{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Supervised Learning: Yelp Reviews\n",
    "* In this project, I'm trying to build machine learning models based on yelp's data: http://www.yelp.com/dataset_challenge to study features of the business and make prdedictions that could help the business.\n",
    "* This dataset includes:\n",
    "  * 1.6M reviews and 500K tips by 366K users for 61K businesses\n",
    "  * 481K business attributes, e.g., hours, parking availability, ambience.\n",
    "  * Social network of 366K users for a total of 2.9M social edges.\n",
    "  * Aggregated check-ins over time for each of the 61K businesses\n",
    "* 5 files: \n",
    "  1. **Business**: dataset about business attributes, e.g., hours, parking availability, ambience\n",
    "  2. **Review**: text reviews of the businesses\n",
    "  3. **User**: information about users who made the reviews\n",
    "  4. **Check-in**: checkin records of business\n",
    "  5. **Tip**: short text giving tips about businesses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning and Transformation\n",
    "This dataset comes in as .json format. I used `json-to-csv-convert.py` from https://github.com/Yelp/dataset-examples to convert all the data to .csv files and so it's eaiser to load into dataframes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore Business Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>attributes.Ambience.divey</th>\n",
       "      <th>attributes.Dietary Restrictions.vegan</th>\n",
       "      <th>attributes.Happy Hour</th>\n",
       "      <th>hours.Thursday.open</th>\n",
       "      <th>attributes.Order at Counter</th>\n",
       "      <th>attributes.Hair Types Specialized In.africanamerican</th>\n",
       "      <th>attributes.Hair Types Specialized In.kids</th>\n",
       "      <th>attributes.BYOB</th>\n",
       "      <th>hours.Friday.open</th>\n",
       "      <th>categories</th>\n",
       "      <th>...</th>\n",
       "      <th>attributes.Smoking</th>\n",
       "      <th>attributes.Attire</th>\n",
       "      <th>attributes.Hair Types Specialized In.curly</th>\n",
       "      <th>attributes.Good For Groups</th>\n",
       "      <th>neighborhoods</th>\n",
       "      <th>attributes.Open 24 Hours</th>\n",
       "      <th>attributes.Ambience.romantic</th>\n",
       "      <th>attributes.Hair Types Specialized In.perms</th>\n",
       "      <th>attributes.Music.jukebox</th>\n",
       "      <th>attributes.Ambience.upscale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> 08:00</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 08:00</td>\n",
       "      <td>                   ['Doctors', 'Health &amp; Medical']</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>    NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  NaN</td>\n",
       "      <td> []</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  True</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td>                                     ['Nightlife']</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>    NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> True</td>\n",
       "      <td> []</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td>              ['Active Life', 'Mini Golf', 'Golf']</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>    NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  NaN</td>\n",
       "      <td> []</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> 10:00</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 10:00</td>\n",
       "      <td> ['Shopping', 'Home Services', 'Internet Servic...</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>    NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  NaN</td>\n",
       "      <td> []</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> False</td>\n",
       "      <td> NaN</td>\n",
       "      <td> False</td>\n",
       "      <td> 10:00</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 10:00</td>\n",
       "      <td> ['Bars', 'American (New)', 'Nightlife', 'Loung...</td>\n",
       "      <td>...</td>\n",
       "      <td>  no</td>\n",
       "      <td> casual</td>\n",
       "      <td> NaN</td>\n",
       "      <td> True</td>\n",
       "      <td> []</td>\n",
       "      <td> NaN</td>\n",
       "      <td> False</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 105 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  attributes.Ambience.divey attributes.Dietary Restrictions.vegan  \\\n",
       "0                       NaN                                   NaN   \n",
       "1                       NaN                                   NaN   \n",
       "2                       NaN                                   NaN   \n",
       "3                       NaN                                   NaN   \n",
       "4                     False                                   NaN   \n",
       "\n",
       "  attributes.Happy Hour hours.Thursday.open attributes.Order at Counter  \\\n",
       "0                   NaN               08:00                         NaN   \n",
       "1                  True                 NaN                         NaN   \n",
       "2                   NaN                 NaN                         NaN   \n",
       "3                   NaN               10:00                         NaN   \n",
       "4                 False               10:00                         NaN   \n",
       "\n",
       "  attributes.Hair Types Specialized In.africanamerican  \\\n",
       "0                                                NaN     \n",
       "1                                                NaN     \n",
       "2                                                NaN     \n",
       "3                                                NaN     \n",
       "4                                                NaN     \n",
       "\n",
       "  attributes.Hair Types Specialized In.kids attributes.BYOB hours.Friday.open  \\\n",
       "0                                       NaN             NaN             08:00   \n",
       "1                                       NaN             NaN               NaN   \n",
       "2                                       NaN             NaN               NaN   \n",
       "3                                       NaN             NaN             10:00   \n",
       "4                                       NaN             NaN             10:00   \n",
       "\n",
       "                                          categories  \\\n",
       "0                    ['Doctors', 'Health & Medical']   \n",
       "1                                      ['Nightlife']   \n",
       "2               ['Active Life', 'Mini Golf', 'Golf']   \n",
       "3  ['Shopping', 'Home Services', 'Internet Servic...   \n",
       "4  ['Bars', 'American (New)', 'Nightlife', 'Loung...   \n",
       "\n",
       "              ...              attributes.Smoking attributes.Attire  \\\n",
       "0             ...                             NaN               NaN   \n",
       "1             ...                             NaN               NaN   \n",
       "2             ...                             NaN               NaN   \n",
       "3             ...                             NaN               NaN   \n",
       "4             ...                              no            casual   \n",
       "\n",
       "  attributes.Hair Types Specialized In.curly attributes.Good For Groups  \\\n",
       "0                                        NaN                        NaN   \n",
       "1                                        NaN                       True   \n",
       "2                                        NaN                        NaN   \n",
       "3                                        NaN                        NaN   \n",
       "4                                        NaN                       True   \n",
       "\n",
       "  neighborhoods attributes.Open 24 Hours attributes.Ambience.romantic  \\\n",
       "0            []                      NaN                          NaN   \n",
       "1            []                      NaN                          NaN   \n",
       "2            []                      NaN                          NaN   \n",
       "3            []                      NaN                          NaN   \n",
       "4            []                      NaN                        False   \n",
       "\n",
       "  attributes.Hair Types Specialized In.perms attributes.Music.jukebox  \\\n",
       "0                                        NaN                      NaN   \n",
       "1                                        NaN                      NaN   \n",
       "2                                        NaN                      NaN   \n",
       "3                                        NaN                      NaN   \n",
       "4                                        NaN                      NaN   \n",
       "\n",
       "  attributes.Ambience.upscale  \n",
       "0                         NaN  \n",
       "1                         NaN  \n",
       "2                         NaN  \n",
       "3                         NaN  \n",
       "4                       False  \n",
       "\n",
       "[5 rows x 105 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "biz = pd.read_csv('./data/yelp_data/yelp_academic_dataset_business.csv',low_memory=False)\n",
    "reviews = pd.read_csv('./data/yelp_data/yelp_academic_dataset_review.csv')\n",
    "users = pd.read_csv('./data/yelp_data/yelp_academic_dataset_user.csv')\n",
    "checkin = pd.read_csv('./data/yelp_data/yelp_academic_dataset_checkin.csv')\n",
    "tip = pd.read_csv('./data/yelp_data/yelp_academic_dataset_tip.csv')\n",
    "biz.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>review_id</th>\n",
       "      <th>text</th>\n",
       "      <th>votes.cool</th>\n",
       "      <th>business_id</th>\n",
       "      <th>votes.funny</th>\n",
       "      <th>stars</th>\n",
       "      <th>date</th>\n",
       "      <th>type</th>\n",
       "      <th>votes.useful</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> Xqd0DzHaiyRqVH3WRG7hzg</td>\n",
       "      <td> 15SdjuK7DmYqUAj6rjGowg</td>\n",
       "      <td> dr. goldberg offers everything i look for in a...</td>\n",
       "      <td> 1</td>\n",
       "      <td> vcNAWiLM4dR7D2nwwJ7nCA</td>\n",
       "      <td> 0</td>\n",
       "      <td> 5</td>\n",
       "      <td> 2007-05-17</td>\n",
       "      <td> review</td>\n",
       "      <td> 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> H1kH6QZV7Le4zqTRNxoZow</td>\n",
       "      <td> RF6UnRTtG7tWMcrO2GEoAg</td>\n",
       "      <td> Unfortunately, the frustration of being Dr. Go...</td>\n",
       "      <td> 0</td>\n",
       "      <td> vcNAWiLM4dR7D2nwwJ7nCA</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2</td>\n",
       "      <td> 2010-03-22</td>\n",
       "      <td> review</td>\n",
       "      <td> 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> zvJCcrpm2yOZrxKffwGQLA</td>\n",
       "      <td> -TsVN230RCkLYKBeLsuz7A</td>\n",
       "      <td> Dr. Goldberg has been my doctor for years and ...</td>\n",
       "      <td> 1</td>\n",
       "      <td> vcNAWiLM4dR7D2nwwJ7nCA</td>\n",
       "      <td> 0</td>\n",
       "      <td> 4</td>\n",
       "      <td> 2012-02-14</td>\n",
       "      <td> review</td>\n",
       "      <td> 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> KBLW4wJA_fwoWmMhiHRVOA</td>\n",
       "      <td> dNocEAyUucjT371NNND41Q</td>\n",
       "      <td> Been going to Dr. Goldberg for over 10 years. ...</td>\n",
       "      <td> 0</td>\n",
       "      <td> vcNAWiLM4dR7D2nwwJ7nCA</td>\n",
       "      <td> 0</td>\n",
       "      <td> 4</td>\n",
       "      <td> 2012-03-02</td>\n",
       "      <td> review</td>\n",
       "      <td> 0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> zvJCcrpm2yOZrxKffwGQLA</td>\n",
       "      <td> ebcN2aqmNUuYNoyvQErgnA</td>\n",
       "      <td> Got a letter in the mail last week that said D...</td>\n",
       "      <td> 1</td>\n",
       "      <td> vcNAWiLM4dR7D2nwwJ7nCA</td>\n",
       "      <td> 0</td>\n",
       "      <td> 4</td>\n",
       "      <td> 2012-05-15</td>\n",
       "      <td> review</td>\n",
       "      <td> 2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  user_id               review_id  \\\n",
       "0  Xqd0DzHaiyRqVH3WRG7hzg  15SdjuK7DmYqUAj6rjGowg   \n",
       "1  H1kH6QZV7Le4zqTRNxoZow  RF6UnRTtG7tWMcrO2GEoAg   \n",
       "2  zvJCcrpm2yOZrxKffwGQLA  -TsVN230RCkLYKBeLsuz7A   \n",
       "3  KBLW4wJA_fwoWmMhiHRVOA  dNocEAyUucjT371NNND41Q   \n",
       "4  zvJCcrpm2yOZrxKffwGQLA  ebcN2aqmNUuYNoyvQErgnA   \n",
       "\n",
       "                                                text  votes.cool  \\\n",
       "0  dr. goldberg offers everything i look for in a...           1   \n",
       "1  Unfortunately, the frustration of being Dr. Go...           0   \n",
       "2  Dr. Goldberg has been my doctor for years and ...           1   \n",
       "3  Been going to Dr. Goldberg for over 10 years. ...           0   \n",
       "4  Got a letter in the mail last week that said D...           1   \n",
       "\n",
       "              business_id  votes.funny  stars        date    type  \\\n",
       "0  vcNAWiLM4dR7D2nwwJ7nCA            0      5  2007-05-17  review   \n",
       "1  vcNAWiLM4dR7D2nwwJ7nCA            0      2  2010-03-22  review   \n",
       "2  vcNAWiLM4dR7D2nwwJ7nCA            0      4  2012-02-14  review   \n",
       "3  vcNAWiLM4dR7D2nwwJ7nCA            0      4  2012-03-02  review   \n",
       "4  vcNAWiLM4dR7D2nwwJ7nCA            0      4  2012-05-15  review   \n",
       "\n",
       "   votes.useful  \n",
       "0             2  \n",
       "1             2  \n",
       "2             1  \n",
       "3             0  \n",
       "4             2  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select restaurants from the business dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(21892, 106)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biz['ifRestaurants'] = biz.categories.apply(lambda x: 1 if 'Restaurants' in x else 0)\n",
    "restaurants = biz[biz.ifRestaurants == 1]\n",
    "restaurants.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Show distribution of ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x109458a90>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfAAAAGACAYAAABSjjAnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAHDBJREFUeJzt3X9w3Hd95/GnZEeSV5ad2lbh6HF07g7eE5gJlMBwJJwT\n",
       "2tA0KTSUuYZrWiZkQgIhzdGWCRfcwA1ccknPwEwz7aWdGOpkwpUZMtxxXCYmvTQXOW4hgaZp09A3\n",
       "pFxn7ma41kaxLEu2ZUu6P/arYy1L2tVqLemzfj5mMtnv5/vZ3c9bH0uv/f7Y77dndnYWSZJUlt61\n",
       "HoAkSVo+A1ySpAIZ4JIkFcgAlySpQAa4JEkFMsAlSSrQxmYdIuI64P3V4ibg9cDbgN8BZoDngVsy\n",
       "czYibgRuAk4Bd2bmIxGxCXgIGAbGgesy81CnC5Ek6VzSs5zvgUfE7wJ/AbwL+GxmjkTEfcDXgW8A\n",
       "jwEXUQ/6p4A3Ab8GbM7MT0fEe4G3Zuavd7YMSZLOLS3vQo+INwGvzcw9wEWZOVKtehS4HHgzcCAz\n",
       "T2bmEeBF4ELgEmBf1Xdf1VeSJK3Aco6B7wI+VT3uaWgfB7YCW4CxRdqPzGuTJEkr0PQYOEBEnA+8\n",
       "JjOfrJpmGlZvAQ5TD+mhhvahBdrn2hY1Ozs729PTs1QXSZK6SVuh11KAAzuBxxuWn42IS6tAv7Ja\n",
       "9zRwV0T0AwPABdRPcDsAXAU8U/UdYQk9PT0cPDi+rCJKMjw8ZH2F6ubawPpKZ33lGh4eat5pAa3u\n",
       "Qn8N8LcNyx8FPhURf0r9Q8DDmfn3wL3AfuqBviszTwD3Aa+LiP3AB/jRbnhJktSmZZ2Fvkpmu/VT\n",
       "FnT3p0jo7vq6uTawvtJZX7mGh4fa2oXuhVwkSSqQAS5JUoEMcEmSCmSAS5JUIANckqQCGeCSJBXI\n",
       "AJckqUAGuCRJBTLAJUkqkAEuSVKBDHBJkgpkgEuSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJ\n",
       "KpABLklSgQxwSZIKZIBLklQgA1ySpAIZ4JIkFcgAlySpQAa4JEkFMsAlSSqQAS5JUoEMcEmSCmSA\n",
       "S5JUIANckqQCGeCSJBXIAJckqUAGuCRJBTLAJUkqkAEuSVKBDHBJkgpkgEuSVCADXJKkAhngkiQV\n",
       "yACXJKlABrgkSQXa2KxDRHwceBdwHvC7wAFgLzADPA/ckpmzEXEjcBNwCrgzMx+JiE3AQ8AwMA5c\n",
       "l5mHzkYhkiSdS5YM8Ii4DHhrZl4cEYPAx4D3ALsycyQi7gOujohvALcCFwGbgKci4o+Bm4HnMvPT\n",
       "EfFe4A7g189eOZLOFdPT04yNHW65f2/vFKOj4wuu27r1fDZs2NCpoUmrotkW+M8CfxUR/xXYAtwG\n",
       "3JCZI9X6R6s+08CBzDwJnIyIF4ELgUuA36767gM+0eHxSzpHjY0dZvfIPQxsHmipf63Wx+Tk1Bnt\n",
       "x48e57adt7Nt2/ZOD1E6q5oF+DDwSuCdwD8Fvgb0NKwfB7ZSD/exRdqPzGuTpI4Y2DzApi2bWupb\n",
       "G+xndqNb2eoezQL8EPCdzDwFfDcijgM/0bB+C3CYekgPNbQPLdA+19bU8PBQ804Fs75ydXNtUFZ9\n",
       "vb1T1Gp91Ab7W37O4AJ9e05Ns2PHENu3l1P7Ykqav3Z0e33L1SzAnwI+AnwuIl4B1IDHI+LSzHwS\n",
       "uBJ4HHgauCsi+oEB4ALqJ7gdAK4Cnqn6jpz5Fmc6eHDh41TdYHh4yPoK1c21QXn1jY6OMzk51fJW\n",
       "9eBgPxMTJ85oPzY5xaFD48zM9HV6iKuqtPlbrm6ur90PJksGeHUm+c6IeJr6V84+DPwdcH9E9AEv\n",
       "AA9XZ6HfC+yv+u3KzBPVSW4PRMR+4ARwbVujlCRJp2n6NbLM/LcLNF+2QL89wJ55bceAa9odnCRJ\n",
       "WpgXcpEkqUAGuCRJBTLAJUkqkAEuSVKBDHBJkgpkgEuSVKCmXyOTJK2O5d6gpdH8m7V4g5buZ4BL\n",
       "0jqx3Bu0NGq8WYs3aDk3GOCStI4s5wYtjbxZy7nHY+CSJBXIAJckqUAGuCRJBTLAJUkqkAEuSVKB\n",
       "DHBJkgpkgEuSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJKpABLklSgQxwSZIKZIBLklQgA1yS\n",
       "pAIZ4JIkFcgAlySpQAa4JEkFMsAlSSqQAS5JUoEMcEmSCmSAS5JUIANckqQCGeCSJBXIAJckqUAG\n",
       "uCRJBTLAJUkqkAEuSVKBDHBJkgpkgEuSVKCNrXSKiD8HxqrF7wN3A3uBGeB54JbMnI2IG4GbgFPA\n",
       "nZn5SERsAh4ChoFx4LrMPNTRKiRJOsc03QKPiAGAzHx79d8NwOeAXZm5E+gBro6IlwO3AhcDVwB3\n",
       "R0QfcDPwXNX3QeCOs1OKJEnnjla2wF8P1CLi61X/3wLemJkj1fpHgZ8FpoEDmXkSOBkRLwIXApcA\n",
       "v1313Qd8ooPjlyTpnNTKMfAJYHdmXgF8CPjivPXjwFZgCz/azT6//ci8NkmStAKtbIF/F3gRIDO/\n",
       "FxE/BH6qYf0W4DD1kB5qaB9aoH2ubUnDw0PNuhTN+srVzbVBWfX19k5Rq/VRG+xv+TmDC/TtOTXN\n",
       "jh1DbN++9rW3U1OjufrWU02dVNK/z9XQSoBfT31X+C0R8QrqIfxYRFyamU8CVwKPA08Dd0VEPzAA\n",
       "XED9BLcDwFXAM1XfkTPf4nQHD463UUoZhoeHrK9Q3VwblFff6Og4k5NTzG7c0FL/wcF+JiZOnNF+\n",
       "bHKKQ4fGmZnp6/QQl225NTVqrG891dQppf37XI52P5i0EuCfB/4wIuaC93rgh8D91UlqLwAPV2eh\n",
       "3wvsp75rfldmnoiI+4AHImI/cAK4tq2RSpKk/69pgGfmKeB9C6y6bIG+e4A989qOAde0OT5JkrQA\n",
       "L+QiSVKBDHBJkgpkgEuSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJKpABLklSgQxwSZIKZIBL\n",
       "klQgA1ySpAIZ4JIkFcgAlySpQAa4JEkFMsAlSSqQAS5JUoEMcEmSCmSAS5JUIANckqQCGeCSJBXI\n",
       "AJckqUAGuCRJBTLAJUkqkAEuSVKBDHBJkgpkgEuSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJ\n",
       "KpABLklSgQxwSZIKZIBLklQgA1ySpAIZ4JIkFcgAlySpQAa4JEkFMsAlSSrQxlY6RcSPA98GfgaY\n",
       "AfZW/38euCUzZyPiRuAm4BRwZ2Y+EhGbgIeAYWAcuC4zD3W8CkmSzjFNt8Aj4jzgD4AJoAf4HLAr\n",
       "M3dWy1dHxMuBW4GLgSuAuyOiD7gZeK7q+yBwx1mpQpKkc0wru9B3A/cBP6iW35iZI9XjR4HLgTcD\n",
       "BzLzZGYeAV4ELgQuAfZVffdVfSVJ0gotuQs9It4PHMzMxyLi49S3uHsauowDW4EtwNgi7UfmtTU1\n",
       "PDzUSrdiWV+5urk2KKu+3t4parU+aoP9LT9ncIG+Paem2bFjiO3b1772dmpqNFffeqqpk0r697ka\n",
       "mh0Dvx6YjYjLgTcAD1A/nj1nC3CYekg3/mSHFmifa2vq4MHxVroVaXh4yPoK1c21QXn1jY6OMzk5\n",
       "xezGDS31HxzsZ2LixBntxyanOHRonJmZvk4PcdmWW1OjxvrWU02dUtq/z+Vo94PJkgGemZfOPY6I\n",
       "J4APAbsj4tLMfBK4EngceBq4KyL6gQHgAuonuB0ArgKeqfqOIGlVTU9PMzbW/LNzb+8Uo6NL/4Hc\n",
       "uvV8NmxYfrhI6ryWzkJvMAt8FLi/OkntBeDh6iz0e4H91I+r78rMExFxH/BAROwHTgDXdnDsklow\n",
       "NnaY3SP3MLB5YMl+tVofk5NTi64/fvQ4t+28nW3btnd6iJLa0HKAZ+bbGxYvW2D9HmDPvLZjwDXt\n",
       "Dk5SZwxsHmDTlk1L9qkN9re161bS2vBCLpIkFcgAlySpQAa4JEkFMsAlSSqQAS5JUoEMcEmSCmSA\n",
       "S5JUIANckqQCGeCSJBXIAJckqUAGuCRJBTLAJUkqkAEuSVKBDHBJkgpkgEuSVCADXJKkAhngkiQV\n",
       "yACXJKlABrgkSQUywCVJKpABLklSgQxwSZIKZIBLklQgA1ySpAIZ4JIkFcgAlySpQAa4JEkFMsAl\n",
       "SSqQAS5JUoEMcEmSCmSAS5JUIANckqQCGeCSJBXIAJckqUAGuCRJBTLAJUkqkAEuSVKBDHBJkgpk\n",
       "gEuSVCADXJKkAm1s1iEiNgD3A68BZoEPASeAvcAM8DxwS2bORsSNwE3AKeDOzHwkIjYBDwHDwDhw\n",
       "XWYeOgu1SJJ0zmhlC/ydwExmvg24A/gPwGeBXZm5E+gBro6IlwO3AhcDVwB3R0QfcDPwXNX3weo1\n",
       "JEnSCjQN8Mz8KvDBavEngZeAizJzpGp7FLgceDNwIDNPZuYR4EXgQuASYF/Vd1/VV5IkrUDTXegA\n",
       "mTkdEXuBdwO/BLyjYfU4sBXYAowt0n5kXtuShoeHWhlWsayvXCXW1ts7Ra3WR22wv2nfwSX69Jya\n",
       "ZseOIbZvXx8/g+XUNWeh+tZTXe3U1GiuvvVUUyeV+Pt3NrUU4ACZ+f6IeBnwNDDQsGoLcJh6SDf+\n",
       "dIcWaJ9rW9LBg+OtDqs4w8ND1leoUmsbHR1ncnKK2Y0bluw3ONjPxMSJRdcfm5zi0KFxZmb6Oj3E\n",
       "trRa15zF6ltPdS23pkaN9a2nmjql1N+/VrT7waTpLvSIeF9EfLxaPAZMA9+KiEurtiuBEerB/i8j\n",
       "oj8itgIXUD/B7QBw1by+kiRpBVrZAn8Y2BsRTwLnAR8B/ga4vzpJ7QXg4eos9HuB/dQ/GOzKzBMR\n",
       "cR/wQETsp372+rVnoxBJks4lTQM8M48B711g1WUL9N0D7Fng+de0OT5JkrQAL+QiSVKBDHBJkgpk\n",
       "gEuSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJKpABLklSgQxwSZIKZIBLklQgA1ySpAIZ4JIk\n",
       "FcgAlySpQAa4JEkFMsAlSSqQAS5JUoEMcEmSCmSAS5JUIANckqQCGeCSJBXIAJckqUAGuCRJBTLA\n",
       "JUkqkAEuSVKBNq71ACRJ3W16epqxscMreo3e3ilGR8fZuvV8NmzY0KGRlc0AlySdVWNjh9k9cg8D\n",
       "mwfafo1arY/RfzjCbTtvZ9u27R0cXbkMcEnSWTeweYBNWza1/fzaYD+Tk1MdHFH5PAYuSVKBDHBJ\n",
       "kgpkgEuSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJKpABLklSgbwSm9RgqWs2z12LuVVes1nS\n",
       "2WSASw2WumZzrdbX8qUcjx897jWbJZ1VSwZ4RJwHfAF4FdAP3Al8B9gLzADPA7dk5mxE3AjcBJwC\n",
       "7szMRyJiE/AQMAyMA9dl5qGzVIvUEYtds7k22M/sRreoJa0PzY6B/wpwMDN3Aj8H/B7wWWBX1dYD\n",
       "XB0RLwduBS4GrgDujog+4Gbguarvg8AdZ6cMSZLOLc0C/MvAJxv6ngTemJkjVdujwOXAm4EDmXky\n",
       "M48ALwIXApcA+6q++6q+kiRphZbchZ6ZEwARMUQ9zO8APtPQZRzYCmwBxhZpPzKvTZIkrVDTk9gi\n",
       "4pXAV4Dfy8w/ioj/2LB6C3CYekgPNbQPLdA+19bU8PBQ804Fs771q7d3ilqtj9pg/4LrBxdpn6/n\n",
       "1DQ7dgyxffva/yya1dRoqfrWU02wvLrmLFTfeqqrnZoazdW3nmqCldc1p1brW1d1rbVmJ7G9DHgM\n",
       "+HBmPlE1PxsRl2bmk8CVwOPA08BdEdEPDAAXUD/B7QBwFfBM1XeEFhw82PpXdUozPDxkfevY6Og4\n",
       "k5NTC56sNjjYz8TEiZZe59jkFIcOjTMz09fpIS7bUjU1albfeqoJWq9rzmL1rae6lltTo8b61lNN\n",
       "sLK65gwO9jO5zurqlHY3epptge+ivtv7kxExdyz8I8C91UlqLwAPV2eh3wvsp36sfFdmnoiI+4AH\n",
       "ImI/cAK4tq1RSpKk0zQ7Bv4R6oE932UL9N0D7JnXdgy4ZgXjkyRJC/BSqpIkFcgAlySpQAa4JEkF\n",
       "MsAlSSqQAS5JUoEMcEmSCmSAS5JUIANckqQCGeCSJBXIAJckqUAGuCRJBTLAJUkqkAEuSVKBDHBJ\n",
       "kgpkgEuSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJKpABLklSgQxwSZIKZIBLklQgA1ySpAIZ\n",
       "4JIkFcgAlySpQAa4JEkFMsAlSSqQAS5JUoEMcEmSCmSAS5JUIANckqQCGeCSJBXIAJckqUAGuCRJ\n",
       "BTLAJUkqkAEuSVKBDHBJkgpkgEuSVCADXJKkAm1spVNEvAW4JzPfHhH/HNgLzADPA7dk5mxE3Ajc\n",
       "BJwC7szMRyJiE/AQMAyMA9dl5qGzUIckSeeUplvgEfEx4H6gv2r6HLArM3cCPcDVEfFy4FbgYuAK\n",
       "4O6I6ANuBp6r+j4I3NH5EiRJOve0sgv9ReA91MMa4I2ZOVI9fhS4HHgzcCAzT2bmkeo5FwKXAPuq\n",
       "vvuqvpIkaYWaBnhmfoX6bvE5PQ2Px4GtwBZgbJH2I/PaJEnSCrV0DHyemYbHW4DD1EN6qKF9aIH2\n",
       "ubamhoeHmncqmPWtX729U9RqfdQG+xdcP7hI+3w9p6bZsWOI7dvX/mfRrKZGS9W3nmqC5dU1Z6H6\n",
       "1lNd7dTUaK6+9VQTrLyuObVa37qqa621E+DPRsSlmfkkcCXwOPA0cFdE9AMDwAXUT3A7AFwFPFP1\n",
       "HVn4JU938OB4G8Mqw/DwkPWtY6Oj40xOTjG7ccMZ6wYH+5mYONHS6xybnOLQoXFmZvo6PcRlW6qm\n",
       "Rs3qW081Qet1zVmsvvVU13JratRY33qqCVZW15zBwX4m11ldndLuRs9yvkY2W/3/o8CnIuJPqX8A\n",
       "eDgz/x64F9hPPdB3ZeYJ4D7gdRGxH/gA8Km2RilJkk7T0hZ4Zv4d9TPMyczvAZct0GcPsGde2zHg\n",
       "mpUOUpIknc4LuUiSVCADXJKkArVzEpvE9PQ0Y2Nnfqmgt3eK0dHlncS2dev5bNjQ/sktknQuMsDV\n",
       "lrGxw+weuYeBzQOntddqfUxOTrX8OsePHue2nbezbdv2Tg9RkrqaAa62DWweYNOWTae11Qb7V/RV\n",
       "EUlSazwGLklSgQxwSZIKZIBLklQgA1ySpAIZ4JIkFcgAlySpQAa4JEkFMsAlSSqQAS5JUoEMcEmS\n",
       "CmSAS5JUIANckqQCGeCSJBXIAJckqUAGuCRJBTLAJUkqkAEuSVKBDHBJkgpkgEuSVKCNaz0ASZJK\n",
       "ND09zdjY4RW/zvDwUFvPM8AlSWrD2Nhhdo/cw8DmgbZf4/jR4+yJ32/ruQa4JEltGtg8wKYtm9bk\n",
       "vQ3wVdC4m6W3d4rR0fG2Xmfr1vPZsGFDJ4cmSSqUAb4KGnez1Gp9TE5OLfs1jh89zm07b2fbtu1n\n",
       "YYSSpNIY4KtkbjdLbbCf2Y1uRUuSVsavkUmSVCADXJKkAhngkiQVyACXJKlABrgkSQUywCVJKpAB\n",
       "LklSgQxwSZIKZIBLklSgdXclti/9yZeYmFj+pUZPc6qHX3jbuzszIEmS1qGzHuAR0Qv8J+BC4ATw\n",
       "gcz828X6PzvxLDO9K9sxMHNkhl/AAJckda/V2IX+bqAvMy8Gbgc+uwrvKUlSV1uNAL8E2AeQmd8E\n",
       "3rQK7ylJUldbjWPgW4AjDcvTEdGbmTMLDmhsIydnZlf0hr1Hexgd/eGKXqOTXnrpJY4fPQ5Az6lp\n",
       "jrV5O9GXXnqp00NrW2NNjZZbXyl1wfJqW091LVVTo2b1raeaoPW65ixW33qqa7k1NWqsbz3VBCur\n",
       "a07PqemurGslz++ZnV1ZWDYTEZ8FvpGZX66W/3dmvvKsvqkkSV1uNXahHwCuAoiIfwH85Sq8pyRJ\n",
       "XW01dqH/F+AdEXGgWr5+Fd5TkqSudtZ3oUuSpM7zSmySJBXIAJckqUAGuCRJBTLAJUkq0JrezCQi\n",
       "3gLck5lvn9f+LuATwCngC5m5Zy3Gt1JL1PcbwA3Awarpg5n53dUeX7si4jzgC8CrgH7gzsz8WsP6\n",
       "ouevhfpKn78NwP3Aa4BZ4EOZ+dcN64udvxZqK3ru5kTEjwPfBn6mcfwlz12jJeorfv4i4s+BsWrx\n",
       "+5l5Q8O6Zc3fmgV4RHwM+FXg6Lz284DPUb/k6iRwICL+W2b+w+qPsn2L1Vd5I/C+zHx2dUfVMb8C\n",
       "HMzM90XEjwF/AXwNumb+Fq2vUvr8vROYycy3RcSlwF3U71nQDfO3aG2V0udubo7+AJhYoL3kuQMW\n",
       "r69S9PxFxADA/I26at2y528td6G/CLwH6JnXfgHwYmaOZeZJ4Clg52oPrgMWqw/gImBXROyPiNtX\n",
       "d1gd8WXgk9XjXuqfFud0w/wtVR8UPn+Z+VXgg9XiTwKN16Ysev6a1AaFz11lN3Af8IN57UXPXYPF\n",
       "6oPy5+/1QC0ivh4Rj1d7aecse/7WLMAz8yuc+YcR6tdOH2tYHge2rsqgOmiJ+gD+iPofmZ8G3hYR\n",
       "P79qA+uAzJzIzKMRMUQ97H6rYXXx89ekPih8/gAyczoi9gL3Av+5YVU3zN9itUHhcxcR76e+d+ix\n",
       "qqlxA6H4uWtSHxQ+f9T3KuzOzCuADwFfrG65DW3M33o8iW0MGGpYHuLMT9Gl+53MHK0+ZT0C/NRa\n",
       "D2i5IuKVwJ8AD2bmlxpWdcX8LVEfdMH8AWTm+6kfK74/IjZVzV0xf4vUBuXP3fXUr2z5BPAG4IHq\n",
       "eDF0x9wtVR+UP3/fBb4IkJnfA34I/KNq3bLnb01PYlvE3wCvro49TlDfhbB7bYfUORGxFfjLiHgt\n",
       "9eMcPw18fm1HtTwR8TLgMeDDmfnEvNXFz99S9XXJ/L0P+MeZeTdwDJihfsIXFD5/S9XWDXOXmZfO\n",
       "Pa5C7oMNx0iLnjtYur5umD/qH1AuBG6JiFdQ3+r+v9W6Zc/fegjwuV+uXwY2Z+b9EfGbwNep7yH4\n",
       "fGYudCykFAvVdzvwBHAC+B+ZuW8tB9iGXdR37XwyIuaOFd8PDHbJ/DWrr/T5exjYGxFPAucBHwF+\n",
       "MSK64fevWW2lz918PV38txPOrK/0+fs88IcRMVItXw9c0+7vntdClySpQOvxGLgkSWrCAJckqUAG\n",
       "uCRJBTLAJUkqkAEuSVKBDHBJkgq0Hr4HLuksiYh/BdxO/Xe9l/qV5T4TEZ8C/jgzn1rTAUpqm1vg\n",
       "UpeKiJ8APgO8IzPfALwV+NfVLQt3AhvWcnySVsYtcKl77aB+NbJB4KXMnIiI66jfJe9N1K8T/h5g\n",
       "O3AnUAN+DPhYZj5c3RBkO/DPgI8BlwGXA9PAVzPz06tbjqRGboFLXSoznwO+Cnw/Ir4ZEfcAGzLz\n",
       "3wPfAj6Qmc8DvwbckJkXAR/gR7dShfqdoV4L/BXwc9WW/MXUr9ncv5r1SDqdAS51scz8MPAq6vdX\n",
       "fhXwjYj4xWr13K0afxW4MCLuAH6T+hY71K/j/83q8f8BjkXEU8BvAHdk5olVKEHSIgxwqUtFxM9H\n",
       "xC9l5g8yc29m/jLwb4Abqi5zN0J4ivou9W8Bd3H634XjUL/HNvAW4BPUd6v/WUS8ehXKkLQIA1zq\n",
       "XhPA3RHxTwAiogd4HfAscAo4LyK2Aa8G/l11Z6cr+NHJbXNb6ETE64EngZHMvA14gfr9tiWtEQNc\n",
       "6lKZ+T+BTwP/PSK+A3yHeih/GtgH/D4QwB7gryPiAHAU6I+IGvUt9NnqtZ4D/gx4PiK+Dfwv4NFV\n",
       "LUjSabydqCRJBXILXJKkAhngkiQVyACXJKlABrgkSQUywCVJKpABLklSgQxwSZIK9P8AksyVWxE5\n",
       "JFgAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15c2cb7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('darkgrid')\n",
    "plt.figure(figsize=(8,6))\n",
    "ax = restaurants['stars'].hist(color='g', alpha=0.5, bins=25)\n",
    "ax.set_xlabel(\"Stars\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>yelping_since</th>\n",
       "      <th>compliments.plain</th>\n",
       "      <th>review_count</th>\n",
       "      <th>friends</th>\n",
       "      <th>compliments.cute</th>\n",
       "      <th>compliments.writer</th>\n",
       "      <th>fans</th>\n",
       "      <th>compliments.note</th>\n",
       "      <th>type</th>\n",
       "      <th>compliments.hot</th>\n",
       "      <th>...</th>\n",
       "      <th>compliments.more</th>\n",
       "      <th>elite</th>\n",
       "      <th>name</th>\n",
       "      <th>user_id</th>\n",
       "      <th>votes.cool</th>\n",
       "      <th>compliments.list</th>\n",
       "      <th>votes.funny</th>\n",
       "      <th>compliments.photos</th>\n",
       "      <th>compliments.funny</th>\n",
       "      <th>votes.useful</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 2004-10</td>\n",
       "      <td>  25</td>\n",
       "      <td>  108</td>\n",
       "      <td> ['rpOyqD_893cqmDAtJLbdog', '4U9kSBLuBDU391x6bx...</td>\n",
       "      <td>  15</td>\n",
       "      <td>   9</td>\n",
       "      <td>   69</td>\n",
       "      <td>  20</td>\n",
       "      <td> user</td>\n",
       "      <td>   48</td>\n",
       "      <td>...</td>\n",
       "      <td>   3</td>\n",
       "      <td>                                      [2005, 2006]</td>\n",
       "      <td>    Russel</td>\n",
       "      <td> 18kPq7GPye-YQ3LyKyAZPw</td>\n",
       "      <td>  245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  166</td>\n",
       "      <td>  15</td>\n",
       "      <td>  11</td>\n",
       "      <td>   278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 2004-10</td>\n",
       "      <td> 921</td>\n",
       "      <td> 1233</td>\n",
       "      <td> ['18kPq7GPye-YQ3LyKyAZPw', '4U9kSBLuBDU391x6bx...</td>\n",
       "      <td> 209</td>\n",
       "      <td> 290</td>\n",
       "      <td> 1012</td>\n",
       "      <td> 589</td>\n",
       "      <td> user</td>\n",
       "      <td> 1032</td>\n",
       "      <td>...</td>\n",
       "      <td> 129</td>\n",
       "      <td> [2005, 2006, 2007, 2008, 2009, 2010, 2011, 201...</td>\n",
       "      <td>    Jeremy</td>\n",
       "      <td> rpOyqD_893cqmDAtJLbdog</td>\n",
       "      <td> 9837</td>\n",
       "      <td> 37</td>\n",
       "      <td> 6849</td>\n",
       "      <td> 287</td>\n",
       "      <td> 561</td>\n",
       "      <td> 12642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> 2004-10</td>\n",
       "      <td>  86</td>\n",
       "      <td>  442</td>\n",
       "      <td> ['18kPq7GPye-YQ3LyKyAZPw', 'rpOyqD_893cqmDAtJL...</td>\n",
       "      <td>  23</td>\n",
       "      <td>  24</td>\n",
       "      <td>   93</td>\n",
       "      <td>  82</td>\n",
       "      <td> user</td>\n",
       "      <td>  102</td>\n",
       "      <td>...</td>\n",
       "      <td>  19</td>\n",
       "      <td> [2005, 2006, 2007, 2008, 2009, 2010, 2011, 201...</td>\n",
       "      <td>   Michael</td>\n",
       "      <td> 4U9kSBLuBDU391x6bxU-YA</td>\n",
       "      <td>  727</td>\n",
       "      <td>  4</td>\n",
       "      <td>  907</td>\n",
       "      <td>  23</td>\n",
       "      <td> 122</td>\n",
       "      <td>  1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> 2004-10</td>\n",
       "      <td> NaN</td>\n",
       "      <td>   11</td>\n",
       "      <td> ['18kPq7GPye-YQ3LyKyAZPw', 'rpOyqD_893cqmDAtJL...</td>\n",
       "      <td>   2</td>\n",
       "      <td> NaN</td>\n",
       "      <td>    2</td>\n",
       "      <td> NaN</td>\n",
       "      <td> user</td>\n",
       "      <td>  NaN</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>                                                []</td>\n",
       "      <td>       Ken</td>\n",
       "      <td> fHtTaujcyKvXglE33Z5yIw</td>\n",
       "      <td>    5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>    1</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>    11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> 2004-10</td>\n",
       "      <td>   2</td>\n",
       "      <td>   66</td>\n",
       "      <td> ['rpOyqD_893cqmDAtJLbdog', 'HDQixQ-WZEV0LVPJlI...</td>\n",
       "      <td>   2</td>\n",
       "      <td>   2</td>\n",
       "      <td>    3</td>\n",
       "      <td>   1</td>\n",
       "      <td> user</td>\n",
       "      <td>    1</td>\n",
       "      <td>...</td>\n",
       "      <td>   1</td>\n",
