{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化数据集的分布\n",
    "单变量或双变量的分布的可视化问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 目录\n",
    "+ 绘制单变量分布图\n",
    "    + 直方图\n",
    "    + 核密度图\n",
    "        + 核密度图的绘制过程\n",
    "        + sns.kdeplot()\n",
    "            + shadow参数\n",
    "            + bw参数\n",
    "            + cut参数\n",
    "    + 拟合参数分布\n",
    "\n",
    "\n",
    "+ 绘制双变量分布图\n",
    "    + 散点图\n",
    "    + 六边形图\n",
    "    + 核密度图\n",
    "        + sns.kdeplot()\n",
    "        + 连续化核密度图\n",
    "    + JointGrid对象\n",
    "\n",
    "\n",
    "+ 可视化数据集的成对关系\n",
    "    + PairGrid对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats, integrate\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "np.random.seed(sum(map(ord, \"distributions\")))\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制单变量分布图\n",
    "sns.distplot()函数,默认同时绘制直方图(histogram)和核密度图(KDE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f053a64b908>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pW8Gpn0JESopc3NIHzYNMTvtZU+EiK2P5Z8mns4XpFbkws4glKXJxSweOdgCwoc5tcZLk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\nUJBb5Jn+PAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f053a63da58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(size=100)\n",
    "sns.distplot(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f05380b9f28>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAD4CAYAAAAjKGdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAADM9JREFUeJzt3X+IZfdZx/H3uoNMdmcso16SugZCqjwiC4bmHyum3WKb\nxJgSaVIVShSzxSqNKLWCUsSmgpWEmGJShBAhbUJLWirNpi1xbTDWKEgNrKjIk1ZCq7srO2km7WyW\n3WS76x9zB+6Oc+89c/fcOfPMfb/+mXt+fe/zPZf74cz3nh97Ll68iCSplu/rugBJ0tYZ3pJUkOEt\nSQUZ3pJUkOEtSQXNbcebLC+vDj2lZWlpHysrZ7ajjB3J/tv/We4/uA9G9b/XW9wzbLvOj7zn5vZ2\nXUKn7L/9n3Wzvg8m7X/n4S1J2jrDW5IKMrwlqSDDW5IKMrwlqSDDW5IKMrwlqSDDW5IKMrwlqaBt\nuTxeu8+zx4630s7iwjyrp89OvP2h6w60UodUjUfeklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRne\nklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRneklSQ\n4S1JBRneklSQ4S1JBRneklTQXJOVIuJe4Ib++h8DvgY8BuwFTgJ3Zua5aRUpSbrU2CPviHg7cDAz\n3wLcDHwc+Cjwicy8AfgGcNdUq5QkXaLJsMlXgff0X78C7AcOAUf6854C3tF6ZZKkocYOm2Tm94BX\n+5OHgS8DNw0Mk5wC3jiqjaWlfczN7R26vNdbbFTsblWx/4sL8zuirYr7bqPd0IfLNev7YJL+Nxrz\nBoiI21gL7xuBrw8s2jNu25WVM0OX9XqLLC+vNi1j16na/9XTZ1tpZ3Fh/rLaqrjvBlX9/Ns06/tg\nVP9HhXqjs00i4ibgw8DPZ+Z3gNMRcUV/8QHgxJaqlSRdliY/WL4BuA+4NTNf7s/+CnB7//XtwNPT\nKU+StJkmwya/DPww8NmIWJ/3a8AjEfF+4JvAJ6dTniRpM01+sHwYeHiTRe9svxxJUhNeYSlJBRne\nklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRneklSQ4S1JBRneklRQ44cxSDvRs8eO\nd10CAIeuO9B1CZoxHnlLUkGGtyQVZHhLUkGGtyQVZHhLUkGGtyQVZHhLUkGGtyQV5EU6xeyUi1J0\nqUk/l8WFeVZPn22tDi8Wmh0eeUtSQYa3JBVkeEtSQYa3JBVkeEtSQYa3JBVkeEtSQYa3JBVkeEtS\nQYa3JBVkeEtSQYa3JBVkeEtSQYa3JBXU6JawEXEQeBJ4IDMfiohHgeuBb/dXuS8zvzSdEiVJG40N\n74jYDzwIPLNh0R9m5henUpUkaaQmwybngFuAE1OuRZLU0Ngj78w8D5yPiI2L7o6IDwKngLsz86Vh\nbSwt7WNubu/Q9+j1FptVu0ttpf+LC/NTrKQbu7FPW9Fm/6t+l6rW3ZZJ+j/pY9AeA76dmcci4g+A\njwB3D1t5ZeXM0IZ6vUWWl1cnLKO+rfa/zUdm7QRtPwasmrb7X/G7ZAYM7/+oUJ8ovDNzcPz7CPCX\nk7QjSZrMRKcKRsTnI+La/uQh4N9bq0iSNFaTs02uB+4HrgFej4g7WDv75ImIOAOcBn59mkVKki7V\n5AfL51k7ut7o861XI0lqxCssJakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakg\nw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uS\nCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCprruoAqnj12fCrtLi7Ms3r67FTa\nlrR7eeQtSQUZ3pJUkOEtSQUZ3pJUkOEtSQU1OtskIg4CTwIPZOZDEXE18BiwFzgJ3JmZ56ZXpiRp\n0Ngj74jYDzwIPDMw+6PAJzLzBuAbwF3TKU+StJkmwybngFuAEwPzDgFH+q+fAt7RblmSpFHGDptk\n5nngfEQMzt4/MExyCnjjqDaWlvYxN7d36PJeb3F8pR1bXJgv2XYF9r+9/lf4Lm2mat1tmaT/bVxh\nuWfcCisrZ4Yu6/UWWV5ebaGM6ZrWVZCzfoWl/W+3/xW+SxtVyYBpGdX/UaE+6dkmpyPiiv7rA1w6\npCJJmrJJw/srwO3917cDT7dTjiSpibHDJhFxPXA/cA3wekTcAbwXeDQi3g98E/jkNIuUJF2qyQ+W\nz7N2dslG72y9GklSI15hKUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6S\nVJDhLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVJDh\nLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVJDhLUkFGd6SVNBc1wU08eyx412XIEk7ikfeklSQ4S1J\nBRneklSQ4S1JBRneklTQRGebRMQh4HPAf/Rn/Vtm/nZbRUmSRrucUwX/PjPvaK0SSVJjDptIUkGX\nc+T9kxFxBPhB4J7M/NthKy4t7WNubu/Qhnq9xZFvtLgwP2mNJez2/o1j/9vr/7jv0k5Vte62TNL/\nScP768A9wGeBa4G/i4gfy8zXNlt5ZeXM0IZ6vUWWl1dHvtnq6bMTlrnzLS7M7+r+jWP/2+3/uO/S\nTtQkA3azUf0fFeoThXdmHgee6E/+V0T8L3AAeHGS9iRJWzPRmHdEvDciPtR/fRVwJeANSCRpm0w6\nbHIE+HRE3AZ8P/Bbw4ZMJEntm3TYZBV4V8u1SJIa8lRBSSrI8JakggxvSSqoxJN0JDWzE546dei6\nA12XMBM88pakggxvSSrI8JakggxvSSrI8JakggxvSSrI8JakggxvSSrIi3QktWqrFwpN64Ecu/1i\nIY+8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8Jakgw1uSCjK8\nJakgw1uSCjK8JamgEuF95LkXOfLci62002TesPd//OgLQ9cf187jR1/YdPozR3PT92pa06j5g8s3\nzt+47fq8wfnrNTbZbmMbm9Wx/nd9Px557kU+czRH7ttR7Qyu/6mn8//NG2xjsK1PPZ2b9m2YYftx\no8E+bOzTsP2//vlv1ubGGjerZ5RRn9uk2mpnq21Pumwn+KNH/nkq7ZZ4GMMrp1+bWjtN2h5cZ9j6\n49q5cOHiptMvf/fSm9A37WuTOpq8HjVvvcb1ZeO2G1fT+t8LFy42rmGz9pvWM2y79RrGtTWqhs0M\n9mtUrYOv1z//Jvu/SQ2brdfW96fttrbS9qTLdoLjL706lXZLhLckbdVWn+hTTYlhE0nSpQxvSSrI\n8JakggxvSSrI8JakgiY+2yQiHgB+GrgI/E5mfq21qiRJI0105B0RbwN+PDPfAhwG/qLVqiRJI006\nbPJzwBcAMvM/gaWI+IHWqpIkjbTn4sWL49faICIeBr6UmU/2p/8BOJyZL4zeUpLUhrZ+sNzTUjuS\npAYmDe8TwFUD0z8CnLz8ciRJTUwa3keBOwAi4s3Aicxcba0qSdJIE415A0TEnwFvBS4AH8jMf22z\nMEnScBOHtySpO15hKUkFGd6SVFCnD2OIiDngr4A39Wv5UGY+12VNXehfsfo54K7M/GLX9WyXWb/F\nQkQcBJ4EHsjMh7quZ7tFxL3ADax99z+WmX/dcUnbKiL2AY8CVwLzwJ9s5fvf9ZH3ncCrmfmzrF1m\n/+cd17PtIuJNwAeBf+y6lu0067dYiIj9wIPAM13X0oWIeDtwsP/53wx8vOOSuvAu4F8y823AL7HF\n/Os6vB9nLbgAloEf6rCWrpwE3g18p+tCttms32LhHHALa9dMzKKvAu/pv34F2B8RezusZ9tl5hOZ\neW9/8mrgf7ayfafDJpn5OvB6f/J3gU93WE4nMvMMQER0Xcp2uwp4fmB6uT/vu92Us70y8zxwfgY/\ndwAy83vA+pN5DwNf7s+bORHxT8CPArduZbttC++IeB/wvg2z/zgz/yYiPgC8mbV/I3atUfugi3p2\nGG+xMIMi4jbWwvvGrmvpSmb+TERcBzweET+VmY3O39628M7MR4BHNs6PiMOshfYv9o/Ed61h+2BG\neYuFGRcRNwEfBm7OzFkbNiQirgdOZeZ/Z+ax/gkcPeBUk+07HfOOiGuB3wTenZlnu6xF285bLMyw\niHgDcB9wa2a+3HU9HXkr8HsAEXElsAC81HTjTq+wjIg/BX4F+NbA7Bsz87WOStp2EfELwO8DP8Ha\nuO/JzJyJfyFn+RYL/aOu+4FrWPvd5zhrBzEzEWQR8RvAR4DB20j/amZ+a/Mtdp+IuIK1U6WvBq4A\n7snMp5pu7+XxklRQ16cKSpImYHhLUkGGtyQVZHhLUkGGtyQVZHhLUkGGtyQV9H/6WOYq7u+c0AAA\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f053a63db38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, kde=False, rug=True) # kde=False绘制直方图,rug=True为每个观察值添加一个tick"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0538094b70>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y8w8j4neBb0XE72TmSH9IbVWEfmbuAfb0b4+I7XTD/v3Nnf+aNKz/og7TvbNfci7dpS4V\nEhHvAT4PXJ2ZpZY4I+L3gCOZ+URm/nvzQy3zwJFR5q/aNf2IuAD4JHBtZv562vVoYvYDHwSIiIuB\nw5m5MN2SNEkR8RpgF7AtM49Ou54p+CPgLwAi4o3Aq4Ffjjp51f5p5Yi4Hfhz4PGezVsz8/kplTRR\nEfFe4C+Bt9Fd134qM0t8mRsRX6H7gX8a2JmZD0+5pIlq7vS+CpxP9/tav6B781MiACPiBuBLwKM9\nmz+amY8PnrG2RMSr6P64+luAVwG3Zub3Rp2/akNfkjS+Vbu8I0kan6EvSYUY+pJUiKEvSYUY+pJU\niKEvSYUY+pJUyP8BR1ACKDI0eloAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f053a63dcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, kde=False, hist=False, rug=True) # 绘制rugplot,有单独的sns.rugplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0537d3c908>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0537d34a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, bins=20, kde=False, rug=True) # bins参数,设置bin的个数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 核密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0537d274e0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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11/q4XN9NWaGdvPSE2R8gplVWlEpsdARnqzswDMPsOCIMSZGLm3pzfDR+n4zGb4ktwkrZ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\n3iW8fI5W0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0537b98f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, hist=False, rug=True) # 设置hist=False,绘制核密度图,有单独的sns.kdeplot()函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 核密度图的绘制过程"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 第一步\n",
    "each observation is first replaced with a normal (Gaussian) curve centered at that value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f053797e470>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nn0fsiScgRiIwV7JQR8cIHSEIaP3oxxA98yjEUAib517j3Gz82WfdAYkiUK0ieuYMDGpc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\ngQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f05379c7ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(0, 1, size=30)\n",
    "bandwidth = 1.06 * x.std() * x.size ** (-1 / 5.)\n",
    "support = np.linspace(-4, 4, 200)\n",
    "\n",
    "kernels = []\n",
    "for x_i in x:\n",
    "\n",
    "    kernel = stats.norm(x_i, bandwidth).pdf(support)\n",
    "    kernels.append(kernel)\n",
    "    plt.plot(support, kernel, color=\"r\")\n",
    "\n",
    "sns.rugplot(x, color=\".2\", linewidth=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 第二步\n",
    "these curves are summed to compute the value of the density at each point in the support grid. The resulting curve is then normalized so that the area under it is equal to 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0535ff98d0>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6LtIXQggxneTMXQghwpAUdyGECENS3IUQIgxJcRdCiDAkxV0IIcKQ\nFHchhAhDUtyFECIMhd6S3mNQSs0ALgCPaK3fNzkOSqlM4EUgFogG/kRr/bG5qcA3PfNP8a6aZQe+\npbU+aG4qL9+ava8Cv6O1fisI8gTlQu9KqYXAr4DntNb/YnaeYUqpfwRux/tz9fda61+aHAmlVDzw\nAjAD7+/id4LhZ2uYUioOOIM31wuT9bzhdub+T8Bls0OM8FXgv7XWW4A/B75jcp5hvwn0aK03AE8A\n/2xyHgCUUkXAnwAfmp0Frl8cHu9xet7kSAAopRKAHwDvmZ1lJKXUFmCh73jdA3zP5EjDHgCOaa03\nAY8SJD/vI/wlcG2ynzRsirtS6g6gCygzO8swrfU/a61f8t3NB2rNzDPC/+AtouBd3zbdxCwjNQCf\nBzrMDuJz3eLwgEMplWxuJAAGgPvwrnoWTA4AX/TdbgcSlFITXxh5kmmtX9Za/6PvbjD9HqKUmgvM\nB3492c8dFt0ySqlo4P8ADxE8ZwsAKKWygDeBJOAOk+MAoLUeAoZ8d/8IeGmMh08brXUvgFLK7CjD\nxloc3jRaaxfgCqLjBIDW2g30+O4+Abzt2xYUfIsH5eFdMS5YfBf4A+C3JvuJQ664K6WeBJ68YfM7\nwE+01u1m/cCPkuv/aK13AauUUvfh7ffbFiy5lFJPA8vx/tk6rcY5XsFq3IXeBSilHsJb3Kf1Z308\nWuvblFJLgf9RSi3RWps6sZZS6mvAR1rryqmoW2ExcZhS6kNg+M+/IrxnWF/UWp81L9UnfbantdZt\nvvstWusMMzMNU0o9gfdP6Ie11oEtuz5FlFIvAL8w+0MvpdTfAA1a6x/57l8GlgTLesC+fC1B9oHq\n3Xg/W7pHaz3p/ciBUEqtAJq01jW+++eAzVrrJpNzvQzMBtx4/6IYAH5fa/3uZDx/yJ2534zWev3w\nbV9heMHswu7zeWAZ8D2l1CKgxuQ8ACilZgNfBzYFW2EPMruBbwM/koXex6eUSsE7qOHOYCnsPhuB\nmcAf+UbUJQIt5kYCrfWXhm/73qirJquwQ5gU9yD2HeBFpdTngRi8i4kHgyfxfoj69og/B7dprQfN\niwRKqc8BfwbMBVYopf5Qa23an/Y3WxzerCwj+c5EvwvMAoaUUtuBzwdBQf0SkAG8MuLn6mta62rz\nIgHwb8BPlVIfAHHA01prj8mZplxYdMsIIYS4XtgMhRRCCPEpKe5CCBGGpLgLIUQYkuIuhBBhSIq7\nEEKEISnuQggRhqS4CyFEGPr/v3w9nxbkBtQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f053789b5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "density = np.sum(kernels, axis=0)\n",
    "density /= integrate.trapz(density, support)\n",
    "plt.plot(support, density)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### sns.kdeplot()\n",
