjMv\noOkGjuYhHE0xHI7KSAqx6GYawlfYtv1a+YZt2weADbZtn2OGJQ2xPAQCfprnGcTrekJ8+f5t9Ha6\nq6VF41m+8eO32H9itFrNfBvd8FDAHUkRHZeLd2LxzDRAT1iW9RfAv+AG96eA45Zl3QRI10FcIBjw\noygpxpP5OdWIAZoDHn733q38+IWTvH50lHyhxL8/fZyB0RR3X7catYp14ql0w0um6DAwHCXoNwgG\nAgu6hrEQM+0J/yZgAP8GfGfyfp8F1gO/tzBNE42sXJqYy3oTZYau8uB7N3DPrrWUM/eX+wb4zhNH\nSGVmPz55psoX7xJZxd3vLrEwpRAhQHbWqBuNvqPApdqfSqeJTmRmvUD8dCcHYvzbU8cq4dsW9PCZ\n91v0tDXN63GnamvzE4m8PXCLxSKqU6A56K37kRRL9XXUSKq6x5xlWa9P/r9kWVZx+n/zaahYHpp8\nPtqbmyjk57ZAfNn6lc18+f7trOxw68SReJavP3KQ/SfGqtHMd+SOpPDISAqxIC63qHt5dTQv8MfA\nj4GHgS/ilieEuCyv10Nni5/CPMOrNejhix/ZytUbOwAm68THeGLvGYqlhf9Ed34kRZoRWVBeVMlM\na8Jfw11D+NvAvwIfBL66UI0SS4/H46GzzU8xN78esaGrfPz26XXihRtPfDG6YVJSTIYjCUYjskCQ\nmJ+Zjo640bbtHeUblmU9BuxbmCaJpcpjmnS1BxmJxNGMuc/xURSFXdtW0NPWxPeeOkYyU+B4f4yv\n/egAn7nbqpQsFpo7rA0GwjECXp2W5oXdDVosTTPtCfdbljV1Z+WVwOClfliISzEMg+720Jw3EZ1q\n/cpmvvzA9sp44vFEjm/8+CBvHK3+uhPvxDC9ZIrlNSka+6KSWHyX22PuWdx1IjqBfZZl/RIoALcA\nBxe+eWIp0nWd7vZmhsdiqPr8Zr23TI4nfnTPKV6zw+66E8+d4NxIgg/dtBZdW5yFAs8PayuRSEcI\nNXkIBBanRy4a2+XKEf/vJb4u9WAxL5qm0dPRwvDYOKieeX2MN3SVB25dz+quAD/Zc5piyeHlQ8MM\njCX51J2bKktlLgZVVUH1EksXiaciBCWMxWUs+jhhy7IU4CHcXZwzwOdt2z55kZ/7B2DMtu3/awYP\nK+OEa2yu7Xcch5GxcUqKWZV66tnhOP/21DEmku4kkYDP4JN3XskVK0KXve+lxgnPR7FYhFKeYJNJ\nKBio6mNfzHJ9HdWTqo4TXiD3AR7btncBf8pFetWWZX0R2LbYDROLT1EUutpboFidsbdruoN8+f5t\nldBNpPP802OHeGH/YE3Wg9A0Dc3wkshSqRkvkQlSokpqEcI3A08A2La9F3dFtorJ9SiuA/5h8Zsm\nasHdLqmF4jwndJQFm0x+58ObuXnHCgBKDjz+8hm+9/QxsrnaDCdTVRXV8FSmQo/LDh9iUi1COATE\nptwuWJalAliW1QP8P8DvIzt2LCuqqtLVFqSYr06PWFMVPnTjWj5555WYhvsyP3gywkOPHGA4mqrK\nMeaiHMbpyR0+IuMTMs54mavFMpQTQHDKbdW27fIOjB8H2oHHgRWAz7KsI7Ztf/dyD9rZGbzcj9S9\nRj+HarS/rc3P8FgC3ZzfWhNl723zY13Rzjd+tJ+hsRTh8QzfeOQtPvPBq7huS89Fj7943BpxJpfF\nq5ZoawlgmvO/iCivo8ZSiwtzDwD32Lb9O5Zl3Qj8mW3bH77Iz/0WYMmFucZQzfZnMlnGYql5L/oz\nVTZf5Ee/OMmBk+fXmrhxS/cFw9gW4sLcbBTyOTy6QltLAE3T5vQY8jqqvUa4MLcbyFqWtQf4K+CP\nLcv6pGVZn69BW0Qd8no9tDX7KFSpNAHgMTQ+8b6N3LNrHerkKIyXDw3zzUffIhqvTi16vnTDpKgY\nDIRjhMdi5HJzXwZUNA5ZyrJONHoPYCHa7y6DmUUzqjvO9+xwnO89dYzY5DA2n0fj47dvZNfVq2ra\nE56ukM9iagqhgA+vd2afCuR1VHuN0BMWYkaafD5agp55LQx/MWu6g/z+g9u5clUzAOlske8+YfOj\nZ49TLJUuc+/FoxseSqrJ6ESGoXCUZKp2FxTFwpEQFnXN3+QG8Xz2rLvo43oNfuuDV3Hntasqw3B+\nvvcM3/rJYWKJ+lovWNcN0DzEkgUGRyJMxBMyvG0JkRAWdc/f5KMlYFIoVHepSlVRuONdq/jshzfj\nn9zd+cxwnL/74QHss9GqHqsaVE1H0c9P/IjGJijVUc9dzI2EsGgI5T3rqt0jBtjY28xXHtzOpjUt\nAKSyBb7zhD25WHz9hZyqqmiml0xBo39knNFITBaYb2ASwqJhBPxNNPuNqveIAUJNJn/4iWu4/V29\nlfLEL/cN8o8/OUQ0Xl/liTJFUTBMLwUMhiIJRsbGyWTqs63i0iSERUMJBvyEfCrFBQhiTVW569rV\nfPZDmwlMlifODif4ux/u5+CpSNWPV02G4XF3+4gmGQpHSSTlIl6jkBAWDScUDBJq0hckiAE2rnLL\nExt73dETmVyRf/vPo/z4hVPkC/VXnphK1033Il6qyMBwlHGpG9c9CWHRkIIBP6EmfUFqxOAuAvTb\nH7qKu69bXdnLbu+hYR7afYDhSP33MjVNq6xRUa4by+SP+iQhLBpWMOAn6NMoFQsL8viqonDbNb18\n4d6ttATcCSPD0TR/v/sALx8aaohhYlPrxiPRJMMy3rjuSAiLhtYcCmKopQUNxLU9Qb7y4A62rW8D\noFB0ePSF0/zvnx8luUg7PFeDbnhwJscbS6mifkgIi4bX0daMU6VF4S/F59H55Puu5P5b12Po7p/N\n4TNR/vbh/RzrG1/QY1ebqunTShUTZHMyqqJWJIRFw1MUhc7W6q1F/E7Hue6qLn7/ge2sbG8CIJ7K\n8+3Hj/DTl07X/UW76c6XKnRGommGRsdJJOpn7YzlQkJYLAmGYdDR6qeYW/gV0TpbfPzefdu4ZceK\nypjiPQeG+PojBxkca8wQMwwTVJOJjEP/UEQWm19EEsJiyfCYJl3twaptk/ROdE3lgzeu5Xc+vJnm\nyd2chyIpHtp9kF/uG6BUqv+LdhdTno2XK+kMjE4wMjpOOl0fS30uVRLCYkkxDIPu9hClfHpRjreh\nt5k/+NgOtk9etCuWHJ7Ye5Zv/fQQkYnGDi9jchW3aCLHwIhcyFsoEsJiydF1nZ7OVkqFxQlBn0fn\nE++7kl+7YyNe090R4/RgnL/94X5ePTLSEEPZ3omq6aj65L54I+OEIzGZHl1FEsJiSVJVlZ6OFpxi\nZlFCUFEUrt7YwR98bAfrV4YAyOVL7P7lSb77hM1EsvEnSiiKgm56KWIwNpFhcCRKbCIuveN5khAW\nS5YbxK2oTm7ReqMtAQ+/8+HN3LNrHcbk3nX2uXH++gf7eONouOF7xWWabqDoHlJ5lf5h6R3Ph4Sw\nWNIURaG7oxWdPKVFutqvKgq7tvXwlQe3s7qrvKNykR88d4L//fOjTKQav1dcpigKhufC3rHUjmdH\nQlgsC53tLfgMZ8EW/bmYjhYfX/zIVj5w/Rp0zR3MdvhMlL/+/j5eX0K94rJy73hq7VhGVlyehLBY\nNlpbQjSZyqL1iAFUVeHWq1fy5Qe2s6rTD7i94oefO8F3n7AZr7OtlKphau04msi5u4DIuONLkhAW\ny0prSwhTLS76x+Xu1ia++NFtF/SKy7Xil94aorTEesVl5SnS2clxx8OTs/KW2qeA+ZAQFstOR3sL\nupJf9CDQJnvFX3lwB2u63VpxLl/iJ3tO84+PHmI4urRXNzMMD87krLyB4ShjUVmzAiSExTLV2daC\nUsrWpEfW2eLjdz+ylXt3rcM03D/BM8NxvvbDAzz1q3MNtwbFbJVn5eUdnfC4ezEvGlu+5QoJYbEs\nlUdNaORqciVfVRRu2tbDH318J9Zqd4PRYsnhmdf7+bsf7ufkQGzR21QL+uTFvGzRLVcMDEeYiCeW\n1egKCWGxbCmKQld7K4ZSqNkffUvAw29+wOIT79uIf3Jfu9FYhm89dpgfPHucRLpx1iuer3K5IplT\nGBgZZ2QsRjyRWPL1Y73WDRCi1jrbWxgdG1/UURNTKYrCjg0dbOxt4clXzvLqkREA3jg2ypGzUd5/\n/RquvaoLVVEu80hLQ3l0RQmIZ0qMJ6J4DI0mj47f34SyxJ4H6QkLgXuxzms4C7ZV0kw0eXXuv3U9\nX/zIVrpbfQCks0Ueef4U33jkIP3hRM3aViuqqmKYXkqK4S6zOez2kJfSCAsJYSEmdba34DOhWKxt\nCWBtT5Dff3A7H7hhDebkLh594SQP7T7II8+fJNVAWypVk6qq6KZnyQWylCOEmKK1OYQ6ESeeyaPr\nRs3aoakqt+5cyY4N7fz0pTO8dSqCA7xyeIQDJyPcdd0qrr+qG1VdWh/NZ0pVVVTTQwmYyJQYT4xj\nGmpDliykJyzENM2hICGfuqhTnC+lJeDh03dt4rc/eBUdzV4A0tkCj75wmq/96MCyGUXxTqb3kPuG\now11UU9CWIiLCAWDhJp0CnUQxACbVrfwBx/bwQeuX1MZWzwUSfGtxw7zrz8/2vALyFfL1BpyIqvQ\nNxSt+5KFlCOEuIRgwI+mpYlMpNENb62bg66p3Hr1Sq6+soMnXznLG8dGAXjrdIQjZ6Ps2tbDA3ds\nqnEr60d5hbepJQuPqeL3mjQ1+WrdvAqlXt8dZskJh+O1bsO8dHYGaeRzaPT2w6XPIZvLMhZNoRqe\nGrTq0s6NxHnsxTOcGzk/aiLgM7j9ml6u39KFpjbeB922Nj+RyMJullosFqBYwDA0vKZGwN+EWsXn\nqrMzOKuCtIRwnWj0EGv09sM7n0OhUCAcmQDNU1cXfRzHYd+JMZ7ce5bYlN072pu9vP+61Wy9oq2u\n2ns5ixHCUzmOQz6fxdBUvIZKU5MHjzm/N9u6D2HLshTgIWAnkAE+b9v2ySnf/yTwh0AeOGDb9pdm\n8LASwjXW6O2Hy5+D4ziMRWLkSiqqVl+VvFyhyIsHhvjlvgEyufOTTlZ3BfjADWu4YkWohq2bucUO\n4ekK+TyKU8Q03V6yv2n2veTZhnAtPq/cB3hs294F/Cnw1fI3LMvyAn8OvNe27VuAFsuy7qlBG4V4\nG0VR6GhvIeBV6uaCXZmpa9x2TS9//sVd3LiluzK77txIgn/8ySH++WdHGBitXbg1Ct0w0CbXQk5k\nFfpHxhkKjxMdnyC3QCu+1eLt/GbgCQDbtvdalnXtlO9lgV22bZfPVsftLQtRN0LBIIaRIRJLo9VZ\nnTjkN/nIzVewa3sPP3/1HAdPRgA4em6co+fG2b6+jTuvXU1nS/1cmKpXiqJgmO4F2WwJktEMKilM\nQ8Xr0fE3VWc8ci1COARMHdxYsCxLtW27ZNu2A4QBLMv6CuC3bfupGrRRiHfk83rp0jRGo/G6qxMD\ndDT7+NSdmzg3kuDnr57lRP8EAAdORjh4KsLVGzu4492raA/VftRHo9ANd/JOAZhIl4hORDEMFY+h\n4vd5MU1zbo9bxTbO1AQQnHJbtW27soTVZM34L4ErgQdm+qCdncHL/1Cda/RzaPT2w+zPYcWKVkZG\no2QLKppeH3Xitjb/Bf/eeVU3R05HeOQXJzg9OIHjuIsD7Tsxxk3bVvDBXevoqKOe8dT2N4p8PgeF\nHB6PzsZtN+rHD74840VIavGq2QPcAzxsWdaNwIFp3/8mkLZt+77ZPOhSvyhU7xq9/TD3c1AxKGQS\nRJIFNGNuvaFqudSFra6Qhy/cs5kjZ6I89Vofg2MpSiWHPfsHeOnAINds6uC2a3pr3jOu9YW5+SvQ\nfsVNPUDfTO9RixDeDdxlWdaeydufnRwR4QdeAz4LPG9Z1rOAA/yNbds/rkE7hZixYCCAaWQZiyVR\n6rA8AW6Nc/O6Nqy1rRw6FeHp1/oYjqYpOQ6v2WFePxpm5wY3jLta66dn3GgUVZvVkLNFD+HJuu9/\nmfblo1P+XR+f6YSYJY/Hw4pOk7HoBJkCNV0A6J2oisK29e1suaKNQ6ciPPN6P0ORFI4Dbx4fZd/x\nUbasa+O916xkVWeg1s1d8iTwhKgiRVHoaGsmlU4TiWXQ5znwfyFNDeMjZ6I8+3o//aNJHNyp0G+d\njrChN8StO1eysbe5Lnv3S4GEsBALoMnnw9D1uh09MZWqKGxZ18bmta0c64vx3Bv9nB5ya+Mn+ic4\n0T/BivYmbtmxku0b2hpyOnQ9kxAWYoEYhkFPZ6u7tXsRNK0+yxNliqKwaXULm1a3cGYozi/e7OfI\n2XEABsdSfP/Z4zz5islN23q47qoufB6Jj2qQZ1GIBVQuTySSKcYTmbpYjW0m1vYE+c0PXMVwJMUL\n+wd58/goxZJDLJnjib1neea1Pq7Z1MlN23roqqPhbY1IQliIRRDwN+ExDUajcRzVrOqqXQupu62J\nB2/bwF3Xreblt4bYe3iYdLZIrlBi76Fh9h4a5spVzdy4tQdrdcuy3eljPiSEhVgkhmGwoquN6PgE\nyWwBvcZjimcj5De5+/o13HZNL68fDfPiwSFGY+6KAsf6Yhzri9Ea9HD95i7ebXUR8NV36aWeSAgL\nschaW0L4Mu6YYlWv74t205mGxo1be7h+SzfH+2K8eHCIY+fGcYBoPMuTr5zjqV/1sfWKNq7f3M0V\nK4INdX61ICEsRA14vR5WetwxxdkCaHU6pvhS1CkX8cYmMuw9NMyvjoyQyRUplhz2nxhj/4kxOpq9\nXHtVF+/a1Cm940uQEBaiRqaOKY5OpBuuV1zWHvLyoRvXcue1qzhwYoxXDo9UdvsYjWV4Yu9Zfv7K\nOa5a28K7rS42rW5Bk9pxhYSwEDXW5PPh83rdmXZ5p6FqxVOZusa7LbcmPDCa5NUjI+w7PkomV6Tk\nOBw6HeXQ6SgBn8HVGzu4ZlMHK9obb7GeapMQFqIOlHvF2VyW6HiKoqKjaVqtmzVnKzv8fPTmK/jg\njWs4eDLCa/YIpwbdCSCJdJ4XDgzywoFBVrQ3sXNjBzs3tNMcqN/ZhQtJQliIOuIxPfR0eYgnkkwk\nMqhGY5Yoykxd412bOnnXpk7GJjK8bod541iY8YS7H97gWIrBsbM8ufcs61aE2LVzJVd0+WnyLp/6\nsYSwEHUoGPAT8DcRGZ8gnSuh19kOHnPRHvJy13Wred+1qzg9GOeNo2EOnoqQzRdxgFODE5wanEBV\nFDauamb7+ja2rGtb8jPzlvbZCdHAFEWhvbWZfD5PdCJJrkDD1ounUhWF9StDrF8Z4iM3X8GRs1He\nPDbK0XPjFEsOJcepbMf0yPOn2NAbYusV7Wxe27okR1hICAtR5wzDoKu9hWwuS2wiTa6k1O0ymbNl\n6Crb17ezfX076WyBM+EkL+4b4ORAjJIDxZLD0XMxjp6L8YgC63pCbFnXypZ1rbQGG2MK+OVICAvR\nIDymh64OD5lMllg8Rd5Rl0wYA/g8Ort2rOSqVc0kM3kOnYpw4GSkEsiOc75k8dOXztDT1sTmta1c\ntbaV3k5/ZYfpRiMhLESD8Xo9eL0eMtksE/E0ueLSKFNM5fcaXLe5m+s2d5PKFDh8JsJbp6Ic7x+n\nUHQ3rhiKpBiKpHj2jX78PgNrdTPWmlY29jY3VB25cVoqhLiA1+PB6/GQy+WIxVNkCg7uLmFLS5NX\nr4w/zuWLHOuLceh0BPvsOKmsu59mMp3n9aOjvH50FFWB1V1BrlzdzJWrWujt8Nf1wkISwkI0ONM0\n6Ww3yefz6EqefC6D3uBD2y7FNDS2XtHG1ivaKJUczo0kOHwmytFz4wxFUgCUHDgzHOfMcJynftWH\nz6OxYWUzG3qb2dAboj3kravnRkJYiCXCMAw6O4I4RZVYPEE6UwTNaJhlM2dLVRXW9gRZ2xPkAzes\nYTyRxT47zrG+cU70T5DNFwFIZ4scPBXh4KkIAC0Bk/UrQ1yxIsT6lc20Bms7/E9CWIglRlVVWptD\ntDZDIpEkkcqSdxSMJVY3nq4l4OGGLd3csKWbYqnE2eEEx/tiHOsbd/fOm9wDeTyRq5Qu3PuZXLEi\nxLoVIdb1BOloXtyesoSwEEtYIOAnEPCTzWWJJ7JkckU0w6yrj+MLQVNVrljh9nbvum416WyBU4MT\nHO+PcXJggpFouvKz44kcbxwb5Y1jbig3eXXWdgdZ2x1kTU+A3o4Ahr5wnyYkhIVYBjymB0+bB8dx\niCeSpDJ5CiVnSczEmwmfR2fLOncGHkA8lePUYLwy5G1qKLujMaIcPhMFQFMVVrQ3sboryOquAKu6\n/FWtK0sIC7GMKIpCKBggFIRcLkcilSGTLeIoasOtaTwfwSaTHRva2bGhHXAXFTo7HOfMUJzTQ3EG\nRpMUS279olhy6Asn6Qsneekt9/4+j0ZvR4DeTj+9nQF6O/y0BOb2CUNCWIhlyjRN2ky3TpzJZkmm\nsmRzRVA1VG15RUPAZ1zQU84XSvSPJjgzFOfcSIJzwwni6Xzl59PZIsf7Yxzvj1W+5vPo9HbMfojg\n8u7t1agAABZMSURBVHqmhRAXVR5zDJBOZ0imc+TyRUqo6Mby6SGXGbrKup4Q63pCADiOu9P0uZEE\nfSMJ+sIJ+keT5PKlyn3S2cIFoTxTEsJCiAv4fF58Pnddhkw2Syrt9pDLNeSlflHvYhRFoSXgoSXg\nYft6t4RRchxGYxn6wwkGRpMMjKYqY5VnQ0JYCHFJU3vIxWKRZCpNJlcgny/iKNqy7CWXqYpCV4uP\nrhYf11zZWfn6F/6PZ2f1OBLCQogZ0TTNvag3eTuXy5JMZ8nlS+TzJRRNW1YX96pFQlgIMSem6cE0\nzw9xy2azpDJZ8gWHfL5ISXFXeVuO5YvZkBAWQlSFx+PB4zkfyoVCgVQ6Qy5fJF8sUSiWUFXpLU8n\nISwaWslx2LN/kL5wklWdft6zY0Xdrys71zbP5H6lksPz+wbq4vnQdZ1QMHDB13K5LJlsjlzeIV8s\nUSyUcNTl3WOWEK6R6X9Q992xqWbHnvqHOueAqNEf/579gzzzRj8AR/vGAbhl58oFP+58zLXNM7nf\n06+erevnY3oJA9weczqTIV8oopGnVMhOTpRwh8ct9XCWEK6R6X9QwaCXq9e3XfZ+1ej5lY+dSOV5\n+dAQR8+N89kPb0ZVlMr3HMfh9aNh9h4e5obN3dy0vYeXDgz9/+2de3AdV33HP3tfelxJfsjyS4qT\nmCQnZoqdFAiBOAlxoLzbwHSGoUMH8ihT+qADLZ2mHTLDdAplQhn6GNopaSAttKQQQoAYAjEeSFxw\nwInjMMhHNrax5KcelqV7r+5jH/3j7K5W11fSvbKs1TW/z4zH2rtnd39nH9/9nd8557cMns0xVbJp\na01xRU9HePy4Hv6h4Xz4d65QYde+IYDQrsXylC/Ge332wCme6z8DwE3Xr2VoJD+jTLQOc1FdrtZ2\nx05PLGjf9XIpWh6pVIrODuMx9/R0kvRlqVKpUCqVqdg2juthOx6u62G7nh/WSF0WAi0iHBPVD8ex\n0xPcsHn1vDd5vV7UXPsZGs4zmS9zPl/G8zz2DQxzbd8KbruhN7QrP2UzWShTth3yRZuBwXGGRvLk\nChUmC2U62zMcGjofHn+xHv5GH/K+niwDQ+OhXUB4fm7dtnFRPGXX8/jCk/0cODJKJpVs2Hv91p5j\noW1nxqa4ftPKC+ow17GD81EoVmasq7XdVeu7eHFguK59L4SlbHmk02nSNYbAeZ6HbVcolSrYroPj\neOYDoa5r/vbAshIkU6mmSOMpIrwE1BKWQDwCgpk5893k9XhD1fuJerTBsZ85YOP6c+Mrtsveg2ex\nLIsTIzlyhQpl2+RizaSSAAyezWElrPB38386PH4jD38t73D7to0kLItnfdEq2w6u6/GT/jPc7Ntd\nS4xv2boBIPSAs22pGeelnvMVXJ/RfJnubKbmi+/AkVFKZcdM651lP7UYGs6H5wwgXzQ5Cjat65zR\nmpiN6PlIJxNsuXIV7a3p8D6qrsNIrkTfmmxd+14I9d5/lxLLMmk5Z0vNaUTaplyp4DgOjutFhNrD\ngzAvhJVIkkgkYxXrJRdhpZQFfA7YBhSB+7TWRyLr3wF8DKgAX9BaP7TUNi42tYQ1eDgCYb7z1ZsY\nHc3Ne5P39mR5fmCYsu2QSSXpnUXsgu1yhQrjuRIThTKnRwsMDI7T2pLCAvz0qriux7FTE+QK5bB5\n19GWJpNK0tFuPJEr1nYwNJInk0pSKjuhOAdie+erNzE5WZzxopnrfFR7h5Zlceu2jTzXf4bJQjl8\nYA4NjjN0NjcjZBIl4W8HsOv5IfJTNmXboVCs4HrejJddrlDhxEiOZ148OUNog+uTTiWo2GYaavWL\nL6g3mBdQvR5mX0823NZxjRAUSg5DI3l23Ng7rxcZnA+AEg7nciXuffvLa57TaB3q2XdAI62Paueh\nnvOw1J2nRqRre9FRHMfBcWzKFRvXdXFdD9cz/xzHMx8XdT08z/yNBZAgkUyQSCSbOovaXUCL1vp1\nSqnXAJ/xf0MplfKXXwlMAXuUUk9orYdn3VsTUEtYo+IBhN/AijavAzGxXZcfv3Q6bJJ6QXZqIMhU\nbbsuj+w8yODZHFes7eBlfSsYGBonX6yEHu/5fJl9A8NkW1MUy9PemQcUyw5jEyXWrGyjoz3Ntb0r\njPD6D85cMeHA/mh9XO/CjjowYrFr3xD5SNO6bDvhOQq8lKjHUio7HDgyyp4Dp2YVllu2bmBgcDwM\nGQyN5Nlz4FR43L39Z8KQxTf3HJvRMpjvxdfXk0UPngtt3bq5u24P87WvWM/A4Dj9x8+Zl1c6cYG3\nvhhcjIfaSIih2nmo5zws187TZDJJMpm8oKNwNky4w8FxXWzbxnEc/1m0cCJiXZw4XWzEjjhEeDvw\nXQCt9V6l1Ksi67YAh7TWEwBKqWeB24DHltzKRaQR76FaTAaHczyy82DYmTN6fgrPmxbt4GF7ZOdB\nfnrwLGC+Qut5Hjtu7OWJPUep2C4Ja7oJNpGv4FUd1wLK9nQykmobq18a1biux4/2n2Bv/1nGcyUA\nSmWHjvb0jLr/4IUT5It26HEmExaZVDI83qrszCam54HteqRdj8Hh3KzHT1gWbS0pMqkkZdshVzAh\nlMDuoeE8+aIdCnEQ6w7qOtf1qSU89Xpy/3fgFAePj4f1tbBCD6oeL/Km69dyZmwqbPncdP3amuUW\n4qEGNCLg890HF7v/5UwikSCRSJAGaJlduPfv/tJoI/uNQ4S7gGiqIVspldBauzXWTQIr6tlpT0/n\n4lm4yNy14zo6O1s5dnqCq9Z3ceerN9X8+mtQh+7V7awbn04yfepcIczsb1kWUyWbVDJBueLiWbD/\nyBgvHR3D9TySCQuwOD0+xf333ExHRwuPPj1g4pkVB8syXnM16VSSzb1dXLtpFVet78JxPb66a4BS\nxeHFXybp6Gjlt26+ctY6fn/vr9i59zhjE8VQ7JMJi1QqQVc2w2i+7B8nwcrODImkBR70rs1y67Ze\ndrxqE7v3DXLqXIH21hSWZZJr245HwjJxaw9rzuvsWRY5P92gOTfT5bds7ubo6Qls18XyBTudSjCS\nK3HV+i5WdmYYO1+ie0UbHR2tdHd3zLhG73pD1wXHc12PXT89Pud13X9kNLQJYHVXmm3X9cx5H0R5\n552Krq62ee+deu+xWgTnJrq8mM9To/tfzs/ypSAOEZ4Aomc5EOBgXfRu7wTGqYPh4cnFsW6BzBf3\numHz6nAI2ujohR5dT09nWIfubCb0nAD61mRnDGtqzSRJ+B7kqZE8h4fO4zimZ9jzIJmADava+frT\nmsHhHNf2rmBsssiZsSlKFQevyg3Otqa44Zo1vO+t15PyOyg+/ZUXGJ80Hm2uUOHLT/WTyxVn9QKP\nnppgIl82NmA8a9vxmMiXac0k6fY93KBe7S0p+tZkaW9Nk8uVeGL3ALv3nyRXqFAs2WTSSSwgk0qQ\nSSdoSaewPG/O62zh0dGWDr1Gi+nyW69exeRkkb39ZzgzNkVbS4qK7TJ2booDh0bIFSrkpsqMTRT5\n5Ylxnu8/XTMGHeWZF0+GzewXB4aZnCxe4CWWy86M8FFne5q7XncVUPs+qMV890603BtfcyXDw5N1\n7xumz01w7269etWiPk+N7D/6HDQrjb5E4hDhPcDbga8ppW4GXoqs6weuUUqtBAqYUMSDS29i4yxm\n3Ku6+RvEY4OYcCDIuUKFU6MFyhUH8EinEmTSSba9rJtr+laE9oARPcuyKNsuCSCRNM3iNSta+fi9\nN4XiW00Qny0U7RlDv2Dmi2doJGcya/nbeUCgX9W99EE9BodzWJbFwNA42VZzK7a3JpksWEyVHNIp\nC9cznzkHODmav6BTLcoVPR3+sLl0uBwQNKNv2bphxssyCHGUbdNxVnEcUglr3hh0UI+5lgFu2rJu\nZjhhy7pZ97fY1NshtpAQQyNc6v03O3GI8OPAG5VSe/zlu5VS7wGyWuuHlFIfAb6HcaYe0lqfisHG\nhlnMuFetm7Za+IKOpmKpwlTZxcLEiV9x9Squu2Kl3/ll43lmeug5IF+0ww6v1lSCnlXt7Lixt6YA\nB7HICb9nvr3lws6k6ItnPFeiJZPEcT0j9JbFimyGjvY07a3p8OEP6vE/Tx+q2btcKDrYjgkZeJ7x\nhAPyNV4EUW7ZugEPwqFvnt/THRWe6nP7zIsnOTR0nkwqSaFoE5TMpJLzXsN64rDbt27AorGOrMVi\nuXaICTNZchHWWnvAB6t+HoisfxJ4ckmNWgQW2jEy1xjVqCfT25MFz+PESIG+niwb12TJF+1wlIHn\nl//Fr8Y5MVogX7TDDrJkwswc8zwPK2FheR4tmRQ7buydVRS2b9uIZVlh8z3blrpgiFdUpFrSSVzX\nY83KFkbPm7iwZRlvu9a56F3TPmOo3etvMOOEd+0bolhOhWGLRMJi/er2sBMN5h7r+5xvb0d7mt37\nT4ZD32YjqP/g2RwnRvMMnc2RSSXJtqXmvYb1jBSI0wu8WMdgMYeWNWOOj6VCJmssEgsZugPT3koq\nlWB8osh3nzvOqs6WsNm6OzLhAghHG/TV+paVZz5YmEom6GhPky9WcFyPzvYMuakKrueS8jvuNnS3\nzykO1c33vf1nyE/ZM7zR6IunM5vh2t4VnMuVyBUqfujDoW/NytrnouoBjIpldLzv1s3dXNu3gt37\nT4Zlo+IYbRkEzf5gPG9Hu5lMMpcAREWyu7uDb/xgIBav9VJwMSMmYHE9afHKZ0dEeJFYqMcTeCeT\n+TLjOTONePS86URbt7otLDc968rEO9tajCf7k/4zHB48j+P3+rdmkuFstmyrKdvRnsbDjLcNOvTq\njU1WD/GK2v3uO68J/96yuZutV6/i0V2HI+VmhiKinBjO+xNB0uEyzP4ysyyrpjgGD/fYRJFS2QlH\nkQTnoK8nW7cAVI91no/lLiwLdQwCFjPEdrkMU7sUiAjHTOCtlPxOrSBOGp3qCtPThwOuWNsReqrR\nvAbZNjOJor01PSOE0bumHSyLEwt8IGt5VdEXT9CrXa/3NVu52V5ms4lb8DAHs9Isy3zOfN3qtnAy\nxqO7Dtfc5mJZ7sJysaGQi/WkL9W+LjdEhGMmEMMXDo9yaPCcP9KBcGB+4AFWx4TDmWqWxd1v23LJ\n4231elWLXW4+goc7mF4dFd/gHFwqAbjchWWxrtFi7+tyw/KqB402J16zjy3s7u7g8V2a5/xZbzdt\nWcf2Juq8iGt8Z12JzuvsFGq0Dsuxs6nZx9k2u/0APT2dDd0EIsLLhGa/+ZrdfpA6LAea3X5oXISX\nf7JNQRCEyxgRYUEQhBgRERYEQYgREWFBEIQYEREWBEGIERFhQRCEGBERFgRBiBERYUEQhBgRERYE\nQYgREWFBEIQYEREWBEGIERFhQRCEGBERFgRBiBERYUEQhBgRERYEQYgREWFBEIQYEREWBEGIERFh\nQRCEGBERFgRBiBERYUEQhBgRERYEQYgREWFBEIQYEREWBEGIERFhQRCEGBERFgRBiBERYUEQhBgR\nERYEQYgREWFBEIQYEREWBEGIkdRSH1Ap1Qp8CVgLTADv01qPVpX5MPBuwAN2aq3/dqntFARBWAri\n8IQ/CBzQWt8G/BfwsehKpdTVwHu01jdrrV8LvEkp9Rsx2CkIgnDJiUOEtwPf9f/+DvCGqvXHgTdH\nltNAcQnsEgRBWHIuaThCKXUP8GFMWAHAAk4D5/3lSaAruo3W2gHG/O0fBJ7XWh++lHYKgiDExSUV\nYa31w8DD0d+UUo8Bnf5iJzBevZ1SqsXf7jzwR3Ucyurp6Zy/1DKn2evQ7PaD1GE50Oz2N8qSd8wB\ne4C3Aj/z/3+mRplvAk9rrR9cSsMEQRCWGsvzvPlLLSJKqTbgEWADUAJ+T2t91h8RcQjzYvhv4CeY\n8IUH3K+13rukhgqCICwBSy7CgiAIwjQyWUMQBCFGRIQFQRBiRERYEAQhRkSEBUEQYiSOIWqLhlLK\nAj4HbMPMqrtPa30kXqvqQyn1GuDvtdZ3KKVeBnwRcIGfa63/OFbj5kEplcKM474KyAB/B/yC5qpD\nAvg8oDA2/yFmtM4XaZI6ACil1mKGe74BcGg++/cxPXnrKPAJmq8OfwX8NmZ27+eAH9FAHZrdE74L\naNFavw64H/hMzPbUhVLqoxgBaPF/+gzw11rr24GEUup3YjOuPt4LjPj5P94M/AvNV4d3AJ7Wejsm\nf8knaLI6+C/DfwMK/k/NZn8LgNZ6h//vXpqvDrcDr/U16PXAJhqsQ7OLcJiHwh9H/Kp4zambw8A7\nI8uv1FoHk1Zq5dNYbvwv04mXkoAN/GYz1UFr/QTwAX/xSuAcTVYH4NPAvwInMWPqm83+bUBWKfWU\nUuppv3XYbHV4E/BzpdQ3MJPMvk2DdWh2Ee5iuikDYPvNzGWN1vpxjHAFWJG/J4EVS2tRY2itC1rr\nvFKqE/gq8Dc0WR0AtNauUuqLwD9hJgg1TR2UUu8Hzmqtv8+03dF7f1nb71MAHtRavwmTXfHLNNE1\n8FkDvBL4Xabr0NB1WPaCNQ8TTOehAEhord24jLkIojbXzKex3FBKXQH8AHhEa/0VmrAOAFrr9wPX\nAQ8BbZFVy70OdwNvVErtxniU/wn0RNYvd/sBBjCihdb6EDAKrIusb4Y6jAJPaa1trfUApm8qKrrz\n1qHZRTjIQ4FS6mbgpXjNWTDPK6Vu8/9+C7XzaSwblFLrgKeAv9RaP+L//EKT1eG9focKmAfHAX7m\nx/hgmddBa3271voOrfUdwH7g94HvNNM1AO4B/gFAKbUR07L9XrNcA59n8VPv+nXIArsaqUNTj44A\nHsd4A3v85bvjNOYi+Avg80qpNNAPfC1me+bjfmAl8DGl1AOY/B5/BvxzE9Xh68AXlFI/xDwHHwIO\nAg81UR2qabb76D8w1+AZTEvq/RjPsmmugdb6SaXUrUqp5zChlA8Cx2igDpI7QhAEIUaaPRwhCILQ\n1IgIC4IgxIiIsCAIQoyICAuCIMSIiLAgCEKMiAgLgiDEiIiw0LQopbqUUo/PU+Zhf3bfXGV2RyY5\n1Fp/pVLq6Czrvq2UWq+Uep9S6mH/t6NKqU311EEQRISFZmY1ZsruXNzBzHwEC6XmgHqt9du11qcX\nYf/CrynNPmNO+PXmH4GNSqnHgG8Bf46ZebUP+FPgT4CNwE6l1K2YbFYfAVoxeSLu01o/W+ex2pRS\nj2LyDx8G7tVan/c95Nvn3lQQZkc8YaGZ+RAmjeMDmExut2qtt2Gycz2gtf6Uv/4tmCQqHwDeprW+\nEfgU8NEGjrUW+KzW+gbgl/4xYRYPWRDqRURYaHYsTDLtb2qtg2xV/w7cGS2jtfaAdwFvVkp9HJOn\noKOB4xzUWv/Y//tL/jGD4wvCghERFi4HLGaKoUVVqE0plQV+ivkk0w8xOYQbEdDq/M+VhRgqCNWI\nCAvNjI35sscPgXcopVb6v/8BJtdxUCaFyRnsaK0/AezGhCiSDRzr5UqpoBPwHuD7F2m7IAAiwkJz\ncwY4DnwW+CTwI6XULzBJtYPPL30b2ImJCe9XSmlMx90k5rNGUF9c9xDwgFLqAOZrCp+cY1uJEwt1\nI6ksBUEQYkSGqAkCoJTaDDzGTC/W8pfv01o/H4thwmWPeMKCIAgxIjFhQRCEGBERFgRBiBERYUEQ\nhBgRERYEQYgREWFBEIQY+X+qIhGPTR7RpQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcd95668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips,\n",
    "           logistic=True, y_jitter=.03) # 设置logistic=True，绘制逻辑回归线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 局部回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xc0d99e8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yZrlTv9dciystdsxSz5PKoxCuMp5k/+70bDT9vSP7O2ltrqMr2W8bzliP17JI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\nEREXKYRFRFykEBYRcZFCWETERf8/b3lxhNfA05UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcf160b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips,\n",
    "           lowess=True) # 设置lowess=True，绘制局部回归线，由于计算量很大，不会绘制置信区间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 残差图\n",
    "sns.residplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd1ba978>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xcf16320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.residplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"),\n",
    "              scatter_kws={\"s\": 80}) # 理想情况下，残差应该随机分布于直线y=0的上下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd4212e8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xcf16240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.residplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n",
    "              scatter_kws={\"s\": 80}) # 散点图如果呈现出特定分布，说明线性回归不合适"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 条件于其他变量的回归线\n",
    "sns.lmplot()与FacetGrid对象"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 条件于第3个变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xd733fd0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pmglgBvi44s8q13F9y7KWTdP8JvA6xZnNb1mW9YFpmquP+9vAm8BvA38LOGea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\nQ0lgEUII0VASWIQQQjSUBBYhhBAN9f8BEtXl9bFzhnkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd51f208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips) # 将两条回归线置于同一坐标系内，并用不同颜色加以区分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xd8fee80>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DmH88sAFpTYRJXSNVcNl3uoeYpbMwEaG74LHvdE//Av7gc/qeyxWNETwMolYY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\nKCgJLEIIIQpKAosQQoiCksAihBCioP4/69ata8p/urwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd526208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips,\n",
