Manchester United EPL Data Story & Winning Steak.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f69d7921",
   "metadata": {},
   "outputs": [],
   "source": [
    "from csv import reader\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "df07cf09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['\\ufeffDiv',\n",
       "  'Date',\n",
       "  'HomeTeam',\n",
       "  'AwayTeam',\n",
       "  'FTHG',\n",
       "  'FTAG',\n",
       "  'FTR',\n",
       "  'HTHG',\n",
       "  'HTAG',\n",
       "  'HTR',\n",
       "  'Season'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'Arsenal',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'Aston Villa',\n",
       "  'QPR',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'Chelsea',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'Liverpool',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '14/08/93', 'Man City', 'Leeds', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'Newcastle',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '14/08/93', 'Oldham', 'Ipswich', '0', '3', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'Sheffield United',\n",
       "  'Swindon',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'Southampton',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '14/08/93',\n",
       "  'West Ham',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/08/93',\n",
       "  'Norwich',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/08/93',\n",
       "  'Tottenham',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '17/08/93',\n",
       "  'Everton',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '17/08/93',\n",
       "  'Ipswich',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '17/08/93', 'Leeds', 'West Ham', '1', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '17/08/93',\n",
       "  'Wimbledon',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/08/93',\n",
       "  'Blackburn',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/08/93',\n",
       "  'Coventry',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/08/93',\n",
       "  'Man United',\n",
       "  'Sheffield United',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '18/08/93', 'QPR', 'Liverpool', '1', '3', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '18/08/93',\n",
       "  'Sheffield Weds',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '18/08/93', 'Swindon', 'Oldham', '0', '1', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Blackburn',\n",
       "  'Oldham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Coventry',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Everton',\n",
       "  'Sheffield United',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Ipswich',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '21/08/93', 'Leeds', 'Norwich', '0', '4', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Man United',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'QPR',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Sheffield Weds',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Tottenham',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/08/93',\n",
       "  'Wimbledon',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/08/93',\n",
       "  'Swindon',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '5',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/08/93',\n",
       "  'Aston Villa',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '24/08/93', 'Arsenal', 'Leeds', '2', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '24/08/93',\n",
       "  'Man City',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/08/93',\n",
       "  'Oldham',\n",
       "  'Coventry',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/08/93',\n",
       "  'Sheffield United',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '25/08/93', 'Chelsea', 'QPR', '2', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '25/08/93',\n",
       "  'Liverpool',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/08/93',\n",
       "  'Newcastle',\n",
       "  'Everton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/08/93',\n",
       "  'Norwich',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/08/93',\n",
       "  'Southampton',\n",
       "  'Swindon',\n",
       "  '5',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/08/93',\n",
       "  'West Ham',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/08/93',\n",
       "  'Man City',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Arsenal',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Aston Villa',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Chelsea',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Liverpool',\n",
       "  'Leeds',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Norwich',\n",
       "  'Swindon',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Oldham',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Sheffield United',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/08/93',\n",
       "  'Southampton',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '28/08/93', 'West Ham', 'QPR', '0', '4', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '29/08/93',\n",
       "  'Newcastle',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '30/08/93', 'Leeds', 'Oldham', '1', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '31/08/93',\n",
       "  'Everton',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '31/08/93',\n",
       "  'Ipswich',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '31/08/93',\n",
       "  'Wimbledon',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/9/1993',\n",
       "  'Blackburn',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/9/1993',\n",
       "  'Coventry',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/9/1993',\n",
       "  'Man United',\n",
       "  'West Ham',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/9/1993',\n",
       "  'QPR',\n",
       "  'Sheffield United',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/9/1993',\n",
       "  'Sheffield Weds',\n",
       "  'Norwich',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/9/1993',\n",
       "  'Swindon',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/9/1993',\n",
       "  'Tottenham',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'Arsenal',\n",
       "  'Ipswich',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'Aston Villa',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'Chelsea',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '11/9/1993', 'Man City', 'QPR', '3', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'Norwich',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'Oldham',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'Sheffield United',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'Southampton',\n",
       "  'Leeds',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/9/1993',\n",
       "  'West Ham',\n",
       "  'Swindon',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/9/1993',\n",
       "  'Liverpool',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '13/09/93',\n",
       "  'Newcastle',\n",
       "  'Sheffield Weds',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Blackburn',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Coventry',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Everton',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Ipswich',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Leeds',\n",
       "  'Sheffield United',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '18/09/93', 'QPR', 'Norwich', '2', '2', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Sheffield Weds',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Swindon',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/09/93',\n",
       "  'Tottenham',\n",
       "  'Oldham',\n",
       "  '5',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/09/93',\n",
       "  'Man United',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/09/93',\n",
       "  'Wimbledon',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Arsenal',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Blackburn',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Chelsea',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '25/09/93', 'Coventry', 'Leeds', '0', '2', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Everton',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '5',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Man United',\n",
       "  'Swindon',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Newcastle',\n",
       "  'West Ham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Oldham',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/09/93',\n",
       "  'Sheffield United',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/09/93',\n",
       "  'Ipswich',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '27/09/93', 'Wimbledon', 'QPR', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'Aston Villa',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'Leeds',\n",
       "  'Wimbledon',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'Liverpool',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'Norwich',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '2/10/1993', 'QPR', 'Ipswich', '3', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'Sheffield Weds',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'Southampton',\n",
       "  'Sheffield United',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'Swindon',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/10/1993',\n",
       "  'West Ham',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '3/10/1993',\n",
       "  'Tottenham',\n",
       "  'Everton',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/10/1993',\n",
       "  'Man City',\n",
       "  'Oldham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'Arsenal',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'Chelsea',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'Coventry',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'Liverpool',\n",
       "  'Oldham',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'Man United',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '16/10/93', 'Newcastle', 'QPR', '1', '2', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'Sheffield Weds',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'Swindon',\n",
       "  'Everton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/10/93',\n",
       "  'West Ham',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '17/10/93', 'Ipswich', 'Leeds', '0', '0', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '18/10/93',\n",
       "  'Blackburn',\n",
       "  'Sheffield United',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/10/93',\n",
       "  'Aston Villa',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/10/93',\n",
       "  'Everton',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/10/93',\n",
       "  'Leeds',\n",
       "  'Blackburn',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/10/93',\n",
       "  'Man City',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/10/93',\n",
       "  'Norwich',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '23/10/93', 'Oldham', 'Arsenal', '0', '0', 'D', '', '', '', '1993-94'],\n",
       " ['E0', '23/10/93', 'QPR', 'Coventry', '5', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '23/10/93',\n",
       "  'Sheffield United',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/10/93',\n",
       "  'Tottenham',\n",
       "  'Swindon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/10/93',\n",
       "  'Southampton',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '25/10/93',\n",
       "  'Wimbledon',\n",
       "  'Ipswich',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/10/93',\n",
       "  'Arsenal',\n",
       "  'Norwich',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/10/93',\n",
       "  'Blackburn',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '30/10/93', 'Chelsea', 'Oldham', '0', '1', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '30/10/93',\n",
       "  'Ipswich',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/10/93',\n",
       "  'Liverpool',\n",
       "  'Southampton',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '30/10/93', 'Man United', 'QPR', '2', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '30/10/93',\n",
       "  'Newcastle',\n",
       "  'Wimbledon',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/10/93',\n",
       "  'Sheffield Weds',\n",
       "  'Leeds',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/10/93',\n",
       "  'Swindon',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '31/10/93',\n",
       "  'Coventry',\n",
       "  'Sheffield United',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/11/1993',\n",
       "  'West Ham',\n",
       "  'Man City',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/11/1993',\n",
       "  'Arsenal',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/11/1993',\n",
       "  'Coventry',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/11/1993',\n",
       "  'Ipswich',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '6/11/1993', 'Leeds', 'Chelsea', '4', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '6/11/1993',\n",
       "  'Liverpool',\n",
       "  'West Ham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '6/11/1993', 'QPR', 'Blackburn', '1', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '6/11/1993',\n",
       "  'Sheffield United',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/11/1993',\n",
       "  'Southampton',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/11/1993',\n",
       "  'Wimbledon',\n",
       "  'Swindon',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/11/1993',\n",
       "  'Man City',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '8/11/1993',\n",
       "  'Oldham',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Aston Villa',\n",
       "  'Sheffield United',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Blackburn',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Chelsea',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '20/11/93', 'Everton', 'QPR', '0', '3', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Man United',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Norwich',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Sheffield Weds',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Swindon',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'Tottenham',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/11/93',\n",
       "  'West Ham',\n",
       "  'Oldham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/11/93',\n",
       "  'Newcastle',\n",
       "  'Liverpool',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/11/93',\n",
       "  'Chelsea',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/11/93',\n",
       "  'Blackburn',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '23/11/93', 'Everton', 'Leeds', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '24/11/93',\n",
       "  'Aston Villa',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/11/93',\n",
       "  'Man United',\n",
       "  'Ipswich',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/11/93',\n",
       "  'Newcastle',\n",
       "  'Sheffield United',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/11/93',\n",
       "  'Sheffield Weds',\n",
       "  'Oldham',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '24/11/93', 'Swindon', 'QPR', '1', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '24/11/93',\n",
       "  'Tottenham',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/11/93',\n",
       "  'West Ham',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/11/93',\n",
       "  'Arsenal',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/11/93',\n",
       "  'Coventry',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/11/93',\n",
       "  'Ipswich',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '27/11/93', 'Leeds', 'Swindon', '3', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '27/11/93',\n",
       "  'Man City',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '27/11/93', 'Oldham', 'Norwich', '2', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0', '27/11/93', 'QPR', 'Tottenham', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '27/11/93',\n",
       "  'Sheffield United',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/11/93',\n",
       "  'Wimbledon',\n",
       "  'Everton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/11/93',\n",
       "  'Liverpool',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/11/93',\n",
       "  'Southampton',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Coventry',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Everton',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Ipswich',\n",
       "  'Oldham',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Leeds',\n",
       "  'Man City',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Man United',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'QPR',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Sheffield Weds',\n",
       "  'Liverpool',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Swindon',\n",
       "  'Sheffield United',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Tottenham',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/12/1993',\n",
       "  'Wimbledon',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/12/1993',\n",
       "  'Blackburn',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/12/1993',\n",
       "  'Arsenal',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/12/1993',\n",
       "  'Oldham',\n",
       "  'Swindon',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/12/1993',\n",
       "  'Sheffield United',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '8/12/1993',\n",
       "  'Aston Villa',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '8/12/1993', 'Liverpool', 'QPR', '3', '2', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '8/12/1993',\n",
       "  'Man City',\n",
       "  'Everton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '8/12/1993',\n",
       "  'Southampton',\n",
       "  'Ipswich',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '8/12/1993',\n",
       "  'West Ham',\n",
       "  'Leeds',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Aston Villa',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Chelsea',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Liverpool',\n",
       "  'Swindon',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Man City',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Newcastle',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Oldham',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Sheffield United',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'Southampton',\n",
       "  'QPR',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/12/1993',\n",
       "  'West Ham',\n",
       "  'Coventry',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/12/1993',\n",
       "  'Arsenal',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '13/12/93', 'Norwich', 'Leeds', '2', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Blackburn',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Coventry',\n",
       "  'Oldham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Everton',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Ipswich',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '18/12/93', 'Leeds', 'Arsenal', '2', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Sheffield Weds',\n",
       "  'West Ham',\n",
       "  '5',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Swindon',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Tottenham',\n",
       "  'Liverpool',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '18/12/93',\n",
       "  'Wimbledon',\n",
       "  'Sheffield United',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/12/93',\n",
       "  'Man United',\n",
       "  'Aston Villa',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/12/93',\n",
       "  'Newcastle',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/12/93',\n",
       "  'Man United',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/12/93',\n",
       "  'Sheffield United',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/12/93',\n",
       "  'Wimbledon',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/12/93',\n",
       "  'Everton',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/12/93',\n",
       "  'Ipswich',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '27/12/93', 'QPR', 'Oldham', '2', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '27/12/93',\n",
       "  'Southampton',\n",
       "  'Chelsea',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/12/93',\n",
       "  'Swindon',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/12/93',\n",
       "  'Tottenham',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/12/93',\n",
       "  'Chelsea',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/12/93',\n",
       "  'Liverpool',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/12/93',\n",
       "  'Man City',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/12/93',\n",
       "  'West Ham',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/12/93',\n",
       "  'Arsenal',\n",
       "  'Sheffield United',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/12/93',\n",
       "  'Blackburn',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '29/12/93', 'Leeds', 'QPR', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '29/12/93',\n",
       "  'Norwich',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/12/93',\n",
       "  'Oldham',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '5',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/12/93',\n",
       "  'Sheffield Weds',\n",
       "  'Swindon',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Aston Villa',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Everton',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Ipswich',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Man United',\n",
       "  'Leeds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Newcastle',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'QPR',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Sheffield United',\n",
       "  'Oldham',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Southampton',\n",
       "  'Norwich',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Swindon',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Tottenham',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/1/1994',\n",
       "  'Wimbledon',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '3/1/1994', 'Arsenal', 'QPR', '0', '0', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '3/1/1994',\n",
       "  'Chelsea',\n",
       "  'Everton',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '3/1/1994',\n",
       "  'Coventry',\n",
       "  'Swindon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '3/1/1994',\n",
       "  'Sheffield Weds',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '3/1/1994',\n",
       "  'West Ham',\n",
       "  'Sheffield United',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/1/1994',\n",
       "  'Liverpool',\n",
       "  'Man United',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/1/1994',\n",
       "  'Norwich',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Aston Villa',\n",
       "  'West Ham',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Everton',\n",
       "  'Swindon',\n",
       "  '6',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '15/01/94', 'Leeds', 'Ipswich', '0', '0', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Man City',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Norwich',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Oldham',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Sheffield United',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Southampton',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Tottenham',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '15/01/94',\n",
       "  'Wimbledon',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '16/01/94', 'QPR', 'Newcastle', '1', '2', 'A', '', '', '', '1993-94'],\n",
       " ['E0', '22/01/94', 'Arsenal', 'Oldham', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '22/01/94',\n",
       "  'Chelsea',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '22/01/94', 'Coventry', 'QPR', '0', '1', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '22/01/94',\n",
       "  'Ipswich',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/01/94',\n",
       "  'Liverpool',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/01/94',\n",
       "  'Man United',\n",
       "  'Everton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/01/94',\n",
       "  'Newcastle',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/01/94',\n",
       "  'Sheffield Weds',\n",
       "  'Sheffield United',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/01/94',\n",
       "  'Swindon',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/01/94',\n",
       "  'Blackburn',\n",
       "  'Leeds',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '24/01/94',\n",
       "  'West Ham',\n",
       "  'Norwich',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/2/1994',\n",
       "  'Coventry',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/2/1994',\n",
       "  'Blackburn',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/2/1994',\n",
       "  'Everton',\n",
       "  'Chelsea',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/2/1994',\n",
       "  'Man City',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/2/1994',\n",
       "  'Norwich',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/2/1994',\n",
       "  'Oldham',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '5/2/1994', 'QPR', 'Man United', '2', '3', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '5/2/1994',\n",
       "  'Swindon',\n",
       "  'Coventry',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/2/1994',\n",
       "  'Tottenham',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/2/1994',\n",
       "  'Aston Villa',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/2/1994',\n",
       "  'Aston Villa',\n",
       "  'Swindon',\n",
       "  '5',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/2/1994',\n",
       "  'Everton',\n",
       "  'Ipswich',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/2/1994',\n",
       "  'Man City',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/2/1994',\n",
       "  'Oldham',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/2/1994',\n",
       "  'Sheffield United',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/2/1994',\n",
       "  'Tottenham',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/2/1994',\n",
       "  'Wimbledon',\n",
       "  'Newcastle',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '13/02/94',\n",
       "  'Norwich',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '14/02/94',\n",
       "  'Southampton',\n",
       "  'Liverpool',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/02/94',\n",
       "  'Blackburn',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/02/94',\n",
       "  'Coventry',\n",
       "  'Man City',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/02/94',\n",
       "  'Everton',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/02/94',\n",
       "  'Leeds',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/02/94',\n",
       "  'Swindon',\n",
       "  'Norwich',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/02/94',\n",
       "  'Aston Villa',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/02/94',\n",
       "  'Norwich',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/02/94',\n",
       "  'Newcastle',\n",
       "  'Coventry',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/02/94',\n",
       "  'Arsenal',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/02/94',\n",
       "  'Ipswich',\n",
       "  'Sheffield United',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/02/94',\n",
       "  'Liverpool',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/02/94',\n",
       "  'Man City',\n",
       "  'Swindon',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/02/94',\n",
       "  'Norwich',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/02/94',\n",
       "  'Southampton',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/02/94',\n",
       "  'West Ham',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/02/94',\n",
       "  'Chelsea',\n",
       "  'Tottenham',\n",
       "  '4',\n",
       "  '3',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '28/02/94', 'Oldham', 'Leeds', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '2/3/1994',\n",
       "  'Tottenham',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Blackburn',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '5/3/1994', 'Everton', 'Oldham', '2', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Ipswich',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '5',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Leeds',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Man United',\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '5/3/1994', 'QPR', 'Man City', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Sheffield Weds',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Swindon',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Tottenham',\n",
       "  'Sheffield United',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/3/1994',\n",
       "  'Wimbledon',\n",
       "  'Norwich',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '6/3/1994',\n",
       "  'Coventry',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/3/1994',\n",
       "  'Aston Villa',\n",
       "  'Ipswich',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/3/1994',\n",
       "  'Man City',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '12/3/1994',\n",
       "  'Newcastle',\n",
       "  'Swindon',\n",
       "  '7',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '12/3/1994', 'Norwich', 'QPR', '3', '4', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '12/3/1994',\n",
       "  'Southampton',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '13/03/94',\n",
       "  'Liverpool',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '13/03/94',\n",
       "  'Sheffield United',\n",
       "  'Leeds',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/03/94',\n",
       "  'Chelsea',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/03/94',\n",
       "  'Leeds',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/03/94',\n",
       "  'Man United',\n",
       "  'Sheffield Weds',\n",
       "  '5',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/03/94',\n",
       "  'Sheffield United',\n",
       "  'QPR',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/03/94',\n",
       "  'Aston Villa',\n",
       "  'Oldham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '19/03/94', 'Leeds', 'Coventry', '1', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '19/03/94',\n",
       "  'Liverpool',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/03/94',\n",
       "  'Man City',\n",
       "  'Sheffield United',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '19/03/94', 'QPR', 'Wimbledon', '1', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '19/03/94',\n",
       "  'Southampton',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/03/94',\n",
       "  'Swindon',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/03/94',\n",
       "  'Tottenham',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/03/94',\n",
       "  'West Ham',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/03/94',\n",
       "  'Sheffield Weds',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '21/03/94',\n",
       "  'Norwich',\n",
       "  'Everton',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/03/94',\n",
       "  'Arsenal',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '22/03/94',\n",
       "  'Newcastle',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/03/94',\n",
       "  'Arsenal',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/03/94',\n",
       "  'Blackburn',\n",
       "  'Swindon',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/03/94',\n",
       "  'Chelsea',\n",
       "  'West Ham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/03/94',\n",
       "  'Coventry',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/03/94',\n",
       "  'Everton',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '26/03/94', 'Ipswich', 'QPR', '1', '3', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '26/03/94',\n",
       "  'Oldham',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '26/03/94',\n",
       "  'Sheffield United',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/03/94',\n",
       "  'Wimbledon',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '28/03/94',\n",
       "  'Sheffield United',\n",
       "  'West Ham',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/03/94',\n",
       "  'Ipswich',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/03/94',\n",
       "  'Newcastle',\n",
       "  'Norwich',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '29/03/94',\n",
       "  'Wimbledon',\n",
       "  'Blackburn',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/03/94',\n",
       "  'Aston Villa',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/03/94',\n",
       "  'Man United',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/03/94',\n",
       "  'Sheffield Weds',\n",
       "  'Chelsea',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/03/94',\n",
       "  'Southampton',\n",
       "  'Oldham',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/4/1994',\n",
       "  'Leeds',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Arsenal',\n",
       "  'Swindon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Blackburn',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Chelsea',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Coventry',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Liverpool',\n",
       "  'Sheffield United',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Man City',\n",
       "  'Aston Villa',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Norwich',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '2/4/1994', 'Oldham', 'QPR', '4', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'Sheffield Weds',\n",
       "  'Everton',\n",
       "  '5',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/4/1994',\n",
       "  'West Ham',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Aston Villa',\n",
       "  'Norwich',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Everton',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Ipswich',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Man United',\n",
       "  'Oldham',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Newcastle',\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '4/4/1994', 'QPR', 'Leeds', '0', '4', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Sheffield United',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Southampton',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Swindon',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Tottenham',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/4/1994',\n",
       "  'Wimbledon',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '9/4/1994',\n",
       "  'Coventry',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '9/4/1994',\n",
       "  'Liverpool',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '9/4/1994',\n",
       "  'Man City',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '9/4/1994',\n",
       "  'Norwich',\n",
       "  'Southampton',\n",
       "  '4',\n",
       "  '5',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '9/4/1994',\n",
       "  'Sheffield Weds',\n",
       "  'QPR',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '9/4/1994',\n",
       "  'West Ham',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '11/4/1994',\n",
       "  'Blackburn',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '13/04/94', 'QPR', 'Chelsea', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Arsenal',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Coventry',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Ipswich',\n",
       "  'Swindon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Liverpool',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Man City',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Oldham',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '16/04/94', 'QPR', 'Everton', '2', '1', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Sheffield United',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Southampton',\n",
       "  'Blackburn',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '16/04/94',\n",
       "  'Wimbledon',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '17/04/94',\n",
       "  'Leeds',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '19/04/94',\n",
       "  'Arsenal',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Aston Villa',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '23/04/94', 'Chelsea', 'Leeds', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Everton',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Man United',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Newcastle',\n",
       "  'Oldham',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Norwich',\n",
       "  'Sheffield United',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Sheffield Weds',\n",
       "  'Ipswich',\n",
       "  '5',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Swindon',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'Tottenham',\n",
       "  'Southampton',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '23/04/94',\n",
       "  'West Ham',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '24/04/94', 'Blackburn', 'QPR', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '26/04/94',\n",
       "  'Wimbledon',\n",
       "  'Oldham',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/04/94',\n",
       "  'Chelsea',\n",
       "  'Swindon',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/04/94',\n",
       "  'Leeds',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '27/04/94',\n",
       "  'Newcastle',\n",
       "  'Aston Villa',\n",
       "  '5',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '27/04/94', 'QPR', 'Arsenal', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '27/04/94',\n",
       "  'West Ham',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/04/94',\n",
       "  'Arsenal',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '30/04/94', 'Leeds', 'Everton', '3', '0', 'H', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '30/04/94',\n",
       "  'Liverpool',\n",
       "  'Norwich',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/04/94',\n",
       "  'Man City',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/04/94',\n",
       "  'Oldham',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '30/04/94', 'QPR', 'Swindon', '1', '3', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '30/04/94',\n",
       "  'Sheffield United',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/04/94',\n",
       "  'Southampton',\n",
       "  'Aston Villa',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '30/04/94',\n",
       "  'Wimbledon',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '1/5/1994',\n",
       "  'Ipswich',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '2/5/1994',\n",
       "  'Coventry',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '3/5/1994',\n",
       "  'Leeds',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '3/5/1994',\n",
       "  'Oldham',\n",
       "  'Sheffield United',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '3/5/1994', 'QPR', 'West Ham', '0', '0', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '4/5/1994',\n",
       "  'Chelsea',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '4/5/1994',\n",
       "  'Man United',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '5/5/1994',\n",
       "  'Oldham',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/5/1994',\n",
       "  'Aston Villa',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/5/1994',\n",
       "  'Blackburn',\n",
       "  'Ipswich',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/5/1994',\n",
       "  'Chelsea',\n",
       "  'Sheffield United',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/5/1994',\n",
       "  'Everton',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '7/5/1994',\n",
       "  'Newcastle',\n",
       "  'Arsenal',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '7/5/1994', 'Norwich', 'Oldham', '1', '1', 'D', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '7/5/1994',\n",
       "  'Sheffield Weds',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0', '7/5/1994', 'Swindon', 'Leeds', '0', '5', 'A', '', '', '', '1993-94'],\n",
       " ['E0', '7/5/1994', 'Tottenham', 'QPR', '1', '2', 'A', '', '', '', '1993-94'],\n",
       " ['E0',\n",
       "  '7/5/1994',\n",
       "  'West Ham',\n",
       "  'Southampton',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '8/5/1994',\n",
       "  'Man United',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1993-94'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Arsenal',\n",
       "  'Man City',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Chelsea',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Coventry',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Crystal Palace',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '6',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Everton',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Ipswich',\n",
       "  \"Nott'm Forest\",\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '20/08/94', 'Man United', 'QPR', '2', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Sheffield Weds',\n",
       "  'Tottenham',\n",
       "  '3',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/08/94',\n",
       "  'Southampton',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '20/08/94', 'West Ham', 'Leeds', '0', '0', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '21/08/94',\n",
       "  'Leicester',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/08/94',\n",
       "  \"Nott'm Forest\",\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '23/08/94',\n",
       "  'Blackburn',\n",
       "  'Leicester',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '23/08/94', 'Leeds', 'Arsenal', '1', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '23/08/94',\n",
       "  'Wimbledon',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/08/94',\n",
       "  'Aston Villa',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/08/94',\n",
       "  'Man City',\n",
       "  'West Ham',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/08/94',\n",
       "  'Newcastle',\n",
       "  'Coventry',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/08/94',\n",
       "  'Norwich',\n",
       "  'Crystal Palace',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/08/94',\n",
       "  'QPR',\n",
       "  'Sheffield Weds',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/08/94',\n",
       "  'Tottenham',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  'Aston Villa',\n",
       "  'Crystal Palace',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  'Blackburn',\n",
       "  'Coventry',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '27/08/94', 'Leeds', 'Chelsea', '2', '3', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  'Man City',\n",
       "  'Everton',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  'Newcastle',\n",
       "  'Southampton',\n",
       "  '5',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  'Norwich',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  \"Nott'm Forest\",\n",
       "  'Leicester',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '27/08/94', 'QPR', 'Ipswich', '1', '2', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  'Tottenham',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/08/94',\n",
       "  'Wimbledon',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/08/94',\n",
       "  'Liverpool',\n",
       "  'Arsenal',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/08/94',\n",
       "  'Coventry',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '30/08/94',\n",
       "  'Crystal Palace',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '30/08/94',\n",
       "  'Everton',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '30/08/94',\n",
       "  'Ipswich',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/08/94',\n",
       "  'Arsenal',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/08/94',\n",
       "  'Chelsea',\n",
       "  'Man City',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '31/08/94', 'Leicester', 'QPR', '1', '1', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '31/08/94',\n",
       "  'Man United',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/08/94',\n",
       "  'Sheffield Weds',\n",
       "  'Norwich',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/08/94',\n",
       "  'Southampton',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/08/94',\n",
       "  'West Ham',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  'Aston Villa',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  'Blackburn',\n",
       "  'Everton',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  'Liverpool',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  'Man City',\n",
       "  'Crystal Palace',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  'Newcastle',\n",
       "  'Chelsea',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  'Norwich',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  \"Nott'm Forest\",\n",
       "  'Sheffield Weds',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '10/9/1994', 'QPR', 'Coventry', '2', '2', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '10/9/1994',\n",
       "  'Wimbledon',\n",
       "  'Leicester',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/9/1994',\n",
       "  'Leeds',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '12/9/1994',\n",
       "  'Tottenham',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '17/09/94', 'Coventry', 'Leeds', '2', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '17/09/94',\n",
       "  'Crystal Palace',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '17/09/94', 'Everton', 'QPR', '2', '2', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '17/09/94',\n",
       "  'Leicester',\n",
       "  'Tottenham',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/09/94',\n",
       "  'Man United',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/09/94',\n",
       "  'Sheffield Weds',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/09/94',\n",
       "  'Southampton',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/09/94',\n",
       "  'West Ham',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/09/94',\n",
       "  'Arsenal',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/09/94',\n",
       "  'Chelsea',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/09/94',\n",
       "  'Ipswich',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Blackburn',\n",
       "  'Aston Villa',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Coventry',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Crystal Palace',\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Everton',\n",
       "  'Leicester',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Ipswich',\n",
       "  'Man United',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Man City',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Newcastle',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '24/09/94', 'QPR', 'Wimbledon', '0', '1', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '24/09/94',\n",
       "  'Tottenham',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/09/94',\n",
       "  'West Ham',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/09/94',\n",
       "  'Sheffield Weds',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Arsenal',\n",
       "  'Crystal Palace',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Aston Villa',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Leeds',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Liverpool',\n",
       "  'Sheffield Weds',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Man United',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Norwich',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Southampton',\n",
       "  'Ipswich',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/10/1994',\n",
       "  'Wimbledon',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/10/1994',\n",
       "  'Chelsea',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/10/1994',\n",
       "  \"Nott'm Forest\",\n",
       "  'QPR',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/10/1994',\n",
       "  'Leicester',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/10/1994',\n",
       "  'Chelsea',\n",
       "  'Leicester',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/10/1994',\n",
       "  'Liverpool',\n",
       "  'Aston Villa',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/10/1994',\n",
       "  'Man City',\n",
       "  \"Nott'm Forest\",\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '8/10/1994', 'Norwich', 'Leeds', '2', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '8/10/1994',\n",
       "  'Sheffield Weds',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/10/1994',\n",
       "  'Southampton',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '8/10/1994', 'Tottenham', 'QPR', '1', '1', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '8/10/1994',\n",
       "  'West Ham',\n",
       "  'Crystal Palace',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/10/1994',\n",
       "  'Wimbledon',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '9/10/1994',\n",
       "  'Newcastle',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/10/1994',\n",
       "  'Coventry',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Arsenal',\n",
       "  'Chelsea',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Aston Villa',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Blackburn',\n",
       "  'Liverpool',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Crystal Palace',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Everton',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Leeds',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Leicester',\n",
       "  'Southampton',\n",
       "  '4',\n",
       "  '3',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/10/94',\n",
       "  'Man United',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '15/10/94', 'QPR', 'Man City', '1', '2', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '16/10/94',\n",
       "  'Ipswich',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/10/94',\n",
       "  \"Nott'm Forest\",\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/10/94',\n",
       "  'Aston Villa',\n",
       "  \"Nott'm Forest\",\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/10/94',\n",
       "  'Crystal Palace',\n",
       "  'Everton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/10/94',\n",
       "  'Liverpool',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/10/94',\n",
       "  'Man City',\n",
       "  'Tottenham',\n",
       "  '5',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/10/94',\n",
       "  'Newcastle',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '22/10/94', 'Norwich', 'QPR', '4', '2', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '22/10/94',\n",
       "  'West Ham',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '23/10/94',\n",
       "  'Arsenal',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '23/10/94',\n",
       "  'Blackburn',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '23/10/94',\n",
       "  'Chelsea',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/10/94',\n",
       "  'Leeds',\n",
       "  'Leicester',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Coventry',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Everton',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Ipswich',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Leicester',\n",
       "  'Crystal Palace',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Man United',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  \"Nott'm Forest\",\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'QPR',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Sheffield Weds',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Southampton',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/10/94',\n",
       "  'Tottenham',\n",
       "  'West Ham',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '30/10/94',\n",
       "  'Wimbledon',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '31/10/94', 'QPR', 'Liverpool', '2', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '1/11/1994',\n",
       "  'Everton',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '1/11/1994', 'Ipswich', 'Leeds', '2', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '2/11/1994',\n",
       "  'Coventry',\n",
       "  'Crystal Palace',\n",
       "  '1',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/11/1994',\n",
       "  'Sheffield Weds',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/11/1994',\n",
       "  'Southampton',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/11/1994',\n",
       "  'Blackburn',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/11/1994',\n",
       "  'Crystal Palace',\n",
       "  'Ipswich',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/11/1994',\n",
       "  'Leeds',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/11/1994',\n",
       "  'Liverpool',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/11/1994',\n",
       "  'Man City',\n",
       "  'Southampton',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '5/11/1994', 'Newcastle', 'QPR', '2', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '5/11/1994',\n",
       "  'Norwich',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/11/1994',\n",
       "  'West Ham',\n",
       "  'Leicester',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/11/1994',\n",
       "  'Arsenal',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/11/1994',\n",
       "  'Aston Villa',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/11/1994',\n",
       "  'Chelsea',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '7/11/1994',\n",
       "  \"Nott'm Forest\",\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '9/11/1994',\n",
       "  'Liverpool',\n",
       "  'Chelsea',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '9/11/1994',\n",
       "  'Wimbledon',\n",
       "  'Aston Villa',\n",
       "  '4',\n",
       "  '3',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/11/1994',\n",
       "  'Man United',\n",
       "  'Man City',\n",
       "  '5',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  'Coventry',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  'Ipswich',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  'Man United',\n",
       "  'Crystal Palace',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  \"Nott'm Forest\",\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '19/11/94', 'QPR', 'Leeds', '3', '2', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  'Sheffield Weds',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  'Southampton',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  'Tottenham',\n",
       "  'Aston Villa',\n",
       "  '3',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/11/94',\n",
       "  'Wimbledon',\n",
       "  'Newcastle',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/11/94',\n",
       "  'Leicester',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/11/94',\n",
       "  'Everton',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '23/11/94',\n",
       "  'Leicester',\n",
       "  'Arsenal',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '23/11/94',\n",
       "  'Tottenham',\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Arsenal',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '26/11/94', 'Blackburn', 'QPR', '4', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Chelsea',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Crystal Palace',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Leeds',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Liverpool',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Man City',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Newcastle',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'Norwich',\n",
       "  'Leicester',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/11/94',\n",
       "  'West Ham',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/11/94',\n",
       "  'Aston Villa',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Coventry',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Ipswich',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Leicester',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Man United',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  \"Nott'm Forest\",\n",
       "  'Arsenal',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Sheffield Weds',\n",
       "  'Crystal Palace',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Southampton',\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Tottenham',\n",
       "  'Newcastle',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/12/1994',\n",
       "  'Wimbledon',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '4/12/1994', 'Everton', 'Leeds', '3', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0', '4/12/1994', 'QPR', 'West Ham', '2', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'Aston Villa',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'Blackburn',\n",
       "  'Southampton',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'Leeds',\n",
       "  'West Ham',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'Newcastle',\n",
       "  'Leicester',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'Norwich',\n",
       "  'Chelsea',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  \"Nott'm Forest\",\n",
       "  'Ipswich',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'QPR',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'Tottenham',\n",
       "  'Sheffield Weds',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/12/1994',\n",
       "  'Wimbledon',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/12/1994',\n",
