{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing with the `800_Pound_Gorilla` (aka `matplotlib`)\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# standard\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# I've got style,\n",
    "# miles and miles\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "sns.set_context('notebook', font_scale=1.5)\n",
    "cp = sns.color_palette()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 1: Line Chart (with many lines)\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dt</th>\n",
       "      <th>kind</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-01-01</td>\n",
       "      <td>A</td>\n",
       "      <td>1.442521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-01-02</td>\n",
       "      <td>A</td>\n",
       "      <td>1.981290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-01-03</td>\n",
       "      <td>A</td>\n",
       "      <td>1.586494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-01-04</td>\n",
       "      <td>A</td>\n",
       "      <td>1.378969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-01-05</td>\n",
       "      <td>A</td>\n",
       "      <td>-0.277937</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          dt kind     value\n",
       "0 2000-01-01    A  1.442521\n",
       "1 2000-01-02    A  1.981290\n",
       "2 2000-01-03    A  1.586494\n",
       "3 2000-01-04    A  1.378969\n",
       "4 2000-01-05    A -0.277937"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts = pd.read_csv('data/ts.csv')\n",
    "\n",
    "# casting to datetime is important for\n",
    "# ensuring plots \"just work\"\n",
    "ts = ts.assign(dt = pd.to_datetime(ts.dt))\n",
    "ts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>kind</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>1.442521</td>\n",
       "      <td>1.808741</td>\n",
       "      <td>0.437415</td>\n",
       "      <td>0.096980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-02</th>\n",
       "      <td>1.981290</td>\n",
       "      <td>2.277020</td>\n",
       "      <td>0.706127</td>\n",
       "      <td>-1.523108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>1.586494</td>\n",
       "      <td>3.474392</td>\n",
       "      <td>1.358063</td>\n",
       "      <td>-3.100735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>1.378969</td>\n",
       "      <td>2.906132</td>\n",
       "      <td>0.262223</td>\n",
       "      <td>-2.660599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>-0.277937</td>\n",
       "      <td>3.489553</td>\n",
       "      <td>0.796743</td>\n",
       "      <td>-3.417402</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "kind               A         B         C         D\n",
       "dt                                                \n",
       "2000-01-01  1.442521  1.808741  0.437415  0.096980\n",
       "2000-01-02  1.981290  2.277020  0.706127 -1.523108\n",
       "2000-01-03  1.586494  3.474392  1.358063 -3.100735\n",
       "2000-01-04  1.378969  2.906132  0.262223 -2.660599\n",
       "2000-01-05 -0.277937  3.489553  0.796743 -3.417402"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# in matplotlib-land, the notion of a \"tidy\"\n",
    "# dataframe matters not\n",
    "dfp = ts.pivot(index='dt', columns='kind', values='value')\n",
    "dfp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FQkHHjh1l7e3btyctLY2YmBiPvMlZWVn1SjLhgz55AoFAILiM8LmVdrdu3fDz82P//v10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\n2gis0WYwGAwGo43w/02Ei/iMLqqNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116168710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1,\n",
    "                       figsize=(7.5, 5))\n",
    "\n",
    "for k in ts.kind.unique():\n",
    "    tmp = ts[ts.kind == k]\n",
    "    ax.plot(tmp.dt, tmp.value, label=k)\n",
    "\n",
    "ax.set(xlabel='Date',\n",
    "       ylabel='Value',\n",
    "       title='Random Timeseries')    \n",
    "    \n",
    "ax.legend(loc=2)\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JSoqdW7BqtRKH1cKZ2S9jyUgHoGT3Tvy797ioclbF55V2c5Oz9lNKdu8698Dz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\n2gis0WYwGAwGo43w/02Ei/iMLqqNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1161bd090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1,\n",
    "                       figsize=(7.5, 5))\n",
    "\n",
    "ax.plot(dfp)\n",
    "\n",
    "ax.set(xlabel='Date',\n",
    "       ylabel='Value',\n",
    "       title='Random Timeseries')\n",
    "\n",
    "ax.legend(dfp.columns, loc=2)\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x119593c50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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v2U2alZNwde/LYDDYTXi16Q+vy2f3zjvvCAaLMQyDhIQEHDp0SLAYCcMw+PDDD2ucPM3M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\ntowAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119df74d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(7.5, 7.5))\n",
    "\n",
    "def scatter(group):\n",
    "    plt.plot(group['dt'],\n",
    "             group['value'],\n",
    "             label=group.name)\n",
    "\n",
    "ts.groupby('kind').apply(scatter)\n",
    "\n",
    "ax.set(xlabel='Petal Length',\n",
    "       ylabel='Petal Width',\n",
    "       title='Petal Width v. Length -- by Species')\n",
    "\n",
    "ax.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 2: Scatter\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>petalLength</th>\n",
       "      <th>petalWidth</th>\n",
       "      <th>sepalLength</th>\n",
       "      <th>sepalWidth</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   petalLength  petalWidth  sepalLength  sepalWidth species\n",
       "0          1.4         0.2          5.1         3.5  setosa\n",
       "1          1.4         0.2          4.9         3.0  setosa\n",
       "2          1.3         0.2          4.7         3.2  setosa\n",
       "3          1.5         0.2          4.6         3.1  setosa\n",