       "      <td>                                            [2005]</td>\n",
       "      <td> Katherine</td>\n",
       "      <td> SIBCL7HBkrP4llolm4SC2A</td>\n",
       "      <td>   11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>   10</td>\n",
       "      <td> NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>    34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  yelping_since  compliments.plain  review_count  \\\n",
       "0       2004-10                 25           108   \n",
       "1       2004-10                921          1233   \n",
       "2       2004-10                 86           442   \n",
       "3       2004-10                NaN            11   \n",
       "4       2004-10                  2            66   \n",
       "\n",
       "                                             friends  compliments.cute  \\\n",
       "0  ['rpOyqD_893cqmDAtJLbdog', '4U9kSBLuBDU391x6bx...                15   \n",
       "1  ['18kPq7GPye-YQ3LyKyAZPw', '4U9kSBLuBDU391x6bx...               209   \n",
       "2  ['18kPq7GPye-YQ3LyKyAZPw', 'rpOyqD_893cqmDAtJL...                23   \n",
       "3  ['18kPq7GPye-YQ3LyKyAZPw', 'rpOyqD_893cqmDAtJL...                 2   \n",
       "4  ['rpOyqD_893cqmDAtJLbdog', 'HDQixQ-WZEV0LVPJlI...                 2   \n",
       "\n",
       "   compliments.writer  fans  compliments.note  type  compliments.hot  \\\n",
       "0                   9    69                20  user               48   \n",
       "1                 290  1012               589  user             1032   \n",
       "2                  24    93                82  user              102   \n",
       "3                 NaN     2               NaN  user              NaN   \n",
       "4                   2     3                 1  user                1   \n",
       "\n",
       "       ...       compliments.more  \\\n",
       "0      ...                      3   \n",
       "1      ...                    129   \n",
       "2      ...                     19   \n",
       "3      ...                    NaN   \n",
       "4      ...                      1   \n",
       "\n",
       "                                               elite       name  \\\n",
       "0                                       [2005, 2006]     Russel   \n",
       "1  [2005, 2006, 2007, 2008, 2009, 2010, 2011, 201...     Jeremy   \n",
       "2  [2005, 2006, 2007, 2008, 2009, 2010, 2011, 201...    Michael   \n",
       "3                                                 []        Ken   \n",
       "4                                             [2005]  Katherine   \n",
       "\n",
       "                  user_id votes.cool compliments.list votes.funny  \\\n",
       "0  18kPq7GPye-YQ3LyKyAZPw        245              NaN         166   \n",
       "1  rpOyqD_893cqmDAtJLbdog       9837               37        6849   \n",
       "2  4U9kSBLuBDU391x6bxU-YA        727                4         907   \n",
       "3  fHtTaujcyKvXglE33Z5yIw          5              NaN           1   \n",
       "4  SIBCL7HBkrP4llolm4SC2A         11              NaN          10   \n",
       "\n",
       "   compliments.photos  compliments.funny  votes.useful  \n",
       "0                  15                 11           278  \n",
       "1                 287                561         12642  \n",
       "2                  23                122          1445  \n",
       "3                 NaN                NaN            11  \n",
       "4                 NaN                NaN            34  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>checkin_info.9-0</th>\n",
       "      <th>checkin_info.9-1</th>\n",
       "      <th>checkin_info.9-2</th>\n",
       "      <th>checkin_info.9-3</th>\n",
       "      <th>checkin_info.9-4</th>\n",
       "      <th>checkin_info.9-5</th>\n",
       "      <th>checkin_info.9-6</th>\n",
       "      <th>checkin_info.20-2</th>\n",
       "      <th>checkin_info.20-3</th>\n",
       "      <th>checkin_info.20-0</th>\n",
       "      <th>...</th>\n",
       "      <th>checkin_info.6-1</th>\n",
       "      <th>checkin_info.6-0</th>\n",
       "      <th>checkin_info.3-1</th>\n",
       "      <th>checkin_info.18-6</th>\n",
       "      <th>checkin_info.18-5</th>\n",
       "      <th>checkin_info.18-4</th>\n",
       "      <th>checkin_info.18-3</th>\n",
       "      <th>checkin_info.18-2</th>\n",
       "      <th>checkin_info.18-1</th>\n",
       "      <th>checkin_info.18-0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>  1</td>\n",
       "      <td>  1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 170 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   checkin_info.9-0  checkin_info.9-1  checkin_info.9-2  checkin_info.9-3  \\\n",
       "0               NaN               NaN               NaN               NaN   \n",
       "1               NaN               NaN               NaN               NaN   \n",
       "2               NaN                 1               NaN               NaN   \n",
       "3                 1               NaN               NaN               NaN   \n",
       "4               NaN               NaN               NaN               NaN   \n",
       "\n",
       "   checkin_info.9-4  checkin_info.9-5  checkin_info.9-6  checkin_info.20-2  \\\n",
       "0               NaN                 1               NaN                NaN   \n",
       "1               NaN                 1               NaN                NaN   \n",
       "2                 3               NaN               NaN                NaN   \n",
       "3               NaN               NaN               NaN                NaN   \n",
       "4                 1               NaN               NaN                NaN   \n",
       "\n",
       "   checkin_info.20-3  checkin_info.20-0        ...          checkin_info.6-1  \\\n",
       "0                NaN                NaN        ...                       NaN   \n",
       "1                NaN                NaN        ...                       NaN   \n",
       "2                NaN                NaN        ...                       NaN   \n",
       "3                NaN                NaN        ...                       NaN   \n",
       "4                NaN                NaN        ...                       NaN   \n",
       "\n",
       "   checkin_info.6-0  checkin_info.3-1  checkin_info.18-6 checkin_info.18-5  \\\n",
       "0               NaN               NaN                NaN               NaN   \n",
       "1               NaN               NaN                NaN               NaN   \n",
       "2               NaN               NaN                NaN               NaN   \n",
       "3               NaN               NaN                NaN               NaN   \n",
       "4               NaN               NaN                NaN               NaN   \n",
       "\n",
       "   checkin_info.18-4  checkin_info.18-3  checkin_info.18-2  checkin_info.18-1  \\\n",
       "0                  1                NaN                NaN                NaN   \n",
       "1                NaN                NaN                NaN                NaN   \n",
       "2                  1                  1                NaN                NaN   \n",
       "3                NaN                NaN                NaN                  1   \n",
       "4                NaN                NaN                  1                  1   \n",
       "\n",
       "   checkin_info.18-0  \n",
       "0                NaN  \n",
       "1                NaN  \n",
       "2                NaN  \n",
       "3                NaN  \n",
       "4                NaN  \n",
       "\n",
       "[5 rows x 170 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>text</th>\n",
       "      <th>business_id</th>\n",
       "      <th>likes</th>\n",
       "      <th>date</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> -6rEfobYjMxpUWLNxszaxQ</td>\n",
       "      <td>                            Don't waste your time.</td>\n",
       "      <td> cE27W9VPgO88Qxe4ol6y_g</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2013-04-18</td>\n",
       "      <td> tip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> EZ0r9dKKtEGVx2CdnowPCw</td>\n",
       "      <td> Your GPS will not allow you to find this place...</td>\n",
       "      <td> mVHrayjG3uZ_RLHkLj-AMg</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2013-01-06</td>\n",
       "      <td> tip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> xb6zEQCw9I-Gl0g06e1KsQ</td>\n",
       "      <td>                             Great drink specials!</td>\n",
       "      <td> KayYbHCt-RkbGcPdGOThNg</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2013-12-03</td>\n",
       "      <td> tip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> fvTivrsJoUMYXnOJw9wZfw</td>\n",
       "      <td> Sarah rocks! Best waitress here! Be sure to ge...</td>\n",
       "      <td> wJr6kSA5dchdgOdwH6dZ2w</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2013-07-22</td>\n",
       "      <td> tip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> 6GrH6gp09pqYykGv86D6Dg</td>\n",
       "      <td> Decent selection of more than just bar food. \\...</td>\n",
       "      <td> fNGIbpazjTRdXgwRY_NIXA</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2013-04-22</td>\n",
       "      <td> tip</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  user_id                                               text  \\\n",
       "0  -6rEfobYjMxpUWLNxszaxQ                             Don't waste your time.   \n",
       "1  EZ0r9dKKtEGVx2CdnowPCw  Your GPS will not allow you to find this place...   \n",
       "2  xb6zEQCw9I-Gl0g06e1KsQ                              Great drink specials!   \n",
       "3  fvTivrsJoUMYXnOJw9wZfw  Sarah rocks! Best waitress here! Be sure to ge...   \n",
       "4  6GrH6gp09pqYykGv86D6Dg  Decent selection of more than just bar food. \\...   \n",
       "\n",
       "              business_id  likes        date type  \n",
       "0  cE27W9VPgO88Qxe4ol6y_g      0  2013-04-18  tip  \n",
       "1  mVHrayjG3uZ_RLHkLj-AMg      0  2013-01-06  tip  \n",
       "2  KayYbHCt-RkbGcPdGOThNg      0  2013-12-03  tip  \n",
       "3  wJr6kSA5dchdgOdwH6dZ2w      0  2013-07-22  tip  \n",
       "4  fNGIbpazjTRdXgwRY_NIXA      0  2013-04-22  tip  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tip.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(61184, 106)\n",
      "attributes.Ambience.divey                                object\n",
      "attributes.Dietary Restrictions.vegan                    object\n",
      "attributes.Happy Hour                                    object\n",
      "hours.Thursday.open                                      object\n",
      "attributes.Order at Counter                              object\n",
      "attributes.Hair Types Specialized In.africanamerican     object\n",
      "attributes.Hair Types Specialized In.kids                object\n",
      "attributes.BYOB                                          object\n",
      "hours.Friday.open                                        object\n",
      "categories                                               object\n",
      "latitude                                                float64\n",
      "attributes.Outdoor Seating                               object\n",
      "attributes.Alcohol                                       object\n",
      "attributes.Ambience.classy                               object\n",
      "attributes.Payment Types.mastercard                      object\n",
      "...\n",
      "attributes.Drive-Thru                         object\n",
      "attributes.Dietary Restrictions.vegetarian    object\n",
      "hours.Wednesday.open                          object\n",
      "attributes.Noise Level                        object\n",
      "attributes.Smoking                            object\n",
      "attributes.Attire                             object\n",
      "attributes.Hair Types Specialized In.curly    object\n",
      "attributes.Good For Groups                    object\n",
      "neighborhoods                                 object\n",
      "attributes.Open 24 Hours                      object\n",
      "attributes.Ambience.romantic                  object\n",
      "attributes.Hair Types Specialized In.perms    object\n",
      "attributes.Music.jukebox                      object\n",
      "attributes.Ambience.upscale                   object\n",
      "ifRestaurants                                  int64\n",
      "Length: 106, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print biz.shape\n",
    "print biz.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>latitude</th>\n",
       "      <th>review_count</th>\n",
       "      <th>open</th>\n",
       "      <th>stars</th>\n",
       "      <th>attributes.Price Range</th>\n",
       "      <th>longitude</th>\n",
       "      <th>ifRestaurants</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td> 61184.000000</td>\n",
       "      <td> 61184.000000</td>\n",
       "      <td>     61184</td>\n",
       "      <td> 61184.000000</td>\n",
       "      <td> 41694.000000</td>\n",
       "      <td> 61184.000000</td>\n",
       "      <td> 61184.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>    37.326077</td>\n",
       "      <td>    28.272506</td>\n",
       "      <td>  0.878089</td>\n",
       "      <td>     3.673305</td>\n",
       "      <td>     1.800283</td>\n",
       "      <td>   -97.491803</td>\n",
       "      <td>     0.357806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>     5.741085</td>\n",
       "      <td>    88.652050</td>\n",
       "      <td> 0.3271856</td>\n",
       "      <td>     0.891207</td>\n",
       "      <td>     0.717469</td>\n",
       "      <td>    29.624473</td>\n",
       "      <td>     0.479359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>    32.871923</td>\n",
       "      <td>     3.000000</td>\n",
       "      <td>     False</td>\n",
       "      <td>     1.000000</td>\n",
       "      <td>     1.000000</td>\n",
       "      <td>  -115.386550</td>\n",
       "      <td>     0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>    33.509601</td>\n",
       "      <td>     4.000000</td>\n",
       "      <td>         1</td>\n",
       "      <td>     3.000000</td>\n",
       "      <td>     1.000000</td>\n",
       "      <td>  -115.052224</td>\n",
       "      <td>     0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>    35.994636</td>\n",
       "      <td>     8.000000</td>\n",
       "      <td>         1</td>\n",
       "      <td>     3.500000</td>\n",
       "      <td>     2.000000</td>\n",
       "      <td>  -111.932944</td>\n",
       "      <td>     0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>    36.240430</td>\n",
       "      <td>    21.000000</td>\n",
       "      <td>         1</td>\n",
       "      <td>     4.500000</td>\n",
       "      <td>     2.000000</td>\n",
       "      <td>   -80.863329</td>\n",
       "      <td>     1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>    56.036545</td>\n",
       "      <td>  4578.000000</td>\n",
       "      <td>      True</td>\n",
       "      <td>     5.000000</td>\n",
       "      <td>     4.000000</td>\n",
       "      <td>     8.549249</td>\n",
       "      <td>     1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           latitude  review_count       open         stars  \\\n",
       "count  61184.000000  61184.000000      61184  61184.000000   \n",
       "mean      37.326077     28.272506   0.878089      3.673305   \n",
       "std        5.741085     88.652050  0.3271856      0.891207   \n",
       "min       32.871923      3.000000      False      1.000000   \n",
       "25%       33.509601      4.000000          1      3.000000   \n",
       "50%       35.994636      8.000000          1      3.500000   \n",
       "75%       36.240430     21.000000          1      4.500000   \n",
       "max       56.036545   4578.000000       True      5.000000   \n",
       "\n",
       "       attributes.Price Range     longitude  ifRestaurants  \n",
       "count            41694.000000  61184.000000   61184.000000  \n",
       "mean                 1.800283    -97.491803       0.357806  \n",
       "std                  0.717469     29.624473       0.479359  \n",
       "min                  1.000000   -115.386550       0.000000  \n",
       "25%                  1.000000   -115.052224       0.000000  \n",
       "50%                  2.000000   -111.932944       0.000000  \n",
       "75%                  2.000000    -80.863329       1.000000  \n",
       "max                  4.000000      8.549249       1.000000  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biz.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x10b59aa50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10c721610>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10b770a10>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x10c832d50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10c8b4b90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10cdf3890>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x10cf74bd0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x113219510>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1137e7810>]], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAtgAAALWCAYAAAB82eR1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0HNd55/1frwAaaDa6gYZEUuACiryiJFuWRMVSLPl4\n",
       "SUQviWInysQzPu9EWexxEiUZZ17PxDOTWTInb5KJ4xk5sU+iiTJJ3vg9SUayEm+J7NiSHcukZFoy\n",
       "JVPUJQhu4NqN7gaIvbG9fzRQAEg00CCrqhd8P0c8elBdde+tYjX7we1b9wbm5uYEAAAAwB3BajcA\n",
       "AAAAaCQk2AAAAICLSLABAAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuCjsVcHGmF+UdI+kqKS3SPpD\n",
       "STskJSR9VFKTpE9Iyks6Yq39jDHmY5K2r7aPV+0FAAAA3BDweh5sY8zvSPo7SR+31j5kjHmbpPsk\n",
       "NUv6e2vtQWPMlyT9lKT/b419fsxaO+1pgwEAAIDr4FkPtiQZY26Zr+OUpMz85rOStqjUs90/v60g\n",
       "KVnBPglJOS/bDAAAAFwPTxNsSb8k6fdUSpw75rd1Szqv0vjvbknnJKXmt621T2G1yqanZ+bC4ZC7\n",
       "ZwBgTdnscLWbAACAr9LpeKDca54OETHG/KO19ofm41+RZCS1S/qIpJikT0oalvQda+0TleyzWn3Z\n",
       "7DDrvgMAAMBzVUuw/UaCDQAAAD+slmAzTR8AoKFksgPKZAeq3QzUIO4N+MXrMdgAAPgmkx3QMwd6\n",
       "JUn775O60p1VbhFqBfcG/EQPNgAAAOAixmADABrKwhAAeihxJe4NuImHHAEAAAAX8ZAjAAAA4BMS\n",
       "bAAAAMBFJNgAAACAi0iwAQAAABeRYAMAAAAuIsEGAAAAXESCDQAAALiIBBsAAABwEQk2AAAA4CIS\n",
       "bAAAAMBFJNgAAACAi0iwAQAAABeRYAMAAAAuIsEGAAAAXESCDQAAALiIBBsAAABwEQk2AAAA4CIS\n",
       "bAAAAMBFJNgAAACAi0iwAQAAABeFq90Ar337xe/o5Kl+V8tsiob18PsecrVMAAAANAbPEmxjzA5J\n",
       "vyFpSFJB0rikHZISkj4qqUnSJyTlJR2x1n7GGPMxSdtX22e97Xj2wBH1jW+73tNZrvB9Pfw+d4sE\n",
       "AABAY/ByiMi/kdQnqV3SdyS91Vr7qKQnJH1I0oclPWat/SVJ7zXGtEl6YI19Gr7HHQAAAPXNy4R1\n",
       "l6Q/kXRE0lclHZ/fflbSFklRSQtjNwqSkpIya+yTkJTzsM0AAFQskx2QJHWlO6vckkW12CZgo/Ey\n",
       "wb4oadhaO22MGZPUMb+9W9J5lXrPuyWdk5Sa37bWPoXVKkwmYwqHQ8u2NTVHSoNTXBQKBZVOx90t\n",
       "FKhj2exwtZsA+C6THdAzB3olSfvvq42EthbbBGxEXibY/13SbxtjLkv6S0lpY8ynVRoy8hFJMUmf\n",
       "NMY8Iukpa+2MMebZNfaZXa3CQmHsqm2TE1PundG8mZlZEgoAAACsKDA3N1ftNrgmmx2+6mR+67E/\n",
       "8+Qhxz/93V9xt0wAQN2pxeEYtdgmoBGl0/FAudd4aBAAgGtUi0lsLbYJ2GhYaAYAAABwEQk2AAAA\n",
       "4CISbACALzLZAWd8MIDawvvTXYzBBgB4junjgNrF+9N99GADAAAALqIHGwDgua50p/bftxgDqB28\n",
       "P91Hgg0A8AUf3EDt4v3pLoaIAAAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHARCTYAAADgIhJsAAAA\n",
       "wEUk2AAAAICLSLABAAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHARCTYAAADgIhJsAAAA\n",
       "wEUk2AAAAICLSLABAAAAF5FgAwAAAC4iwQYAAABcFPaqYGPMdkl/J+llSRck5SXtkJSQ9FFJTZI+\n",
       "Mb/9iLX2M8aYj0navto+XrUXAAAAcIOXPdgPqJRYz0n6tqS3WmsflfSEpA9J+rCkx6y1vyTpvcaY\n",
       "NkkPrLGPZ78QAAAAAG7wMmF9UdJXJWUkfU1S3/z2s5K2SIpK6p/fVpCUnN93tX0SknLlKkwmYwqH\n",
       "Q8u2NTVHpPHrPJMrhEJBpdNxdwsF6lg2O1ztJgAAUDO8TLDvlHTAWjtnjBlTKWGWpG5J51XqPe+W\n",
       "dE5San5bxxr7FFarsFAYu2rb5MTU9Z7HVWZmZkkoAAAAsCIvE+xeSb9njMlIelpSqzHm05LaJX1E\n",
       "UkzSJ40xj0h6ylo7Y4x5do19Zj1sLwAAAHDdPEuwrbUvSfqpVXYZlvTBK4751Fr7AAAAALWMafoA\n",
       "AAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHARCTYAAADgIhJsAAAAwEUk2ACAhpLJDiiT\n",
       "Hah2M4C6wvvGXV6u5AgAgK8y2QE9c6BXkrT/Pqkr3VnlFgG1j/eN++jBBoANjF4rbCTc7/ALPdgA\n",
       "sEE1Yq9VV7pT++9bjIEFjXi/u4X3jftIsAEADYUEAVg/3jfuIsEGgA3K716rha/m+SBHNdBLuzre\n",
       "n+4iwQaADcyvD1O+nkct4L5bGe9P9635kKMx5qkVtn3Nm+YAAAAA9a1sD7Yx5mlJb5K0xRhz8opj\n",
       "znjdMABA4+DreaB28f5032pDRB6RlJT0KUm/LCkwv31a0kVvmwUAaDR8cAO1i/enu8om2NbaIUlD\n",
       "kh4yxtwmKaXFJLtH0je9bx4AAABQX9Z8yNEY82lJPyrphKS5JS+93atGAQAAAPWqkllEHpRkrLXj\n",
       "XjcGAAAAqHeVLJV+osL9AAAAgA2vkh7sgqTXjDHfljQxv23OWvuz3jULAAAAqE+VJNj/MP9nqbmV\n",
       "dgQAAAA2ukoS7GdVSqgXZhBZGgMAAABYopIE+xta7LGOSNos6SVJ93jVKAAAAKBerZlgW2t3LP3Z\n",
       "GPMDkh71qkEAAABAPaukB3sZa+2Lxpi7K93fGPNZSZ+XtE3SdkkJSR+V1CTpE5Lyko5Yaz9jjPnY\n",
       "Wvust70AAACAnypZaOY/L/kxIOlWVbhUujHm1yRdnv/xAWvtQ8aYt0n6kKRmSY9Zaw8aY75kjPmL\n",
       "CvZ53Fo7XenJAQAAAH6rpAc7oMUx2LOSnpP0V2sdZIx5SKUp/g5KCknKzL90VtIWSVFJ/fPbCpKS\n",
       "FeyTkJQrV2cyGVM4HFq2rak5Irm8RE4oFFQ6HXe3UKCOZbPD1W4C4MhkByRJXenOKrcEqB+8b9xV\n",
       "yRjs/2KM6ZL05vn9v22tzVdQ9r9QKSk28z8vfAJ3Szqv0uI13ZLOSUrNb+tYY5/CahUWCmNXbZuc\n",
       "mKqgqeszMzNLQgEA6+THB3gmO6BnDvRKkvbfR7IAVCKTHdCTXzkkSXr4wX28b1xQyRCR/ZL+VNIL\n",
       "KvVm/7Ex5uestV9Y7Thr7Qfmj/9plfqQbzTGfFpSu6SPSIpJ+qQx5hFJT1lrZ4wxz66xz+y1nSYA\n",
       "oJpIfIHalcvndfrisBPz/rx+lQwR+X8k3W+tPSlJxpgeSU9LWjXBXmCt/fMyLw1L+uAV+35qrX0A\n",
       "ACinK92pfSbvxMBSDINYWUcqpZ6tKSfG9askwQ4vJNeSZK09YYxhoRkAQMW60p3af99i7JVMdkDf\n",
       "fLn06E5HKkUiBQffopTXle7UW+/sdmJcv0oS7H5jzL+W9IRKQ0R+TtJpT1sFAGg4fnxw5/J5nTiX\n",
       "d2KSBWBtmeyADtnSHBIdqQHeNy6oJMH+OUl/IOk/qPTQ4dclfdjLRgEAcC06UiltvzHuxMACv75F\n",
       "AaTKZhG5ZIz5HWvtPzPGtEu621p7wYe2AQAaiB/jX7vSnXr4wX2e14P6xD2xMp5dcF9wrR2MMb8j\n",
       "6Xfnf2yR9BvGmP/qaasAAA1lYfzrMwd6nUTbK13pTpIEYB0WhogcsjnP358bxZoJtqQflfQuSZrv\n",
       "uf4hST/hZaMAALhWmewASQJWxL0Bv1QyBjuk0nzUCyurNKm0oiMAABXxcxYRZorASrg3ymN8uvsq\n",
       "SbD/WNJ3jTGfV2kWkXdL+kNPWwUAaDh8cAO1i/enuyp5yPF/GGOel/RWSUVJH7TWvixJxpi7rLUv\n",
       "edxGAAAqQk8cyuHegJ8q6cGWtfZFSS+u8NITku50tUUAAFwHkieUw70Bv1TykCMAAHWDB9mA9eN9\n",
       "466KerABAKgHPMgGrB/vG/fRgw0AAAC4iB5sAEDD4EE2YP1437iPBBsA4As/lkr3o3zUL7/uwXrE\n",
       "NXHXmgm2MeZLkr4g6YvW2rNXvPywJ60CADQUxnii2rgH4adKerD/m0qLyzxljIlK+pJKyfZBa22f\n",
       "p60DAAAA6kwlC80clHTQGPOHkn5S0n+Q9G8lRT1uGwCgQfg5xpNhAFgJ44xXx/vGXZUMEfmMpLdI\n",
       "mpH0TUm/MP9/AIAHGvWDzo/zYRgAsH68b9xXyRCRhErT+b0m6aik1621g562CgA2KD7ort+FCwuP\n",
       "C+2uajuqpVF/QbtemeyAnvzKIUnSww/u4/rAU5UMEfmgJBlj9kr6IUlfMsbErLVbvW4cAADrkcvn\n",
       "dXZgwok3WhLFL2jl5fJ5nb447MRcm0Vd6U7tM3knxvWrZIjILZLeOf/nTZJeUOlBRwCAyxp5nKgf\n",
       "Pav5QkFDI5NODCzoSKXU3hp0YizKZAd0yOYkSR2pgYb7t6caKhki8n8kfVHSJyUdsNbOeNskANjY\n",
       "GvHDza+e1VQyqabAhBNvNI38C9r1yuXzupC97MRcH3ipkiEibzDG3C/pdkmHjDFvsdbykCMAoOZ0\n",
       "pFJ60203O/FGROJYXkusrdpNqEn8Yua+SoaI/GtJPyZpq6SnJD1ujHnCWvt7XjcOANAY/PoA70p3\n",
       "6u37ejyvB/Vnr9mjh+aHDe01e6rcmtrD+8VdwQr2eUTSuySNWmuzkvZJ+lkvGwUAaDxd6U5f5sA+\n",
       "ZHM6ZHPOmG9AKt0bJzKzOpGZ5d6A5yoZgz1jrZ00xiz8PCFpeq2DjDG7Jf2mpAFJhyR1Sdqu0rR/\n",
       "H5XUJOkTkvKSjlhrP2OM+dha+1R+agAAAID/Kkmwv2GM+X1JbcaY90n6sKSvV3DcJkm/Lum8SrOO\n",
       "jFtrf8wY8zZJH5LULOkxa+1BY8yXjDF/IekBa+1Dq+zzuLV2zeQeALAxMd0YyuHegJ8qSbA/plKy\n",
       "e1jSv5T0ZUl/tNZB1trvGmO2qDQDybOSds2/dFbSFpWWWu+f31aQlJSUWWOfhKRcuTqTyZjC4dCy\n",
       "bU3NEWl8rdauTygUVDodd7dQoI5ls8PVbgIgienGUB73BvxUNsE2xtxorb2o0sONfz//Z8EWSWdW\n",
       "K9gYc6ek09ba/caYp7Q43rtbpV7t4Hx8TlJqflvHGvusOqlpoTB21bbJianVDrkmMzOzJBQAAABY\n",
       "0Wo92E9Ieq+kb0qaW+H1nRWU/bgx5qyk45LOGWM+Lald0kckxSR90hjziKSnrLUzxphn19hntuIz\n",
       "AwCsqdGW1Wa6MZTDvbG6Rvu3oNrKJtjW2vfOh/fMzx6yLtba70h6eJVdhiV98IpjPrXWPgAAdzTq\n",
       "stqNch5wH/fGyhr134JqqmQM9kvGmMOS/lLS31prJzxuEwAAAFC3Kkmwd0h6h6R/Lul3jTHPSvpL\n",
       "a+0/etkwAIC3+MocgMS/BV6oZKn0GUlflfRVY8zbJf2+pM+pNA0fAKCO8WEKQOLfArdVslT63ZI+\n",
       "IOnHJR1TaeGXv/W4XQAAXBMe1kI53BvwSyVDRB6X9P9K+kFr7SWP2wMAwDXjYS2Uw70BPwXX2sFa\n",
       "e7ekv5O0zxgTMcasNT0fAKBOZLIDTq9eoxgbG9PY2NXrIgDcG+U14r8F1bRmgm2M+YCkz0v6lEoL\n",
       "wXzbGPN/ed0wAIC3Fnr0njnQ68sHq18f4DMzU5qZcX+RMdQ/7o2VZbIDevIrh/TkVw6RZLtkzQRb\n",
       "0r+T9BZJl+dXdrxL0sc9bRUAoKH4mczH4wnF4wlP60B94t5YWS6f1+mLwzp9cVi5fL7azWkIlYzB\n",
       "nrHWXjbGSJKstReMMTPeNgsA4LVGnJqrK92pnq4+JwYWdKU7tc/knRiLOlIpbe6IOTGuXyUJ9veN\n",
       "Mb8sKWqMeZOkX5T0PW+bBQDwg1+Jhl/J/FF7TJ9//owkKZVMaq/Z41ldqC+Z7IAO2ZwkqSM1QJJ9\n",
       "hWgkVO0mNJRKEuw2SVskjUv6U0lfl/RvvGwUAKDxkNAAtYuhM+6qdCXHn7HWMu4aAFDT9po9emRJ\n",
       "DCxoxCFRbuHauK+SBHtW0hljjFWpF1uS5qy17/CuWQAAXBsSa5RD8lge18ZdlSTY/3aFbXNuNwQA\n",
       "4L9GXNmuEc8J7uDewLW4lvtmzQTbWvvcNbcIAFCz/F7Z7vmDL0iS3nLvmz2rI5Md0NNfOyxJev87\n",
       "7yCRgoN7Y3X88rGya71vKunBBgDgujx/8AU98YUjzs9eJdm5fF5HT1yQJL31zm6SBThy+bxOnMs7\n",
       "MffGooWFZiTp4Qf3cW2WuNb7hgQbADaoRn2waWxksNpNQA3qSKW0/ca4E2NRLp/X6/O/mPLLx3LX\n",
       "et+QYAPABubXB+nSHmsvh4hIUnMr043hal3pTr19X48TY7lwpLnaTahJXelOPfzgPieuFAk2ANQY\n",
       "P8dC+lmX14n1guLEqC/1oL5ksgN68h9KzwH8q1SKJHuJjlRKZkeXE2O5a7lXSLABoIb4+eCh3w85\n",
       "+pXMN7e0eVo+6tOh776kwycKTvyedz1Y5RbVjq50p97/zjucGNePBBsA4Dm/kvmOVEo7tiSd2Gu1\n",
       "OPNCLbapVgQCpD3lcL+4izsNAGqInw8edqU7tc/kfanLT9FIyJd6/P4GoBK12KZase/uu3TgyAUn\n",
       "BrxEgg0ANcavpCiTHdAhm5MkdaQGPK3Xz18c4nH/HnIcGxvzrS5cv/bEpmo3ARsECTYAoGH43Ss/\n",
       "MzPleR3r0ajfSrghl88rMzTtxFyf5Rha5C4SbADYoPzsVfZr6IKfvfKSv73llfD7/OsJ82CXx9Ai\n",
       "95FgAwAail/DNhp1oZ5GxTzYq2O4k7s8S7CNMT8o6V9JGpZ0SdK4pB2SEpI+KqlJ0ick5SUdsdZ+\n",
       "xhjzMUnbV9vHq/YCwEbj5/LIfiajQ0N5T8tfqtYSNZL+8jLZAT176ISkUg8212c5P983G0HQw7Lb\n",
       "Jf2itfZRSfdLemA+fkLShyR9WNJj1tpfkvReY0xbBfvQ4w4ALsnl8zp9cVinLw4rl/f+w7Ur3el5\n",
       "UpPL55UbUemPD+eUyQ44Y1drhR/XuR7l8nkd7y/oeH/Bl3ujnvj9vtkIPEtYrbVfNsYEjDH/XtJn\n",
       "Jb11/qWzkrZIikrqn99WkJSUlFljn4SkXLk6k8mYwuHl0zM1NUdKfecuCoWCSqfj7hYK1LFsdrja\n",
       "TcA16Eil1LM15cSNoCOV0qamGSf2kp/fAKzHUXtMkrTX7KlyS2rP7OxMtZtQkzpSKXUlwk6M6+fl\n",
       "EJG4pP+pUnL9TUnvn3+pW9J5lXrPuyWdk5Sa39axxj6F1eosFK4ePzQ54f4T3jMzsyQUAOpeI67e\n",
       "lsvnlb3sz0wRuXxex04P+FJXpY7aY/qzLx6WJD0ikuylOlIpbelocmIs19bGFIZu8nLIxf+UdLOk\n",
       "n5H0LyU9a4z5tEpDRz4iKSbpk8aYRyQ9Za2dMcastc+sh+0FgA3Hz6TQr57VpqYmT8tfKhj0Z1Eb\n",
       "uGNqih7scmKxWLWb0FC8HCLyc2vsMizpg1cc86m19gEAuMevuW/96lnda/bokSWxlzpSKd3c7d+y\n",
       "7JXw8/zrTW9fn2z/ZSeuhW8cagUPx7qPhwYBYIOq1THE1ytfWHU0oWu60p16+MF9TlwrSKzLGx8b\n",
       "qnYTatbCw421dC/XMxJsANigFmZVWIi9/GD1q2f1+YMv6I+eftn5+S33vtmzuiSSkXozF/By8rT6\n",
       "xdh995FgA8AG5uesCn58aA8NDml8oujEwIKhwSEFgs1OjOUmJyer3YSGQoINABtURyqlPds7ndhr\n",
       "fjzkuHPnDqXifU7stecPviDJ+57y9fBrXH292blzh5oD33NiLOpIpdTROufEuH4k2ABQY/xKkPxc\n",
       "Otqvr6A7UindffseJ/bS8wdf0BNfOOL8XAtJdiY7oGcO9EqS9t9Hkn2ltjjJ40r8nN5yoyDBBoAa\n",
       "4meClMkO6JAtrd3VkRpoiA/VrnSnbt/R5sRem5xweSUzeCZfKCg/NOTEuEKQlLCca+n04GoCADzn\n",
       "10OOR+0xffbvX5EkpZJJT+tKJZOKhqaduBYw3drqisVitZtQs4KBQLWbUJOutdODBBsAaoifCZLf\n",
       "yZgfvYYnT57S+cygE3uZYOcLBQUicSeuFSTWK+vvP6sZNTmxamBIT63oSKXUGppwYiw3Nnb1SuFr\n",
       "IcEGgBrjZ4LkV11+jVe+PDwsBaOLsYd279qlbR2vOTHqwVy1G1CTevv6dPLSmBPzS9pyMzNT6z6G\n",
       "BBsAaoyfs0A02owTm+Jxzc1OOrHXNm/Z5nkdcEd3902KBo47MRYNDQ5pajbsxLh+JNgAUEP8fsjR\n",
       "r7recu+bnQ9uL2fb2Llzh+LRQ07stVgs5nkdcEcqmVRzZMaJsWjnzh1KtPQ6MZYLhSLrPoYEGwBq\n",
       "zPBw4/UgZbIDOnax9DXrvqy3M5bEE12elb1UV7pTPV19TlwrGu1bCbfkCwWpqWMxhoN5sN1Hgg0A\n",
       "NeZaekuuRVe6U/tM3om91NvXp1d6L0mS7vFwjGe+UNDQ6KQTe+moPaa//PKrkryfsaRSzIO9uomx\n",
       "y9VuQk3q7evTucsRJ+a+WW5kZP33DQk2ANQYv4YdZLID+sJzpcVfOlIpTz9UU8mkgrPjTuyVocEh\n",
       "jY6OOLGXDr/yqjKDk05cCwk2yuvvP6vhkTEnZhaRRUODQypOzToxFuXyeZ2+MOjETNMHAHXIz6nz\n",
       "evv69Mqxi07sdX3hcMjT8qXSzCHF4pQTe6m7+yYFZnrn432e1lWpWh22UgteffX7Cje1OvEHfvIn\n",
       "qtyi2rFz5w7Fwq86MZYLMgYbAOqfn4lRKNriW13BcNSXeorj/gwD2L1rl8y2V524Fhy1x/TUcyck\n",
       "1c6wlVrR2ZnW6OsnS/FtO6vcmtrSkUrp1pu3OTEWdaRS6u5qdeJKkWADQI3x6yG13bt26U4z4MRe\n",
       "K/qwrPiFC5cUa9/qxF7K5fMan2t14lroMc4XCsoNjToxlot3bK52E2pWKERKWE7oGjoHuJoAUEMy\n",
       "2QE9/bXSuOj3v/MOT5O20nCU3U7spXyhoMnZkBN7pa2tVbPTF+bjds/qWTA7O+N5HeuRSibVFJhw\n",
       "Yixqa2vVzPTwfNxR5dbUllw+r8zQtBPXwi+LtSKXz+tCbsyJGYMNAHUol8/rxLm8E3s9D/aX/6m0\n",
       "uqIvDznOjDixV2699RZ99kuH5uO3e1aPVLpme7Z3OnEt6EiltKVz/V9nbxSDl07ORzdWtR21piOV\n",
       "Us/WlBNjUUcqpbbw+peRJ8EGgBrSkUqpo20x9lJvX5+OnCw4sZcJdr5Q0ORM1Im98uUv/4PiXbuc\n",
       "2MtFbbrSnXr7vh4nrgW5fF4DIwEnrpV21YIDL7ygjq23OvGHfvanq9yi2tGV7tRb7+x2YizK5fPq\n",
       "O5txYnqwAaBOJRL+9CClkkltao06sZeGBod0eajgxF557bWjmmy73Ym9lMkO6HNffUmS9CGPvwGo\n",
       "VGke8KITY9HI8IiK0dI1GSmOVLk1tSWTHdBff+l5SdIv1si9XCtOnjylwZFZJ670wWESbACoMX7N\n",
       "g73X7NFPvqPgxF66PDwsBaOLsUda29o0MjPlxF469N2X9L3jeSd+z7se9LS+So2P5KvdhJrU2dmh\n",
       "gdyUE2PRoe++pNfPTjpxrdzLtSJ8DbMtkWADQA3xcx7sTHZAh/tKCfbuXd4uXy5JkSbvf3G4+667\n",
       "9I/fL82icfftd3leX3HC27m2r0Vzc2u1m1CTtm7eov6p6HycqHJrakuiPaHixKATY1GiPaFoaNaJ\n",
       "K0WCDQA1xq+vZ3P5vF55/ZQk6e37ejytd1M8rsBs0Ym9snnzDRr91rfn4x/0rB6p9GEbDsw5cS3Y\n",
       "vWuX9u486cRYFGtt1dTk4Hzs/Qwz9WRocEhjY+NOjEW7d+3S9s6XnLhSQa8aBACNJpMdcOaobgT5\n",
       "QkGjxaBGi0HPx+su9AJFQ7OeJqMvfueQYpu6FNvUpRe/c8izeqRSIjIbCGs2EK6ppKSzM63OznS1\n",
       "m1FzxkZHlT17VNmzRzU2Olrt5tSUl18+rGhrh6KtHXr55cPVbk5NyeXzmgy2azLYrly+8uFX9GAD\n",
       "QAUy2QE9c6C0LPb++xrnSfuZqQlf6tm9a5du6jjoxF6ZmJhQKNLsxF5KtCc0Oz3mxLVi3OPzrld9\n",
       "p07qxp13zMcnqtya2nLnnXfohdPfm4/fVOXW1J6RkcF1H+N5gm2MuVnS31hr7zLGfEzSdkkJSR+V\n",
       "1CTpE5Lyko5Yaz9TyT5etxkAqsmvlRz9nEWkt69P5wanndirc2tubtZ4vnT9mrc0e1LHgqHBIYWa\n",
       "2p24FuTyeb12rDREJHff7ob5RdANxcmigi2l+704Xqxya2rLzp07NH358/Px+6rallqTLxQ0eHnc\n",
       "iSvlaYJtjLlB0s9JGjHGNEl6wFr7kDHmbZI+JKlZ0mPW2oPGmC8ZY/6ign0et9ZOe9luALiSXw8f\n",
       "+rmSY0cqpe4b2p3YS6XhFM1O7JVMJqvi5Kb5+LJn9UjSufMXND464sS1IF8o6PL4rBNjufzF0rdQ\n",
       "idr5wqEmHH7lVYXj25zY61mF6snQ4JCC4ZgTV8rTBNtae0nSx40xfy8pJSkz/9JZSVskRSX1z28r\n",
       "SEpWsE9CUm6l+pLJmMLh0LJtTc0RadyNs1kUCgWVTnv3kA5Qb7LZ2ptJwQt+9Ab6uZJjLp9X9rI/\n",
       "yyPv3LlDkbnvObFXRkdGlEiXFhMZzb7oWT0L5uZqq79naHBIE5PTToxFFy5eVHzL/aX4/Leq3Jra\n",
       "sikeVzAYcmIs2nf3Xfr6d447caX8HIOdkbQw8WS3pPMqPWTZLemcSgn4+Qr2KfsreaEwdtW2yYkp\n",
       "Vxq/1MzM7IZJKAD4y8+VHCVpYtyfBTdOnjylyyNFJ/ayh2x8uDRe0o80IRRp8qGWyp07f0HF4qQT\n",
       "Y1FLc5O9h1PbAAAgAElEQVTmwqW5HcLNtfX3VgvGhvnGYyW5fF5js81OXGlHhF+ziMxZa2ckPWuM\n",
       "+bSkn5f0h5L+RNIvG2P+SNJTFe4z61ObAaAqEomUb6s5Tk3PaWp6zvN67LHjmpgY18TEuOyx457V\n",
       "E4lGpYCkwHzsoZGRUU2ODWtybFgjI7UxK0U83qbJ0UFNjg4qHvd2oZ16E4u1ajBzWoOZ04rFmCt8\n",
       "qee/fUBN8ZSa4ik9/+0D1W5OTckXChoZm9bI2HTtjMFeYK19z/z/P3XFS8OSPnjFvmvuAwCNzK+V\n",
       "HE+ePKXL43NO7GWvcv/ZfgVDUSf2yqVsVrFtpSEil85kPatHknqP9yoUTjlxLbhw4ZKaN3U6MRa9\n",
