{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing with the `seaborn`\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Q029IPABOm80raUko2kVaWB8AAqzFVB47BoC6KnHSVPU8+ZKiKFQePux6HqMR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\nSZKkhAwnSZKkhAwnSZKkhAwnSZKkhL4BrAeiANxU8M0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1061c6690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(ts, hue='kind', size=5, aspect=1.5)\n",
    "g.map(plt.plot, 'dt', 'value').add_legend()\n",
    "g.ax.set(xlabel='Date',\n",
    "         ylabel='Value',\n",
    "         title='Random Timeseries')\n",
    "g.fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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E9+7d8c9//hNxcXHo2bMn5syZgzNnzqCiogKfffYZJk2ahJkzZyI2NhbLly+Hn58fNm7c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cm4unrTxEkhkyNA6YeLFTnNFg7tqOr09diY+T3q9MYV5LX6OmSVGce5XWk8zvT4uzGqyzBRPyvU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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b0b8390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(ts, row='kind', hue='kind', size=5, aspect=1.5)\n",
    "g.map(plt.plot, 'dt', 'value').add_legend()\n",
    "\n",
    "g.fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 2: Scatter\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/iris.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11c100410>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fPx9xcXG4du0aXr58WeQEoSRyc3NhY2ODr776SmWy9Wby9rZxZWdnq0yUijPfryTXbtas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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119a342d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, hue='species', size=7.5)\n",
    "g.map(plt.scatter, 'petalLength', 'petalWidth').add_legend()\n",
    "g.ax.set_title('Petal Width v. Length -- by Species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 3: Trellising the Above\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x12223f290>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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M67PUz88P3bp1Q0BAAPr06YOIiAiMHDkSW7ZsMXRo1ACY8NIjYcOGDfDz88P69esBAKtW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1213af790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(ts, hue='kind',\n",
    "                  col='kind', col_wrap=2, size=5)\n",
    "\n",
    "g.map(plt.plot, 'dt', 'value')\n",
    "g.fig.autofmt_xdate()\n",
    "g.fig.suptitle('Random Timeseries', y=1.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x122682850>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wgZxOp9555x298847bo9NnjxZY8aM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\nAAAAAPAaBg8AAAAAAMBr/h9+ct0Ax/c0vgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c188350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, col='species', hue='species', size=5)\n",
    "g.map(plt.scatter, 'petalLength', 'petalWidth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>B</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>B</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>A</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             B\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             B\n",
       "4          1.4         0.2          5.0         3.6  setosa             A"
      ]
     },
     "execution_count": 34,
     "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": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1252f1fd0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x122858b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df.assign(tmp=df.species + df.random_factor).\\\n",
    "                      sort_values(['species', 'random_factor']),\n",
    "                  col='species', row='random_factor', hue='tmp', size=5)\n",
    "g.map(plt.scatter, 'petalLength', 'petalWidth')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 4: Visualizing Distributions (Boxplot and Histogram)\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x12762b550>]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LPzEAAAAMR7ABAAAYjmADAAAwHMEGAABgOIINAADAcAQbAACA4Qg2AAAAwxFs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\ngCmezQgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12743f210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
    "\n",
    "g = sns.boxplot('species', 'petalWidth', data=df, ax=ax)\n",
