magic_of_FAcup.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Is there still magic in the FA cup?\n",
    "\n",
    "*An attempt to study whether the FA cup still retains its magic, i.e. whether or not weaker/lower division teams can make it to the latter stages of the cup. This project was initiated to investigate the common complaint of football \"pundits\" - that the FA cup is no longer magical. While it's hard to know what is meant by such a complaint, one quantitative metric is the number of lower division teams upsetting high division teams. We also investigate goals scored by lower division teams, and the proportion of lower division teams making it through to the later rounds of the competition.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>Season</th>\n",
       "      <th>home</th>\n",
       "      <th>visitor</th>\n",
       "      <th>FT</th>\n",
       "      <th>hgoal</th>\n",
       "      <th>vgoal</th>\n",
       "      <th>round</th>\n",
       "      <th>tie</th>\n",
       "      <th>aet</th>\n",
       "      <th>pen</th>\n",
       "      <th>pens</th>\n",
       "      <th>hp</th>\n",
       "      <th>vp</th>\n",
       "      <th>Venue</th>\n",
       "      <th>attendance</th>\n",
       "      <th>nonmatch</th>\n",
       "      <th>notes</th>\n",
       "      <th>neutral</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Barnes</td>\n",
       "      <td>Civil Service</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>1,200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Hitchin</td>\n",
       "      <td>Crystal Palace 1861</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Top Field, Hitchin</td>\n",
       "      <td>750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No replay, both teams progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Maidenhead United</td>\n",
       "      <td>Marlow</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>York Road, Maidenhead</td>\n",
       "      <td>1,287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Upton Park</td>\n",
       "      <td>Clapham Rovers</td>\n",
       "      <td>0-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Ham Park, London</td>\n",
       "      <td>1,500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1871-12-16</td>\n",
       "      <td>1871</td>\n",
       "      <td>Crystal Palace 1861</td>\n",
       "      <td>Maidenhead United</td>\n",
       "      <td>3-0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crystal Palace, London</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  Season                 home              visitor   FT  hgoal  \\\n",
       "0  1871-11-11    1871               Barnes        Civil Service  2-0      2   \n",
       "1  1871-11-11    1871              Hitchin  Crystal Palace 1861  0-0      0   \n",
       "2  1871-11-11    1871    Maidenhead United               Marlow  2-0      2   \n",
       "3  1871-11-11    1871           Upton Park       Clapham Rovers  0-3      0   \n",
       "4  1871-12-16    1871  Crystal Palace 1861    Maidenhead United  3-0      3   \n",
       "\n",
       "   vgoal round      tie  aet  pen pens  hp  vp                   Venue  \\\n",
       "0      0     1  initial  NaN  NaN  NaN NaN NaN                     NaN   \n",
       "1      0     1  initial  NaN  NaN  NaN NaN NaN      Top Field, Hitchin   \n",
       "2      0     1  initial  NaN  NaN  NaN NaN NaN   York Road, Maidenhead   \n",
       "3      3     1  initial  NaN  NaN  NaN NaN NaN   West Ham Park, London   \n",
       "4      0     2  initial  NaN  NaN  NaN NaN NaN  Crystal Palace, London   \n",
       "\n",
       "  attendance nonmatch                           notes neutral  \n",
       "0      1,200      NaN                             NaN     NaN  \n",
       "1        750      NaN  No replay, both teams progress     NaN  \n",
       "2      1,287      NaN                             NaN     NaN  \n",
       "3      1,500      NaN                             NaN     NaN  \n",
       "4        NaN      NaN                             NaN     NaN  "
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#As usual import some modules as import the dataset\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('png', 'pdf')\n",
    "\n",
    "#import the data\n",
    "facup = pd.read_csv(\"data/facup.csv\")\n",
    "allgames = pd.read_csv(\"data/engsoccerdata2.csv\")\n",
    "\n",
    "#A utility function for calculating moving averages\n",
    "def movingaverage(interval, window_size):\n",
    "    window= np.ones(int(window_size))/float(window_size)\n",
    "    return np.convolve(interval, window, 'same')\n",
    "\n",
    "#Look at some of the data\n",
    "facup.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Historical trend of replays (proxy of competitiveness?)\n",
    "**First group by types of games**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tie     initial  leg1  leg2  none  replay\n",
      "Season                                   \n",
      "2011        123     0     0     0      28\n",
      "2012        123     0     0     0      33\n",
      "2013        123     0     0     0      18\n",
      "2014        123     0     0     0      30\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>Season</th>\n",
       "      <th>home</th>\n",
       "      <th>visitor</th>\n",
       "      <th>FT</th>\n",
       "      <th>hgoal</th>\n",
       "      <th>vgoal</th>\n",
       "      <th>round</th>\n",
       "      <th>tie</th>\n",
       "      <th>aet</th>\n",
       "      <th>pen</th>\n",
       "      <th>pens</th>\n",
       "      <th>hp</th>\n",
       "      <th>vp</th>\n",
       "      <th>Venue</th>\n",
       "      <th>attendance</th>\n",
       "      <th>nonmatch</th>\n",
       "      <th>notes</th>\n",
       "      <th>neutral</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Barnes</td>\n",
       "      <td>Civil Service</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>1,200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Hitchin</td>\n",
       "      <td>Crystal Palace 1861</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Top Field, Hitchin</td>\n",
       "      <td>750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No replay, both teams progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Maidenhead United</td>\n",
       "      <td>Marlow</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>York Road, Maidenhead</td>\n",
       "      <td>1,287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1871-11-11</td>\n",
       "      <td>1871</td>\n",
       "      <td>Upton Park</td>\n",
       "      <td>Clapham Rovers</td>\n",
       "      <td>0-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Ham Park, London</td>\n",
       "      <td>1,500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1871-12-16</td>\n",
       "      <td>1871</td>\n",
       "      <td>Crystal Palace 1861</td>\n",
       "      <td>Maidenhead United</td>\n",
       "      <td>3-0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crystal Palace, London</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1871-12-16</td>\n",
       "      <td>1871</td>\n",
       "      <td>Wanderers</td>\n",
       "      <td>Clapham Rovers</td>\n",
       "      <td>3-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</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>2,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1871-12-23</td>\n",
       "      <td>1871</td>\n",
       "      <td>Barnes</td>\n",
       "      <td>Hampstead Heathens</td>\n",
       "      <td>1-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barnes, London</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1872-01-06</td>\n",
       "      <td>1871</td>\n",
       "      <td>Hampstead Heathens</td>\n",
       "      <td>Barnes</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>replay</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>600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1872-01-10</td>\n",
       "      <td>1871</td>\n",
       "      <td>Hitchin</td>\n",
       "      <td>Royal Engineers</td>\n",
       "      <td>0-5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</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>750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1872-01-20</td>\n",
       "      <td>1871</td>\n",
       "      <td>Wanderers</td>\n",
       "      <td>Crystal Palace 1861</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clapham Common, London</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No replay, both teams progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1872-01-27</td>\n",
       "      <td>1871</td>\n",
       "      <td>Royal Engineers</td>\n",
       "      <td>Hampstead Heathens</td>\n",
       "      <td>3-0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>initial</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>11</th>\n",
       "      <td>1872-02-17</td>\n",
       "      <td>1871</td>\n",
       "      <td>Crystal Palace 1861</td>\n",
       "      <td>Royal Engineers</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>s</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kennington Oval, London</td>\n",
       "      <td>2,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1872-03-05</td>\n",
       "      <td>1871</td>\n",
       "      <td>Queens Park</td>\n",
       "      <td>Wanderers</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>s</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kennington Oval, London</td>\n",
       "      <td>2,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1872-03-09</td>\n",
       "      <td>1871</td>\n",
       "      <td>Royal Engineers</td>\n",
       "      <td>Crystal Palace 1861</td>\n",
       "      <td>3-0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>s</td>\n",
       "      <td>replay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kennington Oval, London</td>\n",
       "      <td>2,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1872-03-16</td>\n",
       "      <td>1871</td>\n",
       "      <td>Wanderers</td>\n",
       "      <td>Royal Engineers</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>f</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kennington Oval, London</td>\n",
       "      <td>2,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1871</td>\n",
       "      <td>Royal Engineers</td>\n",
       "      <td>Reigate Priory</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>Walkover</td>\n",
       "      <td>Royal Engineers progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1871</td>\n",
       "      <td>Wanderers</td>\n",
       "      <td>Harrow Chequers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>Walkover</td>\n",
       "      <td>Wanderers progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1871</td>\n",
       "      <td>Hampstead Heathens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>none</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>Bye</td>\n",
       "      <td>Hampstead Heathens progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1871</td>\n",
       "      <td>Queens Park</td>\n",
       "      <td>Donington School</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>none</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>Not played</td>\n",
       "      <td>both teams progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1871</td>\n",
       "      <td>Queens Park</td>\n",
       "      <td>Donington School</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</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>Walkover</td>\n",
       "      <td>Queens Park progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1871</td>\n",
       "      <td>Queens Park</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>none</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>Bye</td>\n",
       "      <td>Queens Park progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1871</td>\n",
       "      <td>Wanderers</td>\n",
       "      <td>Queens Park</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>s</td>\n",
       "      <td>initial</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>Walkover</td>\n",
       "      <td>Wanderers progress</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1872-10-19</td>\n",
       "      <td>1872</td>\n",
       "      <td>Barnes</td>\n",
       "      <td>South Norwood</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>23</th>\n",
       "      <td>1872-10-26</td>\n",
       "      <td>1872</td>\n",
       "      <td>Civil Service</td>\n",
       "      <td>Royal Engineers</td>\n",
       "      <td>0-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>24</th>\n",
       "      <td>1872-10-26</td>\n",
       "      <td>1872</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Oxford University</td>\n",
       "      <td>2-3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>25</th>\n",
       "      <td>1872-10-26</td>\n",
       "      <td>1872</td>\n",
       "      <td>Maidenhead United</td>\n",
       "      <td>Marlow</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>26</th>\n",
       "      <td>1872-10-26</td>\n",
       "      <td>1872</td>\n",
       "      <td>Reigate Priory</td>\n",
       "      <td>Windsor Home Park</td>\n",
       "      <td>2-4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>27</th>\n",
       "      <td>1872-10-26</td>\n",
       "      <td>1872</td>\n",
       "      <td>Upton Park</td>\n",
       "      <td>1st Surrey Rifles</td>\n",
       "      <td>0-2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>28</th>\n",
       "      <td>1872-11-23</td>\n",
       "      <td>1872</td>\n",
       "      <td>1st Surrey Rifles</td>\n",
       "      <td>Maidenhead United</td>\n",
       "      <td>0-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</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>29</th>\n",
       "      <td>1872-11-23</td>\n",
       "      <td>1872</td>\n",
       "      <td>Clapham Rovers</td>\n",
       "      <td>Oxford University</td>\n",
       "      <td>0-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>initial</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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16446</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Port Vale</td>\n",
       "      <td>Milton Keynes Dons</td>\n",
       "      <td>3-4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16447</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Plymouth Argyle</td>\n",
       "      <td>AFC Fylde</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16448</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Barnsley</td>\n",
       "      <td>Burton Albion</td>\n",
       "      <td>5-0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16449</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Hartlepool United</td>\n",
       "      <td>East Thurrock United</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16450</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Oldham Athletic</td>\n",
       "      <td>Leyton Orient</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16451</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Halifax Town</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16452</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Braintree Town</td>\n",
       "      <td>Chesterfield</td>\n",
       "      <td>0-6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16453</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Portsmouth</td>\n",
       "      <td>Aldershot Town</td>\n",
       "      <td>2-2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16454</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Stevenage Borough</td>\n",
       "      <td>Maidstone United</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16455</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Wrexham</td>\n",
       "      <td>Woking</td>\n",
       "      <td>3-0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16456</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Coventry City</td>\n",
       "      <td>Worcester City</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16457</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Blyth Spartans</td>\n",
       "      <td>Altrincham</td>\n",
       "      <td>4-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16458</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Forest Green Rovers</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>0-2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16459</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gosport Borough</td>\n",
       "      <td>Colchester United</td>\n",
       "      <td>3-6</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16460</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Norton United</td>\n",
       "      <td>Gateshead</td>\n",
       "      <td>0-4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16461</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Notts County</td>\n",
       "      <td>Accrington</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16462</th>\n",
       "      <td>2014-11-10</td>\n",
       "      <td>2014</td>\n",
       "      <td>Havant &amp; Waterlooville</td>\n",
       "      <td>Preston North End</td>\n",
       "      <td>0-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16463</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Mansfield Town</td>\n",
       "      <td>Concord Rangers</td>\n",
       "      <td>1-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16464</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Weston-super-Mare</td>\n",
       "      <td>Doncaster Rovers</td>\n",
       "      <td>1-4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>16465</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>AFC Wimbledon</td>\n",
       "      <td>York City</td>\n",
       "      <td>3-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16466</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Shrewsbury Town</td>\n",
       "      <td>Walsall</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16467</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Accrington</td>\n",
       "      <td>Notts County</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16468</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>AFC Telford United</td>\n",
       "      <td>Basingstoke Town</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16469</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Southport</td>\n",
       "      <td>Dagenham and Redbridge</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16470</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Crewe Alexandra</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16471</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Rochdale</td>\n",
       "      <td>Northampton Town</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16472</th>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2014</td>\n",
       "      <td>Aldershot Town</td>\n",
       "      <td>Portsmouth</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16473</th>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2014</td>\n",
       "      <td>Maidstone United</td>\n",
       "      <td>Stevenage Borough</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16474</th>\n",
       "      <td>2014-11-25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Concord Rangers</td>\n",
       "      <td>Mansfield Town</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>16475</th>\n",
       "      <td>2015-05-30</td>\n",
       "      <td>2014</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>4-0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>f</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wembley (new), London</td>\n",
       "      <td>89,283</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16476 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             date  Season                    home                 visitor  \\\n",
       "0      1871-11-11    1871                  Barnes           Civil Service   \n",
       "1      1871-11-11    1871                 Hitchin     Crystal Palace 1861   \n",
       "2      1871-11-11    1871       Maidenhead United                  Marlow   \n",
       "3      1871-11-11    1871              Upton Park          Clapham Rovers   \n",
       "4      1871-12-16    1871     Crystal Palace 1861       Maidenhead United   \n",
       "5      1871-12-16    1871               Wanderers          Clapham Rovers   \n",
       "6      1871-12-23    1871                  Barnes      Hampstead Heathens   \n",
       "7      1872-01-06    1871      Hampstead Heathens                  Barnes   \n",
       "8      1872-01-10    1871                 Hitchin         Royal Engineers   \n",
       "9      1872-01-20    1871               Wanderers     Crystal Palace 1861   \n",
       "10     1872-01-27    1871         Royal Engineers      Hampstead Heathens   \n",
       "11     1872-02-17    1871     Crystal Palace 1861         Royal Engineers   \n",
       "12     1872-03-05    1871             Queens Park               Wanderers   \n",
       "13     1872-03-09    1871         Royal Engineers     Crystal Palace 1861   \n",
       "14     1872-03-16    1871               Wanderers         Royal Engineers   \n",
       "15            NaN    1871         Royal Engineers          Reigate Priory   \n",
       "16            NaN    1871               Wanderers         Harrow Chequers   \n",
       "17            NaN    1871      Hampstead Heathens                     NaN   \n",
       "18            NaN    1871             Queens Park        Donington School   \n",
       "19            NaN    1871             Queens Park        Donington School   \n",
       "20            NaN    1871             Queens Park                     NaN   \n",
       "21            NaN    1871               Wanderers             Queens Park   \n",
       "22     1872-10-19    1872                  Barnes           South Norwood   \n",
       "23     1872-10-26    1872           Civil Service         Royal Engineers   \n",
       "24     1872-10-26    1872          Crystal Palace       Oxford University   \n",
       "25     1872-10-26    1872       Maidenhead United                  Marlow   \n",
       "26     1872-10-26    1872          Reigate Priory       Windsor Home Park   \n",
       "27     1872-10-26    1872              Upton Park       1st Surrey Rifles   \n",
       "28     1872-11-23    1872       1st Surrey Rifles       Maidenhead United   \n",
       "29     1872-11-23    1872          Clapham Rovers       Oxford University   \n",
       "...           ...     ...                     ...                     ...   \n",
       "16446  2014-11-08    2014               Port Vale      Milton Keynes Dons   \n",
       "16447  2014-11-08    2014         Plymouth Argyle               AFC Fylde   \n",
       "16448  2014-11-08    2014                Barnsley           Burton Albion   \n",
       "16449  2014-11-08    2014       Hartlepool United    East Thurrock United   \n",
       "16450  2014-11-08    2014         Oldham Athletic           Leyton Orient   \n",
       "16451  2014-11-09    2014            Halifax Town           Bradford City   \n",
       "16452  2014-11-09    2014          Braintree Town            Chesterfield   \n",
       "16453  2014-11-09    2014              Portsmouth          Aldershot Town   \n",
       "16454  2014-11-09    2014       Stevenage Borough        Maidstone United   \n",
       "16455  2014-11-09    2014                 Wrexham                  Woking   \n",
       "16456  2014-11-09    2014           Coventry City          Worcester City   \n",
       "16457  2014-11-09    2014          Blyth Spartans              Altrincham   \n",
       "16458  2014-11-09    2014     Forest Green Rovers       Scunthorpe United   \n",
       "16459  2014-11-09    2014         Gosport Borough       Colchester United   \n",
       "16460  2014-11-09    2014           Norton United               Gateshead   \n",
       "16461  2014-11-09    2014            Notts County              Accrington   \n",
       "16462  2014-11-10    2014  Havant & Waterlooville       Preston North End   \n",
       "16463  2014-11-18    2014          Mansfield Town         Concord Rangers   \n",
       "16464  2014-11-18    2014       Weston-super-Mare        Doncaster Rovers   \n",
       "16465  2014-11-18    2014           AFC Wimbledon               York City   \n",
       "16466  2014-11-18    2014         Shrewsbury Town                 Walsall   \n",
       "16467  2014-11-18    2014              Accrington            Notts County   \n",
       "16468  2014-11-18    2014      AFC Telford United        Basingstoke Town   \n",
       "16469  2014-11-18    2014               Southport  Dagenham and Redbridge   \n",
       "16470  2014-11-18    2014        Sheffield United         Crewe Alexandra   \n",
       "16471  2014-11-18    2014                Rochdale        Northampton Town   \n",
       "16472  2014-11-19    2014          Aldershot Town              Portsmouth   \n",
       "16473  2014-11-20    2014        Maidstone United       Stevenage Borough   \n",
       "16474  2014-11-25    2014         Concord Rangers          Mansfield Town   \n",
       "16475  2015-05-30    2014                 Arsenal             Aston Villa   \n",
       "\n",
       "        FT  hgoal  vgoal round      tie  aet  pen pens  hp  vp  \\\n",
       "0      2-0      2      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "1      0-0      0      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "2      2-0      2      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "3      0-3      0      3     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "4      3-0      3      0     2  initial  NaN  NaN  NaN NaN NaN   \n",
       "5      3-1      3      1     2  initial  NaN  NaN  NaN NaN NaN   \n",
       "6      1-1      1      1     2  initial  NaN  NaN  NaN NaN NaN   \n",
       "7      1-0      1      0     2   replay  NaN  NaN  NaN NaN NaN   \n",
       "8      0-5      0      5     2  initial  NaN  NaN  NaN NaN NaN   \n",
       "9      0-0      0      0     3  initial  NaN  NaN  NaN NaN NaN   \n",
       "10     3-0      3      0     3  initial  NaN  NaN  NaN NaN NaN   \n",
       "11     0-0      0      0     s  initial  NaN  NaN  NaN NaN NaN   \n",
       "12     0-0      0      0     s  initial  NaN  NaN  NaN NaN NaN   \n",
       "13     3-0      3      0     s   replay  NaN  NaN  NaN NaN NaN   \n",
       "14     1-0      1      0     f  initial  NaN  NaN  NaN NaN NaN   \n",
       "15     NaN    NaN    NaN     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16     NaN    NaN    NaN     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "17     NaN    NaN    NaN     1     none  NaN  NaN  NaN NaN NaN   \n",
       "18     NaN    NaN    NaN     1     none  NaN  NaN  NaN NaN NaN   \n",
       "19     NaN    NaN    NaN     2  initial  NaN  NaN  NaN NaN NaN   \n",
       "20     NaN    NaN    NaN     3     none  NaN  NaN  NaN NaN NaN   \n",
       "21     NaN    NaN    NaN     s  initial  NaN  NaN  NaN NaN NaN   \n",
       "22     0-1      0      1     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "23     0-3      0      3     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "24     2-3      2      3     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "25     1-0      1      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "26     2-4      2      4     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "27     0-2      0      2     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "28     0-3      0      3     2  initial  NaN  NaN  NaN NaN NaN   \n",
       "29     0-3      0      3     2  initial  NaN  NaN  NaN NaN NaN   \n",
       "...    ...    ...    ...   ...      ...  ...  ...  ...  ..  ..   \n",
       "16446  3-4      3      4     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16447  2-0      2      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16448  5-0      5      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16449  2-0      2      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16450  1-0      1      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16451  1-2      1      2     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16452  0-6      0      6     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16453  2-2      2      2     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16454  0-0      0      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16455  3-0      3      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16456  1-2      1      2     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16457  4-1      4      1     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16458  0-2      0      2     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16459  3-6      3      6     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16460  0-4      0      4     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16461  0-0      0      0     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16462  0-3      0      3     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16463  1-1      1      1     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16464  1-4      1      4     1  initial  NaN  NaN  NaN NaN NaN   \n",
       "16465  3-1      3      1     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16466  1-0      1      0     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16467  2-1      2      1     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16468  2-1      2      1     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16469  2-0      2      0     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16470  2-0      2      0     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16471  2-1      2      1     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16472  1-0      1      0     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16473  2-1      2      1     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16474  0-1      0      1     1   replay  NaN  NaN  NaN NaN NaN   \n",
       "16475  4-0      4      0     f  initial  NaN  NaN  NaN NaN NaN   \n",
       "\n",
       "                         Venue attendance    nonmatch  \\\n",
       "0                          NaN      1,200         NaN   \n",
       "1           Top Field, Hitchin        750         NaN   \n",
       "2        York Road, Maidenhead      1,287         NaN   \n",
       "3        West Ham Park, London      1,500         NaN   \n",
       "4       Crystal Palace, London        NaN         NaN   \n",
       "5                          NaN      2,000         NaN   \n",
       "6               Barnes, London        NaN         NaN   \n",
       "7                          NaN        600         NaN   \n",
       "8                          NaN        750         NaN   \n",
       "9       Clapham Common, London        NaN         NaN   \n",
       "10                         NaN        NaN         NaN   \n",
       "11     Kennington Oval, London      2,000         NaN   \n",
       "12     Kennington Oval, London      2,000         NaN   \n",
       "13     Kennington Oval, London      2,000         NaN   \n",
       "14     Kennington Oval, London      2,000         NaN   \n",
       "15                         NaN        NaN    Walkover   \n",
       "16                         NaN        NaN    Walkover   \n",
       "17                         NaN        NaN         Bye   \n",
       "18                         NaN        NaN  Not played   \n",
       "19                         NaN        NaN    Walkover   \n",
       "20                         NaN        NaN         Bye   \n",
       "21                         NaN        NaN    Walkover   \n",
       "22                         NaN        NaN         NaN   \n",
       "23                         NaN        NaN         NaN   \n",
       "24                         NaN        NaN         NaN   \n",
       "25                         NaN        NaN         NaN   \n",
       "26                         NaN        NaN         NaN   \n",
       "27                         NaN        NaN         NaN   \n",
       "28                         NaN        NaN         NaN   \n",
       "29                         NaN        NaN         NaN   \n",
       "...                        ...        ...         ...   \n",
       "16446                      NaN        NaN         NaN   \n",
       "16447                      NaN        NaN         NaN   \n",
       "16448                      NaN        NaN         NaN   \n",
       "16449                      NaN        NaN         NaN   \n",
       "16450                      NaN        NaN         NaN   \n",
       "16451                      NaN        NaN         NaN   \n",