       "duyYtt31E6X4paeq3BrUi1QyqbbmgBNXimn6AKCGdKU7tc/kndhLifaEiiPZ+fhuT+s6eeKkmtL3\n",
       "zscHPatnIJfTjp1BJ/bS5cvDmp3Z5MS1YmZqcj6il3apsXxeczMzToxFO3bs0HOvvFCK73lzlVtT\n",
       "WzpSKd2+p9uJK0WCDQA1JJMd0Oe+Wlo17EOplKdJ9tDgkKZmFmMvRaJR5bKlnusbPRy6EQgGNZK/\n",
       "4MRe2rQprsGp0nQUmyLezlgCFwSCi/O+B1hnb6nMpYxa2jqcGIu60p26Y1fSiStFgg2grvk1Z7Rf\n",
       "dR367kt69cSgE7/nXQ96Vte58xcUam5zYq+1tM3PjVb0buhGIBhUU1u7E3tp6+YtOnq4NAxj6x1b\n",
       "PK2rUgMDWQUCTU6MRYFIRNPFCSfGolwhr1C4xYmx6Kg9pqeeKy1MlEomKx5KR4INoG75ubqiX3Ul\n",
       "2hMKhWad2EsjI6OanZ11Yi9NFYuKJErJ/NSId4t8TIyMqqml3Ym9NDY+plii04lrQWdnWpdfOVqK\n",
       "79hb5dbUlrnipFqTXU6MRRMTE4o0dc7HzCayVL5QcDpXau4hRwBAZXbv2qV08z85sZfa2lo1M5Wb\n",
       "j7s8rWtqekqTo/PDUKbdnz51wcz0tIYGTjuxl2ItMQWDESeuBb3HexWJNjkxlvN+vpz6NTU5P2Un\n",
       "Mxguk0omNTUx5MSVIsEGULf8Wl1xoXw/Hj7s7etTrtjmxF7WFY+3OeOV4/FbPatHkk6e6dfmW293\n",
       "Ys9MT6m5JeHEXuq6oUsXnvtKKb7Hu6E863HmzBk1Jd80H3+vyq2pPeePe7/4UD1qbm5WYCTixFh0\n",
       "+JVXVQwmnJghIgA2BD/GXkulISLffLmUGHZ4/PBhwKclCoaHRxRtiTuxl8ZHxxSNtTmxl7wee73g\n",
       "yc99Th2b73LiD/3sT3tW11F7TJLW/HAvXB5Wc6x0fUdqaGaTWhFPlMbKD+qlKrektkxMTGhifHY+\n",
       "9m4IV72aLq5/SXAeowVQ1zLZAWd8nJdy+byO9J7Rkd4zynk4xdfuXbtkujfJdG/yfIiIJIVCTQqF\n",
       "fPhOeKqowYsnNHjxhDTl8Qd4IFD647FTp84oHG1RONqiU6fOeFbPUXtMf/BX39If/NW3nES7nMHB\n",
       "QTW3pdTcltLg4KBnbapXTW3tzkOwWPT8i99RU1Ormppa9fyL36l2c2pKd/dNKo5kVRzJqrv7poqP\n",
       "I8EGULcWHjx85kCvL0n29OycpmcbZxTnqVOn1BzvVHO8U6dOnfK8vmAo6iw246Voc5uizd6vYhhc\n",
       "0lMe9LDX/OTJU7qUKehSpqCTJ0+tuu90cWrFGCWRaIsi0ZZqN6PmTBeLira0K9rSrukiPdhLvfba\n",
       "64rEb1AkfoNee+31io9jiAgAVKi5yfsP5t6+Ph09mXViL4eiFAYHNTPV5MReS95Y6pE/f9jbesZH\n",
       "/JlmbHp6WiP5i07slUR7QtH5ucPXmllmbm5OU8UxJ8Zyk2PeDoWqV/F4XNn+V5wYizKXMgoEQk5c\n",
       "KRJsAHXLz4ccO1Ip3ZgMO7GXBgve98ZLpdUHhwZLieHl9vWPMVwvZ5YCjw3nz/tSz0yxqHj6Jif2\n",
       "SiqZVEcy7sSrmZ2ddWY2WZiCEYtmpieq3YSaNFQY1I6bb5YknTrzcpVbU1tira2aHM3Mx5XPtkSC\n",
       "DaCu+fWQoyQlEt4m1pL04ovf1dRsyInfcq93yxa/duyY2nfcPx973K0sqTjp7bzUC1I3lhKF7NFv\n",
       "elpPIBzW7NSUE3ulI5XSDYmQE69mdnJCUxPDTozlmmLezi1fr6amplQcH3ZiLFecWP+/XSTYADzh\n",
       "1wqLlc6u4IaREe+Xw371yPc1OdY2H1/0tK7xkVFt2VT6+7ng8aIskhTb1OF5HZIUjvozke9ccVKX\n",
       "c+ec2Cu5fF721HknXus9FYoyzVo5kabWajehJs3OzjpDi/jmY7n+s/0KhiNOXCkSbACu82vVw6P2\n",
       "mP7Hn5fmIf7oT3ubZOfyefVnRp3Yq3MaGR5RvGN3KR7y9qvaYrHoTD9V9OHBpsGLpzyvQ5LGh/1b\n",
       "6rkt6f0S6YdfeVWj0zEnXus+Dwb5aC9n7HLlY2g3lKmi4qktToxFJ0+c1Iw2z8cXKj6OdyGAunXy\n",
       "5CnlxwJO7HUvtpcPsi2IRqPKzyeIiai3M27MFSc1PjLoxF6bHB/yvA7J3wRzdNDbbxkWTBUrH+5R\n",
       "nPR+PH29GiXBLisYClW7CTXpxNmz2nbnD5bilyufwpAEG4Dr/Hz4cGbK+8RwQS7j4QqE8zZtiqv/\n",
       "YilB2pTy/mn+TR2bPa9jQSK9XZKUO3bA24p8nIC2/YbSOZ3zsI6+4yc0MXrZidfS3LrJw9bUt/Z0\n",
       "aSabjL5R5ZbUnsKl09VuQk0KBYMaHx5w4kqRYAPwhB8PH14eHlb+Uv98vN3Tug6/8qqyg5NO7FVv\n",
       "+ZGjr0vtty3GHpvy8UG4cCTmSz2+LJwzb2rS21UpJSlXyCt/6WQp3rJzzf0nLhe8blLdmp3lAb5y\n",
       "Wjd5/xB3Pbp5xw6Nzq9Ce/OOHRUfx0IzAOrW8PCIWjZ1qmVTp+dLfX/zn76lptaEmloT+uY/fcuz\n",
       "evr7+hRPbVY8tVn9fX2e1bNgpHBRIwV/hjkM589oOO/diocL5ubmfJsDenxsUONj3s4hfvbsOSVv\n",
       "uFnJG27W2bNr95VPT09omunoVhSJNini00Ow9Wa6OKlpH4aK1ZubbtoqBYJSIFiKK0QPNoC6dfT1\n",
       "1zVdDDmxl146/IqCydLQjVyh19O6ZudmPC1/qWYfl41ubvOnhyxzxvspBxfM+jAu/9CL31HXLaXx\n",
       "+CdfX3sM6MQoPdjlDA14OZinvjGF4cq+/cKLCiVvKcXr+JwhwQbgCT+mzzt79pwisVvn49c8q0eS\n",
       "Mv392py61Ym9ND6U87T8pUYK/izKIklhn6aPm/FxGMDwkA/Xb3ZGoXDUidfSmigthuHPckX1ZWSI\n",
       "BLuc2QrurY0oc/GSbup8gyTpwsVLFR9Hgg3AdUftMb33oX8mSfrS5//GsyT75e8d1pbbSnMrHz/i\n",
       "fa/l+EjW8zok6cLxF3ypR5LnwxuW6j/q3dCapWZ8GBe9IBYrrazo9QzpuTNHKt739Itf8LAl9S3I\n",
       "yNiyBi8er3YTatNUUUPZk05cKe40AK5777t/RNvu2q9td+3Xe9/9I57VMzMxrpZ4Wi3xtGYmvJ+a\n",
       "rGvbHeradofn9ez+gfdp9w+8z/N6JGmbuV/bzP3+1LX3AW3b+4Dn9ex847u0843v8rweSerYcqs6\n",
       "ttzqeT073vTD2vGmH65o39v2/4Ju2/8LHreoPm3dc7+27vHnfq836e1vVHr7G6vdjJqU3GyU3GzW\n",
       "dQw92AA8EW+v/GGQ6xFpavOlHkmKRP1aBc7Pvg//6oo0eT/tYEnAp3r8m5Ui0sTUe+5glcJy/JxR\n",
       "qN7EUzet+xgSbACe8GP6MknKX/B+KrsFxXF/Hh4r+PhVrfPVpw8mx/0ZjpI9W/lwiut1/kTlC09c\n",
       "j+Jk5YNQLp56ycOW1Lds//er3YSaNcnDsatY/8PMAb+mMvJDNjt81cn81mN/pr7xbe5WVPi+/vR3\n",
       "f8XdMoEG09NTGnd94sSxhqjHz7oa8Zz8rGujn5Of519vuDblcW3KK3dt0ul42a/Laj7BNsZslfQJ\n",
       "SXlJR6y1nym3Lwk2AAAA/LBagl0PQ0Q+LOkxa+1BY8yXjDGPW2u9n3h0FbMz0+rrc38e3O7u7YpG\n",
       "o66XCwAAAP/UQ4J9o6SFSWcLkhKSKp4kdmJ0SBM5d+fHHT53VB/+jUuuLpowMZLXf/zQD2vbNm+X\n",
       "ewau165du6vdBAAAalo9JNhnJHVLOicppVKSXbH/9u9/1Ys2AQAAACuqhwT7TyR90hjziKSnrLXM\n",
       "sQMAAICaVfMPOa7HSg85AgAAAG6r64ccjTHbJf2dpJclXbDW/vv1HL8wtcpSd9x1lzZv2aytm7do\n",
       "1809pW1vfIM6Uinl8nnlCwUNDQ5p584dni3xDACAF5hurTyuTXlcm/Ku5drUfIIt6QFJFyTNSfr2\n",
       "eg7s6dmj2/Y/Kkk68uz/VtfNd0uSLjffqLO9Z/XaxbAOnJIi0WZ98dvHZXZs0aWhGeUKwyoWi7qh\n",
       "66x++QMiyQYA1IWenj26/d2POjHJ0iKuTXlcm/Ku9drUQ4L9oqSvSspI+kdjzN9ba2dW2jGZjCkc\n",
       "Dq2r8IW+/XAooKbmsMKjcwoGAwoEAoqEg0olY0qn/VreF6hP2exwtZsAAEDNqPkx2MaYn5J0wFp7\n",
       "xhjzt5J+0lo7tdK+K43BZogIAGAj4av+8rg25XFtymvUlRzvkvTvVOrB/p619oly+/KQIwA0rmKx\n",
       "qP7+066XyyJfAK5FXSfY60GCDQCNq6+vV7/6e59XLNHlWpljQxk99rGHWEAJwLrV9SwiAAAsiCW6\n",
       "1JbcWu1mAMCqgtVuAAAAANBISLABAAAAFzFEBADgKq8eRjxzxv0yAcALJNgAAFf19592/WFEScqd\n",
       "PaqOm/a6WiYAeIEEGwDgOi8eRhwbuuRqeQDgFcZgAwAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHAR\n",
       "CTYAAADgIhJsAAAAwEUk2AAAAICLSLABAAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHAR\n",
       "CTYAAADgIhJsAAAAwEUk2AAAAICLwtVugNd6evZUvG8g2qS56WkFwmFFo1FJUtcNXXrwHe+QJI2N\n",
       "j6mzM63+s/06e/ac2uJtesNtt6utrdUpY+uWzUq0JzQ0OOT8X5L23X2XutKdymQHlMvnJUkdqZQk\n",
       "6evPfUOb4nG9510PKpMdcMrq7etTKplUvlCQJL3l3jcva++VZXWlO5e9ttTS19BYFv6u+TsGIC1+\n",
       "7p04cazKLak9XJvyuDblXcu1aegEu6dnj7bte7/iHVs1Ozup00e+oS2736zRy1nFYkk1t7WrOH5Z\n",
       "k2OjmtOcgoGQWlNdmhofViAYUSgc1nRxXE8/9z1t7rlHUrsuvnhQN+x8kxTvVG44rzMvnldTLK6Z\n",
       "qUkFAmG1tA5pZnJQwXBMwblpTc8FFG2O6+Xjef34D9+lZw+d0LHTAwoGQ9ra2az+033qH2pRMHhJ\n",
       "l4eHNdW0RWNjY7pw/ozO5OY0NzWs4kxYTc0tkhaT7Ex2QE9+5ZCO9xc0OzujPds79fCD+5wk/pkD\n",
       "vRoeHlIoFFEsFtP++0jAGtHC37Uk/o4BqKdnj25/96NOTLK0iGtTHtemvGu9NgwRAQAAAFwUmJub\n",
       "q3YbXJPNDl91MgwRKaFns3ExRAS1pq+vVx9//KDakltdLTdz6iXFEje4Wu5I4Zx++8P3ateu3a6V\n",
       "WW181V8e16Y8rk155a5NOh0PlDum4RNsAIC/SLABbASrJdgMEQEAAABcRIINAAAAuIgEGwAAAHAR\n",
       "CTYAAADgIhJsAAAAwEUk2AAAAICLSLABAAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHAR\n",
       "CTYAAADgIhJsAAAAwEUk2AAAAICLSLABAAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHAR\n",
       "CTYAAADgIhJsAAAAwEXhajegUsaYz0r6vLX2r9dzXE/PHncaEI4oEo0q0tyk2elpBcNhJTZtUlcq\n",
       "pUg0qqliUcmOlNoTCUlSS3OzYi0xxVpb9eqR76uQy2tnz0790DvernPnL2hkZFSbN9+gTfG4Eu0J\n",
       "DQ0OKdGe0O5du9Tb16fXXntdW7ds1s6dO9SRSkmScvm8Tp48pUR7Qm+5982SpKP2mCQ5+yzs15FK\n",
       "qSvdqUx2YNn2BR2plPPzXrN4jTLZAef4K3WlO1e8NAt1LK1vIc7l88oXCkolk06ZK5Wz9Li1tq10\n",
       "fuXadi28KLNRcG2A2rfwuXfixLEqt6T2cG3K49qUdy3Xpi4SbGPMr0kaljS3nuN6evbotv2PSpKO\n",
       "H/qcom0d6ti8R8P58+rculfhaFSjhYyC4Yha4ilNFydVuHRcbe1b1BJPqTgxIs3NaXq6qKnJUSU6\n",
       "t2tytKCJ0SHFOzZLgaAujwwqEAiqJZ3U8YF+RUfDaomnNZ0b0/jwJbUmb9TESEqRTTepd7hFh/7X\n",
       "F9XWvlmhaEzF7x5WKBRSJCRFWjvVHA2rq+WgTlwY1Fw0qdDLg2qPvaZberYq2hTTa8fPKD88pZbm\n",
       "qCQplUzqz754WJOTk+rualVb2yYNDeWVG5F6tqb01ju7dcjmNDw8pOLUjE6dL2hifESx1oSSLdPK\n",
       "jQbU1NSkR1RKsjPZAT39tcM6cS6vjjYpkUhpZmZKoVBEsVhM+++7OrHKZAf0zIFeSdI+k9chm3Pi\n",
       "Zw+d0PeOHNfkXLMSbU26qbNZmzffdFU5S8tYeK3ctie/ckinLw4vO7+l+1yvlepFCdcGqH09PXt0\n",
       "+7sfdWKSpUVcm/K4NuVd67Wp+QTbGPOQpIKkA5ICq+2bTMYUDod8ade1Ciig+f+kQECB0v8UkBQM\n",
       "SE1NYQWDAc3M7x0OBdTSHFa0KaxwKKhAIKBQMKBke0ypZEyRaEhzsyE1t0TUEouqOBlWpDinllhU\n",
       "qWRMra3DmpmOKBQKKBoJaWYqpEgkqKbmsKJFKRINKZWMKZ2Oa3ZuQi2xqCLRkFqaA2qJRTU7LQXD\n",
       "UbW2RtXZ2aZ0Or7sfGbnJtTaupDwl+pbiGMtEUUiQU1PBxQOBdXSHF6xnKVlLLxWblusJVJq35Lz\n",
       "W7rP9VqpXpSsdm2y2eFqNQsAgJoTmJtbV6ew74wxf6VSgm0kTUv6gLU2v9K+2ezwVSfDEBGGiKwX\n",
       "wyDK49qgEn19vfr44wfVltzqarmZUy8plrjB1XJHCuf02x++V7t27XatzGrjq/7yuDblcW3KK3dt\n",
       "0ul42Y7fmk+wFxhjflrSuLX2b8rts1KCDQDwFwk2gI1gtQS75oeILLDW/nm12wAAAACshWn6AAAA\n",
       "ABeRYAMAAAAuIsEGAAAAXESCDQAAALiIBBsAAABwEQk2AAAA4CISbAAAAMBFJNgAAACAi+pmoRkA\n",
       "ANw2OzOtM2dOu15ud/d2RaNR18sFUB9IsAEAG9bESE6//9d5xRIXXCtzbCijxz72EMuvAxsYCTYA\n",
       "YEOLJbrUltxa7WYAaCCMwQYAAABcRIINAAAAuIgEGwAAAHARCTYAAADgIhJsAAAAwEUk2AAAAICL\n",
       "SLABAAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuKjhl0rv6dlzfQWEwmpqadEte3YrEo06m8fGRrVn\n",
       "zx5139StzZtv0B1vfINOnjylRHtCu3ftUm9fnySpv/+sJGlTPC5J2rlzh/KFglLJpFNWRyqlXD7v\n",
       "xAvHvuXeN0uSMtkB5fJ5daRS6kp3SpKO2mOSpL3m6vPLZAckydl3pW3PH3xhWR2VlLFeq5WxnvLL\n",
       "7et1G2tFPbQRQO1Y+Nw7ceJYlVtSe7g25XFtyruWa9PQCXZPzx7dtv9RSdKRb/y5br7nxzQzNaE5\n",
       "zWl2elbhpiYNZU9rU2qrmtvaNTF2WeFwVNGWdg3nzmkwd1Jbdt2j2ekZXS6OqCWe0vTkmEaHBtS+\n",
       "eZ9eOZ/V4bP9ak2M68mvfV+B5k4F5ya0tf2gMiNBTUxMaDrQpOLYZWl2SrH2LkWmDyrc2qWm4Iyi\n",
       "zS2KRqLqaJ1T9vK0wpFmbWqe1fH+vKLNrZKk3bt26emvHdaJc3ltvzGuhx/cp1w+rz/74mFJ0iNa\n",
       "nmRnsgN65kCvJGn/faWk7MptvX19euILR5xjrkyyVypjvVYrYz3ll9vX6zbWinpoI4Da0dOzR7e/\n",
       "+1EnJllaxLUpj2tT3rVeG4aIAAAAAC4KzM3NVbsNrslmh686GYaIrLyNISLuleG1emgjsFRfX68+\n",
       "/vhBtSW3ulpu5tRLiiVucLVcL8ocKZzTb3/4Xu3atdu1MteDr/rL49qUx7Upr9y1SafjgXLHNHyC\n",
       "DQDwFwl2dRNsAP5YLcFmiAgAAADgooZ+yBEAsLpisaj+/tOulnnmjLvlAUC9IcEGgA2sv/+0fvX3\n",
       "Pq9Yosu1MnNnj6rjpr2ulQcA9YYEGwA2uFiiy9UxyGNDl1wrCwDqEWOwAQAAABeRYAMAAAAuIsEG\n",
       "AAAAXESCDQAAALiIBBsAAABwEQk2AAAA4CISbAAAAMBFJNgAAACAi0iwAQAAABeRYAMAAAAu8jXB\n",
       "NsY0zf9/tzHmvcYYEnwAAAA0FN8SXGPMf5L0J8aY7ZK+Iemjkv7Yr/oBAAAAP/jZg/xjkn5e0j+X\n",
       "9Flr7Q9JusvH+gEAAADPhX2sK2StnTTG/Iik3zDGhCTFfKwfAADPzc5M68yZ066X2929XdFo1PVy\n",
       "AbjPzwT7H40x35c0rtIQkW9I+oKP9QMA4LmJkZx+/6/ziiUuuFbm2FBGj33sIe3atdu1MgF4x88E\n",
       "+zlJfyDprLV21hjzqLX2sI/1AwDgi1iiS23JrdVuBoAq8TPB/u/W2lsXfiC5BgAAQCPyM8HuM8b8\n",
       "qaQXJE3Mb5uz1v7FagcZY3ZL+k1JA5IOWWv/fD2V9vTsWXOfYFOzAoGA2lNJveG2W1WcLKqrK629\n",
       "t9wiSdq6ZbPOnb+gzKWMum7o0tYtm5VoT2hocEg7d+5wytlr9iiTHdCh774kSdq5c4c6Uil1pTt1\n",
       "1B5TvlDQ7l271JXuVCY7oN6+Pklatk2SutKdTplLt2WyA8rl85LklLt0v1w+v2z7lceuVvZKVnt9\n",
       "rWPrUSOeE4CNZ+Fz78SJY1VuSe3h2pTHtSnvWq6Nnwl2TqVZS+6d/zkgaU7Sqgm2pE2Sfl3SeUlP\n",
       "Sqo4we7p2aPb9j8qSep76YvalN6mtuQWTYwMqi15oyJNMeUuHNOm1FZFmuIaGjgle2lKic7dGhpu\n",
       "1qtf79PMzKSmJ15QLLlZoUizgmcGNDNxSpGQFG1La1NLnyLhgBLtHXqoUNBzh07q5d6MFAhqU4vV\n",
       "vtt3645dSf2fr/fq8mhRt+08r/c8cJueOdCrl+0FzRTH9cY9Z/Sjb7tDh2xOkrT/vsWk+JkDvZKk\n",
       "fSavZw+d0LHTAwoGQ7q5O6mHH9zn7Pf01w7rxLm8tt8Y18MP7pOkZceuVvbCtqVWe32tY+tRI54T\n",
       "gI2np2ePbn/3o05MsrSIa1Me16a8a702viXY1tpHrtxmjFlzFhFr7XeNMVskfVHSs6vtm0zGFA6H\n",
       "rrmNKwnM/7lqY1AKBgOKhIOlP9GQku0xNTeHFQiUjoiEgoq1RJRsjykaCSkYCqq5JaJUMqaW5rBC\n",
       "wYBmQ0G1NIeVSsbU2josSersbFM6Hdfs3IRaW0tPjKeSMcVaIopGQgoES+Uu3a8lFlUkGnK2S1p2\n",
       "7GplL2xbarXX1zq2HjXiOfkpmx2udhMAAKgZviXYxpiHJf0nSa0q9WSHJDVJumGN4+6UdNpau98Y\n",
       "86QxJmGtHVpp30JhbNnPJ04cWzZEZCJ7SpkVjstcNUSkV12ptPbes9IQkU5t3fKGskNEOjs2a+9N\n",
       "Vw8R+ZlA07IhIu9/Z7Nu39EuaXGIyP1vbJYkBQPNymaHFQw06/43bpdU6lF9zwPNevNti0NElu73\n",
       "rvv26h5zg7Nd0rJjVyt7YdtSq72+1rH1qBHPCcDGs/Rzj17I5bg25XFtyrvWa+PrQ44qLTTza5J+\n",
       "S9J+SSMVHBeW9Lgx5qykvnLJdTl+3yhd6U69510PXrV9r9lz1X5XDkNYaVjC0m0rHVNpeWuVXa7M\n",
       "a3mtXjXiOQHYeEiQyuPalMe1Ke9aro2fCXbBWvt1Y8wPSkpYa/+LMeZ5SZ9Y7SBr7XckPexLCwEA\n",
       "AIDr5OdS6WPGmD2SXpf0NmPMmsNDAAAAgHrjZ4L9H1UaGvIFSe+UdEnS3/pYPwAAAOA5X6fps9b+\n",
       "5Hx8jzEmJcn4WD8AAADgOc8TbGPM/SrNGPK/jDE/r8X5ryOS/kjSbq/bAAAAAPjFjx7sH5b0Vkmb\n",
       "Jf3XJdunVEqwAQAAgIbh+Rhsa+1/tta+XaVp+r4o6d2SpiXdJem01/UDAAAAfvLzIccfkXRI0o9L\n",
       "GlMpwf51H+sHAAAAPOdngh201n5D0nslPWWtPaPS2GwAAACgYfg9D/b/rdIUfV80xvyqJNajBgAA\n",
       "QEPxM8H+oKSYpB+31uYl3SjpX/hYPwAAAOA53+bBttaelfSbS37+uF91AwAAAH7xswcbAAAAaHgk\n",
       "2AAAAICLSLABAAAAF5FgAwAAAC4iwQYAAABcRIINAAAAuIgEGwAAAHARCTYAAADgIhJsAAAAwEUk\n",
       "2AAAAICLfFsqvVp6evasuL1jyxaZm2+WJBWLRd1001btveUWxeNt2hSPa9/dd0mSevv6lEom1ZFK\n",
       "qbevT0ODQ9q5c4f2mlK5meyAcvl8qcxUSl3pzqvqymQHnDiXz1+139LXJa342krlrodb5dRr/QCw\n",
       "USx87p04cazKLak9XJvyuDblXcu1aegEu6dnj27b/6gk6chz/1ubb7lfiXS3QqEm5S8c19mxZgXD\n",
       "UbUmOvW9M1m9dOr7amnbpFjrJj1/+IxirW3quzCm5qiUiEyq7/xlKbJJN3Ze0i88XEqon/7aYR3p\n",
       "PaNgKKK9PZv1/nfecVWC/MyBXo2NjWloKK/ciNSzNeXst/T1mZkpxeMJ7b9Py16T5Gy7Fm6Vc62q\n",
       "XeZfETkAACAASURBVD8AbBQ9PXt0+7sfdWKSpUVcm/K4NuVd67VhiAgAAADgoobuwT5x4tiyISIX\n",
       "Dj+jC/Nxx5Yt2rkwRGSoX7u3bdXeW25f9xCR97/zDr31zu5SmSsMEelKd2r/fYs/XzlE5MrXF7Zd\n",
       "+dr19Pq6VU691g9UQ7FYVH//adfL7e7ermg06nq5aAxLP/f+//buPLyuq773//scDdYYW4plZySJ\n",
       "nHglZCIhDClhDg1hHtJSphBIS29pCmVqC/21TLeXXwv0Ar29tGUo46VwGUMSCAUCoZAAGQghCV+b\n",
       "OLGdyZYtx/EQW7al+8c+UmRbsiV7SWcf+f16Hj86Zw9rffe2ZX20z9prexVyd56byXluJneg52ZO\n",
       "B2w4+H8o4wPhROFwUd/C/YbGqbQxlX0PRr2Dbb37l2bb6tUredMHLqdj/qJsbW7duJaPvP0FLFly\n",
       "UrY2NfcYkCbnuZmc52ZyB3Ju5nzAlqR66Zi/iK6eo+tdhiRpljkGW5IkScrIgC1JkiRlZMCWJEmS\n",
       "MjJgS5IkSRkZsCVJkqSMDNiSJElSRgZsSZIkKSMDtiRJkpSRAVuSJEnKyIAtSZIkZWTAliRJkjIy\n",
       "YEuSJEkZGbAlSZKkjAzYkiRJUkYGbEmSJCkjA7YkSZKUkQFbkiRJysiALUmSJGVkwJYkSZIyMmBL\n",
       "kiRJGTXXu4D9SSn9DvDHwCZgTUS8r84lSZIkSZMqfcAGFgBviIgtKaWrp7tzf//S3Rs74ggec/pp\n",
       "XPTiF3HCCcczuGEDvT09HN7bO7bN+sHBsdeH9/ayqG8hawfWAbCob+E++5vqdpIkzYTRn3srViyr\n",
       "cyXl47mZnOdmcgdybkofsCPiqpRSJaX0TuDz09m3v38pp15wGQDLf/4Veo99NBUqPDB8Av/4uR/S\n",
       "19NOc2cf8zvbOOGo+XR1HcbGjYM8sGEn27Y/THO1wqknPYqnnHUsN8R6AC44d/LwvHZgHVdft3y/\n",
       "20mSNBP6+5dy2oWXjb02LD3CczM5z83kDvTclD5gp5S6gQ8DX4iIH+xr256eDpqbm6bUbhWoNlVp\n",
       "qlZobq7S1t5Ce0crQ9ubaWkZZteuKs1NVdo7Wunt6aCzcxMACxd20dfXPWGbwyPb6Oxs3e920lwz\n",
       "MLCp3iVIklQapQ/YFOH6ROC1KaWLI+KSyTbcsGHrbu9XrFi22xCRBzY8wIIjjiAtrnDRq6c3ROS8\n",
       "M9oAqFbaJg0T1Uob551x3H63kyRpJoz/uedVyN15bibnuZncgZ6b0gfsiLj0YPY/kH8oEw3tmOpw\n",
       "D4eFSJLqyYA0Oc/N5Dw3kzuQc+M0fZIkSVJGBmxJkiQpIwO2JEmSlJEBW5IkScrIgC1JkiRlZMCW\n",
       "JEmSMjJgS5IkSRkZsCVJkqSMDNiSJElSRgZsSZIkKSMDtiRJkpSRAVuSJEnKyIAtSZIkZWTAliRJ\n",
       "kjIyYEuSJEkZGbAlSZKkjJrrXYAk1dPQ0BCrV6/M3u6qVfnblCQ1BgO2pEPa6tUredMHLqdj/qKs\n",
       "7a6/5w4OP+aUrG1KkhqDAVvSIa9j/iK6eo7O2ubWjWuytidJahyOwZYkSZIyMmBLkiRJGc35ISL9\n",
       "/UvHXp959tmc0H8Cp5x8Mt3dXRx77DFj605asoRFfQsBWDuwDmDs/WTLJEkqm9GfeytWLKtzJeXj\n",
       "uZmc52ZyJ59+NgC/ufWmKe8zpwN2f/9STr3gMnZs38LDm9aytXshv7rvYW5fdw87tm2ip2cF89o6\n",
       "qbCLs065j1e/8MkAXH3dcgAuOLcI1GsH1u21TJKksunvX8ppF1429tqw9AjPzeQ8N5M7+fSzWfqU\n",
       "S8ZeTzVkO0REkiRJymhOX8FesWLZJENEjtnnEJELzi2Wjb5f1Ldwr2WSJJXN+J97XoXcnedmcp6b\n",
       "yf3m1pscIjKRA/mHMlGINlhLkhqBAWlynpvJeW4mN51gPcohIpIkSVJGBmxJkiQpIwO2JEmSlJEB\n",
       "W5IkScrIgC1JkiRlZMCWJEmSMjJgS5IkSRkZsCVJkqSMDNiSJElSRgZsSZIkKSMDtiRJkpRRc70L\n",
       "kKSpGhoaYvXqlVnbXLUqb3uSJBmwJTWM1atX8qYPXE7H/EXZ2lx/zx0cfswp2dqTJMmALamhdMxf\n",
       "RFfP0dna27pxTba2JEkCx2BLkiRJWRmwJUmSpIwM2JIkSVJGBmxJkiQpI29ylDQj7rv/Pn57591Z\n",
       "27z/vnuytidJ0kwwYEuaEd+6+kf8+K72rG2uW3k7hy1ekrVNSZJyM2BLmhHVahOt7YdlbbN5XmfW\n",
       "9iRJmgkNNQY7pXRiSummetchSZIkTaZhAnZKaTFwKbB5Ovv19y+lv38pd8SyCdevHVjH2oF1GSqU\n",
       "JKn+Rn/uaW+em8mdfPrZnHz62fUuo5Se+ezn8cxnP29a+zTMEJGIWAO8I6X07anu09+/lFMvuIxK\n",
       "FZ574fO48ttXcEp65Btr7cA6rr5uOQAXnAuL+hZmr1uSpNnS37+U0y68bOz1ihUTX1w6FHluJnfy\n",
       "6Wez9CmXjL3+za0OFhj1zGc/j84lvzv2+vvfuWJK+zVMwJ6Knp4OmpubJl3f29NBX1/32PvhkW10\n",
       "drYCsHBh127rJE3dwMCmepcgSVJpzKmAvWHD1t3er1ixbOyjoCu/fQWLFx2zWxCoVto474zjxl4b\n",
       "EiRJjWz8zz2v0O7OczO539x609jwEK9e7+7737libHjIVK9eQwMG7Ii4cDrb7++byGEhkqS5xPA4\n",
       "Oc/N5AzWk5tOsB7VMDc5SpIkSY2g4a5gS2oMw8O7GNo2rUl/9mvn0Fa2blybtc2HNw0ClaxtzlS7\n",
       "WzeuZdWqlVnbXLVq5SF9Thulzdx/R5JmVmVkZKTeNWQzMLBpr4Pp6enYa2x2o2jU2hu1bmjc2sta\n",
       "d1nrOhgeU2M41I+pTMdfplqgXPWUqRYoVz1lqgUmrqevr3vS36Tn/BCRfc0qUnaNWnuj1g2NW3tZ\n",
       "6y5rXQfDY2oMh/oxlen4y1QLlKueMtUC5aqnTLXA9OuZ8wFbkiRJmk2lGoOdUvoCcHlEfKn2/nzg\n",
       "1RSD2T4WEddNt83u7iMfedPUTPfhvTzp8Y9j3br13LVqFUM7d3LsEYtZunQpxx5z7NimXV2dHH3U\n",
       "kTy0qZi678wzTmdwwwZ6e3o4JS1l7cA61g8Oji07vLeXG268ifkL5nPSkiWsHxzk8N5elt95J6tX\n",
       "38Oxxx5Db0/PWPuH9/aOvV4/OLjXMoC+vu6xp0zOxGwno0+3HP/wHSmXZz77eTQ3V7n6istntJ/Z\n",
       "nFpqtqb4ms2pxOZiXx6TpHorTcBOKb0F2HMi6jcDL6So80u111M2+iRHgN/+/GssWnIOwzt3sHL7\n",
       "0dB1FPOPP4727j4eGribm1ft4qa776LjsIXs2rmNlratDA+tpFJpprWjm6//8A5a2uazqG8hL33a\n",
       "Bm65cwO/XraazdtG6OpopqO6jXs2VKkyxAmLb2Vn83xa2UqsXM9OWqkO30lXexMdHYfROq+d44/q\n",
       "obWliaEdu1ixurh5pf/YRbS3tbFr1w66u+czMrKN716/Gsj/pMk7YhmfvuIWAC7BkK28DvTJV9M1\n",
       "m08fm62nwM3m0+bmYl8ek6QyKEXATim9ANgA7HmFuhIRO4GdKaV5+2tnf09ynJLKI18q4943VytU\n",
       "mqq0tFTpWdBBR/tmmpurNDWN0NJcZV5TlUq1QqVSpa2tme3VJtpoolqFyjBUKhVamptobq7S2tJE\n",
       "e1sz81qbaWqq0NJS1Nze1kx7RyvDOxl7wuRMPWlyzdoOWlqLfvd8wmUOjfxUzEatvZ51+5AmSZIe\n",
       "UYpZRFJK/0ERsBOwE/iDiBhMKX0NeBnFLwJfjIgX7audiWYRGf1YDWi4ISKnPvoEbrv9LqCxhoj0\n",
       "9XU3bOBq1NrLWLdDRMrfz1zty2Mq1/8JZaoFylVPmWqBctVTplpg4nr2NYtIKQL2qJTSa4BtwJOA\n",
       "twLnApcCLcAHI2KfP0EnCthl+wuajkatvVHrhsatvax1l7Wug+ExNYZD/ZjKdPxlqgXKVU+ZaoFy\n",
       "1VOmWmD6AbsUQ0RGRcRnai+/VPt6be2PJEmS1BCcpk+SJEnKyIAtSZIkZWTAliRJkjIyYEuSJEkZ\n",
       "GbAlSZKkjAzYkiRJUkYGbEmSJCkjA7YkSZKUkQFbkiRJysiALUmSJGVkwJYkSZIyMmBLkiRJGRmw\n",
       "JUmSpIwM2JIkSVJGBmxJkiQpIwO2JEmSlJEBW5IkScrIgC1JkiRlZMCWJEmSMjJgS5IkSRk117sA\n",
       "SZKkXIaGhli9euWk6zds6GJwcPO02z322ONobW09mNJ0CDFgS5KkOWP16pW86QOX0zF/UbY2t25c\n",
       "y0fe/gKWLDkpW5ua2wzYkiRpTumYv4iunqPrXYYOYY7BliRJkjIyYEuSJEkZGbAlSZKkjAzYkiRJ\n",
       "UkYGbEmSJCkjA7YkSZKUUWmm6UspnQS8F1gH3BARn6ktfw3wcuB+4JqI+Gz9qpQkSZL2rUxXsA8D\n",
       "/gp4C/CSccufDNxTe339bBclSZIkTUdpAnZE3AjsAK4Arhu36lPAfwPeDvxDHUqTJEmSpqxMQ0TO\n",
       "AlZGxAUppa+klBZExIPAkygC96b9tdHT00Fzc9Ney/v6urPXO1satfZGrRsat/Z61j0wsN9vT0mS\n",
       "DhmlCdgUtfxbSukeYAXw3pTSW4EB4JNABfi7fTWwYcPWvZb19XU37A//Rq29UeuGxq29UeuWJGku\n",
       "Kk3AjohfABdNsOrTtT+SJElS6ZVmDLYkSZI0FxiwJUmSpIwM2JIkSVJGBmxJkiQpIwO2JEmSlJEB\n",
       "W5IkScrIgC1JkiRlZMCWJEmSMjJgS5IkSRkZsCVJkqSMDNiSJElSRgZsSZIkKSMDtiRJkpSRAVuS\n",
       "JEnKyIAtSZIkZdScs7GU0vHAx4ETgKcAXwBeFxF35exHkiRJKqvcV7D/FfggsAl4gCJgfyZzH5Ik\n",
       "SVJp5Q7YCyPiaoCIGI6ITwDzM/chSZIklVbugL01pXTM6JuU0nnAtsx9SJIkSaWVdQw28BbgSqA/\n",
       "pXQL0Av8XuY+JEmSpNLKGrAj4hcppXOApUAT8JuIGMrZhyRJklRmuWcR+XdgBKjUFg2nlLYBtwMf\n",
       "N2xLkiRprss9BnsnxU2NXwe+AXQAiyiuaP9L5r4kSZKk0sk9Bvts4JyIGAFIKV0O/Dwifq82JluS\n",
       "JEma03Jfwe4Ajhj3fjHQllKqkD/MS5IkSaWTO/S+C7ghpXQdRXh/HPDG2vL/zNyXJEmSVDq5ZxH5\n",
       "ckrpGuA8YBfw+ohYl1L6UUQM5uxLkiRJKqPcs4j0AC+jmP+6ApyVUhqJiPfm7EeSJEkqq9xDRP4v\n",
       "8CDwa4rp+uCRKfskSZKkOS93wF4cEednblOSJElqGLkD9s0ppTMjYtpT8qWUTgLeC6wDboiIz9SW\n",
       "nw+8muJK+Mci4rrptNvdfeTUNqw20TxvHs0tzRw2fz6bt2wB4NFLl3LMMUcD0N7WxoYHH6RnwQKO\n",
       "P/541q5Zy9aHt3L88cdz9FFH8tCmTZx5xukMbtjAz39+I0ceuZjDursBOOexZ7OobyFrB9axfnCQ\n",
       "w3t7x7pefuedbHxwIyeccDyH9/Zyw403AfDsC55CLFs1tt3hvb2sHyyGsp+SlgKwdmDdXocy2v6i\n",
       "voV7rRvtf7S9g9kGmHDdZNvta5+prtvz9b6OdSom6neqxzZbylbPVJ18+tlUKnDHr26a0X76+4vv\n",
       "hRUrls1oP7PZ11w8ptnsy2OSVG+5A/bpwE0ppbXAttqykYjon8K+hwF/BdwHfAX4TG35m4EX1mr9\n",
       "Uu31lPT3L2Xp015Hy7wOBlbcwIKjT6ZSbWLHtq2MDA+xfdtWehYfx/CuXWwevI/m1jZa2+ezcf1K\n",
       "Tnj0SQw9vJmHqi38eu0Odu0Yoq2rk1075rHtgUF++Ktf0HPECVQq3fxsxW9p73yAChW+eOVPaek+\n",
       "mqGdVbbfdCttbR20zGvj57ffy8ue+ySuvXk1K+4dZNH8Ztrb21m75n6W3/8wO3ZW6GoLDmvezr2b\n",
       "OhgZ2clPfrmCLcNdDI+MwPBO+g5rZv2WCvPmzeMSivB79XXL2bp1K7t27aCpqYWNGwdZvxn6j+7l\n",
       "xc88c6/g+PXv30LcvZadO7Zxcv+RXPS75+y1zVe+ewPLVq6jWm3ixGN7Jtzm6uuWA3DBuZMHv/Hb\n",
       "nZMGuSHWT7jPvtqbrI1z0uDYuTzuiO69apyKifpds3ZgSsc2W6Z6rsvm5NPPZulTLhl7/ZtbZyZk\n",
       "9/cv5bQLLxt7PZPhY7b6movHNJt9eUySyiB3wH7xBMtGJli2l4i4MaV0FHAFcM24VZWI2AnsTCnN\n",
       "21cbPT0dNDc3TbnYg7LXyPIKlSo0N1V3X1eBSqVC27xmens6aO9opaW1ibb2FjraW2ib10y1WqFa\n",
       "gZamKvPmNVPdUmF4uGiktaWJnbuGqTQ1Ma+tmdYhaGltoreng4ULu+jsbGWEnQzvhGpzK0Pbm2kZ\n",
       "GqG9o5WFC7vo6+seK2V4ZFvRf0uVCk10tLdMuE1HewutLU1UqtVJt+nsbAXYa92ovr7u3bbr7emg\n",
       "s3PThPvsq73J2hh/LieqcSom6nfN2v0f22yayrkeVc9aBwY21a1vSZLKpjIyMqX8OyUppTbgOUAn\n",
       "RcxsAk6IiL+dwr5nASsjYjCl9BXgDyPiwZTS1yhmJmkGvhgRL5qsjYGBTXsdzOjHavvlEJFpbwMT\n",
       "X1Ht6+seC1yNNkSkr6+b226/a9Ja6mEqQ0TGn/OycIhI+fuZq315TOX6P2G2a7nzzuW849+up6vn\n",
       "6Gxtbt5wL+9//RNZsuSkbG1Cuf6eoFz1lKkWmLievr7uSSfyyB2wrwLagZOAa4GnAN+MiD+dwr6P\n",
       "A/4SuAcYAtqAtwLnApcCLcAHI2LSn9YTBeyy/QVNR6PW3qh1Q+PWXta6y1rXwfCYGsOhfkxlOn4D\n",
       "9uTK9PcE5aqnTLXA9AN27iEiCTgR+CjwKeBtwL9OZceI+AVw0QSrrq39kSRJkkqvmrm9NRExAvwG\n",
       "OCMi7gOOyNyHJEmSVFq5r2DfllL6J+BjwBdqNy3u88ZESZIkaS7JfQX7T4AvR8TtwLsorl6/InMf\n",
       "kiRJUmllC9gppQQsiogfA0TE5cD/AN6Yqw9JkiSp7LIMEUkpvZvihkZSSi+mmMf6bcA7getz9CFJ\n",
       "kiQ1glxjsF9DMTXfUcD7KKbbWwz8XkRcnakPSZIkqfRyDRF5KCLuj4gbgccBvwIeY7iWJEnSoSbX\n",
       "Fezhca/XAW+tTdcnSZIkHVJyzyICsM1wLUmSpENVrivYp6aU7qq9Pmrca4CRiOjP1I8kSZJUarkC\n",
       "9tJM7UiSJEkNLUvAjoi7c7QjSZIOzsMPP8zy5Q8wOLg5a7uLFi2mq6s7a5vSXJX7UemSJKmObrz5\n",
       "Zj70pV/SMq8ra7vPO6uDi19+UdY2pbnKgC1J0hwyMgKdC46itf2wrO1WqxuytifNZdkDdkrpPOA0\n",
       "4NPA4yPi2tx9SJIkSWWVdZq+lNKfA/8deAvQDfxbSuntOfuQJEmSyiz3PNiXABcAWyJiADgHeF3m\n",
       "PiRJkqTSyh2wd0XE9nHvtwE7M/chSZIklVbugP2jlNKHgK6U0ouAy4EfZO5DkiRJKq3cAfvtwHLg\n",
       "FuBi4CrgrZn7kCRJkkord8DuAJoj4iLgjcBioDVzH5IkSVJp5Q7Y/wc4svb6oVr7n8vchyRJklRa\n",
       "uefBPi4ing8QEQ8Bf51SuiVzH5IkSVJp5b6CPZxSOmP0TUrpFGAocx+SJElSaeW+gv024LsppXtr\n",
       "7/uAV2XuQ5IkSSqtrAE7Ir6XUnoUcDqwo1i027zYkiRJ0pyWJWCnlN4TEe9KKf07MAJUxq0biQif\n",
       "5ihJkqRDQq4r2DfUvv5wj+UVisAtSZIkHRKyBOyI+Fbt5asi4lk52pQkSZIaUe6bHNtSSo+KiFXT\n",
       "3TGl9DvAHwObgDUR8b7a8tcALwfuB66JiM/mLFiSJEnKKXfA7gPuTimtBR6uLRuJiP4p7LsAeENE\n",
       "bEkpXT1u+ZOBe4Am4Pqs1UqSJEmZ5Q7YFzDuBsfpiIirUkqVlNI7gc+PW/Up4OcUAfwTwIsOukpJ\n",
       "kiRphuSaRaQJ+FPgJOAnEfEfB9BGN/Bh4AsR8YNxq54EXEcxdGSfeno6aG5u2mt5X1/3dMspjUat\n",
       "vVHrhsatvZ51Dwzs99tTkqRDRq4r2P8bOIUiCL8jpZQi4j3TbOPDwInAa1NKFwMPAW8FBoBPUlwZ\n",
       "/7t9NbBhw9a9lvX1dTfsD/9Grb1R64bGrb1R65YkaS7KFbCfCjw6IoZTSv8AXANMK2BHxKWTrPp0\n",
       "7Y8kSZJUetVM7TwcEcMAEbEeGM7UriRJktRQcgXsPflwGUmSJB2Scg0ROS6l9CkemUHkUePe+6h0\n",
       "SZIkHTJyBey3sPtV6x/V3vuodEmSJB1Scj0q/dM52pEkSZIa3UyNwR6TUvr4TPchSZIklcWMB2zg\n",
       "W7PQhyRJklQKuR+VPialNB84JiIun6k+JEmSpLLJGrBTSn9I8WjzvwRuAjanlL4aEX+dsx9JkiSp\n",
       "rHIPEXkDxePN/wD4JnAa8OzMfUiSJEmllX0MdkQMAs8BroqInUBb7j4kSZKkssodsG9LKV0BLAH+\n",
       "M6X0ZeAXmfuQJEmSSit3wH4d8A/AEyJiCPgM8IeZ+5AkSZJKK3fArgJPBj6cUloAnDMDfUiSJEml\n",
       "lTv8/jPQBTwW2AmcCHwycx+SJElSaeUO2I+NiHcAQxGxGbgYODtzH5IkSVJp5Q7Ywyml1nHvFwLD\n",
       "mfuQJEmSSit3wP4I8D3giJTSR4AbgQ9n7kOSJEkqraxPcoyIz6aUbgSeThHenx8Rt+TsQ5IkSSqz\n",
       "3I9K/2pEvBS4bdyy70fEM3P2I0mSJJVVloCdUvo68BjgqJTSXXu0vypHH5IkSVIjyHUF+xKgB/go\n",
       "8GdApbZ8J/BApj4kSZKk0ssSsCNiI7AxpfQh4Lg9VvcD1+boR5IkSSq7rGOwgfcAI7XXLcAZwI8x\n",
       "YEuSJOkQkXsWkaeNf59SOgGn6ZMkSdIhJPc82LuJiLuAk2eyD0mSJKlMck/T9+/j3laAU4Bbc/Yh\n",
       "SZIklVnuMdg/4pEx2CPAlyme7ChJkiQdErIOEYmITwNXAoPAAHB9RAzl7EOSJEkqs6wBO6X0EuCX\n",
       "FPNi/xFwS0rpwpx9SJIkSWWWe4jIu4HHR8R9ACml44DLgW/vb8eU0u8AfwxsAtZExPtqy88HXk0x\n",
       "pvtjEXHddArq7j5yOpvvV3VeG8PbtwMjtC9YwNL+fgAe2ryZtPQktm3fzuZNmznpxCV0tHfQ0dnJ\n",
       "unUD3H77HbS0tvKs84unxm/evAWArVu2cNZZZzJ/wXw2PriR+Qvm09vTwy2/upWRkSEe9ah+ent6\n",
       "ABjcsGFsm1EnLVkCwPrBQQAO7+1lUd9C1g6sY/3g4Nj7q77zXR7atIlnPO2pE64ftXZgHcDYNuON\n",
       "3268PfcZHtlGtdLGHbFsrKY9+xq/z2Qm22Yq+x6I8bVrYtM59/39SwFYsWLZjNY0W/3MZl9z8Zhm\n",
       "sy+PSVK95Q7YO4D7R99ExMqU0q4p7rsAeENEbEkpXT1u+ZuBF1LU+qXa6ynp71/KqRe8Aaiy5u4b\n",
       "eXjTehY96gy2P7yZ9u4e2joPZ2D1r+g8bBEd849g+8Mb2bFtM/M6eqAywvCuHQxtfYgtG9ey+IQz\n",
       "qVRaWHfv7XQtWExb5wJ2Dm1n7eC9HHb40bQcBrfcex+9i05muHuI71x/M4uOPY3m1iG2PLSDlq5T\n",
       "aG3v4VNf/wk9RyyhqbmFhzdtoFKt8uNl13HY/AXsGNrBvNYWhjY9wM7WhVSaWuDh4PBFhzOvpZ2B\n",
       "dQPQ3AnsoDIyTHvHfNKxd9HS0sR967dTrTZx4rE9PP2cfq65YQUrH9hE/9G9zG96kK/+ZA3DwyPc\n",
       "svz/cvFLn7nb+hc/88yxcHz1dcsBOCcNckOsZ9OmjTQ1tdDR0cEF504cdvfcp7OzlcWdO7n8J6t4\n",
       "eOtmjuw7jAe3DHPcEd1c9LvnAIztM1Gbe7Y7fpvJlh+s0XY7O1s574zjsof3uWA6576/fymnXXjZ\n",
       "2OuZCgWz1c9s9jUXj2k2+/KYJJVBloCdUnpp7eUy4Ku12UR2Aa8Abp5KGxFxVUqpklJ6J/D5casq\n",
       "EbET2JlSmrevNnp6Omhubpr+Acyyyh7vqxWoVCpUK1CtVqg2QaW2VaVaoaWpSlNzE9VqheEqVKlQ\n",
       "GanQ1FSlra2Z1pYmWlt2UqlW6Whvobeng472Flpam2jvaKW7ZR7VaoURRpjX1rzX+oULu+jr62Z4\n",
       "ZBudna0A9PZ00Nm5iV07W6g2t9LZ+ch24020D0DPgg5aWpvYuaOJtnnNtOzYRUd7CwsXdgGM7TNR\n",
       "m3u2O36byZYfrJlqdzbNdM37OkcDA5tmtG9JkhpJrivYz6eYNWQbsB14SW35TqY4zjul1E3xUJov\n",
       "RMQPxq3allJqqdW6bV9tbNiwdbf3K1YsG/tYbdRd9x3Yb/7rl18PFENE1uw5ROTBAR7avJkzl57E\n",
       "tu2/YfOmzTz7iUvpaG+mo7OVdetaiiEiQ6287sXjh4gcOYUhIk84oCEiz3ly227DMiqV3YeIjF9f\n",
       "rbQxMLCJaqWN884onnS/qG8h553Rxvgn349uN95E+yxc2EW10sYrK/PGahrfFzC2z0Rt7tnu+G0m\n",
       "W36wRtsdrb3RAmNfX/eM1zydcz/+e28mr7bNVj+z2ddcPKbZ7MtjklQGlZGRkf1vNQtSSp8ETgRW\n",
       "UVz9fgh4K3AucCnFo9c/GBE3TdbGwMCmvQ5mNoLHTGnU2hu1bmjc2stad1nrOhgeU2M4lI/pxz/5\n",
       "Kf/63bW0th+Wtf9nnLCBV73spfvfcA+z/Xdx553Lece/XU9Xz9HZ2ty84V7e//onsmTJSdnahPL9\n",
       "Oy1TPWWqBSaup6+ve89BCWNyDRG5MiKem1K6a4LVIxHRv782IuLSSVZdW/sjSZIklV6uISJ/hM+j\n",
       "RgAAFrdJREFUVPv6+xTzX0uSJEmHpCwBe3RaPuBzEXFyjjYlSZKkRpR7mr5fppQuBn4GPDy6MCJW\n",
       "Ze5HkiRJKqXcAfuJwBMmWH5C5n4kSZKkUsodsM+OiMHxC1JKx2fuQ5IkSSqtXLOIHEsx3/WVKaXn\n",
       "jFvVAlwJOC5bkiRJh4RcV7DfCzwNOAr40bjlO4ErMvUhSZIklV6uWUReC5BS+suI+Pvx6/b3eHNJ\n",
       "kiRpLpnSY8yn4UXj36SUmoAbMvchSZIklVauMdjXAE+tvR4et2oX8M0cfUiSJEmNINcQkacDpJQ+\n",
       "GhFvzNGmJEmS1IhyT9P3FymlFwNdQAVoAk6IiL/N3I8kSZJUSrkD9teAduAk4FrgKThERJIkSYeQ\n",
       "3Dc5JuAZwNeBDwCPBx6VuQ9JkiSptHIH7DURMQL8BjgjIu4DjsjchyRJklRauYeI3JZS+ifgY8AX\n",
       "UkpHAc6DLUmSpENG7ivYfwJ8OSJuB95FcfX6FZn7kCRJkkor6xXsiNgJ/Lj2+nLg8pztS5IkSWWX\n",
       "+wq2JEmSdEgzYEuSJEkZGbAlSZKkjAzYkiRJUkYGbEmSJCkjA7YkSZKUkQFbkiRJysiALUmSJGVk\n",
       "wJYkSZIyMmBLkiRJGRmwJUmSpIya613AeCmlE4EvR8TZ45a9Bng5cD9wTUR8tl71SZIkSftTmivY\n",
       "KaXFwKXA5j1WPRm4p/b6+lktSpIkSZqm0lzBjog1wDtSSt/eY9WngJ8DC4BPAC+a7dokSZKkqSpN\n",
       "wN6HJwHXAZv2t2FPTwfNzU17Le/r656BsmZHo9beqHVD49Zez7oHBvb77SlJ0iGjjAF7BCCl9FHg\n",
       "rcAA8EmgAvzdvnbcsGHrXsv6+rob9od/o9beqHVD49beqHVLkvIZGhpi9eqVB7z/hg1dDA7uOVK3\n",
       "cOyxx9Ha2nrAbR9qShewI+I5ta9vrC36dO2PJEmSJrF69Ure9IHL6Zi/KGu7Wzeu5SNvfwFLlpyU\n",
       "td25rHQBW5IkSQemY/4iunqOrncZh7zSzCIiSZIkzQUGbEmSJCkjA7YkSZKUkQFbkiRJysiALUmS\n",
       "JGVkwJYkSZIyMmBLkiRJGRmwJUmSpIwM2JIkSVJGBmxJkiQpIwO2JEmSlJEBW5IkScrIgC1JkiRl\n",
       "ZMCWJEmSMjJgS5IkSRkZsCVJkqSMDNiSJElSRgZsSZIkKSMDtiRJkpSRAVuSJEnKyIAtSZIkZWTA\n",
       "liRJkjIyYEuSJEkZGbAlSZKkjAzYkiRJUkYGbEmSJCmj5noXIEmSJB2soaEhVq9eOSNtz59/2rS2\n",
       "N2BLkiSp4a1evZI3feByOuYvytru1o1r+dz7u+jpOXLK+5QqYKeUTgS+HBFnj1t2PvBqoAJ8LCKu\n",
       "q1d9kiRJKq+O+Yvo6jm63mWUJ2CnlBYDlwKb91j1ZuCFFLV+qfZ6yrq7p/7bBkB1XhuVSoXm5maq\n",
       "zU3Ma2ujr7eHJf39nPWYx3D33XezcGEfAFu3bGHJif1s2rSZo486kvkL5tPb08Phvb1j7S2/886x\n",
       "16Pr1g8OMrhhA709PZySlrJ2YB0Ai/oWTljTvtbfEcsAOCUtnXD7/bU9G8pQw1y2dmAdwyPbqFba\n",
       "6l3Kbvr7i3+TK1YsmxP9zGZfc/GYZrMvj0lSvZUmYEfEGuAdKaVv77GqEhE7gZ0ppXnTabO/fymn\n",
       "XnAZALdd/b848SmvZMuDa4ERmlo76FqwiF1D29i1cwdNzS3sHHqYlrZuhod30NLaAcC2zRugdR63\n",
       "3fcQt6z8GYctfBTc8yAjDNPUMo/v3/Jz2roW0Nq6nrZ5zRzWXuXRS0+gva2NdesGuOOuAbZt20J7\n",
       "Vy/zO1tZ2DXCfeu2sH2kjcPnd/LSp21gxdphAC44d+8QunZgHVdft3zC9XfEMj59xS0AXAJjYX10\n",
       "+3PSIDfE+knbng37ql8Hb/T8dna2ct4Zx5Xm/Pb3L+W0Cy8bez1ToWC2+pnNvubiMc1mXx6TpDIo\n",
       "TcDeh20ppRaKWrfta8Oeng6am5tmrpLKuK8jtZeVR75WqxVaWqq0tzXT3tFKW1szlaYqlWqVarVC\n",
       "c3OVtnnFNjt3Fl97FnTQuWUIgIULu+jr696ty4ULu+jsbJ1w/Zq1HbS0Fsfb29NBX183wyPbxrbv\n",
       "7emgs3PTpG3PpNG+xtcz2zUcqEaocVRZzu/AwKa69CtJUhmVMWCPAKSUPgq8Ffgw8AmgBXjvvnbc\n",
       "sGHrbu9XrFg29rEawG+v/cJ+O59siMip/f2c9ZgnTDBE5PH7GCJyCk+cwhCRhYcXQyiqlbbdgkpf\n",
       "XzfVShvnnXHchOsXLzqGV/7u1rHXAwObdtt+Ud9CzjujbcJ9Z1JfX/dYX/uqv4zG194IRs/vwoVd\n",
       "pTq/47/3ZvJq22z1M5t9zcVjms2+PCZJZVC6gB0Rz6l9fWNt0bW1Pwdk06b76xo6JvrIfs9l+/tY\n",
       "f1/rx4+9nmj7MgwZKEMNc9mivoWl/MVgxYpls1LXbAYOj+ng+5oNHpOkevNBM5IkSVJGpbuCLUmS\n",
       "ymft2ge4887l095vw4YuBgf3nCBs5qxatZKtG9dmbXPrxrWsWpX/ASa5z81MHDvM3PHvy4Gcm5k8\n",
       "/umqjIyMZC9EkiRJOlQ5RESSJEnKyIAtSZIkZWTAliRJkjIyYEuSJEkZGbAlSZKkjAzYkiRJUkYG\n",
       "bEmSJCmjOfmgmZRSMzAf2BARw/WuRzpUpJRuAjYDW0aXRcSF9atI+5NSmh8RG+tdR04ppd6IGKx3\n",
       "HbmklJqAakTsqHctkqZmzj1oJqX0BuC5wAagF/hqRHyyvlVNTUppIfBHwFHAvcA/R8Sm+la1f41a\n",
       "NzRu7WWtO6V0InBpRLyj3rXkklL6G+A84PMR8bmU0qcj4pI6l3VQUkqvAV4CXAecA9wZEX9Z36oO\n",
       "TkrpZcAIUAEuBT4REV+ub1UHJ6X0P4CfAm8GNgHfmuznWUrpXOCvgHnANuC9EXHTbNW6Ry0XA9cD\n",
       "/1Bb9HcR8Yt61FKrx3MzeT2emxkyF4eInBoRz42IV0XEc4DH1bugafifFD/wPgr8DPiX+pYzZY1a\n",
       "NzRu7aWsOyJ+C3y43nVktjgiLgCOTSk9A2iqd0EZnANcBDw9Ii6i+OHa6F4APANoo/h0tr2+5WRx\n",
       "JMUvQudHxIuAx+xj2z8BXhYRzwZeDrxtFuqbzNOBdwB/CLwMeEMdawHPzb54biaRUjo3pfTNlNJ3\n",
       "UkrfSCmdPZ395+IQkd6U0hOB1cCxQHed65mOjRHxw9rr5Smli+pZzDQ0at3QuLWXtu6IWFPvGjLr\n",
       "Til1Au8HPgE8qs715LCQ4tOP16aUeoFj6lzPQYuIV6aU3kJx4Sgi4jP1rimDs4D7gUUppXnAon1s\n",
       "OwLsrL3eCdRzOMmRwD3Ag8AuitrqyXMzOc/N5EZ/+diWUmoHPgm8Yqo7z8WA/Tbg9cARwCrgLfUt\n",
       "Z1pWppQuB9YChwPX1LmeqWrUuqFxa2/UuhvRvwJPjYirUkp/zty4Qv+3wMKIuDGldBbw9/UuKIeI\n",
       "+MeU0guAnnrXkskLgSdT3FO0v7+nzwHfTClVKD7qr+e/0y9S1P144EnAtXWsBTw3++K5mdxB/fIx\n",
       "58ZgN7qUUhfFD4f7ImJXveuZqkatGxq39katW9LMSym1lOWmyDLVAuWqp0y1QLnqqXctKaXzKe5/\n",
       "GPvlIyKmHPrn4hjshlW7QfNLFB9FfyuldGmdS5qSRq0bGrf2Rq1b0qz5UL0LGKdMtUC56ilNLSml\n",
       "BZSknjLUEhHfq93T95yIGL0pfMrm4hCRRnZqRDx39E1K6V8oxvyUXaPWDY1be6PWLWkWRMQb613D\n",
       "qHrXsudMQMBh1jJWz54zCq2wlr3V7lV5NzDlf8sG7HJp1Bs0G7VuaNzaG7VuSTNggjnoR2ozaR3S\n",
       "tdQsjogLUkrvLMFMQGWqBR6ZUeiKWl31HINdplpGp/4cdSnTvIhlwC6XRr1Bs1HrhsatvVHrVp2k\n",
       "lN4D/GdE/Fe9a9GM+H3KMwd9mWqBcs0EVKZaoFwzCpWpFiim/txEcUW9mWIK0ClzDHa5bKcYSD8E\n",
       "DANb61vOlDVq3dC4tTdq3aqfp1D/q2WaIWWag75MtdSMzgQ0Avw58FtrGTM6o9B9wHHUd0ahMtVC\n",
       "RLwSWMYBTv3pLCIlklL6HMVHEPdQfOz/h7W/4FJr1LqhcWtv1Lo1O1JKxwBfADoofgG7AvgLijmV\n",
       "X0IxteN/r63vAf4iIr6SUvp0bd2S2vZPA86nmJP2mxHx3lk9EEmqs9rUn6+IiD+Yzn5ewS6XjRHx\n",
       "w4j4bURcQzHZeiNo1LqhcWtv1Lo1O15H8Vjtx1EE5a3ADRS/iP0auIziI/zHUjw17W/H7TsQEY8G\n",
       "bgWeHRGPAX4HOKn2sBNJOmRExOXTDdfgGOyyadSHh9ydUvomMEBj1Q3FOW/E2sf/W+kDvl/nelQu\n",
       "3wO+VnuIzJXAPwPPo5jPFeBVwPNTSr8PPBHorC0fAX5We30P8HBK6b8oroD/fxGxfZbql6SG5hXs\n",
       "EomIDwC/B/wNcFFEfLTOJU1VO8Xg/2sp6j+7vuVMy1qK+u+k+Cj96PqWM2WrKIYA/IBiBpEH6luO\n",
       "yiQifgo8GrgaeBnwrdqq0TGB/0Vxx/4NwN+x+8+CbbU2dgFPoPj/6HDgupTSSTNevCTNAQbsEqlN\n",
       "bfSfwKeAK1JKV9W5pKlaHBEXUNzx22g3Up0DPBd4WkS8FGiUj8BfQDE+tqX2vr1+pahsUkrvB14d\n",