    "g.set(title='Distribution of Petal Width by Species')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x12a793bd0>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JRERERJKULY1Gnz59ijlz5iA+Ph6ZmZlQKBTw9/dHvXr1AABubm64ePGieLxM\nJoObmxumT59eGuUSERER0TtKPEAKggAfHx8AQHh4OLS0tBAaGor+/fsjJiYG+vr6uHHjBubNmwdr\na2vxPE1NzZIulYiIiIjyUeIB8urVqzh//jxiYmJQq1YtAMCcOXNgbW2NuLg4NG3aFOnp6TA3N4eh\noWFJl0dEREREH1HiYyCNjY0RHh4uhkcAUFN7U0ZycjKuXbsGLS0tVKtWraRLIyIiIqJCKPEAWaFC\nBdjZ2SltW7VqFTIzM9GqVSskJiZCR0cHY8eORevWreHk5IRff/0VgiCUdKlERERElI9SmUTzrgMH\nDmDevHkYMGAAateujcTERKSnp6N169bw9vbGX3/9hdmzZyM1NRUjR44s7XKJiIiI/vNKNUBu3boV\nU6ZMQdeuXeHn5wcACA4ORlpaGnR0dAAA9erVQ3JyMpYuXcoASURERPQZKLUAuWTJEoSEhMDT0xOB\ngYHidjU1NTE8vlW/fn28evUKqampefa9r1Il3WKp92M0NHKho/0M2jr5zxZXQxa++UYX+vqlU19h\nlVb/fS3Yf6ph/6mOfaga9h9R4ZRKgIyIiMDChQvh6+sLb29vpX29evWCQqFQCpUJCQmoXLnyR8Mj\nACQlpRR5vYWRnJyC1FeZyEVGvvvTXmXiyZMUZGV9vmu3V6qkW2r99zVg/6mG/ac69qFq2H+qYfj+\nbymVZXwWLFgAV1dXuLm54cmTJ+I+bW1ttG/fHqGhoWjUqBEsLS1x/PhxREZGYtKkSSVdKhERERHl\no8QDZGxsLHJzc7FlyxZs2bJFad+oUaPg7e2NsmXLIjw8HA8fPoSxsTEmTpwIV1fXki6ViIiIiPIh\nE76y9XFK7xH2S/yR8BDltfO/hZ/2KgW2ZsbQ09Mv4coKj49vVMP+Uw37T3XsQ9Ww/1TDR9j/LZ/v\ngDwiIiIi+iwxQBIRERGRJAyQRERERCQJAyQRERERScIASURERESSMEASERERkSQMkEREREQkCQMk\nEREREUnCAElEREREkjBAEhEREZEkDJBEREREJAkDJBERERFJwgBJRERERJIwQBIRERGRJAyQRERE\nRCQJAyQRERERScIASURERESSMEASERERkSQMkEREREQkCQMkEREREUnCAElEREREkjBAEhEREZEk\nDJBEREREJAkDJBERERFJwgBJRERERJIwQBIRERGRJAyQRERERCQJAyQRERERScIASURERESSMEAS\nERERkSRJFPI6AAAgAElEQVQMkEREREQkCQMkEREREUnCAElEREREkjBAEhEREZEkDJBEREREJAkD\nJBERERFJwgBJRERERJIwQBIRERGRJAyQRERERCQJAyQRERERScIASURERESSMEASERERkSQMkERE\nREQkCQMkEREREUnCAElEREREkjBAEhEREZEkDJBEREREJAkDJBERERFJwgBJRERERJIwQBIRERGR\nJAyQRERERCQJAyQRERERScIASURERESSMEASERERkSQMkEREREQkCQMkEREREUnCAElEREREkjBA\nEhEREZEkDJBEREREJAkDJBERERFJwgBJRERERJIwQBIRERGRJAyQRERERCRJqQTIp0+fYsKECbC1\ntYWVlRUGDRqExMREcf8ff/wBZ2dnmJubo3v37jhy5EhplElERERE+SjxACkIAnx8fHD79m2Eh4cj\nKioKurq66N+/P16+fInr169jxIgR6Ny5M7Zv3w4HBwf4+Pjgxo0bJV0qEREREeWjxAPk1atXcf78\neQQFBaFx48aoU6cO5syZg7S0NMTFxWHVqlVo0qQJhg4dilq1amHUqFGwsLDAb7/9VtKlEhEREVE+\nSjxAGhsbIzw8HLVq1fq/ItTelJGcnIwzZ86gefPmSuc0b94cZ86cKdE6iYiIiCh/JR4gK1SoADs7\nO6Vtq1atQmZmJlq1aoV///0XRkZGSvuNjIzw8OHDkiyTiIiIiApQ6rOwDxw4gHnz5mHAgAGoXbs2\nMjIyUK5cOaVj1NXVkZWVVUoVEhEREdG7SjVAbt26FaNGjULXrl3h5+cHAChXrlyesPj69WtoaWmV\nRolERERE9J6ypdXwkiVLEBISAk9PTwQGBorbjY2NkZSUpHTso0eP8jzWLkilSrpFWmdhaWjkQkf7\nGbR1NPPdr4YsfPONLvT1S6e+wiqt/vtasP9Uw/5THftQNew/osIplQAZERGBhQsXwtfXF97e3kr7\nLC0tcerUKQwfPlzcduLECTRr1qxQ105KSinSWgsrOTkFqa8ykYuMfPenvcrEkycpyMoq9VEDBapU\nSbfU+u9rwP5TDftPdexD1bD/VMPw/d9SKsv4LFiwAK6urnBzc8OTJ0/En/T0dHh4eODUqVMIDQ3F\nzZs3ERISgoSEBHh5eZV0qURERESUjxK/AxkbG4vc3Fxs2bIFW7ZsUdo3atQoeHt7IywsDHPnzsXy\n5ctRu3ZthIeHo3bt2iVdKhERERHlo8QD5OjRozF69OgPHmNnZ5dnqR8iIiIi+jx8vgPyiIiIiOiz\nxABJRERERJIwQBIRERGRJAyQRERERCQJAyQRERERScIASURERESSMEASERERkSQMkEREREQkCQMk\nEREREUnCAElEREREkjBAEhEREZEkDJBEREREJAkDJBERERFJwgBJRERERJIwQBIRERGRJAyQRERE\nRCQJAyQRERERScIASURERESSMEASERERkSQMkEREREQkCQMkEREREUnCAElEREREkjBAEhEREZEk\nDJBEREREJAkDJBERERFJwgBJRERERJIwQBIRERGRJAyQRERERCQJAyQRERERScIASURERESSMEAS\nERERkSQMkEREREQkCQMkEREREUnCAElEREREkkgKkLm5ucVVBxERERF9ISQFSDs7O8ydOxc3btwo\nrnqIiIiI6DMnKUA6Oztj165d6Nq1K3r27ImoqCikpKQUV21ERERE9BmSFCDHjh2LQ4cOITIyEjVr\n1sTs2bNha2uL0aNH48iRIxAEobjqJCIiIqLPRFmpJ8hkMtjY2MDGxgZpaWmIi4vD+vXrMWzYMFSq\nVAmurq7o06cPKleuXBz1EhEREVEp++RZ2ElJSdiwYQN+/fVXnD59GtWqVUP79u0RExODb7/9Fr//\n/ntR1klEREREnwlJdyDT09Oxd+9e7Ny5E8ePH4e6ujo6dOiAsWPHwtraGgAgCAIGDx6Mn3/+GR07\ndiyWoomIiIio9EgKkDY2NsjIyIBCocDUqVPRuXNn6OjoKB0jk8lgYWGBv//+u0gLJSIiIqLPg6QA\n2adPH7i6uqJOnTofPK5///7w9vZWqTAiIiKiL0FAQABycnIwZ86c0i6lxEgaAzl+/Hi8fv0av/76\nq7jt77//xqRJk5TWhtTR0UHZspLn5xARERF9cQIDAzFlypTSLqNESQqQx44dQ8+ePbFz505xW1ZW\nFk6dOgU3NzdcuHChyAskIiIi+pzp6OjkGdL3tZMUIBcsWIB27dph8+bN4jYzMzPExsbCzs4OwcHB\nRV4gERERkRRr166Fo6MjFAoFunfvjri4ONy/fx9yuRzR0dGws7ODlZUVpk+fjpycHPG806dPo2fP\nnjA3N4eTkxN27NihdN3Vq1fD0dERFhYW+O6773Dz5k0Abx5hjx8/Xjxu//796Nq1K5o0aYIePXrg\n6NGj4r5r167Bw8MDFhYWsLW1xezZs5Vq+FJICpDXrl1Dr169oKamfJqamhrc3d1x6dKlIi2OiIiI\nSIorV64gKCgIgYGB2LNnDzp16oTRo0eL35y3ePFizJ8/H4sXL8b+/fuxYMECAG+WJxw2bBi6d++O\nXbt2YcSIEZgxYwbi4uIAAJs2bUJISAjGjBmDnTt3okqVKvDx8cnT/tWrVzF+/HgMGzYM0dHR6NWr\nF77//ntcvXoVAODn54fatWtj165dWLBgAXbu3IktW7aUTOcUIUkBUkdHB3fu3Ml33/3796GlpVUk\nRRERERF9ivv370NNTQ3GxsYwNjbGsGHDsGjRIqirqwMAxo0bh6ZNm8LKygqjRo3Cpk2bAADr1q1D\nixYt4OHhARMTE3Tq1AleXl747bffAAAbNmyAl5cXOnfuDBMTE0yePBn29vZITU1Van/FihVwc3OD\nk5MTTExM0KtXL3Tq1Alr1qwR66tYsSKMjY3RrFkzREREwNbWtgR7qGhImunSoUMHLFiwAMbGxmjT\npo24/dixYwgJCYGjo2ORF0hERERUWLa2tmjYsCGcnZ1Rr149ODg4wM3NDWpqauJSg281btwYL1++\nxJMnT3Djxg0cPnxYaX9ubi4MDQ0BADdu3FBaYUZHR0fpsfVbN27cQGJiohhMASAnJwfm5uYAgOHD\nh+OXX37Bhg0b0KZNG3Tp0gUNGzYs8n4obpIC5OjRo5GQkIChQ4eiXLlyMDAwwPPnz5GZmQkzMzP4\n+fkVV51EREREH6WpqYmoqCicOXMGcXFx2Lt3L9atW4c1a9ZAEASUKVNGPDY3NxfAm6F4OTk5cHJy\nwogRI5Su93bY3ts7mB+Tk5ODgQMHwtXVVWm7hoYGAGDQoEHo0qULDhw4gLi4OPj4+MDb2xsjR478\n5PdcGiQ/wo6KisKSJUvg6ekJW1tb9OnTB6GhoYiKivrPzUAiIiKiz8u5c+ewePFiWFpaYuzYsYiJ\niYGBgQGOHDkCmUyGK1euiMcmJCTA0NAQBgYGqFWrFv755x+YmJiIP0eOHBHvJNaoUUPp3LS0NNja\n2uL69etK7deqVQt3795Vus62bduwb98+ZGVlYcaMGQCAfv36ISIiAj4+PoiNjS2BnilakhdrVFNT\ng729Pezt7YujHiIiIqJPpqmpicWLF8PQ0BC2tra4cuUKHj16hIoVK0IQBAQFBWHGjBlISUlBaGgo\nPDw8AAB9+/bFmjVrMG/ePLi6uuLKlSuYO3cu/P39AQBeXl6YPn06TE1NYWpqirCwMFSsWBF169ZV\nar9///7o168fzMzM4ODggPj4eCxbtgxLliyBhoYGzpw5gwcPHmDMmDHIzs7GkSNH0Lhx4xLvJ1VJ\nDpDHjx9HXFwc0tLSIAiC0j6ZTIZp06YVWXFEREREUsjlcsyaNQuLFy/GzJkzUblyZfj7+6Nly5YA\ngC5dusDb2xu5ubno06ePOK6xatWqCA8Pxy+//IJff/0V33zzDUaNGoVevXoBAJycnPD48WPMnDkT\nycnJaNq0KZYsWZKnfXNzcwQHByMsLAzz5s1DtWrVEBQUhNatWwMAQkJCMG3aNPTu3RsA4ODggEmT\nJpVE1xQpmfB+CvyAlStXYvbs2eL4R5lMpnwxmQwHDhwo8iKlSEpKKZV2k5Nf4o+EhyivrZvv/rRX\nKbA1M4aenn4JV1Z4lSrpllr/fQ3Yf6ph/6mOfaga9p9qKlXK/9+/z8X9+/fh6OiIvXv3wsTEpLTL\n+eJJugO5evVqODk5YcaMGeJgUCIiIqIvgYR7ZvQRkibRPHnyBD179mR4JCIioi/O+09O6dNJCpBy\nuRyJiYnFVQsRERFRsahWrRquXLnCx9dFRNIj7ICAAIwdOxba2tqwsLCApqZmnmOMjIyKrDgiIiIi\n+vxICpDfffcdsrOz4e/vX+Bt4HfXSCIiIiKir4+kAPnTTz8VVx1ERERE9IWQFCBdXFyKqw4iIiIi\n+kJIXkg8NzcXMTExiI+PR1JSEiZNmoRz586hcePGeVZjJyIiIqKvj6RZ2CkpKejTpw/8/Pxw8uRJ\nxMfH49WrV4iOjoa7uzsuX75cXHUSERER0WdC0h3IOXPm4MGDB9i2bRvq1q0rfndjSEgIBg0ahAUL\nFmDZsmXFUigRERF9OQRBQHJycqm0raenxzUfi5mkALlv3z5MmDABcrkcOTk54nYdHR0MGTIEgYGB\nkguYMmUKBEHA9OnTxW1ubm64ePGi+Fomk8HNzU3pGCIiIvp8JScnY2fcZZQvr12i7aalvUK3tg2h\nr19yXx187tw55ObmomnTpiXWZmmTFCAzMjJgYGCQ775y5cohKytLUuMhISHYuHEjevbsqbT9xo0b\nmDdvHqytrcVt+a05SURERJ+v8uW1oa2jV9plFDsPDw/8/PPPDJAFady4MdavXw87O7s8+2JiYtCw\nYcNCXefu3bsIDAzE9evXUbVq1Tz7MjIyYG5uDkNDQynlEREREZW4/+J3bEuaRDNq1Cj88ccf6NGj\nB8LCwiCTyRAbG4uRI0di586dGDlyZKGuc/bsWVStWhXR0dGoVq2a0r5r165BU1Mzz3YiIiKi4rJ1\n61Z07twZZmZmcHBwQGhoqLhv//796N69OxQKBTp37owVK1aI+xwcHJCbm4uAgAB4eXkBAF68eIEp\nU6agTZs2aNKkCfr376/0RSvnzp1Dnz59YGFhAWtra4wfPx4vX74U9+/Zswdubm4wNzdHkyZN0KdP\nHyQkJJRALxSepABpZWWFlStXQkNDA0uXLoUgCIiMjMSDBw+wZMkStGzZslDX6datG2bNmpXvHcbE\nxETo6Ohg7NixaN26NZycnPDrr7/+J9M9ERERFb+///4bU6dOxZgxY7Bv3z5MnDgRK1aswI4dO3D4\n8GH4+fmhf//+2L17N/z8/LB69WosWrQIALB582aoqakhMDAQYWFhyM3NxYABA3Dx4kUsXLgQmzZt\nQsWKFeHh4YEHDx4gNzcXI0aMQKtWrRATE4OIiAhcvHgRc+bMAQAkJCRg9OjRcHV1RWxsLNasWQNB\nEDBlypTS7KI8JK8DaWVlhaioKGRkZODly5fQ0dGBtnbRDZBNTExEeno6WrduDW9vb/z111+YPXs2\nUlNTC32Hk4iIiKiw7t69CzU1NVStWhVVqlRBlSpVsHLlSlSpUgVjxoxB3759xS9TMTExQWpqKiZP\nngwfHx9xboiOjg709PRw+PBhXL16FXv27EH16tUBvFnFpkOHDli7di2GDh2K58+fw9DQEMbGxjA2\nNkZYWBhev34NAFBXV8ePP/4Id3d3AEDVqlXRs2fPLztAPnr0KM+21NRUpKamiq+NjIxUKig4OBhp\naWnQ0dEBANSrVw/JyclYunRpoQJkpUq6KrX/qTQ0cqGj/QzaOvlP9lFDFr75Rhf6+qVTX2GVVv99\nLdh/qmH/qY59qBr2339T69atoVAo0KNHD9SoUQO2trbo2LEjqlSpgitXruDixYtYt26deLwgCMjK\nysK9e/fwv//9T+laiYmJqFChghgegTehUKFQIDExEfr6+hg4cCB++uknLFy4EDY2NnBwcMC3334L\nAJDL5dDV1cWyZctw/fp13L59G1euXEFubm7JdEYhSQqQdnZ2H11X6d1n/J9CTU1NDI9v1a9fH69e\nvUJqamqefe9LSkpRqf1PlZycgtRXmchFRr77015l4smTFGRlSRo1UKIqVdIttf77GrD/VMP+Ux37\nUDXsP9V8yeG7XLlyWL16NS5duoQjR47g6NGjWLduHXx8fKCuro7BgwejW7duec6rUqVKnm0FrRqT\nm5uLsmXfxC4/Pz/069cPcXFxiI+PR0BAADZt2oRff/0Vx44dw7Bhw+Do6IimTZvCzc0Nt27dwo8/\n/lik71lVkgLkzJkz8wTItLQ0nD59GidOnMDMmTNVLqhXr15QKBRKa0omJCSgcuXKHw2PRERERFL9\n+eefOHfuHEaMGIFGjRph+PDh+OmnnxAbG4t69erh9u3bMDExEY/ft28fYmJixHGL72ajOnXq4MWL\nF/jnn39Qs2ZNAMDr16+RkJCA7t274+7du4iMjMTEiRPRt29f9O3bF7GxsRgzZgyePXuG3377Dba2\ntpg3b554zaNHj5ZMR0ggKUD26NEj3+39+vVDUFAQoqOj0bZtW5UKat++PUJDQ9GoUSNYWlri+PHj\niIyMxKRJk1S6LhEREVF+1NXVsWjRIujq6sLe3h5JSUk4ceIELCws0KlTJwwdOhR169bFt99+i1u3\nbmHq1Klo27Yt1NXVAQDa2tq4fv06nj17hpYtW8Lc3Bxjx45FYGAgdHR0sHTpUqSkpMDd3R36+vqI\njY1FVlYWBg8eDEEQEBMTg+rVq8PAwADGxsY4fPgwzp8/D0NDQxw6dAirVq0CAGRlZUFDQ6M0u0ok\neRJNQRwcHDBixAjJ571/R3Pw4MEoW7YswsPD8fDhQxgbG2PixIlwdXUtqlKJiIioBKSlvfoi2rSy\nssLMmTOxfPly/PLLL9DR0UH79u3h5+eH8uXLIzg4GMuWLUNYWBgMDAzg4uICX19f8fwhQ4Zg8eLF\n+PPPP7F161YsWrQIs2bNgre3N7Kzs9G0aVOsW7dOXKIwIiICwcHB6NWrF3Jzc2FlZSV+FfQPP/yA\npKQkDB48GGpqapDL5Zg9ezZGjx6NhIQEWFpaFk1HqUgmFNH6OMuWLUNkZCROnDhRFJf7ZKU3BvIl\n/kh4iPLa+Y8BSXuVAlszY+jpldxXK0nF8T+qYf+phv2nOvahath/qnl/DCS/C/vrJukO5OTJk/Ns\ny8nJwb///ovjx4/Dzc2tyAojIiKiL5dMJivR76OmkiUpQMbHx+fZJpPJoKOjgyFDhsDb27vICiMi\nIiKiz5OkAHnw4MHiqoOIiIiIvhCf76KERERERPRZknQHslGjRpIGpV68eFFyQURERET0eZMUIAMD\nAxESEoIKFSrAyckJRkZGePHiBQ4ePIhz586hb9++qFixYnHVSkRERESfAUkB8vz58zA3N8eSJUtQ\npkwZcfuQIUMwYcIEPHnyJN+Z2kRERET09ZA0BnLfvn3o16+fUnh8y8nJCUeOHCmywoiIiIjo8yQp\nQGppaeHu3bv57