    "相对于sns.distplot()能够设置更多选项"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### shadow参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0536007f60>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9oSlRaHGPcgdPjI2179T1QdQ82e021i7Lprd/mMp6HZpJFFrco1i7/yYfXrpO\nXlbKrZ3tlZqPW0MzOmsmYWhxj2KHTjYQCI712nW9drUQpd4MMlKdnKpsY3hk1Oo4aglocY9Svf1D\nvP9xM+40F+tWeKyOo2Kc3W5jQ1kO/YMjnLmiyxEkAi3uUer1Y7UMDgfYvtaLw669drVwm8tzAThy\nfsZdMlWc0OIehYZHArxypIZkl50tq/OsjqPiRG5mCsV56Vy61klH94DVcVSEhbUTk4g8CewCgsDj\nxpiTE55LAf4J2GiM2RFOGzWzE5eu09UzyB3r8kl2OayOo+LI5vIcmttvcPRCCw/vWWl1HBVBs/bc\nRWQvsMYYUwF8B3hq0kv+Cvhojm3UNILBIK9/WI/dbmP7Wq/VcVScWbfcg9Nh48j5Fl0pMs6FMyxz\nP7APwBhzGfCIyMR5eX8MvDzHNmoaF6510tx+g9tW5ZGZnmR1HBVnkl0OZFk2Pv8AVbocQVwLp7gX\nAr4Jj32hYwAYY3rn2kZN7/UTY0sN3LWl2OIkKl7durD6sV5YjWdhjblPMp+pG7O28XjScDojP77s\n9bojfo75qmnq5nJdF6tKsij2ZlgdZ06ys2Nno+5Ez5qZlUrOqUZOmjb+4Bu3L9onxGh+b02WCFnD\nKe7NfLrXXQzM9k/+nNt0dfWHEWVhvF43Pt9UHzSiw7+/cRmA20MzZPz+yP9MFkN2dppmjYBIZt2y\nKpd3zjbx0tuGL1aULfj7Rft7a6J4yzpd8Q9nWOYQ8AiAiGwDmqcZillom4TW2TPAictt5GWlsLIo\ndnoVKjbdVp5LktPOr083MTKqi4nFo1mLuzHmKHBaRI4yNuvlMRF5VES+CiAiLwD/PvalHBaR/22q\nNpH7X4gPb51qJBAIcse6fF1qQEVccpKDzeW5dPUNctr4Zm+gYk5YY+7GmCcmHTo34bmvh9lGTaN/\nYITDHzWRnuJkvS41oJbItrVeTl/x8eapBt0rIA7pHapR4L1zzQwMjbJ9rRenQ/9K1NLwuJNZXZJF\nTXOPbqAdh7SSWGxkNMCbJxtwOXWpAbX0tsvYjXJvnmqwOIlabFrcLXbsYitdfYNsWZVLavJ8ZqYq\nNX/L8zPIz07lZGUbrZ2xMYtIhUeLu4UCwSCvH6/HboMdkm91HJWAbDYbFZsKCQZh/5FrVsdRi0iL\nu4U+qmqnpbOfDWU5utSAssza0izyPamcuHSdRl+f1XHUItHibpFgMMjB47o/qrKezWbj7s1FBIFf\nva+993gTVH1FAAAQF0lEQVShxd0iVxr8VDf3sLoki9ysFKvjqARXXpxJcW4ap6/4qGvV+w3jgRZ3\ni7x2q9euY+3KejabjbtuKwLg5fdrLE6jFoMWdwvUNPdwoaaTZfkZlMTYAmEqfq0ocLMsP4OPqzu4\nUNNhdRy1QFrcLfDKB2Pjmrs36SrIKnrYbDbu31aCzQbPHDIMDY9aHUktgBb3JVbb2sO56g5Kveks\nz9deu4ou+Z40dkg+Pv8Arx6rszqOWgAt7kvslQ9qgbFeuy4QpqLRnk2FuNNcHDxeR0vHDavjqHnS\n4r6E6q/3craqneK8dFYU6LK+KjoluRw8sL2U0UCQZ94wutdqjNLivoT2j/faN2qvXUW31SVZrC7J\norLezxsf1lsdR82DFvclUt3czZkrPopz03QzDhX1bDYbX7hzGRmpLn55uJorupl2zNHivgSCwSC/\nPFwNwD1bi7XXrmJCeoqLh3eXEQT+8VcX6LkxZHUkNQda3JfAhWudVNb7KS/KZHm+9tpV7FiWn8E9\ntxXj7xvix69cZDSgW/LFirDWmBWRJ4FdQBB43BhzcsJzDwB/BowCB4wxPxSRe4EXgIuhl503xvzh\nYgaPFYFgkBfHe+1biixOo9Tc3bk+n8b2Pi7VdvH0wUr+40Prseunz6g3a3EXkb3AGmNMhYisB/4V\nqJjwkqeALwBNwLsi8svQ8XeNMY8sduBY8+Gl6zS09bFhhYd8T5rVcZSaM5vNxpcqyvjFr6/ywflW\nkl0OvvXgWh1ejHLhDMvcD+wDMMZcBjwikgkgIuVApzGmwRgTAA6EXq+AoeFRXnqvBrv9k3U7lIpF\nyS4HX793Fd7sFH59pokXD1cT1CmSUS2c4l4ITNwe3Rc6NtVzbcB4FdsgIvtF5IiIPLjgpDHowPE6\n2rsH2L7WS3ZGstVxlFqQ1GQn37h3NTnuZA6eqOcnrxtGRnUMPlrNZ1+3mT6LjT9XBfwAeB4oB94R\nkdXGmGkvt3s8aTidjnnEmRuvd2kuaLZ23ODgiXoy05N4aM9KkpPm/qPOzo6dYRzNGhnRljU7G37/\ntzbzzMHLvHeumY7eQf7bf7gDWLr31mJIhKzhVJxmPumpAxQDLdM8VwI0G2OagF+EjlWLSGvouWl3\nAujqivz+jV6vG59vadaq/rsXP2Z4JMAX7ijiZv8QN/vnNo0sOzsNvz829rTUrJERzVm/ed9qDpyo\n42JNB4//6DD/9ds7yHfHxm5iS1kHFiqcrNMV/3CGZQ4BjwCIyDbGincvgDGmFsgUkTIRcQJfAg6J\nyLdE5PuhNoVAAWMXXBPCuavtfHS1nWX5Gaxf4bE6jlKLzuW08+XdZdy1uYiOngGe+Lsj/PT1SvoH\nRqyOpkJm7bkbY46KyGkROQoEgMdE5FGg2xjzMvA94LnQy39hjLkiIi3AsyLyFSAJ+N5MQzLxZHBo\nlGffuoLNBg9sL9UZBSpu2Ww2dm8qpKzQzaHTjRz+qJmzVe189Z5ydm8qxOnQ22isZIuWK94+X2/E\ngyzFx7FnDhneOdPEnevzuXdryby/TzR/JJ9Ms0ZGLGXNcKdw6Fgtxy62MhoIkpeVwpd2l1GxsRCX\nM7qKfBwOy0zZg5zPBVU1jYvXOnnnTBN5WSnctVmnPqrE4XTY2b2pkM3lOZy43Ma5q+08fbCSFw9X\nc9dtRezdWkyB3uexpLS4L5L+gWH+9bXL2G02Htq1Qj+SqoTkTkvige2l7FxfwCnTxoVrHbx+op7X\nT9SzpjSLO9cXsGNdPlnpsXHxNZZpcV8kP3+ziq6+QfZsLqQwR3soKrG501zcd3sJd99WxJUGPx9X\nd1DV2E1VYzfPvnUFWZbN7Wu9bF/rJSczxeq4cUmL+yI4/FETxy62UpiTxq4Nui+qUuOcDjsbynLY\nUJZDb/8wpqGLyrouKuv9VNb7ee6tKsoK3Wxb62XbWi/FeelWR44bWtwX6GpTNz8/dIWUJAdf3lOG\nw66zY5SaijvNxQ7JZ4fk09s/zNUmP1WN3dRf76W2tZeX3quhKCeN7evyuWNdPqXedJ1ttgBa3Beg\nq3eQv3vpPIFgkC/vKdMlBpQKkzvNxe1rvNy+xsvA0AjVTT1UNfqpaenh1aO1vHq0lqKcNHZuLGDX\nhgJddG8etLjP09DwKH+/7zzdN4a4d2sxZYWZVkdSKialJDnZuDKHjStzGBoepaalB1Pvp7q5m33v\nX2Pf+9dYVZLJXZuLuHN9AanJWrbCoT+leRgeCfC3L5+nuqmHDSs83LEu3+pISsWFJJeDdcs9rFvu\nYXB4lKoGP5fquqhu6qG6qYdn36rijnX57N1azOqSLB22mYEW9zkaGQ3wj7+6wIWaTsqLM/nNncv1\nF0ypCEh2OdhUnsum8lx6bgxxsbaT8zUdHL3QytELrZTkpXPv7SXs3lSovfkp6E9kDkZGA/zLa5c5\nW9XOioIMfuuulTh0PrtSEZeZnkTFxkJ2bSig/nofH11tp6rRz8/fvMKLh69SsamIz20rodSbYXXU\nqKHFPUz9A8P8w74LXKztoiQvna/eU643Kim1xGw2GysK3awodNN3c5jzNR18dLWdw2ebOHy2CVmW\nzf3bS9m6Ji/h359a3MPQ5r/J37xwjpaOflYVZ/Lw7jKSlmDteaXU9DJSXVRsLGTn+gKuNnVztsqH\nafBjGvx4MpLZu7WYu7cU43En5iw2Le6zOFvl498OVNJ3c5gd4uXerSXYdS67UlHDbrexdlk2a5dl\n09E9wNkqHxdqO9l35Br7j9aybU0ee7eWsL7Mk1Abe2txn8aNgWGefbOKYxdbcdhtfP6OZWxdnWd1\nLKXUDHKzUnhgxzLu3lLM5bouzlb5OGXG/uRlpXD3lmK+dM+qGbeTixda3CcJBIIcu9jKL9+txt83\nRGFOGg/tWk5eVqrV0ZRSYUp2Odi6Oo8tq3Jp7ujn46vtVNb7efm9Gva9X4Msy6ZiYyHbxUtaisvq\nuBGhxT0kEAxyxvh4+f0aWjr6cdht3LW5iF0bCnQYRqkYZbPZKMlLpyQvnc9tL6WyrgvT2H1rbZuf\nvmHYUJbDDvGyZXUemXG0WmXCF3d/3yBHPm7hvXPNtHcPYLPBbaty2b2xMK7+opVKdMkuB1tW57F3\nx3JqG7u4XNeFqfdzvqaD8zUd2ICyIjeby3PZUJbDyqLMqNtoZC7CKu4i8iSwCwgCjxtjTk547gHg\nz4BR4IAx5oeztbFSMBikrevmrX1OrzT4CQTB5bCzuTyHnesLdAlSpeJcdkYyFRsLqdhYSFfvIFca\n/dQ091DX2su1ll72f1CLy2lnVXEmq0uzWFmYSVlRZkzNvJm1uIvIXmCNMaZCRNYD/wpUTHjJU8AX\nGNsA+10R+SXgnaXNkggEgrR336Slo59GXx+N7f1U1nbSfeOT7VyLctPYtHJsSdJkl05vVCrReNzJ\n7FxfwM71BQwOjVJ3vZf6tj4arvfeGr4Zl5HqoiQvnWJvOoU5aXizU/Fmp5KXmUJyUnTVj3B67vcD\n+wCMMZdFxCMimcaYHhEpBzqNMQ0AInIg9HrvdG0W+3/gelc/l2q76Ls5zI2bw/T0D9HVM0hX3yCd\nPQOMjH56a9aMVBeyLJuVRZmUF2eSkRqfF1OUUnOXnOS4Na0S4ObgCK2d/bf++Pw3b82lnyw1yUG2\nO5ms9CQy0pJwp7pIT3WSmuwkNclJSrKDZJeDJJeDZKcDl9OO02HDnZYUkSHgcIp7IXB6wmNf6FhP\n6L++Cc+1AauAvBnaLKpn3jBcqu36zPH0FCfe7FRyMlPIzUwmLysFKc+DkdHFjhARDocNhyM2LuRq\n1sjQrJExl6wZaS5Wp2WxujTr1rHhkQAd3QN09Q3i7x3rSPbcGKbv5hD+3kFaOua2qbndBj/87k6K\nchd3o5L5XFCd6acy3XOz/iQ9njSc87jr8/Hf2UZVgx93WhLudBdZ6cnkZKXEya3HuVYHmAPNGhma\nNTIil3V4JEBf/xA9/UP03hiif3CE/oERbg4MMzA0yuDwKAODIwyPBhgeCZCa5ERWeacdFvZ63fPK\nEU5xb2as1z2uGGiZ5rmS0LGhGdpMqatrbv/ajXMBG5Z98q8qo6N0dd6Y8rVerxufr3de51lqmjUy\nNGtkaNbPSnPYSMtMBma/CNvjn7r+hZN1uuIfTvf2EPAIgIhsA5qNMb0AxphaIFNEykTECXwp9Ppp\n2yillIq8WXvuxpijInJaRI4CAeAxEXkU6DbGvAx8D3gu9PJfGGOuAFcmt4lMfKWUUlMJa8zdGPPE\npEPnJjz3HlNMc5yijVJKqSUSD1cdlVJKTaLFXSml4pAWd6WUikNa3JVSKg5pcVdKqThkCwaDs79K\nKaVUTNGeu1JKxSEt7kopFYe0uCulVBzS4q6UUnFIi7tSSsUhLe5KKRWH5rNZR8wSkXzgJ0AKkAT8\nkTHmhLWpphZaQvlfGNvZygl83xhzxNpU0wvttfsC8H8YY161Os9UonXT9qmIyCbgV8CTxpi/tTrP\nTETkL4G7Gfs9/XNjzEsWR5qSiKQBTwMFjNWAH0br7+o4EUkFLjCW9em5tE20nvv/DjxjjLkP+GPg\nhxbnmcm3gRvGmLuA7wD/0+I80xKRVcAfAR9YnWU6Ezd6Z+zn+ZTFkaYlIunA/we8bXWW2YjIfcCm\n0M/1N4C/tjjSTB4GThlj9gLfIIrfUxP830DnfBomVHE3xvxPY8yzoYfLgEYr88ziZ4wVTBjbgzaa\n9zBrAb4GdFsdZAaf2ugd8IhIprWRpjUIPMTYrmbR7j3g66Gv/UC6iMx9v8wlYIz5hTHmL0MPo/39\nj4isAzYAr82nfUINywCISCHwCuAGPmdxnGkZY4aB4dDD/ww8O8PLLWWM6QcQEaujzGSmjd6jijFm\nBBiJ8p8nAMaYUWB8X8vvAAdCx6JWaBOhUsZ2jotmPwL+E/Af5tM4bou7iHwX+O6kw/+PMeYN4A4R\neYix8bfPL3W2yWbKKiKPAdsY+0hpuVl+rrFk1k3bVfhE5CuMFXfL30+zMcbsFpGtwM9EZIsxJurW\nYBGR3wOOGWOuzfcf+bgt7saYfwb+eeIxEdkrIh5jTJcx5oCI/NSieJ8yVVYAEfkOY0X9t0I9ectN\nlzUGzLTRu1oAEfkC8CfAbxhjonZoTkS2A23GmAZjzEehSQteoM3iaFP5IlAuIl9i7FPGoIg0GmPe\nCvcbxG1xn8bXgNuBvxaRzUCDxXmmJSLlwP8J7DXGDFidJw4cAn4A/JNu2r54RCQL+CvgAWPMvC78\nLaF7gBXAfxaRAiADaLc20tSMMd8c/1pE/hSonUthh8Qr7j8EfiIiXwOSGdvcO1p9l7GLqAcmfCz7\nvDFmyLpIUxORLwL/FVgHbBeR/8sYE1Ufz6fa6N3qTNMJ9TB/BJQBwyLyCPC1KC2e3wTygOcn/J7+\nnjGm3rpI0/pH4F9E5H0gFXjMGBOwOFPE6JK/SikVhxJqKqRSSiUKLe5KKRWHtLgrpVQc0uKulFJx\nSIu7UkrFIS3uSikVh7S4K6VUHNLirpRSceh/AR+fpfYXqFUEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f053601b128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x, shade=True) # 设置shade参数,填充核密度线下方区域"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### bw参数\n",
    "The bandwidth (``bw``) parameter of the KDE controls how tightly the estimation is fit to the data, much like the bin size in a histogram.  \n",
    "\n",
    "It corresponds to the width of the kernels we plotted above.  \n",
    "\n",
    "The default behavior tries to guess a good value using a common reference rule, but it may be helpful to try larger or smaller values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0535f719b0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5JOSWQY88mojl0EqBYHoIIRcUBdsPegEoL9c+8iXm7IV8Ub0LYETdFbNeeOSCwkEIueCM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\nJOoLwK5cUog2gbA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RPdZM5eWXseimzyLpRvoE249qi2KqPAZODEBtefm07HuX6xJ29e6h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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535f93940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x) # 默认bw='scott'\n",
    "sns.kdeplot(x, bw=.2, label=\"bw: 0.2\")\n",
    "sns.kdeplot(x, bw=2, label=\"bw: 2\") # 设置bw参数\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### cut参数\n",
    "As you can see above, the nature of the Gaussian KDE process means that estimation extends past the largest and smallest values in the dataset.  \n",
    "\n",
    "\n",
    "It's possible to control how far past the extreme values the curve is drawn with the ``cut`` parameter.  \n",
    "\n",
    "\n",
    "However, this only influences how the curve is drawn and not how it is fit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0535eb9908>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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384MXSmlq7WFVYQr3rp4r86wL4WcR4TZuWuCis2eAd4/K0XsgMHQ4q5R6ElgN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\n7LGS/GMB/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535f9a128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x, shade=True, cut=0)\n",
    "sns.rugplot(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 拟合参数分布(Fitting parametric distributions)\n",
    "You can also use distplot() to fit a parametric distribution to a dataset and visually evaluate how closely it corresponds to the observed data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0535e61438>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GVmbKlA+oVCmS996bwrJl35uOJAyRkndDe7avJTs7i3ZdBsqx8aLEYmKqM2XK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\nCC8mJS+EEF5MSl4IIbyYlLwQQnix/w/QKXYRFKkVmAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535dea208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.gamma(6, size=200)\n",
    "sns.distplot(x, kde=False, fit=stats.gamma) # 设置fit参数,拟合参数分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0535e1ed68>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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j4wg3J0XeDRzOKKGxPIOg0CgiYwYZHUd0ISYymCETbsJhb+XT9181Oo5wc1Lk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\n8kII4cb+P8bXIkvco1eYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535df2ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, fit=stats.gamma) # 绘制直方图和核密度图,与拟合参数分布图对比"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制双变量分布图\n",
    "sns.jointplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n",
    "data = np.random.multivariate_normal(mean, cov, 200)\n",
    "df = pd.DataFrame(data, columns=[\"x\", \"y\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图(scatterplot)\n",
    "jointplot()默认绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f0535df5d30>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VSbS19UhRwEikGm1tVt6HWsuKWfl2nWN8MIG7ntqqGiAaasrxwE1noTgcGmlp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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535df5b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df) # 注意Seaborn与DataFrame联合使用,data参数指定DataFrame,x、y参数指定列名"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 六边形图(hexbin plot)\n",
    "六边形颜色的深浅,代表落入该六边形区域内观测点的数量,常应用于大数据集,与white主题结合使用效果最好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SpnWDyWSCx+OpyPVTPXtdDdjgYEQwystGo9Gmglad80mvAGazWUxMTMDn88Hr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\nzzrGkSNHcPToUVx//fUYHh6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woAFvLO8Zgb11Z/SNpkwmA57nDR27LMstPb9oJcEiz/Pq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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535b67978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = np.random.multivariate_normal(mean, cov, 1000).T\n",