       "EZ8F/oziMds7gJba3fknAe+KiO8AF/DI92xlXBtnAj8Cro2ItwO3A0tn7ygkqXE5RKRcyja10VSV\n",
       "bdqh6SjbtEBTEhGvTCm9hQO8u1lz3j8D/yeldAnFDYr/jeKu/H8BLqb4Pr0tpbQG+DowL6XUQXGF\n",
       "ewQgIm5JKV0H/DqltBW4Cfj2bB+ItD8ppWsi4um11/8O/G1ErN5jm6OAj0fEc2s3834rIr46xfbn\n",
       "A5+OiBcfZJ2XAP8IrKwtaqf4JfYNtU+Mxm/7fOCciHjXQfR3PMUsGLfVFlUpHmzzmYh494G2q6kx\n",
       "YJdIRPy23hOrH6DRaYeuSin9OeWanml/RqcFurE2XrWu0wJNR0T8Y+3u5p5616JyiYh7KD5N2tPo\n",
       "o4evo5hLfdQHa19fu0c7f0Fxk6RUZk8d9/ppTPDpfG3qt9Gn3053+rQe4DEHVNnuRoBvRMTrAFJK\n",
       "VeCHwJ8Cuw0JjYhv8cjQroNxb0ScNfompXQksDyl9MWIiAztaxJO0ydJkkotpdQMfAw4FVgMBMWU\n",
       "k/9AMSvOz4BvAO8FllP8gnkTcD1FOH418OWIOKF2lbuNYshTC/DuiPha7QrzUyPitbU+fwi8C3gr\n",
       "xVCqKyLipSmli4E3UQT5GykC8jDF8M5TayX/74j4xB7H8BqK4YivHbfs7ymmy/wgxT0TAxT3QXx+\n",
       "dNuU0vm19VWKq9+voJgZ6AMUv1w0UVxh3+3iVu0K9jURccK4ZY+luGq+lOIepInO6REUn2zdSjG8\n",
       "bA3wexGxoXZj9Htq/d8ENNdqfBzF1fkOYB3wxxFxN4cwx2BLkqSyOxfYFhG/A5xIMbziwoh4I0BE\n",
       "nBsRfw/cBzwnIgYprhhfFREnUwTXURWK+23OAZ4NfDSltJC9r2yPDpn6M+C+Wrg+lWJqy3NrV4YH\n",
       "KD4NOhfoiYizKeaOf9L+DiildHit/5/UaloKvDIinjXaf0qplSJsXxwRZwC/Al4D/BHFI+gfS3Ez\n",
       "8otSSudN0M1RKaWbU0p3pJQGgPcBL65d0Z/onI4+0v4M4EMRcTrFNLCvTCn1Af8TeEbt3PXWamyh\n",
       "GHb28lo9/wh8fH/HP9c5RESSJJVaRPw4pbQ+pfSnwMkUN+p2TWHXn02wbAT499rTFO9LKf2MImxO\n",
       "pjLu9dNrff8spQTQSnEV+2NASil9B7gK+MtJ2nlBSunm2usq8NWI+I/a1ea1EbFqj+1Ppxjm8SuA\n",
       "iPhrio6+ApyZUnpGbdtO4DSKGYLGuy8izkopVSiGiJ1BbTraSc7p6JSdayPiltrrX1OE6fOA6yLi\n",
       "/loNnwFeTPGLQT/wrdo5gWJ2q0OaAVuSJJVa7X6T91Dc4/MpiqkjK/vcqfDwJMvH31RYAXZSBO/x\n",
       "bbawtyrFUJM31erqohgm8WDt6vazKK4C35RSOjUiNo7bd4Tiiaivm0atO8a/SSkdRnGjYhV4e0R8\n",
       "o7a8D9g0SbtExEhK6e3ALymuuP//+zmn2/aou0JxzsaPfBjdtglYMTrWuza2/IjJajlUOEREWaSU\n",
       "rkwpNdw3VEppfkrp6/WuQ5K0T8+kCLafoRgTPH5K2F0ppdHXO5k4GI9XoRjHTErpOOBxFFe61wGn\n",
       "1JafQHG1d7TN0QuSPwJenFLqq10V/hjwppTSc4HPR8SVFOOzN7P3rFQVpvZLwei2UIyL7kspnVJ7\n",
       "/5fAH1M8A+H1KaXmWsj/MfD4fTVYm6nkbcA7U0qL2fc5nchPgcellI6oHfsfUIw9/w3QO26Iyuso\n",
       "ntNwSDNgK4uIeG5ENOLDTnLdHS5JmjkfB16eUvoFxcxV3wRGb977JvDLlNI8iqeOXlkbcrGnkXFf\n",
       "t9eePXE58PramO3vAatTSkFxVffHte0fAFallL5fGzbxHoqA++va+vdT3KC4NaV0G0VY/2pE3JZS\n",
       "ekFK6ePj+t3XzBIje7weqT099VXAZ1NKt1AM5Xg/xZSby4GbgV8An4yIa/fTJhFxNcWNn+9j8nM6\n",
       "UZ0jEbEOeCPF8zp+TvFLx7aIGKJ4yNyHajVeTBGyD2nOIqIxKaWnUdyRXQXupvgN/DSK32j/vjZO\n",
       "7EaK/4xurF0xuJviyY2/oPjt914muLM5pXQrxV3Iv0kpfQHYGBFvSCk9EfibiHguk0gpvZniN/Zd\n",
       "FHOX/lXtt+9PAsdSXF14Z0RcnVJ6N8V/BO+p7Xt3rZanU9xM0kMxVuy7EfGntceNj90dfrDnUJKk\n",
       "uaj2rIg3Au+pDTn5CLAsIv65zqWVklewtaeTKMLocuDGiDiHIqD+de0js89RfCwExZ3Et0TEAI+M\n",
       "0drzzuYX1j42uoLi4ygoPnYbvcP6QvYx12dK6fHAn1B8hHcG8NiU0tnAPwHfi4gzgYuAT6WUFjH5\n",
       "XeBQ3MTyklo7z6+Nlxu7O3zqp0iSpENL7Sr/AoqHT91CcSPjIT9byGS8yVF7iojYlFJ6FtCeUhr9\n",
       "mKcDeDTwRYpxWG8HXk4xfdB45zPxnc1XAm9JKY1+rJZqN2U8G9hXuH0KcHlEjN688SyKnZ8OXFor\n",
       "+K7aXeBPmKSN0bFsP42ILbX9V1DcFb1lH31LkqSaiPjzetfQKAzY2tPoXcxVivk4fwlQu4FxfUTs\n",
       "SCktqwXcZwJv2GP/ye5s3kEx1vl8iidXraEYs9Vae+rcZIYYd1NI7SlUD9f6GX+zSIXi3/MIu38y\n",
       "M/5ml4nuipYkScrKISKazA+ohedaqL2ZR+6I/hzFfJrXRMS2Cfbb687m2t3LP6MYv3VNbbu/priy\n",
       "vS8/Bi5MKXXWnuT1ReCxtf0vrdXXTzHk5KcUd4E/urb88cCR7PumkvF3h0uSJB00A7bGGz9e+T0U\n",
       "Q0RuBb4P/EVE3FVb9w2Kpz7tOTxkhH3f2Xwl0BERy4BrgT6KsdmTioibgf8FXEcxf+ePIuL7FEH9\n",
       "GSmlX1E80vXSiFgD/AdweO1O7ssoHuVaYfK7t8fuDt9XHZIkSVPlLCKSJElSRn40rrpLKS0BvjLJ\n",
       "6ksj4qbZrEeSJOlgeAVbkiRJysgx2JIkSVJGBmxJkiQpIwO2JEmSlJEBW5IkScrIgC1JkiRlZMCW\n",
       "JEmSMvp/fPfr/aoUaxsAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b751610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['review_count', 'stars', 'attributes.Price Range']\n",
    "pd.scatter_matrix(biz[cols], figsize=(12, 12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* In the business dataset, each of the feature attributes such as 'Wi-fi', 'Good for kids' were represented as binary. And there was a lot of missing values.\n",
    "* Stars, price range look like continous variable but the actually discrete beacuse stars were rounded to half point and price range can only take values from 1-4\n",
    "* Most of the businesses have stars above 3.5 in this dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicting business features based on text reviews\n",
    "* When poeple post reviews on yelp, text reviews are required but reviews of the features of the buiness such as 'Good for Kids', 'Good for Group' , ' Have Wifi' etc. are voluntary. So it will be helpful if we can predict some of the features based on the text reviews.\n",
    "* To simplify the study, I only predict one feature: 'Is Good for Kids'. But the methdology used could be replicated to study other features as well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge reviews and business on business_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "biz_review = pd.merge(reviews,restaurants,on='business_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(990627, 115)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biz_review.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## This helper function takes in a string and return a string with stopwords removed\n",
    "def remove_stop_words(text):\n",
    "    from nltk.corpus import stopwords\n",
    "    stop = set(stopwords.words('english'))\n",
    "    return ' '.join([w for w in text.split() if not w in stop])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(271487, 3)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = biz_review[['attributes.Good For Kids','text','votes.useful']]\n",
    "df = df.dropna()\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>attributes.Good For Kids</th>\n",
       "      <th>text</th>\n",
       "      <th>votes.useful</th>\n",
       "      <th>text_sw</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td> True</td>\n",
       "      <td> If you want a true understanding of Pittsburgh...</td>\n",
       "      <td> 2</td>\n",
       "      <td> If want true understanding Pittsburgh morning,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td> True</td>\n",
       "      <td> Good Luck getting a seat, that's all I have to...</td>\n",
       "      <td> 0</td>\n",
       "      <td> Good Luck getting seat, that's I say. The Gab ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td> True</td>\n",
       "      <td> Stick to basics and this is the best place in ...</td>\n",
       "      <td> 0</td>\n",
       "      <td> Stick basics best place around 'burgh. First t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td> True</td>\n",
       "      <td> The biggest breakfast in Pittsburgh, as far as...</td>\n",
       "      <td> 0</td>\n",
       "      <td> The biggest breakfast Pittsburgh, far I tell -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td> True</td>\n",
       "      <td> Cheap, unpretentious, and, for this, one of my...</td>\n",
       "      <td> 0</td>\n",
       "      <td> Cheap, unpretentious, and, this, one favorite ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   attributes.Good For Kids  \\\n",
       "34                     True   \n",
       "35                     True   \n",
       "36                     True   \n",
       "37                     True   \n",
       "38                     True   \n",
       "\n",
       "                                                 text  votes.useful  \\\n",
       "34  If you want a true understanding of Pittsburgh...             2   \n",
       "35  Good Luck getting a seat, that's all I have to...             0   \n",
       "36  Stick to basics and this is the best place in ...             0   \n",
       "37  The biggest breakfast in Pittsburgh, as far as...             0   \n",
       "38  Cheap, unpretentious, and, for this, one of my...             0   \n",
       "\n",
       "                                              text_sw  \n",
       "34  If want true understanding Pittsburgh morning,...  \n",
       "35  Good Luck getting seat, that's I say. The Gab ...  \n",
       "36  Stick basics best place around 'burgh. First t...  \n",
       "37  The biggest breakfast Pittsburgh, far I tell -...  \n",
       "38  Cheap, unpretentious, and, this, one favorite ...  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df['text_sw'] = df.text.apply(remove_stop_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Generate the feature vector and target variable\n",
    "#from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "# vectorizer = CountVectorizer(ngram_range = (1,2))\n",
    "vectorizer = TfidfVectorizer(min_df=2)\n",
    "x = vectorizer.fit_transform(df.text_sw)\n",
    "y = df['attributes.Good For Kids'].values.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# #Convert the sparse matrix back to a normal array to run feature selection\n",
    "# x_back = x.toarray()\n",
    "# x_df = pd.DataFrame(x_back, columns=vectorizer.get_feature_names())\n",
    "# x_columns = list(x_df.columns)\n",
    "\n",
    "# #Feature selection\n",
    "# from sklearn import feature_selection as f_select\n",
    "# significant_features = []\n",
    "# pvals = []\n",
    "# for feature in x_columns:\n",
    "#     pval = f_select.f_classif(x_df[feature],y)\n",
    "#     if pval[1][0] < 0.05:\n",
    "#         significant_features.append(feature)\n",
    "#         pvals.append(pval[1][0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create OOS data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Create test data\n",
    "from sklearn import cross_validation\n",
    "xtrain, xtest, ytrain, ytest = cross_validation.train_test_split(x, y, test_size=0.2, random_state=1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn import naive_bayes, linear_model\n",
    "# new_features = x_df[significant_features]\n",
    "\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "scores = cross_val_score(naive_bayes.MultinomialNB(),xtrain,ytrain,scoring='roc_auc',cv=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.86926024115505096"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x189b0b5d0>"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAeMAAAFxCAYAAABA2cBwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XeUnNd95vnvW6GruzqH6twNoNHACxAkAsGowGBSoqWx\n",
       "LY+ksccz41nP7ljHZ7T28Vn7+Oxw59ijXWnttcfaPbblkUeyrDjWmJQoi6RIkaIZQBJEzuFFN0IH\n",
       "NDrnWOndP6oaBEkAnar6Vng+5+B0d3WFH3Dx1lPvvfe913JdFxERETHHY7oAERGRfKcwFhERMUxh\n",
       "LCIiYpjCWERExDCFsYiIiGEKYxEREcN8t/ulbdt+4BvABiAAfBHoBZ4DLiTv9teO4zxl2/ZvAp8D\n",
       "osAXHcd5Pm1Vi4iI5BDrdtcZ27b9G8BOx3H+N9u2K4ETwBeAcsdxvnzD/eqBl4C9QBHwJnCP4zjh\n",
       "NNYuIiKSE257Zgw8BTyd/N4DREgErm3b9qeADuB3gfuAtxzHiQAR27Y7gZ3A4bRULSIikkNuO2bs\n",
       "OM6M4zjTtm2Xkgjm/wM4CPy+4zgPA5eAPwJKgYkbHjoFlKenZBERkdyy1Jkxtm23AD8EvuI4zvdt\n",
       "2y53HGcxeJ8B/hJ4g0QgLyoFxm73vK7rupZlra5qERGR7HTT4FtqAlcdibHg/+A4zqvJm1+0bft3\n",
       "HMc5BDxOoiv6IPAl27YDQCGwHTh922osi6GhqZX9FSRrhUKlau88ovbOL2rv5QuFSm96+1Jnxk+S\n",
       "6G7+Q9u2/zB52+8C/69t2xHgGvC5ZFf2XwD7SHR9P6nJWyIiIstz29nUaebqk1T+0Cfn/KL2zi9q\n",
       "7+ULhUpv2k2tRT9EREQMUxiLiIgYpjAWERExTGEsIiJimMJYRETEMIWxiIiIYQpjERERwxTGIiIi\n",
       "himMRUREDFMYi4iIGKYwFhERMUxhLCIiYpjCWERExDCFsYiIiGEKYxEREcMUxiIiIoYpjEVERAxT\n",
       "GIuIiBimMBYRETFMYSwiImKYwlhERMQwhbGIiIhhCmMRERHDFMYiIiKGKYxFREQMUxiLiIgYpjAW\n",
       "ERExTGEsIiJimMJYRETEMIWxiIiIYQpjERERwxTGIiIihimMRUREDFMYi4iIGKYwFhERMUxhLCIi\n",
       "YpjCWERExDCFsYiIiGEKYxEREcMUxiIiIoYpjEVERAxTGIuIiBimMBYRETFMYSwiImKYwlhERMQw\n",
       "hbGIiIhhCmMRERHDFMYiIiKGKYxFREQMUxiLiIgYpjAWERExTGEsIiJimMJYRETEMIWxiIiIYQpj\n",
       "ERERwxTGIiIihimMRUREDFMYi4iIGKYwFhERMcx3u1/atu0HvgFsAALAF4FzwDeBOHAa+LzjOK5t\n",
       "278JfA6IAl90HOf5NNYtIik2MDpLz+A0bvJnr8di+4ZKigK3fZsQkRRY6ij718CQ4zi/btt2JXAC\n",
       "OAY86TjOG7Zt/1fgU7ZtvwP8NrAXKALetG37ZcdxwuksXkTWJhqLc7xjmFePXeVc19gHfh8o8PLR\n",
       "uxp47J5m6iqDBioUyQ9LhfFTwNPJ7z1ABLjbcZw3kre9AHwciAFvOY4TASK2bXcCO4HDqS9ZRFLh\n",
       "5MURvvXiecamFgBoCRXT3lyB12MBMDMf5dSlYX52pJdXjvTywI46/u3PbyPg95osWyQn3TaMHceZ\n",
       "AbBtu5REMP8n4L/ccJcpoBwoAyZucruIZJiFcIz/8Wonrx27itdjcfeWGnZvqaGmvOgD9/3QnfVc\n",
       "6BnnwNkB9p8ZoH90lt/5zE7KSwIGKhfJXUsOBtm23QL8EPiK4zh/b9v2n97w6zJgHJgESm+4vRT4\n",
       "YJ/X+4RCpUvdRXKI2tu8zp5x/vS7h7k2PENtVRG/+rhNQ3XxbR/zYFUx997ZwDOvdXLswhBf+u5R\n",
       "/vO/f4ANDWW3fZzaO7+ovdfGcl33lr+0bbsOeA34D47jvJq87cfAnzuO87pt218FXgHeAF4G7gUK\n",
       "gXeAXUuMGbtDQ1Mp+UtI5guFSlF7m/XO2X7+7vnzRGJx7t1Wy0d3NuDzLv+CCtd1eefsAPtOXqOw\n",
       "wMsf/Ks9bKy/eSCrvfOL2nv5QqFS62a3L3UkPkmiu/kPbdt+1bbtV0l0VX/Btu23SZxZP+04zgDw\n",
       "F8A+EuH8pCZviWSGuOvyg9cv8t9+fBbLgs881Maje5pWFMQAlmXx4I56fuHBDcyHY/zVD04xOavD\n",
       "XCQVbntmnGY6M84j+uRsxtxClK89d5bjHcNUlBTw6Yfabjo2vFJvn+7nzVPXsFsr+L1f3f2BYFd7\n",
       "5xe19/Kt9sxYRLLU0PgcX/rOEY53DNNaW8Kvf9xOSRADPLijji3N5Tjd4zz16sWUPKdIPlMYi+Qg\n",
       "p3uM/+tbh+gbnuHuLTX8i0fbU7p4h2VZfPKBDVSVBXj5cA/7z/Sn7LlF8pHCWCTHvHOmnz/7/nFm\n",
       "56N8/N4WHr+n5fq1w6kU8Hv59EfbKPB5+O5PHcanF1L+GiL5QmEskkP2n+nna8+dxe/18CuPtrO7\n",
       "vSatr1dVVsjDuxuZC8f4+591pPW1RHKZwlgkR+w/08/XnztLgc/LrzzaTmvd+lz3ubu9hsbqIIfO\n",
       "D3Ly4vC6vKZIrlEYi+SAd94XxA3V67eOtGVZPHFfKx4Lvv1Th4VwbN1eWyRXKIxFstyV/kn+9vlz\n",
       "RoJ4UaiiiPu21zE6ucCP3ry07q8vku0UxiJZbG4hyld/dIZY3OWXPrzRSBAvenBHPRUlBbx0qIeu\n",
       "/kljdYhkI4WxSBb73ssXGByf475ttWxaYq3odPP7PDx2dzOuC99+/qzRWkSyjcJYJEvtP93P26f7\n",
       "qa8K8tGdDabLAaCtsYyWUDEHzw5woWfcdDkiWUNhLJKFhsbn+PZPHQp8Hn7xQxvxrnCd6XSxLIuH\n",
       "dzcB8A+vdmJwuV2RrJIZR7CIrMgPXr/IQiTG4/c0U1maWXsLN9YUc2dbNZf6JjniDJkuRyQrKIxF\n",
       "skxX/xQHzw1SX1XEjo1Vpsu5qY/fvwHLgqdfv0g0FjddjkjGUxiLZJmnX+sE4OFdTVhW6pe5TIWa\n",
       "iiJ2ba5hcGyOfSevmS5HJOMpjEWyyLkro5y5MsaGulI21K/PClur9aE76/F5LZ5/+4rOjkWWoDAW\n",
       "yRKu6/LUa4ntCh/e3Wi4mqWVFPnZtbmG0akF7eoksgSFsUiWOOwMcaV/Crulgvoqc4t7rMR922vx\n",
       "eCye399FPK6Z1SK3ojAWyQKu6/KPb17GsuCjuzLjmuLlKA0WcOemKgbH5jh0ftB0OSIZS2EskgXO\n",
       "d43RNzzDttZKqkoLTZezIvdvr8Oy4Nm3rxDXdcciN6UwFskCLx/pBWDv1pDhSlausjTA9g2V9A3P\n",
       "cKJDWyyK3IzCWCTDDY3PcaJjmPqqII01xabLWZUH7qgDEmfHWpVL5IMUxiIZ7pUjvbjAXjv7zooX\n",
       "1ZQX0d5UzpX+KS72aUcnkfdTGItksPlwlH0n+igu9LGtpcJ0OWuy2MX+6tFew5WIZB6FsUgG23+6\n",
       "n7lwjN3tNRmzGcRqtdaVUFUa4OC5QSZnw6bLEcko2X10i+Qw13V5+XAvHo/F7vYa0+WsmWVZ7NlS\n",
       "Qyzu8qaWyBR5D4WxSIZyusfpH51lW2sFxUV+0+WkxJ2bqvF5Pbx69KoWARG5gcJYJEO9eSpx9rhr\n",
       "c/afFS8KFHjZsbGSkcl5Tl4aMV2OSMZQGItkoLmFKIfPD1JeXEBzKDsvZ7qV3VsSHy40kUvkXQpj\n",
       "kQx02BkkHI1zZ1tVxm6TuFp1lUEaq4s5fWmUwbFZ0+WIZASFsUgGeivZRX3nxirDlaTHni01uMCb\n",
       "p7SbkwgojEUyzuDYLBd6JmitLaG8JGC6nLTY0lKOz+vh4LkBrcglgsJYJOO8fTpxtnhnW26eFQMU\n",
       "+Ly0N5UxODZH98C06XJEjFMYi2SQuOvy5qlr+H0etmb5iltL2b6hEoCD5wYMVyJinsJYJIM43eOM\n",
       "Ti6wraWCAp/XdDlptamhjAK/hwPqqhZRGItkkrdPJyZu7cjhLupFPq+HLU3ljE4ucEmbR0ieUxiL\n",
       "ZIhoLM5RZ4iSIj8toRLT5ayLbde7qgcNVyJilsJYJEOcuTzKXDiG3VqRc9cW38rGulICBV4Onhsg\n",
       "rq5qyWMKY5EMcfh84uxwW2ul4UrWj9frwW6pYGImTEfPuOlyRIxRGItkgGgsztELiS7qxuqg6XLW\n",
       "1bbWxKxxdVVLPlMYi2SAxS7qbXnURb2otbaUooCPw86guqolbymMRTLAYhe1nUdd1Is8Hou2hjKm\n",
       "ZiP0aAEQyVMKYxHDFruoS4P510W9qK2xDEDbKkreUhiLGHZ9FnVL/nVRL9pYX4plwWmFseQphbGI\n",
       "Yfk4i/r9igI+GqqCXLw6wex8xHQ5IutOYSxiUDQW52hHoou6IU+7qBe1NZYTd+HMlTHTpYisO4Wx\n",
       "iEEdPePMLcTY2py/XdSLNjUkxo1PXVRXteQfhbGIQSeSwbM4gSmf1VcVURTwcerSiDaOkLyjMBYx\n",
       "6ETnMH6fh5ba/FiL+nYsy2JTQykTM2F6BnWJk+QXhbGIIQNjswyMzbGhrgSfV4ciQNtiV7VmVUue\n",
       "0TuAiCEnOxOBs7mx3HAlmWNjMoxPatxY8ozCWMSQExeHAY0X3yioS5wkTymMRQyYD0dxuseprSii\n",
       "NFhgupyM0tZYRtyFc126xEnyh8JYxICzV8aIxV02N+ms+P021JcCcL5LWypK/lAYixhwMtlFrfHi\n",
       "D2qoCuLzejjbNWq6FJF1ozAWWWeu63Kic4SigJf6qvxedetmvF4PzaFiro3MMjG9YLockXWhMBZZ\n",
       "Z90D00zMhGlrKMPjye9Vt25lQ12yq7pbXdWSHxTGIutscZvANnVR31JrXWIRFE3iknyhMBZZZ+eu\n",
       "JMZCFycqyQfVVQYJ+D2c07ix5AmFscg6CkdidF6doLaiiGDAZ7qcjOXxWDSHShgan2dkYt50OSJp\n",
       "t6x3A9u27wf+xHGcR23b3gM8C3Qkf/3XjuM8Zdv2bwKfA6LAFx3HeT4tFYtksc6rE0Rj7vVuWLm1\n",
       "DXWlXOyb5Hz3GB++q8F0OSJptWQY27b9B8C/ARZXbt8LfNlxnC/fcJ964LeTvysC3rRt+2XHccKp\n",
       "L1kkey2OgaqLemmtyUlc57oUxpL7lnNm3Al8GvhO8ue9wFbbtj9F4uz4d4H7gLccx4kAEdu2O4Gd\n",
       "wOHUlyySvc5dGcNjQXNIZ8ZLCVUUUljg5VzXGK7r5v1+z5LblhwzdhznhyS6nhcdAH7fcZyHgUvA\n",
       "HwGlwMQN95kCNFVU5Aaz81Eu909SX1VMwO81XU7GsyyLDXWljE0tMDg+Z7ockbRazQySZxzHWQze\n",
       "Z4C/BN4gEciLSoElr0kIhdRVl0/yvb0PnunHdcHeWElFRe4v9pGKv6O9sQqnZ5zekTnu3FqXgqok\n",
       "XfL9+F6r1YTxi7Zt/47jOIeAx0l0RR8EvmTbdgAoBLYDp5d6oqGhqVW8vGSjUKg079v7nZN9ANSV\n",
       "FzI+Pmu4mvSqqAim5O8YKgsAcOjMNfa2V6/5+SQ9dHwv360+tKwkjN3k198CvmLbdgS4BnzOcZxp\n",
       "27b/AthHouv7SU3eEnmvc12jeL0WjTXFpkvJGlWlAYoLfRo3lpy3rDB2HOcK8KHk9yeAj9zkPl8H\n",
       "vp7K4kRyxeRMmN6hGVrrSvB5dXn/ci2OG5/tGqNveIYmTXyTHKV3BZF1cL47MYViY53G1VaqVetU\n",
       "Sx5QGIusg8Xri1sVxiumdaolHyiMRdbBuStjFPg92jJxFSpKApQVF3C+a4y46y79AJEspDAWSbPx\n",
       "6cR1ss01JdoycZU21JUwuxClZ2B66TuLZCGFsUiaXehJjHU212oW9Wq11r67NKZILlIYi6RZR09i\n",
       "jRwtgbl6744ba0tFyU0KY5E0c3rG8HosjRevQWmwgKrSABd6JojG4qbLEUk5hbFIGs3OR7g6NEND\n",
       "dVDXF69Ra10pC5EYXf1a6Ulyj94dRNKo8+oELtBSqy7qtdIlTpLLFMYiaXRB48Up01qrMJbcpTAW\n",
       "SaMLPeNYFlqPOgWChX5C5YV09k4QiWrcWHKLwlgkTSLRGJevTVJbUaT9i1NkQ30pkVicjl4tjSm5\n",
       "RWEskiaX+iaJxV11UadQW0MZACcvjhiuRCS1FMYiaXKhNzlerMlbKdNcm9j1SmEsuUZhLJImHYsr\n",
       "b2m8OGV8Xg8b60voH51lcHzOdDkiKaMwFkmDeNylo3eCytIAxUV+0+XklLbGcgBO6exYcojCWCQN\n",
       "eganWYjENF6cBu+OGw8brkQkdRTGImmwuDlES0hd1KlWVlxATXkh57vGWYjETJcjkhIKY5E0uNC7\n",
       "uFOTzozToa2xjEgsjtOtBUAkNyiMRVLMdV0u9IxTUuSjvLjAdDk5aXNy3FizqiVXKIxFUmxgbI6p\n",
       "2QjNoRIsyzJdTk5qrCkm4PdwonME13VNlyOyZgpjkRRbHC/W5K308XosNtaXMTI5T//orOlyRNZM\n",
       "YSySYh0K43XR1piYVX2iU13Vkv0UxiIp5vSME/B7CVUUmi4lp7U1lmFZcNgZNF2KyJopjEVSaGxq\n",
       "geGJeZpCxRovTrPiQj+ttSVc6pvUalyS9RTGIim0uJtQs64vXhfbN1QBcPDsgOFKRNZGYSySQpq8\n",
       "tb62tpTj9Vi8ozCWLKcwFkmhCz3jeD0W9VVB06XkhcICH5saSukbnqF3aNp0OSKrpjAWSZHZ+QhX\n",
       "h2ZoqA7i8+rQWi+LXdUHdHYsWUzvGCIp0tE7gQu0aAnMddXeVI7f5+HA2QEtACJZS2EskiLX16PW\n",
       "ePG68vs8bGkqZ3hinkvXJk2XI7IqCmORFLnQM45lJZZqlPW1fUMloK5qyV4KY5EUWAjHuHxtirrK\n",
       "IAG/13Q5eWdjfSmFBV4OnhskFo+bLkdkxRTGIinQeXWCeNylVePFRni9HrZvqGRyJszxDi2PKdlH\n",
       "YSySAueT++q21CmMTdndXgPAq8d6DVcisnIKY5EUON89hmVp8pZJoYoimmqKOXtljAHt5CRZRmEs\n",
       "skYaL84ce7Ykzo5fO37VcCUiK6MwFlmj6+PF6qI2bmtLBUUBH2+evEY4EjNdjsiyKYxF1mhxvFiT\n",
       "t8zzeT3sbKtmZj7KofPaWlGyh8JYZI0Wx4ubNF6cEXa3VwPw6jF1VUv2UBiLrIHGizNPeUmAtoYy\n",
       "LvVN0j0wZbockWVRGIusgcaLM9PuLYuXOensWLKDwlhkDTRenJnaGsooC/rZf6afuYWo6XJElqQw\n",
       "FlkDjRdnJo/HYld7DeFInLdP95suR2RJCmORVVocL67XeHFG2tlWjcdj8eqxXm2tKBlPYSyySk7P\n",
       "uMaLM1hxkZ+tzeX0Dc/S0TthuhyR21IYi6zS6cuJDQk21pcZrkRuZXEi1z8d1XrVktkUxiKrdOby\n",
       "KD6vh6aQ9i/OVC2hEqrLCjniDDExEzZdjsgtKYxFVmF0cp5rI7O01pXg8+owylSWZbF7Sw2xuMub\n",
       "J/tMlyNyS3oXEVmF05dHAdjUoC7qTHfnxip8Xg+vH+8jrolckqEUxiKrcPrS4nhxqeFKZCmBAi/b\n",
       "WisYnpinUxO5JEMpjEVWKB53OXNljLKgn6rSgOlyZBl2bKwC4O3T1wxXInJzCmORFbp8bZK5hSib\n",
       "GsqwLMt0ObIMrXUllAb9HDw3qK0VJSMpjEVWSOPF2ceyLHZsrGI+HON457DpckQ+QGEsskKnL41g\n",
       "WWixjyyz2FX91il1VUvmURiLrMDMfIRL1yZpqCqmsMBnuhxZgeryQuqrgpy5PMrE9ILpckTeQ2Es\n",
       "sgLnrozhurCpUbOos9Gdm6qIu3Dg7IDpUkTeQ2EssgKLS2Bu0hKYWWnbhko8FrylnZwkwyiMRZYp\n",
       "7roc7xyhKOCjvipouhxZhWDAR1tjGT2D0/QOTpsuR+S6ZQ162bZ9P/AnjuM8att2O/BNIA6cBj7v\n",
       "OI5r2/ZvAp8DosAXHcd5Pk01ixhx5doUkzNh7tpUhcejS5qy1R0bq+i8OslhZ5DmWk3Ck8yw5Jmx\n",
       "bdt/AHwNWFzd4MvAk47jPARYwKds264Hfhv4EPAE8Me2bRekp2QRM451DAHQ3lxuuBJZi00NZXg9\n",
       "FkecIdOliFy3nG7qTuDTJIIX4G7Hcd5Ifv8C8DhwL/CW4zgRx3Emk4/ZmepiRUw61jGM12uxQUtg\n",
       "ZrWA38uG+lKuDs8wODZruhwRYBlh7DjOD0l0PS+6sX9uCigHyoCJm9wukhMGx+foG55hY10pBT6v\n",
       "6XJkjbY2VwBw9IIWAJHMsJoLJeM3fF8GjAOTwI2nC6XA2FJPFArpDCOfZHN77z83CMDOLSEqKjR5\n",
       "azky+d/p7jv8/PRQN6cuj/Lrv7DDdDk5IZuP70ywmjA+Ztv2w47jvA58AngFOAh8ybbtAFAIbCcx\n",
       "ueu2hoamVvHyko1CodKsbu99x3sBaKgsYnxcXZtLqagIZvy/U1NNMeevjNJ5ZYTyYk1xWYtsP77X\n",
       "060+tKzk0qbFjUB/D/iCbdtvkwjzpx3HGQD+AthHIpyfdBwnvPpyRTLHzHyEC93j1FcFKSnymy5H\n",
       "UmRLcwUucLxDE7nEvGWdGTuOc4XETGkcx+kAHrnJfb4OfD2FtYlkhFMXR4i7sEWzqHPK1uZyXj12\n",
       "laMXhnh4d5PpciTPadEPkSUs7vLT3qQwziXlJQFqK4o4e2WMuYXo0g8QSSOFschtRGNxTl5MjCnW\n",
       "lBeaLkdSbEtzObG4y8mLI6ZLkTynMBa5jbNXxpgPx2hvLseytOpWrtmSvMTpmMaNxTCFschtHHYS\n",
       "lzTZLRWGK5F0CFUUUhb0c+rSKLF4fOkHiKSJwljkFqKxOMcuDFFc6KOppth0OZIGlmWxqbGMuYUo\n",
       "l/t0aY6YozAWuQWnZ5yZ+ShbWyrURZ3D2hoS22GevKRxYzFHYSxyC0fOq4s6H7TWleLxWJxSGItB\n",
       "CmORm4jHXY5cGKIo4KM5pG32clnA76W5ppiu/sQWmSImKIxFbqKjd5yp2Qhbm8u1d3Ee2JTsqj5z\n",
       "edRwJZKvFMYiN3E4udetuqjzQ1tjIozVVS2mKIxF3ifuuhw+P0hhgZeWOu1Ekw9qygspKfJz6tII\n",
       "8bi79ANEUkxhLPI+l65OMjETZktTOV51UecFy7LY1FDGzHyUK/26xEnWn8JY5H0OJWdRb1UXdV5p\n",
       "a0j0gqirWkxQGIvcIO66HDo/QMDvZWO9uqjzyYb6UixLYSxmKIxFbtDZO8H4dJitzeV4vTo88klh\n",
       "QWKltct9k0zPRUyXI3lG7zYiN1jsot62odJwJWLCpoYyXHSJk6w/hbFIUjzucig5i7pVs6jz0uLS\n",
       "mOqqlvWmMBZJ6ugdZ3ImzNaWCs2izlO1lUUEC32JS5xcXeIk60dhLJJ08Fyii3p7q7qo85VlWbQ1\n",
       "lDE1G6FnYNp0OZJHFMYiQCwe57AzSFHAR0ut1qLOZ5vUVS0GKIxFAKc7sRa13VKhtajz3EZd4iQG\n",
       "KIxFuGEWdasW+sh3RQEf9VVBLl6dYHZelzjJ+lAYS96LxuIcPj9IcaG2S5SEtsYy4i6cvTJmuhTJ\n",
       "EwpjyXvnu8aYmY+qi1qu0yVOst4UxpL3DmqhD3mf+qogRQEvpy6N4OoSJ1kHCmPJa9FYnCPOECVF\n",
       "fppqik2XIxnCsiw21ZcxPh2md2jGdDmSBxTGktfOXhllbiGK3VqBZamLWt6lS5xkPSmMJa9poQ+5\n",
       "lU3JLRVPdA4brkTygcJY8lYkGufohSFKg34aqoOmy5EMEyz001gdpPPqhHZxkrRTGEveOn15hPlw\n",
       "jG2tleqilptqbyrHdeHURXVVS3opjCVvaaEPWcrmpnIAjqurWtJMYSx5KRyJcezCMOXFBdRXqYta\n",
       "bq6mvJCy4gJOXRohGoubLkdymMJY8tKpSyMsRGJs0yxquQ3LsmhvKmc+HONCz7jpciSHKYwlL+0/\n",
       "MwDAdi30IUtob0xc4qSuakknhbHkndn5CCc6h6kuLyRUUWS6HMlwLbUlFPg8HO8Y1mpckjYKY8k7\n",
       "R5whYnGXOzZoFrUszev1sKmhjOGJefpGZk2XIzlKYSx5Z//ZfgDuUBe1LNPmpkRXtRYAkXRRGEte\n",
       "GZtawOkap6mmmPKSgOlyJEu0NZZjWXC8Q2Es6aEwlrxy4OwALnDHRp0Vy/IFAz4aq4u5eHWCiekF\n",
       "0+VIDlIYS15552w/HgtsrUUtK2S3VuACh50h06VIDlIYS964NjJD98A0GxvKCAZ8psuRLGO3JD7A\n",
       "HTw3YLgSyUUKY8kbi9cWa+KWrEZp0E9zqJjO3gnGptRVLamlMJa8EHdd9p/ux+/z0N5cbrocyVLb\n",
       "WisTXdXJdc1FUkVhLHnhXNcYI5PzbGutoMDnNV2OZCm7pQLLUle1pJ7CWPLCvhN9AOxsqzZciWSz\n",
       "4iI/LaESLvZNMjIxb7ocySEKY8l503MRjl4YoqosQGNNselyJMttS845OKSuakkhhbHkvHfO9BON\n",
       "uexsq9byl7JmW9VVLWmgMJac5roub5zsw2PBjk1VpsuRHBAM+NhQV8qV/ikGx+dMlyM5QmEsOa1r\n",
       "YIrewRk2N5VTXOg3XY7kiG3JRWMOnOk3XInkCoWx5LR9J64BmrglqWW3VODzWuw7eY24tlWUFFAY\n",
       "S84KR2K8c6afkiIfmxrKTJcjOSRQ4MVuqWR4Yh6ne9x0OZIDFMaSs945O8BcOMZdbdV4PJq4Jam1\n",
       "c3Oit+XNk32GK5FcoDCWnOS6Li8f6sFjwe72GtPlSA5qDhVTUVLA4fNDzM5HTJcjWU5hLDnpfNcY\n",
       "V4dn2NpSQWmwwHQ5koMsy2JnWzWRWJwDZ3WZk6yNwlhy0suHewG4x641XInksh2bqrEseOOEuqpl\n",
       "bRTGknMGx2Y50TlMQ1VQK25JWpUG/bQ1lNE1ME33wJTpciSLKYwl5/zsSC8usNcOmS5F8sDiRK59\n",
       "J68ZrkSymcJYcsrcQpR9J69RUuTHbtW+xZJ+bY3lBAt9vH36GgvhmOlyJEspjCWnvHky8Ya4Z0sN\n",
       "Xl3OJOvA67HYtbmauYUY+89qRS5ZHd9qH2jb9lFgIvnjJeCPgW8CceA08HnHcbQ0jaybaCzOiwe7\n",
       "8Xktdunm1TtwAAATAElEQVRyJllHu9trOHB2gJ8d7uXhXY3akERWbFVnxrZtFwI4jvNo8s//AnwZ\n",
       "eNJxnIcAC/hU6soUWdpbp64xNrXA7vYagoFVf84UWbHSYAFbWyroG57hvFbkklVYbTf1LiBo2/ZP\n",
       "bdt+xbbtB4C7Hcd5I/n7F4DHU1KhyDJEY3Ge39+F12Nx3/Y60+VIHtq7NTFh8JUjPYYrkWy02jCe\n",
       "Af7McZwngN8Cvve+308D5WspTGQlDpwdYHhinp2bqykp0u5Msv4aa4qpqyziWMcwwxPaWlFWZrV9\n",
       "eReATgDHcTps2x4B9tzw+1Jgyb6aUKh0lS8v2Shd7R2Lu7xwoBuvx+JjD2ykoiSQlteRlamoCJou\n",
       "Yd19dHczT7/awYHzQ/zGL+wwXc660vv52qw2jP8dsBP4vG3bjSTC9yXbth92HOd14BPAK0s9ydCQ\n",
       "LpLPF6FQadra+52z/fQNzySu94zGGB+fTcvryPJVVATzsh1aQ0GKAl5e3H+Fx+9uIuD3mi5pXaTz\n",
       "+M41t/rQstpu6r8FymzbfgP4Polw/l3gC7Ztv00i5J9e5XOLLFvcdXnu7StYFjxwh8aKxSyf18Pu\n",
       "9hpm5qPsP63LnGT5VnVm7DhOFPj1m/zqkTVVI7JCB84O0Dc8y52bqtQ9LRlhz5YQB88N8uLBbh7a\n",
       "1ajtO2VZtOiHZK1oLM4zb1zC67H48J31pssRAaCkyM8dGysZHJvjeOew6XIkSyiMJWu9fryP4Yl5\n",
       "drfXUK6zYskg921LDJm8cKDLcCWSLRTGkpXmw1Gefesyfp+HB3ZorFgyS3V5IZsby7h4dZLO3oml\n",
       "HyB5T2EsWenlQz1Mzka4d1stxYW6rlgyz+LiMzo7luVQGEvWmZoN88KBbooCXu7dVmu6HJGbag4V\n",
       "U18V5HjHMP2j+XeZl6yMwliyznNvdzEfjvHgjvq8uY5Tso9lWdy3vRYXePFAt+lyJMMpjCWr9I/O\n",
       "8srRXsqLC9itnZkkw21trqCipOD6JiYit6Iwlqzy1KudxOMuj+xpwufVf1/JbB6PxQN31BOLuzo7\n",
       "ltvSu5lkjfNdYxzrGKapppitzdqHRLLDjo2VlAb9vHb8KpOzYdPlSIZSGEtWiLsu33+lA4Cfu7tJ\n",
       "m7dL1vB6Pdy3vY5INM7Lh7S9otycwliywv7T/XQPTrNjYyUN1cWmyxFZkZ1t1QQDPl450svsfMR0\n",
       "OZKBFMaS8eYWojz92kV8XouP7mw0XY7Iivl9Hu7dVst8OMYrR6+aLkcykMJYMt6zb11hYibM/dvr\n",
       "KCsuMF2OyKrs3lJDwO/lpYPdzIejpsuRDKMwlox2dXiGlw73UF5ccH1FI5FsFPB7uccOMTMf5ZUj\n",
       "vabLkQyjMJaM5bou33vZIR53+bm7m/H79N9Vsts9di2BAi8vvNPN7LzOjuVdeneTjHXo/CDnu8Zp\n",
       "ayijvanMdDkiaxYo8HL/tlpmF6K8fFgzq+VdCmPJSPPhKP/jlQ68HovH9jbrUibJGXdvDVEU8PHT\n",
       "g91Mz2lmtSQojCUj/WjfZcamw9y3vZbKUu1VLLmjwO/l/u2JmdU/PahVuSRBYSwZ5+LVCV4+1ENF\n",
       "SQEP3FFvuhyRlNuzJURxoY+XD/cwOaNVuURhLBkmEo3zjZ+cwwU+cf8GTdqSnOT3eXhwRz3hSJzn\n",
       "9l8xXY5kAL3TSUZ5fv8Vro3Msru9hpbaEtPliKTNzs3VlBcX8OrRqwxov+O8pzCWjNEzOM1z+7so\n",
       "LfLz8G6ttCW5zef18MjuRmJxl6de6zRdjhimMJaMEInG+dvnzxKPu3z83hYCfq/pkkTSbmtLBU01\n",
       "xRy9MIzTPWa6HDFIYSwZ4QevX6R7YJq7NlWxuUnbI0p+sCyLR/c0AfD3r3QQd13DFYkpCmMx7kTn\n",
       "MC8d6qGqNMBj9zSbLkdkXTXWFLN9QyXdA9O8c6bfdDliiMJYjBqbWuBvnz+L12PxSx/eSIFP3dOS\n",
       "fx7e1YjPa/H0axeZW9AymflIYSzGxOMuX3v2DNNzUR7d00RtZdB0SSJGlCU3QhmfDvPMG5dMlyMG\n",
       "KIzFmH94tZPz3eO0N5WxZ0uN6XJEjHrgjjoqSwO8cqSXS32TpsuRdaYwFiNeP341MU5cFuCTD2zQ\n",
       "2tOS93xeD0/c14ILfPOFc0RjcdMlyTpSGMu6O9c1xndeukBhgZfPPLSZwgKf6ZJEMkJrbSl3tVXT\n",
       "OzTDS4e0q1M+URjLuuofneUrPzwFwD//aJs2gRB5n0f3NBIs9PGP+y4zMKaVufKFwljWzejkPP/l\n",
       "+8eYXYjyxL0tWu5S5CYKC3w8vreZSCzOf/vxGXVX5wmFsayLscl5/vTvjzE6ucBH7mrgrrZq0yWJ\n",
       "ZKxtrZXs2FjJ5WtT/PB1za7OBwpjSbvpuQj/6W/eZnBsjvu31/HgjjrTJYlkvMfvaaGypIAXD3Zz\n",
       "8uKI6XIkzRTGklbTcxH+/PvH6O6f4u6tIR7a1aCZ0yLLEPB7+aUPb8Lrsfj6c2cYm1owXZKkkcJY\n",
       "0mZyJsyf/vejdA1Mc8+2Wh67u0lBLLICdVVBHtnTxPRclL/58WmNH+cwhbGkxdjUAn/8vSP0Ds2w\n",
       "Z0sNv/xIu4JYZBXu3lLD1uZyLvRM8Hc/OYerzSRyksJYUm5ofI4//u4RBkbnuHdbLY/vbcajIBZZ\n",
       "Fcuy+GcPbqShOsj+MwM8s08TunKRwlhSqqt/ii99+zDDE/N86M56HtndqDNikTXy+zx85qE2KkoK\n",
       "eO7tLl4/ftV0SZJiCmNJmdOXRviT7x1lcjbCY3ub+chdmqwlkirBQj//4pF2igJevvNTh0PnB02X\n",
       "JCmkMJaUePPkNf6/p04Qi8f55Y9sYu/WkOmSRHJOZWmAzzy0GZ/Xw1f/8TRvnrxmuiRJEYWxrInr\n",
       "uvz4rct84yfnKPB7+ZVH29naUmG6LJGc1VhTzK/+3BYCfi/f+Mk5/ulor+mSJAUUxrJqsXicb73o\n",
       "8KN9lykrLuBff2wrzSEtcSmSbg3VQX7tsS0EC31896ULPPvWZc2yznIKY1mV+XCUv/rBKd440Udt\n",
       "ZRH/5mNbqS4rNF2WSN4IVRTxrx7bQmnQzzP7LvPVfzzDQjhmuixZJYWxrNjw+Bz/93eOcOLiCBvr\n",
       "S/m1x7ZQUuQ3XZZI3qkqK+TfftymqaaYQ+cH+dJ3DzM8Pme6LFkFhbGsiNM9xv/5rUPXF/P4zMOb\n",
       "Cfi9pssSyVvFRX7+5c+1s6u9mt7BGb7wzUMc6xgyXZaskMJYlsV1Xf7paC9/9v3jzM5H+fi9LXzs\n",
       "nha8Hl26JGKa1+vhiXtb+fi9LcyHY/zlD07x7Z86LETUbZ0tfKYLkMw3H47yrRfOc+DcIEUBL7/8\n",
       "kTbtRSySgXa319BUU8yzb1/htWNXcbrG+Nwv7WBDfanp0mQJlsEZeO7Q0JSp15Zlujo8w1//8BTX\n",
       "RmdpqA7yqQ9voqy4YMXPU1ERZHx8Ng0VSiZSe5sVjcV5/XgfRy4M4bHg5+/fwKc+shG/Lz1DSqFQ\n",
       "KXo/X55QqPSm3Yk6M5abcl2X10/08f2fdRCOxtlrh3hkVyNer0Y2RDKdz+vhsb3NbG4q48WDPfzk\n",
       "nS6OXBjkf/7kdrY0ax2ATKQzY/mAyZkwf/fCOU50jhDwe/n5+1qwWyvX9Jw6U8ovau/MEY7E2Hfy\n",
       "GkcuJCZ1feSuBj77yOZV9XDdis6Ml09nxrIsRy8M8a0XzzM1G6G1toRPPrAhpQetiKyvAr+Xx/Y2\n",
       "s621gpcO9/DmqUQwf/qhNh7Z04jXo96uTKAzYwES+w9/72WHoxeG8XosHtrVyD12KGUbPehMKb+o\n",
       "vTNTPO5yrHOYfSf7CEfiNFQF+ewjm9m9pWZNx7rOjJfvVmfGCuM8F4vHee1YHz94/SLz4RjNoWKe\n",
       "uLeV6vLUrqalN+f8ovbObDNzEfadusapSyO4LmxuKuOzD29ma0vFqkJZYbx8CmN5D9d1OXlxhH/4\n",
       "p06ujc4S8Ht4ZHcTOzdXp2XbQ7055xe1d3YYmZjn9RN9dF6dAGBzYxmfeGADu7fU4FnB+4DCePkU\n",
       "xgIkQrijd4If7bvE+e5xLAt2tlXz4bsa0rqkpd6c84vaO7v0Dc/wztl+Oq9OAlBXVcTDu5p4cEcd\n",
       "5SWBJR+vMF4+hXGei8ddjnUM88KBLi71JQ64toYyHtnTSE15UdpfX2/O+UXtnZ2GJ+Y4dG6QM11j\n",
       "xOMuHgvubKvmvu217NhUTfktJnMqjJdPYZynrg7PcOBsP/tPDzAyOQ9Ae1MZ922vW9ftDvXmnF/U\n",
       "3tltbiHKua4xTl0aYWDs3Y0nNtSVcGdbNW2NZWxqKKMiedasMF4+hXGemFuI0tE7gdM9xqnLI/QO\n",
       "zgDg93nY1lrJfdtqUz45azn05pxf1N65Y3hijotXJ7l8bZLe4Rni8Xczo6KkgOZQCW3NFZQX+aiv\n",
       "ClJfXUxFSUFa5p7kgnUJY9u2PcBfAzuBBeDfO45z8RZ3VxivQjQWZ3YhyuRMmMmZMBMzYQZGZ+kb\n",
       "maVveIb+kRkWjxWPx2JTfSl3bKyivakcv8/c9YR6c84vau/ctBCJ0Tc8w7WRWfpHE19n5qMfuF/A\n",
       "76W+KkhDdTAZ0EHqKoNUlxdSXOjL66Ber0U/fhkocBznQ7Zt3w/8efK2vOK6LvPhGFNzEaZmw0zP\n",
       "RpieizA1G2F2IUo4EiMSjROOxghH4kSicRYiMaKxOLGYSzQeJxpzicUTP8fiLuFILHmfW3948vs8\n",
       "1FcV01pXQmttCY2hYgrStBatiOSfgN/LpoZEF/WihXCMsAvdfROMTs0zOrnAyOQ8vUPTdA188ISr\n",
       "sMBLdXkhofIiqssKqS4vpLy4gGChj+JCf/Krj2Ch3+gJxHpLdRh/GHgRwHGcA7Zt37PWJ1yIxFgI\n",
       "x3Bdl7hL8quLm/zedbn+8/tvj8Vd4vFEqCW+ujfclnie9/wcd3lPT0Hy09vix5hoLE44GiccSYTo\n",
       "QiR2PSRn5qNMzYaZSgZvLL7yHgfLAo9l4fFYeD2Jr4s/Fxb4KAsW4Pd7CPi9FBf6r/+HrSwtoLqs\n",
       "kJIif15/4hSR9Rco8FJXEaQ08N4P/vG4y+RsmNHJBUan5pmYDjMxs8DEdJihsTmuDs0s+dx+nyfx\n",
       "x5v46vN68PmsxM9eD77kbX6vB6/3ve+b738PvenvbvKz9/pjSP7swWMlvvd5PXiT9/He8L3vhtdf\n",
       "XNHMspLZYVnXMyRYeOvITXUYlwGTN/wcs23b4zhOfDVPNja1wH/8m/2Eo6t6+Lor8HkoCvgIVRQR\n",
       "LPRRVOClqNBHUcBHMJD4GvB73/1P5bVu+N6z5r2BXcDgHIDbiic//Eh+UHvnl5u2twVlxQWUFRew\n",
       "seG9Wzi6rstCJMZEcrhtdj7KfPLEaz75ZyEcZT4cI5LsMZwPx4jFI9d7C1dzwmNaTXkhf/eHT9z0\n",
       "d6kO40ngxn/12wWxFQrdfo/NUKiUH/w/v5iq2kRERDJSqjvk3wI+CWDb9gPAyRQ/v4iISM5J9Znx\n",
       "M8DHbNt+K/nzv0vx84uIiOQck9cZi4iICKnvphYREZEVUhiLiIgYpjAWERExLGUTuJZaCtO27X8O\n",
       "PEnicthvOI7z1eTt/xH4RcAP/JXjON+ybbsd+CYQB04Dn3ccR4PbGSTF7b0HeBboSD78vzqO8w/r\n",
       "9peRJa2mvW3b/g3gf0repQjYBdQBtej4zmgpbu/N6PheUirPjK8vhQn87ySWwrzRl4GPkVil6/ds\n",
       "2y63bfsR4MHkYx4F2m6475OO4zxEYhGTT6WwTkmNtbb3I7zb3nuBLzuO82jyjw7UzLPi9nYc55uL\n",
       "bQocBn7bcZxJdHxng1S2t47vZUhlGL9nKUzg/UthRoAKIMi7K0w+AZyybftHwI+TfwDudhznjeT3\n",
       "LwCPp7BOSY21tvezvNvee4F/Ztv267Ztf9227fXb21GWa7ntXUSiva+f6SaXxd3hOM7Xkzfp+M58\n",
       "KW1vdHwvKZVhfNOlMG/4+c+BI8Ap4FnHcSaAGhJvxJ8Ffgv4XvK+N64LOQ2Up7BOSY1UtvcB4Pcd\n",
       "x3kYuAT8UZprl5VbbnufJtHeN973SeA/3/Czju/Ml8r2PoiO7yWlMoxvuRSmbdutwP8KbAA2AnW2\n",
       "bX8WGAZechwn6jjOBWDetu0QibGkRaXAeArrlNRIVXvXAM84jnMs+Tw/Avas099Blm817Y1t2xXA\n",
       "VsdxXr/hsTq+M18q21vH9zKkMoxvtxRmIRADFpINOkiii+NN4OeTj2kk0aU5Ahyzbfvh5GM/AbyB\n",
       "ZJpUtfco8KJt2/cmH/sYifEmySyraW+Ah4BX3vdcOr4zXyrbW8f3MqRyOcwPLIVp2/avASWO43zN\n",
       "tu1vAW/btj0PdALfdBwnatv2Q7ZtHyTxweDzjuPEbdv+PeBrtm0XAGeBp1NYp6RGKtv7t4Cv2LYd\n",
       "Aa4BnzPw95HbW3F7J++3Fbj4vufS8Z35UtneOr6XQcthioiIGKZFP0RERAxTGIuIiBimMBYRETFM\n",
       "YSwiImKYwlhERMQwhbGIiIhhCmMRERHDFMYiIiKG/f+9bq+ZrOb8YAAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1899f3cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sns.kdeplot(np.random.normal(loc=np.array(scores).mean(), scale=np.array(scores).std(), size=10000), shade=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fpr 0.445348221591\n",