    "           markers=[\"o\", \"x\"], palette=\"Set1\") # markers参数设置散点形状，palette参数设置散点颜色"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 条件于第4个变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xdb90940>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HMJc5+fcC4jGTgeQg8UUhFuLRySBAiA0ml3fJuh6GmaxdLi15BZySg54wWNtb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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd8fe080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", col=\"time\", data=tips) # 设置col参数，条件于第四个变量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 条件于第5个变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xdff1940>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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s18I7YZf3vREiInIsaRIgIrJFURSs1xo04gyvVME9gMF/nuc0ohpxEeN4Lk5ZXbWIiPSW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\nyg5RhgJTERLtSfQfTAySVjm2ixHlHZt6KUlYThPVXHSwe14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uIr/z3RmKlQZq8D731u7T\nV3OYTp3MndiHTey0jq9aD9gq1smmHD6Z3+46TiHEk3MmBgHlSkCk7FMJ9B/ksKYyb3mrfO+DJXw/\n5J07y3znnftslwMawb4Fs3atWXFiGTO7CftLzQFDiWEmshOMZycYcAZQSvEny99pL8oNgojI3Mas\nD2CpJEE9y0vXbnbtp7P0ZZjYewFcqS8f6/OfJFmoJsT51Gqo1Z7V71ig2wi6JzsOknVthptB/jp3\nKVkLOKk6hh1wLXuNP3vp80RRRLVaJoxKrO1sExmanXCbj4O3qV29T2TH58B6x2lWoXAMB8dwSBgJ\nykGZUIdEfgiRJtARppPEjBKEoSawNwlLNchuo6MIwzJRKNy8T74vB4BrJ7ENu1kpLh5M7A+Aj1qa\nuPU6P/Tbvytb4dpJ/tJzf/6B39nD3mNutUwjaA62kkUiNH7zz+Mk7sQ+bGKndTx1Pz6G+FhsKdMs\nxFN0JgYBz6qR5Ej7DoDWkKwP8u23Z3n9wxW2ywFax4F6ubabr6qSJazBJazBFUh2V/RRKMbcMcaz\nE4xnJsg5uT3PayBv9bHIPGiNpTVhpY+UPYIyDMYvDhx4rJ2lMM16njCxe6IdSYw+1vdwEmShmhBn\nWxhFrO/sBvurW7s5+0F4tIphubQTd8xtpvGM9qcYzrukkruXqrfXN/nh2ifoSBM0AlKRy+rOMqEO\nMW2LzUaZd3beZ7o4xVZjC/ZlOhqRzUhqiEpQxjEclFIMJgZZq66Cr4mCEMMysBwbUxuEDQO0RqEx\n/T6SbgptDBMmSxiGwrYMXr0+2d7/xfQYtvk+9TBelGyb9p4AONIRjewMxfwMlt9Hsnz90NLErUDa\nNm3qUQO7mbZ5lDulDyt/fHk4jWOZ1Bsh1LIYuS1syzjy/h/mYRM7reNL2CbVWoBjmQcepxDiyZFB\nwGO4at/kk60q95drlLZc7tZCoDWD0u4ZiZHZIX9pHT8zR2B2V/RRGFxJX2EiO8l4ZhzXcru2CQIf\nywA3YfL5sVv0JZKsN7a4PnGVcOUS82uVB5a47CyFOTb4M7xR/v09awKEEOIogjBibbvWla+/vl2L\nq6odQX82wUg+ntkfzruMDsS/J53DL0laa2r1Kteca+y426zW1xjpG6bQ/wJrtVWmilNMFe+w43dP\nrhiRQ7QziFkewQ2HeG5yBGtomfX6On1Gjpdyn2K6PMVWtE3Fr1AKihhK8crgi9xfrbFQXuZS5gLj\nl19iYa3CpaEvY45cZ6G0RGXTZfbDPNHqAl++FQe7WmveWnkbUHxm9NaeAPj1xTdZND4k2e/jB5uM\nX+3ny7cOngBpvW6+tABWvCbgUubike6UPqz88ZdvjaGhuSYgx/DQ6J41AY/rYRM7reM5aE2AEOLp\nUFo/+zXd782v6+3S0RaEPUmlSg3v3jpTizvcW66wsXNYRYqIzMg2Rv8yOrtMYBy88Kw/mefVgc9x\nNX0Nxzy4Qk/gN3Bsg0zSwVQmruWSS8V5/g9b+HUahoezJ9bQ5lkin+tsOcef68T+gW/vFPW9xe5J\niZZ2Q619wf7GTo2jxPpKwUAu2Q722wt18y6OfbSkzkajQc2v4Ec+vg7ixoSmidaa5doyU8U7TO9M\nUQwO/rNWKC6nLpNe/wwLa7vn4bF+l3/r1hgJI0nCcrANA9s2cSxFyk0euWLat9+e53c/+S6BvY3l\n9/HnnvsyX/v0pQe+5rc++e09aTKT+fGHpvbAuf47LZ/rDDnHn6snV6PLnYAHqNYafHJ/namlHWaX\nyqxsHl5zeiBv0n9pG51bZEPPUY/q7F/aZhs2JmY7B/VzF1/lunOja19hGKB0hGMbZNMJXNslZbuk\nU3tvkz5s4deTJOXfhDgfDmqotbJZZWtPQ63DGUoxlE8ynHf3BPxDfW47veSofL9BtVHFj3yCKAAT\nLMsCU2Fpi6XqYnPGf4pyUOo+Fgx08z+FwsSkGlYZ70szv1ohbARUigF2zeTbtXVc18YYWiIz2Ihn\nwAce7Tz25tqPqGamAKjbq/x/tzVKffWBEzJSBEEI8ayQQUCHeqPB1PwG04s7zC6XWVyvEx2ybi2X\ntrh40aSeu0PJmaMSFVnQEfsjfwODS6lLvDr0GiPuKLe3Pdbr6wwmBrk1/Cl2tmtAnOsfBQ0Stkna\ntXBMm5Tlkm3O+h/kqIvLngSp6y/E2fY//ubbzC6WjtxQyzIVw82Z/M7ym0N9ScxjNhYMw5BqrUIj\nahBEPtrQWLYNJhhYfDC1xmxpnsBdYsuYpxJ037lIWxn6nTxFv0gQBYSE1MIaGk1ERKPRIMzO8tmx\ny3gLNUInpBpavH+vjDu2SGTNkG3Yx6qKY6SKsE2zwWREzdhqT8wcNiEjRRCEEM+Knh4E1Op15la2\nmFosMrNUZmGthr+/gk+TmzS5esHlwqhG55ZZ9Ge5V5mLW77vC/yTZhIDg4SRiDv4JgYYS8UXhBfy\nL7a3U8ogjCJUFJBKWiRcFwebdCLdNet/kIct/HqSpK6/EGfbu3c2Dvx5q6FWK1e/FewPZJMYxuPd\nMY+iiGq9SiOs40c+ERGWbaFMhdm8HEU6YqEyzxvzH7Dk30MnGhAR/2rK2lkmspPcyN5grbrGmxs/\npB7UCQnJ2Om4T0o9AgVuKsG9aIavvXyRwBwhnNtiYyeefPHtLUw4dlWcV69PsvrJfLNZmYGr+4EH\nT8hIEQQhxLOiZwYBYRhSrVdZ3ipzd6nIvaUKcys1ao2Dp/odW3F51OXqhRQDww02jfvcLU7zg9oy\nbHdvbymL4eQwXx/7SRYq87y/+V77ucHE4AHHE0DQIOMoHCtF0nTIublH6t77sIVfT5Lc0hbibBvI\nJUgn7fasfiuNpy+TOLG1Ra3FvPUgDvrjCj4mhmVgNv8DCHXIfGWe6Z07TJemqYVxkN5ZD9qO0nxq\nqMBkdpLh5Ei7TPL3V1+nGtTQRISBTy2ocDFziVqyStmv4JsBjnJYKC9yefgSt+e22lVxbD9PxPGr\n4nxx7FUUijdm7rA4b5IsXwekwo0Q4mw4t4OAer1GPaixWapxd7HEvZUqcys1SpWDm9CYhuLiSJKr\nF1yuXHCxM0Vmynf5pDTFxnr3jJmBQd7J04gaJIwEhjJ4vu8F+py+dlnPVtrP8/kX2q8LggaOZZB2\nbYZzWaoqJJfOYRzjdrqh1Kk1VZFb2kKcbf/wl7/MgxYGH0cr6G80g/5AB5iWiWGZGM3/WsIoZK5y\nn6niFHeL09Sjetf+DD+FVR3FrozymSvjvDyyO6HSWjulI03UiAtHKMPETNoUKbJdi6sENaI43eli\neowv3IiD/PurJaq1gGRijCA3RKq/eqyqOK1Z/S+MvdpVpEE8Oc9iUQwhzqJzMQiIoii+8IQNitUa\nMytl5lbqzC3V2CweXMFHKbgwmODqWIqrF1xGhxzW/WWmix/wrZ1pihvdq98tZXMtc43xzDjXMtdx\nTIePtz7qCvYVak/aT5zy45OwDbLpJK6ZIJPMcHl4hFXO5ip7uaUthNBaU2/UqPu1OOgnjCv4WCYK\nA5u9dzaDKOB++T5TxTvMlO62A/RO/c4Ak9lJxrOTLM0r1oIaw1ddXpwYIAgCDCIc2ySVMEjZaV4b\nucUf6zJBFNCIfNJOirrfwFAGhjJwDIsRd7BZvOCgiZPCY38Ppzkh04tOsyiGEOfJmRwEhGFIrVbB\n1z7lep37K1Xm1urcX6qy+oAKPkN5h6tjcYrP5dEkpqWZq8wxVXyHfzNzl2rYXcozaSa5nhlnIjvB\n5dQVLGPvV9YZ7O8XRSFKh7iWQSadxbWS5NLZY836CyHEs6Ber1Hza/g6nuk3TAOzHfR3n9uCKGC2\nPMt08Q4zpRn8qHtiZjAxyER2ksnsDQYSuw0PhyfjHimG0jgqxM05mNogYTjk3CyOk+Dfzg+TTmVY\nKC9S9Wus1FfYiorUwzpp2yVjp/ns6I8dWvVHZpXPntMsiiHEeXImBgGVapntUpVAB9QDn4X1GvOr\nDe4vVVlaO7xmdV/Gas/0X7ngknYtGmGD2fIMf7Q6zb3y7IEXpIyVZSI7wXh2gjF37JFLXwZhgElI\nyjLJp/tJJ9IkE8njfHQhhDhVe8t2+iirFfQr7P3teFuviXxmS7NMFe8wW5ol0N3n2aHEMJO5SSaz\nk+Sd/vbPNXF/FNtUOLZBX9pFRfG6K9dOkk1l2+sBYO9dyUhHfFD6gI8Xp6kFdZJW4qHNtWRW+ew5\nzaIYQpwnZ2IQ8NHcCp/M17i3WGF+pXZoC/q0a3LlQjzTf3XMpS8TX6AqQYWZksf02jRzlftEunsx\ncL8z0A78hxPDey4yRxUEDUw0fYkEA+lBsuncsfYjhBCnJQwDqrXqgWU7rUOCfqA9wTJVnOJeaZZA\ndzd4HEmOMJm9wUR2kj6nb/c9owgdBji2gWObpHNZIq3Bj0iqJJl05khFEwxl8PWJL/Fy9uUjf16Z\nVT57TrMohhDnyZkYBPzz35k/8OcJ2+DyBZerF1yujaUY6LPbQfdOY4e3N97nbnGaxerBZd9Gk6OM\nZyeYyE7smYl6FBoI/QYmEUNumv5sPyk3dax9CSHE07anVr/2iRRYlrmnbOdh6mGdmdIM08U73Cvf\nI9TdhRdGk6NM5m4wmZ0ka+c63jde2GtbBqmkhevGkyZB3cfwFRknTWYgc+Kfdz+ZVT57ZA2GECfj\nTAwCWiyzVcEnxbUxl5GBRLtutdaa9fo6d0vTTBenWa+vdb3ewOBi6hIT2QmuZ8bJ2Me/wMQzVz4O\nESO5AfLpvkcq7ymEEKepVq+xurNMRITZUav/4NaEHa8La8wU7zJVvMP9Q+6sXnDHmMzGgX/neTYI\nGpgKbMskl020z5lhGBLVA5JWkoFMHts+/I7DSZNZZSFErzoTg4CvvNLPxVGXsWEXy9xNr9Fas1hZ\nZLoUl5jb8Xe6Xmspiyvpq0xkJ7iWuU7SfLzc/CDwUVFAxnEY6BuRhb5CiDOp3mhgOCbGQ8N+qAZV\n7pbuMl28w1x5joi9gb9CMZa6yGR2konMBOlm4B9pTeA3sCxFwjLoz2Qwrd338+s+jmHTZ2dJZ09n\nBl5mlYUQvepMDAJ+4rMDVII4+A91yHx5junSNHeLd6mG3XWuE0aC65nrjGcnuZK+gm08/qyS36hj\n6ojhbJb+TD9u0n3sfQohxLOqElS4W5xmqjjFfKs7egeF4lLqEhPZG0xkJ0hZcRpkFIWEfgPbNkg5\nFm5fFtUxURIFATqElOUylBvANB8+CBFCCHHyzsQgoBE2uLNzn7ulKWZLswfWlk5bacYzcX7/WOoi\npnr8C4sGGtUKKcvi4sAQfZk+mfUXQpxb5aDM3eI0d4p3WKwsdAX+BgaX0pfjOv6ZCVwrngwJggY6\nbGBbJm7aJpHYm2qptSZoBCQMh4ydI52TvHshhDhtZ2IQ8I8//ucHLjjLO/lm4D/JSEcb+celgUa5\nRC7hMnHxqiz0FUKcWyW/xHRxiqniFIvVha7nDQwup680G3hNkDST7YIIaB/HMsin01h29+UkCgII\nwLVdsrlBmfUXQohnyJkYBHQOAIaTI0xk4lKenU1lToLfqGMEEf2pDBcnCnLBEkKcW388/zo/WHqf\n5epS13OmMrmSvsJk9gbXM+MkzASR1kSBj2EG7TKe6pA7o37djxt6JfK4OUmdFEKIZ9GZGARcTV/i\najoO/LN29sT3X69WSWBwpX+AwYHBE9+/EEI8a37n7h/seWwqk2vpa0zmbnAtfR3HdIiiEB2GGGYQ\n5/fnD+99EoYhBBpXcv2FEOJMeOqDgEKhoID/BXgFqAG/6Hne9INe81fGf6a9MPgk1apVUspicuQC\nfdm+h79ACCHOEUtZXMtcZzI7ybXMNSzDIfQbGIClQlIZ56Glj4O6j33KFX6EEEI8utO4E/AzQMLz\nvC8VCoXPA3+/+bOnplaukLYcChcukkmf/J0FIYR41v2tV36eWtVBhaDQ2IaBY2tS2QzGQ2bxWxV+\nkmaSwWw/lnUmbioLIYTocBpn7q8A3wDwPO/7hULh1afxplEU4dcaZG2HiSvXpMSnEKKnPTc4zt3l\nRZLZxJGac2mtCaXCjxBCnBunMQjIAdsdj4NCoWB4ntfddvIEhFFEVPPJ2UnGLl/FTT5eszAhhDgP\n3KRDNvvwrulhEKAChWu75PqGpEyyEEKcE6cxCNgBOnNwjjQA6Ms/WpnOwA+gEdKfynFxdJiU+2wG\n/8PD5y8d6Tx+JpDPddac1891kgYGDp7N363rb9Pn5nDds3Xn9Lz+2cvnOlvkc4ln3WkMAr4L/DTw\nW4VC4QvAe0d50fZWd2fggwR+gBFALuEyOjREMpmgXPIpl/zjH/ETMjycZXW1eNqHcaLO42cC+Vxn\nzXn+XCdpY6O853FnXf9cOoehDUqlgFLp7HyX5/nPXj7X2SGf62zp1YHNaQwC/h/gzxQKhe82H//8\nSew0aPgYoaI/mWZ4pA/3GZ35F0KIZ01Q97GVRV+ij1ROmiMKIUQveOqDAM/zNPCfnNT+grqPFZkM\nprIM5LOkzthtayGEOBUawppP0nKlwo8QQvSgM3nWj6II7UfYymLYzZPvS0nwL4QQjyCXzTFWU4c2\n/xJCCHG+nalBQBhFKF/jKJtcKkUumySdklvXQgjxqJSSAYAQQvSyMzEICPwQfBPXSJDNJOnLuJLz\nL4QQQgghxDGdiUHASG6QekPTl3VJOInTPhwhhBBCCCHOtDMxCJi4fpH19fLDNxRCCCGEEEI81Jlo\n/SgdKoUQQgghhDg5El0LIYQQQgjRY2QQIIQQQgghRI+RQYAQQgghhBA9RgYBQgghhBBC9BgZBAgh\nhBBCCNFjZBAghBBCCCFEj5FBgBBCCCGEED1GBgFCCCGEEEL0GBkECCGEEEII0WNkECCEEEIIIUSP\nkUGAEEIIIYQQPUYGAUIIIYQQQvQYGQQIIYQQQgjRY2QQIIQQQgghRI+RQYAQQgghhBA9RgYBQggh\nhBBC9BgZBAghhBBCCNFjZBAghBBCCCFEj5FBgBBCCCGEED1GBgFCCCGEEEL0GBkECCGEEEII0WNk\nECCEEEIIIUSPkUGAEEIIIYQQPUYGAUIIIYQQQvQYGQQIIYQQQgjRY2QQIIQQQgghRI+RQYAQQggh\nhBA9RgYBQgghhBBC9BgZBAghhBBCCNFjZBAghBBCCCFEj5FBgBBCCCGEED1GBgFCCCGEEEL0GBkE\nCCGEEEII0WNkECCEEEIIIUSPkUGAEEIIIYQQPUYGAUIIIYQQQvQYGQQIIYQQQgjRY2QQIIQQQggh\nRI+RQYAQQgghhBA9RgYBQgghhBBC9BgZBAghhBBCCNFjZBAghBBCCCFEj5FBgBBCCCGEED1GBgFC\nCCGEEEL0GBkECCGEEEII0WNkECCEEEIIIUSPkUGAEEIIIYQQPUYGAUIIIYQQQvQYGQQIIYQQQgjR\nY6zTeNNCoTAH3G4+/J7nef/laRyHEEIIIYQQveipDwIKhcIk8KbneX/hab+3EEIIIYQQ4nTuBHwW\nuFwoFL4FVIC/43ne7Ye8RgghhBBCCHFCnuggoFAo/ALwy4AGVPP3vwH8d57n/YtCofBl4DeAzz3J\n4xBCCCGEEELsUlrrp/qGhULBBQLP8/zm4/ue5115qgchhBBCCCFEDzuN6kC/CvwSQKFQeAW4fwrH\nIIQQQgghRM86jTUB/wPwG4VC4d8DfODnTuEYhBBCCCGE6FlPPR1ICCGEEEIIcbqkWZgQQgghhBA9\nRgYBQgghhBBCnKJCofBrhULhqVbLlEGAEEIIIYQQPeY0FgYLIYQQQghxLhQKha8RF76JgG8DXwTe\nBT4D/AmQb/7sn3me948KhcLPA/8xEAK/5Xne3+/Y138A/DXgrwBfB/5uc7+/7Xne3ysUCr8GDACG\n53n//uMct9wJEEIIIYQQ4vj+PPCPPM/7CjDV/NlvA18DfhH4b5v//xcKhcIg8DeBLwFfAX66UCg8\n33zNTwN/HfjLQAD8T8BPeZ73VeCrHdv93487AAAZBAghhBBCCPE4/nvgc4VC4Q+ASeL4+n3P8zSw\n6nnevOd5O0ACGAfe8Twv9DwvAn4A3Gzu52tA3vO8ABgCLgG/XSgU/hC4DEw0t/NO4qBlECCEEEII\nIcTx/VXgn3qe95PAS8ALQKsGv+rYTgEzwK1CoWAWCgWTOE1ouvn8fwr8aaFQ+CVgjfiuwk95nvcT\nwD8FPmhuF53EQcsgQAghhBBCiON7C/j1QqHw+8Am8FHHc50NubTneWvAPwG+C3wP+Ibnee93bPff\nAD8PXAN+FfhWoVD4PvAaMLdvf49FmoUJIYQQQgjRY+ROgBBCCCGEED1GBgFCCCGEEEL0GOkTIJ4Z\nHavfi8SLZzTwv3me90+e4Pv9qud53z7i9nc9zxvf97Mc8Oue5/3FQqEwRny8P/0EDvehxwb8uOd5\n957Avq8Bf7T/swshnm1yTj2+fd+dDdSAv+t53u81n/9XwC96nrf0tI9NiJMigwDxrPkFz/O+c9oH\ncYiDFtAMAK8AeJ63SFzj9zQ86cU9snhIiLNJzqnH1/7uCoXCZ4FvFgqFr3ie9/FpDEyEOGkyCBBd\nCoXCJeA3gRRxGaq/7XneDwqFwqvA/wy4xKWr/iNgHXiP+GT5h4VC4RvAv/Q873/t2N/PEK9w7zzh\ne57n/YcHvP2BKWqFQuE/I+6eZwDf9DzvP2/OUP9L4tJaLwM/BP4I+Dni7nx/0fM8r1Ao/GXg7wDJ\n5rH/oud5f/Kw/R/luwL+AXCxUCj8i+Z7/JHneePNjn5l4kYgfcAvE3cAvAX8v57n/UqhUDCAvwf8\nOGAC/7vnef9g33Ed9btTHKDzDkGhUPhx4L/yPO8nmrNcPwC+SlyL+G95nvfNQqFwFfg1YKR5/L9I\nPBOWKhQK/wfx97wB/IzneZtH/I6E6GlyTj2T51ToOK96nvdmoVD4v4jPib/SOrcCPwH8O8SDl4nm\nZ/2bzfPtfwFUiMtFvgv8Vc/zgkKh8NeAX2ru/03gb3ie1ygUCqvE3/ko8JrneeERvzPx/7N359GR\n9fld3993qyqVVOpVvXc/T7eemWtjmLFnBg94DF6AEMDGOIAhHCBglmDM4mAcTlgSzCFgAkPMcjI+\nwcYshxxjQ7CPDcYnYRJnPMMYe/bBnjvzqJ+nW92t7lZrq6q7172//HFL1epW9SapVCXV53VOn5bU\nV1W/Kqnv/f2+9/v7fmVPtCdAhvkjwE8GQfDVwF8Avtb3fQ/4QeC/DoLgfcDfBX4wCIIu8O3Ah3zf\n/5NAsfNiBRAEwY8HQfBVQRC8Z8efYSdcgH/k+/4nfd//lO/7Pwvg+/5vBt4LvI+qBfcV3/d/X//4\ndwHfGwTBO6nKZ70WBMHXAD8C/HHf9y3gjwO/LQiCrwL+FvA9O5/wBY//In8GuBcEwe/sf77zwnIx\nCIKvpLrg/HB/HF8F/DHf91vAH6MqF/Y+4P3A7/B9/wP7eO+GeTrStvNzr/9e/TmqboYA/xvwY0EQ\n/Crge4G/3P/6AvDB/tcfAr/3FcYgMu10Tj0e59TPA1825Ou/FvhWqvfut/u+/xU7vv4nqRYBrwG/\n2ff9X9Ef568NguA9wCrw5/vHnwH+Rn9MWgDIyOlOgAzzfwP/2vf99wD/FviHVN3sFqk6123nlrYA\n+tGqDwP/M+A//WA7Ii87feEZJ94/MuTW9W8EvpoqYmJRRZ9uUdXYXQmC4LP94+4A/6H/8S2qCLjx\nff+/Ar7Z930f+HqqVtwv8/j79dM7xvK5IAjWAHzfXwNO9Z/33b7v/4b+cbNU0bePbj8oRqqBAAAg\nAElEQVTAK753wwy9Q9D37/t/f54qigVVZOv3AvRzX3+6Hx28GwTBJ/rH/Gequwci8nJ0Tj0e51QD\nxEO+/rEgCKL+49/k8fn08/2UJnzf/+X+118H3gA+3v+5e1Tv07b/9BLjkCng+/6PAZ8IguD7+p/P\nUd0p+t1BEHzuIJ5DiwDZJQiCj/WjFd9EdTv3D1FFKpb6kQv6J68LO77Np7rt+WVUkeKdj/fjVLeY\nX8awSasDfH8QBN/ff+55qovOApA9dewTFyPf92eBXwD+GfCzVLdkv/MlH3+/do5t2OM5wH/ff3/w\nff8M0N15wCu+d8MYHr+n3lP/lgw5Jt95gO/7X071c905/p3Hi8gL6Jx6bM6p7wJ+acjXkx0f7zw/\nDvu6A/xoEATf1R9jk8dzMRMEQbrHsckYffN3/0SDqsHXeeBnfvKD3/IfD+Bh/wTwi77v/3gQBF+g\nSnX7gYNaAIDSgWQI3/f/FvAHgyD451S3Zr+Kqvvdad/3v7Z/2B+lynHF9/3vpMob/xbgB33fnzng\nIX0Y+AO+78/6vu8CPwH8rv6/vWgy+k6q2+l/A/h/gN9CdRJ+2cd/kR6vvpjeHvOHqW6vu/0V/s9R\n3cLeq2HvxSpVC3Oofj4v8rP07wT4vv+bqNqUP+uxReQl6Jx6ZM+pA77vfzXwO6lSuPbj/wW+1ff9\nhf7C7weo9geAzrNH2V+jSvv7JuDvffN3/8S79vuA/Ttdfwr4of4ek+tBEHy/7/u/yvf9D/f//Jjv\n+y3f98/6vv8f+l/7mO/7L/X8WgTIMP8A+J2+738K+NfAnwiCIAd+N/BB3/c/TbUh69t933+davPT\nnwyC4BepUkz+9h6fd2gFmiAIfqo/jp+nijp9MgiCfzbke4Z9/6eBz/i+H1Ddcu1Q5WYOjn/B47/I\nA2DZ9/3/8MIjd4/zB4AvAp+iugX8Q8FLltZ7hs/7vt/2fb/j+367/7W/Cvx9v2o5vnMj77Oq/fxp\n4Hf1f/b/E1Xu6vOOF5EX0zn1aJ5Tf7C/n+KTwN8Bvi0IguWnnvNZYxn69X6q1fdSLVg+RzXx/74X\nfK9Mvvft+Nim2hOzb0EQ/FvgC8A/prqDCPC/U50fvpEqRe4vUKXfPaJalP8pqlS4F7KM0e+cyMvw\nh9S0FhGRvdE5VY6Lb/7un/gBnlwI/Jmf/OC3fOwgHrt/F+C/DYLg9/U/3wQ+2f9nD/hSEATf7vv+\nnwV+K1Xa3F8PguDnX/TYI90T0L8N+I+pNsLUqDY5/RLwT6jKpH0+CIKncwlFJpVWzCIiB0fnVDku\n/iLw3VR7An76oBYAz/AFqvTCO77vfw1wwff9b6Da1P+bfd//NcDfAH7Dcx+FEd8J8H3/DwHvCoLg\nz/m+fxL4DNWtxL8TBMFHfN//EPDvgyD4iZENQkRERETkCBpyJ+A9wAepAvkl1V6Edaoyvh7VHp3v\nDYLghSl1o14ENAErCIKwv0v/PwG1IAiu9v/9twO/KQiCPz2yQYiIiIiIyBNGmg60o25uC/gx4C9R\nba7Z1qHq/PdcxhhjWdo0LyJT78BOhDqviogMTOXJcOR9Anzfvwr8n8A/DILgR3zf/192/HML2HzR\nY1iWxepqZ1RDHJuFhdaxe13H8TWBXtdRc5xf10HRefVo0es6WvS6jpaDPLceJSMtEer7/nngZ6ia\nd/zT/pc/5fv+r+9//FuApzsZioiIiIjICI36TsD/AJwE/orv+/8jVSWAPwv8A9/3PapmKf9qxGMQ\nEREREZEdRr0n4Lt43Alvp68f5fOKiIiIiMizqWOwiIiIiMiU0SJARERERGSC+L7/db7vb/q+f3nH\n1/6m7/t/8KCeY+TVgUREREREjqtv+5ff0QD+MFXH4J/50d/zof94QA+dAj8M/BcH9HhP0J0AERER\nEZG9+2tUnXu/Cfh73/Yvv+NdB/S4HwbWfd//zp1f9H3/z/m+/5983/+o7/t/c68PrkWAiIiIiMje\nvW/Hxzbw3gN6XAN8B/Bdvu8v9r82D/xu4NcEQfAB4J2+7//WvTy4FgEiIiIiInv3xac+Dw7qgYMg\n2AD+O+CfUnU2bgAfD4Kg7B/yEeAr9vLYWgSIiIiIiOzdX6Rqjvtp4G/+6O/50McO8sGDIPgpqoXF\nHwYS4P2+79u+71vAr2f3IuSlaGOwiIiIiMge/ejv+dA68JdG/DTfBXwj0AZ+FPgY1Z2BnwuC4Cf2\n8oBaBIiIiIiITJAgCH4W+Nkdn3eA6zsO+f79PofSgUREREREpowWASIiIiIiU0aLABERERGRKaNF\ngIiIiIjIlNEiQERERERkymgRICIiIiIyZbQIEBERERGZMloEiIiIiIhMGS0CRERERESmjBYBIiIi\nIiJTRosAEREREZEpo0WAiIiIiMiU0SJARERERGTKaBEgIiIiIjJltAgQEREREZkyWgSIiIiIiEwZ\nLQJERERERKaMFgEiIiIiIlNGiwARERERkSmjRYCIiIiIyJTRIkBEREREZMpoESAiIiIiMmW0CBAR\nERERmTJaBIiIiIiITBktAkREREREpowWASIiIiIiU0aLABERERGRKaNFgIiIiIjIlNEiQERERERk\nymgRICIiIiIyZbQIEBERERGZMloEiIiIiIhMGS0CRERERESmjBYBIiIiIiJTRosAEREREZEpo0WA\niIiIiMiU0SJARERERGTKaBEgIiIiIjJltAgQEREREZkyWgSIiIiIiEwZLQJERERERKaMFgEiIiIi\nIlNGiwARERERkSmjRYCIiIiIyJTRIkBEREREZMq4h/Ekvu+/H/i+IAi+wff9rwR+Cvhi/58/FATB\njx3GOERERERE5BAWAb7vfw/wB4Bu/0vvBT4YBMH/OurnFhE5LvI85yve/9vm//PP/9v2uMciIiJH\n32HcCXgT+Fbgn/c/fy/wTt/3fwfwJeDPBkEQHsI4RESOpHanQzvMaZ335wAtAkREZN9GvicgCIJ/\nA/R2fOnnge8JguDrgJvAXx31GEREjqI8z1lZXaeTgFtrjHs4IiJyjBzKnoCn/HgQBFv9j/8N8Pdf\n5psWFlqjG9EYHcfXdRxfE+h1HTVH/XVtbHWIcjizcGZkz3HU36Nn0es6WvS6jpbj+rqm0TgWAT/j\n+/6fCoLgF4HfAHziZb5pdbUz2lGNwcJC69i9ruP4mkCv66g5yq8ryzLWNrsYu4Zt20A+suc6qu/R\n8xzln/3z6HUdLXpdR8u0LmzGsQj4DuAf+L6fAfeBPz6GMYiITJyNrTZhUuB6DaxxD0ZERI61Q1kE\nBEFwC/ia/sefAr72MJ5XROQoSLOM9c0QY3u43jhiMyIiMm10tRERGaMq+l/ienVF/0VE5NBoESAi\nMgZplrK+GSn6LyIiY6Erj4jIITLGsLnVIUwV/RcRkfHRIkBE5JCkacr6VghOXdF/EREZK12FRERG\nzBjD+mabOAfXVdMvEREZPy0CRERGKElS1tshllPHdZX8IyIik0GLABGRETDGsLbRJskNrqfov4iI\nTBYtAkREDlicJKxvRdhuHddT9F9ERCaPFgEiIgdkO/qf9sBR9F9ERCaYFgEiIgcgimM22wmWW8NR\n7r+IiEw4LQJERPahLEvWNjqkBbhefdzDEREReSlaBIiI7FEYxWy2Y5xaA1dnUxEROUJ02RIReUVV\n9H+LrLRxasr9FxGRo0eLABGRV9ANI7Y6CU6tgeOMezQiIiJ7o0WAiMhL6PV6rG12KIyj6L+IiBx5\nWgSIiLxAu9NlK8zwag3scQ9GRETkAGgRICLyDHmes7bZocTDU/RfRESOES0CRESG2Gp36EQ5rqL/\nIiJyDGkRICKyQ5plbGyGlLaHq+i/iIgcU1oEiIgAxhg2tzqEaYnr1RX9FxGRY02LABGZekmSstEO\nwanjejotiojI8aernYhMLWMMaxttktzgekr9ERGR6aFFgIhMpSiO2WjH2G4d17PGPRwREZFDpUWA\niEyVsixZ2+iQFij6LyIiU0uLABGZGt0wYquT4NQauDr7iYjIFNNlUESOvaIoWNtskxc2jsp+ioiI\naBEgIsdbtxuy2c1wa3UcnfFEREQALQJE5JjK85z1rS6FcXBr9XEPR0REZKKoH46IHDsbWx0erHUw\ndh1b4X8REZFdtAgQkWMjzVJWHm7QTQyucv9FRESeSSEyETnynmz6Vce2Fd8QERF5Hi0CRORIC6OY\nrU6C5dbU9EtEROQlaREgIkfSE2U/PW38FREReRVaBIjIkdPudNgKc7xaQ2U/RURE9kCXTxE5MtIs\nY2MrpMDF08ZfERGRPdMiQEQmnjGGjc0OUVbienWccQ9IRETkiNMiQEQmWhTHbLRjbLeO6+mUJSIi\nchB0RRWRiVSWJWsbbdLCwvWU+iMiInKQtAgQkYnT6YZsdTPcWh1XZykREZEDp8uriEyMLMtY3+pS\n4uLWVPZTRERkVLQIEJGxM8aw2e4QJgWu10D9fkVEREZLiwARGaskSdlohxi7po2/IiIih0RXXBEZ\ni7IsWd/skOQG12tgjXtAIiIiU0SLABE5dN0wYquT4NQauN64RyMiIjJ9tAgQkUOT5znrW10K4+Co\n46+IiMjYaBEgIodic6tNN+7h1rTxV0REZNy0CBCRkUqzlPXNCGN7uIr+i4iITAQtAkRkJIwxrG20\nSXrgunVt/BUREZkgWgSIyIELo5itToLl1nBdTf9FREQmjRYBInJgiqJgbbNNXto4njr+ioiITCot\nAkTkQLQ7HbbCHK/WwHHGPRoRERF5Hi0CRGRf0ixjYyukwMXTxl8REZEjQYsAEdkTYwwbmx2irMT1\n6ij4LyIicnRoESAiryyKYzY7MZZTx/V0GhERETlqdPUWkZdWliVrGx3SAlxXqT8iIiJH1aEsAnzf\nfz/wfUEQfIPv+4vAPwFK4PNBEHznYYxBRPan2w3ZCjMcr46r8IGIiMiRZo/6CXzf/x7gHwHb9QL/\nLvAXgyD4OsD2ff9bRj0GEdm7PM+5v7pOOy5U9nOMyrKkl2/Uxj0OERE5Hka+CADeBL51x+fvDYLg\nI/2Pfxr4jYcwBhHZg612hwdrHXAa2I7C/+OQpgkb7Uc87NzHO5ueHvd4RESOg6Io2Nhqc2dllcuX\nL3vjHs84jPyqHgTBv/F9/7UdX9rZPrQDnBj1GETk1aRZxvpmF2PXcFX289AZYwijDnGRUNolbs3F\no4ZlWWbcYxMROaqMMYRhRJT2SPKCWq2BsQ08OTedGuMI7ZU7Pm4Bmy/zTQsLrdGMZsyO4+s6jq8J\npud1rW1sUeQWZ86dGdOIDsbp07PjHsIrS7OEbhKS9lLqp10a1txIn29afqePC72uo0Wva3LEcUIn\nTIizHm6zycm5x4kweZ6NcWTjNY5FwCd93//1QRD8f8BvAT78Mt+0utoZ7ajGYGGhdexe13F8TTAd\nryvNUtY3Q4xdw7ZtIB/v4Pbh9OlZ1tfDcQ/jpVRR/y5xEWPsEmd713Uy+vf/uP9OHyd6XUeLXtf4\nFUVBuxuSpAWFsXG97Yyf+Inj8vzoXuv2axyLgD8P/CPf9z3gl4F/NYYxiEifMYb1zTZxZnC9xnTe\nEx2DPM8I0y5pmWK7DnbN5nC2aYmIHE/b6T5hkpMVBs+rY7mu6uE/w6G8L0EQ3AK+pv/xl4CvP4zn\nFZHni+KEldWNftMvTf9HzRhD1I/6F1aB63m4TOV+NBGRA5OkKd0wJc16WG4N267hKabyQlociUwh\nYwxrG22ifBZbTb9GLs8zukmHrMyxPRu7ZuMq6i8ismfD0n2cmqa1r0LvlsiUSZKU9XbYj/57wPRu\nihq1MA6J84ieVeB5LropLSKyd0r3OVh630SmxHb0P8mr3H8ZjV4vp5t0yYoUy7Wwaw6eTrUiInu2\nne6TpD1sT+k+B0VXJpEp8GT0X7n/oxAnIVEe0TM93Jr3uMqPiIi8su10nzgtKPvpPm5d59WDpHdT\n5Bh7uvKPHKyiKOjGHdIiqaL+nqONviIiezQs3cd2tYNqVLQIEDmmFP0fnSSNiNKInB5uzVXUX0Rk\nHwbVffICy/GU7nNIdOUSOWYU/R+Nsizpxm2SIgHXxqnZ2ugrIrJHO9N9DDaO6+F4OqceJr3bIsdI\nmqasbSn6f5CSNCbKIvIyw6m5OI5OmyIie/GsdB8ZD73zIsfAIPqfg6u6//tWRf2rXP/SAVe5/iIi\ne6ZmXpNJiwCRIy5NU9a3QnDquK6i//uRpglRFpKaDNdzsR1HG9JERPagLEu2Ot2JbeaVpglxHtGJ\nOgBT2TRncn4aIvJKjDFsbnUI01K5//tgjCGMOsRFQmmXuJ6Lp6i/iMiehFFEGOekeYE7Yc28siwl\nyiKyMsXY4Lou9hTfkpiUn4uIvII0S1nf7Ef/tZFqT7IsJcxCsjLF8Vxsx8ZW3F9E5JVlWUYnTEiz\nAmO7OI6HV5uMYEqWZcRZSFpmGNvgui6Opr+AFgEiR87GZlvR/z2qov5dkiKmsIqq+cwER/2NMWxk\n6yx1lrgd3h73cEREBowxdLohUdqjVxhcr449IUGpPM+I0v7E3yqrVCSccQ9r4kzGT0tEXqiK/kcY\n21P0/xXleUaYdknLDNu1sWs2k9p+xhjDWvqIpc4SS50lNrONcQ9JRGSg2uSbkGQljlfDsmu4E3A6\nLYoeYdIlLVLKJyb+mvw/i2YSIkfAxlabMCmr/MpxD+aIMMYQxSFxEVNQ4HruxNb1N8bwMHnIzf7E\nv51v7TqmbtfHMDIRkcc1/dNextpWguN6uLVxj6rafBzFXZIypWd6eDWvX9BBE/+XMZlXRBEBFP3f\ni14vZ729zmp7A8uzsb3JbOpljOF+fJ+bnTdZ6tyk2+vsOmbGmeF66waLrUUuNS/zV/hbYxipiEyr\nbhgSJT3SvMCrNZh16zhub6xjMsYQJRFJL6ZX5jg1F8uxVNBhDybvyigiQBX9j5ISR9H/lxLGIUkv\nIqfg7Nw8Tn3yTm+lKVmJ7nGzs8TN7k3CXrjrmKbbZHFukRutRS42L2FbE3CfXUSmxvYm3yTtgeNN\nzCbfOAmJ84TcZNiu0w/wjH9cR9nkXSVFplyaZWxshpS2Wqi/SFEUg6Zelmthew7ehJ3WClNwL7rL\nUmeJtzo3iYt41zFz7hw3Wosstt7gwswFLEvLPhE5PINNvnFOz1i4Xm0iavonaUycRWRljt0/x2vi\nf3DG/xMWkYEq97+qraz477PFSUiUx/RMjlvzcCas7XxRFtyJlgcT/7RMdx0z751gsVVF/M81zmni\nLyKHLklSulFCnG3X9K+PfWKYpglRHpEXGbgWjudMZErncaB3VWQCpFnG+mYXY9eU+/8MRVEQJh2S\nIgHXxpmwW8G9ssft8DY3O0u83X2LrNzdfPJk7RSL/Yj/mfoZTfxF5NBtb/KN0wKDjeOOP93niSZe\njoXrOhMX3DmO9A6LjNnmVptuUuB6DeX+D5GkMVEWkpU5Xt3DcSbntJWXObe6t/oT/7fpmXzXMafr\nZwYT/9P102MYpYgIdPs1/bNeVWnOHvMk+4la/mriNRZ6t0XGJMsy1ra6GEvR/6eVZUk3rqL+xgHX\ncyam8kNWZLzdfYub/QZePbO7UsZCY6Gf47/IydqpMYxSRGT4Jl93jKfSXi8nTKpO7aWaeI2dZh4i\nY7DV7tCJe4r+P6WK+kfkZYZTc3Gcybg4JEXC2923WGovsRzdpjTlrmPON84PNvfO1+bHMEoRkX4Q\nJQyJkoK8BG/Mm3yrVM6qiVdhlXiei41q+U8CLQJEDlGe5zza7FDi4Xpq/gTbUf82SZEOov6TkOsf\n92Le6t