       "16452                      NaN        NaN         NaN   \n",
       "16453                      NaN        NaN         NaN   \n",
       "16454                      NaN        NaN         NaN   \n",
       "16455                      NaN        NaN         NaN   \n",
       "16456                      NaN        NaN         NaN   \n",
       "16457                      NaN        NaN         NaN   \n",
       "16458                      NaN        NaN         NaN   \n",
       "16459                      NaN        NaN         NaN   \n",
       "16460                      NaN        NaN         NaN   \n",
       "16461                      NaN        NaN         NaN   \n",
       "16462                      NaN        NaN         NaN   \n",
       "16463                      NaN        NaN         NaN   \n",
       "16464                      NaN        NaN         NaN   \n",
       "16465                      NaN        NaN         NaN   \n",
       "16466                      NaN        NaN         NaN   \n",
       "16467                      NaN        NaN         NaN   \n",
       "16468                      NaN        NaN         NaN   \n",
       "16469                      NaN        NaN         NaN   \n",
       "16470                      NaN        NaN         NaN   \n",
       "16471                      NaN        NaN         NaN   \n",
       "16472                      NaN        NaN         NaN   \n",
       "16473                      NaN        NaN         NaN   \n",
       "16474                      NaN        NaN         NaN   \n",
       "16475    Wembley (new), London     89,283         NaN   \n",
       "\n",
       "                                notes neutral  \n",
       "0                                 NaN     NaN  \n",
       "1      No replay, both teams progress     NaN  \n",
       "2                                 NaN     NaN  \n",
       "3                                 NaN     NaN  \n",
       "4                                 NaN     NaN  \n",
       "5                                 NaN     NaN  \n",
       "6                                 NaN     NaN  \n",
       "7                                 NaN     NaN  \n",
       "8                                 NaN     NaN  \n",
       "9      No replay, both teams progress     NaN  \n",
       "10                                NaN     NaN  \n",
       "11                                NaN     yes  \n",
       "12                                NaN     yes  \n",
       "13                                NaN     yes  \n",
       "14                                NaN     yes  \n",
       "15           Royal Engineers progress     NaN  \n",
       "16                 Wanderers progress     NaN  \n",
       "17        Hampstead Heathens progress     NaN  \n",
       "18                both teams progress     NaN  \n",
       "19               Queens Park progress     NaN  \n",
       "20               Queens Park progress     NaN  \n",
       "21                 Wanderers progress     NaN  \n",
       "22                                NaN     NaN  \n",
       "23                                NaN     NaN  \n",
       "24                                NaN     NaN  \n",
       "25                                NaN     NaN  \n",
       "26                                NaN     NaN  \n",
       "27                                NaN     NaN  \n",
       "28                                NaN     NaN  \n",
       "29                                NaN     NaN  \n",
       "...                               ...     ...  \n",
       "16446                             NaN     NaN  \n",
       "16447                             NaN     NaN  \n",
       "16448                             NaN     NaN  \n",
       "16449                             NaN     NaN  \n",
       "16450                             NaN     NaN  \n",
       "16451                             NaN     NaN  \n",
       "16452                             NaN     NaN  \n",
       "16453                             NaN     NaN  \n",
       "16454                             NaN     NaN  \n",
       "16455                             NaN     NaN  \n",
       "16456                             NaN     NaN  \n",
       "16457                             NaN     NaN  \n",
       "16458                             NaN     NaN  \n",
       "16459                             NaN     NaN  \n",
       "16460                             NaN     NaN  \n",
       "16461                             NaN     NaN  \n",
       "16462                             NaN     NaN  \n",
       "16463                             NaN     NaN  \n",
       "16464                             NaN     NaN  \n",
       "16465                             NaN     NaN  \n",
       "16466                             NaN     NaN  \n",
       "16467                             NaN     NaN  \n",
       "16468                             NaN     NaN  \n",
       "16469                             NaN     NaN  \n",
       "16470                             NaN     NaN  \n",
       "16471                             NaN     NaN  \n",
       "16472                             NaN     NaN  \n",
       "16473                             NaN     NaN  \n",
       "16474                             NaN     NaN  \n",
       "16475                             NaN     yes  \n",
       "\n",
       "[16476 rows x 19 columns]"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#First copy the data frame\n",
    "facup_mod = facup.copy()\n",
    "\n",
    "#Replace all instances of replay with just a single demarcation\n",
    "facup_mod.replace('replay[1234]','replay',inplace = True,regex = True)\n",
    "\n",
    "#Add a couple new columns to show whether a game is a tie or a replay\n",
    "season_tie = pd.crosstab(index = facup_mod[\"Season\"], columns = facup_mod[\"tie\"])\n",
    "\n",
    "#Finally print some data to show what we've done\n",
    "print season_tie.tail(4)\n",
    "facup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Now plot the results**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\nNiA+PgpzdGFydHhyZWYKMTM0NDgKJSVFT0YK\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAERCAYAAACD9ivUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmcW3W9//88WWcyk8w+3VdKT0tbShcoewEVQRRwQVAU\nlAsoIvqVH3oFr4AocK+oX+F7FRRBQXG7KCIiLlcUWraylNLS9tN9usyWWTJZJpP1/P44OUmmk5lJ\nMpNt+Dwfjz46k5yc807m5LzOe/0omqYhkUgkEkkumEptgEQikUgqDykeEolEIskZKR4SiUQiyRkp\nHhKJRCLJGSkeEolEIskZKR4SiUQiyRlLoQ+gquo64D+FEGerqtoCPAjUA2bgCiHEflVVrwGuBSLA\nnUKIpwttl0QikUjyp6Ceh6qqX0YXC3vioW8DvxBCnAV8HViiquo04AbgFOA84G5VVa2FtEsikUgk\nE6PQYas9wAfTfj8NmK2q6t+BjwP/Ak4CNgohokIIL7AbOL7AdkkkEolkAhRUPIQQTwDRtIfmA31C\niPcAh4CvAi5gIG0bP1BXSLskEolEMjGKnTDvBZ5K/PwUsBZdOFxp2zgBT5HtkkgkEkkOFDxhfhQb\ngPcBjwFnAtuAV4E7VVW1AdXAksTjY6JpmqYoSgFNlUgkkinJpFw4iy0eNwE/UVX1OnSP4+NCiAFV\nVe8DNqK/qVuEEOHxdqQoCm63r7DWTgItLU5p5yRSCXZWgo0g7ZxsKsnOyaDg4iGEaANOTfx8EDg3\nwzYPAQ8V2haJRCKRTA6ySVAikUgkOSPFQyKRSCQ5I8VDIpFIJDkjxUMikUgkOSPFQyKRSCQ5I8VD\nIpFIJDlT7D4PiUQiGcbmza9z6603s2DBQgACgQCzZs3m1lu/icWS3SVq8+bX+cMffsc3vnFXIU2V\npCE9D4lEUnLWrDmR++57gPvue4CHHvo5ZrOZF154Pqd9yIkTxUV6HhKJBIDfPruHV3d2T+o+T1zS\nykfPWTTudpqmJX+ORCL09fXidLr40Y9+wPbtbxEOR7j00ss566x3ccMNn2HevPm0tR0A4I477h62\nr9/97rc8//w/GRoaoq6unrvuuoc777ydc889n1NOOY22tgP84Aff54YbbuSuu76BxWJB0zRuu+1b\ntLS0Tur7n8pI8ZBIJCXnjTde4wtf+Cx9fX2YTAoXXfQhwuEw7e1H+OUvf8mRI7185jOfYu3adQAc\nf/wJ3HTTzfzhD4/zyCMPs3792cl9eb0D3Hvv/QDceOMN7Ny5nQsv/CBPPPE4p5xyGk8//STvf//F\nvPrqKxx33HI+97kvsGXLZvx+vxSPHJDiIZFIAPjoOYuy8hIKwZo1J3L77Xfi9Q7wpS99nunTZ7Jv\n3x6E2MkVV1xBOBwlFovR0dEOwOrVawFYtux4NmwYHt6yWKzcdtstVFdX09PTTTQaZdWqNXz/+/fg\n8XjYtOkVPvOZzxOLxXjssUe48cYbcDprufba64v+visZmfOQSCRlg8tVx9e/fgf/9V/foqGhkTVr\n1vLoo49y330PcM4572HWrNkA7Ny5A4CtW7ckE+0Ae/fuYcOGf/GNb9zFl770ZeLxeDIk9t73vo/v\nf/8eTjrpZMxmMxs2PMfKlau4994fctZZ7+Kxxx4p/huuYKTnUYZEYhE2tL/MSdNWU2urKbU5EklR\nmT9/AZdcchkvvfQCra3TuPzyy/F6/Zx55lk4HA4AnnnmKX7961/gcDj4j/+4g717dwMwe/Ycqqsd\nfO5zV6NpGk1NLfT0uAE4//z38+CD9/Poo78BYMmSpdx55+1YrVbi8Thf+MKNpXnDFYoUjzJkR98u\nfrf7KRQUzp5zeqnNkUgKyqpVa1i1as2wxz75yU8nf8406vwzn/k8c+fOy7iPe+/9YcbjRKNRVq5c\nxZw5cwGYNWs2P/zhTyblPbwTkWGrMsQX8QMQiUdKbIlEUn7kU5L73HP/5KabvsjVV3+2ABa9M5Ge\nRxkyGAkCEE8rX5RIJDr33fdAzq9Zv/7sYRVZkokjPY8yJBAZBEDT4iW2RCKRSDIjxaMMMcQjJsVD\nIpGUKVI8ypDBqPQ8JBJJeSPFowwxPI84MuchkUjKk4InzFVVXQf8pxDi7LTHPg58XghxauL3a4Br\ngQhwpxDi6ULbVc4kxUN6HpIpTmdnB1deeRmquhRN01AUhdWr13LaaWfywgvP86lPXT3uPrxeL6+8\n8iLvec95RbBY55VXXuIf//gbt9xy27DHPR4PP/zhvbS1HcBut2OxWLjyyqtZufKEotlWLAoqHqqq\nfhn4JOBPe2wVcFXa79OAG4DVgAPYqKrq34QQ79g61cGoUW0lxUMy9Vmw4JiMFVTHHrs4q9fv2bOL\njRufL6p4jMbNN9/I5Zdfyemnrwego6Odr33tKzz44COYzeYSWze5FNrz2AN8EPg5gKqqTcC3gC8C\nDya2OQnYKISIAl5VVXcDxwOvF9i2skV6HpJS8Ps9f2Jz99ZJ3eeq1hV8aNH7x9xGy1CSnr4+x9ln\nn82cOfOZP38Bxx9/Ao899ghWq5Xm5mZuv/0ufv7zn7J37x6eeuoPfOADFyf3ccUVlzJnzlysVhs3\n3XQzd9zxdQYHA8RiMa655jpWr17LJZdcyC9/+TusVisPPPDfzJs3n+nTZySP0d7ezrve9R6uuOIq\n2toOcPfdd1BdXU1VVRVOp2uYzW+99Rb19Q1J4QCYMWMmDz/8CwDc7m6+8527iUQi9Pb2cM0113H6\n6eu58srLWLlyFXv37mHu3Pk0NjayZctmbDYb99xzL0NDQe6++5v4fF4AvvjFm1i48BjuuusbtLcf\nIRQa4pJLPsa5556f998pHwoqHkKIJ1RVnQegqqoJ+AlwIxBK28wFDKT97gfqCmlXOROORZLNgbLP\nQ/JO4MCBfXzhC59Nhq1uvfVbQKoZsLOzk4ceegyn08nXv/5VLr/8CtavP4e//vXPDA4GuOKKq3jy\nyd8PEw6AYDDIpz99LYsWHcsPfnAvJ520jo985DJ6etx87nNX89vfPjmqTV1dnTz66G8IhUJcfPF5\nXHHFVfzgB/dyzTXXsWbNiTz22CPJkfAGhw8fZtasOcnf77nnLg4ebMPj6efmm29lcHCQj33sk5xw\nwmq2bXuLhx/+Maefvp7BwUHOPfd9LF++gssv/whf+ML/xzXXXMcNN3yG/fv38fe//4W1a0/i4os/\nzOHDh7jrrm/wne/cx1tvvcmPfvRTAF599ZXJ+FPkRDGbBFcDi4D7gWpgqaqq3wP+iS4gBk7AU0S7\nygqj0gogjvQ8JMXjQ4veP66XUAgyha0OHWpL/tzY2IjT6QTghhu+xM9//jMef/w3zJu3gDPOOGuM\nPSvJUSRtbfuTd+bNzS3U1NTQ3983bOt0D2jhwkUoikJVVRV2e1XSpqVLjwNgxYqVI8Rj+vTptLcf\nSf7+5S/fAsBtt91COBymqamZRx55iD/9SRetaDSa3HbxYhWA2lon8+YtAMDpdBEOh9i3bw9vvPEa\nzz77dzRNw+fz4nA4uOGGG/mv/7qTwcEA733v+8b4HApDscRDEUK8BqwASHgjvxJC3JjIeXxLVVUb\nuqgsAbZls9OWFmeh7J1UcrEz6PEmf7bZzUV9j1Px8ywVlWAjlN7OcNiLxWIaYUd9vYOqKistLU4U\nRUk+/8tfPsxXvnIjjY2N3HrrrWze/BKzZ8/Gah25D5MJWltd2Gw2li5V2bt3O6eeuoauri4GBwMs\nWjQHh6MaTQvS3NxAW9tejj/+uGHH1vejH3/JEpWDB3dzxhlncOjQ3mHbADQ3r8Ln87Bt22ucfbZe\nH+R2u+noOExDQw2PPPITLrvso5xxxhn8/ve/54knnqClxZncv81mw2o109RUk/jdTENDDUuXqixf\nvpwLLriAvr4+Hn/8cWCIw4f38eCDDxAOh1m/fj2f+MSlmEzFK6AtlniMGn8RQnSpqnofsBFQgFuE\nEOFsdnr0sLRyJNNQt7E43O9O/jwYDBXtPeZqZ6moBDsrwUYoDzv7+gJEo/ERdng8gwwNRZKPG//P\nm3csV111NQ5HDQ6HgyuvPJFwOMSOHYIf/vBBLrnksuQ+4nHo6fFjtVr58Icv5+677+BPf/ozoVCI\nm266md7eAB/96OVcddW/MWPGTGpqavF6gzgcg4RC0eQx43ENt9vH1Vdfz5133s4DD/yY+voGbDbb\nMLtbWpzceed3uP/+/+aBB36MpmnEYjEuvPBDzJuncuqp67nzzruoq6unpaWV3t4+3G7fMDuj0Ti9\nvQGsVh/hcIz+/gAf+cjl3H33N/n5zx9jcHCQq666Fqji0KF2PvKRSzCbLVx22Sfp7Q1k9ZlP1g2D\nkilZVSFopT7xsyHXL+ib3Vt5cNvPAVg3fQ1XHHdpoUwbRjlcSLKhEuysBBtB2jnZVJCdk7LYu2wS\nLDMCaTmPmBYroSUSiUQyOlI8ygxjoi5kLmGUSCSSckCKR5lh9HiA7POQSCTlixSPMmOYeMjZVhKJ\npEyR4lFmDOvzkDkPiURSpkjxKDOGh62k5yGRSMoTKR5lRiAyiEXRB6jJnIdEIilXpHiUGYPRILW2\nWkCKh0QiKV+keJQZgcggTikeEomkzJHiUUYYE3VrrTWAzHlIJJLyRYpHmaBpWrLSymGpxqSY0ORU\nXYlEUqYUcyS7ZBTedG/jVzt/xwULzgWgxlqDSTERk2EriURSpkjPowzY69mPPxLgf3brc/5rrNWY\nUNCkeEgkkjJFikcZ4AvrS7wbCXKH1YFJMcmch0QiKVukeJQBhnioDYsAcFlrE+IhPQ+JRFKeSPEo\nA3wRP1XmKq5Z8UkuUz/I8S3LpHhIJJKyRibMywBv2IfTVkO1pZozZp0CgKIocg1ziURStkjxKDFx\nLY4/HKClrnnY4yZkzkNSeQxFQ2gZpkGbFTM2s7UEFkkKhRSPEhOIDKKhJbvKDWTYSlJJ9Ab7+ZX4\nHTv6dmV8XkHhjFknc9Ex76PKYi+ydZJCIMWjxBjJ8kziIZehlaQzEPLxx33PEI6FJ2V/druVUCgy\n4f1omsb2PkEoFmaeaw6uo85lgK6Am+ePvMS23p3Md80piZ3ZUG2p4tx5Z9Nc3URnoIv/Pfg8oVgo\nq9cW006DOpuLDy66ALPJXNTjQhHEQ1XVdcB/CiHOVlX1BOA+IAqEgCuEEG5VVa8BrgUiwJ1CiKcL\nbVe5YIiHy3q0eChE49LzkKR4rWszL3e8VmozMlJtqeaTSz/KuulrUBRlxPOReJRn9v8vfz/4L97o\n7i+Bhdnzaudm1k47gU1dm4nGo6U2Z0xsZhvnzX8Xtbaaoh+7oOKhquqXgU8C/sRD3weuF0JsVVX1\nWuDfVVW9B7gBWA04gI2qqv5NCFFcCS8RvshonodZ5jwkw+gIdAHwpdXX0epoHmfr8WlqqqW31z/+\nhllQbanGahr9cmI1WbjwmPM4d95ZhOO5fbUn087xEH17+J9dT/Jix6s4bbVctviDLKyfn9Vri2mn\nQZXZjs1sK+oxDQrteewBPgj8PPH7pUKIrrRjDwEnARuFEFHAq6rqbuB44PUC21YWpMJWzmGPmxRF\n5jwkw+gMdGFSTMx3zcEyxoU6W+qrnERsI72EQlJlqaKKqpxeU0w7T5y+isUNi9ji3sbqaccnh5Rm\nQyk+z1JSUPEQQjyhquq8tN+7AFRVPRW4HjgTOA8YSHuZH6grpF3lhDfsAzLnPGSpbn4c8rXzdu9O\nAKY7WjihdUWJLZo4mqbREeim1dEyKcIhGZ06u5MzZ59SajPKnqKfhaqqXgrcDLxPCNGrqqoXcKVt\n4gQ82eyrpcU5/kZlwFh2Rvfrybh506fR4kxtZ7NY0NCK+h6nwucJcN9bTyF69iZ/f+ADd9PoqC+0\nWcOY7M+yZ7CPodgQ8xuPm9R9T5W/eblQKXZOBkUVD1VVP4GeGD9LCGEIxCbgW6qq2oBqYAmwLZv9\nud2+gtg5mbS0OMe0s9urJw+jfgX3UGq7eAxi8XjR3uN4dpYL2djpCwawmW2cPH0tzx95kZf2buGk\n6auLZGFhPsvtvfsAaDQ3Ttq+p9LfvByoJDsng6KNJ1FV1QTcC9QCT6iq+qyqqrclQln3ARuB/wVu\nEUJMTi1iBeCL+LEoZqrMw+PAMueRP1Etit1k45QZawHY3b+vxBZNHCNZPqN2eoktkUh0Cu55CCHa\ngFMTvzaNss1DwEOFtqUc8YX9OG3OEeWNimwSzJtoPIbFZGG2cyZV5ip2e/aO/6Iyp9MQj5ppJbZE\nItGRgxFLiKZpCfEY2VRlUhQ0NDRZrpsz0XgUi8mMSTGxqH4B7mAv/UNZpdHKlo5EpVVr9cRLdCWS\nyUCKRwkJxUJE4pFRxEPvGJXeR+7EEp4HwLENCwHY7anc0FV6pVUpOoklkkxI8SghvnAAGFmmC2BC\nD2PFMwyZk4xNRItiSYjv4vpjgMrOe3hCAwzFhmTISlJWyILxEuKLJHo8rJk8D13X5VK0uaOHrfRT\n28h77Orfgyc0MM4r86PKXDWhYX9xLZ7s98nE3oEDgMx3SMoLKR4lxGvMtcoYttLFQ4atciOuxYlr\n8aR4GHmPbb07+NoLdxbkmDazjTtO+WpGDzIbfvTWz9iWaGocCykeknJCikcJGW00CUjxyJdYXJ9E\nnN6F/b4F78ZhrS7IZ9nu76Q90EnXoDtv8egadGM1WVjZsnzUbRwWB8ualuRrpkQy6UjxKCG+UUaT\ngF5tBcjhiDkS1fQpqGYllVie55rDlcddVpDj/fPQRh7f/ccxw07jEdfi1Fpr+fSyj0+iZRJJYZEJ\n8xIy2loeoPd5AHK+VY5EM3gehcSV8Bq9oYmIh5b0NCWSSmHcb5iqqscAJwO/BH4ErAK+JITYWGDb\npjyekBeAevvIOZBmGbbKC2P9BUuRSlrr7PpYtol5HrGi2SuRTBbZ3O78FAgDFwGLgRuB7xTSqHcK\nntAAVpMFh6V6xHMKUjzyofieh+41Tkw8tGRfj0RSKWQjHlVCiP8B3g88JoTYAMiV7CcBT2iAOntd\nxpXXZM4jP4ych6VIF+Nk2GqCOQ9ThnNAIilnshGPmKqqH0YXjz+pqnoxIBfXniCxeAxf2E9DhpAV\nyLBVvqTCVsXxPOxmOzaTFW8iBJkPceIy5yGpOLI5Y68FLgA+J4ToAC4Dri6oVe8ABsJeNLRkzPxo\nFCkeeVHssJWiKLhszgl5HjFNioek8hj3jBVCbAW+CYRUVTUDNwsh3iq4ZVMcI1neYM+8SJHs88iP\npOdRxByCy+7CFwnk/bfStDgmWfgoqTDGPWMTK//9EX0tjibgpcSiTpIJYIzKGM3zMGLgmpxtlRPJ\nnEcRl2p12ZzEtTiByGBer5elupJKJJsz9t/R1+PwCSG60Ut1by6oVe8ADPHIVKYL0vPIl0wd5oVm\noklzmTCXVCJZJcyFEMlvRSLvIa9oE8QzNI54yFLdvCh2whxS4jGQR9I8rsXRkJ6HpPLI5hv2tqqq\nnwesqqqeAHwOeLOwZk19Up7HaGErKR75YIiHuYg5jzp7/p6HsdiXFA9JpZHNGXs9MAsIAg8DXnQB\nkUwAT8iLgpK8az0aRfZ55EVEq6ywlXFzIMVDUmmM+w0TQgTQcxwyzzGJeEIDuGzOUVeGS/V5yJaa\nXIgVeTwJTEw8YlI8JBVKNrOt/g9wK2AE5xVAE0Jk9e1UVXUd8J9CiLMTc7J+hp4z2SaEuD6xzTXo\n/SQR4E4hxNO5vpFKQtM0BkIDzKqdOeo2qT4P6XnkQrH7PABc9vyHI2pI8ZBUJtl8w/4PcIIQ4mCu\nO1dV9cvAJwF/4qHvAbcIITaoqnq/qqoXAS8DNwCrAQewUVXVvwkhIrker1LwRwJEtRj1VZmT5ZCW\nMJe1CTlR7PEkoK8EqaBIz0PyjiKbM3Y70JXn/vcAH0z7fU1iNhbAM8B7gJOAjUKIqBDCC+wGjs/z\neBVBappu5mQ5pIetpOeRC6WotjKbzNRYHTJhLnlHkc037D5gq6qqLwNR40EhxFXjvVAI8YSqqvPS\nHkovZvcBLsAJpC8u7ScVIpuSeEIeAOpto7/NVMJc5jxyoRRhK9DzHv2Jv2suxBJ/XxOyz0NSWWQr\nHr8A2ibheOkxGCfgQa/ecmV4fFxaWjJXKpUbR9sZGwgDMKdl2qjvwdWnj2l3uqqK9j4r9fNMx9au\n38G3NLpoaS7e+2mubaA90Eldg10/fpafpTKoR2erq+0l+fynwt+8nKgUOyeDbMRjSAhxxyQd7w1V\nVc8UQjwPnA88C7wK3Kmqqg2oBpYA27LZmdud/zC6YtHS4hxh56FePQpoDttGfQ+DAf2i4vEEcNsK\n/z4z2VmOjGenN6CPCPENhHBrxXs/VYou9nvbO1g6d17Wn2VPUN8uEooV/fOfKn/zcqGS7JwMshGP\n/1VV9bvoOYqw8WBCAHLlJuBBVVWtwA7gcSGEpqrqfcBG9LDWLUKI8Fg7qXTGG00CqRh4TDYJ5kQp\nxpNA/uW6ss9DUqlk8w1blfh/ddpjGnBONgcQQrShz8ZCCLEbOCvDNg8BD2Wzv6mAMcaibkzxSAxG\nlOKRE8VehtagToqH5B1GNk2CZxfDkHcSAyEvVeYq7GbbqNukSnVltVUuRErteeTY6yHFQ1KpZNMk\neDrwZaAWPaxkBuYJIeYX1rSpy0DYO+oodgM52yo/jD4Ps1Jk8chzvpUxcl+Kh6TSyOaM/QnwB3Sh\n+QF6H8YThTRqKhOJRwlEBpNhjtGQ4pEfRs7DWuSwVSrnkdtk3WSprhzJLqkwshGPoBDip8C/gH7g\nGmB9IY2ayhhhjfE8j1SfhxSPXChFkyCAy6b/PXP2PGSToKRCyeaMHVJVtREQwMlCCA2oKaxZUxfj\nztQIc4yGSXaY50UpRrIDVFuqsJgseEP+8TdOIzmeRC5DK6kwsjljvwf8BngKuEJV1beB1wpq1RTG\nqLSqt2WZ85CzrXIiqkVRUEadVlwoFEUfr59vtZVZeh6SCmPcM1YI8T/AuYnVBNcAn0AfdijJA0/Y\nKNOVCfNCEI3Hih6yMjDEQ8vBWzT+vooUD0mFMea3TFXV5YBFCPGmqqr/F33mVAy4EX02lSRHjJyH\nazzPA5nzyIdoPFpS8YhpMfzhQNavkZ6HpFIZ9YxVVfUDwJ+A6YmHzgeeA6zAVwpv2tQk1SCYneeR\ny12sRA9bFXMcezpGHsszlH3FlfQ8JJXKWGfsbejhqr8kfg8KIR4BvgBcWHDLpigDOYat5HiS3IiV\nOGwF+YmHLNWVVBpjiUe1EGJX2u9/AUisuSHnhOdJNt3lkO55SPHIBT1sVSLPwxCPYD7iIT0PSWUx\n1hlrU1U1eTskhLgZQFVVCzD2lU8yKt6wb1yvA1J3ojLnkRulTpgD9A8NjLNlirjsMJdUKGOdsf8C\nbsnw+JcTz0lyJBKP4o8Exu0uBzAl4vZytlVuREqY86ibQM5Dioek0hjrFu2rwD8TifPn0Sfpno6+\n5oYclpgH2XaXg/Q88qVicx6ySVBSYYx6xgoheoG1wL2AHagC7kfvMs/eL5ckyba7HEBB9nnkSlyL\nE9NKJx7OhHgM5BK2kqW6kgplzG9ZYlGmXyX+SSZItt3lID2PfCjVQlAGVpMFh6Wa/jwS5rJUV1Jp\nyDO2iAyEcwlbJXIeUjyyJpqYUFvsuVbpuGzOHMNWek5Leh6SSmOsJkE5/HCSMTyP8brLId3zkAnz\nbCnVRN10XHYX/nCASMKW8YgnBE+RfR6SCmO8aitUVf1hcUyZ+mTbXQ5yMGI+lGoJ2nRctloA/OHs\nputKz0NSqYx1i1arquovgPNUVa06+kkhxFWFM2tqkm13OcgmwXyIljjnAemLQvloqKofd3uZ85BU\nKmN9y85FL8k9A32m1aSQaDJ8BJgPRNEXl4oBPwPiwDYhxPWTdbxyom/Ig8NSPW53OaRKN+V4kuyJ\nJZagLVWfB6TEw/Ayx8PwLKXnIak0xirVPSSEeBR9jtUvgdeBLcBjiRlX+fI+wCyEOA34JnAX+poh\ntwgh1gMmVVUvmsD+y5K4Fqd3qI/m6qastjdyHnIwYvZEysDzMLzKbNf1kE2CkkolmzPWir5u+SPA\nT4GDqqqum8AxdwGWxOiTOiACrBZCbEg8/wzw7gnsvywZCHmJxqO0ZC0ess8jV8oiYZ4WtsqGZNgK\nmTCXVBbZfMvuBS4VQrwCoKrqycD/A07K85h+YAGwE2gCPoAeGjPwoYvKlMId7AXIwfOQ4pErSfEo\ng7CVN+uEuRG2Kp3NEkk+ZCMetYZwAAghXs6UQM+BLwF/EUJ8TVXVWehVXelJACfgyWZHLS3jd2qX\nAy0tTrb69AWCFrTOyspu25AerrLazEV7n5X0eWaiI6afRi5nTcnei92lexAhglnZUN1tBaChoTQ2\nV/rfvNyoFDsng2zEo09V1YuEEE8CqKp6MdA7gWP2oYeqQBcJC7BZVdX1Qojn0BedejabHbnd5b+Y\nYUuLE7fbx77uIwBURR1Z2e2PDAIQDIWL8j4NO8udsezs7dcfDwdjJXsvcS2OWTHh9vVlZYPPH9T/\nHxjCbSquzVPhb15OVJKdk0E24nEt8AtVVR8CFGAv+jrm+fJ94GFVVZ9Hz6d8FT0Z/xNVVa3ADuDx\nCey/LOnJMWxllmGrnCmHnIdJMVFfVZdDzkP3MGWprqTSGPdbJoTYDaxLdJybhBATklYhRAC4NMNT\nZ01kv+VOT7AXi8mSVY8HyMGI+VAO40kA6qtcHBw4gqZp43aOy8GIkkol61u0xEVfkifuYB/NVY1Z\nl2TKhHnulIPnAVBX7SLS38ZQbIhqS/WY28pSXUmlIs/YIhCIDBKMBrMOWYHs88iHchhPArrnATAQ\nGt9JN5oEpXhIKo1xz1hVVT9bDEOmMka+I9seD5CeRz6Uw3gSSIlHNnkP6XlIKpVsztjPF9yKKU6u\nyXJIXUzkeJLsiZbBeBKAhiq9TSk78ZBrmEsqk2xu0Q6pqvos8AoQNB4UQtxRMKumGO5gHwDN1Y05\nvc6kmNDkVN2sKRvPozoXz0O32SQ7zCUVRjbfspfTfpZneB7k43mAfkGR63lkT7kkzJNhq2xyHknP\nQ3aYSyoGxMFIAAAgAElEQVSLbEp1v5Eo0z0G2AZUy8qr3OgJ9qKg0JSH5yFzHtlTduKRU85D3pdJ\nKotsEubnoE/TfRKYBhxQVfXcQhs2lXAHe6m312HN8aImxSM3YokQUKlzHvU55TxkwlxSmWRzxt4N\nnA54hBAdwHrgnoJaNYUIxyIMhLw55ztA7zqW4pE95eJ52C02qsxVUjwkU5pszliTEKLT+EUIsb2A\n9kw5ugM9aGg5lekamBUTcWTOI1vKpc8DwGWvzTLnIcVDUplkc4t2WFXV9wOaqqr1wPXAwcKaNXXo\n8vcAuSfLARRFSVbjSMbHGE9Sas8D9NHs7sFeYvEY5jHETIqHpFLJ5oz9DHA5MAfYB5yAPixRkgVd\nfjeQn3iYMMlqqxwwPA+zUh7ioaHhi4y9rkeqw1wmzCWVRTbVVt3Ax1RVdQERIURwvNdIUnQmxCOf\nsJVJMaHJnEfWGH0e1jIIW9XZUhVX9fbR1zaTpbqSSmVc8VBVdQX6ErRzE7/vBK4UQuwtsG1Tgu4J\nhK1ktVVulEvCHNJWFAz59OXNRiEZtpItVJIKI5uw1QPA14QQzUKIZuC7wMOFNWvq0OXvocbiwGEd\ne7pqJkwy55ET5TKSHcBpz245WpnzkFQq2Zyx1UKIZ4xfhBBPANktSvEOJ67F6Q705OV1gOF5yJxH\ntkTjURSUMRPUxSK1lrl3zO2keEgqlVH9e1VV5yZ+3KKq6leBh4AoevJ8QxFsq3gGQl4i8WhePR6Q\nEA852yprovFoWYSsAOqS4jF2uW5ci6OgjLtolERSboz1TXsO0NDnWZ2FXnVloAFfKJxZUwN3njOt\nDGTOIzfKSTxc9rScxxjEtbj0OiQVyajfNCHEgmIaMhXJdyCigT4YUYpHtsS0WMlHkxjUWmtQULLw\nPDQpHpKKJJtqKxW9r6Mh/XEhxFWFMmqq4E4uApVf2Eops5zHhiMv8fs9T5d0dUNFgdEOH4lHaLDX\nF9egUTApJpy22izEIyZ7PCQVSTY+/hPAr4G3JuugiRzKhYAV+CHwPPAzIA5sE0JcP1nHKiUT9TzM\nZdbnIfr2EI6FmVM7s2R9CRariWhk9M/khJblRbRmbFw2J93BnjG3iSM9D0llko14eCZz4SdVVdcD\npwghTk2Mer8J+B5wixBig6qq96uqepEQ4snJOmap6An2YjVZqLPnV5ymKKayWkkwFAsDcOOaz2Ez\n20piQ0uLE7d7/JlR5YDL7uSwv52haIgqiz3jNjGZ85BUKNmIx89UVb0T+Ad6tRUAQojn8zzme4Ft\nqqr+Ab196ivA1UIIo4LrGeA96CPgKxZN03AH+2itbc774mBSFDQ0NE0ri2qcUCyEgoLVZC21KRWB\nK63iajTx0LQ4pqwq5iWS8iIb8TgLOBE4Ne0xDTgnz2M2o3ervx9YCPyR4f0mPmD0eQ4Vgic0QDAa\nZE7d0rz3YVxUNDSUMuhADsXC2M22shCySiBdPFodzRm3kZ6HpFLJRjzWCiGOncRj9gI7hBBRYJeq\nqkPA7LTnnYAnmx21tIwx96HEtB3ZD8D8+tl521ll10NDTU01WMyFL0Edz84oEaqtVSX/3Et9/Gxo\naXEys78Z2oCqyKg2KyZ98apSvadK+CxB2lmOZHNF2qqq6vFCiMlKmG9E7xH5v6qqzgRqgH+oqrpe\nCPEccD7wbDY7KufY9/Yj+uiv+fVz8rbTSAx3uQcKnmPIJpcwGB6iymwv6edeCTkPw0ZzRA9VHXa7\ncVdltjkajWFSTCV5T5XwWYK0c7KZLIHLRjwWAptVVe0AwuhNg5oQYmE+BxRCPK2q6hmqqm5K7Os6\n4ADwE1VVrcAO4PF89l1OHPa3AzC/YTaxsccbjYpRwlkuvR6hWCjZOS0ZH1cWXeZxLVYWi1dJJLmS\njXhcPNkHFUJ8NcPDZ032cUrJYV87tdYaGqrq6PHnpx5GOWw59HrEtTjhWASbOXPiVzISl60WGE88\nNDmOXVKRZCMe60d5/NHJNGQqEYwG6RnqY0nDsRNKLpeT5xGJR9HQsFtKU6JbiWTnecRlk6CkIslG\nPM5O+9kKnIHe1CfFYxQO+zoAmO2cOaH9KIkqnHIYjhiKhQCwS88ja+xmOzaTFW9o9Mm6cWS1laQy\nyWYlwU+n/66qaiPwm4JZNAUw8h2zaycmHsYCQeXgeYSieoOgvUTNgZWIoii47K4xPQ9ZqiupVPI5\na/3A/Em2Y0qRFI8Jeh5GLLyUs6QMpOeRHy6bE18kMOoNgCbFQ1KhZDMY8Z/oTYGgV0ctBJ4upFGV\nzhFfO1aThdbqzI1h2WLEwsthRIkxmkR6HrnhsjmJa3ECkUGciQR6OjHZYS6pULLJedye9rMG9Agh\nthfGnMonFo/REehiVu3MCa9oZ9yRlkXYSnoeeWEkzQdC3ozioWmaTJhLKpJsVhLcn+k5IcTBgllV\nwfQO9RPVYkyvaZ3wvgzxKIfJutLzyI+xKq7iWhxNTtWVVCjZriRooAEz0auuZHF6BlJj2PNbwyMd\n46JSHmEr6XnkQ519dPEwcllSPCSVSNYrCaqqWgt8F30q7jUFtqtimegaHukY4QyNckiYS88jH8by\nPIybAikekkokq7NWVdV3kVoMaoUQ4u+FM6mySa0eOAniQTnmPKR45MJ4YSt454pHXNN4+M872LSj\nq9SmSPJgzIR5YrGm75HwNqRojE9PsA+YLM+jnMTD8Dxk2CoXXEbYKpQhbMU7Wzx6B4bY+FYHvQND\nnLR0WqnNkeTIqGdtwtvYmvh1uRSO7OgJ9lJltlNrrZnwvspLPBKehxxPkhNOay0KigxbZaDPOwRA\nz0CwxJZI8mEsz+PvQAQ4F3hLVVXj8QlN1Z3KaJpGz1AfrdXNk7JgkpKcbVUGOY+o9DzywWwyU2N1\nyIR5Bvq8oeT/8biGyVTYkuUfPLGVeFzjhg8fX9DjvFMYSzwWjPGcJAPesJ9wLDwpISsAczl6HjLn\nkTMum5P+0Mj1zWJaDEiNocmVWDzOUy8cYN1x05jRNHFPN192HfJwxO3n7NWzx984jd6E5xGLa3j8\nIRpdVYUwD4ChcJQ3drlRUIjG4ljM70zBnkzGqrZqK6YhU4GeSUyWQ2owolYWgxGl55EvLpuT9kBn\nYqR9av33lOeRX9X7jgP9/PGFA/R5Q1x1Qf7LHWeLNxDGajFRbR9+2Xji+X2IQx7WqK24arK/uejz\nhZI/9wwMZRSPUDiWDG9NhLZOH5qmVy529g0yu2Vkw6YkN6T8TiKT2eMBqWqr8urzkJ5HrrhG6fVI\n5Tzy8zz2tevTeg92F371urimcdtPN/Hwn3eMeM7wII70BHLaZ7oojJb3ePSvO/nct58lFI7ltO+j\nMT4rgPYc7ZRkRorHJOKexB4PSF/PowxyHrEwVpP1HRufnwh1NhcwUjyMcKQ5z890X4d+QWzvCRCN\n5XaDseNAH9/4ycsEQ9Gstg8EIwz4w+w9MjDs8Xhcoz/hQYx3Ue7uH+Tbv3yDXYf0EN5w8RjpXWia\nxtv7+wgEI7T3jr3vwFCEe361me0H+jI+L8Vj8pFXgklkMhsEofzGk0ivIz9GW1HQEA8lD/HQNC15\nQYzGNDp6B3N6/Utvd/Haji7EwZG5mEx4A3rY0uMPMxROCc5AIEwsrt/cjHVRjkRj/PAP29h50MNL\nb3cC0OsNYbPq7z2TePQODOEdjABwxD32BX9nWz872vr5xd92EY+PvNna1+FNHitbDymuaWza0UUo\nMjGvZ6oixWMS6Qn2YlJMNNjrJmV/5TaeROY78iPZKBjKLB75eHNuTxB/MII5UaF0sCu30JURJso2\n5GVcxAG6+lIhpnTvYayL8q+f3cPBLn/CVj/BUJRgKMrCGbpX1ptBPAzPChjX8+jsG0z+f3TTYb8v\nRL8vxLL5jVTbzVl7Hq/t7OaBJ99m41sdWW3/TkOKxyTiDvbSVNUw4Wm6BtLzmBqkch7DVxSciHgY\nF9YTjtXH/h/q9uf0euNO/1BXdq8zPA9IXahheNK7vSeQce0ZcbCff75xhNktNcxocnDY7U8ef3qj\ng7paW8acx1ihpu0H+rjuu88lRTPdpj++cGCY97GvXQ+1LZzpYmZzDV19wazCfHsO66/rnYSE/VQk\nm5HsBUFV1VbgNeDdQAz4GRAHtgkhri+VXbkSjkX4/Z4/4Q/78UcCzHHOmrR9J/s8SjzbStM06XlM\nANdoOQ/yT5gbF9b1K2fyhnDn5HnE4vFkniJ7zyOzeBgeg8Vswh+M4BuMjKi4enNPDwCXvutYXn67\nk47eQXYkchMNriqa66o40OEb0euxr8OLSVGoqbaMCFu9tbeXUCTG1n29zJ3mpKsviElROGX5NF7Y\n2smmHV2cvGx6cj8AC2e4cHuC7D3izariynjdgF9/75qm8acXD7DimCbmT3dl9blNZUrieaiqagEe\nAIyz8HvALUKI9YBJVdWLSmFXPmzr3cGGIy+x2a034y+qn7zeyXLp84hqMeJaXHoeeTLafKuJeB77\n272YTQqL59TT2lDNoW5/1itOenypPIXbM8Tg0PhJ83TPo2uY56GLx5K59UDm0NXOgx4sZoVjZ9Ux\nt1X/LAxBaXLZaa6rTvZ6ePwhBvwhorE4bZ0+ZrXUsGBmHb3eoWG5FsMTMTyuzr5BWuqreN/J84bt\nH/TPSgHmz3AxM9EPM17oKhKNJwXZG9CFtqN3kCc27OfpF2UXA5QubPUd4H6gHb1jfbUQYkPiuWfQ\nvZGKYHf/XgA+t/Iq/uuM2zhv/jmTtu9yGYyYGk0iPY98qLZUYTFZ8IaGh4iMKrpcVxKMxuK0dfmZ\n3VKLzWpmzjQngaFosmN7PIwQkXGTf9g9fuhq1LBV4pjLF+pFIkdflAeHIhzs8rFwhgub1czcafrd\n/q5Dekio0al7HqDnNb75yGvc9vAm3t7fRyQaZ+FMF3On64KTXhRgiNTBLj/+YAR/MML0RgfTGh3Y\nrKakjXFNY3+nj+lNDqrtFma2ZCceh7r9RGP638eTeO+GUHb251acMFUpunioqvopoDsxK8vwUdPt\n8AGTk3EuArs8+7CZrKgNiyZlnlU6Spl4HqnRJNLzyAdFUXDZnBMu1T3i9vP1n7zCvz/wEtGYfmEF\nmNOqX5DHCkH94/XD/Pipt/UROolQ03GJC342IS9fImHe4LTT2TeY9HL6vENYzCbUObrncfRFedfh\nATQN1LkNw2w1hLOxroqmhHj8/rl99PtCeAcjPPDHtwE91DQ3ESIyQlfBUDQZduvqG6QtYf+0Rgcm\nRWFag4OuviCaptE3MEQoHEsed1az/v94FVdGngRSYavUMYNlUT5fakqR8/g0EFdV9T3ASuBRoCXt\neSeQVf1gS4tz8q3LgYEhL52BLo6ftpQZ0xpG3S5fO+v9DgBqau1Fea+jHWNoQP9y1tfUlvwzh9L/\n3bPhaBubHHXs8xyiubk2mcvq1vSLZm1tVVbv6aUd3RzpCVBXa2NWSw3vPXUBLS1OVhzbwhPP76PX\nHxl1Py++3cn+di+fvnA5wah+4Tt5+Qy27e3F7Q2Ne/zBcBSL2cSS+Y28tLUDa5WNBlcVHn+Y1oZq\nViyZhkmB7oGhYfs6+JIe4ll3/Mzk462NDroTnsHiBU2EEvdGBzp9VNvNLF3QxBs7uwFYs3wG/oRw\neQb197ezLdXLoQHb2/TLxaJ5jbS0OJk7w8Whbj9muxV/JHGcxHPNzbXUVFno6g+O+Z7b+3XvrNFl\np88boqGxhnDCzmgsDhYLLY2OEa+rhHNzsii6eCTyGgCoqvos8FngHlVVzxRCPA+cDzybzb7c7sJ3\n1o7FG916nmNezbxRbWlpceZtp9+v3+kMeAMFf69j2dkx0A9APKKU/DOfyOdZLDLZ6DDVEIvHONDR\nlfRQ+/r1cNHQYDSr99Se8Cyuu2g5ixN3+m63j7oq/Wu8fW8PbvfMEa/TNC3pEby2rYO2dv1iu1pt\nxWI2Idr6xj1+38AQToeVhkQy/O3d3Syc6cLjDzGjyYHXM0hzfTVtHV66u71Jgdy8sxuLWaGpxpo8\nxqwmXTzqamx4+gexphWEnLN6Nuetm8vBDi/haJwqBRoTYas9h/pxu328vdsNwKLZdew5PMDGLUcA\nqLWacLt9aTa6OdCpJ73rqlPHn9Nay86DHp595QArFmbuydqxrxeH3cLCmXX0ebvZ19bHkc5U9df2\nPd2YFgx/bSWcmzB5Alcupbo3AXeoqvoC+hK3j5fYnqzY3b8PgMUNhRkwnBrJXloXWY4mmTjODOt6\n5NokaOQdjq5manDaqa+1sb/DmzFp7huMJMd77Gv3Jiukpjc5mN1SM26HuqZpeANhXDU2pjVWA3re\nwyjTbXTpubBZzTX4gxH+/tph4po2LN9ht6bK1+dOcyZep3teTS47CmC3mXnvSXOpqbJy66dO5NYr\n12IyKTgdNupqbMmwlSGEJx83Lfn+QA9bAUxPs7E98ZqZzSkv4aPnLMJiVnjwqe0Z52b5gxG6+oMs\nmOGkvlb/rAcCoWTYCqAzx6bMqUjJSnUBhBDp2eWzSmVHvuz27MVmsjLXmds00WxJikeJByPKoYij\ns7/Dy6s7uvnQ+oVjTmpNr7iaiV5CmmvOIykeDuuI5xbOrOONXW76vKFkDsGg25PqodjX7sU3GKa+\n1obVoiewD3T66OgdTOYFjmYoHCMcjeNy2JjRqHtNXX1BWhv0C3KjUz/eeevmsvvwAL/+x25e3NpB\nlc2MRirfYTA3cRxDdKwWMx9/z2IanHZqq/X3VlttherU+5zZXMOOtn6CoWhSPNaqrfzqf3cTi2vY\nbebkhd4Qka6+QY70BLCYFVobqpP7mj/dxaXnHMtjf9/Fj/74Nl/5+CrMptTfYH+iRHfBzDrsia70\nAX94mHikN0q+UykXz6Pi8IX9dAS6WFg3H4upMBqcahKUnke58ueX2vjLpoNs3ds75naZynVTnkd2\nfR7ewQgWszJiqi2QTJ6nd2UbuPtTF7pD3T76vCGa6/SLqdHrcCRDxdWRngDhSAzfoOHxWId7Hom7\ndkOsjp1dzzevXseaxS0c7Paz6/AAZpPC6sUtw/a7aHYd9bU2ls5Licq71swesV2m9/fK9i6O9ARo\ncNpx1diY2ayL2fQGR/JznJ4Qj47eQTp6B5ne6BgmDgDnrJ7FWrWF3YcH+MOG/cOee3O3Xua7eE4d\ndTW6wA0EwvT7Q0mByrfiKh7Xx8rE4qVv/J0oJfU8Kpld/XsAOLbhmIIdw1jnwVj3oVRIz2N0jIv1\n67vcrBrj4leXSTwSsX5zliPZjdBRJrExxnzsax/gxCWtw54zPI9pDdV0JYTEKI+d3qRfaNPLb0Ev\nVb39p5s4b91cVi3S35fLYaO22kpttZXdhz00JDyHRmfqvKirsXH9h1YwFI4Sj4PVomC1DH9/ToeN\n733+9Kzes8G718zmb68e4skX9jPgD7Nsvi48c1trOdTtT74PgJoqK06HlV2HPYQisaTApKMoCp86\nfyltXT6efqkNdU49yxc2EYnGeGV7F3UJcdt+QM/39Q4M4RuMsHReAxr5h61e3dnNj/74NgtmuLjq\ngqXMymBbpSA9jzzZ2rMTgGVN6jhb5o/0PMobY2YSwJY9PWPmDTKtZZ6L56FpGr7BME5H5r/B/BlO\nFGX4SA+D7oRgrDsutU644S0Yd+ld/cPDMK+LbjQNdrZ5kt3lhnB94NT5BIai/PMNPVGdaR2OKpsF\nR5VlhHDkS12tnbNXzUqWzc5MlNzOSeRPpqWFpYz3ZeR5RrtAO6osXHfxcixmhR8/tZ1+X4jNu3sY\nDEU5ddl0zCYTdYn8klEO3OC0M6PRQZ93iHAeAxM7EjO69nd4+cZPNyEO9ue8j3JBikcexOIxtvfu\npN5ex+zakdUtk0W5rGEuPY/MGL0ANquJwFAUcWj0CvOxwlbZNAkaeYe6URZbqrJZmNVcQ1unb0RI\nxO3RR3ekeySG59HoqsJiNo24k96yRw/DHer2JWc7uRLC9e61s1mVmKml76M458X56+Ziteif1axE\ns99atYWl8xo4cem0YdtOSyujzeR5GBj5D38wwo+e3MaGLe0AnLZiBkDy8z7QmRKPaY0ONFKinAtG\nU+VFpy8gGtN4YVtnzvsoF6R45MF+70EC0UGWNy2ZlLXKR6Psqq0sleF5aJqW8/oW4xGPayM8QCNk\nde6JcwB4Y5d71Nc7xxCPbBLmxt2/M0Oy3GDhTBfhaHzEHKhuT5CmOjszmmtwJPIlRs7DpChMa6ym\nsz/V+NfvCyXvtKMxfU0NSFV5KYrCVRcspblO7w6vshUn+l1Xa+fda/TiFCNM1+iq4ssfWzXCu5ie\npXhAKv+x6/AAbx/oTw5QBD3EpiipYoUGpz2576NDfdlgCPF5J83FYbcM8zyisfiY3/V4XCv5tSAd\nKR55sLVnOwArmo8r6HFSi0HJnEcu/Pip7Xz9oU15hRVG43u/fZN7frV52GPGzKRzT5xLTZWFzbvc\no365rSYLDks1AxkT5uN/DX0BvRx1rGVeF87UBzOkh66GwlG8gTCt9dWYFIUFicRzc1pFlhHiGUhc\nILfs1RPG8xP9FUbcP/3YNVVWbv/0ifzHFWvHtX0y+fBZx3D3Z05m9iiVYQbGBf7oSqtMGPmPlnr9\nMzG8DgCTSUl6XAANtfZUNVceSfM+Xwinw4rdZmbxnHrcniF6B4YYCIT50v/byO+f2zfqa3/6zA5u\n+dHLZSMgUjzyYGvPDqwmK4sbFhX0OIox26rEU3UrbTzJ3iMDdPUN8lwiBDFRvINhth/oZ8+RVB9F\nPK7PTJrRXENttZUTjm3G4w+zP0POwcBld+HLkPPIxvMYSJbpjiEeibvxPWmr/fV49DvdlkRZ7YfO\nXMhHz1407IKavJNOhK62JKqNPnim3r9keHFHlwg7qqw5rVk+GRjjR8Yj1fMxstIqE44qC1/8yErO\nO2kupy6fPuy59FBhg0vPeUDuKxJqmkafdyhZ2mwMkxSH+nlpWyeBoSgvbuvImOMMRWJs2tFNtyeY\n7LgvNbLaKke6B3voGuxmRfNx2MyjhxAmA+Ok7wx0scW9jWPrF+KwJu56At10BLrGenlOuELVeEdZ\nR9od1C8mleB5aJqWvND++eU21q+cic06PGkbj2sc6PSxYIYzq7DjrsRqe9FYHH8wgtNho70nQCgc\nS16w1yxu5YWtnbyxy83JJ2Tu+3HZnHQGuojEo1hNlqR4BEMx/aKSIfFs4BvM3CCYzszmGhpddl5+\nu4v1J8zk2Nn1yUqr1npdLBbMcLFgxvBx4knx6B9kwUwX29v6mdlcw/IFjdRUWQgMRVGA2jFCZuXG\ntIZqZrfUsnpx8/gbJ5jZXMNHzxl5Q+iqtYE+LYWGWju1Div1tTY27ejmXWvmJMuIx8MfjBCJxpM5\nIqP/ZWebh/2J7nWPP0xbl2/EyPcdB/qJROOJbUJFF+1MSPHIkVc73wBgRfPSgh/LuFi/6d7Gm+5t\nLG9awnUrryIQGeSe1/+bYLR4i9RYFHNFeB6DoWjySzbgD/Pclnbes3bOsG1e2NbBT/+8k89/aMWY\nvQUG6Uu19vtCOB221BoRiQvHsgUN2K1mXt/lHrU6zliO1h/201BVnxSP/33tMH/ti3P3tSePaoM3\nC8/DZFK45v3H8e1fbeaBJ9/m9k+fmEzqGiGZTKQ31W3bp0+zXXlME4qisGCGi237+6iptmZ1B18u\nWMwm7vi3kyZlX4bnYTYpOGtsmBSFq99/HN/99Zvc/4dt3H7VidRUjS+sRrLcuEmY01qLw27hVdFN\nKByjttqKPxjhzd09I8QjfcS8xx9m7vD6gJIgxSMHBiNB/nn4BWqsDta0riz48WbWTOeqZR/HG/az\nqfN1tvXu5ID3INt6dhCMDrFu+ppJW3yqttaenKU1mi2FaoacTDyJ0tm1agtb9/fx55fbOGf1rKM6\niPXQ0bZ9vaxe3ILHH+J7v3mT89fN45SjQhYAOw+lkpr9vhBzpzmTeQVDPKwWMyuOaeK1nd0c7PTh\nsIz0aNIrrnTx0EXGF4ji6xskHIkN85JeF27+sqmNL12ycli57Fiocxu4+IyFPPH8Pu773VtJsWmp\nHz3unx62Orqsd+FMXTxGq/J6J2A0CtbX2pJ5yOPmN/KB0+bzxxcO8NjfdnHthcvG3U+yqTIhHqbE\neiyGMHz83cfy0NM72LKnl4vPSI08imtaMg8FuucBejn1Uy8e4N8/vjpj42ihKf+rQRnxr8MbCUaD\nXLTwfKoso9/JTRaKorBm2gkAzKqdwb2bf8QTe57msK8Dp7WWS9UPTpo3UClD3cbDWHthdkstZrOJ\nV7Z30e8N0Zx28WxPdFPvTHgUm7Z3cdgd4KfP7GRWS01y9hLo+Y4j7gAK+gTXfr+xMFAAk6IMq+RZ\nvbiZ13Z28+LWDt69amQJtyEeAyFdeIyxM6GI/n+vd4gZTan9vSa62XvEy462/lHnWmXiglPmcbjb\nz6uJybQwtngYjX/7O30EghHmttYmPwNDHMeq8prqGMJZ7xwetr3wtAW8sauHTTu6ufRdx9IyjhNr\nVFqllzYvmauLh6vGxtolrWzc2sH2A/30+0I0JI7X1uljwB+mwWmn36cvlgXwxq4eDnb58QUjJRGP\nyvFDS8xgJMizhzZSY3Vw5uxTin78xQ3HcGz9QvZ49jMUG+Ld89ZXRBip2BieR73TnqwoSl9nW9O0\n5FoOnX2DePwhtiRGi0Rjce5/8m2CodSKdUa+Y0lilEZ/IvTQ7QnS6LIPm2e18phmLGaFl7d2ZLSt\nzj58OVojbBVNHM4YWGhgLNq0r92LNxDW8w7V418kTIrCZy9axr9dsBSH3UJrffW4F5dpjdV4A/oK\ng6cdn6o2Wjizjmq7edzqpqlMXWIkSYNz+A2jyaSw/oSZxDWNl98ev18jNUgytZ/lC5swKQpnrpyJ\nxWxi5TF6jibd09iS8EzOSPxdPIlGyd6BIIoyvMO/mEjxyILeYD8Pbn2UYDTIu+esL4rXkYn3LXgP\nAAzUDEUAAB/rSURBVE5rLWfMKr6AVQKGS19XY0t+qXrTJqd6ByME0pZdfXN3D7sOeZg/3cl56+bS\n1TfI4//am3zeyHecvEwP4/T7Q4QiMQYS61ikU223sHReI/vaB3B7RhYfHN0omGz+1PRQSM8I8dB/\n39fuxTsYodaRfd5BURROWzGDb193Cl+7Ys242xuhK7NJSU6rBd0rufszp3DJWYWtLCxn6mtHjmEx\nWHfcNMwmhY1bM1dJpWOErdL3M7O5hm9fdwoXn74AgJWJ5ssNWzqIxeOEwjFefrsLs0lJlhAb53iP\nd4hGp33MgZyFRIrHOOzq38udm77LLs9eljct4aw5p5XMlsUNx3DJsRfx6WUfL6nX0dbp49G/7Ewm\npssJY3xFfa09eYeXPnbbCFkdl5iN9McX9hOLa5ywqJkPnbmQ1oZqnt/STs+AvhLd9rY+bBZTMrHe\n7wslhaE1QyjIqO7J1DCYEg/dhrHEIxKNJ9/LgU4fA4HQmMny0XBUWUcdaZKOIR4rFzWP2N7lsCU7\nu9+JLJpdx4fXL0w2KKZjlGkfcQfYm1YinYk+bwiToiTFyKDRVYUpsSZwa301Jy5pZX+Hlz9s2M8v\n/ibo9gQ5Z/VsmuuqsJgVPP4w0Vicfl8omT8pBe/cMyJLNh55mVAszMfUD/HZ4z+NrcShorPmnIba\nWNq7wH9uPsy/3mwvm7k8R3oCybsx4//6WluaeKTCVu2JXoZTlk3HbjMnQwArFzVjMZv4wKnzicU1\n/vxSG3/ddIiO3kGOP6aJmiorDrsFjy+UnFKbKY+w6tgWFGUc8TByHiPEI+WtpAteKBIjGIoVtDxz\n+YImXDW2ZLe8JIVJUbjglPnD8mbpGB7BPzYdHPFcMBRNjnjv9Q7R4LQlhWI0rjxvCS31VTz9Uhsv\nbOtkwQwnl5x9DIqiUFdjx+MP0ecLoWnQVDd2A2QhkeIxDn1D/ZgUE6fOPKmgo0gqCaMiJ9cmqckm\nGIry6F8FX//JK/w4sea1xx/GpOgLCDW5RoatjHzHnNZaFs/Wm7QanHbmTtNj+icvm0ZrQzUb3urg\nd8/tpa7GxuXnqsnt+nyhZO9EJvFw1dg4bkETew4PJPtNDBzWasyKeWTYKjE9OT3nYXghDWkhjkIm\nredNd/L9G05PrlAoyZ4VCxupq7Hx5xf389tn9wybbPCnlw7wzUdeY9u+Xjz+0Ji9PAbpAxur7RY+\ne9HyZGiq3mnDGwgnvd/mOul5lC29Q/002uuTc6YkJE/cIyUQj8GhCF978GWu+95zfPG+Dfxrsz7Z\ndW9ijQSPP0RdrX53V223YLeZh3sebj+KAjOaHMkO35WLmpM3BmZTyvuIaxrXXrgsWW3T4LQTDEU5\n3K2HnUYbe3HKihlowObdw70Pk2LCaatNE49EjDxD2MrwQtKHGZZDY5hkJGaTic9/aAXTGmv4y6aD\nfOc3bybzH0bX/i/+vgtNyzyBOBPzp7v4jyvWcuuVa4fdpNTX2InFNQ4kvBkpHmVKOBbBG/bRWN1Y\nalPKhkg0nrwYl8LzEG39dPQO4rBbmNVSy4WnzWfdcdOIRON09gXx+MPJi72iKDS5qpIhIKPSqrW+\nGqvFzMnLprPymKYRseyTl03jlGXT+cS56rAFi4xSTWN67mjlrycv18MYb4jMoStv2IemaUnPQ0uI\nx0AgnLxrNYRk5TFN2BKr2eWT85AUh2Nm1XHf/3cWC2Y42XN4gMFExZ4RRjW89VwmEM+d5hw2HRhS\nyfu9R6R4lDX9Q3pMv6mqYZwt3zn0DASTk7baewPjVpgEQ9FJXTXtUGLa66XnLOK2T53IxWcsTI4I\nEQf7icbiwxKSjU47g6EowVA0WWll9GY0OO188ZKVI6aumk0mrvnAcZy9angDZkNivz0DQzgd1lHL\nX6c1Opg3zcmOtn4Gh4bPIXLZnETiUYZiQ8PCVoZAGCE2I4TV2uBgfqLnQnoe5U2V3ZLsDDdusPp8\noWHrtzc6J3axN8qGjfllTWP07xSaoneWqKpqAR4G5gM24E5gO/AzIA5sE0JcX2y7MtErxWME6SWo\nwVCMft/ocdxQOMZX7n+RExY182/vn5wJxAcT4pF+wTfyFW8l+jWMpUIhFSbo84XwJu4CxxvRPRoN\naXeNmSqt0lm9uJm2Lh9b9vZyyrJU13qqUdA3LGE+u6WWfe1eegf0RsGegSHMJoV6p42FM+vYdXhg\n2PuSlCeNaXm2GU0OvP4wx86uw1Fl5c09PSPWl88V48bIH4yUtMcDSuN5fALoEUKcCZwH/DfwPeAW\nIcR6wKSq6kUlsGsEhng0Fkk8OvsG+c6vN3PXL17nnl9tLklOYTzciSmt09Mmi/YODPGDJ7aO6G1w\ne4KJSaGdHM6wRnY+HOz0jZisOifRwLazTf97DfM8El/mfu9Q8vPMd+nPhrT9towz5nu1qucqjq66\nqrOnej2MDnNDPCAVruoZCNLgtGM2mThv3Vw+vH4hx82X4dNyx7hZ6fcO4Q2E0YAGVxWffK/KB89Y\nwPIFE/sb1jvTJvyWsMcDSiMevwW+nvjZDESB1UKIDYnHngHeXQK7RtBneB5Fynn85ZWDbD/Qz97D\nA+xo6+f1tPES5YIRuz0h0cx0pCfAXzcd5HXhTi5LamCM8tCAp144MOFja5rGwS4f0xqrh/UdOKqs\nNNdVEU70ndSl3aEbdfC93iF2JXIV86Y7yYf0yqfxPI+ZTQ6mNTrYuq93WPVNeqNgLM3zMASwZ2CI\nSDSOxx9OxrNdNTYuOGV+SS8UkuxInW+pJYobau00OO184LQFE/4b1tekzsHmEvZ4QAnEQwgxKIQI\nqKrqBP4H+BpGraKOD6grtl2Z6A3qK6gVI2wVisR4dWcXjS47t1+lTwP1HFXqWQ4Y3sUJi3TxONjl\n5+Xt+mj49MmfQPLLoyjw2s7uCXsfHn+YQDCSMew0J218xv/f3pnHt1VdefwryVpsS5Z3O46j2LGT\nm8QOTgyEkEBYyhIgLO20lMIUKANdph1oS5ehnUJn2n7olBk+09Ipn7bThdIW2jItZQqlUOgMIZQl\n+36dxIntxPG+SF4lS5o/3nuyvMWSY1tSuN9/YslPecfvvatz7zn3/M74nAdociL7jnVRkO0Y02Uu\nHqKdx+m0okDXJVtWgD8QinTig7HOIxzVXrhUb6va0TsYSfDnJ3APv2JmGM9bl29o1HnMYmgpWl8r\nkTUekKCEuRBiEfAq8ISU8mkgOqPqAqZuBj2PGDUehibRXLKzrp3B4SDrq4sjD1vvaVRuE0VbzyDp\n9jSWlGRhMZt451ArfYNaUrila4DWqNacxuB5z7mlhNH6a5wJxu6ukryJziNazHCM89Bn728faGXI\nHxyzLTdenOnWyMxxOucBRKrSo0NXWUbYatgXtVXXzIK8TCxmE529Q5HQVSJ30ihmRrbLjgno6p0b\n55HpSCPNoj2/iX4+EpEwLwL+BHxSSvkX/e2dQoiNUsrXgGvQHMu0FBTMLPwQK93+HgoycikqPLOF\nUCx2vi33AnD9xkoW5GdiTTPTNzQy539jNNOdKxQK09EzyKJiFwuK3ZQUOCO7n264eAnPbannSIuP\naqFpIw3pYaT3XraUnYc7ONTQQ36+c8Zf3t6DWhhvxZL8CbZWLy3g968fA6BicS45+pLena2tMjr1\n3S+Xnus5o2uan+2gpXOAFZUFp92zX1DgIi/PSZ7bwe6jneTkZpJmMRNO17bxDpsHsdr1uVsYPKU5\nFOZk0OEdot+vhbnKF2XP+f2fz+frTEgVOxcUu8nJctAzEGA4qE0Oyj05s2p/bpaDtu5Bykvn/vk4\nHYmQZH8AyAa+IoR4EC0kfh/wmBDCChwEnonlP5pLCXF/MEDPkJdlOZVndJ5YpM67vEPsrmunstSN\nlTAdHX24M2109AzOm0x6LHZ2+4bxj4TIcdppb/dRlO2gqdXH4iIXl9Us4Lkt9WzddZINurBes15M\nx0iQsmIX22U7h460TynzMB3yuBb+cdrME2x1O7TtkGaTCf+gn/bh0S2yWRlWvAMB0u0WCrNsZ3RN\nFxe5CAXDjAyNPUc00ddydUU+r+w4wdYdTawsyyUQ1Bxnu7cbp1VbQaVZLPR09+MpcvLWgVZ++Pt9\nANhMc/uMp4oMf6rZmeO0cbzFx4lWrRbDNBKcVftdGVbaugexm2f2fMyWw5l35yGl/DTw6Ul+dek8\nm3Ja5rPG4419LYSBi1aNSmFnO+3UN3sJhcORBjSJpq1bC0kZyeLSAifbZDvrVxXjdtopX5BFXVMv\n/UMBMh1Wun3DOGyWSJhru2yn/pR3xs6juaMfs9k0oXAKtESlM92KzWqeoB2Um+XAOxCgujzvjBOW\nf3fdCoKhcMyrp9plmvPYXtfOyrJcbBYbDosDr99HRpp2HRxWbRjefrXAYbPwf7u03uuxhMYUyUdO\nloOjzV6Ot/gwmWa/PifX5eAo3oQ/H6oZ1Di2nHyT5r4WqvI0PaO5dh7hcJite09hSzNznhiVonA7\nbYTCYXwDgaTp4hbph61vU720diE2q4VLV2vFdKsr8zh2ysve+k7WrSym2zcUifcahXz1zV7Wroi/\nh2Y4HKa5o58SPaQ3HpPJxMduqGKy7/TcLAfHW3yRJP+ZkGYxk2aZ/jiDZZ5sMh1p7Kxr57Yrl2E2\nmciyO/EO+yhM1+yx2zTNqnR7GndsWs7aFUWc6uyPWcpCkVwYmmpt3YO4nbZZ3yV340XlnFORN+NJ\n2Gyh9v6No8l3gtdOvsHvjjwPzE6Nx6nO/imlPI6e9NLaPUitKCDDMerLjaTvXCbNtQrokekP1Gkf\nJwiYlWFj0wWeyJd5VXkeAEdPePEHgvQPjUScR1lxFiYTkd7f8dLT52dgeIRFRVMvuavKcyethViz\nNJ/FxS5qKvNmdO4zwWI2s3ppPj19fo7prWuzbC76Av0EQtq1T7eNFTxcsTiHy2snyn8rUoPoKvIc\n5+wX8ZXkZ0aUfBOJch7juLHiWnIdObQMaMnZ2ajx+M4ze3jk6Z2ju2uieF3vOjf+YTCqiXvmyHk0\ntvp45KmdkSRzLBiNkaba6lpakInJBI1tvojdxuCx2ywszHfS0OJjJBi/XMlJfZuvZwY1GhtWLeCh\nO88nw5GYVqrnLhtbMOi2ZREmHGlHm26NYymjSHqiV4yzudMq2VDOYxyZ1gzuqrotoqKb6zgziWrf\ngJ/W7kF6+/wTVh/RtR0rPGNXOMbKw+g3MdsYK4C6E7Htij7U0M3hE72cU5E35YCwWS0syMukqa0v\nou0TLemxpCSLwEiIprY+/vO3e/nqT96OWVyxXp+1L1uUelIxVeU52K0Wtte1Ew6HI7Ue3cOaPlG6\nLTnCkorZIc89+swr5/Euo9zt4Y6Vt3BJ6QZy7GfmPI41j3YXM2buBtG1HeOTvKPOY25WHk2t2kz+\nRFtfpAJ6y57mSBX2eIwVyo16u8yp8BQ6GfIHI04petm+pETLe/z4+YNsr2unsbWPr/9sGzsnaZw0\nHsPZLfOknvOwpllYVZFHW/cgJzv6I86jP6A5TodNpR7PJsaErZTzePdxXtFqbl524xk3gKo/ORrj\nPzSu895WI2RVPTF+6Y6EreZm5dHYpm3xC4bCNLb20dY9wE9eOMRTrxyecOyhhm5kUw/nVORRvuD0\nBZOLdJHC3Uc0kcKcqIFkOI+THf3kZTm4Y5MgFArz2G/38uyW+knDeqAly+ubveS7HWMqbFOJ6Pa0\nLr1QMKzrE2fYExNOU8wNrozRYlLlPBQzxlh52NLMyMaeyBdkl3eIA8e7qSx1T7r1dC4T5qFQmBNt\no+Gi+uZe3tnfAsDJ9v4JOYkX9faa0606ADyF2hej0awmevCU5GWSbrdgMZv4+E1VXLJ6IV/68Lnk\nux08t/U43/3vvZMm8Nt7BukbDEScTypSU5FPmsXEDtmO2zY2bzM+Ya5IbUwmU0SQM+cMJdiTGeU8\n5pj6k73YrGZqRQF9g4FIjH+y2o5oNBkC85yErdp6BhkOBKlcqFXO15/y8vZBTZ9qJBiiJUpiZHB4\nhAPHu/AUOqdddcCoxpSxhoh2HmaziY/fWM197z+HihLt3J4iFw/eeT4ry3LYdaSDr/9sG6c6x+ZB\njHzHkhjOn6yk29NYsTiXxrY+gsOjOY5wmIQl8hVzhyGQqFYeihkRGAnR1OpjUYEz0pFONvZMWdsR\njclkIttpm5OwldET41xRQKYjjbqmHvYcHhU1NPIhAAeOdzESDFMTY41EVqYtslPMYjbhHNd3e9WS\nPKqXjN0y60y38pmba9i01kNL1wBfe2JsHsTId5Sn8MoDRkNX9Y1RE4KwiXSb2m11tnH+ikKqynIS\nrj81lyjnMYc0d/QTDIVZVORiuZ7oPdjQTV1Tz6S1HePJdtrp7fNPmQuYKU26bIinyEV5SRY9fX5G\ngqFIT28jHwKjSrmGBHssGCKF2U57zNXxFrOZmy+v5KM3rJyQBznW7MViNrH4NDUeqcCapQWYgP1H\nfJgMIemwCccUHQkVqculqxdy/y1rzmoZ/bP3L0sCjC9hT6GTfLeDvCw7O+ra+ddf7gQm1naMJ7rK\nPJpwOMw3f7GD7z+3f2Z26SuLRYXOMaGgzevLxvw+FAqz52gn7kxbXD0wjNBVThz9mg3WrSwekwd5\n7Jk9NLT2UVrgxJbi9RBZmTaWlro5esIX0bUC05TtbBWKZEY5jznECP8sKtKUZN+3sYKqshyqynK4\nbM3CCbUd44ls1/WNzXscPtFLXVMPbx1opWNc975YaGzzkZdlx5luZYmee8h22Vm+OIfCnHSa2vq0\nHU6nvPgGAtRU5sWlr2WsPGZaXWvkQVYszmH30U5GgqGUTpZHUysKCQOWkC4tocJWihRFOY85oKNn\nkLqmHg6f7MVsItJi9MLqYu6/ZQ3337KGD18tJtR2jMfIHfT2j3UeRlU6aIn30xEOhyPNhbT/y09v\nn59F+q6oyoVZONOtXH7uIswmE55CJ32DAbp9w+zWQ1Y1FfFpQi0tdZNut0QS8jPBmW7lsx/U8iAm\noHrJ2dGCtVYP//kH9NVGWK08FKmJempnmS7vEP/0o7fwB7TtrouKnNhnGG6ZrMp82B/knUNt5Ljs\nDAyN8PreU2zeUDblyuDnL9fxlx0nufOa5WysKWGb3trWo9djZDisPPqpDRQVZtHZ2ceiIhfbZDsH\nG7p5Y18LaRZz3L2zs512vn3vxVimcY7TYeRBbryoHPtZMjvPz05ncZGLUz4zFjsq56FIWdTKI0b2\nHO3kW7/cgXdg7O6nvsEAjzy1M5JYfuHNBvyBEOuqiti8fjH33rxmxuc0CgXbo0JT2+vaGPYHufic\nBZwnCujoHeLwFFXhbx1ojfQV/8XLdbyx7xS/evUImY40NtaURI5Ls4zKmHv0fMWTL0m6fcNcu84z\noy/uNIv5jAssDc4Wx2FQuyyfkN8I6ZnIUM5DkYIo5xEDbd0DfP+5fRxq7OEdvZudwTsHWznY0M0P\nntvPoYZuXtvdTEG2g7uuXcH7NlawPM5ZezSeIhcOm4U/bzvBqc5+wuEwW3ZrIav11cWRhPvWvRND\nV61dA/z0xUPYrRZuubySwEiI//rDQUaCIe7evHJKuW8jX+EPaLuvbtgwfWGgIj5qRSHhgDYxCIdN\nOM4y56h4d6CcxzQERkI8/ux+Boc1/SdjhWGwS5fhGPIH+bendzESDLN5fdmsbNHLyrBx5zXLGQ4E\n+d6z+3j017uRTT0s92RTmJPBMk82BdkO/rq/hWNRUueBEe34YX+Q2zcJrlrrYdNaDwCbLvCctmYj\n22kjL8tOVqaNj91QNW1eRhE/JXkZuG3aBgATprN6O6fi7EU9tdPwhzeO09Dq46JzFuApciIbuxkc\n1iQ0hv1BDjZ0U1qQycaaEkLhMAXZDi6sKp61869dUcRltQs52d7P/mNdVC/J5Z7rqwCt5ertVy8n\nFArz+LP7GBjStvQ+9coRmtr62FizIGLLBy6r4J/vWssHLq047flMJhNfvK2Wh+48H/cc9CJQaNd4\neYl2X0xqCCpSFBVsPQ3BUIjXdjeTYU/jtiuW8cKbDTS29nHgeBfnikK9+jpETWU+168vw2rRZEhm\neyZ5y+WVpJnNeIqcrK8uHpNLqCrPZfP6Mv7njeN865c7yc1ysOtIB6UFmdx6xbLIcSaTKVJ/MR35\nbtX+dK5ZU17KznqSpsWwQhEvatpzGvYf66a3388FVUXYbZZIlbURujL+ranMx2a1cNtVyyIyJLOJ\nNc3Ch65YyoZVCyZNQhttKRvb+th1pANXhpVP3FSd8kV1ZzMrFmorD6tFzd8UqUnSPLlCCBPwPaAG\nGALullLWJ9ImQzLdEC9cXOzCnWljz9FOgqEQu4924sqwJlywz2w2cd/7z8E7EIBwmAxHGtZ4Gm0r\n5p0Mq4N0i4NCV2pLrijevSSN8wBuAuxSyvVCiAuAR/X35pU/vtnA4RO9bF5fxs7D7ZTkZ1KmS3OY\nTSZqKvN4bfcpvvD4X/H2+9mwamIjp0RgMplwZ6qOdKnE3as+jCNN5ZUUqUkyOY+LgBcBpJRvCSHO\nS4QRg/4gu450REJSG1aNzTFcsnohsrEH/0iIwpx0Llm9MBFmKs4ClucuTbQJCsWMSSbnkQX0Rr0e\nEUKYpZShqT4wF7xv4xJKCzL5+Ut1+EeCE3ZOlS/I4uGPXTifJikUCkXSkUzOwwtEB4Dn3XEYrF1R\nRHV5LgNDIxGJEIVCoVCMkkzOYyuwGXhGCLEO2DvN8aaCgtRINio7Z5dUsDMVbARl52yTKnbOBsnk\nPH4HXCmE2Kq//kgijVEoFArF1JjCs9ylTqFQKBRnP6pIUKFQKBRxo5yHQqFQKOJGOQ+FQqFQxI1y\nHgqFQqGIm2TabRVBlyf5ppTyMiHEauBxIADUSSnv1o+5BnhQ/8h2KeWnhBAO4OdAIVrdyB1Sys4E\n23k/8CEgCDwspXw2wXbW6nYOAbuklPfpx9wDfFS3/xtSyueT1M7PAB8EwsALUsqvzaedsdioH2cC\nngeelVL+IEmvZbKNoansTNgYEkKkAT8GygAb8A3gAPBTIATsk1J+Uj82YWMoTjtnZQwl3cpDCPF5\n4IeAUZ33IPBVKeVGwCGEuE4I4QS+BVwnpbwQOC6EyAM+AezRj30S+EqC7XQD9wIXAFcD/6Efm0g7\nvw/cK6W8BPAKIW4VQhQB/wBcCGwCHhZCWJPIzl7dznLgQ1LKdfp9v1oIUT1fdsZiY9ThXweyo14n\ny7U07nkyjqHJ7Ez0GPpboEM/zybgu2i6e1/S7TQLIW5MgjEUq52zNoaSznkAR4D3Rr3eCeTrMzkX\nmldfj1ZE+KgQ4jWgVfeSEX0s4I/AFQm2sx84rr92os2cSLCdpVLKt/SftwIXA2uB16WUI1JKL3AY\nTd04Wex8Q7elEW1gGKShzVLny85YbEQI8Tdo9/rFqGOT5Voa9zwZx9B4Oy8i8WPo14x+kVqAEaBW\nSrkl6txXkvgxFIudVzCLYyjpnIeU8ndof7jBYeA7wH60JdX/AvnApcDngWuAzwghljJWH8unv06k\nnQAn0JaP2/Tfk2A7jwohLtZ/vh7IYKKuWB/gRhuwyWJnppQyKKXsAhBCPALskFIeYZ6uZyw2CiGq\ngFuBh4BoueVku+fJOIYmXE/954SNISnlgJSyXwjhAn4DfJmx99U4d/RYgXkeQzHa6Z7NMZR0zmMS\nvg1skFKuRFtOPQp0Au9IKdullP3Aa8BqtD/e0AdwAT0JtvMaoBhYDHiA9wohzk+wnXcBXxJCvAy0\nAh26PdEPiwvoZqzeWDLYiRDCLoT4BdoXyyf1YxNl52Q23g6UAK8CdwKfFUJcRfLd82QcQ5PZmfAx\nJIRYhHY/n5BSPo2WQzAwzu0lwWMoRjtnbQylgvPoRPOEAM1oceQdQLUQIldPFK1Dm/FvBa7Tj70W\n2ML8MZmdXcCglDIgpfSj3RB3gu28DrhVSnkl2uzzZeAd4CIhhE2PMS8H9qGFYq5NIjsBnkNLpv69\nlNKQR9iaIDsn2Cil/KKU8kIp5WVoycpHpZQvkXzXMhnH0GR2dpPAMaTnMv4EfEFK+YT+9k4hxEb9\n52v0cyd0DMVhJ8zSGErK3VbjuAf4lRAiAPiBe6SU7UKIB4CX0HYM/EpKeUAIcQx4QgixBRhGCx8k\n0s5GIcQ2IcSbaLHa16WUf9b1uxJl52HgVSFEP/AXKeWLAEKI7wCvoy11vySl9AshHk8mO4UQN6HF\n661CiGvR7v0DaDt0EmHnpNdyCpLqWgIk4Riays5EjqEH0CaCXxFCPIh2re4DHtMT4geBZ6SU4QSP\noZjsnM0xpLStFAqFQhE3qRC2UigUCkWSoZyHQqFQKOJGOQ+FQqFQxI1yHgqFQqGIG+U8FAqFQhE3\nynkoFAqFIm6U81AoYkAI8ZgQ4jfj3rtKCHFECJE51ecUirMV5TwUitj4R6BWCHEdgBAiA/ge8BFd\n3kOheFehigQVihgRQrwH+BGwEvgaEJZSfk5oPSn+HXAA7cBHpZRNQojLgX/R388GPqf3ongSTWKj\nArh/msp0hSIpUSsPhSJGpJSvoOkH/QRNsvrLQggb8APgZinlecBj+mvQROfu0N//BGN7JLRIKauU\n41CkKqmgbaVQJBOfQ+uJcIOUclgIUQMsAf6g93IBbaUBmj7Q9XqTqHVo/SgM3kKhSGHUykOhiAMp\npQ9N6bVBf8uivS1rpZRrgFq0PhmgKarWAm8DDzO2v8LgvBisUMwRynkoFPET7QQOAMVCiAv11x8H\nnhRCFKD1oHhISvkntBaqlvk1U6GYO5TzUCjiJ7LLREo5BNwMfFsIsQv4IHC3lLIdrSnYASHEdrSE\nuUsIYY/+vEKRqqjdVgqFQqGIG7XyUCgUCkXcKOehUCgUirhRzkOhUCgUcaOch0KhUCjiRjkPhUKh\nUMSNch4KhUKhiBvlPBQKhUIRN8p5KBQKhSJu/h89bJG2br37vQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12006f9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\nU2l6ZSA0NyA+PgpzdGFydHhyZWYKMTQzNDYKJSVFT0YK\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAERCAYAAACO6FuTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJBUJERGJpCIhIiKRVCRERCTS/wMRUbUNJFBAMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b8d1550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Initialize a figure, and use seaborn to plot\n",
    "fig = sns.plt.figure()\n",
    "y_av = movingaverage(season_tie[\"replay\"], 8)\n",
    "sns.plt.figure(1)\n",
    "sns.plt.plot(season_tie[\"replay\"])\n",
    "sns.plt.plot(season_tie[\"initial\"])\n",
    "sns.plt.xlabel(\"Year\")\n",
    "sns.plt.ylabel(\"Number of Games\")\n",
    "sns.plt.legend([\"Replays\",\"First round Games\"])\n",
    "sns.plt.figure(2)\n",
    "sns.plt.plot(season_tie[\"replay\"].loc[1950:],'.--', linewidth = 1)\n",
    "sns.plt.plot(season_tie.index[-65:-5],y_av[-65:-5], '-', color = 'b',linewidth = 2)\n",
    "sns.plt.ylim([0,50])\n",
    "sns.plt.xlabel(\"Year\")\n",
    "sns.plt.ylabel(\"Number of Games\")\n",
    "sns.plt.legend([\"Replays\", \"10 year average\"])\n",
    "\n",
    "sns.plt.show()\n",
    "fig.savefig(\"figures/replays.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting divisional information for clubs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "618\n",
      "695\n",
      "142\n",
      "142\n"
     ]
    }
   ],
   "source": [
    "#First note that there is a large discrepancy between the number of clubs in the top 4 divisions\n",
    "#, and the number of clubs who play in the FA cup - this makes sense because ALL english clubs play\n",
    "# in the FA cup, while fewer (only 142) have made it to league level\n",
    "\n",
    "#Number of unique FA cup teams\n",
    "print len(facup['home'].unique())\n",
    "print len(facup['visitor'].unique())\n",
    "#Number of unique teams in all english league cup games\n",
    "print len(allgames['home'].unique())\n",
    "print len(allgames['visitor'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Season</th>\n",
       "      <th>home</th>\n",
       "      <th>visitor</th>\n",
       "      <th>FT</th>\n",
       "      <th>hgoal</th>\n",
       "      <th>vgoal</th>\n",
       "      <th>division</th>\n",
       "      <th>tier</th>\n",
       "      <th>totgoal</th>\n",
       "      <th>goaldif</th>\n",
       "      <th>result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1888-12-15</td>\n",
       "      <td>1888</td>\n",
       "      <td>Accrington F.C.</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>1-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1889-01-19</td>\n",
       "      <td>1888</td>\n",
       "      <td>Accrington F.C.</td>\n",
       "      <td>Blackburn Rovers</td>\n",
       "      <td>0-2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1889-03-23</td>\n",
       "      <td>1888</td>\n",
       "      <td>Accrington F.C.</td>\n",
       "      <td>Bolton Wanderers</td>\n",
       "      <td>2-3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>-1</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1888-12-01</td>\n",
       "      <td>1888</td>\n",
       "      <td>Accrington F.C.</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>5-1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  Season             home           visitor   FT  hgoal  vgoal  \\\n",
       "0  1888-12-15    1888  Accrington F.C.       Aston Villa  1-1      1      1   \n",
       "1  1889-01-19    1888  Accrington F.C.  Blackburn Rovers  0-2      0      2   \n",
       "2  1889-03-23    1888  Accrington F.C.  Bolton Wanderers  2-3      2      3   \n",
       "3  1888-12-01    1888  Accrington F.C.           Burnley  5-1      5      1   \n",
       "\n",
       "  division  tier  totgoal  goaldif result  \n",
       "0        1     1        2        0      D  \n",
       "1        1     1        2       -2      A  \n",
       "2        1     1        5       -1      A  \n",
       "3        1     1        6        4      H  "
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Have a look at the allgames table\n",
    "allgames.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Now narrow down this table to only the unique instances of a team, its season and tier\n",
    "# print allgames['tier'].unique()\n",
    "# Gives answer [1,2,3,4]\n",
    "\n",
    "#Because all clubs are represented in the home team column, we can narrow\n",
    "#down the table to only include three columns\n",
    "onlyranks = allgames[['Season','home','tier']]\n",
    "\n",
    "\n",
    "#Now drop duplicate rows, i.e. every row of the table is now \n",
    "# a unique Season, Team and its league position for that season\n",
    "onlyranks = onlyranks.drop_duplicates()\n",
    "onlyranks = onlyranks.sort_values(by = ['home','Season'])\n",
    "\n",
    "\n",
    "#Now do a merge on the season and home team\n",
    "result = pd.merge(facup, onlyranks, how='left', on =['home','Season'])\n",
    "result.rename(columns={'tier':'home_tier'}, inplace=True)\n",
    "\n",
    "\n",
    "#Now repeat the merge for the visitor team, first doing some renaming\n",
    "onlyranks.rename(columns={'home':'visitor'}, inplace=True)\n",
    "facup_tiers = pd.merge(result, onlyranks, how = 'left', on = ['visitor','Season'])\n",
    "facup_tiers.rename(columns={'tier':'visitor_tier'}, inplace=True)\n",
    "\n",
    "#Now return the team name column to \"home\"\n",
    "onlyranks.rename(columns={'visitor':'home'}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Team's divisional position vs. time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\nRgo=\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEMCAYAAAA8vjqRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHiIi4tr/A0HoxvnUHf3RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1063ff550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Next, visualize how a team has done over the years\n",
    "team = 'York City'\n",
    "\n",
    "\n",
    "fig = sns.plt.plot(onlyranks[onlyranks['home'] == team]['Season'], onlyranks[onlyranks['home'] == team]['tier'],'o-.')\n",
    "sns.plt.ylim((4.5,0.5))\n",
    "sns.plt.yticks([1,2,3,4], [\"1st\",\"2nd\",\"3rd\",\"4th\"])\n",
    "sns.axlabel(\"Season\", \"Division\")\n",
    "sns.plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categorize games as upset or not"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>Season</th>\n",
       "      <th>home</th>\n",
       "      <th>visitor</th>\n",
       "      <th>FT</th>\n",
       "      <th>hgoal</th>\n",
       "      <th>vgoal</th>\n",
       "      <th>round</th>\n",
       "      <th>tie</th>\n",
       "      <th>aet</th>\n",
       "      <th>...</th>\n",
       "      <th>Venue</th>\n",
       "      <th>attendance</th>\n",
       "      <th>nonmatch</th>\n",
       "      <th>notes</th>\n",
       "      <th>neutral</th>\n",
       "      <th>home_tier</th>\n",
       "      <th>visitor_tier</th>\n",
       "      <th>upset</th>\n",
       "      <th>interdiv</th>\n",
       "      <th>LtierGoalDiff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16323</th>\n",
       "      <td>2015-04-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Reading</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>s</td>\n",
       "      <td>initial</td>\n",
       "      <td>yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Wembley (new), London</td>\n",
       "      <td>84,081</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16324</th>\n",
       "      <td>2015-04-19</td>\n",
       "      <td>2014</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>s</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Wembley (new), London</td>\n",
       "      <td>85,416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16325</th>\n",
       "      <td>2015-03-07</td>\n",
       "      <td>2014</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>Reading</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>2</td>\n",
       "      <td>D</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16326</th>\n",
       "      <td>2015-03-07</td>\n",
       "      <td>2014</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>West Bromwich Albion</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>initial</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>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16327</th>\n",
       "      <td>2015-03-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Blackburn Rovers</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>PD</td>\n",
       "      <td>1vL</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16328</th>\n",
       "      <td>2015-03-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>initial</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>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16329</th>\n",
       "      <td>2015-03-16</td>\n",
       "      <td>2014</td>\n",
       "      <td>Reading</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>3-0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>replay</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>2</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16330</th>\n",
       "      <td>2015-04-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Blackburn Rovers</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>replay</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>2</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16331</th>\n",
       "      <td>2015-02-14</td>\n",
       "      <td>2014</td>\n",
       "      <td>West Bromwich Albion</td>\n",
       "      <td>West Ham United</td>\n",
       "      <td>4-0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16332</th>\n",
       "      <td>2015-02-14</td>\n",
       "      <td>2014</td>\n",
       "      <td>Blackburn Rovers</td>\n",
       "      <td>Stoke City</td>\n",
       "      <td>4-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>1</td>\n",
       "      <td>PU</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16333</th>\n",
       "      <td>2015-02-14</td>\n",
       "      <td>2014</td>\n",
       "      <td>Derby County</td>\n",
       "      <td>Reading</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16334</th>\n",
       "      <td>2015-02-14</td>\n",
       "      <td>2014</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16335</th>\n",
       "      <td>2015-02-15</td>\n",
       "      <td>2014</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16336</th>\n",
       "      <td>2015-02-15</td>\n",
       "      <td>2014</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>Sunderland</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>PU</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16337</th>\n",
       "      <td>2015-02-15</td>\n",
       "      <td>2014</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Middlesbrough</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>E</td>\n",
       "      <td>1vL</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16338</th>\n",
       "      <td>2015-02-16</td>\n",
       "      <td>2014</td>\n",
       "      <td>Preston North End</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>1-3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16339</th>\n",
       "      <td>2015-01-23</td>\n",
       "      <td>2014</td>\n",
       "      <td>Cambridge United</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>4</td>\n",
       "      <td>1</td>\n",
       "      <td>PD</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16340</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Blackburn Rovers</td>\n",
       "      <td>Swansea City</td>\n",
       "      <td>3-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>1</td>\n",
       "      <td>PU</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16341</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Birmingham City</td>\n",
       "      <td>West Bromwich Albion</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16342</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Cardiff City</td>\n",
       "      <td>Reading</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16343</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>2-4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>PU</td>\n",
       "      <td>1vL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16344</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Derby County</td>\n",
       "      <td>Chesterfield</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16345</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>Middlesbrough</td>\n",
       "      <td>0-2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>PU</td>\n",
       "      <td>1vL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16346</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Preston North End</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>1-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16347</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sunderland</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>PD</td>\n",
       "      <td>1vL</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16348</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16349</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2-3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16350</th>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>2014</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>Bolton Wanderers</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>PD</td>\n",
       "      <td>1vL</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16351</th>\n",
       "      <td>2015-01-25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Bristol City</td>\n",
       "      <td>West Ham United</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>Lv1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16352</th>\n",
       "      <td>2015-01-25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>AFC Bournemouth</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>initial</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>2</td>\n",
       "      <td>E</td>\n",
       "      <td>1vL</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16446</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Port Vale</td>\n",
       "      <td>Milton Keynes Dons</td>\n",
       "      <td>3-4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16447</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Plymouth Argyle</td>\n",
       "      <td>AFC Fylde</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>E</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16448</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Barnsley</td>\n",
       "      <td>Burton Albion</td>\n",
       "      <td>5-0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>4</td>\n",
       "      <td>E</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16449</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Hartlepool United</td>\n",
       "      <td>East Thurrock United</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>E</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16450</th>\n",
       "      <td>2014-11-08</td>\n",
       "      <td>2014</td>\n",
       "      <td>Oldham Athletic</td>\n",
       "      <td>Leyton Orient</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16451</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Halifax Town</td>\n",
       "      <td>Bradford City</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16452</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Braintree Town</td>\n",
       "      <td>Chesterfield</td>\n",
       "      <td>0-6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16453</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Portsmouth</td>\n",
       "      <td>Aldershot Town</td>\n",
       "      <td>2-2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>D</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16454</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Stevenage Borough</td>\n",
       "      <td>Maidstone United</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>D</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16455</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Wrexham</td>\n",
       "      <td>Woking</td>\n",
       "      <td>3-0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>5</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16456</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Coventry City</td>\n",
       "      <td>Worcester City</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>5</td>\n",
       "      <td>U</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16457</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Blyth Spartans</td>\n",
       "      <td>Altrincham</td>\n",
       "      <td>4-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>5</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16458</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Forest Green Rovers</td>\n",
       "      <td>Scunthorpe United</td>\n",
       "      <td>0-2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16459</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gosport Borough</td>\n",
       "      <td>Colchester United</td>\n",
       "      <td>3-6</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16460</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Norton United</td>\n",
       "      <td>Gateshead</td>\n",
       "      <td>0-4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>5</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16461</th>\n",
       "      <td>2014-11-09</td>\n",
       "      <td>2014</td>\n",
       "      <td>Notts County</td>\n",
       "      <td>Accrington</td>\n",
       "      <td>0-0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>3</td>\n",
       "      <td>4</td>\n",
       "      <td>D</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16462</th>\n",
       "      <td>2014-11-10</td>\n",
       "      <td>2014</td>\n",
       "      <td>Havant &amp; Waterlooville</td>\n",
       "      <td>Preston North End</td>\n",
       "      <td>0-3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16463</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Mansfield Town</td>\n",
       "      <td>Concord Rangers</td>\n",
       "      <td>1-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>D</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16464</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Weston-super-Mare</td>\n",
       "      <td>Doncaster Rovers</td>\n",
       "      <td>1-4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>initial</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>5</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16465</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>AFC Wimbledon</td>\n",
       "      <td>York City</td>\n",
       "      <td>3-1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>4</td>\n",
       "      <td>4</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16466</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Shrewsbury Town</td>\n",
       "      <td>Walsall</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>4</td>\n",
       "      <td>3</td>\n",
       "      <td>U</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16467</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Accrington</td>\n",
       "      <td>Notts County</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>4</td>\n",
       "      <td>3</td>\n",
       "      <td>U</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16468</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>AFC Telford United</td>\n",
       "      <td>Basingstoke Town</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>5</td>\n",
       "      <td>5</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16469</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Southport</td>\n",
       "      <td>Dagenham and Redbridge</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>5</td>\n",
       "      <td>4</td>\n",
       "      <td>U</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16470</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>Crewe Alexandra</td>\n",
       "      <td>2-0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16471</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Rochdale</td>\n",
       "      <td>Northampton Town</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>3</td>\n",
       "      <td>4</td>\n",
       "      <td>E</td>\n",
       "      <td>Lvisit</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16472</th>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2014</td>\n",
       "      <td>Aldershot Town</td>\n",
       "      <td>Portsmouth</td>\n",
       "      <td>1-0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>5</td>\n",
       "      <td>4</td>\n",
       "      <td>U</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16473</th>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2014</td>\n",
       "      <td>Maidstone United</td>\n",
       "      <td>Stevenage Borough</td>\n",
       "      <td>2-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>5</td>\n",
       "      <td>4</td>\n",
       "      <td>U</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16474</th>\n",
       "      <td>2014-11-25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Concord Rangers</td>\n",
       "      <td>Mansfield Town</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>replay</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>5</td>\n",
       "      <td>4</td>\n",
       "      <td>E</td>\n",
       "      <td>Lhome</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16475</th>\n",
       "      <td>2015-05-30</td>\n",
       "      <td>2014</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>4-0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>f</td>\n",
       "      <td>initial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Wembley (new), London</td>\n",
       "      <td>89,283</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>SameDiv</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>153 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             date  Season                    home                 visitor  \\\n",
       "16323  2015-04-18    2014                 Reading                 Arsenal   \n",
       "16324  2015-04-19    2014             Aston Villa               Liverpool   \n",
       "16325  2015-03-07    2014           Bradford City                 Reading   \n",
       "16326  2015-03-07    2014             Aston Villa    West Bromwich Albion   \n",
       "16327  2015-03-08    2014               Liverpool        Blackburn Rovers   \n",
       "16328  2015-03-09    2014       Manchester United                 Arsenal   \n",
       "16329  2015-03-16    2014                 Reading           Bradford City   \n",
       "16330  2015-04-08    2014        Blackburn Rovers               Liverpool   \n",
       "16331  2015-02-14    2014    West Bromwich Albion         West Ham United   \n",
       "16332  2015-02-14    2014        Blackburn Rovers              Stoke City   \n",
       "16333  2015-02-14    2014            Derby County                 Reading   \n",
       "16334  2015-02-14    2014          Crystal Palace               Liverpool   \n",
       "16335  2015-02-15    2014             Aston Villa          Leicester City   \n",
       "16336  2015-02-15    2014           Bradford City              Sunderland   \n",
       "16337  2015-02-15    2014                 Arsenal           Middlesbrough   \n",
       "16338  2015-02-16    2014       Preston North End       Manchester United   \n",
       "16339  2015-01-23    2014        Cambridge United       Manchester United   \n",
       "16340  2015-01-24    2014        Blackburn Rovers            Swansea City   \n",
       "16341  2015-01-24    2014         Birmingham City    West Bromwich Albion   \n",
       "16342  2015-01-24    2014            Cardiff City                 Reading   \n",
       "16343  2015-01-24    2014                 Chelsea           Bradford City   \n",
       "16344  2015-01-24    2014            Derby County            Chesterfield   \n",
       "16345  2015-01-24    2014         Manchester City           Middlesbrough   \n",
       "16346  2015-01-24    2014       Preston North End        Sheffield United   \n",
       "16347  2015-01-24    2014              Sunderland                  Fulham   \n",
       "16348  2015-01-24    2014       Tottenham Hotspur          Leicester City   \n",
       "16349  2015-01-24    2014             Southampton          Crystal Palace   \n",
       "16350  2015-01-24    2014               Liverpool        Bolton Wanderers   \n",
       "16351  2015-01-25    2014            Bristol City         West Ham United   \n",
       "16352  2015-01-25    2014             Aston Villa         AFC Bournemouth   \n",
       "...           ...     ...                     ...                     ...   \n",
       "16446  2014-11-08    2014               Port Vale      Milton Keynes Dons   \n",
       "16447  2014-11-08    2014         Plymouth Argyle               AFC Fylde   \n",
       "16448  2014-11-08    2014                Barnsley           Burton Albion   \n",
       "16449  2014-11-08    2014       Hartlepool United    East Thurrock United   \n",
       "16450  2014-11-08    2014         Oldham Athletic           Leyton Orient   \n",
       "16451  2014-11-09    2014            Halifax Town           Bradford City   \n",
       "16452  2014-11-09    2014          Braintree Town            Chesterfield   \n",
       "16453  2014-11-09    2014              Portsmouth          Aldershot Town   \n",
       "16454  2014-11-09    2014       Stevenage Borough        Maidstone United   \n",
       "16455  2014-11-09    2014                 Wrexham                  Woking   \n",
       "16456  2014-11-09    2014           Coventry City          Worcester City   \n",
       "16457  2014-11-09    2014          Blyth Spartans              Altrincham   \n",
       "16458  2014-11-09    2014     Forest Green Rovers       Scunthorpe United   \n",
       "16459  2014-11-09    2014         Gosport Borough       Colchester United   \n",