rt8+TL09PSKpCgiIiIi+nxJeoTduXNnzJ8/H+XKlYODgwMMDAyQlJSEmJgYLFq0\nCMOGDSuuOomIiOgLwm+iKVhAQAAePXqEFStWqHytsLAw7Ny5E3v37i2CygpPUoD08/PDv//+i8mT\nJ2PKlClK+3r37v1J34VNREREX5/k5GTEJOxHeZ3yJdpuWmoaOps5ftbfghMYGIgi+iZpACiVsCwp\nQGpoaCA0NBTXrl3D6dOnkZycjIoVK6JFixaoUaNGcdVIREREX6DyOuWhratT2mV8dnR0vvw++aSF\nxOvXrw93d3e4urrC1dWV4ZGIiIi+WAEBAfD09FTaduHCBcjlcty5cwf79+9H9+7doVAo0LlzZ6xY\nsUK8g3j//n3I5XIsXboUNjY26NKlC7Kzs7Fs2TI4OjrCzMwM3377LdauXavU3sCBA8XXt2/fhre3\nNywtLWFjY4NJkyYhLS0NAJCTk4OIiAh8++23UCgUcHJyQmxsbIHv5eHDhxg9ejRatmyJpk2bwsfH\nR2n+ioODA2bPno2OHTvCxsYGV65c+aQ+k3QHEnizOPj8+fNx6tQpZGdnY9OmTVi9ejVMTEzg4+Pz\nSUUQERERlRZnZ2cMHDgQjx8/RuXKlQEAu3btgoWFBW7dugU/Pz9MmTIFzZo1w/Xr1zFt2jSkp6cr\n5Z7du3dj3bp1SE9Px9GjRxEZGYmFCxeievXqiI+Px5QpU2BqaopmzZoptZ2SkgIPDw8oFAqsX78e\nGRkZCAgIwNSpUxEcHIygoCDExMTgp59+Qv369fH7779jzJgxKFu2LNq3b690rdTUVPTu3Rt169bF\nypUrkZubi1mzZsHT0xO7du0S73xGRUUhIiICGhoaaNCgwSf1maQ7kH/99Rf69u2LFy9eYMiQIWL6\nrlKlCsLCwrBu3bpPKoKIiIiotFhbW8PIyAgxMTEAgNzcXMTExMDFxQVLly5F37594eLiAhMTE9jb\n22PMmDGIiIhQuoanpydq1qyJBg0a4Pbt29DQ0ICxsTGMjY3h5uaGlStXonbt2nna3r17N9LT0xEc\nHIz69etDoVBgxowZqFWrFlJTUxEVFYXRo0ejffv2qFGjBoYNG4aOHTti2bJlea61Y8cOpKSkYMGC\nBZDL5WjYsCFCQkLw8uVL7Ny5UzzOwcEBzZo1g0Kh+OQ+k3QHcu7cubCxsUF4eDiys7OxaNEiAICv\nry8yMjKwfv169O3b95OLISIiIioN3bt3x+7du9G/f3/8+eefSElJQefOnREUFISLFy8q3SQTBAFZ\nWVm4d++eOIHlf//7n7i/W7du2LJlCzp06ID69evD1tYWXbt2hYGBQZ52ExMTUbt2bZQv/3+TjZo0\naYImTZrgwoULyMnJgYWFhdI5zZo1w6FDh/Jc6/r166hduzZ0dXXFbRUrVkSdOnWQmJgobjMxMfmE\nHlImKUBeunQJCxcuBJB3xo+9vT2ioqJULoiIiIiopDk7OyM8PBx37tzB7t270a5dO+jo6EBdXR2D\nBw9Gt27d8pxTpUoVPHr0CABQrlw5cbuBgQGio6Nx+vRp/PHHHzhy5AhWrFiBWbNmwdnZWekaZcsW\nHMU0NTXzna2dm5ub73mampr5Xuf94ws6TgpJj7C1tbXx9OnTfPc9evQI2traKhdEREREVNJq1KgB\nCwsL7Nq1S5w0AwB169bF7du3YWJiIv5cvXoV8+bNK3ApnpiYGKxduxbNmjWDr68vtm7dijZt2uQ7\n+aVOnTq4desW0tPTxW1Hjx6Fvb09qlevDnV1dfz1119K55w+fRp169bN91o3b95UWn/z2bNnuHXr\nFurVq/dJ/VIQSQHSwcEBCxYswOXLl8VtMpkMSUlJWLp0Kezs7Iq0OCIiIqKS4uzsjMjISJQrVw6t\nW7cGAAwfPhy7d+/GsmXLcPv2bcTFxWHq1KnQ0tKCurp6vtfJysrCnDlzEB0djQcPHuDYsWO4fPky\nzM3N8xzr5OQEbW1t+Pv7IzExEWfPnsWsWbPQokULaGpqYsCAAViwYAH27NmD27dvY9myZdi/f7/S\nLO63unXrBkNDQ4wePRqXL1/GpUuXMGbMGOjr66Nz585F2leSHmGPGzcOCQkJcHNzg5GREQBg/Pjx\nuH//PipXroxx48YVaXFERET05UpLTfui2uzUqRNmzpwJJycnqKm9ucfWunVrzJkzB8uWLUNYWBgM\nDAzg4uICX19f8bz3h/U5Ozvj+fPnCAsLw8OHD2FoaAhXV1d4e3vnaVNLSwuRkZGYOXMm3N3doa2t\njY4dO4qZ6ocffkCZMmUQFBSE58+fo06dOpg/fz46dOiQ51oaGhqIjIxEUFAQPDw8ULZsWbRs2RJr\n164VZ2AX1aLjMkHiUuhZWVnYvn07jh8/jhcvXkBHRwfNmzdHjx49lAaAlpakpJRSaTc5+SX+SHiI\n8tq6+e5Pe5UCWzNj6Ol9vivjV6qkW2r99zVg/6mG/ac69qFq2H+qqVRJ+d8/fpXh103SHcjp06fD\n2dkZ7u7ucHd3L66aiIiI6Asnk8k+668TJNVIGgO5efPmUvttgoiIiIg+D5ICpLm5OU6fPl1ctRAR\nERHRF0DSI+xGjRohIiICe/bsQYMGDfKMeZTJZJg2bVqRFkhEqhEEASkp0p8c6OpyDBEREeVPUoDc\ns2cPKleujIyMDJw9ezbPfv5jQ/T5SUlJxsHrR6AlYZJbeloaHOq2+awnfRERUen5aIA8duwYFAoF\ntLW1cfDgwZKoiYiKmFb58tDW5UL/RERUND46BnLgwIG4ceOG0rYNGzbg+fPnxVYUEREREX2+Phog\n318mMicnBz/++CMePHhQbEURERER0edL0izstySuPU5EREREXxFJk2iIiIiICoPfRPN1Y4AkIiKi\nIpecnIwb0bugU8Jfc5yaloY6Tl2L7FtwwsLCEB0djT179nzyNTw9PVGzZk1Mnz69UMfL5XIEBwfD\nycnpk9ssbp8cIJnsiYiI6EN0ypeHnvaXvQLEoEGD4OHhodI1Fi1ahDJlyhT6+Pj4eOjq6n78wFJU\nqAA5atQoaGhoKG3z8fHJsw2ASgmdiIiI6HOipaUFLS0tla6hp6cn6XhDQ0OV2isJH51E4+LighYt\nWqBp06biT37b3v4QERERfUkCAgLg6emptC0hIQFyuRzjxo1Dhw4dAAD379+HXC7H0qVLYWNjgy5d\nuiA7Oxu3bt3CwIEDYWFhgXbt2mHHjh1o1KgRTp06BeDNI+zJkycDALZt24ZOnTph48aNcHBwgJmZ\nGfr166e0ZKJcLkd0dLT4evv27XBycoK5uTk6deqE7du3i/tOnDgBT09PWFhYwMzMDM7Ozjh69Gix\n9dVbH70DGRQUVOxFEBEREZUWZ2dnDBw4EI8fP0blypUBANHR0bCwsEDNmjWRkJCgdPzu3buxdu1a\nZKtFx2AAACAASURBVGRk4PXr1xgwYAAaNmyIzZs34/Hjx5g0aRJyc3MLbO/u3buIjo7GokWLIJPJ\nMG7cOMyYMQMrVqzIc2xMTAwmTZoEf39/2NnZ4fjx45g0aRIqV66M/9fenUc3Vef/H38laZO2adqC\nbBbEYdMCw76UQpURcQQXXGaEHxxAAQ8/lxGRGbV8h0UcD4PDJqiDuIyCR7/i6IgLOMcRD8giWwFF\nUVZHpdhSypI0XVKa+/uDH5HQtM2ltEnp83FOz6Gf5ebdTz+0r957k7Rt21YTJ07UhAkTNGfOHHm9\nXi1cuFBZWVlat26dYmJq76kuF/QyPgAAAJeK9PR0NW/eXKtXr5Yk+f1+rV69WnfccUfI8WPGjFGb\nNm3UsWNHrV69WoWFhZo7d67atWunjIyMwNnGypSXl+vJJ59Ux44dlZaWpuHDh4d8i2hJWr58uYYN\nG6bRo0friiuu0F133aXHHntMfr9fZWVlmjx5siZNmqSWLVvqqquu0t13363jx4+roKCgZotSDZ6F\nDQAAGrzbbrtNq1at0j333KNNmzbJ4/Hopptu0muvvVZhbKtWrQL//vbbb9WuXTs5z3myUK9evap8\nzWyLxaIrr7wy8LnL5VJZWVnIsXv37tVtt90W1DZ27Nigul977TXt27dPP/zwg/bs2SPpTEitTZyB\nBAAADd7tt9+ur7/+Wj/++KNWrVqlQYMGKTExMeRYh8MR+LfNZqvycnUoVqtVVmt4ESw2NrbSvn37\n9mnIkCHatGmTOnTooAceeEALFy40VcuF4gwkAABo8K688kr16NFDH330kT799FPNmzcvrHlXX321\n3nnnHRUWFgYC565duy7ayx22bdtWX3/9dVDbY489Fnhmd2pqql588cVA31tvvSWp9t81kDOQAAAA\nOnMW8pVXXpHD4dA111wT1pxbbrlFSUlJevzxx7V//35t3rxZTz31lKSL85rZ9957rz744AO99dZb\n+umnn/T2229r9erVuv7669WiRQvl5