5kqbPE3fAOJbsn/hdnLnGjtciN1g1aXmsMoxQRqcRxQjdOSbY3+ToO3pjm2TubeBWmh1vz\nsB0be0JKXvTKHvfieyyHt9mMp7cr+0stAnzfPwd8LdADPhIEwfS+YyJ71O506EQ9HK+h+AeTGfUP\neyFvdW6y1HmTe9E9DOaJf7ewuNS8xGLrDa63bjDrzo5ppCIi/U2+nWqTL7aDPcaa/tXEPyQtE/Ky\nh9tv4jUJQR1jDOvpGsvhMrfD26zE9yhMMe5hjd0LFwG+7/9+4O8APwc4wId83/9jQRD8u1EPTuQ4\n2Bn9d6Y8+r8z6l+Vfht/hZ9O3uFm5yY3O2+yEq/s+ncbm8uzV1hsLXJ97gYz7swYRikiUjHGEIYR\nYZKTFQbPq2OPaV+ZMYYoqiL+eZnh1ryJ6d4b9SLuhMssh8ssR7eJetHQ45pO85BHNjle5rfmLwPv\nDYLgLoDv+68BPwloESDyAu1Oh3aY49amO/qfpglhFk5M1L+dtVnqvMnNzhIPkge7/t22bK42r7HY\nWuT11nUaTmMMoxQReSzLUjphSpL2sNwatl3DG0N2jTGGKIlIezGZyXH63Xs9aoc/mB2KsmAlXmE5\nvM1yuMyjdHXocY7lcHHmEtdmr3F19irNssn/xY8c8mgnw8ssAtrAIDwWBMEt3/d3F8AWkYE8z1nb\n7FDg4damcwK5XeEnLRLKCcj138w2WGovcbOzxOqQi4NruVybvcaN1iKvz12n5oz3giYisr3JN0wK\nemPe5BsnIY+2YlY7m9iDif/4zunGGDayjSrSH97mXnR3aLU2qEo1X529ytXZa1yauYRrP34Pk3h3\nF/dp8TK/SZ8D/p3v+z9MtSfg24AV3/f/IEAQBP9shOMTOXKmPfqfpglRFpKaDNdzsR1nLFvBqgvE\nOkudJZY6S6yna7uOcS2P1+deZ7G1yLW51/Ds8d/CFhEZbPJNC9za+Db5JmlMnMfkRYblWnheC3eM\njcWSIuZOeGcw8e/2ukOPm3FmuDJ7tZr4N68y680d8kiPhpdZBNhUdwL+y/7nUf/PNwAG0CJAhMfR\n/3IKo//GGMKoQ9xLKJ0S13PHEiEyxrCWPuLTy7f5pdUvsJntrmFQs2u8PnedxdYiV2evPREREhEZ\nlzzP6YQxyc5NvvXDP4+maUKcR2RFBp6N49pj695bmIIH8YNBis/DIembUKVwXpy5NIj2n62fVUf2\nl/DCn2oQBH/4MAYicpS1Ox3aUY7rNSakANrhyLKUMO0+jvrXD78EnDGGh8lDbvYj/u18a9cxdbvO\n9dYNFluLXGlexbGn8R6NiEya7U2+3SSnV4Dr1cayyTfLsn5n9hTjWLiuM5aJvzGGdr41qOJzN7pD\nXu7uxA5wqnaKq/28/kvNy7qTuwfP/An7vv9TQRB8k+/7b8ETdfIsoAyCYHHkoxOZcE/k/nvTEf2v\nov5d4iKmtApczzv0qL8xhvvxfW523mSpc5Nur7PrmBlnZjDxv9S8jGNp4i8ikyHNUjrdlDQvsBwP\n267hHnIEKc8zojQiLVPMoHvv4U/80yLlTnSH5fA2d8Jl2nl76HF1u95P8akm/urNsn/P+2n/0f7f\nnwK+i2ryb/p///CIxyUy8bbaHbrx9NT9z/OsivqXabUprHa4Uf/SlKxE91jqLHGzuzS03FvTbbI4\nt8i7Ln0FreI0tjVN92VEZJKVZUm70yVOCwpsXNfDOeSof1H0+t17s0H3XgcHDvEqVpqSh8mDQbT/\nYfxgV08WqMozn5+5MEjxWWgs6Jx+wJ732/ch3/ffDVwCvvKp77k90lGJTLAkSdloRxj7+Nf9N8YQ\nxSFxEVNQ4HruoVb4KUzB3eguNztLvNW5SVzsruIw57ZYbN3gRusNLsxcwLIsTsw32docXhNaROQw\nhVFEGOdkeYHj1bFc91Dj7UVRECZdsiKl15/4H3b33nbWZjm6zXL3NneiO2Tl8CKTJ7wT/Uj/NS43\nL6tK24g97/fwvwFOA38P+DM7vt4Dhu/MEDnGyrJkfbNDkpuqJfu4BzRCeZ7RTbpkZYbt2diezWFd\ntoqyYDlaHkz80zLddcy8d4LF1iKLrUUWGueO/QawXmFY21RlZpGjIs9z1jfbJGmBsR0cxzvUqjpV\n996qiVdhejiei+XYeIc08c+KjHvRXZbD29wOb7M1ZK8WVIUarjSvcHX2Gldmr3KiduJQxieVZ17V\ngyBoU/UI+JbDG47IZOqGISsPN7G9Oq53fCecYRwS9yJ6FHiee2gT/17Z43Z4m5udJd7uvjU0SnSy\ndqo/8X+DM/Uzx3bib4xhq9tjZTVh5VH1Z3U9pSjBGHM8X7TIMWCM6df07xFms2Sle6ibfB93703I\nyx5uzcVyrEO5e1uaktVkleVwmTvhbe7H9ykpdx1nYXGucW4Q7T8/c14pPmOk2ngiz1EUBWubbVp5\nC+eYlv3s9fIq6l+kWK6F7Tl4h3BqyMucW91bLHXe5Fb3Fj2zuwLEmfoZbvQn/qfrp0c+pnFIsoL7\nj1JWHiXc70/843T3xRMgfzQ7vAWmiIxNkqZ0w5QkK7DdapOvV6sBw6vaHKSnu/e6XjXxP4xiDZ28\nw51wuZr4R8skRTL0uJbb4urcNa42r3J59oo6sE8QLQJEnqHTDdnqZri1Oo7nAccrHSNKQorNiLW4\njeu5h1IOLisy3u6+xVJnieXw9tDujguNhf7Ef5GTtVMjH9NhKkvD6kZWTfj7Uf71redPFOZmPK6e\nm+PquTn+xZdaxSENVUSe44lNvsbG9TzcQ+rka4whSSPiPCE32aF1783LnKWNm3zh4ZdYDm+zMaQP\nC4Bne1xuXh5E+094J47tndujTosAkac82fTreG38LYqCbtwhLRIs16JWa+GO+HZ1UiTVxL+9xHJ0\nm9LsjnKfb5wfRPzna/MjHc9hMcbQiXpVlL8f4X+wltIrdlfB2OY6FpfOzvYn/S2unpvj5FxtcAH9\nF//HYY1eZG9KY/joZ1e4sxpyZWGWD7zrIvYxmgCOc5NvksbEWURW5tj9u7ajTPXZbr64XcVnJb43\n9PwNDFJ8rsxe5cLMBZVkPiK0CBDZYXOrTZgUOMes6VechER5TM/kuDVv5FH/uBfzVvcmS50l7oZ3\nhuaGXpy5xI3WIjdaN45FvecsL3mwlg7y+FdWE8L4+YH7MyfqXDvX4sq5Oa6dm+NHgzEAACAASURB\nVOPCmSaOfZx+82TafPSzK3z4U3cB+OKdTQB+3bsvjXNI+7azk+9hb/JN04Qoj8iLDFwLx3NGulcr\n7IUsh8uDmv3DKrIBzLqzg0j/leYVZtyZkY1JRkeLABGqxi3rm9tlP4/Hf4udUX88G8ezRxo1Cnsh\nb3VustR5k3vRvV11ny0sLjcvDyb+TXd2ZGMZtbI0rG9lrGzn8j9KeLSZYZ4d5Gem5lST/fNVhP/K\nwhzNxvH4XRPZdmc1fO7nR8XOTb69oqoId1ibfLMsJcoisiLFuKPt3tsre6zE9wYT/7V0behxruVy\nqXmZd5xdZMG+wKnaKaX4HAO6AslUM8awvtkmzo5P2c8kjfvt33O8+mij/p28w83OEjc7S6zEK7v+\n3cbm8uwVFluLXJ+7cWSjRWHcqyb8q9WE//5aQpY/e8Zv23D+1AzXzreqP+danJ6v66Ipx96VhdnB\nHYDtz4+S7U6+Ozf5HkYn36p7b0haZhjb4Lqj2adljGEjW+d2eJvl8Db3onsUZvgdy7P1s4PuvBdm\nLuLaLidOqgfLcaJFgEytJElZb4dYztEv+1mWJd24TVKk/VvGo9sktpVtDSb+D5LdLUNsy+ba7DVu\ntN7g9bnXj1wliF5RpfXcf5Ryrz/pb4e7NzDvdGLW5fLZWV6/eIJr51tcPDOLdxgzB5EJ84F3XQR4\nYk/ApDPG0Ol2CZOCwli47uFs8q2aeHVIi4zSKnA9r9+992DFvZg7URXpXw6XCXvD787MOM1Bd96r\ns1dpus0DH4tMFi0CZOoYY1jbaPebfh2tCerT0jQhTLvkJsepuTjOaDZjbWYbLLWrif9qurtKpWu5\nXJu9xuL8G7w2+/qR6fJojGGjk/dLc6aDmvzlc9J6aq7FxTMzXFmY5frFk1w936LVPBqvV2TUbMs6\nMnsAsiyj3Y1JshLHq2E5zsgnRTu79xYUuDXvwLv3FmXB/XiF2/28/mHnbADHcrg4c2kw8T/O/Vdk\nOC0CZKpEccxGO8Z2j270v4r6V7n+pQNu7eArRGzfMl7qLLHUeZP1dH3XMZ7t8drs6yy2Frk29xqe\nfXjdMPcqTot+ac7HqT1JNrzaBYBlwdkTNS6dneHawhw3Lp9m4VTzUKqdGGMoej1MWeDYFq5rEW0s\nd0f+xCLH2HbUP0oKeiW4Xg13xGv4Z3XvdQ9o4m+MYTPb7Ef6b3M3uje07wrA6fpprjarSP/F5qUj\ncd6W0dEiQKZCWZasbXRIC45s9D9NE6IsJDUZrudiO86BVjAyxvAofcTN/sR/M9vcdUzNrvH63HUW\nW4tcnb2Ga0/uKaQoDKsb29V6Uu6vJmx0nl+Tf3bG4eKZOlfONrl2bp7XL52mMeK0gLIsKYocqzQ4\njoXj2LiOhefa1FsNPO9xidDPfuTH2iMdjMgxFUYRUZKTZEW1/8txcEdYxbIsS7phh3RE3XuTIuFO\neGeQ4tPtdYYe13AaVaS/WZXvnPPmDuT55XiY3Cu4yAHphhFbnQSn1uAQ+mEdKGMMYdQhLhKMXeJ4\n7oHm+htjeBDfZ6mf49/Od88x63ad660bLLYWudK8imNPXv1nYwztsDeI7j/czFl5GL+wJv+50zUu\nnmlw9ewsr184wcKp+ZHdDi+KHkXRwwHs/kTfdSy8ukOj3sI9ar+cIhMuy1I6YUqaPS7t6Y2wtKcx\nhigOSYqExPJI7OzAuvcWpuBh/GBQxedh8nBXBTaoijFcaF7kWj+v/2x9QSk+8ky66sixVRQFa5tt\n8sLGqR2t6H+WpYRZSFamOJ6L7dhwgLeO78crLHWWePvmTdrZ7gjSjDPTn/i/waXmpYlr/JJmJQ/W\ntuvxV9H+KHl+Tf5T8x4XTte5fLbBlbNzXFk4QXPm4KsVFUWPsujhWBaOa+E5No4NtWaNem0OW30A\nREamKAra3ZAkLegZC8+rjbS0pzGGKIlIezGZyXH63XvduocVP//O44tsZVuDSP/d6A5ZObxr/cna\nyUHN/svNS3i29ii9rLIoKHo9YMiKagpoESDHUrvTYSvM8WoNnCPyW15F/bskRUzRrxRxULeOS1Oy\nEt2rIv7dJaLe7hJvs+5sv2vvIhdmLmJbkzFZLUvD2lbW77pbTfjXNodfDLc1G04V5T9d59LZJlcX\n5jg5O0etdnAXx6IoKIocB/opPDaeC/XZOvVaS9E3kUNijCEMI8IkJysMXr+T7yiz3eMkJM4TcpNh\n9yf++434p0XK3ejOINo/7M4sVHdnr8xe7W/ovUrLOx5d1ket1+thihLbcnAtF9d2qLmzzM+fBHh+\nCbhj6ohMj0ReTpqlbGxGFJaLd0Si/1mWEWVd0n7U/6A2jBWm4G54pyrn2b1JUiS7jpmvzXN99gaL\n84ucb1yYiIlrN+oNOu7ef5Ryfy0h7z07SOPYsHC6zvn+pP/KwhzvuHaGJDJ43v4n/WVZUvQybMBx\nbVzbxnWgPlOjXp9VZF9kTOI4IYxTkqwc1PT3RvjfMUlj4jwmKzJs18L29leUoTQlD5OHg2j/g/j+\n0BQfC4sLMxcGpTsXGucmJkgziYwx9Ho9rJJqwm+7eJbLnNeiNlvbdZ3L8/3dsTnKtAiQY+Hppl+T\nlbyymzGGKOoS92IK++Ci/kVZsBwtc7PzJm913iIt013HzHsnWOxH/N+48DrtreFt4Q9D3qtq8m93\n3b23mtKNnh+QOdnyuHCmzrlTHhfPNrh0qsmM12CmMYPTv+1zojVLkb9ap9InqvE4VhXZ7+fszzRO\njKz8qoi8vKIoaHdC4qzAYOO43kir+6RpQpxHZEVWdV537X3t3+nk7UGk/054Z+g5GmDem9+R4nOZ\nulPf83MeZ9sTfttYOJaLY9m4lke9UT+QINBxp0WAHHlJkrK2FR6Jsp95ntFNumRlhu3Z2PX9R/17\nZY/b4W2WOm9yq/v20LzRk7VTvNF6gxutxSdqQR9m5N8Yw3o7H2zeXXmUsrqRYp6TiVn3bC6crXPh\nbJ1zJz0unZnhRLOB59SZqc/sOQpfFD2KXg/XtvA8G8ceXo1HRCZDGEWEcU7aK/G8OvYIN9JnWUqU\nRWRlinEsXNfZc/fevMy4G90dTPyHVV2DqvLa5eaVQbT/RO3Efl7CsVTl7xfY2Di2g2d5OI5Ho1kf\nBIDk1ehdkyPrKDX9CuOQuBfRo8DzXNx9/tfLy4xb3VssdZa41b01tCb06fqZwcT/dP30vp5vL6Jk\nuyb/49SeNH9+Tf6FU3Uunq1z/kyNc6dqLLTqeE6NmlOjsYdJ/7BUnppnUZ+tU1PevshEG0T90wJs\nB9vx8EaU6J9lGXEWkpYZxja4rsteWocZY1hNV/nPd+/zpUdvcj++T8nu856FxULjXL+KzzXOzZyb\nuAIM41QUBWWv6OfvOziWS81tUp9pHGgKZq8oSbLnF5U4zrQIkCMpSVLW2yGWM7nR/14vJ0y6pEWK\n1c8f9fbxXy4tUm5132aps8Tt8BaF2X3iWmgssNif+J+sndzP8F9Jb7sm/+rjSf9W9/lpPa2my8WF\nOhfONjh3usa5eZdGrYZnudS9BvVa46Un6dUt4ayqte/auNSoOz3qDY96Xak8IkdJtxsSpb3HUf8R\nVfd5HPHPMFaJ63k4e0gm7ebdQV7/nWh56P4rgDm3xbV+d97Ls1doOJMdvDoMxhiKosCUBof+hN92\nmXNnqTVf/hrwPEnWY72dstZOWG8nrLdT1jvV35vd59+NPu60CJAjpSgK1jfbpIWN607mCTROQqIs\npkeOW/P2fBsZqoYwb3feYqnzJsvRMqXZHVE63zg/mPjP10ZfJcIYw1Z35+bdhIfrKcWzg/x4rsWF\nMw0unK1zcaHBwkmXuXpVncGzPepug3r9xT/PQd6+KXDtqrGW51h4rkPjxONa+wsLLWyd3kSOjCzL\n6IQJSdoDp0rzGEXUP88zovTpiL8DrzD5z8uclejeYOK/nu3uqA7gWh6Xm5e5OnuVa3PXOOGdnOq7\nj2VZUuS9QTqPY1Ubdr1afV+V24wxdKL8iUn+zo+jdCoL/7yUsV0lfd//BLDV//StIAj+yLjGIkdD\nu9OlHea4tfrENf0qioJu3CEtkirqX3u1qhEGwxc2f5m1dI2W28J1XG52lrgb3h16K/nSzCVutBa5\n0VoceQfIJCuqKj3bqT2PUuIX1OQ/c7LGxbN1Lp5tcHGhwYmmhYONa7u4tkfDm3nhSX87lcexrMFG\n3VrNpt568feKyOQqTcnHVz7B3e49rj28xFXeoOjX9HcOuEO3MSWfePAL3O3e5WTtFP4pv3qeV5j0\nG2NYS9cGk/6V+N7QO7FQ3Y29OnuNLzv3DlrlqalN8Rnk71s2juXiWi4116Pe2tterl5RstnZntyn\nrLcT1voR/Y12Sv68KNQQzYbLmfkGp+frnG7V+eSPvPKQjoWxTKV8368DBEHwjeN4fjlasixjbatL\niYdbm6wKCXESEuUxPbO/qP9n1j7NZzc+Q1qk5EPy+y0sLjcvc6P1Bjda12m6s/sd+lBlaXi0mT1O\n63mUsL71/PJpzYbTn+xXqT3nT9dxrBIbC9fyqNkeM43mczduFUVBWeTYgOtWNffrDYeZGaXyiBw3\nH7n9cT5y7+MYA29uvc1XnUz5yjPvOdDn2M7x//T6p/n85udwPIeVfAWn5vDlJ3/FC78/6kWDzbzL\n4TJxsbu3ClT9VbY3815pXmXGrRoQnjjRZGtz+PccN0V/wu/08/dd28VzXj1/P057VfS+s2OS34/o\nb4XZK6XtWBacnKv3J/kNzsw3ODVfH0z8GzsWm3me88FXecHHyLjiqe8GZn3f/xmqe3B/KQiCnx/T\nWGSCbWy1CZMC12vsqeynMSWfWf80D5OHnGuc492nvxJrn/WVi6IgTDpV3qdr43j2nsp7dvIONztL\nLHWWuB+v7Pp3G5srs1e40Vrk+tyNwcXlIG11Mr54qzuY9D9YT+k9tya/xbkzdS6drXP+bINunNCO\nYs7MWfzK6/PUnBo1y6PRaD5z8t7L80E6z3Zlnip3/9nfIyKHozSGj352hTurIVcWZvnAuy5iH0AK\ny85Nvm9v3gMsqoe1eJg83Pfjw1OpPv0c/02zieNV55W4iPncxmcB+LKTX47F49fVK3usxCuDSf9a\n+mjocziWw6XmZa7NXuPK7FVO105PTYqPMYZenpNnOQ79CP8r5O+XxtAJM9baKRudJyf5a+2U+BXT\ndjzXfhzNn29wulX9fWa+wclWDUc9XF5oXIuACPjbQRD8kO/77wB+2vf9dwZB8Gr3c+TYStOU9a0Q\nY9dw97Ep7DPrn+YXH/0CALe7twD2HHFK0pgoC8nKHK/u7akk2Va2NZj4P0weDD2mZte40Vrka859\n4EA3jmX545r8K48S7q8mdOPnp/WcanlcXOjn8p9tsHCqjkVJ0Sv45Ztb/PKXNrBweeA6nGjYvO/L\nHlcheroyj+fYeK5NY05lOEUm1Uc/u8KHP3UXgC/eqcpZ/rp3X9rTYw3r5Gt7LuebF1iOlgfHnWuc\n2/N4h038d+b4n6mfYSW6R1zEJL1qw+7nNz6HMYYLzQuDaP/d6O4zU3zO1M8MavZfnLmIa09YPuoI\nPF2Os4rye5ydOUWjeHb50l5Rst5J2WjvnuRvdBJ6xavtwp2d8TjTj+afHkTyq4/nZjxdR/ZpXL/J\nXwTeBAiC4Eu+768BF4G7z/qGhYXWIQ3tcB3H17Wf12SMYXVtk8J2OHPuzL7HsrW2geM+ji5vscHp\n0y+fSlOWJe2wzcr6CvYszJ9ovvIY1uI1gvUv8oW1gAfR7oiXa7ssnrjOjDeDhc3FuQu8a+FX7uuO\nRWkMj9ZT7tyPuPMg4s79iAdryXNvp87UHS5faHLl/AxXLjS5cr5Jc8atNuL2TD+f36Xu1mnONPn8\n0heZaVQXzbIsWN3scGr+Em5/wl+vuczMNMYW3T+O/7cO2nF9j/S69m4tzPBc+4nPX+V5jTH9iH9O\nmhW4zSan5p48l339qQ8wO1vnXnifS7MX+NUX3/dKHXCzLCVMItIipayXzLbqzDI8VfT9J97DTLPG\nL97/JFhgWzadosNHV3+OvBye6tj0