       "16460  2014-11-09    2014           Norton United               Gateshead   \n",
       "16461  2014-11-09    2014            Notts County              Accrington   \n",
       "16462  2014-11-10    2014  Havant & Waterlooville       Preston North End   \n",
       "16463  2014-11-18    2014          Mansfield Town         Concord Rangers   \n",
       "16464  2014-11-18    2014       Weston-super-Mare        Doncaster Rovers   \n",
       "16465  2014-11-18    2014           AFC Wimbledon               York City   \n",
       "16466  2014-11-18    2014         Shrewsbury Town                 Walsall   \n",
       "16467  2014-11-18    2014              Accrington            Notts County   \n",
       "16468  2014-11-18    2014      AFC Telford United        Basingstoke Town   \n",
       "16469  2014-11-18    2014               Southport  Dagenham and Redbridge   \n",
       "16470  2014-11-18    2014        Sheffield United         Crewe Alexandra   \n",
       "16471  2014-11-18    2014                Rochdale        Northampton Town   \n",
       "16472  2014-11-19    2014          Aldershot Town              Portsmouth   \n",
       "16473  2014-11-20    2014        Maidstone United       Stevenage Borough   \n",
       "16474  2014-11-25    2014         Concord Rangers          Mansfield Town   \n",
       "16475  2015-05-30    2014                 Arsenal             Aston Villa   \n",
       "\n",
       "        FT  hgoal  vgoal round      tie  aet      ...        \\\n",
       "16323  1-2      1      2     s  initial  yes      ...         \n",
       "16324  2-1      2      1     s  initial  NaN      ...         \n",
       "16325  0-0      0      0     6  initial  NaN      ...         \n",
       "16326  2-0      2      0     6  initial  NaN      ...         \n",
       "16327  0-0      0      0     6  initial  NaN      ...         \n",
       "16328  1-2      1      2     6  initial  NaN      ...         \n",
       "16329  3-0      3      0     6   replay  NaN      ...         \n",
       "16330  0-1      0      1     6   replay  NaN      ...         \n",
       "16331  4-0      4      0     5  initial  NaN      ...         \n",
       "16332  4-1      4      1     5  initial  NaN      ...         \n",
       "16333  1-2      1      2     5  initial  NaN      ...         \n",
       "16334  1-2      1      2     5  initial  NaN      ...         \n",
       "16335  2-1      2      1     5  initial  NaN      ...         \n",
       "16336  2-0      2      0     5  initial  NaN      ...         \n",
       "16337  2-0      2      0     5  initial  NaN      ...         \n",
       "16338  1-3      1      3     5  initial  NaN      ...         \n",
       "16339  0-0      0      0     4  initial  NaN      ...         \n",
       "16340  3-1      3      1     4  initial  NaN      ...         \n",
       "16341  1-2      1      2     4  initial  NaN      ...         \n",
       "16342  1-2      1      2     4  initial  NaN      ...         \n",
       "16343  2-4      2      4     4  initial  NaN      ...         \n",
       "16344  2-0      2      0     4  initial  NaN      ...         \n",
       "16345  0-2      0      2     4  initial  NaN      ...         \n",
       "16346  1-1      1      1     4  initial  NaN      ...         \n",
       "16347  0-0      0      0     4  initial  NaN      ...         \n",
       "16348  1-2      1      2     4  initial  NaN      ...         \n",
       "16349  2-3      2      3     4  initial  NaN      ...         \n",
       "16350  0-0      0      0     4  initial  NaN      ...         \n",
       "16351  0-1      0      1     4  initial  NaN      ...         \n",
       "16352  2-1      2      1     4  initial  NaN      ...         \n",
       "...    ...    ...    ...   ...      ...  ...      ...         \n",
       "16446  3-4      3      4     1  initial  NaN      ...         \n",
       "16447  2-0      2      0     1  initial  NaN      ...         \n",
       "16448  5-0      5      0     1  initial  NaN      ...         \n",
       "16449  2-0      2      0     1  initial  NaN      ...         \n",
       "16450  1-0      1      0     1  initial  NaN      ...         \n",
       "16451  1-2      1      2     1  initial  NaN      ...         \n",
       "16452  0-6      0      6     1  initial  NaN      ...         \n",
       "16453  2-2      2      2     1  initial  NaN      ...         \n",
       "16454  0-0      0      0     1  initial  NaN      ...         \n",
       "16455  3-0      3      0     1  initial  NaN      ...         \n",
       "16456  1-2      1      2     1  initial  NaN      ...         \n",
       "16457  4-1      4      1     1  initial  NaN      ...         \n",
       "16458  0-2      0      2     1  initial  NaN      ...         \n",
       "16459  3-6      3      6     1  initial  NaN      ...         \n",
       "16460  0-4      0      4     1  initial  NaN      ...         \n",
       "16461  0-0      0      0     1  initial  NaN      ...         \n",
       "16462  0-3      0      3     1  initial  NaN      ...         \n",
       "16463  1-1      1      1     1  initial  NaN      ...         \n",
       "16464  1-4      1      4     1  initial  NaN      ...         \n",
       "16465  3-1      3      1     1   replay  NaN      ...         \n",
       "16466  1-0      1      0     1   replay  NaN      ...         \n",
       "16467  2-1      2      1     1   replay  NaN      ...         \n",
       "16468  2-1      2      1     1   replay  NaN      ...         \n",
       "16469  2-0      2      0     1   replay  NaN      ...         \n",
       "16470  2-0      2      0     1   replay  NaN      ...         \n",
       "16471  2-1      2      1     1   replay  NaN      ...         \n",
       "16472  1-0      1      0     1   replay  NaN      ...         \n",
       "16473  2-1      2      1     1   replay  NaN      ...         \n",
       "16474  0-1      0      1     1   replay  NaN      ...         \n",
       "16475  4-0      4      0     f  initial  NaN      ...         \n",
       "\n",
       "                       Venue attendance  nonmatch  notes neutral home_tier  \\\n",
       "16323  Wembley (new), London     84,081       NaN    NaN     yes         2   \n",
       "16324  Wembley (new), London     85,416       NaN    NaN     yes         1   \n",
       "16325                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16326                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16327                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16328                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16329                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16330                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16331                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16332                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16333                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16334                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16335                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16336                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16337                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16338                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16339                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16340                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16341                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16342                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16343                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16344                    NaN        NaN       NaN    NaN     NaN         2   \n",
       "16345                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16346                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16347                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16348                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16349                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16350                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "16351                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16352                    NaN        NaN       NaN    NaN     NaN         1   \n",
       "...                      ...        ...       ...    ...     ...       ...   \n",
       "16446                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16447                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16448                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16449                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16450                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16451                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16452                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16453                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16454                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16455                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16456                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16457                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16458                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16459                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16460                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16461                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16462                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16463                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16464                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16465                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16466                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16467                    NaN        NaN       NaN    NaN     NaN         4   \n",
       "16468                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16469                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16470                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16471                    NaN        NaN       NaN    NaN     NaN         3   \n",
       "16472                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16473                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16474                    NaN        NaN       NaN    NaN     NaN         5   \n",
       "16475  Wembley (new), London     89,283       NaN    NaN     yes         1   \n",
       "\n",
       "      visitor_tier upset interdiv  LtierGoalDiff  \n",
       "16323            1     E      Lv1             -1  \n",
       "16324            1     E  SameDiv              1  \n",
       "16325            2     D    Lhome              0  \n",
       "16326            1     E  SameDiv              2  \n",
       "16327            2    PD      1vL              0  \n",
       "16328            1     E  SameDiv             -1  \n",
       "16329            3     E   Lvisit             -3  \n",
       "16330            1     E      Lv1             -1  \n",
       "16331            1     E  SameDiv              4  \n",
       "16332            1    PU      Lv1              3  \n",
       "16333            2     E  SameDiv             -1  \n",
       "16334            1     E  SameDiv             -1  \n",
       "16335            1     E  SameDiv              1  \n",
       "16336            1    PU      Lv1              2  \n",
       "16337            2     E      1vL             -2  \n",
       "16338            1     E      Lv1             -2  \n",
       "16339            1    PD      Lv1              0  \n",
       "16340            1    PU      Lv1              2  \n",
       "16341            1     E      Lv1             -1  \n",
       "16342            2     E  SameDiv             -1  \n",
       "16343            3    PU      1vL              2  \n",
       "16344            3     E   Lvisit             -2  \n",
       "16345            2    PU      1vL              2  \n",
       "16346            3     E  SameDiv              0  \n",
       "16347            2    PD      1vL              0  \n",
       "16348            1     E  SameDiv             -1  \n",
       "16349            1     E  SameDiv             -1  \n",
       "16350            2    PD      1vL              0  \n",
       "16351            1     E      Lv1             -1  \n",
       "16352            2     E      1vL             -1  \n",
       "...            ...   ...      ...            ...  \n",
       "16446            3     E  SameDiv             -1  \n",
       "16447            5     E   Lvisit             -2  \n",
       "16448            4     E   Lvisit             -5  \n",
       "16449            5     E   Lvisit             -2  \n",
       "16450            3     E  SameDiv              1  \n",
       "16451            3     E    Lhome             -1  \n",
       "16452            3     E    Lhome             -6  \n",
       "16453            5     D   Lvisit              0  \n",
       "16454            5     D   Lvisit              0  \n",
       "16455            5     E  SameDiv              3  \n",
       "16456            5     U   Lvisit              1  \n",
       "16457            5     E  SameDiv              3  \n",
       "16458            3     E    Lhome             -2  \n",
       "16459            3     E    Lhome             -3  \n",
       "16460            5     E  SameDiv             -4  \n",
       "16461            4     D   Lvisit              0  \n",
       "16462            3     E    Lhome             -3  \n",
       "16463            5     D   Lvisit              0  \n",
       "16464            3     E    Lhome             -3  \n",
       "16465            4     E  SameDiv              2  \n",
       "16466            3     U    Lhome              1  \n",
       "16467            3     U    Lhome              1  \n",
       "16468            5     E  SameDiv              1  \n",
       "16469            4     U    Lhome              2  \n",
       "16470            3     E  SameDiv              2  \n",
       "16471            4     E   Lvisit             -1  \n",
       "16472            4     U    Lhome              1  \n",
       "16473            4     U    Lhome              1  \n",
       "16474            4     E    Lhome             -1  \n",
       "16475            1     E  SameDiv              4  \n",
       "\n",
       "[153 rows x 24 columns]"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make a copy of the table above\n",
    "facup2 = facup_tiers.copy()\n",
    "#Remove illegitimate values\n",
    "facup2.dropna(subset =['FT'],inplace = True)\n",
    "\n",
    "#When a tier for a team isn't available, treat that team as Divison 5\n",
    "facup2['home_tier'].fillna(5, inplace = True)\n",
    "facup2['visitor_tier'].fillna(5, inplace = True)\n",
    "\n",
    "\n",
    "#Define a function which calcualtes whether or not the lower division team won\n",
    "def upset(htier,vtier,hgoal,vgoal):\n",
    "    if (vtier == 1 and htier > vtier and hgoal > vgoal):\n",
    "        #Visitor team in Div. 1, Home team in lower division, Home team wins\n",
    "        return 'PU' #Premier league team was upset\n",
    "    elif (htier == 1 and htier < vtier and hgoal < vgoal):\n",
    "        return 'PU' \n",
    "    elif (htier < vtier and hgoal < vgoal):\n",
    "        return 'U' #Lower Div team beat team in division above them\n",
    "    elif (htier > vtier and hgoal > vgoal):\n",
    "        return 'U'\n",
    "    elif (htier != vtier and hgoal == vgoal and (htier == 1 or vtier ==1) ):\n",
    "        return 'PD'#Lower Div team drew with Premier league team\n",
    "    elif (htier != vtier and hgoal == vgoal):\n",
    "        return 'D'\n",
    "    else:\n",
    "        return 'E'\n",
    "    \n",
    "def mismatch(htier,vtier):\n",
    "    if (vtier == 1 and htier > vtier):\n",
    "        return 'Lv1'\n",
    "    elif (htier == 1 and vtier > htier):\n",
    "        return '1vL'\n",
    "    elif (htier < vtier):\n",
    "        return 'Lvisit'\n",
    "    elif (htier > vtier):\n",
    "        return 'Lhome'\n",
    "    else:\n",
    "        return 'SameDiv'\n",
    "\n",
    "def mismatchGoalDiff(interdiv,hgoal,vgoal):\n",
    "    if (interdiv == 'Lv1' or interdiv == 'Lhome'):\n",
    "        return hgoal - vgoal\n",
    "    elif (interdiv == '1vL' or interdiv == 'Lvisit'):\n",
    "        return vgoal - hgoal\n",
    "    else:\n",
    "        return hgoal - vgoal\n",
    "    \n",
    "    \n",
    "\n",
    "#Create new columns detailing whether a game was indeed an upset\n",
    "facup2['upset'] = facup2.apply(lambda row: upset(row['home_tier'], row['visitor_tier'],row['hgoal'],row['vgoal']), axis=1)\n",
    "facup2['interdiv'] = facup2.apply(lambda row: mismatch(row['home_tier'], row['visitor_tier']), axis = 1)\n",
    "facup2['LtierGoalDiff'] = facup2.apply(lambda row: mismatchGoalDiff(row['interdiv'], row['hgoal'],row['vgoal']), axis = 1)\n",
    "\n",
    "\n",
    "#have a look at the new table\n",
    "facup2[facup2['Season']==2014]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Clean up the table to include only 'relevant' columns, and now crosstabulate vs. season\n",
    "facup2 = facup2[['date','Season','home','visitor','FT','hgoal','vgoal','round','tie','aet','home_tier','visitor_tier','upset','interdiv','LtierGoalDiff']]\n",
    "upsets = pd.crosstab(index = facup2[\"Season\"], columns = facup2[\"upset\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot of Number of upsets vs. years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\nIFIgL1NpemUgNTEgPj4Kc3RhcnR4cmVmCjE1NDY3CiUlRU9GCg==\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAERCAYAAACO6FuTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8FGX6wL8z25Pd9ELvOqCoSBHFCoq9UFSsp+f97Jxi\nQRSxItY7G3eKDbvCgd2znWIFUVBUVBiQJiUhpGc322d+f8xms5vdTTbJLklgvp8PH83uzPs+U3ae\neZ8qqKqKjo6Ojo5OPMSOFkBHR0dHp/OiKwkdHR0dnYToSkJHR0dHJyG6ktDR0dHRSYiuJHR0dHR0\nEqIrCR0dHR2dhBjTNbAkSUZgPtAPMANzgK3A+8C60GZPyrK8KF0y6Ojo6Oi0j7QpCeACoFyW5b9I\nkpQL/ATcBfxTluVH0jivjo6Ojk6KSKeS+A/QsEoQAT8wAhgsSdIEYD1wrSzLrjTKoKOjo6PTDoR0\nZ1xLkuQA3gGeBizAL7Isr5IkaSaQK8vy9LQKoKOjo6PTZtLquJYkqTewBHhRluUFwNuyLK8Kff0W\nMCyd8+vo6OjotI90Oq6LgY+Bq2VZ/jz08ceSJE2VZXklcCzwQ0vjqKqqCoKQLjF1dHR09lRS8uBM\nm7lJkqRHgbOBtWjCqsCtwEOADygFLpNl2dnCUOquXXVpkXF3UFjoQJe/49Dl71i6svxdWXaAwkJH\nSpRE2lYSsixPA6bF+eqIdM2po6Ojo5Na9GQ6HR0dHZ2E6EpCR0dHRychupLQ0dHR0UmIriR0dHR0\ndBKiKwkdHR0dnYToSkJHR0dHJyHprN20x7Jq1Q+8/fYb3HXXvbt93ttvv4X+/QegKArBYJCzzjqX\nceOOY/36dSxd+hUXX/x/SY939923sWtXGaWlJRiNRgoLixgwYBDTpt2YFvmfe+4p7HY7U6acD8C0\naVdhs2Vw333/AOCZZ54kP7+ASZPOSsv8Ojo6rWevURKqx0OwZBuG7r0QrNZ2j9dRWeAjRozizjvn\nAOB2u5k69TL69OnLPvvsyz777NuqsW6/fTYAzz//DHl5+ZxxxqSUyxvJqFGjWbDgVaZMOZ/6+nr8\nfj9VVdsJBAIYjUZ+/HEls2bdlVYZdHR0WsdeoSRUj4faB25D2bkDsbgHWTNmp0RRNGXFiuU888w8\nLBYL2dnZ3Hzz7dx11y2cc85FSNJgzj//TC6/fCpHHXUM118/lZkz7+SXX37iP/95DYPBwIEHDuPy\ny69m/vyn+fXXX3C73dxyy2306dMv7nw2m40zzpjE559/Sl1dLW+//Qbjx5/IV199zsyZdwBwySUX\n8PDD/yInJyfx+WmSdR8IBHjwwTmUlOzAYBC45JIrOPDAYXz22f945503CAQCGAwG7r33H8jyGhYs\neAWj0UhZWRkTJkxm5crv2bjxD6ZMOZ/TTpsQHnf//Q9gw4b1AKxc+T3Dh4+kqqqKVat+4MADD8Lp\nrKNnz17s2LGdBx64B0VREASBadOm07dvP/7ylynsv/8BbNmymcLCIu6554F2XjEdHZ2W2COUhO+n\nlQS3bUn4vVJdibJzh/b/O3dQv/hlxJy8hNsbevXFPGxkq+V48MH7mDfvOfLzC1i8eAEvvvgc48eP\n59tvvyErKwuTyczKld8xYsRIfD4fZrOZ+fOf5rnnXsZisTB79u2sWPEdAP369eeaa25occ68vDzW\nrZMBbXUzZswRzJs3F6/Xw6ZNG+nZs1ezCiIe77zzBoWFRcyceQdGY4Dzzjufl15ayPbtW/nnP+di\nMpm4//7ZrFjxHVlZWZSXl/P886+yevXPzJ59BwsXvsWOHdu5885bo5SEwWBgwICBbNmymeXLl3LK\nKWdQVVXB8uVLAW2VBDB37iOce+6FHHroGGR5LQ88cA9PPPEs27dvY+7cp8jLy+fyy/+KLK9Fkga3\n6th0dHRaxx6hJMzDRkIzD3XV4yGwYV14JZFx5oUpX0lUV1djt2eSn18AwEEHHczTTz/BDTdcy2uv\nLSAnJ5cLLriIBQteZfnyZRx++FFs376V6uoqpk+/FlVVcbvd7NixHYA+ffomNW9paQlFRUXhv0VR\n5JhjjuWLL5bw66+rOf30Cc3sHZ8NG/7g999/Y/XqnzEaRQKBAC6Xk5ycXGbPvh2r1cqWLZsZPlx7\nqA8cOBBBELDbHfTq1QtRFHE4HPj9vpixR44czc8/r2Lt2t+56aZbcbvdvP76K9hsGYwefRgAW7Zs\n4qCDDgZAkgZTWqop+Ly8fPLy8gEoLCzC5/O2+th0dHRax14R3SRYrWTNmI1j+l0pMzU1NdHk5OTg\ncrmorKwAYNWqH+nduw8OhwOLxcqSJf9j9OgxFBcXs3jxAo4+eizdu/ekuLgbjzzyb+bOfYrJk89m\n//0P0GQW4l+ayHldLifvvfcOY8ceF7XNKaeczscff8CaNb8xatShrT62fv36c/zxJ/H44/N45pln\nGDduPMFgkBdffI67776PGTNmYTKZ0Go2QmSxyUj54hWPHDXqED7++AP69RsAaCYzm83GTz/9yPDh\nI0PzD+Cnn34EYO3a3yksLG71Mejo6KSGPWIlkQyC1Yqx/6CUjbdy5XdceulfUFUQBLjjjjnMmDGL\nmTOnh9+kb731TgCOPPIoPvjgfRwOB4ccchhvv72YHj16AjBlyvlMnXopwaBC9+49GDdufLPzrlr1\nA9dccwWCIKIoQf7v/y6nd+8+lJfvCm/TvXsPQODII48Of/bEE48zbtxxDB68X8yYTZ3wZ5wxmQcf\nvIepV/0fXlcdEyZNweHIYsiQ/bnssosxGEQcjizKy3eF3+zjjRXPud+nTz927ixlwoTJ4c9GjDiE\nFSuWY7Foynvq1Gk8+OAcXn31RYLBIDfffFuLMuvo6KSHtHemSwF6qfAOYHc5+9NNVz3/Dejydxxd\nWXZIXanwvcLcpNN6giXbopz9wZJtHSyRjo5OR6ArCZ24iN16gtWm/X9xDwzde3WwRDo6Oh3BXuOT\n0GkdwU3rsU2+AEt1KRw7oUuamnR0dNqPvpLQiUFVFPy//Yxl9BEYHNm6gtDR2YvRlYRODP4fv8M8\nfDSC0YgaDHS0ODo6Oh2IriR0olADAQJbNmIc2Lo6UDo6OnsmupJoA6tW/cAdd8xM6ZilpSWccMLR\nXHPNFUydehlXXHEJb7zxHwAqKyt4+OHW1Sn68MP3eeqpf7daDt+yL7CM0fIrNm78g582xy93UlVV\nxbnnTsLv9ycey+fj/fffbna+t99+g+eff6ZNx6ijo5N+9hrHtd/ro3JnJXnFeZgs5naPl45krv79\nB/L44/MACAaD3HLLDXTv3oMxY47g+utnpHy+SFSPh8CWjQR37cRylJbB/cUXS8gv38VBTbb9/vvl\nzJs3l6qqymbHrKgo57333uHUU+OXBlE9HpSKXaiKSl5eftqPUUdHp/XsFSsJv9fHG48v5q25b/DG\n44vxe2NrCqWCFSuWc9llF/P3v1/OrFk34XQ6mTp1KrK8FoDzzz+Tr776AoDrr59KeXl5wrEMBgNn\nnXUOn332CaWlJVx++V/ZsOEPrrnmivA2N910HevXr0s4xurVP3PttVdx6aUX8e233wDaKuiqq/6P\nv//9cu6/fzbBYBBXZSUzz5/EDddewWXPPM3bixdQXr6LDz98n4XLlrN27e9R44qiyKOPPonDkR01\n1+WX/5WpUy/jhhuuwe1289JLz7NlyyZeeOHZqP1//vkn/nbJ+Vxz9ml8sfh1vF9/RsmWzW06Rh0d\nnfSyR6wkNv26kfIdiR+4rhon1WVVAFSXVbH03W/IzLYn3L6gRwH9hw5otRytrQJbUFDQ7Hi5ufnU\n1FQD2spl4MBB+P0+du4sxWg0Ultb02wPiYyMDB588FGqqqq47LKLWbhwDA8+OIcnn5xPTk4Ozz47\njw8+eI9BDjtHWo0cVtybSn+AWxe8woQzz+Gkk06loHxHTCmPkSMPCf1fY7b+119/wbHHjuess87l\nm2++pK6ulosuuoRNmzbENEJ6+OH7ufvKqWS99CRPbN+J6qojWFbSpmPU0dFJL3uEkug/dECzD3W/\n10fp5lKqy6rIKcrl8NOPSInJKZK2VIFtidLSkpjidqeccgYffvg+ZrOZk08+rdn9DzhgGAC5ubk4\nHHZqaqqpqKjg9ttvBsDr9TJq1GgOPfhUFvgUvv2zhAy7gyDJmtIat7vwwkt46aX5XHvtlRQWFrH/\n/gfg88VfsVVVVdFn2Ehq3slhv6paSk0WDEXd23SMOjo66WWvMDeZLGYmX3MmE/8+mcnXnJkSBZGK\nKrDNjenz+Vi0aAHHHXd81HfHHns8y5Z9w9dff8H48Sc2K+OaNb8Bmm+gvt5NTk4uRUXF3H//P3n8\n8XlceOFfGT58JAveWsSws87j5vPO44RpM7SKhWhmJUVVmjsL4f/75JMPOPnk03j88Xn06zeAd999\nC0EQCAaDMXsVFBSytawUy5HHsiE7D8uRxyJYLG06Rh0dnfSyR6wkksFkMVPcp1vKxktVFdhItmzZ\nFKrwqj1cx48/kREjRlFaWhJ2lNtsNvbZZ1+CwSA2m1Y2Y+HCV+nVqw+HH35k1Hg+n5drr70St9vN\nTTfNRBAErr32em688VpUVSEz086sWXcD8OjDD/ApKlm912AwGAkEAkjSYJ549w36rvqBgw8eEecs\nNK4khgzZn/vvn43VasNgELnpplvJzc0jGAwwb96/uOKKqeFtp0+/hdmzb8fmrsdmNpNv1G7Dthyj\njo5OetGrwKaZrlJJUqmpwv/Lj1iOPDbqc+Hz91DHpsfk435/MQC2U89My/jQdc5/InT5O46uLDvo\nVWB1Uozq9YI5tX6apOfu/C8qOjp7LbqS0AFA9fkQzLu/RpPgyEatq93t8+ro6CSHriR0NHxeBIsl\n5mPBYEhL/SZVUUAQMBQWo+zamfLxdXRSjerxENj0B6rH09Gi7Fb2Gse1TvOovvjmJtFsIejzgS21\nt4paW4OYlYNYUERg0x96rSidTs2e0qmxLegrCR1AUxKCOc5KwmrVFEiKUaorEXJyEfMKUCp3tbyD\njk4Hsjd3atSVhI6GN76SEM0WzamdYpTqSsScPASjEeLkUujodCYM3XshZOUAe1+nRt3cpAM0OK7j\nrSQsqAkyp9uDUl2FcaCU8nF1dNKBYLViHnU4an0dGWddtNeYmkBXEjohVJ8noU+CNJibVGctgt2R\n8nF1dNKBqigIJiNCTv5epSBANzfpNODzxY9uSpNPAiLKrRtNaVmt6OikiuCObRh69AajAbWZHip7\nImlbSUiSZATmA/0AMzAH+B14AVCAX2VZvjpd8+u0DtXvB6Mp5nPRYkX1pdexbCgoQqko26vsvDpd\ni4D8G+bRR6AqCkrlLgzFPTpapN1GOlcSFwDlsiwfBZwI/At4GJgpy/LRgChJ0hlpnF+nlcRrpCRa\nLJAGx3XUHAVFBMvL0jqHjk57UJ11iHaH9kKzl92r6VQS/wFuC/2/AQgAw2VZ/jr02YfAcWmcXycF\nCJbUO66bluEQ97If3t6alJUsne38aKtsA7B3vtCkzdwky3I9gCRJDmARcCvwj4hN6oDsOLvqdCJE\ni0VzaqcQ1V2PYMsM/y1k2lGdzpTO0VnZm5OykqEznp/AxnUYB2jJnoIjC7V27yojk9boJkmSegNv\nAv+SZXmBJEkPRnztAKqTGaewsGtHwXQF+cszzRTEkVPx+cg0CeSl8Bi8Wyrw9e2BI2LM8oz486eC\nznT+3et3UB2RlOXwVGLr3XwocGeSvy20Rv62nJ90UljooOLLzeSeNlEzvZLee7Uzkk7HdTHwMXC1\nLMufhz5eJUnSUbIsfwWcBCxJZqwuXq63S8jvdvniyllQYMdZ7SSYwmPwb9qGYLXhiRjT7Y4/f3vp\nbOdfteaFzWticQ/qrHk4m5Gvs8nfWlorv2rNQ8jKQa2tTur8pJMG2d3VLpRaH6CZXd316blXU02q\nXi7SuZK4BcgBbpMk6Xa0NmbXAnMlSTIBa4DFaZxfJwXEc2a3F6W6CtOQ2KZLqqqmZb7OhGC1knHu\n33D/7z0cl13X4aaUzoZgtWI5Zjyqx4PtxAkdfn6UehdCRmbM53vDvdpAOn0S04Bpcb46Jl1z6nQN\nlJoqhOycqM/ErBzUmmqEnNwOkmr3ofq9iEZThz8AOy2BIILF2inOT0D+DaO0X9RnQlYWal0tQtbe\n4VLVk+l0dj9KEMEQ/X6yN0U4qc46hEx7R4vRiVEhDeXp20Jw2xYMvfpGfba3hcHqSkKnUyAWFu81\noYWqy4lg15VEYjqRGUdREcTox+TeFgarKwmd3U+cbqViXj5KZfnul6UDUL0eBFsmql79NgGdo52t\nf2cpYn5BzOdiXiFKha4kdLoAnS3pqD0Ihs5dMjzV51q0O1Cde1e8fVdC9Xio/vRjDANim2EJJhME\nOu+9mmr0KrBdlFQmHWmtRFMsYKK5fD4wxdaIAjqVlSGSdCR4CVnZKLU1iNl7vqO+bXTczRB1vb/9\ntlMk9HUk+kqii5LSTlkJekmkA6WmCjEnb7fMlSrS0ZVMdGgRMjrxEMBgQA10jPN6b+5CFw9dSXRR\nDN17IeZp9tL2dsrS+lvvJiVRVYmYIMxVMJlRvZ3PdGbo3gshpNhS1ZVMcGgrCZ14qCEl2jHnx9C9\nF2KoymvC623ae8rb60qiiyJYrVjPmIJx/2HtXg5r/a1jGw6lA7WmEjE3/kpCLChCqeh8/a4FqxXr\nSRMxDjkAx/Q7U2J6ELOyO+wh2JlpKP4oOLJQOmilJVitOK67lewTTk742zLkF3bKezUd6EqiC6PW\nOzHkFbT/oeXzIlh2j81VqapEzE6gJDpzGKzPi/mQw8NmiLai+X8EsFg75aqpw/FpvdbFrGzUDlxp\nqT4f1oH7JPxt7U15PbqS6MKodXUpaQGaqL91GFHQHm4pQPV6m//h7eqcPzzVXY/5wBEE1q1p9ziC\nLXOvKenQWlS3G8GWoZnjOnClpdbVYMzJSfi99kKzczdK1HHoSqJLo2pvpe0dxRu/v3UDgskCu8H+\nKmZkota70j5P21ARbBmoHnf7RnE5I7KtdUXRFE2JZoTMcR3n2FdqazBkJ1YSe1N5e11J6LQc3WQ2\np67PdVd/Llqs7cqVaOhwFvorNTLtQWhKwoZgTn2zq1bJUVfbvJLYi1aCupLo6qTAFKSG7MCJ0LrT\npbeFaViWYCAmaa0zJQ2a9hlM4I+1bd5fcabGRNgVUD0e3OvlVl23pg2p0kEy95NSV4Mxe+8o4NcS\nejJdFyUcBZJhR613tevBo/q8YGlGSZgtkAIlEXbaAgSDOKZdDW43dY89AZmZqB4PvqVf4P3kPcSC\nIjIvvQYA17NzUXbt7BSdygz9BuL58G1MQ4e1aX/VVYfQoyGkUlPwTWsD7QloCWmzqN5Z0qrrprrr\nEfPyG/5Km1xKS3IFgwjGFh6Pwt5RMnzPuzv3EsK2W7sD1dm+BigthcCmaumv1tYgZmlLeNuT/8K6\n8DWs775F1qUXgd9PsGQbqks7FqW8DP/qVfhXr0LZpTkIO0NiU3vLh6hOZ9jcJGTaUV17pl1bS0gr\nAVp33VSP5rjubHLFQww1R9rT0ZVEF0Wt1jKXNQdaO7tkJeOTSEG4plJdiZCTi2GdTOYD92if2R1Y\nPv0E+/RpGLr1jEpiso47Geu4k8OO3lQlsrUWbdXW+LYoZOWg1FS1bSyvB0LhxntyroShey8waS8e\nrbluar0LwZo+JWHo3iushNp7P+0tYbC6uamLolSHMpfNlnZXT1V93vAPOh6C2ZKSSBOluhIxOxfH\nlZcieL24z7sQz4UXkzPpVGyvvYzSrTvMmE2wZJv2Yw6ZASzjTsI4YB+MfQd2jKnJ446a1zR4KP61\nv2IZfWQbBms0T2hhnrUYUiRmZ0KwWjH0G0De4UfgP/CwpK+b6vM1mj5FETUYRDCk7gwJVivGIQci\nduuO7bhT23U/iQVFBDauxziw43pw7w70lUQXRXsrz0NMRSieGlszPxLN3NR+n4RSVYn9jUWYfvyB\nYI+euO6+l8CIUdQ+8wKqKJL58IPYFr6Gsf+gqB+vmJePmJvfYb4IxeWM8vmI3XqglJa0e9yOThhL\nN8Ze/bSHfCuvW1iJZjrSYo4T8/IRWuwM2LKfQcwr2CvK2+tKooui1FQhZuci2B1hO37aSFF0k2Hd\nWuyP/hOAuofnoobaP/qOPwnnPx4DwD7jeqzzn4H6+vB+oqNjzTJNO8k1PMQaggfailZ6Ys9VEoLN\nhhJxHZOj8ZyKWamvb6UqiqYcAv7E2/j90JLTGjTHdicub58qWlQSkiQNlCTpfEmSBEmSnpYkaYUk\nSUfsDuF0miEUfZGat/zm35qEVORJBALkP/ccgs+H+4KL8I87LuprzwUX4Zp+C4Ki4Lj5BvKH7oN9\n2tWYli/THqa1HZdYpboicxs0xO49UUq2t2tcoVMnD7YPNRCAdpqJ0vFyoFRVtFiFWK2rRXRkpXTe\nrkwyK4nnAR9wBrAvcD3wj3QKpdO5EMwW8LZPSdiemItl82aCPXvhumtO3G3qb7yZ2sefxD9iJKKz\nDttrL5Nz+okUTjwN0/fL2zV/e1CcToTMaCVhGjwUv/xrG0aLcIDvwaGTar0LIcOOYDCgtrFftZCG\nlYRSXoZYUNT8NnU1CA49R6KBZJSEVZblRcCpwKuyLH8NJOga03noTAlY6SfNDxuTGdXfjhDYYBDb\n008AUHfvQ6iJ3tIEAe8551P94RIql66k/prrCXbrjvHPLdjfXNz2+duJ6opNgBOzslEqK1t1j6Wq\n/lVXQK13IWZkYu7RE2VnaSv2bLyX01EuXCkvw1BQ3Ow2am1N0isJVQD/ut87bfJnKkhGSQQlSZqM\npiTelyRpAtCpDXGqx0Pt/bdS99Ad1D5w2x5zsToKQRTblddk/OYrDGU78WfYKP/u86SuR3CffXHN\nupPqDz4FwLpmDfgT25HTiVpfj2C1RX/m8eBb/mXUPWZYu4a8EUOxvvR8/HE8boSM9IV3dia0lUQm\n5j59CW7/s22DWG3trpXVlIYwbMTGFY5h7RryRh6AZdECbRtnLUJWyyuJhuRP56NzqL1nBv41v+Jf\n8yu198zYo549ySiJy4BTgKtkWS4BzgH+L61StZNgyTaUMu3tpTMkYKUa1e8DY8cs5oSqyiincjKY\nF74KQF2vHihlJa26Hkqv3gQGDkL0eDCu+rFV86aO2OgvLfFPi7xpuMds85/GsPVPMu+chVAeG/XS\n1AG+J6O6nJqS6NGTYFlrIsEa30bSYo4LRfKJ2TmoNdoqxfbkXAx/bsGwaaO2SW0NYhLmpmDJNtRQ\nvoxSWU6wZJv27AlFPO0pz54WlYQsy6uB2YBXkiQDcIssy7+kXbJ2YOjeCyFDq//SUQlY6USpqUZs\npvhYuhB3lpI3ehg5px4PybaWDAaxfvkFAHW9e7TpeviPHguA+cslrdovnUR1LyvqjqGoO5b339X+\ndtaR8Vis2y6eAxzaHyXVGVFCKwnBYAAluePTzHHp9tNo44s5udqqwlmH9Z23APBOPkuTw+9PqglX\n0w52ljHHYBlzTMRn3feIZ0+LcV6SJE0BZgE2YAzwrSRJN8qy/Eq6hWsrgtWK8cDhmPbdD/OwQ/a4\nJuZKVQVibn7jB+LuqQFknf80YnU1YnU11tdfwXPhxS3uY/ruWwy7yvAXFGCe8yi2Hr1bfT18R43F\nNv8ZzF9+Tv30W9oofWoRrFayZszGt2Y1yq4SzKt+QCzfhZKfj1hRge35Z3FfdhVK7z7hfVSnE6GJ\nrVuwZWglVjLSW9Rud9NgbmoVXk+ceyPVSkNTWGJOHsGdJViWL0eod+EffRjBgfu0aqSGe6Bp8mfW\njNn4fvpe69OyBzx7knmqzEBTDnWyLJcBBwOd45faHD5fhyZgpRO1WsuRaECwtTeUsuU3PcHrxfbC\nc+G/Mx66Lymzk+WdNwGoHzUK44DEnb6aw3/EkaiiiPGHFQgd2GOgKYLViuXgUeDzYX7jPwC4L/wr\nnklnIfh8ZD4QHcWlxHGACx2cA5IuIhWfkJGBksT92dBwKF0o9a7w+EJOHkp1JdbXXgbAfd6FbRpT\nsFpjkj8FqxXLoUehlJftEX2wk3Jcy7IcztYK+SU6f5hGIIDqTq3Tq7OgVFdF9YkW7fa0J9RlLluK\nWFWFf/gI/AcOw1Bagu3Zp5rfKRgMm2C8p09s89xqVja+AQMRgkFMy5a2eZx0YRkzFst7bwPgPW0C\nrptnoZpMWBYtwPD7b+HtVJcTsYlPIh0JY50CRQmX0zD06E1wx9YWd1E99XGVRKqiwpSKXYj5Wvir\nkJGJYcMfmL5fjpqRife0CZEzpmQ+yxHj8H7TeUykbSUZJfGbJElTAZMkScMkSXoa+CnNcrUbwWpD\nde+hiUped1S0jZDpaHNpjqbF6+KiKDg++QQA95V/xzXrTgAy5j6CUJ240J1p+TLEXWX4i4rg5NPb\nJF8D3uHDtTG/+rxd47SWZPwFlt9+xVBbS6Bff4JDD0Dp1x/PX/6KoKpk3ntX41juemgSJaWFeXae\n1VE6MPTsk1SEk1ofqyRSmXCo7NqJoTCkJASBzG++AcAzYRLYUx9QYCjqhuqqS2oV1ZlJRklcDfQE\n3MB8oBa4Kp1CpQIhI2OPXUk0RbA7UNq6kvD7EUzNR0qZ//cxpp07Cfbug/eU0/EfMw7fkccg1lST\n8fgjCfcLm5pGjmy3GcF32OGaLF/uXiWB14NgsTW7iSXk+HTtv1+4X4br+hkomXYsn3yEcfm34W2b\nRuwIWR3byzl9RJfXUJPImG8ofx9JKivlKuVl4ZUEgQD2ZcsA8JzbaGpSg0FIoW/PctR4vF99mrLx\nOoJkoptcsizfIsvyKFmWh8uyfGOk+amzkop+xF2FNvUlCL0hqz4vNFcmHC1EEMB96RXhmjau2+7U\nvnt2HuKOOOUpIkxN9Yce1jrZ4uAffRiK1YpxnYxYsiPm+3QlMGnF/Zp5ywwEsPz3HQDcY8cR2LqJ\nwKY/UBwO3FdOBcA++/bQ+Y5dsWmrwPg/p7Z0duvKaOamaIWslWRJjZJQfd6w78C85H8YamoIDBxE\n4JDRjduZE885AAAgAElEQVQ46xDtqSvJIWbnIAgCwZ2lXTbBLpnaTdMkSaqUJCkY+qdIktSpk+kA\nEERQOr+YbaKJBaS1jYfM771N/qDe2G++Aepqm+8l8cMPmJd9g2K14jn/L+GPA8OG4zl9IoLHQ8Y/\n7o/ZzfTtUsTyXQR69oTjTkxatkSIeQV49x+qjd1kNdHQbSwdCUxabkPirn+mZd8gVlQQGDgIYeIU\nnI/dF5aj/pLLUAoKMK34juxzJpHx/XfQRDYtUTHWpKV6PNTeN5OtM6fvGUlZQsu+BdXtjukloa0k\nUmWOa1TS1te04EzPuRc0dkskPSU5zKOPoO4fd3TZBLtk1lXTgGGyLBtC/0RZljt1CXw1GADDnlng\nNqoFaANmC2qStZXE0hIc11+DWFeLbf4z5E2ZhDFO4leYRzRzkvOoo2PKadTfMgvVYMD62ssY5Oi+\nz2ETzLBhGPoPSkq25hAcWXgkrW6/+asvor5LZbexpqjOOsRMO0JlRdwVU8Nxes+YqEWzhOzPys4d\nBOqqcc55ENVkwvz5ZxTMm0f+Aftiv3EahtXNpxoFS7Z1qo587UXML2yxrLaWW9HEJ+FIpTku1PJ3\n1y7Mn3yIKoq4T432lWndE1Nb3E+pqoxJvOxKJPMk/R3YmW5BUokWSrdnxZ03oNbVIDYpGZB0Zqqq\nYr/hGsSaanyHjiHYtx+mtWsounYqlrdiayOJO7bDwoWoBgN1xx0X48QNDtwHzwUXIygKueOPwnHF\nJZiWfAo+X9gEUz9iZEqaxggmE54hQwAwffVF1Nu3oXsvhFBlz1QnTyouJ8bycvIOH0neqAOxzftX\n49wRpibv6ZM0OUKhyQ1yeCeeScUv66i790G8ffsi1lRje2k+uSeNw7B2TcJ5xW49w1VU94SE0KSc\n14EAQpPmV6lyXEf6GqyLFyIEAnhGHULAFJ0qlo6VRNOku652LZPpTPc4sFqSpOVAOM1WluVL0iZV\nO9EcYLb2t/XshCjVVeEHYmuxLHwNy/8+RsnOoe6p+aiZmWRedjG2JZ+RdfkleD75iKA0OLy9ccV3\nEAjgnTAJpUcPrXZSk0xU1y2zMGzdgnnJp1jfXIz1zcUoubmIVVUE+vUnMHRoytof+nt0J1jcDcPO\nUgxr1xAcsh8Qiks/ejzBrZvIvODylObGCNu2kjvnHsSKCgDst8/EtOwb6h57AuPPPyFWVhIYtA/B\nIfshCAL2y6/D//svWMedFJZDzc/H/bfLqepWiH3gEOx33or588+wvvoirtmxpjrQwjVNww4h75BR\nePc5qEvl+2j9GKKDIQzdeuL//Rc4aGT057+uxvDnFnwnnxp3rETmuNYSTkBVVayvvQSAe9JZqNVV\n0Ltfo+y1tTEvYe0lUdJdVyFZJfEKsCXNsqSMxiiJPbDcQVUlYl5+yxs2QSzZgX3WzQA477kfpbv2\nZlM16w58I0eR9dgjWEMJYU1xXzEVaio0x18TJaHm5VOz4E3EP7dgXbQA64JXMWzZDED96NGYhhzQ\nalkTIgj4jzoGw6IFmL9cgjukJADw+zAU90ytgnDWUXjfHIxb/8Q/7GDcV0zFPuMGLB99gPHYIwn2\nHwCEckBCqzlD7774f/85Vg6PligWHLIfrpm3a0pi0QJct90dd+6A/BvmQ8ZgzLXj62IPlYYKsJEI\nZnNMgUaxtISciacg1lRT/e5HuNP4e1XKyxALizGu+gGjvBYlPx//KaehyL9Fbad63eEe5KmkIemu\nK5KMkvDIshz/Tk4CSZJGA/fLsjxWkqRhwPvAutDXT4bKkKcU1V2f1mbqHYlSU4lxQLzyAc38wFQV\n+/V/R6ytwXv8iXjPPrfxK7+P+nMuIHjKBCzvvInQpNNWxqiDCQwfibDsC1SvB+LUHgJQ+vSl/oYZ\n1F9/E8bvlmP6ZRU1uQ4sRd3bcJSJEPAdPRbrogWYvvpCU16RGA1a3Z0WQnqTwucj65ILMW/ZQqD/\nAGpeXYxaWIh/5CFkXXYxph9/wLBNSxDznjGpUUKDEYKxDlolorhf4MBhBPYbivH3XzF//CEeiwXV\n60GIeDiprjoMxQcTrOha9mtIsiRHhOkTtH4jtWdPTptMSnkZpqHDsM6bB4DnrHMRCopQVi5rsqWw\nR/f5aAvJKIlPJUn6J/AhWvMhAGRZ/qqlHSVJmg5cCDTEZ44A/inLcuLg+hSguutbbCzSVVHramNK\nO7SE9fVXsHz2P5ScHK1NaMSPQPV6ESwWgr36UB/5Zh4io9ABu+q0CKhkSgwIAoFDD8M/+lDU9xal\n/AfnP+oYAMzLlmryRKxsxDzNOWoobqdiUlUc103F/MUSgg4HNQveRC0sBDRlWP3ux2TecycZ8/6F\nf9jBBAcPaXlIl7OxuJ8g4DnvAuyzbsb6+svU/f3vKHW1GEJKoqF9pmB3ENzc9RLt1HpnfCVhMoVW\no5ZG02dWNoLXg/njDzAenb6Gl0p1FYLRHPa9ec69QDNl7UU9PtpKMo7rg4HhwK3AXaF/dyY5/h9A\nZD2GEcApkiR9KUnSs5IkpcW73Ghu2gPfCFTiF/IThLghhkJZGZm3aaW2nHMeROnW5AEax4QUl1a2\nSVVKtmPo3jPp7ZPCIBIsLCQweAhCvQvTd1qSWkPEl6GgCKW8rN3TZDzyENZFC1AzMtk1bRpKyKwU\nxmzGdfe9VCxfRc2CN2OizbRs/+i6Vk3LhHsmT9GinpZ8itHrQ43IBQhsWo9xwL4I1rb0iO54lAQr\nCUOPXgRLtkebPuc8gOfMKQiqiuN//0s4Zioq5Vo/fB+xrhb/8BFhf5ZOyySTTDc2zr9xyQwuy/Jb\nRDi7ge+A6bIsHw1sJHll0yrChcKMRu2tLB1ztDF5K9n9Wju+YMuMeTABWN9ahFhXi+/osXjPnBI7\nT+jNrsXxLckrCdXjwbvs85SEvkai9TyuxXviKYBWFgRCBQ9z8hALiwmWtz4QL/Jcizu2k/GoVua7\n9tkX8PXvn3A/ZcBA1Dj+IUPP3gS3R9cqUpzRxf3U/Hx8J56CoChkfPllVMJYYIOsKQlRRE2yzHai\n4+kIEpmbxIJifD+txD7t6ijTp/vyqwHI/OYbrV9JEwSrDdqdGKtiXaD1NYnMsNZpmWRKhR8BTAfs\naK/mBqCvLMv92jDf27IsN/wa3kJziqcc1aPVNhJsNi2L05TaaAXV46H23ls0Z1hxD7JmzE7KYdrQ\nMU8pK212v7aML9gdWix2kwJylne1wnOe8/8Sm18BWpXKZJSE2ZxUKKKW2HYbys4d+H/7JelzkwwN\n2bfuK67G9tzTmL9YgunrL6kvLkIsKEJwZCVV/iFG3ohz3bPCieDx4Dl9Ir7jToD3W9821dCzN/6f\nf8A4SGqcJ9LcFMJz3gVY3nubjPffpXbsMY1fJNnPIOHx3D8LpaykVfdmKomnJFSPB9czj2FfvhzL\nDz+jZDeaPoODh+Abd5wWIffS87ivvSFqXy1XohZDO0q7GHbtwvz1l6hWK96J8X0f2oq0zVPssSTj\nk3gWeAC4GO2hfhLQ1hZhH0uSNFWW5ZXAscAPyexUWNg6G3y5zUhBcTa1xflYrQLmVu7fEu71O6gO\nmTWUnTtweCqx9ZYSbt8gv3v9DqojOuYl2i/R+KqqUpFhpqDheMrKYNs2GD4cV49CRGMQW+Sxbt0K\nK74Dq5Wsc8+MW8Ss3GqkoFvzDYwKCx146/PwlXhwtHAu3et3UL1zR4vH2BbcfbqjuFxkSv1gxk0w\naxY599+NcP8cMoYeiKkoi/LI8xMhf8Ix5e3hc21cL2P99CswGLA+dD+WAjsVGZaY8VpCLbBTsfLr\nqP3KxQD5vYuifTRnTYAbe2LcshnH