      "tpr 0.939381283375\n",
      "precision 0.772887928919\n",
      "accuracy 0.792165457291\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1a3fbdb10>"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfYAAAFkCAYAAADSRRn0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FPed7/u3urVL7Ih9336SbOMNGxvvC14wXsBsBhvs\n",
       "XCeZZE5uMjlz5sxkniQ3mXvPJHNPZknmJuPYWcDYZjPGNjZ4x46xA46XGCLpBxL7KhBCaJe6u+4f\n",
       "3dhCCNFCqq5ePq/n4YHulqq/FKI/XdVVn0pzHAcRERFJDj6vBxAREZGeo2AXERFJIgp2ERGRJKJg\n",
       "FxERSSIKdhERkSSiYBcREUkirge7MWaqMeadDu6/1xiz1RjzgTHmcbfnEBERSQWuBrsx5u+AJ4Gs\n",
       "dvdnAP8KTAduAr5mjBnk5iwiIiKpwO0t9nJgNpDW7v4ioNxaW2OtbQXeB250eRYREZGk52qwW2vX\n",
       "AoEOHuoN1LS5XQv0cXMWERGRVJDu0fPWAL3a3O4FVHf2DY7jOGlp7Tf8RUREYsdxHBoDTdQ111Pb\n",
       "Uk9tcz21zXXUttRRd8bt+jZfU0dzsCWq5fvT/PhCmTQ3+kkLZrL68f+ny8HnVbCXARONMf2AesK7\n",
       "4f/fzr4hLS2NY8dqYzFbSiso6KX17DKtY/dpHbsvGdZxyAnR0NpIfWs99YEG6lsbqGv58s/1rfXU\n",
       "RX4P3w7/CjrBqJaf6c8kLz2XQTkDycvIIy8j94vf87+4nfvF7b0Hm3h6YwU1da2MH9abx2cWX9Df\n",
       "K1bB7gAYYx4C8q21Txpjvgu8RvjjgN9Yaw/HaBYREUkyraHAWQFc98Xttvd/+eeGQCMO0V0ILTc9\n",
       "h7yMXPpn9yO/TUCfGdZt7k/PJcOfEdWym1uCrHqnnHc+PYjfl8aDN43jrqmj8Psu7NPytAS6upuT\n",
       "6O8OE0EyvAuPd1rH7tM6dp9b69hxHJqDLWeFcV2ggfoztqbPDO5od3X70nxfhnF6LvmZ4d/bbjnn\n",
       "tQvu3PQc/D5/j/9dAcoP1PDU+hIqTzYyvCCPr84sZtTgLz+pLijolTC74kVEJMmFnBCNgaYOd2nX\n",
       "dbgVHf49EO2ubl8GeRl5FOQM7GD39pcBnd9ml3e2P5t4OF4rEAzx4vu7efWPe8GBu6eO4oEbxpGR\n",
       "3v1j2hXsIiJyXsFQsE0417Or2eHw8aozQzpQf8bthtbod3XnRHZ1D8/ue2ZIp+d1sDUdDuzMKHd1\n",
       "x5v9lXU8tb6E/ZV1DOyTzeMzi5k0sm+PLV/BLiKSQhzHoSXU+sXWcUdbznXtPquub62nKdgc1fJ9\n",
       "aT7y0nPplZHPkNxBbbaYzzxYrO39bu7qjiehkMNrW/fxwh92EQg63HTZMObdMoGcrJ6NYgW7iEiC\n",
       "CjkhmgJNkS3ps3dpf/G5dGvDl0d9t9YTCHVUL3K2DF86eRl5DMjpf9bR3IP79sNp9ofvy8z7Yss6\n",
       "Jz0+dnXHm8rqBp56pZTyAzX0ycvksRmFTB4/0JXnUrCLiMSBYCh4xoFh4c+lz3WUd/jxhkAjIScU\n",
       "1fKz/dnkZ+QyPG/oWadZnfm59JefSWf6M8+5PB2gGB3HcXj3z4dY+VY5za1BphQOYvGdhvwc9z5G\n",
       "ULCLiPSwlmBrBweMtT1wLPJ5dEvDF+dQNwaaolp2GmlfhPCg3IJzhHSbI74jp16lwq7ueHOyrpnf\n",
       "vVrGtl1V5Gal87X7iplaNNj1PRoKdhGRc3Ach6ZgU4efO7c/R7rt462h1qiWn+5LJy89l35ZfRmZ\n",
       "n9fh58/t78tOz8aXpitux7utpUd5+jVLfVOAi8b25ysziujXK+v839gDFOwikhKCoSANgcbznmp1\n",
       "xlZ2oKELu7qzyMvIZWjeoKhaxvIy8sj0Zejz6CRT19jKM2/sYEvJUTIzfDxyxyRuvnx4TP+dFewi\n",
       "knBag60dVIB+ueUcrGilqq7mjFrQxkBjVMtOI43cjPCpVwNzBpCf2fkpV+FfOaT79HKa6rbvquK3\n",
       "r5Zysq7li0rYwf1zYz6HfhJFxDPhXd3NnfZyt92iPv14S7S7utPCR233y+rDiPyhZ51yda6WMe3q\n",
       "lq7o6UrY7lKwi0iPcPuCGln+TPIy8hicN+isA8Pa7/IeOWQQzadCZPmztKtbXHW+SlgvKNhF5CzR\n",
       "XVDjzMejvaBGGmlfXFBjQHa/s+o/z7XLO6MLu7oL8npxrEGnYol73KyE7S4Fu0gSO+cFNU4Hcw9c\n",
       "UCM/I4/eWb0Ymj/47KO5IxfX+PJCG3nkZmhXtyQ2tythu0vBLpLAqptO8knl5z16QY0zrx3d8SlX\n",
       "p+/L1q5uSSGxqoTtrviaRkSi1hho4t8++RVVTdVnPZaTnkN+Ri79vtjVff4Ck2ivHS2SimJZCdtd\n",
       "CnaRBLV258tUNVVz4/BruXLwZV+EdqpcUEMkFryohO0uBbtIAvr82F/44PBHjMwfxoMT79U51CIu\n",
       "8KoStrv0aiCSYGpb6ni27HnSfeksLl6gUBdxgZeVsN2lVwSRBOI4Ds/ZtdS21jF7wkyG5Q/xeiSR\n",
       "pBIPlbDdpWAXSSBbjnzMn49tZ2Lfcdwy8nqvxxFJKvFSCdtdCnaRBFHVWM3qHS+R7c/ikaJ5Ohdc\n",
       "pIfEWyVsdynYRRJAyAmxvHQVTcEmHi6cy4Cc/l6PJJIU4rEStrsU7CIJYNOBzew4WcHkgRdxzdAp\n",
       "Xo8jkvDiuRK2uxTsInHucP1RXqzYQH5GHgsLH0yog3hE4lG8V8J2l4JdJI4FQ0GWlqwgEAqw8KJF\n",
       "9MrM93okkYSVKJWw3ZVcfxuRJLNhz5vsrz3INUOmcGnBRV6PI5KwEqkStrsU7CJxanfNPl7b+w79\n",
       "s/sxZ9J9Xo8jkpASsRK2uxTsInGoJdjCstIVOI7DI0XzyEnP9nokkYSTqJWw3aVgF4lD6ypepbLh\n",
       "OLeOvIFJ/cZ7PY5IwknkStjuUrCLxJnSEzt498AHDMkbzH3j7vJ6HJGEkgyVsN2lYBeJIw2tDSwv\n",
       "XY0vzcejxQt0jXSRLkiWStjuUrCLxJGVO9ZxsrmGe8fdychew70eRyQhJFslbHcp2EXixMdH/8yf\n",
       "jn7G2N6jmD7qZq/HEUkIyVgJ210KdpE4cLK5hpX2BTJ9GSwuno/f5/d6JJG41hoI8dLm5KyE7S4F\n",
       "u4jHHMfhmbI11AcamD/pAQblFng9kkhc219Zx5Mvl3DgWHJWwnaXgl3EY+8f2kJJlaWo/yRuGH6t\n",
       "1+OIxK1UqYTtLq0NEQ9VNhxn7c6XyU3P4eGiuSl1So5IV6RSJWx3KdhFPBJyQiwrWUlLqJVFRXPp\n",
       "m9XH65FE4k4qVsJ2l4JdxCNv7N3E7lN7uXLQpUwZfJnX44jEnVSthO0uBbuIB/bXHuKV3W/QJ7MX\n",
       "880sr8cRiTupXAnbXQp2kRhrCbayrGQFQSfIoqJ55GWkXjOWyLmoErb7FOwiMbZq+8scqj/CDcOv\n",
       "5aIBxutxROKGKmF7hoJdJIZ2Vu/i5bI3KcgZwKwJ93g9jkhcaG4JsvKdcjapErZHKNhFYqQp0MTT\n",
       "pSshDRYXLyDLn+n1SCKeUyVsz1Owi8TI8ztfpqqpmllFdzGuz2ivxxHxlCph3aNgF4mBbcdL+ODw\n",
       "R4zIH8bci+6h+kSj1yOJeEaVsO5SsIu4rLaljmdK15Ce5mdJ8QLS/fpvJ6lJlbCxobUp4iLHcXjO\n",
       "rqW2tY5ZE+5hWP4Qr0cS8YQqYWNHwS7ioq1HPuHPx7Yzse84bh15g9fjiMScKmFjT8Eu4pITTdWs\n",
       "2vEi2f4sHimahy9NBwVJalElrDcU7CIuCDkhni5ZRVOwiYcL5zIgp7/XI4nElCphvaNgF3HBpgOb\n",
       "2XGygksGFnPN0ClejyMSM6qE9Z6CXaSHHa4/yosVG8jPyGNR4Ry9oEnKUCVsfFCwi/SgYCjIspIV\n",
       "BEIBFl60kF6Z+V6PJOI6VcLGF9eC3RjjA34JTAaagcettRVtHp8FfA9wgN9aa//LrVlEYmXDnrfY\n",
       "V3uQa4ZM4dKCi70eR8R1qoSNP25usT8AZFprpxljpgI/i9x32r8ClwP1QIkx5jlrbY2L84i4as+p\n",
       "fby29236ZfVlzqR7vR5HxFWtgSDPv1uhStg45GawXwdsBLDWbjHGtD+CqBXoC4SANMJb7iIJqSXY\n",
       "wtKSFYScEIuL55OTnuP1SCKu2V9Zx4+X/ok9h0+pEjYOuRnsvYFTbW4HjTE+a20ocvtnwMeEt9if\n",
       "t9aear+A9goKtHsnFrSeu+63H6+ksuE490y6jesmXXber9c6dp/Wcc8LhhzWbSpn+cYyAsEQd14z\n",
       "mq/cexG52SqbiSduBvspoO3/rC9C3RgzCvhvwGigAVhujJljrV3T2QKPHat1a1aJKCjopfXcRaUn\n",
       "drCxfBND8gYzfeit511/Wsfu0zruee0rYb/z0BWMHphLfW0T9bVNXo+XtC7kDaqbwb4ZuBdYbYy5\n",
       "Bvi8zWPZQBBottaGjDGVhHfLiySUhtYGlpeuxpfmY0nxfDL82nKR5HKuStixo/rrzVOccjPYXwCm\n",
       "G2M2R24/Zox5CMi31j5pjFkKfGCMaQLKgd+7OIuIK1bteJGTzTXMHHsno3qN8HockR5VXdvM7zeo\n",
       "EjbRuBbs1loH+Ea7u3e0efzfgH9z6/lF3PZJ5ed8dPRTxvQexR2jb/Z6HJEepUrYxKWCGpELUNN8\n",
       "ihVla8nwZbC4eD5+n9/rkUR6hCphE5+CXaSLHMdhedlq6gMNzJv0AINzC7weSaRHqBI2OSjYRbro\n",
       "/UNbKKmyFPWfxI3Dr/V6HJFuUyVsclGwi3RBZcNx1u58mZz0HB4umqvdk5LwVAmbfBTsIlEKOSGe\n",
       "Ll1JS6iVxwrn0Derj9cjiVyw1kCIlzbvViVsElKwi0Tpzb3vsqtmL1cOupQpQy73ehyRC7a/so4n\n",
       "Xy7hwLE6VcImIQW7SBT21x5i/e7X6ZPZi/lmltfjiFyQUMhh49Z9rPvDLgJBh5suG8a8WyaQk6Uo\n",
       "SCb61xQ5j9ZQgGUlKwg6QRYVzSMvQ0cJS+JpXwn72IxCJo8f6PVY4gIFu8h5rN/1Gofqj3D98Gu4\n",
       "aIDxehyRLjlXJWx+juqPk5WCXaQT5Sd389a+9xiYM4DZE2Z6PY5Il6gSNjUp2EXOoSnQxLKSlQAs\n",
       "KV5Alj/T44lEoqdK2NSlYBc5h+d3rqeq6QR3jr6VcX1Gez2OSFRUCSsKdpEObDtewgeHtzIifxgz\n",
       "xt7u9TgiUVElrICCXeQstS11PFO6hvQ0P0uKF5Du038TiW+qhJW29Iol0objOKywa6ltrWPWhHsY\n",
       "lj/E65FEOqVKWGlPwS7SxtYjn/DZse1M6DuWW0fe4PU4IuekSlg5FwW7SMSJpmpW7XiRLH8mjxTN\n",
       "x5emF0iJT6qElc4o2EWIXOClZBVNwSYWFc5lYE5/r0cSOYsqYSUa+mkQAd498AE7TlZwycAirh06\n",
       "xetxRM6iSliJloJdUt6R+qO8WPEq+Rl5LCyco/N9Ja6oEla6SsEuKS0YCrK0ZAWtoQCPXrSQ3pk6\n",
       "mljihyph5UIo2CWlbdjzFvtqDzJ1yJVcVnCx1+OIfEGVsHKhFOySsvac2sdre9+mX1Zf5k66z+tx\n",
       "RABVwkr3KdglJbUEW1hasoKQE2Jx8Txy0nO8HklElbDSIxTskpLWVWygsuE4t468gUn9Jng9jqQ4\n",
       "VcJKT1KwS8opPbGDdw9sZkjuIO4dd5fX40iKUyWs9DQFu6SUhtYGlpeuxpfmY0nxAjL9OmVIvNEa\n",
       "CPHi+7vZsEWVsNKzFOySUlbteJGTzTXMHHsHo3qP8HocSVGqhBU3KdglZXxS+TkfHf2U0b1Hcsfo\n",
       "W7weR1KQKmElFvTTJCmhpvkUK8rWkuHLYEnxAvw+v9cjSYpRJazEioJdkp7jODxTtob6QAPzJj3A\n",
       "4NwCr0eSFKJKWIk1Bbskvc2HtvCXqjIK+03khuHXeD2OpBBVwooXFOyS1I41VPF8+Xpy0nN4uGiu\n",
       "rrEuMaNKWPGKgl2SVsgJsax0JS3BFh4tfoh+2TrqWNxX19jK8tctW0srVQkrnlCwS9J6c++77KrZ\n",
       "wxWDJjNl8GVejyMpYFukErZGlbDiIQW7JKUDtYdYv/t1+mT2Yr6Zpa0lcZUqYSWeKNgl6bSGAiwt\n",
       "WUHQCbKoaC75GXlejyRJTJWwEm8U7JJ0Xtn1Oofqj3D98Gu4aECh1+NIklIlrMQrBbsklfKTu3lz\n",
       "37sMzBnArPH3eD2OJClVwko8U7BL0mgKNLGsZCUAS4rnk52uU4ukZ6kSVhKBfholaTy/cz1VTSe4\n",
       "Y/QtjOszxutxJMmoElYShYJdksK24yV8cHgrw/OHcs/Y6V6PI0lElbCSaBTskvBqW+p4pmwN6Wl+\n",
       "Hi1+iHSffqylZ6gSVhKRXgEloTmOwwq7ltqWOmZNuIdh+UO8HkmShCphJVEp2CWhbT3yCZ8d2874\n",
       "PmO5deQNXo8jSUCVsJLoFOySsKqbTrJqx4tk+TNZXDxfF3iRblMlrCQDBbskpPAFXlbRFGxiUeEc\n",
       "Bub093okSWCqhJVkomCXhPTugQ/YUV3OJQOLuHboVV6PIwlMlbCSbKIOdmNMP2tttZvDiETjSP1R\n",
       "Xqx4lfyMPBYWztFnn3JBVAkryeq8wW6MuQxYAeQZY6YBm4B51tqPXZ5N5CzBUJClJStoDQV49KKF\n",
       "9M7UlpV0nSphJZlFs8X+C2A28Iy1dr8x5uvAr4CrXZ1MpAMb97zFvtqDTB1yJZcVXOz1OJJgVAkr\n",
       "qSCafU651tqS0zestW8COplTYm7PqX1s3Ps2/bL6MnfSfV6PIwmmsrqBnzz7CWs2VZCXncF35k5m\n",
       "yV2FCnVJOtH8RFdFdscDYIxZBJxwbySRs7UEW1hWspKQE+KRonnkpOd4PZIkCMdxePezQ6x8W5Ww\n",
       "khqiCfZvAkuBi4wxNcBOYNH5vskY4wN+CUwGmoHHrbUVbR6/CvgZkAYcBBZba1u6/DeQlLCuYgNH\n",
       "G45xy8jrMf0neD2OJIjq2mZ+t6GU7btOqBJWUkY0u+KzrLXXAf2BUdbaKUC/KL7vASDTWjsN+HvC\n",
       "IQ6AMSYN+DXwqLX2BuAtYGxXh5fUUHZiJ+8e2MyQ3EHcN+5ur8eRBLG19Cg/+M0Wtu86wUVj+/NP\n",
       "j0/lmuIhCnVJeufcYjfGXA/4gSeNMY+3uT8D+C9g4nmWfR2wEcBau8UYM6XNY5OAKuC7xpiLgVes\n",
       "tfbC/gqSzBpaG3m6dBW+NB9LiheQ6dfuU+lcXWMrv3/6T7z32UFVwkpK6mxX/HTgRmAo8KM29wcI\n",
       "B/v59AZOtbkdNMb4rLUhYCAwDfhroAJYb4z5k7X2na4ML8lv1Y4XOdlcw8yxdzCq9wivx5E4p0pY\n",
       "kU6C3Vr7QwBjzGJr7bILWPYpoO1JxqdDHcJb6+Wnt9KNMRuBKUCnwV5QoHOWYyFe1vMf93/CR0c/\n",
       "YUL/MSyach9+n9/rkXpMvKzjZNHUHOC3L/+FDR/uId2fxuIZRcy+eQJ+v8pm3KSf4/gUzcFzW40x\n",
       "PwfyCH8m7wfGWGtvPM/3bQbuBVYbY64BPm/z2C4g3xgzPnJA3Q3AU+cb5Nix2ijGle4oKOgVF+u5\n",
       "pvkUT3z0DBm+DBZOnMOJqgavR+ox8bKOk0VHlbBXXjxM69hl+jmOjQt58xRNsK8E1gHXA78HZgAb\n",
       "ovi+F4DpxpjNkduPGWMeAvKttU8aY/4P4NnIgXSbrbXRLFNSgOM4PFO2hvrWBuZOup/BeYO8Hkni\n",
       "kCphRToWTbD7rLU/NMZkAp8ATwCvAf/c2TdZax3gG+3u3tHm8XeAqV0bV1LBB4e28peqMgr7TeTG\n",
       "4dd6PY7EIVXCipxbNMFeb4zJIhzKV1pr3zfGDHR5LklRxxqqWFP+MjnpOTxcNFfXWJcznK6EfeG9\n",
       "XQRDqoQV6Ug0/xuWA+uBhcAfjTF3A4dcnUpSUvga6ytpCbbwaPFD9MvWFph8qbK6gadeKaX8QA19\n",
       "8jJ5bEYhk8drG0OkvWiC/Q/AUmttrTHmZuAqwrviRXrUm/veZVfNHi4fNJkpgy87/zdISlAlrEjX\n",
       "RHXwnLW2EMBaux/Y7+5IkooO1B5i/a7X6Z3ZiwVmlspEBFAlrMiFiCbY/2KM+QGwBWg8fae19j3X\n",
       "ppKU0hoKsLRkBUEnyMNFc8nPyPN6JIkDW0uP8vRrlvqmABeN7c9XZhTRr5cuLClyPtEE+wDglsiv\n",
       "ttrfFrkgr+x6nUP1R7h+2FQuGlDo9TjisbrGVpa/btlaWqlKWJELcN5gt9beHIM5JEWVn9zNm/ve\n",
       "ZWDOAGZNmOn1OOIxVcKKdJ/OERHPNAWaWFayEoDFRfPJTtdu1lTV3BJk5TvlbPr0IH5fGg/eNI67\n",
       "po7C79PpjiJdpWAXz6wtX09V0wnuGH0L4/uO8Xoc8UhHlbCjBquDXORCKdjFE9uOl7D50FaG5w/l\n",
       "nrHTvR5HPKBKWBF3nDfYjTFjgCeBsYQv4/oM8BVr7W53R5NkVddSzzNla0hP87OkeAHpPr2/TDWq\n",
       "hBVxTzSvqE8A/xv4CXCEcLAvJRzyIl3iOA7P2bXUttTxwPgZDM8f6vVIEkOqhBVxXzT7vAZaa18D\n",
       "sNaGrLVPAX3cHUuS1UdHP+WzY9sY32cst43Se8NUUlndwE+e/YQ1myrIz8ngO3Mns+SuQoW6SA+L\n",
       "5n9UgzFmxOkbxpjrgSb3RpJkVd10klU71pHlz2Rx8Xxd4CVFqBJWJLaiCfbvAq8A44wxfwb6A3Nd\n",
       "nUqSTsgJ8XTpKhoDTSwqnMPAnP5ejyQxoEpYkdiLJth3A1MAA/iBMmtts6tTSdJ598AH2OpyLhlY\n",
       "xLVDr/J6HIkBVcKKeCOaYP8U+DPhy7euU6hLVx2pr+TFilfJz8hjYeEcba0lOVXCingrmmAfA9wK\n",
       "PAT81BjzDrDcWvumm4NJcgiGgiwtWUFrKMCjxQ/RO1PFI8lMlbAi3oumKz4IvAG8YYy5BfgZsBbo\n",
       "7fJskgQ27nmLfbUHmDrkSi4bdInX44hLmloCrHqnQpWwInEgmoKaK4EFwGxgB+Fz2te5PJckgb2n\n",
       "9rNx79v0y+rL3En3eT2OuESVsCLxJZpd8b8Gngaus9YecXkeSRItwRaWlqwg5IR4pGgeOek5Xo8k\n",
       "PUyVsCLx6ZzBbowZEgny2ZG7Mo0xo04/bq3d5/ZwkrherNjA0YZj3DLiekz/CV6PIz1MlbAi8auz\n",
       "LfbfAPcA7wJOB4+PdWUiSXhlJ3ay6cBmBucO4r7xd3s9jvQgVcKKxL9z/m+01t4T+eMV1toTbR+L\n",
       "XBhG5CwNrY08XboKX5qPJcXzyfSrXSxZVFY38NQrpZQfqKFPXiaPzShk8viBXo8lIu10tit+JOEu\n",
       "+VeMMTPaPJRBuImu0OXZJAGt2vEiJ5truGfsdEb3Hun1ONIDVAkrklg623/2Y+BmYBjh3fGnBYD1\n",
       "Ls4kCeqTys/56OgnjO41kjtH3+r1ONIDqmub+f2GMrbtqlIlrEiC6GxX/GMAxpj/aa39aexGkkRU\n",
       "03yKFXYtGb4MlhTPx+/zez2SdJMqYUUSU2e74r9mrf01kG2M+UGbh9IAx1r7Y9enk4TgOA7Plq2h\n",
       "vrWBuZPuZ3DeIK9Hkm5QJaxIYutsV3xau987ekyEDw5tZXtVGYX9JnLj8Gu9Hke6QZWwIomvs13x\n",
       "T0R+/7+MMVnW2mZjzETCV3nbEKsBJb4db6xiTfnL5KRn83DRXF1jPUGpElYkeURTKfsDYIIx5vuE\n",
       "D6IrAe4HvurybBLnQk6IpSUraQm2sKR4Af2yVVCSiFQJK5JcommVuB+YBvwN8Iy19n8YYz52dyxJ\n",
       "BG/te49dNXu4fNBkrhp8udfjSBepElYkOUUT7P7IbviZwPeNMX5AH7qluIN1h1m/6zV6Z/ZigZml\n",
       "A6sSjCphRZJXNMH+pjFmO9BIeFf8u8DLrk4lca01FGBpyQoCTpBFhXPIz8jzeiSJkiphRZJfNNdj\n",
       "/1tjzM+Bg9bakDHmr621n8dgNolTr+x6nYN1h7lu2FQuHljk9TgSJVXCiqSGaA6eG0T4Guy3GWPS\n",
       "gbeNMX9lrT3q+nQSd8pP7ubNfe8yMLs/syfM9HociYIqYUVSSzT7354ANhM+Cj4N+BrhK7/pVT3F\n",
       "NAWaWFayEoDFxQvITlcLWbyrrm3mdxtK2b7rhCphRVJENME+zlo7q83tfzHGLHZrIIlfa8vXU9V0\n",
       "gjtG38L4vmO8HkfOQ5WwIqkpmmAPGWNGWWv3ARhjRgMt7o4l8Wb78VI2H9rK8PyhzBg73etxpBOq\n",
       "hBVJbdEE+/eBD4wxWyO3ryG8O15SRF1LPcvLVpOe5mdJ8QIyfDqCOl6pElZEojkqfr0x5grgKsLX\n",
       "Z/8ra22l65NJXHAch+fsWmpb6nhg/AyG5w/1eiTpgCphReS0aI6K7wf8I3Ar4Wuxv2qM+b+ttY1u\n",
       "Dyfe++jop3x2bBvj+4zhtlE3ej2OdECVsCLSVjT7VJcDpcBCwA88BjwFLHJxLokD1U0nWbVjHVn+\n",
       "TBYXz9cFXuKMKmFFpCPRBPtoa+09bW5/2xjzF7cGkvgQckI8XbqKxkATCwsfZGDOAK9HkjZUCSsi\n",
       "5xJNsFcYY6ZZaz8AMMZcDFS4O5Z47b0DH2Kry7l4QBHThl7t9TgSoUpYETmfaF4NRgJ/MMZsI/wZ\n",
       "+2Sg0hhTCjjW2mI3B5TYO1JfybqKV8jLyGVh4RydJhUnVAkrItGIJthnuz6FxI1AKMjSkhW0hgIs\n",
       "KX6IPlk6CMtrqoQVka6I5nS3PTGYQ+LECyUb2Fd7gKuHXMHlgy7xepyUp0pYEekqfTAnX9h7aj/P\n",
       "l2ygX1Zf5k683+txUp4qYUXkQijYBYCWYCtLS1YSckI8XDSX3Iwcr0dKWaqEFZHuiCrYjTGLgGLg\n",
       "n4HZ1tplrk4lMfdixascbahkxsRbKOw/0etxUpYqYUWku6JpnvspMAK4gvB12R8zxlxmrf2u28NJ\n",
       "bJSd2MmmA5sZnDuIhZMfoKa62euRUo4qYUWkp0SzxX4n4VD/2FpbbYyZDmwDFOxJoKG1kadLV+FL\n",
       "87GkeD6Z6ZmAgj2WVAkrIj0pmmAPtrud1cF9ZzHG+IBfEj7vvRl43Fp7VrGNMebXQJW19h+imEV6\n",
       "2OqdL3IV7O7qAAAZPElEQVSyuYYZY6czuvdIr8dJKaqEFRE3RBPsq4EVQH9jzN8AjwDPRfF9DwCZ\n",
       "1tppxpipwM8i933BGPN14GJgU1eGlp7xaeU2th75hNG9RnLX6Fu9HielqBJWRNwSzXnsPzHG3AXs\n",
       "I9xC9wNr7fooln0dsDGyjC3GmCltHzTGTAOuBp4ACrs6uHRPTXMtz9nnyfCls7h4Pn6f3+uRUkIo\n",
       "5LDm7Z0s31CqSlgRcUU0B8/dBDQCL0fucowxN1pr3zvPt/YGTrW5HTTG+Ky1IWPMUOAHwCxg/gXM\n",
       "Ld3gOA7Plq2mvrWBuRPvZ0jeIK9HSgmqhBWRWIhmM+FHgBP5cwbhz8z/AJwv2E8BbY8A8llrQ5E/\n",
       "zwEGAq8CQ4BcY0zp+U6jKyjQAUU94a2K99leVcYlgw0PXn7HWZdj1XruWY7jsPGPe/ntS9tpagly\n",
       "3aXD+OaDl9I7L9Pr0ZKafo7dp3Ucn6LZFX9z29vGmLHAv0ex7M3AvcBqY8w1wOdtlvkL4BeR5S0B\n",
       "CqM5N/7YsdoonlY6c7yxit9/upqc9Gzmj3+QquP1ZzxeUNBL67kHdVQJO/PGCRw/XsexBp194Bb9\n",
       "HLtP6zg2LuTNU5c/2LPW7jbGRPOZ+AvAdGPM5sjtx4wxDwH51ton232tg7gu5IRYVrKS5mALS4oX\n",
       "0C9bB2u56VyVsGqQExE3RfMZ++/a3EwDigifx94pa60DfKPd3Ts6+Lql51uW9Iy39r1HRc0eLi+4\n",
       "hKsGX+71OElLlbAi4qVottg3tfmzA6wC3nRlGnHNwbrDrN/1Gr0ze7HAzFbIuESVsCLitWiC/WFr\n",
       "7XTXJxHXtIYCLC1ZQcAJsqhwDvmZeV6PlHRUCSsi8SKaYM82xoyy1u5zfRpxxau73+Bg3WGuGzaV\n",
       "iwcWeT1O0lElrIjEk2iCvQDYY4ypJHw+O4BjrR3n3ljSUypO7uGNvZsYmN2f2RNmej1OUlElrIjE\n",
       "o2gvAtP+A1kdxZ4AmgJNLCtZAcDi4gVkp2d5PFHyUCWsiMSraIL9X621D7a9wxjzFnCbOyNJT1lb\n",
       "/grHm04wfdTNjO87xutxkkIo5LBx6z5eeG+XKmFFJC6d89XIGPMCcBkwzBizu9336PP2OLf9eCmb\n",
       "D21heP5Q7hl3h9fjJAVVwopIIuhsM+NRoB/wc+BbfLk7PgAccXcs6Y66lnqWl60mPc3PkuIFZPi0\n",
       "NdkdjuPw7meHWPl2Oc2tQaYUDmLxnYb8nAyvRxMROcs5X/GttTVADXBf7MaR7nIchxV2LbUtdTww\n",
       "fgbD84d6PVJC66gSdmrRYPUAiEjc0qZckvno6Kd8emwb4/uM4bZRN3o9TkI7VyWsiEg8U7Ankeqm\n",
       "k6zasY5MfyaLi+efddU2iY4qYUUkkSnYk0TICfF06SoaA00sNA8yMGeA1yMlJFXCikiiU7AnifcO\n",
       "fIitLufiAYVMG3a11+MkHFXCikiyULAngSP1layreIW8jFwWFs7VLuMuUiWsiCQTBXuCC4aCLCtZ\n",
       "SWsowJLih+iTpUCKliphRSQZKdgT3Gt732Zv7X6uGnwFlw+6xOtxEoYqYUUkWSnYE9jeU/vZsOct\n",
       "+mb1Yd6k+70eJyGoElZEkp1ezRJUS7CVpSUrCTkhHimaR25GjtcjxT1VwopIKlCwJ6iXKjZwtKGS\n",
       "m0dcR2H/iV6PE9dUCSsiqUTBnoDsiXLeOfA+g3MHcf/4GV6PE9dUCSsiqUbBnmAaWht5unQVvjQf\n",
       "S4rnk+nXVue5qBJWRFKRgj3BrN75ItXNJ5kxdjqje4/0epy4pEpYEUllCvYE8mnlNrYe+YRRvUZw\n",
       "1+hbvR4nLqkSVkRSnYI9QdQ01/KcfZ4MXzpLihfg9/m9HimuqBJWRCRMwZ4AHMfh2bI11Lc2MGfi\n",
       "fQzJG+T1SHFFlbAiIl9SsCeADw5vZXtVKabfBG4aMc3rceKGKmFFRM6mYI9zxxureH7ny+SkZ/NI\n",
       "0TxdYz1ClbAiIh1TsMexkBNiWclKmoMtLCleQL9sBZcqYUVEOqdXwzj21r73qKjZw2UFl3DV4Mu9\n",
       "HsdzqoQVETk/BXucOlh3mPW7XqNXZj4PmdkpfQ62KmFFRKKnYI9DraEAS0tWEHCCPFw4l/zMPK9H\n",
       "8owqYUVEukbBHode3f0GB+sOc92wq7l4YJHX43hGlbAiIl2nYI8zFSf38MbeTQzI7s/sCTO9HscT\n",
       "qoQVEblwCvY40hRoZlnJCgAWF88nOz3b44liT5WwIiLdo2CPIy+Ur+d40wmmj7qZCX3Hej1OTKkS\n",
       "VkSkZyjY48T246W8f2gLw/OHcs+4O7weJ6ZUCSsi0nMU7HGgrqWeZ8rW4E/zs6R4ARm+1PhnUSWs\n",
       "iEjPS40EiWOO47DCruVUSy33j7+b4flDvR4pJlQJKyLiDgW7xz46+imfHtvGuD5juH3UTV6P4zpV\n",
       "woqIuEuvph6qbjrJqh3ryPRnsrhoftJf4EWVsCIi7lOweyTkhFheuprGQBMLzYMU5A7weiTXqBJW\n",
       "RCR2FOweee/gh5RV7+TiAYVMG3a11+O4RpWwIiKxpWD3wNH6StaVv0peRi4LC+cmbcipElZEJPYU\n",
       "7DEWDAVZWrKS1lAri4vn0ycr+c7XViWsiIh3FOwx9tret9lbu5+rBl/BFYMmez1Oj1MlrIiItxTs\n",
       "MbT31H427HmLvll9mDfpfq/H6VGqhBURiQ8K9hhpCbaytGQlISfEI0XzyM3I8XqkHqNKWBGR+KFg\n",
       "j5GXdm3gaEMlN424jsL+E70ep0eoElZEJP4o2GPAnijnnf3vMzi3gAfG3+31OD1ClbAiIvFJwe6y\n",
       "xkAjT5euwpfmY0nxAjL9mV6P1C2qhBURiW96NXbZ6h0vUd18khljbmd075Fej9MtqoQVEYl/CnYX\n",
       "fVa5jS1HPmZUrxHcNeY2r8e5YKqEFRFJHAp2l9Q01/KsfZ4MXzpLihfg9/m9HumCqBJWRCSxKNhd\n",
       "4DgOz5atob61gTkT72NI3iCvR7ogqoQVEUk8rgW7McYH/BKYDDQDj1trK9o8/hDwbSAAbAO+aa11\n",
       "3Jonlj48/BHbq0ox/SZw04hpXo/TZaqEFRFJXG6ecPwAkGmtnQb8PfCz0w8YY3KAfwJuttZeD/QB\n",
       "Zro4S8wcb6xizc6XyEnP5pGieQl3jfWPy47y/d9sYWtpJeOH9eZHj13NLVeMUKiLiCQIN3fFXwds\n",
       "BLDWbjHGTGnzWBNwrbW2qc0cjS7OEhMhJ8SyklU0B1tYXDSfftmJc163KmFFRJKDm8HeGzjV5nbQ\n",
       "GOOz1oYiu9yPARhjvgXkWWvfPN8CCwriu6b0pbLXqajZzdQRl3PPJTclzFZu6e4T/Ntzn3C4qp7R\n",
       "Q3rx3YVXMm54H6/HSmrx/rOcDLSO3ad1HJ/cDPZTQNt/dZ+1NnT6RuQz+H8BJgAPRrPAY8dqe3TA\n",
       "nnSw7jArPn+JXpn5zB5zH8eP13k90nl1VAn71dmTOVndENfrOtEVFPTS+nWZ1rH7tI5j40LePLkZ\n",
       "7JuBe4HVxphrgM/bPf4E4V3ysxL9oLnWUIClJSsIOEEWFc4hPzPP65HO61yVsBnpiXlanoiIhLkZ\n",
       "7C8A040xmyO3H4scCZ8P/An4CvAe8LYxBuA/rLXrXJzHNa/ufoODdYeZNvRqLhlY7PU4nVIlrIhI\n",
       "cnPt1TyyFf6NdnfvaPPnpNg03FWzhzf2bmJAdn8enBjfB/arElZEJPlpM60bmgLNLC1ZCcDi4vlk\n",
       "p2d7PFHHVAkrIpI6FOzd8EL5eo43VjF91M1M6DvW63E6dFYl7L3FTC1WJayISLJSsF+gv1SV8f6h\n",
       "LQzLG8I94+7wepwOqRJWRCT1KNgvQF1rPctLV+NP87OkeAEZvvhajaqEFRFJXfGVSAnAcRxW2Bc4\n",
       "1VLL/ePuZkSvYV6PdIZtu6r47aul1NS1MH5Ybx6fWczg/rlejyUiIjGiYO+iPx39jE8rP2dcnzHc\n",
       "Pvomr8f5giphRUQEFOxdUt10kpU71pHpz2Rx0fy4ucBL+YEanlpfQuXJRoYX5PHVmcWMGqyqRxGR\n",
       "VKRgj1LICbG8dDWNgUYeMrMpyB3g9UgdVsI+cMM4MtLj4w2HiIjEnoI9Su8d/JCy6p1cNKCQ64ZN\n",
       "9Xqcc1bCiohIalOwR+FofSXryl8lLyOXRYVzPD26XJWwIiLSGaXBeQRDQZaWrqQ11Mri4vn0yert\n",
       "2SyqhBURkfNRsJ/H63vfYe+p/Vw1+HKuGDTZkxlUCSsiItFSsHdi36kDvLrnTfpm9WHepAc8mUGV\n",
       "sCIi0hUK9nNoCbaytGQFISfEI0XzyM3IifkMqoQVEZGuUrCfw0u7NnCkoZKbRlxHYf+JMX3uMyph\n",
       "0308fMckblElrIiIREHB3oEd1eW8s/99BucW8MD4u2P63KqEFRGR7lCwt9MYaGRZySp8aT4WF88n\n",
       "058Zk+dVJayIiPQEBXs7q3e8RHXzSe4ecztjeo+KyXOqElZERHqKgr2Nz45tZ8uRjxnVazh3j7nN\n",
       "9edTJayIiPQ0BXvEqZZanit7ngxfOkuKF+D3+V19PlXCioiIGxTshAtgni1bQ11rPXMm3seQvMGu\n",
       "PZcqYUVExE1KE+DDwx+x7Xgpk/pN4KYR01x7HlXCioiI21I+2I83nmDNzpfI9mfzSNFcV66xrkpY\n",
       "ERGJlZQO9pATYlnJSpqDLSwumk//7H49/hyqhBURkVhK6WB/e/8fqKjZzWUFF3P1kCt6fPmqhBUR\n",
       "kVhL2WA/WHeYlys20isznwVmdo9uQasSVkREvJKSwR4IBVhasoKAE2RR4Rx6Zeb32LJVCSsiIl5K\n",
       "yWB/ZfcbHKw7zLShV3PJwOIeWaYqYUVEJB6kXLDvqtnDG3s3MSC7Pw9OnNkjy1QlrIiIxIuUCvam\n",
       "QDNLS1YCsLh4Ptnp2d1aXvtK2LumjmLWDWPJSHe3tU5ERORcUirYX6h4heONVdw+6iYm9B3brWWp\n",
       "ElZEROJRygT7X6rKeP/gHxmWN4SZ4+684OWoElZEROJZSqRRXWs9z5Suxp/mZ0nxAjJ8F/bXViWs\n",
       "iIjEu6QPdsdxWGlfoKallvvH3c2IXsMuaBmqhBURkUSQ9MH+8dHP+KTyc8b1Gc3to2/q8verElZE\n",
       "RBJJUgd7ddNJVuxYR6Y/k8VFC7p8gRdVwoqISKJJ2mAPOSGWl66mMdDIAjObgtwBUX+vKmFFRCRR\n",
       "JW2w/+HgHymr3knxAMP1w6ZG/X2qhBURkUSWlMF+tL6SF8pfIS89l4cL50a1pa1KWBERSQZJF+zB\n",
       "UJClpStpDbWyuHg+fbJ6n/d7VAkrIiLJIumC/fW977D31H6uGnw5Vwya3OnXqhJWRESSTVIF+75T\n",
       "B3h1z5v0zerDvEn3d/q1qoQVEZFklDTB3hJsZWnJCkJOiIeL5pKb0fEBb+0rYW+8dBjzb1UlrIiI\n",
       "JIekSbOXd23kSEMlN42YRlH/SR1+TftK2EfvLuTSCaqEFRGR5JEUwb6jupy39/+BQbkDeWD8jLMe\n",
       "VyWsiIikioQP9sZAI8tKVuFL87GkeAGZ/swzHlclrIiIpJKED/bVO16iuvkkd4+5nTG9R53xmCph\n",
       "RUQk1SR0sH92bDtbjnzMqF7DuXvMbV/cr0pYERFJVQkb7Kdaanmu7HnSfeksKV6A3xc+91yVsCIi\n",
       "ksoSMtgdx+HZsjXUtdbz4MR7GZI3WJWwIiIiJGiwf3j4T2w7XsqkvuO5ecR1qoQVERGJSLhgP954\n",
       "gjU7XyTbn81Dk+ay9l1VwoqIiJyWUMEeckIsK1lJc7CFe4bfz3+uLFclrIiISBuuBbsxxgf8EpgM\n",
       "NAOPW2sr2jx+L/B9IAD81lr71PmW+fb+P1BRs5vB/nG88GIzwVCzKmFFRETacPPIsgeATGvtNODv\n",
       "gZ+dfsAYkwH8KzAduAn4mjFmUGcL23fyIC9VbMQXzGLPR2PIz8nk23Mm8+jdhQp1ERGRCDeD/Tpg\n",
       "I4C1dgswpc1jRUC5tbbGWtsKvA/c2NnC/tfbvyboBGmsuIgpE0bwT49PVc+7iIhIO25u6vYGTrW5\n",
       "HTTG+Ky1ochjNW0eqwX6dLawE62VUDWSx2+4WZWwIiIi5+BmsJ8C2p5zdjrUIRzqbR/rBVR3trBV\n",
       "83+lJI+RggKdKug2rWP3aR27T+s4Prm5K34zMAPAGHMN8Hmbx8qAicaYfsaYTMK74T90cRYREZGU\n",
       "kOY4jisLNsak8eVR8QCPAVcC+dbaJ40xM4EfEH5z8Rtr7a9cGURERCSFuBbsIiIiEnsqUhcREUki\n",
       "CnYREZEkomAXERFJIgp2ERGRJBJ3XaxudMzLmaJYxw8B3ya8jrcB37TW6ijLLjjfOm7zdb8Gqqy1\n",
       "/xDjEZNCFD/LVxGus04DDgKLrbUtXsyaqKJYx7OA7wEO4dfk//Jk0CRgjJkK/MRae0u7+7uUe/G4\n",
       "xd6jHfPSoc7WcQ7wT8DN1trrCTcCzvRkysR2znV8mjHm68DFhF8Q5cJ09rOcBvwaeNRaewPwFjDW\n",
       "kykT2/l+lk+/Jl8H/HdjTKctotIxY8zfAU8CWe3u73LuxWOw92jHvHSos3XcBFxrrW2K3E4HGmM7\n",
       "XlLobB1jjJkGXA08QXhrUi5MZ+t5ElAFfNcYswnoa621MZ8w8XX6swy0An2BHMI/y3qjemHKgdmc\n",
       "/XrQ5dyLx2DvsGO+zWNd6piXDp1zHVtrHWvtMQBjzLeAPGvtmx7MmOjOuY6NMUMJlzP9NxTq3dXZ\n",
       "68VAYBrwC+B24DZjzC1IV3W2jiG8Bf8xsB142Vrb9mslStbatYR3tbfX5dyLx2Dv0Y556VBn6xhj\n",
       "jM8Y87+B24AHYz1ckuhsHc8hHDqvAv8TWGiMWRzj+ZJFZ+u5ivCWjrXWBghvdbbf2pTzO+c6NsaM\n",
       "IvwGdTQwBhhsjJkT8wmTW5dzLx6DXR3z7utsHUN493AWMKvNLnnpmnOuY2vtL6y1UyIHyPwEeNZa\n",
       "u8ybMRNeZz/Lu4B8Y8z4yO0bCG9VStd0to6zgSDQHAn7SsK75aXndDn34q5SVh3z7utsHQN/ivx6\n",
       "r823/Ie1dl1Mh0xw5/s5bvN1SwBjrf1e7KdMfFG8Xpx+85QGbLbW/o03kyauKNbx3wALCR+fUw58\n",
       "NbKHRLrIGDOG8Bv9aZGzky4o9+Iu2EVEROTCxeOueBEREblACnYREZEkomAXERFJIgp2ERGRJKJg\n",
       "FxERSSIKdhERkSSiYBfxkDHmt8YYa4yZ38nXhM71WCwZY+41xvwo8ucfGWOuj/z5SWPMFTGa4WvG\n",
       "mAWxeC6RRBV3l20VSTFLgKxEKPSw1r4MvBy5eSPwduT+r8ZwjGnAOzF8PpGEo4IaEY8YY14ifEnc\n",
       "z4A7ge8AtwL9gePAbGvtUWNMyFrrM8bcBvyU8NWzqoGHrLVVkZ75bxPeA/cx8NfW2uZ2z3WA8GVL\n",
       "LyN8EYlF1tq9kYrQfydcDXoc+Lq1tsIY811gMRACtlpr/8oY8yjhy0a+TbiJ7DDhq1H9J/BD4P8k\n",
       "3Jr1fOQ5/wQ8DtRFvn4A0AB8y1r7Wbv5fh95fDzwd4SvFPbdyO85keVkAqsiy3uccLXpE8CIyJz/\n",
       "YK19q4v/DCJJR7viRTxirb0v8vsVhK/WNMlae6211hCu5lzU7lv+kXDwXkV4y/kKY8xFhEPuWmvt\n",
       "5cAx4G87eLphwAZr7aXACuDnkes8ryD8RuAy4L+A54wxfsLX3b4y8itkjBlG+A2FY619mnDt8OPW\n",
       "2u18eZnOp4EFAMaYiYT3RHwGLAX+zlp7JfD1yHO25wDHrLXFwCuRr7snMtdPgf8RCe2XgO9ba98A\n",
       "/oNwveYU4H7gCWNMfqcrXSQFKNhF4oC1thz428hnyD8DrgXy2n3ZS8A6Y8wvgNJIuN0CTAS2GGM+\n",
       "Be4DTAdPccpaezpQlxHeMzAJOGGt/TgywxpgQuR5PyAc3j8E/j9r7SHCfevnusysQziQr4mE60PA\n",
       "M8aYPOAq4HeR+Z4B8owx/TpYxpbIHA4wC7jbGPNjwh9XtF8XEL4U648jy32V8EeL484xn0jKULCL\n",
       "xAFjzJXA65Gbq4EXaBei1tp/B24mvDX/L8aY7xH+P7zKWnt5ZIt9KuFd4u21/QzfF7nd0f//NMKX\n",
       "5XwA+Ebk9kZjzI18uWXeIWttK7Ce8NbzXMIhng40np4vMuM0a21Hl51siqyL0xcjGg1sAn5+jll9\n",
       "wC1tlnsdunqbiIJdJE7cBGyy1v4aKAXuAPxtv8AY8yHQy1r7H4Q/F7+ccPDNMsYURK7C9SvCn7e3\n",
       "198Yc2fkz48R3sK1wABjzJTI8ucBewC/MaYE2Gat/SHhNxyT2y0vAGR08DxPA/8dqLLW7rfW1gA7\n",
       "jTGLIs9xe2TmzkwifCnQf4587Yw266Lt874N/HVkuRcBfyb8ebxISlOwi3jr9FbwCuDSyG7lNcAG\n",
       "YGy7r/lH4PdtDkr7obX2c+BHhEPu9NbqP3fwPK3AI8aYPwPTge9Ya1uA+cB/GmO2Ad8E5ltrq4Bf\n",
       "Ax9Fnqsv8Lt2s2wEfmWMubbtk1hrPwB6A8vb3L0IeDzy3P8LmHeedfFZ5Fcp8C7hg+RGRR57E/ie\n",
       "MWY28C3Cu/7/DDxH+IDA+nMsWyRl6Kh4kRRgjGm01mprViQFaItdJDXoHbxIitAWu4iISBLRFruI\n",
       "iEgSUbCLiIgkEQW7iIhIElGwi4iIJBEFu4iISBL5/wF/N+DIn1LikwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1899f3dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "clf = naive_bayes.MultinomialNB().fit(xtrain, ytrain)\n",
    "print 'fpr', metrics.roc_curve(ytest, clf.predict(xtest))[0][1] #fpr\n",
    "print 'tpr', metrics.roc_curve(ytest, clf.predict(xtest))[1][1] #tpr\n",
    "print 'precision', metrics.precision_score(ytest, clf.predict(xtest))\n",
    "print 'accuracy', metrics.accuracy_score(ytest, clf.predict(xtest))\n",
    "\n",
    "roc = metrics.roc_curve(ytest, clf.predict(xtest))\n",
    "plt.figure()\n",
    "plt.plot([0, 0.5, 1], [0, 0.5, 1])\n",
    "plt.plot(roc[0], roc[1])\n",
    "plt.xlabel('false positive rate')\n",
    "plt.ylabel('true positive rate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We had 0.86 auc score from the cross validated test, which I think is pretty good."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Can I improve the prediction by taking the useful votes of the review into account?\n",
    "* Each review has several vote columns such as, votes.funny, votes.useful and votes.cool, which are vote counts for those categories. So it might be helpful to take the useful votes into consideration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "review_votes = df[df['votes.useful']>0]\n",
    "# features = list(review_votes.columns)\n",
    "# features.remove('attributes.Good For Kids')\n",
    "x = vectorizer.fit_transform(review_votes.text_sw)\n",
    "y = review_votes['attributes.Good For Kids'].values.astype(int)\n",
    "xtrain, xtest, ytrain, ytest = cross_validation.train_test_split(x, y, test_size=0.2, random_state=1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.799747981138\n"
     ]
    }
   ],
   "source": [
    "new_score = cross_val_score(naive_bayes.MultinomialNB(),x,y,scoring='roc_auc',cv=5)\n",
    "print new_score.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x189b0b7d0>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAeYAAAFxCAYAAACm8As0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmUY+d93vnvxVoAakEtqK2runq/TTZ3NsXFFCVKlCzL\n",
       "1jjyZBzH8WQmyXgyk+RMRp6JfGKfyZkl9mhGx1LGcWxHcrwrciSblqXIpLVQEilRpEj2wl5v177v\n",
       "+15Y7vyBQnWz2V2FQgG4AO7zOYeH3cVC49cvUXhw3/d339ewbRsREREpDR6nCxAREZGbFMwiIiIl\n",
       "RMEsIiJSQhTMIiIiJUTBLCIiUkIUzCIiIiVkz2A2TfNx0zS/c9vXft40zVcLV5aIiIg7+Xb7j6Zp\n",
       "fhL4BWDllq89DPzDAtclIiLiSntdMfcAPwMYAKZpNgK/BvzPma+JiIhI/uwazJZlPQ8kAEzT9AD/\n",
       "AfglbrmCFhERkfzZdSr7No8CJ4DfAaqAe03T/IxlWb+024Ns27YNQxfXIiLiGgcKvayD2bKsN4D7\n",
       "AEzT7AL+bK9QBjAMg+np5dwrdIlYrEbjlCWNVXY0TtnROGVPY5WdWKzmQI/P9nap20+6MO7wNRER\n",
       "ETmgPa+YLcsaAJ7a62siIiJycNpgREREpIQomEVEREqIgllERKSE7Od2KREpM6mUzcZWgo2tJIlk\n",
       "iqa6EB6Pbl8UKWUKZpEKsr6Z4Er/HN0jiwxMLtM3ukgydfMGiqqAl5MdddzT1cD7HmonFNRbgEip\n",
       "0U+lSJmbWVznYs8s57unsYYWdoLY4zGI1VVRHfYT8HkxDBifWeVS3xyX+ub49lsj/KOfvIfTXfUO\n",
       "/w1E5FYKZpEytLaR4DvnR3j96iQj06s7X2+pD3H8UB1dLTWYRxtZW91812OX1+Kc757m9WuT/L9f\n",
       "PM9zZzv42WdP4POq5USkFCiYRcrI2kaCb701zN/8aJj1zQRej8HRthpOHKrjeHsdtZHAzvcG/F7W\n",
       "7vBn1IT9PPNgOyc76vj6a4N8680RPIbBz33wZPH+IiJyVwpmkTIxt7TBp75wjpnFDaoCXp55sI2H\n",
       "T8YI+r05/XltjRH+6w+b/Mk3LL7xxjBH22p5/N6WPFctIvuluSuRMrC4ssmnv3iemcUNzpox/vF/\n",
       "cYYn7m3NOZQzgn4vH3/vMQI+D3/w19cYmdbBcSJOUzCLlLjltS0+/cXzTM6v8557mnn24UMHDuRb\n",
       "NdZW8dEnuthKpPit5y+xGU/m7c8Wkf1TMIuUuN/9qyuMza7x6KkY73uwnUIco3qqM8qjZoyp+XW+\n",
       "e34073++iGRPwSxSwq4NznNtcJ6ulho+8MihgoRyxlNnWgn4PLzw2qCumkUcpGAWKVG2bfOVV/oA\n",
       "eObBtoKGMkAo6ONRM8bSWpzv6apZxDEKZpESdXVwnu6RRY6319LWGCnKc541m/H7PPz1a0Ns6apZ\n",
       "xBEKZpESZNs2X3k5fbX8Y/e3Fe15Q0Efj56KsbS2xfcujBXteUXkJgWzSAm63D9H79gSJw7V0doQ\n",
       "LupzP3Y6c9U8SCKZKupzi4iCWaQkffONYQCevr+16M8dCvp44Hgji6tbXOqdLfrzi7idglmkxKxu\n",
       "xLk6OE9LfYjm+uJeLWfcd6QBgFevTDjy/CJupmAWKTEXumdIpWzMzqhjNTTXh2isq+JizwxrG3HH\n",
       "6hBxIwWzSIl505oC0pt+OMUwDM4cqSeRtHnTmnasDhE3UjCLlJD1zQRX+udoqquiobbK0Vru7dqe\n",
       "zr487mgdIm6jYBYpIW/3zpJI2o5eLWfURgJ0NldzY3iRmYV1p8sRcQ0Fs0gJeetGetrYyfXlW53Z\n",
       "bgJ77eqkw5WIuIeCWaREbMWTvN07Q311gKY6Z6exM8zOKF6PwQ/VnS1SNApmkRJxuX+OrXiKU53R\n",
       "gu+Lna1gwMux9lrGZ9eYmFtzuhwRV1Awi5SICz0zgLPd2HdyvL0OgLe36xORwlIwi5SI64PzBP1e\n",
       "WhzaVORujrXXAnBRu4CJFIWCWaQEzC1tMLO4QUcsgsdTGtPYGdUhPy31IW4ML7C+mXC6HJGKp2AW\n",
       "KQHW8AIAnc3VDldyZ8cP1ZFM2Vzpn3O6FJGKp2AWKQHW0DwAnc01DldyZ8e3p7Pf1nS2SMEpmEVK\n",
       "wPWhBQJ+Dy31IadLuaPWhjDhoI+LvTOkbNvpckQqmoJZxGELK5tMza/T0VRdcuvLGYZhcKy9luW1\n",
       "OIMTy06XI1LRFMwiDrOGSnt9OeOYprNFikLBLOKwm+vLpR3MR1tr8RhwUfczixSUglnEYdeHFvD7\n",
       "PLQ0lNb9y7cLBry0N0UYnFxmVWc0ixSMglnEQYurW0zMrXGoKYK3RNeXb3W4pQbbhhvb0+8ikn8K\n",
       "ZhEHZaaxD5f4NHZGV0v6dq5rg/MOVyJSuRTMIg7qGVkEoKNMgrmtMYzXayiYRQpIwSzioL6xJTwG\n",
       "Jbc/9t34vB46miKMzqyytLbldDkiFcm31zeYpvk48CnLsp41TfMh4DeBJLAJ/H3LsqYKXKNIRYon\n",
       "UgxOLhOLhvD7yuczcldLDYOTK1hDCzx2utnpckQqzq7vBqZpfhL4PBDc/tK/Af6ZZVnPAs8Dv1zY\n",
       "8kQq19DUMsmUTXtTxOlS9uWw1plFCmqvj+k9wM8AmXbRn7Ms6+3tX/uB9UIVJlLp+saWAGhvLK9g\n",
       "bm0IE/B5uDagAy1ECmHXYLYs63kgccvvJwBM03wK+KfAZwtanUgFywRzW2N5rC9neDwGHc3VTM6v\n",
       "M7+86XQ5IhVnzzXm25mm+XeAXwE+allWVnvzxWKleWJOqdE4Za8SxmpgYplQ0MvRznoMozD3MEej\n",
       "hQl9s6uBvrElRufXOXWsqSDPUUyV8HoqFo1V4e0rmE3T/AXgvwfeb1lW1gtM09Pa9H4vsViNxilL\n",
       "lTBWS2tbTM6tcbSthsXFwqwIRaNhFhbWCvJnN9em205+dGmc+w5HC/IcxVIJr6di0Vhl56AfXrJt\n",
       "BbVN0/QA/x9QDTxvmuZ3TNP83w/07CIudXMau7zWlzOa60MEA16uD6kBTCTf9rxitixrAHhq+7eN\n",
       "Ba1GxCXKtfErwzAMOpoi9I4tMb+8SX1NcO8HiUhWyufmSZEK0jeW3vGr3Bq/btURS+9W1jO66HAl\n",
       "IpVFwSxSZCnbpn9sifrqIKHgvvsvS8ahWPpqv3tYB1qI5JOCWaTIJmbXWN9K0t5UvlfLkL6f2esx\n",
       "uKFgFskrBbNIkZV741eGz+uhtSHM8PQK65uJvR8gIllRMIsUWd94ZQQzpNeZbRt6x7TOLJIvCmaR\n",
       "IusdXcTrNWiOVjldyoF1NGfWmRXMIvmiYBYpos14ktHpFVrqw3i95f/jd2j7AI7uEa0zi+RL+b8z\n",
       "iJSRwYllUja0l/FtUreqCvhoqquid2yJRDLldDkiFUHBLFJEmbXYcjvqcTcdsWriiRRDkytOlyJS\n",
       "ERTMIkVUKR3Zt+rYvp9Zt02J5IeCWaSIekcXCVf5qA37nS4lbzI7gGmdWSQ/FMwiRTK/vMnCyhbt\n",
       "jZGCHfPohNpIgOqQn96xJWzbdrockbKnYBYpksz+2JXS+HWr9qYIS6tbzC5tOF2KSNlTMIsUSSWu\n",
       "L2dkPmxk/o4ikjsFs0iR9G6HVmuFXjED9I4qmEUOSsEsUgTJVIqB8SWa6qoI+r1Ol5N3LfVhPIa2\n",
       "5hTJBwWzSBGMTq+ylUhV5DQ2gN/nIRYNMTixTDyhjUZEDkLBLFIEmbXXcj/qcTeHmiIkUzZDk8tO\n",
       "lyJS1hTMIkXQO5qe4j1UQTt+3a4ts86sBjCRA1EwixRB9+giQb+HxtryP1Hqbtq3p+n7tM4sciAK\n",
       "ZpECW17bYmp+nbYK21jkdtHqAKGgl55RBbPIQSiYRQosM7VbydPYAIZh0N4YYW5pk4WVTafLESlb\n",
       "CmaRAsusL1fSiVJ3o/uZRQ5OwSxSYDvBXKG3St1K68wiB6dgFimgZCpF3/gSjXVVBAOVt7HI7TK7\n",
       "mvVqnVkkZwpmkQIanV5lK56q+PXljKDfS1NdFf0TyyRT2mhEJBcKZpEC6nHRNHZGe1OEeCLFyNSq\n",
       "06WIlCUFs0gBuWFjkdtpnVnkYBTMIgXUM7pI0O+loTbodClFk/kQ0qPObJGcKJhFCmRpbYvphQ3a\n",
       "m8IVvbHI7RpqgwT9Hp00JZIjBbNIgfSMZKaxqx2upLgMw6CtMcLU/Dor63GnyxEpOwpmkQK5MbwA\n",
       "QEeze9aXMzIbjWidWWT/FMwiBXJjeAGPx6CtwYXBvHM/s9aZRfZLwSxSAOubCYYml2mtD+P3ue/H\n",
       "rK0xcwSkrphF9st97xgiRdA7tkjKhs5md60vZ4SCPuprgvSNLZGybafLESkrCmaRArgxnL5SdOP6\n",
       "csahpggbW0nGZ7TRiMh+KJhFCqB7u/HLTRuL3O7mdLbWmUX2Q8EskmfxRIresUWao1VUBXxOl+OY\n",
       "TAOYOrNF9kfBLJJnAxNLJJI2Hc01TpfiqFg0hM9rqDNbZJ8UzCJ5tnP/csy909gAHo9Ba0OYsdlV\n",
       "NrYSTpcjUjb2nGczTfNx4FOWZT1rmuYJ4A+BFHAZ+KeWZanlUuQWO41fMXd2ZN+qrTHCyPQqA+PL\n",
       "nO6qd7ockbKw6xWzaZqfBD4PZHbg/wzwK5ZlPQMYwE8XtjyR8pJK2XSPLBCtDlAd8jtdjuN21pnH\n",
       "NZ0tkq29prJ7gJ8hHcIAj1iW9fL2r18AnitUYSLlaGR6hY2tpGvvX75d284RkApmkWztGsyWZT0P\n",
       "3Lo4dOsROStAXSGKEilX1s76soIZoCbsJ1Ll2zmXWkT2tt97OVK3/LoGWMjmQbGYu7tTs6Vxyl6p\n",