       "4          1.4         0.2          5.0         3.6  setosa"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/iris.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1162290d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vsu+++eYbrZvZVCoVv/zyC7t379Zq1qJSqZgyZYrBxTVV6u8+tXiWKlWKqlWrsmnTJgID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\nSCL+HwHfEvt592AIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1164cef10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(7.5, 7.5))\n",
    "\n",
    "for i, s in enumerate(df.species.unique()):\n",
    "    tmp = df[df.species == s]\n",
    "    ax.scatter(tmp.petalLength, tmp.petalWidth,\n",
    "               label=s)\n",
    "\n",
    "ax.set(xlabel='Petal Length',\n",
    "       ylabel='Petal Width',\n",
    "       title='Petal Width v. Length -- by Species')\n",
    "\n",
    "ax.legend(loc=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11636e250>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FEMJKSdI2kYBqJfCt5E78sxTcCjlga2OaxwmOHj3CuXNnCArqh5eXmg8+6Mt/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\nhjYREZFM/B884WHltl0YqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11636e110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(7.5, 7.5))\n",
    "\n",
    "for i, s in enumerate(df.species.unique()):\n",
    "    tmp = df[df.species == s]\n",
    "    ax.scatter(tmp.petalLength, tmp.petalWidth,\n",
    "               label=s, color=cp[i])\n",
    "\n",
    "ax.set(xlabel='Petal Length',\n",
    "       ylabel='Petal Width',\n",
    "       title='Petal Width v. Length -- by Species')\n",
    "\n",
    "ax.legend(loc=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11636ecd0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5cHR0xLRp00QT5tsJ+F39ys3NFU12hbn+XZSx++677+QmhkkkEvz66684fPiw3INGJBIJ\n5s+fr3biLFDwsy9IjDVq1ICbmxv27NmD4cOHY/fu3bCyskLjxo2VtpGZmYnVq1fDxcVF4YE3DRo0\nQGhoKNLT03Hs2DE8f/4cFStWBADR2wwLPgAZGhrK/h8UFIS2bduKHrtevXqySXqFGd+Cfnfp0gW9\nevUS3aYgwUulUkRGRuLIkSM4cOAAjhw5gsWLF2PdunXYunWr7EMNFR4TMilV8C22fPnyCt+sLly4\ngPT0dKV/gJOSkvDrr7+ie/fumDt3rlzdw4cPixRPwQSukydP4saNGwoJt2nTpgCAiIgIZGRkKCTs\nN1WpUgUVK1aUnYp805tPldIWPz8/LFiwAFFRUYiLi0ONGjWUfujRBHt7e9y4cUM2RgVycnKwb98+\n2NraFqq9GjVq4Pr16wrl2r5f+8svv0SPHj3kyurVq4dq1aop/Lzr1aunsq379+8rlN29excSiQTV\nq1eXlfn7+2P27NmIj4/HkSNH0LNnT5XtmpqaIiwsDE2aNFH6BLo6dergxIkTcr8/Yu+7gvF0cHBA\nhQoVALy+NPD27+PNmzdx//59lCtXDiYmJjAxMVGYHQ4Aa9aswdOnTzF+/Hi58qpVq8LU1BS5ubkK\nbSclJeHKlSsoV64c8vLycPXqVZibm8PX1xe+vr4AgF27diEkJARbt26VXfKiwuM1ZFKqUaNGqFat\nGjZu3Ch3OvD58+cYM2YMJk+eLJstWvBpvOCTdsGtP29/gz506BDi4+Nln/YL44MPPoCDgwO2bNkC\nAArJxdHREVWrVsW2bdtgamr6zocetG/fHkePHpW75zoxMRGHDh2S2+7tvmlCQQKJiIjA4cOH0bVr\nV421LcbX1xePHz9WuA3n119/xbhx42TX3tX10Ucf4dGjR9i3b5+sTBAE/PbbbwpPwTI0NNTY2NWu\nXVs296HgX8WKFVGjRg2F8nedPr1w4QKuXbsme/3gwQP8888/aNKkiexbK/D6W6OhoSGWLFmCjIwM\nhXkDbzMyMkLHjh1x/Phx0VuGnjx5gsjISLRs2VLuW/GDBw/kZkpnZmZiy5YtqFOnDhwdHWFjY4P6\n9evjzz//lLvOnpOTgwkTJiA4OBj5+fkwNjZG8+bNcfDgQTx48EC23dOnT7F27VrRx70aGRmhZcuW\niI6Oxo0bN+Tqvv/+e4waNQrp6enIy8tDUFCQwiUsZ2dnAHjndXVSrVi+IT9+/Bjz589HTEwMXr16\nBRcXF0ycOBF169YV3b5nz564dOmS7LVEIkGvXr0wa9YsXYVcJhkZGWHatGkYO3YsunfvjoCAAJia\nmiI8PBwpKSlYuHChLFlZWlpCEAT8/PPPaNWqFVq0aAE7Ozv89NNPePXqFaytrXH+/Hls374d5cqV\nQ2ZmZpFi8vb2Rnh4OOzs7ESvYXp7e2PXrl3w9vZWef0QAMaMGYODBw+if//+GDhwIAwMDLBp0yZU\nrFhRNqmnoG8A8NdffyE/P1/pc7ML6+OPP8akSZNEJ4cBwM6dO1GtWjW1JnpFRUWJXgawt7fH0KFD\nERgYiB07dmDmzJm4cOECnJ2dcfXqVWzduhUuLi5yk7OUXQN+s7xXr174/fffMXbsWPTv3x81atTA\n3r17cfHiRQDyj6asUqUKrly5gi1btsDLy6tQT4DTJnNzcwwePFh2n/nmzZshCAImTpwot52lpSWa\nNm2K3bt3y67/v8uUKVNw6dIlhISEYMeOHWjevDkqVaqE+Ph4bNu2TbbNm4yNjTFhwgRcuHABVatW\nxR9//IFHjx7hhx9+kG0zdepUfP755+jRowf69OmDypUrY+fOnbh8+TImTJiASpUqAQBCQkIQGBiI\nXr16oV+/fqhQoQLCw8Px6tUrjB49WjTmr7/+GqdOnULfvn3Rt29f2NnZISoqCkeOHEG/fv1Qq1Yt\nAP89bWz06NHw8fFBVlYWfv/9d5iZmSmcvaDC0XlCFgQBI0eOBACsWrUK5cuXx7JlyzBw4EDs3r0b\nlStXVtjn9u3bCA0NlTslVTABhAqvMM/x7dChA8LCwrBq1SqsXLkSBgYGqFu3LlauXInWrVvLtvPz\n88O+ffuwfft2nDp1Cr6+vli9ejV++OEHbNy4EYIgoEaNGpg2bRpycnIwe/ZsXL58GQ0aNChUTF5e\nXti6davCt+MCBX84lZ2ufvM4NjY22LJlC+bPn4+wsDCYmJggICAAgiDIzQ53dHREUFAQtm/fjosX\nL6o8FV4Y7du3x3fffYc6derI/tgVyMvLwzfffIPmzZu/MyFLJBJcvHhRlgzf1KhRIwwdOhQmJibY\nuHEjli9fjoiICOzcuRNWVlbo378/RowYIffhRdnP4s1yY2NjrF27FgsWLMD27duRnZ2NVq1a4dtv\nv8WkSZPk2hs9ejS+++47zJkzB6NHj0aHDh2UPgtcV88Il0gkaNu2LerVq4f169fj6dOncHd3x4oV\nK+Dk5KSw/ccff4yjR4+qfZ3f0tISO3bswLp16xAVFYWVK1fixYsXsLa2RufOnTF8+HCFSW22trYY\nP3485s2bh0ePHsHFxQUzZ86Eu7u7bBtPT09s3rwZy5Ytw7p165CbmwtHR0csWLBALra6detiy5Yt\nCA0Nxc8//wwDAwO4urpi4cKFCu+1AjVr1sTWrVuxZMkShIeH4+XLl6hevTqmTJmCfv36ybYLDg5G\nlSpV8Oeff+LIkSMwMTGBh4cHFi9ezOvH70vX91ldvnxZkEqlwu3bt2Vlr169Etzc3ETvP0xISJC7\n/5GIit/Tp0+FnJwchfJdu3YJUqlUOHXqVDFEpT1//fWXIJVKhbt372ql/T59+ggdOnTQSttUcuj8\nGrKtrS1WrVol9ynNwMAAgiAgIyNDYfvr16+jXLlyRbpNhoi0Y+3atXBzc1O4Z3jXrl0wNjZWeERp\nSSYIAsLDw+Hh4SF6KxGRpuj8lLWFhYXcqU4A2LBhA7Kzs0WXxrtx4wYqVqyIkJAQnDx5EhYWFujZ\ns6fsug8R6Z6fnx/Wrl2LgQMHolevXihfvjwOHz6M6OhofPXVV3KTokqqnJwchISEIDk5GRcvXsTK\nlSuLOyQq5Yr9tqeoqCiEhoZi0KBBove03rhxAy9evEDLli3x5Zdf4vTp05g3bx6eP3+OUaNGFUPE\nRFSvXj1s2rQJK1aswOrVq/HixQvUqlULs2fPLjUTe4yNjXHnzh2kpqZizJgxXDuYtE4iCMW3tty2\nbdvw7bffwt/fX24m4Zvy8/ORlZUl94l7zZo1+Omnn965MowgCPwWTUT0PzHdAwCRW9AkhoZovi1c\n420KgqDx45VmxfYNeeXKlViyZAmCgoJUro5jYGCgcPqrXr16yMzMlHvKjRiJRIKHD59pLObSolq1\nShwXERwXRRwTcSV1XExs7ZB9P1Gh3NjWrsj9UdUmBEHjxyuJqlWrpNZ2xfJgkDVr1mDp0qUIDg5W\nmYwBoHfv3pgzZ45c2YULF2BlZVUqrlMREemKpZ/4bVuWXVQ/7KSobWrjeKWZzr8hX716FYsXL0bP\nnj3Rq1cvuVmaZmZmMDAwwLNnz/DBBx9AIpGgffv2WLZsGRo0aABPT0+cOHECYWFhmDp1qq5DJyIq\n0cy9X9+/n7Z7F7KTk2BiawfLLn6y8vdtMyc5CcYibWryeKWZzq8hL1q0SGFJvgJjxoyBtbU1Jk+e\njKioKNniB+vXr8eWLVtkK5kMHjwYAQEBah2vLJ0WUVdJPd2mbRwXRRwTcRwXcRwXceqesi7WSV26\nwDeHIv7SiOO4KOKYiOO4iOO4iNPra8hEREQkjwmZiIhIDzAhExER6QEmZCIiIj3AhExERKQHmJCJ\niIj0ABMyERGRHmBCJiIi0gPFvvwiEVFpkHHyBNJ2/fPfIyL9/IvtEZGpmzch4/AhCLk5kBgZw7xV\na1j37V8ssZD6mJDLsIsXL0AQ8uHs7FrcoRCVaBknTyBl9SrZ6+z7ibLXuk7KqZs3IT16v+y1kJsj\ne82krN94ylpDYi+n4tuwWAyZdwDfhsUi9nJqcYf0TqNGfYHExHvFHQZRiZe26x/x8t27dBwJkHH4\nkHj5EfFy0h/8hqwBsZdT8dPOS7LXiQ8zZa+bNLAurrDeqZQ/xpxIZ7KTkwpVrk1Cbo54eY54OekP\nJmQN2HX8rpLyeK0n5N27/8bmzRuQlHQflpYfoHNnfwwePAwAcPjwQaxduxoJCfGws7ODn98n6NPn\n9SmrgICuEAQBc+fOxJ49/2Dp0lXIyEjHqlXLcfx4DJ49y0DDhi4YNWoM6tZ1AvD6FPeKFYtx8+Z1\nmJiYoGlTH4wZ8zXMzc0BAAcPRuHXX3/B7du3IJFIULeuE8aMCYFU2kCrY0BU3Exs7ZB9P1G0XNck\nRsaiSVlibKzzWKhweMpaA5IeZYmWJz/O1Opxb926iYUL52LYsJHYsmU7xowJwZYtmxARsRvHj8dg\n1qxp6N27LzZtCsfw4aPxxx9bsH79zwCANWs2QCKRYMyYEMyevQD5+fkIDh6Ba9euYtaseVi9+hdY\nWFTGqFFDkZKSgvz8fEyaFAIvrybYtGkrFi5cimvXruDHH5cAAK5evYzp0yfDz68rfv31TyxfvgaA\ngPnzZ2t1DIj0gaWfv3h5Fz8dRwKYt2otXt5SvJz0B78ha4Bd1QpIfKiYfG0/MNPqce/fT4REIoG1\ntQ2srKxhZWWNRYt+hJWVFWbMmILu3QPQufPrPxR2dvbIzMzE/PnfY/z4sbCwsAAAVKhghkqVKuH4\n8aO4efMGfvttG+ztqwMApk2bhd69u2HbtnD07z8Q6elPYWlpCWtrG1hb22DOnAXIyckFABgaGiEk\nZCK6du0OALCxsYG/fzcmZCoTCiZupe3e9d8s6y5+xTLLumDiVsaRQxByciAxNoZ5S86yLgmYkDXA\nr1lNuWvI/5U7aPW4TZo0Q4MGjTB4cBDs7WugSZOmaNv2I1hZWePGjWu4evUKtm//Q7a9IOQjJycH\niYmJMDWtLNfWnTu3UbmyhSwZA4CRkREaNGiEO3duwdzcHIGB/fF//zcPP//8E7y8msDHpyXatGkH\nAKhbtx4qVaqEjRvX4+7d20hMvIcbN67zOjWVGebeTYvtNqe3WfftzwRcAjEha0DBdeJdx+OR/DgT\nth+Ywa+Zg9avH5uammLZsp9w7dpVnDgRg9jY49i+/Q8MGvQFjIyM0a9fX7Rv30lhPxsbGzx58kKu\nzMTERPQY+fl5MDJ6/TYZMWI0evT4FMePH8XJkycwZ85M/P33X1iy5Ef8++8pjB8fjJYtW8PFxRX+\n/p8gISEe//d/P2i+40REpRATsoY0aWCt8xnVp07F4tKlCxg4cAicnKT47LPB+L//m4eoqH1wdKyN\ne/cS5L7xHjp0ANHRkViyZBEAQCKRyOpq1aqN9PSnuHcvATVqfAgAyM3NxZUrl9GxYxfcv5+I337b\nhDFjQtC9ey90794L0dH7MWPGZDx9+hTh4ZvRpElTfPfdHFmbsbHHdTQSREQlHxNyCWZsbIx169ag\nYsWK8PFphcePH+HMmTg0auQCX9/2GD9+DGrVckSbNu2QkBCPhQvnonnzFjA2NgbwEhUqmOHu3Tt4\n8uQJPD290LBhI3z33VSMGRMCMzMzbNiwDpmZz/HJJz1QqVIlREfvQ05ONvr1G4D8fAFRURGwt68O\nCwsLWFnZ4MSJGFy6dBGWlpaIiTmMrVt/AwDk5OT875hERKSMRCjlF/kePnxW3CFoVUTEbmzevAH3\n7yfCzMwMrVr5YsSI0Shfvjz274/Apk2/ICEhHhYWFvjoo44YOnQEbG2r4OHDZ9i8eQPWrw9D9eo1\nsHbtJjx5koblyxfh2LEY5OXloVEjF4wcOQa1a9cBAFy5cgk//rj0f9eG8+Hq6oHRo8ehevUaSE9/\ninnzZuP06TgYGhqgTp166NatJ6ZPn4zly1fDxcWtmEfq3apVq1Tq3y+FxTERx3ERx3ERV61aJbW2\nY0Iug/hLI47joohjIo7jIo7jIk7dhMz7kImIiPQAEzIREZEeYEImIiLSA0zIREREeoC3PRERaUDG\nyRNI2/XPf4/O9POXPblLG3XaiFOf9ispNNk/JmQioveUcfIEUlavkr3Ovp8o91rTdUX9g68qTlVt\n6nq/kkIr0Ki8AAAgAElEQVTT/eMpayKi95S26x/x8t27tFJXVEVtU9f7lRSa7h+/IRMRvafs5CTl\n5Uoe9fBedUWkMk492q+k0HT/+A2ZiOg9mdjaKS3XRl1RFbVNXe9XUmi6f0zIpLY5c77D2LEjNdLW\n2rWrERjYXSNtERU3Sz9/8fIuflqpK6qitqnr/UoKTfePp6xJbcHBXyM/X5NPWpW8exOiEqBgAk/a\n7l3/zbbt4ic3sUcbddqIUx/2Kyk03T8+y1pD4lLPIuJuNFKyHsCmghU61vRFY2v9XFBBH543u3bt\nakRG7sWWLduKNY436cO46BuOiTiOiziOizh1n2XNb8gaEJd6FusubZa9TspMkb3WZlKePXsGUlKS\nsWzZT7Kyy5cvYtiwQdiyZTtu3bqJtWtXIyEhHnZ2dvDz+wSBgf0AACkpyQgI6IqhQ0cgPPw3VK5s\ngfXrN2PLlk3YuXM7Hj16CGtrGwQE9EGPHgEAXp+yfvjwARYtWgEASEy8h6VLQ3Hu3GmYmJiiRYtW\nGD06BOXLl0deXh62bNmEv//+Cw8epKJGjRr47LMh8PX9SLQvqakp+PHHJTh9+l+8evUKnp5e+Oqr\nsbCzswcABAR0RZs27RATcxjPnj1DaOgy1K3rpLWxJSLSNSZkDYi4Gy1aHhl/QKsJuXNnf4wdOxKP\nHj1C1apVAQD790fA2dkVCQnxmDVrGsaNmwBXV3fcuXMboaHz8OrVS4wfP1bWxv79kfjxx5/x8uUL\nxMYex2+/bcSsWfNgb18dp07FYsGCOahduy5cXeX78fz5c4waNRT16zfEypVhePXqFWbP/g4LF87B\ntGmzsGxZKKKi9uHrryehdu06OHBgP2bMmAxDQ0O0bt1Wrq2srEwMHz4YNWs6IjR0OQQhH8uXL8ao\nUUOxaVM4KlQwAwDs2PEnFi5cChMTYyZjIip1OKlLA1KyHoiWJ2emavW4Hh6NUa2aFaKjIwEA+fn5\niIrah06d/LBx4zp07x6Azp39YWdnDx+flhg2bBQ2bVov10avXr1Ro8aHqFvXCffv34OxsQmsrW1g\nbW0Df/9PsGjRCjg41FQ49v79EXj58gW+/XYWHB3roH79hpg4cRpq1HBAVlYmduz4E8OGjUDr1m1R\nvXoNBAUNQtu27RSODwB79+7G8+fPMXPmXNStWw/16kkxa9YPePYsAxERe2TbtWjRCq6ubqhfv6Em\nh5GISC/wG7IG2FSwQlJmikK5rZm11o/dsWMX7NsXgU8/7Yu4uJN4/vwZ2rVrj2XLQnH16hVs3/6H\nbFtByEdOTg4SExP/i/GN6fnt23fGrl07ERjYHY6OddCkSVN89FFHWFhYKBz3zp1b+PDDmihfvrys\nrFEjZzRq5IwrVy4hPz8fjRq5yu3j6uqBmJgjIm3dhoNDTVSsWFFWVrmyBWrWrIXbt2/JygpOXxMR\nlUZMyBrQsaav3DXkAh0c2opsrVmdO/tj48Z1uH8/Efv3R6BFi9YwM6sIIyNj9OvXF+3bd1LYx8bG\nBk+e3AYAmJqaysqrVKmCX37ZgnPnzuLkyeM4fjwGv/22CZMnT0fnzvLT+42MlL91TExMITZXMD8/\nT3Q/ExMT0Xby8vLltn8zViKi0oanrDWgsbUbBjXsC/uKtjCQGMC+oi0GNeyrk1nW1avXQMOGzti3\nby8OHz4oS5y1ajni3r0E2NtXl/27efMGVq9eIZosASAqah+2bdsKV1c3fPHFcKxduwlNmzbHgQP7\nFbZ1cKiFhIR4vHz5UlYWG3scPXv6o3r16jA2Nsb582fl9jl37ixq1nRUaKtWLUfEx9/Fs2f/zc58\n+vQp7t2LR61aitsTEZVG/IasIY2t3YrtNqdOnfzw449LUK5cOXj/7/63zz4bjG++CUatWo5o06Yd\nEhLisXDhXDRv3gLGxsai7eTkZGPFisWoWLESXFzckJiYgOvXr6J79wCFbTt06Iz163/G7NkzMGjQ\nF8jKysSyZYvg6ekFU9Ny6N27H9asWQlzc3PUqVMPBw9G4fDhA5g5c65oWxs3rsP06ZMxfPgo5OcL\n+PHHpahUyRzt2rXX7GAREekpJuRSoF27Dli2LBTt23eGgcHrkx5NmjTDtGkzsWnTL1i7dg0sLCzQ\nubM/hg4dIdtPIpF/MEenTn54+vQJ1q5djQcPUlGlShX4+X2CAQM+VzhmuXLlEBq6HEuXhmLYsIGo\nUKEC2rb9CMOHfwUAGDLkSxgaGmLp0lCkpz+Fg0MtzJw5F61b+yq0ZWJigtDQ5Vi2LBQjRw6FoaEh\nGjf2xo8//gwzs4LrynyICBGVbnwwSBnEm/fFcVwUcUzE6fu4FNfaxfo+Lqpoc91mPhiEiKgM4trF\nhacvfeekLiKiUoRrFxeevvSdCZmIqBTh2sWFpy99Z0ImIipFuHZx4elL35mQiYhKEa5dXHj60ndO\n6iIiKkW4dnHh6UvfedtTGVSSb03QJo6LIo6JOI6LOI6LOHVve+IpayIiIj3AhExERKQHmJCJiIj0\nABNyKbV27WoEBvZ4rza++moY5s2brfb2LVt6ITJy73sdk4iorOKkLg3R5nNQi+Lly5fIzn4Fc/PK\nCnXqTrx49uwZDA0NUaFCBbWO+eRJGipWrKR0NSl9xwkpijgm4jgu4jgu4vgsax3Sl+egvqlcuXIo\nV67ce7VRqZJ6b6ICVapYvtfxiIjKMp6y1oDieg7q7Nkz8NVXw+TKrly5hJYtvTBr1jQEBnYHAKSk\nJKNlSy9s3LgOH3/cAX5+fsjNzUVCQjzGjh2J9u1bIiDgE0RE7Ebr1k1w9uxpAPKnrPfs+Qf9+vXC\nzp3bERDQFb6+Phg58gvEx9+VHfvtU9Z79+7CZ58Fol07H/TvH4A9e/4bp9On4zBq1FC0b98Kvr7N\nMWhQX8TGHtfWUBER6T0mZA0oruegdu7sj/Pnz+LRo0eysn379sLZ2RX29jXw9hrC+/dHYsWKNVi4\ncCFyc3MRHDwC5cqVw5o1GzBhwhT8/PNPUHUFIynpPvbt24s5cxbgp5/WISMjHYsXLxDdNioqEj/8\nMAtdu3bHhg2/IzCwH+bPn41Tp2Lx4EEqxo8fA3d3T2zc+Dt+/nkDrK1tMHv2DOTm5mpkbIiIShom\nZA0oruegeng0RrVqVoiOjgQA5OfnIypqHzp1En/cW69evfHhhw6oX78+oqIikZWViWnTZqFmzVpo\n3NgbY8eOV3m8vLw8jB8/GXXrOqFu3Xr4+OPuuHjxgui2W7duQceOXdCzZ2/Y21eHv383jBgxBoIg\nICcnB198MRyDBw+DjY0tHB3r4NNP++Lp0yd48iTt/QaFiKiE4jVkDbD085e7hiwr18FzUDt27IJ9\n+yLw6ad9ERd3Es+fP0O7du3x+++bFba1feMDwo0b1+DgUEtuwpaLi5vKb8gSiQTVq9eQva5UqRJy\nc3NEt7116yY6deoiVxYQEPhG3H4ID9+MW7duIjHxHq5fvwYAyMvLf0ePicoOVZNFtVFX1FhKCn3v\nAxOyBhTnc1A7d/bHxo3rcP9+Ivbvj0CLFq1gZlZRdFtTU1PZ/w0NDZGfX7jkJ5FIYGAgf1JFWQI3\nMlL+1rp9+yZGjhyKRo2c4enphY8+6oCcnFxMnDiuUPEQlWaqJosC0Hidqr9X+jhxtbBKQh+YkDXE\n3LtpsfxQq1evgYYNnbFv314cPnwQM2aod99w7dp18c8/fyErKxMVKpgBAC5dugCJRPKOPdVTs2ZN\nXL16Ra5s1qxvUamSOQABNjY2WLBgiaxux44///e/Un0XHpHaVE4WVfJB+H3qVP39UhWLviSzdykJ\nfeA15FKgUyc//PbbRpiamsBbzTfWRx91RMWKlTBr1nTcvn0Lp0/HYdGi1xO0NJGU+/YdgMjIPdix\n40/cv5+InTu3Izp6H1q2bA0rK2skJyfj1KlYpKSkICJiN9as+REAkJ2d/d7HJioNVE0W1UZdUWMp\nKUpCH5iQS4F27TogLy8P7dt3VjilXODtJGtiYoKFC5fi+fNn+OKLAfjhh1n45JPXT/YyMjJ+Yz/1\n43jzGC1btsG4cd8gPHwzBgzojT/+2IJp02bB09MLvXoFolWrNpgxYzIGDuyD7dv/wDffTEG5cuVx\n9erlQvScqPRSNVlUG3VFjaWkKAl94JO6yqBq1SrhwoUbuH//Hjw9vWTlFy9ewIgRg/Hnn/+gWjWr\nYoywePApQ4o4JuJ0MS5vX/MsYDP0SwDQeF1hriEr20+f3y/q9kEb+KQuUunVq5cYN24UgoPHo1kz\nH6SlPcaKFYvg5uZRJpMxkb5RZ7KoNuqKGou+Kwl94DfkMqjgU2x09H5s2LAWiYkJKF++Anx8WmLE\niNGiz78uC/T5031x4ZiI47iI47iI4zdkeidf34/g6/tRcYdBRETgpC4iIiK9wIRMRESkB5iQiYiI\n9AATMhERkR5gQiYiItIDxZKQHz9+jAkTJqBFixbw8vLC4MGDcePGDaXbHz16FN26dYOrqys++eQT\nHD58WIfREhERaZ/OE7IgCBg5ciTi4+OxatUqbNmyBZUqVcLAgQORnp6usP3NmzcxYsQIdOnSBTt2\n7ICvry9GjhyJW7du6Tp0IiIirdF5Qr569SrOnTuHuXPnolGjRqhduzbmz5+PrKwsHDx4UGH7DRs2\nwM3NDUOHDkWtWrUwZswYuLu745dfftF16ERERFqj8weD2NraYtWqVahVq5aszMDAAIIgICMjQ2H7\nf//9F507d5Yr8/b2xp49e7QeKxGVPaoWsS+ou66iTtV+YnVUeNoYT334Gek8IVtYWKB169ZyZRs2\nbEB2djZ8fHwUtk9JSYG1tbVcmbX16+X7iIg0SdUi9gA0XsekXHiqfkZFHU9ttFkUxf7ozKioKISG\nhmLQoEFwdHRUqH/58iVMTU3lyoyNjbluLhFpnKpF7KHksf/vU8eEXHiqfkZFHU9ttFkUxZqQt23b\nhm+//Rb+/v4YP3686DampqYKyTcnJwfly5dX6xjqPtS7rOG4iOO4KCpLY3JdyWL1OclJULYOz/vU\nlcax1XafVP2MinpsbbRZFMWWkFeuXIklS5YgKCgIU6ZMUbqdra0tHj58KFeWmpqqcBpbGa48oogr\nsojjuCgqa2NiYmuH7PuJCuXGtnaAIGi8rrSNrS7eL6p+RkU9tjbafJO6Sb1Y7kNes2YNli5diuDg\nYJXJGAA8PT1x6tQpubLY2Fg0btxYmyESURlk6ecvXt7FTyt1VHjaGE99+Rnp/Bvy1atXsXjxYvTs\n2RO9evXCo0ePZHVmZmYwMDDAs2fPYGlpCQMDA/Tv3x89e/bEsmXL4Ofnh7///hsXLlzAd999p+vQ\niaiUU2cR+7Tdu5CTnARjJXWq9lNWR+pT52ekD20WhURQdoFDSxYtWoTVq1eL1o0ZMwbW1taYPHky\noqKiYGdnBwA4dOgQFi5ciISEBDg6OmLChAlo2lS9gSptp4Q0oaydhlQXx0URx0Qcx0Ucx0Wcuqes\ndZ6QdY1vDkX8pRHHcVHEMRHHcRHHcRGn19eQiYiISB4TMhERkR5gQiYiItIDTMhERER6gAmZiIhI\nDzAhExER6QEmZCIiIj3AhExERKQHin35RSKikqJgEfvrIovYp27ehIzDhyDk5kBiZAzzVq1h3be/\n2m1mi7RZGpT2/mkSEzIRkRpULWL/4uZNpEfvl9UJuTmy16qSsqo2S0PSKu390zSesiYiUoOqRewz\nDh8Srcs4Il6uTpulQWnvn6bxGzIRkRqylSxin52cBOTlidYJOTlFb7MUKO390zR+QyYiUoOJrZ3S\ncomRsWidxFi8XJ02S4PS3j9NY0ImIlKDqkXszVu1Fq0zbylerk6bpUFp75+m8ZQ1EZEa3lzEPic5\nCcZvLGJfUJdx5BCEnBxIjI1h3vLds6zfbFM2C/l/bZYGpb1/msb1kMsgrlkqjuOiiGMijuMijuMi\njushExERlSBMyERERHqACZmIiEgPMCETERHpASZkIiIiPcCETEREpAeYkImIiPQAEzIREZEe4JO6\niKjMuRC2CEYnz8MgT0C+oQS53i5wHjwWQMlZ11hVnEWN5X33E1snuqjK4jrKhjNmzJhR3EFoU1ZW\ndnGHoHfMzEw5LiI4LopK45hcCFsE0+PnYCAAEgAGAmCUmIqkh3eAq7der2Ocn/964/x8vLpzG7nP\nn6Ois4usjbfHpWDd37xnGYAgIO9ZBp7/GwdjGxuY2lfXeB9SN29SGmf+i6wixVLUPmij77oeT20z\nMzNVazuesiaiMsXo5Hml5SVlXWNVcRY1Fl3vp+s2SwKesiaiMsUgT/zx/QZ5AgSIr1+sb+saC7nK\n4yxqLLreT9dtlgT8hkxEZUq+oURpeUlZ11hVnEWNRdf76brNkoAJmYjKlFxvF6XlJWVdY1VxFjUW\nXe+n6zZLAk7qKoNK40QdTeC4KCqNY2Lt0QxJD+9AkvwAEuH1N+Ocpq5wHjwWFZ1dkPv8ObIT7wH5\n+ZAYG6NyG1+FWdZvj4upfXUY29ggOzUVeZmZMLGvjmqBfbU2K1hVnEWNRRP75Wuo77oeT21Td1IX\n10Mug7hmqTiOiyKOiTiOiziOiziuh0xERFSCMCETERHpASZkIiIiPcCETEREpAeYkImIiPQAEzIR\nEZEeYEImIiLSA0zIREREeoAJmYiISA9wtSci0mv6tFB9XOpZRNyNRkrWA9hUsELHmr5obO1WLLFQ\n6cOETER6q2Ch+gLZ9xNlr3WdlONSz2Ldpc2y10mZKbLXTMqkCTxlTUR6S58Wqo+4Gy1aHhl/QMeR\nUGnFhExEekufFqpPyXogWp6cmarjSKi0YkImIr2lTwvV21SwEi23NbPWcSRUWjEhE5He0qeF6jvW\n9BUt7+DQVseRUGnFSV1EpLcKJm6l7d713yzrLn7FMsu6YOJWZPwBpGSmwsbMGh0c2nJCF2kMEzIR\n6TVz76bFdpvT2xpbu6GxtRuqVauEhw+fFXc4VMrwlDUREZEeYEImIiLSA0zIREREeoAJmYiISA8w\nIRMREekBJmQiIiI9wIRMRESkB5iQiYiI9AATMhERkR7gk7qISK/FpZ5FxN1opGQ9gE0FK3Ss6avW\n4yqLup+u49QnGSdPIG3XP/89ptTPX2+eklYWMCETkd6KSz2LdZc2y14nZabIXqtKdkXdT9dx6pOM\nkyeQsnqV7HX2/UTZayZl3eApayLSWxF3o0XLI+MPaGW/otL18bQhbdc/4uW7d+k4krKLCZmI9FZK\n1gPR8uTMVK3sV1S6Pp42ZCcnFaqcNI8JmYj0lk0FK9FyWzNrrexXVLo+njaY2NoVqpw0jwmZiPRW\nx5q+ouUdHNpqZb+i0vXxtMHSz1+8vIufjiMpuzipi4j0VsGEqMj4A0jOTIWtmTU6OLR950Spou6n\n6zj1ScHErbTdu/6bZd3FjxO6dEgiCIJQ3EFoExcRV8TF1cVxXBRxTMRxXMRxXMRVq1ZJre14ypqI\niEgPMCETERHpASZkIiIiPcCETEREpAeYkImIiPQAEzIREZEeKPb7kL/99lsIgoBZs2Yp3Wb06NGI\njIyERCJBwV1azZs3x9q1a3UVJhERkVYVa0JesmQJwsPDERAQoHK7mzdvYvz48ejWrZuszMTERNvh\nERER6UyxJOR79+5hypQpuHnzJuzsVD8nNScnBwkJCXB2dsYHH3ygowiJiIh0q1gS8pkzZ2BnZ4dF\nixYhODhY5ba3bt1CXl4eateuraPoiKio4lLPIuJuNFKyHsCmghU61vR978dHTo2ZjSev0mWvq5hW\nxvc+U955vKLGEn59B2Lun0SukAsjiRF87L3xab3XZ+cyTp5A2q5/cL3g0ZJ+/rJHSxbUZYvUEamj\nWBJy165d0bVrV7W2vXHjBoyMjLBkyRIcOXIEpqam6NSpE0aMGMHT1kR6JC71LNZd2ix7nZSZIntd\n1KT8djIGgCev0jE1Zja61fFTejwARYol/PoOHEo8JnudK+TKXnd6aoOU1atkddn3E+VeK6tjUiZ1\nFfukrne5efMmAKB27doICgrC9evXMXfuXKSmpmLu3LnFHB0RFYi4Gy1aHhl/oMgJ+e1k/Ga5quMp\ne0T/u2KJuX9SvDzpJLwPiN+UkrZ7F6DkeGm7dzEhk9r0PiGPHTsWgwcPhrm5OQCgbt26kEgkCAkJ\nwcSJE1G5cmWV+6v7UO+yhuMijuOiSN0xScl6IF6emaqVcVV1PGUr5rwrllwhV7w8PxfZyY9E63KS\nk5R+AMhJTipz76my1l9N0vuEDECWjAs4OTkBAJKTk9+ZkLnyiCKuyCKO46KoMGNiU8EKSZkpiuVm\n1loZV1XHEwShSLEYSYxEk7KRgRFMbO2QfT9Roc7Y1g4QBKV1Zek9xd8hcep+SFErIQuCgPDwcJw4\ncQIZGRkKnwYlEgnCwsIKH6UagoODkZubi+XLl8vKLly4ABMTEzg4OGjlmERUeB1r+spdty3QwaFt\nkdusYlpZ9LR1FdPK7zxeUWLxsfeWu4YsK7fzhqWf/DXkApZd/ABAZR2ROtRKyIsXL8ZPP/0EW1tb\n2NvbQyKRaC2gnJwcpKeno3LlyjA2NkbHjh0REhKC9evXo127drh06RLmz5+PwYMHo3z58lqLg4gK\np+DabGT8ASRnpsLWzBodHNq+1yzr732mqJxl/a7jFTaWgtnUMUknkZufCyMDI/jY/TfLGnh9XTgn\nOQnGtnaw7OInd404bfeu/2ZZv1VH9C4SQdnFjze0aNECnTp1wtSpUzUewIABA+Dg4CB7UtfJkyfx\n2WefYcOGDfDy8gIA/PXXXwgLC0NCQgIsLS0RGBiIoUOHqtU+T58o4mklcRwXRRwTcRwXcRwXceqe\nslYrIbu6umL16tVo0qTJewema3xzKOIvjTiOiyKOiTiOiziOizh1E7Jai0t4enri3Llz7xUQERER\nKaf0GvLp06dl/+/UqRPmzJmDly9fwtPTU/TarYeHh3YiJCIiKgOUJuS+ffvKJm8VnNX+8ccfAUBu\nUpcgCJBIJLhy5Yo24yQiIirVlCbkDRs26DIOIiKiMk1pQvb29pb9/9SpU2jQoAHMzMwUtsvIyEBM\nTIx2oiMiIioj1JrUNWDAANy6dUu07vLly5gwYYJGgyIiIiprlH5DnjBhApKTkwG8vk48Y8YMVKxY\nUWG7u3fvomrVqtqLkIiIqAxQmpA7d+6MX375Rfba0NAQhoaGctsYGBjA09MTffv21V6ERKQV2li7\nuKhUrUGsiqo+qGpTn/quDVybuWRSmpDbtGmDNm3aAACCgoIwY8YM1K5dW1dxEZEWaWPt4qJStQax\nqqSsqg+30+8qbdOxck296bs2ZJw8wbWZSyi1riFv3LiRyZioFFG1lrCuqVqDWBVVfVDVpj71XRvS\ndv0jXr57l44jocJS+g25Q4cOhVpEIiIiQiMBEZH2KVtLODkzVceRqF6DWBVVfcgX8pW2qU9914bs\n5KRClZP+UPoN2cPDQ/bPzc0N9+/fR0ZGBtzd3dGhQwd4e3sjJycHqampslPbRFQy2FSwEi23NbPW\ncSSv1yAWLTdQvRidqj6oalOf+q4NJrZ2hSon/aH0Hf/DDz/I/r9w4UK4uLggLCxM7rGZ2dnZGD58\nOLKysrQbJRFplDbWLi4qVWsQq6KqD29fQ36zzbevIb+5X2lg6efPtZlLKLXWQ966dSt++OEHhWdY\nm5iYYMCAARg3bpxs+UQi0n/aWLu4qNRZg1iMqj4U1KlqUx