mlw/8TrXT1zn+onXmKvtbd/ViZOvfr04bMYYijyHsrrL4fTP\n8zW3RqM+PJ2n3rR5tBGzuhnzaDNmdSNmdTNidTNms50O6Xn8bLZlcfpEg4WTM5w9OcPCqRkWTs4M\nPm/URz9NzfPdvXWmxbgWAd8O/CrgO33fvwS0gN35EDusrnYOY1yHamGhdexe135eU5pWTb8sp95f\n3e//P+YJTlH03nzi8/X1F3eSTdKYKA3JTY5Tczl5araf3/niMRljWM/W+xH/N1lPd1eO8GyP12Zf\nZ7G1yLW51/DsJ9OJ2lvDS8w9Sxj3WNnevLuacH8tJXtOTX7bgoXTdV67PMeZlsPFhQYnW1VUpVcU\n0CvJuikmLGl49apcZ2lBCWGS022vM18zZGmCZYFt2yxeOk2937qzLCCOS+J4PDmxx/H/Fhz8JPC4\nvkd6XXt3ZrZG3iuf+PxFz1uWJd0wIskK0rzAcWs7Jo/DO5K/o/EVvKPxFZw+PftS5+Sqc29cNfCy\nebJrbzR8Ml+YgvvRCvejVeIsptvrDj3OtmwuzVwaRPt3NlQsItiKXv08duLk5O0JqGrvl9iWVU34\n+9V56vVZXNcDAxTQ6xnWNxLW25u7N+F2UqLk1dJ2aq49iN4/mZvf4OTcs9N2ojAlCod3VD5Ief78\nfW/H2bgWAT8E/LDv+x8BSuDblQo03TY224RpeeBNv959+isBntgT8CxlWdKN2yS9FOOC+woVfowx\nPEpXWeoscbOzNLQrZM2u8frcdRZbb3B19uqebyn3ipKH6ykrq49Te9ovqMk/P+dWm3fPVqk9507X\n8VybEyebPFrdwi4trJ6FZ7vMuS3qs/VB/qdlSijzqjqPZ1GfbVCr1bh8/hSnTrSeyB0WkaNt+//x\ny/y/juOEbpySZAWuV8eyPLzawdX1TNKYOI/Jiwzj9jv3PmfaYoxhM9sc5PXfje4ObaQI0HSaNN0m\nl5qX+eqF91Ozj0/FsapvSg+r5HGzrady9/NeyUYn5X47Ya39aMdkv5roF+Wrpe3MzXhPpuv08/OV\ntjPZxrIICIIgB37/OJ5bJkuapaxvRhjb21fu/7NYlv3CPQBVrn9EXmY4NRen/nLpK8YYHiYPBhP/\ndt7edUzdrnO9dYPF1htcmb3yyuXijDFsdnJWHj1uxLW6kVI+Z8lc86qa/FUuf4OLZ+vMzriDx+v1\nethFiWVsakWNM40zOI5LWeRYxuC4Fp7Vw/NsGq3mM8txWuw9V1hEJpNtWc/9f10UBe1uv4uv1e/i\nO6KJP66F4zrPrbqWFAl3wzuDiX+nN/yuRcNpcKV5lauzV0mKhDfbXwJgJbrHUvvNl6oYNIl6vR6m\nKHeU4nRwnRr1mRpZD9bbKffaCevtbr/yTlVisx1mr5y2c7JV48KZWVo7Jvyn+pP9uqeiDkfR8d/d\nIhPJGMP6Zps4M1UE6ZCffxD1L9LqQvOSFX6MMdyPVwYT/2G3l2ecmcHE/1Lz0itN/OO06Nfjf1yX\nP0mfPeO3LDh7staf7FdlOk/P17BtazDeXt6jyIqqKYtdp96ogylxLIvTc006RYTnWcw05lWdR0SG\nCqOIMM5J8wKv1sA+wGYtrzLxL03Jg/hBf9J/m4fJQ8yQ6ayNzYWZC1WKz9w1FuoLg2j0zz34yBPH\nrqVrB/ZaRqUqtFBgG6ua8NsutrEpsjrdpGC9k7Hejp6oo59kzy/88LSa16+203pccWe7+s6JuTqO\nbb10+pYcDVoEyKFLkpT1dpX773qHO/1P04Qo7ZL1c/1fZtJbmpJbW7f47P1f4mZniWhIvehZd5Yb\nrUUWW4tcmLn4UpvcisKwulGl9Nx/VP290X5+buLsTJW/f7Ef4T9/pkHNe/xc2x0ZsWxc26NmeXh1\nD9uycF2rv2HXYaZRbdhdWGjhWjoNiMhuO8t6Yh9s1H974p9abdpFguPaz5z4b2VbO6r43CErh+/N\nOlk7ydXmVa7OXePSzGVqzvC7mNsVg3Z+Pkl6vR6mNLiWQ9mz6EQlnbCkE5dsdLPBJH8vaTutprer\nnOb2hH+24SptZ8ro6i+HxhjD2kabJDcHnvv/PFXUv+rma2yDU3NfGPUvTMHd8A43O0vc7N6segI8\npeW2qon//CLnGxeee/I0xtAJe4OOuyurCQ/X0+eWS3Mdi/NnqgZcl/plOlvNJ0/SZVGQp1m1wct2\nqVHHqzvUHAfPs/Eci+ZMndqENVkTkcm1K+p/AKmaxhiSNCLJk6oqz3bEv+7ixE8GTbIi4250h+Vw\nmdvhbdr51tDHrNt1Ls9eqWr2N68yX5t/qbF82ckvB6o7AGfqZwafH7ayKOjlPbIM2lFJp1vQ7pa0\nox6b3Zz1dkL7GZuen8WxLU626kMn+afn69Rc3e2Vx7QIkEMRxTEb7RjbPbzof5JGRFlEVua4NRf7\nBVH/oixYjpa52XmTtzpvkZa7qxLMeydY7Ef8Fxrnnjnxz/JykM6zndoTvqgm/7zXn+xXUf6zp6rb\nr0+MsSgoixLXcqmWMh7NRg3Pc6i5NvWaR6NR31NbdhHZv1E12xq1LMvohAlpVmBsB+cAov7GGKI4\nJC0ScpNjOza2t3tzb2lKVpOHg2j//fj+0BQfC4vzMxe4Olvl9p9rnH+l0qI7H+cw9wAURclmO6Xd\nyWmH1UR/K+yx1c3Z6FSLrVdR95wd6TrbE/zq4xOz9UE6qMiLaBEg+7bzovflN87wruunBhe9PM9Z\n3+rSK22cQ4j+D+vm6z0n6t8re9wOb7PUeZNb3beH3mau23Wuzl/hPSffx5n62V0T/7I0rG1l1YR/\ntZrwP9p8finRRt3u5/D3K/acqdMYsiF5u1yna7tYxqZp1ZmZqTZh1TyHmUYdzzu4TXkisj8H2Wxr\n1IwxdLpdwqSgV4Ln1Q4k6h8nIXGekJkMx3Wwh+y56uSdasL/8B5vbb49NOgCMO/N90t3XuVy8wp1\nZzLvaua9kq1Ozno7ZXMrJ8nXWF1P2Or22Ap7lHtM23l6kn+qpbQdOThaBMi+7bzovXW/TaeT8LXv\nushmu0MY93BrDZwRB6ZfpZtvXmbc6t5iqbPEre6toSXkztTPMu+12Ew3cW2XTt5lNVnlbGOBbtTr\n5/E/jvLnvWef4G0bzp2uD0p0XlxocGJu+Em81+thFVVZN6uEeadBszUziPLPzLy4NbuIjM+d1fC5\nn0+CJE3pdGOSvKwKMzgO+ynuYowhSiLSXpXqY7sWtuc8EYDJy4y70b1BFZ/NbGPoY3m2x5XmlUHN\n/hO1Z3enPUzGGOK0muhvdnI2Oxkb7YytTo+tbo8webVo/nbazuNuuI8n/KeUtiOHRIsA2benL3I3\n766zeLEBdg23Nrro/+Oo/+MKP8+K+qdFyq3u2yx1lrgd3hraHn6hcW6Q6nOidpKfe/AR2klIstUk\nD1t8vFvwkc7bdKLn1+Q/sV2Tvx/lXzhdx3WGT9zzPMcuLTAWTgknG7PMzs1Q82xF+UWOoCsLs4M7\nANufH7TSlHx85RPcC1e4NHuRX3PxvS9Mi6mi/iFh0qMwFq5bw9tHafzHE/+4KrQwiPg/Lkf8KF0d\npPisRCuUDK90dq5xnquzV7k2e41zM+dfuZTyQSnLau/WZidnq7s92X/853nBnmEaNeepTbiPo/on\nZmtK25Gx0yJA9m37olcUPYpej5Nz89ju6Cb/u+r6PyPXPykS3u68xVLnTZajZUqz+wJ0fuYCi61F\nbswt0vJabLRz7iwn/MLqQ956cJ721gV4ooDpkwuAumdz4Wx9MOm/cLZBs/HsC1gvz6vOuwV4lsXZ\n5jzNmToNRflF9uTpHPzf8Y3vHPlzPC/P/1Wabe3Vx1c+wUfufgyApc23APiaS79613HGGMIwIkp7\npHm/oZdTe+kLvzEln1n/9KDZ4rtOvZs4TaqIv8mw+xP/7eBLN+9yJ1xmOaqi/cMKKgDMuXODSP+v\nuPQOsu6rTa73I89LNvsT/Gqi3xtE99vdnFfM2mF+tlbl57caTzTLWnztNGmU6pwuE02LANm3X/sr\nz9PudLjzKOad18/hXzn427c7o/7GAdcb3s036kW81b3JUnuJe/9/e3ceXFl63vf9e7Z77o4djQYa\n3T2NmTnDTTPkDCluEklLLkrxImf5065IsqKKyo6TOHHKjkpK5Y8oViVWOU5ip2xHsR3ZFStaHEaR\ntcRUKIqiyBnOyuHM7ekVQGPfL+56ljd/nIuLtXf0coHfhzUELnCXc4DGe5/nPc/7vPVbR848jefG\nuVSa4mzmItUNl/npJr+3XGVhdYVWe+/998+s7fTk3128m2Ww7/Y7Ie5szEVksBOLnOcxmOujkM+S\n9TO33YRLRO7dwRr8UinLS5cGH+lrwO3r/O+22dZxmKvN3/F2rV6n3gxphwnY7gMv8n1r7U1eXf42\nUTviSnKZje11PjLysW6Nf5REzG7PdGf719prRz6Pa7lM5Ce6gX9/pr87bubcHG0Ot11+UMYYGs24\nE+h3ZvWru0H/3Ro0HOTYFgOlPTvh7umfP1BKd14/SjHn0W7ceW2YyJOmJEAemDGGjc0q282Ilz88\nyctw7BuJ1Bo1mlGDsFvrf3iWvRZuc237GlerV5mvzx3qKmFhMZ6bYMS+gL09xtq0xasrLTaqy3d8\n7WLe5eywz9mRLM9e7KeYMXje7S+5G2MIwwgTxniWQ97L0FcYIJ/PaZZf5BE5WI54Y2Hr2JOAp63O\nf7xwtnsFYOd2o9Gk1mjRasfgeDiOh/OA1YQ7pT431q7TbrawvbSrz4bZZK291q3rn2/MHVlaCTDs\nj3S6+JznbO4sjn18JT5JYtiqHQ7wH7RsJ+c7+zbI2gn2h8pZynmV7cjJpSRAHshWdZtqrY3t+XiZ\n4/1nFEUh240q7aSNdcQCM0g7S1yrXuVq9SoLjflDz2Fj02+fxa+PU1sYfTfkrgAAIABJREFU4voK\nXEkAjn7z9ty0J//O4t2xkSyl/O559fXn2dzYP1tljKHdbEFkyHoeBS9DX38/xUJetfwij8nBGvyL\nY/fWK/5hXuNR1Pnfj0+ffRmA6c1ZBt0hLthTrG+3sR0P5wHbesZxTL2xzRtrr7PSWmakMMpQcZi5\ncI5W0qYdttkMN3ln4+0jH59380zmz3O+mPbsz7m5Bz4/SNss7w3sd4P96L7Ldix2ynb2luzsLsjN\nZxUKyemkf/lyX+qNBpvVBsbO4Bzzot9Gs0a9XSciws14h3pJb7Y3u4H/UnPx0OMtY5NpnqG1PEpt\neZhafPs3w6G+DGPDfre0Z7j/7rM9xhia9Tqe6XTq8bIMjg5RLBY0yy/yhByswf+hT55ndXX7kb7G\no6jzvxc7Nf7NdsQFe4oLw8EdO6HdTRi2qbfqtJM2CTGXa5d5d/tdQhNyrXkdx3LYjo7+WTqWw3h+\nnMn8eSaL5xnMDN7XOJhebYjZbNS4NVdNg/3t3dn9+gN02xks+Qz27em00wny71S2I3KaKQmQe9Ju\nt9nYqhMaC8fNclwhbxzH3d18LdfCzuyv9V9vrXO1epVr1austI4o30ls4o0R4rUzxBuj1JPD/6Tz\nWWf/4t0hHz9z90vTYRQRtZpkLBe/lGPI9RmYPEM2+/h2OxaROztYg/8oSjceR53/7ewE/pGJmF/c\nwnEz2PaDz/g3Ww2aYYN20sZYBsd12YjXeW3lNW7WbqS7+d7GoD/U7eJzNjeOa985hIj3dNs5PKP/\nIN12bAZLPkN9uT01+umsfrmQ6YlN2USeJkoCetij2plyf/u5MZ71n6cdGVzP57iqOhvNGvWwQWTC\ndNbf3W0rt9ZaTQP/7austQ4vNDOx0wn8x0g2h2FP4O/YFqNDflrL3yntKd+mJ/9BzWYDK07wXY+c\n53GmWGZg4gKO4zAyUmJ5uXpMZy8ip8XOeHpre45m1CLr+kwUx/nU2Cf45juLtx2/a/U6tUa6m6zj\nZsgUPbzO1dfEGF6vLLOwVmdsMM8ngpF9j937/TMDOV64UCCMW0RJCJ5NaLWYbc4y3antr91mtt+z\nPS4Wn+lu1lVwD5dBtcNkf5C/vRvsb9UizH122ynlXfqLHoMln5H+PMP9hW5rzZyvkEXkOOkvqoc9\nqp0pd9rPxXHCe8tX2Bxu8/HhTzz083Zn/ZMmOBZOp8PPTj/pDzau8MHWVWrJ5qHHmsgl3hglXjuT\nBv4mTUf6Sx5nh33GhrOMj2QZGfBxbtOTf9+xJDFhq4WTGLIZn4Lnc350nFKx9NDnKSKyY2c83Q5r\nbLdrFDNFrm3e4IOZDW681w+k47cxhk++MES90abVjjF36OrzemWZP/leWhJ5YyGdnHjlhdHu97/9\n7hzffHcaY8VU5mOq0TAjE1G3i89Sc+m2x+tYDr7t8+H+j/DK8CexsKg3YzbWQm5Ut/bN5m9sRzTu\nt2zHsegruPQVPQaLGcbPlChmXEYHigz15XAf9c6SItKlJKCHPaqOFdObM4RhjLEsLMtiuXX7N4x7\nsTvrH+FmXBxckiTh8tIs769fZiG6SeQcPnYTep3Af4xka4is5zIxnOXseb9T1pMld4ee/DsSY0ii\nEJPE2EDO9Shk8wwMj5HLPtziNRGRO9lp3xnG4e5HD2a354nCPEkcY4zhvetLTE2UcBwX27vzW/PC\n2v4mBfOrNeqNGq24le6Ivj6PKW8TZ1eJsqt8M1onmT56k8P+zAAFp8BGrQHNMnEjR9lMMDdb5n+v\nzrKxHRLdb9mOb9Nf9CgXHPqLXtpis+QzVMoxPFDCc3cTm+PuKCci905JQA972I4VB8uJXpwqU2+E\nlO0hsG526/5H/BHeXH29u2HMi4MvYd1ld8p0wVmNVtICx6IVGeaWG1xdn2WudYN69hZWprORzJ44\n3rQzxOtnSNbHGPLGODucZ/yjPmMjWQZKt+/Jv1cURZAkQIIDFDMZSn0DFLJ5sr5adYrI47PTztO1\nPZpxG8dyiKKYAbuf2QRs18cCJs4M3PMi37HBPFdvrZEkLYwVky/YrEWrzDXmmKnPcLN0g1bpNp3Q\n8CkmY3iNEaKNIaqbHgsHynbWgdt1UoN0z5RS3qWv5KXBftGhnHcYKGYYKvnkfZ+MmyHr5zTeijzF\nlAT0sIftWPGNt+f5N6/PELZbvP2BYb16jk99+CwfH34Z23a6Qb8xhtdWXgVgevsmAC8NHS4PiuOY\njeoG8+srLG60WFqPmFupM1+fo5mbwxlYxPJb4O/fg9e0fZzqWYasC1zsH2f8Q3lGB++tm0MURWAS\nHBssk+BaFv25HIVskWwmS9bXIl4ReTySJCEMQ1rtkChOiGLDRfdZNorbLDSXCE1E1s1yJneGjw28\nxBv+yr66/rs9d62+TTtuce5swkeaGeZaG5jcGlf97/LNq4uH9kgBMMbCbPcRb44Qbw7RqPWxdYdd\n0He4jtUN8vtLacDfV3Qp5mxKWZcPpjdZ2Wwz1p/lky+M4/u+An6RHqMkoIc9TMeKdrtN5cYirWYL\n283gOBZLGy0ALMveF+T/3q3f2ffYvfWkSZJwa2mNm8tb3FppsLIVMb9Sg8IazuBCGviPhof+odlR\nnkEzyaXiFC+cn6SYv3unizhJMHGEY4Pr2Fgmpuh75LNlPNsj72fJZPwH+nmIiBwljmOSJCYMY+Ik\nLd1JkrTzTWJM+jFJv5ZgsG0H1/UAGyywnATb9XBdj/HsxL4rqXvr+I/SajVphulmiQ3L51Zziaub\nN5mpzbDCHLEfQgI09j8uaeRJtoaJN4dJtgb3NU/YK+fb9Je8NNjv/NdXTD9mM2Big42FYzs4lotn\nufh+ljevrPPu9QiwWVyrkctu3fVcjpIYwzfeusXVmY0jFziLyKOlJOAUabdb1Ootmu2Y19feYr1/\nlqjpkaleANJLzEcZzY52rwDEoUOyMczvzl5jenmb+ZUmzXYCVoLdt4IzsEjmxSUs93CbuSwlLuYv\n8ZHh5xnNjd5x1sgAcRRiGYPrWri2he9a5PN5Mk6GjOORzeTIZDIP/4MRkRMnSRKSJCGOY+I42RfA\nJ8ZgDBjS25DeTjeg6nzPpDvTYgGWg23b2HYavL+5+gbvbrwLQKF5HnfrAmcHC0cGsW+uvsHXF/+Q\nKIlwbJdrc1tkqhf3Bb3GJLy19iYLtXnycR/D1kVWq00ur82wFq0QuVvE2TWMf3SJjolckq0h4s0h\nks1hTHtnLDc42TZuto6bbXFuYIDnR891A30/k55PFEWYxODg4FoOju3iuxkyhaPLJw+uSTh4+169\nXlnmtcoSUWyOXOAsIo+WkoATLEkS6vUGzXZEO0yIsfC8DG9tvs0b629gMuCORpTLWT7S9+Khy9Fx\nkrCw1qCxeJZ45uMsrbZp1FxuEgFLYMfYfSt45xZwBpawnMNdIvq9AZ4tP8ul0hRD/tBtA/84iTFR\njOOA6zhp4O+5ZByPd1beY7m5yoWB83zuzKew77IeQUSOjzEG0ykY3/k8DaYTEmOwLKtbXJIkphts\nG2PSoNrsBt0cWbDCvnr0nSFi79eSxOx+vfN/BjCdIL17XwP1dovV1RrGAgsby7awbacbwB9i7X60\nDnzpqLYDO0F9PaoTGwPhAtlalZsLF4HDQey7G+9Sj9IgOY5bvF/7HoW5ASozG1yf3ySfsbi2tsjK\nVoO4VcL42zh9X8Mur2CXNrDso0p8wNT6iDeHsaojlO1h+ks+/SMe/c/slu+Uii4fbL3PaqvGkD/E\nC/0BJk6IowQbgxVaeLZLKVO+rwmVscF8N2jfuf0gjiuZkKeL2fPHu/fzo++zd2wh/cdtpVn4zt+6\nBZ2/z/3xw86YYHX/L/2a1flk93HdR6TftzrPa6W3O+vU76/N1QmhJOCEiKKIRrNJO0wI44QkNkTG\n4HY2lrE92HkL3CnnsYBC1uXscMzL4yNs1trMLG0zs7jNzNI2cys1wjjZ8you2BFO/zL2wCJO//KR\ngX/RLVJwi1woXuDl4VcO/eFGYQjG4HRm+F3Hwsu62Hi4Vhr4ZxyPfLbAtxZf583N7wJwa2Eex3H4\n7PgnH8FPUOR0qdVqLCyv7/ta0pkBxxg6E+SYvW+00HkHtTtvpgeTegvbtu/aOOCOjooZ7ANf3jkm\n+8CxAW4mi+c/uvfzpeYSUZLW0RtjwIqJM2lb450gNooT1qst1raarM3006xmSZo54mYO08qzbdL6\nndXNJlamgV1exR5bIdO3euRVVADCLMVonGFnnIn8OYbPF+gveeSzTvf3kADfu7bG9aVtRlo5gkIf\nz+ae4/nc8zi2gxu5ZNwMfi53+6ToHuxMGN3reobbGRvMM7u8ve