ORo06ZNOnLkiN5///3AGUifz1fjx64KZyABAECtKCwqishj\nNr/AuUOHDtXs2bN16623VnqJ+fxQaLfb9dJLL2nWrFn6/e9/r6ZNm2rUqFGaO3du0OVnM2Hy3LGD\nBw/WjBkz9Morr+ivf/2rWrdurblz5yojI0O9evXSwYMH9cgjj8jv96tdu3b6y1/+oqysLO3evVtt\n2rQxuQLhsxi1fY6zjuXneyLyuG73KW3Y/bMSnKFfOb7I61Fml8uVlHRx3lqpNjRt6orY+l0KonX9\n3O5T+uLIdjld4b8bhNfjVUZq7zrdr9G6fvUJa1gzrF/NNG0a/PuvobwX9pEjR/TDDz8oIyMj0LZr\n1y6NHDlSa9euVfPmFxpnoxtnIAEAwEVnsVgu2vtRR7Pi4mJNmDBB06ZN08CBA1VQUKA5c+aoT58+\nl2x4lLgHEgAA4IK1a9dO8+fP14oVK3TzzTfrvvvuU7t27bR48eJIl1arOAMJAABQA0OHDtXQoUMj\nXUad4gwkAAAATCFAAgAAwBQCJAAAAEwhQAIAAMAUAiQAAABMIUACAADAFAIkAAAATCFAAgAAwBRe\nSBwAQjAMQx7PxXkfX5er7t6XFwDqAgESAELweNw68ul/5IyLr9FxvCXFSh18g5KSLv33BAbQcBAg\nAaASzrh4uZzOSJcBAFGHeyABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmRDxA\nzpgxQ9OnTw9q27Bhg26//XZ169ZNt912mz7//PMIVQcAAIDzRTRALlq0SG+//XZQ24EDB/TAAw/o\npptu0sqVKzVo0CA9+OCDOnjwYISqBAAAwLkiEiB/+uknjR07VitWrFBqampQ3/Lly9W9e3dNnDhR\nbdq00cMPP6wePXpo2bJlkSgVAAAA54lIgNy5c6dSU1P14YcfqmXLlkF92dnZ6tu3b1Bb3759lZ2d\nXZclAgAAoBIReSvDYcOGadiwYSH7cnNz1bx586C25s2b6+eff66L0gAAAFCNiD+J5nwlJSVyOBxB\nbbGxsfL5fBGqCAAAAOeKyBnIqjgcjgphsaysTPHx8RGqCEBtMAxDHo878Lnd7pfb7al2nsuVJIvF\nUpulAQCqEXUB8vLLL1d+fn5QW15eXoXL2pVp2tRVG2VVy273K9F5XM7EuJD9VvnUpIlLycmRqS9c\nkVq/S0U0rp/d7pfL45DTFXpvhmLV6Vrfr6dOndKafVuUkJhwpqH67KiiwiLd1GSwkpOTaq2us+x2\nv8pdDrmcjuoHV8Gw1v5anisa92B9wvoB4Ym6ANmrVy9t27ZN999/f6Bty5Yt6t27d1jz8/PD+C1U\nC9xujwq9pfKrJGR/kbdUx4555PNF3V0DAU2buiK2fpeCaF0/t9sjj6dUfhP/3b2e2t+vbrdH5YYt\nUJfLFSePJ/T/n7PKDVud/T9yuz0q9JTK4q/Zj8lCb6lsdVRztO7B+oL1qxnCd8MSdWlm9OjR2rZt\nm5599lkdOnRIixYt0u7duzV27NhIlwYAAABFQYA8/16mq666Ss8995w++eQT3XHHHVq7dq1eeOEF\ntW3bNkIVAgAA4FwRv4S9fPnyCm0DBw7UwIEDI1ANAAAAqhPxM5AAAACoXwiQAAAAMIUACQAAAFMI\nkAAAADCFAAkAAABTCJAAAAAwhQAJAAAAUwiQAAAAMIUACQAAAFMIkAAAADCFAAkAAABTCJAAAAAw\nhQAJAAAAUwiQAAAAMIUACQAAAFMIkAAAADCFAAkAAABTCJAAAAAwhQAJAAAAUwiQAAAAMIUACQAA\nAFMIkAAAADCFAAkAAABTCJAAAAAwJSbSBQAAGh7DMOTxuC/KsVyuJFkslotyLADhIUACAOqcx+PW\nkU//I2dcfI2O4y0pVurgG5SUlHyRKgMQDgIkACAinHHxcjmdkS4DwAXgHkgAAACYQoAEAACAKQRI\nAAAAmEKABAAAgCkESAAAAJhCgAQAAIApBEgAAACYQoAEAACAKQRIAAAAmEKABAAAgCkESAAAAJhC\ngAQAAIApMZEuoKEwDEMej7vKMS5XkiwWS1QeH6hKOPvvfB6PW0Yt1QMAqF0EyDpSXOTVuh3HldL4\nskr7b0hvr6Sk5As6vsfj1n+2HFB8grNWjo/qvfvZ+/KWnw57fPnp0+p9RQ+1aH55LVZVNzwetz47\n8LniExLCnlOQf0yJSU7JFXrPAgCiFwGyDsXFJyjB6aq148cnOGv1+Kia3emQ1RF+gPKV+uQ3/LVY\nUd2KT0iQ00QYLCr01mI1AIDaxD2QAAAAMIUACQAAAFMIkAAAADCFAAkAAABTCJAAAAAwhQAJAAAA\nUwiQAAAAMIUACQAAAFMIkAAAADCFAAkAAABTCJAAAAAwhQAJAAAAU2IiXQAAoHqGYcjjcVc5xm73\ny+32VHkMSbJYLDWux+VKuijHqalw1iVcTZokXpTjAA0BARIA6gGPx60jn/5Hzrj4SseUuxwq9JRW\n2p93okAxVqsuS25Uo1q8JcVKHXyDkpKSa3Sci6GwuFi+z9fJfxG+pib/505xYQ4IDwESAOoJZ1y8\nXE5npf0up0MWf+U/1j1FRYq1Was8Rn1U3boAuPj4UwsAAACmECABAABgCgESAAAAphAgAQAAYAoB\nEgAAAKYQIAEAAGBKVL6Mz8GDB3XzzTfLYrEEvfDtG2+8oZ49e0a4OgAAgIYtKgPk3r171bhxY330\n0UeBAClJKSkpEawKAAAAUpQGyP3796tdu3Zq3LhxpEsBAADAeaLyHsizARIAAADRJ2oDZE5OjkaM\nGKHMzEyNGzdOX331VaTLAgAAgKIwQJaWluqnn36S1+vVY489piVLlqhZs2YaM2aMDh06FOnyAAAA\nGryouwfS4XBo27Ztstvtio2NlSTNmTNH33zzjd58801NmzYtwhUCkWMYhjwet6k5Ho9bRvXDUEsu\n5HsWyplj8J0EEB2iLkBKktPpDPrcYrGoffv2ys3NrXZu06auC3pMt9uttZv3KNZuD9nvKy3V4Myu\nFWo7y273K9F5XM7EuJD9xV67rNZYuSrpt8qnJk1cSk6+sPqre/xwj3+h6wdJhySXK/T6h+KzW9Q4\nJdHUmp86dUpr9m1RQmJC2HOO5ebLmewyVZtVp03tR7vdL5fHIaeJxyj2OGSNsQXVVV2NZuuqCbvd\nr3KXQy6no0bHcRefUtH2L5RQwycFnjp2TClOp1yuquupqj+x2K4Yq7XaY1THsNb8+3Cx1vdifk0S\nPwOBcEVdgPzmm280duxYvf766+rUqZMkye/369tvv9VNN91U7fz8fM8FPe7xEyd0sjhW8ZbQv5i9\nRaeVm3tCSUn+kP1ut0eF3lL5VRJ6vtcnq7VcjvjQ/UXeUh075pHPd2F3FVT3+OEcv2lT1wWvH87w\neEKvfyi+Up+OlxcqLjb8NXe7PSo3bPKb+K9bbtjk9ZbIYaI2r8fcfnS7PfJ4Sk3VVVhYKlusNVCX\nyxVX7fqZrasm3G6PCj2lsvhr9mOysNCnWJutxsdRuU1er08eR2mlQ1wuhzyeyvvP1GKt8hjhKPSW\nylbD78PFXd+L8zU114X/DgHhu6GJunsg09LS1KpVK82YMUNfffWV9u/fr6ysLJ08eVJjxoyJdHkA\nAAANXtQFSJvNppdeeklt2rTR/fffr+HDh6ugoEBvvvkmrwsJAAAQBaLuErYkNWvWTHPnzo10GQAA\nAAgh6s5AAgAAILoRIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAK\nARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAA\nphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKbERLoA\noKEyDEMej0fuhFNhz/F43DJqsaaaKNj3vUpttrDHF544JavNIiXlS5KKE+zyeIqV3LmDHHGOkHPO\nrJnbdG0uV5IsFovpeQjtQr8P5zozP1p3M4DqECCBCCn2FmnLiWw1L28R9pyC/GNKTHJKLmctVnZh\n7IXFSnWGX1eS3yKLxSLn6TMhIs7nl91bqpKyskoDZLG3SBtOblZKo8ZhP05xUZEGtb9WSUnJYc9B\n1QqLi+X7fJ38yY0u+Bh5JwqUnOCUy5l4ESsDUFcIkEAExSXEy2kiDBYVemuxmvoh3uSaoXY44+Ll\nMvEHw/k8RUUXsRoAdY17IAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEA\nAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgES\nAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECDP8c/PD9do/jvrj9Ro/uS/Z0f08R+c+1mN\n5k9