7z+TPXkiQaeTmsI88kL7lrcgf8zxrN9BdVljYmEqz3+yVAhB\n8voUh/NjCgsduNfvwLlpA4U/a9FEgVkzyT9g3/A+6vQbYMmn2Oc/jf32mVG+JlfvboiiP/reDgRg\n2TI45BBoQQkGnU58P2mPLOHMMykY2JinUJmXRY7diGizEaytpba4gNyIeVr77NkTSUZJuGVZfl6S\npH5AFXApST7c43AlMFeSJB9QitYatUV27WpdvoPb5WPXrjp8fgHX9l0YTanNoFSteVrNHVcdYnF3\n6qx5OBPIWFjoCMsfqFe0N35nHWJxj4T7aeNr9Zgit1PqXfgwauO5XOSOOxzD5k1Uf7QET14uyrad\nmPMa/QC2F1/FDniPO4Fatwru2Lnc9d5mz2+D/EFXgMCuajwtXAvVmhdOgGruGNtCMGgisK2U+l51\ncP7fyHt8LoYVK/C9+Q7e/UYh7KrDXe+LOp7I8x8Pf5UTTCbw+yn4YzOCouD+yyU4c7ujbi/HG2j9\n/Qex59Xt8qGWx9bXyjjrXDIf/QeGjz9j1xU34Fv1PWLPgeF9BVo3f+S9I+Tmp/T8J4vb6Uap1Eyf\nDedfteZRsOFPDIEAzn59qT/7IoQIuZTBB5HbuzfmrVupffp5vFPOC38XUEwoW0swF/TWPggGyfrb\nX7B88B6B/Q+g9tkXmm0YFNi4nsJPtVIu1ZPOwR8xr9eYiW/DnxiKexAs2U4QM4HQ9y3dO52dVCm4\nZBzXHkmS8gAZOFSWZRVI2uEsy/IWWZbHhP5/lSzLR8iyPE6W5fNkWW5bfeuWCL2spavIn2C1Yj58\nLBkXXYnl6OOTXs77v/+GrFn3Yx5zdLNmAEFRKKjz4jjqeKwnT2xMyopoNpQ5506MmzYiqCq2J+aG\nzE3RN3RkyYhmjiYp2bXoppZ9EsFtW7CdeQGO6Xel3NQhOrIaHbyZmdTfMAOAnMWLESIcm61xcgY3\n/YHt7IvJGXkk9o2bUW026m/Uxm3qR2gdQhM54svkPUd7GGasXIHgrCO4bQuGXn0jh2ndrFYr5kOP\nxn7jnZiGHhyT/NhRiD4vji2an8bz0sKYQn6qx41zghZKnDHv31EJdKIjoueGqmKfOR3LB+8BYPxt\nNTnHHY3lzcSR9KbPPsG4q4xgn374x0RHUIk5eSihcvdKbQ1CihPp9gSSURIPAwuB94C/SJL0G7Ay\nrVK1l9D9JVgz4jpzU4FgNGIZfQRKdWVSDt3g9j8RC4oQs3IQc/KafXhmPHgvuW++SdGcOfDjCq2k\nAKBUVyLm5mFa+jUZzz6FajSiGo1Y3nsbY2VlVE8Jcfs2TCu/R7XZ8B53QvuP12xu8ThVVcW36nvM\nhxwR060rFQgWa1SnL88FFxHoPwDTzp3hDmOCIwvVmbxfQq13YR4ylOyXXwTQWo6GIsBUlzMqIqk1\niPkFLdYqAggOGITv0DGIXq/mP1LV6Og1tZVKr2IXhqJiTAP2wTJqDP5V37dF/JRjeftNBI8bz9AD\nCBYXx3yvuutxn3AiSmERxt9WY/r6y/B3kS9Atscfxvb8s6gWCzWvLMQzYRKiy0nWFX/DfsM1EKc9\ngO09rRqx55zzYsqAN/S6Bi28XExxSY49gWSimxYBx4fKg48ALkDLfej0iBkZqGkOIbQcMQ7v15+1\nuJ33268wH3ZUi9uJO7aT8ZzW8c2ws5Ti+c/j/+xDIKQkTBYc12rRIPXXTcd7xiQtQublF7Vktwa5\nQp3SfMedAJkpiDROIgTWv/pHTAccnPZe22FMJupvuQ1obKfamjBY1e8DownLjz9i+e03lJwc6qde\n2/i9sy7G2ZwssbWKEi8JPKHWmRmzb6f4nw+Tc9oJ5Jx2Atmnn4j1u+/Bm3yUUmDtbxhDWe7GQRKB\nzX9oBS87GOvroTahEyYSjHN91Pp6hOwc3H/TLNCZs+/AtPTrxg53ioJlwavY59yFKgjUPvEsvuNP\nou6p56l76FFUiwXbyy+Qe8IxWF5/BSFUkkeoqiRj5QpUQcATYcJqQMzJQwlFVOkrifg0+2uWJGmo\nJEnDZFlWJUl6BJiL1nCoS1TP08xN6VUShoIiVHc9SjP9HPx/rNXerA0tu4AyHroPwevFc+gYAoOH\nYNq0kfw7bkOtqUGpqcIx9zEMf27GP/RA6qfdGO5ZYH3lRYSI6KMGU5OnWVMTJFu6pOGHmnAURSGw\nbg2mwUOTGi9VeMafgK9ffww7S7XeFoVFBHclpyQCG9Zh7D8I+xyte1z9tTeiZjc68dU4PamTxdC9\nJ8EdyWVLe089g6DDgaGiAsua3zF99y2m777FvHwZmU8+BaEyJ8mglJdhiEgktRx6FL5vW8x7TSuG\ntWsw/bASxZGFd9LZcZV4Q+tS90V/Q8nNxfTzKnImnkLeIQeR8cAcMpcuxXGddq87730Q32lnaDsK\nAp6LLqHqg88IDBiIce0asq69ivyh++C4+jIyH5iDEAjgP+oYlN59YuYVzGYIaGHySWWK74UkVBKS\nJJ2GVkKjW+ijk4AvARNwU/pFawcNL20W625pPGQ5+ni8X8ZPBFJVFf+P32M6+JDGDw3x8zcM62Ss\nr7+CKorU3TKLmgVvEuzRE+uGDdjPm4z151/IePE5VKORusefBJOJwIHD8B1+JKKzDvvXXwMgbtuK\n6YcVqDYbvmOPT8sxN8X3/TeYDzl8t8wVSbCqgtrLrwQg4/FHMLrqUSp2JbVvYOM6HEuXYfxtNYHc\nXOovuTTqe8XpbLaXRHMIZku4VlGL5iK7nZI591J6/fVUv/tR+J/vmHEIHg+Zc5MrUKAqCojRKxZD\nzz5aCfNWrEbaT7QM1te13g3eiWcidu+JUlURs4dWSseGmp9P1adf47p+OsFevTH8uYXMfz5A/nPP\nIQSD1P/9Ojx/uzxm/+ABB1K1ZCm1jz2B77DDEerrsS5agG3+M0Djaq1FyfWSHDE0t5K4A83M9FHo\nb7csyy8C1wDta1icbhp8EimqIBkzfJN4atGRBQL4fv4hKoFJ9XioevdNjIOHRplgxJxclJrY3tCZ\n996NoCi4xo1DOehglB49qVnwJkp2DhkrvqfwsUcBqL9hBsGhjYXzGmoYOT79VCtf/V6ofPX4EyEz\nM+3JVYqzFv+a1RhSWqcpEdHXU9lVhv/4E/EefyJibQ05F0xBrK5OaiTrjz9iv03L/K256OLYLOlE\n5SVai8fdon9G7dYdd0EevmHD8R86Bv+hY3DeOQdVEMh4czHi5k0tThPc/ieGnrFvy+Yjj8Xz+Ucd\nk2Dn92Nd9Dqg5YUkWpGqbnf4XCu9+1B/821UrlxN9Rvv4TnrHBSrFdeESThvvDnhVKoo4jr0UKoX\nvkXFdz/humEGgT598fbuhWfscek5vr2A5uwfNlmW10X8/RGALMu1nbkznWZnTlVx6gQ0Lcbm8eD7\nbilK2WIERxaWcSdpmy35UHOGFffAtO9+4QeFmJOnlSiOMAsYV36P5YP3UDMyqD75ZMyhxKHg4CHU\nPPsS2edMRAwG8RQW4Lrsqqh3Nd/4EwgMHIRxwx9Y3n8Hy7tab2nvGRO15Ko5N6NU7EpBclWcZDyP\nh9rZN6PW1VD75+b0J2+Fyo80KF2lvAzT4P2pe+IZDKefhPH3Xyl87DFqzzgbMhInX4lLvyL3qacQ\ngkFc027Ed+55qNv/jK6w29SJ3FpMJlSfL9QCNfGKRPV48HzyHmp1JbXbt4bPYXC//VEmT8aweDGZ\n999D3bznmp0usO53zKOPjPlczHTg/ewjPO8uSnuCnepr8vv7738Ry8sJSIMJHDwi8X5uV0zEE6KI\n/8ij8Y0aTU2GoIWEP3h7XPkjkzgbfoOuYQfgLf9T2++xOR2SWLgn0NwvwCxJUvipIMvyLQCSJBmB\nzhFXFwfV7W5Spjj1y8dw2Y8QwZJtKKEEJrWuFmPfARj7Dgi3XWzajSoyokLbSSXznjsBqL/sKpSc\nnKhlr6dPL3YcOoK6Ht0oGX5AbOkJUQyXNsi4/x5MP6xEzcjAd+zxmmwh80s6umIFS7aFG9Xvjq5b\nTUN9Va92LdSsbGoWvEGwV28sGzeQdcUlWsJVHMSNG8i56HxErxfPlPOov+U2DN17pVx2Q7eeBEu3\nh7rbJVYSwZJtqKH7IeYc3nknqtGI9c1FLXazU52xWd3h8UPnLN3XKKZM+Pz5QKgURnOmnKCS0Gen\nyd98ZzetO6GWxBn1G0ymI5xo6BTO/c5Kc0riC2BmnM+nh77rlDQ0HErrHJ76KCXRtPOUsd8gjP0G\nJexGpcVmNyoJ85L/aX2kc3NxR0TXRI7vGXYwJWNGERy0b9zOVp6zzyWYmYlx4wYgZGrKyEAs7h5+\ns0tHVyxD917hMNHd0XVLdGRHFcOLROnWXfPjZGZi+egD7DNuiDE3CmVl5EyZiKG2Bu/YY6l7eC4I\nAoLVmnQL2GQx9NIinDQHeOJQ2uY6l4lDhlA3TiuVZp9zZ8IxVL8PTPEfsruzM1qk81fcWQoffIBq\nNOKJqBsmtNJXaOjeC7FQC5tNJL+he69wR7lkfoORiNk5qDXJmSj3Rpqzy9wMfB5yYH+FZgw+ArAB\nY3eDbG0itpdEGnwS7mglkajzVP7YU3AseBF/WQ3CTddFjRHYuhnju+8DYFr2DRCKrokTgpdUZ6uM\nDJzHH0/2W6EEutO1qCalZDuWcScj2O1Yjzg2at9UVNbEYsF8+FjMB43cLV23hKxQHZ8E3wf3lai8\n8y4KZt2K7eXnobIMh6MxYsn440oMWzbj7duX2ude1rKt04SYV4BSvgtEA8bCbgm3a+76CqJI7Smn\nYP92OeYln2L65iv8R8SGUgc2rMM4MH75jYbx6xe+gO3si9J6jSKVhOU/CyAYxHfSqahFjaZVsaCI\nYHkZxsikwWYQrFaybrmX+oUvkDHl4rjyC1Yr5kOOwDz8kKhzmExHODEnl2DpjrS/XHZVEioJWZYr\nJEkaCUwGDg19/CTwH1mWk2gs0DE0fYCnZY76egRHdKmPpp2nhLIysi+7GLGyshlNvDT8f8FevXFf\ncmmo3HfssjyZzlauiZPI+vBDVKsV37HjAfCvX4PlsKMIyL/F/kiCQUgiLLc5VJcTMTtnt3XdEh3Z\nBLZs1OYOlQhvSuCocVTNvI3cu25H+O9/afpoCPTqTcXdszE1fbtPZdMiGkq6q0mF0jZ3fRVHFu6r\nryHz/nvIvOcOqj9cEnPcgY3rsY4/pfnx9x2imQbT+DBU6l2I2Tlam9BQbkTTyCKxIZclSSUBmvxi\nfmFCf6MaDCBYzDHnMJnfjZiTh2/1KsS8gqTl2Zto9gkRUgavh/51CVR3fZMetWnwSXjqEYtis0Yb\nN1Bx3HQdYmUlHHUUtZPPidnE/9MKTMNGNf592OFgtaLW1SA42lgKondfyp9/CUOfAY1OW68XsbA4\nTgeuUJlwS8sVYCP2iPlEi8tv5lykGDEru9EH0tC3uOk2BUW4Bkvw6dfkbZaprYuI6DEYqMu0Yozj\n4DV060Vw546k33CTQwiHd7aH+su1yremH38g99CDo1ZAanYOvskTEUwJXIUeD47rppJps1F1wvEY\nTjitXbI0xbB+HfZZMxC3b9OO1WQGQcC44Q/o1i38whLevqCIQJO2oclg7D+IwOY/MA0aHPNdcPMG\njP3a9qIi5OQR3LoJY7+Bbdp/TyfNYUC7H82p3KRMsaqmNP5ZdbubbY9qeWsxlg/eQ7E7EF9+Ga8t\nN2Ybt8OK7dQzYz5XqioRs/PaJJeQ6cBfpMI+WnVN1eMGiyVxKLDXk1QvieZQysvihl2mDasNNVR6\nQSkvi9uBsKGIYnDsATB2DN4mRdqC7/wHc4I+EIFN6zH26pt0n42WEBxZBEu2tT8LPTMT16134Jh2\nNcZNG2O+znfWUnfxFTFlJwAyH7ov3L/c9OnH1PUeQHC//dsnTwjLwtdwzLgeIVFlgyuvjHn7b2tN\nNeM+g/F89mFcJeFfvxbrMW0rPyNkZBIsLdFC2XViaC6ZrkumHmpO5ca3Nq0Be2qtY82ZtISdO7Hf\nciMArrvvhT4JHqAJOskp1VWIuW1UEnYHSkTkj3/9Gkz7Ju7AlWwvieYIlpdpZoDdRKSyb5pdHG+b\npsRLOGtALChCCWVrN+0k11YMPXujJJl5nRhNwXvOu5CKlaup/Pr78L+qT78imJuLdc0arPOfjtnT\nuPJ7bP9+DFUUCQwYiKm0lNwTx2J9+YX25RDV12O/9iqy/n4FQn09nslnU/nlcnbccw8VXy6n8uvv\nqVi+Cm67re1zNKHZFrpeb5t9LYIgQDAQdnzrRNNSdBOSJD2xe0RJDdrbc4Tjz5a4flObu8v5ffEd\nnqqKY/o0xKoqfGOP1Rr9JKChy1rMENWViDmxK49kEDPtqM5GJRHcvBFD3wEJt2/L23KMszvQ9gY5\n7UWprkTIaZ1CDfyxNpSJH3vNG3wIgJbb0MZs60jEgiJUr7vdSWwN513p05egNDj8z7/vYCrO0HJb\n7ffciRiKbgPA7cZx7VVa+fOrrqFqyVJcJ56E4PHguOEaHFf+LVzjCJL/PYi//EzO2DHYXn8F1Wql\n7pF/UffEMwSH7EegRw+UIfsRlAajDBjYfNhrGxBscVrDuuvb7YwXsnMIlu/ssG5+nZnmzE12SZJe\nAU6UJCnmCsiyfEn6xGoHTXpAC7ZQJdgmD97I5JvWJxgJcd9WLW/8B8tH/0VxZIVDKxOOEMq6FrOj\nG/4odTVtf6Ox2qKX8Q3F0RKRbH/rBowmLfcgjRFBrUJpPtmtqUJTPR5czz6O6qzD9+1X8a95aBfV\n2XzYajKoHg/Ox+9H2bmD2gdua3Myl2CxamXaLQkSyJyV2PYZhGP9HzimXU3N2x+AKJL5wByM69cR\n2FfCddNMsFpxPfU8nvvuIu+ll7C+uRjjT6uoffYlAoP2Ser3oFZWkH3a8Rjdbny5OdQtfBtl2PDW\nn5yIpEg1GABDcuY447774Zd/xzxsZPgz//q1GPcd0noZQqgeD0rJdpz/uKvDuvl1Zpq7MscDnwAu\ntJpNTf91CRpamDYlMvkmFQlGYmkJ9pnTAXDNvg+lZ/Ox6E1zJcK0I8s3yhRTXYmQ06iA4sWmq97W\nOa4Fs0VbRXUBhKzYfIrA5j/CK61E11yw21HqarWorXauJFJ1jwmZdhRnbPObyPF3Dh5IML8A8/Jl\n2BkPgZ8AACAASURBVJ6dh/H777A9OVerA/b4k+HubYItA9eIEVT970sCQ/bHuHEDuSeNw/LvR1FK\nt7coq2X+0xjdbjw5WWw5+jB82W2z44s5+eEaTi35+CIx9OlPcOvmqM+Cf27UgjXaSLBkW4v3xd5M\nwqeRLMtbZVl+Ca1O02to3eh+Bl4N1XDqnDR5edd6SsQ6yQzdeyEWabHrQqa9lQlGTUwuLhdZF52L\nWF2N99jxeM69oMURIksUpxbtBPjX/hZVkVXL8o6uF9Van4RgNkeVrVYDgXaH0LYVVVWbDVwzFBbH\nVBsNbJBbTsrq2Yfgjq3tbDgUGitFSWzh/uXxxs8P+WT69KPugYcByJxzF1lXXYqgqrinTiMwfGT0\njhYLgd59qPpoCe4L/4rg9ZL9wL10X/kzot+PmF8YX1ZFIXPRQgAqpX0QevaJs11y5iWxsLGku+qu\nR2imhErU6KIYW/sp2MKKuQV2Z7JhVySZX7gJWA9UoCmVYkmSJsqy/F1aJWsrTZ7fQkZG3KqTgtVK\nxl8uJ7B+LYgGlJoqDNY2FKjz+8m69CJMq34k2KcvdY8+kZQdVovASb45TvKEbNc7SxBHN3bhEkIr\nF0O3Ho1bttInIVgsUU1/lIpdu9VpHZYjIxOlYlez+TBiQRGBTevDfys11WAwknXLvc0mVxl69Mb3\n/VItAKKdxf2SSoJMgqa+psjxrROngMeDefih+K1WPGedg3XRAgx/biYweAiu6bfE7GcaNJjAhrWY\n9h+G85+P4T/8COzXTcWxZSu2gELZtGPjymr+5COMmzYSyM/HN/ksss65pM3HZCgowr/mV5Ban9sk\n5uahVJZryYpNVsxtIVXXaU8lGbvGY8AUWZZHyLJ8MDAJra9El6DZcDuXC5O0P9ZjxuNd+nlrRtX+\no6rYp0/D8uknKHl51Cx8EzVO1624I6SpQq0mljZupPkprnmrtT4JU3TjoUTRRelGzMomuGl941t0\nvG3yojvDeb/6FOvR48PJVQmzbxve2lvy5yRJS/MlNUac1rQNqDXVmA4cER7fOecBgt17NJaTj2NO\nNPQfSGDTH+G/PRMmU3LTTQT2PwDj9u3kP/FE3LpXtnn/AsB1znnauY977yTZnyQnD6W6wdzUtEpC\n8xiHHIB/7a8A+Nf+imnwAS3skYQ8KbhOeyrJKAl75KpBluXlEJPE2mlproWpUlOFmJOLYDJj6NE7\nnMmbLBkPzMH22suoNhs1ry5qthl7MqjuegRL+7NhlZJtGHr0jPpMzI5nbop1hjaHYLFARH2jYII8\nhXQjOLIIbPwDQ2HiuQWjUcsoB4JlpQh2e9oz8dOFkOlAccZvatW0xaqak0v1J19Q9dV3BBI4lAWD\nEYKNJhvfd18jnjaJ6nc+INijJ5ZNm7D969GofYw/r9Lqi9ls+KZeh1hQGNOetTVlXjSzkbZ9a+ut\nRYYqKztLw2ZjnfSQjJKolCTpjIY/JEmagGZ66pw0tfRYLAkLtym11QhZ2lLVfMjh+FYsjbtdLCrW\nF+eT+fCDqAYDtc+8QGDEqJZ3awGluqrN4a+NCPjX/opRiu4QF9mBqwHV50ucpRtv5CZ9rtW62pjy\nJLsD0ZFNYNMfza4kgPBLrfebJViOGNeKCYRmu/DtboSMTFS3K/H3TcybSnE3goOaf2ERsrJQaqpR\n/T6CJdsx9umPmpWtReWhJeAZ5LXh7W3z/g2A88gjIb8AQ4/eTdqzAv7W3U/hBbm7daY9QRBAIJxn\npDcKSi/JKInLgJmSJJVLklSBVhk2tjVUJ0BV1VifhCCQcAkc0ZdAEEWM++6Pf83qxBO4XFgWvErR\nQw/hmD4NAOdDj+I7/qQ2Stzkx11ThdDGRLrwiLYMlF07m5QmSUDA37reGzF9rlObyZ4sQla2dq6S\nMA14NvyBoXvPVj28xIJilIryljfcTUS+dacK0+Ch+Nf+GqNA/eOOw33uBQh+P46/Xw6BAOKO7Vje\neRPVYMB5slYfytC9J8GS7VFjtrX9Z9PS+8lg6NkH34plGHroTuZ006KSkGV5vSzLo4G+QD9Zlg9p\n0oworbjXy8knuCS0sSf3IDMdcDC+n1bi37guak7D6l+wh/rmZl1zJdY1a1CtVpx33IPngouSky2e\nVE0Sg5TqSsRQcpjf62Pnn6X4va0MOTVbUOpdSZ+z1jzkBXO047rDMBgQHY4Wj1EVoOLNRVE1spJB\nLCxGqXd2ssSqWCXRniq+YreeBDasJbhtC2JWtOPXNfs+Anl5mH5ahe3fj2F79imEQAD3EUchHH40\nEN2eNSxPvatVWeqCVbv/VU/ra1sZpf1x/3cxZGR0suu055H0a6Qsy4nXu2lk68zpSSe4tP6NpMkD\n0uvF/9sqfF9/Gp7TUFFO7qnjEUJhtL6Dh+M67DCC181AzW5fVIXmJ6jEEJJZqdaS6/xeHwv/8TrO\naic5RblMvuZM/p+9846Poz7z/3u295VWzaq25bIu2IAbzaYYYzC9h5IEQkhIcgkJueTyO5Jcjssl\nudRLD7kACSWEDgFTTLEBG1xw7+siV3VptUXby/z+mN3Vdu1KK1kGf14vvWxpp3xndmae+T7P8/l8\nlOrB34RFvx//ipcQ7b0j4hInqNUSqYsSyYwPAaLfj/tnPxiUoCb6/QQ/fI+Aw47syJGCz4Xo9+N9\n/M9EO9uHRYAbDYguR8YDvmAEAoS2fITo6SfcciDlOEWTGfs991D9k5+g/9mPEWN1K9fC85A3Tsi5\nyWiRMwlZZQ2Rnq5BSZHZICiU4PXi+cPPTxHgRhjDVB0bHRRKcCleJjz1QRdpP45o703Zp/YvDyL4\nfAQXXYh97SZ6H34U7zXXDztAQLzjKKmYHA4hKFXYO+30O6RCpaOrD3tnYXyKbONPgXyYDlxJ6Sax\n/8TUIwolqOV1ext0++1Fr3ciEO0eeuPAYG5vkZtuw7PscoRQCFm/m9BZ5xCcOCH1Ya5Uptaoig4S\n1RlclqLG7/XkHP8plA6DBgmr1fql0RhIPuQk96Qh3TEu6ZPMv2RRQM1wmDOWSUJogOf7/0lk0pSi\niD+DQSjPzrq21FiQK6T2y7Lqciw1hdUpBiMFyUzlw3LgElQDTQAnqv21UOLTUAlSJxOxajjdZYMd\np7yuEfvly4g0NALg+eydGX4L6XWJYoOEvLKKaHfn4AsOYfynUDoUkm76KvDgSA8kF+q/91/0btte\nWKrAm3smodiwHt0ffoP/xk8RvOoaoo6+DHG4hIPXc4+ju/EzaB97BJnbRfDscxPthKLPm6gbDBfZ\n2lIBlGoVGr2GxbdeQnVDVUGppuTx5yIFycollvdQzVWS20qjPV3ImyYOaTvDQaHEp/hyRr8dt8ZS\ncCpi7BKrMmtHUXsPsvnnDG1rgxynIJMharT0vbAc5c4d9JcbUVhT5cXl9U2E9+9BERORFD3FBQlB\no5VeOobQ/DB2v6ePHwoJEsesVutKYD2QYKXZbLb/GrFRJUF/+hn0frSpoGVFnxdZuk9ANIrxtdco\ne/FFhEgE9evL8X3ubvpu/3TWh72g0SArsyAoFGj/708A+L78tZR9COPqM9YbCqSHbmb6RxRFRFHE\nXGkuOEAktpnHiStu01gKRHp7UJ6xoCTbKhaFuI3Fl9M2Wunvzk5EG+72RxPx9uOU2W8kInEehrrN\nQY5TVl1DWKdFvPJqoi8/kzFzTNizxjAkc6VhNMeNxe/p44hCahLrkAT9/Ehfafxn9KBUFtRVI/pT\nDYeEnh5Mt99E+XPPIUQiBC6/ClGlQvvXh6j84l0onc6c21K9vhz50SOEJzYTXHrZwD6G0K6XH9Kp\nlHSQpBRT0B/EYDYQ9Je2k0goiV5ULHUXLp3N5ykMDkFvzCrNMZJQWk8jvHdnTpvYZGl1CUMXpzyF\nsYtCWmAfAH4BvAj8EPhF7G+jBsVkK+GDtkGXS2ZuKtd+QPnFC1G/8xYRgwHHI4/j+tvfcbz6FpHx\nE1C1tFBx83WoX3wu67Z0f5IkCHxf/Eri4T2wj9IzdyXZcIlI5+v3Ya4qI+grcZDQ6vKSsk5h7ELQ\nG4imi/yN8KuazFJBtM9OpPVoXvfBgU63IQxIJgNx7BAXTyEThRSuFyOpv/4TqAEOW63WpSM9sGQo\nJk4h3FIANcNuR/OPJyhbtpiya5Yhb28jNP8suv731wTOlcTuwqefSd87q/HMm4/M48F0z10Y/vXr\nkKQUq2ppQblxA9GyMvy33J66j0hEShOVGGISR8Ln9lJWVU7Qn50pPlScYqaevJAZUmcSYjBQHLt5\nyDsWCO/diSKHw6FgKsuQZC9q8+UViLE61ymMTRQyN/wJsBBw2Gy2duAC4OcjOqo0CEolhHNcSOEw\nqrdXYPzCnTTc9w1M//ZNlJs2EjUY8dz3LRwvvUa0cXyKp4RoMtP75S/h/umvENVqtI//lfJlFyM/\nIKmGmt5+GwD/HZ8HvX7IxLZQIEjrwbb86ykUiKFQTJJDChLefi/mKnPJ002lghgKSgZEYwhDJh+e\nJIjLhcePM9DWlrOzqZTnQlZbT3DHFomXkAXy+izyHEVAMJXFCHWnCHFjFYW8EstsNluH1WoFwGaz\n7Y7/fzQhGIxE3a6EWbl87x40Tz+J+tmnkHdJbXSiIBA8/yL8t9xG4PKrINaqGmd2pm5QwP+5uwnN\nW4DpC3eg2L2T8iXn4/n2v6PdsB5RocD3+S8SCgR55pdP4e5zU1ZdzuVTlRRSmgsFgjz/m2dxdDvy\nEuJk5jKizj6iDjuK6ZKapa/fx7jx4+g6OrT2wJFGtLcH+QmQCM+FUCDIc79+BmePsyjy4ckEQW8g\n4HDy0s+fxOP0YDZpuPaWRRnLlfJciH4//uXPE+3qyEkslNc1EvzwXZQzZlOoAmzy9n3PPEq0u5Pw\nvj2nCHFjFIUEieNWq/VKQLRarWXAvwBDf3UYIhTWmYRtu9BFZRi+928ot25JfBZunkTgU7fhqDCj\n+uwXM9YVtLqspi0AkVmzcbz9PoZvfR3NC89heOB7AHiXXEJ0XC32ox24+6RpvqOrD0e9hUIoZPZO\nO45uR2I9e6edmqZMtUpZmQXR0ZdS6/B7/JgqzBzbd6yAPRULQcohR6NSPngIiJ4g9ddcsHfacfZI\nKY985/pkhqDT09ftxOOUakpOlx+nqMp4YSnluYi0Hyfa1QEMENbSu4lkOn1WU6+Ctx/jSeTa/imc\neBTylLgHuB1oBFqAM5BE/0YV8vpGIsePYPrSXSi3biFqMuP7zOfoe/Ut+tZuxnvft4mkt7/GIOhS\nC7ZiJAyypGK0wYj7Tw/j/uVvETUaRLkc9xWSkJmlxoJaJ7UdllWXU6YvzGPAUmNBo9ck1stFiEv2\neYjXDERRRKlWEgkNgx2dA0I8t12k4VDSFk6YRHguWGosaA3S47IY8uHJBEEup0wnIIt5QZu1cirG\n12UsZ6mxoC+T9JOGey6KIawNRablFCHu5MCgMwmbzdYF3Gq1Wk1AyGazDe21YZgQBAHNnj3Ijx8j\n0jQB++r1UKAGfbqFqeh0IkuX1RAE/J+5k+AFFyF0dRLs60aDRGybMGMiWoOWuUvmEX7rlYL2qVSr\nmDrXikwUmXvpWTmn/LKyckK7tqb+UZTUVUdCHUmyMbUjM5mHGCRESZJjmNaepYR0rqcR8Pk57+qF\nH7tUUxwyQUAQBK79lxvQbX0/63Eq1SrmX7qAY3uPcuFNFw3rXBRMWJMJ4PcVfT2dIsSdHBg0SFit\n1lnAo0BT7Pe9wB02m+3gCI8tA4aNEqnOf+vtBQcIiLd+ZldbTUe0aTxiYxPiqy8k/qY16lCqlSjV\nKgp9tw/6g2j0WjQqed4bVXLOG72iXXzmImi0Rflbp2OsdUoplHIUKsPHNkAAeANRzJVmymvKicpz\nJwGioQhqrbok56IQwpq8po7woQNDkgk/RYgb+ygk3fQg8F2bzVZps9kqgV8CjxS6A6vVepbVal0V\n+/8kq9W62mq1vme1Wv9QzECFPjva9esQBQH/p24rZlWJjBdK8mZ22POa+6R7UMjlMqKJ7qrC3u/b\nWlqpa65HpICpuCgyWvzERA0kEJBUXT8GiEayk70+bvAGo1jGVRDw+PIeb8AXQKUZvWApr28kvH/v\nsD3BT2FsopAgobXZbK/Hf7HZbC9CQbVbrFbrt4G/APGn0a+A+2022wWALNnxbjCoX3gOIRjEP30G\n0ZjoWDIkVmj2dTOcuxx2hPLs9YuM7SY94MVIOIVYlw/dx7qobqxGrVERCoTyLiv2uxGMmembkXjs\nCSYzUbcTQkX6W8chkxfbxDLicPY4KKsavirvWIc3EMFSW4G/uyfvS044FE4IRI4GZNXjCB8e2kzi\nFMY+cqabrFZrnGK5zWq1/j/gYSCMVMReXeD2DwDXAY/Hfp9rs9ni674OXIJE0hsUmn88AYDn/EWI\nkUimSX3Aj5DXr3ngkZtPCDAdQV8AtU5DwOuXJDkKNGyPRkVkchl6sx6v25v3zU4MBZGZY2ZDwRAK\nldSTPhLPYsnlLCoJqw0h3SSo1aND4ioCve29VNRWJLrJPq7wBiJUjrPg62yjfNzYaRwQ5ApJVflU\nkPhYIt9M4j3gXeBCpA6nDcBm4F+BKwvZeGzWkZzGT345dgMFeGxKznDK7VuJlpXRv2QZra+tIOhM\n1bEpRFMpQTKKRArIqUufe1we9CZ9bB+FBZd+Z39iHYNJj6/fm3d5QW9E9Elucr5+X6JTZyQhBoMp\nhcbCCVgCYjg8pshPjm4H5gJnEicz6S4kyjAYNPh7esdUdxlAxFJDh+1wxn15Cic/cs4kbDbbSOhA\nJ4u0GIGCXv00T0mzCO9V1/HS8q24RRWm1TZu/O7dqMxSmia3l4SEUCTCsz97Eq/Lg1kn58bLgvkL\nezGj9X5HP3qzAXtHb4o2VD607j9OwxSpnU9v1tPdmVu2QPT7CW5ai/iOHf+by/Hd9jV0xtJrQ2Ug\nqQU2FAjy/G+fw9HVl5eAJfr9+Fe+jtjXS2D1O2OG/BSNRJEXkAYMBYI89bMn8bg8JyXpTlCpUIkh\n/A4XsnzpUkGI1blGB0Gnm5dtIXy23Zje2ppyX57CyY9CupusSLyIlCSozWa7awj722y1Ws+32Wzv\nA8uAlYOuEQige/4ZAByLzsf9gUTucYkqAsePUD9Z0tP39UJ0XAX6quwXZ1dEhtcVIyJ5I4iBAFUN\nuW+0vppKTFqB1miEpuZqeo93YFaJUFuFLsc+4tjh8TJ5RiOCINDvlCEnSlWOdXz723AkOahh76Lu\ntOlUVRnR69VUVhgQZKWtTvTo1ChVoKu1oKwy0nqwDUeX5Gvh6OrLODfxsfv2t+HoG3C+M/rtaBtH\nn32fDp1OJZ2v2L/piP+t9WAbntg1kO04xyri41cb9FQZlbSIUD0u98xJr1MhV8gpL9OiUJZeZywd\nLbt24kNKkabfl0DOa/9kwMk89lKhkCvoReApYHsJ9vct4C9Wq1UJ7AGyS7Am4+WXwW4ndNpshIuW\novvwEbyiAhUR1A3j6Y55BYTaehCMJrw5vAMUxArbIph1cgS1OrFuNgQFNYFDrXS22am1jsfvC9Hb\n1o2iqgZPnvVEUcTnC9LTIzG8Kyr0dHc6cu5L1FiQ1dQR7WxDVlNHb1CBISTS3e0mFBZpa7WXvFPF\nHxHwtnXhbw4jw42gVmMsNyakR5LPTVWVMfH/9LG6NZaivRpKjYAvQDgK3d1uPN4gXV2ulFRi8vgF\ntRqlWkkoEMo4zrGK5PEHRRnuzh58/nDecXu8QXQGHa1He9CZRr5OoG4Yj5IIIeSYhGDKfZk8/pMN\nJ/PYoXQBrpAg4RiOwZDNZjsCnBv7/36kGkfheETqtvXf9mlUZiOzl56L0dlGn0/EF4oSf3yKfi+y\n6pqcm/H4ozRMaWTm3MlU9h4ZNM0gGKUuoGgkglwuR63X4Hd2YRzEjc3eYac8ieUqk8mkzqtc+0kj\nFPnX7EzUJFRa1Yi0M8rKygnt2ZnoblKqVcy7dAF7N+zh8ruuyHluxiL5yd5hp6JWmg0olArCoTBK\nVXYxOqVaRXVTDVPnWGme1XxSpZrEqCh9XznkZVIXFlHr1AR8gVEJEiqzkbppE6kyq5h9ybmnUk0f\nMxQSJP5mtVp/BLxDUhE6ljIaebz5JqJKReD6mwAIRaJMvOZyql/9J7vW7+LsK84F4oXr3DdEnzdM\n49RGdIRQVw1u3ykzmogcPwJIuW6NXoOv24NpkMJ164HjTDlzSoEHJyGZUBSNRBLtiyqNakSUYIUy\ni6SZk9Sl5HV5qWmqQT6IDPpYIz/Z23uZMFMK3CqNipA/mDNIxKEz6k6qAAHg8/jQlpuI2jshT3tr\nNBpFEATUWilIjBb05SY04yynAsTHEIUEiQuB+cRmAzGIwOKRGFAGolECy65ETNJlkimUKIQoZdXl\n9LR2U1lfNWhR2RMWGF9jxnv4MBXTxg+6W4lP4CJeitHoNPg9nkHtGaXupLRAUgzRK2lZtUZdck8J\nSGJdJ+0rHAxhqjTjdXsxxLR/TgZ4XB50Jul8K9VKgoEQ+cK4Vq/F7x07nVmFwuPsx1BVQXjdWgRd\nJk8ojqAviEqrRqVV4+8fPQUd6f44+c7rKQyOQoLEPJvNVtyrcSkxfz7eb3wr48+C0czkydVsWL1H\nChKhUP7+faUSrUKgz+5AVnbmoLsVdHpErweUsSCh19IfiGbyM5IQCUeQ55FLKBYqrQrfCNzosrJy\nxGBm8NGb9Hhc/SdVkBCEAbKkSqMatLVVfZI+zDxOD4ZyI9HuDoTJ03IuF/D50eg0qLVqnKPEGxFF\nEUEm5E2rnsLJi0KeaDusVuvsER9JLmzYQGTmaUAq+1k57TQi+/ZQO7GOI3sO0+0K5nxAiKIIciUa\nWRSvqx/BNDg9QxAEwhEReaw7RKPXEAjlvglCgSB7N+ymom7wVFahUGlGJmUgKFUIZgvhQwdS+A56\nswGPI7+9aTaewYniHqTLnajUg6fnCknDnIjjGWyfce5N1O+DcCgnTyXgC6DWqtHoNAR8oxMMg7F9\njkWczLyYsYJCZhLNwBar1doOBIn1CNlstuYRHVkWJKdyZOPqiG74gPpLF/D3Hz9GwBegrPW5rL3v\nXrcXvVmPPBwgHI4WbNbuDUYSpDiNTkMgnD1IJPMMzFVlNExpSBmDQqkgFAwNmisHUvrbR6omIfr9\nRHs6cf/8B8hq6tB/6wFkMhkGs4H2ltac62XjUwAFcSxGAu4+N4bygRy4Uq2i35G7GyUaiSKTy/Jq\naRXKGSklCtmnv9+HRiEj4HIRXL8G1/73svJUAt5ALN2kIlBij/Rc8MYIoIExlsY7Ed/lxxGFPC2v\nRQoU5wEXIdUoLhrBMeWEq9eJqUKSjYqnGOyd9sSbYdxkJR329l4stRXgLy514w1E0ZulIKFQKohE\nsz9c7J32BM/A2e3IGIPWoC0obRQJR5AlFSVHKkhE2o8nzkW0sw3X/gMYyo2odeq8qZjk43R09fHB\ny2v44OU1KX/Ldv5HCvaO3kRnE4BKo8yrkxUMBKVOsTxBIv0YR+N4CtmnKIpEO1shGABEIjGTnnQE\nfAHUOrXUVTdKhDqf2zs6BNAicSK+y48jCgkSF+T4GXW4el2YKgZSRbLaesrwJ8Tdcpms9Lb3UlFf\nnWlhOgi8gTAG8+D5eUuNhbLq8pxj0Bl1g0pzAPj6vSmSHAqlgkgub+9hIN3sxaPUY7KYBpUqSTdS\nOu/qhZx39cJEIB1tw5/0dmOVRkUwT1oh6A8O2k5sqbFgrpSusdE6Hum8Dm6aFP/elGKESHVDVpOe\nwAlI/XjTrtuxAkuNBb25NAZMn2QUkm5KnjUogUXA+8BjIzKiPHD3uZl0+kD7pdI6k+Dmddzw9Zt4\n93ePc+HXsk8nQ4Eg6jIzwYNFziSC0YL6zJVqFdd/9UY+XL4mq+mN1qBN2E7mg6/fhy69M2oEkM53\naN16kKaG3ByTOJRqFdPmT2firGYsNZbEcV731RvZsmoTZ19+zqhO58PBVE6EUi21wOZC0BdArVGT\njx6lVKtYcvtSVj31DkvvXDYqx6NUq7DOm4bf42PhtYsG5amYVq1HdcaMrDyVgNc/6kHC3+9DO1mH\nQqUsPK06ClCqVcxdMo+je49w8a1LTqWahohCnOk+l/y71Wq1AE+P2IjS8Ovxv2bRzy6mafGEFA4B\ngMxchuhyoVSrqDBKqYacN5hWh+jsK1jqGyAsKFCKYWDwiysSCVNZV5V1/1qDju7WbgDevOdVvJ0e\nrnr6euTq1NPvdXvRGkfnjSyZ7+BxedAbCyNdyRXyDM9kQ5kBlaY0JjfDgVwhJ5xn5hXwB1FpBx9j\nKBhmxjkz6TrSSVnl6EiQK5RyDGWDmyYJGg3axkaCOQ4zEo4MSHGMUrrJ7/Gj0WoSaVWlZWwECZBm\njyaL6YRfmyczhtKv2Q9MKPE4csJ51Mk7X3sDvz3HLEAuI+DwUKlRcnx/Zo42EokgyGQICgWR3m5k\nWh1ijtpCOgS1mqgrtzhfMvodnkTaJR3xm8e+r5cDL9po+/A4+1/al7FcVo7FaCDWwjjwa/EPF6VK\nKs6PFsKhMHJlasAfLF0W9AVQadSD8lZ8bi91k+rpi+WzRxqRcARZrJki27WZniaLS9ePFYiAIBOk\ntKq7uJTuSCMUDKFUj52gdTJi0CBhtVpXWa3WlbGfVcB+4K2RH5qEpkVN+Lq9rL5/VdbPPao6njz7\nr6z4fgcHX9mf8bmz20FZtfQ2KDrsaMymgslUglojGfQgeT6QpyvK4+pP5D/TIVfIiUaiHHx5IDBs\ne3BTxsM4WwFwtP3WpAdQ9hbRUCCY8LpIR21zHe0tbSM5tBT0dfYVnWOOP2zj3Wa5INWGdIA4KsXf\nePeN0WLCZXdlfO5xpl5bGl2eNt4T6NCnNWjxjrEgAZKHSiRS+treJwWFzCT+E3gg9vMDYJnNZvvK\nSA4qGdc8cg0KnYL9L+zFuSX1zc7b5eGN+3fjswcJ+UUO/XEf7377bcL+AQuL3vZeKsZJHTBRTnKH\ncwAAIABJREFUTz/ayvKCisgAgkqNGJtJiD4fMqWKaCSKKIoceecQPTu7E8t6nLlnEnEcfEUKEjKF\njN5d3bSuPpbyeTgUzlDtHOlHVPpD0GA24HFm1wdy2d2YLNlNCaubaug82lny8eVCb3sPlnHFKbgG\nY+kmjT7/m7jfIxHSyqstozKb6I11aVXUVmLv6M34vD/t2lIVKrkxygFDa9CNCPlzuDCWG/E4CtC8\nOoWsyBkkrFZrU8yd7lDSz2GgP8m1bsRhmWzh7O8tAuDwIwfw9UoXYag/yKuffgnXURcV9QILbilD\nUAjsfnQ7zy/7B46DAy2p5nheWalCEw3i6R08hRSNRhE0STMJnxe1XiIoHXr9IK/e+iLPLH6cpy96\nnG0PbsJ13JG3w8N33IN9Ty/qMjVzvr4AgK0PbhryeSkVAjHnvTj0Zj39uYJErzOluywZcrk0WyoG\nQyU6hQJBOg61odUXV7+JzyQGk5CIM4gbpjTQuv9YzuVKBWePE1OlmfKa8qxtmukzibyEwKSgL1fI\nCYfC2ZcbARTa6j3aMFlMOHszZ2ilwCeBrFeIM917ST/vAvuQAsaoYdZdZ2A5vZKgI8jq+1cSCUVY\ncfdyurd2Yhpv4vyFB5gUfoeLru1FM05L765unl3yBC2vHUAUJRtR0e8n2tWB+Mwj2P/x2KDOaj63\nD52lDLE/JpPt86Ix6PB5/Ox+YgcAMqU0I/jgP95j670fseLOV+hvz947Y1/fA8DEyycz6+4zUWgV\nHH37EPZ9mW+OowmprXhgdqA3GxKeC+lo39zGvkd2s/8lW9bPdUYtXpcHx8E+PvjBe3i7c8/Y4kSn\nF3/3PM//9rmCb7L4ens/2ssLvy98PZACv1wul8QaC5Dm0Jn0eN0j/9AToyIymQyFUkE0S+E97o7o\n7fay9r/ex9fhLejhPxoif6IoJgKTlFYde2kdY4UJdwEvhsViqNfwyYacQcJms0202WzNsX8nArOQ\nahEdwGWjNUCQimLN90xFoVNw4EUbL139DEdXHkZbqWXZL+ehiUgaNTUcwnpfI5OvtRLyhHj7K6/j\n75IeBnECmUYM4nP1ZyUiJUPSMDImbgDR50VrMuA4ZOfYysPIlDI+vfHzXPrwlYxf2owoihx64yDv\nffudrNuzb5CCweSrp6Kt0GK9eQYA2/+8Oe84ZIJAdAQ1cVy9zpQUks6ow+caeLh7e7xs/8tmnl3y\nBFu/tYFtv9/EW198lf0v7M3YVv2URg6s3c8/r3+WbX/axIb/+SDnfodKdCoFQUpTROFXJhNOeD47\nGpa6+lbfv5Itv9/Imu9mr8+lYzSCRDiYu6PwREOMigiA3qjHMwK1kk8KWa+g7iar1XoxA6ZDs2w2\n26gVruMQjALnfF9KO3VuakehU3D5E9diWTAthRimqrGw+I+XMvlaK2FviCMPH0SMigNEJCKEDeVZ\niUjJSK8xiD4vWrORln8eQIyKTLxsEoZaI5OumsoVT1zL7F/ORaFTcuTNFtrXpUpb2Pf24G/1oi5T\nU79IytTNvmcOALZnduPriV3AWXLISk3+3v/hwm13YUwKEjK5jGg0Sqg/yKr73uSXdb9kzXffpXt7\nF3KdnKaLJwDwztfe4Pj7R1O2pVNp2fj/1uJpl9JVtmd255xNmCvLEl0nxRCdLDUWjDEpjqIJUrGA\nr9Fr8XvyzBCSvoea8ePoGsFai9/jTxAUAeQ5iupd2zo5+E+ppnV4RQu+tszZXjQSTXRJQSxI5GhC\nKBW87jRP9hNYOE+H3+dHrdNInXsj0IBgqbEkjv3jTNbLGySsVqvearX+GXgYuMdms91js9lOmFXT\naZ87g/FLm1FoFSz9y5XUzKlNEIyM334A03d+SE1zPd3Hulj0k8Woy9W4djvY+detA0Skbz+AeuFF\nCSJSrnbYgTywdNGLPh/qMhPHXjsMwLTbTktZXl2p4YwvzwVg7Q9XpxSED8S6mhqXTEi0bZZPtjDh\n0mYigQg7/7pNusGz3GAqjYrACAaJbCY93qMenr3k7+z5+07EiEjTkoksfehKzvjdAq548jpm3zOH\naCjK63e+nCjeh/1h3rjzZfytPsqnWqhf1EgkEGHX37Zl3W/LjoNc8fkrmb5gRlGaOkq1imkLZnDF\nF64ashZPMQ/Pke7a6k2TFrGMs9CX/kYqCKz74WoAVEbpeDvfaM/YVsAv6TbFIRkPjWyrrK8/rSNv\nFL21B4NvhHlHcRLk1LnTPta6UPkK1xcDO2K/nnYiZg/pEGQClz9+DXfu+hITLhnQF4wTwwSNJnFT\nayu0TPqi5L+89oercbb0DRDI5HKC7gBvfelVHp7yB1peO5CxL1/aG57o8+A8GMDX7kVfa6DxwgFP\niqA/iFKt4oyvzEVToaXjozYOr2hJfB5vfa29qD5lH6d/SQoqO/+6lX67OyHNkAy1Rk1wlMxjRFFk\n12Pb2f2f23Ac7MMyvYIv7/wyVz55Hc1XTkamliMIAuc9cAGTrplKqD/I8ltfwHnYwdtfeZ22ta2o\nKzQs+v1i5n3z7MSxhX2pb8ahYAh3r4txE+vQmYo3AAqHwjRObcq6npAvPRcLwvHZUjaEAkGUqoEO\nM6VKSSg4csVfe1qXVkVtBb3tqXUq544+jr9/FJVJzRVPXgdA75quRBNHHAFvqiTHaMwkfOkziTGE\ndAWDkWhnlivkVNZXjug1cqKRbybxFlAPLAW2W63WltjPIavV2pJnvZIj+csVBAGVIfdDJfmm1p9m\nZMr1VsLeMCu/8WZi1uA53M8zFz/B/hdsBN1B3rrn1YwUEaKYQs4SA372/1M6bOunZiBL8o3wuKTU\nlMqoZu59ZwGw/sdriEaidO3qom+fHZVZhWFaavto3bkNVM6qxtfjY+8zu7O+9ai0IyPyl45gf5C3\nvvQa733rbcSQyPRPn8YNr99G1fQqALyugfSbIBNY8vvLqDuvAW+nh6cvfJyW5ftRmdRc+tiV9PU7\nqDu3garZ0rHtez61frF77U5mnDNzSOMMh8Io8jizKVX5Rf4Gg5Q+SeWqqNTKEcvt+z3+lIesocxI\nf9/AZD0UCNH6zBEAzvzafGrPqqfp4glEg1F2PZo6S4uL+8Wh1mlGvCbh7feiTZpJyBTyEdEbGwok\nBQNpbCN5LhqmNNB6IH+N82RGviAxEZjKgOpr/Cf++6jB6/YW5dWr0qgSF8SiHy9GW6WjfV0r2/+y\nhR0Pb2HPA9txHXZSMbOKKTdMIxKI8NpnX8JuS3qDiwUIQaVCDPgJeaMJnsP0W1IfcB7HQIviaXfM\nxthkwr63l33P7mHXM7sAaFo6kUCay5wgCJz+Jak2sfsv21EqMoOfSqMesSARCUeQyeWIosiKu17h\nwIs2lHolk786jYX/cxFK3UAaytnrwpzU/ipXK1j2t6uxTK8k7A0hU8lZ9ujVNMxvwtfvjR2bNFNK\nJg76PX5CgRDG8ux8i8HQcaidcRNrc34uGQ8NPUhkpE+Ausn1o0YUTGeNb3l8C55D/ehq9Mz+gmSW\ndcaX5wGw4+GtRAIDb7Dpvg4jpSKcDH+/L6UVWWqDHRuEOmkmIY3NVGHCVeIOp/g1XV6TJUX4MUK+\n7qYj+X5Gc5DpHTiDoW5SPW0HpZmBxqLlwl8sAeCD77/L6n9fhRgWmXnnbG54/VYu/t1lTLhsEgFH\ngOW3vJDRwioYTUTdLg595CHsDWO0mjA3l6cs43F5MMTesuVqBQu+Izm9bvjph+z8x04Aplw3LWsP\n+eRrrVimV+Bt87DvL7syPk8OeKWGu8+NsdzI7sd3cOzdI2gsGm5863YmXDEpQ5DQ3etMKXADqM0a\nrnzqOqbffhqXP3YN9edJtppxhuuka6airzXQt8/O0ZWHAdj14Q5mnjer4DGG/WF2/31HorjfcaSD\ncRMyg0TPji4OvrIPhVqRVwl2MGRLn1Q1VNN9vGvI28yFfF1roigSCUVY899Sh9j8b5+TCNr1ixrR\nNunwdXvZ/+JAO7I/TdxvNOTCo7EW8zh0Bt2otA0XgoBvoEZjsphwlZgrEZfREQQBqRN47NRjSonS\neW2OINJ7+QdDVUMVB7bsR0TKMU9cNpmpN04HQGlQYf3mTM5+YBEKjQKZQsYlD15Ozbxa+lvdvHrr\ni/idA8U+mcmM6HKyf43UsVN5QaZaqsfZnzLTmXrDdCpmVNLf6sa+347GomH8hROz9rbLlXIW//Yy\nkAnY/r6btnWp09Z86aZCiTy5lnPbXcgDcj78wXsALPqfiymfbEFv1mdwJfod/Vll0w21Ri7636U0\nLZ6Q+JtlnIW9H+0lGo0w+27p7XfrHzdyaGcLCKS8eSqUirw9/6vvX8m7973Fmu+9C8QsYtPSTdFw\nlFdvf5EVn1/O0WcPZe0Gk2ZNSZd7ji6cAUmOAchkMkLBcMlJU+nS93HojHq8Li97ntiJ+4gL4wQT\n05MaJQRBoOHqCQBs/dPALO1EyISnQ2vMPZM4Ea6G8ZmZ0WLCnUXyZDhIfi6VVZWNml3saKMQqfAT\njv4+N4YzC7fZjoTCHLUdIbT9AC3bD3LDvTdywc+XMG5+HY0Xjaerrwuf25u4oZQ6JVc8cS0vXPU0\nvbt7WP6pF6i+qhZxiYhgNGPfdoyuA0GUeiXl8zOlIFKUN5Fy9md/byGv3vYSAM1XTEGmyB2Pq0+v\noe7qBtpeOsbKe1fwqVWfRamX3hpzeSQU6rrld/l48vbHCKgClJ1VwY1fvymxnLPHyf6f7ybkCdF8\n5RQmXzMVkAh16W2fYtobYy6EAkE2vLEeZ7eDHau3ceVnr+SjX66jdfUx2v63gzKrhdmLTk+MQR+T\nATFnUVs9uvIQe56QZmItr+7H0eZAo8uUxz668jCeDimo2f6yC22llpr7UpVqg/4g6kG8JEBqWOjZ\n3MWmFS2c/b1FqAySb/b+zfvY/v7WkjqcJZsmbfrNBjo3SiktvzfA3ugOHLulHvwF3zk34/ppuKSJ\n408fxr6nh+PvHaXxwvEZ7PkTAa1BR19nppTJiXY1VKqUJWefu+xOqhuqAWiY0sihnS0JX5mPE06K\nmUScKVso7J32RF46TnJR6pWc9rnTMU8ok4TI0lI/GouWq566Hl2Nnq7NHex8YAuPz3uIjQ8fZNsT\nUsF68nVW5NrC4mrTxRNpiHEirDfNGHT52msbqZhRieuwk3U/Wp34ey65i0KJPFv/tgn/eg/i6jB9\nz3fT2TLw8D/yz4O0f9iKpkLL+T+9OPHWlW0mUSjsnfbEG5Wjq4+N72/ENF96WxZ3RzKc+yQZkMx9\nBZx+Vt0nNdQp9UoigQibH/6I+imZ/JY9T0qBpGauFBi2/XQTR95JFQUI+mMKsDEockhWhDxBVv7L\nG+x8ZBubf7MhcUzxt+NSkqb6Ovsor7HQubmd9T9aw+EVLRxe0ULH6lY6P2gn0OfHOMXE1OunZ6yr\nNWtpvlkK6tti8i7RSDRjljXaLam5lGDHmqthKeC2uxMp2OHcM2MdJ0WQKBYFOcVluZCNjSZueut2\npt45HV2tnv7jbjb/aTv7V0kX7/RbT5NaLAvQKBIEgWWPXs09W++h9uz6QZeXKWQs/t1lyBQydjy0\nldYPc2sGhbwh7B92I7wbJfpGEJPJnJPIc/z1JMLboSjvfe4tenZ24zrq5NhThwE4/6cXo6saSLEo\nVUrCQ5T9Tj/35129kEt+tCyxf6PCmDJWfQ5BwQ/+4z087f3UzB3H+T+7GICjr7QkxBrj8HZ7OfJm\nC4Jc4LK/Xc3ML8xGjIqs+PxyOrd0JJbr2dNNy+P7eer8R9n6p02o9dn1mzpeb8PXI71AbP+/zXg6\n+lOOyVyZ+1wXi7g/yrYY637qjdNZ9tg1LHvsGibfN43LH7+GWd87PasEulqrpuHyJkneZeVhSQbl\n2Il/SOVKH1pqLInGh2RXw3z36VhHhr+NrLBnw8mGkyLdVCyUahU33Hsj9k57ioNaHFqDNlHYTod+\nnIH6G8ez4Dvn4d7rxPb0bg68uJuK8Spq5tXS82EPAV+goN5wpUFF1cQKursL4x9WzapmzjcWsPEX\n61h175tc+cz1yBQyAt1+XEed9Le52ffsHg68JLXuxjFRNSHrNN2+r5euTR3ItXKmfXc2R//agvOg\ng+eXPYlpvJmoP8qkq6cy+eqpeccl8UAK0+TPdu4rplYx6dqpHHxpH9G3goTuC6Gsjqeb9Hh2pj7c\njrzdwt5/7EKuluo1xkYTq+9fhfewh97dPVSeVpVYdt9ze4iGo4xf2oy+xsBZ959H174uut/r4LXb\nX8R9/yK2/X0HnZsGyGdrH3ifs3+7CH+DD0PZQJ3F2+2l4zXpurBMr8C+p5ePfrGOC3+xhBvuvZG2\nlnY6j3aUNCXiPu7i4Mv7EOQCZ313IcZ6iU3eI/Qw4dJJ7FqT/dpRa9V4VB7O+Mo8Nv5yHdv+JM0m\nup5qY9otM5hy3TQ0lpHlL4RD4cyZSw4o1SrOvvJcvG4vU+dMTZzDG+69kTUvrc7ryDcUZCsiy+Ty\nrDWtUqG6sYauY51ZGytOZoz5mUQoEMqQzy4ESrWKmqZxWS889SAqoF6XF32ZnvrzGln820u5/Q8N\nLPtONYIgSJIOSbo/8TbSQpCX6BW7qOd+4ywqT6vCddTJk2f/lSfmPcz2+zbyxLyHeenqZ9j9+A6C\n7iDVZ9Yw7jJphrL70e1EsliV7f2H1C014fJJnH/3hUz45mSmf/o0IoEIffvsKIxKzv+fxYOOO5/6\nazZkO/eLf7WUqtNrcB918eqnXyLULwW59FmL3+Hn3W9KaaYF3zmX8ikWFBoFE66QyJN7n9qZdMpE\n9sa6x6bfKrUlqzRqJnx+Mo0XjsfX4+PNb75J56Z25DoFE6+dzNSbpiNGRXb8fCuevtTgtOnX64n6\nIzQtmcilD12FIBPY8/cdOA72oVSrGD99PEqloiAr2sEQ9+bY8dAWxIjI5GumJgIEDO6BoNZqCHoD\nzP+3c7j+tVuY8dnZyHVyurd1svrfV/HUBY9JZLsRlMnw9XsTLaaFwNXrZPIZU1KuC6VahbHciFxR\n2vfVbH7mxnIj7r6RE4yoba6jbRQ9VUYLYz5I9HU7MBbR2VQIBmsNTK+BCKEgMrVUEJQCzEA9w+v2\noDcV5ianyZHiEKNi4maWq+Rc/IdlWKZXYmw0YWw0oapUY2w0UTbFwplfncctq+/gxhW303DbeMqt\nFQR6/BxIU2aNhCLYntkNwOy75iDIBMbPmkDzF6ZyyYOXUzWnhmnfPA1t5eBjd9ldRbUgZ4PSoOKK\nv1+LabyZ7q2drLh7OZFQ6kMwEoqw5v5VeDo81Myt5fSYzAmAYZ4UpPY9tyfBDeja2ol9by/aSi3j\nYwx8mVwGMrj0kauYcNkkJl06iYv/cBkLH7+I8/7nQi78xRLKJpfTf8TFrgcHyGiuI05JQkSAs7+7\nkPIpFqbdNhMxIrL+JwNChTPPncWutTsYLuyddkxGqf0YBtj3cZRVl+Ho7MtpOqWOGQ8JgsC4eXVc\n+IslnPG7+Vzyf1dgmVaBt9PDrke35ay9lAJety+FSJcMMSpy5O0Wdj69k/0v2dj/ko32d1vp+LAt\n494zV5Xh7CltZ5DUnpoawEwVpetwyjaLGi5HZ6xizKeb+rodmCyFv8UWjCLesES/F6FaKopq9ZqU\ntxHJtjS7I106dAZdVve5gC+AJokpWzG9klve+2zi94/e3MD8pQuyHILAGV+ey6pvvMm2Bzcx9abp\nifz1sZWH8XV70dRqGTdPmv42Wpv48JUPOPfa8zDNK8s7m5LJZIn8qqvXRf3k/IKIhUBXrefKp6/n\nhSue4ujKw7z7zbdY/NtL8R718MF/vMe+5/bg6/Ei18hZ/LtLU7upLAIVM6vo3dXN4TdbmHTVVPbG\nCtZTb5yBXJV2wxpUXP7YNVRVGenudrN99TbUGhUKrZLFv72UF698msPPHaTjzjbGzatjw08/JBqK\nUrmwmsqZUjpr/rfPYd9zezj48j46t3RQc+Y4VBoVOqMu0ZEzVPS299L/oZOgO0jdOfVUn5HajVVR\nW8nRvUcoK8tOIlUoFRl+3jKVnCmXWtFWaHn5hufY8fBW5v3xHALeAApz6W91f78vpzbS1j9tYu0D\n72f8veUP+zj7ewuZc+/A9RyXIikvYU3C5/amSHKAxJU4tLM0LgfpwphxKNXKrLOYkxljfibh6HJg\nLvFMolgIShWCdoDen5xukmxLC2ODa42ZXVUQkzYYorf11BumoSxT0bOzm9Y1A8XueMdPw+XjE4FD\nEAQmnzGZ/Vv35ezRT4zVpMMb6+gJBYIl678vay7nir9fi0KnwPb0bp6Y/zC7vruVbQ9uwtfjpWyK\nhUsevILyyQMPDGlmJ2P6bTMTxxbyhhJy5dNuHVziI+gPoozduOPm1XH6l+dAFFbeu4LOTe3se34P\nMqWMyZ+blljHUGtk9hckRvy6/x4QbZx+1kz2bNg9rPPQ3+vG9oS0jfRZBIC5wkz7wVaMFmPGZ4Oh\nfmEjFTOr8HV7sa/rGTGRv1zXbcQXYdOv1wMw9aqpTLpmKs1XT6F8ntR0sOFna+nd05NY3lxVluhy\nKunY0l7GtMaBa3q4cNmzc7fqmkePnT9aGPNBovN4d0H9+aVCKBDE4+xPJfdo9USdDkS/PyNl5Cli\nJqE1ZO+qcttd+L3+oghF4VAYuVKBXK1g+mckolW8FdLb5eHIW4dAJjDn7vkp69U0jaO3rYfe9l58\n/d6c+9Sb9DltTIeLmjm1XPrQlQhyAfdRF3Kdghl3SAz4W9fcQfPlk1OWb29pR6FSMvGqSchUco6t\nOsKOh7ZItZk546iYXjnoPkVRTJHRXvCd89DUaXEc6OPlG58DEZpvnELFpNRtnfm1+ajNalpXH+PY\nu5LQgFwhp6K2ktYDrUN31lvdivuYC/PEMsYvbc5YRiaX4XF7YzImg28/EhmojcVnmABHXzxUsKd7\nsciW0gHofqODoDNA/cJGbvnnLVz6lytZ8KPzmP/jc5nxmVlEgxFW3rsikW6Uy+VEc6gxx1Es6c7n\n9qFLm+UIQukkw3PV6aobq2k/1DbqpMGRxJhPN21bvZ0jtmOlJ9pkuVhCgSDP/eZZnN0OOg53cMO9\nN6IQowQ/WInochJYsxLTd36YkuOV+u8LG5fOqMtgo4YCQd577l28Lg87P9iR9ThlcqmImVwncSfV\nCeZ8aT47HtzKkbcO0bffzpG3WoiGo5jPLKdyUhXpmHTGFP75+xfYumpzThKT3mwoudZNMsYvaeba\nl27G1+vDY/Ay8fTmrIzuUCDIW0+swO/xYdu4l/FLJ3Jo+YFEnWD6radlrFMIFBoFE++Zyt4HthPy\nhFAaVEz41OSM9ImmTMOcexew9oereedf3sA8USL9RaNRelq7EZsEyi+oLPj6lEhlz2J/WZL5mHnX\n7KwvQaFAEGe3g5cferUgolnQF0StHfh88rVW1v5wNe4WF62rj1PXPHgbdrFIJ5EC9Le7aV0utV2f\n/b2FiVmsvb0XS20FTf/ZxNFVh+ne1smW329kXkwQM1/2N37OHF2Ogkl3fq9/RImFcR/0dETCYfZs\n2MPWd7dQVlXGtV+9AYCXfv88ju7Cxz+WMOZnEjAyRBuFSpkR1dOJYPZOO5H244gu6WEZ7WzL6miX\nrY89G+L5yvR9emMknFzHqc4i1OZKyonqqvRULJSCwbYHN7En1tVUdWFqnjsOMRpNdM7k2qchxl+I\nRqMFH1+xqD2rnubLJ2OqMuWctdg77YlGAUdXH3VLpdqIGBGRa+RMvs5a2M6yvBQYJhmZ+w0pNz73\nGwuIKCJZ0yez7j4DY5MJX4+Xjo/a6Pioja5NHUQ7IogbwvS9212Us17fTjt0i6DK/R3ZO+2J77yQ\n6z9ZpwikBohZMUmUg09lt5sdCWz8xTqiwSi1F9RTM2egFdTR1Ye50ozKqOai/10aW3YtvbslPxKl\nOrdGmUTES70vB0P6zDH9s1Ig231h77QnXA8d3Q7Wv76O9a+vw9Fd3PjHEsb8TAJGhmijM0pCZOak\niB53mvL1+xL7lItlyGrqiHa2Iaupkxzt9g/tS852UckV8ox9pkMV85RI1jxy9TqpbhrQkbLePp2e\nVZ2SUVBURF2uZupV0zK2FT/OsuryRPE12z7VOjV+jx9XryuFSzASyDdrsdRY0MTqQGXV5Uy7egZb\nf7IRT3s/k66cito0vFrJ/O+cy5Qbp1M2qZwtKzdlTZ8otEpuevN2+pK+93AozDu/fxPvSjfiRxH6\nNvRS05T6wI8EI6z70Rp2PbqdaKxFWQTEsNQQoDlTT/WE6pzHPdh3lIxAmrgfwMzPzmLTr9Zh39RD\n756egtJyRSHtYdt3wM6eJ3ciyAUmfDo1ZRiNiomZcOMF45l5x2x2Pbqdlfeu4PrXb6WitgJ7Ry+1\nE+sydlNebUGhUhAOhof9LJBcCf0j5oGR/r2de6Uk9tne0lbwdznWMOaDxF3f/yyCWl3y6Vn8wWyu\nHMgrKtUqps610jx7UgoJz/SdHxJpP468tiHhaDdkpAWK/Zv3c/O/3orL7sxK/IPsks/p092pF09n\n95wd9G2W5M4t51VRPzV7R9JgZENpmNI4pRbkEeguS4LerKe9JTu5MRyOcPqFZ1I3qS4x1nnfPJsN\nP/0wpUV2UOSYDQmCkCiSZ0ufxKGxaKk9KzVlc/v8O3j7u29y6LF9vPuNtzHWmag/V1LCdR118uYX\nX6Vrc0e2zaGp0nLDH27OeV3HvyMxECjo+pfE/VKvTU25lmm3zGTnX7ex/f82J97gRwrrf/wBYkRk\n2m0zEcypb/Hpp/+cH5wvpZ22d7HhJx9Qv6SJIwcPo3BLgcQ0oSzxAuB1ezn7inPoPtY9bNKdqcKE\ny+5MCRKiKOJpl+TYC6l/5puJ5Lq3BrvfxjLGfJCon1RXMGO5GOiMugxiTTgURhUjgiUj4WiXhmR+\nw1DQfbyL8ppytAZt3jcblTa7p0TyzESr11J5ybhEkCg/tzLDljQZyizHmWUHOLqdmGv7vynrAAAc\nnUlEQVQz6xqlhCYPudHe3kt1Y3XKWGfeMZuZd8we0TEVAqVaxWU/v4JnjzvpWdnJ6599metevhnn\nYServr6CgDOAocHIJQ9eQfWZA7O+j1Zs4KzLz5a8lwfZflVDbsZ+nJwpk8kI+AJZuSyz75nDzr9t\nY99zezjr389DV124L0sx6NzcTsvy/Si0klT+nu0D3V8BX2bdTmVQsfjXS/nn9c+x5fcb2fL7jQBs\nZh0gSeTcvOozqE1qWvcfZ8KMZjxO77AfsKYKMz2t3dQ0jaO/XVIw2PvULhwH+jjr/vOY+42zBt2G\n1+1FZ8x9HrPdWwXdb2MUJ0VNYiSQrdOo80gHNRMK/yL93lTDlWKxb5ONqXMHz6mrNCqCvsG7Ispm\nlTPri2dyxtfmYW4uzdu/y+4quMV3qMhX87B39KbYexYCmVxWkDuavAREM0EQWPyrS6k8p5qgK8CL\nVz3NG3e+TMAZYMJlk7j5nU9Tu6AOuVKe9CMbNEAUAnWSjHzAm+pKF0dZczllcyxEAhG2/GFjTk/3\nYpHcTSWKIuv+ew0As75wJoba1LZde3v277B+YRPn/MciKmdVUzmrGt14PZWzqtFW6nAfc/HBf7wL\nSG3mhjIDRosRVx4yXM/Obg6+so+AM3c3l1aj5dDyg7zyqed5/MyHWPffa3Ac6ENbpUupoeRDsdYF\nJztOyEzCarVuAuJJ6EM2m+3zoz0GjUGDL+3tteNQO6dfeOag68bf4CQiXXEPUAFpBtJ64Dj1kxty\nFteSodKoUlztRDH7DKZ2Qi1Cs0AoECqZAXw0mrsAOBoYSv5YpZaYr3FGbK70QLzWkeiqGuKssLKu\nksa7JqKIKOjY0IZMKeOc7y9i9j1zMgJgJBwp2flUazUEvAE0MWtOVQ4uy7hl9Tg22dn2p00cfGUf\n026egfXmGRnmWcXA3+9Hq9fgd/hZ9Y03aV1zDHWZmjlfi7VcJx13b0cvzadltvkCnPnV+Zz5VWmd\nj1asZ97SBfTts/PskifY++Qumq+YnDiHDVMaOb7/GDPOGuDFeLu97H9+D3uf3k3vLqkILlfLKZtj\noUZRRcMF4xFkAh0ftWN7eleK7plMJaf5sklYPzWDposm5JXzT4bb7qJmfKavzMcVox4krFarGsBm\nsw0uGjSCkHqzU3WUIpHcOelkqLVqgr5gjEhXXFFXrVPj9/k5sucw5169sLB10moS3iysbYBxE2vZ\n9u4WotEoc5fMz/i8WKi1avyesWFFWQziHhwavZSjj4QjWX2xNXoNAY8/a+ttsZh1wWyUCgVNF0+k\nafEEqk/P/hAZLlM7GWqtOkaUM+eV0zdMNbLwxxex9Y8b6T/uZuOv1rPxV+upPaue83+6mIoZudOJ\n7etbOfxWCxOWTmLc/NrEA9vX7yVw3M+zX3sC91EXKqOKJX9chtocq4skBWafO5PYlg1xbSWLtYIF\n/3Yua3+4mlX3vcnCh6VHhcliwm2XUm92Wy/rfrSGo28fIhprBFCXayifbKFjYxu9a7tZvvZFdDV6\nlHolzpYB2Q99s4E5X1jAlOutaMqLf5ly211MOj0z/fxxxYmYSZwO6K1W6wpADnzXZrOtPwHjSLmQ\nJevHworSEqHOh8fpoaohe3dKLijVKta/tpZJp08uvHVWo0pxW3P1ZtdSUigVBPxB/B4/kXAYmXx4\n+VuNToO9tZtQIDgqxTZRFFPOSTQaHdLbvUqdGlSDvlQviTg0Sez5SCSCbBj1JUOZEUElY8od1gRJ\nMds56+3oTRjVDBcqrZqANzbDzFNMFQSB2Xefyay7zqDtw2PsfWo3B5fvo319Kyu+tJyb3rodpVoy\nV0ouropRkbe/8jruYy62/PYjzM1lWD81E+uN09n5yFb2PLgTMSJSfWYNl/z5CswTMo2j4kMr5Fq3\n1FZgb+/FZDFx+lfm0vLaATo3tXP4sYNMOSuelhXZ8/edrL5/JWFfWOqkurQZ680zmLC0GblaQcu6\ngxx6+QAd77TiPCQFB12NHutN07F+aib7DtionjUOuW4gqKYfeygQpPVgW9amgWg0i2/HxxgnIkh4\ngZ/bbLaHrVbrFOB1q9U61WaznVAhdin9UxjhKP5w8bm9RaVCQoEgG9/cQL+jP0HWK+ThK5PJiCY9\nBFy9TsZlqZ2EAkH2bbLh9/joOtY5LNJOKBBkw4r19Pe56TjWNeIEIHUsZZLcseXqdSU8CIqBUp3K\ngQn6g6i0mWPX6DUJFzV/vx/NMNsip86bxvO/eQa/x5+TNOXskZRQSwG1Tl0UK16QCdQvbKJ+YRNn\n/+A8HpvzEI69fTx1/99Z9q2reOuxN3D2OBNj71zfgfuYC3W5BrlKjrPFwYaffMCGJMHD2ffM4Zzv\nL8rQzkIQEKMiYlQsOM6X11g4vu8YE2ZORCaXsfi3l/LUhY+y/9m9TLl2GvXnNND++DE2vS1xlaw3\nz+Cc/1iUUYwXDAKzvzKHxT9aSuemdiKBCLVn1SNTyAgFguz9h0R2M1eaufzuqwB47aFXcPY4MVea\nueSzl2Wci5OtI6mUOBFBYh9wAMBms+23Wq29QC2QvQcSqKoqXr+mEOj16sS2dzrcnHXRGQUVFMOe\nClx9brQ6FTU1gz/E4vtoPdhGv0O6qR1dfYiBAFUNhRVl9TpVYjt7gkEmTqnLeJtpPdiWQjwrZvvp\naD3YRn+s+2u42yoEtY2VqGRiynfdc7iVSTMai/7+g+4yvG5fYj2dVkFVTVnGdrQqGe5uO1VVRsJe\nD+PqLcO61oIud6JLK9c502mVBV0zycg1Jo1SoL9LGr8u6VpOh16vprLSkPI2H3S5EScIYBNxb3Sx\nd+0OnD3OlLEfekEi4Z1971mc/73zaXm7ha1/28rel/YiKASueeQaTrs5O+O9stqMQafA0eukbnx1\nwefVppQnljUb1Uz6zBQOPLKP97/1Nhqzhp69PcjUcq568ErOuPOMrNs4Jog0TKjCVG6kelnqjFu6\nR6TvyNnj5PC2fYn/x//Ndi6Sv0dd0r34ScCJCBJ3AbOAf7FarXWAEWjPt8JItMACeLzBxLa93gA9\nvYW9lfmCEbra7Hg9gUHHFlchBRDU6hSijaBWF3xsyWPtd/uw92XWCoaz/ZHcViGICnKOH+5Cphl4\nmz9yoJ3yhnFF79fjC9Pb5aSs201VlZHOtj4UKmXGdiKRCD2dTrq73bQd7UGlUQ3rGAW1Gn2ZAY+j\nP+c58yZ9j4Ug+fpJRzgUpqdbGn++azEQitLe1pfSEi0qVWhm6fDb+hEORzl90VyOH2yXvu+qMoI+\nkd3PS22sjVdNprfPg3luDRfMvZRzfnIRm9/+iJqLxufcZwQZxw53QSiIUq8v+JiTz8/RvUc47e4z\n6d/RT8dHbfS392OZVsG4zzZSf8WknNvsau+jblqEQJbP06/rGeedDsCeTfsTf5uzZEHiXGiNupTv\nMRQMEQhFR/ReKBVKFchORJB