       "  'Liverpool',\n",
       "  'Crystal Palace',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '12/12/1994',\n",
       "  'Man City',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '16/12/94',\n",
       "  'Ipswich',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '17/12/94', 'Arsenal', 'Leeds', '1', '3', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '17/12/94',\n",
       "  'Coventry',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/12/94',\n",
       "  'Crystal Palace',\n",
       "  'Norwich',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/12/94',\n",
       "  'Everton',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/12/94',\n",
       "  'Leicester',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/12/94',\n",
       "  'Man United',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/12/94',\n",
       "  'Sheffield Weds',\n",
       "  'QPR',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/12/94',\n",
       "  'West Ham',\n",
       "  'Man City',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/12/94',\n",
       "  'Chelsea',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/12/94',\n",
       "  'Southampton',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Arsenal',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Chelsea',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Coventry',\n",
       "  \"Nott'm Forest\",\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Crystal Palace',\n",
       "  'QPR',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Everton',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Leeds',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Leicester',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Man City',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Norwich',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'Southampton',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/12/94',\n",
       "  'West Ham',\n",
       "  'Ipswich',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/12/94',\n",
       "  \"Nott'm Forest\",\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '27/12/94',\n",
       "  'Tottenham',\n",
       "  'Crystal Palace',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/12/94',\n",
       "  'Aston Villa',\n",
       "  'Chelsea',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/12/94',\n",
       "  'Ipswich',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/12/94',\n",
       "  'Liverpool',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/12/94',\n",
       "  'Man United',\n",
       "  'Leicester',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/12/94',\n",
       "  'QPR',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/12/94',\n",
       "  'Sheffield Weds',\n",
       "  'Coventry',\n",
       "  '5',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/12/94',\n",
       "  'Wimbledon',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '31/12/94', 'Arsenal', 'QPR', '1', '3', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Chelsea',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Coventry',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Crystal Palace',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Everton',\n",
       "  'Ipswich',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Leeds',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Leicester',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Man City',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Norwich',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'Southampton',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '31/12/94',\n",
       "  'West Ham',\n",
       "  \"Nott'm Forest\",\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Aston Villa',\n",
       "  'Leeds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Blackburn',\n",
       "  'West Ham',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Ipswich',\n",
       "  'Leicester',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Liverpool',\n",
       "  'Norwich',\n",
       "  '4',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Newcastle',\n",
       "  'Man City',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  \"Nott'm Forest\",\n",
       "  'Crystal Palace',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Sheffield Weds',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Tottenham',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/1/1995',\n",
       "  'Wimbledon',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/1/1995',\n",
       "  'Man United',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Arsenal',\n",
       "  'Everton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Aston Villa',\n",
       "  'QPR',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Blackburn',\n",
       "  \"Nott'm Forest\",\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Chelsea',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Crystal Palace',\n",
       "  'Leicester',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Leeds',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Liverpool',\n",
       "  'Ipswich',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Man City',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'Norwich',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/01/95',\n",
       "  'West Ham',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/01/95',\n",
       "  'Newcastle',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/01/95',\n",
       "  'Coventry',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/01/95',\n",
       "  'Everton',\n",
       "  'Crystal Palace',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/01/95',\n",
       "  'Ipswich',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/01/95',\n",
       "  \"Nott'm Forest\",\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/01/95',\n",
       "  'Sheffield Weds',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/01/95',\n",
       "  'Man United',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '23/01/95',\n",
       "  'West Ham',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '24/01/95',\n",
       "  'Arsenal',\n",
       "  'Southampton',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '24/01/95', 'Leeds', 'QPR', '4', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '24/01/95',\n",
       "  'Liverpool',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/01/95',\n",
       "  'Aston Villa',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/01/95',\n",
       "  'Chelsea',\n",
       "  \"Nott'm Forest\",\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/01/95',\n",
       "  'Crystal Palace',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/01/95',\n",
       "  'Man City',\n",
       "  'Leicester',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/01/95',\n",
       "  'Newcastle',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/01/95',\n",
       "  'Norwich',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/01/95',\n",
       "  'Blackburn',\n",
       "  'Ipswich',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/2/1995',\n",
       "  'Blackburn',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/2/1995',\n",
       "  'Newcastle',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Coventry',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Everton',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Ipswich',\n",
       "  'Crystal Palace',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Leicester',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Man United',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  \"Nott'm Forest\",\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '4/2/1995', 'QPR', 'Newcastle', '3', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Sheffield Weds',\n",
       "  'Arsenal',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Southampton',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/2/1995',\n",
       "  'Wimbledon',\n",
       "  'Leeds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/2/1995',\n",
       "  'Tottenham',\n",
       "  'Blackburn',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/2/1995',\n",
       "  'Arsenal',\n",
       "  'Leicester',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/2/1995',\n",
       "  'Aston Villa',\n",
       "  'Wimbledon',\n",
       "  '7',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/2/1995',\n",
       "  'Chelsea',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/2/1995',\n",
       "  'Crystal Palace',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '11/2/1995', 'Liverpool', 'QPR', '1', '1', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '11/2/1995',\n",
       "  'Man City',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/2/1995',\n",
       "  'Newcastle',\n",
       "  \"Nott'm Forest\",\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/2/1995',\n",
       "  'Norwich',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '12/2/1995',\n",
       "  'Blackburn',\n",
       "  'Sheffield Weds',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '13/02/95',\n",
       "  'West Ham',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/02/95',\n",
       "  'Coventry',\n",
       "  'West Ham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/02/95',\n",
       "  'Sheffield Weds',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/02/95',\n",
       "  'Arsenal',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/02/95',\n",
       "  'Aston Villa',\n",
       "  'Leicester',\n",
       "  '4',\n",
       "  '4',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/02/95',\n",
       "  'Blackburn',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '22/02/95', 'Leeds', 'Everton', '1', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '22/02/95',\n",
       "  'Man City',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/02/95',\n",
       "  'Norwich',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Blackburn',\n",
       "  'Norwich',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Coventry',\n",
       "  'Leicester',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Crystal Palace',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Everton',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Ipswich',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '25/02/95', 'Man City', 'Leeds', '0', '0', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Newcastle',\n",
       "  'Aston Villa',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Sheffield Weds',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'Tottenham',\n",
       "  'Wimbledon',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '25/02/95',\n",
       "  'West Ham',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '26/02/95',\n",
       "  'QPR',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '28/02/95',\n",
       "  'Ipswich',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  'Aston Villa',\n",
       "  'Blackburn',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  'Leeds',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  'Leicester',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  'Liverpool',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  'Man United',\n",
       "  'Ipswich',\n",
       "  '9',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  'Norwich',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  \"Nott'm Forest\",\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/3/1995',\n",
       "  'Southampton',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '4/3/1995', 'Wimbledon', 'QPR', '1', '3', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '5/3/1995',\n",
       "  'Arsenal',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/3/1995',\n",
       "  'Chelsea',\n",
       "  'Crystal Palace',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/3/1995',\n",
       "  'Aston Villa',\n",
       "  'Coventry',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '7/3/1995',\n",
       "  'Wimbledon',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/3/1995',\n",
       "  'Blackburn',\n",
       "  'Arsenal',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/3/1995',\n",
       "  'Man City',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/3/1995',\n",
       "  'Newcastle',\n",
       "  'West Ham',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/3/1995',\n",
       "  'Norwich',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/3/1995',\n",
       "  \"Nott'm Forest\",\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '8/3/1995', 'QPR', 'Leicester', '2', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '8/3/1995',\n",
       "  'Tottenham',\n",
       "  'Ipswich',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '11/3/1995', 'Chelsea', 'Leeds', '0', '3', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '11/3/1995',\n",
       "  'Coventry',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/3/1995',\n",
       "  'Leicester',\n",
       "  \"Nott'm Forest\",\n",
       "  '2',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/3/1995',\n",
       "  'Sheffield Weds',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '11/3/1995',\n",
       "  'West Ham',\n",
       "  'Norwich',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/03/95',\n",
       "  'Crystal Palace',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/03/95',\n",
       "  'Liverpool',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/03/95',\n",
       "  'Everton',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/03/95',\n",
       "  'Leicester',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/03/95',\n",
       "  'Man United',\n",
       "  'Tottenham',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '15/03/95', 'QPR', 'Norwich', '2', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '15/03/95',\n",
       "  'Southampton',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/03/95',\n",
       "  'Aston Villa',\n",
       "  'West Ham',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/03/95',\n",
       "  'Blackburn',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '18/03/95', 'Leeds', 'Coventry', '3', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '18/03/95',\n",
       "  'Man City',\n",
       "  'Sheffield Weds',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/03/95',\n",
       "  \"Nott'm Forest\",\n",
       "  'Southampton',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '18/03/95', 'QPR', 'Everton', '2', '3', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '18/03/95',\n",
       "  'Tottenham',\n",
       "  'Leicester',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '18/03/95',\n",
       "  'Wimbledon',\n",
       "  'Crystal Palace',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/03/95',\n",
       "  'Liverpool',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/03/95',\n",
       "  'Newcastle',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '20/03/95',\n",
       "  'Norwich',\n",
       "  'Ipswich',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '21/03/95',\n",
       "  'Wimbledon',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/03/95',\n",
       "  'Man United',\n",
       "  'Arsenal',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/03/95',\n",
       "  \"Nott'm Forest\",\n",
       "  'Leeds',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '22/03/95', 'QPR', 'Chelsea', '1', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '22/03/95',\n",
       "  'Southampton',\n",
       "  'Newcastle',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '22/03/95',\n",
       "  'Tottenham',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/4/1995',\n",
       "  'Arsenal',\n",
       "  'Norwich',\n",
       "  '5',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/4/1995',\n",
       "  'Chelsea',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '1/4/1995', 'Coventry', 'QPR', '0', '1', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '1/4/1995',\n",
       "  'Crystal Palace',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/4/1995',\n",
       "  'Everton',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/4/1995',\n",
       "  'Ipswich',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/4/1995',\n",
       "  'Leicester',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/4/1995',\n",
       "  'Sheffield Weds',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '7',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/4/1995',\n",
       "  'Man United',\n",
       "  'Leeds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/4/1995',\n",
       "  'Southampton',\n",
       "  'Tottenham',\n",
       "  '4',\n",
       "  '3',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '4/4/1995',\n",
       "  'Crystal Palace',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '4/4/1995', 'QPR', 'Blackburn', '0', '1', 'A', '', '', '', '1994-95'],\n",
       " ['E0', '5/4/1995', 'Leeds', 'Ipswich', '4', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '5/4/1995',\n",
       "  'Leicester',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '5/4/1995',\n",
       "  'Liverpool',\n",
       "  'Southampton',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/4/1995',\n",
       "  'Newcastle',\n",
       "  'Norwich',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/4/1995',\n",
       "  \"Nott'm Forest\",\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '8/4/1995', 'QPR', 'Arsenal', '3', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '8/4/1995',\n",
       "  'Sheffield Weds',\n",
       "  'Leicester',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '9/4/1995',\n",
       "  'Liverpool',\n",
       "  'Leeds',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/4/1995',\n",
       "  'Wimbledon',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '11/4/1995', 'Ipswich', 'QPR', '0', '1', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '11/4/1995',\n",
       "  'Tottenham',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '12/4/1995',\n",
       "  'Arsenal',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '12/4/1995',\n",
       "  'Chelsea',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '12/4/1995',\n",
       "  'Norwich',\n",
       "  \"Nott'm Forest\",\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '13/04/95',\n",
       "  'West Ham',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/04/95',\n",
       "  'Crystal Palace',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/04/95',\n",
       "  'Everton',\n",
       "  'Newcastle',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/04/95',\n",
       "  'Man City',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/04/95',\n",
       "  'Arsenal',\n",
       "  'Ipswich',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/04/95',\n",
       "  'Chelsea',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/04/95',\n",
       "  'Coventry',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/04/95',\n",
       "  'Leeds',\n",
       "  'Blackburn',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/04/95',\n",
       "  'Leicester',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '15/04/95',\n",
       "  'Southampton',\n",
       "  'QPR',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Aston Villa',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '4',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Blackburn',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Ipswich',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Liverpool',\n",
       "  'Leicester',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Man United',\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Newcastle',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  \"Nott'm Forest\",\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'QPR',\n",
       "  'Crystal Palace',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Sheffield Weds',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Tottenham',\n",
       "  'Norwich',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '17/04/95',\n",
       "  'Wimbledon',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/04/95',\n",
       "  'Blackburn',\n",
       "  'Crystal Palace',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Arsenal',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '29/04/95', 'Chelsea', 'QPR', '1', '0', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Crystal Palace',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Everton',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Leeds',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Leicester',\n",
       "  'Ipswich',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Man City',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Norwich',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '29/04/95',\n",
       "  'Southampton',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '30/04/95',\n",
       "  'West Ham',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '1/5/1995',\n",
       "  'Coventry',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '2/5/1995',\n",
       "  'Wimbledon',\n",
       "  'Liverpool',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/5/1995',\n",
       "  'Aston Villa',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/5/1995',\n",
       "  'Everton',\n",
       "  'Chelsea',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/5/1995',\n",
       "  'Newcastle',\n",
       "  'Tottenham',\n",
       "  '3',\n",
       "  '3',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '3/5/1995',\n",
       "  'Southampton',\n",
       "  'Crystal Palace',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '3/5/1995', 'West Ham', 'QPR', '0', '0', 'D', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '4/5/1995',\n",
       "  'Arsenal',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/5/1995',\n",
       "  'Aston Villa',\n",
       "  'Liverpool',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/5/1995',\n",
       "  'Crystal Palace',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/5/1995',\n",
       "  'Everton',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/5/1995',\n",
       "  'Ipswich',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '6/5/1995', 'Leeds', 'Norwich', '2', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '6/5/1995',\n",
       "  'Leicester',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '6/5/1995',\n",
       "  \"Nott'm Forest\",\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '6/5/1995', 'QPR', 'Tottenham', '2', '1', 'H', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '7/5/1995',\n",
       "  'Man United',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '8/5/1995',\n",
       "  'Blackburn',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '9/5/1995',\n",
       "  'Ipswich',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '9/5/1995',\n",
       "  'Leeds',\n",
       "  'Crystal Palace',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '9/5/1995',\n",
       "  'Tottenham',\n",
       "  'Coventry',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/5/1995',\n",
       "  'Man United',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '10/5/1995',\n",
       "  'West Ham',\n",
       "  'Liverpool',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '13/05/95',\n",
       "  'Wimbledon',\n",
       "  \"Nott'm Forest\",\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Chelsea',\n",
       "  'Arsenal',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Coventry',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Liverpool',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0', '14/05/95', 'Man City', 'QPR', '2', '3', 'A', '', '', '', '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Newcastle',\n",
       "  'Crystal Palace',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Norwich',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Sheffield Weds',\n",
       "  'Ipswich',\n",
       "  '4',\n",
       "  '1',\n",
       "  'H',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Southampton',\n",
       "  'Leicester',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'Tottenham',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '14/05/95',\n",
       "  'West Ham',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '1994-95'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Aston Villa',\n",
       "  'Man United',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Blackburn',\n",
       "  'QPR',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Chelsea',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Liverpool',\n",
       "  'Sheffield Weds',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Man City',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Newcastle',\n",
       "  'Coventry',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Southampton',\n",
       "  \"Nott'm Forest\",\n",
       "  '3',\n",
       "  '4',\n",
       "  'A',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'West Ham',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '19/08/95',\n",
       "  'Wimbledon',\n",
       "  'Bolton',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '20/08/95',\n",
       "  'Arsenal',\n",
       "  'Middlesbrough',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '21/08/95',\n",
       "  'Leeds',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '22/08/95',\n",
       "  'Bolton',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/08/95',\n",
       "  'Coventry',\n",
       "  'Man City',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/08/95',\n",
       "  'Everton',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/08/95',\n",
       "  'Man United',\n",
       "  'West Ham',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/08/95',\n",
       "  \"Nott'm Forest\",\n",
       "  'Chelsea',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/08/95',\n",
       "  'QPR',\n",
       "  'Wimbledon',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/08/95',\n",
       "  'Sheffield Weds',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/08/95',\n",
       "  'Tottenham',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'Bolton',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'Coventry',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'Everton',\n",
       "  'Southampton',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'Leeds',\n",
       "  'Aston Villa',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'Man United',\n",
       "  'Wimbledon',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'Middlesbrough',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  \"Nott'm Forest\",\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'QPR',\n",
       "  'Man City',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '26/08/95',\n",
       "  'Tottenham',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '27/08/95',\n",
       "  'Sheffield Weds',\n",
       "  'Newcastle',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '28/08/95',\n",
       "  'Blackburn',\n",
       "  'Man United',\n",
       "  '1',\n",
       "  '2',\n",
       "  'A',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '29/08/95',\n",
       "  'Arsenal',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'Aston Villa',\n",
       "  'Bolton',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'Chelsea',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'Liverpool',\n",
       "  'QPR',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'Man City',\n",
       "  'Everton',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'Newcastle',\n",
       "  'Middlesbrough',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'Southampton',\n",
       "  'Leeds',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'West Ham',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/08/95',\n",
       "  'Wimbledon',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'Blackburn',\n",
       "  'Aston Villa',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'Bolton',\n",
       "  'Middlesbrough',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'Coventry',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'Everton',\n",
       "  'Man United',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'QPR',\n",
       "  'Sheffield Weds',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'Southampton',\n",
       "  'Newcastle',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'Tottenham',\n",
       "  'Leeds',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '9/9/1995',\n",
       "  'Wimbledon',\n",
       "  'Liverpool',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '10/9/1995',\n",
       "  'Man City',\n",
       "  'Arsenal',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '11/9/1995',\n",
       "  'West Ham',\n",
       "  'Chelsea',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '0',\n",
       "  '2',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '12/9/1995',\n",
       "  'Middlesbrough',\n",
       "  'Southampton',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Arsenal',\n",
       "  'West Ham',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Aston Villa',\n",
       "  'Wimbledon',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Chelsea',\n",
       "  'Southampton',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0', '16/09/95', 'Leeds', 'QPR', '1', '3', 'A', '0', '2', 'A', '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Liverpool',\n",