/6rg0FE7e4NnPJo1ZCBoD09HTR8pSU\nFJiammosICLSjTcTV3H7tF43tW5zepuqPqhqU5/6rg3m3k2ZgEsgtWZZ+/r6YuHChTh2TP4UUHR0\nNEJDQ9GlSxetBEdERFRWqPUNedKkSbh58yY+//xzlCtXDlWqVEFaWhqys7Ph4+OD8ePHaztOIiKi\nUk2thGxubo7w8HAcOnQIcXFxyMjIQJUqVdC0aVM0a9ZM2zESERGVempfQ5ZIJHJP7yIiIiLNUZqQ\np02bhmHDhqF69eqYNm2aykYkEglmzpyp8eCIiIjKCqUJOSYmBv369ZP9X5XCPNGLiIiIFClNyNHR\n0aL/JyIiIs1TetvTpEmTsGvXLjx+/FiX8RAREZVJKr8hb9++HRKJBE5OTmjevDl8fHzQuHFjPgiE\niIhIw5Qm5NjYWNy4cQOnTp3Cv//+i927d2Pt2rUwNTWFh4eHLEE3aNBAl/ESlUlxqWcRcTcaKVkP\nYFPBCh1r+mr1SVPLz/6MK2nXZa/rW9bDKLchAF6vXxxz/yRyhVwYSYzgY//fIymLWqeqf0WtIypp\nJIIgCOpunJiYiLi4OJw+fRpxcXG4c+cOLCws0KxZM4SGhmozziJ7+PBZcYegd6pVq8RxEaGv4xKX\nelZ0MYRBDftqJfm8nYwL1LesB6sKVUUXbWhdvTkAFKlO2WIPgxr2BYAi1Wk7Kevre6W4cVzEVatW\nSa3tCpWQC1y7dg3//vsvYmNjERUVhby8PFy5cqXQQeoC3xyK+EsjTl/HZXZsKJIyUxTK7SvaYrL3\nWI0fb2T0N0rrjCRGousXGxkYAYL42sbvqrMqX1Vp/wRBKFKdNsblTfr6XiluHBdx6iZktR4Mkpqa\niqNHj+Lo0aM4fvw40tPTUblyZTRp0gTTp0+Hj4/PewVLRMqlZD0QLU/OTNVxJOJJFQBy88XL1akr\nSv+KWkekz1Teh1yQhG/evAlDQ0O4u7vjs88+g4+PD5ydnXn/MZEO2FSwEv0maGtmrfNYdPkN2dbM\nWum34HfVEZVEShPy4MGDUaVKFfj7+2PcuHFo0qQJKlSooMvYiAhAx5q+otdKOzi01crx6lvWK/Q1\nZB87bwDi14nfVafsGnJB/4paR1TSKE3I1tbWSE1NRUREBNLT0/H8+XP4+PjA0tJSl/ERlXkFE5Qi\n4w8gOTMVtmbW6ODQVmsTl0a5DVE5yxoAYpJOIjc/F0YGRvCx85Zbd7iodar6V9Q6opJE5aSuW7du\n4RRRXGMAACAASURBVMiRI4iJicGpU6fw6tUrODk5wcfHBy1atICnpydMTEx0GW+hcYKBIk68EMdx\nUcQxEcdxEcdxEafxWdbZ2dmIi4vDkSNHcOzYMVy7dg3ly5eHp6cnWrRogYEDB75PvFrDN4ci/tKI\n47go4piI47iI47iI0+ptTwBw6dIl/PLLL9izZw9yc3N521MJwl8acRwXRRwTcRwXcRwXcRq97Skv\nLw+XL1/G6dOncebMGZw5cwYPHjyAubk52rZti6ZNm75XsERERGWd0oR86NAhnD59GqdPn8bFixfx\n8uVLlCtXDh4eHggKCkKzZs3QoEED3vpERESkAUoT8rBhw2BkZARnZ2cMGjQIzZo1g5ubG4yNjXUZ\nHxERUZmgNCH/9NNP8PLy4r3HREREOqA0Ibdu3VqXcRAREZVpBsUdABERETEhExER6QW1bnsiotIn\nLvUsIu5GIyXrAWwqWKFjTV/ZYydV1RW1TW3sp+s2ibSJCZmoDIpLPSu3MENSZorca2V1qhKaqja1\nsZ8q2miTSNuUJuRp06ap3YhEIsHMmTM1EhARaV/E3WjR8sj4A1D28L7I+AMqk5mqNrWxnyraaJNI\n21Suh6wuPhyEqGRJyXogWp6cmap0H1V1RW3zffbTdZtE2qY0IUdHi3/CJKKSz6aCFZIyUxTKbc2s\nIQiC0rqitqmN/XTdJpG2vfcs6+zsbBw7prjwOBHpr441fUXLOzi0VVlX1Da1sZ+u2yTSNrUmdSUl\nJeG7777DyZMnkZOTIyvPz8+XXW/S19WeiEhRwXXUyPgDSM5Mha2ZNTo4tJW7vhoZfwApmamwEakr\napua3E/XbRJpm1rLL44ePRoxMTHo3r07Tp8+jfLly8PNzQ0xMTG4fv06li1bhnbt2uki3kLjUmCK\nuESaOI6LIo6JOI6LOI6LOHWXX1TrlHVsbCzGjh2LqVOnokePHjA1NcX48ePx559/wsvLC1FRUe8V\nLBERUVmnVkLOzMyEk5MTAMDR0RGXL18GABgaGqJv3744ceKE9iIkIiIqA9RKyFZWVnj06BEAwMHB\nAenp6Xj48CEAwMLCAo8fP9ZehERERGWAWgm5ZcuWWLp0Kc6dOwd7e3vY2Nhg3bp1ePHiBXbs2AFr\na95KQERE9D7USshjxoxB+fLlERoaCgAYO3Ys1q9fDw8PD+zYsQODBg3SapBERESlnVq3PVlaWmLb\ntm1ITX39lJuuXbvCzs4OZ8+ehYuLC7y9vbUaJBERUWmn1jfk5cuXIzU1Ve7UdOPGjTFkyBDY29vj\n+++/11qAREREZYFaCXnFihWyb8dvO3v2LH7//XeNBkVERFTWKD1l3adPH5w9exYAIAgCevfurbQR\nZ2dnzUdGRERUhihNyN9//z0iIyMhCAKWLl2KTz/9FDY2NnLbGBoaolKlSvjoo4+0HiiRtpTmhexV\n9a0095uoJFKakGvXro3hw4cDeP3M6oCAAN7eRKVOaV7IXlXfAJTafhOVVGrNsh41ahQAICUlBSdO\nnMCDBw/QvXt3PHz4EHXq1IGJiYlWgyTSltK8kL2qvil7hH1p6DdRSaVWQgaAefPmYePGjcjNzYVE\nIoGPjw9CQ0ORmpqKX375BR988IE24yTSitK8kH1R+lYa+k1UUqk1y3r16tXYuHEjvvnmG+zbt0/2\n6XrUqFFIT0/HokWLtBokkbbYVLASLS8NC9mr6ltp7jdRSaVWQv7999/x1VdfYcCAAbCzs5OVu7u7\nIzg4GIcPH9ZagETaVJoXslfVt9Lcb6KSSq1T1g8ePFB6a5O9vT2ePn2q0aCIdOXNhexTMlNhU4oW\nsn+zb8mZqbAV6ZuqOiLSLbUS8ocffogjR46gefPmCnVxcXGoUaOGxgMj0pXG1m5obO1WKhdXL+hb\nYeuISPfUSsifffYZpk+fjtzcXPj6+kIikeDevXv4999/ERYWhq+//lrbcRIREZVqaiXkTz/9FE+e\nPMGqVauwadMmCIKA4OBgGBsb4/PPP0e/fv20HScREVGppvZtT8OGDUO/fv1w5swZPH36FJUqVYKr\nqyuqVKmizfiIiIjKhHcm5EePHiEpKQkffvghLCws0LJlS13ERUREVKYoTcjZ2dmYNGkS9uzZI7vv\nuHPnzpg+fToqV66sswCJiIjKAqUJecmSJdizZw969uyJBg0a4M6dO/j999+Rn5+PxYsXayyAb7/9\nFoIgYNasWUq3uXDhAubMmYMrV67A2toaw4cPR7du3TQWAxERUXFTmpAjIyMxcuRIjBw5Ulbm5OSE\n6dOn49WrVzA1NX3vgy9ZsgTh4eEICAhQuk1aWhqGDBmCrl27Ys6cOYiJicHUqVNhZWUlehsWERFR\nSaQ0IaekpMDb21uurHXr1sjNzUViYiJq165d5IPeu3cPU6ZMwc2bN+We/CVm69atMDc3x5QpU/6/\nvXuPqqrO/z/+OtwFUQa8AZp3BzWvhISZzWgzjjFjl6kx+2aS2sVK1PypNamkU5OmoFmNWuNUOjqZ\nJobhrDWNa8oilSwpF1pe8gqCiJcU4iKc3x8uTh7PBk8IZ2/h+ViLtdyffXvvj+iLvc+H/ZEkdezY\nUdnZ2VqxYgWBDABoMKoN5PLycpe74KoR1aWlpdd00l27dikiIkKLFi3S5MmTa9z2yy+/1E033eTU\nFhsbqzlz5lxTDUB9em/fRmXkZOqi/aJ8bD66JXKA/tSt5o9ZarOPVD/zGjOPMuB5bv/a0+Wqm7rN\nXSNGjNCIESPc2jYvL089evRwamvVqpVKSkp09uxZhYSEXFMtQF17b99GfXL8c8fyRftFx3J1AVub\nfaT6mc+ZeZQBc7g1ucSVbDZbXddRrZKSEpc79ar5l6/1Th2oDxk5mcbtucbttd1HqnnO49qq6Zj1\ncT4Al9R4h/zCCy+oadOmjuWqO+M5c+YoKCjI0W6z2bRixYp6KdDf319lZWVObVXLgYGBV92/Zcvg\neqnreke/GKuLfrlov2jcXnmx2uPXZh+p+jmP84rya30tNR2zumdj13K+61Vju1530S+1V20gx8TE\nSLr0WbI77fUlPDxcBQUFTm0nT55UYGCggoOv/hff0CYLqAsNcRKFulBX/eJj8zEMWB8vn2qPX5t9\npEtzHucW5bm2B7Wu9bXUdEy73V7n57se8W/IGP1izN0fUqoN5FWrVtVZMdciOjpaGzZscGrbvn27\n+vfvb1JFQM1uiRzg9Hmwoz1igMHWtd9HujTn8eWf6Va5lnmNr3bMuj4fgEtqNairPpWXl+vcuXNq\n3ry5fH19de+992rFihVKSkrSQw89pM8//1zp6en19ogcuFZVg7AycjN1sfKifLx8dEtEzSOma7OP\n5N6cxz+XO3NEM48yUPds9msdMn2NHnroIbVv397xpq7MzEyNGTNGK1eudDwe/+abb/TCCy/ou+++\nU0REhBITEzV8+HC3js/jE1c8VjJGv7iiT4zRL8boF2PuPrI2PZDrG98crvhHY4x+cUWfGKNfjNEv\nxtwN5Fr92hMAAKhbBDIAABZAIAMAYAEEMgAAFkAgAwBgAQQyAAAWQCADAGABBDIAABZAIAMAYAEE\nMgAAFkAgAwBgAQQyAAAWQCADAGABBDIAABZAIAMAYAEEMgAAFkAgAwBgAQQyAAAWQCADAGABBDIA\nABZAIAMAYAEEMgAAFkAgAwBgAQQyAAAWQCADAGABBDIAABZAIAMAYAEEMgAAFkAgAwBgAQQyAAAW\nQCADAGABBDIAABZAIAMAYAEEMgAAFkAgAwBgAQQyAAAWQCADAGABBDIAABZAIAMAYAEEMgAAFkAg\nAwBgAQQyAAAWQCADAGABBDIAABZAIAMAYAEEMgAAFkAgAwBgAQQyAAAWQCADAGABBDIAABZAIAMA\nYAEEMgAAFkAgAwBgAQQyAAAWQCADAGABBDIAABZAIAMAYAEEMgAAFuBjdgGN2Y49+Urfdli5p4oV\n0SJQ8XEdFNujtdllAQBMQCCbZMeefC1Py3YsHy8ociwTygDQ+PDI2iTp2w5X037Eo3UAAKyBQDZJ\n7qliw/YThUUergQAYAUEskkiWgQatoeHBXm4EgCAFRDIJomP61BNe3vPFgIAsAQGdZmkauBW+rYj\nOlFYpPCwIMXHtWdAFwA0UgSyiWJ7tCaAAQCSeGQNAIAlEMgAAFgAgQwAgAUQyAAAWACBDACABRDI\nAABYgCmBXFlZqeTkZA0aNEj9+vVTYmKiCgsLq90+MTFRUVFR6t69u6KiohQVFaWxY8d6sGIAAOqX\nKb+HvGTJEn3wwQdasGCBQkJC9PzzzysxMVGrV6823P7AgQOaNm2a7rrrLkebn5+fp8oFAKDeeTyQ\ny8vLtWrVKs2aNUtxcXGSpJSUFA0dOlRZWVnq27evy/ZHjx5Vr169FBYW5ulyAQDwCI8H8t69e1Vc\nXKwBAwY42iIjIxUZGamdO3e6BPLBgwdVUVGhzp07e7pUU+3Yk6/0bYeVe6pYES0CFR/Xgbd6AUAD\n5vFAzs/PlyS1bu0cLq1atVJeXp7L9vv375ePj49eeeUVffrpp/L399fvfvc7PfHEEw32sfWOPfla\nnpbtWD5eUORYJpQBoGHy+KCuH3/8UV5eXvL29nZq9/PzU2lpqcv2Bw4ckCR17txZb7zxhiZOnKj1\n69crKSnJI/WaIX3b4Wraj3i0DgCA53j8DjkgIECVlZWqrKyUl9dPPw+UlZWpSZMmLttPmTJF48aN\nU7NmzSRJXbt2lc1m09SpU/XMM8+oefPmNZ6vZcvgur0AD8gtLDZsP1FYVGfXcz32iyfQL67oE2P0\nizH6pfY8Hsht2rSRJBUUFDg9tj558qTLY+wqVWFc5Ze//KUk6cSJE1cN5IKC89dSrikiwgJ1vKDI\npT08LKhOrqdly+Drsl/qG/3iij4xRr8Yo1+MuftDiscfWUdFRSkwMFCZmZmOtuPHjysnJ0cxMTEu\n20+ePFlPPfWUU9vu3bvl5+en9u3b13u9ZoiP61BNe8O8XgCACXfIfn5+euCBBzR//nyFhIQoNDRU\nc+fOVWxsrHr37q3y8nKdO3dOzZs3l6+vr4YNG6apU6fq7bff1tChQ5Wdna2XX35Z48aNM3zE3RBU\nDdxK33ZEJwqLFB4WpPi49gzoAoAGzJQXg0yePFkXL17U9OnTdfHiRQ0ePFizZs2SJO3atUtjxozR\nypUrFRMTo+HDh6usrEwrVqzQ4sWLFRoaqoSEBD366KNmlO4xsT1aE8AA0IjY7Ha73ewi6hOfZ7ji\ncx5j9Isr+sQY/WKMfjFm2c+QAQCAKwIZAAALIJABALAAAhkAAAsgkAEAsAACGQAACyCQAQCwAAIZ\nAAALMOVNXdejHXvylb7tsHJPFSuiRaDi4zq49Sat5LVZyj502rHcs2Oopo7se9Vj1vZ8td0PAGAu\nAtkNO/bka3latmP5eEGRY7mmsLsyjCUp+9BpJa/N0qBe4dUeU1KtzlfbOgEA5uORtRvStx2upv1I\njftdGcaXt9d0zNqer7b7AQDMxx2yG3JPFRu2nyh0nbO4Lo5Z3dvFr3a++qgTAOAZ3CG7IaJFoGF7\neFhQvRyztuerjzoBAJ5BILshPq5DNe3ta9yvZ8fQattrOmZtz1fb/QAA5uORtRuqBkSlbzuiE4VF\nCg8LUnxc+6sOlJo6sm+No6yvdsyfe77a1gkAMB/zITdCzFlqjH5xRZ8Yo1+M0S/GmA8ZAIDrCIEM\nAIAFEMgAAFgAgQwAgAUQyAAAWACBDACABRDIAABYAIEMAIAFEMgAAFgAr8500+qP9mlrVo7KK+zy\n9bZpcN9I/d9vuklynff48tdj7tiTr/Rth5V7qlgRLQIVH9fBrVdZ1nY/AMD1iUB2w+qP9mnLl8cd\ny+UVdsdy3ulil3mPsw+dVvLaLA3qFa7ladmO9uMFRY7lmsJ1x578Wu0HALh+8cjaDVuzcqppz3UJ\n4yrZh04rfdthw3Xp247UeL7a7gcAuH4RyG4orzCef6O8orLG/XJPFRu2nygsqpf9AADXLwLZDb7e\ntmraa+6+iBaBhu3hYUH1sh8A4PpFILthcN/Iatoj1LNjqOG6nh1DFR/XwXBdfFz7Gs9X2/0AANcv\nBnW5oWo09dasXJVXVMrX20uD+0a4NcpauvTZ74nCIoWHBSk+rv1VB2ZVrf+5+wEArl82u91u/AFp\nA8Fk2a6YRNwY/eKKPjFGvxijX4y1bBns1nY8sgYAwAIIZAAALIBABgDAAghkAAAsgEAGAMACCGQA\nACyAQAYAwAIIZAAALKBBv6nrzmlpighzfy7hmuY8nr1ih44X/DS5Q9uWQZo7LlaS9OiC/+niZRNQ\n+Hjb9Ma0X0uSJiR/rNLynyah8Pf10tKpv5Ik/b/XM3T6fKljXWiwvxY+eYsk5lEGgMamQb+p6w9T\nP3D8+bERPWsMpivnPK4yNLqtvjt6ximMq7RtGaS808VOYVzFx9smby+bUxhX8ff1UlCAr1MYVwkN\n9td9v+7iNB+yu9dw5TzK1e3H23SM0S+u6BNj9Isx+sUYb+q6wtXmEq5pzmOjMJak4wVFhmEsSRcr\n7IZhLEml5ZWGYSxJp8+XMo8yADRCjSaQrzaXcG3nPK4PzKMMAI1Pownkq80lXNs5j+sD8ygDQOPT\naAL5anMJ1zTncduWxoHWtmWQfKoJch9vm/x9jbvX39dLocH+hutCg/2ZRxkAGqEGPcra28vm9lzC\nV5vz2NOjrCXmUQaAxqRBj7KWmA/ZCCMhjdEvrugTY/SLMfrFGKOsAQC4jhDIAABYAIEMAIAFEMgA\nAFgAgQwAgAUQyAAAWACBDACABRDIAABYAIEMAIAFNOhXZxrZsSdf6dsOK/dUsSJaBCo+rsM1v1py\n9Uf7tDUrR+UVdvl62zS4b6TjlZs1rQMAoEqjCuQde/K1PC3bsXy8oMixXNtQXv3RPm358rhjubzC\n7rRc3TpCGQBwuUb1yDp92+Fq2o/U+phbs3Kqac+tcR0AAJdrVHfIuaeKDdtPFBYZtrujvMJ4bo7y\nikrD9qutAwA0To3qDjmiRaBhe3iY8XzH7vCtZj5kX2+vGtcBAHC5RpUM8XEdqmlvX+tjDu4bWU17\nRI3rAAC4XKN6ZF01cCt92xGdKCxSeFiQ4uPaX9Mo66rBWVuzclVeUSlfby8N7hvhNGirpnUAAEiS\nzW63G38I2kAwWbYrJhE3Rr+4ok+M0S/G6BdjLVsGu7Vdo3pkDQCAVRHIAABYAIEMAIAFEMgAAFgA\ngQwAgAUQyAAAWIApgVxZWank5GQNGjRI/fr1U2JiogoLC6vdfvfu3Ro1apT69u2rYcOGaePGjR6s\nFgCA+mdKIC9ZskQffPCBFixYoDVr1ig/P1+JiYmG254+fVrjx4/XjTfeqNTUVI0ePVozZ87U559/\n7uGqAQCoPx5/U1d5eblWrVqlWbNmKS4uTpKUkpKioUOHKisrS3379nXaft26dWrWrJmee+45SVLH\njh2VnZ2tFStWaODAgZ4uHwCAeuHxO+S9e/equLhYAwYMcLRFRkYqMjJSO3fudNn+yy+/1E033eTU\nFhsbq6+++qreawUAwFM8Hsj5+fmSpNatnd8f3apVK+Xl5blsn5eXZ7htSUmJzp49W3+FAgDgQR4P\n5B9//FFeXl7y9vZ2avfz81NpaanL9iUlJfL393fZVpLh9gAAXI88/hlyQECAKisrVVlZKS+vn34e\nKCsrU5MmTVy29/f3V1lZmVNb1XJgoPH8xpdz96XejQ39Yox+cUWfGKNfjNEvtefxO+Q2bdpIkgoK\nCpzaT5486fJoWpLCw8MNtw0MDFRwMH/xAICGweOBHBUVpcDAQGVmZjrajh8/rpycHMXExLhsHx0d\nrS+++MKpbfv27erfv3+91woAgKd4PJD9/Pz0wAMPaP78+fr000+VnZ2tqVOnKjY2Vr1791Z5eblO\nnTql8vJySdK9996rM2fOKCkpSQcPHtSqVauUnp6uRx55xNOlAwBQb2x2u93u6ZNWVFRo4cKF2rhx\noy5evKjBgwdr1qxZCgkJUWZmpsaMGaOVK1c67pi/+eYbvfDCC/ruu+8UERGhxMREDR8+3NNlAwBQ\nb0wJZAAA4IzJJQAAsAACGQAAC2jwgTx79mzNmjXL7DJMV1hYqBkzZmjQoEGKiYnRuHHjtH//frPL\nMl3VxCaxsbGKiYnR008/rZMnT5pdlmVkZWWpZ8+eLr/p0FgdOHBAUVFR6t69u6Kiohx/buyv8l23\nbp2GDRumPn366J577tH27dvNLslUmZmZLt8nVV8JCQnV7tegA/mVV17Re++9Z3YZprPb7XryySd1\n5MgRLVu2TO+++66Cg4OVkJCgc+fOmV2eqR599FFduHBBq1at0j//+U8VFBRowoQJZpdlCT/++KOm\nT5+uyspKs0uxjH379ik0NFQZGRmOr88++0x9+vQxuzTTpKamau7cuXr88cf14YcfasCAAZowYYJy\nc3PNLs00/fv3d3xvVH2fzJ8/X97e3nr00Uer3c/jb+ryhGPHjum5557TgQMHFBERYXY5pvv222/1\n9ddfa/PmzerYsaMk6eWXX1ZsbKw+/vhj3XnnnSZXaI5Tp06pS5cumjp1quP7JCEhQU899ZTOnz/f\n6F8889JLLyk8PFzHjh0zuxTL2L9/vzp37qzQ0FCzS7GMV199VY899pjuvvtuSdKMGTO0Y8cO7dq1\nq9H+/+vj46OwsDDH8oULF7RgwQKNHz++xlkKG+QdctU3wqZNmxQZGWl2OaYLDw/XsmXLHGEsSV5e\nXrLb7frhhx9MrMxcLVq0UHJysuM/jby8PK1du1a9e/du9GH8ySefaOvWrZo5c6b4RYyfVAUyLvn+\n+++Vm5vr9GuoNptNqampio+PN7Eya3n99dfl7++vJ554osbtGuQd8ogRIzRixAizy7CMkJAQ3Xbb\nbU5tK1euVFlZmW655RaTqrKWJ598Ulu2bFHz5s21atUqs8sx1enTpzVz5kzNmzdPzZo1M7scS9m/\nf79KS0s1cuRI5eTkqGvXrpoyZYp69+5tdmmmOHz4sGw2m86dO6cxY8Zo//796tSpk6ZOnap+/fqZ\nXZ4lnD59WqtXr9bcuXNdJkq6UoO8Q0bNtmzZopSUFD388MPq1KmT2eVYwqRJk7Ru3TpFR0crISGh\nUQ/sev755zV06FB+WLtCaWmpjh07pqKiIk2fPl1Lly5Vq1atNHr0aH3//fdml2eKCxcuyG6369ln\nn9XIkSO1YsUKde3aVWPGjGm0fXKlNWvWqEWLFvrDH/5w1W0J5EZmw4YNmjRpkn7/+99r2rRpZpdj\nGd26dVOvXr2UkpKiiooKbdy40eySTJGamqq9e/dqxowZksTj6sv4+/vriy++0DvvvKPo6Gj16tVL\n8+bNU7t27bRmzRqzyzOFj8+lh6wTJkzQHXfcoe7duyspKUnt27fXv/71L5Ors4ZNmzbpnnvucZly\n2AiB3IgsXbpUf/7znzVq1CjNmzfP7HJMV1hYqM2bNzu1BQQE6IYbblB+fr5JVZkrNTVVeXl5Gjhw\noPr16+f4bPCRRx7R888/b25xFhAUFCRfX1/Hss1mU5cuXZSXl2diVeZp3bq1bDabunbt6tTeuXNn\nHT9+3KSqrOPAgQM6evSo7rjjDre2J5AbiTfffFNLlizR5MmT9dxzz5ldjiXk5OTo6aefVnZ2tqPt\n/PnzOnTokLp06WJiZeZZuHChNm/erLS0NKWlpenvf/+7JOnFF19UYmKiydWZKzs7W9HR0dq7d6+j\nrbKyUnv37nUJpMaiZ8+eCggI0O7du53aDx48qBtuuMGkqqxj586datGihdsfDTbIQV1w9u2332rx\n4sX64x//qHvvvVenTp1yrAsKClKTJk1MrM48vXr1UkxMjGbOnKk5c+bIx8dHycnJCgsL01133WV2\neaZo1aqV07Kfn5+jvbH/qk9UVJTatm2rWbNmafbs2WrSpInefPNNnT17VqNHjza7PFMEBAQoISFB\nixYtUlhYmLp166bVq1fr2LFjGjVqlNnlmW7Pnj3q1q2b29s3+EC22Wxml2C6f//736qsrNT777+v\n999/32ndpEmT9Pjjj5tUmblsNpteffVVzZ8/XxMmTFBpaaluvfVWrVq1qtH+kGKEf0OXeHt76803\n39SCBQs0YcIEFRcXq3///lqzZk2j/mFl0qRJatKkiV566SUVFhaqe/fu+sc//qEOHTqYXZrpCgoK\nFBIS4vb2zPYEAIAF8BkyAAAWQCADAGABBDIAABZAIAMAYAEEMgAAFkAgAwBgAQQyAAAWQCADHjJ6\n9GhFRUU5ffXq1Uu/+c1vtGDBApWVlf2s4x08eLBWb0MaMmSIZs2aVe36DRs2KCoqylLv887KytJj\njz3mWM7JyVFUVJQ2bdpkYlVA3Wrwb+oCrKR3796aOXOmY7m0tFSZmZl6/fXXlZeXp+TkZLeP9Z//\n/EdZWVl1XqPNZrPc27nWr1+vAwcOmF0GUK8IZMCDmjZt6jKZfUxMjPLy8vT+++/r2WefVYsWLdw6\nFi/ZAxoWHlkDFtCjRw/Z7Xbl5uY62t577z3Fx8erV69eGjp0qN544w3Hutdee01LliyR3W5X9+7d\n9dprr0mSTp8+raSkJA0ZMkQ33nijYmNjlZiY6HTcupKbm6vJkydrwIAB6tevn8aPH6+DBw861lc9\nVv7oo480ceJE9evXT7GxsZo9e7ZKS0sd25WXl2vevHkaNGiQ+vXrp8mTJ+vtt99WVFSUJOnZZ5/V\n+vXrlZOTo+7duzvNVZ2Xl6fExETHsZOSklRSUlLn1wp4AoEMWMChQ4ckyTFl3fLly5WUlKTBgwdr\n+fLl+tOf/qQlS5Zo/vz5kqT77rtPI0eOlM1m09q1a3XfffdJksaPH6/MzExNmzZNb731liZOnKiM\njAzNmTOnTus9c+aM7r//fu3bt09z5szRwoULVVRUpAceeEAnTpxw2nbmzJlq166dli5dqnHjoqgD\nlwAABRlJREFUxmndunVavny50/q1a9fqkUce0ZIlS1ReXq6UlBTHY/MnnnhCQ4YMUcuWLbV27Vrd\ndtttjn1feeUVRUZGatmyZUpISNDatWv1t7/9rU6vFfAUHlkDHmS321VRUeFYPnPmjD755BOtXbtW\nw4cPV0hIiC5cuKBly5bpwQcf1IwZMyRJAwcOVJMmTfTyyy9rzJgxatOmjdq0aSNJjkfg+fn5Cg4O\nVlJSkvr06SPp0uPww4cPu8zyda3efvttnT9/XuvXr3dM2Xjrrbfq9ttv19KlSzV37lzHtkOGDNH0\n6dMlSTfffLMyMjL08ccfKzExUUePHlVaWppmz57tGKA2aNAgjRgxwvGZcbt27RQaGio/Pz/HtRYX\nF0uS4uPjHX0UGxurzz77TNu3b6/TawU8hUAGPGjbtm3q2bOnU5uPj49uv/12JSUlSZJ27dqlkpIS\nDRkyxCm8f/3rX+uvf/2rtm/fbjhfc+vWrfXOO+9IuvS4+MiRI/r+++/11Vdfqby8vE6vY/v27erZ\ns6fCwsIcNXp5eemWW25RRkaG07b9+/d3Wm7Tpo1jBPeOHTskSb/97W8d6202m4YNG+bWIK7o6Gin\n5bZt2+rrr7/++RcEWACBDHhQnz59lJSUJLvdLpvNJn9/f7Vt21b+/v6Obc6ePSu73a6xY8e6DNyy\n2Ww6efJktcdPS0vTokWLlJeXp+bNm6tHjx71Mrfz2bNndfToUZcfLmw2m3x9fZ3aAgICnJa9vLwc\n13XmzBlJcplPuGXLlm7VceW1XX5s4HpDIAMeFBQUpB49etS4TXBwsCRp0aJFateuncv6qkfEV9q5\nc6eeeeYZJSQk6OGHH3aE2oIFC+r8rrFp06a6+eabNW3atGsKwKprKSwsdBpdfurUqWuuEbjeMKgL\nsJg+ffrI19dXJ0+eVM+ePR1fZWVlSklJUUFBgSTJ29vbab+srCzZ7XZNnDjREcYVFRXKyMhQZWVl\nndY4YMAAHTp0SJ06dXKq8d1339WHH37o9nGio6Pl5eWlLVu2OLVfuezlxX9VaPi4QwYs5he/+IXG\njh2rRYsW6YcfftBNN92knJwcLV68WM2bN1eXLl0k/XQnnZ6err59+zoGPM2dO1d33XWXzp49qzVr\n1mjfvn2y2+0qKyuTn5+fWzXY7XatW7fOcY4qfn5+GjVqlBISEvTBBx847sabNWum1NRUbdq0SS+9\n9JLb19quXTvdeeedmj9/vkpKStS5c2elpqbq22+/dXo5SbNmzVRYWKitW7eqe/fubh8fuJ4QyIAH\nufsGrClTpqhVq1Zas2aN3njjDYWEhOi2227TlClTHKF6++23KzU1Vc8884xGjhypmTNnavbs2Xrr\nrbe0efNmhYWF6eabb9ZDDz2kp556Sjt37tTAgQPdehOXzWbT66+/7tIeHBysUaNGqXXr1nr33XeV\nnJys2bNnq6ysTJ06dVJKSoqGDx/+s643KSlJgYGBWrZsmUpKSjR06FDdf//9SktLc2xz991363//\n+5+efPJJTZkyRcOGDbPc28SAa2WzMwICgEnOnTunTz/9VL/61a/UtGlTR/ukSZN07NgxbdiwwcTq\nAM/iDhmAaQICAvSXv/xFaWlpevDBB+Xn56eMjAz997//1Ysvvmh2eYBHcYcMwFTZ2dlavHixdu/e\nrdLSUnXq1Eljx45VfHy82aUBHkUgAwBgAfwuAQAAFkAgAwBgAQQyAAAWQCADAGABBDIAABbw/wES\nyoa5AhZj+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1161df990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(7.5, 7.5))\n",
    "\n",
    "def scatter(group):\n",
    "    plt.plot(group['petalLength'],\n",
    "             group['petalWidth'],\n",
    "             'o', label=group.name)\n",
    "\n",
    "df.groupby('species').apply(scatter)\n",
    "\n",
    "ax.set(xlabel='Petal Length',\n",
    "       ylabel='Petal Width',\n",
    "       title='Petal Width v. Length -- by Species')\n",
    "\n",
    "ax.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 3: Trellising the Above\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LF+9Kq/JPiUafSCR7QrXZ9d6/bzS2hB+Pnqt5boJ07WI9QotlTEpkmA8noSwE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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1164740d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(10, 10))\n",
    "\n",
    "for i, k in enumerate(ts.kind.unique()):\n",
    "    ax = plt.subplot(int('22' + str(i + 1)))\n",
    "    tmp = ts[ts.kind == k]\n",
    "    ax.plot(tmp.dt, tmp.value, label=k, c=cp[i])\n",
    "\n",
    "    ax.set(xlabel='Date',\n",
    "           ylabel='Value',\n",
    "           title=k)    \n",
    "    \n",
    "fig.autofmt_xdate()\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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M3Nwc4eHhmD59Oj744AMMGzYMtWvXxpYtW/Dw4UNERkaWOaxWk7pdkoCAAPz888/w9/dX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\n+qkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ad4b4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 3, figsize=(15, 5))\n",
    "\n",
    "for i, s in enumerate(df.species.unique()):\n",
    "    tmp = df[df.species == s]\n",
    "\n",
    "    ax[i].scatter(tmp.petalLength, tmp.petalWidth, c=cp[i])\n",
    "\n",
    "    ax[i].set(xlabel='Petal Length',\n",
    "              ylabel='Petal Width',\n",
    "              title=s)\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b5ee890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 3, figsize=(15, 5))\n",
    "\n",
    "for i, s in enumerate(df.species.unique()):\n",
    "    tmp = df[df.species == s]\n",
    "\n",
    "    ax[i].scatter(tmp.petalLength,\n",
    "                  tmp.petalWidth,\n",
    "                  c=cp[i])\n",
    "\n",
    "    ax[i].set(xlabel='Petal Length',\n",
    "              ylabel='Petal Width',\n",
    "              title=s)\n",
    "\n",
    "    ax[i].set_ylim(bottom=0, top=1.05*np.max(df.petalWidth))\n",
    "    ax[i].set_xlim(left=0, right=1.05*np.max(df.petalLength))\n",
    "    \n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>petalLength</th>\n",
       "      <th>petalWidth</th>\n",
       "      <th>sepalLength</th>\n",
       "      <th>sepalWidth</th>\n",
       "      <th>species</th>\n",
       "      <th>random_factor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>setosa</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>setosa</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>setosa</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>setosa</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>setosa</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   petalLength  petalWidth  sepalLength  sepalWidth species random_factor\n",
       "0          1.4         0.2          5.1         3.5  setosa             A\n",
       "1          1.4         0.2          4.9         3.0  setosa             A\n",
       "2          1.3         0.2          4.7         3.2  setosa             B\n",
       "3          1.5         0.2          4.6         3.1  setosa             A\n",
       "4          1.4         0.2          5.0         3.6  setosa             B"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_n = df.shape[0] - df.shape[0]/2\n",