4GPir1WpdDUSBu05UqineAul1ebLK/uZCuvFQoSiExDYclHL7xZK5\nhgu9WU9vR2/K39LtIQtFuvxJ0B/M2oWW3LwgESuz59QL36+KG79+MxteX8e5V5+Xcc78ntLqCSmU\nioFW3zw5HanAHUgJEo5uBwvvvoCPtn2Ac7+DrnVS+nPLqs1MOn0yh187RCQQoWFRE6am1JmPyqAa\n1Otda9Th6/fR39NH85zszP9skCule1KhVNB5tJM5F89l8e8u5c27l1Mzt5ZzH7iA7R9sTSyTDfmK\n+IWS3eLX/sb3tqes7y6Bt8rJhlEPEjabLQR8erT3mw1x1vXx/cdptDYVvJ5CqSAUHFp//UiTakq5\n/cHIXKWE1qjD6ypNJ5UqVniMoxB9f1+/N0M1dCjQGrRoDNqcReuK2tKm7ApJ90vdeAFI6uJqO9jK\njLNn4rvDwwffe5c9T+5k0lVTmXjaJFy9LvbEHP+m3ZZDhn2QQoPOoKW3vZdwKJyX1JkOS42Fvk47\nVQ3ViLGHfVlzOTev/EximXETa2k/1E7j1MaCt5uMQshu8Ws/GBXYtXYnZ1woScZLEuEjq0Aw1vCJ\nJdNBzASo30u/w42xvPCpmSAIo9bxk45QcGh2rmMdcrkcMaklOW7vORQoVcoUhzBJqTe/xlMoGC7Z\n96nWqhIib8mwt/cUTQwcDCKxzqw83At1chdUDEG/5BEy9YbpyJQyjq06Qn+7m/Kaclo/Okb31k5U\nJnWGbHuh0Bp1eLPI4g+GuAGR1+XJ6bEybkItnUeyy52UGoYyA5FwFF/MB+aTRqSDT3iQ0Bq1sbfX\n4lsfPc7iiXSlgNvuKrmd61iEvdOOZdzQhNAEmUByQ2gwEEKpHiTglEgZFKB+cgOtBzP7MEZKWC7o\nC+Q1hVLr1Cnp0VAwhEIlvWhoK7RMvGwSYlTE9sweKc2zSioRTrl+GgptjvM2yPlSa9V4XZ6iX2iM\n5ZLF6PH9x2mYkl17TK6QF8SoLxVmnnsauz6UbGazCSl+3PHJDhIGLUdtR6mqL16bKOANlISEVSwk\njsTHf7rb217a1MxIyZ1nQ2VdFT2tPYMvWCL4c0hyxBGvScTR3tJGXZLa6rTbpA6lvU/uJBII0/uB\n5HUxPUeqqRD5eEEQsHfYqaovTnlWkAmIIvQNQjrU6DWJt/uRhkanQalRJSRBRvNaGgv4RAcJhVLJ\nwa37qWosntykVCvxeXyj5jQVN7R32V0n3M51NOBxFM9mHyuQHnSpb9rDFYPMh4B3sJmEJiVIdB7t\nTJGZb7xwPPpaA85DDtb+9xrC7jCWaRVU5WCN9zvchALBQa99j9NDVBSLvkci4Qhel4dwMJRzmYbJ\nDRzZczjD7S0SjiAfASfLGWfPZMea7ZmulZ8AfGKDRCgQ5J9/epGAL8Dyv7xc1BcvsTFbefOxN3j+\nt8+NykWj0khKsIERdtw6kZAaAgYeDKPxxlaoGGCxSBejc9mdI9YVE/D5884kVOpUxn40ksoYlsll\nWD81A4Dtf94MQOMVE7Ke/1AgyCt/fplt72/Le+2HAkFcdifP/e7Fou4RiRC6F9vGvXnXM5abWLv8\nQ1783fMpy/mG4RefF6LIwa372ftR/nF9HPGJDRKS25XEti3WLcreaZe6RYaw7lCh0qoS+/y4Qm82\n4HF6SuYcVgi0Og0+j6/kASkuRhdHqdNnccgEQWqtzSMpk1yjkXS/Musi028ZSC3JlDKMc7KnNO2d\ndtyx4Jfv2rd32hPNA8XcI/ZOeyKNlG+9vu4kB7ik5bxuX8nELdPHFS/En4zucsPBJzZIxB2koHjn\nu+GsO1RISrAf77cXvVmPx+WJNQWMTqpJo9fi/P/t3X1wXNV5x/HvStpdWbIsv0gYbEgoxnmggZK4\nJLEJ0IaEEKBpkkmGNm5nMmnTTOkLNA20dTJJJ8lk6DTTTAotmaavlHamDTTJZNIEkoZ0wA4YMKQp\n2Dw1L7axwbLk1YuR7dVKVv84d+W1rZVWq13dvavfZ8Yz3uu78rNX9+5zzzn3Oad/aGoywFopnYwO\nQh/7ijqcJ5klWY4MHql4MHX/7pdZe+GZA8LdF6xgzaYwLc35111A/sT0NyQrV6+casnOdO5Xe41U\n+r6Vq1dOLRhWul+9WhJxXPONovmepazQfArP6l0UN53iEqb16tduBJ3dSzm0r4/xsUJd7rqnk+1s\nZ/Dg4bp8saSi+YtSLSlOjFdXGDib7JIs/fsPTTs31XQG+wZZ/+Y3TPtvb93ydh793MNc/oebeOnA\ni9Pu05ZJY5dfxLrL1s147ldbjFnptZXOZvjQH9zEY999lDdecenUfseOHK36qbhaxNWMFm1LAk4W\n0FTzC5/Pe6uRXZJh8NAgncsW/rHbhVJsSeQO5upy1z2dJZ3t5A7mKprKeq561vQw8Ep9n3LKdmQ5\n9tqxshXGUyYnp7rxynWtrdl4Lh/83mZ6LumN3nJmt9/wwDCrzllV0bmfzmZYu27NnK+RSq+tdDbD\nxhs2sXuHT2079tqx+oxJzCGuZrOok0SSZNozDOzvb+opAdKZNONjBcbHCrNWSFdiMvpinKntle1o\nZ/DQYF3qF9ZeuJYDz++P6hKqKwyczemPt85kqH+IFRWuZdHR1XnGyo0QdVeVqV+IQzqbYemKLnLR\nlC7jM6xTLtVRkkiITHuWgVf6WdbT/DUStdCWbmO8ME4hf7JwbDrtHe0M9uXoqEOSKD56mjtYfWFg\nJf9HpU9nHZjDF/zKc1Zy+NXDZ2w/OjIaS33QTC56y8U898SuuMNoWkoSCZHOpBnJjTTcBVprExMn\narK8ZyZaqOl4mQWHisI4Qars0p/z1ZZu49C+vppPx1GUXZKtbNA6lWJ05GjF3ZUrz151RpI4MTF7\nEV0cWttaOeu81bz60oyTSUuVlCQSYrxQYGn3UibGq5tYMCmOjhwl1ZKa93Po6WyasXyB/NH8rIO6\n3b3dHHq5ry7Pvvec28uu7c/WbSqHlpYWJisoWEulUowOj1b8GbNLsmfs27//UFWFpwth3c9dyO6n\nndGo0E9qR0kiAQr5Mf7jzvsZ6h9q6kKeQn6Mfbv28PgD2+f9OTPtYSbY/LE82RlaEoX8GIN9g2cU\nZdVCIT/Go9/eSu5gjm/cVfvfWyE/xrfu/gavvvjKrIVtzz76DP+3Y36FYK+8cIA1F1S2euNCGy8U\n2Ltz76Isdqs3JYkEmE/hX5Lk+nJTE9HN93MW17k+fvT4jIPg9SyMzPXlGOofqsvPnvr5FZwXub7c\n1CD0XOJItbQwMXFyvKNQowcK6iHXl5tayrWZr5E4KEkkwGIp5Knl58y0F5NEfsYvtnoe23r/3uZS\neFZNHMt7lzMcJbn5TN2+EBbLNRKH1EJOgVClySQsFVjOTMtPzkUhPxZLIU+t4q9UrT7n8MAQfXv7\naM+2sup158w4YFvPYzvfnz3b8a/051cTx2BfjsOvHubCN61n7649ZJdkOfv8c2oafy3V+ve40Od+\nrfX2dtXkKQO1JBJisRTy1OpzZtozjEVjErN1kdTz2Nb79zaXwrO5xtHds3yqu+zQvr6GHbQuWizX\nyEJT1Yk0pXQ082nLiVYVV1WppbVlarXAycnJ2au6pSmpJSFNqbWtlfGoyKwRn+1PktGRUTrqMG2J\nJIOShDQlJYbayLRnefGnL7B2/XlxhyIxUZIQkbKW9XTjTz7X1BNLysyUJERkWoX8GI99ZxsDB/rr\nUgwoyaAkISLTyvXlGB4YBlSgtpgpSYjItFSgJqBHYKXZaQC7aot5NTY5SUlCmtfkpHLEPBUL1GTx\nUneTNK3xwjgZ3f2KzIuShDStdCZdt3UcRBYLJQlpWun2DO0dShIi86EkIU2rtbWFI0OVr8YmImfS\nwLU0pUJ+jKcfeorRkVGWn7WCD97yIT2dI1IFtSSkKeX6coyOjAIqBBOZDyUJaUoqBBOpDXU3SVMq\nFoJN5vOksll1NYlUSS0JaVrpbIa169YoQYjMw4K3JMwsBdwNXAYcBz7m7i8udBwiIjK7OFoS7wey\n7n4FsAX4cgwxiIhIBeJIElcCDwC4+3bg8hhiEBGRCsSRJJYBwyWvx81MYyMiIg0oji/nEaCrNAZ3\nPxFDHCIiMos4HoHdBvwScL+ZbQT+d5b9U729XbPs0tgUf7wUf7ySHH+SY6+VOJLEN4FrzWxb9Pqj\nMcQgIiIVSE1OTsYdg4iINCgNGIuISFlKEiIiUpaShIiIlKUkISIiZcU6C6yZvQ34M3d/h5ltAL5K\nmM/pJ+5+a7TPV4C3A0eit70PKAD/ApxFqLv4iLsfbtD4rwc+G71lh7v/npm1JyF+M7sM+AowCaSA\njYTj/3AS4o/2+STwYWACuMPdv5WU4x/t88fArxIKUL/k7v8Zd/xm1gb8A3A+kAG+COwE/gk4ATzj\n7r8b7ftbwMcJ1+wX445/LrFH+/cCW4FL3X0sYcf+E8CvEK7f77r7F6qJP7aWhJndDvwtUFyE+G+A\nW9z9F4ARM9scbf954Dp3vyb6cwS4Gfipu18N3At8ZoHDryh+M1sK/Dlwo7tvAvaY2aoExD9sZpvd\n/X/c/R3ufg3w18B97v79BMRfPP7dwC3A24DrCAkPGj/+4Sj+SwgJ4q2E+D8fXeRxx//rwED0/78H\n+CvCHGyfiuJvMbP3mdlq4PeBTdF+d5hZOub4K4odwMzeDTwIrC55f1KO/c8AH3b3jdF3z3XR+TTn\n+OPsbnoe+EDJ63OjuZwgFNxdGc0Yux74mpltNbNiTcXU/E/A94B3LUTAp5kt/quAKwjFgl82s4eB\nvihrN3r8PybECICZdQCfA26NNjV6/NsIMY4CewgV/ksJrQlo/Ph/TDh/Lgb+290L7p4HdhNmT447\n/q9z8sulFRgHNrj7IyUxXUtIblvdfdzdR2iM+CuJvRjPBPBOoHRZwyQc+3cB+whJpKiN0Eqdc/yx\nJQl3/ybhAxa9YGZXRX9/L9AJdAB3ErLne4CbzexSTp3/6Uj0ekFVEH8H0AP8InA7cD3wCTNbTzLi\n7yz5t98Evu7ug9HrJMW/n9Acf5JwLkEy4u8g3GBcbWadUQt0U7Q91vjd/ai7j5pZF3Af8GlCd2RR\nMaYuTp2n7TWg+7TtCxp/hbF3R/v+MDrnS/89Cce+290n3D0HYGZfAp5y9+epIv5GGrj+DeBTZvYD\noA8YAI4Cd7r7cXd/DfgR4U5kmJPzP3UBQzHEe7rp4j8MPOHu/e4+SujLfxPJib/o14C/K3ldOv9W\nI8d/PXA28HrgdcAHzOwtJOT4u/tzhG6+BwgJbjvhc8Uev5mdBzwE3OPu/0boDy8qxjTCqV9CXcAg\nMZ8/FcZeqrTiOPZzv9L4zSxrZv9KuGEqjrPMOf5GShI3Apvd/VrCHfgPAAO2mVkq6su8EthB6E64\nMXrfDcAj0/y8hTZd/E8Bl5jZymjAaSPwLMmJHzNbBmTc/UDJvtsIcUNjxz8IHIu6a8YIF0Q3CTn+\nZtYDdLn7VYS+5POAZwjdUbEd/2is4UHgj9z9nmjz02Z2dfT366OYniB0G2ei8aGLiDn+OcReqvRO\nPdZzf47xf5vwEMTvuHsx0c05/kZa43o38JCZjQI/cvcHAMzsnwl3UGOEzLnLzPYA95jZI0Ae2Dz9\nj1xQ5eLfAnyfcDfy7+6+08xeIiHxA28g9OuX+ioJid/MnjSzxwj9y1vd/b+iecOSEv/FZvY4Ic7b\n3X3SzOI+/luA5cBnzOyzhHP7VuCu6GZuF3B/FOudhKeDUoTB1bGY468o9tPeU9qSSMSxN7P3E8a1\n0mZ2Q7Tflmri19xNIiJSViN1N4mISINRkhARkbKUJEREpCwlCRERKUtJQkREylKSEBGRspQkREqY\n2V1mdt9p295tZs+bWWe594k0KyUJkVP9CbDBzG6EqckN7wY+Gk2tIrKoqJhO5DRm9k7g74GfBb4A\nTLr7bdH6D38BtAP9wMfd/WUzuwb4fLR9OXBbtG7FvYRpQNYBnyypYhdJDLUkRE7j7j8kzI/zj4Sp\nlD9tZhnga8BN7n45cFf0GsLkaR+Jtt/MqXP0H3T3NypBSFI10txNIo3kNsKc/L/s7nkLq/RdAHwn\nWucEQssBwvw3740WytpIWLuiaDsiCaaWhMg0ohUQB4G90abWsNk3uPubgQ2EtUIgzGq6AXgcuINT\nZw09tiABi9SJkoRIeaVf9juBs81sU/T6t4F7ozWQXw/8qbs/SFhmtHVhwxSpHyUJkfKmnupw9+PA\nTcBfmtlPCAvMf8zd+wlrBe80sx2EgesuM8ty6hTTIomkp5tERKQstSRERKQsJQkRESlLSUJERMpS\nkhARkbKUJEREpCwlCRERKUtJQkREylKSEBGRsv4fFrSiM42WdwUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a0f1f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\nRU9GCg==\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAERCAYAAACO6FuTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119d1a410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#Finally print some data to show what we've done\n",
    "#print grouped.head(20)\n",
    "\n",
    "#Define a couple moving averages\n",
    "y_av = movingaverage(upsets[\"U\"], 5)\n",
    "y2_av = movingaverage(upsets[\"PU\"], 5)\n",
    "\n",
    "initYear = 1950\n",
    "diff = 2015 - initYear\n",
    "\n",
    "fig = sns.plt.figure()\n",
    "sns.plt.figure(1)\n",
    "sns.color_palette(\"hls\", 8)\n",
    "#Plot the data\n",
    "sns.plt.plot(upsets[\"U\"].loc[initYear:],'.-' ,color = sns.xkcd_rgb[\"pale red\"],linewidth = 0.5)\n",
    "sns.plt.plot(upsets[\"PU\"].loc[initYear:],'.-',color = sns.xkcd_rgb[\"dusty purple\"], linewidth = 0.5)\n",
    "sns.plt.plot(upsets.index[-diff:-5],y_av[-diff:-5],'-',color = 'r',linewidth = 2)\n",
    "sns.plt.plot(upsets.index[-diff:-5],y2_av[-diff:-5],'-',color ='purple',linewidth = 2)\n",
    "#Fiddle with the axes\n",
    "sns.plt.xlabel(\"Year\")\n",
    "sns.plt.ylabel(\"Number of Games\")\n",
    "sns.plt.legend([\"Lower Div. Team Won\",\"Low Div. beat 1st div.\"], loc = 2)\n",
    "fig.savefig(\"figures/wins.pdf\")\n",
    "fig = sns.plt.figure()\n",
    "\n",
    "\n",
    "sns.plt.figure(2)\n",
    "\n",
    "#Define a couple moving averages\n",
    "y_av = movingaverage(upsets[\"D\"], 5)\n",
    "y2_av = movingaverage(upsets[\"PD\"], 5)\n",
    "\n",
    "#Now plot\n",
    "sns.plt.plot(upsets[\"D\"].loc[initYear:],'.-' ,color = sns.xkcd_rgb[\"pale red\"],linewidth = 0.5)\n",
    "sns.plt.plot(upsets[\"PD\"].loc[initYear:],'.-',color = sns.xkcd_rgb[\"dusty purple\"], linewidth = 0.5)\n",
    "sns.plt.plot(upsets.index[-diff:-5],y_av[-diff:-5],'-',color = 'r',linewidth = 2)\n",
    "sns.plt.plot(upsets.index[-diff:-5],y2_av[-diff:-5],'-',color ='purple',linewidth = 2)\n",
    "#Fiddle with the axes\n",
    "sns.plt.xlabel(\"Year\")\n",
    "sns.plt.ylabel(\"Number of Games\")\n",
    "sns.plt.legend([\"Lower Div. Team Drew\",\"Low Div. team drew with 1st div.\"], loc = 2)\n",
    "fig.savefig(\"figures/draws.pdf\")\n",
    "\n",
    "sns.plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Goal difference for lower division teams vs. 1st division teams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>interdiv</th>\n",
       "      <th>1vL</th>\n",
       "      <th>Lhome</th>\n",
       "      <th>Lv1</th>\n",
       "      <th>Lvisit</th>\n",
       "      <th>SameDiv</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Season</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1965</th>\n",
       "      <td>-1.600000</td>\n",
       "      <td>-0.193548</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-1.500000</td>\n",
       "      <td>0.708333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>-2.333333</td>\n",
       "      <td>-0.571429</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>-1.763158</td>\n",
       "      <td>0.735849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>-1.560000</td>\n",
       "      <td>-0.297297</td>\n",
       "      <td>-0.550000</td>\n",
       "      <td>-1.500000</td>\n",
       "      <td>0.254902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968</th>\n",
       "      <td>-1.333333</td>\n",
       "      <td>-0.608696</td>\n",
       "      <td>-0.523810</td>\n",
       "      <td>-1.852941</td>\n",
       "      <td>0.379310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969</th>\n",
       "      <td>-1.625000</td>\n",
       "      <td>-0.236842</td>\n",
       "      <td>-0.473684</td>\n",
       "      <td>-1.095238</td>\n",
       "      <td>0.218182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>-1.700000</td>\n",
       "      <td>0.270270</td>\n",
       "      <td>-0.235294</td>\n",
       "      <td>-1.583333</td>\n",
       "      <td>0.576923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>-1.350000</td>\n",
       "      <td>-0.740741</td>\n",
       "      <td>-0.600000</td>\n",
       "      <td>-2.382353</td>\n",
       "      <td>0.316667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.485714</td>\n",
       "      <td>-0.473684</td>\n",
       "      <td>-1.324324</td>\n",
       "      <td>0.433962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973</th>\n",
       "      <td>-0.571429</td>\n",
       "      <td>-0.111111</td>\n",
       "      <td>-1.380952</td>\n",
       "      <td>-1.181818</td>\n",
       "      <td>0.265625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974</th>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.162162</td>\n",
       "      <td>-0.388889</td>\n",
       "      <td>-1.033333</td>\n",
       "      <td>0.491525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1975</th>\n",
       "      <td>-0.888889</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.553571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1976</th>\n",
       "      <td>-1.368421</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>-0.076923</td>\n",
       "      <td>-1.309524</td>\n",
       "      <td>0.584615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977</th>\n",
       "      <td>-1.900000</td>\n",
       "      <td>0.114286</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td>-1.324324</td>\n",
       "      <td>0.851852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978</th>\n",
       "      <td>-0.944444</td>\n",
       "      <td>-0.142857</td>\n",
       "      <td>-0.320000</td>\n",
       "      <td>-1.382353</td>\n",
       "      <td>0.457627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979</th>\n",
       "      <td>-1.687500</td>\n",
       "      <td>0.068966</td>\n",
       "      <td>-0.160000</td>\n",
       "      <td>-1.129032</td>\n",
       "      <td>0.360656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>-1.764706</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td>-0.714286</td>\n",
       "      <td>-1.256410</td>\n",
       "      <td>0.633803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>-0.642857</td>\n",
       "      <td>-0.230769</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>-1.387097</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>-1.117647</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>-0.133333</td>\n",
       "      <td>-1.595238</td>\n",
       "      <td>0.814815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983</th>\n",
       "      <td>-1.666667</td>\n",
       "      <td>-0.575758</td>\n",
       "      <td>-0.227273</td>\n",
       "      <td>-1.256410</td>\n",
       "      <td>0.526316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>-1.952381</td>\n",
       "      <td>-0.176471</td>\n",
       "      <td>-0.952381</td>\n",
       "      <td>-1.272727</td>\n",
       "      <td>0.578947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>-1.800000</td>\n",
       "      <td>-0.172414</td>\n",
       "      <td>-0.526316</td>\n",
       "      <td>-1.428571</td>\n",
       "      <td>0.189655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986</th>\n",
       "      <td>-1.944444</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>-0.083333</td>\n",
       "      <td>-1.656250</td>\n",
       "      <td>0.611940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>-1.466667</td>\n",
       "      <td>-0.111111</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.285714</td>\n",
       "      <td>0.107692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>-2.117647</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>-0.411765</td>\n",
       "      <td>-0.411765</td>\n",
       "      <td>0.315789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>-1.631579</td>\n",
       "      <td>-0.117647</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>-1.090909</td>\n",
       "      <td>0.474576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>-1.400000</td>\n",
       "      <td>-0.321429</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>-1.111111</td>\n",
       "      <td>0.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>-0.772727</td>\n",
       "      <td>-0.629630</td>\n",
       "      <td>-0.090909</td>\n",
       "      <td>-1.857143</td>\n",
       "      <td>0.518519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>-1.263158</td>\n",
       "      <td>-0.294118</td>\n",
       "      <td>-1.166667</td>\n",
       "      <td>-1.352941</td>\n",
       "      <td>0.086207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>-0.666667</td>\n",
       "      <td>-0.666667</td>\n",
       "      <td>-0.240000</td>\n",
       "      <td>-0.785714</td>\n",
       "      <td>0.152174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>-1.652174</td>\n",
       "      <td>-0.685714</td>\n",
       "      <td>-0.913043</td>\n",
       "      <td>-1.576923</td>\n",
       "      <td>0.403846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>-1.476190</td>\n",
       "      <td>-0.200000</td>\n",
       "      <td>-0.892857</td>\n",
       "      <td>-1.783784</td>\n",
       "      <td>0.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>-1.789474</td>\n",
       "      <td>-0.677419</td>\n",
       "      <td>-0.533333</td>\n",
       "      <td>-1.585366</td>\n",
       "      <td>0.311111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>-1.428571</td>\n",
       "      <td>-0.871795</td>\n",
       "      <td>-0.300000</td>\n",
       "      <td>-0.529412</td>\n",
       "      <td>0.360656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>-1.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.214286</td>\n",
       "      <td>-1.685714</td>\n",
       "      <td>0.519231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>-1.157895</td>\n",
       "      <td>-0.516129</td>\n",
       "      <td>-0.352941</td>\n",
       "      <td>-1.078947</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>-1.333333</td>\n",
       "      <td>-0.200000</td>\n",
       "      <td>-1.333333</td>\n",
       "      <td>-1.181818</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>-1.222222</td>\n",
       "      <td>-0.189189</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.138889</td>\n",
       "      <td>0.657895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.923077</td>\n",
       "      <td>-0.538462</td>\n",
       "      <td>-1.444444</td>\n",
       "      <td>0.472727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>-1.071429</td>\n",
       "      <td>0.171429</td>\n",
       "      <td>-0.888889</td>\n",
       "      <td>-1.315789</td>\n",
       "      <td>0.188679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>-1.333333</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-0.650000</td>\n",
       "      <td>-1.448276</td>\n",
       "      <td>0.229167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>-1.550000</td>\n",
       "      <td>-0.071429</td>\n",
       "      <td>-0.750000</td>\n",
       "      <td>-1.100000</td>\n",
       "      <td>0.196721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>-1.500000</td>\n",
       "      <td>-0.428571</td>\n",
       "      <td>-0.769231</td>\n",
       "      <td>-1.166667</td>\n",
       "      <td>0.035714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>-0.411765</td>\n",
       "      <td>-0.675676</td>\n",
       "      <td>-0.307692</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.235294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>-0.941176</td>\n",
       "      <td>-0.147059</td>\n",
       "      <td>-0.950000</td>\n",
       "      <td>-0.840000</td>\n",
       "      <td>0.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>-1.578947</td>\n",
       "      <td>-0.733333</td>\n",
       "      <td>-0.882353</td>\n",
       "      <td>-1.111111</td>\n",
       "      <td>0.827586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>-2.095238</td>\n",
       "      <td>-0.205882</td>\n",
       "      <td>-0.714286</td>\n",
       "      <td>-1.285714</td>\n",
       "      <td>0.421053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-0.906250</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.735294</td>\n",
       "      <td>0.607843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>-1.562500</td>\n",
       "      <td>-0.161290</td>\n",
       "      <td>-0.789474</td>\n",
       "      <td>-1.250000</td>\n",
       "      <td>-0.129630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>-1.375000</td>\n",
       "      <td>-0.384615</td>\n",
       "      <td>-0.666667</td>\n",
       "      <td>-1.371429</td>\n",
       "      <td>0.692308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>-0.875000</td>\n",
       "      <td>-0.275862</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.033333</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "interdiv       1vL     Lhome       Lv1    Lvisit   SameDiv\n",
       "Season                                                    \n",
       "1965     -1.600000 -0.193548 -0.250000 -1.500000  0.708333\n",
       "1966     -2.333333 -0.571429 -0.500000 -1.763158  0.735849\n",
       "1967     -1.560000 -0.297297 -0.550000 -1.500000  0.254902\n",
       "1968     -1.333333 -0.608696 -0.523810 -1.852941  0.379310\n",
       "1969     -1.625000 -0.236842 -0.473684 -1.095238  0.218182\n",
       "1970     -1.700000  0.270270 -0.235294 -1.583333  0.576923\n",
       "1971     -1.350000 -0.740741 -0.600000 -2.382353  0.316667\n",
       "1972     -1.000000 -0.485714 -0.473684 -1.324324  0.433962\n",
       "1973     -0.571429 -0.111111 -1.380952 -1.181818  0.265625\n",
       "1974     -1.000000 -0.162162 -0.388889 -1.033333  0.491525\n",
       "1975     -0.888889  0.000000  0.200000 -1.000000  0.553571\n",
       "1976     -1.368421  0.029412 -0.076923 -1.309524  0.584615\n",
       "1977     -1.900000  0.114286 -0.400000 -1.324324  0.851852\n",
       "1978     -0.944444 -0.142857 -0.320000 -1.382353  0.457627\n",
       "1979     -1.687500  0.068966 -0.160000 -1.129032  0.360656\n",
       "1980     -1.764706 -0.400000 -0.714286 -1.256410  0.633803\n",
       "1981     -0.642857 -0.230769  0.230769 -1.387097  0.222222\n",
       "1982     -1.117647  0.034483 -0.133333 -1.595238  0.814815\n",
       "1983     -1.666667 -0.575758 -0.227273 -1.256410  0.526316\n",
       "1984     -1.952381 -0.176471 -0.952381 -1.272727  0.578947\n",
       "1985     -1.800000 -0.172414 -0.526316 -1.428571  0.189655\n",
       "1986     -1.944444  0.111111 -0.083333 -1.656250  0.611940\n",
       "1987     -1.466667 -0.111111 -1.000000 -1.285714  0.107692\n",
       "1988     -2.117647 -0.333333 -0.411765 -0.411765  0.315789\n",
       "1989     -1.631579 -0.117647  0.038462 -1.090909  0.474576\n",
       "1990     -1.400000 -0.321429  0.058824 -1.111111  0.454545\n",
       "1991     -0.772727 -0.629630 -0.090909 -1.857143  0.518519\n",
       "1992     -1.263158 -0.294118 -1.166667 -1.352941  0.086207\n",
       "1993     -0.666667 -0.666667 -0.240000 -0.785714  0.152174\n",
       "1994     -1.652174 -0.685714 -0.913043 -1.576923  0.403846\n",
       "1995     -1.476190 -0.200000 -0.892857 -1.783784  0.428571\n",
       "1996     -1.789474 -0.677419 -0.533333 -1.585366  0.311111\n",
       "1997     -1.428571 -0.871795 -0.300000 -0.529412  0.360656\n",
       "1998     -1.600000  0.000000 -1.214286 -1.685714  0.519231\n",
       "1999     -1.157895 -0.516129 -0.352941 -1.078947  0.562500\n",
       "2000     -1.333333 -0.200000 -1.333333 -1.181818  0.166667\n",
       "2001     -1.222222 -0.189189 -1.000000 -1.138889  0.657895\n",
       "2002     -1.000000 -0.923077 -0.538462 -1.444444  0.472727\n",
       "2003     -1.071429  0.171429 -0.888889 -1.315789  0.188679\n",
       "2004     -1.333333 -0.250000 -0.650000 -1.448276  0.229167\n",
       "2005     -1.550000 -0.071429 -0.750000 -1.100000  0.196721\n",
       "2006     -1.500000 -0.428571 -0.769231 -1.166667  0.035714\n",
       "2007     -0.411765 -0.675676 -0.307692 -1.000000  0.235294\n",
       "2008     -0.941176 -0.147059 -0.950000 -0.840000  0.350000\n",
       "2009     -1.578947 -0.733333 -0.882353 -1.111111  0.827586\n",
       "2010     -2.095238 -0.205882 -0.714286 -1.285714  0.421053\n",
       "2011     -2.000000 -0.906250 -1.000000 -0.735294  0.607843\n",
       "2012     -1.562500 -0.161290 -0.789474 -1.250000 -0.129630\n",
       "2013     -1.375000 -0.384615 -0.666667 -1.371429  0.692308\n",
       "2014     -0.875000 -0.275862 -1.000000 -1.033333  0.333333"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goalDiff = pd.pivot_table(facup2, values='LtierGoalDiff', index=['Season'], columns=['interdiv'], aggfunc=np.mean)\n",
    "goalDiff.tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAERCAYAAABRpiGMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4FNXXgN+ZrdlNrwRCL4OIFBEBFWkKFpqKXSwgAgLy\nE6WqIKIUC6gIClYEAbEAKkVRRAQVAakCQ4cEQkjflO073x+bLNk0Aqn4zfs8PGTavWfK3nPvueec\nKyiKgoqKioqKyuUiVrcAKioqKipXNqoiUVFRUVEpF6oiUVFRUVEpF6oiUVFRUVEpF6oiUVFRUVEp\nF6oiUVFRUVEpF9qqrlCSJC3wCdAA0AOvybL8fYHjfYCXACfwqSzLH1W1jCoqKioqZac6RiSPACmy\nLN8M3A68l38gT8nMBm4BugJPSZIUVQ0yqqioqKiUkepQJCvwjjjy63cWOHYVcESWZYssy05gC3Bz\nFcunoqKionIJVLlpS5blXABJkoKAr4AXChwOBjILbGcBIVUnnYqKiorKpVItk+2SJNUFNgKLZFn+\nssAhC15lkk8QkFGVsqmoqKioXBrVMdkeA/wIjJBl+ddChw8CTSRJCgVy8Zq13rhYmYqiKIIgVLis\nKioqKv9xKqThFKo6aaMkSW8D9wGH8N6EAnwImGVZ/kiSpDuBKXnHPpZl+YMyFKskJ2dVlsiVTlRU\nEKr81ceVLP+VLDuo8lc3UVFBFaJIqmOO5H/A/0o5vgZYU3USqaioqKiUBzUgUUVFRUWlXKiKREVF\nRUWlXKiKREVFRUWlXKiKREVFRUWlXKiKREVFRUWlXKiKREVFRUWlXKiKREVFpVR27drJlCmTqqXe\nPn168swzwxg58imGDx/Mxo0/A3DkyGE++6zqEoOvWLGUBQvmlXrOnj27OH78aKnn9OvXC4AlSz7j\n0KEDFSZfdVPlcSQqKiqVj9Xh5nSqjXoRRgL0mnKXV12ZI9q1a8/LL78GgNVqZeTIp6hXrz5Nmzaj\nadNmlV6/3W5n1qxXOXjwX7p27VHquWvWfEePHj1p1KhJKWd5n+MjjzxecULWANQRiYrKfwyrw82Y\npYd4ftkhxiw9hNXhrpR6tm//i6eeepxRo4by4ovjyM7OZtKkscjyIQAefngAmzdvAmDMmJGkpKSw\ncePPDBs2iBEjhvh6+J98spAxY0YyfPhgTp8+WWJ9AQEB9Ot3N7/++rNvlLRly2amT5/qO2fQoEfI\nyLiQnm/u3DmsW/cDAGlpqQwePJCMjAxGjx7OM88MY9iwQRw9eqTEOh0OB7ff3ptHHx3kt3/69KmM\nGDGEAQMG8NNP65DlQ2zb9gfvvz+X8+eTfOd5PB5mzpzGsGGDeOWVl3A6nb7rt237kxdeGMuePbsA\nOHToIBMnPnexx14jUUckKipXGH8ezeDE+VwATGY9uTkOv+MpWQ4S0mwAJKTZ+PDXeCKD9CWW1zDa\nRKcmoZcsx+uvz+CDDz4mIiKSr79ezqJFH9OlSzf+/HMLwcHB6HR6duzYRrt21+FwONDr9XzyyUI+\n/ngxBoOBadMm88cffwDQoEFDnnnm4o1oeHg4hw/LgHeUdMMNN/HBB3Ox222cOHGcOnXiCA29cC99\n+vRnzpzXuf323qxfv5Y77+zLwYP7CQkJ5cUXp3LixHFsNmuJ9QUFBdG+fQefMgLIzc1l797dLFjw\nKRERgaxf/wuS1JwOHW7gllt6ER0d4zt38+ZfcTodfPDBJyQlnWPTpo2+Y4Ig0Lfv3axd+z2tW7dl\n7drv6Nv3rrK/gBqEqkhUVK4wOjUJ9TX8xeV6sjrcHEzMISHNRly4kSHd6laIeasgGRkZBAaaiYiI\nBKB167YsXDifxx4bzIQJYwgNDeORRx5j+fIv+OuvP7jxxps5cyaejIx0xo4djaIoWK1W4uPjAahX\nr36Z6j13LpHo6GjftiiKdO3ag02bNrJ//z769u3vd36DBg1xu92cO3eOjRs38M478zGZzMTHxzNh\nwhi0Wh2PPTb4ku7dZDIxatQYZs16DZfLTrduPUs8Nz7+NFdddTUAMTG1/JQMwPXXd2T+/HewWCzs\n3buHZ58dd0my1BRU05aKyn+MAL2G2Q81580HmzP7oeYVokQKJ3cNDQ0lJyeHtLRUAHbt+oe6desR\nGBiIwWBk48YNdOhwAzExMXz99XK6dOlGbGwdYmJqMWfOPObOXcA999xH69atARCE4puigvXm5GTz\n/fer6dbtFr9z7ryzLz/+uJaDB/+lffuORcro3bsf77//Dg0bNsJsDmTXrp1EREQye/Z7PProIBYu\nLH0SvTCpqSnI8kGmT3+DBQsWMH/+u3g8HgRBwO32NyM2aNCQ/fv3AZCSkkxKynm/44Ig0K3bLbz1\n1gw6d+5SbXNR5UUdkaio/AcJ0GuQYs0VVt6OHdsYMuRRFAUEAaZMeY3x419k0qSxiKJIUFAQL7zw\nMgCdO9/M2rU/EBQUxPXXd2LVqq+pXbsOAPff/zAjRw7B7fYQG1ub+++/u9R6d+3ayTPPDEMQRDwe\nN08+OZS6deuRkpLsOyc2tjYg0Llzl2LL6NatB++88xazZs0GoEmTpkyZMolVq77G4/HwxBNDAHj1\n1Sk89dTTRUYNhYmIiCQtLZXhwwdhNBp48MGBiKJIixYtWbBgHnXq1KFevQZ5z6Ir27dvY+jQJ4iJ\nqUVoaFiR8u64ow/339+fZctWllpvTabK08hXEmoa+WpElb/6uJJlB1X+6qai0sirpi0VFRUVlXKh\nKhIVFRUVlXKhKhIVFRUVlXJRbZPtkiR1AGbKstyt0P7/AU8C+e4NQ2VZLjliSEVFRUWlWqkWRSJJ\n0lhgIJBdzOF2wEBZlndVrVQqKioqKpdDdZm2jgIlhXC2AyZKkvS7JEkTqlAmFRUVFZXLoFoUiSzL\nKwFXCYeXAcOAbsBNkiTdUWWCqaiolMi//+5n1KihpZ6TlHSOrVt/L7L/3nv7MnLkU4waNZRhwwYx\nZ87rvrxTL7/8Ai5XSc1BxXDuXCJDhz5RqXWUVG+vXl18GYyHDRvEN9+sALy5v2bPnlXlMlUGNTEg\n8R1Zli0AkiStAdoCay92UVRUUGXLVamo8lcvV7L8xcnucDpIS0sjPDwcva7kPFtl5aOPPmL16tWY\nzeZSn9WWLT9z/Phx+vf37/9pNCJLlnyOTqcD4IMPPmDx4g8ZP3488+a9W275LobDYUGv11bKey6t\nTIfDQrNmzVi27AsA3G43Tz/9NM2bN6Zr167MmPFqhctTHZRJkUiSFAI0BjzACVmWMyuofr9gGEmS\ngoH9kiQ1B6xAd+DjshR0hQcFqfJXI1ey/MXJ7nQ52fDz91iyMgkOCuHWW/qg0+rKVU9oaDTTpr3O\ntGmTffV9++1XrF+/Bo1GpHnzqxk16lnef/8D7HY7jRtfxY03dvZd73YrJCdn+RRJ794DeOSR+xg/\nfjxdu3Zj0aLlDBr0MIsWLcNgMLJs2RI0Gg333fcgAMeOHeWdd97k3Xc/AGDcuGcZMmQ4GzduYPfu\nnbjdHrp27c5DDz1arPxpaTk4ne4iz+rIEZk5c95Ao9Gg1xsYN24SK1YspVWrNnTp0p3nnnuGDh06\nct99DzFr1mvceWdfXC4nCxfOR6PR0LhxQ0aOfJ4NG9azZs13KIrC4MFDufba60qst1+/AXz77Woi\nImozZcokxo17odh7q4o0+RWlWEtVJJIk3Q6MB1oACYATqCtJ0kHgTVmW15WzfiWvngcBsyzLH0mS\nNBHYBNiAX2RZXl/OOlRU/lMknDlFekYaAGaTnpxc/+y/ubk5WLK8fT1LVib/7NqGyVRyupSw0HDi\n6pSeNLFLl26cO5fot2/duh947rkJNG9+FatWfQN419k4ffqUnxIpDoPBgMNhz9sS0Ol0vuSLvXrd\nwYYN63n77fm+8xs3boLT6SAp6RxarRaLJZOmTZsxadJY5s5dQEREhF+G3rIya9ZrTJw4mcaNm7Bl\ny2/MnTuHe+99kHXrvqdjxxvJyrKwY8d27rvvIQ4fPsT48S/w4IN38/77nxAaGsrSpZ+wbt0PaLVa\ngoKCmTHjzYvWGRYWQWamN9W9IAgl3tuVRImKRJKkz4BzwAhZlv8tdOxqYLAkSQ/LsvzI5VQsy/Ip\n4Ia8v5cV2P8F8MXllKmi8v+BuDr1fQ1/SSOS1NTzvhHJtW07lHtEUhwTJ05m+fIlJCaepWXLVng8\nnjJfm5OTjclkytvypmnq3bsfb745g3r16lO/fgOCg4P9rrnzzn6sW/cDer2eO+7oA8Dkya/w/vvv\nkp6eRseON1zyPaSmptC4sXchqtatr+WDD+bRunUb3nnnDf75Zwddu3Zn06aN7Nmzi5YtryE9PZ3U\n1FQmT56Aoigoips2ba6jTp24S8pgHBXln8+ruHu7kihtRPKCLMtnijuQp1jGSJIUVzliqaioXC46\nrY5bb+mDJTOD4JDQClUiBXPzff/9KsaOnYROp2PMmFH8++++YjPg5l3pt7V06WJuuaWX3764uLoo\nivfYXXcNKFJCjx49GT16OBqNyOzZ83A6nfz6689MnTodgEceuZcePXoSE1ProrLnExkZybFjR2nc\nuAm7du2kbt16AEhSC5Yu/ZzRo58nNTWV+fPfZejQEYSGhhIdHcPMmW9hMpnZt287TqdAUtI5RPHi\nGYwdDgdffbWcRx99wu9Y4Xu70ihRkeQrEUmSVgFLgO9kWXYUOiehcsVTUVG5HHRaHRERURVebsE0\n540bN+bppwdjMpmJioqmRYuWmEwmFi/+FEm6ih49bi14Jc8+OwJRFPF4PDRtKjFixGjfsXx69+7L\nxx8v9M0xFCQgIICmTZvhdrsJCAgAIDg4hKeeehyj0UiHDp2IianFhg3rsdls9OnjvzbJiRPH/TIY\njxz5LOPGvcicOa8DoNFomDDhJcBrypsxYypNmjSlQ4dO/PjjWtq0uRZBEBg9+jmef340iuIhLCyU\nceMmk5R0rsRndurUibwMxl4le+utt9GuXXvOnUv0Pc/i7u1K4qLZfyVJuhN4EOgKrAeWyLK8qdIl\nuzTU7L/ViCp/9XElyw6q/NVNlWX/lWV5Td48SFO8iuQtSZJOVUTlKioqKipXPmV1/20BPADcC8QD\nb1emUCoqKioqVw4XVSSSJO3DG4W+BOguy3LiRS5RUVFRUfl/RFlGJA/Jsryv0iVRUVFRUbkiKS2O\nZKEsy08B70qSVGRGXpbl7pUqmYqKiorKFUFpI5IFef+/XAVyqKioqKhcoZQWR7Iz789UID/31QFZ\nlk9UhWAqKio1g127djJ58kQaNmyEx+PB5XLx3HMTKiSNx3vvvYfRGESLFi3ZunUzjz/+5GWX1a9f\nL1av/tG3vW3bn/zyy09MmjSl3HKWxs8//8jKlV8jCAKiKNKkSVOefno0Wu2l5cQdNWooY8dO8ouQ\nnz59KrJ8iJCQEFwuF6GhYYwa9SyxsbVZsuQzrrvuepo2lfjf/57G5XLx+utvM3r0cEJDQ5k9+72K\nvtUSKc20FQ18DbQEjuANTZUkSfoT77xJRtWIqKKicqkoNhvuxAQ0sXEIRmO5y2vXrj0vv/waANu3\n/8WHH77P66/PKXe5+TRt2qwCFFOFhERcEr/99hs//LCaN95425fPbO7cOaxf/wO9e/e/yNVlY8SI\n0Vx/fUcA9uzZzeTJE/jww8955JHHATh37hxWq5WPPvqc3bv/oXbtOrz6atWmpy9NZc4FtgA9ZFl2\nAkiSpAem4nX/fbzSpVNRUblkFJsNy6yX8CSdRYypTfD4aeVWJgUDly0WC+Hh4QDs3v0Pn376IYqi\nYLXmMmXKa0RHxzB58gRycnKw2Ww89dTTtG/fgY0bf2bFiqVoNBpatWrD0KEjfGXu2rWTVau+YerU\n6TzwwF20atWG06dPERYWzvTpb+B2u3nzzRkkJMSjKApPPjmMtm3bFZayRPl/+mkdX321DL3eQFxc\nXcaOncSGDevZunUzdrud1NRU7r33AX7//TdOnDjGiBH/46abbi5VZoAlS5YwYsT//JJijhr1bIn1\njhv3Ana7jZkzXyU7O5vU1GTuuute+ve/p0zvoXXrNmi1Os6cSWDRoo/p0aMnX3+9nISE08yY8QqH\nDx8iNTWVTz5ZyKBBT5WpzIqgNEXSSpbl+wvukGXZIUnSJGB35YqloqJSEo7dO3AneGOCU8x6rDn+\n2X89GWl4ks56/046S+7XixFDw0ssTxNXH32boilJCvLPPzt45plhOBwOjh07wvTp3iy3J04cZ/Lk\naURERLJ48af8+uvP3HRTFzIzM3nrrbmkp6cRH38ai8XCJ58s5OOPF2MwGJg2bTLbt2/zqyM/XUhi\n4lnee28hkZFRPP30kxw8+C+HDx8iNDSMCRNewmLJZMSIISxevMLveovFwjPPDAO8is9isSBJzbFY\nMvnkk4V89tkyjEYjc+fOYfXqbzGZTOTmWpk9ey6//PITK1YsY8GCT/nnnx18/fWXtGrVpojMO3b8\nzXXXXe+rMyEhgTp1vCkH9+/fx4IF7+FyuYiJqcWYMeOK1Ltq1Te0atWaW27pxc03dyUlJYVRo54q\nsyIBCAsL98se/NxzE3j55ReYOHEyu3btZPXqb6tUiUDpisRW3E5ZlhVJksqe5lNFRaVC0be5DvIa\n/shiUnQoNhuuY4d9IxLTgIHlHpEUNG3Fx59m6NAnWLVqHVFRUcyZ8wYmk4nk5PO0atWGhg0b0bfv\nXbz88iRcLjcDBtzPmTPxZGSkM3bs6LzRi5WzZ4vNCUtoaCiRkd48YdHRMXnK6xh79+7mwIH9KIqC\nx+PBYskkODjEd11wcIhvTQ+4MEdy9uwZGjZsjDHvGbRu3Zbt27fRosXVNGsmARAYGET9+g0ACAoK\nxuGwFyvzmTMJfoqkdu3aJCaepXHjJrRseQ1z5y7g9OmTvPnmzBLr7dKlG19+uZTfftuIyWTG5Sou\nyWXJnDuXSHR0zMVPrEJKUySlJeEqPUGXiopKtSEYjQSPn1ahcyQFTVuhoWEIgnffrFmvsWLFagIC\nAnjttZdRFIXjx4+Sm5vL66+/TWpqCsOHD+bDDxcRE1OLOXPmodFoWLfuB5o2ldi5848y1dugQQOi\no2MYOPBx7HY7ixd/6qdE8s4utozY2NqcPHkcu92GwWBk9+4LWX4LJqEsTO3adYqVuSAPP/ww8+a9\nw7RpMzCbAwHv6E0QhBLrXbZsCS1btqJ//3v4558d/PXX1jI9A/DOTwUEBPgUbXHnVAelKZKrJUk6\nXsx+AYitJHlUVFQqAMFoRNuwSYWVt2vXzrwMtiJWay6jRo3BYDDQq9cdPP30YAICTISHh5OSkkzd\nuvX55JMP+fXXn/PmM4YTEhLK/fc/xMiRQ3C7PcTG1qZ791tLUCQXGvf8hr5v37uZNetVRo58itzc\nXO6+u2ia+ZIm20NCQhk06ClGjhyKRqOhTp04hg9/hp9//rHY8wteV5zMBenevTtpadlMnPg8giCQ\nk5NDw4aNGDfuBUJCQhk8eGiRevft28Pbb7/BL7/8RGBgIBqNFqfTWaJSe//9uXzxxSIEQcRsNjN1\n6oyid16KQqwKSsz+K0lSqau05C1MVVNQs/9WI6r81ceVLDuo8lc3FZX9t7Q4kkpVFJIkdQBmyrLc\nrdD+PsBLeJf1/VSW5Y8qUw4VFRUVlfJx0TTylYEkSWOBDwFDof1aYDZwC971T56SJKniV+dRUVFR\nUakwqkWRAEeBu4rZfxVwRJZlS17syhbg5iqVTEVFRUXlkrioIpEkaW4x+xaVp1JZllfiTU1fmGAg\ns8B2FlDYNUNFRUVFpQZRWoqUj4BGwHWSJF1d4JCOymvcLXiVST5BQJlSsURFBVWKQFWFKn/1ciXL\nfyXLDqr8/wVKc/99FWgAvIM3LUo+LuBgBdVf2GPgINBEkqRQIBevWeuNshRU0HOiovMMlYXy1Pkf\n8PxQ5a8mrmTZQZW/uqkoJVia19ZJ4CTQWpKkWFmWEyVJ6gy0oeJSpCgAkiQ9CJhlWf5IkqQxwE94\nlcxHl7oio2KzYZk+EU/K+QrLM1SmOis4t5GKiorKlUJZltp9H/BIkjQPWIq3ke8OlD05TDHkuRff\nkPf3sgL71wBrLrdcd2ICnpTzgDfPkDsxoUIDs0qss0Buo6qoU0VFRaWmUBavreuBkcB9wMeyLA8G\n6lWqVOVAExsHASYAxJja3u1KRqxVG0SxSutUUVFRqSmUZeUVDV6F0w8YJkmSCTCXfkn1IRiNGG7s\nhpKbUyHJ6sqCYslE00TCcPOt6Fu0Vs1aKioq/68oy4jkcyAROCnL8jZgJxeW4a1xKA4HgsmMGBJW\nZQ266+QxDNfdgGgyq0qkGlBsNlwnjqLYik1YraKiUslcVJHIsjwbiJVlOT+AsLMsy+9UrliXjzsx\nAU3tqjUtec6fQ9u8JZ7UlCqtVyXP0WHmi2S9MQXLrJcqRZmoikpF/QZKp0yLCsuy7C7wd41uLd1n\nTqOVrsZ9ugqXllc8iGEReDLTqq5OFSDP0eG817GvMhwdVI88FfUbuDilBSROLu1CWZZfqXhxyo8n\nNQUxPBLBGIBizUXIm3ivLBSXCzQaBI0GPOp6X1WNJjYOwRyIkpONGBNb4Y4OqkeeivoNXJzSRiRa\nYAzwFnBFtZCCICBGRuNOOY+2boNKrct9Nh5NnRrrxPafR3HYMdxyB4LOgFirdoX3FDWxcQhhESjp\nqapH3v9TNLFxCKHhKBlpldJZ+S9QWkDiZEmSagM5siy/XoUyXTYF11YRI2PwJJ+DciqSi0Wsu08e\nQ3dN23LVUdVUR+R/ZeHY+SeG629CCDBh3/wztGhVoeULRiOGrj1RUpLR39T9in9eKpeOYDSi79QF\nQadD27Cx+g0Uw8Um28fg9di6IlAyMxBDQgHQREbhSU4q+dwyTJ7lR8mXNpHryUhDCA33bogiivvS\n1l+uavLtvZU5OV2VeDLSEcMivKZMeyXdi82Gsc8AXIf2VU75KjUeATB07oE7viat51dzKHWyXZZl\nC7C4imQpN+4zp9HEeRd29DYs9mLPK+vkWZmi5AXBt8ylGBqOJyMNTUTNWUIlf/QhBIfgPn4E54G9\n/xl7rzvxDJpatS/sEEUUtwtBUyYfkktCDAxCycmu8HJVaj5eS4eCaA5Eyc0pf3n/IYtAPtW1Hkml\n4D4b7+/6W8IiksVNnhWHWKsOgjnQ+3d0UduoYrMhGC58CGJ4ZI1yAVZsNiyvjifrjSlkvT4ZMTKK\ngPseQ8gbtV3pNn/H7u3o27T3bWvqNsR9+mSl1SdG18KddMUM0FUqCCUzHTHf6iAIKOVwqvmvWQTy\n+U8pEsVuQzAGFNhR/Hma2DjEqBgAhJDQEhtTT0oSIVe3I6xtJ4y9+hTpPbjiT6ApMAcjhkfiSas5\nisSdmOCTR8myAAJiQACBQ8dg7D3ginZjVDwe7/su4JWnbSLhOiZXaD2eLAtCoLczoWt9Hc49Oyq0\nfBV/amK8huvUcTT1GwGgqVUbz7mzl11WWTuxVxoVbwOoTgorDo13zkLQaPx2C0Yjxt4DwO3ClXC6\n5MZ0zSqiXnkFweUiecgQ6NTF77D71HH0N3T1bYthEXjS/6qAG6kY/F1jL4w+NPUa4ty/+4pVIgCu\nYzK6xpLfPtFkRrHmXlI5is2G9chZFGN48ebNc2fQ1KrjLb+CTBsqxVNT4zXcZ+PRtWgNgLZxc5z7\nd1120LMmNg4xpnbePf53PMAuaUQiSdI/lSVIeVGcTtD6Kwxvw55a7PmelCT0ba5HExaOx5JZ5Lhi\nsxGxcCGCy7uQY8RnnyFu3ex/jjUX0XQh7Zig04G7uIUfqwfBaER/YzeCxk71+1EKogjKFeXRXQTX\nwX1oW1xT9MAlmB7yG674SWNLdqY4dxZNbB3fthgTWy7zVk3scdcUamxv3eX2/rYBMTwCT8blBx4L\nRiNBoyeiqd+IgHuqJhdgVXCppq0SZh2qH3fSWV/PMR8xMto3We5HdjbhH39MVLN6hO7ei2Nn0VGE\n6eUX0Cck4G7QENv9DyE6nYQ+8QjimYIfd419HADe0ZhOh7Zhk2I+2PLZeqsTxekAQSx2Ul1Tpz7u\nhLJ51pSl4fJkpCOEhPm2da3aXbZ5679qH68oNLFxCIHeBVLF6Fo1ordeMKSgTOeXxRs0NxdDl1tx\nxx8vr3g1hv/MHIn7zOkigYGaYhSJdvs2wrvfSODmzQg2G0GzphP0hb9jmvafHZg//QhFELDMXUDW\nW+/iuOlmNBkZhDxyP2Rn48nK9NnOayqe1GTEiOhij4lRMcUr2UvEaxqSq65RPHsG3pqBISS82MPa\nJhKuo2WbJxGCgkHrVUalOR7ke+VB6eatizUiNbbHXUPwxmvcjHnkeHTXdqwRvXUlPRUxzP9bE8Mi\nip0LVWw2MqeNu2hHwZOegiYmFpzOSpG5OrioIpEkqb8kSToAWZZrbOSdJ/k8YqR/oymEhOHJSPdu\nOJ2YZr5KaJ9eaE6ewFG/AdkvTEERRUK/+46AF8aBooDVStCoYQiKgnX4KFwdOoJej+Xjz3HGxqL9\ndx/BTz+J+9gRtA0aFyNJzenpe5ISvR9sMWjrNcR9qnw9orKYhsqLYrPhOn4E7a+/EDTkcSKvvZro\n2W8RM6A/YR3bEjjxefTr1yKeOI5u4wbMixcR9t67hN7eg6AhjyOeK9kM5TqwF/OgUYQPeOCS7PFe\n85b/hKs3eeQLpTYimtg4xDzX8CvdY+5SKatJT9Bq0bdohWg0XvjtViOu0yd8E+35lOTU4Tp7GiXP\nlF5aR8GTlooYFokQYMbzH5lzK8tk+8PAe5Ik/QAskWV5S3kqlCRJAOYDrQEb8KQsy8cLHP8f8CSQ\n310eKsvykYsWrChe27/LhentN9Hu2wuKh6DEM4hLl6E5fQrtYRlFEMh64CGyh49Ae9U1eOrVJ+jp\nIQR++AGiTg8eD9ojh3HWrUvOhBcvFB8WTubiLwnrdzuG9WuJ2rMLomO8PVpRg2Iw4Lj1NhyN6qNY\nMhFCw0oRtoDYF5nsLQ/upLPoG3ct9phYqzaOf8rnGFDZOYiUrCyERwcQsWcv+mzvD04BrOGh6C3Z\naI8fQ3vweRciAAAgAElEQVT8GAEfLyz2et3O7ei3bsYy/yOcXbsXlT8thYDOPeCX74p99oo1F22u\nFfNrUxFSksl5+VWUkFB0ra/DsWUjmp7eGBZPbg7WVcsRTp8Cg77EZyEYjehvvhXXcRnzo8NqRI+7\nKvB2OF7Ek5RY6iS6JzfH54Vn6NwD289rCegzoKrF9cN9NgFdS//+s1irDo4dRX877rMJCCFhXnfh\nUjoKHksGQnAIWqkFLvkA+rbtiz3vSuKiikSW5XslSQoC+gMTJElqAnwly/JLl1lnf8Agy/INkiR1\nAGbn7cunHTBQluVdl1SqAHg8BP1vBMYVy4o9xR1Xl6z3FpCVnY6hYVMA7HcNQNEbCH7yUUzz3wVA\nEUWy5i2EQh+70qoNyUOHEvP+++gSEyHRv7er37IZkzmQ3Lvuxj52Ep7Y2pRGfo8+o5K8VBSb1c8Z\noCDeCfdLs/8WRhMbh2Ayo+TmVHgPW7BkEjSgD8bduwFwBhix3f8QqW4bDmsWYlQtwm/th+GPLeg3\nbUSMP427cRPcUnPsRgOea1oTuGwp+t83EXL/XeQ+O5bcsRMhz4PPnZqMJjzSz2zld2//7sf4xnQC\nflrvc7jQ7fqHjC9XIsbE4LFk4jxyCNfJY5CbTcTRkwT+8BO5MVEk3nNXyc/Clou+9XVed+xKSCha\nU4LdCgbC2jeswZN08QzN7viTPnd6IcCEYDbjTjmPJrJ482yV4HYjaP2bSe834//bUdwuPEmJBL80\nE+vK5ZjueaTk55/X6dXE1ffOt/1/UCQAsixnSZK0Faib969TOeq8CVifV+42SZKuK3S8HTBRkqRY\nYI0syzMvVqArMwPBHIT5xfEYVyxDMZnJmvEGSmgYjp1/ou9wE4pWh7N9BwgMRPn+a7+X7LizD6mv\nvErE1CkIDgeZt9+Ou+ONxdbl7nk7Sbf1Rvn9V4w3dgO3G9wexPPnCPh4Ifo/txK45HPMXy7DftcA\nbPc9iPOGm3y2eD+5z8ZXbpT5RfWE1wwniJc3VaZYczDc1h996lmEvg+Vu+HKb3y0djvBD92LPiEB\nV0AASW2uxtqmLcETX8MEGPIaSrfRSO5NN5M7bpJfOZ7MdBy7t+NesRLTnDcwvTED8+zX0W37k5yJ\nk/FERWHfuxNd914AaHQ6PDv+RpuUhOb4MfSbf0X/269emUQRW9+70B7Yj/bAfsJ630r6khU4dv6J\nfeM6NCFh1DmbinHdGgDMScnExDTAVsqz0MQ18Daa0bXK9byKe341wX02P7WQJ+U8QmAQgaMm4pT/\n9coVGV2iknXHn/Rzpzfc1B3b2pUE9H+giiT3p7SJdsFkxpOTDVFBADj+2oKhY2dEUyBicGiZnntF\ndOZqChdVJJIkPQc8ABiAJcCdsiyXZ5YwGCjob+uSJEmUZTl/YmEZMA+wAKskSbpDluW1pRVoP3WS\n0HXrMH32CYpeT+bny3De3BUAm0HE07FziT3zfDyDhpKUm43JpZDdoQOGEs7TtWxLzuKFiPUboGnR\n0l8h9b0LzV9/YHx1MgE7dmBcsQzjimV4wsOx39EHe+9+ODt3AZ0OxWbD8fcWXxBjddjMxagYPMlJ\nJc6jXAznof3oW11LsKc5GSeOIpYjYWJ+I6g7dICoP7ajtdpwNW1GxqdfIOo0BBfoYV9M2YohYSiZ\nGaDRkPv8BJwdOhE8bDD6rb+j733rhTq1WpSgIMT0orZ4xWQm+4ZO2F97E6VhI4SUFEIeugfd7l2E\n9b+D7LZXo2g11P5pEwZLFp6gYGwDH8c0/10CZ07D2bMX7sZN/cr0pKcihoShia2Nc8/2y3pGpY02\nHAf31Yj0N674kz5HDiU7C1xOgsdPw3FgD0pOdomNbBF3er0BMTwS16nj4PFU+SjLk5aCGBHplSU5\nGd2Ov3HcdgcIAtpGzXAdOwwNYlGcDtxJZzHc2PWS6xAjoqp/1FUBlGVEUhsYIsvy7gqq0wIEFdgu\nqEQA3snL8YUkSWuAtkCpikR4+x2CPvvMuy7I8uWE3tXHdyy7UX20riyMUd7enzsnm8yoUMKjgoqU\nk9y8CbnZ2cTcfAO6iKLHATxWK5aDe3DuzEXZt4N6M95CDCgQTd+nFym5qZjad4RPPoGvvkI8fJiA\nJYsIWLIIT1wcjm+/JnPPLuIGDkQ0DCFt5VeYr+9EQN2Ky9HlzsrCEh1OWDH3mY+9TUvsp04Q3LLZ\nZdWRkp1ORIsm4PGQs3wJUV2KH8WVBeuRszh37SJ2205Etxt3h+vRrltPZFjZ5poKk6wXCUw/g6Fu\nfcS7e8MNe2DCBPj3X5Rz5yA1FcFqRUhPR9Fq8URFoWnbFpo2hauuQrj3Xuw/rSPyem8gGlFBsPk3\n6N8fzcaN1Nv8JwoKGocTRZIQV6/GJEnYD+7F8Osmwp8dAb//7jcSzTqyB/11bTHUCiPFqCWylHdT\nGI/VyunXpuA4k4C+Thz1ZryV99xkwuvEkbX1d8SMNJy16+A8ewZ9nThirmnu/21WEam/n8AeUwtn\n0jk/OZS4HqR+8TmRZ47Bli2wdSvYbERNngxt25Ji0hd5Ju6ePTjxzDA82dm++66qe8o6uhd965YY\nBDv07QnHjsHff0P79ihh15C28isA9Pu2Edr7TvR5shd3H/kobjdpgUYi8o47b+hAzt7dhF5VnOPO\nlUNpC1v1lmX5B2Av0EqSJL/upizLn19mnVuB3sDXkiR1BHwpVSVJCgb2S5LUHLAC3YGPL1ag6dPP\nALC8PQ/7TbdAcpbvmFsfhPvISfTBXkXiPHwAQmuRXOAcyOsR/74ZT1oK2fv3l2gWcJ04iifXGz3t\nOJNA0r5DRXp91lw7yUFRMHo8PDMOzaGDGFZ+jf6TBegSEnDcfz9s/JN0pxacLiIGPEDC558TEFJx\npg7X8SMogeG4Ct2nD7cbzf6jiAvfw/ncBDSHD+Fq1RZH1+44unbH3eJqKMXkpSgKNqsDJSWbqKgg\nrG6B86eTil1I7GI9afHEccwvv0idP/4GwNKsKbYl3yC4tH7vsqwoNhuZv/1K+ncrC5h4zPDGXACs\na1di7H47giAgZGYSKdXnzKJFBPS9r8DzAWuuo8h3wmfLCR7+JIY13wFgv6UXWR98hBIcAslZuF+e\nTtTevmj++ovsl1/FOvo536VW+QjGxtcgJGdhzXUWLbsUnMcP48iLYXKcSeD0p5/i2rsTT2oygsmM\nedgYdG1uxNzpVnK//YKAPveSmu2C7Et/fuXBnXIep9WFefxrvneemu1C+8sGzHNeJ/yPLVDIc0v5\n4QdyRj+HtdXVRZ6J68QxPNneZJkl/d4qC+vhoxjrNCG0b3/0x47hbNWGjFoNfN+kNctKmM2G5fQZ\nnNd2vrDf4eH82VQEnb5ImZ6MNJxa04X7FExYTyXgvIzvvCKIuoTOTGmUZhzPnwHqCnQr9K9rOepc\nCdjz5lzeAp6VJOlBSZKezBuJTAQ2Ab8B+2VZXl+WQrOmTsd+/0NF9hcOSnTHn/LLj+XbXyAvVWmu\ne/kpDqCMLpyCgPuqFlgefIj4G6/HI4oEnziFdu33F2TU6xECg0qMwr8c3Hl2cj9R0lIxfLWcoKFP\nENGiEeF39CB01Up0f/+FmJGBfvOvBL7yEuHdbySiZVMCn3sGITOj+PLPxKOpXde3rb+2A45dfxc5\nr7QgPCE9DfNLEwi/qT3GdT/gMRiwPD0K24YtCCEhl3/viQle0xZF36Xi8YDD7lVoBgNKdLR31KDV\noTgcF85z2BH0RRsCjEYsHy0i+4UpZL86E8uSL71KJA9RakHqowMBML8+Hc2/+ws8DMU3HyUEh+DJ\nLLt7qzv+FGK418wixtRG27ApntRkb7G5Ob7gTMFoRN+mfRH35MvhYi674pkEAhbMI+SevgQ9PQTN\nsSPYN/2EoVsvBKPRGwir1WJ6Ywah/W5Dv/FnRJsNV1xdbAPuJ+uNt2HkSASXi8C3ZhEzcyaao/4O\nmprYOMS8uaQqN/+63ARNeB79n1tx14rFsni5nwOOIgic//wTdO39R+JiRFSJyVu9rr8R/jsFscaE\nDFwupS1sNSXv/ycqskJZlhVgeKHdhwsc/wL44lLKjL+5E/bzpwi22Yr0eAW9wb+ByM1BNBcNJPTP\ngVNKcJrRSPD4aRf1jFEUxc8jSBMbhzumFmnNmxJ5QCZkzluk97sH8horfacu2Df9RMAdd13KrZeI\nJzUFsX04mkMH0f/8E/qf1qH7+y+EAh+su14Dchs1wP3Yk7ivaY1u53Z0mzai37QRTeJZAhZ/hm77\nNjKXfo0nrq5f+S75X/QdbrpwfzG1sf/pn0IGwCMfIPynDQQmJqGIIsKmrRARhWIyoftzK2JmBoog\nkH3DDdjmfYRSJ67c+QIKvkvBZPbZuQFcxw+jLZSjC0DboDGu08fRNWnufTZJiYglzR1pNH4jjYII\nooj16quxPjaYgEUfEzxyKOk//oqieKBAD1Vbt4FXOYRc3HTnyc5CsWQS/OIs33cHYCvhe9U0aIxj\n6ybfvZSV/JGjGBWD69Rxche9j5Kd5TdxLyQlYfxmBYbvV6Hb6T/PY/j2Kwx9+mK9uSdKdDRi/GmC\nhz+J7u+/UASB3JH/I7tPX5wuB/r2NwAQFBVERpdbCRw6CP3BA4T1uInsya9ge2IIiKL39zbhNXKX\nf4rpgSeqbI5EURSC1q8n4OuvUAICsCxe7ueFqdhsOP7cjD09FXHvXj8LhiYyGk/qef8lDvLwpKWg\nqeP/W9LUrY87/iTaQvEqVxKlzpFIkvQEMALINzUdAN6TZfmrKpCtzFijI6Gck4tlVRD555ZWjxAY\njJKd5Y2cLnCN/vobcQ4aievRh9AePUzAgvlYR/0PwDfJ6MnNuahjQInYbOh2/I1u+zYCf1iNYcyz\niBkXRhSKTofjpi44et2GvUdPPI0aY9/2O9oGTdDExGKvVx/7XQNAUdD8s4Og4U+iO3SQ0Nu6Y1n6\nFa5WbS6UlZ2FGGBC+88OqB8L4bXRhEdemDh0OjF+/gnmWa/5yUDBHjrg6NwVy7PPYXVaMdapmN5m\nwXcpmAOxrVtFwF0PIugNuA7uw1iMstY2bIL9918uKJLEM2jrN7y8+gODyXpuLPpNv6D9dx9hXTuR\n3a8/7p63+c7R1KmLfdNP6Fq2KXK9mBBPwIJ5CDY7rlatyU4/j2Hgk0W+u+Dx0wiypZFVKAZJNJlR\nbJeevDJz6vMomekIgUEYbrnTO1HOhVGd6ehRgkY85XufSkAAjh49sd9+J7otmzEu/wLz6lUE/Pwz\n9nvvx/Dt14iWTNy1Ysmat9DraOLx4F7zjV/dzi7dSJz6MlGbt2L8ajlBE8diWLeWrHfn46ldx3vf\nzVt6I8KraESi+3Ipod98DYBl3oe4WvvHkrgTE4oEH+a/GzEiCsfuk+iKKdeTnlokLkXbrAWOrb/+\nNxWJJEljgYHANGA/XmfS1sALkiRFyLL8QdWIWDZKHfbmdXEVhx10xb3evNMuoiDKLEt4pDc9SQFF\n4k5NRhNdC23zq8meNZvQ++/C/NZM7HfdA1EtADB0uhnHn79h7HHHJdepOSwT8vC9aE6d9NvvrhWL\n86absd92B85uPVAKyAR5Ee6nT/h5bil2O2k/rCCtVTNqO+2YzpwltO/tWD78FMettyEe/JeQVSsJ\nnDIFzdkzAEREROBo1x5bZDhi5+6Y5ryB9rA3+tfRoROWQU9iP3mUgA6dEe12hOxsPNExuK7vgHXd\nKgxde17yPZdGwXdpvK0/1pXLMPbq602453RBoTxdQoAJxWb1bXtSkhDbdbysurVNm+M8G4/lw88I\nHjQQ7dEjhL71BsEfLsQ28HGsg4bgqVvPb6QM3tgZ0zuzCVg4H6HAomxBgDJzJu5mzfFERaGYzChm\nM4rJTECdGOwdOuPs0MkXI5NP4VFxabhOH0fJM7Up2Vlo6ze6MKoLCibwrdcJWrEc8Cp/6+ODcHS/\nFcxmFJuNNFcu5nsfIHjBPAw/riPgM+/Upv323mTNmYsS7jXnlOTyqphMZM1biP323gQ9/wz6zb8S\n1qUT2TPfxH73vehbt8P22wYCKluROBwYvv2KwLH/Q1AUsse/iKN33yKnlWbBEIJDULKKJoIF72+r\ncCf1crJW1zRKG5E8Dtwsy3JBw/0hSZI2A2uAGqNI6k5/o0ivzA9Rg+Jy4T5zGm2hfFyVgRgeied8\nIhRIoeLcsxN9uw7ev7v1wN6nP4bvVxH40kT4YbX3urAIlOwsFKej2Im6ktBt3kTwoIGIlkxcDRvh\n6H4LuToR4alReOrEQSmNiRhTu0jSSl/Eul5PQoe2xFnbYlq3huCBD+Bq2Qrd3gsOfO64umhcTsRz\n5zD+tB4jwNKl3vuMiiJnyqs4730ABAFNynlydm/HeMudvusVhwPcrssfhZUBMSQUQ7fbyJz6PNjt\nuI4fLd6ZQigQV+P2FFl+oKxo6tTDuXsHrj4DSPt7D/q132OcOQ3D0aOY5r2Dad47uOs3wFarFsq5\nZJzXXodu53ZMs19HTPNmlrX1vxtnqzaIa7/DkGlBc/QI2gP7i60vlBm4Y2ph79MPe797cLW/HjE8\nCk9qcpndSt3nz+XZ9pO9czD1GxM8fhrK3l2ETXsZ/bY/UTQaciZOxjpytM8RI3/xNE9aCq6Ygygf\nLkK/+x8CPvwAR7ce2B5+tMj3JwQG4cmy+Dpa3g6e93t39O5LWvsOBI0ZiWHDjwQPfxLb+rXYHnkM\nYesWDCkZiBYLgjUX230P4qlbMb9nITsL4+JFBCyY5+scZdaPIznrfPEm87xRb3EjQkEQyhDD5Y8i\niDgPH0Bbr9EVmfGgNEXiLKREAJBlOVGSitqYq5OAphLZpXg95MdquONPoWvdrtLl0URE4jrov763\nYsnws4dnT5uB/pcNXu+f+fMx2txo5IME792D+NJLOLp0I2faLITQ0FLrMi5dTODzoxFcLux39MEy\n/0PcWZm4Th7DUGheoziK6yF6MtJ8qR6E0DCy57yF8s5b3qC+vbvxGI3Y+92N/cFHcHa8gajoYFK3\n70W37U80639AGx9PTtPG2J4eja7VtReeS2Q0DpfLu856XgoZx44/0F9XnvjWsqHkZENeL7+kGAtN\nbByexIQiyT8vFb80/Vot9t79yBTcBMU1JGDBfAzr16A5dRLzqZOwzV+JOzreQM7Lr+Js0RLr2m/R\nz1+ItkETyM5Ge/gQQkYGQm4uQk42Qm4uQSmJuL9cgeb0KUwfLcD00QI8kZG4GjTEGRGB0uFG3I2b\n4KldGyUoCI85CCUoCAIC/Bp4T8p5gl+YecG0azCg/3EdQWNGIaYk446pRfKD98MjA1FOHfc+q8x0\nrOtWFnFScXa8AWfHG0p8PtomzXEdlX2pQQp38JSYGCxLVmBcsojAlyZiXP0txtXfFinH8O1XZPz4\nK0pgOTyPXC5Mc94gYOH7iHkOGs6GjUiJDCarXhycTyzRZC4YjQTULb3tKQuKzYZj22bs61ZWayBp\neShNkVzZbgQF0ER5Pbc8mRllmtwsL0KACcVewEySmYEQ7K8QPLXrkDN2IoFTX4QRIyj8U9B9uQzN\nxg1kr1yH0qwYxe3xYJr5Kua33wQg9+lnyJn8Cogi7qMHi53oK1ngCz1xd8p53AmnCJnyJu7EBBy7\nd6C4XeROeBFX++sRLBYynVaM9w30u97TsBH2ho3w9O1H5qRnwGFHXLmM4GYt/H4Uxq49sa1fTUD/\nB1AUBXfiGQwFopkri7I4U2gbN8O5b5fX2017eaORfARzEJ7sLMTAIDxJZ9HUisXVth1ZH3xMlsuF\n5uABxLXfoT/4L/qjR1HMZnKfHYej1+0odjuWGZPwJCfh3LfL27AEBuK6tnASCO9kddrzL6LdtRPD\nqm8xfLcSzdkz6FNS0AP8WLzTo6LV4uzQCeuTw7C2a4cmMtpnDtT8u5/AyZPQ/74JAEfnLlje/xh0\nGrJem+j1EjMHYujVD9OAR8g6deKiTioF0cTVx7l3py81iOv0SfRtCt2bIGAb+DiOzl0wvzYVMSUZ\nJTAQZ04W4tWt0P+yAe2RwwQ+O4qshZ+WOuouDfPUFzEtmA+As0MnckaMJiMtEZf8LyQnlctTrKym\nRXdiAkpa8fMtVwqlKZJYSZImF7NfACo2t0MlI0ZG49yzs9rqd+7ZUexIyPrUcMS/tyHEn8bTTEJp\n0QJHaAi5q78k+p+9GJNT0N/enax5H3ojagEhJQXjyq8wLF+Kbt8eFI2G7JlvYXtskK9cT1IiumYt\nyiyfN8L9HGJ4JPaf1xBwzyO+dUzEmFjsG9YQ0O8+HD164snOgr+KemddqPscOEru+QvGAMSYWFyn\njqM47GibVM3otizOFGKYd9Eiz/lzaKLK94lrmzbHdeQQ+rbtvdmLm7cscFCL+5pWOBs2JOvvLRi7\n3+53rTsxAU9yElDGhkUQcF17Ha5rryPn5VcRE+LRHD+GZ9UKjOZgtMeOIqSkIGRZELOyELKzEGw2\nb6T/1t8xR0ZiGzIcR626BHwwD+OSzxA8HjyhoeQ+PwHr4KGg0aCcOOpLoa/kZKNr3AwxMLjMTio+\ncUURCngPFh6tF8TToCFZH37m27auWo6x3/1oHxtMaM+uGFd/i+u69liHjrhovYUxfLkU04L5KDod\nls+X4ejRE+u6VRi73Ip498PlylkmmM0+heu7T5sNwVA0Z0ZZPUZrMqUpkg8oeeWmBZUgS6UhBId6\nYzQuYd7hUrE63JxOtVEvwkiA3r8360lPRRNRNGrdqogM6zqRM+l24sKNzH6oOUaPE9uJQ5wOC6HW\n3kMEnjxFyKMPYH1sMOK5s+h/2eBLIugJD/dmtu1+i1+5iq3Q2vUXQVOrDo6df6FYrRh79vWtBgfe\niUAxphauE0fRNmyC6/ABtNLVJZdVhh+FvkNncpd/hmK3YnqgQr3LS6WszhTuc2f8VkW8HLwJ+by9\nbk9aii8GpCBiYBBKTtE04kJQMEJgkM/19pIaFlHEU68+nnr1sdqycHXrhWAo2hAKlkyMXy7F+NEC\ntCeOEzhjGsyYBoCi0ZD75FByn5/gmySHkt/t5TipCAGmvBTql2aW0tRriDv+JEKTpmS9M5+QwQMx\nT30JZ+trcXUsu4lUu2snQc+PBiB7xpte77Ntv6ONq+8zbZZnVOCbbyqgSDzpKUVjSLg0j9GaSmlx\nJFOrUpDKRBAEXAmn0DZpntfIVuyLsjrcjFl6iIQ0m08hoHiHtkpuDkIJE8mnU22cSff23hPSbJxO\ntSHFmr15iQ7tIy0xAY6dxvzaywQs8nrBKBoN9p63Yes/gNyWV6Np0LhccReKzUbOZ+97vXPCIgi4\n854i5+ivvwnr14vR1G+EO+EUujYlZyst04/C4cB1YA+etBSyTp+sUTZhV1AY6f/sJvSh1pQnN2/h\n5YzL6j0F4Nz5F0HjpqJkZZWrYdHWb4Tr1Al0za4qckwJDsE6ZDiWjh0x7NxB0No16H7/DUfX7uRM\nnY67GHNqRTZ42sYS7mOH8dSOKOJBVxq6lm2w/bwGbb2GOPr0I3f4KEzvzyX4yUdJ+WwxQss2F5VL\nOH+e4McfRrDbsT46COt9D2Lf/DOKw4GhQ+fLvqeCaCKjvUsy17vgQu5JSy22QwEV5zFaXfxnVkgs\nDcVmw3X0ELbVX1bKAkynU20kpHnLzFcIQp5Ln3PvTr8J54LUizBi0ntfQVy4kXoReWuqG40Y2rQH\nRSHnsSfIXLkG+519yX5lOql7ZDI/+pzkf7eT9e70ct9PwTVFlPTUYiP6BVFE3/Fm7Jt/xpOeBoXc\nVoucnx/VXMIPuqxZBKoaq8PNO/shfd8+Ji47iNXhLld5gsmMOynRz7xRBK3Wu3RwHordhuJwoImM\nKfUZlgVtg8a4Tx0r9RznMRn3o4PJXLGKlLNpWJZ9U6wSyedi77asaOo1xHX6OI7Tp/wyJFyM/ADj\n/My8OS9NxdGhE5rzSQQ9+iCW6ZNK/z04HIQMHogm8SzO6zuSNfkVLNMnYl3+KY6tv1ZY2yBGFF2d\n1ZOeihhedETyX+D/hSJxJyYU8dipSOpFGDHq/BVCfiyJ5/w5NDHFT3w73Qr92kXTv30ssx9qXsQk\nZujSE/tvP+HseAOWT5dgHTYSJTq61CVbPdlZl7QEcFlTvmiiY7Gt+QbHtt/LrbwuJc2M1eFGTswp\nd6NeFuITM7jr6HfUdqbz1N5PiE8sPj1MWdE2aY513SoEY0CJz0tTOw732Qvvz/7X7+g73VyuevMp\nHBtTGE92FqLJfGEZgcucsL4cBK0W3G5sx4+irXdpgZ/aBo1xHf7Xm77F5SJ13HhcRgOmlFTqL1qC\nbuY0sNmKpHjRHDlM0DPD0G37E3etWDI/Xow79byvwa/ItkEwGlEKxAKBd3mDwk43/xXKkkb+VVmW\nX7zYeTWZyp7MCtBrqBdu5J72tWjbIJgAvQZXRKS3gSjGPp3PzhOZ3Ng0nF0JOUWUCHjXBxdMZtzn\nz/nWrlAUBefBvQhh4SjpaQhBIX7340k6W6LiKo6ymivciQleF1rK71lS1jqtDjfPLD7AuUyHz2RY\n3HOqKOrYU3E4vXEctZ1p6O2pwOX3IMXoWjh3/IHz7y3YNqwp1oSnrdsA54G9aOs38i6OlJZS4SnF\nS/Iecuz4s0pcr0tCMBhxnDmD0LpkV+Hi0DaRsEwd601Jbw5E37kHiXfeRvSGjRgsWYTNn4vri89J\nl5pgDwkkyJJLSGY22kMHAVAMBiyffYESE4NyJA0hJBQlM6Pi24bCj7xArrX/GmUxTvaRJOmlvBxZ\nVyRVMZll1GswGTS+hk4wB2L76QdMDw8q8Zr4NBtdrwrnn4SS1202dO6B9fuvMd39EIrHg23NN+iu\nboOx+x1en/2De/FkW9Dk3ZP7XCLa5iVPhhdHWeyzFa2My1Ln6VQb5zK9Zp+Cc0iVhalePexRsQjJ\niTjDaxFar3zxJJ6kRJ93UonL74ZFeM2FgGPnNvSXGU1fEvlJSzVRMf6yWa24ThzB0LFiRj+Xg1in\nPt50LyEAACAASURBVLaNP2C024usRloanuTzvk6NkpON/ppr0fTsS9qZ05j27sX87hy0/+4j6u+d\nFHRx8QSH4LijN9bHB/tcqZ37dhH80ut4khKv2InumkBZFEkq3oj2f/Dm2wJAluWSW8gaSGVPZsWE\n6DmX6R3KKjYb2e+9jifpLLmLPyy2J+pyK2hE4aKTsIJO742UPrAP+1+/Yex+mzdADa9XiSauPtaV\nywi4dyCCIHjtsMV4hpSX6vAsqRdhJNCgIdvu9ptDqiwEo5HMIZNIlI+TZIzirvLOA5RB+ea/f0VR\ncMefxHD95a/pUhzahk1xHT/ip0gUm42s6RPxpCZjqSZnB8Vmw/rNYjxJiThmvXRJMhT3XAWjEW3j\nZjgaN8PR/x5036/GOOl5tJkZ5Nari2fSKzhv7eVLkgrgPhuPJqa21zOxMtoGoXwrkF5JlEWRLKp0\nKf4DhJv1pGb/H3vnHSdFef/x92yv1xsHHKDAgCIgWBAs2GOLLfZYo5IYSyT4i0ZjiRrUYE3sipoA\nKolYI1iJCgpiQfrQOcodd7d3t313Znfn98fs7t3e7t7tNTiMn9eLF3c3M8/zzMwzz/f5ts9XAcjo\nw2grxFbv9HJgf82XIQAxVUWXRagYR4/DfcdNEAwQ3b4t5aMTjEZM4ycgL/1C2132ovq8pyNLjHod\np4wpocGr8OvjBvaqWSsBl6ynaOQINm7OzJXUGeTMFB2NEvrkfQydZOvNBbqyCmLLvkz5m7z86yQF\n/d5KgNO+kY7ruGdCh89VEFB+fhbyST8jWrOD8LIvsR1/QlpZgPDSRVhP/0WP3E8m6AqKUJubEIqK\nNZr4PeiD2tPocMWRJOkVtNogDWj07p/H//YT4ojGVPStmEZycSav3uHjwAGaICl0mHAHIlnbj9Xu\ngjipWyaHoGH/4cnM/R8TatxhqoptHDGskGpXz0baZYPLr1DsNGE26ggp3XfwdxTllKDHCM2bQ/Ct\n13o8olDbVGgTU41GCH30H1S/v3M1dXoBna7r0wa5RI8lzrGedAahT1Mz/KN1WgKu0A6Ja3eRKKML\noHrc6H6kjnbIzdl+AXAHYAUmAl+JojhNkqRZvT24fQVBOYrVpMcX0haejnZMqqqiRFWMek2O9yu0\nUOeRKbRnntS5mEgsJ5xGYN6rQKxXcmX2Bra7glQVWxhYZGHu17WMqMw9Gq2raPIrFNqMHNjfwZqd\nPsYN7nqBrVyQqQhXT2sHqiAQ/uozIls2YDnuVPQVlZgnHbtXE+DaIz3saegKChGstpRaLvJXn2E5\npWdq/2Ttt6SMyIa1wEgtGfFHGvoLuZm2/oAmQD6XJKlOFMWDgY+BLgkSURQF4Ck0SvoQcLUkSZtb\nHT8D+BOgAC9JkvRCV/rZkwjIUezmFkEC7ZuBdjSGGNjK3l9RYOaHjb6sjuTcTCQCyurvUZsaiWyQ\n+lSSX1exozHE+MH5GA06ojE1rvn1rnkgGlMx6AXEfnb+/XVtrwuS7gQxBOUoq6o95OljWc1+aiiE\nsuQLwo0N6Mr7oTvnl0DfSIDrKdLDXGA++niCb8zBet6lxBobEBx5mStg9iB0hUXJqqexRtc+SX2S\nK3IxpkclSUq+aUmSaugeoeNZgFmSpIloZXUfSRwQRdEQ//0EtHK+14qimM4t0sfgD0exmfQ4LHp8\noewmqgS+3eph/JCWBaqiwEK9t/tJfmo8+qcvJfl1B3JExRzPzzlooJNVO/ZcXWujXocS7f1AxeTO\n/JZ7OhT+rXNqfKEIN/xjDVc//R1T56zLmmeTmvxZ86OYF12BoDdgHHsI8teLCL3/JqZDejY6Lluf\nRONRe40udIVFvd7n3kIuGslqURSvB4yiKI4FrgOWd3BNezgSWAAgSdJSURRb036OBDbEa7cjiuIi\n4GjgjbRW+hACYU0j0enM1Lplhlraf6yeYIR8a8s5douBQLh7ZMs/BuK39jB6oJPZX+5iTFVexyf3\nEPKsBtxt3lVvIBftIChHuf4fa6jzyDgteg4Zks9uT8eh0T/2edEZGKr2w/3cY6gBP5HNG/ao1q6G\ngwjW7pDu9G3k8oX8Fs1HEgRmAp8CmQtW54Y8oHVITEQURZ0kSbEMx7xA79oWegB+OUqBzUi+zcCu\npjBDy7NPGE8wgrMDQdMV/BiI31ojGlNpbcXS6wR0goASiWE07JlwyjFVTlZUezhK3Ps7yWpXiLq4\n4PCGopxwYAkbdgfY0RjCYdYzoCidVRZ+fPOiO4jW7EiyF++rdO19FbmsaL8BXpEk6bYe6tNDKuVn\nQogkjrXecjqBPh+KFAhH6V9oodBu5LutnnbP/XaLm/FD0nfVPREZ2Bfs3j2FOo9MeX7q4jh+SB7f\nbvUwYWjvRL+0FV6DSqwsWt/EUX2gjtuAIjN5Fj2ekJZTM6zCxiMXj8AT1dHg8vO51MQpozNbgX9M\n86I72CvamdGYVlL5x4hcBIkeeEYUxXLgA+A94L+SJHXsDMiMxcDpwL9FUZwAtC4luBYYKopiARBA\nM2v9NZdGS0u7USWtmxA2ehjYL49ipxndmqasYwmEI6yrC3La4QOwt9FK7DbTXr2H7qKnx76uIczo\n/YtS2i0pcfD0B1s4oxeeU2mpk3pPmIHlzpQ+rdaGPvFefLv93HDqUIaU29mv3IbN3Gr+VOUx89Ot\nRI1GKgr2PY1jzz1fJyV/fZTwjmrMA6rQWXMvtdAe2hu/Z8hAzGoAnc1MSR+YR72FDgWJJEkPAg+K\nopgHXAy8jKYpdNXk9CZwoiiKi+O/XymK4kWAXZKkF0RRnAp8iJan90Lcud8h6vdA5Ec21DX6CXod\n1Idk/H4541iCcpSbZ69lZ1OYFVvdKbxRpaVOYkqEbTubse2BpLueRmmps8ef/+otTZwypjSt3ZgS\noXpnc48mJybGv77Wj4loSp9Oo8DKDQ1UFGQ2He0pLFnTwIEDnJRbBfyeIAlSncTYTxpRyMyPNnP1\nMQM6RVm/t9Ebc6dDFFTi80XA1/1+Oxp/xJSHd7VELLJ316hs6CkhnkseyXnAMcBRQBSYi+Yn6RLi\nnF2/afPn9a2O/wf4T1fb3xuQIyomQ/sfb7baIwmU5pmo98gMKumZXdK+jqAcyyhUx1Q5eevb3Zw1\nvrzHM90bfQolztSQ0LFVTpZv81BR0DPBg+0VQGsPte4wxx+YPQ/BbNQxYf8CPl7toqrY2un2f0Lv\nQFdSivz1Igz79wH7aC8iF9PWo/HzHgPmSZK0voPz/+cg0MKZpNeRMd+hqthCgc1AcyCSkTeq1PmT\nIOkIQTnK4x9uZUdjmM+lph5nA270K2mRT+X55mR0VHeRqQBaZ8bfkaYxtNzG9Hc34Y37UXqbLfkn\ndAzBkUdk22ZMh3SO4XhfQy4UKQPQNBI3cK8oit+Loji710e2j6LEacLlS194rCY9dR+PYuecI7nz\nlJFpH3hZnpm6DnJJ/lcQU9WMwQdaAbFUra4n4Q4o5GUI9Y3EYqzd5et2TZRMBdByQUiJJfNpOmrf\nG0+K7Y3n8xM6D0EQUEMhYn5vj9Pf9CXkGkepB4xoNClWNEf4T8iAinwztc3pAuGzz/R8/3kBO6oN\nzP9Pur29wG6g2a/k3M+eLPi0p9HglSl1pmcdVxVbGFCkaXLFDmOPswHHVNI0yaAc5bN1Tfzfa1K7\niX+5oKrYQrFDo8HpDJvxproA+5d1nIPQ+vnsCbbkn9Ax1FCIWJML/zOP9Ep11r6CXHwkO4FtaH6L\nuyVJ+q7XR7WPoXX+c3m+meXbPIxuFeEci8Gdd7csjG+8YeSqq1KFhk4QyDWPursmkr6OhA+hLawm\nPY9cPIKt9UG+2tSE1aTH74fZs41s367jttvC2NpZb7vin6h2hWiMszp3tyaK1aTn+AOLqffI/Ob4\nqpzHsKHWz/EHdMzTlHg+zy/czjXH7hm25J/QPrTqrJrw+DHnruSikYxBozX5AagSRbFny7f9yFDs\nMKaZtubNM7B2tYHSsig2m8qyZXq2bet6ZE1XTST7ChICMhOsJj0j+zuQ/QZmzDAyfrydO+6w8Oyz\nJp56Kjt3UiIzfNqr6zqlWbTe5TssevoXdi96S0DbbHRmkfeFIjhzzK63mvQUO00/CZE+gu6yHO8r\nyEWQjAO+B64ELgdWiqJ4eq+OqpNYVe3pMyYevU4g1kq1CIVg+nRt8fnjbTI/+5mWfvPmm12nr64q\ntlAZD0f9MZowfKEojizZ/4EA3HOPmb/8eigPPWShsVHHAQdo7/6pp0y4XJkF9IZafzIzvD3hW1cn\nsG5dy2eR2OXPuGgE9547jNeX1hDpIgdXNKYCAiaDjpDSPUqcn7BvoDNcavsychEkfwGOlCTpXEmS\nzgaOAO7r3WF1Dh0R1+1NzJypmV0qqkJceGGEc8/VzCRvvGFI1i9JQK8TclqkrCY9N/9sMP0LzXvd\nrJVgoN1Tz/6ee8w8+aSJUFDHyIP9vPlmgIULA0yeHMHnE3jiicxayYrt3qTfJSF8IxFYsEDPn/4E\nF15k4a6r9mfUKAdHH21n9uwWQW816RH72RlabueU0aW89MUOPEGl0z6qBOtzscNIY4aAjExo8isU\n2HqvZsZP6H3kUjtlX0cugsQoSdKWxC9xyvc+Vztyb5l4VFUlm5GquRkee0zTHM66sgG9HiZPjlJc\nHEOS9KxalfoYM5nFssEfjlKaZ8LSQTRPbzrlE76anhTkalvp2goNDQKvvqotqm++GeBXf9rOpElR\nBAFuv12L5po508iuXalvZLsrSJ7VyN8uG8mJBxbz8EUj+HyhiWOOsXHZZTbuuw8+/cSIp9GAzab1\nf889Zhoa0t9sZaGFk0YVM2Xm6k6bydbX+hH72ePvObfAivW1foZ30idj1AvIkfY1nh9zsMZP2PPI\nRSBUi6L4O1EUnfF/N6M53/sU9paJJ6jEsJhSH6PVpCMQjvL442aamwXGHRbmtJ9pC5TRCD//uWbe\nmjcvdadZlmdKml86QqNfYXCJNRnumXFscpSpc9Z2esHLFb3hq2n0K8nIprZ46SUjoZDASSdFmDRJ\nI8pMOMLHjIlxxhkK4bDAww+3aCWqqjJ/RQOnjinFbjbg3+3kkgsdXHqpjQ0b9AwaFOPWW+GuB5t4\n8d+1bN7sY/LkCM3NAvfem9kfElJUfOHOh9nudocpzzNR7DDlLEi21AcZ0snconybEXcwO4NRV/1F\nP+EnZEMuguRXaOaszcCW+M/X9OagOovTx1fsNRNPIBzF3qbfinwzy9cpvPCCtiCeemldSnW/c85J\n+EkMxFptHEudpg7rkiTQ5FcQ+znaFTy9nXdRWWBO5jf0lCDf7kot+pVAIKBpGwDXXafd86H75fPN\nlhay6FtvldHpVObMMbJ5s6ZNLFrfxBFDC2h06bjuOguPThvM4sUGCgtV7rsvxOLFfqZPh7GTvBw0\nUodOBw88EMJkUnn1VSNLl6bPqapiC/264KNS0fIKinIwba1fr+Pddw0s/9LGfxca+fRTPYsW6fG0\nzwnKjh0C7l3WdkPJWzMJ/xiDNX7CnkcuXFt1wAWt/yaK4iSgtrcG1VmUdTIKpifhD0exmdMFyZ0P\nWgmHBc45R6FwgJ98awtj7WGHRamqilFdreOrr/ScdZb29xKniYb1TTn1q0RV+heaqWnOTltfVWzB\nadEnM517WmNbtcPLH0/fj2XVPi47oqJH3kG1K8QxI9Np2+fONeJy6Tj44ChHHKHtoPsVmPloVUPy\nnGHDYlx4ocKcOSYefNDMo3/zs7E2gHnnYM6920Jzs4DBqHL5lSH+MC1CQSsSYZdP4aCBWsj2fvup\nXH+9zCOPmPm//zPzyScBDK2+FKtJz6OXjODF/+7IOcw2IEexGLXzbCY9wXac7R98oOeyy6yoqgAM\nYGarY2azyvHHRzj77AgnnqhtSBob4Z13jLzxhoGlSw0Igp0Hnq5n2DmZ29fCn3UE5ViPzIuu0r70\nFezr4+8L6GphjPmk0r3vVQjEfRV7gawuIEfTOKGsWFj4gba4T5sW5qvdqdcIApxzjsJjj5mZN8+Q\nFCQmg47qLUZ+/ZKFM8+McMop7RMslzpN/FCdnQjOatJz0kEl+MNRLjy8X49/JGt3+bny6P5saZZ7\nrO22Rb8AolF45hnNXHXddXJK1nvCH2CK1yiZNk3m3/828uabRvQDPWxbuj/LlmrXHntshCtvaqBy\nQIyCglSyOm8ogtPScg833aS1s3atnhdeMPLrX6fu8D2NRmxC7gvPxtoAwys6Tipcu1bHr3+tCZFD\nDpfBGKHQakJRwOMR+P57He+/b+T9943Y7SrjxsGSJQ4URXsogqCiqgIvP+PkynMyzx+rSc8xYhEm\no8AvJ/bv1rtrXXBrX8xpak2mui+Ov6+gq07zPkUvWuQ00dhBVnhvORf98eqIrfHuW2aUsI6jj46Q\nXx6mxJEeSZQwb73zjpFwWFssn3jCxMNTBzFvnpHrr7fQ2Ji9XwFwWAz4w+3fj1Gv4+zx5Xy9xd3u\neZ1FbXOY8nwTgiBQ4jTj6kV6lwULDGzerKOqKsZpp6UujqMHOlm5vUWYDhigcunlmjnv309UsWyp\niaKiGE89FeS114IcMdbE1oZgxn5ab0SsVs3EBfDgg2ZqagQCAZg718CZZ1oZM8bB3b/an+eeMxLN\nYUqtr/UzrLx9p7nLJXDppVb8fk2TvXn6Tl6cGWD27CBz5wZZsCDA8uV+7r03xPjxUfx+gS++0ObO\n5MkR/va3IN9/7yc/X2XtciuLFmVfEAvsRmwmQ7cXzVzNZH3VuZ+JTPUndB5dFSS9X8y6E/jTteVs\n2J59IQvKUabO7h2nc6CNaUtV4eWXNVv+FVcorNvlY0Rl+gIyYkSMAw+M4nYL/O1vcMYZNu67z0w0\noqOsLIbXK/Doo9mT33J5AZGoRh5ZWWihtjnc6XtrD5+ta2TySC3b+tChhfywvfcoshOJhlOmyCkm\nJoARlQ7W7vKn/G3wkTvQmzWBU3JgLa/Mq+cXv4ggCJoj2hPMzdF9wglRTj1Vwe8XOP98K6NHO7j+\neitffWXAbFaRwzruuMPCGWfYWL++g+g5Jd0E2hqKAldfbaG6WsfYsVEefTTEbneYivzUTUi/fipT\npijMnx/g6699/Otf8MMPfubODXLBBREqK9WkD+nBB01pIebQfmRcZ2ExCjji95XNTJaI7uuLzv2q\nYkuSufvHmJO1p5DVtCWK4mVZDgntXbc3sHalgaf/ZmPCU5mPV7tC7GiHwr07CMipzvZFi/Rs3Kgn\nv0jhZz+L8NrSEBOHFWa89txzFVav1nPLLQB6+vWLcfrVO7ngmEJOOMHBSy8ZueYamaqq1A8/1k7I\ncWvUe2XK8rSFaFCJlS31AYaUdr9utBKNEY7EkppYVYmVN5q6v5Pb7Q4RVqIE5Whyp/z11zqWLdNT\nUKBy0UXpAkBLAFVRVZWYCv/6upaDhlo4/sZV7KqPIB4QYfTQER32ne153ndfmP/+14AkaeMZNy7K\nJZconHWWwsP/8PLvpyv45hs9xx1n4/e/l7n+ehljm6CzTCHiAtp71MW1oNtvN7N4sYGyshivvBIk\nUXOpPXPt4MEqhx4K9fWp8+Oaa2Qe/7vmL/nsMz2TJ6cu3N5QNOk76y6WbHQz4yKRd76v54qjMpvJ\nMkX39dT3110IgsDEoYVUFJg555CeL03wv4L2tlHHZvk3GXi910fWCQiCygdv5rFpU+aPrqrYksy3\n6OldR1uN5KWXtFVk4sluBJ2KSjqlfAJnnx3BYNAWgfPPV/jsMz8TjpQZNFTm3HMVZFnggQfStRJv\nMEK+rWNZvqsplIwumjiskC839EzV4iUbmzmiVbnbxGLXnZ1uUI5y29wNvPVdXcquNaGNXHGFjMOR\n+drKAjMLVjbw7KfVTBxWwMRhhTx/02CevnlAFpu3kPNYBwxQmTkzyM03h1m40M+CBQEuvVTB6YST\nT47yzzcbuOQSGVkWmD7dzA03pM+tOo9MWV7qe8y3GXAHNK3p5ZeNvPyyCbNZ5ZVXgvTrp9LkV3AH\nI13avTsccNxZml30oYfMaVqJyydT7DBh0Ako0a5n2CsRbUPRv8hKnjW7mawvk0lurgswaZgTndyM\nQfcT20BX0d5q9BtJktrdZoqiaOnonD2Bq64SePFFuOsuC7Nmpdu/jXodp44pwRuM9jiZXUiJJYVU\nTY3A/PkGDAaVU84KsNutYtRnl9X9+6vMmxckP9/GyJHaYyzL00KAb7stzLvvGnjjDQO/+Y2Ogw5q\nmeSNfoVCuyaw7GZ9Rj8NQE1zmCNFTRuyGHXEVBUlEsNo6F4+6cbdAY4SUyOrBhRa2NEUZmAWjqyO\nUO0KUVMfw19TSO23Nm7+1khDjZkvvtBjMqn86leZzVFBOcq/vq5lV3OYygIzVx6tcRklstEzIZGv\nk6gJH5Sj7dK0H3dclOOOS1/QK/JN7GoK8eijYc46K8Lll1uZN8/IFVcoTJjQcr5U408bS1E8lyQS\nMHHXXdo4HnkkxPjxMYJylN/PWUe9V2bVDl+XHMBHndrEV+8X8803ehYu1KeMv9Gn5eoo0Ri73XJW\nXrOO8OXG5qzadmtYTXoePH84v3pxVZ9zZq+vcaOvW4Lg9/DRx+s48YQzMBp+YhLoLNpbUWaLoniN\nKIpptRjjiYm/BV7tbIeiKFpEUfy3KIqfi6L4niiKabSmoig+JoriMlEUP43/a7ce5P33g9ka5cMP\nDSxcmD5JdzaFGFpup8BubHcSd8UhmMgNAPjnP41EowKnnBJh5P56Fm9o6pD+e8KEKEcf3fJ7qVNb\n5KqqVK68UkFV0xPjXD6Forgg0c7P7P9wt4mAOnz/ApZs6p5WsrMpRGVh+sIzpiqPH7Z1kOTQDtw7\n7fzwzATWvT6GbR8NY97rdj7/3ICqClx+uUJ5eWYNotoVYlfc/7OrOZyTs3RQiZVtrpYNR70nnHye\nnUFFvplat9b3McdE+c1vNN/E3XebU/KDql3pJJQJmpRnnzUSDGpJluedF0men8gn6qoD2GzVQphB\nCxZorZW4fApFDiOVBRZ2NXd9H7hpdyBr6HlbBJQYpXnZSTX3FnzeZvx+bd56vG487p7R2v/X0J5G\nch5aSdxloig2AzuACDAYKAYej5/TWfwGWCFJ0p9FUbwA+BPwuzbnjAdOliSpnbilFpSXw4nnNfLe\nP0q5804zCxemxv1vawgypNSKy6ekLa4JJLLAdzR2LQxQUWDWLG0xuvJKhQKbgQ9XNHD/+cNzbgO0\n3fLKHZrj+ne/k5kzx8h//6vZuo85RhNwTX6FqmLNiF6erwmebL6P1jb2YeU2Fq9vStMmPB547z0D\nbrdAOCwQCoEsg8kEo0fHOPjgKP36qQTlKPOW1fLLiZVEo7B9u8DWrTqOPRaKHEaaAtm1hvbi9Ddu\nFLj8UhuRkI6hosKh42OIw1WGDo0xdGiMIUOym6ESZpMEY3AuZpOqYgv/We7lsP203xs8MkVZsunb\ng9WkTyFf/O1vZf75TyPffafn7bcNnH12IsIs3bxZ7DDyw4YQL76oLa5Tp7ZsBnoi/0evE7j0Mpkn\nnzTx/fd6PvpIz0kntcyfQrsRm0nPml2+TrcNsKU+wODS3DPuG7wywyvsNPmVPqWRYHBgNBpRFAWn\nM5+8/IKOr/kJacgqSCRJigFPAk+KojgGGAbEgE2SJP3QjT6PBB6M/zwfTZAkIYqiEO/rOVEUK4AX\nJUl6qaNGz7zAy4rPipAkPa+8YkwxhexsCjFpeCFyVGXVdi+Thqer45mywDvjEFywwEBtrY5hw6KM\nO1Tm93M2U+uRuWvexk4JJbtZjy/uBC0uVrnxRpn77zdz771mjjoqgE6XMG1pr640z8yanf6Mbamq\nJtwqK2Mcd1w0HqpritvstQVs926BX/zCmnQmZ0NZeQx9cTNhtZwnmi2EGm2Ew9riOHYszJ+v1VRp\nW2a4o9opO3cKnHeeDZdLx8hxPj56R8XUiY1rgp23MwllbQVAgydziHZn4XBo2fVTp1q47z4zp5wS\nQW+IZfSRFdiMvDPXgd8vMHlyhHHjWsZjNek5cVQJE4cVdjlJLs9mQBEUbrxR5s47LTz0kJkTTwwg\nCBCJaSZXo16XnGudxaL1TVxweL/k7zohc4npBBKCpNGvZNRo9wa8wQgOm4V+lkHscscYN/6Qn8xa\nXURO0VdxwdFp4SGK4lXAzbREqwpoGfGJpAYv6YmNduAJ4JH4+BaKorhMkqRV7fU1qMzM1Te6ufP3\nRTz0kFnLKI/Li2hM26ENKbXy1YamjIKku7vARMjvlVcqbG/sepSYIAgpZohrrpF58UUjK1bomTXL\nyGWXKUSiLb6XPIsebyg98SwaU/ng1WI+mKvdx5QpMnfeGeboEUW8v7yOcYPz0QWtXHKhk61bNQF4\n3HFRzGYVsxnMZnC7YflyPT/8oKdutw52p2oyFRUxAgGB5csFXnvNyLAJNjbuDqTca3sROy6XFla7\nc6eOQw6J8otpuzCZ+tFZtOcPyQX1XhmxpF3rac646CKF559vSWQ88dzmjOZNv0/g8/e0eTh1amro\nuqqqGPVCt+6pwGqgORDh8ssV/v53EytW6FmwwJCW5NqVHN5AOIpBJySTQCHO7xWIZNXsGrwKY6qc\n1PRwGHp3sGG3n2EVdmJNdvIUmTpvlH4du3x+Qgb0ahivJEkzIYXhAVEU34Bk+UAn0NYoGQCeSDjx\nRVH8FK24VruCpLLQzJAxbo46Ko8vvjBw5ZVWJkyIUlqqsq7RgWjSMX58LGv+hVGv44RRxagxOO3g\n0k7tAles0PHFFxpz7PnnKxgtnTe3tIYSjSHV+KkqtmCz6bnjjjDXX2/l1lvNVFbGEFqtS9nCQ198\nReCDuSXodCo6HTz7rInvv9fx96f8vPt9HTP/08z6uWMJNusYPTrK668HKS5ueToJc9R5qsoXUhOm\noJO5C0K4vBEGDYnwxHUDKS/R8+abBqZMsTJ9uolPP3Py+ab6lAWw1GnEYdbjC6cKaJ8PLr7Y9kuI\nxwAAIABJREFUyoYNekaOjDJ7doD31+659CS9TsuzMegFAqEIVlPXAhDa7sT1erjrrjAXXmjjscfM\nOEU/Bw41p4Q0A8ycaSLo1zNxYiTFMQ+ab6u71PEFdiPNfoX9y7Qs/dtvt/DQQyZOPjlVkHQ20C4o\nR5m7tCaNxibBXJ1NkIQjMfoVmFm9s2umtN7AproAZxxcxoZmAafVwI7GEGOq+gxhx74FNR6Dv6f+\nDR8+fOrw4cPvjP984fDhw59sc3zE8OHDfxg+fLgwfPhw4/DhwxcPHz58ZAftqpFoTH3uo83qihWq\nqterqvaJpP4780xVnbt4h7q7OaS2xeJ1Deo3mxrVVdVu9fM19WnHs+Gm6TVqfr7W/m9+0/J3f0hR\nV25zq/6QknNbietO+vMX6uG3LlTPf3hp8vpbb9X6sFpV9Q+P7Uy55rkPN6f8/umnqmowxlRQ1Sef\nVNXFi1W1slK7vrg0qg45Za1qtIdVUNURo8Pqrt2pY3V5wuoZ079UD791oXrq/YtVt1/Oek+xmKpO\nmKC1fccdqvr0B5taHYupj/9ng7rDFVDv+9fa5HVut6pOnqxdM3iwqu7cqZ373Eep99Gb+HB5rbqp\n1qeqqtqtft9dtkvd2RhI+/tJJ2n3V3X4zrR36fOpanGxdvyjj9Lb/GZTo7psY2OXx6Sqqrq9IaC+\n902NqqqqGgy2vP833kidLy9+skUNK9Gc2vSHFPX8h5em3Y+qquraHR71s9XZv5vnPtysveMPO/+s\nu/otdYRnPtDGtGTpV+pXS75Un2k1d/+H0CPrek4aSZyk8SDgJeBwSZI+74bsehp4RRTFL4AwcHG8\nj5uBDZIkvSeK4j+ApYAMvCJJ0tqOGm10+fD5ZCrGeJk/X8fy5Xrq6wWkLREaGnSs/NbC228LDB+V\nR0yp4bg2NbC/WlPPJRMriakqCzc2MqKk/ZKqqgovvGDkiT+Vo8bg1FMV/u//QtTXt5xTbhXwe4Jk\n9mC0oLTUSX295mCXavzJ/IJt9QG+kxoQ+9m5+WaorjYzZ46Jv91Rzmnj/IwYodnV/QE5ef2GDTrO\nPttGRBG4/KoQ552n+Yo++khgyhQLixYZcM3XEvRKhzZz070uLn16F75QlHyrgeMOKCKoxKiLRyO5\nvDIrNrqSWkame3rkEScTJ8KMGSp/3A+273JjMeqYv6KeMZV2TNEIdqN23ebdAhdfbGXlSj0lJRFm\nzfZhNOrZuiMCkWjyPnobhSaB79c34IznDnS1X5tOZc3mRoxtdrJ//KOOjz+2sX1ZBbYh9WxVm5Lv\n8qmnjLhcFgaJQUaPjqTMGYCVmxqZOKwwpzG1njutEZOjbN/tpb5ee2833mjk1lst3H57lF8/oCSv\ncRoEVm1y5RS2LdX42VYfAFLnJoBOUdi8083I0szfjT8g09DgS5mr7Y0/gaAc5Tcvr8blU3qUC0tV\nVQKBMLt2uVAUMJksBDzNnZ4HHY2/r6O0tGdMuh3q86Io3oRWEXEq4ACeFUVxWlc7lCQpKEnS+ZIk\nHSVJ0glxdmEkSXpUkqT34j8/LEnSYZIkHSlJ0nOd7WPs2BhXXKFwyy0yZ19by0svBXn8cc1O/8QM\nB98sT9Xnw0oMg04gFovgaXahKO1TaCgKTJtm5vbbLagxgalTw8ycGcLeA8m6VcUWSuLmgdamIEGA\nGTPCnHyyQsCn54ILrGzfrplTLEYdQTlKQ4PARRdZcbsFRh3mZfp9Lbb30lKVuXOD3HhjGEFQOfLY\nEIsWwKjB9qTD1R2MMGl4EVcdPaBTCWRHHAFnnaUQCgl8/u8K1uz0sb7GTzSqckB/R3KMayWV006z\nsXKlnrJyD7+9YRYbN72NElFo8itdCsHtKvoXWtiZyMbvhkWtosBMrTudnueAA2L8/JwQakzHutfG\nsGbm4bz/ej7btgk8+aTm2D/1wsaMBaia/BEKckg4bQ9tAwouuUShf/8Y69bp2fhtS2RSZaGZmiys\nBCtX6rjnHjO+uDWqqtiSjHhsOy9aJ1j2JKpdoWTtlp7kwmrwKZQ4TYTCIcwWCwUFhQjKvisQ9jZy\nma1XAIcDSyVJcomieCjwNTCjNwfWVahtWICb/BEK7UZOPz3CL38pM2uWiVmP9OOGs2WsVu28b7a4\nOXiQjQUfvoXf70NvsBOWKzBnCB9auVLH7bebWbJE41u6+MZabr0lS8p1F2A16bnn3KEsXNvE+Yel\nUrMbDPDXx71s+YWV9ausnHaajf79VWobBvOngA6vR0c4LDBmTJSLptZgMKQ6rg0GuOMOmRtukMnL\nA0HQY8ngz+lKJNQdd4SZP9/Ax+/bGHJEDfkDfFx/QlXyePMOO2fd5qCpUceoUSEu+uXrOJ1BPF7w\nuJtp9JuTSZZ7Aga9FmGmdpN3qsievbbIBVMasDsLmf+ulcZ6K9P/AtP/oh0bPTrK0ZMVXD45YxRT\nTzBZt27BbNbCyW+5xcI7swq5/boQer3GCrAmg99CluHqq61s2aJDEFTuvFNjeD7ugCImDS9Kmxc6\nQcgqj+VIDKO+a/fTW6UQNtRqjvZQyIPFbCXPWYA+trZHEnb/F5HLE4tKktT6SwkBfYd1rRWKHMZ2\nWYD//Ocw++0Xo7bawq13tMjQDbv9OHHj92sflBDxs2F7Xcq169bpuOoqC8cfb2fJEo0T6Z+veTjm\npMxMst3BwCIrBp2QcQEPRBTumtHAAQdEqa3V8e23enZuM9JQryccFjjggCizZgUxW7IvkPn5LdE6\nCaEx46IRKWaDRCRUrmaEqiqVa6/Vpsm/ni/hs9XNXP3Idua8puPPfzZxz+8qaGrUMXlyhHlvBigp\n0caXF4/db2qVrb8n4Q9HcWTIK8oVGtdX5mO1/gAzpsdYtSLArFkBTj1VSVLi3HJLmBJn7iV3ewIX\nXaRQWhGheouRt9/W7jkbg/QrrxjZskVbHmbONOFyCYSVGDazoVPzArQEyBJn18KrozGVM8eXcfyB\nRcy4SOyxHJRtDUEGFVsJhYJYLBb0ej0Os0CNu+9Ele1LyOUL+kwUxRmAXRTFs4BrgU96d1hdQ2WB\nVuipOJ4ToJHitRx3OOCZZ4KceqqNV/9p4+enBphwpIxFH2VXzQ6czjy8Xg82ex47fQZGAZs3Czz0\nkJk339SyrM1mlSuu0OLzQ3qZTbt7PrmqbQhwazT6FKr6GVmwIMDXX+uxWFQwRljvauKsCcXY7aCi\nImzKvb/uhs8mcNNNMv+cZaC5Op9lDx8NqsDHrY4feYKPWS+rmExGhgzen1A4zLixh2M0aBuAPWna\nAjAb9exqClPSigdLiSh43M3k5Rd0O6cgpsajuXRw0klRTjopSn29wO7dAqNGxdjeaGLT7kDKNZ5g\nBKe1dxL2TCY47aJGXn60jBkzTJx5ZgR9hq6am2HGjHgFyAExduzQ8cwzRk79pZsDKjuvfTd45WSe\njlGvCaT2KGlaY1NdgAMqnfQvtLLbLbNfWeYlq7PFqaIxTSsNh0NYzBUAOC0GdjaFk8m+PyF35PI2\nbwE2oOWRXAb8B+iyj6Q3UVloZldTy46izi1T1oaGe+zYGLfequ2cb7jBwvwlTZSr1Rw85lBOOuHn\nDBk8jJ+deAb1viibNwucfLKdefOMGI1w1VUyy5b5uffeMKWlKsEsHFe9iQTPlsUCRx8d5bDDYhw6\nVkBnC+NwaJqGy6dQ3MUdYHeQlwd/vD3+/FWwF4c4+WRZ8yG97OeCG2uSyYY6nZ6y0grCYc3mHZRj\nXQ7B7SoGFVtYXu2hNP6slIjCRx+/y0efvsdHH7+LEslNW8gk9DVzTvr9lJaqjBql+S6KM5Tc3d4Y\nYmBR7y1koyY1MWhQjI0b9bzySjDjPT72mJmmJoFJkyI895ymcb/wgolv1wUYmaEkwttvG/j88+zf\nQYNXpsSpCeUie3YGhEzYUBtg/3IbYwY6WV6dmYKnszT1MVVNauThcAiTWROaRU4rO1297yfpq7VZ\nuoNcNBIbYJAk6TxRFPsDUwATGl1Kn0Kxw0RDqwJLWxqCDC5JTwa7/nqZ195S2LjKwV+mFfDB+4di\nNGqLic1mx2Q0EQrquPxyzXF97LERHn44xIABqSuGX26/xkR3YDPrMpIxNrXKak9AaGOfrmnSCAz3\nBq64LMqkI9341RDiwNQSyHO+TESZ+bBZ7ZQUl9HgqsPp0CKe9nSFy0ElVuZ9s5szjxgIsQgedzMe\nr5Yrm+BdKi4u7bAdjY0ggsPS8l425sBDlank7nZXkEOG5HfhbtIhZMg21xvgpt8FmHqzg7vvzqfZ\ns5DKw6uSvoFt2wReeEFb9O++O8yYMTEmT47w3/8a+PTtQq4+OVU4Pv+8kdtv1/wWv7imiHMOiaZp\nBA0+hYlxjaTIYaTJr1CRn9v8DCktFUizZeFnSno1hRw89ZSJNWv09O8fo6oqxsCBKlVVMYqrAvQv\n1PpXAZ2g3VNJUTE/1PYu11ZHTA/7KnLZAs4BEl5bb/yaf/baiLqBtvbqalcwo3MuGlP41ZXvUlLS\nzI5thVxzbQGheDCIIAhEIjHm/q0SSdIjilFefDGYJkQgTiHfS7voqiIr213p/pcEvUV72NXcQh+/\nNzBsPx1j97dl/UBcrnpKistwOvLwebtO9NhdlOaZ2NYQoM4dIihHycsvwOnUFnGnMy9n3qWKfBO7\nPamahVTjZ0QXzIUNXo2ZtyeQZzVkZD046cQ6Dh63nlDIzIyHTmDLd5Yk+eT995uRZYHzzlMYM0YT\nctOmaccWvV9Ic6t1dsECPXfc0TLP/v18KXf/Ob2YlhxpMWUV2o00dtEvZDbqCCnpwqR1NJnOk8fd\nf8jjiCPsvPKKiWXL9Lz1lpEnnjBzyy0WLrjAxinHFPHG8+Xs2JG6cSkoKESI5K6RBOUoq6o9ndIs\nMgm9HwNyWQUHSZJ0B4AkSZ74z/v37rB6BkpETaFxSMDjbsZuqee6G94iL8/Pl4uNTJliIRIBq8XK\nww/rWP6VA7tDKzKUrQ5GNvr2nsDAYkvGSZbLnj3B7trXkFhf3O4m8vILUjSpvVG7OazEiMTguud/\nYOqcdURiOo6adBylJWUccvDEnH0kFQXmtAqU/nCqhtIZ9JRmVmAz0uxPFySFRQVcdfUnTDpyBZGI\ngcfvHcI/Zhn45hsdb71lxGJRue22lvs57LAYow8JEgroefZZTbP44YeW2vJ/+EOYv/89iE6v8tJz\nNqZONRPJYq8osrcfENMajb7UAIxRA5ys2pEeYWY26hhq6Idp6QS+emocnyywIejgwgsVXnstwN//\nHuQPfwhz0UUKhx0WQZF1vD7LymGH2fnrQ8PZvDn+vFUb7nqBVat0fPONDrmd6tEJzeLqp7/rVNXH\nSDSWrCVUnmfqU7VZuoNcZroqiuJBkiStBBBFcQSw50JNOglBSA8BbguT1UkgZqakxMMV183n5afO\nYf58I9OmqRx+eBmPPOJAEFSuuKWG/fbLTpkQkFvU7p5GabwuSVtki8UyGVqcmKpKsvJeX4SKmjQn\nGA3GDvN2egvVrlAy1yKxOyyzRBlUtT8ebzPl5bnxfpXnmfl+a4tm1ZmQ4t58SwU2A80BBUj1uRgN\nRkpLSrj/L37efjPIo49aefz+Il6v0J7FlClymgZ+1Nl1rPhmEM8/b+KMMyJccomVQEDgggsUpk6V\nEQSIGT1Mu9HJ7NkmGhsFnn02hMWSeo9OqwFvMDereIILKwGxws7rS2uSpj9VhS+/1HPvAzq+W6rt\nbc1mlYsvUeh3aDWnTnKgqnBEGwf8X+fUs+nzgbz1loEF8yv48AONKDQUEoATkucNGBDjt7+Vufhi\nJVmxMoGuVH30BCN8ubGZZ688EKnGz4bd/h+FWQty00imAR+JoviNKIrfAh8Av+/dYXUdiR1PSIlh\nNmb+THe5oyx19WNpYyXfCoVMf6IJq1VlzhwTU6cORFUFbr9dZv/R7fMCteVP6knohNQqfkpEweWq\nh1jmj7DU2SJ4+qoM0QkgKwp6fcv+paiohNr6ur0Su5+pcl8oHKIgv5BQKPewbptZT0Bu8XXsdss5\n+wAEQXP+gqbh2szdew6JeaJEFI1vq5VjOyBHsZp0yIpMQUEhZpOR226L8Je/aAtiba2OkpIYN96Y\nTiI5ZGSQI4+M4PEI/OxnNurqdEyapPkOE/PtrNPhhvt2kp+vMn++kYsvtuL3p25+2ss3aYst9UGG\nlLSs4IncH4BPPtFz+uk2zj7bxndLLdjtKtdfH+abb/w8+ECYq08r5q55G5j26jpunr02qTF4ggqW\nEj+PPuHnyy/9nHJqDXq9JkRMJpWCwhBDhipUVWnRarfdZmH8eDtPPGHC28rqVZZnxGlpv1Z9a0Rj\nKq9+tYuLj6jEbjYwbnA+YWXPccv1NjrUSCRJ+lgUxSo0ihRF+5PUZ4Ot+xVokVtmo8KgLGF8VcUW\nBubFWN5QQEWhndNP0FP4YpDLLrMSiQgcd5yLG24wMfvL9rWbmEpW2uyehBJRmP/BmwQCfnQGO0qk\nX5rZpSzPTJ1HTjoR+yIK7Uaqd+2mqLAk+bfiohK+XbmSIvugPT6eRA6NJ6ojTx/DatJTGw7icJR1\nuq3WU2TtLh8jcgyTzbMa8MRJGre7gt2K2EpEnXm8bvKc+Uw66lSaW2WbawXRTHg8zZSVVtDsbgLg\n6qsV1roaWfJOObfdJuNsw5pR0xymstDMtGkyixYZCIUEhg2L8tJLwRTKf4tRx4BhAd55J8D551tZ\ntMjA+edbueCWrpn4ItH05MBSp4kHZuh45CEtkCG/IMYxpzcx404TBa1cWjubwknn/M6mMM8trMZp\nNfDxKhfeUJQ1u/w8dP5Qbr11M089qWkudjssX7uW+rCNE8YM4v33DTz2mMacfN99Zp55xsjHHweo\nrFT5ZHUjD1wg8tUWL4cPdnRYMO+lL3ZwwgElKaZwmyk9SGNfRS4UKYOA+4Hr0ApQPS2K4sz2r9p7\nqCzUckm21gezFt6xmvScelAB918wKhk1ccIJUWbP1ihEfj9tLYKQ3by0p2A16QmEo3jczQQCGruV\nEPFnrOKmlY8Na/kYfdA/AlpUXU3dboqLWgSJwWDEH5L3SjIiaM94VFVeciEIh0JYzBb0BgORHMN/\n22JnUyhngZ4ouQvx0N9u2MzbRp0pQQ+BcOsSuzLFDiMeTzMFBUWorco4jjvKy+LFAU4/PV3j/X6b\nh7FVeUycGOXnP9d267NnB1MW7tYYOTLG228H6N8/xrJlBp65a0CKkz4XaNp4+ibNvamER/+qCZHb\nbw9z9wubmXGfkDaWttrmtcdWMXFoId64cNnRGGLL7mbMFit2O8nQ+aqKMlyNLnQ6OP30CB99FOC1\n1wIccYT2XCIRqIsHVlQVW7n4qIF8v7VjrrD5PzTw6AdbU3wpBw/OY3n1j4OWJRc9ei7aG/0C+KzV\nvz6JRAhwnUdO5gdkQqLeQ+udxLHHRrnjDhmLVfvARvSzI9V0RLnYexhYbGF7YwiH05nUigxmR8Zo\nokK7FlZZ07z3Qn87QrHDiDcYwmRKHV9IiVFg6xu2YiWiYDAYKSwooqk5pwKdQAudfAK5OswT9Oug\nmcTKulGONi+/AJtNs9PnOfPJL0gtruGK12r3B/zYbY4UNcqoFzLyfiWuS2Smv/BCiGXL/Awe3L5Z\nZr/9VN5+O0BF/wgb15o55xwbDQ0dP5MVK3QsWaKnpjmcFnm4dq2O237vRFUF/vjHMNffEEZByUi5\nn4mxYVCJNUW4FFtVLOZUwV1QUICqtHzzggDHHRfl7beDrFnjp6pK5T/L6zj9YC0svMhhwtOOz2dr\nfTArV9h+pVY21wWyXbpPIRedyihJUp9MQMyE1iHA2T7mXJ2hA4osLFrf1FND6zSqiq2s2u6lwm5g\n8KCheKM2+g/YL2M0UeK+a5rDjKnqGUbPnkaR3UBQTl+swlgxqQG0mmZ7H4IgUFhYwrbqTZSWlOd0\nTYnThMsn4zAbOuU3K3YY2ZRcTNRuBUkYDUbEYQdSW1fDEYcfnTZPtGg+Ey7Sv41E/fm2Wd3RWPqY\nch1iVZXKHY/W8ND/VbJqlZ6zz7Yyc2YIg05AiaYmbAYCMH26meeeM6KqAocdrXL3PS0dNTQIXHqp\nFb9f4OCj3Fx/g8B3Wz2Mbyfnpi1jQ1sOucaGnVisqbk+ep0e1MwCFTSz5ZBSKxZjyzuuyDexqymU\nkTOt1h2OWwvkNF9K4h1oDBx91LGZI3LRSBaJoniGKIp7PlW6q4gpIDdnzUwOBgNYbR0vWnqd0G1S\nv+6gLE/LT/B63Qyq2g9/OEJJfvtJbvUeOUkR09egjwUJq+kfW5A8Qv7cd/97AhazhXA4d1dgRb6Z\n2maZ9bV+hlfkLhC1EN2ei1qTFZmB/QclGQNaz145EsOShZqkX5xeqC00csP251xrtNXMsAZ5800/\nohhFkvQceaSN2Y9W8s0PLecsW6bj+OPtPPusCZ0ObDaVrz+3c97pxTzzjJFgEH71KwvV1ToOPjjK\nH//sZXNdgFU7vIwa0DnKltYccqFQEIs5g/m7VQBEa8RUlc/XNXL0iNSiXkcMK2TJxnTbnaqqbK4P\n8PfLDkjjsktg/zIbm+sCKUES+yJyESS/AN4GQqIoRkVRjImi2Gdz+5WIgq7uKwwNS/ngo8w0F25P\nEwV5uSWbqcDqnd69Qmegi3Nueb0eiotLCYZCFHZQOW9PBQB0BQ2N9WBKf+6q3pL0AbXFvvKBlcd3\n9Os7ufAmNMmgHMVs7AHznqpSVFhMU5Mr4+FIJKLtupOnawtmZaElhV4ItDF9uraRYRlKBWdDgS01\nUkyJqgzsL/DWW0Euu0zGYIAlCx2cdUo+V19tYepUOOMMG5s26RDFKPPnB1i82M9BE7z4/QJ33mlh\n7FgHX31loKJCy+s6dKiDD1Y2EI2pKVT5nUUoHMJsTt/Y2C0WahtT52NQjvLqVzUcMbQwTXvQEj/T\n14fVO30c0N/ZLgHq2EF5fLelqUvUPH0JuURtVe6JgfQU6hpc6GJa6KbP56auwUX/ioqUc9zuZvYb\nMixrGzqdjmg0ihyFT1a7mLu0dq/SGUQiCkaDUatE1g4dt0EnEMyQ+dtX4PV6UA3ppqJsJkgloiSp\n/fOc+Zx4whndJlLsDLQcFzlJn9MeEr6OSExNMXvkih2NoZyKS+WCvLwCduyqBjTnZuvIQ6