       "  'Blackburn',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Man United',\n",
       "  'Bolton',\n",
       "  '3',\n",
       "  '0',\n",
       "  'H',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Middlesbrough',\n",
       "  'Coventry',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Newcastle',\n",
       "  'Man City',\n",
       "  '3',\n",
       "  '1',\n",
       "  'H',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '16/09/95',\n",
       "  'Sheffield Weds',\n",
       "  'Tottenham',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '17/09/95',\n",
       "  \"Nott'm Forest\",\n",
       "  'Everton',\n",
       "  '3',\n",
       "  '2',\n",
       "  'H',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'Arsenal',\n",
       "  'Southampton',\n",
       "  '4',\n",
       "  '2',\n",
       "  'H',\n",
       "  '2',\n",
       "  '2',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'Aston Villa',\n",
       "  \"Nott'm Forest\",\n",
       "  '1',\n",
       "  '1',\n",
       "  'D',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'Blackburn',\n",
       "  'Coventry',\n",
       "  '5',\n",
       "  '1',\n",
       "  'H',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'Liverpool',\n",
       "  'Bolton',\n",
       "  '5',\n",
       "  '2',\n",
       "  'H',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'Man City',\n",
       "  'Middlesbrough',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'Sheffield Weds',\n",
       "  'Man United',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'West Ham',\n",
       "  'Everton',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '2',\n",
       "  '1',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '23/09/95',\n",
       "  'Wimbledon',\n",
       "  'Leeds',\n",
       "  '2',\n",
       "  '4',\n",
       "  'A',\n",
       "  '1',\n",
       "  '3',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '24/09/95',\n",
       "  'Newcastle',\n",
       "  'Chelsea',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '25/09/95',\n",
       "  'QPR',\n",
       "  'Tottenham',\n",
       "  '2',\n",
       "  '3',\n",
       "  'A',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0', '30/09/95', 'Bolton', 'QPR', '0', '1', 'A', '0', '0', 'D', '1995-96'],\n",
       " ['E0',\n",
       "  '30/09/95',\n",
       "  'Chelsea',\n",
       "  'Arsenal',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '0',\n",
       "  '0',\n",
       "  'D',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/09/95',\n",
       "  'Coventry',\n",
       "  'Aston Villa',\n",
       "  '0',\n",
       "  '3',\n",
       "  'A',\n",
       "  '0',\n",
       "  '1',\n",
       "  'A',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/09/95',\n",
       "  'Leeds',\n",
       "  'Sheffield Weds',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ['E0',\n",
       "  '30/09/95',\n",
       "  'Middlesbrough',\n",
       "  'Blackburn',\n",
       "  '2',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1',\n",
       "  '0',\n",
       "  'H',\n",
       "  '1995-96'],\n",
       " ...]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = pd.read_csv('EPL_Set.csv')\n",
    "dataset\n",
    "data  = list(reader(open(\"EPL_Set.csv\",encoding= \"utf-8\")))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b8413ff9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "season = dataset['Season'].unique()\n",
    "len(season)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d265062c",
   "metadata": {},
   "outputs": [],
   "source": [
    "teams = dataset['HomeTeam'].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c154455e",
   "metadata": {},
   "outputs": [],
   "source": [
    "l=[]\n",
    "for i in data:\n",
    "    if i[-1]=='1993-94':\n",
    "        l.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cd58d54d",
   "metadata": {},
   "outputs": [],
   "source": [
    "table = []\n",
    "for i in teams:\n",
    "    mp = 0\n",
    "    win = 0\n",
    "    draw = 0\n",
    "    loss = 0\n",
    "    Goalscore = 0\n",
    "    goalsFaced = 0\n",
    "    goalDif = 0\n",
    "    points = 0\n",
    "    for j in l:\n",
    "        if j[2] == i:\n",
    "            mp +=1\n",
    "            if j[-5] == 'H':\n",
    "                win +=1\n",
    "            elif j[-5] == 'D':\n",
    "                draw+=1\n",
    "            else:\n",
    "                loss +=1\n",
    "            Goalscore+=int(j[4])\n",
    "            goalsFaced+=int(j[5])  \n",
    "        elif j[3] == i:\n",
    "            mp +=1\n",
    "            if j[-5] == 'H':\n",
    "                loss+=1\n",
    "            elif j[-5] == 'D':\n",
    "                draw+=1\n",
    "            else:\n",
    "                win+=1\n",
    "            Goalscore+=int(j[5])\n",
    "            goalsFaced+=int(j[4])\n",
    "    gd = Goalscore-goalsFaced\n",
    "    points = (win*3)+draw\n",
    "    if mp !=  0:\n",
    "        table.append([i,mp,win,draw,loss,Goalscore,goalsFaced,gd,points])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e3888ca7",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame(teams)\n",
    "teams_man = teams[teams == 'Man United']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8f7bb4cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Arsenal', 42, 18, 17, 7, 53, 28, 25, 71],\n",
       " ['Aston Villa', 42, 15, 12, 15, 46, 50, -4, 57],\n",
       " ['Chelsea', 42, 13, 12, 17, 49, 53, -4, 51],\n",
       " ['Liverpool', 42, 17, 9, 16, 59, 55, 4, 60],\n",
       " ['Man City', 42, 9, 18, 15, 38, 49, -11, 45],\n",
       " ['Newcastle', 42, 23, 8, 11, 82, 41, 41, 77],\n",
       " ['Oldham', 42, 9, 13, 20, 42, 68, -26, 40],\n",
       " ['Sheffield United', 42, 8, 18, 16, 42, 60, -18, 42],\n",
       " ['Southampton', 42, 12, 7, 23, 49, 66, -17, 43],\n",
       " ['West Ham', 42, 13, 13, 16, 47, 58, -11, 52],\n",
       " ['Norwich', 42, 12, 17, 13, 65, 61, 4, 53],\n",
       " ['Tottenham', 42, 11, 12, 19, 54, 59, -5, 45],\n",
       " ['Everton', 42, 12, 8, 22, 42, 63, -21, 44],\n",
       " ['Ipswich', 42, 9, 16, 17, 35, 58, -23, 43],\n",
       " ['Leeds', 42, 18, 16, 8, 65, 39, 26, 70],\n",
       " ['Wimbledon', 42, 18, 11, 13, 56, 53, 3, 65],\n",
       " ['Blackburn', 42, 25, 9, 8, 63, 36, 27, 84],\n",
       " ['Coventry', 42, 14, 14, 14, 43, 45, -2, 56],\n",
       " ['Man United', 42, 27, 11, 4, 80, 38, 42, 92],\n",
       " ['QPR', 42, 16, 12, 14, 62, 61, 1, 60],\n",
       " ['Sheffield Weds', 42, 16, 16, 10, 76, 54, 22, 64],\n",
       " ['Swindon', 42, 5, 15, 22, 47, 100, -53, 30]]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "721085af",
   "metadata": {},
   "outputs": [],
   "source": [
    "season = dataset['Season'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a76d949",
   "metadata": {},
   "outputs": [],
   "source": [
    "def seasons_data(season):\n",
    "    season_table = []\n",
    "    for i in teams: # teams is a list where all team names stored.\n",
    "        mp = 0\n",
    "        win = 0\n",
    "        draw = 0\n",
    "        loss=0\n",
    "        goal_scored=0\n",
    "        goal_faced=0\n",
    "        goal_difference=0\n",
    "        points=0\n",
    "        Season_Name = season\n",
    "        for j in data:\n",
    "            if j[-1] == season: # j[-1] is Seasons column in dataset\n",
    "                \n",
    "                if j[2] == i: # j[2] is HomeTeam column in dataset\n",
    "                    mp +=1\n",
    "                    if j[-5] =='H': # j[-5] is FulltimeResult column in dataset\n",
    "                        win+=1\n",
    "                    elif j[-5] == 'D': # j[-5] is FulltimeResult column in dataset\n",
    "                        draw+=1\n",
    "                    else:\n",
    "                        loss+=1\n",
    "                    goal_scored+=int(j[4]) # j[4] is FulltimeHomeGoal column in dataset\n",
    "                    goal_faced+=int(j[5]) # j[5] is FulltimeAwayGoal column in dataset\n",
    "                elif j[3]==i: # j[3] is AwayTeam column in dataset\n",
    "                    mp +=1\n",
    "                    if j[-5] =='H': # j[-5] is FulltimeResult column in dataset\n",
    "                        loss+=1\n",
    "                    elif j[-5] == 'D': # j[-5] is FulltimeResult column in dataset\n",
    "                        draw+=1\n",
    "                    else:\n",
    "                        win+=1\n",
    "                    goal_scored+=int(j[5]) # j[5] is FulltimeAwayGoal column in dataset\n",
    "                    goal_faced+=int(j[4]) # j[4] is FulltimeHomeGoal column in dataset\n",
    "        gd = goal_scored-goal_faced\n",
    "        points = (win*3)+draw\n",
    "        if mp !=0:\n",
    "            season_table.append([i,mp,win,draw,loss,goal_scored,goal_faced,gd,points,season])\n",
    "            def rows(row):\n",
    "                return row[-2]\n",
    "            season_table = sorted(season_table, reverse = True, key = rows)\n",
    "            #table = pd.DataFrame(season_table, columns=[\"Teams\",\"MP\",\"W\",\"D\",\"L\",\"GF\",\"GA\",\"GD\",\"PTS\"])\n",
    "            #table.to_excel(f\"EPL Season {season}.xlsx\",index=False)  ## To Export dataset into excel file\n",
    "    return season_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7261897a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Man United', 42, 27, 11, 4, 80, 38, 42, 92, '1993-94'],\n",
       " ['Blackburn', 42, 25, 9, 8, 63, 36, 27, 84, '1993-94'],\n",
       " ['Newcastle', 42, 23, 8, 11, 82, 41, 41, 77, '1993-94'],\n",
       " ['Arsenal', 42, 18, 17, 7, 53, 28, 25, 71, '1993-94'],\n",
       " ['Leeds', 42, 18, 16, 8, 65, 39, 26, 70, '1993-94'],\n",
       " ['Wimbledon', 42, 18, 11, 13, 56, 53, 3, 65, '1993-94'],\n",
       " ['Sheffield Weds', 42, 16, 16, 10, 76, 54, 22, 64, '1993-94'],\n",
       " ['Liverpool', 42, 17, 9, 16, 59, 55, 4, 60, '1993-94'],\n",
       " ['QPR', 42, 16, 12, 14, 62, 61, 1, 60, '1993-94'],\n",
       " ['Aston Villa', 42, 15, 12, 15, 46, 50, -4, 57, '1993-94'],\n",
       " ['Coventry', 42, 14, 14, 14, 43, 45, -2, 56, '1993-94'],\n",
       " ['Norwich', 42, 12, 17, 13, 65, 61, 4, 53, '1993-94'],\n",
       " ['West Ham', 42, 13, 13, 16, 47, 58, -11, 52, '1993-94'],\n",
       " ['Chelsea', 42, 13, 12, 17, 49, 53, -4, 51, '1993-94'],\n",
       " ['Man City', 42, 9, 18, 15, 38, 49, -11, 45, '1993-94'],\n",
       " ['Tottenham', 42, 11, 12, 19, 54, 59, -5, 45, '1993-94'],\n",
       " ['Everton', 42, 12, 8, 22, 42, 63, -21, 44, '1993-94'],\n",
       " ['Southampton', 42, 12, 7, 23, 49, 66, -17, 43, '1993-94'],\n",
       " ['Ipswich', 42, 9, 16, 17, 35, 58, -23, 43, '1993-94'],\n",
       " ['Sheffield United', 42, 8, 18, 16, 42, 60, -18, 42, '1993-94'],\n",
       " ['Oldham', 42, 9, 13, 20, 42, 68, -26, 40, '1993-94'],\n",
       " ['Swindon', 42, 5, 15, 22, 47, 100, -53, 30, '1993-94']]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seasons_data('1993-94')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a6a00ae7",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = []\n",
    "for i in season:\n",
    "    s = seasons_data(i)[0]\n",
    "    a.append(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "20ec5ee3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Man United</td>\n",
       "      <td>42</td>\n",
       "      <td>27</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>92</td>\n",
       "      <td>1993-94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blackburn</td>\n",
       "      <td>42</td>\n",
       "      <td>27</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>80</td>\n",
       "      <td>39</td>\n",
       "      <td>41</td>\n",
       "      <td>89</td>\n",
       "      <td>1994-95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>38</td>\n",
       "      <td>82</td>\n",
       "      <td>1995-96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>76</td>\n",
       "      <td>44</td>\n",
       "      <td>32</td>\n",
       "      <td>75</td>\n",
       "      <td>1996-97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>68</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>78</td>\n",
       "      <td>1997-98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>79</td>\n",
       "      <td>1998-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>97</td>\n",
       "      <td>45</td>\n",
       "      <td>52</td>\n",
       "      <td>91</td>\n",
       "      <td>1999-00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "      <td>31</td>\n",
       "      <td>48</td>\n",
       "      <td>80</td>\n",
       "      <td>2000-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>38</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>79</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>87</td>\n",
       "      <td>2001-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>74</td>\n",
       "      <td>34</td>\n",
       "      <td>40</td>\n",
       "      <td>83</td>\n",
       "      <td>2002-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>38</td>\n",
       "      <td>26</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>26</td>\n",
       "      <td>47</td>\n",
       "      <td>90</td>\n",
       "      <td>2003-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>38</td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>15</td>\n",
       "      <td>57</td>\n",
       "      <td>95</td>\n",
       "      <td>2004-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>38</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>72</td>\n",
       "      <td>22</td>\n",
       "      <td>50</td>\n",
       "      <td>91</td>\n",
       "      <td>2005-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>83</td>\n",
       "      <td>27</td>\n",
       "      <td>56</td>\n",
       "      <td>89</td>\n",
       "      <td>2006-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>22</td>\n",
       "      <td>58</td>\n",
       "      <td>87</td>\n",
       "      <td>2007-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>68</td>\n",
       "      <td>24</td>\n",
       "      <td>44</td>\n",
       "      <td>90</td>\n",
       "      <td>2008-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>103</td>\n",
       "      <td>32</td>\n",
       "      <td>71</td>\n",
       "      <td>86</td>\n",
       "      <td>2009-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>78</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>80</td>\n",
       "      <td>2010-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Man City</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>93</td>\n",
       "      <td>29</td>\n",
       "      <td>64</td>\n",
       "      <td>89</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>86</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>89</td>\n",
       "      <td>2012-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Man City</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>102</td>\n",
       "      <td>37</td>\n",
       "      <td>65</td>\n",
       "      <td>86</td>\n",
       "      <td>2013-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>38</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>73</td>\n",
       "      <td>32</td>\n",
       "      <td>41</td>\n",
       "      <td>87</td>\n",
       "      <td>2014-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Leicester</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td>81</td>\n",
       "      <td>2015-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>38</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>85</td>\n",
       "      <td>33</td>\n",
       "      <td>52</td>\n",
       "      <td>93</td>\n",
       "      <td>2016-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Man City</td>\n",
       "      <td>38</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>106</td>\n",
       "      <td>27</td>\n",
       "      <td>79</td>\n",
       "      <td>100</td>\n",
       "      <td>2017-18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0   1   2   3  4    5   6   7    8        9\n",
       "0   Man United  42  27  11  4   80  38  42   92  1993-94\n",
       "1    Blackburn  42  27   8  7   80  39  41   89  1994-95\n",
       "2   Man United  38  25   7  6   73  35  38   82  1995-96\n",
       "3   Man United  38  21  12  5   76  44  32   75  1996-97\n",
       "4      Arsenal  38  23   9  6   68  33  35   78  1997-98\n",
       "5   Man United  38  22  13  3   80  37  43   79  1998-99\n",
       "6   Man United  38  28   7  3   97  45  52   91  1999-00\n",
       "7   Man United  38  24   8  6   79  31  48   80  2000-01\n",
       "8      Arsenal  38  26   9  3   79  36  43   87  2001-02\n",
       "9   Man United  38  25   8  5   74  34  40   83  2002-03\n",
       "10     Arsenal  38  26  12  0   73  26  47   90  2003-04\n",
       "11     Chelsea  38  29   8  1   72  15  57   95  2004-05\n",
       "12     Chelsea  38  29   4  5   72  22  50   91  2005-06\n",
       "13  Man United  38  28   5  5   83  27  56   89  2006-07\n",
       "14  Man United  38  27   6  5   80  22  58   87  2007-08\n",
       "15  Man United  38  28   6  4   68  24  44   90  2008-09\n",
       "16     Chelsea  38  27   5  6  103  32  71   86  2009-10\n",
       "17  Man United  38  23  11  4   78  37  41   80  2010-11\n",
       "18    Man City  38  28   5  5   93  29  64   89  2011-12\n",
       "19  Man United  38  28   5  5   86  43  43   89  2012-13\n",
       "20    Man City  38  27   5  6  102  37  65   86  2013-14\n",
       "21     Chelsea  38  26   9  3   73  32  41   87  2014-15\n",
       "22   Leicester  38  23  12  3   68  36  32   81  2015-16\n",
       "23     Chelsea  38  30   3  5   85  33  52   93  2016-17\n",
       "24    Man City  38  32   4  2  106  27  79  100  2017-18"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(a)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d3ba74d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df[0] == 'Man United']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f5b4268f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Man United</td>\n",
       "      <td>42</td>\n",
       "      <td>27</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>92</td>\n",
       "      <td>1993-94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>38</td>\n",
       "      <td>82</td>\n",
       "      <td>1995-96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>76</td>\n",
       "      <td>44</td>\n",
       "      <td>32</td>\n",
       "      <td>75</td>\n",
       "      <td>1996-97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>79</td>\n",
       "      <td>1998-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>97</td>\n",
       "      <td>45</td>\n",
       "      <td>52</td>\n",
       "      <td>91</td>\n",
       "      <td>1999-00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "      <td>31</td>\n",
       "      <td>48</td>\n",
       "      <td>80</td>\n",
       "      <td>2000-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>74</td>\n",
       "      <td>34</td>\n",
       "      <td>40</td>\n",
       "      <td>83</td>\n",
       "      <td>2002-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>83</td>\n",
       "      <td>27</td>\n",
       "      <td>56</td>\n",
       "      <td>89</td>\n",
       "      <td>2006-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>22</td>\n",
       "      <td>58</td>\n",
       "      <td>87</td>\n",
       "      <td>2007-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>68</td>\n",
       "      <td>24</td>\n",
       "      <td>44</td>\n",
       "      <td>90</td>\n",
       "      <td>2008-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>78</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>80</td>\n",
       "      <td>2010-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>86</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>89</td>\n",
       "      <td>2012-13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0   1   2   3  4   5   6   7   8        9\n",
       "0   Man United  42  27  11  4  80  38  42  92  1993-94\n",
       "1   Man United  38  25   7  6  73  35  38  82  1995-96\n",
       "2   Man United  38  21  12  5  76  44  32  75  1996-97\n",
       "3   Man United  38  22  13  3  80  37  43  79  1998-99\n",
       "4   Man United  38  28   7  3  97  45  52  91  1999-00\n",
       "5   Man United  38  24   8  6  79  31  48  80  2000-01\n",
       "6   Man United  38  25   8  5  74  34  40  83  2002-03\n",
       "7   Man United  38  28   5  5  83  27  56  89  2006-07\n",
       "8   Man United  38  27   6  5  80  22  58  87  2007-08\n",
       "9   Man United  38  28   6  4  68  24  44  90  2008-09\n",
       "10  Man United  38  23  11  4  78  37  41  80  2010-11\n",
       "11  Man United  38  28   5  5  86  43  43  89  2012-13"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.tail(12).reset_index(drop = True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "daa36288",
   "metadata": {},
   "outputs": [],
   "source": [
    "complete_table = []\n",
    "for i in season:\n",
    "    s= pd.DataFrame(seasons_data(i)).reset_index()\n",
    "    s['index']=s['index']+1\n",
    "    s = s[s[0] == \"Man United\"].iloc[0].values\n",
    "    complete_table.append(s)\n",
    "    Man_unit =pd.DataFrame( complete_table, columns=['Rank', 'Team', 'MP','W','D','L','GF','GA','GD','PTS','Season'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e3cea156",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([1, 'Man United', 38, 28, 5, 5, 83, 27, 56, 89, '2006-07'],\n",
       "       dtype=object),\n",
       " array([1, 'Man United', 38, 27, 6, 5, 80, 22, 58, 87, '2007-08'],\n",
       "       dtype=object),\n",
       " array([1, 'Man United', 38, 28, 6, 4, 68, 24, 44, 90, '2008-09'],\n",
       "       dtype=object),\n",
       " array([2, 'Man United', 38, 27, 4, 7, 86, 28, 58, 85, '2009-10'],\n",
       "       dtype=object),\n",
       " array([1, 'Man United', 38, 23, 11, 4, 78, 37, 41, 80, '2010-11'],\n",
       "       dtype=object),\n",
       " array([2, 'Man United', 38, 28, 5, 5, 89, 33, 56, 89, '2011-12'],\n",
       "       dtype=object),\n",
       " array([1, 'Man United', 38, 28, 5, 5, 86, 43, 43, 89, '2012-13'],\n",
       "       dtype=object),\n",
       " array([7, 'Man United', 38, 19, 7, 12, 64, 43, 21, 64, '2013-14'],\n",
       "       dtype=object),\n",
       " array([4, 'Man United', 38, 20, 10, 8, 62, 37, 25, 70, '2014-15'],\n",
       "       dtype=object),\n",
       " array([5, 'Man United', 38, 19, 9, 10, 49, 35, 14, 66, '2015-16'],\n",
       "       dtype=object),\n",
       " array([6, 'Man United', 38, 18, 15, 5, 54, 29, 25, 69, '2016-17'],\n",
       "       dtype=object),\n",
       " array([2, 'Man United', 38, 25, 6, 7, 68, 28, 40, 81, '2017-18'],\n",
       "       dtype=object)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "year_12 = complete_table[-12:]\n",
    "year_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6e1b3a65",
   "metadata": {},
   "outputs": [],
   "source": [
    "last_12 = Man_unit[-12:]\n",
    "last_12 = last_12.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5a459849",
   "metadata": {},
   "outputs": [],
   "source": [
    "man_2010 = Man_unit.iloc[16]\n",
    "man_2010 = man_2010.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "428162f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0              2\n",
       "1     Man United\n",
       "2             38\n",
       "3             27\n",
       "4              4\n",
       "5              7\n",
       "6             86\n",
       "7             28\n",
       "8             58\n",
       "9             85\n",
       "10       2009-10\n",
       "Name: 16, dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "man_2010"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dd40617",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "83de759c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Team</th>\n",
       "      <th>MP</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>PTS</th>\n",
       "      <th>Season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>83</td>\n",
       "      <td>27</td>\n",
       "      <td>56</td>\n",
       "      <td>89</td>\n",
       "      <td>2006-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>22</td>\n",
       "      <td>58</td>\n",
       "      <td>87</td>\n",
       "      <td>2007-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>68</td>\n",
       "      <td>24</td>\n",
       "      <td>44</td>\n",
       "      <td>90</td>\n",
       "      <td>2008-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>86</td>\n",
       "      <td>28</td>\n",
       "      <td>58</td>\n",
       "      <td>85</td>\n",
       "      <td>2009-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>78</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>80</td>\n",
       "      <td>2010-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>89</td>\n",
       "      <td>33</td>\n",
       "      <td>56</td>\n",
       "      <td>89</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>86</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>89</td>\n",
       "      <td>2012-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "      <td>64</td>\n",
       "      <td>2013-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>37</td>\n",
       "      <td>25</td>\n",
       "      <td>70</td>\n",
       "      <td>2014-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>14</td>\n",
       "      <td>66</td>\n",
       "      <td>2015-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>29</td>\n",
       "      <td>25</td>\n",
       "      <td>69</td>\n",
       "      <td>2016-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>68</td>\n",
       "      <td>28</td>\n",
       "      <td>40</td>\n",
       "      <td>81</td>\n",
       "      <td>2017-18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank        Team  MP   W   D   L  GF  GA  GD  PTS   Season\n",
       "0      1  Man United  38  28   5   5  83  27  56   89  2006-07\n",
       "1      1  Man United  38  27   6   5  80  22  58   87  2007-08\n",
       "2      1  Man United  38  28   6   4  68  24  44   90  2008-09\n",
       "3      2  Man United  38  27   4   7  86  28  58   85  2009-10\n",
       "4      1  Man United  38  23  11   4  78  37  41   80  2010-11\n",
       "5      2  Man United  38  28   5   5  89  33  56   89  2011-12\n",
       "6      1  Man United  38  28   5   5  86  43  43   89  2012-13\n",
       "7      7  Man United  38  19   7  12  64  43  21   64  2013-14\n",
       "8      4  Man United  38  20  10   8  62  37  25   70  2014-15\n",
       "9      5  Man United  38  19   9  10  49  35  14   66  2015-16\n",
       "10     6  Man United  38  18  15   5  54  29  25   69  2016-17\n",
       "11     2  Man United  38  25   6   7  68  28  40   81  2017-18"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "last_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d47a9aa4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Team</th>\n",
       "      <th>MP</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>PTS</th>\n",
       "      <th>Season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>42</td>\n",
       "      <td>27</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>92</td>\n",
       "      <td>1993-94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>42</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>77</td>\n",
       "      <td>28</td>\n",
       "      <td>49</td>\n",
       "      <td>88</td>\n",
       "      <td>1994-95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>38</td>\n",
       "      <td>82</td>\n",
       "      <td>1995-96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>76</td>\n",
       "      <td>44</td>\n",
       "      <td>32</td>\n",
       "      <td>75</td>\n",
       "      <td>1996-97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>73</td>\n",
       "      <td>26</td>\n",
       "      <td>47</td>\n",
       "      <td>77</td>\n",
       "      <td>1997-98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>79</td>\n",
       "      <td>1998-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>97</td>\n",
       "      <td>45</td>\n",
       "      <td>52</td>\n",
       "      <td>91</td>\n",
       "      <td>1999-00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "      <td>31</td>\n",
       "      <td>48</td>\n",
       "      <td>80</td>\n",
       "      <td>2000-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>87</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>77</td>\n",
       "      <td>2001-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>74</td>\n",
       "      <td>34</td>\n",
       "      <td>40</td>\n",
       "      <td>83</td>\n",
       "      <td>2002-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>64</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>75</td>\n",
       "      <td>2003-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>77</td>\n",
       "      <td>2004-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>72</td>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "      <td>83</td>\n",
       "      <td>2005-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>83</td>\n",
       "      <td>27</td>\n",
       "      <td>56</td>\n",
       "      <td>89</td>\n",
       "      <td>2006-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>22</td>\n",
       "      <td>58</td>\n",