       "jtXQVHozjTMnYkRrqxyuBqLRsNMl0NVWy9X+OQy/j6ZoyOly7qhUX0+lSGNVePsN5vOmab7Psqzv\n",
       "AT8BfDubB01PL++7MLeJxWo0Tlkq1bGybZtLPdNEQj6MZJKFhTVH64lGw47XANBUm25ReePSGGdP\n",
       "NztczbuV6uupFGmssnPQDy/Z3i6V6bz+X4D/wzTNV0mH+p8f6NlFKsjk/DpLa3E6Y9UYhrH3A1xi\n",
       "Z51ZDWAiWdnzitmyrAHgqe1fdwPvL2xJIuUpc/+yGr/eqbUhcwSk1plFsqENRkTypFuNX3cU9Htp\n",
       "qqticGKZZCq19wNEXE7BLJIn1vACwUA6hOSd2hojbCVSjE7rpCmRvSiYRfJgfnmTmcUNOpoiWl++\n",
       "g5sHWmidWWQvCmaRPNjZH1vry3ekjUZEsqdgFsmDncYvrS/fUVNdFX6fh14dASmyJwWzSB5Ywwv4\n",
       "vB5a6ktzAw2neTwGrfUhJmbXWN/USVMiu1EwixzQynqcsZlV2hvDeL36kbqb9qYINtCv+5lFdqV3\n",
       "EZED6h7R+nI2tM4skh0Fs8gBdW+fv6z15d0pmEWyo2AWOSBreB6PkZ6qlburCfupCfnpHVvEtu29\n",
       "HyDiUgpmkQPY3EoyOLlCS30Yv08/Tntpa4qwvBZndmnD6VJESpbeSUQOoHdskVTK1v7YWWrTRiMi\n",
       "e1IwixyANhbZn3atM4vsScEscgCZYD6k9eWstDSEMAydNCWyGwWzSI4SyRS9Y0s01VURCu55gqoA\n",
       "Ad/2SVOTKySSOmlK5E4UzCI5GphYJp5IaX15n9obIySSKUamV5wuRaQkKZhFcqTzl3Oj+5lFdqdg\n",
       "FsnRTuNXTOvL+9HepM5skd0omEVykLJtukcWqYsEqAkHnC6nrDTUVBHwedQAJnIXCmaRHEzMrrG2\n",
       "meCQrpb3zeMxaG0MMzm/zupG3OlyREqOglkkB5mrPd0mlZvM/cw6aUrk3RTMIjnoHUsHcyZgZH+0\n",
       "A5jI3SmYRXLQM7qI3+chFg05XUpZynRma51Z5N0UzCL7tLaRYHxmjdaGMB6P4XQ5Zak65Kc27Kdv\n",
       "bEknTYncRsEssk9944vYaH35oNqaIqxuJJhe1ElTIrdSMIvsU+9oel1U5y8fzM6BFprOFnkHBbPI\n",
       "PmXWRdu3G5gkN2oAE7kzBbPIPqRsm97RRaLVAcJVfqfLKWst9WE8RrqRTkRuUjCL7MP47BrrW0mt\n",
       "L+dBpqt9eGqFeEInTYlkKJhF9mFnGrtJB1fkQ1tjhGTKZnhKJ02JZCiYRfbh5o5fWl/Oh/addWZN\n",
       "Z4tkKJhF9qF3LL2xSFOdNhbJh7btJYFeNYCJ7FAwi2RpcyvJ+OwaLfUhbSySJw01QYJ+nTQlcisF\n",
       "s0iWhqaWsW1obdA0dr4YhkFbY4SZxQ1W1nXSlAgomEWyNjC+DECLgjmvdD+zyDspmEWyNDCRDmZd\n",
       "MedX5kALNYCJpCmYRbI0MLGE3+ehoSbodCkVJdOZrQYwkTQFs0gWNreSTMylG78MQ41f+RSu8lMX\n",
       "CeikKZFtCmaRLKjxq7DamyKsbyaYnF93uhQRxymYRbKQWV9W41dhtGmjEZEdvv0+wDRND/B7wCkg\n",
       "BfyiZVlWvgsTKSWDavwqqJ0jIMeWeOq+NoerEXFWLlfMHwYilmU9DfyfwK/ltySR0tM/rsavQmre\n",
       "3rRFG42I5BbM60CdaZoGUAds5bckkdKixq/C83k9NEdDjEyvEk8knS5HxFH7nsoGfgBUAdeBRuBj\n",
       "ez0gFqvJ4WncR+OUvWKO1dX+WWwbutpqiUbLayq7nOo90l7HxNwaS5spTrdFi/rc+tnLnsaq8HIJ\n",
       "5k8CP7As61dN0+wAXjJN8z7Lsu565Tw9vZxzgW4Ri9VonLJU7LG6cH0SgGgkwMLCWtGe96Ci0XBZ\n",
       "1dtYHQDgrasTNEb8RXte/exlT2OVnYN+eMllKjsCZHYCmAf8gPdAVYiUMDV+FUdbkzqzRSC3K+ZP\n",
       "A39gmuYrpEP5X1qWpZsPpWKp8as46quDVAW89I5qBzBxt30Hs2VZC8DHC1CLSMnJNH4daoqo8avA\n",
       "0idNhekfX2ZpbYvacMDpkkQcoQ1GRHYxPLWCbWtjkWJpu+V+ZhG3UjCL7GJgIh0QrfUK5mJo1xGQ\n",
       "Igpmkd3oqMfi0hGQIgpmkV1lGr/q1fhVFKGgj2h1+qSplE6aEpdSMIvcxa07fnk8avwqlvbGCBtb\n",
       "SSZmy+cebJF8UjCL3IUav5zR3qQGMHE3BbPIXajxyxk7R0COK5jFnRTMInehHb+c0RwN4dVJU+Ji\n",
       "CmaRu+ifUOOXE7xeD831IUanV9iM66QpcR8Fs8gdbMaTjM+u0RxV45cT2hsjpGwYnlxxuhSRolMw\n",
       "i9zB8GS68UvT2M5o1TqzuJiCWeQOdhq/FMyOyDSA9SuYxYUUzCJ3oMYvZ9VXBwn6vfTrlilxIQWz\n",
       "yB30Tyyr8ctBhmHQ2hBmamGdlfW40+WIFJWCWeQ26cavVTV+Oay9KT1bMaDpbHEZBbPIbTI7fmka\n",
       "21mtDekdwLTOLG6jYBa5jdaXS8PNBrBlhysRKS4Fs8htMh3ZLQ0hhytxt+qQn+qQn76xRWydNCUu\n",
       "omAWuU3/eLrxq6GmyulSXK+tMczSWpy5pU2nSxEpGgWzyC3U+FVa2hu1zizuo2AWuYUav0pL5v+D\n",
       "glncRMEscgs1fpWWzP8Hbc0pbqJgFrmFGr9KSzDgpaE2yODEMqmUGsDEHRTMIrcYUONXyWlriLCx\n",
       "lWR8bs3pUkSKQsEssm1LjV8laed+Zu2bLS6hYBbZNjy1QkqNXyVnJ5gnFMziDgpmkW0DavwqSbFo\n",
       "CK/H0BWzuIaCWWSbGr9Kk8/rIRYNMTy1QjyRcrockYJTMIts6xtbIqDGr5LU1hgmmbIZnlpxuhSR\n",
       "glMwiwDrmwkmZtdobQir8asE3TzQQtPZUvkUzCKk15dtbgaAlJa27SMg+7TOLC6gYBbh5pVY2/be\n",
       "zFJaGmqDBHwe+sYXnS5FpOAUzCLcvEdWV8ylyTAMWhvCTM6ts7aRcLockYJSMIsAfWOLRKp8VIf8\n",
       "Tpcid5GZzRjQ/cxS4RTM4nrzy5vMr2zR1hjBMNT4VarUACZuoWAW1xsY1zR2ObgZzMsOVyJSWApm\n",
       "cb0+BXNZqA75iVT56B1dxLZ10pRULgWzuF6m8UtbcZY2wzBob4qwuLrF3NKm0+WIFIyCWVwtZdv0\n",
       "jy9RXxOkKuBzuhzZQ3tTugGsd0y3TUnlUjCLq03OrbG+laRd09hloX27M7t3VA1gUrlyukQwTfNf\n",
       "Ah8D/MBvWZb1R3mtSqRItLFIeWltCOMxoHdUV8xSufZ9xWya5vuBJy3Legp4P3AszzWJFE3PqBq/\n",
       "yonflz5panBymXgi6XQ5IgWRy1T2h4FLpml+Bfga8NX8liRSPN3DC/i8HprrFczl4lCsmmTKZnBC\n",
       "J01JZcplKjsGdAI/Rfpq+avA6V0fEKvJ4WncR+OUvXyM1craFmMzqxxpr6WxoTKnsqPRyvvAcfJw\n",
       "PeduTDOxuMGTD3fk5c/Uz172NFaFl0swzwDXLMtKADdM09wwTbPJsqyZuz1gelobAuwlFqvROGUp\n",
       "X2P1du8MNtBaH2ZhYe3ghZWYaLRC/16h9NvW2zemePpMy4H/PP3sZU9jlZ2DfnjJZSr7+8BHAEzT\n",
       "bAciwOyBqhBxQPdIuoGoI1aZV8uVqjYSIFzlo0cNYFKh9h3MlmV9HThvmuaPSE9j/xPLsrQNj5Sd\n",
       "G8MLGMbNe2OlPBiGwaGmCAsrW8wtbThdjkje5XS7lGVZv5zvQkSKKZ5IMTC+TKwuRNDvdboc2af2\n",
       "xgjdI4v0jC7yntoqp8sRySttMCKuNDi5TDyZ0jR2mdrZAUwbjUgFUjCLK3WPLADpW2+k/GijEalk\n",
       "CmZxpe5hNX6VM78vfe/54OQyW3FtNCKVRcEsrmPbNt0jC9SG/dSEA06XIznqiEVIpuydbVVFKoWC\n",
       "WVxnYm6N1Y0EHZrGLmuZZYjMbW8ilULBLK5jDWfWlzWNXc4ObTeAZfoFRCqFgllc5/rgPACHW7S1\n",
       "YDmrDvmJVgfoGV0iZWsrBakcCmZxFdu2uTowTyTko6Em6HQ5ckCHmqpZ30wwNrPqdCkieaNgFlcZ\n",
       "nV5lZT1OV0sNhmE4XY4cUKarvkfrzFJBFMziKte2p7G7NI1dETJ9AlpnlkqiYBZXuab15YrSWFtF\n",
       "MOBVZ7ZUFAWzuEYyleL60DzR6gB1Ed2/XAkMw6CjKcLM4gbzy5tOlyOSFwpmcY3BiRU2tpKaxq4w\n",
       "melsHQMplULBLK5xbXAO0DR2pTnUlNloROvMUhkUzOIa1wYy68va8auStDWG8XoMbgwrmKUyKJjF\n",
       "FeKJJN0jizTVVRGp8jtdjuSRz+uhrTHM8NQKaxsJp8sROTAFs7hCz+gS8WSKrlZNY1eizuZqbFvr\n",
       "zFIZFMziClf60+vLR7S+XJEyB5JoOlsqgYJZXOFS3yxej0Gn1pcrUntTBMMAa3je6VJEDkzBLBVv\n",
       "cWWT4akVDsUiBHxep8uRAgj6vbTUhxkYX2YznnS6HJEDUTBLxbu8PY19rK3W4UqkkDqbq0mmbPrG\n",
       "lpwuReRAFMxS8TLry0cVzBVN68xSKRTMUtFSts3l/jkiIR9NdVVOlyMFlDlpSuvMUu4UzFLRBieW\n",
       "WVmPc6y1Vsc8VrhQMP3hq3d0iUQy5XQ5IjlTMEtFu9w3C8DRdk1ju0FnczXxRIqBiWWnSxHJmYJZ\n",
       "Ktrl/jkMQ+cvu0Vnc3qd2RrSdLaULwWzVKy1jQS9o4u0NoQJBX1OlyNFkGkAs4bUACblS8EsFevK\n",
       "wBwpW7dJuUl1yE9DbZAbIwtaZ5aypWCWinWxZwaA44fqHK5EiqmrpYateIr+cd3PLOVJwSwVKZWy\n",
       "ebt3lkiVj5b6kNPlSBFl+gmuD2qdWcqTglkqUt/4EivrcY4fqtNtUi6TaQC7pmCWMqVgloq0M42t\n",
       "26RcJxT00RwN0TO6SDyhfbOl/CiYpSJd7JnB6zF0m5RLHW6pJpG06RnVOrOUHwWzVJy5pQ1Gplc5\n",
       "3FJNwK/TpNwo84FM09lSjhTMUnEu9qZ3+zrerm5st+porsYw4NrgnNOliOybglkqjtaXJej30lof\n",
       "pn98mY2thNPliOyLglkqymY8ybWBeZrqqqirDjpdjjioq7WGVMqme2TR6VJE9kXBLBXl2uA88WRK\n",
       "09jC4Zb0bVNXBzSdLeVFwSwV5e2d3b40je12h5qq8XoNLvUpmKW85BzMpmk2m6Y5bJrmqXwWJJIr\n",
       "27a50DNDVcBLe2PE6XLEYX6fh85YNWMzq8wvbzpdjkjWcgpm0zT9wL8HVvNbjkjuhqdWWFjZ4lhb\n",
       "LR6PdvuSmweYXO6fdbgSkezlesX8aeB3gPE81iJyIDq0Qm53dDuYr/RrOlvKx76D2TTN/xaYtizr\n",
       "G9tf0qWJlISLPbMYBhxt025fktZQG6Qm7Ody3xyplO10OSJZyeX0+H8A2KZpPgc8BPyRaZo/bVnW\n",
       "5N0eEIvpjTIbGqfs3T5W88sb9I8v0dVWS2uzGr8yotGw0yU4zuxq4M1rkyxsJDC7Gu74PfrZy57G\n",
       "qvD2HcyWZb0v82vTNL8D/OPdQhlgeno5h9LcJRar0Thl6U5j9f23x7GBIy3VLCysOVNYiYlGwxoL\n",
       "4FBDiDeB758boSHsf9d/189e9jRW2TnohxfdLiUV4WKv1pflzrpaazAMuKQGMCkTuUxl77As69l8\n",
       "FSKSq3gixZX+OaLVARpqtNuXvFNVwEdbQ5i+sSVWN+JEqt591SxSSnTFLGXv2uA8G1tJThyqwzDU\n",
       "iyjvdrStFtuGawM6bUpKn4JZyt757mkATnZEHa5EStWx7QNNMrfUiZQyBbOUtVTK5tyNaUJBH4ea\n",
       "tNuX3FlrQ5hIlY8LPTO6bUpKnoJZylrv2CLLa3FOHKrTbl9yV4ZhcKKjjtWNBD2jOm1KSpuCWcra\n",
       "+RvpqclTHerGlt2d2O7Yv9Ct6WwpbQpmKVu2bfPWjSn8Pg9drdr0QHbX1VKD3+fZ6UkQKVUKZilb\n",
       "ozOrTC9scKytFp9XL2XZnc/r4UhrDZPz64zP6vwdKV16N5Oyde5Gphtb09iSnZOZ6Wx1Z0sJUzBL\n",
       "2TpnTePxGBxvVzBLdo6112IYN3sTREqRglnK0tTCOkNTK3S1VBMMeJ0uR8pEuMpPe2OE3tFFlta2\n",
       "nC5H5I4UzFKW3rw+BYDZWe9wJVJuTnbUYaPubCldCmYpS29cm8RjaH1Z9u9UZ3qHuDeu7Xoonohj\n",
       "FMxSdiao8BmlAAATW0lEQVRmVxmcXKGrtYZQ8EDnsIgLRauDtDaEuTY4z7Kms6UEKZil7Hz/4hgA\n",
       "pw9rGltyc/pwlJR9s7NfpJQomKXsvHJhFI9xcycnkf0ytz/U/ejalMOViLybglnKytT8Gn2ji5rG\n",
       "lgOpiwRoawhzfWiexZVNp8sReQcFs5SVN7a7sTWNLQd1uqse24ZXL407XYrIOyiYpay8cW0Kj8fQ\n",
       "NLYcmLndnf3K+VGHKxF5JwWzlI3RmVWGplY42RHVNLYcWG0kQHtjhMt9M5rOlpKiYJay8dqVCQAe\n",
       "NmMOVyKV4p6uKLYNr6sJTEqIglnKQsq2+eGVCQI+D6e7GpwuRyrE6a56PB5D68xSUhTMUhZ6RhaZ\n",
       "W9rkVGeUgF97Y0t+RKr8nOqMMjS1wsjUitPliAAKZikTP9yexj5zRFfLkl+PmM0AvHp5wuFKRNIU\n",
       "zFLy4okUP7o2SSTko7O52ulypMKcPtJAMODl1SsTJFMpp8sRUTBL6Xu7d5b1zST3djXg8RhOlyMV\n",
       "xuf1cM/hepZWt7g6MO90OSIKZil9P7ySbsw5c0Sbikhh3Hc0vUSi6WwpBQpmKWmLq1tc6JklFq0i\n",
       "Fg05XY5UqLbGMPU1Qc5Z06xtJJwuR1xOwSwl7dXL46RSNg8eb8IwNI0thWEYBvcfbSCeTO00Goo4\n",
       "RcEsJcu2bV6+MIbXY3CvprGlwO4/1ojHgO+cH8W2bafLERdTMEvJ6h5ZZHJ+HbMzSlVAW3BKYUVC\n",
       "fk52RBmbWaV3dMnpcsTFFMxSsl6+OAbAA8cbHa5E3OKhk01A+qpZxCkKZilJaxtx3rg+RbQ6oHuX\n",
       "pWgON1dTXxPkjeuTrKzHnS5HXErBLCXptauTxBMpNX1JURmGwUMnmkgkbX6g/bPFIQpmKTm2bfPS\n",
       "uVE8Bpw5qi04pbjuO9qA12Pw3fOjpNQEJg5QMEvJuT44z9jMKubheqpDfqfLEZcJBX2cPlzP5Pw6\n",
       "V/rnnC5HXEjBLCXnm2+NAPDoKZ27LM44u33m94uvDzlcibiRgllKyvTCOhe7Z2htCNPWGHa6HHGp\n",
       "loYwh5uruTY4z7COg5QiUzBLSXnp3Ag26atlNX2Jkx47nT4O8htv6KpZikvBLCVjYyvByxfGCFf5\n",
       "MA9HnS5HXO5Yey0NNUFeuzLJwsqm0+WIiyiYpWS8enmC9a0kD51owufVS1OcZRgGZ083k0zZvHRu\n",
       "xOlyxEX2vc+haZp+4PeBLiAI/GvLsr6W78LEXZKpFC++PoTXk76PVKQUnDnSwMsXx3jprVF+4vEu\n",
       "QkFtDSuFl8tlyd8Dpi3Legb4CPBb+S1J3OiNa1PMLG5w/7FG3SIlJcPv83DWbGZtM8F3L2ibTimO\n",
       "XIL5y8C/uuXxOrxUDiRl2/znHw5iGPCee5qdLkfkHR451UTA7+HF14fYjCedLkdcYN/BbFnWqmVZ\n",
       "K6Zp1pAO6V/Nf1niJm/3zDI2s8rpw/VEq4NOlyPyDlUBH4+eirG8FuflC2NOlyMuYORy7qhpmp3A\n",
       "88C/syzrD/f4du1pJ3dl2zb/4t++gjU4z//0sw/R2hhxuiSRd1ldj/PpP32TSNjPf/jVD+H3eZ0u\n",
       "SUrbge71zKX5qwX4BvBPLMv6TjaPmZ5e3u/TuE4sVuPKcbKG5rEG5zneXkuV12BhYW3Px0Sj4ay+\n",
       "z+00TtnJdpwePNHEG9en+MuXunn24UNFqKz0uPV9ar9isZoDPT6XNeZfAeqAf2Wa5ne2/6k6UBXi\n",
       "SrZt85ev9AHw5JlWh6sR2d1jp5vxeQ2+/uoA8UTK6XKkgu37itmyrH8O/PMC1CIuc3VgnhvDixxr\n",
       "r6W9SVPYUtqqQ34eOtHEm9Y0370wyofOdjpdklQo7eIgjrBtm7/4Xi8A772/zeFqRLLzxL0t+H0e\n",
       "/vOrA2xs6YYUKQwFszjiQvcMAxPLnOqso6VBh1VIeQhX+XnsdDPLa3G++aZ2A5PCUDBL0aVsm+df\n",
       "6cMw4L33tztdjsi+PHa6maqAlxdfG2RlPe50OVKBFMxSdD+6Osno9Cr3djXQWKe+QSkvQb+XJ+5t\n",
       "YX0ryQuvDzpdjlQgBbMU1WY8yZe/24vXY/D0/erElvL08MkYNSE/33xjmJnFdafLkQqjYJai+sYb\n",
       "w8wvb3LWbKZOu3xJmfL7PDzzYDuJpM2ff7fX6XKkwiiYpWgWVjb5+g8HCAd9PHGmxelyRA7k3iP1\n",
       "tDaE+dG1KXpGFp0uRyqIglmK5vmX+9iKp3j6gTaCfm1pKOXNMAw+8Eh6B7AvfvsGqRy2Nxa5EwWz\n",
       "FMXgxDI/eHucproqHjjW6HQ5InnREavG7IzSP77M61cnnS5HKoSCWQoumUrxhy9cwwY++EgHHs+B\n",
       "9ncXKSnve6gdr8fgSy/1sLahTUfk4BTMUnAvvTXK4OQKZ47U09V6sM3dRUpNtDrIk2daWVzd2tn7\n",
       "XeQgFMxSUHNLGzz/ch9VAa9rT+SRyveee5qprwny0rkR+seXnC5HypyCWQrqT795g814kmcfPkS4\n",
       "yu90OSIF4fN6+PDZTmwb/vjF66RSagST3CmYpWB+eHmCC90zdMYi3He0welyRAqqq7WGe4/UMzi5\n",
       "wrff0j7akjsFsxTE1Pwaf/w3FgGfh4883oVhqOFLKt+zDx+iKuDlz7/Xy8TcmtPlSJlSMEveJZIp\n",
       "fvevrrAZT/Khxzqpr9EOX+IOkSo/P/5YJ/FEit/72lWSqZTTJUkZUjBL3v3lK30MTCxz5kg9Z45o\n",
       "ClvcxTxczz1d9fSNL/HXrw05XY6UIQWz5NWPrk3ywmtDRKsDPHe20+lyRBzxobMdVIf8/NX3+xmc\n",
       "WHa6HCkzCmbJG2tons9/7SoBn4e/9fQxbbsprlUV8PETjx8mlbL57a9cYm1D5zZL9hTMkhdjM6v8\n",
       "5l9cwrZtPv7eYzTXh5wuScRRR9tqeeLeFqYXNvi9r1/D1l7akiUFsxzY5Nwan/lPF1jfTPCRxw9r\n",
       "dy+RbU/f38bh5moudM/w4utab5bsKJjlQIYml/n1P32LueVN3vdgO/cd1QEVIhkej8HHfuwI1SE/\n",
       "f/69Xq4MzDldkpQBBbPk7MbwAv/PF86xvBbnQ2c7ePxenbEscrtIlZ+ffvooHsPg3z1/iZGpFadL\n",
       "khKnYJacfO/CKJ/+4nk240l+6skuHj4Zc7okkZJ1qCnCR5/oYmMryWe/dIH55U2nS5ISpmCWfYkn\n",
       "0kc4/tGLFn6fh7/9vuPcq3uVRfZ0T1c9zzzYxvzKFp/9cronQ+ROFMyStcm5NX79T97i5YvjNNeH\n",
       "+G9+3ORIW63TZYmUjcfvaeHBE42MTK3ymS8pnOXOfE4XIKXPtm1+cGmCP/2mxVY8xf1HG3jubCd+\n",
       "nz7XieyHYRh86NFOtraSXBta4N98+SKf+NkHqQrorVhu0jur7GptI86//+oVfv+vrwHwsaeO8BNP\n",
       "dCmURXLk8Rj85JNHOH04SvfIIp/90kVdOcs76GOa3FX3yAKf++oVZpc2aW8M87GnjlBXrQMpRA7K\n",
       "4zH4qSePYNsDWMML/N9feItP/FcP6cAXAXTFLHeQTKX46vf7+dQXzjG3vMmTZ1r5+edOKZRF8sjj\n",
       "MfjYU0d21pz/9R+/yei0bqUSXTHLbWYXN/jc167QPbJITdjPTz15hM7maqfLEqlIHo/Bh892UhcJ\n",
       "8PLFcX7tT97iH370Hs6ebna6NHGQgll2vHl9ij944TrrmwlOddTxkccPqylFpMAMw+CJe1upiwR5\n",
       "4fUhfvsrl3n/w4f4uQ+cIKCDYFxJ77rC5laS//itG7zy9jg+r4cff08nDxxrxDAMp0sTcY17uupp\n",
       "rg/x1R/0893zo1iD8/zCh09xj/YJcB0Fs8v1jy/xua9dYXJuneZoiI/92BEaa6ucLkvElRprq/iF\n",
       "D5l878Io57pn+PSfXeCRUzF+9gMnaI7qxDa3UDC7VDyR5Cvf7+fF14ewbThrxnjmwXZ8XvUDijjJ\n",
       "7/Pw3NlO7jvWyLffGuHcjWnOd0/z8MkYHzrbwanOqGazKpyC2YWuDczxJ9+4wcTcGnWRQPqoxhYd\n",
       "1ShSSlobwvz8cye5PrTA69cmOXdjmnM3pmmpD/GIGeORkzGOttfiUUhXHAWzi0zOr/Gll3o43z0D\n",
       "wKOnYrz3wTYCPjWYiJQiwzC4p6ue04ejjM6scu7GND2jS7zw2hAvvDZEdcjPmaMN3HuknjNHGmjQ\n",
       "MlRFUDC7wOj0Ci/+aIjXrkySTNkcaorwwUc7aG0IO12aiGTBMAw6YtV0xKqJJ1IMTCzTM7JA38QS\n",
       "r1+d5PWrk0D6Kvu+Yw2cOdKAeTiquyrKlP6vVajNrSQXemZ49fI4l/rSh7M31AR5+oE2TK1RiZQt\n",
       "v8/DyY46TnbUYds2s0sbDIwvMzCxzNDUCt96c4RvvTmC12Nw/FAdDx5v5IETTbQ3hvVzXyYUzBVk\n",
       "emGda4PzXOmf42LvDFvxFJA+C/Y997Rw4lCtfjBFKohhGDTVhWiqC3H2dDOJZIqxmVUGJpbpH1/i\n",
       "xvACN4YX+PJ3e2mqq+Khk008eKIJszOqRs8Stu9gNk3TA/w28ACwCfx3lmX15rswubtUymZyfo3h\n",
       "qZWb/0wuM7+ytfM9dZEAj56q556ueprqdJuFiBv4vB4Ot9RwuKWGZx5sZ20jTt/4Ej2jiwyML+9c\n",
       "TVcFvJzsqOOervSUd2dztYK6hORyxfy3gIBlWU+Zpvk48BvbX5M8iidSzK9sMj2/zvTCOlML60zP\n",
       "rzM5v8bk3DrxZOod3x8J+TjZUUdXSw1dLTU01AZ1dSzicuEqP/cdbeS+o40kkymGp1foHV2ib3yJ\n",
       "S31zO8tcXo9BR3M1R1traGuK0N4UobU+TH1NEI9H7yPFlksw/xjwIoBlWa+bpnk2vyXlVzyRZH0z\n",
       "Scq2se302cIp2ya1/WvbTl+B7vz6tn+/8+vvfFzm95n/9u7vB5tbvjcF8WSKeDzJViLFViJFPJFk\n",
       "M55iM5FiZn6NxdUtlte2WN9M3vHv4/N6aKgJ0lwfIhYN0RwNEasPEQ5qVUJE7s7r9XCktZYjrbV8\n",
       "EFhe22J4aoWR6VXGZ1cZnlphcGL5HY/xeAzqq4NEqwNEQn7qa0N4DZtwlY9w0E/A78HrMfB4DHwe\n",
       "D16vgccw8HoNvJ70f/N63v17j8fAMMBjpP+NYeAhPTVvGLf9G6gO+V31ASGXd/NaYOmW3ydN0/RY\n",
       "lpW62wOcsrGV4H/97VdZ2yiPs04NIBT0EanyE4uGqK7yU1cdILr9gxGtDhKu8t3xSjhl28Uv2CGp\n",
       "lO2qv2+uNE7Zces4RUJ+TnfVc7qrHoBEMsXc0gazS5vMLm2wsLzJ4uoWS6tb9I1v4OQQne6K8sm/\n",
       "+4hzBRRZLsG8BNy6G8VeoWzEYs5tXvGffu0nHXtuERGR/cpltf8HwEcBTNN8Ang7rxWJiIi4WC5X\n",
       "zH8JfMg0zR9s//4f5LEeERERVzNsF66tiIiIlCrduCYiIlJCFMwiIiIlRMEsIiJSQnLelWKvrTlN\n",
       "03yM9K5gBjAK/H3LsrZM0zwHLG5/W59lWf8o1xrKxW5jZZpmC/Bnt3z7Q8AvA58HfudOj6lUuYyT\n",
       "ZVmf02vqjj9/Hwd+BbCB37cs63fduJ1uLuO0/XVXvaayGKe/C/wLYAP4smVZn3Xj6wlyG6vtr2f9\n",
       "mjrIdlF33ZrTNE0D+BzwX1qW1Wea5i8CR03THASwLOvZAzxvObrrWFmWNQk8C2Ca5pPA/0U6lD8O\n",
       "BF229em+x8k0zart/67X1DtfH58BHgZWgaumaf4Z8AH0mtprnL5I+s3Wba+p3d7PG4FfJz1Oi8B3\n",
       "TNP8LnAU972eILexugbZv6YOMpX9jq05gVu35jwFzAK/tF1U1LIsC3gQCJum+TemaX57+y/lBruN\n",
       "FbDzYeY3gf/Rsix7+zEv7PaYCpTLOOk1deexigNRIEx61kqvqezHyY2vqd3G6Thw0bKshe2fudeA\n",
       "Z3Dn6wlyG6sH2Mdr6iDBfMetObd/3QQ8Bfxb4Dngg6ZpPkv6U+mnLcv6ceB/AL5wy2Mq2W5jlfEx\n",
       "4LJlWd37eEylyWWc9JpKu32sfgN4C7gEfM2yrMUsHlOJ9jtOS7jzNbXbOHUDZ0zTbDZNMwx8EIjs\n",
       "8ZhKtt+xCgNr7OM1dZBB3G1rzlmgx0pLkP50cRa4AXwBYPuNdRZoO0AN5SKbbUz/Hunp//08ptLk\n",
       "Mk56TaXtjJVpmoeBfwZ0AUeAFtM0//Zuj6lguYyTG19Tdx0ny7LmgU8AfwH8R+AcMLPbYypcLmO1\n",
       "r9fUQYJ5t605+4Bq0zSPb//+vcBl0ruE/cb2Y9pJf/IYP0AN5SKbbUzPWpb1w30+ptLkMk56Tb17\n",
       "rKqAJLC5/YYxRXq6Vq+pvcepHne+pu46TqZp+kj/3L0X+Dukp/q/tdtjKtx+x+rb7PM1lfPOX9tr\n",
       "fZnONLaf+FGg2rKsz29PXX+K9LrNDyzL+sR20X9A+hMqwCcty3otpwLKSBZjFQP+xrKsR3Z7jGVZ\n",
       "N4pYdtHlOE56TaXdPlafAH6edGdoD/CLpENIr6m9xwlc9prKYpz+N9INTkngdy3L+n03vkdBzmO1\n",
       "r/cpbckpIiJSQtywUC8iIlI2FMwiIiIlRMEsIiJSQhTMIiIiJUTBLCIiUkIUzCIiIiVEwSwiIlJC\n",
       "FMwiIiIl5P8HbLvz5x6j+9kAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18cad5390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sns.kdeplot(np.random.normal(loc=np.array(new_score).mean(), scale=np.array(new_score).std(), size=10000), shade=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fpr 0.440652500537\n",
      "tpr 0.947541207852\n",
      "precision 0.771380846325\n",
      "accuracy 0.796440954092\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1a7b2ed50>"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfYAAAFkCAYAAADSRRn0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8lPW99/9XJvsCYQs7YZVvEi1uWFBRcaFFEcuOgGDt\n",
       "z+53f13uc5/7LI+2v/bcj1/b87vbc0577vZY7Sa4EBAREXAFF1BUKgol+UIgskoIkISE7DPX74+Z\n",
       "aIwhTEiuuWZ5Px8PHzBzZWY+XiTzzveaa96T5DgOIiIiEh98Xg8gIiIivUfBLiIiEkcU7CIiInFE\n",
       "wS4iIhJHFOwiIiJxRMEuIiISR1wPdmPMFGPM1k6un22MedsYs8MY86Dbc4iIiCQCV4PdGPP3wMNA\n",
       "eofrU4FfATOAW4CvGWMGuzmLiIhIInB7xV4GzAOSOlxfCJRZa2ustS3AG8DNLs8iIiIS91wNdmvt\n",
       "OqC1k019gZp2l2uBXDdnERERSQQpHj1uDdCn3eU+QFVXN3Acx0lK6rjwFxERcY8/4Ke+pYHzzfWc\n",
       "//jP+uCfzQ3t/t7J9pYG/AF/tx4vMyUDf0sKjfVJJAXSWPPg/+p28HkV7KXAZcaY/sB5gofh/7+u\n",
       "bpCUlERlZW0kZktoeXl9tJ9dpn3sPu1j98XKPnYch+ZAC/Ut9TS0NlLf2kBDawP1LQ3UtzZ86nJw\n",
       "e+jrWoLXN/qbuvV4KUnJZKZmkpWSycD0AWSmZJKVmhn8MyWTzJSMT13Oarf94JHz/HmzpaaumfHD\n",
       "+/Lg3UWX9P8cqWB3AIwxS4Aca+3DxpgfAM8TfDngD9bajyI0i4iIxBB/wP/pUP44iNuCufFTwV3f\n",
       "2kBDyyfb/E73V82ZKZkMyhwYCuKs4J9t4Zz6SSh/EtwZZKVkkepLobtHl5ua/RS/UsbW946T7Eti\n",
       "/i3jmDkln2Tfpb1anhRDn+7mxMJvh7EuVn4Lj2Xax+7TPnZfd/ZxWKvmLlbQTf7mbs32yao5i6yU\n",
       "jC6DuG0F3bY9IyUDX1LkKl7KjtXwyMZ9nKpuYEReNl+9u4j8IZ+8Up2X1ydmDsWLiEgM6bhq/sif\n",
       "xInTZ8JaNde3NhBwAt16vLYVcl7moE+tkj8O5NSMzxzKbgvutORUl/ZC72n1B3jmjXI2vXUYHLhz\n",
       "Sj5zbhpHakrPf6lQsIuIJADHcWjyN4cdxL21as5OzSYvc+CnVs2fDuq2yxkfr7AjvWqOtKOn6nhk\n",
       "4z6OnqpjUG4GD95dxMRR/Xrt/hXsIiIx4pNV8ycneH02iNsHd7vXpHt51ZyX249Asy+mV82RFgg4\n",
       "PP/2EZ5+/RCtfodbrhrOolsnkJneu1GsYBcRiZCOq+aLnQD26e0N3V81+1LISmlbNQ/69OHrHq6a\n",
       "dR5D95yqqueR50ooO1ZDbnYaD9xVwKTxg1x5LAW7iEg3+AP+T52d3dASXEHXtzZ2eSi7LbC7s2pO\n",
       "IomMlAyyUjIYnDmok7dOtT8RLPPjk8Datqdq1ew5x3F49f0TrH65jKYWP5MLBrPii4acTPf+bRTs\n",
       "IpJQgqvmpk9Wxi0NHYK63Qq6tZ76lsZPHc5u7uaqOdWXQmZKJjmhVXP7M7IvfMZ22xna6XH9WnO8\n",
       "q65r4k+bStlz6AxZ6Sl87Z4iphQO6fbb4bpLwS4iMediq2ZO+Dl9rqZDUH8S2Je2as5kSOYgMlOD\n",
       "gdxZELe95zkrJYPMUHBr1ZyY3i6pYOXzlvONrVw+dgBfuauQ/n3SL37DXqBgF5GI82LVnJWSSZ/U\n",
       "HIZk5V3gUHYosDsc6taqWbqjrqGFx17cz859FaSl+lj+hYlMv3qE66v09hTsInJJ2lbNnZ6R3dLu\n",
       "BLBeWjW3tYG1D+YLHcoePmggTXVO6Ou0apbI2HvoDH/cVEJ1u0rYIQOyIj6Hgl0kQbWtmtufkV3f\n",
       "oRWs4TPB3ej+qjk181OHsrNSM0lP7t6qOW9QHyodnbEtkdHU7Kd4a+9VwvaUgl0khrVfNV84iDs/\n",
       "Y9vtVfOnglurZolTF6uE9YKCXSTGOI7D2gMb2HHibZoDLd26baovlayUDPqk9WFIVt6Fg7gXVs0i\n",
       "8czNStieUrCLxJh3K3az7dh2+qXnMrb9Ie125SKfKR8JBXeqTz/yIj3ldiVsT+mnXCSGVDfVULx/\n",
       "PWnJaXz/mm8wKHOg1yOJJIxIVcL2VHRNIyIX5DgOT5Q+RX1rA4snzlWoi0RQJCthe0rBLhIj3vro\n",
       "XfaeKaWg/2XcNGKq1+OIJAQvKmF7SsEuEgPONlax9sAGMpIzWFa4IKJlFyKJyqtK2J5SsItEOcdx\n",
       "eKxkLY3+JpYVLGRARn+vRxKJe15WwvaUgl0kyr1+/C1Kqw5wxcACrh822etxROJaNFTC9pSCXSSK\n",
       "nW44w9MHnyMrJZOlBToEL+KmaKmE7SkFu0iUCjgBVpYU0+xvZmnREnLT+3o9kkhcirZK2J5SsItE\n",
       "qW3HtlNWXc5VeVcwechVXo8jEpeisRK2pxTsIlGo4vwpNhzcTE5qNveaeToEL9LLorkStqcU7CJR\n",
       "xh/w82hJMS2BVu4vWkKftByvRxKJK9FeCdtTCnaRKPPykdf48NwRJg+5iqsHf87rcUTiRqxUwvZU\n",
       "fP3fiMS4E3Unea78BXLT+rBo4hyvxxGJG7FUCdtTCnaRKOEP+Hl035O0On6WFiwgOzX23mYjEm1i\n",
       "sRK2pxTsIlFiy+FXOFp3gqnDJnPFoEKvxxGJebFaCdtTCnaRKHCk9hhbPnyZ/un9WHDZbK/HEYl5\n",
       "sVwJ21MKdhGPtQRaeXTfagJOgGWFC8hMyfR6JJGYFQ+VsD2lYBfx2KbyF/nofAU3jbiewgETvR5H\n",
       "JGbFSyVsTynYRTxUXnOYFw9vY1DGAOaMv8vrcURiUrxVwvaUgl3EI83+FlaWFANwX+EiMlIS4/U/\n",
       "kd4Uj5WwPaVgF/HIs4e2UFFfya2jpnFZ/3FejyMSU1paA2zYHp+VsD2lYBfxwIGqQ2w9+gaDswZx\n",
       "z7g7vR5HJKYcPVXHw8/u41hlfFbC9pSCXSTCGlsaPz4Ev6JwMWnJ8VuUIdKbEqUStqe0N0QibNX7\n",
       "T3Om8SxfGH0rY3NHez2OSExIpErYnlKwi0RQ6dkDvHDwNYZnD+WusTO8Hkck6iViJWxPKdhFIqSh\n",
       "tYFVJWtITvKxvGgRqT79+Il0JVErYXtKzywiEfLUgY1UNVWz4PJZ5PcZ6fU4IlEtkSthe0rBLhIB\n",
       "e07v482P3mFUznDmFd1J1Zl6r0cSiUqqhO05BbuIy8631PN46VMkJyWzvGgxKb5kr0cSiUqqhO0d\n",
       "CnYRlxXvX8+55lq+NO5ORuQM83ockajT1Oxn9dYytqkStlco2EVctPvUHt6t2M2Yvvncnn+z1+OI\n",
       "RB1VwvY+BbuIS2qb63jCriPVl8KKwkUk6xC8yMdUCeseBbuICxzH4Um7jrqW88yfcDdDsgd7PZJI\n",
       "1FAlrLsU7CIueLdiN7sr9zI+dyzTR03zehyRqKBK2MjQ3hTpZdVNNRTvX0+aL5XlhYvwJenQoogq\n",
       "YSNHwS7SixzH4YnSp6hvbWDxxLnkZQ30eiQRT6kSNvIU7CK96K2P3mXvmVIK+l/GTSOmej2OiKdU\n",
       "CesNBbtIL6lqrGbtgWfJSM5gWeECPXlJQlMlrHcU7CK9wHEcVpWsodHfyLKChQzI6O/1SCKeUCWs\n",
       "9xTsIr3g9eNvUVp1gMsHFnD9sMlejyPiCVXCRgcFu0gPnW44w9MHnyMrJZOlBfO1MpGEo0rY6OJa\n",
       "sBtjfMBvgUlAE/CgtfZgu+1zgX8CHOCP1tr/cmsWEbcEnAArS4pp9jeztGgJ/dJzvR5JJKJUCRt9\n",
       "3FyxzwHSrLU3GGOmAL8MXdfmV8DVwHlgnzHmCWttjYvziPS6bce2U1ZdzlV5VzB5yFVejyMSMS2t\n",
       "fp569aAqYaOQm8F+I7AFwFq70xjT8YXHFqAfEACSCK7cRWJGxflTbDi4mZzUbO4183QIXhLG0VN1\n",
       "/PQv7/LhR+dUCRuF3Az2vsC5dpf9xhiftTYQuvxLYBfBFftT1tpzHe+go7w8Hd6JBO3ni/MH/Pz7\n",
       "+0/REmjlO1MfYNyI7n0cq/ax+7SPe58/4LB+WxmrtpTS6g/wxamj+crsy8nKUNlMNHEz2M8B7X+y\n",
       "Pg51Y0w+8N+A0UA9sMoYs8Bau7arO6ysrHVrVgnJy+uj/RyGFz7cyoEz5UwechXjMy7r1j7TPnaf\n",
       "9nHv61gJ+70l1zB6UBbnaxs5X9vo9Xhx61J+QXUz2LcDs4E1xpipwAfttmUAfqDJWhswxpwieFhe\n",
       "JOqdqDvJc+Uv0DetD4smzrn4DURi2IUqYcfmD9AvT1HKzWB/GphhjNkeuvyAMWYJkGOtfdgY8xdg\n",
       "hzGmESgD/uziLCK9wh/w8+i+J2l1/CwtmE92qt6jK/GrqraJP29WJWyscS3YrbUO8M0OV+9vt/3f\n",
       "gH9z6/FF3LDl8CscrTvB1GGT+dygIq/HEXGNKmFjlwpqRMJ0pPYYWz58mf7p/Vhw2WyvxxFxhSph\n",
       "Y5+CXSQMLYFWVu4rJuAEWFa4gMyUTK9HEul1qoSNDwp2kTBsKn+RE+dPMm3EVAoHTPR6HJFepUrY\n",
       "+KJgF7mI8prDvHh4GwMzBjB3/CyvxxHpVaqEjT8KdpEuNPtbWFlSDMDywoVkpOjkIYkPLa0BNmwv\n",
       "VyVsHFKwi3Th2UNbqKiv5NZR07is/3ivxxHpFUdP1fHws/s4VlmnStg4pGAXuYCy6nK2Hn2DwVmD\n",
       "uGfcnV6PI9JjgYDDlrePsP71Q7T6HW65ajiLbp1AZrqiIJ7oX1OkE42tTazctxqAFYWLSUtWF7bE\n",
       "to6VsA/cVcCk8YO8HktcoGAX6cT6g5s43XiWGfnTGZs72utxRC7ZhSphczL1y2q8UrCLdFB69gCv\n",
       "H3+TYdlDmDXuC16PI3LJVAmbmBTsIu00tDawqmQNviQfKwoXk+rTj4jEJlXCJi49a4m089SBjVQ1\n",
       "VXPXmDvI7zvS63FEuk2VsKJgFwnZe7qENz96h1E5w5k55navxxHpNlXCCijYRQA431LP46VrSU5K\n",
       "ZnnRYpJ9yV6PJBI2VcJKewp2EaB4/3pqmmu5Z9xMRuQM83ockbCpElY6UrBLwtt9ag/vVuxmdN9R\n",
       "3JF/i9fjiIRFlbByIQp2SWi1zXU8YdeR6kthRaEOwUtsUCWsdEXBLgnLcRyetE9T13Ke+RPuZmj2\n",
       "YK9HEumSKmElHPpukIS1q2I3uyv3MD53LNNHTfN6HJEuqRJWwqVgl4RU03SO1fvXk+ZLZXnhInxJ\n",
       "el1SopMqYaW7FOyScBzH4fHStdS3NrB44hzysgZ6PZJIp1QJK5dCwS4J562P3mXvmVJM/wlMGzHV\n",
       "63FEOqVKWLlUCnZJKFWN1aw98CwZyencV7hQh+Al6qgSVnpKwS4Jw3EcVpWsodHfyLKChQzI6O/1\n",
       "SCKfokpY6Q0KdkkYb5x4i9KqA1w+sIDrh032ehyRj6kSVnqTgl0SwumGM6wre46slEyWFszXYU2J\n",
       "GqqEld6mYJe4F3ACrCwpptnfzJKie+mXnuv1SCK0tAZ45o1yNu9UJaz0LgW7xL1tx7ZTVl3OlXlX\n",
       "cN2Qq70eR0SVsOIqBbvEtYrzp9hwcDM5qdksMfN0CF48pUpYiQR9N0ncajsE3xJo5f6iJfRJy/F6\n",
       "JElgqoSVSFGwS9x66cirlJ87wuQhV3H14M95PY4kKFXCSqQp2CUunag7yXOHXqBvWh8WTZzj9TiS\n",
       "oFQJK15QsEvc8Qf8PLrvSVodP0sL5pOdqoIPiTxVwopXFOwSd7YcfoWjdSeYOnQynxtU5PU4kmDq\n",
       "GlpY9YLl7ZJTqoQVTyjYJa4cqT3Glg9fpn96PxZMnO31OJJg9oQqYWtUCSseUrBL3GgJtLJyXzEB\n",
       "J8CywgVkpmR6PZIkCFXCSjRRsEvc2FT+IifOn2TaiKkUDpjo9TiSIFQJK9FGwS5xobzmCC8e3sbA\n",
       "jAHMHT/L63EkAagSVqKVgl1iXrO/hZUlq3FwWF64kIwUnXks7lIlrEQzBbvEvGcPbaGivpJbR07j\n",
       "sv7jvR5H4pgqYSUW6LtRYlpZdTlbj77B4KxB3DN+ptfjSBxTJazECgW7xKzG1iZW7lsNwIrCxaQl\n",
       "p3k8kcQjVcJKrFGwS8x65uAmTjeeZUb+dMbmjvZ6HIlDqoSVWKRgl5hUevYArx1/k2HZQ5g17gte\n",
       "jyNxSJWwEqsU7BJzGlobWFWyBl+SjxWFi0n16dtYeo8qYSXW6RlRYs5TBzZS1VTNnWPuIL/vSK/H\n",
       "kTiiSliJBwp2iSl7T5fw5kfvMCpnODPH3Ob1OBInVAkr8UTBLjHjfEs9j5euJTkpmeVFi0nRIXjp\n",
       "BaqElXgT9jOjMaa/tbbKzWFEurJm/zPUNNdyz7iZjMgZ5vU4EuNUCSvx6qLBboy5CngSyDbG3ABs\n",
       "AxZZa3e5PJvIx3af2sM7Fe8xuu8o7si/xetxJMapElbiWTgr9t8A84DHrLVHjTFfB34HfN7VyURC\n",
       "apvreMKuI9WXworCxST7kr0eSWKUKmElEYRzzCnLWruv7YK19iVAb+aUiHAchyft09S1nGf2uJkM\n",
       "zR7s9UgSo05V1fPzx//K2m0Hyc5I5XsLJ3H/zAKFusSdcL6jz4QOxwNgjFkGnHVvJJFP7KrYze7K\n",
       "PYzPHcOto6Z5PY7EIMdxeHX3CVa/okpYSQzhBPu3gL8AlxtjaoADwLKL3cgY4wN+C0wCmoAHrbUH\n",
       "222/DvglkAQcB1ZYa5u7/X8gcaum6Ryr968nzZfK8sLF+JJ0UpN0T1VtE3/aXMLeQ2dVCSsJI5xn\n",
       "ynRr7Y3AACDfWjsZ6B/G7eYAadbaG4B/IBjiABhjkoDfA1+21t4EvAyM7e7wEr8cx+Hx0qeob21g\n",
       "7oRZ5GUN9HokiTFvl1Twoz/sZO+hs1w+dgD/8uAUphYNVahL3Lvgit0YMw1IBh42xjzY7vpU4L+A\n",
       "yy5y3zcCWwCstTuNMZPbbZsInAF+YIy5AnjOWmsv7X9B4tFbJ3ex90wJpv8Epo2Y6vU4EkPqGlr4\n",
       "88p3eW33cVXCSkLq6lD8DOBmYBjwk3bXtxIM9ovpC5xrd9lvjPFZawPAIOAG4NvAQWCjMeZda+3W\n",
       "7gwv8amqsZq1+zeQkZzOfYULdQhewqZKWJEugt1a+2MAY8wKa+2jl3Df54D29U1toQ7B1XpZ2yrd\n",
       "GLMFmAx0Gex5eWqDigQv97PjODz06p9o9Dfyjevuw4zK92wWN+l7uXc1NrXyx2f/xuY3PyQlOYkV\n",
       "dxUyb/oEkpP1S6Gb9H0cncI5ee5tY8yvgWyCr8knA2OstTdf5HbbgdnAGmPMVOCDdtsOATnGmPGh\n",
       "E+puAh652CCVlbVhjCs9kZfXx9P9/PrxN/mgooTLBxZwRc7n4vLf3Ot9HG86q4S99orh2scu0/dx\n",
       "ZFzKL0/hBPtqYD0wDfgzcBewOYzbPQ3MMMZsD11+wBizBMix1j5sjPm/gMdDJ9Jtt9aGc58Sx043\n",
       "nGFd2XNkpWSytGC+XhOVLqkSVqRz4QS7z1r7Y2NMGvBX4CHgeeBnXd3IWusA3+xw9f5227cCU7o3\n",
       "rsSrgBNgVckamv3NLCm6l37puV6PJFFMlbAiFxZOsJ83xqQTDOVrrbVvGGMGuTyXJJhXj+3gQPUh\n",
       "rsy7guuGXO31OBKl2iphn37tEP6AKmFFOhPOT8MqYCOwFHjLGHMncMLVqSShVJw/xTMHN5GTms0S\n",
       "M0+H4KVTp6rqeeS5EsqO1ZCbncYDdxUwabzWGCIdhRPsrwN/sdbWGmOmA9cRPBQv0mMBJ8DKkmJa\n",
       "Aq2sKLqXPmk5Xo8kUUaVsCLdE9bJc9baAgBr7VHgqLsjSSJ56cirlJ87wrWDr+SawZO8HkeijCph\n",
       "RbovnGD/mzHmR8BOoKHtSmvta65NJQnhRN1Jnjv0An3T+rDIzPF6HIkyb5dUsPJ5y/nGVi4fO4Cv\n",
       "3FVI/z76YEmRiwkn2AcCt4b+a6/jZZGw+QN+Hi1ZTavjZ2nBfHJSs70eSaJEXUMLq16wvF1ySpWw\n",
       "IpfgosFurZ0egTkkwTx/+BWO1h5n6tDJfG5QkdfjSJRQJaxIz+k9IhJxR2uPs/nDl+mXnsuCibO9\n",
       "HkeiQFOzn9Vby9j23nGSfUnMv2UcM6fkk+xT2YxIdynYJaJaAq08um81ASfAfQULyUzJ9Hok8Vhn\n",
       "lbD5Q9RBLnKpFOwSUZvKX+TE+ZNMGz6FwoETvR5HPKRKWBF3XDTYjTFjgIeBsQQ/xvUx4CvW2nJ3\n",
       "R5N4U15zhBcPb2NgxgDmTpjl9TjiIVXCirgnnBX7Q8D/Bn4OnCQY7H8hGPIiYWn2t7CyZDUODssL\n",
       "F5KRkuH1SOIBVcKKuC+cY16DrLXPA1hrA9baRwB9Qod0y7OHtlBRX8mtI6dxWf/xXo8jHjhVVc/P\n",
       "H/8ra7cdJCczle8tnMT9MwsU6iK9LJyfqHpjzMi2C8aYaUCjeyNJvCmrLmfr0TcYnDmIe8bP9Hoc\n",
       "iTBVwopEVjjB/gPgOWCcMeZ9YACw0NWpJG40tjaxct9qAJYXLSYtOc3jiSSSVAkrEnnhBHs5MBkw\n",
       "QDJQaq1tcnUqiRvPHNzE6cazzMifzrjc0V6PIxGkSlgRb4QT7O8B7xP8+Nb1CnUJV+nZA7x2/E2G\n",
       "ZQ9h1tgZXo8jEaJKWBFvhRPsY4DbgCXAL4wxW4FV1tqX3BxMYltDayOrStbgS/KxonAxqcl6PTUR\n",
       "qBJWxHvhdMX7gReBF40xtwK/BNYBfV2eTWLYugPPUtVUzZ1j7iC/78iL30BiWmNzK8VbD6oSViQK\n",
       "hFNQcy1wLzAP2E/wPe3rXZ5LYtje0yXs+OgdRuYMZ+aY27weR1ymSliR6BLOofjfAyuBG621J12e\n",
       "R2Lc+ZZ6Hi9dS3JSMiuKFpPi03uU45UqYUWi0wWfdY0xQ0NBPi90VZoxJr9tu7X2iNvDSexZs/8Z\n",
       "apprmT1uJiNyhnk9jrhElbAi0aur5dQfgFnAq4DTyfaxrkwkMWt35V7eqXiP0X1HMSP/Fq/HEReo\n",
       "ElYk+l3wp9Fa2/YpHddYa8+23xb6YBiRj9U21/FE6VOk+lJYUbiYZF+y1yNJLztVVc8jz5VQdqyG\n",
       "3Ow0HrirgEnjB3k9loh00NWh+FEEu+SfM8bc1W5TKsEmugKXZ5MY4TgOq+3T1LWcZ96EuxmaPdjr\n",
       "kaQXqRJWJLZ0dfzsp8B0YDjBw/FtWoGNLs4kMWbXqfd5r3IP43PHcOuoaV6PI72oqraJP28uZc+h\n",
       "M6qEFYkRXR2KfwDAGPM/rbW/iNxIEktqms6x2j5Nmi+V5YWL8SXpjOh4oUpYkdjU1aH4r1lrfw9k\n",
       "GGN+1G5TEuBYa3/q+nQS1RzH4fHSp6hvbWDRxDnkZQ30eiTpBaqEFYltXR2KT+rwZ2fbJIG9dXIX\n",
       "e8+UYPpP4KYRU70eR3qBKmFFYl9Xh+IfCv35/xhj0q21TcaYywh+ytvmSA0o0amqsZq1+zeQkZzO\n",
       "fYULdQg+xqkSViR+hFMp+yNggjHmhwRPotsHfAn4qsuzSZRyHIfHStfS6G9kWcECBmT093ok6QFV\n",
       "worEl3BaJb4E3AB8H3jMWvs/jDG73B1LotkbJ3ZScnY/lw8s4Pph13k9jlwiVcKKxKdwgj05dBj+\n",
       "buCHxphkQC+6JajTDWdYV7aRzJRMlhbM1wlVMUqVsCLxK5xgf8kYsxdoIHgo/lXgWVenkqgUcAKs\n",
       "KllDs7+Z+4vupV96rtcjSTepElYk/oXzeex/Z4z5NXDcWhswxnzbWvtBBGaTKPPqsR0cqD7ElXlX\n",
       "cN2Qq70eR7pJlbAiiSGck+cGE/wM9tuNMSnAK8aYb1hrK1yfTqJGRX0lzxzcTE5qNkvMPB2CjyGq\n",
       "hBVJLOEcf3sI2E7wLPgk4GsEP/ntbhfnkigScAKs3FdMS6CFFUWL6ZOW4/VIEqaq2ib+tLmEvYfO\n",
       "qhJWJEGEE+zjrLVz213+V2PMCrcGkujz8pHXKD93mGsHX8k1gyd5PY6ESZWwIokpnGAPGGPyrbVH\n",
       "AIwxo4Fmd8eSaHGi7iQbDz1P37Q+LDJzvB5HwqBKWJHEFk6w/xDYYYx5O3R5KsHD8RLn/AE/j5as\n",
       "ptXxs7RgPjmp2V6PJBehSlgRCees+I3GmGuA6wh+Pvs3rLWnXJ9MPPf84Vc4WnucqUMn87lBRV6P\n",
       "I11QJayItAnnrPj+wD8DtxH8LPZNxpj/Za1tcHs48c7R2uNs/vBl+qXnsmDibK/HkS6oElZE2gvn\n",
       "UPwqoARYCiQDDwCPAMtcnEs81BJo5dF9qwk4Ae4rWEhmSqbXI0knVAkrIp0JJ9hHW2tntbv8XWPM\n",
       "39waSLy3ufwlTpw/ybThUygcONHrcaQTqoQVkQsJJ9gPGmNusNbuADDGXAEcdHcs8cqBM+W8cHgr\n",
       "AzP6M3fCrIvfQCJKlbAicjHhPBuMAl43xuwh+Br7JOCUMaYEcKy1OqsqTjT7W/g/7/wFB4f7CheR\n",
       "kZLh9UjSjiphRSQc4QT7PNenkKjw7KEtnKit4NaR05jYf7zX40iIKmFFpDvCebvbhxGYQzxWVl3O\n",
       "1qNvMCxnMPeMn+n1OBKiSlgR6S69MCc0+ZtZWVIMwLen3E+ak+bxRAKqhBWRS6NgF9aXbeJ0wxlm\n",
       "5E9n4qBxVFbWej1SQlMlrIj0RFjBboxZBhQBPwPmWWsfdXUqiZjSswd47fgOhmYPYdbYGV6Pk/BU\n",
       "CSsiPRVO89wvgJHANQQ/l/0BY8xV1tofuD2cuKuhtZFVJWvwJfm4v3Axqck6GcsrqoQVkd4Szor9\n",
       "iwRDfZe1tsoYMwPYAyjYY9y6A89S1VTNnWPuIL/vSK/HSViqhBWR3hROsPs7XE7v5LrPMMb4gN8S\n",
       "fN97E/CgtfYzxTbGmN8DZ6y1/xjGLNJL9p4uYcdH7zAyZzgzx9zm9TgJSZWwIuKGcIJ9DfAkMMAY\n",
       "831gOfBEGLebA6RZa28wxkwBfhm67mPGmK8DVwDbujO09Ex9Sz2Plz5FclIyK4oWk+LTOZSRpkpY\n",
       "EXFLOO9j/7kxZiZwhGAL3Y+stRvDuO8bgS2h+9hpjJncfqMx5gbg88BDQEF3B5dLV7x/AzXN55g9\n",
       "biYjcoZs/CDgAAAYkklEQVR5PU5CCQQc1r5ygFWbS1QJKyKuCOfkuVuABuDZ0FWOMeZma+1rF7lp\n",
       "X+Bcu8t+Y4zPWhswxgwDfgTMBRZfwtxyiXZX7uWdir8yuu8oZuTf4vU4CUWVsCISCeEsE34COKG/\n",
       "pxJ8zfx14GLBfg5ofwaQz1obCP19ATAI2AQMBbKMMSUXextdXp5OKOqJc421rN6+jlRfCt+98QGG\n",
       "9u380K/2c+9yHIctbx3mjxv20tjs58Yrh/Ot+VfSN1tFQG7S97H7tI+jUziH4qe3v2yMGQv8exj3\n",
       "vR2YDawxxkwFPmh3n78BfhO6v/uBgnDeG6/ilEvnOA5/2LuKc011zJtwN+lNOZ3uz7y8PtrPvaiz\n",
       "Sti7b57A6dN1VNY3eT1e3NL3sfu0jyPjUn556vYLe9bacmNMOK+JPw3MMMZsD11+wBizBMix1j7c\n",
       "4WsdxFW7Tr3Pe5V7GJ87hltHTfN6nIRwoUpYNciJiJvCeY39T+0uJgGFBN/H3iVrrQN8s8PV+zv5\n",
       "ur9c7L6kZ2qaaim260nzpbK8cDG+JL2dyk2qhBURL4WzYt/W7u8OUAy85Mo00uscx+Hx0rWcb61n\n",
       "0cQ55GUN9HqkuKZKWBHxWjjBfp+1ViXiMeqtk7vYe6aEif0ncNOIqV6PE7dUCSsi0SKcYM8wxuRb\n",
       "a4+4Po30qqrGatbu30BGcjr3FSzUIXiXqBJWRKJJOMGeB3xojDlF8P3sAI61dpx7Y0lPOY7DY6Vr\n",
       "afQ3sqxgAQMz+3s9UtxRJayIRKNwPwSm41k/Oos9yr1xYiclZ/dz+cACrh92ndfjxB1VwopItAon\n",
       "2H9lrZ3f/gpjzMvA7e6MJD11uuEs68o2kpmSydKC+TobuxcFAg5b3j7C068dUiWsiESlCz4bGWOe\n",
       "Bq4ChhtjyjvcRq+3R6mAE2BVSTHN/mbuL7qXfum5Xo8UN1QJKyKxoKtlxpeB/sCvge/wyeH4VuCk\n",
       "u2PJpXr12A4OVB/iykGXc92Qq70eJy44jsOru0+w+pUymlr8TC4YzIovGnIyU70eTUTkMy4Y7Nba\n",
       "GqAGuCdy40hPVNRX8szBzWSnZnFvwTwdgu8FnVXCTikcon0rIlFLLwzGiYATYOW+YloCLawoWkzf\n",
       "NL3dqqcuVAkrIhLNFOxx4uUjr1F+7jDXDr6SawZP8nqcmKZKWBGJZQr2OHCi7iQbDz1P37Q+LDJz\n",
       "vB4npqkSVkRinYI9xvkDflaWrKbV8bO0YD45qdlejxSTVAkrIvFCwR7jnj/8CkdqjzNl6LV8blCR\n",
       "1+PEJFXCikg8UbDHsKO1x9n84cv0S89lwWV680J3qRJWROKRgj1GtQRaeXTfagJOgPsKFpKVmun1\n",
       "SDFFlbAiEq8U7DFqc/lLnDh/kmnDp1A4cKLX48QMVcKKSLzTs1kM+vDcEV44vJWBGf2ZO2GW1+PE\n",
       "DFXCikgiULDHmGZ/C4/uK8bB4b7CRWSkZHg9UtRTJayIJBIFe4x59tAWKupPMX3kjUzsP97rcaKe\n",
       "KmFFJNEo2GNIWXU5W4++weDMQXxp/J1ejxP1VAkrIolIwR4jmvzNrCwpBmB50SLSktM8nih6qRJW\n",
       "RBKZgj1GrC/bxOmGM8zIn8643DFejxO1VAkrIolOwR4DSs8e4LXjOxiaPYRZY2d4PU5UUiWsiEiQ\n",
       "gj3KNbQ2sqpkDb4kH/cXLiY1WWdyd6RKWBGRTyjYo9y6A89S1VTNnWNuJ7/vSK/HiSqqhBUR+SwF\n",
       "exTbe7qEHR+9w8ic4cwcc7vX40QVVcKKiHROwR6l6lvqebz0KZKTkllRtJgUn/6pQJWwIiIXo2fD\n",
       "KFW8fwM1zeeYPW4mI3KGeT1OVFAlrIjIxSnYo9D7lXt5p+KvjO47ihn5t3g9judUCSsiEj4Fe5Sp\n",
       "ba7jidJ1pPhSWFG4iGRfstcjeUqVsCIi3aNgjyKO47DaPk1tSx1zJ8xiaPYQr0fylCphRUS6T8Ee\n",
       "RXadep/3KvcwLncMt426yetxPKNKWBGRS6dgjxI1TbUU2/Wk+VJZXrgIX1JivhdblbAiIj2jYI8C\n",