/XTV6e\nZg4ym8zIchiz2YLdrKc5oCRLPAPcPHstO5vCrNzuzXnua89BSdOKi4tVZswI87vfydz7oI5351l5\n5x3tXep0cMMNYW65RcZi0UogX31bDcXegdx2m4Xt23VYLCqvvBKkokIlKMNn6xoJR2J8u9XT5e8y\nFouhz8BaWVZSxNaaOiqLNW0nKEe5/h9rqPPILCpqythf/0JzPMii5R1+vcnNFUf3b3cMdrOecMBN\nrAvUPH0JHQqSuElrGiACN6BFbj3Qhlq+z8AdsRCK6rHoo7gVM+6IhbavUlHkNIdva1gtGr30Do+Q\n5ijrCZbczsBq0qFEtV2jikBMjSWT+doiz2qgujHYq/kt3YOa1cBuMpkIy2HMrd7L9u1bktT+e+ID\na2vGLCwspqm5kbLSiixXtECv03IcuqoLbm8MdYlSpTWi0Sg6vR6dTkcsHpHlsOjxhaI44xQibm8z\nRQVadVCLxUowFMBsthCUo3y4soF53+zGadEzfnAeO+MaSmfmfpGj/UjHAQNUpk8PcfSZ9az+tB+b\nNpm45ZYAhxzSollo1EZWJh0R5cgj/cyZY2TUqBgHHxyLHw8RjqQmkvbkdzmkspwvf1iNy+XE4czn\nn4trk5Fa2fqbMLSAD1Y2cO6hFcl7GFBkycn3YXcUoPPbCIUCybIK+xpyMW09iVYZcTwaUeNQ4MXu\ndiyK4tmiKM7OcuwaURSXiaL4pSiKp3Wm3SFlTuqipWzyFbJCHsWQss47nq1WG8FQIB5CGKfTbuMo\nUyKxdrWDnsLAIktLVIjBhs+XOVwwKEf519e1fL6uqVOUDXsKiqIktYlMfqeS4jJcrpYaMD6/F7e7\nKSUKqTMfWFdMYpFIBKOhVbJkYTGNjQ05X7+jMYRBL3Tp2dc2hynPMYkxG3w+D05Hy3xXVTVpaoqp\nmpDz+bw44iSZVquNYFDT3qtdIXzxUGFvKMqJo0o7VSUzgUyMxm2RbzOgs4f4y1/CfPopKUIEWopO\nAdhsWp7LhAktzzRTImlPoshpIezaxEefvse/3n2To4blddifw2JIIZX879pGJo8sSjsvE8bvV4Te\nOZBjj/nZHte6ewq5RG2NlyRpnCiKp0iSFBBF8XJgZXc6FUXxMeAkYHmGY+Voms84NObhRaIofihJ\nUk4rgkkPJ42uwCcLHDB0CFaTHq/Xw/Tp91JYWMTEiUdisbVvqrBabHh9HkqKy3jk4pE8t3A71x47\nMGWXH5Cj2PfArr8iT8cPO+MCy+jQeKqc6ZEq1a5Qcie4t7Sn9uBqrKeoqBS7X2M1Xr9mOYsWfYHZ\nYmF1jYxhRxmupnrOPONcSkpKkNavZuyYQxkhHsTqtT8wZvQhOX9gSkThgw/fxuf3dsokFgoHMbdy\nvppMZmQlN8U7KEdZXu1l8YZmPluX2fyRDSaDDk8w0m3flsfrxunUhK3d5iAQ9McFSQSHJUK+zYAa\ni6HTaftHi8VKQ8NuoGVxTrDSDquwdbpKJqSW3A0pUcwZGAvaKwYGUO+VKXVmf19dqeDZGdS7GhFU\nbbkxxALkGUI59Tew2MJ2VxCbWY/Dos/I85cJVcUWFgUVystyo+Tpi8iVa8tESwBICdkpn3LFYuBN\nNEr6tjgMWCRJUgTwiKK4ARgNfJtLwx6vm+LCQoY482l211OU7+TBB+/nhReeTZ5jNps57LAJTJ58\nPFOmXIepTUldi9VGXUMtoE3aEqcprRCPRmfR+4LEQhBPxKyZTYwOPJ7MO+S2C0FfIoNTIgo7dmxj\n1IFjKHaEWL91J+effzYejzt5zmvx/5/6+9946ulnOPywI9Hr9FitNkwmc6d2aR53Mz4fFfWyAAAg\nAElEQVS/prl1xiQWDoewWLr23KpdoWSlwc4KcqdFz9p4QEd3FkWvz0O/igEAFBYW0dTkosBexraG\nIFaTXvNbtOIBtVpsBONUMNkW585uRlpToDR4O18ZMShHcflkQkosOYZMxcZ6qhhbJmQ0j+fQ3+H7\nF/D2d7tp8ilcMKFjc2gCgiAQU1XW7vQxuNTaR83S7SMXQfIY8DFQEdckzgbuyaVxURSvAm5GEzxC\n/P8rJUn6lyiKx2S5LA9wt/rdB+RcoKHZ3UhxUSlORx7btm9h48YNzJz5PIIg8MtfXs6SJYvZsGED\nX3zxGV988RnNzU386U+pt2M2mVNCP7XQznBKnHhvEja2hs/vQdXb8AQj5NvNSdt3W/T2Lq2raE3b\nUVdfw8ADjuOBu+/F43EzduzBDD1gHB6vH5te4fMvFrJ7927mzJnFhAlHd7nPvPwCLHE/V2dMYqFQ\nMGlKS8BkNCHL4XZ9atB1QR6Uo8xdWkO9V2HqnHXdCuiIRiIY4qa5/LxCdtXsoKqoP8v9XswGmUKb\nHkVu2RAZDAai0RZzTE8vzq0LWuWCoBxNOvjX1QR45OIRGHSxFNqXnjL9xGKxrEEeQ8qczItUUu3S\nY7QXc1mO5nGdAO9+X4cvFGXVTl/O79LjD7KpXmbu69I+W6MkF0EyH00bOBbQA2dIkrQil8YlSZoJ\ndJZOxYMmTBJwAh0SLJSWai9785YwQwZXotPpsG0xMf3+u4lEIlx99dU8//zzfPPdN/Tv15/33nuP\na6+9llmzXuaBB+7DZksNcbRtNSXbHC8KbHcFGVPaMqG2eSJU2szJc7qLbO1s3qpgyytFNRkZUpmH\nydd+n1XtB4n0GrKNqXZ3bQptx65Ny/jovbmYTCb+9a+51CgFFDtMFJkC3Hf/vTz5t6d4/z/vc++9\nuxk5YiQAxUV5OBwGrG0pWNvBqAMOxOf3cczRkzHlEHVVWupkdz30ryzB0crPEJYHElODlJaWtHO1\nhn/ceAibdwfYr9yGzZwbf9Kqag/13paADk9UR1Un51Ti2dvsqXNja7WRIQMKWLjejSzoqSjSEbOV\npZxjs5l6bA4nYI+3Ga72ceCgAkoz8IfZW/Wb+H9VtSfFwe+J6igxhFLmj04nU1qam++hPfj8PkpL\nCrLe+29/PoY6b5RxI4d0+C5bj9/XioIl13e5bkcNO3ymTl/Xl5DLbP9CkqSRwJreHkwcXwP3xc1p\nVmAEsKqji+rrNVOG3x/G5dJiwL9e+i3vvvsudruDm276A/X1XjxuP4MGOjjrrAt55pln+e67b3n2\n2Zn88peXp7QXCMjJNu1CjDVbmjiovGWXuWu3l7J8c/Kc7tT6Li11JttpC78vREyJsnpzI+V5ZuRw\nlF01jX3KIdfe+GMxEzabnUDAj8Pu5MH7NO3vt7+9kfz8cr5aUU/JkHxiBhOHHnoY4ohPkNZJPPH4\nU/z5z38BwGh0sGHjNvpV5C4lg6EIer0Fd3MYaD+xMDH+hoZmSooGEAy23ItOsLJxs4TFnJtWU24V\n8HuC5Eqsk6ePpWgyefpY1mfZ3thVVU2Zs6B9Cw0NXvz+MIFAmIHGMHnOvJRz2l7TE/DH29xa42Vc\nfxv19ekUIsGgTO1uDxXlLePJ08fIs+rxBKPJZxGJ6DVflRzGZDQRDqk9Mt6mJheKImRty6S3YpB3\ndfguW8/9rr7LiLcBq70QwpEuzYHuoKc2EbkIkh9EUbwUbYFPcmtLklTdIyOIQxTFm4ENkiS9J4ri\nE8AiNHPYH7sSahyNRnn6qScB+N3vfk95eXr+wq9+NYXvvruWF154lksuuSyrqmvUt4TgJuBv5WxX\nIgoffvyuFqPfC/kOA4stLNvs5sIJDsJq4T4VZ240GBkyaBhlZRW89967rFq5goKSftx4o1aJwB3Q\nmG8NeoETTzgDh62QX/ziTF566XmmTLmO/v0HUFhYzIaNazslSLqCTHkFRqOpVxPEesokGQ6H0nij\nbFZbkg4/poLf56V/5cBuj7kjWI06AnKUSDR7Nc98mxF3IEJrT4LVpOf4A4qZNLwo+Sy2btvKUROP\nR6fTYbFaWbd+NYMG7kdefkGXN26gBVZYLNk13MTmpzPo6rtUowoPXTymz5mlO4NcwgoOB/4MLKCF\nsPG/3e1YkqTPJEm6uNXvj0qS9F785xclSTpMkqRDJUl6K9c2w61s2bNn/wNJWkd5eTlTpvwWSLeL\n/vznZ1NSUsqaNatYsuTLTo0/EI4lne0edzP/3955hzlVbX34nZTpnWlIb7OVqqAoil5F7KgXCyKC\ndAXUqyDYUC9+ilhRsaMgRbBwURQQVKQI0pFetvTONKYmU1LO98dJwpQkk+kZOO/zzDOT5JyTlTMn\nZ+299lq/lVuqoKg6sCuqvU1ig9lxPJfoUCPR0TEu+e/6gqLYMRoCeevNiQDcPeRZwsLUWLzNfq7I\n0mgwct11N/Dvf99DYWEhb789yfW81VPLPS8YDQYsPmZd1SXeKp99Rc3YKrmUGBPTgLPFKtxtNisG\nfamxo6JUuwxQcUVjT8S46ZSYmlNEw+hg17lQFIXMrAzi4xNp0CCesNBwLuvUlfSMVBb/Mr9KleAF\nBe6r2p0EqB3yKnzcyv4vq+MaqEvKdSRSyhZuflrWhnEVJTs7k6ioGHJysnnjjVcBGP7oo65MnDzT\nuRx6ULO3Hn54MECJrC5QxdtstnM3L7Ww69zj4ovtkVHR6ByyE9VZUGQ2mQgNCycxKgiLzc7BVDMB\n+mDMZu8Nt/yJoqJCjIGBvP76q2RmZnLddTfQqdstXvd57rmXMBgMfPvtHKTcV+n3DguLIM9U9XNl\n0Bs4feaEX0tXOBejixMVFUNWtncNM6PRWGm5fE/4UksS61CrLs6WI9l0aXHu+5mRkUpcg5K9YQIC\nAohrkEBBoTrTquzArbwZiePNKnzcimK1WdG5qa6vb/jSjyRGCPGFEGK5EKKBEGK6EMIvSy+zss8S\nHRXD+++/S3p6Ol27XsVtt97hmqI6HU1xBg0aisFg4JdfFnLy5AnX88EhIa7USIAW8SEcTjv3uPRI\nOjIikq6Xd6/WsJbz5lBktZNfaGfsN/t4+htZJszmz6SkniYtNZ3Zs7/CYDDw+utvlSux3rJlK/r3\nH4jdbmfiRHVNJSgoiILCsj3s3eGceYaHRWAyVS3WbLFaOHBoH6tW/+7XOkj5+WZCSinZGvQG7I6s\nLMXuXlUgOCS0xHVeHThlUrwRG152RpKWU0RC5LnsuBOnjtHooqZl9o2MinYlRFR24KYWn3r/ngYE\nBHjMkqwusrMziY6qevJAXeNLaOsLYBPQAMgFTgNuK9LrmsKCAvLyTEyd+gkAr746icSEhqSmqTUh\n6o25ZA/2pKSG9Op1FzabjZkzzyWYhQSHkp9/rldA8/jQEo6kOHbFTmRkDDq9rlrXRnId4YpjGQWY\nioplg+Rb61SVuCKcOn2C8S88i6IoPPLIKJKThSoj7qH3hZOnn36O0NBQli5dzMaNG4iNiSMz07cq\nc+doMyws3CWxUlmKNxWrzrBlTRAQEEBGRga//baEVatWsHHjBg4ePEBexglsBRlqD5JSlL7Oq4MG\n4YGcOFtASLHaq9JKA9GhhhKqxxarHWMxpQiTOY+Q4FBX8WRxjAYjt9x0N82atqTnjb18/s7ZbDZ2\n7NjGsWNHfdo+LDS8ygOR8sjMzCAmpv47El8W21tIKacKIUY6Fr3HCyG217RhlWXhwgUUFRXRo0dP\nLrusC4qicOTYIQDsNluJfuFOhgx5lAULfmD27K8YM+YZgoODCQkJJScnyyUhERUS4rGBTWFBAXEN\n4j3Kl1SWIof2VNMGhhLZIAkxARQU5JcZgfobdrud9ya/i5T7aNMmmbFjnwMcoQ+TxWsTp8TEREaM\neIzJk99m0KB+fPrpF8QnxLkK7ryRn28mJDi0QpXpdsXuVicrMiqayIgo1+zQb3WQHAOLoUMHsHbt\nGrebJCQkIsQlJCcn07p1MnfccSehoSEVauDlC0FGHaeyCunWWj1XpVsAO2ft1mLl7btO5nFJw1Be\neGEcx48f4/IrLmfQwGEe38NoMHJRwyaYTLkEOrTD3HH06BFWrlzOqlUrWLNmFVlZWeh0OnrceCOv\nvfoWLVu28rhvZEQUuXk5ZdaeqhPntVrf8cWRWIUQUTiq2YUQbYCane9VAkVRp+4LFswH4J577gec\nyrLeR+9XXnkV7dt3ZNeuHfz00w888EA//vnnHz79dAorlv9BgwZxrFq1zuP++QVmwsLCKayALlNF\nKJ0NkpeTTlb2Wb93JJ99/hHL//iD0NAwpk//mvBwdUTsXIwNDtS7xATd8cQTY9i0aROrV6/kgQfu\nYcjQYUx87e1yQ2P5+eYyhYXlUVRURGBQ2aJDo8HITT3v5O+t6+l82VV+lXbtxCnWePLkCdauXeNS\nbjCbTWRn53DmbA7mnAxSU1NITU1h9eqVAHz99UyW/rqc/ILq79J3Nq/IVdVeugWwu6zD3Sdy2frD\nW8ye/RUAv/66hPffe49eve7i/vv7cs0115bJqGvUqCn79u0kxo0jsdlsjBo1jB9/nF/i+SZNmnLm\nzGmW/f47K5ZfTp8+DzJmzDM0a9a8zDEiIiJJO5LCRQ1rNtPN126a/owvoa2XUbO0mgkhFqCm5b5Y\nk0ZVBpMpD1OuifXr1xIcHMxtt53TegwNCSM3L8ftNBnUf+SwYapay+TJb9Gz53X0uuMmFi9aiNls\n5vjxY8yc+RV6XammPQ5co4oavCCKZ3Woi6j+nbm1ZcsmXnt1AgDvvfchQlzses0puZ6ZZyHWS6/2\nsLAwvv/+R556aix2u50vv5jKwIH9yC4nvJRfkF/hUV6hpyZHqM4kLCzC4/VT1zjFGhcuVBMcb775\nNubPX8iSJcv58vs/uP/pDxg8YQadRszhzQ9nM2HCROLjE9i9eycrVyzHYqn+dZ9AvY7cfAv5RTYi\no6KJcCS5BAUFu53V/TJ3CrNnf0VwcDADHh5Ix06XYjLl8d13c7nvvrvo1q0z06Z9jsl0LiXXoDdg\nV+xu1zEmTXqVH3+cT2hoKHfccRdvvfUeGzZsY8uWXaxb9ze33a7eH7755mu6devMlCmTy36GwCAs\nRTWX9We32wnw02uqonj8FEKIpxx/ngZuAh5GrVLvKKVcXAu2VYis7LOsXfsXiqLQs+ctRBRbC0lI\naMjBg9LrFLV37/uIjY3l8OFD7NixjZiYGO67vw+TJr0DwGeffURCmLpGUZriC53VtXbh7B3ujkBj\nYI18+auLjIwMhg0b6FAUeJTeve8r8bpzMfasyUK0F0cCoNfreeGFl5k9+zvCw8NZunQxN930Lw4d\nOuhxn8KCfIKKaWZ5+5/k5anFfJ6aHDmJjIhypXj7G87U359/Vh3JXXf92/Vai4RwYkN16HQ6Wrds\nSd/evRg16gkef1z9en/wwbvVvt6WX2TjQKqZiT8fYszcfVjtOjp1upwunbvRskUbVwKAk8kffsyy\neZ+i1+t5ZMSjXHFlZ8Y8/RR/rt7AmDHP0KRJU44cOczzz4/jsssuYeLEV0hJUdc9kxIbcSblZInj\nzZ//PVOmTEav1zN79nd89dXXDBo0lBYt1GTTJk2aMm7cM6xdu4U+fR7EZrPx2msTmDXrq2o9D+WR\nk5vlVoC1PuLNHT4uhGgNzEWtMN+JqtYbJIQom0pRx+TkZLN06RIAeve+t8RrEeGRnDp9HEVRPGbd\nhISE8Oabk7n99jv55JMv2L5dMnLUYwwZMpy2bduTknKGnWsWul1wd96EnH1MqgN1oT2y/A39DJvN\nxsiRQzl58gRt27ZlwoSJZbYJC9JjKrSRZfY+IynOLbfcxvz5PyHExRw5cphHHx1CkYfRogKuni1q\ny1z32V6//LKI1q2bMH78eArLSQf151lgbl4OOdm5bN68kZCQEHr2PJderRb5xfCvNqG81aeVq05h\nwIBBxMTEsHnzRnZsr94lT3cCljnZ2bRo1oqLk9uz/8BeQK02/uabb3nztRcAeOWVibRuo97sc3Kz\niY+L47nnXmTjxu1MmzaLLl2uICsriw8+eJfOndsxfvwzGPRG0hwKxgBbt25h9OjHAXjttTe59tqy\nkn5O7bQWLVry0Uef8847HwDwzDOj+e23JdV6LryRmXmWmBjP6zv1CW+O5GvgV6AN8CfnihGrpSCx\nujl+7Cjbtv1NWFh4iS8SqLna+QX5rNuwymsK591338OMGXO4774HXLUnAQEBPPnkGADmfPUxJzLK\nZgEpioJOpyPCsShbHeTmel/k09VCamJl+Oyzj1m5cjkxMTG8/8FHZZSV4VxM+GyehRgfHQlAhw6X\n8e5779O0aTO2b9/Ku+++Ue4+ai1J2SSI3Nwcnn12DHa7nTfeeIMNG9aXqQwvTkR4JHm5OT7bWpvY\nbDaWLFkEwI033uwq9gR1Znv8+EHOph5h9Z+/uK798PBwhg0bAcA3c6s3CdNdvxCrzYrBYCQoKBij\nMZDcvByO7l7LwIEPoygKL774Cr3uvMv1Pyie2KDX67nzzn+zZMkfLFr0O3fccRdWq5UvvviMbt06\ns3jhIsxmEykpZxg4sB8FBQUMGDCYIUOGu7WvoJTK84ABgxgz5hnsdjuPPDKYv//e7HrNYDTWWFFr\nnimX8LD6panlCW+OZK+UshXwdX0oSFyxcgUAt912Rxlxv5zsLNfFUJkUzrvu6k2LFi05evQIW1Yv\nwWZXcNc6IiIikty86rnZ5OXllBAPLPte/hdqOXr0CG+9pc5Axj3zHB3aX+p1+yKrnWCj7zFig8FA\ncHAwH330OTqdjg8+mMz69Z6TIADCw8LdOpI33niNlJQzhIaGoigKr098FavVc0MqnU7nvynXiuI2\nrAXqte+ckZW+9ocNe5TQ0DA2bdrIjh1lWgNVGmdyyDsPXszkfheX+R+3biX48otP+fC/j2KxWLjh\n7sE8PHAQGRmp3H7bvdzUo5fHeqyuXa/kq6++Zvnyv+je/ToyMzN5//3J9LixOw891IczZ05z1VVX\nM2mS56SMgoKSfWcAnn12PH37PoTZbKZ//z4cPqxmekaER5JbQwOI4i2Q6zvevsWvCCEMwGW1ZUxl\nsVqtrFyxHCgb1oJzKZxQsQImg16P1WpBr9e7Ysp/zJ9KXr7FbS+S6szJt9vt6HWeK17DwyM5fvKo\n3xTIKYrCM8+MJj8/n3vuuY+uV3Z1m2pdHVx11dU88cRo7HY7jz/+iNcvelhYOGZTSc2k7du3Mm3a\nVPR6PT/+uJj27dtz8uRJlxpCfUJRFFJTU9m8eSPBwcFlZuPerv2YmFgGDhwCwPvvv1OtdhVPDine\nuVFRFD777BMmTZqI1Wrh2jsH8fzz4zl0SNKu3aUEGgNp0CC+3Oy4du3aM3/+QqZP/5qmTZtz6OBB\nduzYRpMmTZk+/Wu3M2EnBQVlw5gBAQG8++4UbrjhRtLT0+nb9x7S09PV1O+86h+wKUrl2zL7I94c\nyVpU2dRLhRB2x4/N+buW7POJdevWcujQIaKjo/nXv3qUed2ZwultpOOO4lW/ffo8SFJSQ84c28//\nfl7ktjtibY0uLFYL6zf+ya7dW2us2rqirWp/+GEeK1b8QXR0NC++9ApBgeX346jM+D44OJj8AjPj\nxj1Px46XcuzYUcaPf9b1us1uK9EnW683YLOfu1xtNhvjxj2F3W5n+PCRXHZZF2bMmIFOp2fq1E+9\naq4ZjUaf61Jqi/z8fNatU22+8cabXSnWTsq79keOfByj0cjixQs5cGB/jdiYcTadBg0SsNlsvPji\ns7zyipr0OWDQUJp174sp7R86dujiWtfylYCAAHr1uos1azby6IhR6mxlxhzi4rxL/qsNzMquhxmN\nRqZNm0WHDp04fPgQDzzQG4vVVu31YeCUazo/wlrgxZFIKYdIKfXAQimlzvGjd/6uRRvLZe7cbwDo\n1etujyMRo8Ho00inOMVnGEFBQYwc+QQAUz99n5BA9dSVvnFVB+WFUGpKJNKJU83YV1G8jIwMXnpJ\nLTZ85ZXXKSzKJzgo2Ot+kSEGcj0UeHpDrXDPIDAwkE8++YLg4GC+/XYOCxf+BDhHm55Tf2fMmMa2\nbVu56KJGPPPM8wB06dKFB/v1Q1EUnnxyFGaz+1llVFQM2X624J6Zlcmfq1YBZcNaTrxd+0lJDbnr\n7t4oisKHH75XIzbm5mZjNATyyCOD+eKLzwgMDOT9KZ/TocvldA2XyCPHKtXn3oneoOeqblfQf2A/\nTpw8WO716pSkd0d4eARz5/6Pli1bsXPndvo/dD+mvOrXtsvMzHBb/1Jf8Zb+29nx52QhxHWlf2rJ\nPp9YtEhdaCydZlpVQkJKhqoGDBhEdHQMh/dt48CujYDjxlWsMLA69HnyC8rqJhWnsqE6X6mooxo7\ndizp6elcc8213HtfH7bv2My6jX96dUKRwXpyC60VvoGEh0dw8tRxLFYLycmC//73NYcN/yE1NZWC\n/HyPDbBSUs7w+uv/B8DEiW+VGBH2H/Awl1zSlsOHD/H66+4bgPqjI9m7dy/btm0lODiYm266tVLH\nGDniMXQ6HfPmfeuzfEhFsNntjBo1nIULFxAREcm33/7AxZ2vIVinzu5CdYXsP5Fa6ePnZGe51iZ9\nuV4VvEcPEhMTmT9/IU2bNmPLls288PxzJepXqorFauHMmZOEVLBo1p/xNpcc6fg9AbW1bvGfCTVq\nVQU5ceIE8fEJXH1192o9bkixfg6gZro88oh6Wv43+1OgrMRBuIcsoYqQmZWB3UuqsjNc0aJ5m2rv\nfQKqo3LK8UeER3p1VKtXr2LGjBkEBQXxzjvvk5OdRVGR2kjK05c6v8jGrL9O8ee+TMbM3eezM7FY\nLSxfsYSDh6TLSQ0ZMpzrr+9BZmYmb731ulsn7HTuL7/8PLm5Odx00y3cfnuvEtsEBgYyZYpay/DF\nF5/xzjtvlLl51IQuVVWwWC388MMPAPTocVOZsJavJItL6HFjT6xWK927X8HQoQ+zcOFPLnmgqmC1\nWvlq+jQWL/6ZyMgofvppCd27X0ebxgmY7Gr402QPpk3jhHKO5JniA6vg4JBqGVg1atSY+fMX0rDh\nRezcuYOBAx+koMA30VBvOOViDh3Zzx/LF/vNGmdV8RbaGu74fYObn7ILEXXMnXfeXUZCoaoYDWVj\n4kOGDEdnMLJx7UoOHjlaRnU1IqJqWR4Wq4VNm9by99b1Xkf0arV1uNcF+cqSbzbRvu1ldL28O+3a\ndvLoqEwmE2PHPgnAmDHP0KpVGwCXY/U0WzqWUUBqjnpenXUGvuBOaiMgIICJE99Cr9czZ85M9u7d\nXaaqPTQ0jMW//MyPP84nJCSE118vmdFjtVrR6XR06nQZzz33Ioqi8NZbr3PVVZfx9dczXX3N/SnD\nxnlD+nXpUgDuuOPOSh8rKDCIYcOHc/XV3SkoKGDhwgUMHTqAtm1bMXr041VaI5g27TO+mTsHvV7P\ntGmzaN++AwARocH0ubM3na+5gz539iYi1Lce9+4ovg7UpHGzsj1XKkmzZs354YeFxMbG8uefKxky\npH+l+uIUx901fD7gLbS1wiEd7/anNo30hYaNEqrdu7u7cYSERxMvrkVRFIa9/BE5eXmEFnck4ZFV\nSsvdtnUL77/3Pj8v+JnTZ055vdBCQ8Iw51fflNvJ0WOHaNmiDS2atyY7x/1nUQsPh3H48CHatWvH\nY4+pDiX9bCo9e9zuNbHBXZ2BLxQfeRafKbVpk8xDDw3EZrPx0UdTylSo220Kzz8/DoBx414oo6uU\nn39OHuXJJ59mwYJfuOyyzqSknGHMmCe44YarmTfvW9avX8uRI0dISUmpc2WBnOwsjh0/yqFDhzEY\nDFx55ZWVPlZAQADx8QksWPALW7fuYcKEiVx66WWYTHnMmTOLd9550+v+nhIz1qz5kwkTXgLgzTcn\n869/3VDi9YjQYK7p1KpKTsSJcx2oYVJjUtNOV/l4Tlq1asOX02YSHR3NsmW/sXNn1Yo3i8/2/VoE\ntIJ4c90THL+Ho7bYnQlYgQdRK92rhBCiN3CflPIhN6+9D1yDKlsPcLeU0uOwqPe9/yYhMb5WWtAe\nyygguu3NpOxezsENi0nNvJe24pzYX2BgUKULmH7/fSkjRgwlNzeXPbv38NeatZxNz2XkiCdcYQuT\nycSyZb/y888LOHHyOG+//R4dO3iv16gIFksRATodBoN6aeh1OrWYrNQob8KEF1m6dDHR0dHMnz/f\nleRQVFhIWFgEYV4KrSrbktQ58jx8+B/Cw6NKOKlx457nf//7jnVr17Ju3V8lwpzvTX6b1JQUunS5\ngpEjHy9z3Pz8/BIFaldf3Z0lS5bz008/MHHi/7Fv314ee+yRMvvdfPOtzJ79XZ3MVI4ePcr8eWpY\nq2OnjjS8qHxVZF9o1Kgxo0Y9wahRT7B+/VruuutWpk+fysiRj5OYmFRme4vVwtJfF2Ay55VQ9j1w\nYD9DhvR3DDiecDWQq2kaJjVm+47NJCZc5Pb1ytQCdel8BZ9P/ZITx0/RoUOnKtlXkG+m7cUdiY9L\nrHSbYH/EW2hrlZRyFSCklMOllGuklOullE8CnT3t5wsORzERPKZSdwFukVL2cPx4nVvf0OMGoiKj\na8W7N20QTNvO12AMb0BB5glOHpFlbyQVvLEoisKUKZPp3/8BcnNzufa6f3H11d3Jz8/n7bcm0bVr\nJ95+exJDhgygbduWDB8+iIULF7D17y3Vnv9/5OhBmjc7J63dMKkxZ86U1DKaNm0qn3/+MUajkRkz\n5iKEANQQka/hxcq2FjUajDRt0pK8UoWfiYmJPP64OiuaMGG8K+Hhjz9+Y9687zAaA/ngg0/c2mfO\nN5eZxeh0Onr3vo+//trExIlvcsstt3HFFVfSokVLYmJiCAgI4LffllZLIZ+vqdZFRUXMn/89t9/e\nk1tv7cH2bdvR6/U8++xLNXJD6nL5Fdx00y0UFBR4vM5ysrMwOTp25uRmc/DAfnameWwAACAASURB\nVObOnc2DD95LVlYW3a6+mpdf/r9qt80TAQEBhEdEelSYUBtaVSz0FRwcQlxcHAMGDHINsCrLocP7\nadP64gpnkPo7viRuhwghkp0PhBAdgKqegb84t5hfAiFEAKosy1QhxBohRLlDmfvv7VMji87uCAnU\n8/6A9tx/X18A/vjt17IbVWDUYzab6devH6+9NgFFURj+yKPMnDGXBQt+4YcfFtGly+Wkp6fx9tuT\nWLRIXQDt0uUKnn12PHq9nl8WL+LgwerJ/1cUBZM5r4RsQ2xsHBln01yPf/99KePHPwPAe+99VGLk\nn5Z+hvj4sqPW6iY4OMRtt8SRI5+gQYMGbNu2lZ9++oGcnGzGjPkPAIMGDyY5Wbg9njojcT/JDgoK\nYvjwkcye/R2LF//OmjUbWfDzIpda9Hffza3SZ7FYLfz620/lplofOXKYrl07MXLkMDZv3khERAQP\n9nuIffv2ccP1N1bJBk92/b5sIV26XkpAQACzZn3F8ePHymwXGRXN2bOZLPllKZPfeY/rrruKp556\njKNHj9CuXXteffX1al+7LI/mTVtx5Kh7Uc88Uy4Wq6VCYfDqmnFmZ2cSFh5RY4W6dYkvn2gMsFII\ncRLQA/Go4a1yEUIMAUbjyLhz/B4spZwnhCirpqYSBkwBJjvsWyGE2CSl3OXpfZISk0hLq5lOZkaD\nAYvFgtF4zkmFBOoZOXQgc2d8zMqVKzCbzYSGnlsnUfV5Su7jjs2bNzJ27FPs2bOLsLBwPvnkCxo1\nTnKlpXbvfh2//PIHS5f+wuLFP9OhQ0d69bqbRo3UMMapUyeZPXsGb789ic8+m+7trXziTMpJkhIb\nlXguICAAnaN//Z49uxk+fDB2u52xY5+jT5+Sl0F6RhrtLqna1N9X3H21w8LCGDh4CJPfeZuJE19h\n2bLfOH36FF26XM79fR7weKz8fDPRUYk+va/RGIjVYuGBB/rxxRef8cMP85gwYaLXSmpv5GRnubL8\nPPXqAPjww/c5deokrVu3YcSIxxEXt+HyLt1ISoqulmvfqd3mlMp3LgpfdNFFdO7SmS2btzB58lu8\n995HJfb77dclvPbKa65F6ODgYK699l/07HkL3a7u5jYcVtMYDAYMegOFpRSdLVYLq/9ahtls4vjx\nI7U2+HRy+OgBOrSvUjDHf1EUpdyf5OTkwOTk5C7Jycmdk5OTDb7s48Mx/5WcnDzXzfO65OTk8GKP\n30xOTn6onOPVGLt271L++UcqhUWFZV7r2rWrAihz5swp8fzBQweUlNQUj8dMS0tThg0bpqA6VqV1\n69bKrl27FJvNpqxbv9Zn244ePaoYjUYlICBA2bFjh+8fygOr/1qt2O32Ms+fOn1K2b1nl9KkSRMF\nUPr37+92u7Xr/qqyDb6yfsM6xWazlXjOarUo69avU9q1a+c6t0FBQcqePXuUdRvWeT1WRVi3YZ1i\nt9uV9u3bK4Dy448/VuozKIqiFBYVKlOnfa5M+fgDZfacWW6vs+zsbCUsLEwBlD179ij5+fnKxs0b\nK/2e7ti5e6eSm5vjelxQWKB8/uVnypSPP1DefOcNRa/XK3q9Xvnnn39c2/z6669KYGCgAij33Xef\nMmvWTOXvrX+7Xnf3P6ot8kx5ypa/t7ge2+12ZdPmTcqUjz9w/Zw+c9rn423ctEGxWi2Vtic1NUXZ\ns3d3pfevQap8L1cUxacZCY4Wu1tqxpWVIRn4TghxKeqMpDswo7ydamJGokqRrMdsNpVYSHTSu3cf\nNm7cyNSpX3LTTefSL+32QI4dO01AqZwEm83G11/PZOLECWRlZWE0Ghk16j9MnPgKZrOd/fuPEhQU\n4fNnCQmJodedd/HjD/N59tkXmDmzcmEWi9XC6TMnURQD6ellq3j1ujA++WQSx48fp127Dkya9F6J\n7eLjIzhy9DQKxhqbGZZGpwvm8JFTJfo55JlyCQgIZPz4CfTrp3bIHDfuBeLiGpOWfpbTp8967PFS\nEbvz8y2kpuZw77192bXrRaZOncY111Q+vNS8WWsKCwvpfNmVZGcVoioTnWPatC8wmUxcc821xMU1\nZsvf22nUqClpabnEx/t+vXjDatFx4mQaDRztw0+eOs4VXa7BbrdTWFRI374PMWfOLJ5//kU+/fRL\n1qz5k3797qOoqIghQ4YzadI7BAQEsG3HJk6fzsRgMJBnKiQjw3tWYXXZ7470jEx279lPYWE+aemp\nJCU2KtE22W4P9Pm9AwKCOHz4FFFRMSWe98V+i9XCps0b6NK5W619P3wlPr56ZFr8pj2XEGK0EKKX\nlHIfMAvYAKwAZkop99aFTTnZWZjN6hfBXc73LbfeitFo5M8/V3Ly5AnX8+FhEWUWg61WKw8/3Jdx\n454iKyuL6667gVWr1jN+/H9dst8paadJqOAaQ79+/QgJCWHJkkVs2/Z3hT+jMxa+dt0KDh7c5zZ2\nXFRUxHfffguo2VFBblrSpqScIinRfaZMTRAdFUNWqV7jBflmQkJCuPHGm3n00VH07fsQo0apsjZh\nYRGYTNUjdRERrqo833dfH3Q6HcuW/UpGRkaljmVX7Oj1BkJDQt2GWRRFYcaMLwEYPHgYiqJgzjcR\nFlq54kNPhISc66Vjt9tJST1F40bNaNqkBWaziTFjnsFoNPLDD/OYOXM6/fv3oaCggNvvuKNEXU6b\nVpew/+BeNUxWh3U3FquFEyePsnzlErZu20T7dpdxUcPGldLcAzXV/uSpYxUuMXBmtR07fvi8KkAs\nTZ05EkdWWL9ij9+TUi5y/P2ulLKrlLK7lHJqXdlYnhRJYGAgPXr0RFEU5s371vW8Xq8vI5Py2msT\n+P33X4mNjeXLL2cyb94CWrduU2IbS1GRK8fcVxo2bMSgQUMBVRq9NOVlBBUvkFIbJJWtW/nmm69J\nT0+jTXIyt956u9vj5OXlutqp1gYRkWV7vzhb7AYEBPDqq28wZcqnriybsLBw8qrJkTilUhITk7j+\n+h5YLBYWLPhfpY6Vm6OOjgODgtw24Fq/fi1S7iMhIZHbbuvFmRpy2MWr9o8cPUCL5q1dr+n1ehpe\ndBEDBgxCURTGjXsKs9nMPffcz3//+2qJFsRhYeHY7XZOnDyCXq+vsxtnTnaWa+BgzjeR66iHqozm\nnsVqYePmNezY9XeFRVJLZ7WdLwWIpfFWkPiVEGK6p5/aNLKucNYtNG/e2u0IJj/fzP191Oytb7+d\n4zFHff787/nkkykYDAa++moOd93Vu0wmiNVqRV+J1MLQ0DAeHjiY8PAIli9fVqI/hy/ii5FR0a4G\nWu6cZVFRkaufdZ8+D5CZmVHmOHa7vUb71btDr9OjlHLWpVUGihMeFoGpitI1TiKLNTB74AF1LFTZ\n7K2zmenExsYRER7ltpfNV199AUD//g9jNBpJST3lsUaiKgQFBVNQWIDVaiE3L6eEoGBSQkNSUk4x\nevQ4V73NPffcz3+efJKGSY3KHKtl89as37ia7Tu31Jg6dXlUpx5dRbW8SttxPhYglsbbnWtlbRnh\nzxgNRqIiot2m9OYXmOnZ8xYSE5M4dOggGzas56qrurleVxSFXbt2lGj92a3bNW7fJy09hfg43zKH\niqOGOPIYMeIx3nnnDd5441V+/HExAQEBbsUXS2cEGQ1Gul/dgyNHD9L2ko5lnOW8ed9y4sRxkpMF\njZo05Pfli8qsF6WmpRLrBy1DCx0tVN0RGBhEYVFhmec9OX9vFG9ydeutdxAZGcW2bVuRch9CXFyh\nY+Xl5dK8mTr6T09PJa7BOc2p1NRUFi9eiE6nY8CAwWRlZ6LYFaw2a7VnGzk/04GD+2jdquRniG0Q\nz67dW+nYvgszZ37DP//sY+jQR9mzd7vbtGmz2eyakXvLRKtJnIPAnOysKhf+OZ2Sc22lIs7AZrVy\niehAQnzSeVWAWBpvBYkznT/AQmA56prFn8DxWrLPL4iJacDZzLIxcIvFQkhwCPffr85K+vW7j1de\neYkzZ04THBzCyVPHXa0/+/UbwODBwzy+R0ZGaqW+bKFh4ZhMqiOJiYlh7do1LF68EFC/AM7FZW9f\ngMLCAhITGpa5yK1Wq6sQbfjwEVgdI8vSo7ITJ0+QmNCwwrZXFXf9QTzl/Ht63mK1EOhmzac8bDYr\nGRlpGIwG7r67NwDff/9NhY/jVKINCw13hUCczJ07C4vFws0330ZCYiIrVi1B7t9dY6P8fLOJ3Lzc\nMs5YF6ADRXW6N9xwI48++hgBuoASIa3i1LQ6ta9UJozl6Tg39byTVi2SufGG2yp0vIyzaSQkJJ13\nBYilKXeNRAjxOnAYkMAa4AAwqYbt8itiYxqQmZnu9rWAgACeeOIprr++B3l5uXz88QdcfnkHJr/7\nDo88MoQTJ47TpcvlvPHGu14Lm8rriOiJQGMgRUWFREZG8eyzasOgl15SZa+NBiNNGjdHJLfzurho\nMucR5kbSev787zl69AitWrXmgb4PuW4ORmNgiQV3S1ERRg/9HWqSqKjYMgvuFaWwIJ9QD7LznrBY\nLRw+csAVMrznHjVDbN68b10Cj75gt9td10TpVr42m41Zs74CYNCgoY6Wud5VlauCxWrh+MmjJZSV\ni9OgQXyJwtSMjDQaNHCv2FvZRnL+jNFgpGHDxpjMFdO2y8w6S3R0bA1Z5T/4stj+INAE+A64AegJ\npHnd4zxD1c/yPAKMiYnl++8X8NtvK+nV624sFgvz589j86aNJCQkMn361yW0nEpjNpeV6PCV4s5p\n4MAhdOp0GSdPnmDy5Lew2qyEh0dg0Bu8fpkz0tNYtWoVUu5zhSRsNptrNvLkk08THBTsujncfktv\n9h/cR3pGKuZ8E4WFhXUSB4+Orlh/EJvdRnp6aglbCwoLvPZ+cUfpPuhCCJo3b8GZM6f588+Vvh8n\nJ4uoSPej9WXLfuPEieM0b96C66/vQURkVI3G2nOys1wace4cVWLCRZxJOeV6XF4otrpmA/5EdHTF\nBy6VHSDWN3xxJKellDnALqCTlHIFUPFg/gXApZd2Zvr02axctY5rr7uWhg2TeGTEcOLivYesTpw8\nTmI1ZOLo9XrefFOd+Xz66Yf8vWWTxxuVk9zcHJ4eM5ohQ/pz7bVdad26Cb1738GIEUM5ePAAzZo1\n5957+wDnbg4hIaFc2vEK0tJT+GXpj+zcvbNOFlVDgs+1Qi4Pi9XCkSMHWLZicQlbCwsLPDbC8kTp\nBIWo6BhXlf8bb7zK6dOnvO3u4mxmBrExJdvCOmclzkX2gQOHotPpKMg306nD5TU2yi8vHGUwGLDZ\nzkmo26zWKutO1TfCQiuW+Vd8xnm+44sjyRZCDEAtSHxICHEVEFPOPucdgUFBJfSdvC3SJsTHc/8D\n9/H8i8+7VIm9kXH2bLk3fK8Uu1g7d76c/v0HYbVaefnlF4iO8jytzsvLo2/fe9m7dw/x8Qk0atSY\nvLxc/vprNT/9pCrLPvnk026lXgICAkiIS/K4blLbWG1WryO/nOwsV51ETm422VnqTKagIL9EGwBf\nMBqM3NzzTpo3a82NN96B0WBkwIBBJCQksnXr31x/fTeWLFlc7nHyTLmEhZ2rBwkNCcVsNvHppx+x\nfPkygoKCePBBVRz7bGYGcXEJNTbK9yUcFRGuiiEWWeomlFnXVNQpZOdkEh11YdwqfXEkQ4EEKeVK\n1LWSz4EXa9Iof6RBTBxnz55bJ7FYPWtpFR/dBQUFew1DFFmKyDPlYbVVvmGOXqcvsf/48S8TGxvL\n339vYenSJUBZx2cymXjoofvZtGkDCQkJ/PLLMrZu3cPOnfuZPfs7xox5hrFjn6Nv3zIq/24/Z10t\nqgYEBKAoitcWu1DS1rDQcI4eO4jFYsFsNpGdnVXh2ZSqQtzC5ZASE5NYvvwvevToSWZmJgMHPsiz\nz44pt8tg8ZtTUFAIo0c/zn//+wIA48f/l9hYNRsuNy+HiIiardMpLxx1UcMmnD59gtTU0yQk1L6G\nlj8QgO+Zfuo6Uu1mq9UVAb6cFCFEPHAlarrwOillSk0bVkGUmpYesFqtyP27XaKE2TlZZGWdpVnT\nlm63t1gt5GRncerMCVo2b1Ni5Fl8m6W//YTJlOtWgsVXjhw9SGxsXAm5kDlzZjF69OPExycw++u5\ntG3bkWDHOkx+fj79+/dh9epVJCU15O133uGWmyvXYc9itaDTFWG3B9ZJPPzwkQPENYinoLAAm81a\nRnSyOM7/SWRUNDabjZ27/ubYsUNYrJZKnX+b3caePdtLCPHZ7XamTv2EV1/9LxaLhUsuacv06bNd\n3SOLb7dn3w7at1V7yaSlpTFw4INs3ryRkJAQPvroc+6889+u7Xfs2kLH9l3K2FCTEiPu2L5zC7qA\nANq1u1TN5qoitW1/VTl0+B8SEhq6FLK92b9j19909HORxvj4iGqJvfmStXULsA0YDAwEdgghennf\n6/xDjRGfy8jxVvwG50Z3l4gO7D/gXuElMzPdVSRXldBQaGgY5lKpo337PkTbtu1IS0tl9FP/YdTI\nYYwd+xSvvPISffvew+rVq0hISGTOnO9p3TrZw5HLx2gwkpSYVGeLqtHRsWRlZ6r/j2DvIariI+7g\noGCaN2vlmolU5vzrdXoURcGunCuM1Ol0jBjxOEuW/EGrVq3Zu3cPvXrdzNZS8jXZOZmucObu3bu4\n9dYb2Lx5I3Fx8Sxc+GsJJ6IO9vwj1m4wGMjJy65Qdtr5RGUW3C8EfBlSTAS6SynvlVL2BroBZbU4\nLhCcM7j8Au+OxInBYKBBg3hSUksuwNrtdo4dP+Ia2VQlNBQWFl4mLTE/38xzL4zHYDCwd+8eFi36\nmVmzpvPxxx+wbt1fxMXFMX/+QpIaJrmdLdUXIiOiyM7JKtexuyM6OrbKobn4+CTS0spO0Dt2vJQl\nS/+gXft2ZGRk8O9/38batWtcr589m0FkRDRTprzHrbfewPHjx+jS5XI++exzOnYs2fEyNy+nVuVn\nPGGxWjh8eD/Hjx+ps4r1uiYqMtqnTMHCwgKCKih3VJ/xJe3CKKU87HwgpTwkhPAbscfaJDRE1SMK\nDQ1TBQLLGQE7adyoGVu3byQ+LslVL7Bj1xZEm7Z06nh5lUNDxXWSnGRmZXDlFd1YtWo9Uu7jwIF9\nREbGkJeXi9Vq5Z577qd58xYcOXqQBrFxHo7s/zh1zSqzAOxcYK7K+U9MaMiuPdvcFmSaTHkMGTaE\nWTNmsX3bdvr2vYcZM+bQo8dN7Nmzi48+/JCtW1VR7f79B/L662+z/8CeMsfJzMzwC+UAX3unnM/o\n9QZspaR53JFxNq1ef68qii+O5JgQ4ilgmuPxMOBozZnkv8TGxnE2M53Q0DCsNpvP6Y8BAQG0apHM\nP/v3ENcggROnj9GsaUtXCml8fGyV4sSli9lArVG4qGETYmIa0KZNMjt3NXbbVMdkzqNJ4+aVfm9/\nwBn0qUyqpdFgrNL5V6u7lRJNoZycSTlBbEwsg4YM5If//cjqP1czYEBf+vbtz7fffo3FYuGiixox\nefIUevS4Sf0MOl2ZY+XkZtOkSfNK2VedVEUq5EIjMzODi0X7ujaj1vDlTjgU+BAYjxoK+wN4pCaN\n8leio2I5dfoEjRs1q/C+oWHh7N23g8KiQkJDw6q/k2ApR2Kz231qcWr3cTt/xmA0lpmR1SYJ8Q1J\nTTtTQpX3xMmjNExqTMcOl3Pi5FE6X3ol38z9hs8++4jZs9WK9YceephXXplIZOS5JAmnuGREscQJ\nRbFXy8J2ValO/ar6TGCgqibhTalb/f5dOHU25X5SKWUq4LlP6QWETqcrozjrKznZWS7RQLPZdEGG\nBWqKiPBIzpw5qaZk18HNLSE+iV17trocicVSRHp6Kpd2ugKAFs1as3ffTsaOfYakpIb8uOB/DBv2\nCA/0KZtaHRER6Uj1VR2JPy20w7mEhQuZ6KhYMrPOetSXsyt2P/qP1Q5ehzlCiJFCiN6OvzcIIQ4J\nIfYLIVp72+98pzKKsTVec+GopwAco6WS6wXOkMn5hsVqYduOTaSknq6zBWA1DBXgOr/7/tldJqyR\nnNyW/Qf3MWLkY3z62VR69brb7bEiwiPJzT0nJ59nyiU8vHq62GlUDzHlZG7l5GQTWZUC43qIxxmJ\nEOJ54EZglOOpEFStrTuB51FDXhcc4eERbvtGlEdNhwVCgtUOdyEhoapQXKmKdjVF2FTipnQ+jJxy\nsrPIy6v7BeDEhIakpJ4i0BhEWGh4GXl1vU5PyxZt+OefPWTlZNK0SQu3xwkMDCqhaJyZme4XC+0a\n5wgKCnbbksBJRkYaiYm1r4Zdl3gLbT0MXCGldBYo2KSUR4UQnwA7K/uGQohI4GsgEjACT0sp15fa\nZjjqOowFmCilLF9vopaIjY3nzJmTlUrtq8mwQKhDhjwkJJSsrLM0b9aqxOvhYRFlRrdqNXjFUmb9\nDX9ZAI6PT2Tb9o3k5+dzxeXue86Eh0ey8s/fKCws4GxGmk8FkNk52TRu1LwGLNaoKVQ17fqbUl8Z\nvIW2bMWcCDhqR6SUdsCzOy6fMcAyKeX1qEWOHxd/UQiRCDyBWq9yKzBJCOE3q3oREZGkpJ72uxtw\nWLGixKKiwjJqwmFh4WU6BJrMefW6hgT8R7LcZrNx9Oghjp84wrI/FrkNsZVWDfalAFJRFI99PzTq\nDp1Oh83uuSjzQhFrdOLtCtUJIVzDVynlfAAhRJTnXXxiMqpeF6gzktJiRF2BNVJKq0N1eD/QsYrv\nWW3oAnQUFRVRVFQ30umeCA0Nx2RSixLdreCEhIRiLpXZZDKdHyMnf5AsL55M4clJ+LpOZtDrsVot\nlVqL06gdoiKjyXH0gS+O2ZxHkcW/7g21gbfQ1hxglhBioOOGjhAiHJiOGpoqFyHEEGA0jkZwjt+D\npZRbhBBJwGzgP6V2iwSK/4fygKo6r2rDYrWQnZPJpi1rkf/s9pvGPUajEavVgs1uczuCVbvclRJu\nNOfRpHHFU5k1yuJLiM3XdbLw8Ehy83IxGoyE1/MZ4/lKdHQs6ekpwLnvj8VqYdnyXzDnm0hNOe03\n94bawJsjeQP4FDglhNiD6gTaArOllJN9ObiUcjqq4ymBEKIDMBd1fWRNqZdzUJ2Jkwig3BhAfHzt\nZLacSTlDUbGRp05XRHx81TugVYf9oWFBGPRWmjROcnu80LCgEs8HHzaQlFQ9Mte1df5riuqw/8G+\nD3L27FliY2MJ9FJlf1FD79eLTncRZzPPYrMX0bJlU+LjvNumnfvaJy4unNQ0teO40/6Dhw5izlej\nAtV5b6gPeHQkUkob8IgQ4hXUcBPAFinlsaq8oRCiLfA90EdK6W7RfiPwmhAiEDVT7GLUplpeqS0F\nUbs9sMTI024PrPJ7V5cCqtlUyKHDx4lrEO/2eGZTYYnnzeaiannf+qbgWprqtF+vCyM7q5CqLCNa\nbTpOnUrFbrcREZ7g1Tbt3NcdJpP6P05LyyXPlMs/+w8SERFFbjXeG2qa6nLivhQkngR+rJZ3U3kd\nCAI+EEIEAFlSyt5CiNHAfinlIiHEFNT+8AHAC1LKIi/Hq1X8vbo3z5RbJmPLidFoxHKBNiWqTxj0\nBmx2m7bQXg9QFIXcvBz2H9jLZZd2xW63++29oSap9Rp+KeW/PTz/XrG/p3FO28vv8NfqXqPRiNls\n8pgxEhYWQZ4pj5joWG0hV0OjigQHhbBj1w5OnUqh86VXotPp0Ov0fnlvqGkuHDGYC4CgoGDSM9I8\nSoU4dZxiomN9lsHXqBsKCwswGgPrTPZFwzsWqwW5fxcmUx4REVEek1wuFC7cT36eYbFa2LV7GydO\nHvUoFRIWHuGqAj9fUn/PRyxWC8dPHGHvvh0XbN8PfycnOwuTSa3byq1CU7rzBc2RnCfkZGdhchQk\neqpjCDQGYnHIb5hM9b8Y8XylMoWLGrVLjWvn1TO00NZ5QkWlQrQaEv/FX2RfNDxTHU3Rzic0R3Ke\nUNFsMvsF1i+hPuHvmYEaKlVtinY+od1JziN8yiYrJjev4b/4a2aghoY7tDWSC4yQ4BDyC+qum6CG\nhsb5h+ZILjDCi2VuaWhoaFQHmiO5wAgLiyA9PVWrIdHQ0Kg2NEdygREaGkZa+hmthkRDQ6Pa0BzJ\nBYZep9dqSDQ0NKoVzZFcgAQGBVNQYNYqpjU0NKoFzZFcYFisFvLycli+cqkmv6GhoVEtaI7kAiMn\nO4uCArW7sSa/oaGhUR1ojuQCQ9MI0tDQqG60yvYLDE1+Q0NDo7qpdUcihIgEvkbty25E7du+vtQ2\n7wPXAM7KubullFoVXTWhyW9oaGhUJ3UxIxkDLJNSThFCJAPfAF1KbdMFuEVKebbWrdPQ0NDQqBB1\n4UgmA4WOv41AfvEXHX3c2wBThRBJwDQp5Ve1a6KGhoaGhq/UqCMRQgwBRgMKEOD4PVhKucXhJGYD\n/ym1WxgwBdXhGIAVQohNUspdNWmrhoaGhkblqFFHIqWcDkwv/bwQogMwF3V9ZE2pl83AFCllgWPb\n5UAnQHMkGhoaGn5IQG33phBCtAXmA32klDvdvH4x8B1wKaqjWwkMk1LurU07NTQ0NDR8oy7WSF4H\ngoAPHOshWVLK3kKI0cB+KeUiIcQsYANQBMzUnIiGhoaG/1LrMxINDQ0NjfMLrbJdQ0NDQ6NKaI5E\nQ0NDQ6NKaI5EQ0NDQ6NKaI5EQ0NDQ6NK+L1ooxDiSuANKeUNQojOwKdAAbBNSvmkY5sy2lyABVXT\nKwHIAQZKKTP81P7bgJcdu2yRUj4uhAiuD/YLIToB73Ou6PQq1PP/Z13b7+O5fxp4ELABk6SUC+rL\nuXds8yzQF8gG3pZSLq5r+4UQBtT6seZAIDAR2APMAOzALinlY45thwOPoH5fJ9Y3+x3bxwNrgA5S\nyqL6ZL8jW/YB1O/vL1LKVytjv1/PSIQQ44AvUNOFAT4H/iOl/BeQI4To53jeqc3Vw/GTC4wEdkgp\nr0OtoH+pls33yX4hRDjwFnCHlLIbcEQI0aAe2J8thOgnpdwupbxBStkDc+ck5QAABYVJREFU+BiY\nJ6X8ra7t9/HcR6EqK1wJ3ILqEKlr28G3cy+EaI/qRLqi2v9/jptAXdvfH0h3vP+twEeoShUvOOzX\nCSHuFkIkAk8A3RzbTRJCGOuL/QBCiJuBX4HEYvvXC/uFEC2AB6WUVznuPbc4rqkK2+/XjgQ4APQu\n9rixlHKD4++/gO6ltLnWCCEGO17vDix1/L0E6FkbBpeiPPuvBa4GdgKThRB/AikO7+/v9q9FtREA\nIUQo8ArwpOOpura/3GsHMAFHgAggHHVWAnVvO5R/7q8FLgFWSiktUspCYD+qCkRd2/89524+esAK\ndJZSri5m002oDnCNlNIqpcyhftnvtMkG3AgUF5itL/YfQ3U0TgyoM94K2+/XjkRK+SPqSXByUAhx\nrePvO1F1uUJRtbn6o56UkQ4JlkjU6T6oIa/IWjG6GD7YHwrEAdcD44DbgNFCiDbUD/vDir02FPhe\nSpnpeFyn9lfA9hOo0/7NqNcR1I9zH4o6ALlOCBHmmMV2czxf1+feLKU0CSEigHnAeNSwpxOnTRHF\n7ATIA6JKPe+v9kc5tv3Dcc0Xf70+nP8oKaXNqbAuhHgb+FtKeYBK2O/XjsQNQ4AXhBC/AylAOsW0\nuaSUecAK1FFNNuoFieO3P/SUdWd/BrBJSpkmpTShri1cSv2x38lDwJfFHufgX/a7s/02IAloBjQF\negshrqCenHsp5T7UcOJSVCe4AfVz1bn9QogmwHJUZYpvUWPzTpw25VDyJhUBZOIH146P9heneGV3\nvbFfCBEkhJiDOrByrvtU2P765kjuAPpJKW9CHcn/DgjgLyFEgCO+2h3Yghq+uMOx3+3AajfHq23c\n2f830F4IEetYJLsK2E39sd/ZrCxQSnmy2LZ/odoN/mG/O9szgXxHaKgI9QsTRT0590KIOCBCSnkt\naly7Caq46Vrq8Nw71j5+BZ6RUs50PL1VCHGd4+/bHDZtQg1PBzrWqy6mftlfnOIj/jq99ito/8+o\nyRujpJROZ1hh+/0+a6sU+4HlQggTsEJKuRTAnTaXEOIIMFMIsRq1/0k/94esVTzZ/zzwG+qo5jsp\n5R4hxGHqif1AMupaQ3E+xb/s93TuNwsh1qPGutdIKZcJIf7Cv2wHz/ZfIoTYiGrnOCmlIoSo63P/\nPBANvCSEeBn1un4S+NAx2NsL/M9h6xTUjKcA1MXgovpif6l9is9I6oX9Qoh/o661GYUQtzu2e74y\n9mtaWxoaGhoaVaK+hbY0NDQ0NPwMzZFoaGhoaFQJzZFoaGhoaFQJzZFoaGhoaFQJzZFoaGhoaFQJ\nzZFoaGhoaFQJzZFoaFQQIcSHQoh5pZ67WQhxQAgR5mk/DY3zFc2RaGhUnOeAzkKIO8AlWPkJMNgh\nc6OhcUGhFSRqaFQCIcSNwDSgLfAqoEgpxzp6iLwLBANpwCNSyuNCiB7A/zmejwbGOnqfzEaVZWkF\nPF1MLUBDo96gzUg0NCqBlPIPVD2jr1BltscLIQKBqUAfKeXlwIeOx6AK4g10PD+Skj0ezkgp22lO\nRKO+Ut+0tjQ0/ImxqD0d7pJSFgq1W2RLYJGjTw6oMxBQ9YrudDRjuwq1/4mTDWho1GO0GYmGRiVx\ndOLMBI46ntKrT8vOUsrLgM6ovWZAVbTtDGwEJlFSLTa/VgzW0KghNEeioVE1ijuEPUCSEKKb4/EI\nYLajp3cz4L9Syl9R2+Lqa9dMDY2aQ3MkGhpVw5WtIqUsAPoAHwghtgEPAMOklGmova/3CCG2oC62\nRwghgigpP66hUS/RsrY0NDQ0NKqENiPR0NDQ0KgSmiPR0NDQ0KgSmiPR0NDQ0KgSmiPR0NDQ0KgS\nmiPR0NDQ0KgSmiPR0NDQ0KgSmiPR0NDQ0KgSmiPR0NDQ0KgS/w/2EFtZYbkY2wAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x145f5b490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14622a850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Define a couple moving averages\n",
    "y_av = movingaverage(goalDiff[\"Lv1\"], 5)\n",
    "y2_av = movingaverage(goalDiff[\"1vL\"], 5)\n",
    "y3_av = movingaverage(goalDiff[\"SameDiv\"], 5)\n",
    "\n",
    "initYear = 1950\n",
    "diff = 2015 - initYear\n",
    "\n",
    "fig = sns.plt.figure()\n",
    "sns.plt.figure(1)\n",
    "sns.color_palette(\"hls\", 8)\n",
    "#Plot the data\n",
    "sns.plt.plot(goalDiff[\"Lv1\"].loc[initYear:],'.-' ,color = sns.xkcd_rgb[\"windows blue\"],linewidth = 0.5)\n",
    "sns.plt.plot(goalDiff[\"1vL\"].loc[initYear:],'.-',color = sns.xkcd_rgb[\"grey\"], linewidth = 0.5)\n",
    "sns.plt.plot(goalDiff[\"SameDiv\"].loc[initYear:],'.-',color = sns.xkcd_rgb[\"pale red\"], linewidth = 0.5)\n",
    "sns.plt.plot(goalDiff.index[-diff:-5],y_av[-diff:-5],'-',color = 'b',linewidth = 2)\n",
    "sns.plt.plot(goalDiff.index[-diff:-5],y2_av[-diff:-5],'-',color ='black',linewidth = 2)\n",
    "sns.plt.plot(goalDiff.index[-diff:-5],y3_av[-diff:-5],'-',color ='r',linewidth = 2)\n",
    "#Fiddle with the axes\n",
    "sns.plt.xlabel(\"Year\")\n",
    "sns.plt.ylabel(\"Goal difference (Lower Div- 1st Div)\")\n",
    "sns.plt.legend([\"Lower Div vs. 1st div \",\"1st Div vs. Lower Div\", \"Baseline Home Goal Diff\"], loc = 1)\n",
    "sns.plt.ylim([-2.5,2])\n",
    "fig.savefig(\"figures/goaldiff.pdf\")\n",
    "fig = sns.plt.figure()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Composition of later rounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/amaharaj/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  app.launch_new_instance()\n",
      "/Users/amaharaj/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/Users/amaharaj/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "#Count number of 1st, second and third+ division teams in each game\n",
    "facup_unique = facup2[facup2['tie'] == 'initial' ]\n",
    "facup_unique['count_1'] = (facup_unique['home_tier'] ==1).astype(int) + (facup_unique['visitor_tier'] ==1).astype(int)\n",
    "facup_unique['count_2'] = (facup_unique['home_tier'] ==2).astype(int) + (facup_unique['visitor_tier'] ==2).astype(int)\n",
    "facup_unique['count_3'] = (facup_unique['home_tier'] >2).astype(int) + (facup_unique['visitor_tier'] >2).astype(int)\n",
    "\n",
    "#Now create a pivot table which summarizes the data\n",
    "ans=pd.pivot_table(facup_unique, values=['count_1','count_2','count_3'], index=['Season'], columns=['round'], aggfunc=np.sum)\n",
    "ans = ans.loc[1950:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\ncnR4cmVmCjE2NDgxCiUlRU9GCg==\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABXsAAANDCAYAAAD8UcxgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCIIgCIIgCIIFgP8HT+lNWMvurJ8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1469abb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x148f9c990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Set general plot properties\n",
    "#sns.set_style(\"white\")\n",
    "\n",
    "sizes = {'4': 32, '5' :16, '6': 8, 's':4, 'f':2 }\n",
    "mRound = '5'\n",
    "fig = sns.plt.figure(figsize=(24, sizes[mRound]))\n",
    "sns.plt.figure(1)\n",
    "#sns.set_context({\"figure.figsize\": (24, sizes[mRound])})\n",
    "#Plot 1 - background - \"total\" (top) series\n",
    "sns.barplot(x = ans.index, y = ans['count_1'][mRound] + ans['count_2'][mRound] + ans['count_3'][mRound] , color = sns.xkcd_rgb[\"light grey\"])\n",
    "\n",
    "#Plot 2 - overlay - \"middle\" series\n",
    "middle_plot = sns.barplot(x = ans.index, y = ans['count_2'][mRound] + ans['count_3'][mRound] ,color = sns.xkcd_rgb[\"windows blue\"])\n",
    "\n",
    "#Plot 3 - overlay - \"bottom\" series\n",
    "bottom_plot = sns.barplot(x = ans.index, y = ans['count_3'][mRound] ,color = sns.xkcd_rgb[\"amber\"])\n",
    "\n",
    "\n",
    "\n",
    "topbar = plt.Rectangle((0,0),1,1,fc=sns.xkcd_rgb[\"greyish\"], edgecolor = 'none')\n",
    "middlebar = plt.Rectangle((0,0),1,1,fc=sns.xkcd_rgb[\"windows blue\"],  edgecolor = 'none')\n",
    "bottombar = plt.Rectangle((0,0),1,1,fc=sns.xkcd_rgb[\"amber\"],  edgecolor = 'none')\n",
    "\n",
    "\n",
    "l = plt.legend([bottombar, middlebar, topbar], ['3rd Division', '2nd Divison', '1st Division'], loc=1, ncol = 2, prop={'size':16})\n",
    "l.draw_frame(False)\n",
    "\n",
    "#Optional code - Make plot look nicer\n",
    "sns.despine(left=True)\n",
    "bottom_plot.set_ylabel(\"Number of teams\")\n",
    "bottom_plot.set_xlabel(\"Year\")\n",
    "\n",
    "bottom_plot.set(yticks=range(0,sizes[mRound]+1))\n",
    "\n",
    "\n",
    "for item in bottom_plot.get_xticklabels():\n",
    "    item.set_rotation(60)\n",
    "\n",
    "#Set fonts to consistent 16pt size\n",
    "for item in ([bottom_plot.xaxis.label, bottom_plot.yaxis.label] +\n",
    "             bottom_plot.get_xticklabels() + bottom_plot.get_yticklabels()):\n",
    "    item.set_fontsize(16)\n",
    "    \n",
    "plt.gcf().subplots_adjust(bottom=0.25)\n",
    "fig.savefig(\"figures/5th_round.pdf\")\n",
    "fig = sns.plt.figure()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# View a team's performance over the years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 412,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+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\nIDEgMCBSIC9TaXplIDQyID4+CnN0YXJ0eHJlZgoyMDg5NQolJUVPRgo=\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJUAAAFXCAYAAAAbLH/GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x135cbe7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "team = 'Arsenal'\n",
    "thisTeam = facup2[((facup2['home'] == team) | (facup2['visitor']== team ))]\n",
    "thisTeam = thisTeam.drop(['upset','interdiv','LtierGoalDiff','lowerDivCount'], axis=1)\n",
    "thisTeam = thisTeam.replace(to_replace = 's', value = 7)\n",
    "thisTeam = thisTeam.replace(to_replace = 'f', value = 8)\n",
    "thisTeam['round'] = pd.to_numeric(thisTeam['round'], errors='coerce')\n",
    "thisTeam['Season'] = pd.to_numeric(thisTeam['Season'], errors='coerce')\n",
    "progress = thisTeam.groupby(['Season']).max()\n",
    "progress=progress.reset_index()\n",
    "\n",
    "\n",
    "\n",
    "labels = []\n",
    "for i in progress['Season']:\n",
    "    if i%10 ==0 :\n",
    "        labels.append(i)\n",
    "    else:\n",
    "        labels.append('')\n",
    "    \n",
    "\n",
    "sns.plt.figure(figsize=(20,5))\n",
    "g=sns.barplot(x=progress['Season'],y=progress['round'])\n",
    "g.set(yticklabels=['','1st','2nd','3rd','4th','5th','6th','SF','F'])\n",
    "for item in g.get_xticklabels():\n",
    "    item.set_rotation(60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1]"
      ]
     },
     "execution_count": 382,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "range(0,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}