       "      <td>87</td>\n",
       "      <td>2007-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>68</td>\n",
       "      <td>24</td>\n",
       "      <td>44</td>\n",
       "      <td>90</td>\n",
       "      <td>2008-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>86</td>\n",
       "      <td>28</td>\n",
       "      <td>58</td>\n",
       "      <td>85</td>\n",
       "      <td>2009-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>78</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>80</td>\n",
       "      <td>2010-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>89</td>\n",
       "      <td>33</td>\n",
       "      <td>56</td>\n",
       "      <td>89</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>86</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>89</td>\n",
       "      <td>2012-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "      <td>64</td>\n",
       "      <td>2013-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>37</td>\n",
       "      <td>25</td>\n",
       "      <td>70</td>\n",
       "      <td>2014-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>14</td>\n",
       "      <td>66</td>\n",
       "      <td>2015-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>29</td>\n",
       "      <td>25</td>\n",
       "      <td>69</td>\n",
       "      <td>2016-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>68</td>\n",
       "      <td>28</td>\n",
       "      <td>40</td>\n",
       "      <td>81</td>\n",
       "      <td>2017-18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank        Team  MP   W   D   L  GF  GA  GD  PTS   Season\n",
       "0      1  Man United  42  27  11   4  80  38  42   92  1993-94\n",
       "1      2  Man United  42  26  10   6  77  28  49   88  1994-95\n",
       "2      1  Man United  38  25   7   6  73  35  38   82  1995-96\n",
       "3      1  Man United  38  21  12   5  76  44  32   75  1996-97\n",
       "4      2  Man United  38  23   8   7  73  26  47   77  1997-98\n",
       "5      1  Man United  38  22  13   3  80  37  43   79  1998-99\n",
       "6      1  Man United  38  28   7   3  97  45  52   91  1999-00\n",
       "7      1  Man United  38  24   8   6  79  31  48   80  2000-01\n",
       "8      3  Man United  38  24   5   9  87  45  42   77  2001-02\n",
       "9      1  Man United  38  25   8   5  74  34  40   83  2002-03\n",
       "10     3  Man United  38  23   6   9  64  35  29   75  2003-04\n",
       "11     3  Man United  38  22  11   5  58  26  32   77  2004-05\n",
       "12     2  Man United  38  25   8   5  72  34  38   83  2005-06\n",
       "13     1  Man United  38  28   5   5  83  27  56   89  2006-07\n",
       "14     1  Man United  38  27   6   5  80  22  58   87  2007-08\n",
       "15     1  Man United  38  28   6   4  68  24  44   90  2008-09\n",
       "16     2  Man United  38  27   4   7  86  28  58   85  2009-10\n",
       "17     1  Man United  38  23  11   4  78  37  41   80  2010-11\n",
       "18     2  Man United  38  28   5   5  89  33  56   89  2011-12\n",
       "19     1  Man United  38  28   5   5  86  43  43   89  2012-13\n",
       "20     7  Man United  38  19   7  12  64  43  21   64  2013-14\n",
       "21     4  Man United  38  20  10   8  62  37  25   70  2014-15\n",
       "22     5  Man United  38  19   9  10  49  35  14   66  2015-16\n",
       "23     6  Man United  38  18  15   5  54  29  25   69  2016-17\n",
       "24     2  Man United  38  25   6   7  68  28  40   81  2017-18"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Man_unit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d6589fc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "man_2010_11 = Man_unit[Man_unit['Season'] == '2010-11']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0099b8e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "man_2010_11 = man_2010_11.reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "631f0c15",
   "metadata": {},
   "outputs": [],
   "source": [
    "def category(x):\n",
    "    if pd.isnull(x):\n",
    "        return \"None\"\n",
    "    elif 0 < x <= 1:\n",
    "        return \"green\"\n",
    "    elif 1 < x <= 4:\n",
    "        return \"purple\"\n",
    "    elif 5 < x <= 10:\n",
    "        return \"red\"\n",
    "    elif x == 5:\n",
    "        return \"orange\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ee0f049e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "green\n",
      "green\n",
      "green\n",
      "purple\n",
      "green\n",
      "purple\n",
      "green\n",
      "red\n",
      "purple\n",
      "orange\n",
      "red\n",
      "purple\n"
     ]
    }
   ],
   "source": [
    "color = []\n",
    "for i in last_12['Rank']:\n",
    "    category(i)\n",
    "    print(category(i))\n",
    "    color.append(category(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d7c68093",
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = [\"green\", \"purple\", \"red\", \"orange\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0a2341be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABOAAAALRCAYAAADyTdxCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzddVxU2fsH8M9QQ3eIIClit4KiUiIG2F1gd2CsroktytqLukoodmJgocBa2KsrdoCNgIhKKnB+f/Cb++UyMzAgoe7zfr3mtc6555773Dt3ZplnTggYYwyEEEIIIYQQQgghhJByIVfZARBCCCGEEEIIIYQQ8iujBBwhhBBCCCGEEEIIIeWIEnCEEEIIIYQQQgghhJQjSsARQgghhBBCCCGEEFKOKAFHCCGEEEIIIYQQQkg5ogQcIYQQQgghhBBCCCHliBJwhBBCCCGEEEIIIYSUI0rAEUIIIYQQQgghhBBSjigBRwghhBBCCCGEEEJIOaIEHCGEEFIOEhISMH36dDRo0AAaGhpQVFSEnp4eatWqhe7du+Pu3buVHSL5j6B7seIdOHAAAoFA4oOQwh4/fgx7e3toa2tj7NixyMvLq+yQpJo8ebLE+9rb27uyQyOEkB8eJeAIIYT8UCwsLKR+cS34kJeXh46ODpo1a4YZM2bg+fPnlR065969e6hbty78/f3x77//IicnB3PnzsWiRYuQnZ2Nw4cP49mzZ5UdJvlBvXv3Dv7+/ujcuTOsrKygpaUFJSUlGBoaon79+hg+fDj27duHnJycYtsqi3sxOjq6yPfi7NmzZTqv3377rch2oqOjZWrnZ2Bvb4/du3dj9OjRlR3Kf5qvr2+x/y+xsLCQeT9JdcvC8OHDcfXqVXz69AkbN27Etm3byuU4ZcHLywu7d+9GrVq1KjsUQgj56QgYY6yygyCEEEJEjh07hvT0dGzcuBHnz5/nbVu3bh10dXURFxeHLVu24OXLl9w2oVAIf39/jB8/vqJDFuPs7MxLJvz+++9YunQpAOD8+fNwdHTE4cOH0bVr18oJkPyQMjIyMH36dGzduhVfv34FALRu3RrdunWDjo4OHj9+jG3btuHt27cAAFNTU/zxxx/o3bu31DbL4l5MTExEZGQkAKBfv35i23V1dfHq1SuoqqpKbSMtLQ3VqlVDamoqr1xfXx/r168HALi4uMDQ0FBqGz+jkJAQDBkyhFf2M/3pHR0dDWdnZ15ZXFxcuSWiylpsbCxiY2Nx//59LFq0iLetR48e6NmzJ9TU1ODp6Slxv6SkJEycOBFt2rTBmDFjJNYtC2pqasjIyOCejxs3Dhs2bODV+dHuJScnJ/z999/ccy8vL4SEhFRaPIQQ8lNghBBCyA/Iy8uLAeA94uLiuO0fP35kNjY2YnX27dtXeUEzxtLS0picnBwvpsOHD3Pbv337xmJiYlhKSkrlBUl+OO/evWO1atXi3Te+vr5i9T58+MCaNm3Kq+fj4yOxzfK4FwEwBQUFsffdhg0bitxv7dq1Evc1NzeX+dg/o+DgYLFr9TOJiooq8nP4ZyHpPObPn1/sfnFxcQwA8/LyKtf4WrRowYtty5YtYnV+tHvJ0dGRF0t5XyNCCPkV0BBUQgghPyVtbW0sX75crHz+/PmVEM3/fPjwQWz+Hm1tbe7fCgoKsLe3h46OTgVHRn5UWVlZ8PDwwIMHD7gyBwcHifeyrq4udu3aBTm5//0Jt3r1avj7+4vVLa970c7ODtWqVeOVrV69Wuq8VXl5eVi7di3s7e1hYmJSomMR8l8QGBiIZs2aQVNTEyNHjhTr6UYIIeTXQAk4QgghP62WLVuKlT148ACfPn2qhGjy/ciTZ5Mf04YNG3Dz5k1eWVFDqW1sbODu7s4rmzdvHt68ecMrK697UUFBARMmTOCVPXv2DGFhYRLrh4WF4fnz55g8eXK5xEPIz65WrVq4du0aPn36hM2bN0NeXr6yQyKEEFIOKAFHCCHkp6WioiKxXDR/lkh0dDQGDx4MGxsbqKurQ1lZGdWqVUOvXr0QHh4utn98fHyRE8W/evUKw4YNg4mJCeTl5SEQCLhJuy0tLcXac3Z25vb39fUV237+/HkMGzYMtWvX5ibcNzAwQOvWreHr68vN+VWQt7e3xPicnJwAANu3b0ezZs2grq7ObQsJCSlyYnFRLwx1dXVoa2ujRYsW2L17N++6DB06FKamplBSUoKJiQlGjBiBd+/eSXwdbty4gUWLFsHNzQ22trbQ0dGBoqIidHR00LBhQ4wcORKXLl2SuK+Tk5PEWH19ffHvv/+if//+MDU1hVAohI6ODjp16iSWxCosNTUV/v7+cHFxgZGREZSUlKCnp4fatWujQ4cO8PPzw82bNyUmrjIyMhAQEAB3d3dUqVIFSkpK0NLSQr169eDj44P4+Pgijy0NYwx//PGHWLmbm1uR+7Vt25b3PDMzk5tLDUCp70VZjRw5EhoaGrwySechKq9WrRp69Oghc/sPHjzAypUr0alTJ9SqVQv6+vpQVFSElpYWateujUGDBuHkyZMS95X23vD29kZcXBxGjBgBS0tLKCsrQ1NTE05OToiIiCgynszMTGzevBkdO3ZE1apVIRQKoa2tjZo1a8LV1RW+vr64dOmSTAtjAPlJSWdnZ+jp6UEoFMLW1hYLFy7Et2/fityvpJ9lIl+/fsWWLVvQsWNHVKtWDSoqKhAKhTA2Nkb9+vXRs2dPLFmyBLGxsQD+9xlYeP43ALC0tCxy5cvSvFeKW/Tg+PHjcHR0hLa2NrettO+5slBWn0/Szlv0OQ78bxEUSb3iCh+7sJSUFPj5+cHJyQkGBgZQUlLiFi+aO3cukpKSijzPs2fPomvXrtznpYGBATw8PKR+bhNCCClGZY+BJYQQQiQpbg44xhi7cOGCWB0jIyOWl5fHGGMsPT2d9enTh9umqanJVq5cydauXcsMDQ258h49erCMjAyu3fj4eCYUCpmSkpJY+9u3b2fGxsYMABMIBLz5hHbv3s3WrVsnts/cuXPZ7t272e7du9ndu3e543z+/Jl1796dq6eqqsrmzZvHgoODeeUqKirsr7/+4p378OHDmVAoFJvjy9HRkc2ZM0csPlHsQqGQycvLi83DNXr0aIn7AGCrV69mV69eZdra2hK3W1lZsU+fPom9hg4ODgwAMzU1ZQsWLGDBwcFs+fLlrG7durz9x48fz71mIufOnWO7d+9m+vr6vLoODg6sSZMmbOPGjWzZsmVMXV2dd51u3bol8X6KiIjgveYqKips0qRJLDg4mK1YsYLVq1eP2xYVFcXb98aNG8zCwoLbbm9vzwIDA9nYsWO5MqFQyEJDQ4u9rwu7ceOG2PU0NDQsdr/w8HCx/erXr89tL+m9KCvRPcYYY5MmTRJrPyYmhlf/6tWrDADz8/NjjDFmbm4u0xxwAwYMYACYrq4umzlzJgsODmb+/v7cPSV6dOvWjWVnZ/P2vXLlCtu9e7fYnHqNGzdmDRo0YGvWrGFr165lRkZG3DY5OTl2/PhxibHcunWLWVlZcXXl5eXZ0KFDWVBQEFu9ejVr1aoVty04OJi3r6R5u/z8/KS+1/r06SMxhtJ+lon2bd68Oe8zcvbs2Sw4OJitW7eO9e3bl/tMGDduHGMsf/7A3bt3s7lz54rFuG7dOu4eunLlCu9YpX2vLFq0SOpn05YtW5hAIBC7XiWZi66s54Arq8+nu3fvst27d7M2bdqIfY6LvH//nu3evZv7jC74EL0Okt7Pp0+f5sXXsWNHFhwczLuPtLS02JkzZySe+4wZM3jHatq0Kfvrr7/Y8uXLmaGhITMwMOBtpzngCCGkeJSAI4QQ8kOSJQHXrl07sToLFy7ktvfo0YO3reBE8fv27eNtGz58uFgMoi9fBR+mpqasW7du7M2bNyw7O5v98ccfvC9zkvYpnNBhjLHc3Fzm6urKq7dp0yZenYJf7AGwbdu2FXudjI2NmZaWFjtw4ADLyclhz58/5xIRIvPnz+ftIxAIWKNGjdjDhw9ZZmYmmzJlCm+7qqoqMzIyYuvWrWPp6ens3r17Yl++li1bJhabg4MD09DQYK9eveKVf/36lZfwknZujIknbNTV1VliYiK3fcmSJbztHTt2FGvjxo0bTEVFhVcvIiJCLKbGjRuLvV5xcXFMT0+P209ZWZklJydz2zt27MhLzPz9998Sz0OaoKAgsfulUaNGxe53+/Ztsf3k5ORYbm4uL3ZZ7sWSKJgciIuLE0uY9OzZk1e/d+/eTE1NjVvooSQJODk5OfbPP/+IbevQoQOvjQULFkhso/Ak8QKBgMXGxnLbd+7cydteu3ZtsTZevHghlmQpPEF+Xl4e8/T0ZIBsCThzc3N25coVlp2dzbZv3y62/dq1a2JxfM9n2dKlS3nbo6OjxdoXxSFKwImUZBGGsnivFP5s0tLSYtra2mzz5s0sKyuLJSQkcMmqykzAiZTF5xNj4p/jBRNwIiVZhOHatWtMWVmZq2diYsIlqvPy8lidOnW4bWpqauzhw4e8/Qu/NzQ1NdnHjx+57YcPHxaLhRJwhBBSPBqCSggh5Kfx8eNHJCYm4urVq+jRowfOnDnD296jRw/MnDkTAHDu3DkcPHiQt71jx47cvwvPobV161bcv3+/2BhycnKwe/duVK1aFUpKSpgyZQp0dXV5k+LLYteuXTh37hyvrFevXmLnU5CPjw8+f/5cZLvv3r3DwoUL0aNHD8jLy8PS0hIjR44sck4hxhg2b94MW1tbKCsri80/lpGRgSZNmmDChAlQVVXlhmwWdPbsWbF2x48fj23btsHU1JRXrqioiD59+vDKtm7dWuR5ibi6usLAwIB7Xr9+fd72yMhIsWGAPj4+yMzM5J43adJEbAinoqIifvvtN7HjzZ07Fx8+fOCeN2/eHHp6etzz9u3bc//Ozc3F9OnTZToPEUlDwFRVVYvdT1KdvLw8XqzlzcLCAt26deOVHT58GM+fPwcAvHz5EocOHYKXl1eJF3ro378/goKC0LBhQ7FtAwYM4D2X9d6pX78+6tSpw3te0P3798Xm0ZszZw6Sk5O55wYGBhg6dCivjkAgwOzZs2WKAQBWrlwJOzs7KCkpYdCgQTAzM+NtL/y59r2fZYWHC0qaI3PgwIGoX78+794uqfJ4r3z69AlDhgzByJEjIRQKYWRkBB8fH27o/4+mNJ9P5WHKlCnIysrixaWkpAQg/34teM+kp6dj7ty5vP0LD2d1cXHhLeDi6ekJdXX1sg+cEEJ+cZSAI4QQ8tNo3LgxjIyMYG9vj0OHDvHKt23bhgMHDkBRURFAfoKrIIFAwPuiq6mpKZYU2LlzZ7ExeHl5QSgU8so+fPiAefPmlehcQkNDec/19PSgq6vLK6tevTrveUpKCk6cOFFku0pKSvDy8uKVTZ48ucgvfSoqKmjWrBn33NjYWKxOmzZteM8L13n9+rXYPn379uUlaDIzM/HhwwckJydDU1OTV/fff/+VGl9Bha9J4S+BWVlZvITJ69evceHCBV6d5s2bS2zb3d0dGzduRI0aNQAA2dnZvPsMADcnlYi5uTnv+bVr1/DkyZPiT6ScVHRSYurUqbznubm5WLNmDQBg7dq1yM3NxaRJk0rcbseOHXn3cVZWFlJSUpCcnCz2mr969QqpqanFtlncvSNqS+Tr169ir3/Tpk0lJtubNm2KTZs2oUWLFsXG0bp1a97zqlWrSo0B+P7PMjU1Nd623r17o3///ggODsbTp0+5Nu/cuYMFCxYUG78k5fleGTlyJO95165dkZOTI9bej6Ckn0/l4dWrV7h48SKvrLjX4vDhw8jIyAAAPH78WOx1sbGx4T2Xl5eHlZVVGUVMCCH/HQqVHQAhhBAiqx07dsDIyAgAICcnB01NTVSvXp33y7zInTt3eM+FQiE+fvzIK1NRUeGVXbt2rdgYCvag+R7//PMP73nh5BsAib2Gbt26hb59+0pt19TUFFpaWiWKpWCPDQBiCUYAMDQ0LLJOwd4WIt++fUNQUBB2796Nf/75p8jee7KuXFs4mSBJwVgK3weA5AQjAGhra2P06NHc8ydPnnBfSkXk5eV5X6AlJTavXbsm9oVVmsLXHoDYMSWRVEdOTk7ifVSe7O3tYW9vjytXrnBlQUFBmDp1KrZu3YqOHTtyCc2SYIxh79692LZtG65fv15sz75Pnz5J/BwoqKT3zpMnT5Cens7bLu3ekZeXx6hRo4ptHyj+/Vb4vfS9n2Xt27fHvn37uOfZ2dnYvXs3t8CKhYUFevfujQkTJoj1VpVVeb1XFBQUYGtrW6qYCsdSGGOs2P1EdWRdlbSk91h5kPSZB4D3WhQ+95ycHPzzzz9wcHDAw4cPxfaV9P+iwj+iEEIIKR4l4AghhPw0HBwcxH7Jl6ZwQicrK0tisqOg9+/fF9uutC/gJVX4C7So515xZcX19ClNfIV7TUnqRSVLnYKys7PRtm1bXk8MNzc3eHt7w9DQEGfOnMHKlSu/O9biSLpekhKMkkhKCgYHByM4OLjI/WS5j0QKD1EDIDYMUhJJderWrVviodBlYerUqbzh0+np6Wjfvj0+f/6MyZMnl7g9xhj69OmD/fv3c2VNmjTBxIkTUbVqVdy5cwfTpk0T26c4FXnvFEXWZI7I936WeXt74/Lly1KH6sbHx2PFihXYsGEDDh48yBsqWtoYgbJ5rxgZGZVJr87CK/YC4A1Ll0aUVJQ12fQjDIuV9FosXLgQCxcuLHI/0Wsh6YcSBQXxr4wlvY8JIYRQAo4QQsgvqnAvMCUlJYSHhxe5jyxzb0n6IlIaOjo6vPm/vn37JlZHUllxc2mVVXzfa+PGjbzkW61atXDy5EnuS5ukIavlQVKvqOzsbJn2ldST0NPTExMnTixyP2tra5naB/KHT1epUgUJCQlcWWJiIj58+FDkfFySeqkUnBesInXr1g2WlpaIi4vjyh4+fIi6deuKzbUniyNHjvCSb/r6+oiMjOSSIBV1j3/PvVOWvvezTCAQYMuWLZgwYQJ27dqFs2fP4p9//kFeXh5vn4yMDHh7e+PVq1cSk/8liREom/dKWb3Wkn6YSExMLHY/UZ0qVaqUSRwVQdJrMXz4cLF5NwurW7cuAMnJRkm9F3Nzc0sZISGE/Hf9GH+lE0IIIWWsbt26uHnzJvf827dvaNOmDTcRdWVr3LgxTp8+zT1PSUkRq1O4lxyQ3xPoZxAVFcV77ubmVik9Jho0aCBW9u7dO4l1P3z4gLi4OOjp6cHS0hLVq1eHsrIyb8iYhoZGqZJK0ggEAkyZMkVsAYiIiIgihxoXXsBDRUVFbPGMiiIvL4+JEyfCx8eHV16a3m+A+L3TsmXLShnuVr16daiqqvKGVkq7d9LS0vDw4UNoaGiUyZDJgr73s+zt27fIzc1F/fr1uR6XqampOHPmDJYsWcKbf/H9+/d4/PhxiYfaV8R75XsYGRmhWrVqvPn1ZJl3UlSnadOm5RZbWatXr55YmaGhocyvRa1atcTKJP2/qLgFgQghhIijRRgIIYT8kgqvKMoYkzo3zujRo6GsrIx169ZVRGgAgMGDB/Oef/jwQSwJV3gibH19fbHVR39UX79+5T0v3KNGlknzy4KpqanYpPfS5vpbuXIlmjVrxvW+UlZWhoeHB6/O7du3Je6bmZkJAwMDqKurl3iS9QkTJoit9rlhwwap9Z8+fcpL3gL5Q8xMTExKdNyyNGzYMF7PGwMDA7HVSmX1o9w7QqFQbCXiGzduiPUcA/Lnp2zWrBnWrl1b5nF872fZlClT0Lx5c94wXW1tbfTu3VtiT7qCPW8lJflE7Xz8+BH+/v44c+ZMhb1XvkfhHmC3b9/mFqGQZv/+/TA2Nhb7DKkMRb0WL168gL+/P65evQpzc3OxhKG01+LVq1dQVVWFiYkJ18vNxsZGbN7Gwv8vys3N5VY7JoQQIjtKwBFCCPklderUCe3ateOV+fv7i315vn37Nnbs2AF1dXUMGjSowuLr16+fWHwFh90BwMGDB7l/CwQCrFu3TuJcRj+iwr0wrl69ynt+7NixCotl9erVUFFR4Z7fvHlTrJfV+/fvERQUBE1NTQwZMoQrX7x4Me+a379/H8ePHxc7xuLFi5GcnIzevXtDX1+/RPEpKysjPDyc13Pq0qVLEudsSk1NxYABA3jDvyZPniw2J1pF09DQQGhoKFauXImVK1di+/btUFZWLlVbhe+dwkmvirx3Fi1axHs9k5KSsG3bNl6djIwMrF27FgoKChg3blyZx1AWn2UJCQnc6rQFffnyhffcwMCA1/tN0qIMoh8Kbt26henTp3PvpYp4r3yPqVOncov4APnJq2HDhiEtLU1i/TVr1uDSpUtYtGjRD9FzuqjX4uzZs5g+fTqXaPP39+cN342IiBBb+AcAfv/9d2RmZmLUqFG8+r6+vrx6kZGRvMT38ePHpV43Qggh0tEQVEIIIT+UY8eOIT09nTefVMFtosnHPT09i11xbu/evejbty/XW2jfvn148+YNunTpAh0dHdy5cwdBQUEQCoU4dOgQb361PXv28OZoE4mMjERCQgLq1q3LzZlTML74+Hip+xgaGsLFxQVAfkLt4MGDGDJkCA4cOAAgv6fKu3fvYGlpiaNHj+LSpUsA8lfW+/PPP9GvXz+uzdjYWMTGxopdp8TEROzZswcAxIYwxsXF4erVq4iNjeWVp6enY8+ePbCzs0N6errYdiA/gaanpwcXFxccO3ZMahuWlpaws7PDuHHjsGXLFu5L28WLFzF06FC0bNkS4eHhEudf2rNnD3eNIiMjkZiYKLYKZWxsLPbs2YO+ffsiMjIS0dHRYu2I7hPR+Tdp0gRHjx7FgAEDuON6enpi7NixqFOnDl6+fImNGzfi8+fP2L9/P2+Ce1tbWxw7dgx9+vThJinv2rUrhg0bhiZNmiAzMxPh4eGIiIiAo6NjqXtRVq1aFTdu3MDUqVMRHByMb9++Yf78+Th79iy6d+8OHR0dPH78GCEhIXj79i0AwMTEBH/88YfEuZ1Kci8WJzExEZGRkbznonus4PvQ09MTnp6eYvunp6dzSbPCr6fovgEAFxcXGBoaYuDAgVixYgVevHgBIL93T/fu3eHh4YHLly/jxo0bEs/XwsICnp6euHr1KuLi4sTusbi4OOzZsweenp6IjY2V2BNSdH1E52Vubo4zZ86gV69eePbsGQBg5MiRuH79Opo3b47ExERs3boVT58+RUBAAJe8El2zwolnIP8+r1u3LgwNDbn7XFKcBT9jvuezTGTKlCmIiIiAm5sbdHV18eLFC97CDCoqKggJCeH1ODQzMxNb5dbX1xddunTBunXrICcnh27dugH4vvdKcZ9NgGyf+UWpUqUKTp48yXstz58/j+rVq6Nfv36oU6cOhEIh3rx5g2PHjuHatWtYvnw5hg0bJtZWWX0+Ffc5XvAesLe3h5mZGV6+fMnVmzp1Kuzt7bF06VIoKytz80A6Ojpi165dGDp0KNLS0vDt2ze0atUKo0aNQp06dfDx40fs27cP169fR+/evTF79mze8fv164c7d+7Az88PQP5wUzc3N4waNQopKSlYtWoV9PX1eT0YRfetnZ0dLC0tZX1ZCCHkv4URQgghPxBzc3MGoNhHXFycTO3l5eWxY8eOsT59+jBLS0umqqrKFBQUmJ6eHmvRogXz9fVlCQkJYvsVd/z58+eXOHZHR0eJMZ4/f54NHTqU2draMnV1dS4+BwcHtmDBAvb27VuxfebPn19sjIUFBwcXWT84OLjIds3NzVlcXFyRbXh5eXHHu3fvHuvWrRvT1dVlCgoKzMjIiHXp0oVFRERIjUV0jRwdHYs9N1nqFJSamspWr17N3NzcmJGREVNSUmJCoZDZ2NiwkSNHsocPH0p8fRhj7OPHj2zlypXMycmJGRgYMAUFBSYUCpm5uTnr0qUL27VrF8vJyZG6f0m8fv2a+fn5sU6dOjFzc3OmoaHBFBQUmL6+PqtTpw4bOnQo27NnD/v69avUNkp7L0oSFRX1Xe/D4u4Z0SMqKorb59WrV2zQoEHM0NCQez+4ubmx/fv3S43H3NycMcaYl5dXsZ8dstQpKDMzk23dupV5eHgwExMTJhQKmZKSEjM3N2cDBgxg165dk/maiT4/ZKlTUGk/yy5fvszmz5/POnfuzGxtbZmBgQFTVFRkioqKzMDAgLVs2ZLNmjWLvXjxQuLr9/btWzZy5EhWvXp1pqyszOTk5JiOjg5zdHRkR44cEatfmvdKcZ9NJfnML05WVhbbsWMH69u3L7O1tWVaWlpMXl6eqaqqsqpVqzIXFxc2f/78Io9XVp9PxX2OF74HHj16xPr378/Mzc2ZkpISk5eXZ/r6+qx9+/bs4sWLYnG+ffuWzZ8/n7Vo0YLp6uoyeXl5pqKiwqytrVnfvn3Z8ePHi7xWZ86cYZ07d+ZeRz09PdaxY0d28eJFqecXHBxcoteDEEL+SwSMybBuOyGEEEIIIYQQQgghpFRoDjhCCCGEEEIIIYQQQsoRJeAIIYQQQgghhBBCCClHlIAjhBBCCCGEEEIIIaQcUQKOEEIIIYQQQgghhJByRAk4QgghhBBCCCGEEELKESXgCCGEEEIIIYQQQggpR5SAI4QQQgghhBBCCCGkHFECjhBCCCGEEEIIIYSQcvRTJODOnz8PT09PVK1aFQKBAGFhYVLrjho1CgKBAGvWrOGVZ2dnY8KECdDX14eamho6d+6M169fl2/ghBBCCCGEEEIIIeQ/76dIwKWnp6NBgwbYsGFDkfXCwsJw9epVVK1aVWzb5MmTcfjwYezZswcXL15EWloaPDw8kJubW15hE0IIIYQQQgghhBAChcoOQBYdOnRAhw4diqzz5s0bjB8/HqdPn0anTp142z59+oTAwECEhoaibdu2AIAdO3agWrVqOHv2LNzd3cstdkIIIYQQQgghhBDy3/ZT9IArTl5eHgYNGoTp06ejTp06Yttv3ryJb9++oV27dlxZ1apVUbduXVy+fLkiQyWEEEIIIYQQQggh/zG/RALOz88PCgoKmDhxosTtCQkJUFJSgo6ODq/cyMgICQkJFREiIYQQQgghhBBCCPmP+imGoBbl5s2bWLt2LW7dugWBQFCifRljJd6HEEIIIYQQQgghhJCS+Ol7wF24cAGJiYkwMzODgoICFBQU8OLFC0ydOhUWFhYAgCpVquDr16/4+PEjb9/ExEQYGRlVQtSEEEIIIYQQQggh5L/ip0/ADRo0CP/++y9u377NPapWrYrp06fj9OnTAIAmTZpAUVERERER3H7v3r1DbGwsWrZsWVmhE0IIIYQQQgghhJD/gJ9iCGpaWhqePn3KPY+Li8Pt27ehq6sLMzMz6Onp8eorKiqiSpUqsLW1BQBoaWlh2LBhmDp1KvT09KCrq4tp06ahXr163KqohBBCCCGEEEIIIYSUh58iAXfjxg04Oztzz6dMmQIA8PLyQkhIiExtrF69GgoKCujduzcyMzPh6uqKkJAQyMvLl0fIhBBCCCGEEEIIIYQAAASMMVbZQRBCihcXF4fVq1fj3LlzePHiBb59+wZdXV3o6+ujZs2aaNiwIbp27Yo6depUdqiEEEIIIYQQQggp4KfoAUfIf11ERAS6deuG9PR0XnlCQgISEhIQGxuLAwcO4Nu3b5SAI4QQQgj5D2KMITc3Fzk5OZUdCiGE/BIUFRXLdNQkJeAI+cGlpaVhwIABvORbw4YNUa1aNWRnZ+PJkyeIi4urxAgJIYQQQkhlYYwhNTUVSUlJyM3NrexwCCHkl6KtrY0qVapAIBB8d1uUgCPkB3fq1CkkJSVxz8PCwtClSxdenVevXmH//v3Q1dWt6PAIIYQQQkglSkhIQGpqKjQ1NaGpqQkFBYUy+aJICCH/ZYwxZGRkIDExEQBgbGxcJo0SQn5gy5YtYwC4x8ePH2XaLzg4mLdfVFQUb/v8+fN52+Pi4orcd+/evaxp06ZMRUWFmZiYsKlTp7KMjAzGGGP//vsv69y5M9PS0mJqamqsbdu27Pr162IxeXl58dr9+vUrW7x4MbO2tmbKysqsVq1abNOmTVz9sLAwZmdnx1RUVJi+vj4bPHgwe/funVi7+/btY8OGDWNNmjRhJiYmTFlZmQmFQlatWjXWtWtXdvToUYnXyNzcnIvF0dGRpaSksAkTJjAzMzMmLy/PJk6cyKpXr87VadOmjVgb3759Y/r6+lydbt26yfLyEEIIIYR8t5ycHPbgwQOWlJRU2aEQQsgvKTk5md2/f5/l5OR8d1vUA46QH5yioiLvee/evTFt2jS0atUKqqqqFRKDv78/wsPDuedv3rzBH3/8gbt372Lu3Llwd3dHRkYGt/3s2bO4fPkybt68iZo1a0ptt1u3brx2Hzx4gNGjR+PDhw9QVlbG1KlTuW2ZmZnYvn07bty4gZs3b0JZWZnbtnbtWly6dEms/VevXuHVq1cICwvDpEmTsGbNGqmxpKamomXLlnj48CFXJhAIMG7cOPj4+AAAzp8/j0ePHsHW1parExkZieTkZO75kCFDpB6DEEIIIaQsffv2DYwxqKmpVXYohBDySxJ95/727dt3zwcnVxYBEULKT8uWLXnPIyIi4O7uDk1NTdSvXx/jxo1DREQEWDkuaBweHg59fX24ublBU1OTKz9z5gzatWuHr1+/onXr1qhevTq3LSMjA8uXLy+2XWtra7i4uEBO7n8fRwsWLMBvv/0GTU1NtG3bFnp6ety2+/fvY8+ePWJtKSsro0GDBnBxcUGXLl3Qpk0b3h+ja9euxZUrV6TGcufOHTx8+BAGBgZo164dmjdvDjk5OQwZMgTq6upcva1bt/L227dvH/fvKlWqoEOHDkWeMyGEEEJIWaMhp4QQUj7K8vOVEnCE/OBatGiBzp07i5Xn5ubi7t27CAgIQLt27dC0aVM8efKkXGIwNzfHvXv3cObMGV7CCcjvmbZz506cP38ed+/ehYmJCbctOjq6yHY9PDzw6NEjnDt3Dr/99htX/vXrV6ipqeHGjRuIiIhAVFQUb7/C7f71119ITU3F7du3ce7cOYSFheHvv/9GXFwcL3l28ODBIuPp0qUL4uPjcfr0aVy9ehXLly+HlpYWBg8ezNXZtm0bvn79CgDIyclBWFgYt23w4MFQUKCOxYQQQgghhBBC+OibIiE/gf3792PevHnYsGEDbzXUgm7duoX27dvj/v37EAqFZXr8UaNGwdDQEABgb2/P21ajRg307t0bQH4vNDs7Oxw6dAgA8O7duyLbnTVrFteNt3C7ffr0gY2NDQCgXr160NXVRUpKisR2zc3NsWHDBhw9ehQPHz7Ex48f8e3bN7HjPX78WGosCgoK2LBhA29Yr5KSEgBg/Pjx2LhxIxhjSEpKwpEjR9CrVy+cPXsWHz584OrT8FNCCCGE/EhefnqJ5Izk4iuWI31VfZhpmVVqDIQQ8iOgHnCE/ASUlJSwfPlyvHv3DocOHcLEiRPRoEEDsXrPnz/HiRMnyvz4tWvX5v6toaEhdVvh7aKeYqVpt06dOlLbzc7O5v795csX2NvbY9q0aTh//jwSExMlJt8A4PPnz1JjsbS0hKmpqcRttWrVQtu2bbnnW7ZsAcAfftqiRYsi57sjhBBCCKlILz+9hO0GWzT5q0mlPmw32OLlp5cljv/AgQMQCATYu3ev2LYGDRpAIBDg9OnTYtusra3RuHHjUl2z0hIIBFIf3t7eXD1fX1/eNiUlJVhaWmLSpElITU3l6oWEhEAgEODGjRuliufjx48YPXo0TExMoKamhjp16sDX17fE7Xz79g0bN25EixYtoKWlBRUVFdSuXRuzZs3Cx48fSxVbSQkEAl7s0dHREAgEYiNi1q9fj+rVq0NJSQkCgQCpqanw9vaGhYVFmcbj5OQEJyenYuulpKSgb9++MDQ0hEAgQNeuXcs0jsIsLCzg4eEhcduNGzcgEAgQEhLClRW+Fws/4uPjubrS6ujr6/OOk5ycDKFQ+F337q+OesAR8hPR0NBAt27d0K1bNwBAfHw8Bg4cyFuAQFovr9zcXN5z0XLKstDS0uL+XXCutsLbSqos2v3zzz8RGxvLPVdTU4O9vT20tbUBACdPnuQWiChqnrwqVaoUeZwJEyYgIiICQP4iE48fP+YNPx06dKhM8RJCCCGEVITkjGRk5WRVdhjIyslCckZyiXvBOTk5QSAQICoqCn369OHKU1JScPfuXaipqSEqKgru7u7cttevX+P58+eYMmVKmcUvq549e/IWEBMxMDAQKzt16hS0tLTw5csXnDhxAmvXrsW1a9dw+fLlMplvysvLC9HR0fDz80ONGjVw584dnDp1qkRtZGRkoGPHjrh48SJGjhyJuXPnQkVFBTExMfD398fu3btx9uxZWFtbf3e8JdG4cWPExMTwfsi/ffs2Jk6ciOHDh8PLywsKCgrQ0NDA3LlzMWnSpAqNT2TRokU4fPgwgoKCYG1tDV1d3UqJoziie7EwY2Nj3nNJ93fhxQJDQ0O5DhiBgYFo2rRpGUf786MEHCE/uOTkZOjo6EhcccXCwgLjxo3jJeBEc5CJhk+KFPxVDQBiYmLKPthKcPnyZe7fQqEQjx494uahy83NlTmRVzgBWFinTp1gZWWF58+fgzGGQYMGcb/8qamp8f4wJIQQQggh30dfXx9169YV6+n0999/Q0FBAcOGDRObJ1j03NnZuaLC5BgZGYlNqSJNkyZNuN5Dbm5u+PDhA0JDQ3H58mU4ODh8Vxzp6ekIDw/H9OnTMWbMGACAq6triZOSPj4++Pvvv7Fnzx7e37nOzs7o2bMnmjdvjp49e+LmzZvF/h1dljQ1NcWu87179wAAI0aMQPPmzbnyik4OFhQbGwtra2sMGDCgTNpjjCErKwsqKipl0p5IwXuxKLLc30FBQTA0NIS5uTl2796NVatWlXm8PzsagkrID+748eOoWbMm1q1bh6SkJN623NxcHD16lFcmGgZZuEdXSEgI1wvO398ft2/fLr+gK1DB4aZycnJQVlYGkP8/qQULFkidM6+k5OTkMG7cOO75tWvXuH/37NlTbAgtIYQQQgj5Ps7Oznj06BFv/t/o6Gg0a9YMHTt2xM2bN/HlyxfeNnl5ebRu3RoAkJWVhd9//x2WlpZQUlKCiYkJxo0bJ/bDtGj43qlTp9C4cWOoqKigZs2aCAoKqpDzFCU2Xrx48d1tycnJQSAQ4NGjR6VuIyEhAUFBQXB3d5f4I3ONGjUwY8YM3L59G8ePH+fKCw8XFbGwsOANxU1KSsLYsWNRu3ZtqKurw9DQEC4uLrhw4UKxsRUegurk5ISBAwcCAOzs7HjDfiUNQWWMISAgAA0bNoSKigp0dHTQs2dPPH/+XKzeihUrYG5uDmVlZTRu3BgnT54sNr74+HgIBAKcPXsWDx484IZriuJNSUnB2LFjYWJiAiUlJVhZWWH27Nm8KXaA/Gs5fvx4bNq0CbVq1YJQKMS2bduKPX5luXr1KmJjYzFo0CCMGDECnz59KnYBvP8iSsAR8hN4+vQpJk2aBCMjI9SuXRsdOnRAx44dYWZmhj179nD1qlatCldXVwBAs2bNeAsKHD9+HAYGBtDT08P06dMr/BzKS7Nmzbh/Z2Zmonbt2vDw8ECtWrWwaNGiMl02etiwYVBTUxMrp8UXCCGEEELKnqgnW8FecFFRUXB0dISDgwMEAgEvaRMVFYXGjRtDS0sLjDF07doV/v7+GDRoEMLDwzFlyhRs27YNLi4uYgmPO3fuYOrUqfDx8cGRI0dQv359DBs2DOfPn5cpVsYYcnJyxB5FTYEi8vTpUwCSh6uWlIqKCgYOHIiwsDBs2LChVG1ERUUhJyenyHnLRNskzcNXHNHCavPnz0d4eDiCg4NhZWUFJycnsR6PxQkICMCcOXMAAMHBwYiJicHcuXOl1h81ahQmT56Mtm3bIiwsDAEBAbh37x5atmyJ9+/fc/UWLFiAGTNmwM3NDWFhYRgzZgxGjBhRbGLT2NgYMTExaNSoEaysrBATE4OYmBg0btwYWVlZcHZ2xvbt2zFlyhSEh4dj4MCBWLFiBbp37y7WVlhYGDZu3Ih58+bh9OnTXGK5LOXm5ords4WnLgIk398F7+3AwEAA+dPy9O3bF6qqqlwZ+R8agkrID65gAokxhgcPHuDBgwdi9TQ0NLBr1y6uB5iGhgamTZuGhQsXcnVEQyb19fXRpk0bbrXSn9mECRMQFBSEN2/eAMif2y48PBxAfsLs7NmzZfJrIpA/L92gQYOwadMmrsza2hpt2rQpk/YJIYQQQsj/ODo6Qk5ODtHR0ejXrx8+fPiA2NhYrFy5Eurq6mjcuDGioqLQsWNHvHr1CnFxcejVqxcA4MyZMzh9+jRWrFjB/fjs5uaGatWqoU+fPti+fTtGjBjBHSs5ORmXLl2CmVn+XHVt2rTBuXPnsGvXLpn+1gsICEBAQIBYeWhoKNdDS0SU9EhLS0N4eDg2bdqEatWqlUmCJSEhAY8fP4atrS0mTpwIJSUljBw5skRtvHyZv2iGpaWl1DqibaX5O9vW1pZ3rXJzc+Hu7o74+HisW7dOpkUORGrXrs0NNa1bt26R845duXIFW7ZswR9//MEbktu6dWvUqFEDq1atgp+fH1JTU+Hn54du3bph69atXL06derAwcEBtra2Uo8hFAphb28PTU1NfP36lTdsc/Pmzfj333+xb98+7j51c3ODuro6ZsyYgYiICLi5uXH109LScPfuXejo6Mh8PUpK0jzY1tbWXFJYRNL9vWXLFgwfPhwZGRnYu3cv7O3tubn5evXqhe3bt+PZs2eVOhT4R0M94Aj5wQ0aNAjXr1/H0qVL4e7ujtq1a0NPTw/y8vLQ1NREo0aNMH36dNy7dw+Ojo68fX19fbF69WrY2tpCSUkJRkZGGDJkCG7fvo169epV0hmVLQMDA8TExKBfv37Q1dWFsrIy6tSpgzVr1nCrlZalCRMm8J4PGTKkTHvZEUIIIYSQfDo6OmjQoAHXK+rvv/+GvLw8N0+ao6MjN+9b4fnfIiMjAYA39BHITwyoqanh3LlzvPKGDRtyyTcAUFZWRo0aNWROMPXu3RvXr18Xe3Ts2FGsbpUqVaCoqAgdHR0MHDgQjRs3xqlTp7gf0kvr27dv6NChAwwNDXHv3j2MGDECo0eP5iWRLl68yC1uURZK+3fwpk2b0LhxYygrK0NBQQGKioo4d+6cxI4GZeX48eMQCAQYOHAgrydXlSpVePdZTEwMsrKyxOZva9myJczNzUt9/MjISKipqaFnz568ctE9WviedHFxKdfkG5C/uFzhe7bgQnMiku5vUS/Iffv24fPnz7xF6YYOHQrGGIKDg8s1/p8N9YAj5AcnJyeHpk2bomnTpvj9999LtK9AIMDkyZMxefJksW2+vr5SlyP39vYW+2OloKK60oeEhPCWuJZ1m5OTU5HtFlwKu7Bq1aph165dJd6vqG3SFFw9Vl5eHl5eXiVugxBCCCGEyMbZ2RmrVq3C27dvERUVhSZNmkBdXR1AfgLujz/+wKdPnxAVFQUFBQW0atUKAPDhwwcoKCiIDesUCASoUqUKPnz4wCvX09MTO7ZQKERmZqZMcRoYGMi86uPZs2ehpaUFRUVFmJqaSjx2aYSFheH27dvYunUr5OXlsWnTJsjJyWHkyJGQl5fHkCFDEB0dDW1tbbRs2VJqO6JEZFxcnNQ6om3VqlUrcZyrVq3C1KlTMXr0aCxatAj6+vqQl5fH3LlzyzUB9/79ezDGYGRkJHG7lZUVAHD3hqTeYZLKZPXhwwdUqVJFLGlpaGgIBQUFsXuy8EqkRVFQUJA4dBQAcnJyAIivWgoADRo0kGkRhqLu78DAQCgrK6N9+/bc/Ir169eHhYUFQkJCsGDBAokLCv4XUQKOEEKK8erVK+zduxcpKSm8BGLPnj1hampaeYERQgghhPziRAm46OhoREdH83qUiZJt58+f5xZnECXn9PT0kJOTg6SkJF4SjjGGhIQE3jzCFU3WpEdJPXv2DED+SqFAfrIxICAAcnJyGD58OD59+oRVq1Zh+vTpEAqFUttxdnaGgoICwsLCMHr0aIl1RL2kXFxcuDKhUCg2tx4AscTSjh074OTkhI0bN/LKCy6oUR709fW5eQMlnb+oTJQQTUhIEKuTkJAgtrCDrPT09HD16lUwxnhJuMTEROTk5IjdEyXpXWhkZMRNyVOYqFxa4vF7PH78GBcvXgQAXg/Sgk6fPi2xJ+h/EQ1BJYSQYjx79gzTp0/HsmXLuFW4dHR04OfnV8mREUIIIYT82tq0aQN5eXkcOHAA9+7d480PpqWlhYYNG2Lbtm2Ij4/nhp8C4BYm27FjB6+9gwcPIj09ndv+K6lbty4AYPv27VyZQCDAn3/+ieHDh8PHxwe6urr47bffimynSpUqGDZsGE6fPo29e/eKbX/8+DH8/PxgaWmJLl26cOUWFhb4999/eXUjIyORlpbGKxMIBGIJsH///RcxMTGynWgpeXh4gDGGN2/ecCOMCj5EU/TY29tDWVkZO3fu5O1/+fLl75pb2tXVFWlpaWJDPEWv1/fck23btkVsbCzu378vtm3fvn1QV1eHnZ1dqduXRrTQwpYtWxAVFcV7nDhxAoqKihW2mvDPgHrAEUJICRgYGKBVq1ZYunTpd80BQQghhBBCiqepqYnGjRsjLCwMcnJy3PxvIo6OjlizZg0A8BJwbm5ucHd3x4wZM/D582c4ODjg33//xfz589GoUSMMGjSoTON8//49rly5IjF+0cT0JRUZGSlxypSOHTtCVVVVrLxTp07o2LEjlixZglevXqF79+5QUlLCP//8g7CwMFSrVg3Pnj3D2rVrMXXq1CKPvWrVKjx8+BADBw7E+fPn4enpCaFQiCtXrsDf3x9Afi+4gsMaBw0ahLlz52LevHlwdHTE/fv3sWHDBmhpafHa9vDwwKJFizB//nw4Ojri0aNHWLhwISwtLbnhkuXBwcEBI0eOxJAhQ3Djxg20adMGampqePfuHS5evIh69ephzJgx0NHRwbRp07B48WIMHz4cvXr1wqtXr+Dr6/tdQ1AHDx6MP//8E15eXoiPj0e9evVw8eJFLF26FB07dkTbtm1L3fakSZOwfft2ODk5YdasWahXrx4+fvyIvXv34sCBA1i1ahU0NDTE9rt586bY6wPkL24h6kkpTU5ODrZv345atWph+PDhEut4enri6NGjYj1R/6soAUcIIcUobn46QgghhBBSfpydnXH9+nU0atRILCng6OiI1atXQ0lJiTevmUAgQFhYGHx9fREcHIwlS5ZAX18fgwYNwtKlS4scglkaBw4cwIEDB8TKHRwcuCF6JTVjxgyJ5XFxcRKHQYrOed26ddi2bRv27NkDBQUF1KtXD76+vhgxYgSmTJmCadOmQVFRERMnTpR6bFVVVURERGDz5s3YsWMHtm/fzvVka9myJfbt2wcTExPePtOnT8fnz58REhICf39/NG/eHPv27eP1kgOA2bNnIyMjA4GBgVixYgVq166NTZs24fDhw9xCCOVl8+bNsLe3x+bNmxEQEIC8vDxUrVoVDg4OaN68OVdv4cKFUFNTQ0BAAEJDQ1GzZk1s2rSJSz6WhrKyMqKiojB79mysXLkSSUlJMDExwbRp0zB//vzvOi9dXV1cuXIFCxYswOrVq/H27VuoqKigQYMG2L9/v9jCDyLt27eXWB4REVFsQjA8PBwJCQmYOXOm1DojR47EoUOHEBoaylt59r9KwOhbJSGEEEIIIYT8dLKyshAXFwdLS0uxFTRffnoJ2w22yMrJqqTo8ikrKOPR+Ecw05I8PxT5eXz79g2enp64fPkyIiIiymVIIyE/mqI+Z0uKEnCEEEIIIYQQ8hMq7ovhy08vkZyRXAmR/Y++qj4l334haWlpcHZ2xrNnzxAVFYUGDRpUdkiElKuyTMDREFRCCCGEEEII+QWZaZlR8ouUKXV1dVy/fr2ywyDkp0SroBJCfmje3t5iS3D7+vpCIBCITUobGxuLdu3aQVdXFwKBAJMnTwaQPx+Gt7d3mccWHR0NgUCAkJCQMm+bEEIIIYQQQsivgxJwlUAgEEh9pKamVnZ45erUqVMQCAT4/fffxbZdv34dAoEACgoK+PTpk9j2Hj16QCAQ4Pnz5xURKk98fHyRr1vhZJCTkxNvm6KiIkxMTNCvXz/cu3eP17aFhQVq1qz5XfElJydjzJgxMDc3h4qKCqytrTF8+HC8ffu2VO19/vwZixYtQuPGjaGhoQFVVVXUrl0bv/32GxITE78r1vKSk5OD7t274+HDh1iwYAFCQ0PLfHWr7yFKGkp7VBRRQlPSiloAEBISIpZUFCUaZY3fwsJCar3CidBPnz5BVVWVEpmEEEIIIYSQXxoNQa0krVu3xsiRI8XK1dTUKiGaitOqVSsoKCggKipKbFt0dDQUFBSQk5ODCxcuwMPDg9vGGMP58+dhZmYGKyurigyZx8XFBUOGDJG4rfCyyoqKiggKCgIAZGZm4urVq9i2bRvCw8Nx7dq17066iTDG0KVLF8TExGDkyJFo0qQJ4uPjcfDgQTx+/BhVq1YtUXuPHz+Gu7s7Xrx4ge7du2PYsGFQVFTElStXsGbNGgQHB+P48eOVOunqnDlzMHPmTN7qVc+fP8eTJ0+watUqTJgwgVc/MzMT8vLyFR2mRL6+vrC2tq7sMEqlT58+vPdlUYyNjbFixQqx8sLnvmvXLmRlZcHa2hqBgYHl0lOREEIIIYQQQiobJeAqiZWVFQYOHFjZYVQ4dXV1NGvWDNevX8eXL1+goaHBbYuOjkbr1q0RFxeHqKgo3hf92NhYJCcnw8vLqzLC5tjY2Mj8usnJyfHqjhgxArVq1cK0adOwbt06BAQElElMT548weXLlzFs2DBs2rSJK1+yZAm+fv1aorYyMjLg6emJN2/e4NixY+jUqRO3beTIkRg7dizatm2Lzp074+7duzA0NCyTcygpBQUFKCjwP74SEhIAADo6OmL1v3eyzLLk7u4Oe3v7cms/LS0N6urq5dJ2w4YNZb7/NTU1ZaobGBiINm3aoE+fPhg7diwePXoEW1vb7w2VEEIIIYQQQn4oNAS1En39+hVfvnyp7DAqnLOzM3JycnDx4kWuLDc3FxcvXoSTkxMcHR3FeshFR0dz+4q8fPkS3t7eMDY2hpKSEiwsLDBlyhSx4auiIXWRkZHw8/ODlZUVhEIhatSogW3btpXfiUrg7u4OAHj27FmZtSka/idpQWMlJaUStRUYGIjHjx/Dx8eHl3wTadq0KZYuXYrExESsXLmSKxddY9HrVJCTkxMsLCx4ZWfOnEGfPn1gZWUFFRUVaGtro127dvj7779lirPwHHCi+wYAhgwZIjYsWNoccGfPnkW7du2gra0NZWVl1K9fn5fELCg4OBh16tSBUCiEubk5fH19kZOTI1O8JRUcHIymTZtCVVUVGhoacHZ2xpkzZ8TqWVhYwMnJCf/88w/c3d2hpaWFevXqlUtM5eHff//FzZs34e3tjX79+kEoFHK9RgkhhBBCCCHkV0IJuEpy4MABqKqqQlNTE3p6ehg+fDjXg+dXJ0qiFUzW3Lp1C58/f4ajoyMcHR1x584dfPz4kdteOAH36tUrNG/eHLt27UKvXr2wZs0atG7dGqtXr4ajoyMyMzPFjvv7779j165dGD16NPz8/CAnJwdvb29cunRJ5tizsrKQnJws9igYa1GePHkCANDX15f5mMWxsbGBm5sbQkNDJQ7tLYkDBw4AyO+tJ423tzcUFRVx8ODBUh8nJCQEqampGDJkCNavXw8fHx88ePAArq6uuHDhQonbmz17NmbNmgUgv6deaGgoQkNDxYYFF/TXX3+hXbt2SEtLw+zZs7F69WpUr14dY8aMwfTp03l1165di6FDh0IgEGDx4sUYPXo0du3ahRkzZpQ41k+fPondP1lZWdz2WbNmYejQoQCARYsWYebMmXjx4gXat2+PnTt3irX38uVLuLq6wsLCAitXrhQbfluWMjIyJN7/nz9/Fqubm5srsW7BRPHWrVuhpqaGnj17QltbG507d8b27dvLLbFJCCGEEEIIIZWGkQrXrFkz5ufnxw4dOsR27NjBhg0bxuTk5Fi1atXY27dvKzu8cpeRkcGUlJRYs2bNuLIVK1YwoVDIsrKy2PPnzxkAdvjwYcYYY3l5eUxfX59ZW1tz9QcMGMAAsLCwMF7bixcvZgDYkiVLuLLg4GAGgDVs2JBlZ2dz5a9fv2ZKSkqsb9++xcYcFxfHAEh9FIyNMcYcHR2ZUChkSUlJLCkpib18+ZLt37+fmZqaMgAsPDycq2tubs5sbW1lu3gSJCQkMDs7OyYUCpmamhqLjIwsdVu6urpMQ0Oj2Hp169ZlANiXL18YY/+7xlFRUWJ1HR0dmbm5Oa8sLS1NrF5CQgLT09NjHTp04JV7eXmxwh9V8+fPZwBYXFwcVxYVFcUAsODgYLG2ATAvLy/u+du3b5lQKJT42k+cOJHJycmxp0+fMsYY+/jxI1NVVWXVq1fnzldUbmJiIvWYhYlilvRYvXo1Y4yxR48eMYFAwOzs7FhWVha3b3JyMqtSpQrT0dHhXTtzc3MGgAUFBRV7fBHR9Sx47QoSvZYFz0l0baU9XF1deW2I4pL0+PjxI2OMsaysLKarq8sGDx7M7RceHs4AsCNHjsh8PoQQQsh/WWZmJrt//z7LzMys7FAIIeSXVJafszQHXCW4du0a7/mAAQPg6OiIwYMHY/78+fjrr78qKbKKoaKiAjs7O1y+fBmfP3+GpqYmoqOjYW9vD6FQCEtLS1SrVg3R0dHo2rUrN/9b165dAQB5eXk4evQo6tWrhy5duvDanjJlCpYvX45Dhw5xPaJExo4dyxuSaWJigho1anC90mTh4eGBSZMmiZWrqqqKlWVnZ4v1wDI0NMRff/2Fjh07ynzMomRkZKBdu3YAgKdPn6J3797o1KkTwsLCuHIA6NWrF06dOoXPnz8XueLm58+fUaVKlWKPq6WlBQD48uVLqeYbK7jYSFpaGrKzsyEvLw87OztcuXKlxO2V1IEDB5CdnY0hQ4YgOTmZt83T0xPr1q3DuXPnYG1tjYiICGRkZGDcuHG8c9XW1sbYsWMxe/bsEh173bp1qFWrFq9MNOfZkSNHwBjDb7/9xltgQk9PD2PHjsW8efPE5kfU09OrsLkRhw0bhr59+4qV6+npiZVVq1ZN4nBS0TU8fPgwUlJSeEOD3d3dYWxsjMDAQHTu3LnsAieEEEL+oz69/ISM5IxKjUFVXxVaZlqVGgMhhPwIKAH3gxg0aBDmzZuH8PDwyg6lQjg7O+PChQu4cOEC2rdvj4sXL8LHx4fbXnAeuMLDT5OSkvDlyxfUqVNHrF0VFRVYW1vj+fPnYtskrZ6qp6eHFy9eyBy3iYkJ2rZtK1NdRUVFnDhxAkD+ogGGhoawtbUt09U4N2/ejH///RcXLlyAqakpTp06xS2ScOjQIS7Rd/v2bbRp06bI5BuQP3F+4Tn0JPn06RPk5ORKPZT22bNnmD17Nk6fPo3U1FTetuJiLAsPHjwA8L85+SR5//49gP/N11c4aQYAtWvXLvGxmzVrJnURBtF9K+neFs3tVvjetrKygpxc2c8mIOl1qF69usz3v6qqapF1AwMDYWBgAFNTUzx9+pQrd3Nzw65du5CQkCBTMpgQQgghkn16+QkbbDcgJ6typ3ZQUFbA+EfjKQlHCPnPozngfiAWFhZISkqq7DAqRMF54ArO/ybi6OiIu3fvIjk5WSwBxyQsNlCQtO3SEl/FtVdacnJyaNu2Ldq2bQsnJyfUrl27TJNvQP71EwgEaNGiBYD8BNqZM2dQp04ddOvWDWFhYTh58iSePn1a5LxuInXr1sWXL194CZHC0tPT8ejRI5ibm0NRURFA0UmzwvN5ffnyBa1bt8apU6cwadIkHDhwAKdPn0ZERARcXFzK7fUoSHSM4OBgRERESHwMGDCAt09FJAaLOndp2yT1viyKiooKAEicJxHI71VZsF55iI+Px7lz55CUlIQaNWrAxsaGe4jmgKvoBVIIIYSQX01GckalJ98AICcrp9S98EQLfd24caOMo5LsxIkT8PX1lbm+t7c3t/iXpIdIfHw8r1xOTg56enro2LEjYmJieG0KBAKMHz++xLF7e3uXamRKUS5fvgxfX1+xH8yLc+rUKXTq1AkGBgYQCoUwMzPDkCFD8OjRozKNTxonJyc4OTnxygQCgdhre+7cOTRt2hRqamoQCAQICwvj7jnRYm5lQbSAnCzmzJkDMzMzKCgoQFtbu8xikKS4e0ZdXZ03WkX03VPaIyQkhKvr5OQktV5sbCzvOI0bN4ZAIIC/v39Zn+IPh3rA/SAYY3j69Ol/psdHixYtoKysjKioKBgaGkJJSYlLIgH5CTjGGKKjo3H+/HnUrFkTxsbGAPKHcWpoaODevXti7WZlZeH58+eoWbNmhZ1LZZKTkwNjDC9fvoSlpSWA/KGRomRWr169ULVqVbRs2VJsuK4kPXr0wPnz5/HXX39hxYoVEuuEhITg27dvGDhwIFemq6sLAEhJSRGrHxcXxyXqACAyMhLv3r1DUFAQhgwZwqs7Z86c4k+6DNSoUQNAfg/I4np0WVtbAwDu37/PG9YrKitLomPdu3ePG5YqIrrfRXVKS3Sf3L9/X2KvPtE5ieqVh+DgYDDGsHnzZu7eKWjhwoUICgoq1SIXhBBCCCGldeLECfz5558lSsKpqKggMjJSproTJkxA//79kZubi3v37mHBggVwdnZGTEwMGjVqVMqoy8/ly5exYMECeHt7y5wM+u2337By5Uq0b98eAQEBMDIywuPHj7Fq1So0atQI+/bt402nUlFiYmJgamrKPWeMoXfv3qhRowaOHj0KNTU12NraIicnBzExMdx3z