92r0uSBGMMURQRx7vrLXaCXIud\nfzcHAt2db1oWVidYhd1A99DnB1/YstLnP/j3etSd99zPmDtvsGd3Iumd4DnnJWSdqPOYnceZIyf4\nLKzuCx38fnqOaYRuW9aeY7A6wfn+/x61W7duKQmQ3tBut6g327y69Abz9UWGvWE+OvAinudjWS7Y\nYNtwu3md0ewoNzZmaFVztKoFWq0BvvPV16k2bvPm44Q4/ctkR5cwxSWMlRy6y0h2hKnSs/hZl+8t\nvU9iYq5Xr5Gz8zxffA63M8PveTZ+IYfjOMRhhINLxnHxHZ98Ln/ojWmnvd7tbovIg4niBJz9a2j2\n/vUd18aAJ81odhTXdmm1E5JGFlMv0d4co11vcTmM+cV//jpbtfaepOVAeYsdYZdXcfpWsPtWsHNH\nl/jYxsE2GXzHxfc8PvXMK7QaEautVTL+EuP9H9o3wWKM4e3LS7x1eQWMw8x0HS/K8pmPTR57EGVb\n1rGU7XwiGKFQyOxbE7B7tSlJy7FIg2qr87r77FyJsjj00e58TIPc7t0xJt1Ucv8McWo3MDbdRPZ+\nf3SWZWFbDiN9Pla0+566G+geDm4fV6B7HAb7S8Rhbxyr3J2SgKdYkiQ0my1aYUgUG6IoIUoMluXw\nzuY7fGf1OwBMM4vtekd27Emfx7C00WB2aZvppW1mlhyW1j62503KAPsTgGw+om9iDcoLVJ0FDAkH\nQ/8zuTGmSlNcKk5RzpQB+NbaNzoDaDqwbSdrjI2k34vaYRr0Wy6+5ZPvOxz0H7TTXm/vbRGRRy0x\nhq1am7Wtzoz+VpPVrRZrWx6rm58hPDRnElFvHdVpx2Dlq7j9y3gDq5j8BhwxkQKQc3KMZkd5aegT\nnMmd4YPNy6y2Vhnyh7Cx+O76OwDcqs4St0M+1PeRdCGy5eBZHrWtLBlnsPt8a9vJsQeXOzPdxiSd\nMqwkndHeU7axE6zvvLJtg2VbnYluC3vPVaQffvksH3+m1JlxTt87HNvBdjwc28Ky7H3rMXpFPp8j\nVzu685LI00JJwFPAGEO73abVDgmjtJwnjhJiwHG8bu9oy4WdHjoHN/Da27Fnq95mdikt6ZlZ2ubW\nco1WePsrXbZtMTqQYWgowR1aZsudYak1z9ahsB/Gc+NcKk1xqTRF1s5CkuA4Fg4xnmdzaWicudqt\n9E0iTBjzR/BiB9/JkO8bvu+B/NNnXwbSKwDjhbPd2yIiR0lMcs/7moTRbtnO6lazE/A3mNvYZLtm\nMMn9BdD5rJ3W4pdjrNIKTX+RDeZpm3RPlIOVTgW3yGRhkvOF85wrnCPr7N+88EP9HwYgimNeXflj\nklY6jtuOTdNuM9o3tu/+4yMNppd36+oPltfEcdwJ3tNAfm8Zys7YbFnpe4LdnU23cGwrDeS7t930\nPradBvWdjw+ScAwOlIgjzSyLPAlKAh6TnUC/2WoRxeksU5hELC9XiROD5expK2eDk9l/OX6ne8TO\nG9uIP8L09k2S2KK9nWN9bYh/8d5lZpe22dhu3/FYBko+E8N5oqjFcmMZa3AZBta4bpYxsdm3PMbC\nYiJ/jkulKc7nzlF087iujedY+H4Gz0s38EqShDiM+PTIx2lVI5abq1wcuMBnz33yoRby2patNQAi\ncs9enX9t374m7bZhzHme199fZmGtngarNqxvtQ6U7Rx0ODC1LYu+okdfwU03yCo4DPT5lMs2dWeZ\n+dYsM7UZZlqr6QMOPLlruYznJ5gsTDJZOM9AZuDIwDmJY+IoxrVcPDtD0SsSnHmehT2TPWdyZzod\nkGJMkg7aL14qk0QtltYbnB3O8/0fGsC1424A79gurmt3F0r3UhmKHN7g83Pfd1YtVeWhKAl4BMIw\npNlqEUbJvjIeuxvop4ztYXs+9xIiv7X2Jq8uv0rY8Hl3a4tyeJH1tZfY2EwwxmKOGFg79Djfc5gc\nLXJutMi5kTwDJWhYG3xj+m2mGzdIxja7K+V32NhM5M/xTP4il/ouUs4U8FybXNbHdtLUxBhD1I4w\n7QTPyeA7OfJ9ec6M9PFlyg/3AxQRuUc7ZTurW03Wt1q8sbjK0toFwkaGqJnhWhQC797z89l2ApkG\nlt/C9pr053y+9OyLFAoWhZyF57tYlsVae42Z7Wkq9WnmlueIzdFXW4tukefKzzNZmORsbhzHPrza\nYmcSxbFcPNsla2fJ5DIYk3RqyeFTQy9S366z2FyinbRYbS1Qqb7JZ8ZfxnMzOJ2xeXJs8NDzy8nw\njbfn+eobtwC4PLsB8MB7BYmAkoAHsrPyv9VuE8cxUZwusouTdOMYy3JwXDddpGuB7d1+ke6d1Jth\nt6TnjZkam+sfIYnSX9lyt1RndxbAtuDMYJ7J0WI38B/uy9JsNVhqLHC5+l2+vnx9t3Qot+fRiUUx\nHuHT5z/Ks+WL9OWLZDKZfbNEYTvERIaM7ZFxfQrlQveNR0TkUQmjhLVqc099/m4Jz3q1RZzsnXLP\ncLcR13NtxocKDJZ9BstZhspZBss+fQWPX33995nnPXZ6Exa9gMnJLPWozs3aDDPrM8zUp7ttPw/K\nO3nKXplaVCNjZ7Atm/5MP+cKk937JMbQbjYhMvhOutFhodiH5zrpZoiug5/J4LpudwweGSnxZecL\n/PHcq3z91h9DCLONW/i+r6ulp8Tscu2Ot0Xul5KAu9iZ1W+HSRroxyad1bcdbMfBtjs/wk5Hngct\nfInihIXVejfon1naZnWrueceh3fULRcyTI4UmTyTBv0TwwUynoMxhnqzzkL9Ft+ZucyN+nVWWyuH\nXzSxSZo5TOjitUb5wec+wysXznS/HUcRRAbX8cjYGQbyfdqcS0SOnTGGRivqLLxtdmf1VzuB/1bt\nziWOB1kWZPMxfUWXC0Mj1JsRs8s1XMfGcSw++5ExXnlhlFarRStqECURUVKjkRieHXyOjaUmkbeF\nZRzcfItfvf4vWWktH/lajuVwNjfeqeufZMgf4o8Wv05Un+ue20pzCRNewrUsfNfD93z6B4bJ5fL3\nXY6jjmmn17mRQvcKwM5tkYehJKDDGEOz1aLVahPFhjA2xFGCsWxcz7un1pv381rr1RZXF6q8f22V\n6aVt5ldrRPHtq1M916a/35AtN5gcLfL5Sx+lv5jd95y1Ro2bm7Nc3r7M9foN1tuHy4M822OqfJGP\nDAW8f2uZy/H74EFuYBXTN0fcHMS10z79Wb9Etpw99BwiIvcrSQybtfaBTjtN1joLc5vt+2vT7XvO\nnpn89ONgOculyQGI4n29zxNjePV788wurzPcl+H8WVjcmgfHxnUcEge+d3WTW9UlyK+TG1pnI1nE\nWDGzCdDa/9oFt0DOyTGWHeNTA5/Ecz0uVytUNt9lJDfEeHGYxcY8RDFYNs+WL/DCxCVc9+HfctUx\n7fT63Pelv+u9awJEHsapTAKOqtmPjcF23N1OPA64x1Tp0mxHzC7Vdmf5l7ep3a4nP2mJznB/rlvW\nMzla5MxgPu1tvIcxhlp9m1uNmTTwr91gM9w49Hy+4xMMTPGhwYCp/ou4nasXM9VbDEQOmHRxWLVV\nZXxQ9YUi8mDCKDkiyE8/3zhUtnN3pby3r1xnsJxlsJR+LGTdI2fRB/tzrKxUqTfqtOM2kYmIk4gL\n5y2mLo3ueYxNM25wY2uWtxeusNi+hck2OaLSkqyd5Vx+ggvFSdpJi8rWFSzLYiVcYtmehwTe336P\nOIyZ35rj02df4Qvjn2ElWut2NTuunc7VMe30si1LawDkWJ3oJCCKIprNFmEUpzP78W6f/YM1+8fV\ngThODEvr+8t6ltcbd+hAke7amwb7pU4tf4Fs5uhfTZIk1OrbTDducmX7A67Xb1ANtw7dL+dkeWHw\nOT40FPBM+Xx3MVrYapMQk3E8JnMTzGcXu2+KFwbOP/T5i8jJZYyh1oxYr+4J8vfU6G/Vbz+5cRTH\nthgo+WmAX8p2Z/UHOkF/5h5mYpIkodVu0o7axCaibW2xVt3G8Vxs18bCwu2UU8YmZrG+yExtmpna\nDEvNxd0n2jvkGouJ/Fkulia51HeRC/0T3aYIv3vjqzhOOmaaxDC3Podt2SQtQyaTwfZtqlaNLz/z\nQ/f1s7hX6pgmIsflRCQBcRzTaDYJozid2Y8NcWwwloXret1gf2+f/eOyVWszvbTN7FKV6U5P/jA6\neiMYSN/0xocLZFyblr+E37/JSxfP8Ynh57Es+1Ar0BcHXyJJEr41902ubl9lrVGjTpXIbh567ryb\nYyQ3TNbx8R0fz/bYbGwRZyNc2yHjZBgs9uN56U/hi6XPk83lNKMkIl1xYtiqtfYF+at7FuTeac+R\no2QzTqdUx+/M6O/O5vcVMvvKdu56bHFEs9kgNBGxiYlNRGISHNfB7iQMtu/i+RkS4J2rq8xVV7AK\n60S5VW7VZwmToxMVu53HbQ7itYb53LMf5tMfmjjyfkP+INeXb3Q2vbIIRp/HsiwWw3TNgDGGRtjk\n1z74yrFfBXjaqGWlSG/rqSRg7w66cTfYTzCWhe143UW6x1nKs1c7jLm1slvWM7u0zeZdFqwNlbPd\nTj3nR4uMDeV584MVvjbzLdrla5jE8Edzszi2xUtDn+CttTd5beVVTGK4snyZmxs3WG4vs9BawGAO\nXbIwbY8BzvFjL30/q411Xlt8ndXqKrV2naKXZ8Yv0pct87mJTx06Ns0oiZxes0vbfO/GBmtbrc5G\nWWmQv7F9/2U75UImDfJLWQb2BPtDZZ+cf3TZzp3szO6HcUic7AT8cbqHyp6OOQ4uB4f6ZtTkWvUq\nb81/wEL7FibbSPc+2d5/P9/2uVie5PnBKZ4pX+DKjRaLa3XOnM/zcjCy775hq41DuunhF8c/y0Cu\n/8jJk7naPI2wya3aPBZ0a/dP6jirlpUiva0nkoCFxVUWlrZJIN1KvFO3jwOPqkNlYgwrG01mlqrd\noH9xrc6d3huzGWdfHf/kaJF89vC1h/m1Gu3CDLFbx0ocwshhqblEGLa5sXadaqNKmzYhIavVw4t7\nTWIRLY0Sb43ghQNQyjKeGeO9hfexQsABL+uBY+H5HvP1hWP8yYjISfA3/8G37/m+O2U73Zn87kLc\ntIzHcx98pjuOY5rtJlG3fj8moTO77zjggIWNe5uizcQkLDUX0026atMsNhbTCRM4VOIzXjjDVN8z\nPDd4ifHi2L4Z+lde2HNXYwhbbTzLwz9wBRXgs7nDQf1OoP9rH3xl3zZjJ7l7j1pWivS2nkgC2hE4\nmeyhGZ/jtN0Imd1Txz+7vH3HbhW2ZTE2lN8X8A/1Ze/pUmhUniZuVEkISZImJBHbjW1+Y/rXuFa/\nRkR06DEWVvq2lhiIXEyriNkqEWNxbmKQiYGzPNd8joVwmUwY0W6HeE76pqXuESJyN9mMs28B7t7P\ny/n7K9u5nTiOaLZbhJ2AP0liEhscx8Z2bcA6cnb/oK32FjP1aWa2p5mtz9JOjr4ia4U5vOYQmXCE\nzzzzAp/50Lk7HFsMYWfzQ9enUB56oH1QTlP3HrWsFOltPZEEHLcoTpjbU9Yzs7TNerV1x8f0FzOc\n6wT750dLjA8XHmj2K45jnOwamZpD29jYnsHYIe9uf/fQffNOnpHsKBnHY6m+RKNdJwktLJMhW44p\nmnEKZxcYmprlm/MJnxr7OAC3tudoRi2yrs9EcVy1/iJyyF/6kecIQ9NdkJvPHt/bgTGGdmexbtQp\n5YmTGGObdAMs18K6x4AfoB23mavfShf01mfYaB/uggaQsTM8O3gBBw/L2Jh6Gc+ZYGzwcIkP7O6F\nknF8SpkC+VL+Ic/8dHXvUctKkd524pMAYwxr1VYa7C9uM7NUZX61fsea14xnMzFc5PyZ3Z13y/kH\n3x2g3W7TDOvUwhrX69eYC+do+dtH3nfIH2aqNMWl0hSLjQXeWn4TK05ITEjW9env6wPgBybSS89f\nv3WD65twffMGcHJrT0XkeH35+yeZnj9619t7lSQJYdjaF+wnSUyCwXbt7kx62qHn3t9uEpOw0lzu\nlvgsNBZIONxwwcLiTG6ES+WLBMPPMlE8y5X6Ff6/a9+k3oiI4ltMFeDl4LPddQQ7M/5p4N9Hvvzw\ngf9ep2mtlVpWivS2E5cENFoRs8vbTC+mC3dnlrepNw+X1+ywgNGBHJNnSt2yntH+3ANf+jYm4Y3l\n17lVnaU/08/F4kVuNqe5UbvOdG06Xdx2QMktUfCKnM+fJ+/mWWmuMLt+k83WBhnHJZP3yFOg4OY5\nWzzTnV36jSu/te95TnLtqYg8We12m3bYTDvzJGlXHmMZbMfuts+8n9n9g7bD7W7rztn6DM34cAc0\ngKJb5GJxkucGL/Hs4CVy7v4NDeeqi9QbEbXOuH95+RavvrfAy5eGyTgZCm6RwkDhvhcrS5qc/cn8\nd/Zd5TipnY9EToOeTgLiJGFhrcHMUrVbz7+8cfQbx45SzuuW9UyOFjk3UsTPPNxqgyRJaLQatOMW\nb6+9xdvrbxLZMe1am6+tfm13kdoeY7kxPjL6IWq1JlerV4iikHeW3gYMBbfAen6Fyb4JNmtpXb8F\nvHzmpX0zTKep9lREHo84jmi1W0RJmM70m4iEGGyru+OthY3zkLurhEnIXH2uE/hPs95eP/J+ruVy\nLj/BM6VJguHnGCkM3TGAHy+d4bW4gokTkjDBqxdYW4azL59V4P8hWS+qAAAU1klEQVSQ/mT+O3z9\n1h8DJ7/zkchp0DNJgDHplvN76/jnlmuE8e178rtO2pN/ZyOu82eK9BUyD/1GYIyh1W7SCpuESUhs\nYppWi5u1G7y+9R22zXbaku6A8dw4lzqlPkWvSLkvx1e++9skrTg9Jg9s2yaXy2IBWdfnByY+e9va\n0sdde6pZIJGTwxhDvVFL23Du6blvbHAcB9uxwQG787/jeL3V1kq3xGeuMUdijh6/R/wRzhfP8Wz5\nIlPDF3Gde3uriqOIV4Y/yrvOMu/X5ygwTLZ9kUvjw0oAjsHBq826+izS23oiCfiHX3mPa3NbVO+y\nG+VwX3Zft56xoTyOfTxBaqvVpBk2CU1IbCIsx6ZhGlyvXePq1hXmG/NHzvjnnTyvDH+SS6Up8m5a\nexqGEaadkDM+z/Q/w1qyhoUhm/hYltVtLzdRHL/jLMvjrj3VLJDIybG1XaVmap2uPHTm9o+3B1s9\nqnWC/vS/Rnz0GoSCW+BcboKLpfM8P/gMA8X+e36NOIoghqzj0+eXmBwd4ae/8GO7m1g9rwWrx0VX\nn0VOlp5IAt66snroaznf3RfwnxspHmt3i52gPzIhURKBa+O6DtvhNte2r3K1eoWFxuH++zY2OTdH\nO26TsTPknByO5ZAxHkk7JmP79Of7cRyXcrHAx8ofJZexWY3WOJsfA8swX1t8KrtKaBZI5GSxj2mS\nZEeURMw35rqz/autw2M3pCU+Z3PjnMuNc6l8gYnyKNlc9sj7HiWJIkwMfifwz/r7H6sFq4/Gaep8\nJHIa9EQS4NhH9OQvZ4/18m4cRzSaDdpJizCJwLVwXQewqLXrXNtIA/+l5tLh47MczhfOc6n0LBeL\nF3l15dvM1+dI4oSkHbNaXeFTg58mk9ntMBRFIY5pM3Gmn0n788d2Ho+SZoFEZC9jDOvtNWZqM0zX\nppmr3zqy+QHAsD/MucJ5xv0xzpfGKfpZcvl7H8d32nn6rk8+008umzvOUyExZvfqQafd5b3s+3Ka\nnKbORyKnQU8kAX/nr36GevP2tf8PIg3667STNlESkez0r3bSVnbrrXWurl/hWvUqK62VQ493LZcL\nxQtcKk1xoXCRjJMG+MYY+ihzqzWD7di4uSwXBi92EwBjDEnUYrCcY2x0kOXl6rGe16OkWSARaUQN\npuszfHfhCqvxHJF1dDOGnJNnsjDJufwk45kx+vNFPNfm/ekqr97a5MxgyMvB/hl8YxLeXH6Xpfoy\no/kRPjb4AlbEI2vnudc33p7nq2/cAuhugHUcVxO0lkpEnlY9kQSkm3I9XBLQ7eATpXX9iWXSbeAd\ncHCxjWG1tcq16lWuVa+y1l47fBy2x8XiRS4VpzhfvIBn724jH4YRLg5ZO8sPTn6R/uIAS80lRrOj\nvDj4EgBxHJKxDcOjAz25SE2zQCKnT2xiFurzzNTTEp/l5vLuN/cMY7ZlM56bYLIwyWThPH1OCc+1\nyWVc8vkclmXx2vtLfOv99PHXF9IJkFdeGO0+x5vL7/Lq/Gsk7YQb1k0yiceXnvn8YxkvZ5drd7z9\noLSWSkSeVj2RBDwIYwzNVoNW1Op28HE8B9uzu32sjTGstJa5Wr3K1a0rbIabh57Ht30uFi8yVXqW\nc4VJXHv3RxYnCUQJvu3Tl+vDdXeTgpeGPrHveaJ2i/6ST7Hw6GayREQeljGGjfZGt3XnrfockTm6\nKYMdFnCbw5zJTPAjH/sYNg5WEpHNOBQLue7+ATsW1+pH3o7jGBMlLG4uYkUWfi4tE1qL1x/bhMm5\nkUL3CsDO7eOgtVQi8rQ6UUnA3g4+kYlwHBvbdfa1uDPGsNhc7M74b4Vbh54n62R5pniJqdIUE4Vz\nONbuG1mSJCRRTMbKUMiUyObvXJcaxzEOIWPD5W6PbRGRp0kzbjJbm+1u1rUdHV2mmHWynMtPYteH\nmJvJYMdZjDFMXizjWZDP2OQLfbd9nTOD+e4VAJMkDBc8nNBKN/DqL/Bc41kW2rvrrh7nuqOdDkJ7\n1wQcB62lEpGnVU9Hpa1Wi1bUIExCoiTuLua1sPDYnZVPTMJCY4Gr1bTGvxYdvsybc/JcKqWB/3h+\n4lDN5k65T87OUSgV72l2KgrbFLM2/X2DD3+yIiLH6PrmNN9efo+Z2jRLzaUjWxzb2Izlz3ZLfEb8\nESzLIgHeMQusbjU4O5TnMx+b7DRSuLOXpgaImyHL6yHnRwb5U688s6+N85Ncd/SoOgppLZWIPK16\nKgkIwzaN9k7Q3+ng4zjQWcy7V2IS5uq3uFq9yrXqtSP7UxfcYifwf5ax3NihwD+JY0xkyDg+5WwZ\nz8sceo6jxHGMbSJGBvL4Gf/BT1hE5BH5n9/5Z0d+vT/Tz2R+ksnieSbyE3j23q5mEbaVkM04fOnl\n84fKfY6y08ffdzKU/QH+/GdvH2ifxHVHJ/GcRORk6IkkYG1zldXtBsY2uJ3FvAeDfkgXsN2qzXK1\nepXr29doxoe7VpS8ElOlZ5kqTTGaPXNoRt8YQ9yO8GyPolckV7i/utCo3aJccCmXBu7vJEVEngDf\n9jlXOMe5wiTnC+cpeeV930+MwUQhGc+hXPb3tTq+nd3A36ecKR57O08REXl4PZEEtE0bxz/6UKMk\nYrY2w9XqVW5sX6eVtA7dp8/rY6qcBv7DncvZB8VRhJXY+I5PsTR035voRGGbrGcxOtp37BvwiIgc\nt3936kcxUYHR7OiRLSujqI3nWBQzHrn+8l1LIKMwxEqs7s69BzfwEhGRp0tPJAEHhUnIdG2aa9Ur\n3Ni+QZgc7lwxkBnozvgP+kNHvoEZY4jDiIztU8oMkHmA0p0kjnCIVfojIj3lM2df5trKxr6vJUkM\nSUw24zA4ULxruc/enXv7cyX8jAJ/EZFe0TNJQDtuc7N2k2vVK9zcvklkokP3GfKHmSpNcak0xaB/\n+8W4URxjR5BzcxRKww/Ugs4Yg4nalIs+xUL57g8QEXkKGSAO22Q8m1I+g58t3vH+SZKQhDG+7VP2\nj3/nXhEReTx6Ign4Vzd/m+vb00duRz+aHWWq9CyXSpfoy/Tf9jl2a/0z9GXKZAsP/sa1U/ozNNrf\nk5t+iYiAhUlCcr5DoVzCukMZ4961UiW3QKG/oLFPRKTHPfYkIAgCC/j7wItAE/ipSqVy7U6PuVK9\nvu/2WG6sG/gfXMR2UBSG2MYh62QpPECt/17GGIjbKv0RkZ7XVy4wEt1l/GyFuJZL3vUp9g1rvZOI\nyAnyJK4E/AXAr1Qqnw2C4PuBX+p87bYsLM7mx5kqTfFM8RJF714uVyf4ToaSP/hAtf4HRVFI3rMY\nGNTsv4icXGE7xDEOOddnqDSgTQ5FRE6oJzG6fx74HYBKpfKtIAheudsDfuaFnwDyd33iKAxxcMk7\nefLl47lcbYzBxC2GywWyWc3+i8jJsxP4Z12fgXzfPbUBFRGR3vYkkoAysLnndhQEgV2pVJLbPSDv\n5qgfXgcMHJz1HzrWN68oCsm6MDQyoNl/ETlRLCySVozvKPAXETmNnkQSsAWU9ty+YwKwo69//5WA\nqNXGszxyXo5CvnisQXra+afFYF+JQuHuVyAexshI6e536jEn8ZxA59VrTup5HZdyqcz3lU5mZ7OT\n+rvXefUWnZc87Z5EEvAN4M8CvxYEwaeBd+7lQZsbdeIkgSjBt7MUsgUc16PdgnarfmwH1+38M1Cm\nXo+p16vH9twHjYyUWF5+dM//JJzEcwKdV685yed1nE7qz0jn1Tt0Xr3lJJ/XafQkkoDfBP50EATf\n6Nz+ibs9IApjiFxKXoFcufBIDipJEkjaDPep9l9ERERETrbHngRUKhUD/Mz9PGZieIKt2uE9Ao5L\n1G5SyLn0l1X7LyIiIiInX0/0fntUgXkSRzhWzJmhEp7nPZLXEBERERF52vREEvAoRO0W/cUMxeLJ\nXBgnIiIiInI7py4JSOII1445O1LGcZwnfTgiIiIiIo/dqUoCNPsvIiIiInJKkgDN/ouIiIiI7Drx\nSYBm/0VERERE9juxScBO5x/N/ouIiIiI7HcikwDN/ouIiIiI3N6JSgI0+y8iIiIicncnJgnQ7L+I\niIiIyL3p+SRAs/8iIiIiIvenp5MAzf6LiIiIiNy/nkwCNPsvIiIiIvLgei4J0Oy/iIiIiMjD6Zkk\nQLP/IiIiIiLHoyeSgCRuU845mv0XERERETkG9pM+gHtxYXKMYrHwpA9DRERERORE6IkkwLKsJ30I\nIiIiIiInRk8kASIiIiIicnyUBIiIiIiInDJKAkREREREThklASIiIiIip4ySABERERGRU0ZJgIiI\niIjIKaMkQERERETklFESICIiIiJyyigJEBERERE5ZZQEiIiIiIicMkoCREREREROGSUBIiIiIiKn\njJIAEREREZFTRkmAiIiIiMgpoyRAREREROSUURIgIiIiInLKKAkQERERETlllASIiIiIiJwySgJE\nRERERE4ZJQEiIiIiIqeMkgARERERkVNGSYCIiIiIyCmjJEBERERE5JRREiAiIiIicsooCRARERER\nOWWUBIiIiIiInDJKAkREREREThklASIiIiIip4ySABERERGRU0ZJgIiIiIjIKaMkQERERETklFES\nICIiIiJyyigJEBERERE5ZZQEiIiIiIicMkoCREREREROGSUBIiIiIiKnjJIAEREREZFTxn0SLxoE\nwSxwuXPzm5VK5WefxHGIiIiIiJxGjz0JCIJgCvhOpVL5scf92iIiIiIi8mSuBLwMnAuC4KtAHfjr\nlUrl8l0eIyIiIiIix+SRJgFBEPwk8J8CBrA6H/8K8AuVSuXXgyD4HPArwKce5XGIiIiIiMguyxjz\nWF8wCIIcEFUqlbBze6ZSqUw+1oMQERERETnFnkR3oP8K+E8AgiB4EZh5AscgIiIiInJqPYk1AX8b\n+JUgCP4MEAI//gSOQURERETk1Hrs5UAiIiIiIvJkabMwEREREZFTRkmAiIiIiMgpoyRAREREROSU\neRILg+9JEAQW8PeBF4Em8FOVSuXakz2qhxMEwfcDf7tSqXyps3PyPwES4LuVSuWvPNGDewBBELjA\nLwMXgQzw3wDfo/fPywb+ERCQnsd/CLTo8fPaEQTBKPAa8MNAzAk4ryAIvgNsdm5eB36Bk3FefxP4\n84BHOh7+IQ95Xhpbn34aW3uPxtXe8SjG1V71NF8J+AuAX6lUPgv8LeCXnvDxPJQgCP4G6eDnd770\nS8B/WalUvgDYQRD82BM7uAf3F4GVSqXyg8CPAP8TJ+O8/hxgKpXK54GfIx34TsJ57QQX/wvpbt1w\nAs4rCAIfoFKp/KnOf3+Zk3FeXwA+0xkDvwic53jOS2Pr009jaw/RuNo7HuG42pOe5iTg88DvAFQq\nlW8BrzzZw3loV4B/e8/tlyuVytc7n/9r0tmDXvOrpAM5gANEwCd6/bwqlcr/Bfx05+YFYJ0TcF4d\n/z3wD4A50l28T8J5vQgUgiD43SAI/t/OrPBJOK8vA98NguBfAV8BfovjOS+NrU8/ja29ReNq73hU\n42pPepqTgDK7l6EAos6lxJ5UqVR+k3Qg32Ht+bwK9D3eI3p4lUqlXqlUakEQlID/E/hZTsB5AVQq\nlSQIgn8C/D3gX3ACzisIgh8HliqVyu+zez57/6Z68rxIZ9/+u0ql8mXgZ4B/zgn4fQHDwMvAv8fu\neR3H70tj61NOY2vv0Ljacx7VuNqTnuaBfwso7bltVyqV5EkdzCOw91xKwMaTOpCHEQTBJPBV4J9W\nKpX/gxNyXgCVSuXHgeeBfwzk9nyrV8/rJ4A/HQTBH5DO8vwzYGTP93v1vC6TDuRUKpUPgFXgzJ7v\n9+p5rQK/W6lUokqlcpm0fn/vm9ODnpfG1h6gsbVnaFztLY9qXO1JT3MS8A3g3wIIguDTwDtP9nCO\n3etBEPxg5/MfBb5+pzs/jYIgOAP8LvBfVCqVf9r58hsn4Lz+YmfhEKQDRAy81qklhB49r0ql8oVK\npfKlSqXyJeBN4C8B/7rXf1/ATwJ/ByAIgnHSme7f6/XfF/BHpPXgO+dVAP7NMZyXxtannMbW3qFx\ntec8qnG1Jz213YGA3yTNrr/Ruf0TT/JgHoH/HPhHQRB4wHvArz3h43kQfwvoB34uCIKfBwzwHwP/\nY4+f128A/1sQBF8j/Rv5a8D7wD/u8fM6ykn4d/i/kv6+vk46W/rjpLM9Pf37qlQq/08QBD8QBMG3\nSS/D/wxwg4c/L42tTz+Nrb3tJPwb1Lh6CljGmCd9DCIiIiIi8hg9zeVAIiIiIiLyCCgJEBERERE5\nZZQEiIiIiIicMkoCREREREROGSUBIiIiIiKnjJIAEREREZFTRkmAnEhBEJSDIPjNu9znlzu7ct7p\nPn+wZ9OXo75/IQiC67f53m8FQTAWBMG/HwTBL3e+dj0IgvP3cg4iIk8bja0iJ4eSADmpBkm3cL+T\nL5FuFvKwjtxso1Kp/NlKpbJwDM8vIvK00NgqckI8zTsGizyM/wEYD4Lg14H/G/jPSHc9/A7wHwF/\nFRgHfjsIgh8Afhj460AWyAE/ValU/ugeXysXBMG/BALgCvCXK5XKZmcW6wt3fqiISE/R2CpyQuhK\ngJxUfw2YA34e+FngByqVyotAHfj5SqXyi53v/yiwAfw08GcqlcrHgV8E/sZ9vNYo8HcrlcpLwNXO\na8JtZrFERHqYxlaRE0JJgJxkFvBF4CuVSmWj87V/CPzQ3vtUKhUD/DvAjwRB8F8DPw4U7+N13q9U\nKt/sfP4rndfceX0RkZNGY6vICaAkQE46i/1vGBYHyuCCICgArwIXga8Bf4/7e5OJDjx/+CAHKiLS\nQzS2ivQ4JQFyUkWAQ/rG8+eCIOjvfP0/AL665z4u8DwQVyqVXwD+gPQytnMfr/XhIAh2Fsr9JPD7\nD3nsIiJPK42tIieEkgA5qRaBaeDvAv8t8IdBEHwP6AN+rnOf3wJ+m7Ru9c0gCCqki9uqwIXOfe6l\n9vQD4OeDIHgbGO683u0eq1pWEellGltFTgjLGP3diIiIiIicJmoRKnIXQRBcAn6d/TNNVuf2T1Uq\nldefyIGJiPQwja0iT5auBIiIiIiInDJaEyAiIiIicsooCRAREREROWWUBIiIiIiInDJKAkRERERE\nThklASIiIiIip4ySABERERGRU+b/B0jEtf+6p8DcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd8fee48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\",\n",
    "           col=\"time\", row=\"sex\", data=tips) # 设置col、row参数，条件于第五个变量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 设置图表的大小、形状"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sns.regplot()和sns.lmplot()函数的区别\n",
    "+ lmplot() uses regplot() internally and takes most of its parameters  \n",
    "\n",
    "\n",
    "+ regplot() is an axes-level function, so it draws directly onto an axes (either the currently active axes or the one provided by the ax parameter)  \n",
    "    + regplot() can happily coexist in a figure with other kinds of plots and will follow the global matplotlib color cycle\n",
    "\n",
    "\n",
    "+ lmplot() is a figure-level function and creates its own figure, which is managed through a FacetGrid\n",
    "    + lmplot() needs to occupy an entire figure, and the size and color cycle are controlled through function parameters, ignoring the global defaults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xe5b1630>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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b8ZkUkKt4NDmdxDYyPPtoL6FQ66Kzyjc7rD28fzvKfPAVr8Vc2tO+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe0bae48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(5, 6))\n",
    "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips, ax=ax) # regplot()函数，为了设置图表的大小，需要创建一个figure对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xef44780>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MGaSUUn+rtf6kUuoDKoOJD3C11g8st3Gt9XPLPcdaMJkiaHIBxVdee5+BeJR/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\nRFK3SCUlkUgkkrrl/wdEsHUKAXbVIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe1fc6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"day\", data=tips,\n",
    "           col_wrap=2, size=3) # size、aspect参数控制每个分面的高度、宽度（而非整个图表的大小）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0xf61d470>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Mzg9fPsrJwRgAPq+bR7au44pVxZc4FAuXZVmEooVXXNENi2deUvO1cpf3t/Lo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\n6OzW4koGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe0f2a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"day\", data=tips,\n",
    "           aspect=.5) # size是每个分面的高度，aspec*size是每个分面的宽度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 在其他情况下绘制回归线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 双变量分布图\n",
    "sns.jointplot()和kind=\"reg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0xfc816a0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DcRSLjVy8MzIhQgghLrC3pZuXDnYCcKJjGEB2vD1P13UGfQFiKiiW7JXxLqTp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfc81550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind=\"reg\") # sns.jointplot()中设置kind=\"reg\"，绘制回归线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多个变量相对于一个变量的回归线\n",
    "PairGrid对象 + map方法、sns.pairplot() + kind参数，注意同条件于其他变量的回归线相区别\n",
    "+ 条件于其他变量的回归线  \n",
    "展示在不同的第三变量水平下，两个变量之间关系的变化情况\n",
    "+ 多个变量相对于一个变量的回归线  \n",
    "展示不同的变量与某个变量之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0xe2150f0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SJJBZYr1fhGJOrf2+Prgyyk8+vEfWtHDrGo7jcPJgX8FzYvEEkUQWvcipJNOy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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfd7ba20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(tips, x_vars=[\"total_bill\", \"size\"], y_vars=[\"tip\"],\n",
    "             size=5, aspect=.8) # 生成PairGrid对象\n",
    "g.map(sns.regplot) # 使用PairGrid对象的map方法，效果与下面pairplot函数中设置kind参数相同"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x10fee3c8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pKtvFwDTSeHRFqvGKTanFX9rVduaLMf7q1DCGZePSVGzb5sTBgaqMJTcLkzB8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fee588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tips, x_vars=[\"total_bill\", \"size\"], y_vars=[\"tip\"],\n",
    "             size=5, aspect=.8, kind=\"reg\") # 设置x_vars，y_vars参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x11232eb8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mZtQzmJr19nL4wZW3l6V57sQNBzNNkjk3x0tXX+Hk0HjQ+962XXx5zxcJWwvv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Ygnq8aQeghE79E4KtdLznT3/uqWNczIXnJFzOobKa7/1jC6l1wUtyPUZXrJX7p7nF/TCaO1R0VE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\nERERCYBCm4iIiEgA/h86CxhAagvosQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114579e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tips, x_vars=[\"total_bill\", \"size\"], y_vars=[\"tip\"],\n",
    "             hue=\"smoker\", size=5, aspect=.8, kind=\"reg\") # pairplot也可以通过参数hue，绘制条件于其他变量的回归线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