    "\n",
    "df['random_factor'] = np.random.permutation(['A'] * tmp_n + ['B'] * (df.shape[0] - tmp_n))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11aadbf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 3, figsize=(15, 10))\n",
    "\n",
    "# this is preposterous -- don't do this\n",
    "for i, s in enumerate(df.species.unique()):\n",
    "    for j, r in enumerate(df.random_factor.sort_values().unique()):\n",
    "        tmp = df[(df.species == s) & (df.random_factor == r)]\n",
    "\n",
    "        ax[j][i].scatter(tmp.petalLength,\n",
    "                         tmp.petalWidth,\n",
    "                         c=cp[i+j])\n",
    "\n",
    "        ax[j][i].set(xlabel='Petal Length',\n",
    "                     ylabel='Petal Width',\n",
    "                     title=s + '--' + r)\n",
    "\n",
    "        ax[j][i].set_ylim(bottom=0, top=1.05*np.max(df.petalWidth))\n",
    "        ax[j][i].set_xlim(left=0, right=1.05*np.max(df.petalLength))\n",
    "    \n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 4: Visualizing Distributions (Boxplot and Histogram)\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x11b7a1950>,\n",
       " [<matplotlib.text.Text at 0x11b7c2550>,\n",
       "  <matplotlib.text.Text at 0x11b7cbad0>,\n",
       "  <matplotlib.text.Text at 0x11c890590>],\n",
       " <matplotlib.text.Text at 0x116582f50>,\n",
       " <matplotlib.text.Text at 0x11b7d7710>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DvyJOiQIAABiOwAYAAGA4AhsAAIDhCGwAAACGI7ABAAAYjsAGAABgOAIbAACA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\nM1csNChQQQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11aec4850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
    "\n",
    "ax.boxplot([df[df.species == s]['petalWidth'].values\n",
    "                for s in df.species.unique()])\n",
    "\n",
    "ax.set(xticklabels=df.species.unique(),\n",
    "       xlabel='Species',\n",
    "       ylabel='Petal Width',\n",
    "       title='Distribution of Petal Width by Species')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1167b60d0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ePKHx40fr7t07at/+Hc2YMVevv/6K3nuvt+rWfVXx8fHq2bObLBYnDR8+Wtmz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\nDIHxkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c8c88d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
    "\n",
    "for i, s in enumerate(df.species.unique()):\n",
    "    tmp = df[df.species == s]\n",
    "    ax.hist(tmp.petalWidth, label=s, alpha=.8)\n",
    "\n",
    "ax.set(xlabel='Petal Width',\n",
    "       ylabel='Frequency',\n",
    "       title='Distribution of Petal Width by Species')    \n",
    "\n",
    "ax.legend(loc=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 5: Bar Chart\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
       "\n",
       "     who adult_male deck  embark_town alive  alone  \n",
       "0    man       True  NaN  Southampton    no  False  \n",
       "1  woman      False    C    Cherbourg   yes  False  \n",
       "2  woman      False  NaN  Southampton   yes   True  \n",
       "3  woman      False    C  Southampton   yes  False  \n",
       "4    man       True  NaN  Southampton    no   True  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/titanic.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>fare</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th>1</th>\n",
       "      <td>64.684008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.412328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.669364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">1</th>\n",
       "      <th>1</th>\n",
       "      <td>95.608029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22.055700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.694887</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      fare\n",
       "survived pclass           \n",
       "0        1       64.684008\n",
       "         2       19.412328\n",
       "         3       13.669364\n",
       "1        1       95.608029\n",
       "         2       22.055700\n",
       "         3       13.694887"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfg = df.groupby(['survived', 'pclass']).agg({'fare': 'mean'})\n",
    "dfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "died = dfg.loc[0, :]\n",
    "survived = dfg.loc[1, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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8eHGtWrVKhw8f1syZM/9W/V27dtXUqVMVERGh4OBgXb16VUuWLJG7u7vat28vSXrttdf0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a28fd50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# more or less copied from matplotlib's own\n",
    "# api example\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12.5, 7))\n",
    "\n",
    "N = 3\n",
    "\n",
    "ind = np.arange(N)  # the x locations for the groups\n",
    "width = 0.35        # the width of the bars\n",
    "\n",
    "rects1 = ax.bar(ind, died.fare, width, color='r')\n",
    "rects2 = ax.bar(ind + width, survived.fare, width, color='y')\n",
    "\n",
    "# add some text for labels, title and axes ticks\n",
    "ax.set_ylabel('Fare')\n",
    "ax.set_title('Fare by survival and class')\n",
    "ax.set_xticks(ind + width)\n",
    "ax.set_xticklabels(('First', 'Second', 'Third'))\n",
    "\n",
    "ax.legend((rects1[0], rects2[0]), ('Died', 'Survived'))\n",
    "\n",
    "\n",
    "def autolabel(rects):\n",
    "    # attach some text labels\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax.text(rect.get_x() + rect.get_width()/2., 1.05*height,\n",
    "                '%d' % int(height),\n",
    "                ha='center', va='bottom')\n",
    "\n",
    "ax.set_ylim(0, 110)        \n",
    "\n",
    "autolabel(rects1)\n",
    "autolabel(rects2)\n",
    "\n",
    "plt.show()"
   ]
  }
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