/eUuN5td3r//3/RrN/9+9/6rX81Ozd9VovvXdNTWbv+ClGs3f9uj/rdH8vNdfq9F8STpaw2Mc\n/PvSiD5+fZ//9djxNZoPNCQESAT8mOup0fycY96LVAnqoyanyms0P8Yf2cdPPlFao/mWGs0GgPqF\nAAkAAABTCJAAAAAwhQAJAAAAUwiQAAAAMIUACQAAAFNiIl0AooNhGJIkt/tUlf0WC881Re0xDENF\nhV5V9pzmYm+RrLFWORyhn/Hv9XgDx5HO7Fevp1BHjuTI43FX+/g5OT8F5ns8HtlKihVr4+9sADgf\nARKSFPjlumH3zyH7jx/Lk9Uao5TGl4XsLy7iJXxQc0UlpbJt36O45KSQ/SnuQslmUZwzP2R/3M7v\nJEkFJ04pxmpRcnKSyt2F2lf+teIT4qt87Csl7fnPPyVJXq9XJ91eNWvcSClloWs5l8/nU2q1owDg\n0kGARJAEpytke5G3UFarrdL+M0KfvQTMiI9zyFlJ2DPKTstis1Taf7bdW1yiWOuZcYE5iYnVPnaj\nRimSpFirTacNQ7GOWNnjHBf4lQDApYtrMwAAADCFAAkAAABTCJAAAAAwhQAJAAAAUwiQAAAAMIUA\nCQAAAFOiMkD6/X7Nnz9fmZmZ6tGjhyZNmqSCgoJIlwUAAABFaYBcvHix3n//fc2dO1dvvvmm8vLy\nNGnSpEiXBQAAAEVhgCwrK9Prr7+uKVOmKCMjQx07dtSCBQuUnZ2tXbt2Rbo8AACABi/qAuS3336r\noqIi9e3bN9DWsmVLtWzZUtu3b49gZQAAAJCiMEDm5eVJkpo3bx7U3qxZM+Xm5kaiJAAAAJwj6gJk\ncXGxrFarbDZbULvdbldpaWmEqgIAAMBZMZEu4HxxcXHy+/3y+/2yWn/Jtz6fT/Hx8bX2uGcfq+jU\n0ZD9vpJiFRYmVTrf43Gfme/1hOwvKfbKao2ptL+4yCtJcrtPhV2zmccvLvIGxlzI/HDrb+i8+aHX\nJ5TiU0XyWXzyen5Zu3P/HXJOcbFsZdZKx4Vqr25OqPnFRUVV7pfznR37w/ETYc/xegpltUnxvjJJ\nUhdJuR6Pkq2V/13r9XpltVjlKztdoS9J0okTJyVJbrdbsVZbtXMqm+/1elXoKZLFH97XUuYrUxNJ\nHm/FNS4qLVaM1aq4EH2hhDqGmeNUNj/cY1Q1P5zjhDO/qmOEO7+y45idf5a3pDj6zqgAUcxiGIYR\n6SLO9dVXX2nEiBFau3Zt0GXs66+/XqNGjdKECRMiWB0AAACi7g+utLQ0JSQkaOvWrYG2w4cPKycn\nR3369IlgZQAAAJCi8BK23W7XqFGj9PTTTyslJUWNGzfWk08+qfT0dHXt2jXS5QEAADR4UXcJW5LK\ny8s1b948rVy5UqdPn9a1116r6dOnKyUlJdKlAQAANHhRGSABAAAQvaLuHkgAAABENwIkAAAATKk3\nAdLv92v+/PnKzMxUjx49NGnSJBUUFFQ6fvfu3Ro5cqS6d++uG2+8UStXrqzDaqOP2fV7+OGHlZaW\npo4dOyotLU1paWkaP358HVYcvWbMmKHp06dXOYb9V7Vw1pA9+IuCggI9/vjjyszMVJ8+fTRhwgTt\n37+/0vHsv4rMriH7L1heXp4mTZqk9PR09enTR1OmTNHRo6FfN1liDzYIRj2xcOFC45prrjE2bdpk\n7Nmzxxg+fLgxatSokGMLCgqMvn37Gk899ZRx6NAh4/XXXzc6d+5sbNy4sY6rjh5m1s8wDGPo0KHG\nyy+/bBw7dizw4Xa767Di6PTMM88YV199tTFt2rRKx7D/qhbOGhoGe/Asv99vjBgxwhgxYoSxe/du\n48CBA8bDDz9s9O/f3zh58mSF8ey/isyuoWGw/843bNgwY9y4ccbevXuN7777zhg9erRx5513hhzL\nHmwY6kWA9Pl8Rs+ePY333nsv0Hb48GHj6quvNnbu3Flh/AsvvGAMHjw4qC0rK8sYP358rdcajcyu\nX2lpqdG5c2djy5YtdVlmVPvxxx+NMWPGGBkZGcZ1111XZfhh/4VmZg3Zg7/Ys2ePkZaWZhw6dCjQ\nVlpaanTv3t1YuXJlhfHsv4rMriH7L1h+fr4xZcoUIycnJ9D26aefGmlpaSFDNXuwYagXl7C//fZb\nFRUVqW/fvoG2li1bqmXLltq+fXuF8dnZ2erdu3dQW3p6unbs2FHrtUYjs+t36NAhlZeXq127dnVZ\nZlTbuXOnUlNT9eGHH6ply5ZVjmX/hWZmDdmDv7j88sv1wgsvqE2bNoG2s2+96nZXfLtJ9l9FZteQ\n/ResSZMmmj9/vlJTUyVJubm5WrFihbp27SqXy1VhPHuwYYi6FxIPJS8vT5KC3tpQkpo1a6bc3NwK\n43Nzc9WpU6cKY0tKSnTy5MkG93qSZtdv//79iomJ0aJFi7R+/Xo5HA4NGTJEDzzwgOx2e53UHG2G\nDRumYcOGhTWW/ReamTVkD/4iJSVFAwcODGpbvny5SktLNWDAgArj2X8VmV1D9l/lHnzwQa1Zs0bJ\nyclavnx5yDHswYahXpyBLC4ultVqlc1mC2q32+0qLS2tML6kpEQOh6PCWEkhx1/qzK7fgQMHJEnt\n27fXiy++qIceekjvvPOOZs6cWSf11nfsv5pjD1ZuzZo1WrBggcaNG6e2bdtW6Gf/Va+6NWT/VW7y\n5Mn65z//qV69emncuHEhn0jDHmwY6sUZyLi4OPn9fvn9/sBlB0ny+XyKj4+vMN7hcMjn8wW1nf08\nISGhdouNQmbX75FHHtGECROUlJQkSerQoYMsFov++Mc/KisrS8nJyXVWe33E/qs59mBo//rXvzRj\nxgzdcsstevTRR0OOYf9VLZw1ZP9VrkOHDpKkBQsWaODAgVq5cqUmTpwYNIY92DDUizOQLVq0kCTl\n5+cHtR89erTCZVnpzP0uocYmJCSEvF/jUmd2/SQFfnCedfXVV0uSfv7551qo8NLC/rs42IPBlixZ\nov/5n//RyJEjNWfOnErHsf8qF+4aSuy/cxUUFGj16tVBbXFxcWrdunXgFqlzsQcbhnoRINPS0pSQ\nkKCtW7cG2g4fPqycnBz16dOnwvhevXpp27ZtQW2bN29Wz549a73WaGR2/SZPnqw//OEPQW27d++W\n3W7XlVdeWev11nfsv5pjDwZ76aWXtHjxYk2ePFl//vOfqxzL/gvNzBqy/4Ll5ORoypQp+uabbwJt\nHo9H33//vdq3b19hPHuwYbA98cQTT0S6iOrYbDYVFhbq5ZdfVocOHVRYWKg///nP+tWvfqX77rtP\nZWVlOnHihGJjY2Wz2dSmTRu9/PLLOnz4sFq3bq1Vq1bptdde06xZs6p99uelyOz6GYahpUuXyul0\n6rLLLtMXX3yh2bNna+zYscrMzIz0lxNx7733nlJSUjRo0CBJYv9dgOrWkD34i++++05TpkzRnXfe\nqfHjx6uoqCjwYbFYJIn9Vw2za8j+C9asWTNt3bpV//73v9WpUycVFBRo5syZOn36tM5GCPZgAxTh\nlxEK2+nTp405c+YY/fr1M3r37m1MmTLFOHHihGEYhrFlyxYjLS3N2Lp1a2D8l19+adx1111G165d\njSFDhhirV6+OVOlRwez6rVy50rj11luNbt26Gdddd52xdOnSSJUedcaMGRP0GobsP/PCWUP24BkL\nFiww0tLSQn4sWbKE/ReGC1lD9l+wEydOGFlZWUb//v2NXr16GZMnTzby8vIMw+BnYENlMQzDiHSI\nBQAAQP1RL+6BBAAAQPQgQAIAAMAUAiQAAABMIUACAADAFAIkAAAATCFAAgAAwBQCJAAAAEwhQAIN\nwJgxY5SWlhb00aVLF91www2aO3eufD6fqeMdPHhQI0eONF3HoEGDNH369JB969atU1pamtauXVuh\nb+DAgUpLS9PGjRsr9KWnp2vq1KnVHv+srKws/fa3vw18vnbtWj3++OOBz7du3aq0tDTt2LEjnC8J\nABqkmEgXAKBudO3aVdOmTQt8Xlpaqq1bt+r5559Xbm6u5s+fH/axPvnkE+3ateui1tenTx/FxMRo\n586d+s1vfhNoP3jwoPLy8tSoUSNt2LBBAwYMCPTt379fp06dCrT9/e9/V2JiYpWPY7FYAm9fJ0nL\nli1TeXl5hTEAgMoRIIEGIjExUV27dg1q69Onj3Jzc/Xuu+9q6tSpatKkSVjHqo03sEpISFDXrl0r\nnPlbv369mjVrphtvvFEbNmwIOlu4bds2WSwWZWRkSJLS0tIuel0AgIq4hA00cJ06dZJhGDpy5Eig\n7e2339bNN9+sLl266Prrr9eLL74Y6Hvuuee0ePFiGYahjh076rnnnpMkHT9+XDNnztSgQYP061//\nWunp6Zo0aVLQcauTkZGhr7/+OuiM4MaNG9WvXz/1799fBw4cUF5eXqAvOztbV111lS677DJJFS9h\nu91uTZ06Venp6UpPT9e