       "juPwhF3L+dZ6Fk2cw+CsxDvTW5WwIiK9Q8EeBXae3MWe0yVM7D+Bm0ZM9XqciFMlrIhI71Gwe6yq\n",
       "sZq1BzaQkZzOfQULE+oQvCphRUR6n4LdQ47j8FjpWhpaG1laMJ+Bmf29HiliVAkrIuIOBbuH3jix\n",
       "k5Kz+ykaaLhh2Oe9HiciVAkrIuIuPZt65HTDWdaVbSQzJZNlBQsS4q1cqoQVEXGfgt0DASfAqpJi\n",
       "mv3N3F90L/3Sc70eyVWqhBURiRwFuwdePbaDA9WHuHLQ5Vw35Gqvx3GVKmFFRCJLwR5hFfWVPHNw\n",
       "M9mpWdxbMC+uA06VsCIikadgj6CAE2DlvmJaAi2sKFpM37T4fK+2KmFFRLyjYI+gl4+8Rvm5w1w7\n",
       "+EquGTzJ63FcoUpYERFvKdgj5ETdSTYeep4+aTksMnO8HqfXqRJWRCQ6KNgjwB/ws7JkNa2On6Vm\n",
       "Pjmp2V6P1KtUCSsiEj0U7BHwwuGtHKk9zpSh1zIp73Kvx+k1qoQVEYk+CnaXHa09waYPX6Jfei4L\n",
       "LrvH63F6jSphRUSik4LdRS2BVh7d9yQBJ8CyggVkpWZ6PVKPqRJWRCS66dnYRZvLX+LE+ZPcOHwK\n",
       "RQON1+P0mCphRUSin4LdJR+eO8ILh7cyMKM/8ybM8nqcHlElrIhI7FCwu6DZ38Kj+4pxcLivcBEZ\n",
       "KRlej3TJVAkrIhJbFOwu2HjoeSrqTzF95I1M7D/e63EumSphRURij2vBbozxAb8FJgFNwIPW2oPt\n",
       "ti8Bvgu0AnuAb1lrHbfmiZSy6nJeOfo6gzMH8aXxd3o9ziVRJayISOxy8w3Hc4A0a+0NwD8Av2zb\n",
       "YIzJBP4FmG6tnQbkAne7OEtENPmbWVlSDMDyokWkJad5PFH37Sqt4Id/2MnbJacYP7wvP3ng89x6\n",
       "zUiFuohIjHDzUPyNwBYAa+1OY8zkdtsageuttY3t5mhwcZaIWF+2idMNZ7gj/xbG5Y7xepxuUSWs\n",
       "iEh8cDPY+wLn2l32G2N81tpA6JB7JYAx5jtAtrX2pYvdYV5e9NaU7qko5bXjOxjZdxhf/vx80pJj\n",
       "54zxkvKz/NsTf+WjM+cZPbQPP1h6LeNG5Ho9VlyL5u/leKF97D7t4+jkZrCfA9r/q/ustYG2C6HX\n",
       "4P8VmADMD+cOKytre3XA3tLQ2sh/7vwLviQfSycuoOZsI8GDEtGts0rYr86bRHVVfdTu63iQl9dH\n",
       "+9dl2sfu0z6OjEv55cnNYN8OzAbWGGOmAh902P4QwfSbG+snza07sJGqpmruHHM7o/uO8nqcsFyo\n",
       "EjY1Jdnr0UREpAfcDPangRnGmO2hyw+EzoTPAd4FvgK8BrxijAH4D2vtehfnccXfzpSy46O3GZkz\n",
       "nJljbvd6nItSJayISHxz7dk8tAr/Zoer97f7e8wvDetb6nmsZC3JScmsKFpMii+6w1GVsCIi8S+6\n",
       "kyjKFe/fQE3zOWaP+yIjcoZ5Pc4FqRJWRCRxKNgv0fuVe3mn4q+M7jOKGfnTvR7ngj5TCTu7iClF\n",
       "qoQVEYlXCvZLUNd8nidK15HiS2FF0SKSfdH5qoIqYUVEEo+C/RI8uf9palvqmDthFkOzh3g9zmeo\n",
       "ElZEJHEp2LtpV8Vu3jv1AeNyx3DbqJu8Hucz9hw6wx83lVBT18z44X158O4ihgzI8nosERGJEAV7\n",
       "N9Q01bLarifNl8rywkX4kqKnblWVsCIiAgr2sDmOwxN2Ledb61k48UsMzoqet4mVHavhkY37OFXd\n",
       "wIi8bL56dxH5Q1T1KCKSiBTsYdp5chd7Tpcwsd94bh5xvdfjAJ1Xws65aRypKVqli4gkKgV7GKoa\n",
       "q1l7YAMZyencV7gwKg7BX6gSVkREEpuC/SIcx+Gx0rU0tDaytGA+AzMHeDqPKmFFRKQrSoOL2H5i\n",
       "JyVn91M00HDDsM97OosqYUVE5GIU7F043XCWp8o2kpmSybKCBZ69D1yVsCIiEi4F+wUEnACrSopp\n",
       "9jezonAx/dJzPZlDlbAiItIdCvYLePXYDg5UH2LSoMv5/NBrPJlBlbAiItJdCvZOVNRX8szBzWSn\n",
       "ZrGkYF7EV8efqoRN8XHfFyZyqyphRUQkDAr2DgJOgJX7imkJtLCiaDF90yJb9KJKWBER6QkFewcv\n",
       "H3mN8nOHuXbwlVwzeFLEHleVsCIi0hsU7O2cqDvJxkPP0ycth0VmTsQeV5WwIiLSWxTsIf6An5Ul\n",
       "q2l1/Cw188lJzXb9MVUJKyIivU3BHvLC4a0cqT3OlKHXMinvctcfT5WwIiLiBgU7cLT2BJs+fIl+\n",
       "6bksuOweVx9LlbAiIuKmhE+T1kArK0tWE3ACLCtYQFZqpmuPpUpYERFxW8IH++bylzhe9xE3Dp9C\n",
       "0UDjymOoElZERCIloYP9w3NHeP7wVgZm9GfehFmuPIYqYUVEJJISNtib/S08uq8YB4f7CheSkZLR\n",
       "64+hSlgREYm0hA32jYeep6L+FLeMvJGJ/Sf06n2rElZERLySkMFeVl3OK0dfZ3DmIOaMv7NX71uV\n",
       "sCIi4qWEC/YmfzMrS4oBWF60iLTktF65X1XCiohINEi4YH/m4CZON5zhjvxbGJc7plfuU5WwIiIS\n",
       "LRIq2EvPHuDVYzsYmj2Eu8d+ocf317ESduaUfObeNJbUlORemFZERKT7EibYG1obWVWyBl+SjxWF\n",
       "i0hN7tl7yFUJKyIi0Shhgn3dgY1UNVUzc8ztjO476pLvR5WwIiISzRIijf52ppQdH73NiJxh3Dnm\n",
       "9ku+H1XCiohItIv7YK9vqeexkrUkJyVzf9G9pPi6/7+sSlgREYkVcR/saw5soKb5HLPHfZEROcO6\n",
       "fXtVwoqISCyJ62B/v3Ivb5/8K6P7jGJG/vRu316VsCIiEmviNtjrms/zROk6UnwprChaRLIv/Leg\n",
       "qRJWRERiVdwG+5P7n6a2pY65E2YxNHtI2LdTJayIiMSyuAz2XRW7ee/UB4zLHcNto24K6zaqhBUR\n",
       "kXgQd8Fe01TLarueNF8qywsX4Uu6eDCrElZEROJFXAW74zg8YZ/ifGs9Cyd+icFZXb/HXJWwIiIS\n",
       "b+Iq2Hee3MWe0/uY2G88N4+4vsuvVSWsiIjEo7gJ9qrGatYe2EB6chr3FS684CH4jpWwN185nMW3\n",
       "qRJWRETiQ1ykmeM4PFa6lobWRpaa+QzMHNDp13WshP3ynQVcOUGVsCIiEj/iIti3n9hJydn9FA0w\n",
       "3DD885/ZrkpYERFJFDEf7GcazrKubCOZKZksK1zwmRIZVcKKiEgiielgDzgBVpYU0+RvZkXhYvql\n",
       "535quyphRUQk0cR0sL96bAcHqg8xadDlfH7oNR9fr0pYERFJVDEb7BX1lTxzcDPZqVksKZj3cWir\n",
       "ElZERBJZTAZ7wAmwcl8xLYEWlhcuom9aH1XCioiIEKPB/vKR1yg/d5hrB1/JtUOuVCWsiIhISMwF\n",
       "+0fnK9hY/gJ90nKYN/4e1m47qEpYERGRkJgKdn/Az6P7VtMaaOULQ2fxq8dLVAkrIiLSjmvBbozx\n",
       "Ab8FJgFNwIPW2oPtts8Gfgi0An+01j5ysft84fBWjtQeY0Sy4Yl151QJKyIi0oGbZ5bNAdKstTcA\n",
       "/wD8sm2DMSYV+BUwA7gF+JoxZnBXd/Zh1VE2lb+Ez59J2dsjyclM5bsLJvHlOwsU6iIiIiFuBvuN\n",
       "wBYAa+1OYHK7bYVAmbW2xlrbArwB3NzVnf1s68MECNBQVsTky0bwLw9OUc+7iIhIB24udfsC59pd\n",
       "9htjfNbaQGhbTbtttcCna+M6qGqphDP5PHjzLaqEFRERuQA3g/0c0P49Z22hDsFQb7+tD1DV1Z0V\n",
       "L/6dkjxC8vL0VkG3aR+7T/vYfdrH0cnNQ/HbgbsAjDFTgQ/abSsFLjPG9DfGpBE8DP+mi7OIiIgk\n",
       "hCTHcVy5Y2NMEp+cFQ/wAHAtkGOtfdgYczfwI4K/XPzBWvs7VwYRERFJIK4Fu4iIiESeitRFRETi\n",
       "iIJdREQkjijYRURE4oiCXUREJI5EXRerGx3z8mlh7OMlwHcJ7uM9wLestTrLshsuto/bfd3vgTPW\n",
       "2n+M8IhxIYzv5esI1lknAceBFdbaZi9mjVVh7OO5wD8BDsHn5P/yZNA4YIyZAvzcWntrh+u7lXvR\n",
       "uGLv1Y556VRX+zgT+BdgurV2GsFGwLs9mTK2XXAftzHGfB24guATolyarr6Xk4DfA1+21t4EvAyM\n",
       "9WTK2Hax7+W25+Qbgf9ujOmyRVQ6Z4z5e+BhIL3D9d3OvWgM9l7tmJdOdbWPG4HrrbWNocspQENk\n",
       "x4sLXe1jjDE3AJ8HHiK4mpRL09V+ngicAX5gjNkG9LPW2ohPGPu6/F4GWoB+QCbB72X9onppyoB5\n",
       "fPb5oNu5F43B3mnHfLtt3eqYl05dcB9bax1rbSWAMeY7QLa19iUPZox1F9zHxphhBMuZ/hsK9Z7q\n",
       "6vliEHAD8BvgDuB2Y8ytSHd1tY8huILfBewFnrXWtv9aCZO1dh3BQ+0ddTv3ojHYe7VjXjrV1T7G\n",
       "GOMzxvxv4HZgfqSHixNd7eMFBENnE/A/gaXGmBURni9edLWfzxBc6VhrbSvBVWfH1aZc3AX3sTEm\n",
       "n+AvqKOBMcAQY8yCiE8Y37qde9EY7OqYd19X+xiCh4fTgbntDslL91xwH1trf2OtnRw6QebnwOPW\n",
       "2ke9GTPmdfW9fAjIMcaMD12+ieCqUrqnq32cAfiBplDYnyJ4WF56T7dzL+oqZdUx776u9jHwbui/\n",
       "19rd5D+stesjOmSMu9j3cbuvux8w1tp/ivyUsS+M54u2X56SgO3W2u97M2nsCmMffx9YSvD8nDLg\n",
       "q6EjJNJNxpgxBH/RvyH07qRLyr2oC3YRERG5dNF4KF5EREQukYJdREQkjijYRURE4oiCXUREJI4o\n",
       "2EVEROKIgl1ERCSOKNhFPGSM+aMxxhpjFnfxNYELbYskY8xsY8xPQn//iTFmWujvDxtjronQDF8z\n",
       "xtwbiccSiVVR97GtIgnmfiA9Fgo9rLXPAs+GLt4MvBK6/qsRHOMGYGsEH08k5qigRsQjxpgNBD8S\n",
       "dzfwReB7wG3AAOA0MM9aW2GMCVhrfcaY24FfEPz0rCpgibX2TKhn/rsEj8DtAr5trW3q8FjHCH5s\n",
       "6VUEP0RimbX2cKgi9N8JVoOeBr5urT1ojPkBsAIIAG9ba79hjPkywY+NfIVgE9lHBD+N6j+BHwP/\n",
       "N8HWrKdCj/ku8CBQF/r6gUA98B1r7e4O8/05tH088PcEPynsB6E/M0P3kwYUh+7vQYLVpg8BI0Nz\n",
       "/qO19uVu/jOIxB0dihfxiLX2ntCf1xD8tKaJ1trrrbWGYDXnsg43+WeCwXsdwZXzNcaYywmG3PXW\n",
       "2quBSuDvOnm44cBma+2VwJPAr0Of8/wkwV8ErgL+C3jCGJNM8HO3rw39FzDGDCf4C4VjrV1JsHb4\n",
       "QWvtXj75mM6VwL0AxpjLCB6J2A38Bfh7a+21wNdDj9mRA1Raa4uA50JfNys01y+A/xEK7Q3AD621\n",
       "LwL/QbBeczLwJeAhY0xOlztdJAEo2EWigLW2DPi70GvIvwSuB7I7fNkGYL0x5jdASSjcbgUuA3Ya\n",
       "Y94D7gFMJw9xzlrbFqiPEjwyMBE4a63dFZphLTAh9Lg7CIb3j4H/Y609QbBv/UIfM+sQDOSpoXBd\n",
       "AjxmjMkGrgP+FJrvMSDbGNO/k/vYGZrDAeYCdxpjfkrw5YqO+wKCH8X609D9biL40uK4C8wnkjAU\n",
       "7CJRwBhzLfBC6OIa4Gk6hKi19t+B6QRX8/9qjPkngj/Dxdbaq0Mr9ikED4l31P41fF/ocmc//0kE\n",
       "P5ZzDvDN0OUtxpib+WRl3ilrbQuwkeDqeSHBEE8BGtrmC814g7W2s4+dbAzti7YPIxoNbAN+fYFZ\n",
       "fcCt7e73RvTpbSIKdpEocQuwzVr7e6AE+AKQ3P4LjDFvAn2stf9B8HXxqwkG31xjTF7oU7h+R/D1\n",
       "9o4GGGO+GPr7AwRXuBYYaIyZHLr/RcCHQLIxZh+wx1r7Y4K/cEzqcH+tQGonj7MS+O/AGWvtUWtt\n",
       "DXDAGLMs9Bh3hGbuykSCHwX6s9DX3tVuX7R/3FeAb4fu93LgfYKvx4skNAW7iLfaVsFPAleGDiuv\n",
       "BTYDYzt8zT8Df253UtqPrbUfAD8hGHJtq9WfdfI4LcByY8z7wAzge9baZmAx8J/GmD3At4DF1toz\n",
       "wO+Bd0KP1Q/4U4dZtgC/M8Zc3/5BrLU7gL7AqnZXLwMeDD32/wssusi+2B36rwR4leBJcvmhbS8B\n",
       "/2SMmQd8h+Ch//eBJwieEHj+AvctkjB0VrxIAjDGNFhrtZoVSQBasYskBv0GL5IgtGIXERGJI1qx\n",
       "i4iIxBEFu4iISBxRsIuIiMQRBbuIiEgcUbCLiIjEkf8f+APO3byrussAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a4dc60d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf = naive_bayes.MultinomialNB().fit(xtrain, ytrain)\n",
    "print 'fpr', metrics.roc_curve(ytest, clf.predict(xtest))[0][1] #fpr\n",
    "print 'tpr', metrics.roc_curve(ytest, clf.predict(xtest))[1][1] #tpr\n",
    "print 'precision', metrics.precision_score(ytest, clf.predict(xtest))\n",
    "print 'accuracy', metrics.accuracy_score(ytest, clf.predict(xtest))\n",
    "\n",
    "roc = metrics.roc_curve(ytest, clf.predict(xtest))\n",
    "plt.figure()\n",
    "plt.plot([0, 0.5, 1], [0, 0.5, 1])\n",
    "plt.plot(roc[0], roc[1])\n",
    "plt.xlabel('false positive rate')\n",
    "plt.ylabel('true positive rate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Predict Stars of the review\n",
    "* Predicting multiclass is hard so I instead I'm trying to predict if a review is a 5-star review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(990626, 4)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stars = biz_review[['stars_x','text','votes.useful']]\n",
    "stars = stars.dropna()\n",
    "stars['if_five']=stars.stars_x.apply(lambda x: 1 if x==5 else 0)\n",
    "stars.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stars_x</th>\n",
       "      <th>text</th>\n",
       "      <th>votes.useful</th>\n",
       "      <th>if_five</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 5</td>\n",
       "      <td> This place was DELICIOUS!!  My parents saw a r...</td>\n",
       "      <td> 5</td>\n",
       "      <td> 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 5</td>\n",
       "      <td> Can't miss stop for the best Fish Sandwich in ...</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> 5</td>\n",
       "      <td> This place should have a lot more reviews - bu...</td>\n",
       "      <td> 2</td>\n",
       "      <td> 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> 4</td>\n",
       "      <td> This place was very good. I found out about Em...</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> 5</td>\n",
       "      <td> Old school.....traditional \"mom 'n pop\" qualit...</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   stars_x                                               text  votes.useful  \\\n",
       "0        5  This place was DELICIOUS!!  My parents saw a r...             5   \n",
       "1        5  Can't miss stop for the best Fish Sandwich in ...             0   \n",
       "2        5  This place should have a lot more reviews - bu...             2   \n",
       "3        4  This place was very good. I found out about Em...             1   \n",
       "4        5  Old school.....traditional \"mom 'n pop\" qualit...             0   \n",
       "\n",
       "   if_five  \n",
       "0        1  \n",
       "1        1  \n",
       "2        1  \n",
       "3        0  \n",
       "4        1  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.33582603323555005"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stars.if_five.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stars['text_sw'] = stars.text.apply(remove_stop_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.848315771682\n"
     ]
    }
   ],
   "source": [
    "x = vectorizer.fit_transform(stars.text_sw)\n",
    "y = stars.if_five\n",
    "xtrain, xtest, ytrain, ytest = cross_validation.train_test_split(x, y, test_size=0.2, random_state=1234)\n",
    "new_score = cross_val_score(naive_bayes.MultinomialNB(),xtrain,ytrain,scoring='roc_auc',cv=5)\n",
    "print new_score.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1a7b2e910>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAeMAAAGACAYAAACeFwrMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmUZFlh3/lv7HtErrV3d3XTcLsbaDYh2RjRMEKjwfIZ\n",
       "PB7P2GNbPkI2GAshZGNrxm1bss6AsaUB2Wgk2UPbRsfW8SIOWJawEIugGxrofauu6ltb7mtkRGTs\n",
       "e8T8EZHd2UVV5VIR+WL5fc6pU5kRkRG/rFcZv3zvvnevq91uIyIiIs5xOx1ARERk3KmMRUREHKYy\n",
       "FhERcZjKWERExGEqYxEREYepjEVERBzm3c+DjDHHgKeAHwMiwB8CF7t3/5a19veMMR8EPgQ0gE9Y\n",
       "a7/ch7wiIiIjx7XXdcbGGB/wX4B7gfcDPwrErbWf2fWYE8BXgbcBIeA7wA9Za2t9yi0iIjIy9rNn\n",
       "/GvAbwP/oPv5WwFjjHk/cAn4BeCHgUettXWgboy5DNwPPNn7yCIiIqPlpmPGxpifBpLW2q/uuvlx\n",
       "4O9Zax8ArgK/DMSA7K7H5IFEb6OKiIiMpr32jD8AtI0x7wXeDPwO8H5r7Ub3/i8BvwE8QqeQd8SA\n",
       "zM2euN1ut10u16FCi4iIDKnrFt+eY8Y7jDHfBD4MfB74eWvtE8aYjwKngV8Hvga8HQgC3wfetMeY\n",
       "cTuZzO87vfTX7GwMbY/BoG0xOLQtBseobIvZ2dh1y3hfZ1Pv0qZTyL9pjKkDa8CHrLUFY8xngW/T\n",
       "OfT9oE7eEhER2Z997xn3gfaMB8io/NY5CrQtBoe2xeAYlW1xoz1jTfohIiLiMJWxiIiIw1TGIiIi\n",
       "DlMZi4iIOExlLCIi4jCVsYiIiMNUxiIiIg5TGYuIiDhMZSwiIuIwlbGIiIjDVMYiIiIOUxmLiIg4\n",
       "TGUsIiLiMJWxiIiIw1TGIiIiDvM6HUBEemu7kqHarBL0Bgl6QwQ8AacjicgeVMYiI6LerPNS+jxP\n",
       "bjxOqV7C7wngc/s4G7+Tt5/8ESK+iNMRReQGVMYiI2CztMmTa49xIX0ej8vDdHiWerNGqVHie2vf\n",
       "JVvd5s+ceRczoRmno4rIdaiMRYZcupLi6/NfYSG/wOnoGY6Fj+NyuV65v5zixdSLFOoF3nnmXdwR\n",
       "P+tcWBG5Lp3AJTLE6s06j689xkJ+gddN3sPxyIlXFTHAVGiae6bvZaWwzLcWv0GylHQorYjciMpY\n",
       "ZIidT53jxa0XOBk5RdQfveHjIr4Ir5s0rBRWeWzte1Sb1SNMKSJ7URmLDKnVwgpPrD+G1+PjROTk\n",
       "no8P+cLcFr+dC+kXeSH53BEkFJH9UhmLDKFqs8pja98nWUpyZ+KuHzg0fSPHwscIecM8sf4489m5\n",
       "PqcUkf1SGYsMobnsVeayV7g9cceBryM+G7+TXDXL4+vfp1Qv9SmhiByEylhkyFQaFZ7ffJZmq8F0\n",
       "8OCXKvk8Pu5InGUxN8+ljO1DQhE5KJWxyJCZy15lKb/I6dht+z48fa3J4BRel4/nNp8hW93ucUIR\n",
       "OSiVscgQKTfKPJ98lla7xVRw+pae60z8dlaKq9j0Sz1KJyKHpTIWGSJz2ass55c4cwt7xTti/hgx\n",
       "f4znk8+zVd7qUUIROQyVsciQKDfKPL/5LLTbTAanevKcZ6JnSJY2OL91jna73ZPnFJGD29d0mMaY\n",
       "Y8BTwI8BLeDz3b/PAR+x1raNMR8EPgQ0gE9Ya7/cl8QiY2ohN89qcZVTsTO3vFe8I+QLMx2e4ULq\n",
       "RcxUZwYvETl6e+4ZG2N8wL8GioAL+AzwoLX2Xd3P32+MOQF8FHgH8BPAp4wx/r6lFhkz9Wad81sv\n",
       "0mjVe7ZXvON4+ASpSoqr21d6+rwisn/7OUz9a8BvA2vdz99qrX2k+/EfAe8F3g48aq2tW2tzwGXg\n",
       "/l6HFRlXS4VFVgpLnIic7Nle8Y6gN0giMMH51Hm2K5mePreI7M9Ny9gY89NA0lr71e5Nru6fHXkg\n",
       "AcSB7HVuF5Fb1Gq3uJi2FGoFZkKzfXmN45ETbFU2mcte7cvzi8jN7TVm/AGgbYx5L/Bm4HeA3e8G\n",
       "cWAbyAGxXbfHgD1/xZ6dje31EDlC2h6DY/e2WMwukmyucPfxs0wlbrwYxK1IECLT2mCxdpl3Tvww\n",
       "YV+4L68zjPRzMThGeVvctIyttQ/sfGyM+SbwYeDXjDEPWGsfBt4HfAN4HPikMSYABIF76ZzcdVPJ\n",
       "ZP4Woksvzc7GtD0GxLXb4vGlZ1naWueNs/eTzZX79rpRpri8Ps+T4Re4d/q+vr3OMNHPxeAYlW1x\n",
       "o18oDnppUxv4OPArxpjv0inzL1hrN4DPAt+mU84PWmtrh48rIgCbpU0uZS4yHZrG7+nvOZGTgUla\n",
       "7SbnUy9Sa+rHV+Qo7evSJgBr7Xt2ffru69z/EPBQDzKJSNdc9grJcvJI9lRdLhcnoqdYLSyxWljh\n",
       "bOLOvr+miHRo0g+RAZWtbnMhdZ6YP0bIGzqS15wKTpOv5ZnPaXlFkaOkMhYZUPPZOTZLG5w4wok4\n",
       "vG4vU6EZLmcu6zInkSOkMhYZQKV6iXOpF/C5fcT88SN97engDJlKipXCypG+rsg4UxmLDKCF3Dwb\n",
       "hXVORk8d+WvHA3GgjU1foNlqHvnri4wjlbHIgKk1a7yYOkeLBhOBSUcyzIaPs1ZcZb24tveDReSW\n",
       "qYxFBsxcZo7l/BLHI6d7PvXlfk2HZshWsyzmFhx5fZFxozIWGSDVZpWn156m1qwyE5pxLIff4yce\n",
       "SGAzL1GoFxzLITIuVMYiA2Que5UrmSucip7G7XL2x3MmNEO6kmatsOpoDpFxoDIWGRDlRpnnNp+h\n",
       "2Woy7eBe8Y5EYIJKvaxD1SJHQGUsMiCubF9mKb/I7YnbHd8rBnC73EyHp5nPzpOv5ZyOIzLSnP+J\n",
       "FxEK9QLPJZ/BhYvp0LTTcV42EZgkW91mvbjudBSRkaYyFhkANvUSK/llzsRvd+wM6uuJBxJUmhUW\n",
       "svNORxEZaSpjEYdtlDZ4ZvNpQt4QE4EJp+O8itvlZjo0xXxunlw163QckZGlMhZxULPV5PnNZ0mW\n",
       "N7g9ftbpONc1EZwiV83qULVIH6mMRRx0NXuFC+nzHI+cIOgNOh3nuuL+OJVmmYXcvNNRREaWyljE\n",
       "IYV6gWc3n6baqHAycvRzUO9X51D1NAu5BR2qFukTlbGIQy5snWcue5Xb43cMxKVMN7NzqHqjtOF0\n",
       "FJGRNNjvACIjar24xnPJZwn7IkwEnVkM4iA6h6pLrGpZRZG+UBmLHLFGq8Gzm8+wWdrgttjtTsfZ\n",
       "F7fLTSIwwXz2KuVG2ek4IiNHZSxyxK5sX8amL3AqempgT9q6nkRggnwtx1Y56XQUkZGjMhY5QoVa\n",
       "nqc2nqDeqnI8csLpOAcSDyTI1QpsFjedjiIyclTGIkfofOrFzvzT8TsH/qStawU8AQIeH3O5qzRb\n",
       "TafjiIyU4Xo3EBliW+Utnk8+T8QXJTFgM23t12RwmlQ5SbqSdjqKyEhRGYsckQtbL5Isb3Amesbp\n",
       "KIcWDyQ0bizSBypjkSOwVljlfOocU8FpQr6w03EOLeqLUm/WWc4vOR1FZKSojEX6rNVucW7rBVKV\n",
       "FKeip52Oc0tcLheToWmW8osU6gWn44iMDJWxSJ8t5Re5mHmJ45ET+D1+p+Pcsrg/Tr6WI1nSWdUi\n",
       "vaIyFumjVrvF+a1z5Ko5TkROOh2nJ+L+BIV6ga2Sxo1FekVlLNJHG8V15rPzHIscx+v2Oh2nJ3we\n",
       "H0FviPncHK12y+k4IiNBZSzSR1ezV9muZpgNH3M6Sk9NBCZIV9JsVzNORxEZCXv+qm6M8QCfA14H\n",
       "tIEPA37gD4GL3Yf9lrX294wxHwQ+BDSAT1hrv9yX1CJDIFvdxqYvEA8kCHgCTsfpqZg/xlJukXQ5\n",
       "zVRw2uk4IkNvP8fN/hzQsta+0xjzAPBJ4A+AT1trP7PzIGPMCeCjwNuAEPAdY8zXrLW1PuQWGXiL\n",
       "uQW2yknuTLzG6Sg9F/XFKDfKbJY2uHvytU7HERl6ex6mttb+PvC3up+eBbbpFO5PGmMeNsY8ZIyJ\n",
       "Aj8MPGqtrVtrc8Bl4P7+xBYZbNVmlRdT5/C4PMQDcafj9JzH7SHmj3E1e5VGq+F0HJGht68zSqy1\n",
       "TWPM54E/D/xvwGngc9baZ4wxDwK/DDwLZHd9WR5I3Ox5Z2djh8ksfaLt0TuXUusUyHD38bMkoqED\n",
       "f30ifvCvOWqnOU65XsYdqTEbHfw1mQ9LPxeDY5S3xb5P77TW/rQx5jjwGPAOa+1q964vAb8BPALs\n",
       "/peKATc9uyOZzB8srfTN7GxM26NH2u0235t7iuR2htOBO8nmDrb+byIeOvDXOKLmZz27yMWVBdxT\n",
       "wzur2M3o52JwjMq2uNEvFHsepjbG/JQx5h90Py0DLeCLxpi3d297L/Ak8Djwo8aYgDEmAdwLnLvV\n",
       "4CLDJlNNs1xYZCY8O3QrMx1ExBeh3qyzWlhxOorI0NvPnvEXgM8bYx4GfMDHgEXgN40xdWAN+JC1\n",
       "tmCM+SzwbTol/6BO3pJxtF5cJ1vd5mziLqej9JXb5Sbun2AxN0+tWRuJ2cVEnLJnGVtry8Bfus5d\n",
       "77zOYx8CHupBLpGh1G63mdu+QrPVJOob3fGtHfFAnFx1m3QlNTIzjIk4YXSPoYk4IF1Js1JcZjo0\n",
       "i8vlcjpO30X9MfK1IlvlLaejiAw1lbFID60X18hWt5kIju7ZxbuFvWHatFjKLTgdRWSoqYxFeqTd\n",
       "bjOXvdo9RB11Os6RcLlcTAanWCmsUqqXnI4jMrRUxiI9kqqkWC0uMxM+NhaHqHfE/DFK9QLpSsrp\n",
       "KCJDS2Us0iMb3bOoJwNTTkc5UjF/nEK9SErjxiKHpjIW6YF2u83V7cu0Wi0ivojTcY5U0BvE43Kx\n",
       "oHFjkUNTGYv0wHY1w3ppfWzOor7WRHCKzdI6+VrO6SgiQ0llLNIDqXKKfDU/kotC7Ef85UPVGjcW\n",
       "OQyVsUgPbJTWKTdLYzHRx/VE/TGK9YLKWOSQVMYit6jWrDGXnSPuj+Nxe5yO4wi/x0/AHWA+N0e7\n",
       "3XY6jsjQURmL3KJUeYtsNUMiMOF0FEdNBCdJV7bIVredjiIydFTGIrdoq7JFoV4g7h/P8eIdMX+M\n",
       "fE3XG4schspY5BYtZueh3SbkG801ffcr6o9RbpTYLG06HUVk6KiMRW5BvpZjrbjOZGja6SiO87q9\n",
       "hL1hFnLzNFtNp+OIDBWVscgtSJaTFOp5YmN+iHpHIjjBdjVDpppxOorIUFEZi9yCZHGTUr049uPF\n",
       "O2K+OIVanrQucRI5EJWxyCE1Wg3mclcJecN43V6n4wyEqD9KuVlho7judBSRoaIyFjmk7eo225UM\n",
       "E8HxvqRpN7fLTcKfYCG/QK1ZczqOyNBQGYscUqaSplgvjO2sWzeSCEyQrW6TqaSdjiIyNFTGIoeU\n",
       "LG1SblTHbpWmvexMjbmlJRVF9k1lLHIIzVaThdw8MX90bKfAvJGwN0yz1WCtsOp0FJGhoTIWOYTt\n",
       "6jbZ6jaxMV2l6WZcLheJwCTLhUXKjbLTcUSGgspY5BBeGS+OOh1lIMUDnUucUjpULbIvKmORQ0iW\n",
       "d8aLVcbXE/PHydeLmqdaZJ9UxiIH1Gq3WMjNE/FHdH3xDQS9QdzAYm7R6SgiQ0FlLHJA2e71xZp1\n",
       "6+YmQ9OsF9fIVbNORxEZeCpjkQN6ebzYr+uLbybuj1OoF9iqaNxYZC8qY5EDSpaTlBsVnby1h5g/\n",
       "TqleJFnUkooie1EZixxAu91mPjtH2Kfx4r143V5C3jBzuataUlFkD3u+mxhjPMDngNcBbeDDQBX4\n",
       "PNACzgEfsda2jTEfBD4ENIBPWGu/3KfcIo7YmeZR48X7MxGcIFPJkKqkOBY+5nQckYG1nz3jPwe0\n",
       "rLXvBP4R8E+BTwMPWmvfBbiA9xtjTgAfBd4B/ATwKWOMvz+xRZyRrqYp1otE/TpEvR9xf4JCPafr\n",
       "jUX2sGcZW2t/H/hb3U/PAhngbdbaR7q3/RHwXuDtwKPW2rq1NgdcBu7veWIRB6VKW5QbZS0OsU9h\n",
       "X5h6s85qYcXpKCIDbV9jxtbapjHm88C/BH6Xzt7wjjyQAOJA9jq3i4yEdrvNfG6OoDeIz+NzOs5Q\n",
       "cLvcTASmWMovaGpMkZvY9xko1tqfNsYcBx4HgrvuigPbQA7YvbsQo7MXfUOzs9q7GCTaHjeXrWSp\n",
       "e0ucnj5OIh7q62v1+/mP0mn3MVLlFIQrzCaGb9xYPxeDY5S3xX5O4Pop4Iy19lNAGWgCTxpjHrDW\n",
       "Pgy8D/gGnZL+pDEmQKes76VzctcNJZP5W4wvvTI7G9P22MN8doH1TIqT0VNkc/3by0vEQ319/iPX\n",
       "8LOeSfHS0lVCtUmn0xyIfi4Gx6hsixv9QrGfw9RfAN5sjHkY+ArwMeDngF8xxnyXTqF/wVq7AXwW\n",
       "+Dadcn7QWlvrQXaRgZCqpCg3Srq++ICC3iBet4f57DztdtvpOCIDac89Y2ttGfhL17nr3dd57EPA\n",
       "Q7ceS2TwLOUW8bt9+D26SOCgpoLTJCsbZKvbTASHa+9Y5Cho0g+RfcjXcmyVN0moSA4lFoiTr+ZJ\n",
       "aWpMketSGYvsQ6aSoVAv6hD1IcV8McqNMmuFNaejiAwklbHIPmQqaUr1khaHOCSP20M8kGAue4V6\n",
       "s+50HJGBozIW2Yel/CIet5uAJ+B0lKGVCCTI1rKkKymno4gMHJWxyB4K9QKbpU0mAhNORxlqMX+c\n",
       "fLXAlqbGFPkBKmORPWQqaYo1rV98q8LeMC4XzGfnnI4iMnBUxiJ7yFTS3ZO3VMa3wuVyMRGcZLW4\n",
       "TKFecDqOyEBRGYvsYbWwgsvVJugN7v1guanOoeq8VnESuYbKWOQmSvUSa8VVJoJTTkcZCXF/nFKj\n",
       "yEZx3ekoIgNFZSxyEy+PF+v64p7we/yEfVEuZS7SarecjiMyMFTGIjeRrqY12UePJQIJtqsZtqs3\n",
       "XdRNZKyojEVuYi2/SrvdIuQLOx1lZMT8cfK1PFsljRuL7FAZi9xAuVFmtbiihQ16LOaP0Ww3WcjN\n",
       "Ox1FZGCojEVuYLuSoVjX9cW95na5mQhMsJCbp9qsOh1HZCCojEVuIK3ri/tm51B1uqypMUVAZSxy\n",
       "QxuldZqtOiFvyOkoI+flS5xKG05HERkIKmOR66g2qyzlFkgEJnC5XE7HGTkhXxif28fl7YtORxEZ\n",
       "CCpjkevYmQIz5o87HWVkJQITJEtJ8rWc01FEHKcyFrmOdCVNqVEg6tf1xf0SDyQo1HNaxUkElbHI\n",
       "da0X16g16oS9EaejjKy4P061UWUlv+J0FBHHqYxFrlFpVFjKLTAR1HhxP3ndXmKBOJe3Lc1W0+k4\n",
       "Io5SGYtcozNeXNB48RHYWcUpXUk7HUXEUSpjkWukKimdvHVE4v4EhXqRVEXjxjLeVMYi11gvrNFq\n",
       "NXR98RGI+CJAm/nsVaejiDhKZSyyS7lRZrmwRCIwqfHiI+B2uUkEJ1jOL1NulJ2OI+IYlbHILp3x\n",
       "4jyxgA5RH5WYP06hXiClS5xkjKmMRXZJVVIU60ViWr/4yMT9cYr1Asly0ukoIo5RGYvsspZfpdVq\n",
       "av3iIxT0Bgl4/FzdvkK73XY6jogjVMYiXaV6iZXCEhPBKaejjJ1EYJKtcpJcLet0FBFHeG92pzHG\n",
       "B/xb4A4gAHwCWAb+ENiZ4f23rLW/Z4z5IPAhoAF8wlr75b6lFumDdCVFsV5QGTsg7o+zkl8mVd4i\n",
       "EZhwOo7IkbtpGQN/FUhaa3/KGDMJPAf8CvBpa+1ndh5kjDkBfBR4GxACvmOM+Zq1ttan3CI9l6mk\n",
       "ydeLnInf4XSUsRP1xyg1yqwX17lr4m6n44gcub3K+PeAL3Q/dgN1OoVrjDHvBy4BvwD8MPCotbYO\n",
       "1I0xl4H7gSf7klqkDxZzC7hB1xc7oDM1Zoy57FV++OSfwuve661JZLTcdMzYWlu01haMMTE6xfwP\n",
       "gceBv2etfQC4CvwyEAN2D/bkgUR/Iov0XqGWZ724oUPUDkr4E+RqOVKVlNNRRI7cnr9+GmNuA74I\n",
       "/Ka19j8ZYxLW2p3i/RLwG8AjdAp5RwzI7PXcs7OxvR4iR2ict0chs0U7UOV05ASJsPN7xom48xmO\n",
       "miswy5XMFVyh6kD9XxykLONulLfFXidwHQe+Cvystfab3Zu/Yoz5eWvtE8B76RyKfhz4pDEmAASB\n",
       "e4Fze714Mpm/lezSQ7OzsbHeHnZ9ns1MmuPe28g6PBNUIh4imxu/2ahabQ/pbI6Xlq9yzHW703EA\n",
       "/VwMklHZFjf6hWKvPeMH6Rxu/iVjzC91b/sF4NeNMXVgDfhQ91D2Z4Fv0zn0/aBO3pJh0W63WcjN\n",
       "4/f48Xv8TscZW26Xm1ggzkJ+gXqzjs/jczqSyJG5aRlbaz8GfOw6d73zOo99CHioR7lEjsx2NUOq\n",
       "ssVEcNLpKGMv7o9TqOXJVDMcCx9zOo7IkdGkHzL20pUU+VpeSyYOgKg/SrGeJ6P1jWXMqIxl7G0W\n",
       "Nyk3SsR8o3tyyLCI+KJUGlU2SxtORxE5UipjGWuNVoPF/AJhXwSP2+N0nLHndrmJBxLM5+ZptBpO\n",
       "xxE5MipjGWuZSobtaoYJTcE4MGL+GPlqjkxlz6sjRUaGyljGWqqyRUHjxQMl6otRahQ0bixjRWUs\n",
       "Y22zuEGlWSXiizgdRbqifo0by/hRGcvYqjarLOTmSAQmcLv0ozAodq43nste1bixjA29A8nYSpdT\n",
       "5Gp54jpEPXDi/jj5Wp7t6rbTUUSOhMpYxtZWZYtCvaDx4gGkcWMZNypjGVtrhVVarQZhX9jpKHKN\n",
       "iC9CpVHRuLGMDZWxjKVivchKYYnJ0LTTUeQ6PG4PMX+c+ew8zVbT6TgifacylrGUKm9RqOkQ9SCL\n",
       "BeLkalkyVV1vLKNPZSxjKV1JUagVifk1BeagivpilOoaN5bxoDKWsbOzZKLX7SHgCTgdR24g6otS\n",
       "blTYKiedjiLSdypjGTu5WpZkaVNLJg44j9tD1B9jbvuqxo1l5KmMZeykKikKdR2iHgZxf2fcWNcb\n",
       "y6hTGcvY2SolKer64qEQ9Ucp1UsaN5aRpzKWsdJqt1jIzRPyhvC6vU7HkT1EfFFKjbLGjWXkqYxl\n",
       "rGQqGdKVNBMBjRcPA6/bS9gXYjG3QKvdcjqOSN+ojGWsdC5pyhPVePHQSAQm2K521p0WGVUqYxkr\n",
       "ydIm5UaZqC/qdBTZp6g/RqFe1LixjDSVsYyNRqvBXPYqsUAcj9vjdBzZp871xiXSZZWxjC6VsYyN\n",
       "TCVDrpbTkolDxuv2EvQEWchr3FhGl8pYxka6kqJQz+n64iGUCEyQqaTJVbNORxHpC5WxjI314hrV\n",
       "Rp2IxouHTtQfpVgvatEIGVkqYxkLtWaN+exVEoEEbpf+2w+biC9KqV7UuLGMLL0ryVjIVNIU6gXi\n",
       "AY0XDyO/x4/P7WU5v0i73XY6jkjPqYxlLKQqKfK1vMaLh1giOEmyvEWhnnc6ikjPqYxlLCznl2i1\n",
       "m4S9EaejyCFFfVFK9QJpXW8sI+imk/MaY3zAvwXuAALAJ4ALwOeBFnAO+Ii1tm2M+SDwIaABfMJa\n",
       "++U+5hbZt0qjwnJ+iYngFC6Xy+k4ckhRf4yF7ALblQx3xM86HUekp/baM/6rQNJa+y7gfwJ+E/g0\n",
       "8GD3NhfwfmPMCeCjwDuAnwA+ZYzx9y+2yP6lK6nuKk06RD3MAp4AbhesFJadjiLSc3uV8e8Bv7Tr\n",
       "sXXgrdbaR7q3/RHwXuDtwKPW2rq1NgdcBu7vQ16RA0tVUhRqRWI+lfGwmwhOsl5cp1gvOh1FpKdu\n",
       "WsbW2qK1tmCMidEp5n90zdfkgQQQB7LXuV3EcSv5JVyuFiFf2Okocoui/hilekHzVMvI2XNBV2PM\n",
       "bcAXgd+01v5HY8yv7ro7DmwDOWD3bkcM2PPq/NlZ7akMklHcHqV6iRwpzkyfIhEPOR1n34Yp61Hy\n",
       "hWbIJDchVD2y/6+j+HMxrEZ5W+x1Atdx4KvAz1prv9m9+RljzAPW2oeB9wHfAB4HPmmMCQBB4F46\n",
       "J3fdVDKpSxQGxexsbCS3x3J+ifX0FtPhGbK5stNx9iURDw1N1qPnIl8ocWH5Cme8d/f91Ub152IY\n",
       "jcq2uNEvFHvtGT9I53DzLxljdsaOPwZ8tnuC1nngC92zqT8LfJvOYewHrbW1niQXuQWdk7eK3OG7\n",
       "0+ko0iOJwCQrhWXKjTIhr44gyGi4aRlbaz9Gp3yv9e7rPPYh4KHexBLpjcXcAm6Xi6A36HQU6ZFY\n",
       "IEaummW7kiEUVRnLaNCkHzKyCrU868UNJoJTTkeRHor6YhTrRU3+ISNFZSwjK1VJUaxrCsxRE/KG\n",
       "qDfrJMubTkcR6RmVsYysVHmLYr1IzK/FIUaJy+UiEZxgKbdAralTU2Q0qIxlJLXbbZZyi/jcXvwe\n",
       "TQY3auL+OPmarjeW0aEylpGUr+VIlpMkgpNOR5E+iPiilBoFMtU9pzMQGQoqYxlJ6Uq6Mx+1psAc\n",
       "SWFfmFqzRrKocWMZDSpjGUmd64tLRHXy1khyu9xE/XEW8ws0Wg2n44jcMpWxjKSl/BI+t0fjxSMs\n",
       "7o+Tq+XIVHSoWoafylhGTr6WI1nSePGoi/iiWjRCRobKWEZOupKmVC8Q9UWdjiJ9FPVHqTSrJMtJ\n",
       "p6OI3DKVsYycTCWt8eIx4Ha5ifgiLObnabaaTscRuSUqYxk5y/kl3G4XAU/A6SjSZ/FAglw1q0uc\n",
       "ZOipjGWkvDwfdUDjxeMg5otT0OQfMgJUxjJSXh4v1iHqsRDxRSg3KmyVNG4sw01lLCOlM15c1Mlb\n",
       "Y8Lj9hD1R1jQuLEMOZWxjJSl/BIurV88VuKBBNnqtsaNZaipjGVkFOoFNoobTOr64rES9cUo1ooa\n",
       "N5ahpjKWkbFdyWi8eAxFfVFKjbLGjWWoqYxlZKQrKQr1IlEtDjFWPG4PEZ/GjWW4qYxlZKzkl3G5\n",
       "2hovHkOJQIJsNct2ddvpKCKHojKWkVCsF1krrjERnHI6ijgg6o9R1PXGMsRUxjISMpqPeqy9PG6s\n",
       "eaplSKmMZSRkKunOeLFO3hpLO+PG87k5jRvLUFIZy0hYK6wBbULekNNRxCETwQm2KxldbyxDSWUs\n",
       "Q6/cKLP3fbMuAAAe50lEQVRSWCKh+ajHWtQXo1gvkCpvOR1F5MBUxjL0MpU0xYYOUY+7qD9KuVkh\n",
       "Wdp0OorIgamMZeilu/NRx3Ty1lhzu9zE/Qnmc/PUm3Wn44gciMpYht5aYZVmq0FQ48VjL9Fd3zhd\n",
       "STkdReRAVMYy1MqNMquFZSYCU7hcLqfjiMNi/hjFRp6UyliGjHc/DzLG/Ajwz6y17zHGvAX4A+BS\n",
       "9+7fstb+njHmg8CHgAbwCWvtl/uSWGSXziVNBeKBhNNRZACEvRFqjTobxXXum36903FE9m3PMjbG\n",
       "/CLw14BC96a3AZ+x1n5m12NOAB/t3hcCvmOM+Zq1ttb7yCKvSFVSFOoFTkfPOB1FBoDL5WIiOMli\n",
       "bp5Ko6KpUWVo7GfP+DLwF4B/3/38bcDrjDHvp7N3/AvADwOPWmvrQN0Ycxm4H3iy95FFXrGWX6XV\n",
       "ahLyhZ2OIgMiHoi/PG58Knra6Tgi+7LnmLG19ot0Dj3veAz4e9baB4CrwC8DMSC76zF5QMcNpa9K\n",
       "9RKrxWXNRy2vEvPFKNQLGjeWobKvMeNrfMlau1O8XwJ+A3iETiHviAF7ToMzO6vrQgfJsG2PxWyG\n",
       "tq/OqfgsiehonUmdiI/W93OUEoRYrPgoutM9+T89bD8Xo2yUt8Vhyvgrxpift9Y+AbyXzqHox4FP\n",
       "GmMCQBC4Fzi31xMlk/lDvLz0w+xsbOi2x+XkIhvbKSY9x8nmyk7H6ZlEPDRS348TAq0I51cu8YbY\n",
       "2i0tHjKMPxejalS2xY1+oThIGbe7f38Y+E1jTB1YAz5krS0YYz4LfJvOoe8HdfKW9NtyfhnNRy3X\n",
       "E/PHSZY22SoliSY0GYwMvn2VsbV2HnhH9+PngHde5zEPAQ/1MpzIjRTqBdaKqxovluuK+ePMZ+fY\n",
       "Km9xNnGn03FE9qRJP2QoZSppivUCMc1HLdfh9/gJeoPMZa9oSUUZCipjGUrpcopCrUjUpzKW65sI\n",
       "TJKupLSkogwFlbEMpaX8Ei4XmtRBbigeiFOo5dkqJ52OIrInlbEMnUItz0Zxg0mNF8tNRHxRKo0q\n",
       "68U1p6OI7EllLENnq7xFoZ7TeLHclNvlZiI4wWJ2nnJDl4rJYFMZy9BJljY7i0P4Ncmb3Fw8MEGu\n",
       "niNV3nI6ishNqYxlqDRbTeZzc4S8IXwen9NxZMDF/XHy1YLKWAaeyliGSrqSJlXeYiI46XQUGQJB\n",
       "bxCv2818do52u733F4g4RGUsQyVV2dIhajmQyeA0m+UNMtW001FEbkhlLENltbBCtVEl4os4HUWG\n",
       "RDyQIFfNkSzpEicZXCpjGRqleonF3AKTwSncLv3Xlf2J+WNUG1VWCytORxG5Ib2jydBIVbbI13LE\n",
       "A3Gno8gQcbvcTIQmmc9dpVgvOh1H5LpUxjI0kqVNCrUi8YDGi+VgJgIT3UPVm05HEbkulbEMhVa7\n",
       "xXx2Hq/bQ8ATcDqODJm4P0GxXtRsXDKwVMYyFLarGVKVJJMhTYEpB+fz+Aj7wlzNXqHerDsdR+QH\n",
       "qIxlKGyWNslVsyT8E05HkSE1GZwiU8lo4QgZSCpjGQqLuQVqzRpRf9TpKDKkEv4EuVqOZFnjxjJ4\n",
       "VMYy8HLVLIu5RaZCM7qkSQ4t5AvjdbmZ276q2bhk4OidTQbeRmmDXDWrKTDllk2FZlgvrZOqpJyO\n",
       "IvIqKmMZeMv5JSqNMnG/ri+WWzMRmCRX22ajuO50FJFXURnLQCvU8sxlrzIZ0qxbcusivgitVou5\n",
       "7Ss6VC0DRe9uMtA2SuvkajkdopaecLlcTIdnWS2tkK5o4QgZHCpjGWir+VWK9QIJrdIkPTIRmCRb\n",
       "3dYEIDJQVMYysEr1Eleyl5kITOJxe5yOIyMi6ovSbDWZz+qsahkcKmMZWOulNbar2zpELT3lcrmY\n",
       "CR1jpbisQ9UyMFTGMrDms3OU6gUmApp1S3prIjhBrpplo6SzqmUwqIxlIG1XMlzdvsJ0aAav2+t0\n",
       "HBkxUV+MZqups6plYKiMZSCtFFbIVNJMBWecjiIjyOVyMRWaYbW4oglAZCCojGXgNFtNLqYt0Cbm\n",
       "jzkdR0bUVHCadCXDWmHF6SgiKmMZPJulDdaKq8yGj+NyuZyOIyMq6o/ixsXFzEWarabTcWTM7Wsw\n",
       "zhjzI8A/s9a+xxhzN/B5oAWcAz5irW0bYz4IfAhoAJ+w1n65T5llxC3lF8lWtzkdO+N0FBlxs+Fj\n",
       "rBfX2Citcyp62uk4Msb23DM2xvwi8Dkg0L3pM8CD1tp3AS7g/caYE8BHgXcAPwF8yhjj709kGWXl\n",
       "RpmX0heI+KMEvUGn48iImwpNk61us5xfcjqKjLn9HKa+DPwFOsUL8FZr7SPdj/8IeC/wduBRa23d\n",
       "Wpvrfs39vQ4ro28lv0yqkmImpBO3pP8CngBRf4yLaUu5UXY6joyxPQ9TW2u/aIw5u+um3YN4eSAB\n",
       "xIHsdW6/qdlZnZwzSJzeHq12i+9sLeD2N7lj9tRYz7qViIecjjA27vScYaO0QS2Q4/apYz9wv9M/\n",
       "F/KKUd4Wh7mAs7Xr4ziwDeSA3f9KMSCz1xMlk/lDvLz0w+xszPHtsVpY4fml88S8UxQKNUezOCkR\n",
       "D5HNaS/tqHhaITYzKZ6Ze5FE8/ir7huEnwvpGJVtcaNfKA5zNvUzxpgHuh+/D3gEeBz4UWNMwBiT\n",
       "AO6lc3KXyL5dyVxmu5phNvyDeyci/eJxe5gOzXB5+zLblT33IUT64iBlvDNNzceBXzHGfJfOnvUX\n",
       "rLUbwGeBbwPfoHOC1/ju2siBZSppbMYyEZzC79G5f3K0poIzpCtbLBV0Ipc4Y1+Hqa2183TOlMZa\n",
       "ewl493Ue8xDwUA+zyRiZz86RqiS5e+J1TkeRMRQPxHHj5vzWOczkPfqFUI6cJv0Qx5UbZc6nX8Tv\n",
       "9hH1R52OI2PqePQk68V1lrV3LA5QGYvjFnMLbBQ3OBE55XQUGWPTwWmK9SKXM5e0eIQcOZWxOKre\n",
       "rPPi1jkarZrWLRZHedwejoWPMbd9hc3yptNxZMyojMVRS/kFlvKLnIyexu3Sf0dx1kx4llQlzWJ2\n",
       "3ukoMmb07ieOabaanE+9SLlRYlpLJcoACHlDRP1RLqRepFAvOB1HxojKWByzXFhiLneVE5GTYz3b\n",
       "lgyW45ETbJY3mctedTqKjBGVsTii1W7xUvoC+WpBk3zIQJkITODCxQvJ5yjVS07HkTGhMhZHrBVW\n",
       "uZK5zPHIcbzuw8zKKtI/p2JnWC2scDl92ekoMiZUxnLk2u02L6UvsF1Ncyx8fO8vEDlik4FJXG14\n",
       "eu1preYkR0JlLEdurbjKxbTlWPiEZjqSgeRyuTgZO81Sdon57JzTcWQMqIzlSLXbbV5KXSBTTXM8\n",
       "csLpOCI3NBWcptVu8ULyOarNqtNxZMSpjOVIrRVXsZmXOBY+rr1iGWgul4vb4rexXFjiyrbGjqW/\n",
       "VMZyZNrtNjb9EpmK9oplOMyEZ6Dd5pnNpyjUhn8tXRlcKmM5Mp2x4peYDR/TXrEMBZfLxZn4HSzn\n",
       "l7iQOu90HBlhKmM5Eu12m4tpS6qS5kTkpNNxRPYtEUgQ8UV5LvksmyXNWS39oTKWI7FWXMWmLzAb\n",
       "ntVesQydM7HbSJY2OLf1PK12y+k4MoJUxtJ3O2PFae0Vy5AKeUPMRo5zPnWOxdyC03FkBKmMpe92\n",
       "xopntFcsQ+xk5BSlepGnNp7UNJnScypj6audveJUJaW9YhlqXreX2+JnuZy5xItbLzgdR0aMylj6\n",
       "ar24xkupCzqDWkbCVHCKiD/C05tPspJfdjqOjBCVsfRNu93mQvo8marGimV03BE/S7qc5sn1xzUz\n",
       "l/SMylj6ZqWwzEup85ptS0aK3+Pn9sQdXNy2OlwtPaMylr5otpq8kHyebC2rvWIZOTOhWYKeIE9u\n",
       "PKHD1dITKmPpi4X8PJe3L3IichKfx+d0HJGeO5u4i3QpxWNr39PZ1XLLVMbSc/VmnRc2n6NUL3I8\n",
       "rDmoZTT5PX7uSJzlUuYizyefpd1uOx1JhpjKWHpuLnuVudxVTsXO4HF7nI4j0jdToWnigQRPbzzJ\n",
       "fE7rHsvhqYylp8qNMs8ln6HerDETmnU6jkjf3R6/g0K9wGOr3yNfyzkdR4aUylh66qXUeeayVzkT\n",
       "vwO3S/+9ZPR53V7OJu5iLjvHU+tPau5qORS9W0rPpMopnkk+TcAbZCo45XQckSOTCCSYDc/yfPIZ\n",
       "LmUuOh1HhpD3sF9ojHkayHY/vQp8Cvg80ALOAR+x1uqMhjHRbrd5IfkcG4V17pm+z+k4IkfudOwM\n",
       "LyZf4PG17zMbnmUqOO10JBkih9ozNsYEAay17+n++RvAZ4AHrbXvAlzA+3sXUwbdYn6BF1MvMBs+\n",
       "RtgXdjqOyJFzu9zcNXk3y4Ulnlh7nEar4XQkGSKH3TN+ExA2xvxx9zn+IfBWa+0j3fv/CPgfgf96\n",
       "6xFl0FUaFZ7ZeJp8rcDZ2bucjiPimIgvwsnIKV5MneNU7DRvnLnf6UgyJA47ZlwEfs1a+xPAh4Hf\n",
       "veb+ApC4lWAyPM5tvcClbctt8dvwug898iEyEk5ETuLGxRNrj7FR2nA6jgyJw75zXgQuA1hrLxlj\n",
       "UsBbdt0fA7b3epLZ2dghX1764TDbYym7xKXiOWbiE7xm9vY+pBpPiXjI6QjSdZht8abw63lh8wUu\n",
       "Fp/ntad/koA30Idk42eUO+OwZfwB4H7gI8aYU3TK96vGmAestQ8D7wO+sdeTJJP5Q7689NrsbOzA\n",
       "26PSqPCVuT9hPrXMG2bvJ5sr9yndeEnEQ/q3HBC3si0mPcd5bP5pws1J3nbih3qcbPwc5j1qEN3o\n",
       "F4rDlvG/Af6dMWZnjPgDQAr4nDHGD5wHvnDI55YhcW7reS5mXuL2xFmtyiRyjWPhY2xXMjyz+STH\n",
       "I8c5E7vN6UgywA5VxtbaBvBT17nr3beURobGfHaOJ9efIOyLMBOacTqOyEA6m7iTF7de4Kn1J5gM\n",
       "ThHxRZyOJANKk37IgWUqaR5d/Ta5WpY74medjiMysDqLSdzJpe2LvJB8TotJyA2pjOVAKo0K31t5\n",
       "lMXcAq+ZeK0OT4vsYSo4RcQX5bmtZ5nLXnE6jgwolbHsW7vd5pmNpziXeoEzsduJ+qNORxIZCrfH\n",
       "7yBb3uaZzWfIVbN7f4GMHZWx7Nu5red5Yv0x4v4Ex8LHnI4jMjS8bi93TryGy5mLPLf5LM1W0+lI\n",
       "MmBUxrIvF9OW76x8mzYt7kicdTqOyNCJB+JMh2Z4busZLm1rMQl5NZWx7GkhN88jyw9Trhe5e9Jo\n",
       "aUSRQzodO0O1UeHJ9cdJlVNOx5EBondVuamV/DLfWvwT0pUtXjt1j6a7FLkFbpebuyZey1JukSc3\n",
       "HqfWrDkdSQaEylhuaDm/xJ8sfp314hqvmzQ6c1qkB8K+MKdip3k++RxPbzxJq91yOpIMAJWxXNdy\n",
       "folvLHyN1cIyZuoeQloWUaRnTkROEvFFeHzt+1xInXc6jgwAlbH8gIXcPN9Y+CobpTXM9H0qYpE+\n",
       "uDNxF812g++ufoeF3LzTccRhKmN5lUuZi3x9/mtslDZ43dS9hLxaPUikH9wuN3dPGjKVNN9efpj1\n",
       "4prTkcRBKmMBOhN6nNt6gW8sfI3tSop7pu9TEYv0md/j5+7J17GcX+brC19ltbDidCRxiMpYaLaa\n",
       "PLbyGN9c/DqVRpl7Zl5PwKP1V0WOQsQXwUzdw0p+ma/Pf5Wl/KLTkcQBKuMxV2lU+O7Kd/jala/h\n",
       "crl5nS5fEjlyYV8YM3UP66VVvr7wx1zKXNSiEmNGZTzG8rUc31r6E7639iiJYIK7J16Lx+1xOpbI\n",
       "WAr5wpip+0iVUnxl7ss8tvY9Ko2K07HkiKiMx9RGcZ2vzv8xz2w8xYnISe6cuBOXy+V0LJGxFvQG\n",