4p05MgRLFmyBLNnz0aHDh14U9L8SJYuXcp1jimo8PcUKysriYvIFax3+/Zt/PPPPwDyR8hMmzatjKP9sVAPuAomGtZW2Pr16/H69ev/zLxHQqEQLVq0wO3bt3HkyBHY2dlBWVmZ225jY4OqVati/fr1SE5O5r3B5eTk0LlzZ9y9exfHjx/ntbtmzRqkpaWhe/fuFXYulUk0xHTGjBnIzc3lynV1dbF3714IBAK8fPkSvXv3lulXl+HDh6NGjRpYs2YNN3y2oBs3bmD27NkwNjbGuHHjuHJRQuvs2bO8+rt378bbt295ZaJegIV7dJ05cwZXr14tNsay0KtXLwiFQvj6+nI9vgr69OkTsrOzAeQPiVRVVcWff/6JtLQ0rk5qaioCAgLKNK6uXbtyv/58/fqVK09JSUFAQAB0dHTEfs0rqc6dO0MgEGDDhg28YwDA27dvsWfPHlSrVq3c/gjMy8tDSEgIateujZEjR6Jnz55ijwEDBuDx48e4ePFiucRACCGEEFJW5OTkYG9vL/FRmJmZGezt7eHg4ICRI0ciNDQU2dnZZf43ZWXZvXs3Vq5ciTFjxuDkyZPo1asX2rRpg+HDh+P69euoXbs2+vfvj5cvX1Z4bPb29rwE3Nu3b5GSkoJu3brB1dUV9vb20NHRgYGBATc3eUUT9QybOHEiHBwc0LRp0+9uU9J3ne9lY2Mj8X4vPP+5ioqKxHoFR9ps3boVANCpUyc8fPgQly9fLvN4fySUgKtgy5YtQ926dTFz5kxs3LgRq1atQufOnTFp0iTY2NiU6NeWn52zszNyc3Nx6dIliUmFNm3a4Pz581zdgpYtWwYjIyP06NEDkyZNwsaNG+Hl5YXff/8dDRo0kLhQQll48uQJduzYIfHx7t27Urf74cMHLF68WOKjqDnqhgwZgvbt22P//v1o0qQJli1bhsDAQEyZMgUODg7Q19dHnTp1MH36dJw6darYOFRVVXH06FGYmJjAw8MDvXr1QkBAAP766y8MGzYMDg4OEAqFOHLkCIyMjLj9bG1t0bZtW2zevBljxozh/uvj44Pq1avzjtGqVStUqVIFU6dOxbx58/DXX39h7Nix6NGjBzfPWXkzNTXFxo0bcfv2bdSqVQtz587F1q1bsWzZMvTv3x/Gxsbc66mtrY1ly5bh6dOnsLe3x8qVK7F8+XI0b96cdw3Kgo2NDWbOnImYmBg4ODhg1apVWLp0KZo1a4aEhASsW7eOt4BFadSsWRMzZ85EdHQ0GjdujEWLFuGvv/7CjBkzUK9ePXz+/BkbN26EgoJ4B+nbt29Lvf8/f/4s0/EjIiLw8uVL9OzZU2qdHj16AMj/FYwQQgghpDgXL16Eq6srNDQ0oKqqipYtW4rNrZ2RkYFp06bB0tISysrK0NXVRdOmTbF7924A+cPx/vzzTwDgDZcry6GIhYmSdCWZk7o49+7dg6urK9TU1GBgYIDx48fzkjCi4bAFhwuKFBym6evri+nTpwPIHxkhuh6i6YEkWbJkCXR0dCQOJVRTU8P69evx5csXrFmzhiuXNFwUyH89LCwseGULFiyAnZ0ddHV1oampicaNGyMwMFCmKWwKn5soGTdjxgwIBALuWNKGoJ49exaurq7Q1NSEqqoqHBwccO7cObHjhIeHo2HDhtzigrIOq7SwsOBGAxkZGfHizcvLw4oVK1CzZk0IhUIYGhpi8ODBeP36Na8NJycn1K1bF+fPn0fLli2hqqqKoUOHynT8ypCVlYVdu3ahSZMmWL16NQBIXMTtV0JDUCuYi4sLHj58iB07diA5ORkCgQDW1taYPXs2pk+fzq0u+V9QMKlWcP63gmV79uyBQCAQ+1CuVq0arl69innz5mHv3r1ISUmBsbExfHx8MH/+/BLPiyWryMhIqV3MT548WequysnJyZg7d67Eba1atYK5ubnEbQoKCjh+/Dg2btyIkJAQLF68GHl5ebC2tsbYsWPh4+ODjIwM2Nvbo0ePHjhz5gwcHByKjMXW1hZ37tzB2rVrcejQIZw8eRLp6ekA8hcHuHjxosQu6KGhoZgwYQJ27tyJ0NBQtG7dGlFRURgzZgzvf2Da2to4ffo0fvvtN6xfvx45OTlo0qQJTpw4gcDAQNy9e1e2i/adhgwZgho1asDf3x+bN29Gamoq9PX1YWtri0WLFvGGg0+cOBEaGhpYuXIl5syZgypVqsDb2xutW7eGm5tbmca1dOlSVK9eHX/++Sdmz54NeXl5NG3aFAEBAUUuGlHSYzRo0ACbNm3CH3/8gfT0dOjp6cHFxQUzZsyQ+mvb3r17sXfvXonbHjx4AE1NzWKPLUqqFZWAq169OurXr4/9+/dj3bp10NDQkOGsCCGEEPJf9Pfff8PNzQ3169dHYGAghEIhAgIC4Onpid27d6NPnz4AgClTpiA0NBSLFy9Go0aNkJ6ejtjYWHz48AEAMHfuXKSnp+PAgQO8edlk+fu+8JzHQH7PuOIWyhLNu1y451Bpffv2DR07dsSoUaMwc+ZMXL58mftB/9ixYyVqa/jw4UhJScH69etx6NAh7jpIW4Ts3bt3uHfvHvr06SP1u1iLFi1gaGiI06dPl+zE/l98fDxGjRoFMzMzAMCVK1cwYcIEvHnzBvPmzZO5neHDh6NBgwbo3r07Nyy4qB5vO3bswODBg9GlSxds27YNioqK2Lx5M9zd3XH69Gm4uroCyJ9TrkuXLmjRogX27NmD3NxcrFixQuoouIIOHz6MP//8E4GBgTh16hS0tLS4JOGYMWPw119/Yfz48fDw8EB8fDzmzp3LzadecGG8d+/eYeDAgfjtt9+wdOnSclmsLS8vT+I9L+kH/ML1Cr4vDh06hI8fP2Lo0KGwsbFBq1atsHfvXqxZs6bM5zP8UVACroJ17tz5PzPMtDitWrUq8teK0aNHY/To0VK3m5ubyzRRu7e3N2/yyIKK+gWnIAsLixItDiBruwC++1c1eXl5jB8/XupkrTo6Onj16lWJ2tTU1MTcuXO5pGBOTg569eqFsLAwBAUFYcqUKWL7VKlSBfv37xcrl3Qt6tevL7FHXuvWrcV+jQsJCREr8/X1Fest6uTkJPU1klbu4OBQbEJSZMiQIWJz1hXVdmGSYpZm6NChMv1a9T33Tp8+fbg/SItT1LWVpKi49u3bJ1Mbd+7ckfl4hBBCCPnvmjlzJnR0dBAdHc19affw8EDDhg0xbdo0biqWS5cuoV27dvDx8eH27dSpE/dva2trbnSDtBXrJUlPT+fNdyzi6uoqNj2LKHEhmgNO9F2n8OJfpfX161dMnToVEydOBJA/lYqioiJmz56NS5cuyfx3L5A/YkSU6GrUqJFYb7TCRMNKi5tH2NLSUmwSflkFBwdz/87Ly+P+Rl27di3mzp0r80IHpqamXGJINCxYmoyMDEyaNAkeHh44fPgwV96xY0c0btwYs2bN4qbRmT17NoyMjBAREcFNr+Tu7l7stQPyr7Eo4dakSRMuqfbw4UNuxND69et59e3s7LB69WosWbKEK09JScH+/fvh4uIi07UoDWnfIV69esUb5nvv3j2x98aAAQOwY8cOAPk/zCsrK6N///4AgGHDhmHIkCHYt2/fD91z73vQEFRCSLEUFBSwd+9edOzYEVOnTsXGjRsrOyRCCCGEEPIfl56ejqtXr6Jnz568HjPy8vIYNGgQXr9+za282bx5c5w8eZKbikPaivAlpaKiguvXr4s9JM3rNmPGDCgqKkJZWRlNmjTBy5cvsXnzZm5e57JQOJknSm5ERUWV2TG+B2NM5kRZYZGRkWjbti20tLQgLy8PRUVFzJs3Dx8+fEBiYmIZR5rv8uXLSElJgZeXF3JycrhHXl4e2rdvj+vXryM9PR3p6em4fv06unfvzpvbXENDA56enqU+vuh1K9yhpHnz5qhVq5bYMFgdHZ1yTb4BgJ+fn8R7vvD0PNbW1mJ1Fi1aBCB/ob6oqCh0796dG13Vq1cvaGho/NLDUKkHHCFEJkpKSmJzaRBCCCGEEFJZPn78CMaYxGGiVatWBQBuiOm6detgamqKvXv3ws/PD8rKynB3d8fKlSthY2NT6hjk5ORknix/0qRJGDhwIOTk5KCtrc3NrVZWFBQUoKenxysTTasiug7lRdRbLi4ursh6L168QLVq1Urc/rVr19CuXTs4OTlhy5YtMDU1hZKSEsLCwrBkyZIyS6gWJho+WtT0KSkpKRAIBMjLy+NNYyMiqUxWotdN2j1eeP7AkkyJpKCgwFvIr7CcnByJvTutrKxkuueVlZWl1gsKCgJjDD179kRqaipX3rlzZ+zcuRMPHz5EzZo1iz+Jnwwl4AghhBBCCCGE/HR0dHQgJycncTG0t2/fAgA3lE9NTQ0LFizAggUL8P79e643nKenJx4+fFgh8ZqampbJypbS5OTk4MOHD7wkXEJCAgBwZaLeWdnZ2bx9vzdBZ2xsjLp16+LMmTPIyMiQOA9cTEwM3r9/z0tmKSsr49OnT2J1k5OTec/37NkDRUVFHD9+nNfDLCws7LviLo7o/lm/fr3UoapGRkb49u0bBAIBd70LklQmK9Hr9u7dO97wTiD/Hi84/xuAEiV0jYyMkJWVhZSUFOjq6vK2ffjwAdnZ2WW+6ByQP3xYNMVQ9+7dJdYJCgrCihUryvzYlY2GoBJCCCGEEEII+emoqanBzs4Ohw4d4vWAysvLw44dO2BqaooaNWqI7WdkZARvb2/069cPjx494lYJFU3EX169qSrCzp07ec937doFANyidkZGRlBWVsa///7Lq3fkyBGxtkp6PWbPno2PHz9i2rRpYtvS09MxceJEKCkpYezYsVy5hYUFHj9+zEsIfvjwAZcvX+btLxAIoKCgAHl5ea4sMzMToaGhMsVWWg4ODtDW1sb9+/fRtGlTiQ8lJSWoqamhefPmOHToELKysrj9v3z5UuIFMAoSDScVzZsmcv36dTx48IBbAKI02rZtCwASF1kTzdssqlOWTp8+jdevX2PcuHGIiooSe9SpUwfbt2+XuNDDz456wBFCCCGEEEII+WFFRkZKXOSpY8eOWLZsGdzc3ODs7Ixp06ZBSUkJAQEBiI2Nxe7du7keQXZ2dvDw8ED9+vWho6ODBw8eIDQ0FC1atOB6a9WrVw9A/hxXHTp0gLy8POrXrw8lJSWpseXl5eHKlSsStzVq1KjI1TWlefbsGQ4cOCBWXrt2bamrkAL5U8b88ccfSEtLQ7NmzbhVUDt06IBWrVoByE9kDRw4EEFBQbC2tkaDBg1w7do1LlFXkOh6rF27Fl5eXlBUVIStra3UFer79u2Lmzdvwt/fH/Hx8Rg6dCiMjIzw6NEjrF69Gg8fPkRgYCDvHAYNGoTNmzdj4MCBGDFiBD58+IAVK1ZAU1OT13anTp2watUq9O/fHyNHjsSHDx/g7+9fqutbEurq6li/fj28vLyQkpKCnj17wtDQEElJSbhz5w6SkpK4+bEXLVqE9u3bw83NDVOnTkVubi78/PygpqaGlJSUUh3f1tYWI0eOxPr16yEnJ4cOHTpwq6BWq1aNt6hISTk7O6Nz586YNGkS4uPj4ejoCMYYzp8/j9WrV6Nz585c4ragJ0+eSLznTU1NxXrpSRIYGAgFBQXMmjWLGype0KhRozBx4kSEh4ejS5cupTq3HxUl4AghhBBCCCHkF6OqrwoFZQXkZFVuLxIFZQWo6osPRyyJGTNmSCyPi4uDo6MjIiMjMX/+fHh7eyMvLw8NGjTA0aNH4eHhwdV1cXHB0aNHsXr1amRkZMDExASDBw/G7NmzuTr9+/fHpUuXEBAQgIULF4Ixhri4uCJXsczMzESLFi0kbnvy5AmqV69e4vM9deoUTp06JVY+f/58+Pr6St1PNERz4sSJWLx4MVRUVDBixAisXLmSV++PP/4AAKxYsQJpaWlwcXHB8ePHxc7TyckJv//+O7Zt24YtW7YgLy8PUVFREpMyIitXroSzszM2bNiAUaNGcfP0GRoa4vLly7Czs+PVd3BwwLZt27B8+XJ06dIFVlZWmD9/Pk6cOIHo6GiunouLC4KCguDn5wdPT0+YmJhgxIgRMDQ0xLBhw6TGUxYGDhwIMzMzrFixAqNGjcKXL19gaGiIhg0b8hZHcHNzQ1hYGObMmYM+ffqgSpUqGDt2LDIzM7FgwYJSH3/jxo2wtrZGYGAg/vzzT2hpaaF9+/ZYtmyZ2Jx/JXXgwAH4+/tj586dWLt2LQCgevXqWLBggcSejAAwa9YsieWzZ8/G4sWLizxecnIyjh07Bg8PD4nJNyA/KTtjxgwEBgb+cgk4AWOMVXYQhBBCCCGEEEJKJisrC3FxcbC0tOTNiyXy6eUnZCRnVEJk/6OqrwotM61KjYFUroULF2L+/Pn4888/ecNPCfkZFPc5WxLUA44Q8tOLjo6Gs7MzgoODuV+h4uPjYWlpKfZLYVZWFmbPno2DBw/i1atX0NDQQGpqKry9vbFt2zaUx28SFhYWsLCw4P2KRwghhBBS3rTMtCj5RSrdvHnz8O7dO4wfPx5qamrw8vKq7JAIqRS0CEMly8jIgJWVFQQCAUaPHl3Z4ZS56OhoCAQCLF++vEKPm5qaCl9f3xIlPEJCQiAQCKQ+CnfJLrxdWVkZNjY2mDJlCm+Mf3x8/He9vpLiUlNTQ40aNeDj48Ot8FRaYWFhRXZlL8qRI0fQqVMnGBoaQklJCVWrVkXPnj1x4cKF74qpPK1YsQKrVq1Cz549ERISgr/++quyQ+KI7hVpD9FqQeVN9L4t6r4QCARiww8sLCxkjt/X17fIuoX1799f4jEJIYQQQsiPb+PGjcjLy6PkG/lPox5wlWzevHlISkqq7DB+Oampqdw4+5J+YR83bpzEJabV1dXFyurXr4/p06cDAFJSUnDixAmsXr0aERERuHHjRplOClowrrS0NFy7dg3r1q3DoUOHEBsbK3Uy1OKEhYVh27ZtJUrC5ebmYsiQIQgNDUXt2rUxadIkGBsb48WLF9i+fTvatGmDOXPmYNGiRaWKqSyYm5sjMzMTCgr8j7lTp06hfv368Pf355Vv2bIFmzZtqsgQpXJxccGQIUPEylu2bFkJ0ZSMsbGx1CXDJcXv6+sLa2vrItv8+PEjDh8+DBsbG/z99994+vRpqeZTIYQQQgghhJDKQgm4SvTPP/9gzZo18PPzkzrBIal4rVq1Qt++fWWqa2xsjIEDB3LPJ06cCE9PTxw/fhxHjhxB7969yy2u0aNHQ1tbG6tXr8a5c+fQtWvXMjtWcXx9fREaGorBgwdzq9iIzJgxA126dMHixYtRvXr1SvuVS9QrsbCEhASYmZmJlSsqKkJRUbEiQiuWjY0N774qazk5OcjNzS2XVaM0NTVLFLu7u7vEhHdBO3fuRHZ2Nvbs2YOWLVsiKCgIS5cu/d5QCSGEEEIIIaTC0BDUSpKbm4sRI0bA3d0dPXr0qOxwfgiXLl1C+/btoa2tDRUVFTRo0ADr168Xm5Pr1atXGDZsGMzNzSEUCqGnp4dmzZphy5YtAPKHbFpaWgIAFixYwA1pq6iha+7u7gDylw8vb6KVYwomjkTDByUNV/T29uYN77OwsMC2bdsA8IfUFjV0NzExEf7+/jAzM8PmzZvFepipqqpi586dUFNTw6xZs/D161dum0Ag4K0UJCIaZlvwuG/fvsXUqVPRsGFD6OjoQFlZGbVr14afnx9yc3OLuiwA/jecU9SzT3SMuLg4/P3339y5irYXvjYi7969w5gxY2BmZsYNsx05ciQSExPF6j548ACdOnWCuro6tLW10aVLFzx//rzYWEsjNjYWPXr0gL6+PoRCIWxtbbFw4UJkZ2fz6omGet67dw9TpkyBqakphEIhYmJiyiWu8hAYGIg2bdqgcePG6NKlC7Zt2ybTPUAIIYQQQgghPwrqAVdJ1qxZg/v372P//v2VHcoP4cSJE+jSpQv09fUxefJk6Ojo4ODBg5g4cSLu3r3LzdOVk5MDNzc3vHnzBmPGjIGtrS0+f/6M2NhYnD9/HiNGjECbNm2wevVq+Pj4oFu3bujevTsAwMjISKZYvnz5guTkZLFyZWVlicNQC3vy5AkAQF9fX9bTL3Fc6enpuH79OlauXAkbGxu4uLiUqs01a9Zg1apVuHDhAkJDQ7nyWrVqSd0nPDwcWVlZGDRokNRVYAwNDdGlSxfs2rULV65cQZs2bUoc27///ouwsDB0794dlpaW+Pr1K06ePImZM2fi+fPn2Lx5c4naa9OmDUJDQ+Hj4wN9fX1uyfn69etL3efly5do0aIFvn79imHDhsHa2hrPnj1DQEAAoqKicOPGDWhp5U9sHBcXh1atWiEjIwNjx46FlZUVzp07B2dnZ2RklGz1saysLLF7UEFBAdra2gCAW7duoU2bNpCTk8O4ceNgamqK06dPY/78+YiJiUF4eDjk5Pi/rwwYMABqamqYOnUqBAIBjI2NSxSTrHJzcyW+fwBAV1dXLK5Pnz6J1VdXV+furVu3buH27dsICgoCAHh5eWHfvn04efIkPDw8yuEMCCGEEEIIIaQcMFLh4uPjmZqaGlu6dCljjLG4uDgGgI0aNaqSIyt7UVFRDABbtmyZ1Do5OTnM3NycaWhosFevXvHK27dvzwCwS5cuMcYYu3PnDgPAVqxYUeRxRdd0/vz5MscaHBzMAEh9DBs2jFcfAHNxcWFJSUksKSmJPX78mK1atYopKioyDQ0NlpCQwIultK9vUXG1bNmSvXnzhldfdM2Dg4PF2vLy8mKF3/aSyooyZcoUBoAdPHiwyHr+/v4MAFu/fj1XBoB5eXlJPceoqCiuLCMjg+Xl5YnVHThwIJOTk2Nv377lyiSds7R7wNzcnDk6Ooq1K+k6eHp6Mn19fd59yRhj169fZ/Ly8ry2+/XrxwCwkydP8uqOGzeOAZB4zMJEMUt6NGjQgKvn4ODA5OTk2M2bN3n7jxgxggFgO3fu5Mrmz5/PADBnZ2eWk5NTbAyM/e96FvX+kXRO5ubmRb6HCl5HUVySHqtXr+bqjR07lqmpqbEvX74wxvI/F4yNjVm3bt1kOhdCCCHkV5aZmcnu37/PMjMzKzsUQgj5JZXl5yz1gKsEY8aMgbm5Oc379v9u3bqFFy9eYMKECTA1NeXK5eXlMWvWLJw6dQqHDh1Cy5Ytud5GkZGRGDx4sMy92kpi9uzZEoermpiYiJVFRkbCwMCAV1a3bl1s2rSpzGMrGFdmZiZiY2OxevVquLq64uzZsxLjKw+fP38GAO61kEa0/cuXL6U6joqKCvfvr1+/Ii0tDXl5eXB3d8eOHTtw48YNeHp6lqptWaSmpiI8PByDBw+GsrIyr5eWhYUFqlevjjNnzsDX1xd5eXk4duwYGjRogPbt2/PamTVrFv78888SHdvDwwOTJk3ilYkW2UhKSsKlS5fg6emJxo0b8+rMnTsXW7ZswaFDh9C/f3/etkmTJkFeXr5EcZRGtWrVuN5qhRV+rwDAunXrxHpc2traAsjvCbhr1y706NGD630qLy+PgQMHYs2aNUhMTIShoWEZnwEhhBBCCCGElD1KwFWwXbt24eTJk/j7779/mAnfK5tojqw6deqIbatXrx6vjrm5OebNm4fFixejatWqaNCgAVxdXdGjR49iJ3KXVd26ddG2bVuZ6jZt2hTLli0DAAiFQpiZmcHc3LxM4iguLk9PTzg5OaFly5aYOXMmbwhpedLU1ASQP3SwKKLtpU1E5uTkYPny5di+fTuePn0qNhfgx48fS9WurB4/foy8vDyEhIRInE8PAKysrADkz4uXlpYmcehu1apVi01WFmZiYiL1Hizq/VKtWjVoaWlJnHfOxsamRDHIQtKceaqqqjK/fwCgWbNmUt+7Bw8eRGpqKhwdHfH06VOuvFWrVli5ciW2b99OP2QQQgghhBBCfgqUgKtAX79+hY+PDzw8PGBmZob4+HgAwOvXrwHk9xSKj4+Hjo5Oib+w/8wKJ1aKs2DBAnh7e+PEiRO4cOECgoOD4e/vjwkTJmDdunXlFKVkenp6JUo2lLUWLVpAS0sLERERXJmkpIhITk7Odx+zbt26APJ7Lorm15Pk1q1bAIDq1asX26akuHx8fLBhwwb06dMHs2fPhqGhIRQVFXHr1i3MmDEDeXl5pTwD2Yjuy379+mHo0KES6xTspQcUfe3LOq6SUlVVlbmu6LwyMzMlbhfNaVf4/MtaYGAgAGDYsGFSt1MCjhBCCCnCy5eAlLlZK4y+PiBhBXpCCPmvoVVQK1BGRgYSExNx/PhxWFpaco/WrVsDyO8dZ2lpiY0bN1ZypBXL2toaAHDv3j2xbbGxsbw6IpaWlhg3bhz27NmDN2/ewN3dHevXr0dcXByAikmE/ChycnK4YaFA/kT3AJCSkiJWV1LPqJJeq06dOkFZWRmhoaHIysqSWCcxMRFHjhyBubk5WrVqxYtN1rh27NiBNm3aYM+ePfDy8kKHDh3Qtm1brgdeeatevToEAgGys7PRtm1biQ8HBwcA+YtOqKur4/79+2LtvH37ttjegiVR1Pvl9evX+PTpk9j7paREqwhLOp+C5aJ65eH58+eIjo5Gv379sH//frHHhAkT8PDhw59qNVdCCCGkQr18CdjaAk2aVO7D1jY/llIQrWJ/48aNMr44kp04cQK+vr4y1/f29oZAIJD6EImPj+eVy8nJQU9PDx07dhT7W0YgEGD8+PGlPodt27ahbt26UFFRgYmJCXr16oWXJbj+omuurKyMFy9eiG13cnLifpAvbN26ddDT0+P9uP7gwQN4e3vDzMwMQqEQBgYG8PDwwJkzZ2SOKT4+Hp06dYKuri4EAgEmT54s876lUdRrcODAAQgEAkRHR3Nlpb0PCj6aNm3KO87du3chEAigqKiId+/elct5lkR0dHSR5yhtxBDhox5wFUhNTQ2HDx8WK09MTMSoUaPg7u6O0aNHSxxa9itr3LgxzM3NsW3bNsyYMYObyywvL48b3tmtWzcA+cMaVVVVecN3hUIh6tSpg9OnTyMlJQWWlpbcfFHlPUyxsp06dQrp6em8JJelpSUUFBRw9uxZTJkyhSu/fPkyrly5ItZGwWulo6NT7DENDQ0xdepULFmyBKNGjUJQUBBvbrHMzEwMHDgQ6enpCAgI4K16WaNGDcTExCAjI4PrkfXx40cEBweLHUdeXl6st1d6ejpWr15dbIxlQfRH0ZEjR3Dp0iUu2SbCGENycjIMDAwgJyeHzp07Y9euXTh16hRvHrilS5eWaVwGBgZwcHDAiRMncPv2bTRs2JDbtmTJEgAosmeiLAwNDWFvb48zZ87g7t273FBwIP99uWbNGgBAly5dvus4RQkKCgJjDD4+PmjWrJnYdgcHB2zYsAGBgYFo0aJFucVBCCGE/LSSkwEpP5ZWqKys/Fh+gl5wJ06cwJ9//lmiJJyKigoiIyNlqjthwgT0798fubm5uHfvHhYsWABnZ2fExMSgUaNGpYz6fw4dOgRvb294e3tj7dq1eP/+Pfbu3Yv4+HiYlfD6Z2dnY86cOSWa5ubgwYPo0qULFBQUuHj69+8PKysrzJ07F7a2tnj//j2Cg4Ph7u6OOXPmYNGiRcW26+Pjg6tXryIoKAhVqlSBsbFxic6lIpTmPihI9J1MZOvWrQDyO1ts374dM2bMKJtAv9PSpUvh7OwsVv69HQD+KygBV4EUFRXRtWtXsXLRUFQLCwuJ238FUVFREocZamtrY/z48QgICECXLl3QrFkzjBo1Cjo6Ojh06BD+/vtvjBgxAi1btuTaGTlyJHr06IEaNWpAQ0MDt2/fxubNm1G/fn0uGaGnpwdra2vs2bMH1atXh4GBAQwNDeHi4lJsrBcvXpQ6VLN///68hFJJ3Lp1C4sXL5a4bc6cOSWKKzMzE/fu3cOWLVugpKTES/Koq6vD29sbW7duRb9+/eDk5IQnT54gODgY9evXx507d3jt2tnZYcOGDRg3bhw6dOgARUVFuLi4FDm5/YIFC/DixQts374dN2/eRP/+/WFsbIwXL15g27ZtePnyJebNm4fBgwfz9hs/fjwGDhwIFxcXDBo0CKmpqdiyZQvMzc2RkJDAq9uzZ09s3rwZffr0Qdu2bfH+/XsEBQVBT0+v2GtVVjZu3IhWrVrB2dkZgwYNQuPGjZGXl4fnz5/jyJEjGDx4MPcH2uLFi3Hq1Cl069YN48aNg5WVFc6dO4cbN25AX1+/TONat24d2rRpA0dHR4wbNw4mJiY4c+YMjh49Cnd3d/Tp0+e7j7FhwwY4OTnB3t4ew4cPR61atZCamoqjR48iJiYG/fv3R7t27cT2+/z5M3bs2CGxzbp16/IShtLk5uYiJCQE5ubmEpNvAGBsbIyWLVti7969WLNmjdgfLYQQQgghFUFOTk7muajNzMy4ug4ODqhevTpcXV0REBCALVu2fHcse/fuhbGxMYKCgrieV4UTPbJq3749du3ahWnTpqFBgwbF1n///j0uXryI3377DQDw7NkzDBo0CPXq1UN0dDTU1NS4ur169cKYMWOwePFiNG7cmOtsIU1sbCyaN29eZt+Vc3NzkZOTA6FQWCbtAaW/DyTJzs7Gzp070aBBAyQnJyMoKKhCEnAFO0lIY2NjU2Zzr0uSmZkJZWXlX3dE23evo0q+W1xcHAPARo0aVdmhlLmoqCgGQOrD3Nycq3vhwgXWrl07pqmpyYRCIatbty5bu3Yty8vL4+o8f/6cjRo1itWqVYtpaGgwVVVVZmtry2bOnMk+fPjAO/bly5eZnZ0dU1ZWZgCYo6NjkbEGBwcXGSsA3tLDAJi7u3ux10D0+hb1KGlccnJyzMjIiPXo0YPdvHlTbJ8vX76w4cOHM11dXaaiosIcHBzYpUuXmJeXl9jxcnJy2OTJk1mVKlWYnJwcA8CioqKKPS/GGDt8+DDr0KED09fX5/YVCATs9OnTUvdZsWIFMzMzY0pKSqxmzZosMDCQO8eCx01PT2fTpk1jZmZmTCgUsurVq7Nly5axs2fPMgAsODiYqyu6zwqWia77/Pnzecc3NzeXeC9IujaMMZaUlMSmTZvGbGxsmFAoZFpaWqxu3bps4sSJ7N69e7y69+/fZx07dmRqampMU1OTde7cmT179kzqMQsryWfB3bt3Wbdu3Ziuri5TVFRkNjY2zNfXl2VlZfHqzZ8/nwFgcXFxxbZZ2KNHj5iXlxczNTVlCgoKTF1dndnZ2bGNGzey3Nxcsfrm5uZF3uczZswQiysmJkasnfDwcAaATZkypcj4Vq1axQCwwMDAEp8bIYQQ8ivIzMxk9+/f5/2Nyrl5kzHgx3hI+HtVFqK/Ea9fv15kvQsXLjAXFxemrq7OVFRUWIsWLdjx48d5ddLT09nUqVOZhYUFEwqFTEdHhzVp0oTt2rWLMfa/vwULP4r6G8rLy4upqakVex6iv/FWrlwpFhMA5ubmxpUBYOPGjSu2TUn69evHFBUVWWJiYqn2Z+x/1zwyMpIZGBiIfd9xdHRkderUEdtv48aNTFNTk/tbdNy4cVL/1mMs/9y1tbVZo0aNpMYi7buk6DV58eIFGzBgADMwMOC+W/j7+/P+ThVdez8/P7Zo0SJmYWHB5OXl2cmTJ6Uet6jXYP/+/WLfW773Pihsz549DABbv349mzVrFgPALly4UGz7IkeOHGH29vZMRUWFqaurs7Zt27LLly/z6oj+Fr958ybr0aMH09bWZlWqVJHapui12L9/f7HHl/QdjLH87wpeXl7cc9G9dvr0aTZkyBCmr6/PfefOzc1lfn5+zNbWlikpKTEDAwM2aNAg9urVK16bovvx/Pnz3Hf/qlWrsjlz5rCcnBxeXV9fX9a8eXOmo6PDNDQ0WKNGjdjWrVt5+QZJivycLSFKwBFCysyePXuYvLw8a9myJfvy5Utlh0MIIYQQ8kujBBxj0dHRTFFRkTVp0oTt3buXhYWFsXbt2jGBQMD27NnD1Rs1ahRTVVVlq1atYlFRUez48eNs+fLlbP369Ywxxp4+fcp69uzJJY1Ej8I/bhYkSrx8+/ZN7CEpCVQ48XLnzh0GgPXv358r+54EnChJ0rp1a5aenl6qNgpe87Vr1zIA7Ny5c9x2aQm4tm3b8s6jRo0azMjIqMhj9e7dmwFg79+/l7j906dPLCYmhlWpUoU5ODjwXpPExERmYmLCDAwM2KZNm9ipU6fY+PHjGQA2ZswYrg3RtTcxMWHOzs7swIED7MyZM0UmVkubgJP1PvDz8xOrVzAJ5ObmxoRCIUtJSWFPnz5lAoGAeXt7F3ktRXbu3MkAsHbt2rGwsDC2d+9e1qRJE6akpMRL4okScObm5mzGjBksIiKChYWFSW1XdG/t3btX4nkWvn4lScCZmJiwkSNHspMnT7IDBw6wnJwcNnLkSAaAjR8/np06dYpt2rSJGRgYsGrVqrGkpCSuDUdHR6anp8eqVq3K1q1bx06fPs0mTpwo8TX09vZmgYGBLCIigkVERLBFixYxFRUVtmDBgiKvKSXgCCE/rG3btjE5OTnm7OzMMjIyKjscQgghhJBfFiXgGLO3t2eGhoa8H39zcnJY3bp1mampKZfYqFu3LuvatWuRxxP12pKVtF5zAJirqytXr3DiJSsri928eZM1a9aMAWDh4eFc3e9JwPn6+jJzc3OmoqLCXF1dS/W3eMFrnp2dzaysrFjTpk256ygpAZecnMwUFBTYwYMHuTJlZWVmb29f5LFmzJghUw9Hc3Nz1qlTJ17ZzJkzGQB29epVXvmYMWOYQCBgjx49Yoz979pbW1uzr1+/Fn3y/680CbiS3AeSHhEREYwxxuLj45mcnBzr27cvt5+joyNTU1Njnz9/LjLu3NxcVrVqVVavXj1e4u/Lly/M0NCQtWzZkisTJeDmzZsn0zUpbmRbwZ5pJU3ADR48mFfvwYMHDAAbO3Ysr/zq1asMAJs1axZX5ujoyACwI0eO8OqOGDGCycnJsRcvXkg8n9zcXPbt2ze2cOFCpqenV2QvuLJMwNEqqISQMjV48GDk5uYiMjISKioqlR0OIYQQQgj5RaWnp+Pq1avo2bMnbz5YeXl5DBo0CK9fv8ajR48AAM2bN8fJkycxc+ZMREdHIzMzs0xiUFFRwfXr18UeAQEBYnVnzJgBRUVFKCsro0mTJnj58iU2b96Mjh07fnccK1euxKpVqxAVFYWjR4/i8uXL6NKlC7IKLMRRvXp1eHl5ydymkpISFi9ejBs3bmDfvn1S6x05cgRKSkq8hchkwRgDgFLN9xUZGYnatWujefPmvHJvb28wxsQWROjcuTNvIb+yVpL7YNKkSWL17OzsAADBwcHIy8vD0KFDufpDhw5Feno69u7dW2QMjx49wtu3bzFo0CDevOXq6uro0aMHrly5goyMDN4+PXr0KNF5+vn5STxPIyOjErVTVAxRUVEA8l/Lgpo3b45atWrh3LlzvHINDQ107tyZV9a/f3/k5eXh/PnzXFlkZCTatm0LLS0tyMvLQ1FREfPmzcOHDx+QmJhY6vhLghZhIIQQQgghhBDy0/n48SMYYxJXxaxatSoA4MOHDwDyF7EyNTXF3r174efnB2VlZbi7u2PlypWwsbEpdQxycnJo2rSpTHUnTZqEgQMHQk5ODtra2rC0tCyTyeZzcnKwePFiDB48GJaWlrC0tMSxY8fg6emJrl274siRI0hMTMTz5895i7fJom/fvvD398fs2bPRvXt3iXUOHDiADh068CbwNzMzQ1xcXJFtixYjrFatWoliAvJfVwsLC7Hywq+7SElWTpWXl0dubq7EbaJF8Qon80pyH5iamkqsm5eXh5CQEFStWhVNmjRBamoqAKBt27ZQU1NDYGAghg8fLrVd0TlLez/k5eXh48ePvNeppCvKWllZyXyesiocQ3Hn8eLFC16ZpORflSpVeG1du3YN7dq1g5OTE7Zs2QJTU1MoKSkhLCwMS5YsKbOEfHGoBxwhhBBCCCGEkJ+Ojo4O5OTk8O7dO7Ftb9++BQBuNXo1NTUsWLAADx8+REJCAjZu3IgrV67A09OzwuIVJV4aN24MKyurMlvpMTk5GZ8/f4ampiZX5urqivDwcFy4cAHdu3fHb7/9hpo1a0pNokkjEAjg5+eHZ8+e4a+//hLb/unTJ5w7d06sF1O7du3w/v17XLlyRWK7GRkZiIiIQJ06dWBoaFiimABAT09Ppte94HnIysjICG/evJG4TVT+PT2+pDl79ixevHiBt2/fQk9PDzo6OtDR0YGJiQnS09Nx5coV3L9/X+r+enp6ACD1usjJyUFHR4dXXh6rjQqFQmRnZ4uVF06KSouhuPMo/Nq+f/9erF5CQgKvrT179kBRURHHjx9H79690bJlyzJPJMqCEnCEEEIIIYQQQn46ampqsLOzw6FDh3g9WPLy8rBjxw6YmpqiRo0aYvsZGRnB29sb/fr1w6NHj7hheUKhEAAqrDdMWTEwMIChoSEOHjyI9PR0rtzZ2Rnh4eGIiIjAnj17EBAQAAWFkg+Ca9u2Ldzc3LBw4UKkpaXxth07dgwCgQAeHh688smTJ0NVVRUTJkzgxSQybdo0fPz4EZMnTy5xPEB+gvH+/fu4desWr3z79u0QCARwdnYuVbtA/vlGRUUhKSmJV84Yw/79+2FhYYHq1auXun1pAgMDIScnh7CwMERFRfEeoaGhAICgoCCp+9va2sLExAS7du3ihvcC+UO1Dx48iBYtWvB6v5UXCwsL/Pvvv7yyyMhIsXtHGhcXFwDAjh07eOXXr1/HgwcP4Orqyiv/8uULjh49yivbtWsX5OTk0KZNGwD5ST4FBQXIy8tzdTIzM7nrWlFoCCohhBBCCCGEkB9WZGQkN1yxoI4dO2LZsmVwc3ODs7Mzpk2bBiUlJQQEBCA2Nha7d+/metfY2dnBw8MD9evXh46ODh48eIDQ0FBeUqJevXoA8ue56tChA+Tl5VG/fn0oKSlJjS0vL09qL69GjRpxSb2SePbsGQ4cOCBWXrt2bdSuXVusXF5eHmvXrkX//v3RokUL+Pj4wMLCAi9evEBQUBCUlZWhpqaGWbNm4cyZM7z58mTl5+eHJk2aIDExEXXq1OHKDxw4ADc3N2hoaPDqW1tbY/v27RgwYACaNWuGKVOmwNbWFu/fv0dQUBBOnjyJIUOGFDmksig+Pj7Yvn07OnXqhIULF8Lc3Bzh4eEICAjAmDFjJCZeZTVv3jwcO3YMdnZ2mDlzJmxsbJCQkIAtW7bg+vXrEufD+9774MOHDzhy5Ajc3d3RpUsXiXVWr16N7du3Y9myZRLns5OTk8OKFSswYMAAeHh4YNSoUcjOzsbKlSuRmpqK5cuXy3D2RXvy5InE8zQ1NYWpqSkAYNCgQZg7dy7mzZsHR0dH3L9/Hxs2bICWlpZMx7C1tcXIkSOxfv16yMnJoUOHDoiPj8fcuXNRrVo1+Pj48Orr6elhzJgxePnyJWrUqIETJ05gy5YtGDNmDMzMzAAAnTp1wqpVq9C/f3+MHDkSHz58gL+/f6nen9/lu5dxIIQQQgghhBBS4Ypcne/FC8aUlSt/BVRl5fxYSkG0SqK0R1xcHGOMsQsXLjAXFxempqbGVFRUmL29PTt27BivrZkzZ7KmTZsyHR0dJhQKmZWVFfPx8WHJyclcnezsbDZ8+HBmYGDABAIB7xiSFLX6JQD25MkTxtj/Vr9cuXJlsedcVHuSVpYs6O+//2YdOnRg2traTFFRkVlZWbEJEyawly9fsosXLzJlZWXWunVrlpaWJrWNolae7d+/PwPArYKalpbGlJWVWXBwsNT2YmNj2eDBg5mpqSlTUFBgAJhAIGCBgYHFXgsRSaugMsbYixcvWP/+/Zmenh5TVFRktra2bOXKlbwVQEty7Qt68uQJGzhwIDM2NmYKCgpMW1ubtWvXjp07d06sblncB2vWrGEAWFhYmNSYNm3axADwVpuVJCwsjNnZ2TFlZWWmpqbGXF1d2aVLl3h1RKugJiUlyXI5il0Fdfbs2Vzd7Oxs9ttvv7Fq1aoxFRUV5ujoyG7fvi11FVRJ91pubi7z8/NjNWrUYIqKikxfX58NHDiQt9oqY/9blTc6Opo1bdqUCYVCZmxszGbNmsW+ffvGqxsUFMRsbW259/+yZctYYGBgse/zslwFVcBYgb6JhBBCCCGEEEJ+CllZWYiLi4OlpSWUlZXFK7x8CSQnV3xgBenrA//fC4X8Wvbt24cBAwbg/fv30NXVlWmfc+fOoWPHjujevTt27tzJW62TkJJycnJCcnIyYmNjy+0YxX7OlgDd7RXo8ePHmDdvHuzt7WFgYAANDQ00bNgQS5YskTgu/kcSHR0NgUBQJt1WSyI1NRW+vr6Ijo6WeZ+QkBAIBAKpj8Kr5RTerqysDBsbG0yZMgUpKSlcvfj4eAgEAowePfq7zunu3bvw9PSEoaEhNDQ00KBBA/z+++8lbsfX1xcCgQDy8vK4d++e2PbiXrP9+/dDIBCI7XvkyBF06tQJhoaGUFJSQtWqVdGzZ09cuHChRPEV9Rr4+vqWqK3SEr1mhZewLsjCwkLsnnBycpI5/uLut8LDJWbNmgWBQABLS0v8aL9/iO6Zoh6EEEII+YmYmQGNG1fug5Jvv6zevXvj27dvMiffgPy520JCQrB3716MHDnyh/t7mJDyRHPAVaCgoCBs2LABnp6e6N+/P5SUlBAVFYU5c+Zg3759uHLlClRUVCo7zB9KamoqFixYACA/KVIS48aNg729vVi5pDkP6tevj+nTpwMAUlJScOLECaxevRoRERG4ceNGmY0Nf/v2LZydnZGTk4NJkybB2NgYsbGx2LJlC5YtW1aqNvPy8vD777+LTTxZnLCwMNjY2HBzOOTm5mLIkCEIDQ1F7dq1ufhevHiB7du3o02bNpgzZw4WLVok8zEKXtfC5T86RUVFqZOcSopf2v1mYGDA/Ts3Nxfbtm2DjY0Nnjx5gsjISLFJRH8Effr0EZtIlxBCCCGEkLLQr18/9OvXr7LDIKTCUQKuAvXs2RMzZ86EtrY2VzZ69GjY2NhgyZIlCAoKwrhx4yovwF9Mq1at0LdvX5nqGhsbY+DAgdzziRMnwtPTE8ePH8eRI0fQu3fvMonp+PHj+PDhA0JDQ3nH++OPP0rdZtOmTXHs2DFcvHgRrVq1kmmfb9++ITw8HKNGjeLKfH19ERoaisGDByMwMJC3QtKMGTPQpUsXLF68GNWrV4eXl5dMxyl8XctaXl4esrOzyyVxLScnV6LYZbnfTp48ibdv3+Ls2bPcda7IBFx2djbk5eWLXf2qYcOG5fq6lTQeQgghhBBCCCmsJCPlfgQ0BLUCNW3alJd8ExEld+7evVvBEZWPS5cuoX379tDW1oaKigoaNGiA9evXi3UvfvXqFYYNGwZzc3MIhULo6emhWbNm2LJlC4D8oX2WlpYAgAULFnBD4EraE6603N3dAeSvQlRWREP4Cl+L7+lhN2fOHKirq2PGjBky7xMZGYlPnz6hW7duAIDExET4+/vDzMwMmzdvFkuIqKqqYufOndzqSV+/fi11vIW9fPkS3t7eMDY2hpKSEiwsLDBlyhR8+vSJV0801PPs2bNYtGgRrK2tIRQKsXfv3jKLpbwFBgbCwsICLi4uGDhwIA4fPoyPHz+WqA1Z31/e3t4QCARISkrC0KFDYWRkBBUVFbx+/bpMzkU0vFfScGLR8OiCw2+Li6c094Gvry/3+VGvXj3s2rVLLJYzZ86gT58+sLKygoqKCrS1tdGuXTv8/fffZXIdCCGEEEIIIUQW1O3gB/DmzRsAgKGhYSVH8v1OnDiBLl26QF9fH5MnT4aOjg4OHjyIiRMn4u7du/jrr78AADk5OXBzc8ObN28wZswY2Nra4vPnz4iNjcX58+cxYsQItGnTBqtXr4aPjw+6deuG7t27AwCMjIxkiuXLly9IljDprLKyskxLbz958gQAoK+vL+vpF6tHjx6YM2cO5s6dC1dXV1StWvW72zQyMsKUKVOwcOFChIWFoWvXrsXuc/jwYRgbG8POzg4AEB4ejqysLAwaNEjqxJKGhobo0qULdu3ahStXrqBNmzbFHufbt29ir4GcnBw3T8SrV6/QvHlzpKSkYPTo0ahZsyZiYmKwevVqREZGIiYmRqx327Rp05CTk4MRI0ZAU1MTtra2xcZRWpLuHwDQ1tYWS1JKut9UVFSgpqYGAHj//j2OHz+O2bNnQyAQwMvLCytWrMDOnTsxfvx4meKR9f1VkJubG6pWrYq5c+ciPT1dpns/IyND4rkrKSlBU1NTplilkRRPae6DGTNmID09HWPGjIFAIEBwcDAGDBiAzMxMDBs2jKsXEhKC1NRUDBkyBMbGxnjz5g22bt0KV1dXREVFoXXr1t91PoQQQgghhBAik+9eR5V8l5ycHGZvb88UFBTYw4cPKzscqUTLDi9btkxqnZycHGZubs40NDR4ywPn5OSw9u3bMwDc8sd37txhANiKFSuKPK5oqebiltwuqLjlyocNG8arD4C5uLiwpKQklpSUxB4/fsxWrVrFFBUVmYaGBktISODFMmrUKJljKezKlSvMyMiICYVCZmNjw16/fl3qtkRLR8fExLDPnz8zQ0NDVqtWLZaTk8MYk/6a5eXlsSpVqrDRo0dzZVOmTJFpSWt/f38GgK1fv77Y+KRdfy0tLa7OgAEDJC63vXjxYgaALVmyhCsTva62trYsIyOj2OMz9r/XrOBy14WZm5szc3NzXpmjo2OR99CFCxfE4pL0mDRpEldvxYoVTCAQsGfPnnFlzZo1Y40aNZLpXEry/mLsf8uhDx48WKb2GSt+eXFXV1eublHvTdG9WXA576LiKc19YGZmxlJTU7ny1NRUZmZmxrS0tFhaWhpXXvDfIgkJCUxPT4916NBBputCCCGE/KgyMzPZ/fv3WWZmZmWHQgghv6Sy/JylHnCVbOLEibhy5QoWL15crj15KsKtW7fw4sULTJgwAaamply5vLw8Zs2ahVOnTuHQoUNo2bIltLS0AOQPhRw8eLDMvdpKYvbs2RKHq5qYmIiVRUZG8ibLB4C6deti06ZNZRbbgwcP4Obmhh49emDatGlwcXFBmzZtEBkZCXNzc66egYEB7OzscPz4cZnb1tDQwJw5czBx4kQEBwdj+PDhUuvGxMQgISGBG34KAJ8/fwYA7nWRRrT9y5cvMsXVtGlTscUlFBUVAeTP33b06FHUq1cPXbp04dWZMmUKli9fjkOHDmHWrFm8bWPGjKmQxUoUFRVx4sQJidvq1asnVibpfjMrsOpXUFAQWrduDSsrK67M29sb48aNwz///INGjRoVGU9J3l8FTZkypch2JRk2bJjE+ez09PRK3FZhheP5nvug4P2qpaWF0aNHY9asWYiKiuIWkRD1QASAtLQ0bt45Ozs7XLly5bvPhxBCCCGEEEJkQQm4SjRnzhwEBARg+PDhYl8uf0bPnz8HAG5VzYJECQtRHXNzc8ybNw+LFy9G1apV0aBBA7i6uqJHjx4SV5Isjbp166Jt27Yy1S2YKBIKhTAzM+MlxcrCzJkzIRAIsGHDBqipqeHcuXNwdnaGo6MjIiMjYWVlhTdv3iA5ORmOjo4lbn/06NFYs2YNfH19MWDAAKn1wsLCoKWlBWdnZ65MNKyw8HxbhYm2y5qU1NPTk/oaJCUl4cuXLxLvFxUVFVhbW3P3S0E2NjYyHbskRHPzFSQnJyfz/QMUfb9dunQJDx8+RL9+/fD06VOuvFmzZpCTk0NgYCA2bNhQZPsleX8VVJrrVb169RKde0kUjqe090GtWrXEymrXrg2AP2/js2fPMHv2bJw+fRqpqam8+pJed0IIIYQQQggpD7QIQyXx9fXFkiVLMHjwYGzevPmX+CLICk0CX5wFCxbg6dOnWLduHWrUqIHg4GC0aNECEydOLKcIpRMlitq2bYvWrVuXefINyF+hpWHDhlyPnLp16yIiIgKfP3+Go6Mjnjx5gnXr1kFZWblUK1AqKipi8eLFePPmDdauXSu13uHDh+Hh4cH1RBPFAuT3siqKaHv16tVLHF9hxd0v0rarqqrKfAxRT7nMzEypdTIyMsq9R11gYCAAYP78+bCxseEezZs3R15eHnbu3ImsrKwi2yjp+0ukJNerJIr6zMrJyZG6rXA8pb0PJB1fVFe07cuXL2jdujVOnTqFSZMm4cCBAzh9+jQiIiLg4uJS6mtKCCGEEEIIISX1U/SAO3/+PFauXImbN2/i3bt3OHz4MDfR/Ldv3zBnzhycOHECz58/h5aWFtq2bYvly5fzJrjPzs7GtGnTsHv3bmRmZsLV1RUBAQG8oVwVZcGCBViwYAEGDhyI4OBgyMn9GnlQa2trAMC9e/fEtsXGxvLqiFhaWmLcuHEYN24csrOz0aVLF6xfvx4+Pj6wtLT8JRKTInJycrxVIQGgYcOGiIiIQNu2beHo6IhPnz7Bx8cHxsbGpTpG37594e/vDz8/Py7pU1BsbCyePn2K5cuX88o7deoEZWVlhIaGYs6cORIXYkhMTMSRI0dgbm6OVq1alSq+ggwNDaGhoSHxfsnKysLz589Rs2bN7zqGvr4+1NXVcf/+fYnbk5OTkZSUhGbNmn3XcYry5csX7Nu3D66urhg9erTY9ocPH2Lu3Lk4fPgw+vXrJ7Wd0ry/ypNoIY2UlBSxbZJ6rElT2vvg/v376Ny5M6/swYMHAMAN842MjMS7d+8QFBSEIUOG8OrOmTNH5hgJIYSQn1b6SyBb8qJSFUaoD6iZFV+PEEJ+cT9F5ic9PR0NGjSQOEQrIyMDt27dwty5c3Hr1i0cOnQIjx8/FvtiNnnyZBw+fBh79uzBxYsXkZaWBg8PD+Tm5lbUaQAAFi5cyA0RDAkJ+WWSbwDQuHFjmJubY9u2bdzKrkD+HE+i4Z2iecc+ffqEb9++8fYXCoXcMDTRl3rRio0fP34s9/jLW8eOHfHy5UusX7+eV96kSRP88ccfePfuHTIyMtC7d+9SH0MgEGD58uVITU0Vm3sNyO/9pqysjPbt2/PKDQ0NMXXqVLx8+RKjRo0Se19kZmZi4MCBSE9Px8KFC8vkvpWTk0Pnzp1x9+5dsfnu1qxZg7S0NG7l29KSl5eHh4cHYmNjcebMGbHtq1atAgCxucfK0t69e5Geno5Ro0ahZ8+eYo/ffvsNWlpaEhOmBZXk/VURNDQ0UKVKFURGRvJ6kj1//hxhYWEyt1Pa+2Djxo28IdOfPn3Cpk2boK2tzQ2vlpeXByDei+7MmTO4evWqzDESQgghP6X0l8AxW+BUk8p9HLP9P/buPT7n+v/j+POy82aY00ZjhiVnyiGHHBJyilTU5JAURZpSTmEUor6mctacKR0cOkiESCSHKIqoOYRFjjti9v794berLhs222eXbY/77Xbdcr0/7+v6vD6ffbZde/b+vN9Xa7kFc+fOlc1m0/bt27P45KRt5cqVCg8PT3f/Hj16yGazXfeR4tChQw7t+fLlU5EiRdS6dWtt2bLF4T1tNpv69euX4dp79OiRrtXuM2Lz5s0KDw9PNY3HzaxatUpt2rRRsWLF7NP7PPXUU9q/f3+W1nc9TZo0STU3s81mS/W1Xbt2rWrVqiUfHx/ZbDYtX77cfs1dO3AiM8LDw9M9sOS1115T6dKl5erqqkKFCmVZDTeq63qPrDwHuCpHjIBr1aqVWrVqlea2ggULas2aNQ5t7733nurUqaMjR46odOnSOn/+vCIjI7VgwQL7vEYLFy5UqVKl9M0336hly5aWH4MkTZkyRSNHjlTp0qXVvHlzffDBBw7b/f391bx582yp5VatX78+zdvLChUqpH79+mnq1Klq3769ateurd69e8vPz09Lly7Vhg0b9Mwzz9gniF+/fr2effZZPfLII7rzzjvl6+urXbt2acaMGapWrZpq1Kgh6eqtoeXKldOHH36o8uXLq1ixYipevLjuv//+m9a6adOm694KFxoaessh0s6dO/XGG2+kue1Go2omTJig77//Xv3799fq1av1wAMPyNPTU5s2bdJHH32k2rVr6/fff1e7du20adOmW74Ntnnz5nrggQf0zTffpNq2bNkyNW/e3GFi+hSjRo3S4cOHNX/+fO3YsUOhoaEqUaKEDh8+rHnz5unIkSMaMWKEunXrdkt1pWXcuHH65ptv9Mgjj6hPnz6666679MMPP2j+/PmqXr26XnzxxUzv480339S3336rNm3aqHv37qpZs6YSEhK0du1arVq1So0bN041Okq6GmwtXLgwzfcsU6ZMukcBRkZGysvLS61bt05zu7u7u9q2bavFixcrKipKwcHBafZzcXFJ9/dXZu3ateu6x/7QQw/Z5wzs16+fXnvtNbVq1UodOnTQ8ePHNX36dFWpUkXbtm1L9/5u5TooWrSo6tatq549e8oYozlz5ujIkSN6//337dd3w4YNFRAQoJdfflmHDh1SYGCgdu3apQULFqhq1ar65ZdfbuHsAACQQ1z8R0q+8RQX2SI58WotOWAU3MqVKzVlypQMhXBeXl5at25duvq+8MILCg0N1ZUrV7R3716NGjVKTZs21ZYtW266IJczbN68WaNGjVKPHj3SHQa9+uqreuutt/Tggw9q6tSp8vf31++//66JEyeqZs2a+uijj+yLZWWnLVu2ONz9ZoxRp06ddOedd+qzzz6Tj4+PKlSooKSkJG3ZsuWW70jKjBUrVmjMmDEaNmyYWrVqJQ8Pj2zZ76pVq9JcjM8Z5yDXy/Q6qtlMklm2bNkN+6xZs8bYbDZz/vx5Y4wxa9euNZLMmTNnHPpVq1bNjBgxwqpSU+nevbuRdN1H48aNs62WjFq/fv0Naw8KCrL3/e6770yLFi1MgQIFjIeHh6lSpYp55513THJysr3Pn3/+aXr37m0qVqxofH19jbe3t6lQoYIZPHiwOX36tMO+N2/ebOrWrWs8PT3TdZ7mzJlzw1olOSwhLMm0bNnypucgKirqpu97M6dPnzYDBw40ISEhxt3d3fj6+poGDRqYmTNnmsuXL5tvvvnGuLm5mZCQEPP333/f8L1GjhxpJJktW7ak2rZjxw5js9mMJDNu3DhjjDGHDh0ykszs2bNv+L7Lli0zrVq1MkWLFjX58uUzkozNZjNff/31TY/vv9J7Xg8dOmS6detm/P39jZubmyldurQZMGCAOXfunEO/lK/r+vXrM1SHMcYcO3bM9O3b15QtW9a4u7sbb29vU6NGDTNu3DiTmJiYqn/jxo1v+HXu3Llzqro++OCDVO+zd+9eI8l07NjxhvUtXbrUSDLDhw+/6bGk5/vLmH9/3mTEzb7PJZnffvvN3v/y5cvmlVdeMQEBAcbDw8PUrFnTfPbZZ/ZrMyoqKt31ZPQ6WLNmjRkxYoQpVaqUcXd3N5UrVzaLFi1K9b67d+82LVu2NIUKFTL58+c3jRs3Nhs3bryl8wMAwO0mISHB/Prrrw6fbe1O7zBmkW6Px+kdt3R8Kb/3t23blskzlT59+/bN0OeD7t27Gx8fn5v2S/k74q233nJoT/k7tVevXvY2SaZv377pLzqDtWTEW2+9leoz3Y0sXrzYSDLPPfdcqm2xsbHmnnvuMb6+vubw4cNZWue1GjdufNO/Gf/66y8jyYwfP97SWoz59++2m3njjTeMpJv+HZgRcXFxN63r1KlTWba/jNaQE9zw52wG5bi/Pm4WwCUkJJh77rnHdOnSxd62aNEi4+7unqpv8+bNzbPPPmtFmcBtZ9KkScbFxSXDP2A//PBD4+LiYurXr29iYmIsqg5In8wEsQAA5DYEcFd999135v777zf58+c3Xl5epl69euaLL75w6BMXF2defvllU6ZMGePh4WH8/PzMPffcYxYvXmyMuf5giRuFT5kN4OLi4owk07x5c3tbZgO4PXv2mPvvv994e3ubokWLmr59+zoEICm1zJkzJ9V7SDIjR440xvwbzlz7uNFnsMqVKxs/P7/rBi6bN282ksyAAQPsbdcLy7p37+4wyMMYY8LDw02dOnWMn5+f8fX1NTVr1jTvv/9+qv8RndZ73uzYUvaVcs1d+3Vfs2aNuf/++42vr6/x8vIy9evXN998802qur/44gtTvXp14+7ubsqUKWPeeuutdAVwQUFBqWpKqffKlStm/PjxpkKFCsbd3d0UK1bMdO3a1Rw9ejTVcVeuXNls2LDB1KtXz3h5eTkMHLhWegO4lP9Jf+3XPq1rKeU6/Pnnn03z5s1N/vz5zb333muMuToY5bnnnjMlS5Y0bm5uJjg42AwdOjTVgIiU74Hp06fbB65UrFgx1YCHkydPmueee85UrFjR+Pj4mGLFipmmTZuajRs33vB4MiorA7gccQtqel2+fFmPP/64kpOTNXXq1Jv2N8bkqkn+gRspUaKE3n33XRUtWjRDr+vcubMuXryop556Sg899JC+/PJLy1cNBQAAANJjw4YNat68uapVq6bIyEh5eHho6tSpateunT744AN17txZkvTSSy9pwYIFeuONN1SzZk3FxcVpz549On36tCRp+PDhiouL0yeffOIwL1t6bsNLa9qbfPny3XTKm4MHD0qSihUrlu7jvZHLly+rdevW6t27twYPHqzNmzfrjTfe0OHDh/X5559n6L169eqlM2fO6L333tPSpUvt56FSpUpp9j9x4oT27t2rzp07p1r1PkW9evVUvHhxff311xk7sP936NAh9e7dW6VLX72d+YcfftALL7ygY8eOacSIEel+n169eql69erq2LGj/bbgG93uuXDhQnXr1k3t27fXvHnz5ObmphkzZqhly5b6+uuv1axZM0lX55Rr37696tWrpw8//FBXrlzRhAkT9Pfff9+0pmXLlmnKlCmKjIy03xKacsvsc889p5kzZ6pfv35q27atDh06pOHDh+vbb7/Vzp07Hf6+O3HihJ588km9+uqrGjt2bLqmXbpy5Uqqa9hms9nnU86oS5cu6aGHHrJfh0lJSUpMTFTTpk31xx9/aNSoUapWrZq+++47jRs3Trt27dKXX37p8B6fffaZ1q9fr9GjR8vHx0dTp07VE088IVdXVz366KOS/p03fuTIkQoICFBsbKyWLVumJk2aaO3atanmAbwd5JoA7vLly+rUqZOioqK0bt06+xxFkhQQEKBLly7p7Nmz8vPzs7efPHkyy+ZMAm53mVncoVu3blk69xsAAACQFQYPHiw/Pz99++239kUI2rZtqxo1amjgwIHq1KmTbDabvv/+e7Vo0UIDBgywv7ZNmzb2f5crV07+/v6SpHvvvTfd+4+Li5Obm1uq9mbNmqWakzk5OVlJSUn2OeD69OkjSerSpUv6D/gGLl26pJdffln9+/eXdHVuaDc3Nw0bNkzff/+9GjRokO73CgwMtAddNWvWVJkyZW7Y/8iRqwttXG8+4xTBwcHas2dPuuv4rzlz5tj/nZycrCZNmsgYo3feeUfDhw9P9+CawMBAe+BUunTpG3694+Pj9eKLL6pt27ZatmyZvb1169a6++67NXToUPviXsOGDZO/v7/WrFkjT09PSVLLli1veu6kq+c4JXC755577KHavn37NHPmTD3//PMOi/nVrFlTdevWVUREhMaMGWNvP3PmjD7++ON0zZmeIiAgIFVbuXLl7AFxRl2+fFkjRoxwmGd7xowZ+vnnn/XRRx/psccek3T1+syfP78GDRqkNWvWOMyH/88//2jbtm3278nWrVurSpUqGjJkiD2Aq1ChgsPAqytXrqhly5Y6dOiQ3n333dsygMsVS3CmhG8HDhzQN998oyJFijhsv+eee+Tm5uawWMOJEye0Z88eAjgAAAAAyIHi4uK0detWPfroow4rgLq4uKhr167666+/7Ctv1qlTR1999ZUGDx6sb7/9VgkJCVlSg5eXl7Zt25bqkdYdWYMGDZKbm5s8PT11zz336MiRI5oxY8Z1F+u6FdeGeaGhoZKuLoJ3O8jMXWjr1q3TAw88oIIFC8rFxUVubm4aMWKETp8+rZMnT2ZxpVdt3rxZZ86cUffu3ZWUlGR/JCcn68EHH9S2bdsUFxenuLg4bdu2TR07drSHb5Lk6+urdu3a3fL+U75uPXr0cGivU6eOKlasqLVr1zq0+/n5ZSh8k6Rvvvkm1fW7fPnyW65Zkh555BGH5+vWrZOPj489PEuRclzXHkezZs3s4Zt09Xu6c+fOOnjwoP766y97+/Tp03X33XfL09NTrq6ucnNz09q1a/Xbb79lqn6r5IgRcLGxsQ7pa1RUlHbt2qXChQurZMmSevTRR7Vz50598cUXunLliqKjoyVJhQsXlru7uwoWLKinn35aL7/8sooUKaLChQtr4MCBqlq1qn1VVADA7a9Hjx6pPoAAAIC86ezZszLGpHmbaMmSJSXJfovpu+++q8DAQC1ZskTjx4+Xp6enWrZsqbfeekshISG3XEO+fPlUq1atdPV98cUX9eSTTypfvnwqVKiQgoODs3RKJFdX11SDUVJGN6WcB6ukjJaLioq6Yb/Dhw+rVKlSGX7/H3/8US1atFCTJk00a9YsBQYGyt3dXcuXL9eYMWOyLFC9Vsrto9cGR/915swZ2Ww2JScnpzmaLK229Er5ul3vGj98+LBD262sXFq9evUMT1N0I97e3g53JEpXjyMgICDV9V68eHG5urqmuj5vdB5Pnz6twMBATZw4US+//LL69Omj119/XUWLFpWLi4uGDx9OAJcZ27dvV9OmTe3PX3rpJUlS9+7dFR4ers8++0ySVKNGDYfXrV+/3j7sMCIiQq6ururUqZMSEhLUrFkzzZ0795bvawYAAAAAOI+fn5/y5cunEydOpNp2/PhxSbIHCz4+Pho1apRGjRqlv//+2z4arl27dtq3b1+21BsYGJjusO5WJCUl6fTp0w4hXMrglJS2lNFZFy9edHhtZgO6EiVKqEqVKlq9erXi4+PTnAduy5Yt+vvvvx3CLE9PT50/fz5V33/++cfh+Ycffig3Nzd98cUXDiPMMjtS62ZSrp/33nvvureq+vv76/Lly7LZbPbz/V9ptaVXytftxIkT9ltUUxw/fjxVcGbFHPfXu2au/RrdqIYiRYpo69atqUZAnjx5UklJSamO40bnMeWcLFy4UE2aNNG0adMc+sXExNzskJwmR9yCmnJv97WPuXPnqkyZMmluM8Y43PPr6emp9957T6dPn1Z8fLw+//zzW0reAQAAAADO5+Pjo7p162rp0qUOI6CSk5O1cOFCBQYG6s4770z1On9/f/Xo0UNPPPGE9u/fr/j4eEmyT8Rv1Wiq7LBo0SKH54sXL5Yk+9/G/v7+8vT01M8//+zQb8WKFaneK6PnY9iwYTp79qwGDhyYaltcXJz69+8vd3d3Pf/88/b2MmXK6Pfff3cId06fPq3Nmzc7vN5ms8nV1dVhAE1CQoIWLFiQrtpuVYMGDVSoUCH9+uuvqlWrVpoPd3d3+fj4qE6dOlq6dKkSExPtr4+JicnwAhj/lXI76cKFCx3at23bpt9++82+AISVUuawu/aaSRkIlR7NmjVTbGxsqsB0/vz59u3/tXbtWofFK65cuaIlS5aoXLly9iDSZrOlWjzj559/dlhE5XaTI0bAAQAAAADypnXr1unQoUOp2lu3bq1x48apefPmatq0qQYOHCh3d3dNnTpVe/bs0QcffGAfbVO3bl21bdtW1apVk5+fn3777TctWLBA9erVs4/Wqlq1qiRp/PjxatWqlVxcXFStWjW5u7tft7bk5GT98MMPaW6rWbPmDVfXvJ4//vhDn3zySar2SpUqXXcVUklyd3fX//73P8XGxqp27dr2VVBbtWqlhg0bSroaWjz55JOaPXu2ypUrp+rVq+vHH3+0B3X/lXI+3nnnHXXv3l1ubm6qUKGCfH1909z/448/rh07dujtt9/WoUOH1LNnT/n7+2v//v2KiIjQvn37FBkZ6XAMXbt21YwZM/Tkk0/qmWee0enTpzVhwoRUtzC2adNGEydOVGhoqJ599lmdPn1ab7/99i2d34zInz+/3nvvPXXv3l1nzpzRo48+quLFi+vUqVPavXu3Tp06ZR+B9frrr+vBBx9U8+bN9fLLL+vKlSsaP368fHx87Ct2ZlSFChX07LPP6r333lO+fPnUqlUr+yqopUqVclhU5Fbt2LFDBQsWTNVeqVIlFShQQAEBAXrggQc0btw4+fn5KSgoSGvXrtXSpUvTvY9u3bppypQp6t69uw4dOqSqVatq06ZNGjt2rFq3bp1qarCiRYvq/vvv1/Dhw+2roO7bt08ffvihvU/btm31+uuva+TIkWrcuLH279+v0aNHKzg4OM2ViW8LBgBuE+vXrzeSzJw5c+xtUVFRRpIZOXKkQ9+EhATz0ksvmaCgIJMvXz5TsGBBY4wx3bt3N1b9aAsKCjKNGze25L0BAAAyKiEhwfz6668mISEh9cbTO4xZpNvjcXrHLR3fnDlzjKTrPqKioowxxnz33Xfm/vvvNz4+PsbLy8vce++95vPPP3d4r8GDB5tatWoZPz8/4+HhYcqWLWsGDBhg/vnnH3ufixcvml69eplixYoZm83msI+0pHzuvN7jwIEDxph/P8++9dZbNz3mG73ftZ+Hr63Fx8fH/Pzzz6ZJkybGy8vLFC5c2Dz33HMmNjbWoe/58+dNr169jL+/v/Hx8THt2rUzhw4dSnMfQ4YMMSVLljT58uUzksz69etvegxffvmladWqlSlcuLD9PBYvXtz88MMPafafN2+eqVixovH09DSVKlUyS5YsMd27dzdBQUEO/WbPnm0qVKhg//qNGzfOREZGpvo6NW7cONVn9muP7Xpfk5Rr7tqv+4YNG0ybNm1M4cKFjZubm7njjjtMmzZtzMcff+zQ77PPPjPVqlUz7u7upnTp0ubNN980I0eOTNffJyn9Tp065dB+5coVM378eHPnnXcaNzc3U7RoUfPkk0+ao0ePOvRr3LixqVy58k33c+3+rvdYs2aNve+JEyfMo48+agoXLmwKFixonnzySbN9+/ZUf7ulXIdpOX36tOnTp48pUaKEcXV1NUFBQWbIkCEmMTHRoZ8k07dvXzN16lRTrlw54+bmZu666y6zaNEih34XL140AwcONHfccYfx9PQ0d999t1m+fHma105m3PDnbAYRwGWzsWPHmkcffdQEBwcbSVl6YVgpJRgZN25ctu737NmzZuTIken6QZ/iZr+orz3n12738PAw5cuXNwMGDDCnT5+290v5Id27d+9bOpa06vL29jYhISEmLCzMHDt27JbeN8WyZctu+Ev5RpYvX25at25tihUrZtzc3EyJEiXMI488YjZu3JipmjIqIwHcqFGjjCTz8ssvm/nz55slS5YYY26PAC6l5us9/nt8Vko5nze6LiSlOqagoKB013+zX9zXeuKJJ9Lc5+0goz87AABwthv+YRh72JgPPJ0fvn3gebUW5Fkpn9unTJni7FKQA6QEcLeLrAzguAU1mw0dOlSFCxfW3XffrXPnzjm7nNveuXPnNGrUKElymNMvPfr27ZvmRJn/XaI8RbVq1fTKK69IurqKzcqVKxUREaE1a9Zo+/btWTq0+b91xcbG6scff9S7776rpUuXas+ePdcd0n0zy5cv17x58xQeHp7u11y5ckVPPfWUFixYoEqVKunFF19UiRIldPjwYc2fP1+NGjXSa6+9ptdff/2WasoKQUFBSkhIkKur44+rVatWqVq1anr77bcd2mfNmqXp06dnZ4nXdf/99+upp55K1V6/fn0nVJMxJUqU0IQJE9Lcllb94eHhKleu3A3f8+zZs1q2bJlCQkK0YcMGHTx4UOXLl8+SerNSRn52AABw2/IpLbXbL11Me6L0bONR9GotyLNGjBihEydOqF+/fvLx8VH37t2dXRLgFARw2eyPP/5Q2bJlJUlVqlRRbGyskyvKvRo2bKjHH388XX1LlCihJ5980v68f//+ateunb744gutWLFCnTp1sqyuPn36qFChQoqIiNDatWvVoUOHLNvXzYSHh2vBggXq1q2bIiMjHUKuQYMGqX379nrjjTdUvnx5p/2itNlsDisdpYiOjrYvd/5fbm5ucnNzy47SbiokJMThuspqSUlJunLliiVzXxQoUCBDtbds2fK6K0OlWLRokS5evKgPP/xQ9evX1+zZszV27NjMlppusbGx6QrRMvKzIzvqAQDglvmUJvzCbWHatGmpVqsE8pocsQpqbpISvuVm33//vR588EEVKlRIXl5eql69ut577z0ZYxz6HT16VE8//bSCgoLk4eGhIkWKqHbt2po1a5Ykae7cuQoODpYkjRo1SjabTTabLcMj4W5Vy5YtJV0NTa1WsmRJSXIIjr799lvZbDbNnTs3Vf8ePXo4LN9cpkwZzZs3T5Ls58lms+nbb7+97j5Pnjypt99+W6VLl9aMGTNSjTDz9vbWokWL5OPjo6FDh+rSpUv2bTabTT169Ej1nnPnzk213+PHj+vll19WjRo15OfnJ09PT1WqVEnjx4/XlStXbnRaJEmHDh2SzWazj+xL2UdUVJQ2bNhgP9aU7deemxQnTpzQc889p9KlS8vd3V0lS5bUs88+q5MnT6bq+9tvv6lNmzbKnz+/ChUqpPbt2+vPP/+8aa23Ys+ePXrkkUdUtGhReXh4qEKFCho9enSqZb7Dw8Nls9m0d+9evfTSSwoMDJSHh8dtvcrPtSIjI9WoUSPdfffdat++vebNm5eua+C/Pv/8c913333y9fW1rzb1wQcfpOrXpEkTlSlTRn/++aceffRRFS5c+JZHl6YlI9+f6annVq6D/v37KyAgQJ6enqpTp47WrFmTqpYlS5booYceUunSpeXh4aGiRYuqQ4cOqVaxAgAAAG4HxhhNnjzZ2WVYghFwyFIrV65U+/btVbRoUYWFhcnPz0+ffvqp+vfvr19++UUzZ86UdHXkTvPmzXXs2DE999xzqlChgi5cuKA9e/Zo48aNeuaZZ9SoUSNFRERowIABevjhh9WxY0dJV5fOTo+YmBj980/qIfeenp7pGnVy4MABSVdXYMlK/60rLi5O27Zt01tvvaWQkBD7MtMZNWnSJE2cOFHfffedw1LcFStWvO5rvvzySyUmJqpr165pjjCTpOLFi6t9+/ZavHixfvjhBzVq1CjDtf38889avny5OnbsqODgYF26dElfffWVBg8erD///FMzZszI0Ps1atRICxYs0IABA1S0aFENGzZM0tXbiK/nyJEjqlevni5duqSnn35a5cqV0x9//KGpU6dq/fr12r59u33ln6ioKDVs2FDx8fF6/vnnVbZsWa1du1ZNmza1L1GfXomJiamuQVdXVxUqVEiStHPnTjVq1Ej58uVT3759FRgYqK+//lojR47Uli1b9OWXXypfPsf/T9KlSxf5+Pjo5Zdfls1mU4kSJTJUU3pduXIlze8fSSpcuHCqus6fP5+qf/78+e3X1s6dO7Vr1y7Nnj1bktS9e3d99NFH+uqrr9S2bdt01TRz5kz17t1bISEhGjJkiNzd3bVw4UKFhoYqKipKQ4cOdegfGxurxo0bq2HDhhozZkyaYWtaMvuz43quV8+tXAfdunWTi4uLBg0apJiYGM2YMUOtWrXSypUr1aJFC3u/KVOmqFixYnruuedUrFgx/fHHH5o5c6YaNGignTt3KiQk5JaPBwAAAEAGZHoWOdyyypUr55hJvdOzCENSUpIJCgoyvr6+DiuyJCUlmQcffNBIMt9//70xxpjdu3cbSWbChAk33O/1JuC/kZtNpP7000879Jdk7r//fnPq1Clz6tQp8/vvv5uJEycaNzc34+vra6Kjox1qycpFGFIe9evXT7UIQ1oLEqRIa6GBjC4+8NJLLxlJ5tNPP71hv7fffttIMu+99569TZLp3r37dY/xv4tmxMfHm+Tk5FR9n3zySZMvXz5z/Phxe1tGFmG43oIIaZ2Hdu3amaJFi6ZaKWjbtm3GxcXF4b1TFgn46quvHPr27ds33YsH3GgRhurVq9v7NWjQwOTLl8/s2OG4MtgzzzxjJDms9JOy2EHTpk1NUlLSTWswxrpFGP57Hm+0CENERIS93/PPP298fHxMTEyMMebqz4USJUqYhx9+OF3HcvbsWePj42PKlCljzp07Z2+Pi4sz1apVM66urubw4X8neG7cuLGRZEaMGJGu9zcmYz87Mvr9eaN6buU6qFOnjrl48aK9/ejRo8bHx8eEhIQ4fL9du+qZMcb8+uuvxt3d3Tz33HM3PykAgNtaVk4ODgBIjUUYcFvauXOnDh8+rBdeeEGBgYH2dhcXFw0dOlSrVq3S0qVLVb9+fftoo3Xr1qlbt27pHtWWEcOGDUvzdtU77rgjVdu6detUrFgxh7YqVapo+vTpWV7bf+tKSEjQnj17FBERoWbNmumbb75Jsz4rXLhwQZLsX4vrSdkeExNzS/vx8vKy//vSpUuKjY1VcnKyWrZsqYULF2r79u1q167dLb13epw7d05ffvmlunXrJk9PT4eRTWXKlFH58uW1evVqhYeHKzk5WZ9//rmqV6+uBx980OF9hg4dqilTpmRo323bttWLL77o0JZy2+GpU6f0/fffq127drr77rsd+gwfPlyzZs3S0qVLFRoa6rDtxRdflIuLS4bquBWlSpWyj1a71rXfK5L07rvvphpxWaFCBUlXRwIuXrxYjzzyiH0EmYuLi5588klNmjRJJ0+eVPHixW9Yz5o1axQXF6fRo0c7XLPe3t4aOHCgunXrps8++0z9+vVzeN1LL71084O9RkZ+dmTUtfXc6nUwYMAAubu7258HBgaqS5cumjlzpvbu3asqVapIknx8fCRdHcofExOjS5cuqVixYqpQoYK2bt2a6eMBANwezDVTvQAAskZW/nwlgEOWSZkjq3Llyqm2Va1a1aFPUFCQRowYoTfeeEMlS5ZU9erV1axZMz3yyCM3ncg9vapUqaIHHnggXX1r1aqlcePGSZI8PDxUunRpBQUFZUkdN6urXbt2atKkierXr6/Bgwc73EJqpQIFCki6euvgjaRsv9UgMikpSW+++abmz5+vgwcPpvoBdvbs2Vt63/T6/ffflZycrLlz56Y5X5f079yMJ0+eVGxsbJq37pYsWfKmYeW17rjjjutegzf6filVqpQKFiyY5rxzVtwymNaced7e3un+/pGk2rVrX/d799NPP9W5c+fUuHFjHTx40N7esGFDvfXWW5o/f74GDhx4w/fPyM+XFMWKFcvw10zK2M+OjEirnlu9DtK6RitVqiTp6ryVKQHczp07NWLECH377beKi4tz6J8yxyYAIOdyc3OTzWZTXFycw//0BABkjZRpiLJioT8COGSZjCbDo0aNUo8ePbRy5Up99913mjNnjt5++2298MILevfddy2qMm1FihSx5A/u9KpXr54KFizoMIl6WqFIiqSkpEzv879/oKfMr5eWnTt3SpLKly9/0/dMq64BAwZo8uTJ6ty5s4YNG6bixYvLzc1NO3fu1KBBg5ScnHyLR5A+KdflE088oZ49e6bZ59oPrDc691ldV0Z5e3unu2/KcSUkJKS5PeWXidUf2CMjIyVJTz/99HW33yyAu9H5ut62jJyrjLqV78+06rnV6yCt/ae8V8q2I0eOqFGjRipYsKCGDx+uChUqyMfHRzabTWFhYazCDQC5gIuLiwoWLKhTp07p4sWLKlCggFxdXbPlswwA5GbGGMXHx+vkyZMqVKhQltyFRACHLFOuXDlJ0t69e1Nt27Nnj0OfFMHBwerbt6/69u2rixcvqn379nrvvfc0YMAABQcH56kPD0lJSfbbQqWrE91L0pkzZ1L1TWtETEbPVZs2beTp6akFCxbotddeS3MhhpMnT2rFihUKCgpSw4YNHWpLb10LFy5Uo0aN9OGHHzq0/3cklJXKly8vm82mixcv3jRkLV68uPLnz69ff/011bbjx4/fdLRgRtzo++Wvv/7S+fPnU32/ZFTKCKe0jue/7VaOhPrzzz/17bff6oknnkgz6N24caPee+89bdmyRfXq1bvu+/z3fKWsUJwi5Rxm9nxlREa/P6/nVq+DX3/9NdXCI7/99pukf0d0Llu2THFxcfr888/VtGlTh76nT5+Wh4dHuusEANy+AgIC5OXlpZMnTzp8lgQAZF6hQoUUEBCQJe9FAIcsc/fddysoKEjz5s3ToEGD7PMlJScn22/vfPjhhyVdva3R29vbYRinh4eHKleurK+//lpnzpxRcHCwfb4oq29TdLZVq1YpLi7OIeQKDg6Wq6urvvnmG4d5ozZv3qwffvgh1Xv891z5+fnddJ/FixfXyy+/rDFjxqh3796aPXu2Q6qfkJCgJ598UnFxcZo6darDKox33nmntmzZovj4ePuonrNnz2rOnDmp9uPi4pJqlE9cXJwiIiJuWmNWKFKkiFq3bq0VK1bo+++/V4MGDRy2G2P0zz//qFixYsqXL58eeughLV68WKtWrXKYB27s2LFZWlexYsXUoEEDrVy5Urt27VKNGjXs28aMGSNJNxyZmB7FixfXvffeq9WrV+uXX36x36opXf2+nDRpkiSpffv2mdrPjcyePVvGGA0YMEC1a9dOtb1BgwaaPHmyIiMjbxjANW/eXD4+Ppo8ebJ69eplv4U6MTFR//vf/+Tq6mrpXILXyuj35/Xc6nUQERGhjh072ueB++uvv7R48WLdeeed9ttZU76fr/3+mzVrlqKjoy27zR4AkL1sNpsKFSqkggUL6sqVK1lypwQA4Optp1k5/zYBXDZbsGCBDh8+LOnq5NuXLl3SG2+8IelqsnrtBOK3m/Xr16f5Sz2l9qlTp6p9+/aqXbu2evfuLT8/Py1dulQbNmzQM888o/r169vf59lnn9UjjzyiO++8U76+vtq1a5dmzJihatWq2f8ILVKkiMqVK6cPP/xQ5cuXV7FixVS8eHHdf//9N61106ZN1/0AEhoa6hAoZcTOnTvtX7NrvfbaaxmqKyEhQXv37tWsWbPk7u7uEPLkz59fPXr00Pvvv68nnnhCTZo00YEDBzRnzhxVq1ZNu3fvdnjfunXravLkyerbt69atWolNzc33X///Tec3H7UqFE6fPiw5s+frx07dig0NFQlSpTQ4cOHNW/ePB05ckQjRoxQt27dHF7Xr18/Pfnkk7r//vvVtWtXnTt3TrNmzVJQUJCio6Md+j766KOaMWOGOnfurAceeEB///23Zs+erSJFitz0XGWVadOmqWHDhmratKm6du2qu+++W8nJyfrzzz+1YsUKdevWTeHh4ZKkN954Q6tWrdLDDz+svn37qmzZslq7dq22b9+uokWLZmld7777rho1aqTGjRurb9++uuOOO7R69Wp99tlnatmypTp37pzpfUyePFlNmjTRvffeq169eqlixYo6d+6cPvvsM23ZskWhoaFq0aJFqtdduHBBCxcuTPM9q1Sp4hAUXc+VK1c0d+5cBQUFpRm+SVKJEiVUv359LVmyRJMmTbIHydcqVKiQ/ve//6lPnz6qXbu2nnrqKbm5uWnhwoXatWuXxowZo9KlS9+0pvRIz8+OjH5/3sitXAdJSUm677779MQTTygmJkbTp09XQkKC3nvvPfto2FatWsnb21tdu3ZVv3795Ofnp++//14rV65UuXLl+AMNAHIZm80mV1dXubryJx4A3JYyvY4qMqRx48ZGUpqPoKAgZ5d3XevXr79u3dfW/t1335kWLVqYAgUKGA8PD1OlShXzzjvvmOTkZHufP//80/Tu3dtUrFjR+Pr6Gm9vb1OhQgUzePBgc/r0aYd9b9682dStW9d4enoaSaZx48Y3rHXOnDk3rFWSwxLCkkzLli1veg6ioqJu+r4ZrStfvnzG39/fPPLII2bHjh2pXhMTE2N69eplChcubLy8vEyDBg3M999/b7p3755qf0lJSSYsLMwEBASYfPnyGUlm/fr1Nz0uY4xZtmyZadWqlSlatKj9tTabzXz99dfXfc2ECRNM6dKljbu7u7nrrrtMZGSk/Rj/u9+4uDgzcOBAU7p0aePh4WHKly9vxo0bZ7755hsjycyZM8feN+U6+29bynkfOXKkw/6DgoLSvBbSOjfGGHPq1CkzcOBAExISYjw8PEzBggVNlSpVTP/+/c3evXsd+v7666+mdevWxsfHxxQoUMA89NBD5o8//rjuPq+VUnPv3r1v2veXX34xDz/8sClcuLBxc3MzISEhJjw83CQmJjr0GzlypJFkoqKibvqe19q/f7/p3r27CQwMNK6uriZ//vymbt26Ztq0aebKlSup+gcFBd3wOh80aFCqurZs2ZLqfb788ksjybz00ks3rG/ixIlGkomMjLzpsaxYscI0aNDAeHt7Gy8vL1O7dm2zaNGiVP0aN26c4Z+pGf3ZkZHvz5vVk9HrYM+ePaZfv37G39/feHh4mNq1a5vVq1enet8NGzaYBg0amPz585uCBQua1q1bm19++eWWzg8AAACAW2czhjWrAThasmSJunTporp16+rrr7++7qgkANkrPDxco0aNUlRUlMqUKePscgAAAACk063dgwcgV+vcubNmz56tH374QQ899NB1V9EEAAAAAAA3RwAHIE3dunXTlStXtG7dOnl5eTm7HAAAAAAAciwCOAAAAAAAAMBCzAEHAAAAAAAAWIgRcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFckQAt3HjRrVr104lS5aUzWbT8uXLHbYbYxQeHq6SJUvKy8tLTZo00d69ex36XLx4US+88IKKFi0qHx8fPfTQQ/rrr7+y8SgAAAAAAACQF+WIAC4uLk7Vq1fX5MmT09w+YcIETZw4UZMnT9a2bdsUEBCg5s2bKyYmxt4nLCxMy5Yt04cffqhNmzYpNjZWbdu21ZUrV7LrMAAAAAAAAJAH2YwxxtlFZITNZtOyZcvUoUMHSVdHv5UsWVJhYWEaNGiQpKuj3fz9/TV+/Hj17t1b58+fV7FixbRgwQJ17txZknT8+HGVKlVKK1euVMuWLZ11OAAAAAAAAMjlcsQIuBuJiopSdHS0WrRoYW/z8PBQ48aNtXnzZknSjh07dPnyZYc+JUuWVJUqVex9AAAAAAAAACvk+AAuOjpakuTv7+/Q7u/vb98WHR0td3d3+fn5XbcPAAAAAAAAYIUcH8ClsNlsDs+NManarpWePgAAAAAAAEBm5PgALiAgQJJSjWQ7efKkfVRcQECALl26pLNnz163DwAAAAAAAGCFHB/ABQcHKyAgQGvWrLG3Xbp0SRs2bFD9+vUlSffcc4/c3Nwc+pw4cUJ79uyx9wEAAAAAAACs4OrsAtIjNjZWBw8etD+PiorSrl27VLhwYZUuXVphYWEaO3asQkJCFBISorFjx8rb21uhoaGSpIIFC+rpp5/Wyy+/rCJFiqhw4cIaOHCgqlatqgceeMBZhwUAAAAAAIA8IEcEcNu3b1fTpk3tz1966SVJUvfu3TV37ly9+uqrSkhI0PPPP6+zZ8+qbt26Wr16tXx9fe2viYiIkKurqzp16qSEhAQ1a9ZMc+fOlYuLS7YfDwAAAAAAAPIOmzHGOLsIAAAAAAAAILfK8XPAAQAAAAAAALczAjgAAAAAAADAQgRwAAAAAAAAgIUI4AAAAAAAAAALEcABAAAAAAAAFiKAAwAAAAAAACxEAAcAAAAAAABYiAAOAAAAAAAAsBABHAAAAAAAAGAhAjgAAAAAAADAQgRwAAAAAAAAgIUI4AAAAAAAAAALEcABAAAAAAAAFiKAAwAAAAAAACxEAAcAAAAAAABYiAAOAAAAAAAAsBABHAAAAAAAAGAhAjgAAAAAAADAQgRwAAAAAAAAgIUI4AAAAAAAAAALEcABAAAAAAAAFiKAA5Cn/P333+rTp49KlSold3d3lS5dWi+++KLOnTuXZt+ePXvK399fnp6eqlatmmbNmpX9RQMAAAAAcjRXZxcAANnl5MmTqlu3ro4fP67evXurSpUq2rNnj6ZNm6aNGzfq+++/l7e3tyTp3LlzatiwoY4dO6awsDAFBwdrxYoVevbZZ3X8+HGNHDnSyUcDAAAAAMgpbMYY4+wiACA7DBgwQJMmTdLixYv1xBNP2Ns/+OADhYaG6vXXX9drr70mSRoyZIjefPNNffrpp+rYsaO970MPPaRVq1Zp//79Cg4OzvZjAAAAAADkPARwAPKMGjVq6Pfff1dcXJxsNpu9PTk5WT4+PipZsqT++OMPSVLp0qXl6uqqP//80+E9vv32WzVt2lTjxo3T4MGDs7V+AAAAAEDOxBxweVxsbKxef/11ValSRfnz51exYsXUsGFDLVy4MFXfjz/+WPXr15ePj498fX113333aeXKlU6oGrg1iYmJ8vT0dAjfJClfvnzy8vLSn3/+qX/++UfR0dE6evSo6tWrl+o96tWrJ5vNph9//DG7ygaQQ/E71jk47wAA4HZEAJeHJScnq2XLlgoPD1fdunU1ceJEDR06VPHx8eratatGjBhh7zt+/Hh16tRJiYmJGj16tEaNGqW4uDi1bdtWixYtcuJRAOlXqVIlnT17Vrt27XJo37Vrl86ePStJOnLkiI4dOyZJCgwMTPUeHh4eKlq0qP766y/L6wWQc/E71jk47wAA4HbFLah52JYtW1S/fn2FhYUpIiLC3p6QkKCyZcvKGKPo6GidPHlSpUqV0p133qmdO3fKzc1NknT58mXdfffdOn78uKKiolSgQAFnHQqQLhs2bND999+vcuXKadKkSapSpYr27t2rsLAwRUVF6fLly/ruu+9kjFGjRo00fPhwjR49OtX7lC5dWgUKFNCePXuccBQAcgJ+xzoH5x0AANyuGAGXh50/f16SVLJkSYd2Ly8v+fn52VeD3Lx5sy5duqQuXbrYP6BKkpubm0JDQ3XmzBmtWLEi+woHblHjxo21aNEiXbhwQW3atFFQUJDatm2rRo0aqW3btpKkAgUK2K/9ixcvpvk+CQkJ9j4AkBZ+xzoH5x0AANyuXJ1dAJynTp06KlCggCZMmKAyZcro3nvvVWxsrGbOnKn9+/drzpw5kq7OmyUpzcAhpW3r1q3q2rVr9hUP3KLHH39cjz76qPbs2aOYmBjdeeed8vf3V506deTq6qry5cvrwoULkpTmbaaJiYk6ffq07rvvvuwuHUAOwu9Y5+C8AwCA2xUBXB5WuHBhLV++XM8884w6depkby9UqJBWrFhhHxFUqVIlSdK6devUv39/h/dYv369pKvzZgE5haurq2rUqGF/Hh0drZ9++kmNGzeWt7e3vL29FRgYqC1btqR67Q8//CBjjGrXrp2NFQPIafgd6xycdwAAcLviFtQ8zs/PTzVr1tTAgQO1dOlSzZ49WyEhIerUqZO++uorSVK1atXUrFkzrVixQq+++qp+++03/fbbbxo0aJB9pbD4+HhnHgZwy5KTk9W/f39duXJFw4YNs7eHhoYqKipKS5cudeg/ceJEubq6qnPnztldKoAcht+xzsF5BwAAtyWDPOvnn382np6eZvr06Q7tiYmJ5q677jIBAQEmMTHRGGPMP//8Yx5++GEjyf4oVaqUmTFjhpFkHn74YWccApAhMTExpmLFimbo0KFm1qxZ5u233zb33HOPkWTGjBnj0PfMmTOmbNmyxtvb296/bdu2RpIZPny4k44AQE7B71jn4LwDAIDbFSPg8rCIiAglJibqsccec2j38PBQhw4dFB0drX379kmSihQpoqVLlyo6OlobN27Uzp07FRUVpcDAQEnSXXfdle31Axnl7u6uatWqafHixerXr5/GjBmjIkWKaNWqVRo6dKhDXz8/P23atEmdOnXSrFmz1K9fP0VFRWnatGlprowKAP/F71jn4LwDAIDbFXPA5WHHjh2TJF2+fDnVtpS2pKQkh3Z/f3/5+/vbn6fcptG6dWurysy1YmNjFRERoSVLlujQoUPy8vJShQoV1KdPHz355JP2fjab7Ybv88YbbzjcOonrc3d314cffpju/iVKlLBP2A0AGcHvWOfgvAMAgNsVI+DysJQJiOfOnevQHhMTo48//lg+Pj6qXLnydV+/fft2vf/++2rcuLEaNmxoZam5TnJyslq2bKnw8HDVrVtXEydO1NChQxUfH6+uXbtqxIgR9r4LFixI81GuXDlJUrt27Zx1GACA6+B3rHNw3gEAwO3KZowxzi4CznH48GHdfffdOnv2rEJDQ9WwYUOdPXtWkZGR+uOPP/T222/r5ZdfliQNHz5cBw4cUJ06dVSwYEHt3LlTs2fPVsmSJfXtt9+qVKlSTj6anGXLli2qX7++wsLCFBERYW9PSEhQ2bJlZYxRdHT0dV//119/KSgoSHfffbe2bduWHSUDADKA37HOwXkHAAC3K25BzcOCgoK0e/dujRs3TmvXrtXSpUvl4uKiGjVqaMyYMQ6rPNasWVPffPONVq9erfj4eJUuXVr9+/fXkCFDVKhQIecdRA51/vx5SVLJkiUd2r28vOTn56fExMQbvn7OnDlKTk5Wr169LKsxu9hG3fgWW/zLjOT/lwA5Bb9jnYPzDgAAbleMgAOc4MyZMwoODpa7u7umTp2qe++9V7GxsZo5c6beffddzZkzR926dUvztcYYlStXTn///bdOnDihAgUKZHP1WYsALv0I4AAAAAAgZ2IEHOAEhQsX1vLly/XMM8+oU6dO9vZChQppxYoVatu27XVfu27dOkVFRalHjx45PnwDAAAAACAvYBEGwEn8/PxUs2ZNDRw4UEuXLtXs2bMVEhKiTp066auvvrru695//31J0tNPP51dpQIAAAAAgEzgFtTbDLfjpV9Ovh3vl19+UZ06dTRp0iT17t3b3n7x4kXVqFFD586d06FDh+Th4eHwurNnz6pEiRIKDg7Wb7/9lt1lW4JrPv1y8jUPONso2yhnl5CjjDQjs+y9+DmffvycBwAg92IEHOAEERERSkxM1GOPPebQ7uHhoQ4dOig6Olr79u1L9bqFCxfq4sWLjH4DAAAAACAHIYADnODYsWOSpMuXL6faltKWlJSUaltkZKTc3Nyuu0ADcDuLjY3V66+/ripVqih//vwqVqyYGjZsqIULFzr0Cw8Pl81mS/MRFhbmnOIBAAAAIBNYhAFwgkqVKmn16tWaO3euBg0aZG+PiYnRxx9/LB8fH1WuXNnhNdu3b9fu3bvVsWNHFS9ePLtLBjIlOTlZLVu21A8//KAePXqof//+iouL04IFC9S1a1f9/vvvGj16tMNrIiIiVLRoUYe2ihUrZmfZAAAAAJAlCOAAJwgLC9P8+fM1ZMgQ/fLLL2rYsKHOnj2ryMhIHTlyRG+//bY8PT0dXhMZGSlJ6tWrlzNKBjJl69at2rx5s8LCwhQREWFv79Onj8qWLauZM2emCuA6dOigMmXKZHOlAAAAAJD1COAAJwgKCtLu3bs1btw4rV27VkuXLpWLi4tq1KihMWPGqHPnzg79ExIS9MEHHygwMFAtW7Z0UtXArTt//rwkqWTJkg7tXl5e8vPzU2JiYpqvi4mJkaenp9zc3CyvEQAAAACsQgAHOElgYKCmTJmSrr5eXl46d+6ctQUBFqpTp44KFCigCRMmqEyZMrr33nsVGxurmTNnav/+/ZozZ06q11SvXl0XLlxQvnz5VLNmTb3yyiupwmkAAAAAyAkI4AAAlitcuLCWL1+uZ555Rp06dbK3FypUSCtWrFDbtm0d2nr16qUGDRqoSJEi+uOPPzR58mQ9/vjjOnDggF577TVnHAIAAAAA3DICOABAtvDz81PNmjX18MMPq379+jp37pymTZumTp066dNPP1WrVq0kKc2VTnv37q3atWtr1KhR6tq1q4KCgrK5egAAAAC4dQRwgCTbKJuzS8hRzEjj7BKQw/zyyy+qV6+eJk2apN69e9vbQ0NDVaNGDfXs2VOHDh2Sh4dHmq/38vLSK6+8oh49emj16tV65plnsqt0AAAAAMi0fM4uAACQ+0VERCgxMVGPPfaYQ7uHh4c6dOig6Oho7du374bvkbIi6qlTp6wqEwAAAAAsQQAHALDcsWPHJEmXL19OtS2lLSkp6YbvceDAAUlSQEBAFlcHAAAAANYigAMAWK5SpUqSpLlz5zq0x8TE6OOPP5aPj48qV66spKQknT59OtXrz507p3Hjxsnd3V0tW7bMjpIBAAAAIMswBxwAwHJhYWGaP3++hgwZol9++UUNGzbU2bNnFRkZqSNHjujtt9+Wp6enzp07p8DAQHXs2FFVq1ZVkSJF9Oeff2r27Nk6efKkJk2apDvuuMPZhwMAAAAAGUIABwCwXFBQkHbv3q1x48Zp7dq1Wrp0qVxcXFSjRg2NGTNGnTt3lnR1sYUuXbroxx9/1MqVKxUbGys/Pz/VrVtXYWFhatasmZOPBAAAAAAyjgAOAJAtAgMDNWXKlBv28fDw0Pvvv59NFQEAAABA9mAOOAAAAAAAAMBCBHAAAAAAAACAhbgFFQDyoFG2Uc4uIUcZaUY6uwQAAAAAORgj4AAAAAAAAHBDsbGxev3111WlShXlz59fxYoVU8OGDbVw4UKHfj/++KP69++vBg0ayMfHRzabTXPnznVO0bcRAjgAAAAAAABcV3Jyslq2bKnw8HDVrVtXEydO1NChQxUfH6+uXbtqxIgR9r4rV67UlClTdO7cOdWoUcN5Rd9mCOAAAAAAAABwXVu3btXmzZvVv39/RUZG6tlnn9WAAQP0/fffKyAgQDNnzrT3fe6553ThwgXt3btXAwYMcGLVtxfmgAMAAAAAAMB1nT9/XpJUsmRJh3YvLy/5+fkpMTHR3ubv75+tteUUBHAAAAAAAAC4rjp16qhAgQKaMGGCypQpo3vvvVexsbGaOXOm9u/frzlz5ji7xNset6ACAJCLpXeyXEn6+++/1bNnT/n7+8vT01PVqlXTrFmznFA1AAAAbieFCxfW8uXLVbBgQXXq1EmlS5dWpUqVNHfuXK1YsULdunVzdom3PUbAAQCQS6VMlvvDDz+oR48e6t+/v+Li4rRgwQJ17dpVv//+u0aPHi1JOnfunBo2bKhjx44pLCxMwcHBWrFihZ599lkdP35cI0eOdPLRAAAAwJn8/PxUs2ZNPfzww6pfv77OnTunadOmqVOnTvr000/VqlUrZ5d4WyOAAwAgl0qZLDcsLEwRERH29j59+qhs2bKaOXOmPYAbP368Dh48qE8//VQdO3aUJD3zzDN66KGHNGbMGHXr1k3BwcFOOQ4AAAA41y+//KJ69epp0qRJ6t27t709NDRUNWrUUM+ePXXo0CF5eHg4scrbG7egAgCQS91sslxvb29726JFixQcHGwP31K89NJLunz5spYsWWJ9wQAAALgtRUREKDExUY899phDu4eHhzp06KDo6Gjt27fPSdXlDIyAAwAgl0rvZLnR0dE6evSoQkNDU71HvXr1ZLPZ9OOPP2Z3+QAAALhNHDt2TJJ0+fLlVNtS2pKSkrK1ppyGEXAAAORS6Z0sN+UDVWBgYKr38PDwUNGiRfXXX39la+0AAAC4fVSqVEmSNHfuXIf2mJgYffzxx/Lx8VHlypWdUFnOwQg4AABysfRMlhsfHy9J152zw9PT094HAAAAeU9YWJjmz5+vIUOG6JdfflHDhg119uxZRUZG6siRI3r77bfl6ekpSTp8+LAWLFggSdq7d68k6fPPP7f/D92HHnpI1apVc86BOBEBHAAAuVR6J8tNmQvu4sWLab5PQkKCAgICsqVmAAAA3H6CgoK0e/dujRs3TmvXrtXSpUvl4uKiGjVqaMyYMercubO9b1RUlIYPH+7w+qVLl2rp0qWSrt51QQAHAAByjZtNlvvmm29q3759uuOOOyQpzdtMExMTdfr0ad13333ZUjMAAABuT4GBgZoyZcpN+zVp0kTGmGyoKGdhDjgAAHKp9E6WGxAQoMDAQG3ZsiVVvx9++EHGGNWuXdvaYgEAAIBcjAAOAIBcKiOT5YaGhioqKsp+a0CKiRMnytXV1eG2AgAAAAAZwy2oAADkUhmZLHfw4MH65JNP1LVrV+3YsUPBwcFasWKFvvjiCw0fPlxly5Z18tEAAAAgxSjbKGeXkKOMNCOdXULuGAGXlJSk1157TcHBwfLy8lLZsmU1evRoJScn2/sYYxQeHq6SJUvKy8tLTZo0sa/GAQBAbpQyWe5zzz2n7du366WXXtLYsWNVokQJffjhh3r55Zftff38/LRp0yZ16tRJs2bNUr9+/RQVFaVp06Zp9OjRTjwKAAAAIOfLFSPgxo8fr+nTp2vevHmqXLmytm/frqeeekoFCxbUiy++KEmaMGGCJk6cqLlz5+rOO+/UG2+8oebNm2v//v3y9fV18hEAAGCN9E6WK0klSpTQnDlzLK4IAAAAyHtyxQi4LVu2qH379mrTpo3KlCmjRx99VC1atND27dslXR39NmnSJA0bNkwdO3ZUlSpVNG/ePMXHx2vx4sVOrh4AAAAAAAC5Wa4I4Bo2bKi1a9fq999/lyTt3r1bmzZtUuvWrSVJUVFRio6OVosWLeyv8fDwUOPGjbV582an1AwAAAAAAIC8IVfcgjpo0CCdP39ed911l1xcXHTlyhWNGTNGTzzxhCQpOjpakuTv7+/wOn9/fx0+fDjb6wUA5F22UTZnl5BjmJHG2SUAAAAAWSJXBHBLlizRwoULtXjxYlWuXFm7du1SWFiYSpYsqe7du9v72WyOf/QYY1K1AQAAAAAAAFkpVwRwr7zyigYPHqzHH39cklS1alUdPnxY48aNU/fu3RUQECDp6ki4EiVK2F938uTJVKPiAAAAAAAAgKyUK+aAi4+PV758jofi4uKi5ORkSVJwcLACAgK0Zs0a+/ZLly5pw4YNql+/frbWCgAAAAAAgLwlV4yAa9euncaMGaPSpUurcuXK+umnnzRx4kT17NlT0tVbT8PCwjR27FiFhIQoJCREY8eOlbe3t0JDQ51cPQAAAAAAAHKzXBHAvffeexo+fLief/55nTx5UiVLllTv3r01YsQIe59XX31VCQkJev7553X27FnVrVtXq1evlq+vrxMrBwAAAAAAQG6XKwI4X19fTZo0SZMmTbpuH5vNpvDwcIWHh2dbXQAAAAAAAECumAMOAAAAAAAAuF0RwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwUKYDuHPnzmnjxo366aefUm07ceKEHn30URUsWFCFCxdW165ddfLkyczuEgAAAAAAAMgxMh3ARUZGqmnTppo9e7ZDe1JSklq0aKFly5YpJiZG586d0+LFi9WsWTNdunQps7sFAAAAAAAAcoRMB3CrV6+WJD3xxBMO7UuWLNHevXvl6empYcOG6Y033lCBAgX066+/aubMmZndLQAAAAAAAJAjuGb2DQ4ePChJqlq1qkP7Rx99JJvNplGjRmngwIGSpPLly+vxxx/XJ598on79+mV21wAAAAAAAMBtL9Mj4P755x/lz59fvr6+Du0bN26UJHXp0sXe1qFDB9lsNu3duzezuwUAAAAAAAByhEwHcImJiUpOTnZo279/v86fP6+QkBCVKFHC3u7u7i4/Pz9duHAhs7sFAAAAAAAAcoRMB3DFixdXfHy8oqOj7W3ffPONJKl+/fqp+ickJKhgwYKZ3S0AAAAAAACQI2Q6gKtdu7YkaeLEiZKk+Ph4TZ8+XTabTc2aNXPoe+zYMSUkJDiMigMAAAAAAABys0wHcL1795YxRv/73/9UsWJF3Xnnndq7d6+KFSumjh07OvRdv369pNQLNgAAAAAAAAC5VaYDuJYtWyo8PFw2m0379+/X8ePHVbRoUS1atEheXl4OfRcvXixJatq0aWZ3CwAAAAAAAOQIrlnxJiNGjFCPHj20detWFSpUSHXq1Ek1z9ulS5dUr1491a1bV23atMmK3QIAAAAAAAC3vSwJ4CSpdOnSKl269HW3u7u7a/jw4Vm1OwAAAAAAACBHyPQtqKNHj7YvwJAe7777rkaPHp3Z3QIAAAAAAAA5QqYDuPDwcL399tvp7h8REaFRo0ZldrcAAAAAAABAjpDpAA4AAAAAAADA9WV7AHfmzBl5enpm924BAAAAAAAAp8jWAO7jjz9WTEzMDRdrAAAAAADcXHh4uGw223Ufbm5uDv3//vtv9ezZU/7+/vL09FS1atU0a9YsJ1UPAHlLhldBfeedd/TOO+84tJ06dUply5a97muMMTp37pwuXLggm82mNm3aZLxSAAAAAIBdx44dVb58+VTtP//8s9566y21a9fO3nbu3Dk1bNhQx44dU1hYmIKDg7VixQo9++yzOn78uEaOHJmdpQNAnpPhAO7cuXM6dOiQQ9uVK1dStV1Ps2bNNGLEiIzuFgAAAADwH9WqVVO1atVStffu3VuS9PTTT9vbxo8fr4MHD+rTTz9Vx44dJUnPPPOMHnroIY0ZM0bdunVTcHBw9hQOAHlQhgO4Dh06qEyZMpKujmzr2bOnChYsqEmTJl33Nfny5VOBAgVUpUoVlStX7lZrBQAAAADcQHx8vD788EPdcccdevDBB+3tixYtUnBwsD18S/HSSy/p888/15IlSzR48ODsLhcA8owMB3DVq1dX9erV7c979uwpLy8vde/ePUsLAwAAAABkzEcffaQLFy6of//+cnFxkSRFR0fr6NGjCg0NTdW/Xr16stls+vHHH7O7VOCWnT9/Xm+++aaWLl2qw4cPy9vbW3fddZdeeeUVPfzww/Z+H3/8sSIiIrR7927ly5dPNWrU0JAhQ9S6dWsnVo+8KsMB3LWSk5Ozog4AAAAAQCZFRkbKZrOpZ8+e9rZjx45JkgIDA1P19/DwUNGiRfXXX39lW41AZhw9elRNmzbVmTNn9NRTT6lSpUqKj4/Xvn37dOTIEXu/8ePHa/DgwapZs6ZGjx4tm82mhQsXqm3btlqwYIG6dOnixKNAXpTpAA4AAAAA4Hz79+/Xpk2b1KxZM4f53OLj4yVdDdvS4unpae8D3O66du2quLg47d69W6VKlUqzz8mTJzVixAhVqVJFW7duta8I/MILL+juu+9W//791a5dOxUoUCA7S0cel6UBXHJysg4cOKAzZ87o8uXLN+zbqFGjrNw1AAAAAORpkZGRkqRevXo5tHt7e0uSLl68mObrEhISFBAQYG1xQBb47rvvtGHDBkVERKhUqVJKSkrSxYsX5ePj49Bv8+bNunTpkrp06WIP3yTJzc1NoaGhGjp0qFasWKGuXbtm9yEgD8uSAO7EiRMaMmSIPvnkEyUkJNy0v81mU1JSUlbsGgAAAADyvKSkJM2fP1+FCxd2mANLku644w5JSvM208TERJ0+fVr33XdfttQJZMbKlSslSWXLllXHjh31+eefKykpSUFBQRo4cKD69esn6ep1Lf0bPv9XStvWrVsJ4JCt8mX2DY4fP646depowYIFio+PlzHmpg/mjQMAAACArPP555/r77//VteuXVPdahoQEKDAwEBt2bIl1et++OEHGWNUu3bt7CoVuGX79u2TdHWU57FjxxQZGan58+erRIkSeuGFF/T6669LkipVqiRJWrduXar3WL9+vSQ5zBcHZIdMB3Dh4eE6duyY8ufPr3fffVeHDx/W5cuXlZycfMMHAAAAACBrpNx++vTTT6e5PTQ0VFFRUVq6dKlD+8SJE+Xq6qrOnTtbXiOQWTExMZIkHx8fbdy4Ud26dVPXrl21YcMGlStXTuPGjdPZs2dVrVo1NWvWTCtWrNCrr76q3377Tb/99psGDRpkH0XHvIfIbpkO4L766ivZbDZFRkaqX79+KlWqlH25awAAAACAtY4fP65Vq1apTp06qlq1app9Bg8erLJly6pr164aNmyY3n//fbVr106ff/65hgwZorJly2Zz1UDGeXl5SboaKP93pKe7u7u6dOmihIQEbd26VZK0ZMkSPfzww3rrrbdUqVIlVapUSR988IEmT54sSSzAgGyX6TngTp06JVdXV3Xo0CELygEAAAAAZMTcuXN15cqVVIsv/Jefn582bdqkoUOHatasWbpw4YLKly+vadOmqU+fPtlYLXDrAgMDJUklSpRItS2l7cyZM5KkIkWKaOnSpfr777/1+++/K3/+/KpWrZq+/vprSdJdd92VTVUDV2U6gCtevLguXLggV9csXVAVAAAAAJAOQ4cO1dChQ2/ar0SJEpozZ042VARY495779X06dN19OjRVNtS5nTz9/d3aPf393doS7kFtXXr1hZWCqSW6VtQH3jgAcXExOjAgQNZUQ8AAAAAAEAq7du3V4ECBTR//nydP3/e3h4TE6N58+bJz89P9erVu+7rt2/frvfff1+NGzdWw4YNs6NkwC7Tw9aGDh2qTz75RIMGDUo1oScAAAAAAEBWKFSokCIiIvT000+rTp066tWrl31O+hMnTmju3Lny9vaWJA0fPlwHDhxQnTp1VLBgQe3cuVOzZ8/WHXfcoQULFjj5SJAXZTqAK1++vD777DM98sgjat68uYYOHao6derIx8cnK+oDAAAAgBxjlG2Us0vIMUaakc4uATlQz549VaxYMY0fP16jRo2SMUb33HOPJk6cqFatWtn71axZU998841Wr16t+Ph4lS5dWv3799eQIUNUqFAh5x0A8qxMB3D/XfF03bp1Wrdu3U1fY7PZlJSUlNldAwAAAADgNOfPn9ebb76ppUuX6vDhw/L29tZdd92lV155RQ8//LBD3zVr1igiIkJbt25VXFycSpQooXr16mnu3Llyd3d30hHkTO3atVO7du1u2Kdjx47q2LFjNlUE3FymAzhjTFbUAQAAAABAjnH06FE1bdpUZ86c0VNPPaVKlSopPj5e+/btsy8IkGLcuHEaOnSomjZtqtdee00FChTQ33//rY0bNyopKYkADsgDMh3ArV+/PivqAAAAAAAgx+jatavi4uK0e/dulSpV6rr91q1bp2HDhmno0KEaM2aMw7b0rF4LIHfIdADXuHHjrKgDAAAAAIAc4bvvvtOGDRsUERGhUqVKKSkpSRcvXkxzLvQxY8aoaNGiCg8PlyTFxsbKy8vLYTqnHM1mc3YFOQd3EOZp+ZxdAAAAAAAAOcnKlSslSWXLllXHjh3l5eWl/Pnzq0yZMpo8ebK9X1xcnDZs2KC6detqwYIFCgoKkq+vr3x8fNS+fXv9+eefzjoEANks0yPgAAAAAADIS/bt2ydJ6tWrl4KDgxUZGSmbzaapU6fqhRde0NmzZzV8+HAdPHhQV65c0datW7V69WoNHDhQtWrV0k8//aTx48frxx9/1O7du1W8eHEnHxEAq2UogEuZSNLNzU0lSpRwaMuo0qVL39LrAAAAAABwppiYGEmSj4+PNm7cKA8PD0lS586dValSJY0bN079+vWz9zt16pRmzJihZ599VpL08MMPKygoSL169VJERITGjRvnnAMBkG0yFMAFBwdLku666y7t3bvXoS0jbDabkpKSMvw6AAAAAACczcvLS5IUGhpqD98kyd3dXV26dNHo0aO1detWFStWTJKUL18+de/e3eE9unXrpt69e7OwIZBHZGgOOGOM/ZFWW3ofycnJWX4gAAAAAABkh8DAQEmy3xn2XyltZ86csffz8/NzCOqkq3eWFS1aVGfOnLG4WgC3gwyNgIuKipJ09QfFtW0AAAAA8rbz58/rzTff1NKlS3X48GF5e3vrrrvu0iuvvKKHH344zddMnTpVffv2lSSdOHFCAQEB2VkycEvuvfdeTZ8+XUePHk21LWWaJn9/f/n7+6tMmTI6fPiw4uLiHFZJTUxM1KlTpxQSEpJtdQNwngwFcEFBQelqAwAAAJC3HD16VE2bNtWZM2f01FNPqVKlSoqPj9e+ffuuO2/08ePHNWTIEOXPn1+xsbHZXDFw69q3b68CBQpo/vz5Gjp0qAoWLCjp6txw8+bNk5+fn+rVqyfp6q2mo0eP1pQpU/Tqq6/a32PKlClKTk5WmzZtnHIMALIXq6ACAAAAyLSuXbsqLi5Ou3fvVqlSpdL1mn79+qls2bKqUqWKFi5caHGFQNYpVKiQIiIi9PTTT6tOnTrq1auXbDabIiMjdeLECc2dO1fe3t6SpIEDB+rTTz/V4MGD9fvvv6tWrVrauXOnIiMjVbVqVb3wwgtOPhoA2SFDc8Cl15UrV3Tq1Cn9888/unLlihW7AAAAAHCb+O6777RhwwYNGjRIpUqVUlJSkuLi4m74muXLl2vFihWaPn26XFxcsqlSIOv07NlTn332mYoVK6ZRo0Zp5MiRKlasmL788kt169bN3s/X11cbN25U3759tWrVKvXv31+rVq3SCy+8oI0bNzrclgog98qyAC4+Pl4TJ05U7dq15e3trYCAAPn7+8vb21t16tTRpEmTFB8fn1W7AwAAAHCbWLlypSSpbNmy6tixo7y8vJQ/f36VKVNGkydPTtX/woUL6tevn5599lnVrVs3u8sFsky7du20adMmxcbGKi4uThs3blSrVq1S9StcuLDee+89/fXXX7p06ZKOHDmiSZMmqVChQtlfNACnyJJbUPfv36927drpjz/+cFghVZIuX76s7du3a8eOHZo2bZo+//xz3XnnnVmxWwAAAAC3gX379kmSevXqpeDgYEVGRspms2nq1Kl64YUXdPbsWQ0fPtzef8iQIUpKStK4ceOcVTIAANkq0wFcTEyMWrRooaNHj8rV1VUdO3ZU8+bN7cst//XXX/rmm2/06aef6sCBA2rZsqV++eUX5c+fP9PFAwAAAHC+mJgYSZKPj482btwoDw8PSVLnzp1VqVIljRs3Tv369ZOfn5+2bNmi6dOna/78+Yz+AQDkGZkO4CZNmqSjR4+qZMmS+uKLL1SjRo1UfZ5++mnt3r1bbdq00ZEjR/TOO+9o2LBhmd01AAAAgNuAl5eXJCk0NNQevkmSu7u7unTpotGjR2vr1q1q1qyZnnnmGTVt2lRdunRxVrnIjRbbnF1BzhJqbt4HQJbK9Bxwy5cvl81m04wZM9IM31JUr15dM2fOlDFGS5cuzexuAQAAANwmUu5+KVGiRKptKW1nzpzRlClT9Ntvv+nVV1/VoUOH7I/Y2FhJ0tGjR3X48OHsKxwAgGyS6RFwBw8elIeHh9q0aXPTvq1atZKnp6cOHjyY2d0CAAAAuE3ce++9mj59uo4ePZpq25EjRyRJ/v7++vHHH5WcnKyWLVum+T516tSRh4eHEhMTLa0XAIDslukA7vLly3J3d09XX5vNJnd3d126dCmzuwUAAABwm2jfvr0KFCig+fPna+jQoSpYsKCkq3PDzZs3T35+fqpXr56KFy+uJk2apHr9u+++q/Xr12vOnDkqUqRINlcPAID1Mh3ABQYG6o8//tDevXtVuXLlG/bds2ePLly4oPLly2d2twAAAABuE4UKFVJERISefvpp1alTR7169ZLNZlNkZKROnDihuXPnytvbW1WrVlXVqlVTvX758uWSpAcffFABAQHZXD0AANbL9BxwzZo1kzFGzz///A2HiicmJur555+XzWbTAw88kNndAgAAALiN9OzZU5999pmKFSumUaNGaeTIkSpWrJi+/PJLdevWzdnlAQDgVJkO4F555RV5eHho06ZNql69uiIjI3Xo0CFdvnxZly9fVlRUlN5//31Vr15dmzZtkru7uwYOHJgVtQMAAAC4jbRr106bNm1SbGys4uLitHHjRrVq1eqmr5s7d66MMYx+AwDkWpm+BbVs2bKaN2+eunbtqgMHDujZZ59Ns58xRm5ubpo3b57Kli2b2d0CAAAAAAAAOUKmR8BJUqdOnbRlyxb7akbGGIeHzWZTq1attHXrVnXq1CkrdgkAAAAAAADkCJkaAZecnKx9+/bpwoULKly4sL766iudP39eO3fu1MmTJyVJxYsX1913321fCQkAAACAxWw2Z1eQsxjj7AoAALncLQVwly9f1muvvaYZM2YoJibG3l64cGGFhYVp6NChsvFLHwAAAAAAALi1AK5Dhw5atWqVzDX/p+j06dMaMWKEDhw4oLlz52ZFfQAAAAAAAECOluEA7uOPP9ZXX30lSSpfvrwee+wxBQYG6tChQ1q0aJGOHz+uBQsW6KmnnlLjxo2zvGAAAAAAAAAgJ8lwALdw4UJJUosWLbRixQp5eHjYtw0bNkz333+/fvrpJy1atIgADgAAAAAAAHlehldB3blzp2w2myIiIhzCN0kqUKCAxo8fL2OMfvrppywrEgAAAAAAAMipMhzA/fPPP/L09FTFihXT3F6rVi17PwAAAAAAACCvy3AAd/HiRRUsWPC621O2Xbx48darAgAAAAAAAHKJDAdwAAAAAAAAANKPAA4AAAAAAACwUIZXQZWkv//+Wy4uLtfdbrPZbtjHZrMpKSnpVnYNAAAAAAAA5Ci3FMAZY7K6DgAAAAAAACBXynAAN3LkSCvqAAAAAAAAAHIlAjgAAAAAAADAQrlmEYZjx47pySefVJEiReTt7a0aNWpox44d9u3GGIWHh6tkyZLy8vJSkyZNtHfvXidWDAAAAAAAgLwgVwRwZ8+eVYMGDeTm5qavvvpKv/76q/73v/+pUKFC9j4TJkzQxIkTNXnyZG3btk0BAQFq3ry5YmJinFc4AAAAAAAAcr1bWoThdjN+/HiVKlVKc+bMsbeVKVPG/m9jjCZNmqRhw4apY8eOkqR58+bJ399fixcvVu/evbO7ZAAAAAAAAOQRuWIE3GeffaZatWrpscceU/HixVWzZk3NmjXLvj0qKkrR0dFq0aKFvc3Dw0ONGzfW5s2bnVEyAAAAAAAA8ohcEcD9+eefmjZtmkJCQvT111+rT58+6t+/v+bPny9Jio6OliT5+/s7vM7f39++DQAAAAAAALBCrrgFNTk5WbVq1dLYsWMlSTVr1tTevXs1bdo0devWzd7PZrM5vM4Yk6oNAAAAAAAAyEq5YgRciRIlVKlSJYe2ihUr6siRI5KkgIAASUo12u3kyZOpRsUBAAAAAAAAWSlXBHANGjTQ/v37Hdp+//13BQUFSZKCg4MVEBCgNWvW2LdfunRJGzZsUP369bO1VgAAAAAAAOQtueIW1AEDBqh+/foaO3asOnXqpB9//FEzZ87UzJkzJV299TQsLExjx45VSEiIQkJCNHbsWHl7eys0NNTJ1QMAAAAAACA3yxUBXO3atbVs2TINGTJEo0ePVnBwsCZNmqQuXbrY+7z66qtKSEjQ888/r7Nnz6pu3bpavXq1fH19nVg5AAAAAAAAcrtcEcBJUtu2bdW2bdvrbrfZbAoPD1d4eHj2FQUAAAAAAIA8L1fMAQcAAAAAAADcrgjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFgoVwZw48aNk81mU1hYmL3NGKPw8HCVLFlSXl5eatKkifbu3eu8IgEAAAAAAJAn5LoAbtu2bZo5c6aqVavm0D5hwgRNnDhRkydP1rZt2xQQEKDmzZsrJibGSZUCAAAAAAAgL8hVAVxsbKy6dOmiWbNmyc/Pz95ujNGkSZM0bNgwdezYUVWqVNG8efMUHx+vxYsXO7FiAAAAAAAA5Ha5KoDr27ev2rRpowceeMChPSoqStHR0WrRooW9zcPDQ40bN9bmzZuzu0wAAAAAAADkIa7OLiCrfPjhh9qxY4e2b9+ealt0dLQkyd/f36Hd399fhw8fzpb6AAAAAAAAkDfligDu6NGjevHFF7V69Wp5enpet5/NZnN4boxJ1QYAAAAAAABkpVxxC+qOHTt08uRJ3XPPPXJ1dZWrq6s2bNigd999V66urvaRbykj4VKcPHky1ag4AAAAAAAAICvligCuWbNm+uWXX7Rr1y77o1atWurSpYt27dqlsmXLKiAgQGvWrLG/5tKlS9qwYYPq16/vxMoBAAAAAACQ2+WKW1B9fX1VpUoVhzYfHx8VKVLE3h4WFqaxY8cqJCREISEhGjt2rLy9vRUaGuqMkgEAAAAAAJBH5IoALj1effVVJSQk6Pnnn9fZs2dVt25drV69Wr6+vs4uDQAAAAAAALlYrg3gvv32W4fnNptN4eHhCg8Pd0o9AAAAAAAAyJtyxRxwAAAAAAAAwO2KAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAkLXWr5eMufkjKsrZlQIAkC0I4AAAAAA4hzHOrgAAgGzh6uwCAAAAAOQy06ZJX3yRut3HRxo16t/nq1ZlX00AADgRARwAAACArPXRR2m39+v377+vXJEmTsyeegAAcDJuQQUAAABgPZtNCgv79/lnn0kHDzqtHAAAshMBHAAAAADrdewolSv37/O33nJeLQBypxo1pMjIq+F+fLx0/rx04ID0wQdS8+bOrg55HLegAgAAALDeyy//++/Nm6UtW5xXC4DcZ8QIaeRIKd9/xhl5eUkFCkjly0uxsdKaNc6rD3keARwAAAAAa9Wrd/WR4u23nVcLgNynTx/HBV42b776OHNGKlxYqlhR+ucf59UHiAAOAAAAgNUGDvz33wcOSMuXO60UALmMr6/05pv/Pu/dW5o503n1ANdBAAcAAADAOmXLSu3b//s8IkIyxnn1AFYKTce1vSxQSjhmfS15xSOPSAULXv33kSNS/vzSrl1XbztNSJA2bZLGjZN+/NGpZQIswgAAAADAOgMGSC4uV//9zz/S3LlOLQdALlO//r//Ll1a+t//pOrVJR8fqWhRqUOHqyHcY485rURAYgQcAAAAAKv4+UlPPfXv86lTr45IAXK7i2ekvWPT3nb5XLaWkuuVKOH4PDFRmjXr6s+aZ5+VChWS3Nyk99+X1q69Oi8c4AQEcAAAAACs8dxzV0ehSFf/GJ482bn1ANnl8gVp3/+cXUXe4O7u+PyVV/79WfPdd9Lnn1/9d4EC0kMPMQoXTkMABwAAACDrublJ/fr9+3zBAunUKefVA2QnrwCp/ZGr/02Klc7tkQ4tlv6YJZkrzq4udzl3zvH5t9/+++8NGxy3lStndTXAdRHAAQAAAMh6ly9LJUs6u4o8z+ZiU6+tvVTynn+/Frvm7tKKp1Y4sao8wMVT8il19d/uflLx+64+gh6Xvn1QupLo3Ppykz17pE6d0t527YIviZx3OA+LMAAAAABALnXfkPscwjdkg7O7pQMzpJ+HS79PkS6d/Xebf2Op6ijn1ZYbffGF4/PGjdP+tyRt3259PcB1MAIOAAAAAHKh4lWLq9HwRs4uI2/54i7pwn7Htr1jpFa7JM/iV5+X7SHtGpTdleVeP/0krVwptW599flbb0khIVdHuz3zzL/9fvtNWrPGOTUCYgQcAAAAAOQ6+VzzqcO8DnJxd9Gxbcd04a8Lzi4pb7g2fJOkhBPS0U//fe5ZXPIomn015QVPPXX1VlRJ8vKSXnxRGjRIKlz4atuJE9Kjj0rJyc6rEXkeARwAAAAA5DL3DbtPJWqWUFJikpZ3X67kJIIH57I5PjV8PbLUyZNS3brSsGHSrl1SbOzVlZd/+02aMEGqXl369VdnV4k8jltQAQAAACAX8a/ur/uG3idJWj9ivf757R8nV5RHlOslJRyXjq90bPcqIZXq+O/z+OPSpTPZW1teEB8vjR179QHchgjgAAAAACCXyOeaTx3mXr319OiWo9ryvy3OLinvKFhZqjtLivlDil4txR2VvO+Qgp6QPAr/2+/gNOfVCMBpCOAAAAAAIJdoNLyRAmoE6HLCZa3osUIm2Ti7pLzHt5zk+1za2w4vkfaOy956ANwWCOAAAE7hW9JXFdpXUJkmZVSsUjHlD8gvjwIeSjiboBM7TmjnrJ3at3yfs8sEsgzXPACrFQgsoIZDGkqS1g1bp9O/n3ZyRXnMr+Ok83ulkm2kghUlT3/JxVu6+I90Zrv05xzpr+XOrhLIMny2yRgCOACAU1TrWk0PvPlAqvb8/vkV0jpEIa1DtH36dn353JdOqA7IelzzAKzmVcRLLm4ukqSWE1uq5cSWafar0aOGavSooV1zd2nFUyuys8TcLfGk9Mf7Vx9AHsBnm4whgAMAONX5o+d1cOVBnT9yXkUqFFGVJ6rY/3io1aeWfv3kV0WtjXJylUDW4ZoHAAC5CZ9t0ocADgDgFOcPn9enT3yqvR/tdZif5o/Vf6jjwn9XCgtpFcIvbOQKXPMArJZ4LlG/fvJrmtvKtyovdx93SdK5Q+d0fPtxHd92PDvLA5DL8NkmYwjgAABOsefDPWm2XztPhIu7S3aUA1iOax6A1c4fPq+PH/s4zW0vRr1oD+AOfXuIW08BZBqfbTKGAA6pPFrpUTULbqZaJWupavGq8nD1sG+zjbI5sbLcjfPuPJz720vRCkUdnh/bdsxJleReXPO3F65563HNAwCQffhskzYCOKQy7L5hqhFQw9ll5Dmcd+fh3N8+3Lzd1Hpqa/vzf/b/o70f7XViRbkT1/ztg2s+e3DNA9I7we84uwQAeQCfba6PAA6pGGN08MxBbT++XQH5A9SkTBNnl5QncN6dh3N/e/Au6q3HP3tcgXUDJUmx0bH6oN0HunLxipMry3245m8PXPPZh2seAADr8dnmxgjgkEr92fWVmJQoSRrZeCQfUrMJ5915OPfOV7h8YXX5qosKly8sSTp/5LwWtFigMwfOOLmy3Ilr3vm45rMX1zwAANbis83NEcAhlZQPqMhenHfn4dw7V6n6pfT4isflXdRbknTipxP6oO0Hijke4+TKci+ueefims9+XPMAAFiHzzbpQwAHAHCaSo9WUof5HeTm5SZJ+v3L3/VJ5090Oe6ykysDrME1DwAAchM+26QfARwAwCkqPVpJjy55VLZ8V1cgjP07Vkc2HlGtPrUc+l04eoGJW5ErcM0DAIDchM82GUMABwBwimKVi9l/WUtSfv/8emD8A6n6Hfr2EL+wkStwzQMAgNyEzzYZk8/ZBQAAAAAAAAC5GSPgAABOsWHUBm0YtcHZZQDZhmseAADkJny2yRhGwAEAAAAAAAAWYgQcUulTq4/K+ZWTJNUvVd9h21vN37L/e8x3Y3Qu8Vx2lparcd6dh3OPvIZrHnkN1zwAAHA2Ajik0rlyZzUp0yTNbQPrD7T/e/KPk/mQmoU4787DuUdewzWPvIZrHgAAOBu3oAIAAAAAAAAWYgQcUmk6r6mzS8iTOO/Ow7lHXsM1j7yGax4AADgbI+AAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWIgADgAAAAAAALAQARwAAAAAAABgIQI4AAAAAAAAwEIEcAAAAAAAAICFCOAAAAAAAAAACxHAAQAAAAAAABYigAMAAAAAAAAsRAAHAAAAAAAAWChXBHDjxo1T7dq15evrq+LFi6tDhw7av3+/Qx9jjMLDw1WyZEl5eXmpSZMm2rt3r5MqBgAAAAAAQF6RKwK4DRs2qG/fvvrhhx+0Zs0aJSUlqUWLFoqLi7P3mTBhgiZOnKjJkydr27ZtCggIUPPmzRUTE+PEygEAAAAAAJDbuTq7gKywatUqh+dz5sxR8eLFtWPHDjVq1EjGGE2aNEnDhg1Tx44dJUnz5s2Tv7+/Fi9erN69ezujbAAAAAAAAOQBuWIE3LXOnz8vSSpcuLAkKSoqStHR0WrRooW9j4eHhxo3bqzNmzc7pUYAAAAAAADkDbkugDPG6KWXXlLDhg1VpUoVSVJ0dLQkyd/f36Gvv7+/fRsAAAAAAABghVxxC+p/9evXTz///LM2bdqUapvNZnN4boxJ1QYAAAAAAABkpVw1Au6FF17QZ599pvXr1yswMNDeHhAQIEmpRrudPHky1ag4AAAAAAAAICvligDOGKN+/fpp6dKlWrdunYKDgx22BwcHKyAgQGvWrLG3Xbp0SRs2bFD9+vWzu1wAAAAAAADkIbniFtS+fftq8eLFWrFihXx