8efPk9/sD/WPGjNEXX3yhrVu3qmPHjtq2bZukMwH5wIEDGj9+vLp166bM\nzEwtXLiwVoIzANRHBEiggfv+++8lSa1bt5YkLV26VDNnztS1116rpUuXavjw4Vq8eLGefvppSdJd\nd92lESNGyGKxaMWKFbrrrrskSffee6+2bt2qRx99VK+++qoeeughbdy4UbNmzQq7loyMDJWUlGjP\nnj2SJJ/Pp23btumaa65Renq6bDabNmzYEBifnZ2t/v37hzyWYRiaMGGC1q9fr6lTp2rOnDnasWOH\nVq1aFRjzxBNPqEuXLurUqZNWrFihTp06Bfpmz56tfv366cUXX9SQIUO0dOlSvf3222F/LQBwKeMS\nNtBAGIYRdGbvxIkTWrdunVasWKGhQ4cqJSVFhYWFWrJkiUaPHh24VNy/f3/Fx8frb3/7m+6++261\naNFCLVq0kKTAJfG8vDy5XC7NnDlT3bp1k3Tm8vh///tfvfvuu2HX2K1bN8XFxWnHjh3q0qWLtm/f\nLp/PpwEDBighIUE9evTQhg0b9Lvf/U6HDx9Wbm5u0D2R51q3bp12796tf/zjH4GQ2a9fPw0aNCgw\npl27dkpMTFR5eXmFy/vjx4/XxIkTJZ15os6aNWu0efNmjRgxIuyvBwAuVQRIoIH44osv1Llz56C2\nmJgYDR48WDNnzpQk7dy5U6WlpRo0aFBQ2Lzuuus0e/Zsbd68WbfffnuFYzdv3lzLli2TJOXk5OiH\nH37QoUOHtGPHDpWVlYVdY2xsrHr16qWdO3fq7rvv1vr163XVVVepcePGks6E2bOPs337dtntdvXp\n0yfksbZv3664uLigM5Tx8fEaOHCgdu7cWW0tvXr1Cvq8ZcuWcrvdYX8tAHApI0ACDUS3bt00c+ZM\nGYYhi8Uih8OhVq1ayeFwBMacPHlShmFo/PjxFe73s1gsOnr0aKXH/+CDD7Rw4ULl5uYqOTlZnTp1\nUnx8vOk6MzIytHz5cknSpk2blJmZGegbMGCAFi9erL1792rHjh3q2bNnUP3ncrvdatSoUYX2vfya\n9wAAAoVJREFUpk2bVluDxWKpULvFYuEeSAD4/wiQQAPhdDqD7vELxeVySZIWLlyoK664okJ/s2bN\nQs7bvn27srKydM8992jcuHGBkDZ37lx9+eWXpurMyMjQvHnz9M0332jv3r3KysoK9HXp0kXJycnK\nzs7W9u3bQ54NPatRo0Y6fvx4hfaTJ0+aqgcAUBFPogEQ0K1bN8XGxuro0aPq3Llz4MPn82nBggXK\nz8+XJNlstqB5u3btkmEYeuihhwLhsby8XBs3bgx61nM4OnbsqKSkJC1btkzx8fFBl5ItFovS09O1\nZcsWff/995Xe/yidud/R5/Pps88+C7T5fL4KL0ZutfJjEADM4gwkgIBGjRpp/PjxWrhwodxut3r3\n7q2cnBw988wzSk5OVvv27SX9cqZy1apV6t69e+AJKE8++aRuv/12nTx5Um+88Yb27dsnwzDk8/lk\nt9vDquFsSPz444+Vnp5eYV5mZqZmzZql5OTkCvd0nisjI0MDBgzQ1KlTNWXKFLVo0ULLly/X8ePH\n1bx588C4pKQkZWdna/PmzYEztFyqBoCq8ac30ECE++4qjzzyiP70pz/p448/1sSJE7Vo0SINHDhQ\ny5YtC4S5wYMHq0uXLsrKytKrr76qvn37asaMGcrOztbEiRP19NNPq1WrVnr22WclnbnEfbaGcOrI\nyMjQ6dOng+5/PGvAgAEqLy8P+fI95x//+eef16233qpFixZpypQpSk1NrfAs6lGjRikmJkYTJ04M\nnJ2srEbeoQYAzrAY/KkNAAAAEzgDCQAAAFMIkAAAADCFAAkAAABTCJAAAAAwhQAJAAAAUwiQAAAA\nMIUACQAAAFMIkAAAADCFAAkAAABT/h+KCYXmYLUFaQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12fc2ab10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, hue='species', size=7.5)\n",
    "\n",
    "g.map(sns.distplot, 'petalWidth', bins=10,\n",
    "      kde=False, rug=True).add_legend()\n",
    "\n",
    "g.set(xlabel='Petal Width',\n",
    "      ylabel='Frequency',\n",
    "      title='Distribution of Petal Width by Species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br/>\n",
    "\n",
    "### Thing 5: Bar Chart\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/titanic.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfg = df.groupby(['survived', 'pclass']).agg({'fare': 'mean'})\n",
    "dfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "died = dfg.loc[0, :]\n",
    "survived = dfg.loc[1, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1372c6490>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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ZWRl//PEHwcHBtLa2kpWVxebNm2lrayM0NLRHoFu7di0+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\nEhERERERMQOFKxERERERETP4P5Z50RlxdJdWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x137519a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.factorplot(x='class', y='fare', hue='survived',\n",
    "                   data=df, kind='bar',\n",
    "                   order=['First', 'Second', 'Third'],\n",
    "                   size=7.5, aspect=1.5, ci=None)\n",
    "g.ax.set_title('Fare by survival and class')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x137f71610>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YmKj9+/drwoQJSk1NVf/+/dWvXz/98MMPmjt3rvbv36/Zs2crKSlJAwYMsHp0\nAAAAAOVYqYsrFxcXxcfHKyIiQqNHj9aTTz6pI0eO6N1331VgYKDCwsIUFxenLVu2qGfPntq6davi\n4+MVEhJi9egAAAAAyrFSd1mgJFWpUkWTJ0++6vY2bdqoTZs2t3EiAAAAALi2UnfmCgAAAADKIuIK\nAAAAAAwgruCwZMlCPflkDy1ZstDqUQAAAIAyh7iCJCk7+7w++2yTJOmzzzYrO/u8xRMBAAAAZQtx\nBUlSbm6u7Ha7JMluL1Bubq7FEwEAAABlC3EFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEF\nAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABg\nAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAA\nAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQ\nVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAA\nAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEF\nAAAAAAYQVwAAAABgAHEFAAAAAAYQVwAAAABgAHEFAAAAAAa4WT3AnSI/P18pKfutHqPEzp0767Sc\nkrJfFSpUtGiakjl06KDVIwAAAKAcI64MSUnZr5dmrFbFyv5Wj1Ii9vwcp+UZy7+RzdXDomlKJv3I\nvxTUxuopAAAAcCv1799fzZo1U0xMjNHjfvvttxo0aJD27t1b4mMQVwZVrOwvX79Aq8cokYK8bGUf\n+s9ypaoBcnHzsm6gEsg6lS4p1eoxAAAAcAvNmzdP7u7ut+TYNpvtpl5