    "with sns.axes_style(\"white\"): # hexbin plot与white主题结合使用效果最好\n",
    "    sns.jointplot(x=x, y=y, kind=\"hex\", color=\"k\") # kind参数设置六边形图,颜色设置与matplotlib相同"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 核密度图(kernel density estimation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f0535d3a0f0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TiDjI7sa+pIeJwsk9ivOzGBkLMjSantusK5hEXCQVgXT0+4vzBQoiEyDap2++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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535d3a160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\")"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "You can also draw a two-dimensional kernel density plot with the :func:`kdeplot` function. This allows you to draw this kind of plot onto a specific (and possibly already existing) matplotlib axes, whereas the :func:`jointplot` function manages its own figure:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### sns.kdeplot()\n",
    "sns.kdeplot()也可以绘制双变量核密度图  \n",
    "\n",
    "sns.kdeplot()可以绘制在指定坐标系内,而sns.jointplot()只能单独绘制,无法添加在其他图表之上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f053588aac8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vkFvbOUVFFW1mH9h/7K0tOprNLWlvXl4eH3/8Afv27UahUDBjxr+56aZbUavV5OfrW2SO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clhyUwOS+57zmyx0NbTQXN3Gy3dbbTrOzGaTRjNJkwWEyqlCrXKFTcXN7RuHvh6eOHj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\nTuT/AVCPIebuSCuCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535a095c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(6, 6))\n",
    "sns.kdeplot(df.x, df.y, ax=ax) # ax参数选择图表绘制在哪个坐标系内\n",
    "sns.rugplot(df.x, color=\"g\", ax=ax)\n",
    "sns.rugplot(df.y, vertical=True, ax=ax) # kdeplot()绘制的双变量核密度图,可以与其他图表叠加在同一个坐标系内"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 连续化核密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f053544dba8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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n5HLgPP0ESnL9FvKfg+QpeEIuA87THxkj6KHyn1L0FDwh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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535cb0be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(6, 6))\n",
    "cmap = sns.cubehelix_palette(as_cmap=True, dark=0, light=1, reverse=True)\n",
    "sns.kdeplot(df.x, df.y, cmap=cmap, n_levels=60, shade=True) # 通过n_levels参数,增加轮廓线的数量,达到连续化核密度图的效果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### JointGrid对象\n",
    "sns.jointplot()绘制后返回JointGrid对象对象,可以通过JointGrid对象来修改图表,例如添加图层或修改其他效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f0535d35f98>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DdA7zqeJBud3urexjhmG+D6DN7Xa/o4YtBDEfsdkyMTYPmo2mM9msQA1NIN9h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\nNLEKIOKJBou3P/mD3DweD3b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/pHiOQIkpiti5oymyL2fb09dGkvvPvXxn3HNZ0YrWp+5J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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535aa4710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\", color=\"m\") # 生成JointGrid对象\n",
    "g.plot_joint(plt.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n",
    "g.ax_joint.collections[0].set_alpha(0)\n",
    "g.set_axis_labels(\"$X$\", \"$Y$\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化数据集的成对关系\n",
    "sns.pairplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f05351ad0b8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Aqrwf1Br4vstx3B6e50dUOh5BEBLUspYBktNgR+5w4KVT42I5f3AVj9zTgZ/9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/XMptLS7FIIZ/l0oqrDAebGge4WAOlfk1zJE8uRjWTxJID/R/T3S1n1pMzQI4koXUgei23g+IXb\n+Oj923H/Xg9effsGAKC/uwXHzl2Do9aK7W0NuDRyB+9cmsSjRzqTJItfOX5DdnG5VNpY3Kf+Tqfh\nZRsrTU6TIIjCoMe39Hc60d/pxD+9PaLor//8mcP457ev440zY6ptCcj54kM9W2CzmRM/Cx/q2ZK0\n/eW3rhfMD5LPLR56514u8TIYiuLC1Rk889jujG1Hr5yz3H5edz3e192SZMeZUgwb1LPGl9CBkuGo\nLSQfujmHq2MLCEXWkxaNL61GcGlkFkurEQCpC87VZCrFa2TklHuMSiXLaRIEkT/S8S0mUxUu35KX\nWB+6OQeTqQqDN7Ql2KVIfa80WBCv6S2UHySfWzz0zr0eCetsbSeb6gq5WNNbDBukwFcDtYnXc1G0\nFpK3NseVWFaCEezyNskq/kgXnOuVqVTT4VajGA6P5DQJgsgGtQe7Xt8S31c+aU1Oqhi4m5zUt6NZ\n9QUIoO2TtfqaS8jnFg89cy/U3NWSsBZsS0+bep/tcvvp/SwdimWDupLbMoUx9lcAHtw8z5c556+K\ntt0CMAZA+MrwSc75RD77kw5qi63TXYittJC8pdGOwFIYD+3fipW1KK765tHf3YJqmwUnBuPrx+QW\nnD98oB0/O526xlfYT6rycqRPXvUnnTEXgnSSBQmCIAB9fkuPbxHaMZlMssk7Yqnit89NILIeSyTB\nzQSCCIbX4ZteThEAOHl5Ck5HDW5NLWLcv6zpk9WeF2rJdJlAPrd4yM19jd2CHm8TXnj9SuL5fU/P\nFpzj0wiGoon97FYz9u9y4eW3rifZvdL17OtqTtlXeT1v8r0EIL3PNFTo9MxDvm1QM7ktUxhjRwH8\nr5zzjzDGWgCc55x7RdtvAejnnMsXr02lYMltaoutAf2Lx8XtvXluPJFp6XLWoK7aAuHLzOnhVBWU\no4c6sBHbkF1wriZTqaRA9OyT+1SD33wuME8HkizOHZTclj6U3FY4cjHX6fgtNd8ibueBe7YmZcYL\n/vqRA+1J+18dX8B3JGsqpUnGX/6Hs3j8wS784Oc30vLJ4r7u3KacTHewry0nc5imzzWMrZZychuQ\nOvc93iZ8/bVBWfXWi9fvJOSA9+9y4Rs/HMZKMJK0nxCjSJPb/+bVSymBczoKcVqf2a1mHOnz4PiF\n26rn0DsPuUrAzzi5LQuOAzi1+e95AHWMMTPnPLtFIQVAbbG1xYy0F2KfGJrC8Qu3Ybea4WywJ8qQ\n3NfXiuh6TLY9bGzgqaPdin1UWpiupEB0ativGvgaJclB74J7gpAj3WC/0IE1kVvS8VtqvkVox241\nIxiK4uyV6RR/XWO3Jtr0uus1z31iaAo2qwm3Z5bT9snivqol0x3sa9M/WQqQzy0ewtwLAfyL/3JF\n1lYuXr+DZx7bnVj+8PJb15OCXmG/E0N+PHW0O+l6vvzW9aSgV7yv+B5RU4hT+0xob2UtmvRLSTrx\nQ6FtMG+B72aAu7L552cBvC4T9P4tY2w7gF8AeI5zrjpil0t+rUuuueJTXmzd0ihfwpj7Aor9E9oT\ny/4BcVWgO/PyKihXRpXbA5TnQm0hvFp7amMu1LxnitH653TWwmLRp2BjtL4bjXzPj1z7lXRN0rHV\nfJDtXOfKbwntiJOMpf5a2qbWua/45uOKnNPyP2pq+WSBwZvKyXRA5dirkq2Wy/hdLofu53c6dq93\nX+l+ciptehQI1e4Zo5DXNb4AwBj7OOKB74clm74A4McA5gC8BuDXALyi1lahftLY7W3C6ORiyufM\n64TSM4J5nYr9U2rPZjHB5ayBz596nFp7aj/vdHgcsu15W9V/ElIbs5F/StJY6lDg3sQJBFa1d0Lp\n/0xXCPI9P9L2i7jUoeDnBPTbaj7IxVznym8J7QQWQ+jvbtHlk7XOvdvbhHcuTSq2p+WT9ZwHKNxz\nUcBItlouPlQYh97ndzp2r3df6X5y94La/eFy1mBwZFazP4VEyVbzWtWBMfYogD8G8BjnfEG8jXP+\nLc75NOc8CuB1AHvz2Zd0GOhrTamuICy2Przbo7gt3fbMZlNCzSed9tQ40iffv3t71dtTGzNBEIQR\n0eO3tDLPTaYqvH9vK7yb2fN6fbLWuQf6WhGOxLDN5cjIJ+s9D1E+6H1+p2MTeveV7idWaVP7TGiv\nrtqSsizCqDaaz+S2RgA/B/Ahzvm0zLZ/AvA45zzMGHsZwCuc839WabKgym2Cio+wmPze3rtZuJks\nxD43MotzIqWT/T0u3JpcwJVb87ivvxXTc6u4PrGQdUKXVt/VyNcC83xCyW3KlENyW76RrvGl5LbC\nkau5VvJbWtUehO2XRwPocDvgqLViORiBo84GZ71dl0/W8pnxqg5+OBuqcWsyXtUhHZ+sdZ5i2KuR\nbLXU3/hKKzDd1+dBOBpTVEUTk87zOhuVNgAZf1bs+EHJVvMZ+P47AM8DuCr6+E0Alzjn32WM/QcA\nnwYQBHAewB9orPEteFUHIL6mJbAYAoCUDEW9C7GFSgvS9p59ch/2iWo/6m1P780uLIRPl1JKcqDA\nVxkKfLWhwLf0A18Bsd/SqvagtP3QHg/OXPYn9tPbRy2fKWzP1CcrnYcC39INfJUqMB3p8+DkkF81\n9hCTzvNa775y++n9zEjXpOBVHTjnXwPwNZXtXwHwlXydPxvE2Y3ihdrSDEW9xiautCBuT5rVm+tg\nM1MHWypBL0EQhIDYb+mpuCC3fS0c3Tw+vWo2Wj5T2J5N0KvnPETpoFSBaWUtboNqsYeYdGwiG5U2\nvZ+VAqTcJiHXEnp6JAcJgiCI3KDlwy0Wk+J2ITOdJHuJfKIWFwg2KIbsMbdUVNSVrcSwklSwGnok\nB/MF3SgEQeQTI/oYsQ8X5ISFZBwl2WEBl7MGgcWQbrlUI46f0Ecxr504LpDaqGCDYtTskV6epU/e\ny5kZgWwlhk2mKjywrw3B8HpGkpFH+uLrxqRrefRm9aZLsaWHCYIob4zuYwb6WhEMRRPqa/3dLair\ntqTIDkt9crUt/khMSLwqyK8affyEMka5dvf1eWA2IcVGq6qgqzqCNDFOTQabSKbsA19pEsPo1CLe\nPjehuljc667Hc08fTGQo3r+3LUmaUk8bYhpqrPj4Q10Yn17G+PQy2t31aHfXo6HGmruBbpLJeAmC\nIPRSKj5GLKvq8y/BbjXjkQPtAJJ9/JXRADo89aivtQEbG3j2yX1JEq+jk8njK5XxE6kY6do5aqyy\nNvrsk/tQbbOqVkeQJsb5/Es4c9mvKoNN3KXsA99MpXjFEnov/exaVnK+J4am8JOTPjhqrdje1oBL\nI3fwzqVJPHqkM+c3m1GkhwmCKE9Kwcfo6aNUJlWvxGspjJ+Qx0jXTqkvQzfm8NTRbtUKDEqJcWoy\n2MRdynpxSK4S1bJpQ9yHpdUILo3MYmk1knYf9JDrxDyCIAgxpeBj0u2jEFwIwW+miXFGGT8hj5Fs\nV09f1Nb0UsJ8dpT1DKklqulNXsi2jVz0QS+FPBdBEJVHKfiYbPqodaxaYpxRxk/IYyTbzaYvxUyY\nLxfKfqmDUhJDOlJ62baRiz7o7mt/4c5FFBYSpCCMQCH9WaZk00fhWCBZcEgrMU5P26UkDlSOGMl2\ns+lLpgnz2QqolAt5U27LAxkrt+VCijfbNnLRB7UsTiFT9apvAQN7PZieC+qWQC5lKkm5jQLf3EPK\nbZkpt+XCn+V7rrPpo1bGvNB2IjGuxgYghvt65SsE5KuSACm3pT/+XNhurhgcDeDUsB++qaW0pazT\nObaQFSBKQbmtIgJfgVx82862jUyPV5I3fPbJfWiosabIbzpqrXju6UNoddZk3NdSgAJfIhso8M1O\nsjgbf1iouU63j1pyxwJjM8t44YeX4Z9bTewrt5/e9jKBAt/Mx1/st++CXQDQLU8sh9ZbXLXYIR/B\nbykEvmW9xldKLow82zYyPV4pi/P0sB+nr6RuW1qN4NiF2xn3kyAIQotS+Nk+3T6qZf6LeWdwCj7/\nUtK+cvvpbY8oLMW2XcEuQpF1TM2uJv6drl1oLV1QqwBRqVRU4FuqqGVxjk4tYWouKLuNsowJgiD0\nozfzP9f7EZVFoeyCKkDIU5mjLjHUsjg7Wx1obZZfzkBZxgRBEPrRm22f6/2IyqJQdkEVIOShwLdE\nONLnSWh5C9itZhzu9eDwbvltRsqyJgiCKAUG+lp1+dNc70dUFoWyC6XYQasCRDlT9uXMyoX+Tiee\nfXKfYhanWGK52JmqBEEQpYpUsl7Jn+Z6P6KyKJRdaMUOlQgFviVEf6cT/Z1O2axJqfwmQRAEkRmC\nP9XKUNfrd8k/E3LotbNsEWIHquMbh5Y6lBnkVAmCIAqLXr9L/pkoJhT0xqHAN00oC5cgCKJ0IR9O\nEJVNXpc6MMb+CsCDm+f5Muf8VdG2DwH4EoB1AK9zzr+Yz75kS76Ud4jK5fH/5XvF7gJBVAzkwwmj\nkbBJ3zx2e8kmC0XeAl/G2FEA/ZzzAcZYC4DzAF4V7fLXAB4FMAHgGGPsO5zz4Xz1JxukyjujU4t4\n+9xETpR3CIIgiPxCPpwwGik2OUk2WSjyudThOIBf3/z3PIA6xpgZABhjXQDmOOdjnPMYgNcBfDCP\nfckKUt4hCIIoXciHE0aDbLJ45O2NL+d8HcDK5p+fRXw5g3CVWwHMiHafBtCt1abLJV+IOd9c8Skr\nrBSrT8U6rxEx2lw4nbWwWMzaOxJFR852jGZP+aTYtlqouc7GhxvdHozev1yhZKulOn4jxhW5wuj9\nz3s5M8bYxxEPfD+sspuubIN8lvtQY7e3CaOTiymfM6+zKH3Kd+mTUkJtLop18wUCq0U5L5E+Utsp\n1r1VibZayLnO1Icb3dcWo39GslWjXx81jBZX5AojXRMlW81rVQfG2KMA/hjAY5zzBdGm24i/9RXY\ntvmZISHlHYIgiNKFfDhhNMgmi0c+k9saAfyfAD7EOZ8Tb+Oc32KMNTDGtgMYB/AxAJ/MV1+yhZR3\nCIIgShfy4YTRIJssHvlc6vAUgC0A/okxJnz2JoBLnPPvAvg9AC9tfv4y5/xqHvuSNaS8QxDlxzN/\n+WZe23/xjx7Ja/uEfsiHE0ajUMptRDL5TG77GoCvqWw/DmAgX+fPF+QwCYIgShfy4QRR2ZByG0EQ\nBEEQBFERUOBLEARBEARBVAQU+BIEQRAEQRAVAQW+BEEQBEEQREVAgS9BEARBEARREVRtbFCGK0EQ\nBEEQBFH+0BtfgiAIgiAIoiKgwJcgCIIgCIKoCCjwJQiCIAiCICoCCnwJgiAIgiCIioACX4IgCIIg\nCKIioMCXIAiCIAiCqAgo8CUIgiAIgiAqAgp8CYIgCIIgiIqAAl+CIAiCIAiiIqDAlyAIgiAIgqgI\nKPAlCIIgCIIgKgIKfAmCIAiCIIiKgAJfgiAIgiAIoiKgwJcgCIIgCIKoCCjwJQiCIAiCICoCCnwJ\ngiAIgiCIioACX4IgCIIgCKIioMCXIAiCIAiCqAgo8CUIgiAIgiAqAgp8CYIgCIIgiIrAUuwO6CUa\nXd8IBFaL3Q1D4HTWguYijtpcuFyOqgJ3BwAwM7O0oWe/crmO5TIOoHhjMbqt5oNSsBuj97EY/TOS\nrRr9+uilXMYBGGssSrZaMm98LRZzsbtgGGgu7lLKc1HKfRdTLuMAymssRqcU5trofTR6//JNuYy/\nXMYBlMZYSibwJQiCIAiCIIhsoMCXIAiCIAiCqAiKtsaXMfZZAE+LPjrEOa8vVn8IgiAIgiCI8qZo\ngS/n/AUALwAAY+xhAL9RrL4QBEEQBEEQ5Y9Rqjp8AcAni90JwjiYTFWIxYqWcF7W0NwSBEEQRqNQ\nz6aiB76MscMAxjjnU8XuC1F8fNPLODE0hSuj89jd2YSBvlZ43bQCJhfQ3BIEQRBGo9DPpqqNjeK+\n+WGM/R2Alzjnb2vsSq+oypzhm7P4wt+dQCiynvjMbjXjLz4/gN4dLZk0WZR6k9Ho+obRSrrkYW6J\n3EK2SpQKZKtEzsjzs0nWVov+xhfABwD8gZ4dZ2aW8tuTEsHlcpTlXLx52pdk/BzLChsAACAASURB\nVAAQiqzjzdNjcNXbZI9RmwuXy5HzPupBb/HuQl7HTOZWL+Vkj8Uai9FtNR+Ugt0YvY/F6J+RbNXo\n10cv5TIOIP2x5PvZJEdRy5kxxrYCWOach4vZD6L4mExVuDI6DyD+ba+1pRZ2a/zbPfcFYDIV5SVD\nWSCeWylqc1tOc15OYyEIgih1TKaqjJ9N2VLsN75tAKaL3AfCAMRiG9izvQnt7nqshaOYCQTR392C\napsFjlorJWNlQSy2gd2dTRidWkzZxrzOlLktp7XA5TQWgiAIo5Lwtb557PYq+1qxT+7vcqK7vVH3\nsylXFDXw5ZyfBfBYMftAGIedHU58/bXBxM8ePv8S7FYzPveJ/iL3rPQZ6GvF2+cmUtZRDfR5kvbz\nTS/jy/9wNrHf6NQi3j43geeePlhyAWM5jYUgCMKopPjayWRfK1RrkPPJD+3fCrvVrPlsyiXFfuNL\nEPBNL+P8tWnMzIdk1/q8d3UGB7opASsbvO56PPf0QZwY8oP7AmBeJwb6PCkB4ImhKdlrcGLIn7Kv\n3m/4xSKdsRAEQRCZoeRrf3FxEnabCYM3AujvcmItHEvZ7xcXJ/GbH9qF2YU11WdTLqHAlygqwjfA\nXd4mLCzLL/UenVqCxWJCNBorcO/KC6+7PunbtxQ9662E47S+4RebdMZCEARBZIaar706No9wdB1T\ns6sIRaKwyVTliMU28M6lSTz/mcOJv/NNUZPbCEL4pnhrchHb3HWy+3hbHRT05hAlxyKsBZZDut5K\n7W2qEUhnLARBEERmqPlal7MGgcUQACCwGILLWSO7n+CTC+WXKfAliob4m+LSagTbXI5EJQcBu9WM\ne3vzt9aHSGagr1X2GojXWxUrEzdd9IyFIAiCyA4lX1ttsyRekIQi66i2WQzhk2mpA1E0pNUGXjs+\ngk881I3bM8sYn16Gt9WBe3s96O90Jh1HP1PnDz1rgdOtElEshLGcvjIN/9wqPM21OLzbbYilGARB\nEOWCnK9trLfh229cS9rvxGDh1/PKQYEvUVTE1Qai0RheefMaWhrteO7pw2iWFK+WK01VrGLq5YzW\nWmBAf5UIIxBdj2Fmfg0tjdXF7gpBEETZEl2PYWYh7mtbW+pgt5oRDEUT261mE3a1N8J7YFtRX2BR\n4EvkHTUDV3rDKBf0ypWm+ovPD2St7kLIo5QAF4tt6K4SUUyonBlBEERuUHuOKyU7P/vkPgzdmJN9\nRhTzl0EKfIm8oVc8QM8bRqVkqmPnxvHkQ1156T9xF6Vr6XXXG1Zuk8qZEQRBZIee57iSrx26MYen\njnYbbnkiBb5EXsjkbZvSjaGWTDV8cw6mD3Qb6qYqN0rxzSmVM8stz/zlm2nt/+IfPZKnnhAEUSj0\n+P5S9LVU1YHIC7ksd6VWLqV3R7Phbqpyw+ily+SgcmYEQRDZocf3l6KvpcCXyDkWiwkjE6kZ/3ar\nGbMLQV3lrqT7KJVLefhAe3adJRQxmaoMX7pM7fxUzowgCCIz9Ph+wf/mytfqfZ5k+9yhpQ5EzhCv\nBWp318PTXIsTg5MAgIH+NqyFo5gOBPHSz64prvdVW0sql0zVu6PFkOtLSxnpNXj/vlaMTS8lfXM3\nmapw/942vPSza0WRLNaz7qwUEvAIgiCMiFLZyiTfL/K/2fhavflAevfTggJfIifIrQWyW80Y6G8D\nAJy57E9s8/mXZNeIaq0n0pMER2SH0nV8YF8bjl+4ndjvgX1t+M5b14siWZzOmmOyGYIgiMyQK1uZ\n4vtF/vepo91pJzvr9ee5zDUp6lIHxtgnGWPvMcbOMsY+Wsy+/P/svXl0HNd95/tFr+hGN4BGoxds\njY1igQAEUQQXQRJpUZIlO4oi26LjOBk5Z+x4MnOUnMw78855UZJJnGWivOTlvZlMfCYejx3HmsSW\nIzuyHMuSLZESZYmiSFAUia2wEEQDBHoB0AC6gUbv749GFbq6qhcA3egFv885PhYL91bdqv7dW7/6\n3d9SjuznNjTnC6RWymE1aqFWyhEIRaBUyBCJRrPyEc3Wl5QUmPyR6jdQKeR44v42tDVU44n726BU\nyHfs95tKHncqp7vxOSaZIQiC2BncrtkT97fheJcZT51u39Xan45s1/NcxpoUzOLLMIwRwB8B6Aeg\nA/DHAH5cqPGUE7naDsgWmawC4/ZVPNDXiM1gGG6PH72dRlSqFFj3h+Dy+CX7JUZ8lmJkaLmR7jeY\nvLOKr/zbE/jsQ50AgD/65hXJdlK/VSp53I2ckpwQBEHsL1wRoPbGakxMLEq22U3MR7brea7X/UK6\nOjwK4A2WZb0AvAD+XQHHUjbkOvVUNgIVjcYwcLdVsP1hd3qhVsrxy4/chbpqdcbytqVSBrec2clv\nkG07Th4BwFCtxlvX7vCJzb/60o0dyynJCUEQxP6QrE84ltbR22mE3SF2ZUi3/qbSIxLXc7VSDkO1\nGp61AAKhiEg/6GyukVz3DzXV7HjdL6Ti2wZAyzDMKwAMAL7CsuybBRxPWZCrpP07cTa/MubE6npI\n8roLi+t4sK8hq/K2pVQGt1zJ9jfItt37Iw4cP2IR7QRcGRVvT2UrpyQnBEEQ+SdZnwiEIqhUKXhX\nRo5U6282esRAjxX+QBjrm9vviKpKheh81jqN5HXNddod31chFd8KAEYAnwbQCuACwzCtLMumVN1N\nJv1+ja3oSfUsxuyptwOyfX4j00spywN3txtF7QzVaqgU8VQmyV9tk3dW8TufP4Y/+c0BvH1tDiPT\ny+hur8PHjjULzsXdUzbtsn0WhcJg0EKhkGduiOIbe7a/gdsXxKkeC/yBMJzLfljqNNCoFdBoVcJ7\nqpCJAhvVSjnO9jfDUK2GY2lDcN5s5HS3crKTZ3BQ2Ims7oRsn2EpPOtiH2Oxjy9XpJLVcrn/YrwP\nKX3i0tACHjvVClkFUq6/JpM+az3C7Qvi8rD4HfHEgx2CZ3JpyCkwopgMGlSqFHh/yIHPP961o/sq\npOLrBPAey7JhAFMMw3gBmAC4UnWgtFVx0kVNdtlqMbMgvQ3sdnvTfoFx1tvF1YCk9fb8lVmYdCr+\n2PkrdgRCEXjWAug7ZESLRS+y7Om1SrjdXph0Kpw704HEKmtS95Btu2yeRaEWEo9nI3MjpB/7XtmL\nn3c2v8Fbg3aY66rgXF5Hfa0GlWoFzHVVeGtQKCO+jaCkLK1tBLHuD4muzclpLsa4GwpVfrnYZXWn\nZPUbFmmp60SKfYyFGF8xyWqx/z7ZUoj7yOYdIaVPRKMxxKIxnDvbCan1l7sXTj9IJBSJ4qNxN85f\nsWNsZgW9HQZsBqWD35P1jcMtNXj9sp03rg1NLSEQiuDxU6071gEKqfj+FMC3GIb5vxF3ddABkPaa\nJrIm3TZwOv9fAHj+hUE0m3Wo0alFWwpAamfzQCiC1oYa/OidW6KvtmfP9QnOka0vDvlq7p5c+Xmn\n89cy6DUCn24gLmdPP3xIICN2p/SCdMflg0FfCQBoa6jG7YU1BEPRHbsrkJwQBEHsjGzfET0dRkl9\noqejDkD6dwSnHyTuAh8/YhG8NwKhML9bnExy0Bqn2ySyWxe3gim+LMveYRjmJQDvbx36bZZlo4Ua\nT7mQLmn/i0mKChBXWq+MuRCNRfHk6Q7Mu32Yc/l4i+2loQVe8Cx1WvzzW5M40RU/X6JT+vT8quS5\nh28to7fVsG/3T+TOzzsV0WgMtx1rkte4vbAmCEg40mqQDIQ40laHw7ZaXB1zYc7pw92H6nGMMVNx\nCYIgiDyT7TtiZHpJ0r1gZDr9ez0ajeFIWy2azTrBLrC5ToNQZFvN86wF4sFyEgaS5GA5m1mHZ8/1\n4fKwE7NOL44fseDULgsSFbSABcuyXwPwtUKOodSRipbkkvarVHIEgxG+XSQag16rhHdDuMXsXN7A\nYZtBMivDQG8D3r0xD7VSDoVchh+/N4M3rszhuWf6+S8wQ7Ua7ixSlhH5J9sSw9n8HgqFDOGw8FuU\nK1M55/RJ9plz+qBQyBCNxhCNxlJaDDqaavC1fxkSyNvgqAvPnutDb6uBZIYgCGIPpFpDd5JCbPT2\niiDjAude0NZQnXGN7m434qsv3QAAvu/Q1BIGehtwddTJW4HbG2v483IkWpW595Dd5RNkArI7vbg6\n6txVxiqq3FaipPPPGZrx8F9FNqsefYfqcWNyEXaHF72dRjSZ9Hj54hSv1NisupQWvHAkivt6rJDL\nZXz5Ye7L8HNnO/HcM/24MuaCe3Uzq682Ir/stMyk1IKRKD8tFj1O9VhQrVHy8nb0rjq0WPSi31sm\nq8CpHiv+8Wfj/DXqaytxojseBMdZDGqqVLg+4ZaUt8ExF9iZZQzd8uxLDmqCIIhyIpPvbrYpIRPb\nBUIRQSByNu/1ZGtxb6cRGrUCZoMGvZ1G/lg0FhW9IzSVCqz6AvjGq2OYdXrR3lgDuQw528kkxbcE\nSRUt+dwz/Vjzh0RfRVdG4tGQdqd3y5LrxqfOdOKl8xNQK+W4v7cRf/PPH0lea2FpHfU1lbg27BAc\n574MOeuy3e3DR+Nu0VcbpZjaf3ZaZjJx0Ria8Uh+VT91pgOvX7bzfX/5kbtEfuAP9jXglQQ/b85S\ncPyIBUNTS/xX/2FbLVZ9QcmxT8+vIRiOL7J7zUFNEARxkMjWdzfblJCZfHxTEd9ZFGf0OXO0ET9+\n97bg2NDUkugd8eTpDvzv11i+XTAcydoXOBtI8S1B3r42l9JXd21dOoo+EonCZtHDubyBQCiC+UUf\nPvNQB/o66lGnU6HZopO02DabdWBnlkXHRf43ptS+xcT+kuzn3dNeh81gJKuv5Q9GnJLt5lw+gZvM\nD96ewhc+0YWJuVXMONbQ2VSLCsQk+24GwwDAWwxuL6zh7kP1kvJmMmgwNLWUdowEQRCEmGx9d9PF\nAiXCWW0rAKhVcgSCEcSArHx8ff6gSGFe3wxnfEfotUrMu32CdjvxBc4GUnxLDJmsAsPTYkUUiPvq\nJpcHlskqMNDbwDuUc0Frd1w+MLZavk21ViWZHLpaq0JVpQpLqwHBcSlLLmf9Jf/MwpP4WwDZlRhW\nKGSSgWgAMOfyoa2hGjcTlNLNUASyigrU12ig1ypxfcIt2dft8Qty9gZDURxjzBgcdYnkrVKlSJtN\nhCAIghCz07K+md7XMlkFJuxruLfLhDtuLyZmvWgyV6HJpMd11p12TZbK6JMuFijxHdHWUI05lzCG\nZKeFMzJBim+JEY3G0NNeJ5mrt8lUBauxirfqAuAdyZOD1p483Y6Xzk8iGIri977QDyAmGb25tOpH\ne2MNGuurEIpEYa3T4kRX+uh7UlCKB+63yManKxyOSvruAnHL/82p7WyDnzrTie+f33adGL61hONH\nzJKK86GWGmhUCgxPLwssC8+e68MHI07YHV60WvVoMuvwvTcn0pauJAiCIMTstpx7uuMfO9aIf3yd\nTdIf3Pi1x5m0a3I0GsOh5lrYHV5+PV/3h9Bkk95ZPtxSiyqNAnfc67BZdXAui2OGLg0t4OmHDmFt\nPbjnXWVSfEuQjx1rxptXZnlhlMkq8GBfA7z+MCbnVnir7jXWhc2g9NaCy+NHMBRPHP3ekBMDPVY8\n/8IggO0ITAA40W1BOBJFKBKFe8WP+prK/b1ZIidk69N1qsci+FDi2jWbdXjvZjy4UWorCoinu5P6\nIrfWVeHRY034bEKycwDobTWgt9UgiNp9sK8hY+lKgiAIQkyuy7mPz65I6g/jsyt4sNeatm+DUYMz\nRxv59bzJpkNnUw1GppfhD4T5dhq1An131WP41hLcK5sw1lTiXsaEa6xL0E4pl6HFostJ1h9SfEuQ\n7najwD/n/ruFgUvcV9Yn72/DtTHpQni359f4rQXW7sHnHzmE557px/sjzrj/zpbyDEBoMXZ4KeCo\nBMnk08UtJL2tBoEl1mbV42R3PKvD46dawdo9ONsf//BKxFCthj8QxqkeC7/QmQwaVFUq4PEFeJcL\nKRJTpkmVrnz4WHMenghBEER5ka3vbjakc32zO7yCtJXJyGQVWF4TlyIemlrCuUcOYWllE2Mz8fH1\ndNQJAqq5gLwvf6oX18fdgvcQ51e81x1AUnxLlET/nO+8OSHtMB4I4+7OuoxBRNw2CHfOn2iVeOWd\naQBxn+B8FkMg9g8pny6p1DfJltjE/lzfcfuKQK7W/SGs+oJ47+aCKOfjg/c04l/emcL1ieW0Kcry\nXXiDIAii3MlVrE061zebVY/vvz2Zck2PRmPwpihXP7PgxRc/2cWPL1VhrQn7Cr74yS7JfPJ7RZbT\nsxEFIZVD+9iMB90d9VArhWlA9FolrMYqANLbIPfeZYJKKcuqMAVReiQqvc+/MIjXL9sx41jD65ft\neP6FQdi3AgukFhuu76keC9RKOfRaJe7uNMJs0PABCVzOx8RdgssjLslrcGRbeIMgCILITC7iIrh1\nPhG1Uo7G+ir88J3bKdf0dOXqZ50+YZGMGY9ku7GZ+Lqfa6UXIItvyZPJof3qqJMPWlta2cTxbjOc\nyxu4ObkoKvmXaP070W1FY70WE3OrVJiiTNmLhbW31YAv/VIPrk+4Mef0odmiA2Mz4IXXxkQLVTYp\nynYbmEEQBEHkBynXt8Mttfj2a2OCdqFIFONzq3H9wb6CLlstHuxrwHddPtHa3dUqLJLRYtFLulTY\nLLq8rfuk+BYpieWGgdTlB4HUDu0P9DXgH14dxdSdVaiVcpy5twk/emdasuQfAFHia7VSjmfP9eE6\nG09TxUXax69JAUelTKKFNTmLAmdhTfe1PTTjwTdeGQYQl4vBURcGR134zMc68cOLtwSykm2KslwH\nZhAEQRDbSOkRmVwiONc3lUqOcDiKP/rmFYTDUcF74/gRi7BA0kJcf3iwrwEXr8/z50pez2WyCrRa\n9LgqERTdYtXzO325VoBJ8S0yrk0t4RrrwpzThxarDvccMmFqbgVjMyvobK6BtU6DS0NOHG6p4f1q\nkh3aDzXVwFynwd//6ygaTFpYjVUYZF1YXttMaeFTyKXLAQ7fWsZv//I9uHTTgVmnV2QlJkqTaDSG\nI221aDbrhCUlKxVgWmrx9X8dFZQsTk5WfiVhJ4HrW6lSYGFpHQ/e04iJ2RUcP2IBYxNbBwBpK24u\nAzMIgiCIOFKxHADSljZO1feBPitaLDq+xPC9h02IpShepFLI8cT9baJUlhzRaAyzLq9kKtVZpzer\n2JDdQIpvEXFtaglff3mIF6AWix7feGVYsgTs65ftguwK3P8cHj+ef+EqX2FreiFu7X30pA03Jxcl\nrztm96RMUzY248Ho7WXe3SHRSkwKSWnT0VQrkC8ui4IMwLs35vljV0edePZcH6/8KhQyVFUqcWFw\nTtT3bH8z7rh9fHnsq6NO3N9rFX31pyp5SUVQCIIgckeqMsaneiz8upyqtLFUX7VSjlM9FgxuZYxK\nV054Ym4Vf/zFE6JUlhwyWQVmHF5Bvl8uKNpm1WNiNj/l63Oi+DIM0wvgywBqAfBRKCzLfiFNn4cA\n/DOA4a1DN1mW/e1cjKdU+ZDdrmSlVspT5uANRSJ8+dhkX8m3r9+BdyMk2r72bgTRUF8lHaFp1qG6\nSik5phaLDldGnKIxUKT9/rEXJTBdROz1CbekfK1vhgX5eAOhCD4YcfKKbzgcxVqKiN21jSDmF32C\nY+FoDPf1WDG/uM5/zWdT8pIgCILYG6liOaTWee69zr1z0vXVa5Wo0ijTFqZoyeCnG43G0GKO+/hy\nQdEczSZh0aRc6h25svh+F8B3AFzbYb+3WZY9l6MxlCx2lw8zLh9mndsKQ7qMCo7FDZzqscIfiGBi\ndkUQITluX8UDfY2iLeg5pw+njzbg+rhQ2VEr5ajSqnDiiBlvXJkT/U2nUYkEH6AysvuB1PZUtpN+\naMaDy8POlO4KKpUcc06fZN/kEsPAdt7GcDgKmaxCVFKSY87lgzLp65+7TjAc4b/m2xqqSX6IsuKL\nf3F+R+2/+bsP52kkBBEnXbYcqXV+bMaDn3xgxwcjLpzsNqfMuOD2+HGqx4px+wqabDq0N9bwazuH\nWilHdZUqY2ljvVYlWfioukqFKo2S370Gcqd35ErxdbEs+19ydK4DhcPjx19/90MA8Zy53FeTZy0g\n+HciJoMG71yfh0opw+c/zggiJAfutuD7F6ZEW9BPnz2EpVW/pC8NYjFUAKLiA3qtCqGIWOkFKNI+\n36Tanspmq2doxiNICC7lrhAMRtBskf5KT87CAMTzNnKW48RylKK+teK+3PkSFzaSH4IgiPwSjcbQ\n2VwjmS2n2aLD4KiwwJWpthKvbAXAO5bW4zqIxDpv3tJBAqEI7E4vRqaX8bmP34XR6WU4l/0wGzTQ\nVipg0KszWnyBqKResrTq5wOkOXL13tiT4sswDJcH+BWGYT4O4G0AfI05lmUzJWDrZhjmFQB1AP6Y\nZdmf7WU8pQRnzRu97cFhmwGVKgUa66ugVsYtsoFQBJUqheSXkEat4AXltfdnMONY462BzmW/dIni\n5Q2cvqcBf/5tcVni557px3tDDly8Pi/ys/nVxxjJMVCkfX7ZS6qxD0ackn0T3RUAoJ8xY3DUJd4B\nqFSIjp3sFv7e1jqNpFxI9ZU6RvJDEASRf1Kt1dY6raCdWimHOiEDTyAUgaZSWgdRJ2Xq8QfCuL3g\nhVqpQH2tBgq5DJEo4FreQCbu67bi+RfEesmpHkve3ht7tfiGAcSQ4Neb8O8YAGmP5zgTAP4YwPcA\ndAC4wDDMIZZlg6k6mEz6PQ63OBiZXhJY8zir7MkeC5483YF5tw9zLh8qKmL4jad6MD2/hqGpJb4E\nbLVOjbevzfFbAHZnvIzw888+gIk56W2NiblV/M7nj+FPfnMAb1+bw8j0Mh45YcbHjjWju92Iv/9J\nPPI+2c/m0pADj5xogXN5Q1CGVqNVFc3vUSzj4DAYtFCkcPZPJtXYx+ypizlkut90ZSYT+zb7guIS\nwxolGoxaHO8yw+XZ/nK3GKsEfT1bfTc2w9vtNEq0mHU42WOBY3GDP999vQ3QaVUYmV5Gd3sdL3PF\nSrHJUz7ZiazuhGyfYSk863yNMVfnLYVnmAtSyWq53H++7uO9mw5Ji+qHrBuffqgT7w850N1eh2gM\n+OnlGUHfBmOVYJ1vqK+CQa/GTz+wi65ze34NwfC2/qBWynH2eEvG+zKZ9JJ6CYC8vTf2pPiyLCsD\nAIZhDCzLCpxBGIbpyND3DoAXt/45xTCMA0ATgOlUfdxu6Rd6qXH+il3SIrexGcaP3rkFlVKGzz5y\nFx7sscLu8mHOuYbujjr4NyPw+YO4veDlrcSXhhYQjcZTibxy8RYajFWSik+TuQputxcmnQrnznRA\nlhBl6XZ70WWrxcyCeDvEbNBgeXUTOo0KC0vrvCVYo1bCpFPl5fnsBJNJn1IuCrUgejyZv3KB9GNP\n9XswNkPGeZDKhaHZohP0PX/FLrLyhyJRPHWmAwq5TPDlfuHqrOD39m0EEY1C2C4Sw+2FNUzNrUCp\nkPPnazbpUIEYjDWVqEAM/o1g0c7ldL9Jvq9bCLKV1Z2SzTMs1LPeCfkcYy7OW4hnWEyyWgoylA25\nvI/E2JDeDgNaLDq8I7Gbe39fAx7rb8YnTrTwpYMT3Qj0WiXm3T4AFfw6r5TLsLYRlHQ3kCpU5Mty\nrZfSSwBI6io7IZWs7tnHd8vd4QcMwzyMbUuvCsAPAdydpt+vAWhgWfb/YRjGCsAC4M5ex1PsZONs\n7lkLwGbSCfw8zz18Fy5cvSWyEg/0NvCpp27dWQXTapB2FNeqBBH+yYLLFQ8AhIUqFHIZ3r0xz6dR\nm3evA4hbHvNRQ5uIs9tiDjJZBdqs1ZIuDIkBZYlymGjlf6CvEa++e1vU92x/i6BscHI6s+12zaiq\nVCEYjh8f6G0QJDYHgDeuzAl8lSnIjSAIIjOZ1kqp2JAzRxt5nSDRGsvpBNz5kt85bQ3V0GtVonU+\n8XwcaqVcslBRYnnibJBql493w159fD+PuLvCIQCJdxwD8FqG7q8A+CeGYZ5CXFH+D+ncHMqFdKVZ\nG+qrUF9TiRNdZtjMOry4pTColXJMz69KWok3g9spSUwGDX7+0bxgW8Ns0ECtUmB9M5RWSbWZdXj2\nXB+fCeBYlwlNJj1evjglea1msw5/8q2r6GyqzmliaSLObos5RKMxeLx+gctMs1mHRpMOnrVNQSBk\nshymS6G3thHAK+/dwuDYEo7eVQevP5QynZnNoofd6UVvpxHmOg1Ckaio3aVhJyoqgPeGdpe1giAI\n4qCQbYYfqdiQ94Yc+NXHDmNydlXwPlha3cCL5ycwdMvDnzPxndPVVos77g3R+X5+YwGfeagT3vUQ\n/24y1qjx3TcmRONJLE9cTOzV1eE7AL7DMMxXWJb9yg77egE8uZfrlyqprHmfvM8Gm2nbCsZZ5NKl\nNku0EleqFPAHwryFtqfDCJdnA85lP778qV5Bv8SvMJmsArcdXlEmALXSjVPdVt6inHitWAyYnFvB\n5NxKThNLE9vstpjDqSPxYAGVUoa2hmrcnFrE4JiLL03NkSyH6eRszuWDdz2IGccaAqFwyoTlc04f\n7+dld3oxNLUk2JXgGJtZFhRGyXWCcoIgiHIgU4afxF08Lv1YcjnhF38WV0oN1WoMjrkwOObCU2c6\n8L03J0Tn/NzZTshkFVAoZPi9r70vGk80GsMHI078+b+7D+FwFNFoDHaXD0q5DIFoaQQx5yqd2SzD\nMF9MOhYGwLIsezlH1ygbUlrzTMJSfpxFLl1qs4b6KqhVckQiMVwaWuCPB0IRKBUytDXU4GRPA6bm\nVnCs08h/OY7bVzFwtwWOZT/sDi+sRm1Gi3JDfRU0agVC4ajoWlTQIn/s9Is5Wb7uv7tR0lqc3K6n\nvQ5rG0Fp/2CzDuzMMoDMqfaS/bwSZYijySxOpUNyRBAEISRVhp+f31iAWiXjLbYP3B0vJdxi1gvy\n+HO7btFoTBC4PnVnNWUBi2g0ljblZYtZh2Bwe0ylVm4+V4rvxwE8BuDnvYJ1bQAAIABJREFUiLs8\nPAjgIoAOhmF+zLLsH+ToOmVDNta8RItcqtRm1VUqBENRXB11CM6jVsphqdPiwuAsvBshtDVUw9Hn\n578cH+hr5PP9Wo1a2B3S+XoTrbxPDLTi26+xmJTIHEEFLYqLbK3Fie0A4KdX5yTlrM1ajVt3VgHE\nF8hUCcvbG2v4UpYcyYnSOf8yKoxCEASRmnQxQeOzK/zu2oxjDaO3PXjwnkZBTEW6XTepAhbJ6++x\nFCkv72XMovFw75JSCDjMleKrAHCEZVknADAMYwbw/wI4BuA9ACWr+ObiJZztOZLbJX5FTcyu4Omz\nh+DybGDcvsKnJHnz6iyAeBBRDDHMuXww18b9ev/13Wn+fIzNgHdvLvA+w4m+nJksypzfcXN9FTqb\nqiUVXypIkD/2QxHkzj/r8kr6B0/OebDuD8Fq1GLdH8LMwqpkipyZhVWR4txs0SEaiUGlkPPp0Xz+\nkOQ4ODki5ZcoJDutwkYQ+SBdTFDy7prHu4nbjrWMO7eJ/cftHliNWnjWAgiEIqL191inEV/+VC+u\nsS7MOX1otuhwjDHjWGfxpqPMhlwpvk2c0gsALMu6GIZpZ1k2llDkoqTYS7nYbM6R+LfO5hpY6zS4\ndNOJw7YaQbtEi9yN6WWsb4ZQXyuuhPXujXl0NtfgrpZarG8IlQq1Uo6Gei3OX50DIPblTGdRTvQ7\nBnafbYDYOXuRwd30lckqoNOo+JR6nH/wh+NuPPlgOyLRuJWgt8eIcfsKn1kkMUWOzaIXWXebTTrY\nHV4+7RkAnOy24EpSoQ2NWoGejjq8eGGSAt4IgiCQ+p2bnEWhSqPMugy9WinHoZZa/m+9nUboNNLr\n77FOI451GqFSyQXuDaVMrhTfGYZhXgLwFoAogPsB+BiGOQdgNkfX2Df2Ui423Tneu7mA5545jlA4\nIvobly7s9ct2yWvdmF7GV1+6ASBe2lhqm7hWp8bPt8oI6rVKnHv4Lqx5N7ERCOPFNybQ3V4Hu9Mr\nsPByiss11oXjRyyQVQCzLp+k3zFQer48pUq2AQ257BuNxlBXrRIUtWBsBnR31OHFn03w53Mub+D4\nETPsTq+o4Elncw20agWGp5fB2Azo6ajD//jBTfgDfEFHqJVyPHysWSRHPR11ggBLCngjCOKgw71z\nr4y54FzegKVOC32VCt97c0IQxMYFskn65Fp0iGztupkMGnQ21eCVi7f4ddnu9OLM0ca062+5KL1A\n7hTfXwfwbwAcBSADcBnAtwDoAbyao2vsG3spFyt1DpmsAgO9DdgMhvF3Lw/BZtXj+BELX3yCO3/i\ndkTytRLL0KayzlaqFAhFonigrxGbwTDev7mAVqse0ZjYqqtRK3DmaCOv4HS316HJVIXV9QCMNZVI\nV8xpt9kGiOyRksFQJIrxudWMltxsgyGk+jqW/IKiFqzdA5VKLjqfuU4rKYP1NRpEomFehhxL6ynn\n0ufOdgrk6MWkfL+JbUnxJQjiIBOOROFe2YSxphLaSgVO39MAn387iK2qUoG7bLW4OuoUrctABT4c\nd8FQrca4PZ75IdkYsb4pncqyHNffnCi+LMsGtiy+57FdvtjEsuytXJx/P0nnTJ5t4E3yOQZ6GwTC\nKFV8AhBuRyReS6GQCaqxXRpa4BVpt8cPm1WPWAwYZF345EAbLn4oLGesVsrxYF8DJu+s4r7eBvj8\nQeg0KlwYnBU5wR8/YuGDk5ILDSRDSm9+SCWDycUgpCyiOwmGkOo7ObcdwOZY2oDVqOW3zzhlWKWQ\n4cMxt6SP75VRJ/RaJW5u+Z5JyTkgnEvJBTWSoYA3giAOKlI7eGqlHKd6LBiaWuJdzQDgLlutYMeu\nyaxDTZUKP/3Azmd1sBq1orSV6VJZluP6mxP/W4Zh/gbAHIA3AbyR8P8lB+dMLkW2AVyJ50hXFICz\n8HKYDBq+YlritcLhKFos26X3otEY3r0xj6GpJfQdqoelTg0A6Gmvw83JRRy2GfBAXyMfqR8IRRCO\nxKBRKeDzB1FTpcJGQLoAQeKYuK89Yn+RksF0cpT4G6WT30T5yravZy0AS50GD/Q1orfTuLVVpsW9\nXSZcGlrA0NQSguEIhqaW8O6NeTSaqjC/6BNcI1nOAfFcysW8IwiCKDdS7f4ZazX8mtzbacTxIxaM\nzXhwedjJr8vj9mWsrgcE66dnLQCTQSM4n9QxjnJcf3MVeHYWcQtvx9b/2lmW7cjRufedgR6r6EW9\n0wAu7hzpvqRWvAEcttVCrZTDWKPGYZsBKqVM8lqneiyiMQHAYVstWq3x7Y3BMRfsTi8Gx1y4OurE\nQG8D327O5cP6ZgiDYy5Mzq3i9oI4ShTYtjpzcF97xP6SLIPZfJGn6gukLinJ9eX6J/cNhCLo6agX\nyder797Gg30NomtUa1VQJvnJJMtUqrmUi3lHEARRLiTuhKmVcliNWn4X7dV3b4ve+XqNCoZqNb9j\nt7QaQJNJL1rTqyoVGY9x1yzH9TdXPr4TLMtu5uhcBScXAVyJDunu1U2Bwznn8xtDDA73Bj7/GIOJ\nWQ/e/Wgedx+qxzHGLMr+MDm7hl97nMH47ArsDi9sVj1OdlvQ22pI6RuZXM6Y2w6JBydZBO4THMkp\nUsrxa68UkCou4Q9GJAMXkn8jKfmVKikpk1Xg/rsb8J03JwQ+w4l97zlkxOTciqR8oaICJ3ssmFnY\nLnFtd6wKrMoAcLilFmqVnA94SzWXKHCSIAhim2g0hiNttWg263i3snsPmxBDLGXJ+PWkVJEvX5zC\nv/lEF8btHj4lWU9HPR4+1ixaa6WOleP6myvFd45hmIuIF7DgPaZZlv3DHJ1/38lFABd3Drvbh4/G\n3bygJvr8nnv4LnznpyyArXKCoy4Mjrrw7Lk+1GiVAt+eqfkVGGvU+MpvDKBKGTfWp/ONTC5nnFih\nRV+lShkgxx0r16+9UiFZBu0uH979aD6rVHJSfZNLSj7Yl9pn+HNnO6FQxGXsD74uXXzx9vyaoDyx\nWunGU2c68MHIdgELzr/cZtbhsw91ZpxLFDhJEASxTXe7UZBtIRiO8CXjE7M6BEIRzLl8MOgr+Rgf\nAJBXVGDDH8L0nRWc6G7AlZEFDI66BOWJkw0n5b7+5krxXULcr7fsyMWPbzNtW7Juza+iogJ8yrGF\nRZ8gSKi304hKlQKXhx2oVClE2R+WVgP4yaXbOHemgx9fqgTXqUoMAwBiMcl0UiPTy2hrqC7rr71S\ng/vtd2MRTdW3p70Om8FIVpkjTvZYMOf2ieZCs1mHm1OL/L8DoQicng08cX+bpHV3J3OpnBddgiAI\nICHfun0FXTbpTDvDt4Q5+9f9IXQcqkaLRS/SG1ARw5m+JrxzY57fGT7cUotvvzaGcDiKV97ZzjeQ\nWJ44mXJff3OV1eGPGYYxAmhnWfYqwzAylmWjuTh3ucBZshQKGf7z/4pb0NoaqqHXqnBhcE6U8eFs\nfzPuuH0Yt6+IouJHppchS7CepUpw/cn7bKgA8OffHhSVM76v2yJpXettNZT9114psxeLaHJ54j/8\n5geiNlKZIzir7cXr2zLIlcuu0igF1oXp+TX82W+c4rM1EARBEGJE2RoWssvSU6VRos1aIypNrFbK\n8fTZQzjSWou7mqqhUMgQjcbwR9+8gnBYrI6VY7aGbMmJ4sswzK8A+FMAAQC9AP47wzCDLMt+M4u+\nGgBDAP6UZdlv5WI8xU6LRY8Zhxfziz7oq1QpfXUWVzZEvrpqpRz39Vp5YZXJKlJbAreKT2SyEiYL\n/kGcCMXMXhandMUqWsx6gZ93uswR4WgM9/VYMb+4zqcuW1r1i/x5m806yUWWIAiC2CabegFSO7rr\n/hBuL0iXJr7tWOPXX+7/U+0IH+T4nVy5OvwnAPcA+PHWv/9PxKu4ZVR8AfwBgOUcjaNoGdpKMzLr\n9OJ4dzxDg1Ihx5xLusTgnMuHno56dDRFcMflg7G2Eu0NNdgMhnF5yAFZBeBY9mNqbpUPSpLy1wHI\nb7JUkSo7DCCrUsSZ+xrQatXj6ui2n3e6zBFcLl8udRkQzzSSvMtQrVWTnBEEQaRhJ3nLk3d0qzTK\ntHqDQiETGB9S7Qgf5PidXCm+qyzLbjAMAwBgWdbPMEwwUyeGYboAdGNbYS5Z0r3sh2Y8Auf0Obcv\nngqqogKBYEQ6u0KtBu9sbS3/0ukO+INh/OyyHYFQBA/0NeL7F6Z2XNqVlJHSIVXZ4VM9Ft7lINXv\nLtXXHwjj8rBTcEyjVuDJ0x24Pb8Kl8ePxvoqKJUyycwRh1pqoFHFSxE/dMwEY40adqcP/V1mQQEL\ngFwcCIIg0hGNxtDZXCNpiT3UVMMX9eHW0sSiFI31VZDLKyTX6faGal7p5fpTthwxuVJ8FxmG+XUA\nGoZhjgH4HAB3Fv3+GsBvIV7yuCSRsqwlC1RiuWEgLvQXr8/jvh4rDHp1xuwKnrVNqFXbrg7pChkc\nZGEuJ1Jtg61vhgXyIvW7J/dNVY7SHwhjYdGHSpUC9bXx5OXtjdX4YFhc8tJaV4VHjzXxmRnsLh++\nf2EKAASVg557pj+HT4EgCKI8sdZpRO9+jVoBm1WPFy9MYmxmBb0dBmwGo4Iy8h+Ox6tmSukNFqMW\nc4s+vHtTrJPQru82uVJ8/z2APwOgB/C/EE9r9hvpOjAM8wUAl1iWneYsxZkwmfSZG+0jI9NLkla5\nP/nNAXS3G/l2UhZdAJhfXEc4EsUvPNCGRc8mZhxrvOUsMQvDxJ1V1NdUAshcyKDYntF+UGz3bDBo\noVCIi41IkWrsY/b0KeocSxv8seTffWzGIxxPGpmZdfr4lGQA8NHkIp483YHp+VWBJff9IQc+/3iX\nYNx/8psDePvaHEaml/HICTM+dqxZIPelSrHJUz7ZiazuhGyf4UF61snk6t4PyjNMJaulev+Xhpyi\nsu/tjTX4x9e305venNr2AuWKUsT7LuCxkzYsezfhWNzg1+kPhpyYnF3FNTaeUjKVTpJviv03yVVW\nhxXELbc74QkAHQzD/CKAZgABhmHmWJZNWerY7ZZWIAvF+St2Savc+SuzMOlU/LEWq15yW8Jcp4Fr\neQM3p5ag0ypwqrcBb34wKzpni1kHY7UKg2Px0oK9ncaUhQyK7RnlG5NJn/KeCzX5PJ6NzI2Qfuxd\ntlrMSFTXSy4wwhWh+NvvfchbCFqt8eBJfjxpZCb5fP5AGNPzqxi3e1ClUWJoKp5K5/FTraKxmnQq\nnDvTAdPT9/B/K3X5S/eb5Pu6hSBbWd0p2TzDQj3rYiEX916IZ1hMslrKMnS4pQavX7bzltxxuwey\nCgiUYZtFjyhiorU7Go3BveIXrdP39zXg5uSioK2UTpJPiuk3SSWre1J8GYaZBZDSbs6yrC3N3z6X\ncJ6vALidTuktNnbinH7vYROujoi3j9saanB1NP5lZlCoEY2IH6VaKYdOq8Kp7ga89n5cKa5UKSS3\nOQ6ys3q5kSogoapSWHaYK0IBxC0Eb1yZ48tbJ7pDcOUo07nUcLg9flRplLx1gWSLIAgit3BrPIdB\nr4axRiNIbxoMR3D0LpPk2l1VqYB3I8Snk1Qr5WizVuO9G0k5+3GwU5dJsVeL74OZGjAM08ey7I09\nXqfoSFc4IjlNyNScB0+e7sC824c5lw/NZh0aTTrYHau8QHvWAvD5Q6Ktj0qVAojFYDVoeAf1idkV\nPH32EFzLG5i8s0rO6mVIqoAEANColXwRikAoIiqAEo0BTzzQBrvDC9eWHEVjwNNnD2FpdZM/n75K\nhR+8NSm6dntjNXQaZcYSwwRBEMTusJl1ePZcH5/tqdWqh06rQiiynZHBsxbA0qpfpBdo1Ao0mXV4\n4J5GzDq8aLbo0M+YMTnnkbzWQU5dJsWeFF+WZWeyaPZfATyc4Txf2cs4CkU2aUJksgrEYjL8aKti\niqFajcExFwbHXDjb3yzw1zzZbcFXX7rBt0sOGOIc1BO3EugrrnxJFZCQWITiu+encHV0u4xxYgEU\nl2cDwXCUl6NH+5thO9bEn29oxiMqY6xWytHfZUZvq0GyxDDJG0EQxN6xu3yCbE/c2p1YsCoQikCl\nVODqqBOAUC94tL8ZHz/WjMpKBTY3wwAAo16N81cpdVkmchXclo6KfbhGQcgmTUg0GoPPH+QFMTEo\naW0jiFqdGoeaa3Gy24LeVoPgfA8dM2VdkpYoX9KVlEyULY5AKAKfP4R7D5vw0eSSSI4Sq/Q9e64P\nH4w4+fKWnBwmXzeb7CUEQRBEdqTK3JNYsAqIB7L9yqOH+d06bj0HwGd/SFyTKXVZZvZD8S1rzSxT\nmhCZTDrfHhAvClCjU+HKiBNXRpx8PlZKO0JkQzrZmnX68BtPHMGnT3eklaPeVgN6Ww2ipOeJpMop\nnClvNEEQBCEmXYxQcuYepVyGw801gt26TGsy6RDpkRV6AKUGt8WcTCoBi0ZjOLJlQUvGZNBg3L7C\nC+/wbY+gH0GkI51sdbXGfbpSfYwlk67McLrSmgRBEMTO4GKEpDjcUot+xoy2hmo8fqpVYGDg1vNs\n1mTSIVKzHxbfsmAvW72pfIErVQqEIlE80NcYL0U87MDaepC2JsocXpbsK+iy7c1tYCflKHcjw9lk\nLyEIgiB2Rqq1+8G+BtjMOskYC2BnGaUIacjHNwv2utWb7HfTbNYhFov77gz0NuDqqFPg4P7WtTna\nRi5TRLK0sDe3gWx9unYrwzvJXkIQBEFkh9cfEpQiNhk08RRl/nh6snS7yLQm74295vHNlK3hPIB/\nu5drFAPpthWyVVYS/W5mnF78+bcHoZTLqPzwASMXspRMNj5de7nuTqzKBEEQRGYujzjx84+2SxFz\nRSiiMaAnhQsbB63Je2OvFt//nOZvMQDnWZa9vcdrFBSFQsZvK3AC6lkLIBCK7GpbIRqNocUUt9IN\n3/bg8rBDsh1tWZQfudyi2mnbvVyXIoUJgiByh0Ihg90hHZhsd3jTBhsDtCbvlb3m8T2b6m8Mwzy9\nl3MXGs4fcurOGlosOjSbdYIiAZUqBfRa5a4VU85Kt7YeTFl+mJTe8iIXW1RSfroA0vru5uK6FClM\nEASRG8LhKGxWPVosepFeIZOlDzbmoDV59+TEx5dhGBuA3wJQv3VIjXjRiu/n4vz7TbI/5NHDJvzo\nnVuiRNPPnuvb87UGeix469ocbVkcEPayRZXKT/dUjwUXr88LjiX77uZqa4wWWILIDV/8i/M7av/N\n303rWUiUGH2H6vGNV4ZFesWXfqlnR+ehNXnn5Cq47QUAPwHwJIC/BfAUgGdydO59J9EfUq2UY3p+\nVdI/cvjWMp/sf7fQlsXBYi+/dyo/3fVNYcJzKd9dkjOCIIji4ebkouR6fnNyEcfvqk/Ri8gFuVJ8\nwyzL/gXDMJ9gWfarDMN8A8B3ALyRo/PvG8n+kIZqNdwev2TbXPnh0pbFwUKq9HQmdpLwHJCWTZIz\ngiCIwqNQyDCTwsd3JgsfX2Jv5KqAhYZhmGYAUYZhOgCEALTl6Nz7SnJiac9aACaDRrJtrv1wSRkh\nUpEu4bnJoIFnLSA4lk42Sc4IgiAKRzgcRYtFL/k3m1VPSm+eyZXi+5cAHgHwVwCuA1gE8F6Ozr3v\nDPRYoVbKAcS3HipVCv7fHHqtEh872liI4REHlES55FAr5aiqVKT03aUCEwRBEMXHqR6L5Hp+spvW\n7nyTK1eHMZZlxwCAYZg6AHoATLoODMNoAXwLgAVAJYA/ZVn2X3M0nj2R7A+p1yrx7Lk+DN9axsTs\nCu7rtcKxvIGv/XB4x1XcCGK3pPLTBQCNWik69uKFyV1VGiQIgiDyS2+rAc+e68MHI07YHV7YrHqc\n6rZAr1HS2p1n9lrAohaAEcDfMwzzq9iu0qYE8G0Ah9N0fxLAVZZl/5JhmFYAPwNQFIovIO0P2dtq\ngN3tw/Pf3n0VN4LYC6n8dBOP7bXSIEEQBJF/elsN6G018PEetHbvD3u1+A4A+D8AHAWQmJslCuD1\ndB1Zln0x4Z8tAOb2OJa8kOwPeWko95W3CGKnSPnpcsfyUR2OIAiCyC+0du8Pey1g8RMAP2EY5t+z\nLPt3uzkHwzDvAWgG8IuZ2ppM0s7g+8mYPXUFrP0cXzE8i2Kh2J6FwaCFQiHP3BD5GXshZLTYfoO9\nUE73komdyOpOyPYZHqRnvVdSPauD8gxTyWq53L/JpC8a/WKvFPtYc+Xj+z2GYf4KgJVl2WcYhnkS\nwPssy7ozdWRZ9n6GYY4C+N8Mw9zDsmzKkPNsUz/lky5bLWYWpCtg7df4dpIGq9xJ9ywKNfk8no3M\njZC/33G/ZbSc5LFQ91LssrpTsnmG5SQ3+4HUsyrEMywmWS0XGeLuoxj0i71STL9JKlnNVVaHrwOY\nBdCx9W81gH9I14FhmH6GYVoAgGXZ64gr4aYcjSdvpIqsp0prRLFAMkoQBFF60Nq9P+TK4mtiWfZv\nGIb5NACwLPsSwzC/laHPGQCtAP4jwzAWADrE06AVNVQBiyh2SEYJgiBKD1q794dcKb5gGEYJILb1\n3xYAVRm6/B2AbzAM8w4ADYBnWZYtiazNVAGLKHZIRgmCIEoPWrvzT64U378FcAWAlWGYVwCcBPA7\n6TqwLOsH8Ks5un5BIKEkih2SUYIgiNKD1u78kSsf31cB/ADAOoBeAP8NwCs5OjdBEARBEARB7Jlc\nWXy/C2AJ8dLFFQAeBPAdAJ/K0fkJgiAIgiAIYk/kSvE1sCybmIf377Z8dwmCIAiCIAiiKMiV4jvN\nMIyVZVkHwAe3TeTo3ARBEEQJ8cW/OJ+5UQLf/N2H8zQSgiAIIblSfFsBTDEMM4y433AXgBGGYS4C\nAMuyZ3J0HYIgCIIgCILYFblSfP8gR+chCIIgCIIgiLyQE8WXZdm3c3EegiAIgiAIgsgXuUpnRhAE\nQRAEQRBFDSm+BEEQBEEQxIGAFF+CIAiCIAjiQJCr4DaCIAiCIPIEpYgjiNxAFl+CIAiCIAjiQECK\nL0EQBEEQBHEgKKirA8Mwfwng9NY4nmdZ9geFHA9BEARBEARRvhTM4sswzFkAvSzLDgD4BID/Wqix\nEARBEARBEOVPIV0dLgL47NZ/rwCoYhhGXsDx8MhkFTltRxDEzsj13KK5ShAHF3qnE4kUzNWBZdkI\ngPWtf34JwKtbx1JiMunzOqaR6SW8fW0Ow9PL6Gmvw8eONaO73bjrdvkk38+ilCi2Z2EwaKFQZPcN\nV2xj3y25uo9cz63dnK9cfpNs2Ims5pOD9Mz3i3J7pqlkNd190ju9MBT7vRQ8nRnDME8hrvg+lqmt\n2+3N2zjsLh+ef2EQgVBc955ZWMObV2bx3DP9sJl1O26XT0wmfV6fRSmR7lkUavJ5PBtZtSuX3zFX\n95HrubWb8xXqNyl2Wc035TAPio18PdNiktV085Xe6YWhmO4llawWNKsDwzCPA/h9AJ9kWXa1kGO5\nNOzgBZ8jEIrg0rBzV+0IgtgZuZ5bNFcJ4uBC73QiFYUMbqsB8FcAfpFl2eVCjQOI+/WMzaxI/o21\ne3i/n2zbJaNQZPeYyb+IOIjIZBW7nlvpzpnpfDTfCKI8yXb+0zpxMCmkq8PnANQD+B7DMNyxL7As\na9/vgUSjMXS11mLGsSb6G2MzIBqN7agdx9CMB5eHnZh1etFi0eNUjwW9rQZRX7vLh0vDDozNrKCr\ntRYDPdZ922IhiEKRKPe9HQZ0NtdkPbcykW6uHmqqwT+/NYmhWx6abwRRhmQ7/9OtO7ROlC+FDG77\nnwD+Z6Gun8zHjjbhvZsLCIaiMFSr4VkLAAAGeiyCdv1dZrx17Q4ACNr1dNQJ2g3NePDVl27wWyh2\npxdXR5149lyfQPkV+Rc51vDWtTv76l9EELlGJqsQKauJx6Tk/szRRqiV8eAVqbkldc509HQYJedq\nXU0lvvfmBH9dmm/lz07L/RKlDzf/66pVONHdgCsjC1heC4rmP7fuJLo7qJVyBMMRvHF1lm+XuE7s\ndC0iiouCB7cVGs7qNG5fxS/c3475RR9mFrzoP2LGMcbMvwyvTS3hGuuCw72Bzz92GBOzK5h1+nCs\ny4Qmkx6jt5cFCu0HI05Jv6EPRpyCdun8i+hFTBQzvMXWvoIuW9wiAkC0eyF17P0Rsdy/N+TAr27N\nrTuudRzrMqHZrIdjeQPDt5Z2vCMyensJT57uwB23lz9fk0mP2wurghcdzTeCKD/GZ5fw608cwdCt\nJVwfd6O9qRZPnjbi5pRLMP+5dWdydhVzLh+azTocaqnBP/10XHC+UCSK8blV2p0tAw6s4iuTVeC2\nw8tbnR7oa8TLb08JLLQ3JxdR/ctH4dsI4usvD/HtvvPTcUE7tdKNzzzUyX8FKhQybGyGRdarQCgC\nu8MLhUKGcDialX8RfVUSxYhUJLQ/EMblrYAQQ7Uab127g7eu3cGpHgsuXp+Pt9uynJztbxGd81S3\nFS/+bAIqpQxtDdUYmlqCUi7D5WHnjnZEVCo5wuEoYjEZfvTOLdFcPdvfDEO1Go6l7SjxdH7Ee5mH\nNIcJYn9RKGSIRmNoNFbjH348CiC+Hg2OujA46sKv/8IR3HH5EQxH4FkL4PgRi2DduTm1iMExF051\nW/HujXn+vAO9Dfj+hUnanS0DDpziy1mppu6swWrUIhCKQK2UYzMY5gVaJqvAQG8DNoNhvPizcVhS\ntOMIhCK4Nb+Gb73GorfTiAm7B4srfvQfMcNSp8WHY270dupQqVJALgPC4SiAnfsME0SxkLxToVbK\n4Q+EcfyIBZvBMNweP3o7jahUKeAPhEUWVp8/KDimVsoRCocFFtqjh00AKrLeEeF2ZeacPrRY9Ggy\nVyEUiYr6rq0Hse4PCY5Lzbe9+N6T3z5B7C+JMTWdzTWIxmKS69Hw7SV0txkwctuDew+bgAphu8M2\nAypVCgRD2+tWunc/7RaVHgdK8U20UlmNWtgdcSE2VKvh9vj5dgO9Dbg66uTbzTl9ku0SWVhcB9Nq\n4C3DAGdhkuP4EQvevTEPtVKOL/1Sj6Af54eUrEQk+wwTRLEgtVOWkhz1AAAgAElEQVRhqFbDWKPB\nhcE5kfxLWVhnnT5Y6rSwO718/0PNBoFFJRiOQJWiuMLYjHBH5NrUkuTcG+htEFhtAGDO7UOVRgnv\nRlz5VSvlIl/+vfjek98+QewvyTE1wXAER+8y4cJN6fVIpZTD7vRut8uwbqV799PubOlR0Dy++SZ5\n65KzUum1SjTWV6GxvgoA4FkLwGTQAAD0WiU06vjLVq2UQ6WQ8X9b94dw2FbLuzAk0tZQjRXvpuQX\n4WZw2+1h1iFM7DwyvYTjRyzo7zLDZtGjv8uM40csGJkuaIY3gpCEW+C7WmsBxOeI1ahFKBy3pErJ\n/9p6EKFw/COSmwddrQZ86ReP4In723C8y4zTRxtw27Em6J84L5Npseh4tyIAuMa6Ms49DptFj1Pd\nFrQ1VOPxU62SCmmm3J7pUhxRXlCC2F+4mBpuPVIrKrC2ERQe27Lerm0Ecce1CqtRiwrE+HaJBEIR\neDeC/DrRz5hxqKVW8tq0O1t6lKXFV2qbsc2qx+TsGs49fBe/ldraoMeZo434+Y0FaNQKnDnaiM1g\nBOP2FYGbQmuDHlWVCqxvhjFuX+G3TC4NLSAajfET6/0hh+R43B4/Hj1pg2NpHR9NLiIYiWKg24I2\nqx6jt1cw41iDWimHoVqNoaklBEIRtDVU01ckUTQkz6neDiP8gTDWN+PbgzaLHtVVKpHMymQVqK5S\nobOpFo6lDfR2GlFVqcBAjwWxGBCOROFe2YSxVoNqrbB/IBRBpUohGXFts+jx96+NYWbBi6OHTfyu\nTDJuj19gbVYr5dBpVfj06Q58+nSH5PxK5Xsvk1WgQlaBFy9MYWxGOsUR+e0TxP6iUMgw5/Thgb5G\n3l3hZI8FV0ZcgmPce/uO24eejjq4V4JoNFWJ1h2OWZcP/+FTvfw6YXf58O5H86K1KHm3iCh+yk7x\n5bYZOUf1924u4K1rd/B7X+jHoyeb8a0fj4q2NM49fAje9RDOX52VdFNwLftxJSFLA/e3x07a4F7x\no1KlwKzTC5NBw2/dJtJs0eHih3N8qrS3Bufw1uAcnnumn/fxDYQigq1g+ook0rGfCpTU1n2NXi0I\nOkvlWjDQ2yC5jXj8iEWwNcl9/CX3vzS0gM881Am70wvH4gYsdRq0NtTgX96egj8QBgA4l+MKtdTc\na22oRigUd5kwGTSoVCmAWAzRaCyl1TaV7/1AbwMuJKwRUi4M5LdPEPtLOBzFyR4LfnhxO5DV493E\nJwba8MrF5OBWOZ483Y4fvTMdDzZP4xLVYtYhGNxWcm1mHZ57ph+Xhp1g7R4wNgMGeizkvlSClJ3i\ne3nUIQiQ6e00grHV4cL1efg3pZ3TF9zrkMtlkn+LRKIIR6OSf1v2BjBu9yAYiuL4EQsqVTJJ65S1\nTouKQybRl+f7I07c32uV9PGlr0hCikIETSVv3eu1Ssw5fZJzIpAUEBIIiecckDrdXyAoDIRTK+Wo\nq66Ec3kD9bUaaNRKADFB33SW4QajFj+8eIvfTQGAZ8/14cULk2mf4UCPcF6qlXIEsgxuSe7L9ac5\nTRD5wbG8IZqbziXxsUAoAueyHyrl9vs+EIoIAtmA+Hy9lzGLrmMz6yiPbxlQVoqvTFYBg14jCJCx\nO724NubGoydtuDW3KtlvxulFfY20L2EwHMXiirRTu2NpHafvbYJaKceHY26YDJV48nQH5pxeLCxv\noNlUhRaLHqu+AB8sx41JrZTj7PEWtFr0kl+RbVY9TSxCQCGCpqS27tsaqjHnknYtcHn8eOxkKz6a\ndKP3kJFXNhMxVKthd4itswDgWvHjkRMtGJpaQrNZh+4OI/4hYZcGQErL8GMnbVj3hzHjWEOzRYdj\njBn1ejVWjzWDtXvw0DETejrq8D9+cJO3Fqd6hsnWnRNHLLg8Iu3KlOzCQJYhgtg/FAoZbs8Ld1ja\nGqpxe0G86wLEUy/G05Ztr01Oj3DdaTbrUK9Xp7wmvZtLm7JSfKPRmChABoh/0S2t+FO7Iph1kKfY\n9lQpZGg26yT7tZh1uDy0AN9GGIZqNW5MLuHKqAtP3N+G9kY9fvDWLYzNLIOx1UmOybcRRDQaE3xF\nzji9eG/Igb9/dYzSIBECClHsRGrrfn7RB6a1LuVc+vTpNnzukU4EgxGseAMiJdezFkD/EbNkf1Ot\nBpeHF9BYr8P0fFzhThe0xv0tGo3B5w/hi5/sgkolF21RcorpixcmeaU38Xw/v7EAtUqGoWkPX4wj\n2bqzti6+F0DahYEsQ0Sh2Wm1um/+7sN5Gkl+CYejaLHoBevJ4soG2ptqU65RN6cWRcfGZ5ZQo1Ph\n5tQi3ru5gMdPtdK7t0wpq6wOnJO7FPOL66irrhRFeKuVcjTW62Cpq5L8m75KheoqlfTftCpUVap4\n/1xue/fEETPeuxm38CoV8pTWsVmnT+BneNvhxZ9/exCvX7ZjxrGG1y/b8fwLg7Cn6E8cHLIJmsoX\nAz1WgfwrFXJUa6XnBBcoEgxGoFDIJNsBQJu1WrJ/VaUCS6sB3JxaQn2tNuXc4YLWEvue7I67EiQq\nvRycT2+qZzg+u4JB1o2ZBfG84xTX5OfAXTedCwMpvQSRf071WARzs75Wm3KNaTbr+FSG3LFqrQqa\nShVuTi3xf8v3ukoUjrKx+NpdPnw44UJTCuusyaDBzz+aFySqbrHq0WCswssXpwAAnzrTiXm3D3Mu\nH9obq2ExxrM6mI0aQT8uSMa7EcTpexqxsLyOW3fWtrc0TTreSuZZC6QMvOlqFVqKqHwxkYpCBk0l\nb933tNdhMxSRnBPcWIG4JcbrD0q2s7vWJN0BvP4QojHA7vDCUqdFdZVacu60N1ZDVlEBlUIOm1WP\nk90WQSlwKdI9Q5NBI3DLkJp35MJAEMVJb6sBX/5UL1/AxlKnhd21hidPd/Dv9GazDk0mHSKxKI53\nmeFKepcnu0ZQMGr5UhaKb6Lv47mH75IMcuEqSL17Yx56rRK//+snEAqH8WffGuQrqb10fgLGGjWe\ne+YE6nQqAMAv3d+Gf3pjAm9emQUAQZDM2eMt+PjxZt6alDhJEgNcUgXeJFqKKA0SkYlCBk0lb91z\nCeMBiALHOGSyCug1KlwYnBO1O9vfgjarXtIdoKfVwJf1HprxCPzjuXvu7zKjt9UgcmvIRKpnWKlS\niD46peYduTAQRPFhd/nw9ZeHAMTXmeW1TRy9y4R/fJ0VlyLuseDm1JJgPXrqTAfevbHAn4+CUcub\ngiq+DMP0AvghgP+PZdm/3e15Ei2lL1+cElhuW6163HPYhMnZFbQ1VONQUw3MdRp87eVhHLbV4Nlz\nfRiZXsbYzLYFh1N6gfi2aTQalSx9yKVFAsRbmonWoYnZFTx99hBcyxuYvLMqaSmiNEhEJorB4sjJ\nIVd4JXlOjEwv85bXeFvpsqFA6rkDbJf17m014NlzffhgxAm7w8tbd6s1yoyZGaSQeobGGjW++8aE\nqG26eUfzkSCKh0QdwLG0gXV/CFqNHJ9/jMH4rAdzTh/uPlSPwzYDKirA7yqd6Lbw68njp1ppJ+eA\nUDDFl2GYKgD/HcCbezlPsqU0HI7ipfMT0GuVuK/Hil/7+GFEozEc6zTC4fHj+Reu8j480wurfET3\nrzx8KOXL7L5uK55/YRCA0Gr13DP9accmZR1KZymiNEhEJorB4iiTVWRdeGW3cyeR3lYDehOswHvN\nbpH8DO0uH5RyGQJRmncEUWpI7ZZ6N0I41FSH7/yUhU6rQG9HPYZuLWJw1IUvf6oXX/xkF7+ecBR6\nXSX2j0JafAMAfgHA/7WXk6SylHo3QpDJZAIhfvv6HYFTO5CdD22yleihY6YdfREmjiHdpCoGix5R\nGhRycU6cc5kKr+x17iTCvaRy5QtP6ccIovSR0gHUSjmGby3yu03T82toa6hBpUqBydkVHOs0CpTe\nxHMR5U/BFF+WZcMAwgzDZN3HZNJLHn/4hE3SUvrwiRZBnzF7ah/aVOdOvHZ/T0PWY90t2V4n03gP\nEsX2LAwGLRQKcSYDKYpt7NmS7ZwDcj939jKPU7Ff87vY2Ims5pOd/m5P/qcf5mkkB5diX4tSyarJ\npBetR4ZqNZzLfj5nfvKuVDHeazGOabcU+72UVHCb2y2d9N6kU0labEw6laBPl60WMxJJrRmbIeW5\nixGTSV9S480n6Z5FoSafx7ORuRFK+3fMds7lg3zO40L9JsUuq/mmVOdBOZHtb1BMssrN1+T1qKe9\nDv5gvCSx1K5UsclbKb8Lkimme0klqyWl+KYjG99H8qEliNzBzbn9XuhoHhMEkYyU7/67H83TOkGI\nKBvFl4N8aAmivKF5TBBEKsh3n8hEIbM69AP4awBtAEIMw5wD8BmWZZfzed1iiIonCGJv0DwmCCIT\ntE4QUhQyuG0QwEOFuj5NAoIofWgeEwSRCVoniERkhR4AQRAEQRAEQewHpPgSBEEQBEEQBwJSfAmC\nIAiCIIgDASm+BEEQBEEQxIGAFF+CIAiCIAjiQFARi1G0I0EQBEEQBFH+kMWXIAiCIAiCOBCQ4ksQ\nBEEQBEEcCEjxJQiCIAiCIA4EpPgSBEEQBEEQBwJSfAmCIAiCIIgDASm+BEEQBEEQxIGAFF+CIAiC\nIAjiQECKL0EQBEEQBHEgIMWXIAiCIAiCOBCQ4ksQBEEQBEEcCEjxJQiCIAiCIA4EpPgSBEEQBEEQ\nBwJSfAmCIAiCIIgDASm+BEEQBEEQxIGAFF+CIAiCIAjiQECKL0EQBEEQBHEgIMWXIAiCIAiCOBCQ\n4ksQBEEQBEEcCEjxJQiCIAiCIA4EpPgSBEEQBEEQBwJFoQeQLeFwJObxbBR6GEWBwaAFPYs46Z6F\nyaSv2OfhAADcbm8sm3bl8juWy30AhbuXYpfVfFAKclPsYyzE+IpJVov998mWcrkPoLjuJZWslozF\nV6GQF3oIRQM9i21K+VmU8tgTKZf7AMrrXoqdUnjWxT7GYh9fvimX+y+X+wBK415KRvElCIIgCIIg\niL1Aii9BEARBEARxICDFlyAIgiAIgjgQkOJLEARBEARBHAhI8S1jZLLdBd/utl+u+hMHC4Vi98sQ\nyRpxEMhGzmkuEER25DWdGcMwfwng9NZ1nmdZ9gcJf7sNYBZAZOvQr7Eseyef4zko2F0+XBp2YGxm\nBV2ttRjoscJm1uWtX676EweLoRkPLg87Mev0osWix6keC3pbDVn1JVkjDgKp5Jw7Pj67ioFeCxzL\nfkzNrdJcAPDFvzi/o/bf/N2H8zQSoljJm+LLMMxZAL0syw4wDGME8CGAHyQ1+yTLsr58jeEgYnf5\n8PwLgwiE4t8TM441vHXtDp57pj/tYrjbfrnqTxwshmY8+OpLN3h5sTu9uDrqxLPn+jIqvyRrxEEg\nlZw/e66PnzsP9DXi+xemaC4QxA7Ip6vDRQCf3frvFQBVDMMUf4K3EufSsINfBDkCoQguDTvz0i9X\n/YmDxQcjTkl5+WAks7yQrBEHgVRyzs0RtVKOzWCY5gJB7JC8WXxZlo0AWN/655cAvLp1LJG/Yxim\nDcDPATzHsmzaKkImkz7n4yxVUj2LMfuK5HHW7kn7/HbbL1f990KxyYXBoM06iXexjX237PQ+7A5v\nyuOZzpVvWSuX3yQbdiKr+aAUnnWhxphKzu0OLwzVagCA2+OXbLMf6+5+k0pW93qfxfKcimUcuaDY\n7yXvJYsZhnkKccX3saQ//SGA1wAsA3gZwNMAXkp3Lrdb+mVZjshkFYhGpb8DTCZ9ymfRZavFzMIa\n1Eo5DNVqeNYCCIQiYGyGtM+P65dMpn656r9b0j2LQk2+bMs1pht7MZBOBhORuo9MfVssetid4nu3\nWePnStc/n7JWqN+k2GU1HxS7/AP5G2M2cyuVnNuselzZsvr2dhol51E+191iktVc/D7FIIOlMBey\npZjuJZWs5ju47XEAvw/gEyzLrib+jWXZbye0exXA3cig+B4E9hq0M9BjhT8QxvpmGG6PH72dRlRV\nKjDQY8nY761rdwTbZmqlPGO/XPUnioe9yGC2fU/1WHB11CmSl6OHTXjxwmTa/iRrRKmS7fwYmvFA\nX6WGWikXyfnJbguubLkKVaoUkm1oLhBEavIZ3FYD4K8APMqy7LLE374H4EmWZYMAPgZSenMWtHN5\n2CkIGlIr5Xj4WHPGfqd6LLzCbDJoUFWZvXjYzDo890w/Lg07wdo9YGwGDPRYKMCixNiLDO6k7//P\n3rvHx3Vd971fYGYwxGNADkFgABAESILkJgiQovgQRVmiHnYlPyJLieWorqvUju2mqeImvbftjdo0\nz37iNL1J6tS5N7EjxbHTOHTt2JYbOfKVRYmyRYkv0SQIcvNNAAQwAAGQeBLAALh/DM7wzOCcmTMA\nBnMGWN/PRx8Nztln733OXmvP5pm91q+pLsjzz+zgaEuY1q5BaisD7NxSzosvn2V0LJL0erE1IRdx\n6h9G4OfE5BT7m6q4Mx6dkzetW8mBHdVx9n+x7RYfe3QT3X0jXLpxW3xBEByQyTe+zwJrgG8qpYxj\nrwNntNbfmXnL+45SapRoxodlv/BNFrTjdCKbax1HznZx+FRHbItE8+VexiYmKfT7HLddW1FCbUWJ\n45/IBfcxHxtM99qmuiBNdUG83nwikSkOHroUW/Smul5sTcg1nPqHOfDzJ6fvzslTU8TKGfZv/llZ\nfEEQnJHJ4LYvA19Ocv6LwBcz1X6ukZ+fx/nr9kE7Tia1udZhvm5sYpKu3hFH19khk29uMh8bnM+1\nkcjUnK8XWxNyAaf27fXmzwr8NObkAq8n9o9EK8QXBMEZotzmEqamptlat8rynKoNOprU5lrHQrQt\n5D7zsYP52pDYoLCUcWrfkcgU60LWATm1lQHbRa8gCM6Rha+L2N9Yid8Xn64l3UCFh3euJVDks6wj\nmaSl0bbf56GyrAi/z0OgyMfDO6tjZeYjLZsui9nWcsOJHZhxaoNWNmS+tqAgedqsVNcLQi6TaN+B\nIh+1oQDv2353bs7Pz2P/dmsfvG/bXT+w8mGRmhcEZ+RNT+fMm5Rpt6TIyCTRqN/kQTtW6ULM0cL1\nNSupXF3EO81dbF63isaNq2m52su5a6kjiQ0J2fVVAarLS3i3Ocz66gBlKws53hJmbUVJWtKy6ZKu\njG2KdGZZmcl7egYdOdVip31xGlHuxAbBeqzygHdMx+5vDDERmeK47qY9PERNqIRdqoJd9WWWfZyP\njPFCkMV0Zq621UzgprRHdix0H5uv93O0JUxJoY+BkXHau4eorQxQWxHgeniQtvAgDXVBNtcG+enF\nHq53DlITKmF9ZSm3hkbZWlfG2Su9MR9+bG8toyPjiyo17yZbtRqfXJQszgVfcIqb7sXOVmXh61LS\nyeObGC0M0TcEL/zCbvKA3/+axbmESGK7OvY0hGIBFubPTqRl0yVRxtboQ7K2ZOHrDFsbSZKtIZkN\n2o3VvsYQh091xI4d2Fkdl2XEKPe5p5tmLX7n0seFRha+i4ebviDtWMg+Gva9pyE+ld/7dlRbpvb7\n/Md38PqJG1xs62dwZMK2XKLPpeMzc/E5N9mqLHzdh5vuxc5W5fdkl5LOnkbbaOHmMEfPWUvDJkpa\n2tVxZzwSyxNp/uxEWjZd5iNjKyRnLjK/yWzQbqyG70RiP9P6fR6G71hLqp7U3QvSR0HIFY6c7QKI\nkxlOJjv8ztkwZ6/0MjgykbSc2eeMYyI1Lwj2yMI3x0kVLdzVZy9pad5XZldHT/9onDym8bm1a3BB\n9+FaRTMbLHRbyw0nEeXpkGyszDYSLPXbSqq2h4fi9vwudB8FwU0Y9p3oE8l8xCxNnKyc2ecMnPiM\n+JywXJHVRI6TKlq4cnUhQFzAEMDWuruRxMnqKA8W0j8wNuvzQkcYSzRz5phrxgS7L75kY2W2kf6B\nMcqDhZblakIljI/ffdOU6awO8iUuZBPDvhN9IpmP1FUGKPDm4/d5kpYz+5yBU5+RTCrCckQWvkuA\nZJH4e7eGOLCzmqb6Mgq8Hprqyziws5q8vDwOHrpEa/dQ0jpWFHgZm5ic9dkcYbxQ7GsMpYxmFuZG\nOtkaWruHOHjoEr/10rE4GzFjN1bFK7yxn07HJiYpXuG1LLdLVcyrj05xci+CsBjsb6wEiMkMA3Gy\nw2b8Pg9rK0qAPJrqy9jTEKLQb13O7HPGsWQ+Y/aJspUrFtznBMHtSHBbDmKf1WF2JL5d8MLebSF+\n/NOOuEAGcx2b1q6kYiYzxPrqAGWlhRxrCVMTKuG+bZmJtG/tHqLlej/t3UO0dw9RU1FCTUUJ2+qC\nyQItJLjNIU6yNTgNdrEcq1AJ68pLaL7SF9dG7+AYJxxmdXCaUcLp/c4hcEeC2xYJNwXB2LHQfWzt\nHuKdljDk5TE0Mk5beJC6ygA1oQBtXYO0hofYXLOS8cgkPz7dGXvr6vd5+MiD68nPy+dqx216+kfZ\nsm4V/+T+upmsDs58JtEn8vPzeHBHFQVej2PJYzfZqgS3uQ833YudrWZSslhYROwkXO2CF0bH7gaq\nGZKZVnU8vqcm9vnJB+oyuuXgyNkuXn23lUCRj/VVpZy5fJO3z3TyxL460Z5fAJzI/DqVVU02Vs8+\nWh/XRm1FCffWl1FQ4Inb3jDXPjplISTABWEhSbRvq///rzcu8drxtrjrxiYmae0c5MzlXiC659df\n4GHbhjJ6egYd+0yiT0xNTXP4VAcfeWA9v/3pvbK9QVgWyFaHJYZ54nIatJYYyGCuw/w5k4tec18H\nRyY4czkazWzVP2F+zEd2OLGc3VhZtZFq0eukj06RwB3BzZjjK8z/B2i+0m95TffMnG1IGJ+92mdZ\npx3JfCKxLkFYysjCdwnjNGgtMZDBvCiw+5zIfBcS0b5ab5+QQIvFwWmAmblcoMjH9vqymFqgUS4d\ne8jEIlQkkIVcpWmj9TxYkRDEpmrT224mPiEIUWSrwxJnf2Mlb5y8MWufY6H/bqCaEcgwW/2tkHeb\nu9nXVEFX3yiX22/PUvZJV/XHCqOOvLz82PYLc18l0GLxsLOXxDHY31jJyhI/bd2D3Ogepqm+jNpQ\ngLXlJRw8dMmRPSyE7SzEvQhCtjF84dz1ftZXBjiws3rWHt/aygD+Ai9HmjvxefIpW+mn5Wov5SUF\njtswgtnEJ4TljCx8lwH7GkMM34nQ0z9KebCQ4hVeiosKeGJfnW0Q3PWuAfw+D08+tJFvH7ocd/yN\nkzd44bndALOuMc45XcCY283Pz2N/UxVj4xF6bt1ha938gpuEuWFlL4ncHBzje4evxMa+NTyIz5PP\nd9+84sgerOwtXdtJRW1FCS88t3vBguUEIRMk+kJr1yB+n4enDmzkxLnumA92949y/FyYpw5spLtv\nlL977SLfPnTZkc8YbUxMTrG/qYo745FYgNyDO6rEJ4RlhSx8lzhHznZx+FQ0e0Ow1E/z5V7GJib5\n4P3RICRzucRAIICOniHbACGvh3kHD5nbnZqajkkif/ShjXzovnXp3q4wT+zspdDvixvTk7p71lsj\nO5U2K3tYrMCzhQyWE4RMYOcLbV2DwHTMB3dvjaYAbOuKBrlNTU0zNuXMZ8xtGHOsESAni15huSF7\nfJcw5mAGIyDCmPzOX0+t3BYs9dNuk/fUqSqc0/6ZGZuY5Ni5sAQgLTLJ7MU8pgUFHtrD8XaRTFkq\n0R6yEXgmi17BjSTzhe7+UcYjUzEfNAKSuxOU2lL5jFUb5gA5mWeF5YYsfJcwcwlWMtM/MMbaimLb\n6w1VuGR1L0T/hMXB6XiMj09SE4p/S5RMWSpxLGXcBSGK0wBk89+Jx1P5jPibIMQjC98s4zRrwlyx\nUsMKFPl4+N7qlOUA1pYHkqrCzVf1x7Z/O6ttrhD52XRI91k5VU/bpSrw+zwxKWzAVqXNuNbcl0yo\ntCVDbEbIJuZf1xL//0BTctVM89/ArOOpfMaqDb/PQ20owANNEtQmLD8yqtymlPpD4CGie4m/oLX+\ne9O5DwC/D0wCr2itfy9FdUtKuc0qg8KRM2G21K5MGd2erjKKoYZ1se0W9zWG6OgZ4lrnIOtCAfY1\n3lVhs1JuO3o2zH2NIbr7RiyVfRZCacvcv/ubKunqG3GcQWJ3Y5Uot1kwn4wJJy/3ctKB0trxizc5\ndbEnVm7n5nIqVq6YZQ+AZV8WUqVtoZ6DKLctHm5SeLJjvn00Z2tYVxEgUORj+M4E6yoCXA8P0hYe\npKEuSOPGMlqu9nHuWj+1oRLWVQZoDw9yvSs6T5cUFcD0NNs2rKblah/nr0d95rG962yzOiTafuPG\nMs5d62OaPAaHx2nrjradbjYVN9mqKLe5Dzfdi52tZmzhq5R6FPj3WusPK6XKgPe01rWm8y3AE8AN\n4E3gl7TWLUmqXDILXzsp1T0NoVjgQSZkVc+13eJPv/nTWe0+/8yOOAlicyCQ3edEFiJ4qLVniC98\nzVpiFrB8Zr/7S/ttJ343TdBWZGqCmItUr0Hz9X7+7Fungei+XeMn1UQbSdWGYQ9O+pKpwDORLE6N\nLHyTM58+2tnfkw9t5PtvXbG0y/WVAVtFt8Rc61NT07b9s2v7+Wd28GffOj2nucHATbYqC9/07xcy\ne89u8ms7W83kVofDwMdnPt8CipVSHgCl1EagT2vdprWeAl4B3p/BvrgKuyjeO+PxMsIL3m6zdbtH\nW+LbslNuS7WPLFP9O3a+2/aZvXmyfd7tLjWSZUxIxdGWMGMTk3HBbVY2kqoNwx6c9CVTewzn8xwE\nYb7MJVOOnaJboo+kK01stJHox+a2BWG5kLF0ZlrrSWB45s/PEN3OYHhiJdBjKt4N1JOC8vLAgvYx\nW5xvTS4j3NU7gm7tT3q/c3kWrV3W/wpr7Rp0xbO1ey7hvhF6bt+xPNdytY/yj92TyW6lTTBYhNc7\ne7+0FZl47nbPMZVNgXMbcdrGfPoyX+batht8YbFIx1YzQS4867n20cr+UmXKmUtbVtfY2X5r12Ds\nO2Yh2l5M7Gx1vv12y30vZj8y3ZZbnqkdGc/jq5R6iujC90kcE24AACAASURBVPEkxRz9dOKW1+fz\nZWvtKq53Dsw6Xh4spPlyL36fh/u2hZLtXXX0LBJ/HqurCtAann1dbeXi/TSR7Gdtu+cSWl1E2coV\nlue2bVid9Dllg/7+kdSFyNxPQsZzNHJ19g+MMTYxiaoN2rZXUOBhfHySdaGojSRem2gjdmOV2IbT\ncplgLm1ncavDorcJzm01E7jpJ1E75tPHRPvz+zwUePOpCZVYzsNz8Qlz/8xzq53t11YGOGbx1jed\ntt1kqwthQ26wwcX2hUy25Sa/trPVjC58lVJPAP8J+KDW+rbpVAfRt74Ga2eOLQuSyQjvaQhxZzzC\nO81d3OgZjgs+c4pVUEPL1V6KV/gs5Srv25b5yF4nQUZ2z2XvTOJ2q3MP76rJeN9zjf2NlYyORWLq\na031ZRSv8FpGfycGsu3cVI7XA0Oj8dfubZgtWexU2jhbssEiWSxkE8P+EtXSqtcUW87DZSv9tHYP\nzVny3Ty32tn+fdtCsxa+4hPCciOTwW0rgbeAD2ituy3OnwU+ArQDR4BPaq0vJKlyyQS3gXUGhf7B\nMV4/3pYy+CzZv6iSBc4dae6MSQJ33xqlNhTgvm3pL6zTJZ0go2SR/lbnJKvDbJw+75OXe/nKd5tn\nldvXGOLwqY6k1xrtOMnKsBjZG+xIt20Jbls83PRmyI6FyOpwof023z50KeZn+fl5PLijisjUdOwf\nnHnkcaS5E58nP61As56hcX7zL47YBgRb2f58/dFNtirBbRLclgw7W83kG99ngTXAN5VSxrHXgTNa\n6+8Avwx8Y+b4wRSL3iWHlZTqV/9R2wYkOF2cJguc83nyY1kjnjqwkQ/uXRxJ4HTkaZNJzIr8rDOc\nPu9E2WGj3PCdSNwbqVRjlWqiy+a4ic0I2aS2omSWP05NTXP4VAf3N0Z/9JyanOa9C91pSRAbvHmy\n3dbXn3203tL2xSeE5U4mg9u+DHw5yfnDwP5MtZ8rGBOP15vPNYs9WRANSPB684lEppLWlUz+0hw4\nZyymP7yvNuMTnxN5Wqs+ZDqDxFLF6fO2kh02MNuK1bVzJZvjJjYjZINk/thxc5jxyCQdN4fj/M2p\nr+Xn53H2ap/lOXMddvWITwjLFVFucwmRyBTrQtYbsWsrAykXvZCe/OViSVWKXObiMh/ZYYNEW0m8\nVhAEZziZk+c6N09NTdO4YbXlOfFXQbBHFr4uYl+jtQTw/U2VeL3WQ5UoxbrfRv6yeIWXYKkfv8+T\ncUlgp32SgIrMkK7scGK54hVe24AwOztMxMqGnF4rCEuFggLPLH805IJLCqPCO4kSxO/bHor5SqIf\nJf798K4aW18XmW5BsCbj6cwE5zTVBXn+mR0cbQnT2jVIXVWA7fVreKe5i2++dpH1VQGqy0t492yY\nDdWlcTLHRuYGff02Tz9cT2fvMNc6BqgJlXDPpnLOXLlJgTcauFRdXsJXXm6ZJY88H5lbq+vNffrY\no/V0941ayh4LC0ttRUmcHdVWRoMYE5/3rvoyPvPRxjjZ4Xs3l7OiwMPUNHHXDo1O8OIr52kLRyVU\n9zeGGBmftJEsjrehwdEJ3jkbjl07l0wlgpBLmLOlrKss4WOPbqI1PEBJYQEDI+O