       "uW/mDXjcXh5Z/lb3qoYNp2PJEdDxyDF0OXOJ76w8wnpxlbsm72YiMOF0JBHp8rg9vGbibjZLmzyf\n",
       "fI614jpvOfZW7p2+j7AuMxxZKuMxUmvWeCH5PI+tfZdivcg906/XGdMiA+pY+Bhxf5zF3ALfXPo6\n",
       "C7l53nzszZxN3KX54UeQynhMbFcyfH/te5zbep6Ap3MoTCdqiQy2oDfI66Y61yJf3r7IWnGF+6bf\n",
       "wBtn38RMaMbpeNJDejcece12m7ncVb63+iiL2QVOxU5zPHxC48MiQ2QyOEXcn2CtuMr3177LfO4q\n",
       "bzn2Nowm5hkZKuMRVqgXeG7zWZ7dfIpivchrpwwxf8zpWCJyCB63hzOx25gKTrOYm+frC1/lUuYS\n",
       "bzn2Vu5M3KUrIYacyngEtdot5nNzPLX+BFe2LzMRmOT1M2/UYWmRERD2hbln+j7S5RRz25dZL65i\n",
       "pu7l/tk3cSJy0ul4ckh6dx4xG6UNXth8jgvpFynVS9w58RqdLS0ygqZC00wEJ1kvrvHUxhMs5hZ5\n",
       "4+wbuXfqPuKBhNPx5IBUxiMiXUlxKX2R57aeJVXe4lj4OHdN3K29YZER5na5ORU9zXRohuX8It9a\n",
       "/CZXt69w/+ybee3k67QG+RDRO/WQS5aSXM5c5MXUiyRLm8QCMe6bfgNBb9DpaCJyRAKeAK+ZeC35\n",
       "Wo6F7BxrxTUuZy7ypmNv4bbY7RpPHgIq4yFUa9ZYKSxzJXOZq9nLpMop4oEEZtoQ8UWdjiciDon5\n",
       "47x+5n6S5SQX0udZzC/wmsTd3DfzBpXygFMZD4l6s06yvMlaYY1L25aN4gbFeoGZ8Cz3Tt9HSDPz\n",
       "iAjgcrk4Fj7GVHCKzdIGzyWf5Ur2Mmfjd2Km7uVM7DbN5DWAVMYDrFDLkywnSZY2uZq9Qqq8Rbaa\n",
       "I+gNMBs+zt2Tr9WYsIhcl9ft5VT0NMfCx0mWNjmfOsel7UscCx3jnul7ORU9zWzoGD6Pz+mogsp4\n",
       "oORrOdKVNNuVDCuFZdYK6+TrOYr1AmFvmOnQDGdit2s8WET2zev2cjJ6iuORE2xXt9nsLhKTCMSZ\n",
       "Ds3w2gnDTHiG6dAMUQ1zOaanZWyMcQO/BdwPVIG/aa290svXGBX1Zp1sLUuuliVb2WYlv8xGaZNS\n",
       "o0ChXsQNTAQnOR4+Tsz/Wv32KiK3xO1yMxWcYio4RaVRYbuaYa2wwtXtq0R9ESK+GKeiJzkZPUXc\n",
       "HycemCDii2iGryPS6z3jPw/4rbXvMMb8CPDp7m1jq9VuUW6UKdVL5Os58tUcW+Ut1otrFOsFSt37\n",
       "vG4PE8FJpkMz3JG4k4An4HR0ERlRQW+QE96TnIicpNaska/lyNdyPJ98lmc2nyboDRH2hgh6Q8T9\n",
       "CWZCM8T8McK+CGFfmIAnSMDjx+8J4Hf7dWJYD/S6jP8M8BUAa+1jxpgfOuwT1Zt1WrSAzvzKAG3a\n",
       "L3/+8sfdv9n1mPY1H+9+bHvn4dc+btfz7P0c7R/I0mw1abQbNFoN6s0apUaZfC1LupKm0qhQa1ap\n",
       "NKuU62VwQcwfI+KLcDI4Sdgb1vWAIuIIv8fPdKhzmJpE52qNUqNEuV6i2qwwn0vxUvo8Ltz4PT78\n",
       "bj9etxevx4fP7cXn9hP2RYj5YoR8IQKeQOd+tw+v24vP7cXj8uJxe3Djxu1y4+5+7HG7X3UbgAvX\n",
       "q//uzqNfafioNCovf+7CNVLvm70u4ziQ2/V50xjjtta2DvIkS/lFHl76JuVG+eXbXi7Lnc/ar/6a\n",
       "3QVJu02L9itf1W6/6hle9dhXPeuNvHJPu80PFjdtmu0WrXaLdrtFo9UA2njdPsLeCEFvkIAnSCJw\n",
       "4+JttQ70T9RzrXbL8QzSoW0xOMZxW3hdXuK+OHFf/FW3N1oNqs0q1WaVeqtOo1Wn0qhQaBVYK6xS\n",
       "bdVothq0aeNxuXG7PLhcbrxuN248uHDhdrs7f7vcuACXyw24cOOCbsnuXh6yc1Pn9lgkSKFYfSWn\n",
       "28ufPvVnuGfq3j7/ixyNXpdxDti9EsHNitg1O3v9RQtmZ1/PW+96fY+jiYiIDKZer1D9KPBnAYwx\n",
       "fwp4vsfPLyIiMnJ6vWf8JeDHjTGPdj//QI+fX0REZOS42tcOvoqIiMiR6vVhahERETkglbGIiIjD\n",
       "VMYiIiIO69kJXHtNhWmM+V+AB+lctPtvrbX/atd9x4CngB+z1l7cdftfAX7OWvuOXuUcB73cFt3P\n",
       "PwdM0Lng769ba+eP6nsZBT3eHvcAD3Ufe7H7XDrxY58Ouy2MMU8D2e7Drlpr/4Yx5m7g80ALOAd8\n",
       "RNti/3q8Ld4MfBZodp/rr1trN4/sm+mBXu4ZvzwVJvB/0ZkKc7fPAD9OZ5aujxtjEgDGGB/wr4Hi\n",
       "7gcbY94C/EwP842TXm6LXwX+vbX2AeCXgDf0Ofso6uX2+CfAJ6y1PwoEgJ/sb/SRc+BtYYwJAlhr\n",
       "39P98zd2PfZBa+276Pyi+v4j+Q5GRy+3xb+gs+P2HuCLwP95JN9BD/WyjF81FSZw7VSYdTp7VyE6\n",
       "/3F3foP8NeC3gbWdBxpjpoFPAr/AzvQrchA92xbAO4DbjDFfA/4q8Cf9iz2yerk9ysC0McZFZ4Kd\n",
       "Wv9ij6T9boswr2yLNwFhY8wfG2O+0Z13H+Ct1tpHuh//EfDefocfMb3cFn/ZWrszr4WPzs/JUOll\n",
       "GV93Ksxdn3+azuG2c8AfWGtzxpifBpLW2q92H+MyxniAfwP8XaDQw3zjpCfbovv3WSBtrf1xYJEh\n",
       "/I1zAPRye/wG8C+B88Ax4OF+Bh9B+90WL9DdFnSOTPyatfYngA8Dv9t9n9q9o1AAEn1NPnp6tS3c\n",
       "1tp1AGPMO4CPAL9+FN9AL/WyjG84FaYx5nbg54A76Ly5HzfG/EU6k4L8uDHmm8Cbgd+hsyd2N509\n",
       "gv8I3GeM+UwPc46DnmwLY8xxIAX8t+7z/AE/+Nur7K2X2+M/AD9qrb0X+Pf84KE9ubnDbIuLwO8C\n",
       "WGsv0fmZOAnsnuo3Bmz3O/yI6eW2wBjzl+j0xp+11qaO6HvomV6W8c2mwgzSHVjv/mNvAhPW2ges\n",
       "te/uHud/ls6g+7ettW/o3vaXgfPW2r/bw5zjoFfbYgP4Dq+MSz5AZ+9NDqaX2yMM5Ltfu0bnMJ7s\n",
       "30G3xSSdX4w+3f2aU3QKZA14xhjzQPdr3wc8ghxEL7ZFHFgzxvw1OnvE7x7WE0x7OR3mD0yFaYz5\n",
       "P4CotfZzxpjfAb5rjKkAl+mchbiX3eNnsn+93BYfBx4yxvxtOr/5/5U+5h5VvdwefxP4QvexVeCD\n",
       "fcw9ig66Lf5d93H/zhizU7Y/Y61tGmM+DnzOGOOnM2zwhSP8PkZBL7bFB+j0xL8EFoAvGmMAHrbW\n",
       "/pMj+j56QtNhioiIOEyTfoiIiDhMZSwiIuIwlbGIiIjDVMYiIiIOUxmLiIg4TGUsIiLisF5eZywi\n",
       "B2SMeQOdyQ7+orX2i93bvgX8srX24V2P+zzwTWvt73Tnpf47wE91724Bv2qt/c/Xef776UwNOE3n\n",
       "5/17wMestaXu/X8K+AQwA3joTFzxcWttpXv/24F/DpymM1fw48Df35nhyBjTAp7rvpyLziQkXwF+\n",
       "1lrbuub+HX9orf3HB//XEhld2jMWcdYH6EwW8eFdt7X5wcludt/2SeDHgHdZa98C/M/AJ40x/8N1\n",
       "nv8/01lZ6M3AG+kU6v8NLxf1F4F/0L3/zXQK9f/r3n8f8Pt0Voky3a+3wLe6E10AYK19S/fPzmu8\n",
       "j85qO9fev/NHRSxyDZWxiEOMMV46K2H9Q+Atxpg79/E1UeBjwN+21uYBrLUrdKaOXb/OlxwHIt3H\n",
       "tYFfoVPQAH8f+FfW2ie69zfpLAType79v9i9/092vt5a+8+BEvC/3yDiLJ0pO9N7fS8i8godphZx\n",
       "zk8C89baS8aY/0pn7/hmq2K5gHuAvLV2cfcd1tonb/A1fwf4b8aYVeCbwO9ba/97974301l4Yvfz\n",
       "5HmljH8I+E/Xec5HgLfvfK0x5hk6y9YdAy4AH90p+F337/aL1tqv3eT7FBk7KmMR53yAV8ruvwD/\n",
       "wRjzj3j1akA7XHQmzm9ygDW+u2PMX6Bz2Pi9wOeNMb9rrf073de52XO1uf57RGB3xu6hcowxvwD8\n",
       "DPDfdz94534RuTEdphZxgDHmGJ0Vaz5ujJkDPkfn5Kf/FcjQWaFmt+Pd2y/QWVz9tmue7y8bY37+\n",
       "mtvuNsb8Y2tt0Vr7X621P0dnidKdxSWepLOHu/trEsaY/2aM8QGPdR9/rT8NPHHtjdbafwGsAr+6\n",
       "5z+AiLyKyljEGX8N+Jq19jZr7Z3W2rPAPwX+FvAN4K93F7DHGHMP8Dbge92znP9f4LeNMbHu/Wfp\n",
       "nNR1/prX2AI+aox5z67b3gA83f3414Gf7Z4xTbeA/x9g21pbBz4F/Iz5/9u7Y5SGgiAO45/aiAew\n",
       "05RTiV0uoGAO4DFS5QKW3sErWNtp5Q2sHAJeQxIIWMwKorzGZop8v/LtwuO95s/OzrIR12P8YKzc\n",
       "j4HHie9aUbfvXPzjn0h7y1ubpAYR8UZ1MT/9eHYKfABzqty7oMrBn1RH9MuYdwjcAbdUd/QOuM/M\n",
       "P1f4RcScWqmeAVvgHViOpi8i4orqrj6h9n2fqT3dzRi/pI42nVMl69cx/n20aZeZR7/e+QDMMvNm\n",
       "4mjTOjOnGsCkvWQYS5LUzDK1JEnNDGNJkpoZxpIkNTOMJUlqZhhLktTMMJYkqZlhLElSM8NYkqRm\n",
       "X/CEaNrh5w9HAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x189b0ba90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "ax = sns.kdeplot(np.random.normal(loc=np.array(new_score).mean(), scale=np.array(new_score).std(), size=10000), \n",
    "                 shade=True,color='g',alpha=0.3)\n",
    "ax.set_xlabel(\"AUC SCORE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fpr 0.0591644603585\n",
      "tpr 0.387696623283\n",
      "tnr 0.0\n",
      "tnr 0.0\n",
      "precision 0.767235718976\n",
      "accuracy 0.755716059477\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1c1236490>"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfYAAAFkCAYAAADSRRn0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl81Pd97/vXzGhFAiFACIRmWM0XsA2YfZFkJJnYcZw2\n",
       "cXqaumnTutdJ2/Tkts3p6TltH0lu0vu4XW7T0ybnpk2cZmmS0yxtk5PNThMJ0MJmwBhs8Ndm1WhB\n",
       "EkJo32bmd/+YwZZlECOk0Wzv5+PBw8yM9JsPP4/0nt8y75/LcRxEREQkNbjjPYCIiIjMHAW7iIhI\n",
       "ClGwi4iIpBAFu4iISApRsIuIiKQQBbuIiEgKiXmwG2N2GmMO3Ob+dxtjjhtjDhtjnon1HCIiIukg\n",
       "psFujPlj4Fkge8L9mcDfAvuBh4EPG2MWx3IWERGRdBDrLfYLwJOAa8L964EL1toea+0Y0ABUxHgW\n",
       "ERGRlBfTYLfW/jsQuM1D84Cecbf7gIJYziIiIpIOMuL0vD3A3HG35wLdk32D4ziOyzVxw19ERCQ1\n",
       "XLpxle+d+xnHm0/huBycsSy++2t/P+Xgi1ewvwrcZ4wpBAYI74b/fyf7BpfLRWdn32zMltaKiuZq\n",
       "PceY1nHsaR3HntbxzAg5IV6+fp5afz2v37wUvm8onwXD6/nIvnfc0zJnK9gdAGPMU0C+tfZZY8zH\n",
       "gJ8SPhzwT9batlmaRUREJK5Gg6McbTvJAX89HUPXAQj2LCTUvpJf2Lidd+5ajsd9b0fLXUl0dTdH\n",
       "7w5jT+/CY0/rOPa0jmNP6/je9Iz0UddymPqWIwyMDeJxeXDdXEZ/k5eS/CV86IkN+IrfPFJdVDQ3\n",
       "aXbFi4iIpI2W/jZq/fWcuPYiASdIXsYcVri28OqpAhjL5rGdPt5TvorMjOmf065gFxERiQHHcTh/\n",
       "4zVq/fWcv/EaAIvnLOKh+Ts4cSSL8+3DLCrI4ZknNrDWO3/GnlfBLiIiMoPGQgFeuPYitf462gba\n",
       "Abhv/ioqS8tpuZjH9394mUBwmIc3l/DLlWvIzZ7ZKFawi4iIzID+0QHqW45wqOUwfaP9uF1uthVv\n",
       "ptpbQU5wAV/68XkuNLdTkJfF04+vY+PqRTGZQ8EuIiIyDe0DHdT66zl27SRjoQC5GTk84nuYfaV7\n",
       "mZ9dwKGXWvl2zQuMjAXZtm4xH3zUkJ+bGbN5FOwiIiJT5DgOr9+8RK2/jrPXzwOwMKeQSm85u5du\n",
       "Iycjh5v9I/zdD85w9lIXc7Iz+PAvbGDn+mJiXbamYBcREYlSMBTkZMdL1Prr8fe1ALByno8qXwWb\n",
       "Ft2Px+0B4Pj5dr7+U8vAcID7Vy7gtx5fT+Hc7MkWPWMU7CIiIncxODZEY+sxDjY3cnOkBxcuNhc9\n",
       "SLWvglUFy9/4uv6hMb75s9c4dq6drEw3v/6Otex7aFnMt9LHU7CLiIjcwfWhGxzw13O47QVGg6Nk\n",
       "ebLYV7qXSm8Zi3IXvuVrX77UxZd/cp6b/aOsLpnHM09soHjBnFmfWcEuIiIywaWeq9Q01fFS58s4\n",
       "OMzPLuDxFY+wt2QnczJz3/K1I6NBvnPgAgdebMHjdvG+h1fx2E7fPVfCTpeCXUREhPAFWU53vkxt\n",
       "Ux2Xe5sA8OaXUOWrYMvijWS43x6ZF5p7+NKPztFxc4hlRXlvq4SNBwW7iIikteHAMEfaTnDA30DX\n",
       "8A0AHli4nmpfBffNX3Xb4+OBYIj/3XCZnxy9Cg68cwYrYadLwS4iImmpe/gmB5sbaWw9xlBgmEx3\n",
       "BmUlO6nyllOct/iO3+fv6OdLPzqHv6M/JpWw06VgFxGRtNLU10xNUx2nOs4QckLMzczniZXvoHzZ\n",
       "bvKz8u74faGQw0+PN/G9+ksEgk7MKmGnK7GmERERiYGQE+KVrlepaarj9ZuXAFiaV0yVt4LtxZvJ\n",
       "9EzeBNfRPRiphO2JeSXsdCnYRUQkZY0GRzl27SS1/no6Bq8DsK7wPqp9FaxfsPauny93HCdSCXth\n",
       "1iphp0vBLiIiKadnpI+6lsPUtxxhYGwQj8vDriXbqPKVsyx/aVTLuNk/wld+8uqsV8JOl4JdRERS\n",
       "Rmv/NWr8dZy49iIBJ0hexhweW15FRekeCrLnRb2ceFbCTpeCXUREkprjOLx643Vq/HWcv/EaAItz\n",
       "F1HpLWfX0q1kebKiXlYiVMJOl4JdRESS0lgowIlrL1Lrr6d14BoA981fRZW3nAcWrcftmtpnyhOl\n",
       "Ena6FOwiIpJU+scGqG8+yqGWRvpG+3G73Gwr3kyVt5zl87xTXl6iVcJOl4JdRESSQvtgJ7X+eo61\n",
       "nWQsNEaOJ4dqXwWVpWUU5txbQUwiVsJOl4JdREQSluM4XLh5iRp/HWevnwdgQU4hld4y9izdTk5G\n",
       "zj0tN5ErYadLwS4iIgknGApyquMMNf46/H0tAKyY56PaV8GmRffjcXvuedmJXgk7XQp2ERFJGINj\n",
       "QzS2HuNgcyM3R3pw4WJz0QNU+ypYVbBiWstOlkrY6Uqtf42IiCSl60M3OOhv4HDbcUaCo2R5sthX\n",
       "upd9pWUUzVk47eUnUyXsdCnYRUQkbi73XKWmqY7TnS/j4DA/u4B3rniEvSU7mJM5/Y+aJWMl7HQp\n",
       "2EVEZFaFnBAvdb5CTVMdl3uvAlCaX0K1r4ItizeS4Z6ZaErWStjpUrCLiMisGA4Mc6TtBAf8DXQN\n",
       "3wDggYXrqfaVc9/81TMauMlcCTtdCnYREYmp7uGbHGo+TEPrUYYCw2S6Mygr2Umlt5wleYtn9LlS\n",
       "oRJ2uhTsIiISE019zdQ21XOy4yVCToi5mfm8a+V+ypftZm5W/ow/X6pUwk6Xgl1ERGZMyAnxSter\n",
       "1DTV8frNSwAszSumylvB9uLNZHpm/qS1VKuEnS4Fu4iITNtocJRj105xwF9P+2AnAOsK76PaV8H6\n",
       "BWtjtis8FSthp0vBLiIi96xnpI/6lsPUtRxhYGwQj8vDriXbqPKVsyx/acyedywQ4geNqVkJO10K\n",
       "dhERmbKmmy382/mf8sK1UwScIHkZc3hseRUVpXsoyJ4X0+f2d/Tz7A/P0dyZmpWw06VgFxGRqDiO\n",
       "w6s3XqfGX8f5G68BsDh3EZXecnYu3Uq2Jyumz58ulbDTpbUhIiKTGgsFOHHtRWr99bQOXANgfdF9\n",
       "lC/Zw4OL1uN2xX73dzpVwk6Xgl1ERG6rf2yAhpajHGo+TO9oH26Xm23Fm6nylrNt9QY6O/tiPkM6\n",
       "VsJOl4JdRETeon2wkwP+Bo62nWAsNEaOJ4dqXwWVpWUU5szesex0rYSdLgW7iIjgOA4Xbl6ixl/P\n",
       "y9fP4+CwIKeQSm8Zu5duJzcjZ1bnSedK2OlSsIuIpLFgKMipjjPU+uto6msBYMU8H9W+CjYtuh+P\n",
       "2zOr86gSdvoU7CIiaWhwbIjG1mMcbG7k5kgPLlxsLnqAal8FK+ctj0uQqhJ2ZijYRUTSyPWhGxz0\n",
       "N3C47TgjwVGyPFk8XLqXytIyiuYsjMtMI6NBvn3gAgdVCTsjFOwiImngcs9Vavz1nO44i4NDQdY8\n",
       "HltRTVnJTuZkxm+rWJWwM0/BLiKSokJOiJc6X6HWX8elnqsAlOaXUO2rYMvijWS44xcBqoSNHQW7\n",
       "iEiKGQ6McKTtBQ74G+gavgHAAwvXUe2r4L75q+N+IpoqYWNLwS4ikiK6h29yqPkwDa3HGAoMkenO\n",
       "YG/JTqq85SzJWxzv8VQJO0u0NkVEkpy/r4WapjpOdrxEyAkxNzOfd63cT/my3czNyo/3eIAqYWeT\n",
       "gl1EJAmFnBCvdL1KTVMdr9+8BMCSvGKqveVsL36ITE9iVK6qEnb2KdhFRJLIaHCMY9dOcsBfT/tg\n",
       "JwDrCu+jylfBhgVr4378fDxVwsaHgl1EJAn0jvZR13yY+paj9I8N4HF52LlkK9W+CpblL433eG+j\n",
       "Stj4UbCLiCSw1v5r1PrreeHaKQJOkDkZuTy6vIqHS/dQkD0v3uO9jSph40/BLiKSYBzH4dXu16lt\n",
       "qufcDQtAUe5Cqrzl7Fy6jWxPVpwnvD1VwiYGBbuISIIYCwU40X6a2qY6WgeuAbC6YCXVvgoeXLQe\n",
       "tysxy1tUCZtYYhbsxhg38HlgIzACPGOtvTju8fcCfwo4wJettf8Yq1lERBJZ/9gADS1HOdR8mN7R\n",
       "PtwuN1sXb6LaV8Hyed54jzcpVcImnlhusb8HyLLW7jHG7AQ+E7nvlr8FHgIGgHPGmH+x1vbEcB4R\n",
       "kYTSMdhJrb+Bo20nGAuNkePJodpbwT7vXhbkFMZ7vEmNBYL826GLqoRNQLEM9r3A8wDW2mPGmG0T\n",
       "Hh8D5gMhwEV4y11EJKU5jsOFm5ep8dfx8vXzODgsyCmksnQvu0t2kJuRE+8R78rf0c+nv3aCK229\n",
       "qoRNQLEM9nlA77jbQWOM21obitz+DHCS8Bb7v1lreycuYKKiIu3emQ1az7GndRx7ibaOA6EgR/2n\n",
       "+LGt4WJ3+IIsaxas4AnzCDtLN+Nxe+I84d0FQw7fP3iBbzz/KoFgiEd3Lee33n0/c3JUNpNIYhns\n",
       "vcD4n6w3Qt0Y4wP+M7AcGAS+YYz5JWvtv062wM7OvljNKhFFRXO1nmNM6zj2EmkdDwWGaGw9zkF/\n",
       "I90jN3HhYnPRA1R5K1hVsByXy8WNrsF4j3lXEyth/+CpLSxfNIeBvmEG+objPV7Kupc3qLEM9kbg\n",
       "3cB3jTG7gDPjHssBgsCItTZkjOkgvFteRCQldA3d4EBzA4dbjzMSHCXLncnDpXuoLC2naM7CeI8X\n",
       "tTtVwq70LUiYN0/yVrEM9u8B+40xjZHbTxtjngLyrbXPGmO+Bhw2xgwDF4CvxnAWEZFZcbmniRp/\n",
       "Hac7zuLgUJA1j8eWV1O2bCdzMpPrM93dfSN89TlVwiYbl+MkzTlrjt4dxl4i7cJMVVrHsTfb6zjk\n",
       "hDjT+Qo1/jou9YSPny/LX0q1t4KtxZvIcCdfZcjdKmH1Op4dRUVzp/wuKvlebSIiCWI4MMLRthMc\n",
       "8NdzffgGAA8sXEeVt4K1hauTcstWlbDJT8EuIjJFN0d6OOhvpKH1GEOBITLdGewt2UmVt4wlecXx\n",
       "Hu+eqRI2NSjYRUSi5O9roaapnpMdpwk5IfIz83jXyv2UL9vN3Kz8eI93z1QJm1oU7CIikwg5IV7p\n",
       "epXapnpeuxluxV4yZzFVvnJ2FG8h05Pcn+FWJWzqUbCLiNzGaHCM49dOUutvoH2wA4B1hfdR5Stn\n",
       "/YK1CXtBlmiNBUL8oPGyKmFTkIJdRGSc3tE+6pqPUN9yhP6xATwuDzuXbKXKW07p3JJ4jzcj/B39\n",
       "PPvDczR39qsSNgUp2EVEgNb+axzw13O8/UUCoQBzMnJ5dHkVFaW7mZ9dEO/xZkQo5PD88Sa+X3+J\n",
       "QNDh4c0l/HLlGnKzFQWpRP83RSRtOY6D7b5ATVMd525YAIpyF1LlLWfn0m1ke7LiPOHMmVgJ+/Tj\n",
       "69i4elG8x5IYULCLSNoZCwU42X6aWn89Lf1tAKwuWEm1r4IHF61P+uPn492pEjY/N7lP+pM7U7CL\n",
       "SNroHxugoeUYdc2N9Iz24Xa52bp4E9W+CpbP88Z7vBmnStj0pGAXkZTXMdjJAX8DR9pOMBYaI8eT\n",
       "TbW3godL97IwtzDe48XE3SphJXUp2EUkJTmOw4Wbl6n113P2+jkcHAqz51PlLWN3yQ5yM3LiPWJM\n",
       "qBJWFOwiklKCoSANV1/g+6/8B019zQAsn+el2lvB5qIH8Lg9cZ4wdlQJK6BgF5EUMRQYorH1OAf9\n",
       "jXSP3MSFi01FD1DtrWBVwfKU3mJVJayMp2AXkaTWNXSDg82NHG49znBwhCx3Jo+t2ceuRTspmrMw\n",
       "3uPFnCphZSIFu4gkpcs9TdT663ix4ywODgVZ83h0eRV7l+1kRUlxyl8rXJWwcicKdhFJGiEnxJnO\n",
       "V6jx13Op5woAy/KXUu2tYGvxJjLc6fErTZWwMpn0+CkQkaQ2HBjhaNsJDvjruT58A4D7F66j2lvB\n",
       "2sLVKX38fDxVwko09GoQkYR1c6SHQ82HqW85ylBgiAx3BntLdlDlLWdJXnG8x5tVqoSVaCnYRSTh\n",
       "+PtaqfXXcaL9NCEnRH5mHo+v3E/Fst3MzcqP93izSpWwMlUKdhFJCCEnxLkuS42/nte6LwCwZM5i\n",
       "qnzl7CjeQqYn/YJMlbByLxTsIhJXo8Exjl87Sa2/gfbBDgBM4RqqfRWsX7A2pS7IMhWqhJV7pWAX\n",
       "kbjoG+2PHD8/Qv/YAB6Xh51LtlLlLad0bkm8x4sbVcLKdCnYRWRWtQ20U9tUx/H2FwmEAszJyOUd\n",
       "yyt5uHQP87ML4j1eXKkSVmaCgl1EYs5xHGz3BWr8dZzrsgAsyl1IlbecXUu3ke3JivOE8aVKWJlJ\n",
       "CnYRiZlAKMCJ9tPU+utp6W8DYHXBSqp95Ty4aEPaHj8fT5WwMtMU7CIy4wbGBqlvOUpdcyM9o324\n",
       "XW62Lt5Ela+cFfN88R4vIYwFQvzvhss8d0yVsDKzFOwiMmM6Bjs54G/gaNsJRkNj5HiyqfKWs6+0\n",
       "jIW5hfEeL2GoElZiScEuItPiOA4Xe65Q01TH2evncHAozJ7PE94y9pTsIDcjJ94jJgxVwsps0KtJ\n",
       "RO5JMBTkxc6z1DTV0dTXDMDyuV6qfeVsLnoQj9sT5wkTiyphZbYo2EVkSoYCQzS2Huegv5HukZu4\n",
       "cLFp0f1U+SpYXbBCn7eeQJWwMtsU7CISla6hbg42N3C49TjDwRGy3JlULNtDpbeMxXO05Xk7qoSV\n",
       "eFCwi8ikrvQ2UdNUx+nOlwk5IQqy5vKO5ZWULdtFXqbKU+5ElbASLwp2EXmbkBPizPVz1DbVcbHn\n",
       "CgDL8pdS7a1ga/EmMtz61XEn/UNjfOM/LMfPd6gSVuJCP50i8obhwAhHr53ggL+B60NdANy/cB1V\n",
       "3nJM4RqF012cjVTC9qgSVuJIwS4i3Bzp4VDzYRpajjIYGCLDncGepTuo8pWzNK843uMlPFXCSiJR\n",
       "sIukMX9fK7X+Ok62v0TQCZKfmcfjKx6honQPc7Py4z1eUlAlrCQaBbtImgk5Ic51WWr89bzWfQGA\n",
       "4jmLqfaWs33JFrI8+hhWNFQJK4lKwS6SJkaDY7xw7RS1/nquDXYAYArXUOUtZ8NCowuyTIEqYSWR\n",
       "KdhFUlzfaD91zYepazlC/9gAHpeHnUu2Uuktxzu3JN7jJRVVwkoy0KtRJEW1DbRT21TP8fZTBEIB\n",
       "cjNyecfySh4u3cP87IJ4j5d0VAkryULBLpJCHMfBdl+gxl/HuS4LwKLchVR6y9i1ZBs5GSpImSpV\n",
       "wkqyUbCLpIBAKMDJ9peo8dfR0t8GwOqCFVT5Kti4aIOOn98jVcJKMlKwiySxgbFBGlqOcqi5kZ7R\n",
       "PtwuN1sXb6LKV86Keb54j5fUVAkryUrBLpKEOgavc8DfwNG2FxgNjZHjyabKW86+0jIW5hbGe7yk\n",
       "pkpYSXYKdpEk4TgOF3uuUNtUx5nr53BwKMyezxPeMvaUbCc3IzfeIyY9VcJKKlCwiyS4YCjI6c6z\n",
       "1DTVc7XPD4BvbinVvgoeKnoQj9sT5wmTnyphJZUo2EUS1FBgiMOtL3DA30D3yE1cuNi06H6qfBWs\n",
       "LlihXcMzRJWwkmqiDnZjTKG1tjuWw4gIdA11c7C5gcOtxxkOjpDlzqRi2R4qvXtZPKco3uOlDFXC\n",
       "Sqq6a7AbYzYD3wLyjDF7gIPAL1trT8Z4NpG0cqW3idqmel7sPEvICVGQNZd3LK+kbNku8jJ1nHcm\n",
       "qRJWUlk0W+yfA54Evmmt9Rtjfhv4B2BHTCcTSQMhJ8TZ6+eoaarjYs8VAJblL6XaW8HW4k1kuHW0\n",
       "bCapElbSQTSv5jnW2nPGGACstT83xnwmtmOJpLaR4ChH205wwF9P51AXABsWGqq9FZjCNTp+HgOq\n",
       "hJV0EU2wd0V2xwNgjPkAcCN2I4mkrpsjPfzsTA3/8Xodg4EhMtwZ7Fm6gypfOUvziuM9XkpyHIdD\n",
       "p1v5dq0qYSU9RBPsHwG+BtxvjOkBXgc+cLdvMsa4gc8DG4ER4Blr7cVxj28HPgO4gBbgg9ba0Sn/\n",
       "C0SSQHNfK7X+ek60nyboBMnPzOPxFY9QXrqbeVk6AztWuvtG+Mpz53n50g1VwkraiCbYs621e40x\n",
       "+YDHWttjjNkVxfe9B8iy1u4xxuwkHOLvATDGuIAvAu+z1l4yxnwIWAnYe/tniCSekBPiXJel1l+P\n",
       "7b4AQPGcxfzihv2sz9tAlkdbjLGkSlhJV3cMdmNMGeABnjXGPDPu/kzgH4H77rLsvcDzANbaY8aY\n",
       "beMeWwt0AR8zxjwA/Nhaq1CXlDAWHOP4tVPU+uu5NtgBwNrCNVR7y9mw0FC8uIDOzr44T5m6+ofG\n",
       "+OrXT1B3ukWVsJKWJtti3w9UAEuBT427P0A42O9mHtA77nbQGOO21oaARcAe4PeAi8CPjDEnrLUH\n",
       "pjK8SCLpG+2nruUIdc2H6R8bwO1ys2PJFqq8FXjnlsR7vLSgSliRSYLdWvtJAGPMB621/3wPy+4F\n",
       "xh88vBXqEN5av3BrK90Y8zywDZg02IuKdCxyNmg9T01zbxs/trXUXTnKWChAXmYu71n/KI+t2ceC\n",
       "Obf/bLTW8cwaHgnw5R++wnNHrpDhcfHBx9fz5L41eDwqm4klvY4TUzTH2I8bYz4L5AFuwrvnV1hr\n",
       "K+7yfY3Au4HvRo7Jnxn32CUg3xizOnJCXTnwpbsNot2XsVdUNFfrOQqO42C7L1Drr+eVrlcBWJSz\n",
       "gEpfObuWbCMnI5vgAHQOvH1dah3PrNtVwm59oETrOMb0Op4d9/LmKZpg/zbwfaAM+CrwOPBcFN/3\n",
       "PWC/MaYxcvtpY8xTQL619lljzP8B/K/IiXSN1tpolikSV4FQgJPtL1Hjr6Olvw2AVQUrqPZVsHHR\n",
       "BtwubSHOFlXCitxeNMHuttZ+0hiTBZwCvgD8FPiLyb7JWusAvzvh7tfGPX4A2Dm1cUXiY2BskIaW\n",
       "oxxqbqRntA8XLrYs3kiVt4KVBb54j5d2VAkrcmfRBPuAMSabcChvtdY2GGNU1yRpoWPwOgf8DRxt\n",
       "e4HR0Bg5nmyqvOXsK93LwtwF8R4v7dyqhP1e3SWCIVXCitxOND8N3wB+BPwqcNQY806gNaZTicSR\n",
       "4zhc7LlCrb+eM52v4OBQmD2fd3n3srdkB7kZufEeMS2pElYkOtEEez3wNWttnzFmH7Cd8K54kZQS\n",
       "DAU53XmWGn89V3v9APjmllLtq+ChogfxuD1xnjA9qRJWZGqiOnnOWrsOwFrrB/yxHUlkdg0Fhjnc\n",
       "epwD/ga6R27iwsXGRfdT7atgdcEKFZvEkSphRaYummB/xRjzCeAYMHTrTmttXcymEpkFN4a7OeBv\n",
       "4HDrcYaDI2S6M6lYtptKbxmL5xTFe7y0p0pYkXsTTbAvBCojf8abeFskKVzt9VPTVMeLnWcJOSHm\n",
       "Zc1l//JKypbtJD8zL97jpb3+oTG+8R+W4+c7VAkrcg/uGuzW2n2zMIdITIWcEGevn6OmqY6LPVcA\n",
       "KMlbQrWvgq3Fm8l066zqRKBKWJHp028zSWkjwVGOtp3ggL+ezqEuADYsNFR7KzCFa7QVmCBGRoN8\n",
       "+8AFDr7Ygsft4n0Pr+KxnT48bpXNiEyVgl1S0s2RHg41H6ah5SiDgSEy3BnsWbqdSm85JflL4j2e\n",
       "jHO7SlhfsTrIRe6Vgl1SSnNfK7X+ek60nyboBMnPzOOdKx6honQ387IUFolElbAisXHXYDfGrACe\n",
       "BVYSvozrN4HfstZeju1oItEJOSHO33iN2qZ6Xu1+HYDiOUVUecvZsWQrWR593jnRqBJWJHai2WL/\n",
       "AvA3wF8C1wgH+9cIh7xI3IwFxzjeforapnquDXYAsHb+aqp9FWxYaHRBlgSkSliR2Ivmp2mRtfan\n",
       "xpi/jFxP/UvGmI/GejCRO+kb7aeu5Qh1zYfpHxvA7XKzvXgL1b5yvHOXxXs8uQNVworMjmiCfdAY\n",
       "U3rrhjGmDBiO3Ugit3dtoJ1afz3Hrp0iEAqQm5HLft8+9nn3Mj+7IN7jyR2oElZkdkUT7B8Dfgys\n",
       "Msa8BCwA/lNMpxKJcByH17ovUuOv45WuVwFYlLOASm85u5ZuIydDTWSJTJWwIrMvmmC/DGwDDOAB\n",
       "XrXWjsR0Kkl7gVCAk+0vUeuvp7k/fDHBVQUrqPaWs7Hofh0/TwKqhBWJj2iC/UXgJcKXb/2+Ql1i\n",
       "aWBskMaWYxxsbqRntBcXLrYs3kiVt4KVBb54jydRUCWsSHxFE+wrgCrgKeCvjDEHgG9Ya38ey8Ek\n",
       "vXQOdnGguZ4jrS8wGhoj25NFpbeMytIyFuYuiPd4EiVVworEXzRd8UHgZ8DPjDGVwGeAfwfmxXg2\n",
       "SXGO43Cp5yo1/jrOdL6Cg8P87ALe5S1jb8kOcjNy4z2iRGl4NMB3DlxUJaxIAoimoGYr8CvAk8Br\n",
       "hD/T/v0YzyUpLBgKcrrzZWr8dVzt9QPgm7uMam8FDy3eiMftifOEMhWqhBVJLNHsiv8i8HVgr7X2\n",
       "WoznkRQ2FBjmSOtxDjQ3cmO4GxcuNi66nypvOWvmr9Qx2CSjSliRxHTHYDfGLIkE+ZORu7KMMW+c\n",
       "vWStbYr1cJIabgx3c9DfSGPrcYaDw2S6M6lYtpt93jKK5xTFezy5B6qEFUlck22x/xPwLuAQ4Nzm\n",
       "8ZUxmUhSxtVePzVNdbzYeZaQE2Je1lz2L99H2bKd5GfmxXs8uQeqhBVJfHf8abTWvivy1y3W2hvj\n",
       "H4tcGEbkbUJOiLPXz1PTVMfFnvB1gkryllDlq2Bb8WYy3QqAZKVKWJHkMNmueC/gBn5sjHl83EOZ\n",
       "hJvo1sV4NkkiI8FRjrWdoNZfT+dQFwAbFhiqfOWsK7xPx8+TmCphRZLLZJtPnwb2ASWEd8ffEgB+\n",
       "FMOZJIn0jPRyqPkwDS1HGQgMkuHysGfpdiq95ZTkL4n3eDJN3X0jfPW5Vzl7qUuVsCJJYrJd8U8D\n",
       "GGP+m7X2r2ZvJEkGLf1t1DTVcaL9NEEnSH5mHu9c8QgVpbuZl6WPOqUCVcKKJKfJdsV/2Fr7RSDH\n",
       "GPOJcQ+5AMda++mYTycJxXEczt14jdqmOl7tfh2A4jlFVHnL2bFkK1ke7ZpNBaqEFUluk+2Kd034\n",
       "7+0ekzQ2OVSZAAAapElEQVQwFhzjhfYXqfHXc22gHYC181dT7atgw0KjC7KkEFXCiiS/yXbFfyHy\n",
       "3//LGJNtrR0xxtxH+Cpvz83WgBI/faP91Lccoa75CH1j/bhdbrYXb6HKV4Zvbmm8x5MZpEpYkdQR\n",
       "TaXsJ4A1xpiPEz6J7hzwi8CHYjybxMm1gQ5q/fUcv3aSsVCA3Ixc9vv28XDpHgpzVEKSalQJK5Ja\n",
       "ovlQ8S8Ce4A/BL5prf2vxpiTsR1LZpvjOLzWfZF/On+YU20vA7AoZwGV3nJ2Ld1GToZOmko1qoQV\n",
       "SU3RBLsnshv+CeDjxhgPoINuKSIQCnCy/SVq/fU097cCsKpgOdXeCjYW3a/j5ylKlbAiqSuaYP+5\n",
       "MeZlYIjwrvhDwA9jOpXE3ODYIA2txzjob6RntBcXLh5avJH3PfgohY7621OVKmFFUl8012P/I2PM\n",
       "Z4EWa23IGPN71tozszCbxEDnYBcHmhs40vYCo8FRsj1ZVHrLqCwtY2HuAooWzaWzsy/eY0oMqBJW\n",
       "JD1Ec/LcYsLXYK82xmQAtcaY37HWtsd8OpkRjuNwqecqtf46Xup8BQeH+dkFvGvlfvYs3cGczNx4\n",
       "jygxpEpYkfQSzf63LwCNhM+CdwEfJnzltydiOJfMgGAoyOnOl6n113OlN3yVXd/cZVR7K3ho8UY8\n",
       "bk+cJ5RY6+4b4SvPneflSzdUCSuSJqIJ9lXW2veOu/3XxpgPxmogmb6hwDBHWo9zoLmRG8PduHDx\n",
       "4KINVHsrWDN/pX6ppwlVwoqkp2iCPWSM8VlrmwCMMcuB0diOJffixnA3B/2NNLYeZzg4TKY7k/Jl\n",
       "u6n0llE8RyfEpQtVwoqkt2iC/ePAYWPM8cjtXYR3x0uCuNrrp9Zfz6mOM4ScEPOy5rJ/+cOULdtF\n",
       "fmZevMeTWaRKWBGJ5qz4HxljtgDbCV+f/XestR0xn0wmFXJCnL1+nlp/HRduXgagJG8JVb4KthVv\n",
       "JtOtjy+lE1XCisgt0ZwVXwj8GVBF+FrsPzHG/N/W2qFYDydvNxIc5VjbCQ74G+gYug7A+gVrqfZV\n",
       "sK7wPu1uTUOqhBWR8aLZrPsGcB74VcADPA18CfhADOeSCXpGejnUfJiGlqMMBAbJcHnYvXQ7Vd5y\n",
       "SvKXxHs8iQNVworI7UQT7Mutte8ad/v3jTGvxGogeauW/jZqmuo40X6aoBMkL3MO71xRTUXpHuZl\n",
       "aassXakSVkTuJJpgv2iM2WOtPQxgjHkAuBjbsdKb4zicu/EatU11vNr9OgDFc4qo9Jazc8kWsjxZ\n",
       "cZ5Q4kWVsCJyN9H8NvAC9caYs4SPsW8EOowx5wHHWrshlgOmk7HgGC+0v0iNv55rA+Fiv7XzV1Pl\n",
       "K+f+het0QZY0p0pYEYlGNMH+ZMynSHN9o/3UtxyhrvkIfWP9uF1uthc/RJWvHN/c0niPJ3GmSlgR\n",
       "mYpoPu52ZRbmSEvXBjqo9ddz/NpJxkIBcjNy2O/bx8OleyjM0fFSUSWsiEydDszNMsdxeP3mRWqa\n",
       "6nm56zwAC3MWUOktY/fS7eRkqPJTwlQJKyL3QsE+SwKhAKc6zlDbVIe/vxWAlfOWU+2rYFPR/Tp+\n",
       "Lm9QJayITEdUwW6M+QCwAfgL4Elr7T/HdKoUMjg2SEPrMQ41H+bmSA8uXDy0eCNV3nJWFSyP93iS\n",
       "YFQJKyLTFU3z3F8BpcAWwtdlf9oYs9la+7FYD5fMrg91Uetv4EjbC4wGR8n2ZFHpLWNfaRmLchfE\n",
       "ezxJMKqEFZGZEs0W+6OEQ/2ktbbbGLMfOAso2G/jUs8VaprqeKnzFRwc5mcX8PiKR9hbspM5mbnx\n",
       "Hk8SkCphRWQmRRPswQm3s29z39sYY9zA5wl/7n0EeMZa+7ZiG2PMF4Eua+2fRDFLQgqGgrx0/RVq\n",
       "m+q43NsEgHfuMqq9FWxZvBGP2xPnCSURqRJWRGIhmmD/LvAtYIEx5g+BXwf+JYrvew+QZa3dY4zZ\n",
       "CXwmct8bjDG/DTwAHJzK0IliODDM4bYXOOhvoGu4GxcuHly0gWpvOWvmr9LJTnJHqoQVkViJ5nPs\n",
       "f2mMeQxoItxC9wlr7Y+iWPZe4PnIMo4ZY7aNf9AYswfYAXwBWDfVweOpe/gmB5obaGw5znBwmEx3\n",
       "JmXLdlHlLad4TlG8x5MEFgo5/Gvt63zjufOqhBWRmIjm5LmHgSHgh5G7HGNMhbW27i7fOg/oHXc7\n",
       "aIxxW2tDxpilwCeA9wLvv4e546Kpt5kafx2nOs4QckLMzcpn//JHKSvZRX5WXrzHkwSnSlgRmQ3R\n",
       "bCZ8CnAif88kfMy8HrhbsPcC488AcltrQ5G//xKwCPgJsASYY4w5f7eP0RUVzf4JRSEnxKnWs/zQ\n",
       "1nC+M3xBFm9BCe82j7DXt41MT+rVesZjPacyx3F4/uhVvvyDlxkeDbJ3Uwkfed8m5uXpYj6xpNdx\n",
       "7GkdJ6ZodsXvG3/bGLMS+Lsolt0IvBv4rjFmF3Bm3DI/B3wusrzfANZF89n4zs6+KJ52ZowGRzna\n",
       "dpID/no6hq4DsH7BWqq9FaxbcB8ul4ubN4aB4VmbaTYUFc2d1fWc6m5XCftExRquX++nc3Ak3uOl\n",
       "LL2OY0/reHbcy5unKR/Ys9ZeNsZEc0z8e8B+Y0xj5PbTxpingHxr7bMTvtYhQfSM9FHX3Eh9y1EG\n",
       "AoNkuDzsXrqdKm85JflL4j2eJJE7VcLqpEoRiaVojrF/ZdxNF7Ce8OfYJ2WtdYDfnXD3a7f5uq/d\n",
       "bVmzZSgwzF+88D/oG+0nL3MO71xRTfmyPRRka3eTRE+VsCIST9FssR8c93cH+A7w85hME2eXe67S\n",
       "N9rPjiVbeMo8SZZHx0BlalQJKyLxFk2w/5q1dn/MJ0kAl3uuArBl8UaFukyJKmFFJFFEE+w5xhif\n",
       "tbYp5tPE2a3WuJXzdHEWiZ4qYUUkkUQT7EXAFWNMB+HPswM41tpVsRtr9oWcEFd6m1icu0ifSZeo\n",
       "qBJWRBJRtBeBmXjWT8KcxT5Trg10MBQYZuOi++M9iiQBVcKKSKKKJtj/1lr7vvF3GGNqgOrYjBQf\n",
       "V27thi/wxXkSSWShkMPzx5v4Xt0lVcKKSEK6428jY8z3gM1AiTHm8oTvSbnj7bdOnFuh4+tyB6qE\n",
       "FZFkMNlmxm8ChcBngY/y5u74AHAttmPNvku9TWR5sijJK473KJJgHMfh0OlWvl17gZGxINvWLeaD\n",
       "jxryc1OvTlhEkt8dg91a2wP0AL8we+PEx+DYENcG2lk7f7WunS5vcbtK2J3ri1U2IyIJSwcGGX98\n",
       "Xbvh5U13qoQVEUlkCnbePL6uE+cEVAkrIslNwY6KaeRNqoQVkWSX9sF+q5imKHehimnSmCphRSRV\n",
       "pH2wtw92MhQY5sFFG+I9isSJKmFFJJWkfbC/cXxdu+HTjiphRSQVKdjfOHFOwZ5OVAkrIqkq7YNd\n",
       "xTTpRZWwIpLq0vq3mYpp0osqYUUkHaR1sF/t9QOwQp9fT2mqhBWRdJLWwX6pN3x8fZWOr6csVcKK\n",
       "SLpJ62B/84pu2mJPRaqEFZF0lLbBPr6YZm5WfrzHkRmkSlgRSWdpG+wdKqZJSaqEFZF0l7bBfqlH\n",
       "/fCpRJWwIiJhaRvsuqJb6lAlrIjIm9I32HuvRopplsR7FLlHqoQVEXm7tAz2ocAQ1wY6WDN/pYpp\n",
       "kpQqYUVEbi8tg/1Kjx8HR/3wSUiVsCIik0vL34aXVUyTlFQJKyJyd+kZ7JEz4lVMkxxUCSsiEr20\n",
       "C/aQE+JybxOLVEyTFFQJKyIyNWkX7OFimiEeWLg+3qPIXagSVkRk6tIu2G8V06zS59cTliphRUTu\n",
       "XdoF+5vFNDpxLhGpElZEZHrSLtiv9DaR5c5UMU2CUSWsiMjMSKtgHwoM0TbQrmKaBKNKWBGRmZNW\n",
       "wX6lV8U0iUSVsCIiMy+tgv2N4+v6/HrcqRJWRCQ20izYI5dq1RZ73KgSVkQkttLmt6mKaeJPlbAi\n",
       "IrGXNsHeMXhdxTRxokpYEZHZkzbB/ubn13V8fTapElZEZHalT7D3KthnmyphRURmX/oEe0+4mGZZ\n",
       "3tJ4j5LyVAkrIhI/aRHsKqaZPaqEFRGJr7QI9qu9zSqmiTFVwoqIJIa0CHYV08SWKmFFRBJHWgT7\n",
       "pV5d0S0WVAkrIpJ4Uj7YQ06IKz1NLMpZoGKaGaRKWBGRxJTywd4xeJ3BwBD3L1wX71FSgiphRUQS\n",
       "W8r/Nn6zmEa74adLlbAiIokv9YO999aFX3Ti3L1SJayISPJI/WDvuUqmimnumSphRUSSS0oH+1Bg\n",
       "mLaBdlbPX6FimnugSlgRkeQTs2A3xriBzwMbgRHgGWvtxXGPPwX8PhAAzgIfsdY6MznD1V5/uJhm\n",
       "no6vT4UqYUVEklcsP3D8HiDLWrsH+O/AZ249YIzJBf4c2GetLQMKgCdmegCdODd1J19t5+P/dIzj\n",
       "5ztYXTKPTz29g8otpQp1EZEkEctd8XuB5wGstceMMdvGPTYM7LbWDo+bY2imB7hVTLNKwX5XqoQV\n",
       "EUkNsQz2eUDvuNtBY4zbWhuK7HLvBDDGfBTIs9b+/G4LLCqKvqbUcRyu9vkpzlvEqmU6cW4y5y/f\n",
       "4H/8yynaugZYvmQuH/vVraxaVhDvsVLaVF7Lcm+0jmNP6zgxxTLYe4Hx/9fd1trQrRuRY/B/DawB\n",
       "3hfNAjs7+6J+8vaBDgZGB1lfuHZK35dOblcJ+6EnN3Kze1DrLIaKiuZq/caY1nHsaR3Pjnt58xTL\n",
       "YG8E3g181xizCzgz4fEvEN4l/96ZPmkO4NIbn1/XbvjbuVMlbGaGPj0gIpLMYhns3wP2G2MaI7ef\n",
       "jpwJnw+cAH4LqANqjTEAf2+t/f5MPfmtE+dW6Yz4t1AlrIhIaovZb/PIVvjvTrj7tXF/j+mm4RvF\n",
       "NPk6vn6LKmFFRFJfSm6mqZjmrVQJKyKSPlIy2FVM86a3VcK+ewM7N6gSVkQkVaVksF/u0YVfQJWw\n",
       "IiLpKDWDvTe9G+dUCSsikr5SLtgdx+FKTxMLcxYwLyv9yhPOXuriyz85T0//KKtL5vHMExsoXjAn\n",
       "3mOJiMgsSblg7xjsZCAwyPqFa+M9yqxSJayIiEAKBvvlNCymudDcw5d+dI6Om0MsK8rjQ09swFec\n",
       "fnsrREQkFYM9jYppblcJ+57yVWRmaCtdRCRdpV6w9zalRTHNnSphRUQkvaVUsA8Hhmntv8aqgtQt\n",
       "plElrIiITCal0uBKpJgmVa+/rkpYERG5m5QK9lQtplElrIiIRCulgv1KpJhmRQqdOKdKWBERmYqU\n",
       "CXbHcbjc28TCnEIKslPjo16qhBURkalKmWDvGLrOwNgg6xckfzHNWyphM9z82jvWUqlKWBERiULK\n",
       "BPutz68n+xXdVAkrIiLTkXrBnqQnzqkSVkREZkLqBHukmKY0vyTeo0yZKmFFRGSmpESwJ2sxjSph\n",
       "RURkpqVEsF/tbcbBSard8KqEFRGRWEiJYL/ce+v4euKfOKdKWBERiaWUSJNkOSNelbAiIhJrSR/s\n",
       "yVBMo0pYERGZLUkf7IleTKNKWBERmU1JH+xXbl34JQF3w6sSVkREZlvSB/ul3sQrplElrIiIxEvS\n",
       "B/vlnqtkujNYlr803qMAqoQVEZH4Supgf7OYZjkZ7vj+U1QJKyIiiSCpg/3NYpr4Hl9XJayIiCSK\n",
       "pA72y72RE+fiFOwTK2Ef2+njveUrycxInlpbERFJLckd7G8U08z+iXOqhBURkUSUtMHuOA5XeptY\n",
       "kFNIQfa8WXteVcKKiEgiS9o06hy6Tv/YAFsL18zac6oSVkREEl3SBvvlntk7vq5KWBERSRZJG+y3\n",
       "imlWxTjYVQkrIiLJJGmD/UpPU8yLaVQJKyIiySYpg304MEJLfxsrY1RMo0pYERFJVkkZ7E19/kgx\n",
       "zcx/zE2VsCIiksySMtgvRU6cWzWDV3RTJayIiKSCpAz2N4ppZujEOVXCiohIqki6YJ/JYhpVwoqI\n",
       "SKpJumDvHOqakWIaVcKKiEgqSrpgn+5u+ImVsBWbSnh/lSphRUQkNSRdmr15RbepnxE/sRL2N9+5\n",
       "jk1rVAkrIiKpI/mCvecqme4MSvNLov4eVcKKiEi6SKpgv5diGlXCiohIOkmqYJ9qMY0qYUVEJN0k\n",
       "VbBfjrKYRpWwIiKSrpIr2CNXdFsxyRa7KmFFRCSdJU2wO47D5Z4mCrPnMz+74G2PqxJWREQkiYK9\n",
       "vb8zXEyzeNPbHlMlrIiISFjSBPtrXZeBtxbTqBJWRETkrZIo2C8BbxbTqBJWRETk7WIW7MYYN/B5\n",
       "YCMwAjxjrb047vF3Ax8HAsCXrbVfmmx5r1+/TIY7g5I5S/nJ0auqhBUREbmNWKbhe4Asa+0eY8xO\n",
       "4DOR+zDGZAJ/C2wDBoFGY8wPrLUdd1rY1Z4Wls1Zxt9864wqYUVERO4glqeM7wWeB7DWHiMc4res\n",
       "By5Ya3ustWNAA1Ax2cJCToimSxlcaO5h27rF/PkzOxXqIiIiE8Ryi30e0DvudtAY47bWhiKP9Yx7\n",
       "rA94+2fYJnANLVAlrIiIyCRiGey9wPjPnN0KdQiH+vjH5gLdky3sO+//ByX5LCkq0kcFY03rOPa0\n",
       "jmNP6zgxxXJXfCPwOIAxZhdwZtxjrwL3GWMKjTFZhHfDH4nhLCIiImnB5ThOTBZsjHHx5lnxAE8D\n",
       "W4F8a+2zxpgngE8QfnPxT9baf4jJICIiImkkZsEuIiIis09F6iIiIilEwS4iIpJCFOwiIiIpRMEu\n",
       "IiKSQhKuYH2mO+bl7aJYx08Bv094HZ8FPmKt1VmWU3C3dTzu674IdFlr/2SWR0wJUbyWtxOus3YB\n",
       "LcAHrbWj8Zg1WUWxjt8L/CngEP6d/I9xGTQFROrX/9JaWznh/inlXiJusb/RMQ/8d8I/lMBbOub3\n",
       "Aw8DHzbGLI7LlMltsnWcC/w5sM9aW0a4EfCJuEyZ3O64jm8xxvw28ADhX4hybyZ7LbuALwK/aa0t\n",
       "B2qAlXGZMrnd7bV863fyXuC/GGPu2iIqb2eM+WPgWSB7wv1Tzr1EDPYZ7ZiX25psHQ8Du621w5Hb\n",
       "GcDQ7I6XEiZbxxhj9gA7gC8Q3pqUezPZel4LdAEfM8YcBOZba+2sT5j8Jn0tA2PAfCCX8GtZb1Tv\n",
       "zQXgSd7++2DKuZeIwX7bjvlxj025Y17e5o7r2FrrWGs7AYwxHwXyrLU/j8OMye6O69gYs5RwOdN/\n",
       "RqE+XZP9vlgE7AE+BzwCVBtjKpGpmmwdQ3gL/iTwMvBDa+34r5UoWWv/nfCu9ommnHuJGOwz2jEv\n",
       "tzXZOsYY4zbG/A1QDbxvtodLEZOt418iHDo/Af4b8KvGmA/O8nypYrL13EV4S8daawOEtzonbm3K\n",
       "3d1xHRtjfITfoC4HVgDFxphfmvUJU9uUcy8Rg10d87E32TqG8O7hbOC943bJy9TccR1baz9nrd0W\n",
       "OUHmL4H/Za395/iMmfQmey1fAvKNMasjt8sJb1XK1Ey2jnOAIDASCfsOwrvlZeZMOfcSrlJWHfOx\n",
       "N9k6Bk5E/tSN+5a/t9Z+f1aHTHJ3ex2P+7rfAIy19k9nf8rkF8Xvi1tvnlxAo7X2D+MzafKKYh3/\n",
       "IfCrhM/PuQB8KLKHRKbIGLOC8Bv9PZFPJ91T7iVcsIuIiMi9S8Rd8SIiInKPFOwiIiIpRMEuIiKS\n",
       "QhTsIiIiKUTBLiIikkIU7CIiIilEwS4SR8aYLxtjrDHm/ZN8TehOj80mY8y7jTGfivz9U8aYssjf\n",
       "nzXGbJmlGT5sjPmV2XgukWSVcJdtFUkzvwFkJ0Ohh7X2h8APIzcrgNrI/R+axTH2AAdm8flEko4K\n",
       "akTixBjzA8KXxD0NPAr8AVAFLACuA09aa9uNMSFrrdsYUw38FeGrZ3UDT1lruyI9879PeA/cSeD3\n",
       "rLUjE56rmfBlSzcTvojEB6y1VyMVoX9HuBr0OvDb1tqLxpiPAR8EQsBxa+3vGGN+k/BlI2sJN5G1\n",
       "Eb4a1f8EPgn8n4Rbs/4t8pwngGeA/sjXLwQGgY9aa09PmO+rkcdXA39M+EphH4v8NzeynCzgO5Hl\n",
       "PUO42vQLQGlkzj+x1tZM8X+DSMrRrniROLHW/kLkv1sIX61prbV2t7XWEK7m/MCEb/kzwsG7nfCW\n",
       "8xZjzP2EQ263tfYhoBP4o9s8XQnwnLV2E/At4LOR6zx/i/Abgc3APwL/YozxEL7u9tbIn5AxpoTw\n",
       "GwrHWvt1wrXDz1hrX+bNy3R+HfgVAGPMfYT3RJwGvgb8sbV2K/DbkeecyAE6rbUbgB9Hvu5dkbn+\n",
       "CvivkdD+AfBxa+3PgL8nXK+5DfhF4AvGmPxJV7pIGlCwiyQAa+0F4I8ix5A/A+wG8iZ82Q+A7xtj\n",
       "Pgecj4RbJXAfcMwY8yLwC4C5zVP0WmtvBeo/E94zsBa4Ya09GZnhX4E1kec9TDi8Pwn8f9baVsJ9\n",
       "63e6zKxDOJB3RcL1KeCbxpg8YDvwlch83wTyjDGFt1nGscgcDvBe4J3GmE8TPlwxcV1A+FKsn44s\n",
       "9yeEDy2uusN8ImlDwS6SAIwxW4H/iNz8LvA9JoSotfbvgH2Et+b/2hjzp4R/hr9jrX0ossW+k/Au\n",
       "8YnGH8N3R27f7uffRfiynO8Bfjdy+3ljTAVvbpnflrV2DPgR4a3n/0Q4xDOAoVvzRWbcY6293WUn\n",
       "hyPr4tbFiJYDB4HP3mFWN1A5brl70dXbRBTsIgniYeCgtfaLwHngHYBn/BcYY44Ac621f0/4uPhD\n",
       "hIPvvcaYoshVuP6B8PH2iRYYYx6N/P1pwlu4FlhojNkWWf4vA1cAjzHmHHDWWvtJwm84Nk5YXgDI\n",
       "vM3zfB34L0CXtdZvre0BXjfGfCDyHI9EZp7MWsKXAv2LyNc+Pm5djH/eWuD3Isu9H3iJ8PF4kbSm\n",
       "YBeJr1tbwd8CNkV2K/8r8BywcsLX/Bnw1XEnpX3SWnsG+BThkLu1tfoXt3meMeDXjTEvAfuBP7DW\n",
       "jgLvB/6nMeYs8BHg/dbaLuCLwAuR55oPfGXCLM8D/2CM2T3+Say1h4F5wDfG3f0B4JnIc/8/wC/f\n",
       "ZV2cjvw5DxwifJKcL/LYz4E/NcY8CXyU8K7/l4B/IXxC4MAdli2SNnRWvEgaMMYMWWu1NSuSBrTF\n",
       "LpIe9A5eJE1oi11ERCSFaItdREQkhSjYRUREUoiCXUREJIUo2EVERFKIgl1ERCSF/P9y+/g0Lc+T\n",
       "cwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18f0bed50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf = naive_bayes.MultinomialNB().fit(xtrain, ytrain)\n",
    "print 'fpr', metrics.roc_curve(ytest, clf.predict(xtest))[0][1] #fpr\n",
    "print 'tpr', metrics.roc_curve(ytest, clf.predict(xtest))[1][1] #tpr\n",
    "print 'precision', metrics.precision_score(ytest, clf.predict(xtest))\n",
    "print 'accuracy', metrics.accuracy_score(ytest, clf.predict(xtest))\n",
    "\n",
    "roc = metrics.roc_curve(ytest, clf.predict(xtest))\n",
    "plt.figure()\n",
    "plt.plot([0, 0.5, 1], [0, 0.5, 1])\n",
    "plt.plot(roc[0], roc[1])\n",
    "plt.xlabel('false positive rate')\n",
    "plt.ylabel('true positive rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions and Next Steps\n",
    "1. Training on useful reviews helped very little than using all reviews\n",
    "2. Finding five-star reviews is harder than finding the reviwes that are not five-star\n",
    "3. Dig into what makes a review five-star and what insights we can draw for business"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}