PXAEAAAAoM3x9fa0e4aq4\noQUAAAAAI1auXKl27dqpUaNG6t69u7Zu3aqjR48qPDxchw8fduwXFxenPn36SJLWrl2rJ554Qs8/\n/7yaN2+ulStXqlGjRjp//rxj/927d6thw4Y6c+aM+vfvr9mzZ2v//v0KDw/XoUP/ufwqPT1d9evX\n1759+yRJq1evVrt27dSkSRP17dtXSUlJjn2zsrL04osvqmnTpurYsaN+/vnnm/76iSsAAAAAN23P\nnj2aOnWB/qGcAAAgAElEQVSqxo8fr08//VQdO3bUCy+8oDNnzhR5ud3l63bv3q3g4GB98MEH6tCh\ng3x8fLR161bH9s2bN6t169aqVKmSY11ISIjq1aunLVu2ONZ9+umnCg0N1T333KMvv/xSc+fO1fjx\n4/Xxxx8rKipKAwcO1IkTJyRJEydOVEpKit5991298soreuedd276e0BcAQAAALhpR48elYuLiwID\nAxUYGKihQ4cW+/NRNptNw4YN0913361q1arpkUceKRRNnTt3LvS6Tp06FdqvS5cukqS33npLgwcP\n1kMPPaTatWtr6NChatCggd5//31lZWVp8+bNevnllxUeHq5WrVpp+PDhN/09KPZnrlJTU7VgwQJt\n375d6enpWrVqlTZs2KB7771XPXr0uOlBAAAAAJRdDz74oOrXr68ePXqobt26io6O1uOPPy4XFxfZ\n7fZrvrZKlSry9vZ2LHfp0kVDhw5VTk6O9u7dq8zMTEVHRxd6XefOnTVr1iwdO3ZMLi4uSkxM1Btv\nvCFJSk5O1syZMzVr1izH/rm5uQoKCtKBAwdUUFCge++917GtYcOGN/stKF5cJScnq0+fPvL09FSr\nVq20bt06SRevU3zppZfk6empjh073vQwAAAAAMomLy8vvffee0pMTNTWrVu1ZcsWvfvuu5o/f36h\nffPy8pyWPT09nZabNWumSpUqKSEhQT/88IOioqJUoUKFQscJCgpSo0aNtGXLFrm4uKh+/fq66667\nJF18Du24cePUqlUrp9dUqFBBv/32myQ5RZ+b283f669YlwVOnTpVISEh+vzzzzVlyhTHEFOmTFHX\nrl21ePHimx4EAAAAQNn1448/av78+br//vs1evRobdy4UX5+ftqxY4dsNpvOnj3r2Pfym1tcTceO\nHfXll1/qiy++KPKSwEs6d+5c5H7BwcFKTU3VXXfd5fi1ePFi7dixQ8HBwXJ1dXW6wcUvv/xSwq/8\nP4oVV4mJiXrmmWfk4eFR6MNoPXv21P79+296EAAAAABll5eXl+bPn6/Vq1fr6NGj+uKLL3Ts2DE1\nbdpUgYGBWrJkiQ4fPqx169Zp27Zt1z1ep06dtHHjRp08eVJt27a96n4dOnTQrl27lJiYqE6dOjnW\nDxw4UMuWLdO6det0+PBhxcXFae3atQoNDZWPj4+6d++u119/Xbt379Z3332nBQsW3PT3oFjnvtzd\n3ZWTk1PkttOnT8vDw+OmBwEAAABQdoWHh+uvf/2r5s+frzfeeEM1atTQuHHj1LJlS7322mt67bXX\n1KVLFz3wwAMaMWKEPv/882se77777pO/v78aN27s1BtXnuypXr26mjZtqpycHAUEBDjWd+rUSZmZ\nmZo3b56OHz+ukJAQzZ8/3/E5q4kTJ2rKlCl6+umnVblyZfXv31/Tp0+/qe+BzX69T5dJGjVqlH79\n9Ve98847qlatmho0aKCPPvpIISEhGjhwoAICAjR79uybGuRK77//vhYvXqy0tDSFhoZqzJgx+sMf\n/iBJSkhIUGxsrA4cOKA6depo9OjRioqKuu4x09PPGJ3xcsnJ/9Zri7+Ur1/gLXuPW6kgL1vpu991\nLPtH9JGLm5eFE9243w78U1WbpqpyzapWj1IunUrL1NiHRik0tK7VowAAgFvA37/S9Xcq54p1WeCY\nMWOUlZWl9u3b66mnnpLNZtPf/vY3dejQQYcOHdLo0aONDrV27VpNnjxZw4YN04YNGxQZGanhw4fr\nt99+0759+/Tss8+qU6dOWrdunaKjozVixAglJycbnQEAAAAAbkSx4iooKEgff/yxBgwYoNzcXNWu\nXVunT59Wx44dtXbtWtWuXdvoUHPnztXQoUPVs2dP3XXXXRo7dqzq1KmjXbt2admyZWrcuLGGDBmi\n4OBgxcTEqEmTJlq6dKnRGQAAAADgRhTrM1eLFy/WH//4R73wwgu3eh7t379fv/32m9Ot3W02m9au\nXStJmj9/fqHbvkdGRmrTpk23fDYAAAAAuJpinbmaO3euDh48eKtnkSSlpKTIZrPp1KlTeuqpp9Sy\nZUv169dPu3btkiSlpaU5fVBNkgICApSamnpb5gMAAACAohQrrkJDQ3Xo0KFbPYukiw8mttvteuml\nl/TEE0/orbfeUt26dTVw4EAlJycrOzu70EPGrnU3QwAAAAC4HYp1WWC7du00Y8YMJSQkKDw8vNDT\nkW02m4YOHWpmoP//ZOThw4c77lM/ceJEJSYmatWqVfLy8ioUUrm5ufL29r7usatWrSA3N1cjc14p\nM9PnlhwXKEv8/Hy4kxAAACi3ihVXc+bMkSR9/fXX+vrrrwttNxlXAQEBstlsqlvX+XbOISEhOnLk\niAIDA5Wenu607dixY4UuFSxKZuY5IzMWJSMj65YdGygrMjKybukjDwAAgHX4Aer1FSuu9u7de6vn\ncGjQoIG8vLyUlJSkBg0aONYnJyerZcuWqlGjhr7//nsNHz7csW3Hjh1q1qzZbZsRAAAAAK5UrLi6\nnrNnz6pixYomDiUvLy8NHDhQM2fOVLVq1RQWFqaVK1fq8OHD6tOnjy5cuKDHHntMc+fOVefOnbV+\n/XolJSVp0qRJRt4fAAAAAEqiWHGVk5Oj5cuXa+fOncrNzZXdbpckFRQU6Pz58/rXv/6lH3/80dhQ\nMTEx8vb21tSpU3Xy5EnVq1dPS5Ys0d133y1JiouLU2xsrBYvXqyQkBDFx8crJCTE2PsDAAAAuDH5\n+flKTk625L1DQ0Pl6npr7q1wI4oVV7GxsVq2bJnCwsKUkZEhT09P+fn56ddff1Vubq5GjhxpfLAh\nQ4ZoyJAhRW5r06aN2rRpY/w9AQAAAJRMcnKyho5/SxUr+9/W9z17Kl1/f/1phYWF3dDrCgoKNHPm\nTK1du1Znz55V69atNXHiRFWrVq3EsxQrrj799FMNGjRIY8eOVXx8vPbs2aPZs2fr2LFj6tevnwoK\nCko8AAAAAIA7Q8XK/vL1C7R6jGKZM2eOPv74Y/3tb39TlSpV9Je//EXPP/+8Vq5cWeJjFus5VydP\nnlRUVJQkKSwsTElJSZIu3tlvyJAh2rhxY4kHAAAAAIDbKTc3V8uXL9eLL76oFi1aqF69enrzzTeV\nmJh4Ux93KlZcVapUSbm5uZKku+++W6mpqcrKunjr8Tp16ig1NbXEAwAAAADA7bRnzx6dO3dOkZGR\njnW1atVSrVq19MMPP5T4uMWKq6ZNm2rFihXKzs7W3XffLW9vb33++eeSpN27d8vHhwfoAgAAACgb\njh07JkmFnpVbo0YNpaWllfi4V42rS2eqJOm5555TYmKihgwZIjc3N/Xp00cTJkxQr169NHPmTLVv\n377EAwAAAADA7XT+/Hm5uLgUusOgh4eHLly4UOLjXvWGFg899JDi4uLUuHFjff7551q/fr3j1oqj\nR4+Wj4+P/u///k/Dhw+/6l39AAAAAKC08fLyUkFBgQoKCuTi8p/zTTk5OfL29i7xca8aV6dPn3ac\nLps3b56ioqLUunVrSZLNZtOwYcNK/KYAAAAAYJWaNWtKktLT050uDTx+/HihSwVvxFXjKiIiQqNH\nj9a0adNkt9s1YsQIeXh4FLm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AuAIAAAAAA4grAAAAADCAuAIAAAAAA4grAAAAADCAuAL+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\naznOtkIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1375aec10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.factorplot(x='class', y='fare', hue='survived',\n",
    "                   data=df, kind='bar',\n",
    "                   order=['First', 'Second', 'Third'],\n",
    "                   size=7.5, aspect=1.5)\n",
    "g.ax.set_title('Fare by survival and class')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