0h4eITE7ymY82\ncrXjNuurSmlYH6S+ZhWvHm2nLTxITaiE9ZWl3BoaZWtdGWev9HL++i0a1q9i24bo3xfaZs+tjRtX\n805LF3/1yvk5zeOCsNTJWFaHDLCksjqkwuvN5/SVXv7H/5otL2mWNrb6DBAo8nHg3hqGRiZ4p7kz\npTwyWEsCO40wTiXDbPTphef2UBksnN/DMZEssMpN0cdWZDqrA8TLDieOpVW5fY0h3p1RcTJfm5jp\n4bNPNfH1V87NGu+nDmzkmz+6GHfMKktEYqYStyBZHRYPN0V/2zGXPtplS3nq4Xq+9+ZlW6ni01f7\nLOWEP/G44hs/vBv4/L4d1Rw/F44rZ8ytE5FJft9G9n2hFr9uslXJ6iBZHZKRDcliYR5EIlO8czZs\nm6HBiLq3+gwwODJB761RhkfHHckjHztv3ZZTKctUMsxGn948tWzSNWcNYywSZYcTxzKxHMDwnYjl\ntUamB4CqskJarvZajnd79xCBIl/cMfO1xjEr6VRBWApYZUsBaA8PJpUqNuTCE89faOunwBf9qvb7\nPNwZj8wqZ8ytR8/Nbx4XhOWALHxditebbysfa0TdJ/sMMB6Zort/NGUdurWfrj7rckZ0cDKcZJNI\npz5h7jjJ6mBXLljqp8eBvezdVmWbEaK9e4j1VaW21xoYmUoEYSlhly0llVRxQYHHdr5vD9/1qWQ+\nOt95XBCWC46/eZRS9yqlHlVKPWb8l8mOuYVsTRbJsjyYo4DtPgMUePMpt9lWYC6raoNUrrYu5yQ6\n2I3ZJJYrTrM6WJUzIsytMI/jsZZO24wQNRUls9LyWWWJcJqpRBByAeN7wi5bSv/AGGsrii2vVbXB\nmFy4FTWhuz6VzEfnO48LwnLB0cJXKfX3wEHgN4H/PPPfb2SwX1mntXuIg4cu8VsvHePgoUu02vxr\nPZPYZXkwooDtPhvlPJ58VhR4U9axvzHE3q3WbTnNvGCXSSCxT5LJIfM4zeqQWG5sYpLiFdb2Ys70\n0Nk7yrYNZZblaipKGByZsL3WOLYYMtmCkGmsviessqUArC0PJPVLu/l+y7og4xPRfySOTUzazukL\nMY8LwnLAaVaHOq31loz2xEUkBmpd7xrgjZM3FjRAwAmJWR42VJdStaaYo2fDfGDPOipWF/FOcxdP\n7KujceNqWq72sb6qlI1rSykrLeRYS5h1lSV87ukmLrbeipNHNq4zy1juawwxfCeqJ18eLKR4hfOk\nH7UVJbzw3O44KUxznySTw+LiZCytxmx/Y4jHdtXMOjY4OhGX6aGkwMNzH26g5WpvLKtD44YyVhb5\neGJfXdJrF0MmWxAyTbLvic893cR7upu27iFqKkooLSqgq3eITzyuOHP5Jj39o2xZt4oHd1TF5sTE\n+b4mVML6qlK6+4d5/pkdnL3Sh27tJ1Dki/s7cW618mmZdwXhLk5XNi1KKb/Weix10dwnHYndTNNU\nF6SpLhin3PbJDzbEoiYf31MT+wmrqS4Yp/jz5AN1sWt21ZfFnTNfB9F7PnwqmuUhWOqn+XI0eKnQ\n73N8z1ZSmIl9EjJPOmNpJ19qdazRZIcHD13i1XdbqSorZO+2Ko61dPL26U6e2FfHs4/WJ71WEJYC\nyb4nnn20nl31ZRQUePjeTy5z/tptrnUO8OOfdsb80l/gmeWPifN9srm0qS5oGUEvksSCkJykC1+l\n1NeBaaAUaFZKHQMixnmt9S9ktnuLz1wldjON3YIhsS/mvxOvMZ8zfzbfsznCH+Z2z8n6JGSWuY6l\n02PGl7HRRmfvKC+/dcVRG7LoFZYKTr8nIpEpjp69yfWuu/veDb88e7WPjz9Sn9RX5jOXyrwrCNak\neuP7munz3yecW5JeZQT9mCcqg1wLEHC6YF3oe5Y3DdljrmOZzpiZ2zDeXvUPjDE2Mblg9iI2JLiZ\nVH6WrJzhM40bVsvcKghZIOnCV2v91wBKqT/QWv+6+ZxS6i+Br2Wwb1ljf2Mlb5y8YSvbmi2ar/fz\nrgMFrLkosC3EPc9X+U1YGNIZy7mO2f7GSkbHIrF9xE31ZRSv8M7bXgCxISEnsPOzspV+fuulYzH7\nNcpNTE6xv6mKO+NRnxkdn6S1e8ixQJD4hSAsDKm2Ovws8HPAB5RS1aZTPuBAJjuWTeyCfrI50TRf\n749T9WkND3L8XHiWAtZcA/Pme89uCQgUnI/lfMfsXZPASmt4EL/Pw2O7ahz10art0bFIXJ1iQ4Lb\nsQoibQ0Pcb1rIM5+X3huNxfab/PtQ5fifOYnP+1Iad/J/LS83DoFmiAI9qTa6vCPQDewB/iR6fgU\n8NsZ6pMrcFuAgJ2qz9GWcNzCdz6BefO5ZzcFBArOxnI+Yzbf8U683u/zxFTj5lqnICwmdkGku7dW\nxFQxzcFuc/WZZNftbqzKyL0JwlIm1VaHUeAnSqmdyyWjQyJuWPQmU3EzFLASg44SSSdIbS77ztwY\nECjYj+V8xmy+452uapzYkOA2kgWRGkqFxjHd2o/Xmz8nn0nla4IgpE9SAQul1JRSahIYUUpNJvy3\nLBfC2SCZiptZAcupatdCk612hbkznzGb73inqxonNiS4jXTVKiORqTn5TCpfEwQhfVIpt/kAP/C7\nwDPAaqAC+GfAf8ls15YOyWSPnUoiG6o+fp+HyrKi2OdEBayHd64lUOQjUORje30ZgSJfLLDJ3NZc\n+pTsGqdqYUL6eL2OlcVnMZ8xs2rXqG8+11pdn0w1TmxIcAvJbBii9lpSWBDN0zszRz/QFMLrzeeB\npkpqQwECRb64OTyVfcvcKggLS6qtDpMASqlHtNa/Yzp1UCn1g1SVK6WagO8Bf6K1/lLCuWtAG2Bs\nXvqk1vqG8667n2SRuE6jdI1y124M8KmPNHDmSlQpa3dDBTs3l8f29xrlLrUN8Mxjm7nQ2k9beIjt\nm9awc3M5R8938dc/0OzfHqKrb5TL7bcd98lJX90YEJjrOM3iYcV8xmxgdIIXXzkf125poW9WfZ/5\naCOnLvbElNt2bi5n0OG16ajGiQ0J2cbOnz79ZCOnL0V9YF1lCdvryzhzqZcCr4c920Lcs2kNr51s\np9jvY3B0nG0bVjMwMk57eIg920Ls25bavmVuFYSFJW96OvVPiEqpo8CLwI+JBrY9APxrrfXuJNcU\nA/8buAictln4Nmmthxz2dTpRocbNJEbiQvRf6S88F31kdufMk5m5jmce28z337oy65rnn9lBaaEv\nZbknH9pI581hjp8Lp9Wn55/ZEZdNwq6vZhZzP6aVcpHpnLPX6QtMT8+go5tP1vfELB5wdzxSLX6T\n2V6qMbNrd19jiMOnOmLHDuys5t2zYYBYHt99jaG4rAzGtU8d2Mg3f3TRti9uyuObbEwy3K6rbTUT\nZOtZp0N5eYATZzst/enTTzbyV98/C0R9YMu6VZb2/+RDG/n+W1fY0xCynX+dLmIT/SIbz9BNtmp1\n/7/4B6+nVe9Lv/7Y/Dq2AMxnHNO9X8jsPbvJr+1s1elvqP+caPqybwDfBB4HUqm2jQEfBjpSlFuS\nJIvEPXbeOkPDkZmFRGIdgSIfHT1Dtlkd3rvYnbJcR88QeTOfE88dO99t29+jLfF9suurGdmPOX+S\nZfFIRTLbs8MYM7t2h+9EYj+3mjMwmAN77LIytHcPESjy2fbFqWqcIGQDK39aXVrA6Us9MR/oHxiz\ntH+Ajp7ou5074/ZZS5wifiEI8ydVOjMAtNYXgE+mU7HWOgJElFLJiv25Umo90TfJL2itk3p1LuUs\nPN9qH4lbtnKF7TnzPRp1rK8qpb3b+sV4a9cgKwpWpSzX3j3E5nXWQRLhvhF6bt+xrd8coWzX12zi\nln4YBINFeL2e1AWx73uyLB6p7jeZ7aW61q5dc6S6VQaGZFkZ2ruHWF9VypnLvWn1JVu4tV+ZIB1b\nzQS58Kyt/GnvtipOXeiJ/W1n/8FSP+3dQymzlsznOeTCM1wI7Gx1vvfvlue3mP3IdFtueaZ2pBKw\nOKi1flYp1YaFRLHWunYebf8m0TzBfcB3gY8B30p2gVten1uR+BPU1tpVXO+0lrO0+55RtcG4ezTq\nuNY5QFN9Ga3h+Pv3+zzs3FKOvyD6t105gJqKEsbGZ7+N8Ps8bKpZRdnKO5b9XV9dynu627Kvvb1D\nWX8DkWKrwyL3Jkp//0jqQiTv+7pQwHIcaytT/4yUzPZ6egaTbi2wa7c8WEjzzMK1f2AsZmdGDtPh\n0QnW1pbY2t6Zyzct++I2srjVYdHbBOe2mgnc9JOoGbN/lJcHLP3pWEsnG9auitl7/8AY924pZzwy\nGZPvNo7v2lrOyfM9tnNzMl9IteUnS1sdFrU9AytbXYj7d4MNLvY4ZrItN/m1na2meuP7b2b+/wgQ\nWcD+oLWOyR0rpV4BtpNi4etG7IIeUsnGvnasPaWkrFHH4MgEa8sD+H3Rn9by8/Ni0penLvSwLlTC\nz79/M3//5uW4cua6q8tL6Lw5HEusbq7j7eZOHtxRFTtnvq7I72VLbZAVBV6ONHcyNTVtKcspgRYL\ny75G6/2AiVk8rLCyvUK/l8aNqzl46FJSieBdqtyy3eIV3tixsYlJSgq9HNhZHVOtWltbQv3albRc\n7WN0LBJ3bU2ohLfPdMYdk4h0wW1YzeXl5YFZ/uT15vPQzhqKCn2cONfNxOQUexpCTDNNgddDU31Z\nbL4E2LxuFSfP97CiwGs5xy6klLggCKlJldXB2Hz0BvAO8EPgVa1163waVUqtJLpX+Emt9TjwMDm6\n6E0m+ZosEtdJlK65jlO6h08+objQdouSQh+HTtxdOBtv3p774Fbeeq8jVq61a5DaygA7t5Rzuf0W\nnTeH+dijm+juG8Hr83DoeFusjr/rHuLBHVVEpqZpDw9RESzEX+Dlh0dbY4vdx/fVEZmYZDwyyd+9\ndpGpqWmRlc0QTXVBnn9mB0dbwrFxvG+bs6wOVrbXuHF1XNCaMW7moLXrXQPcGY/MlmEt9FFVVsTu\nrRWxYxvXruJvX9VxNth8uZdPPKE4c+lmnIRrXh5x1xavcLTDShAWDbu5/Hd/af8sf3psdw3/81XN\n5PQ0Tx+oB6b5/ltXZ83HTx3YSHffKH/7wws80FRJXn4ej+6uYWh0grbwEFvrMiMlLghCcpx+A60H\n9gKPAl9WSq0Bfqy1/jW7C5RSu4E/mrl2Qin1DPAycFVr/Z2Zt7zvKKVGgffIwYVvKgnKZLKxTuWB\nE8s92FTJX/1AW7Z7obWf3/gXu2PlDEU3gF31ZXFtHTx0Oa6OqalpDp/q4MEd1ajaVRw+1RF3fmxi\nEqanKS708Npbbbb3LCwcTXVBmuqCcePolES7OXjoUtKgtbGJSfw+D0OjEU6c77aUYb3Q2k9xoY9r\nnbdnvbky6rtwvZ9rnbfxeT2W1xrHCv0+sRfBNdjN5W+ebOeZAxvj/Okv/+FcrOz337rCjk1llte2\ndQ1y5nIvkcgUh0918JEH1vPxR+qZmprOmJS4IAipcRrcNqmUOjFTPp/o1of3pbjmxEw5u/NfBL7o\ntKNuIx3Z1lQqWE4wyhUUeLjeNXv/JkBbeAivN5/xmb28iYslo45o363lLkfGIrSGBy2jk89fTx6Y\nJ7KymSHdRa8Z40vWzlbtgtasZFiLC3109Y6wvb4saRBl9ZqSuEA287UGYi+CW0jmHy1X+8ifWawa\nZc0BoMFSP+E+66C17gTp4rNX+/j4I/VAZqTEBUFwhqOFr1LqNaL5e08AbwFf0lrfzmTH3I4hJWm1\nCM2kxOr4+CQ1IZsgolBJbNGbjGR9L/DmUx4stA3CSBaYJxOyO0k23nZBa8nKpQqiTAxkM19rIPYi\nuIVk/rFtw+o4OzXk481BbU58BtKT817s7xVBSEYu5kZOhtM8vqeIyhffA+wAGpRS2cuB4xLmIiWZ\nKOVaUOCx/JyMPVtDlu3u2VqRVJbYidymx5MfC8JIPLe/McRem7YlWGlxcSpjnEpi2NhvW1lWBBCT\nDU6Uxi5e4WV1aQEffWgjJYVe1lUELOurqShhcGRiVhtOAnoEYTFJNR+WrfTzof3rgbv+5vXmc+Ce\n6pj0cLDUbyu1vaLgrt2nY/MiUSwImcXpVod/B7GgtIeB/zTz/9LMdc39pCMlaZafrasK0LRxDT+9\n1ENXzwgHdlVzse0WbTPSr7tUBbvqy2zb/Sf76ohMTsXJxd6zqZwLrf187/BV6mtWUrm6kCNnwmyp\nXUnjxjJarvZy7lp8hLA5eKquMsA9W8q51HaLC623YkFwl27cnlNgnpAZnMoYW0WFW43b4OgEk1PQ\nFh5kT0OIvQ0hmurXxGxrd0MF924uZ3oaIlPTnLrQw4a1qyhbWcgvPd3Ecd0ds8FdqoI1AT9P7KuL\nawOg0O8TexFcgV3GBMM/Lrff5qF7q7nY1s8//ORqVGK4e4iaihLWV5ZyPTwAebB90xpKiwoYujPO\npz7SQPPV3ugcPlOuNTxAXWWArXWr07J5kSgWhMzidKtDE1HltgNE0461AP8ug/3KGZwEqSXKwK4L\nBXjp+2djEsPf+OGFuIjgE+e6+dzTTbaL35arvbz48lkKfPmsryplhc8Tqw+iUcB+n4c9DSFefbeV\nN07eYE9DiOtdA7EIYUOKGKL71I62hDnaEuY//sJu/uljm+L2tM01ME9YWBLtqDU8yPFz4Vkyxsmi\nwp99tD42bq3dQ3wpoT5PPnGyq4Y97msM8fbpzrhjTx3YyIlz3QRL/Zw4182Jc92z2jAQexHcQKqM\nCbUVJZy60stffKeZPQ2h+Ow5XVG739MQorVrkNauwdg8+9V/OMf9TVWMT0xy5tJN2sNDfPbJBmor\nAnOyeZljBSFzON3q8CVgFfDHQJPW+uNa6y8DKKV2ZKpzuUSyycksA+v3eWLSlckkhk9aiEYYvHky\nOhkPjkxwofUWt4fHLeu4M343Yt/4bJwzpG+NICZDevPt5nDcvSxEYJ6wMDiVMU4lWWyMW2I5sxRx\n4rVmyWLjWHv3EAW+/Dj7SWzDjNiLkG2cyHkfPx+de+0khhPn0jvj0bzVQ6Pj9A+MMTgyQWt4kJ+c\nCc/b5sVnBGHhcbrV4ZEkp/874O6dzFnE682fFQVsRM4nlRgOD1FQ4JkVrJafn8fZq32W9SVijtjv\nSYgwTiZFLG8Z3EeiHZlp7RqMpTxzGhVuVc6pLRnYSRGL/QhuxIlveL35tIeTSwwn+oLxd+Jx8QVB\ncCdO3/gmIy91keWLEQUM0TdqRtYEiEbHr60otrxuXaV1hoapqWkaN6y2rC+R8mAh/QNjsz5DVPrW\n/LeBRA67E7MdJVJbGYilPDOiwq0wxtbrzbcs1z8w5siWDGoqSui4ORQLgjO3IQhuw4lvjI9PxuZG\np75QMfO3cdwIDG1MyAghCII7WIiFr3h2Cu5vDHFgZzVN9WVAHrWV0Yj4wZEJasqto+PrQqW8+Mp5\nmi3y7T68q8ayvsQ6jKhiqwhjK+lbiRx2N/sarTNqJI6lVVR4caGPzbWrePGV8/zGV97lxVfOs7k2\nOGv7gl2EulVmhi21QdZXrYzJtB7YWS32I7iaZBkTWruHOHjoEoEiH/saQynnVePvdZXRINOiFV72\nNIRoqi+jwOthdHySVptf9ARByB6iHboIBAp9cQFD7T1ReWDy8hi+M85TBzbS3j0UixyuqSihrXuQ\nn5zusAxeAizrK/B6uHTjNpvWrqRidRHvNHfxxL46GjeupuVqH+urSuMihCVyOLdwKmNsNbaba1fx\nle82xwWtndTdfOJxxZnLdyWG8/LgqYc3crn9duxYoLiAhrrVMTnrmlAJOzaV8/UfnGN4dCJWn9/n\n4bFdNYv+XATBKXbzHhALenvwnmqOtYSZmJxif1MVMH03W0NVKde7BqgNBVgXKgHy+N7hK/g8+Xzi\nccU3fhgv4/2Tn3aI1LAguAxZ+C4CiQEVhjzwUw9tYGxiim/+6CKBIt/MfsmbvH2mk91bK2KBaUdb\nwnGLGyO4LbG+jzywnt/+9N7Yz2uP76mJfW6qC1pG2kvkcG7hVMY4cWxf+sH5WYE6o2MRLrQ6kxj2\nez189sMNFBb6GB2d4OChS7FFr4HIqgq5gNW8Z0h6+30eRsfuBrUdPxfm3i3ljEcmOXP5Jlc6bjM8\nOkFxoY/JyWneu9DN1NQ0Y1OTXGqfvX9YfEIQ3Ifs8c0wyQIqbvQMc+5adCvD4MgEZy73xpL/G4ES\ncDd4yajPHNxmJvF44mLWbnEri97cw6mMsbGn1y4wzpAYNjIzQLzEsHHMCNQZHZ1wFCQkCG4nXsI9\nas+JQW3BUj8dN4fp6h1hcGQi7v8dN4djczTcDRhORHxCENxF0je+Sqmk2Rq01q8Dn17QHuUQTt6U\nJpOgDK0uomxlYUop2cTgpcYNq7neKZKWQjxW9mi8GTbLrJqZi8SwyKoKbmSuv1yZ7TlRgjgdSeLa\nygDHElILgviEILiNVFsd/nOSc9PA61rrawvXndzATvnHjv2Nlbxx8sas4KCVJQX0DYzHtjSYz5kD\n0xKDlx7eVcOPjrWJDKwAWNvjwOhEnMLbPZvXcFJ3MzoWiV1nSAy/faYz7pgTiWE7mxYbFBabdOdj\nq+vLVq6IzcOGZLuRm9r8t4FdwHDiwld8QhDcR9KFr9b6UbtzSqmPLXx33E8q5R879jWGGL4TiQUM\nFa/w0hoe4u0znexvqmJsPELPrTvU15RSVlrIsZYwD95TbRm8tG1DmQSmCYC1PY6ORWaprx0/F+Yz\nH23k9KWbcYFxpYW+OUkMS3Ck4AbmOh8nXm8Est0Zj3Cje4gnH9pA581h2nuGCRT5eP6ZHZy90hez\ndQkYFoTcxalkcS3wK8CamUN+oqIV385Qv1xLMuUfuwnuyNkuDp/qwO/zECz1xwUR+Tz5/OR09NxH\nH9rIh+5bB8CTD9SlFbwkLE/SUV87fekmv/ihrbMC46zsyIltGTZYXh6gp8d6D7EgZJK5zMd21xvz\ncLDUT3t4iLNXe/nI+zbw+O5oppLEAGEJGBaE3MRpcNvXgT5gP3ACKAeey1Sn3MpcgnrM15jlgSE+\ngG1sYpJj58KxOtIJXhKWJ+mqr5kV3hIRiWEh15hvkKXV9cYc3XFzmOJCH+80d8XVIwHDgpD7OF34\nRrTWfwCEtdZ/BnwUeD5z3XInTpR/0rkmUQFIgiCEdEhXfc0cJCkIuc5c5mOn1xtz8zZRXxOEJYfT\nhW+hUqoGmFJKbQQmgPUZ65WLSHxr8L7tVbbKP3YYakGGlKXx2RwcESjy8fDOatt2heWL3S8JMNu2\nAFv1NSNIMll9gpBLJFNiMzBSQVr9/UBTJbWheIU2Y26GaCAxiH8IwlLCqYDFHwLvB/4bcAqYBP42\n1UVKqSbge8CfaK2/lHDuA8Dvz9T1itb699Lod8Yx04br0AAAIABJREFURwpv27CK+pog7+memcCH\njfQNjHLlxoCjAIbaihKef2ZHLMp+T0OIe1U5l9tvsbF6Jfc3VdLVN8JffO8s9TUrqVxdyJEzYbbU\nroyLUI71qfUWW2vTj14W3IHTcbSKVgdmHfuXTzdxQnfTHh5id0MF92wuZ09DaJbCW2mhj4OHLqWs\nT2xKyBWSBZQ1X++Pzbm1lQF2bFoTF9y5c0s5F1v7IQ/2NIQIFBUwfGec4sICJiOTfOzRet442c7A\n0Dht3YM01AXFPwRhCeB04Xtea30eQCm1GggAKtkFSqli4H8AP7Ip8qfAE8AN4E2l1Le11i0O+5NR\nEiOF924Lxcm9XusaIFDk4/M/v5NNlQFH9f3Zt07PirJ/4bnd7NsW4gtfi49K9vs87GkI8eq7rbEI\nZSA+erkzvehlwR3MikK3GUcn2RqMCPZ9jSHePh1NSdYaHuTEuW6ef2ZHXCCbXfT7vsYQh091xB0T\nmxJyCauAsubr/bPm3GMtYfY0hGidSfEXJ+HdFZXcfuG53RT4PHzh68fZsamc4+fCcWXEPwQh90m6\n1UEptUopVQ/8lVJqw8w2h1qgAvhairrHgA8DHRb1bgT6tNZtWusp4BWib5RdgTnSN1Dko6NnaFbk\n8ODIBIffu5F2fQZG5PEx08RqPndnPBLLHXnkbJhj563LHTk7O2G64F6S2UKycsmyNQzficT9VGvI\nXMPdIEm7dq2uFZsSchHzXtyjLfbzaqDIx51xa186cjbMT850MD4xlbSMIAi5S6o3vvuBfwvsBF43\nHZ8CXk12odY6AkSUsnwxXAn0mP7uBupTdba8PPXb1YXgfOvdSN/1VaW0dw9ZlmvtGnTUJ3N9ZnRr\nP2UrV1ieMzI+dPWOJC2nW/sX7bm4FbfdfzBYhNfrsTyXzBbM95FYLlm2BrOtGCTapl27VtfOxabc\nNgbzYSndSyqS2epikKlnbSfR3dM/yvqqUltfMubaZP7mtjnXTX3JJHa2Ot/7d8vzW8x+ZLottzxT\nO1IJWPwA+IFS6l9prf88g/1wFDmwWLlCt9auikkCX+scsJWsrK10lr/UXJ8ZVRvE7jvHLIeZrJyq\nDS7rHKrJcshmy/n6+0dszyWzBfN9JJZLRzoVZtumXbt28sTp2NRSyuObrXtxo61mmkw+azuJ7vJg\nIRda+9lSG7Q8b8y1zZd7bf3NTXNuNuzVTba6EPfvhrFc7HHMdFtueKZgb6tOszp8Uyn135RSXwdQ\nSj2plCqfR386iL71NViLxZaIbGGOFB4cmWBteSBplHw69Zmv398YYu/WkOU5s2RxsnIih5lbOIlC\ntyo3NjFpm63BSmI40Tbt2nUiTywIuca+Rvt5dXBkIiZDnHjemGuBpGUEQchdnAa3fQV4E3hg5m8/\n8NdE9/Cmjdb6mlKqVCm1HmgHfgb45FzqygSJkcLDo+N87ukmTl3oiYuST5QSdlpfYiYI87lNa1dS\nsbqId5q7eGJfnW05kcPMTZzKmtqVe2xXzaxjg6MTTE2T1Dbt6oPU8sSCkGs01QV5/pkdscwmdZUB\ntm9aw5nLN6kNBcjPh8893cTF1lu2c/I7LWEe3bOOoZFx2sJDbK0T/xCEpYDThW+51vpPlVI/C6C1\n/pZS6leSXaCU2g38EdF8vxNKqWeAl4GrWuvvAL8MfGOm+EGt9YW53ECmsIoU3lVfZqt8NZf6kp17\nfE+Nbbml9NPycsTpONrZjNWxxrpgSttMpz5ByHWa6oI0JfjFns1r4v7eVV+WdE42fFT8QxCWDk4X\nviilfMD0zOcQUJysvNb6BPBIkvOHiQbPuZrEyW6+ylfJJk/zOZlkBQOncsLzkbkWexOWKol+kfi3\nE9sX/xCEpYPThe+XgGNApVLqZeA+4Fcz1itBEARBEARBWGCcBre9Avw9MAw0AV8kum1BEARBEARB\nEHICp298/w7oJSpdnAc8SHR/7tMZ6pcgCIIgCIIgLChOF75BrfXPmP7+c6XUW5nokCAIgiAIgiBk\nAqcL36tKqUqtdRfEgtsuZq5bgiAIgiAIwlLnF//g9dSFTLz064/Nqz2nC9864LJS6izRfcFbgRal\n1GEArfWBefVCEARBEARBEDKM04Xvb2S0F4IgCIIgCIKQYRwtfLXWb2a6I4IgCIIgCIKQSZymMxME\nQRAEQRCEnEYWvoIgCIIgCMKyQBa+giAIgiAIwrJAFr5pkp+fl+0uCMKyRHwvd5CxEgTBrTjN6rDs\nae0e4sjZLs5fv8XWulXsb6yktqIk290ShCWP+F7uIGMlCILbkYWvA1q7h/jC108wNjEJwPWuAd44\neYMXntstk7ogZBDxvdxBxkoQhFxAtjo44MjZrthkbjA2McmRs+Es9UgQlgfie7mDjJUgCLmALHxT\nkJ+fx/nrtyzP6dZ+2csmCBlCfC93kLESBCFXkIVvCqamptlat8rynKoNMjU1vcg9EoTlgfhe7iBj\nJQhCriALXwfsb6zE7/PEHfP7POxvCmWpR4KwdEj2NtDW9xrF99yGjJUgCLlARoPblFJ/AtwPTAO/\nqrU+Zjp3DWgDjE1hn9Ra38hkf+ZKbUUJLzy3myNnw+jWfjatXUnF6kL++hXNltqVErksCHPASQaA\nRN9TtUH2N4bE31yIeazOX+9nXaiEksIC3mnpAmSOFATBHWRs4auUehjYrLXer5RqAF4C9icU+5DW\neihTfVhIaitKqK0ooat/lC98/TiDIxMAXO28LZHLgpAm6WQAMHwvPz9PfjJ3ObUVJeTlwblrfRxr\nCcfG99AJmSMFQXAHmdzq8H7guwBa63NAUClVmsH2FoU3T92ILXoNJHJZENJjLhkAZNGbG7zd3EVr\neDBufGWOFATBLWRyq0MlcML0d8/MsQHTsT9XSq0Hfgy8oLVO+s1WXh5Y6D6mzflW+8jlxeyfG56F\nW3DbswgGi/B6PakL4r6+z5V078MtfmRFtttfTNKxVaekM7a58Kzd3ke392+hsLPV+d6/W57fUlo/\n/OIfvJ7R+ufb/8UUsEiMYPlN4B+BPqJvhj8GfCtZBT09g5npWRrc11BB181hAIKlfvoHxhibmETV\nBm37V1DgYXx80vKcGac/5ZaXB1zxLNxAsmeRrQmtv3/EUbmlMo5zuY+ttau43jkw67jhR15vPpHI\n1Jz6Y+VHVses2ljoMUnHp7OBU1u1I/H+Cgo87Ny0mrHxSGxuNDDG1rgmF+zf7X3MRv/cZKsLcf9u\nGN/FHkc33PN8cNp/O1vN5MK3g+gbXoNqoNP4Q2v9NeOzUuoVYDspFr7ZxAjE0a23+PD71hPuG6E9\nPERTfRnFK7yWkcsnL/dyUnfTHh6iJlTCLlXBrvoy27pF5lNYLuxvrOSNkzfiFkbFhT42167ixVfO\n0xYeZF0owL7GEE11QUd1WvkRMOvY4OgE75wNz6kNpyx1nzbf37YNq9hQvYpTF3tic93OzeX03h6l\nwOflSHMnfp+Hxo2rOXjoUuyZPLa3lvKSgmzfiiAIy4xMLnx/CPwO8BdKqV1Ah9Z6EEAptRL4JvCk\n1noceBiXL3qNQJz37ajmlZ9ci31ht4YH8fs87GmIX/ievNzLV77bHFfuxLluPvd0U9ziV2Q+heWI\nVbaGzbWrZvnM8XNhnn9mR8qFqZUfjY5FePdseJZv7WsM8ZPTHWm34ZSl7tOJ97d3W4gXXz5rOSce\nPxfmqQMb8Xny+bNvnV6yz0QQhNwhYwtfrfXbSqkTSqm3gSngeaXUp4DbWuvvzLzlfUcpNQq8h4sX\nvkYgjt/n4c5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4Yfq7Z+bYwMz/e0znuoF6UlBebh1QsxyRZ3EXtz2LYLAIr3f2nkgr3Nb3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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0535a10048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "sns.pairplot(iris) # 默认在对角线上绘制单变量的直方图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PairGrid对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dlinking-lxy/more-space/pyworks/venv/lib/python3.5/site-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
      "  warnings.warn(\"No labelled objects found. \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f053419f5c0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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q0vhgwe/IZDDu8aHcc0tncvMrWHQglyWH8rBKEBviyp3R3rTwciSn3MDP+3M5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cIx6f3eOjpNPBwc4ho9YUKGj0+vx8VtZBt93D5Gj9YDT544OtdNo9LEwLwRjwEL+RV4LPDxdN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jx48w31sig4OTkxY8azuLm5s3r1Sp599ik+++yTRrtWQojLQ2VlJbNnP03C8SQ0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6hiPo2nh4bDyfHqikttXIp3uLEQngLDGSkV2AQiLQXnoUqamFCCcRxw5uJyqqGy+99HrH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\nk1HMAuSXVWEymYgN9OJ4WRXz9uSQVlDG4eOlrD5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bs1cd4MHhjr9A1KUKW5PJxPDhI/ng\ng3f4z3/e4emnXzilBTXQ349JTzzApC9msHbrLh6e8D7hwYFEhoVgtVpJz8olMzfvxPLtW8RxXWIP\nerZLwGazsXTJQqZO/YxjxzIIDAzi/vvHcvXV18r0uMKlJSYOoGHDCN5661/MmPE1SUkrGTPmb3Tv\n3uucue/m5oavtxe+3hc/015GRjozZ85g/vx5lJWVERPTiHvvfYCuXXvIhZmXwcKF86moqGDYsBGY\nzWYiw4LZtf8wNz72wokhFFs1iSJ122rSstLp128Ajz32lLSgC4epqLSydkc6AT4W2sY51zBUrqpD\n81CaRvqzIfmYU4yQ4FKFLcDAgYNZs2YFq1ev5P3332bs2MdOKW59vb147r472LhzN6t+28667cls\n0fsACGkQQNc2ik4t4+nZIYGwoECqqqpYtmwJX331OWlpqbi7Wxg16jZGjbpVxqYV9UbLlglMmzaN\niRPfYe7c2bz88vNERzdi0KDB9OmTSEREZI1tKz//OOvX/8ovvyzmt982YLPZCAsL59Zb7+Saa66V\n7j6X0apVyzCbzfTvfyUAr479K+9Nm8mBtHRaNInBvSSXn2d9DcCYMfczYsQoOeAQDrVlbxZFpZVc\n07UR7mZpdLocTCYTN/Vrzhtfb2L60r08dVtHh+4HXK6wtVgsTJw4kTFj7mH+/HkcPZrGP/7xPIGB\nQSeWMZlMdGmt6NJaYbPZqLJftOJ+0g9mUVEhs2Z9x+zZM0lPT8Pd3Z3Bg4dyyy13EBYmV1mK+sfX\n15cHHniYwYOH8t1301m2bCkffzyFjz+eQnh4Q2Jj44iMjCQoKBg/P388PT1xd7fg7m7GbDbj5mY+\nMWGKzWajqqqSsrIyCgsLycnJ5ujRNA4c2MehQwdP9M1t1ao1gwcPJTFxgEy2cJkVFxezd+8eOnbs\neGJccC9PD54YfTPHjmXw3ntvs2HDrwQHh/DUU8/Rrl0HB0csBCz9LQWAPu1q7mBb/LmWTYJo3yyE\nLfuy2agz6dLScXWSyxW2YAxX9Oab7zJx4gSSklbyt7+N5v77x5KYOOCMU6cmk+lEQWuz2di9W7Nk\nyQIWL15ISUkxFouFwYOHMmrUbTLagRBAkyZNefzxf3DffQ+ycuUyNmxYz86d21m3bs0lr9vLy4u2\nbdvTsWNn+vRJJCamUQ1ELC5G9QGGUr+PP1tZWcm8ebP54gtj+K+OHbvw5JPPnNJwIISjHEovIPlw\nHgmxQcSEyRnVy+2WK+PZcTCHr5fsoXXTYLw9HVNiumRhC+Dj48Ozz77I7Nnf89lnH/HGG+P58stP\nGTbsRtq373Tiat3s7Cz279/L1q2bWbduLVlZmQCEhIQyatStDBo0RC6CEOIs/P0DGDz4egYPvh4w\nBvHPzMwgNzeX4uIiysrKqKiooKqqkqqqKqxWG1arFZvNisnkhtlsxtPTAz8/fxo0CKRhwwgiIiKl\nz7qT8PMzCoNvv/2WLl16sXPndubMmUlm5jF8fHx59NEnuOaaa6XrgXAaC9YZU3oP7CZDzDlCw2Af\nBvdowpzVB/lhxX5uv7qFQ+Jw2cIWjItXbrjhJrp378XUqZ+xdm0SH374/h8u7+8fwIABV3PFFf3o\n2rW79OUT4gIEBgbKQaALadgwgp49+7BmzSoef/whwGhRHzbsRm655U75rIVTScks5NddGcSE+dJG\nxq51mME9mrA++RhLNqbQKT6UVrGX/7Nw6cK2WlRUNE8++Sw5OTkkJa1g3769ZGdnARAcHEJMTGMS\nElqjVCspZoUQAvDw8GDcuKfZtGkNW7bsoFmzZvTo0YcGDc6cMlkIR/tu2T5sNhjZr5mcRXAgD4uZ\ne4YkMP6Ljfxv7k5eGN2NBr6Xd5SUelHYVgsODmbIkOGODkMIIeoEHx8fhg8fTu/eVzo6FCH+0OY9\nWWzdl03LxoEyxJcTaBoZwIjEOGYs28fkWdsZd0uHyzpChXRmE0IIIUSdVFBczmfzk3E3m7j96hbS\nWuskBnVvTGcVxu4jeXw0dydW65/PQllTpLAVQgghRJ1TWWVl8qzt5BeVc0PfOKJlJASnYTKZuGdI\nAvExDVi36xgfzdtJZZX1smxbClshhBBC1CmVVVb+9+NOkg/n0TE+lIFdZSQEZ+NpMfPIyHY0iwpg\n7Y4MJk3fTF5hWa1vVwpbIYQQQtQZOfmlTJq+mfXJx2ge04D7rm+Nm5t0QXBGPl4Wxt3akU4twkg+\nnMc/P17Hyq1pWG211zWhXl08JoQQQoi6Kb+4nF9+S2XBusOUllfRuUUY9w5NwMMioxk5M0+Lmb/f\n0IbFG1P4fvk+Pv0pmZ/XHubKzjF0bRVOgE/Njpogha0QQgghnEpJWSUZucVk5ZWSklnI7iN57D5y\nHKvNhq+XO6OvbUmfdpFysVgdYTKZuLpLIzq3CGP2qgMkbU/nq0W7mbZoN00i/ImLCiA6zI+wQC8C\n/Tzx97bg5emOh7vbBX/GUtgKIYQQwmlYbTae/u9a8ovKT3m8aaQ/PVpHcEW7SLw8pHypi4IDvBg9\nuBU39o1j7c4MNu/JYm/qcQ6mF5x1eRMQ4OvB03d0IjzI57y2IZkhhBBCCKfhZjIxqFtjcgpKCQnw\nIjLEl7ioAPy8LY4OTdSQBn6eDOzWmIHdGlNRWUVKZhFHs4vIyislr6icwpIKSssrKS+vwsPDfEEH\nMlLYCiGEEMKpDOouoxzUFxZ3M00jA2gaGVAj65NREYQQQgghhEuQwlYIIYQQQrgEKWyFEEIIIYRL\nkMJWCCGEEEK4BClshRBCCCGESzDZanFaMyGEEEIIIS4XabEVQgghhBAuQQpbIYQQQgjhEqSwFUII\nIYQQLkEKWyGEEEII4RKksBVCCCGEEC5BClshhBBCCOESpLAVQgghhBAuwd3RAdQ0pZQ3sB14RWv9\nmYPDuWBKqduBJ4FK4J9a63kODumCKKX8gC+AIMATeElrvcCxUTk/pdQbwBUY38nXtNY/ODikE5RS\nPsBnQEPAC+O7NdehQZ2mrn/vnZVS6m2gB2ADHtFar3dwSA6hlOoHzAB22B/aprV+yHERiUtR3/Pa\nmX9vaoIrttg+B+Q4OoiLoZQKAV4A+gBDgGGOjeii3A1orXV/YCTwb8eG4/yUUv2BNlrrnsAg4B0H\nh3S6ocAGrXUiMAqY5OB4zqbOfu+dlVIqEYi35+UY4F0Hh+Roy7XW/ez/pKito+p7XteB35tL5lKF\nrVKqJZAA1KlWzpNcBSzWWhdorY9qre9zdEAXIQsIsd8Ost8X57YCuMl+Ow/wVUqZHRjPKbTW07XW\nb9jvNgJSHBnP6Vzge++srgRmAWitdwFBSqkAx4YkxCWr73nt1L83NcHVuiJMBMYCdzk6kIsUC/go\npeZgFIUvaq2XODakC6O1/kYpdbdSai/Ga7jO0TE5O611FVBkvzsG+Mn+mFNRSiUBMRhnE5xJXf/e\nO6sIYONJ9zPtj+U7JhyHS7Dvm4MxulgtcnRA4qLU67yuK783l8JlWmyVUn8B1mitDzg6lktgwmjt\nvBHjlP6nSimTQyO6QEqpO4DDWuvmwADgfQeHVGcopYZh7GjGOjqWs9Fa9wKuB6Y6S166yPe+rnCK\nz9xB9gAvYXQPuwv4WCnl4diQRA2pl3nt7L83l8JlCluMlsFhSqm1wD3A80qpqxwc04XKAJK01pVa\n631AARDm4JguVG9gAYDWegsQ5WqnOWqDUmog8Cxwrdb6uKPjOZlSqrNSqhGA1nozxpkeZ8lLV/je\nO6s0jJasalHAUQfF4lBa61R7lxybfd+cDkQ7Oi5xUep9Xjvz701NcJmuCFrrm6tvK6VeBA5qrRc7\nLqKLshD4TCn1OsZpfD/qXh/VvUB34HulVBOg0NVOc9Q0pVQD4E3gKq21M14A1RdoAjyqlGqIE+Wl\ni3zvndVCjFbKKUqpTkCa1rrAwTE5hH20mkit9VtKqQiMEUJSHRyWuDj1Oq/rwO/NJXOZwtYVaK1T\nlVLfAWvtDz2ktbY6MqaLMAX4RCm1HCO/7ndwPHXBzUAo8K1Sqvqxv2itDzsupFN8iHHqdSXgDfy9\nDualuEBa6ySl1EZ732or8HdHx+RAc4Bp9tO3HsADWutyB8ckLoLktdP/3lwyk81mc3QMQgghhBBC\nXDJX6mMrhBBCCCHqMSlshRBCCCGES5DCVgghhBBCuAQpbIUQQgghhEuQwlYIIYQQQrgEKWwdzD79\n7NQ/WWZZTQ86r5RKsI/hh1LqM6XUPTW5fuG6zidnz2Md7yilOp/l8alKqbvtt29TSrnZb9uUUjI8\noUApNVgpFfwny5xzn6mUilVKpdRCbJKz4gw1kbPnsY0IpdSMszzurpSy2W/7KKVutN++5P24s5LC\ntv66Aejk6CBE/aS1flRrvfFPFnsJ2UeJMz0GnLNIcCDJWXE2tZ6zWut0rfVNf7JYR+DG2ozDGcjR\n5HlQSkUBX2HMKe2NMQnBYuA/gA/GTEzPaK0XK6U+A0qAOCAS+ExrPck+Y9OXGO95A+DfWusvLiKW\nh4BR9vUkAw9izIIzB2Mq2+6AP3Cd1jpNKfVX4FEgE1gJXAU8ATwEHFdKFdtX3U4pNQdoYY95woXG\nJpyHI3NWKTUaaKu1/j+lVBtgK9BUa31IKfWhPY6xwKvAUuBjoC1wCPC1r+MloDmwRCl1g33VDyul\nhmLk+y1a662X8h4J56CU6oeRC4eApkAecAswCGM/ZcLYf92Dse+7AvjKnmcKeBIoxcjTO7XWBy9w\n+0EYk5CEYeT5RK31NPtMdiFADBAP/KK1fkgp5QV8DsQCKUAlsAhohORsveCInLVPevSQ1nqrUuot\noKPW+kr7WYGDQD9gmdY6RhkzL0wFioFf7M/3xtjXBiml3gB2AgH2VtsE+2u5UWtd5yc3kCPL83Mz\nkKy17gckYhQGkzF2gAOA64GPTjrtFK21HogxFelzSqkQjPmo37cvPwSYdKFBKKW6YbS09tVa98T4\nMlV3IUjAKEj6ApuBm5VSARhT512ttb4So2hFa70GmA+8qbWeZn9+uNb6eozC99kLjU04HUfm7CKM\nHTlAf4wpLBPt9/tiFLbVrgJaAl2BO4H2AFrrF+x/v/KkaR93aq37A9OAe88zFlE3dAae1Fr3ArIx\nWriexZj2sw+wDONAbDKQDtyutd4JBAI32/PiJ4wDpgv1KjDfnud9gZeVUmH2v3UERmLk52h7EXwH\nYNFad8eYteoakJythy53zi7CyE+ALoBNKeWJkZu/YhxgVXsB+ERrnYjRsIDWugSYACzSWj9pX641\ncJ/9tbTBRc7iSmF7fn4GrrK3bA3FaP3qD7yklFoGfANUAOH25RcCaK3zgN0YR/tpwK1KqVX25UMu\nIo5+GC0Cv9i32wejlQAgS2u9w377EMZpjxbAIa11hv3x78+x7mX2mFMAP6WU+SLiE87DYTlrzyEv\npZS/fZtvAon2VuQ8+zaqtQWStNY2rXUxxg76jyyz/5+C8eMgXMcOrXWq/fZq4C6MswcL7Pl6i/3+\n6TKAz+2tWXdjTBV6ofoDD9i3Mw/je9HU/rdVWusqe1GQhbFf7cDv+8t0YNU51r3M/r/krOu53Dm7\nCOirlArEOMO2EejG740HJ2vL73m59BzrXK+1Lra30qbiIjkqXRHOg9Y6WSmVgNHqdBPGqf0yjGb7\nrJOXtc+9fPIBgwmwYbQK7NFa36qU8gMKLiKUMmCO1vqUIzylVCynHq1Vb9cNYy7salXnWPfZni/q\nKCfI2aUYB16RWuslSqlXOfsO2MSpOXquA6qTc1Ty07Wcnn8mYJ3WesgfPUEpZQGmA5201nuUUmMx\nWrIuVBnwoNZ6w2nrH0zN7lclZ13L5c7Z9RitqokY3Qq32m/3xWh1PdnJ+9Xz3adWP6/Okxbb86CU\nug3oqrVejNGntTGwFqPvDEqpUKXUOyc9pb/98SCMFlaN0cequkX1NsBqP41wIVYD19qLDJRSDyql\nep5j+X1AM3scYHRjqGYFLBe4fVFHOEHOLsI4TbvNfj8NowVjwWnL7QR6KKVM9hbe7if9zYbkaH3R\nUilV3brVB/gI6KaUigBQSt2klBpm/3v1vsvffvugvd/rMOBC96lgtGxVfy+8lVL/+ZPRDJKBXvbl\nw+3xVpOcrT8ua85qra0Y+8t7Mc4ErMI4ixt6lj66O4Hq2uDkkRbqxe++FLbnZycwyX7q4BfgdYxi\n4Qal1EqMfjInN/fnKqVmAcuBF+ynXt/H6Lu1CKPlawlGv6vzZm9R+ABYZj893A/Yco7ls4HxwGql\n1M/AEX4/QlsKvKCUevBCYhB1hqNzdhnGDnW5/f4KjGJg3WnLLQAOY3RB+ARYc9Lf5gMblFLNznOb\nou7aAbxm36/5A+8AjwBzlVIrgDEYB2Zg5MyPGH2zp2G0ZE3H6PIyQCn1Z1eGn+5FIN6+7RXAJq31\n6S1ZJ/sMCFVKrbHHuZLf96uSs/WHI3J2Ecbv/nr7PjoIo8HrdC8DDyqlFmBcrFadn+swujN8cgGv\ns84x2Wx1/gI4p2Lv07hKa/2Ro2MBUErdCczTWucopf4PUFrrvzk6LuE8nC1nRf1SfYW5/YIbp6eU\nigZ6aa1nKGPM2t+AB+wX5Yp6oK7lbH0jfWydhFJqCsaR1enmX+LQW37AUqXUcYyLIkZfwrqEOKEW\nc1aIS6aUagp8+gd/flRrvfkiV50H3KKUegKj68HPUtSKmlCLOVuvSIutEEIIIYRwCdLHVgghhBBC\nuAQpbIUQQgghhEuQwlYIIYQQQrgEKWyFEEIIIYRLkMJWCCGEEEK4hP8Hvj4q85XBHicAAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f053419f908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map_diag(sns.kdeplot)\n",
    "g.map_offdiag(sns.kdeplot, cmap=\"Blues_d\", n_levels=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "toc": {
   "colors": {
    "hover_highlight": "#DAA520",
    "navigate_num": "#000000",
    "navigate_text": "#333333",
    "running_highlight": "#FF0000",
    "selected_highlight": "#FFD700",
    "sidebar_border": "#EEEEEE",
    "wrapper_background": "#FFFFFF"
   },
   "moveMenuLeft": true,
   "nav_menu": {
    "height": "333px",
    "width": "252px"
   },
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": 4,
   "toc_cell": false,
   "toc_section_display": "block",
   "toc_window_display": true,
   "widenNotebook": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}