9fe0j3QoWLCgvLy/ZbDaFhYVp7NixCgkJUUhIiMaOHStvb2+FhoY6uXoAAAAAAADkZrkigJs2bZokqUmTJg7tc+bMUY8ePSRJr776qhISEvT888/r7Nmzqlu3rlavXi1fX99srhYAAAAAAAB5Sa4I4IwxN+1js9kUHh6u8PBw6wsCAAAAAAAA/l+umAMOAAAAAAAAuF0RwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADuv5qvQAAJTpJREFUAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwEAEcAAAAAAAAYCECOAAAAAAAAMBCBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoADAAAAAAAALEQABwAAAAAAAFiIAA4AAAAAAACwUJ4L4KZOnarg4GB5enrqnnvu0XfffefskgAAAAAAAJCL5akAbsmSJQoLC9OwYcP0008/6b777lOrVq105MgRZ5cGAAAAAACAXCpPBXATJ07U008/rV69eqlixYqaNGmSSpUqpWnTpjm7NAAAAAAAAORSeSaAu3Tpknbs2KEWLVo4tLdo0UKbN292UlUAAAAAAADI7WzGGOPsIrLD8ePHdccdd+j7779X/fr17e1jx47VvHnztH//fidWBwAAAAAAgNwqz4yAS2Gz2RyeG2NStQEAAAAAAABZJc8EcEWLFpWLi4uio6Md2k+ePCl/f38nVQUAAAAAAIDcLs8EcO7u7rrnnnu0Zs0ah/Y1a9Y43JIKAAAAAAAAZCVXZxeQnV566SV17dpVtWrVUr169TRz5kwdOXJEffr0cXZpAAAAAAAAyKXyVADXuXNnnT59WqNHj9aJEydUpUoVrVy5UkFBQc4uDQAAAAAAALlUnlkFFQAAAAAAAHCGPDMHHAAAAAAAAOAMBHAAAAAAAACAhQjgAAAAAAAAAAsRwAEAAAAAAAAWIoDLgcaNG6fatWvL19dXxYsXV4cOHbR//36HPsYYhYeHq2TJkvLy8lKTJk20d+9ehz4XL17U/7V332FRXfn/wN+DQxnaGCEwlKw1KhorqBRdFHvFta4YWyxrosYSzZrYjXmiiS1qEBtYYlvbxk0QRVEMid1BEWOXKN1CUxEQzu8Pf9wvI20YmAHi+/U880TvnHvuZ95cb+YcbpkyZQpsbW1hYWGBfv36ITY2ttD2fvnlF7Rr1w4KhQK2trYYMGBAqTVGRUXB29sbCoUCTk5OWLx4MQo+72P06NGQyWSFXk2bNtUxFcMwVPanTp0qMh+ZTIYLFy6UWGNp2QPAzp070aJFC5ibm8PBwQFjxozBkydPypmO/hhyn7916xZ8fX1ha2sLa2treHl54eTJk6XWqE3uP/zwA1xcXKBQKNCoUSNs375dx0QMx5DZX758GV27dkXNmjVhY2ODCRMm4NmzZyXW9/LlS4wePRrNmjWDXC5H//79i2wXHh4OV1dXmJmZoV69eggICCh7GAZUUblv3LgRHTt2hLW1NWQyGVJTUwttKyUlBSNGjIBSqYRSqcSIESOKbFeQNrknJCTAz88PjRo1gpGREaZNm1bGFCqHIbP/+uuv4enpCXNzc9SsWVOr+rTJ/uDBg+jatSveffddWFtbw8PDA0ePHtU2gkphqNxjYmIwduxY1K1bFwqFAvXr18eCBQuQnZ1dYn3a5B4REQEvLy/Y2NhAoVCgcePGWLVqlU55GJIh9/l+/frhb3/7G8zMzODg4IARI0YgPj6+xPq0Pc7n++233yCXy9GyZUttPn6lMWTu+bKystCyZUvIZDJERkaWWJ82uRf3ffXGjRvaxlApDJl9nTp1CuUze/bsEuvTdp/PysrCnDlzULt2bZiamqJ+/foIDAwsUxaGZOh9vqxjWG1yf9vHsKVlr+sYVtt9vrqNYYvCCbhqKDw8HJMmTcLZs2cRGhqKV69eoVu3bnj+/LnU5ttvv8XKlSuxbt06XLhwASqVCl27dkVGRobUZtq0aTh06BD27NmDiIgIPHv2DH369EFubq7U5sCBAxgxYgTGjBmDK1eu4LfffoOfn1+J9aWnp6Nr165wdHTEhQsXsHbtWixfvhwrV66U2nz//fdISEiQXg8fPkStWrUwePDgCkyq4hkqe09PT418EhISMG7cONSpUwdubm7F1qdN9hERERg5ciTGjh2L6Oho7Nu3DxcuXMC4ceP0kFjFMOQ+37t3b7x69QphYWG4dOkSWrZsiT59+iAxMbHY+rTJff369fjiiy+wcOFCREdHY9GiRZg0aRL+97//VXBaFctQ2cfHx6NLly5o0KABzp07h5CQEERHR2P06NEl1pebmwuFQoFPP/0UXbp0KbLN/fv30atXL3To0AFqtRpffvklPv30Uxw4cKD8AelJReX+4sUL9OjRA19++WWx2/Lz80NkZCRCQkIQEhKCyMhIjBgxosT6tMk9KysL7777LubMmYMWLVqUMYHKY8jss7OzMXjwYHz88cda16dN9qdPn0bXrl0RHByMS5cuoVOnTujbty/UarXW2zE0Q+V+48YN5OXlYcOGDYiOjsaqVasQEBBQ4s8J0C53CwsLTJ48GadPn8Yff/yBuXPnYu7cudi4caMOiRiOIff5Tp064T//+Q9u3ryJAwcO4O7duxg0aFCJ9WmTfb60tDSMHDkSnTt31vLTVx5D5p7v888/h6Ojo1b1lSX3mzdvanxnff/997XaRmUxdPaLFy/WyGfu3Lklttc2+yFDhuDEiRPYsmULbt68id27d6Nx48ZapmB4hsxdlzGsNrm/7WPY0rLXdQyrTfbVcQxbJEHVXnJysgAgwsPDhRBC5OXlCZVKJZYuXSq1efnypVAqlSIgIEAIIURqaqowNjYWe/bskdrExcUJIyMjERISIoQQIicnRzg5OYnNmzeXqR5/f3+hVCrFy5cvpWXffPONcHR0FHl5eUWuc+jQISGTyURMTEyZtlXZ9JX9m7Kzs4WdnZ1YvHhxifVok/13330n6tWrp7HemjVrhLOzcxk+eeXSV+6PHj0SAMTp06elNunp6QKAOH78eLH1aJO7h4eHmDlzpsZ6U6dOFV5eXrrGUCn0lf2GDRuEnZ2dyM3Nldqo1WoBQNy+fVur2kaNGiV8fX0LLf/8889F48aNNZb961//Eu7u7tp96CpAl9wLOnnypAAgUlJSNJZfv35dABBnz56Vlp05c0YAEDdu3NCqtuJyL8jb21tMnTpVq/6qGn1lX1BQUJBQKpVlrk2b7PM1adJELFq0qMzbqCyGyD3ft99+K+rWrat1bWXJ/R//+If48MMPte67KjBk9j/99JOQyWQiOztbq9pKy37o0KFi7ty5YsGCBaJFixZa9VlV6Dv34OBg0bhxYxEdHS0ACLVarXVtxeVelp91VabP7GvXri1WrVqlc23FZX/kyBGhVCrFkydPdO67sukrd13HsAVpe5x/m8awBWn7b1/bMWxBxWX/VxjDCiEEz4D7C0hLSwMA1KpVC8Drsz0SExPRrVs3qY2pqSm8vb3x+++/AwAuXbqEnJwcjTaOjo744IMPpDaXL19GXFwcjIyM0KpVKzg4OKBnz56FTkV905kzZ+Dt7Q1TU1NpWffu3REfH4+YmJgi19myZQu6dOmC2rVrlz2ASqSv7N90+PBhPH78uNSzgbTJ3tPTE7GxsQgODoYQAklJSdi/fz969+5d5s9fWfSVu42NDVxcXLB9+3Y8f/4cr169woYNG2Bvbw9XV9di69Em96ysLJiZmWmsp1AocP78eeTk5JQjDcPSV/ZZWVkwMTGBkdH//W9JoVAAeP0br/I4c+aMxraB1z+fixcvVpvsdcldG2fOnIFSqUS7du2kZe7u7lAqlWXq569MX9kbUl5eHjIyMqTPUB0YMve0tDS9ZKNWq/H777/D29u7wvvWJ0Nl//TpU+zcuROenp4wNjYuX9EAgoKCcPfuXSxYsKDcfVUGfeaelJSE8ePHY8eOHTA3N6+4ov+//HFC586dtbptR1Wj731+2bJlsLGxQcuWLfH111+Xesm7Ng4fPgw3Nzd8++23cHJyQsOGDTFz5kxkZmaWu29D0Vfuuo5hdfE2jWF1oe0YVht/hTEswEtQqz0hBGbMmIH27dvjgw8+AADpUjl7e3uNtvb29tJ7iYmJMDExwTvvvFNsm3v37gEAFi5ciLlz5+Lnn3/GO++8A29vbzx9+rTYmhITE4vcdsHaCkpISMCRI0eq3emj+sz+TVu2bEH37t3x3nvvlViTNtl7enpi586dGDp0KExMTKBSqVCzZk2sXbtWm49d6fSZu0wmQ2hoKNRqNaysrGBmZoZVq1YhJCSkxPszaZN79+7dsXnzZly6dAlCCFy8eBGBgYHIycnB48ePdUzDsPSZvY+PDxITE/Hdd98hOzsbKSkp0untCQkJ5aq7uJ/Pq1evqkX2uuaujcTERNjZ2RVabmdnV6Z+/qr0mb0hrVixAs+fP8eQIUMquxStGDL3u3fvYu3atZg4caLuBb/B2dkZpqamcHNzw6RJk6rV9xtDZP/vf/8bFhYWsLGxwYMHD/DTTz+Vu+7bt29j9uzZ2LlzJ+Ryebn7MzR95i6EwOjRozFx4sQSLwHThYODAzZu3IgDBw7g4MGDaNSoETp37ozTp09X6Hb0Sd/7/NSpU7Fnzx6cPHkSkydPxurVq/HJJ5+Uu+579+4hIiIC165dw6FDh7B69Wrs378fkyZNKnffhqDP3HUdw5bV2zaG1YW2Y1htVPcxbD5OwFVzkydPxtWrV7F79+5C78lkMo2/CyEKLXtTwTZ5eXkAgDlz5mDgwIFwdXVFUFAQZDIZ9u3bBwBo2rQpLC0tYWlpiZ49e5a47aKWA8DWrVtRs2bNUm+qW9XoM/uCYmNjcfToUYwdO1Zjua7ZX79+HZ9++inmz5+PS5cuISQkBPfv36/QwYc+6TN3IQQ++eQT2NnZ4ddff8X58+fh6+uLPn36SJNAuuY+b9489OzZE+7u7jA2Noavr6/026AaNWqUIYHKo8/smzZtim3btmHFihUwNzeHSqVCvXr1YG9vL+VTXPbaKMsxqaqp6NxL6+PNfsqTe3Wn7+xLUxHZ7969GwsXLsTevXuLnGytigyVe3x8PHr06IHBgwdrDKDKm/uvv/6KixcvIiAgAKtXry7yc1RVhsh+1qxZUKvVOHbsGGrUqIGRI0dKx2Rdss/NzYWfnx8WLVqEhg0blrmeqkCfua9duxbp6en44osvim2j6z7fqFEjjB8/Hq1bt4aHhwf8/f3Ru3dvLF++XOs+Kpu+9/np06fD29sbzZs3x7hx4xAQEIAtW7ZIN47XNfu8vDzIZDLs3LkTbdu2Ra9evbBy5Ups3bq1WpwFp8/cyzOGLQuOYUtW1jFsaar7GDZf9fsVEUmmTJmCw4cP4/Tp03B2dpaWq1QqAK9nsh0cHKTlycnJ0qy2SqWSzjIpeFZKcnIyPD09AUBat0mTJtL7pqamqFevHh48eAAACA4Oli7hyr9cTKVSFZopT05OBlB4Vl0IgcDAQIwYMQImJia6RmFw+s6+oKCgINjY2KBfv34ay3XN/ptvvoGXlxdmzZoFAGjevDksLCzQoUMHLFmyRKPuqkbfuYeFheHnn39GSkoKrK2tAQD+/v4IDQ3Ftm3bMHv2bJ1zVygUCAwMxIYNG5CUlCT91tjKygq2trYVF5KeGGKf9/Pzg5+fH5KSkmBhYQGZTIaVK1eibt26AIre57VR3M9HLpfDxsZG634qQ3ly14ZKpUJSUlKh5Y8ePZL60TX36k7f2WujvNnv3bsXY8eOxb59+0q9iXpVYajc4+Pj0alTJ3h4eBR6SEJ5c88/ZjVr1gxJSUlYuHAhhg0bVuZ+DM1Q2dva2sLW1hYNGzaEi4sL3nvvPZw9exYeHh46ZZ+RkYGLFy9CrVZj8uTJAF4PwIUQkMvlOHbsGHx8fMpcp6HoO/ewsDCcPXtW4zYZAODm5obhw4dj27ZtFXqcd3d3x48//liuPgylMo7z7u7uAIA7d+7AxsZG5+wdHBzg5OQEpVIpLXNxcYEQArGxsVX6QRj6zl3XMWxZvI1j2LIqyxhWG9V5DFsQz4CrhoQQmDx5Mg4ePIiwsDDpi16+unXrQqVSITQ0VFqWnZ2N8PBwabDr6uoKY2NjjTYJCQm4du2aRhtTU1ONRxTn5OQgJiZGus69du3aaNCgARo0aAAnJycAgIeHB06fPq1xf4Njx47B0dERderU0ag1PDwcd+7cKTQzXlUZKvuC2wsKCsLIkSML3R9F1+xfvHihcZ8t4P/OwMr/DXRVY6jcX7x4AQCF8jEyMpJ+m1befd7Y2BjOzs6oUaMG9uzZgz59+hTaXlVi6H0eeD1paWlpib1798LMzAxdu3YFUHT22vDw8NDYNvD65+Pm5lYh9x3Sh4rIXRseHh5IS0vD+fPnpWXnzp1DWlqa1I+uuVdXhspeG+XJfvfu3Rg9ejR27dpVLe6PYsjc4+Li0LFjR7Ru3RpBQUGFjsEVuc8LIZCVlVWuPvStMvf5/O8d+Rnpkr21tTWioqIQGRkpvSZOnIhGjRohMjJS4x6XVYmhcl+zZg2uXLkiZRMcHAzg9QT9119/DaBi93m1Wl3lB8KVuc/nP406PyNds/fy8kJ8fDyePXsmLbt16xaMjIw0JlaqEkPlrusYtizexjFsWbdXljGsNqrjGLZIFfIoBzKojz/+WCiVSnHq1CmRkJAgvV68eCG1Wbp0qVAqleLgwYMiKipKDBs2TDg4OIj09HSpzcSJE4Wzs7M4fvy4uHz5svDx8REtWrQQr169ktpMnTpVODk5iaNHj4obN26IsWPHCjs7O/H06dNi60tNTRX29vZi2LBhIioqShw8eFBYW1uL5cuXF2r74Ycfinbt2lVQMvpnyOyFEOL48eMCgLh+/bpW9WmTfVBQkJDL5cLf31/cvXtXRERECDc3N9G2bdtypqM/hsr90aNHwsbGRgwYMEBERkaKmzdvipkzZwpjY2MRGRlZbH3a5H7z5k2xY8cOcevWLXHu3DkxdOhQUatWLXH//v2KD6wCGXKfX7t2rbh06ZK4efOmWLdunVAoFOL7778vtcbo6GihVqtF3759RceOHYVardZ4utu9e/eEubm5mD59urh+/brYsmWLMDY2Fvv376+YkPSgonJPSEgQarVabNq0SXrCr1qt1nhqWo8ePUTz5s3FmTNnxJkzZ0SzZs1Enz59Sq2xtNyFENIyV1dX4efnJ9RqtYiOji5/QHpkyOz//PNPoVarxaJFi4SlpaWUV0ZGRok1lpb9rl27hFwuFz/88IPGZ0hNTa24oCqYoXKPi4sTDRo0ED4+PiI2NlZjW6UpLfd169aJw4cPi1u3bolbt26JwMBAYW1tLebMmVNxQemBobI/d+6cWLt2rVCr1SImJkaEhYWJ9u3bi/r162s8Rbwo2hxvCqoOT0E15LGmoPv372v9FNTScl+1apU4dOiQuHXrlrh27ZqYPXu2ACAOHDigcy6GYKjsf//9d7Fy5UqhVqvFvXv3xN69e4Wjo6Po169fqTWWln1GRoZwdnYWgwYNEtHR0SI8PFy8//77Yty4cRUXVAUz5D6vyxhWCO2PNW/rGFbb401Zx7BClJ59dRzDFoUTcNUQgCJfQUFBUpu8vDyxYMECoVKphKmpqfj73/8uoqKiNPrJzMwUkydPFrVq1RIKhUL06dNHPHjwQKNNdna2+Oyzz4SdnZ2wsrISXbp0EdeuXSu1xqtXr4oOHToIU1NToVKpxMKFC0VeXp5Gm9TUVKFQKMTGjRt1D8PADJm9EEIMGzZMeHp6lqlGbbJfs2aNaNKkiVAoFMLBwUEMHz5cxMbGlmk7hmTI3C9cuCC6desmatWqJaysrIS7u7sIDg4utcbScr9+/bpo2bKlUCgUwtraWvj6+oobN26ULxgDMGT2I0aMELVq1RImJiaiefPmYvv27VrVWLt27SJrLOjUqVOiVatWwsTERNSpU0esX79et0AMpKJyX7BgQan9PHnyRAwfPlxYWVkJKysrMXz48FIfKy+EdrkX9X7t2rXLkYz+GTL7UaNGFdnm5MmTJdZYWvbe3t5Fvj9q1KgKSEg/DJV7UFBQsdsqTWm5r1mzRjRt2lSYm5sLa2tr0apVK+Hv7y9yc3MrJCN9MVT2V69eFZ06dRK1atUSpqamok6dOmLixIlaff/Q5njzZi1VfQLOkMeagsoyAVda7suWLRP169cXZmZm4p133hHt27cXv/zyiy5xGJShsr906ZJo166dUCqVwszMTDRq1EgsWLBAPH/+vNQatdnn//jjD9GlSxehUCiEs7OzmDFjhsaESlVjyH1e1zGsNrm/zWNYbY83uoxhtcm+uo1hiyITojqdr0dERERERERERFS9VN0bDxEREREREREREf0FcAKOiIiIiIiIiIhIjzgBR0REREREREREpEecgCMiIiIiIiIiItIjTsARERERERERERHpESfgiIiIiIiIiIiI9IgTcERERERERERERHrECTgiIiIiIiIiIiI9kld2AURERERvIyEE9u/fj127duHy5ctITk5GjRo1YG9vDwcHB7Rt2xYdOnRA586dYW1tXdnlEhEREVE5yIQQorKLICIiInqbpKamon///ggPD5eWyeVyWFtbIz09Ha9evZKWBwUFYfTo0ZVQJRERERFVFF6CSkRERGRgI0eORHh4OGrUqIHPPvsMt27dQlZWFp48eYLMzExcuXIFy5YtQ4sWLSq7VCIiIiKqADwDjoiIiMiAbt++jYYNGwIAvvnmG8yePbvE9pmZmVAoFIYojYiIiIj0hGfAERERERlQZGSk9GdfX99S2xc3+Xb37l1MmTIFLi4usLS0hLm5OVxcXDBt2jQ8ePCgyHXy8vLw22+/Yfbs2XB3d4ezszNMTExgY2MDb29vBAQEICcnp9haUlJSMH/+fLRu3RrW1tYwMTGBSqVC8+bNMXHiRJw4caLI9XJzcxEYGAgfHx/Y2trC1NQUTk5OGDx4ME6dOlXs9jp27AiZTIaFCxdCCIFNmzahXbt2sLa2hpWVFTw8PPDjjz8Wu/6rV6+wceNGdOzYEba2tjA2NoaNjQ0aNWqEoUOHIjAwsNh1iYiIiCoSz4AjIiIiMqB9+/ZhyJAhAIBjx46ha9euZe5j06ZNmDRpkjRZZmpqCiMjI2RmZgIArK2tsX///kJ9x8TEoG7dutLf5XI5zM3NkZ6eLi3r0KEDjh49WmjiLzY2Fl5eXtLknpGREZRKJdLT05GbmwsA8Pb2LjShlpaWhv79+0vLa9SoASsrK6SlpSH/a+jMmTPx3XffFfqcHTt2RHh4OObOnYuoqCj89NNPRdY8f/58LFq0SGPd3Nxc9OzZE6GhodIypVKJly9fIisrS1rGr8JERERkCDwDjoiIiMiA2rRpA5lMBgDS/d/K4r///S8mTJgAAJg9ezZiYmKQmZmJ58+f48aNGxg8eDDS09MxaNCgQmfCyeVy+Pr6Yu/evYiLi0NWVhbS0tKQkZGBoKAgODo64tdff8WcOXMKbXfhwoV48OAB6tSpg+PHjyM7OxtPnz5FVlYWYmJisH79eri7uxdab+zYsTh16hRMTEywZs0apKenIyUlBfHx8fjoo48AAMuXL0dAQECxn/mHH37AqVOnsHXrVqSnpyMtLQ0PHz5E3759AQBLlizB7du3NdbZvXs3QkNDYWZmhs2bNyMjIwOpqanIzMxEUlISDh48iIEDB5YpeyIiIiJd8Qw4IiIiIgObMGECNm3aBACQyWRo2bIlPDw84OrqirZt26Jp06bSJF1B2dnZqFevHuLi4rBlyxZpAutNvr6+OHz4MKZOnYrVq1drXdfFixfRpk0bWFhY4PHjxzAzM5Pea9KkCf744w/s2rULw4YN06q/8+fPo127dgCADRs2SBOHBQ0aNAgHDhyAra0tHj58qLHN/DPgACAsLAydOnXSWDcrKwv16tVDfHw8lixZojFx+Mknn2D9+vWYMGECNmzYoHUGRERERPrAM+CIiIiIDMzf3x/z5s2DhYUFhBBQq9Xw9/fH2LFj0axZM6hUKsyYMQNJSUka6x05cgRxcXGwt7fHmDFjiu1/5MiRAICjR4+WqS43NzfY2dnh+fPnGveqA4CaNWsCABISErTub8+ePQAAZ2dnjBs3rsg2X331FQDg8ePHGpeLFuTl5VVo8g14felt9+7dAQBXr14tst7ExESt6yUiIiLSF07AERERERmYXC7H4sWLERcXhx07dmDcuHFo0aIFTExMAADJyclYtWoVPvjgA5w/f15aLyIiAsDrhyE4ODhApVIV+Ro/fjwA4M8//yy07ezsbAQEBKBbt25wdHSEmZkZZDKZ9EpOTgbw+p5vBfXp0wfA68teJ0yYgJCQEI37sBXl4sWLAIBOnTrByKjor50uLi5wcnLSaP+m/LPoiuLo6AgAePr0qcbyXr16QSaT4fDhw+jZsyd2796N+Pj4EuslIiIi0hdOwBERERFVEqVSiQ8//BCbNm1CZGQk0tLSEBoaKt3b7PHjxxg4cCBevnwJANIEUnZ2NpKSkop9paSkAID0UIZ8ycnJcHNzw8cff4zQ0FAkJCRAJpPB1tYW9vb2sLe3lybKnj9/rrHurFmzMGTIEOTk5GDTpk3o2bMnatasiWbNmmHWrFlF3ssufzIvf4KtOM7Ozhrt32RlZVXsunK5HAAKPb21ffv2WLZsGUxMTBASEgI/Pz84OTnhvffew5gxY3Dy5MkSayIiIiKqSJyAIyIiIqoizMzM0KVLFxw+fBijRo0C8PpMtJCQEACQnjbao0cPCCG0ehU0ffp0REVFwcbGBoGBgUhISEBmZiYePXqExMREJCYmSmeUvbmusbEx9u7di8jISMyfPx8+Pj4wNzfHtWvXsHz5cjRp0gQrVqwo8nMVdT+78rTT1qxZs3D//n2sWrUK/fv3h52dHWJjY7F161b4+Phg8ODBhSbuiIiIiPSBE3BEREREVVDBBxbcvHkTAKBSqQAAUVFRZe4vJycHBw8eBACsW7cOY8aMkfrLl5ubi8ePH5fYT4sWLbBo0SKcOHECqampOH78OP7+978jNzcXs2bNwpUrV6S2dnZ2AICHDx+W2Gf+5a7vvvtumT9XaRwdHTFt2jQcOnQISUlJuHr1qnQ/uv3792P9+vUVvk0iIiKiN3ECjoiIiKgKsrS0lP5samoK4PXDCAAgLi5Ouh+cth49eiRdytqqVasi20REREhttCGXy9G5c2f88ssvMDU1hRACx48fl953c3MDAJw8eRJ5eXlF9nHjxg3ExcUBANq0aaP1tnXVrFkzbNq0ScqyuAc/EBEREVUkTsARERERGdD9+/eLvF/am7Zt2yb9uXXr1gCAvn37wsHBAQAwdepUvHjxosQ+Cj6YwNraWrrEs+BZavlevXqFOXPmFNtXVlZWse+ZmpqiRo0aACD9FwD++c9/Ang9Ybh58+Yi150/fz4AwNbWFl26dCl2G2VVUr0AoFAoAGjWS0RERKQvnIAjIiIiMqDo6Gi4uLigd+/e2L59O2JiYqT3cnJyoFarMWbMGKxcuRIA0LZtW7Rv3x7A63vE+fv7QyaT4fLly/Dy8sLRo0eRnZ0t9XH//n1s2LABbdu2hb+/v7Tc0tJSOutrxowZCAsLk85Ku3btGnr16oWLFy/CwsKiyLpr166NL774AmfPntWY3Lpz5w6GDx+OFy9ewMjICN27d5fea9u2LQYOHAgAmDJlCtatWydNGiYmJmL8+PHYt28fAOCrr76CmZmZbqEWoX///vjoo49w5MgRpKamSsufPn2KJUuW4MSJEwBePy2ViIiISN/klV0AERER0dvE2NgYeXl5CA4ORnBwMADAxMQElpaWSElJ0Xj4QevWrXHo0CHpyaTA64mlHTt2YMKECYiMjESPHj0gl8uhVCrx7NkzjckxX19fjW2vXr0a3t7eiIuLQ+fOnWFqagoTExNkZGRALpcjMDAQ8+bNK/QEVABISkrC0qVLsXTpUhgZGUGpVCIzM1O6ZFUmk2HFihVwcXHRWG/Lli14/PgxwsPDMWXKFEyfPh1WVlZITU2VPuvMmTMxceLEciarKTMzE0FBQQgKCgLw+gxAAEhPT5faDBo0SLofHBEREZE+cQKOiIiIyIC6d++O27dvIzg4GBEREbh27RpiY2ORmpoKc3NzODo6olWrVhgwYAAGDx6sMfmWb/jw4fDx8YG/vz9CQkJw584dpKamwtLSEi4uLmjfvj369+8Pb29vjfVcXV1x/vx5LFq0CGFhYUhLS4OVlRV69uyJmTNnok2bNpg3b16RdR87dgwnT55EREQEHjx4gKSkJABAgwYN0KFDB0yaNAmurq6F1lMqlThx4gS2bduGHTt24MqVK3j27BlUKhU8PT0xefJkdOzYsfzBvmHt2rU4cuQIwsPDcfv2bSQmJuLly5dwdHSEm5sbRo0ahQEDBlT4domIiIiKIhNvPmOeiIiIiIiIiIiIKgzvAUdERERERERERKRHnIAjIiIiIiIiIiLSI07AERERERERERER6REn4IiIiIiIiIiIiPSIE3BERERERERERER6xAk4IiIiIiIiIiIiPeIEHBERERERERERkR5xAo6IiIiIiIiIiEiPOAFHRERERERERESkR5yAIyIiIiIiIiIi0iNOwBEREREREREREekRJ+CIiIiIiIiIiIj0iBNwREREREREREREesQJOCIiIiIiIiIiIj36f1+5RlaFchsXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "last_12.plot(x='Season', y='PTS', kind='bar', figsize=(15,8),alpha = 1\\\n",
    "                    ,color = color \\\n",
    "                    , width = 0.8)\n",
    "def addlabels(x,y):\n",
    "    for i in range(len(x)):\n",
    "        plt.text(i,y[i]+4,y[i],ha = \"center\", va='top', size=13)\n",
    "addlabels(last_12[\"Season\"],last_12[\"PTS\"])\n",
    "def addlabels(x,y):\n",
    "    for i in range(len(x)):\n",
    "        plt.text(i,y[i]+30,y[i],ha = \"center\", va='top', size=14,color='white',fontweight=\"bold\")\n",
    "addlabels(last_12[\"Season\"],last_12[\"Rank\"])\n",
    "\n",
    "plt.xticks(rotation = 360)\n",
    "plt.yticks(range(0,150,20))\n",
    "plt.xlabel('Seasons', size = 18)\n",
    "plt.ylabel('Points', size = 18)\n",
    "plt.tick_params(bottom = 0, left = 0)\n",
    "for spine in plt.gca().spines.values():\n",
    "    spine.set_visible(False)\n",
    "\n",
    "plt.text(3, 143, \"Performance Of Manchester United\", size = 18, weight = \"bold\", fontname='Serif')\n",
    "plt.text(1, 135, \"Summary\", size = 15, weight = \"bold\")\n",
    "plt.text(0.2, 130, \"Won EPL & Qualified For UEFA\", size = 13)\n",
    "plt.text(-0.5, 130, \"5\", size = 13)\n",
    "plt.text(0.14, 125, \"Lost EPL But Qualified For UEFA\", size = 13)\n",
    "plt.text(-0.5, 125, \"4\", size = 13)\n",
    "plt.text(0, 120, \"Lost EPL & N/Q For UEFA or Europa\", size = 13)\n",
    "plt.text(-0.5, 120, \"2\", size = 13)\n",
    "plt.text(-0.001, 115, \"Lost EPL But Qualified For UEFA or Europa\", size = 13)\n",
    "plt.text(-0.5, 115, \"1\", size = 13)\n",
    "\n",
    "\n",
    "labels = [\"Won EPL & Qualified for UEFA\",\"Lost EPL but Qualified for UEFA\"\\\n",
    "          ,\"Lost EPL & N/Q for UEFA or Europa\",\"Lost EPL but Qualified for Europa\"]\n",
    "colors = colors\n",
    "\n",
    "\n",
    "patches = [mpatches.Patch(color=c, label=l) for c, l in zip(colors, labels)]\n",
    "\n",
    "plt.legend(handles=patches, loc=\"upper right\", fontsize=12)\n",
    "plt.savefig(\"Final Result.jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c4cbcfed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Team</th>\n",
       "      <th>MP</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>PTS</th>\n",
       "      <th>Season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Man United</td>\n",
       "      <td>38</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>2010-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank        Team  MP   W   D  L  PTS   Season\n",
       "0     1  Man United  38  23  11  4   80  2010-11"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "man_2010_11[['Rank','Team','MP','W','D','L','PTS','Season']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6c3246a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_values = man_2010_11[['W','D','L']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "94cb1a20",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_value = man_2010_11['MP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8e84c956",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArkAAAIrCAYAAADr8IH8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAABPxUlEQVR4nO3deZzN9f////trVmPMDGOZxTJ2lX0LKYYiE2WvKA1aJJS0SN8KLRR9fCjJW1mLSCEhW/bwjopKG7IzljELY2Ywnr8//OZ8nGZx5swxw6vb9XI5l4vzfD1fr+fjHHO4z/M8X6+XZYwxAgAAAGzEq7ALAAAAADyNkAsAAADbIeQCAADAdgi5AAAAsB1CLgAAAGyHkAsAAADbIeQCAADAdgi5AAAAsB1CLgAAAGyHkAvk0YwZM2RZlizL0rp167JsN8aoatWqsixL0dHRBV7f/v37ZVmW3n333Wy3v/vuu7IsS/v378/zsdetW5fldS9btkwjRoxwr9iriI6Ovup7mJycrLfeekvR0dEKDw9XsWLFVLt2bb3zzjtKS0vL0v/ChQsaOXKkKlasKH9/f9100016//33s/TbtWuXnnrqKTVr1kyBgYE5/n1nmjt3rurVq6ciRYooMjJSgwcP1tmzZ11+ra+88oo6dOigsmXLyrIs9e7dO9t+ea3rny5cuKD//Oc/aty4sUJDQ1W0aFFFRUWpY8eOWrhwocvHudFlfoYzHyEhIYqOjtbSpUs9Pta8efNUs2ZNBQQEyLIs7dixw+NjAMiKkAu4KSgoSFOnTs3Svn79eu3du1dBQUGFUNW11aBBA23ZskUNGjRwtC1btkwjR44stJoOHjyo8ePHq0GDBpoyZYoWL16sbt26acSIEerQoYP+eefyp556SqNHj9aAAQO0YsUKde7cWc8884xGjRrl1G/79u1atGiRQkNDdeedd+Zaw+zZs9WjRw81btxY33zzjYYPH64ZM2aoS5cuLr+O//3f/1V8fLzuu+8++fn55dgvL3Vlp1evXho0aJBatWqlTz/9VF9//bVeeeUV+fj4aMWKFXk+3o2sW7du2rJli7777jt98MEHiouL07333uvRoHvy5En16tVLVapU0fLly7VlyxZVr17dY8cHkAsDIE+mT59uJJnHHnvMBAQEmKSkJKftDz/8sGnWrJmpWbOmadmyZYHXt2/fPiPJjB07NtvtY8eONZLMvn37PDLegAEDzLX6p6Rly5ZXfQ/Pnj1rzp49m6U983Vu3LjR0fbrr78ay7LMqFGjnPo+/vjjJiAgwMTHxzvaMjIyHH+eP3++kWTWrl2bZZyLFy+aiIgI07ZtW6f22bNnG0lm2bJludaf3XiBgYEmNjb2qv1yqys7f//9t5FkXnvttase2+4kmQEDBji17dmzx0gyd911V76Pf+7cOXPp0iWzadMmI8nMmzcv38fMlJKS4rFjAXbGTC7gph49ekiSPvvsM0dbUlKSvvzyS/Xt2zfbfUaOHKkmTZooNDRUwcHBatCggaZOnZpltrFixYrq0KGDli9frgYNGiggIEA33XSTpk2bdk1ei6vj/XO5Qu/evfXBBx9Icv76N3MphDFGkyZNUr169RQQEKASJUqoW7du+vvvv52Oa4zRmDFjFBUVpSJFiqhBgwb65ptvXKo9MDBQgYGBWdpvvfVWSdKhQ4ccbYsWLZIxRn369HHq26dPH6Wmpmr58uWONi8v1/553Lp1q44dO5blmN27d1exYsVcXgLg6niu9stOfHy8JCkiIsKlYycnJ+v5559XpUqV5Ofnp7Jly2rw4MFKSUlx6vfBBx+oRYsWKlOmjAIDA1W7dm2NGTNGFy5ccOr3008/qUOHDipTpoz8/f0VGRmp9u3b6/Dhw44+aWlpGjZsmNOYAwYMUGJiotOxrsVnpEqVKipdurQOHDjgaNu+fbvuu+8+hYaGqkiRIqpfv74+//xzp/0ylzCtXLlSffv2VenSpVW0aFH16NFDt99+uyTpgQceyLKEafHixWrWrJmKFi2qoKAgtWnTRlu2bHE69ogRI2RZln788Ud169ZNJUqUUJUqVZzegyVLlqh+/foKCAjQzTffrCVLljjquvnmmxUYGKhbb71V27dvdzr29u3b9eCDD6pixYoKCAhQxYoV1aNHD6fXf+XrW7t2rfr3769SpUqpZMmS6tKli44ePZrlfZwzZ46aNWumYsWKqVixYqpXr16Wb71Wr16tO++8U8HBwSpatKiaN2+ub7/91pW/JsBlhFzATcHBwerWrZvTf6qfffaZvLy89MADD2S7z/79+9WvXz99/vnnWrBggbp06aJBgwbpjTfeyNJ3586deu655/Tss8/qq6++Up06dfToo49qw4YN1+T1uDPeq6++qm7dukmStmzZ4nhkhqh+/fpp8ODBuuuuu7Ro0SJNmjRJu3bt0m233abjx487jjNy5EgNHTpUbdq00aJFi9S/f389/vjj+vPPP91+PWvWrJEk1axZ09H266+/qnTp0goPD3fqW6dOHcf2vMrcJ/MYmXx9fXXTTTe5dcxr5eabb1bx4sU1cuRITZkyJdd12efOnVPLli01c+ZMPf300/rmm280dOhQzZgxQ/fdd5/TL2Z79+5Vz5499cknn2jJkiV69NFHNXbsWPXr18/RJyUlRW3atNHx48f1wQcfaNWqVRo/frwqVKigM2fOSLr8y06nTp307rvvqlevXlq6dKmGDBmimTNnqnXr1kpPT3eq0dOfkYSEBMXHx6t06dKSpLVr16p58+ZKTEzU5MmT9dVXX6levXp64IEHNGPGjCz79+3bV76+vvrkk0/0xRdf6K233nL8Ejhq1Cht2bJFkyZNknQ5CHbs2FHBwcH67LPPNHXqVCUkJCg6OlqbNm3KcuwuXbqoatWqmj9/viZPnuz0HgwbNkxDhw7VggULFBISoi5dumj48OH6+OOPNWrUKM2ePVtJSUnq0KGDUlNTHfvu379fNWrU0Pjx47VixQq98847OnbsmBo3bqxTp05lqeGxxx6Tr6+v5syZozFjxmjdunV6+OGHnfq89tpreuihhxQZGakZM2Zo4cKFio2NdQrOn376qdq2bavg4GDNnDlTn3/+uUJDQ3X33XcTdOFZhTmNDNyIMpcrbNu2zaxdu9ZIMr/++qsxxpjGjRub3r17G2PMVZcrZGRkmAsXLpjXX3/dlCxZ0ly6dMmxLSoqyhQpUsQcOHDA0ZaammpCQ0NNv379cq3PneUKro6X+Xqv/Ho8p+UKW7ZsMZLM//zP/zi1Hzp0yAQEBJgXX3zRGGNMQkKCKVKkiOncubNTv++++85IcmvJx86dO01AQECWY7Zp08bUqFEj2338/PzME088ke223JYFvPXWW0aSOXbsWJZtbdu2NdWrV89z/bktV3C1rpwsXbrUlCpVykgykkzJkiVN9+7dzeLFi536jR492nh5eZlt27Y5tX/xxRe5LsPI/LmeNWuW8fb2NqdPnzbGGLN9+3YjySxatCjH2pYvX24kmTFjxji1z5s3z0gyU6ZMcbTl5zNizOXlCk899ZS5cOGCOX/+vPn9999NTEyMkWQ++OADY4wxN910k6lfv765cOGC074dOnQwERERjuUdmf8mPPLII1nGyfzMzJ8/3+k9ioyMNLVr13ZaInLmzBlTpkwZc9tttznahg8fnuMSk6ioKBMQEGAOHz7saNuxY4eRZCIiIpyWNSxatMhIyvL3fKWLFy+as2fPmsDAQDNhwgRHe+bre+qpp5z6jxkzxuln/++//zbe3t7moYceynGMlJQUExoaau69916n9oyMDFO3bl1z66235rgvkFfM5AL50LJlS1WpUkXTpk3TL7/8om3btuW4VEG6PLt41113KSQkRN7e3vL19dVrr72m+Ph4nThxwqlvvXr1VKFCBcfzIkWKqHr16lm+SvQUT4+3ZMkSWZalhx9+WBcvXnQ8wsPDVbduXceShy1btigtLU0PPfSQ0/633XaboqKi8jzu/v371aFDB5UvX14ff/xxlu2WZeW4b27brianfa9sv/J9uHjxYpZlKgXhnnvu0cGDB7Vw4UI9//zzqlmzphYtWqT77rtPAwcOdPRbsmSJatWqpXr16jnVfPfdd2e5osNPP/2k++67TyVLlnT8XD/yyCPKyMjQX3/9JUmqWrWqSpQooaFDh2ry5Mn67bffstSWOfv+zytLdO/eXYGBgVlm+fL7Mztp0iT5+vrKz89PN998szZv3qzXX39dTz31lPbs2aM//vjD8XN55Xtwzz336NixY1m+aejatatL4/755586evSoevXq5bREpFixYuratau2bt2qc+fOuXTsevXqqWzZso7nN998s6TLVyYpWrRolvYr35uzZ89q6NChqlq1qnx8fOTj46NixYopJSVFv//+e5ax7rvvPqfnmd9eZB5z1apVysjI0IABA3J87Zs3b9bp06cVGxvr9J5eunRJ7dq107Zt27IshwHc5VPYBQA3Msuy1KdPH7333ntKS0tT9erVdccdd2Tb9/vvv1fbtm0VHR2tjz76SOXKlZOfn58WLVqkt956y+lrREkqWbJklmP4+/tn6fdPPj6XP9YZGRnZbr948aKky1+ne2K8nBw/flzGGIWFhWW7vXLlypL+b53oP5cQ5NSWmwMHDqhVq1by8fHRt99+q9DQUKftJUuWzPbyTSkpKTp//nyW/q7IfN/i4+OzvNbTp087jrl//35VqlTJafvatWsL5TJzAQEB6tSpkzp16iTp8hUqYmJi9MEHH6h///6qWbOmjh8/rj179mT5OcmU+XX2wYMHdccdd6hGjRqaMGGCKlasqCJFiuj777/XgAEDHD8/ISEhWr9+vd566y29/PLLSkhIUEREhB5//HG98sor8vX1VXx8vHx8fBzLBTJZlqXw8HDHz0qm/P7M3n///XrhhRdkWZaCgoJUpUoVeXt7S5JjOc3zzz+v559/Ptf3IFNOa53/Kbe10ZGRkbp06ZISEhKcQmpOx/7nz2zmlTlyar/ysno9e/bUt99+q1dffVWNGzdWcHCwLMvSPffck+17+M/329/fX5IcfU+ePClJKleuXLa1Sv/3vmYuc8rO6dOns11nD+QVIRfIp969e+u1117T5MmT9dZbb+XYb+7cufL19dWSJUtUpEgRR/uiRYs8Wk+pUqXk7e2tI0eOZLv9yJEj8vb2zjYgeLoOy7K0ceNGx3+GV8psy6wjLi4uS5+4uDhVrFjRpfEOHDig6OhoGWO0bt26bP+jrV27tubOnau4uDinAP3LL79IkmrVquXSWP88ZuYxbrnlFkf7xYsX9ccffzhOUIyMjNS2bduc9q1Ro0aex7sWKlSooCeeeEKDBw/Wrl27VLNmTZUqVUoBAQE5nshVqlQpSZd/flNSUrRgwQKnmffsfpnIfP+NMfr55581Y8YMvf766woICNBLL72kkiVL6uLFizp58qRT0DXGKC4uTo0bN/bo6y5durQaNWqU6+sbNmxYjpeC++ffn6vfBGT+zB87dizLtqNHj8rLy0slSpRw69iuSkpK0pIlSzR8+HC99NJLjvb09HSdPn3arWNm/p0dPnxY5cuXz7ZP5vv6/vvvq2nTptn2yekXYyCvWK4A5FPZsmX1wgsv6N5771VsbGyO/SzLko+Pj2OmSLo8A/LJJ594tJ4iRYqoefPmWrx4cZabIaSlpWnx4sW6/fbbnYJ2fvxzNidT5jVqjxw5okaNGmV5ZIbDpk2bqkiRIpo9e7bT/ps3b3b5a+eDBw8qOjpaGRkZWrNmTY7LHDp27CjLsjRz5kyn9hkzZiggIEDt2rVzabwrNWnSRBEREVlORPriiy909uxZR0Dy8/PL8h4U9LWUz5w5k+MNKjK/no6MjJR0+e9v7969KlmyZLZ/f5m/fGSGryt/kTHG6KOPPsqxDsuyVLduXf3v//6vihcvrh9//FGSHNf9/fTTT536f/nll0pJSXHrusDuqlGjhqpVq6adO3dm+/rz8/dXo0YNlS1bVnPmzHFaspKSkqIvv/zSccWFa8myLBljsvwC+vHHH+f4LdDVtG3bVt7e3vrwww9z7NO8eXMVL15cv/32W47va27XiQbygplcwAPefvvtq/Zp3769xo0bp549e+qJJ55QfHy83n333WxnOT1RT6tWrdSsWTMNHjxYFSpUcNw04fjx45o7d67HxsoMq++8845iYmLk7e2tOnXqqHnz5nriiSfUp08fbd++XS1atFBgYKCOHTumTZs2qXbt2urfv79KlCih559/Xm+++aYee+wxde/eXYcOHdKIESNcWq5w4sQJtWrVSseOHdPUqVN14sQJp/XN5cqVc8zq1qxZU48++qiGDx8ub29vNW7cWCtXrtSUKVP05ptvOn3Fe+7cOS1btkzS5cuESZdv9HHq1CkFBgYqJiZGkuTt7a0xY8aoV69e6tevn3r06KHdu3frxRdfVJs2bVwOzuvXr3d83ZuRkaEDBw7oiy++kHR57XfmLJmrdWXnzz//1N13360HH3xQLVu2VEREhBISErR06VJNmTJF0dHRuu222yRJgwcP1pdffqkWLVro2WefVZ06dXTp0iUdPHhQK1eu1HPPPacmTZqoTZs28vPzU48ePfTiiy8qLS1NH374oRISEpzGXrJkiSZNmqROnTqpcuXKMsZowYIFSkxMVJs2bSRJbdq00d13362hQ4cqOTlZzZs3188//6zhw4erfv366tWrl0vvpaf85z//UUxMjO6++2717t1bZcuW1enTp/X777/rxx9/1Pz58906rpeXl8aMGaOHHnpIHTp0UL9+/ZSenq6xY8cqMTHRpX9P8is4OFgtWrTQ2LFjVapUKVWsWFHr16/X1KlTVbx4cbeOWbFiRb388st64403lJqaqh49eigkJES//fabTp06pZEjR6pYsWJ6//33FRsbq9OnT6tbt24qU6aMTp48qZ07d+rkyZO5hmQgTwrrjDfgRnXl1RVyk93VFaZNm2Zq1Khh/P39TeXKlc3o0aPN1KlTs73aQfv27bMc05WbI2Tavn276dy5sylVqpTx9vY2pUqVMp07dzY//PBDlr6ujpfd1RXS09PNY489ZkqXLm0sy8ryWqZNm2aaNGliAgMDTUBAgKlSpYp55JFHzPbt2x19Ll26ZEaPHm3Kly9v/Pz8TJ06dczXX3/t0uvNrCmnx/Dhw536nz9/3gwfPtxUqFDB+Pn5merVq5v33nsvy3Ezr1KR3SMqKipL/zlz5pg6deoYPz8/Ex4ebp5++mlz5syZXGu/UsuWLXMc78r3O691XSkhIcG8+eabpnXr1qZs2bLGz8/PBAYGmnr16pk333zTnDt3zqn/2bNnzSuvvGJq1Khh/Pz8TEhIiKldu7Z59tlnTVxcnKPf119/berWrWuKFCliypYta1544QXzzTffONX+xx9/mB49epgqVaqYgIAAExISYm699VYzY8YMpzFTU1PN0KFDTVRUlPH19TURERGmf//+JiEhwalffj8jyuZmENnZuXOnuf/++02ZMmWMr6+vCQ8PN61btzaTJ0929Mnt34Tsrq6QadGiRaZJkyamSJEiJjAw0Nx5553mu+++c+qTeXWFkydPZtk/p/cgu9eW3VVXDh8+bLp27WpKlChhgoKCTLt27cyvv/5qoqKinK7ukdPry+7fA2OMmTVrlmncuLEpUqSIKVasmKlfv76ZPn26U5/169eb9u3bm9DQUOPr62vKli1r2rdvn+37BLjLMqYQTu8FAAAAriHW5AIAAMB2CLkAAACwHUIuAAAAbOeGCLkffvih6tSpo+DgYAUHB6tZs2b65ptvHNuNMRoxYoQiIyMVEBCg6Oho7dq1qxArBgAAQGG6IUJuuXLl9Pbbb2v79u3avn27WrdurY4dOzqC7JgxYzRu3DhNnDhR27ZtU3h4uNq0aaMzZ84UcuUAAAAoDDfs1RVCQ0M1duxY9e3bV5GRkRo8eLCGDh0q6fIdW8LCwvTOO++oX79+hVwpAAAACtoNdzOIjIwMzZ8/XykpKWrWrJn27dunuLg4tW3b1tHH399fLVu21ObNm3MMuenp6UpPT3c8v3Tpkk6fPq2SJUt6/PaJAAAAyD9jjM6cOaPIyEh5eeW+IOGGCbm//PKLmjVrprS0NBUrVkwLFy7ULbfcos2bN0vKeq/rsLCwXG8JOnr0aI0cOfKa1gwAAADPO3TokONuljm5YUJujRo1tGPHDiUmJurLL79UbGys1q9f79j+z9lXY0yuM7LDhg3TkCFDHM+TkpJUoUIFHTp0SMHBwZ5/AQAAAMiX5ORklS9fXkFBQVfte8OEXD8/P1WtWlWS1KhRI23btk0TJkxwrMONi4tTRESEo/+JEyeyzO5eyd/fX/7+/lnaM6/gAAAAgOuTK0tLb4irK2THGKP09HRVqlRJ4eHhWrVqlWPb+fPntX79et12222FWCEAAAAKyw0xk/vyyy8rJiZG5cuX15kzZzR37lytW7dOy5cvl2VZGjx4sEaNGqVq1aqpWrVqGjVqlIoWLaqePXsWdukAAAAoBDdEyD1+/Lh69eqlY8eOKSQkRHXq1NHy5cvVpk0bSdKLL76o1NRUPfXUU0pISFCTJk20cuVKl9ZrAAAAwH5u2OvkelpycrJCQkKUlJTEmlwAAIDrUF7y2g27JhcAAADICSEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtnNDhNzRo0ercePGCgoKUpkyZdSpUyf9+eefTn169+4ty7KcHk2bNi2kigEAAFCYboiQu379eg0YMEBbt27VqlWrdPHiRbVt21YpKSlO/dq1a6djx445HsuWLSukigEAAFCYfAq7AFcsX77c6fn06dNVpkwZ/fDDD2rRooWj3d/fX+Hh4QVdHgAAAK4zN8RM7j8lJSVJkkJDQ53a161bpzJlyqh69ep6/PHHdeLEiRyPkZ6eruTkZKcHAAAA7MEyxpjCLiIvjDHq2LGjEhIStHHjRkf7vHnzVKxYMUVFRWnfvn169dVXdfHiRf3www/y9/fPcpwRI0Zo5MiRWdqTkpIUHBx8TV8DAAAA8i45OVkhISEu5bUbLuQOGDBAS5cu1aZNm1SuXLkc+x07dkxRUVGaO3euunTpkmV7enq60tPTHc+Tk5NVvnx5Qi4AAMB1Ki8h94ZYk5tp0KBBWrx4sTZs2JBrwJWkiIgIRUVFaffu3dlu9/f3z3aGFwAAADe+GyLkGmM0aNAgLVy4UOvWrVOlSpWuuk98fLwOHTqkiIiIAqgQAAAA15Mb4sSzAQMG6NNPP9WcOXMUFBSkuLg4xcXFKTU1VZJ09uxZPf/889qyZYv279+vdevW6d5771WpUqXUuXPnQq4eAAAABe2GWJNrWVa27dOnT1fv3r2VmpqqTp066aefflJiYqIiIiLUqlUrvfHGGypfvrxLY+RljQcAAAAKnu3W5F4thwcEBGjFihUFVA0AAACudzfEcgUAAAAgLwi5AAAAsB1CLgAAAGyHkAsAAADbIeQCAADAdgi5AAAAsB1CLgAAAGyHkAsAAADbIeQCAADAdgi5AAAAsB1CLgAAAGyHkAsAAADbIeQCAADAdgi5AAAAsB1CLgAAAGyHkAsAAADbIeQCAADAdgi5AAAAsB1CLgAAAGyHkAsAAADbIeQCAADAdgi5AAAAsB1CLgAAAGyHkAsAAADb8SnsAv7NrJFWYZeAfzkz3BR2CQAAXBPM5AIAAMB2CLkAAACwHUIuAAAAbIeQCwAAANsh5AIAAMB2CLkAAACwHUIuAAAAbIeQCwAAANsh5AIAAMB2CLkAAACwHUIuAAAAbIeQCwAAANsh5AIAAMB2CLkAAACwHUIuAAAAbIeQCwAAANsh5AIAAMB2CLkAAACwHUIuAAAAbIeQCwAAANsh5AIAAMB2CLkAAACwHUIuAAAAbIeQCwAAANsh5AIAAMB2CLkAAACwHUIuAAAAbMfHlU4HDx702IAVKlTw2LEAAACA7LgUcitVquSRwSzL0sWLFz1yLAAAACAnLoVcY4xHBvPUcQAAAIDcuBRy9+3bl237999/r379+smyLD355JNq3bq1ypUrJ0k6cuSI1qxZo8mTJ8sYo//85z9q3Lix5yoHAAAAcmAZN6dX9+7dq0aNGql8+fJatWqVwsLCsu134sQJ3XXXXTp06JB+/PFHjy198LTk5GSFhIQoKSlJwcHBBTKmNdIqkHGAnJjhfLsCALhx5CWvuX11hbfeekvJycn6+OOPcwy4klSmTBl9/PHHSkpK0ptvvunucAAAAIDL3A65q1atUrFixXTrrbdete+tt96qYsWKadWqVe4OBwAAALjM7ZB78uRJZWRkuNz/0qVLOnnypLvDAQAAAC5zO+SWKVNGqampWrNmzVX7rlmzRufOnVPp0qXdHQ4AAABwmdshNyYmRsYYPfroo/rrr79y7Ld792499thjsixLMTEx7g4HAAAAuMztqyscPXpUtWvXVmJiovz8/NS9e3e1bt1aZcuWlWVZOnz4sNauXav58+crLS1NJUqU0M8//6yyZct6+jV4BFdXwL8RV1cAANxI8pLXXLpObnYiIyO1atUqde7cWYcOHdLs2bM1e/bsLP2MMSpXrpwWLlx43QZcAAAA2IvbyxUkqUGDBtq1a5fefvtt1atXT97e3jLGyBgjLy8v1atXT2+//bZ27dqlhg0beqpmAAAAIFduL1fIzoULF3T69GlJUmhoqHx9fT116GuO5Qr4N2K5AgDgRlIgN4PIjq+vr8LCwhQWFubRgDt69Gg1btxYQUFBKlOmjDp16qQ///zTqY8xRiNGjFBkZKQCAgIUHR2tXbt2eawGAAAA3Dg8FnKNMTp16pQOHjzoqUM6rF+/XgMGDNDWrVu1atUqXbx4UW3btlVKSoqjz5gxYzRu3DhNnDhR27ZtU3h4uNq0aaMzZ854vB4AAABc3/K9XOHHH3/Um2++qdWrVyslJUWWZenixYuO7QkJCXrppZdkWZbee+89+fn55bvokydPqkyZMlq/fr1atGghY4wiIyM1ePBgDR06VJKUnp6usLAwvfPOO+rXr99Vj8lyBfwbsVwBAHAjKbDlCp988omaNWumRYsW6ezZs46Tzq5UokQJ7du3Tx999JHHbuublJQk6fK6X0nat2+f4uLi1LZtW0cff39/tWzZUps3b872GOnp6UpOTnZ6AAAAwB7cDrm///67Hn/8cV24cEFPP/20tm/frlKlSmXb95FHHpExRl999ZXbhWYyxmjIkCG6/fbbVatWLUlSXFycJCksLMypb1hYmGPbP40ePVohISGOR/ny5fNdGwAAAK4PbofccePG6fz58xowYIDGjx+vBg0ayNvbO9u+rVu3liRt2bLF3eEcBg4cqJ9//lmfffZZlm2W5fz1vzEmS1umYcOGKSkpyfE4dOhQvmsDAADA9cHtm0GsWbNGlmU51sDmJjIyUkWLFs33SWmDBg3S4sWLtWHDBpUrV87RHh4eLunyjG5ERISj/cSJE1lmdzP5+/vL398/X/UAAADg+uT2TO7Ro0cVGBjoFDZzExAQoNTUVLfGMsZo4MCBWrBggdasWaNKlSo5ba9UqZLCw8Od1vyeP39e69ev12233ebWmAAAALhxuT2T6+/vr7S0tFyXBGRKTU1VYmKiihcv7tZYAwYM0Jw5c/TVV18pKCjIsc42JCREAQEBsixLgwcP1qhRo1StWjVVq1ZNo0aNUtGiRdWzZ0+3xgQAAMCNy+2QW7FiRf3yyy/avXu3qlevnmvfZcuWKSMjQ7fccotbY3344YeSpOjoaKf26dOnq3fv3pKkF198UampqXrqqaeUkJCgJk2aaOXKlQoKCnJrTAAAANy43F6u0K5dOxljNGHChFz7xcfH68UXX5RlWWrfvr1bY2Vemuyfj8yAK10+6WzEiBE6duyY0tLStH79esfVFwAAAPDv4nbIffbZZ1WsWDFNnjxZI0eOzHJnsdTUVM2ZM0eNGjXSvn37VLJkST355JP5LhgAAAC4GrdDblhYmObMmSNfX1+9/vrrKl26tOLj4yVJNWvWVGhoqHr16qUDBw7I399fn332WYHdSQwAAAD/bvm641mHDh20YcMGNWzYUOfPn9fFixdljNHvv/+u9PR0GWNUv359bdiwQXfeeaenagYAAABy5faJZ5luvfVWff/99/r555+1adMmHT16VBkZGQoPD1fz5s3VqFEjT9QJAAAAuCzfITdTnTp1VKdOHU8dDgAAAHCb28sV9u/f78EyAAAAAM9xO+RWrVpVMTExWrRokTIyMjxZEwAAAJAvbofcS5cuaeXKleratavKly+vV199ldldAAAAXBfcDrmrV69W9+7d5evrq7i4OI0aNUpVq1bVPffcw+wuAAAACpXbIbd169aaO3eujhw5orFjx6pGjRq6dOmSli9frq5du6pChQp69dVXdeDAAU/WCwAAAFxVvq6TK0klS5bUc889p99++00bNmzQQw89JH9/fx07dkyjRo1SlSpVWLsLAACAApXvkHul22+/XZ988omOHTumCRMmqFatWk5rdzNndw8ePOjJYQEAAAAnHg25mUJCQjRo0CDNmzdPLVq0kDFGxhin2d2ePXuylAEAAADXhMdDbnp6uj799FO1bNlSNWvW1MaNGyVJUVFRevbZZ1WrVi1lZGRo3rx5qlevnnbu3OnpEgAAAPAv57E7nu3atUsfffSRPvnkEyUmJsoYIy8vL8XExOjJJ5/UPffcI8uyJEnr1q3T4MGD9fPPP2vo0KFavny5p8oAAAAA8hdy09LSNG/ePE2ZMkVbt26VJBljFB4err59++qJJ55QhQoVsuwXHR2tlStXqly5cvr+++/zUwIAAACQhdshd+DAgZo9e7aSk5NljJEktWrVSk8++aQ6d+4sH5/cD12mTBmFh4fryJEj7pYAAAAAZMvtkDtp0iRJUokSJRQbG6snn3xS1atXz9MxbrvtNh0/ftzdEgAAAIBsuR1ymzRpoieffFIPPPCAihQp4tYx5s6d6+7wAAAAQI7cDrlbtmzxZB0AAACAx1yT6+QCAAAAhYmQCwAAANvJd8jduXOnnnjiCd1yyy0KDg6Wt7d3jo+rXXEBAAAA8IR8pc6JEydqyJAhysjIcFxGDAAAAChsbs/k/ve//9UzzzyjjIwMPfXUU1q2bJkkKTQ0VKtXr9ann36q3r17y8/PT6VKldKcOXO0Zs0ajxUOAAAA5MTtmdz33ntPxhgNHjxY48aNc7T7+fmpdevWkqSePXvq6aef1t13361XX31VP/74Y/4rBgAAAK7C7Znc7777TpZl6ZlnnnFq/+eyhXr16un999/X3r17NXbsWHeHAwAAAFzmdsg9fvy4/P39FRUV9X8H8/JSWlpalr6dO3eWr6+vFixY4O5wAAAAgMvcDrlFixaVr6+vU1tQUJCSk5OVnp7u1O7r66uiRYvqwIED7g4HAAAAuMztkFu2bFmdPXtWycnJjrYqVapIkrZt2+bU9+jRo0pKSuIKDAAAACgQbofcOnXqSJL+/PNPR1t0dLSMMXr99dcdyxbOnz+vp59+WpJUu3bt/NQKAAAAuMTtkNuhQwcZYzRv3jxH24ABA+Tv769vv/1W5cqVU/PmzVW2bFktXLhQlmVp4MCBHikaAAAAyI3bIfeee+7R8OHDVa1aNUdbpUqVNGfOHAUFBen06dPasmWL4uPjZVmWXnzxRT300EMeKRoAAADIjWWuwULZ06dPa9myZTp06JBCQkLUtm1bVa1a1dPDeFRycrJCQkKUlJSk4ODgAhnTGmkVyDhATsxw1skDAG4ceclr+bqtb05CQ0P18MMPX4tDAwAAAFfl9nIFAAAA4HpFyAUAAIDtuLRcoW/fvh4ZzLIsTZ061SPHAgAAAHLiUsidMWOGLMty+2YOmfsScgEAAFAQXAq5jzzyiCyLKwEAAADgxuDyTC4AAABwo+DEMwAAANiO2yH33LlziouLU1pamifrAQAAAPItzyH3ww8/VM2aNRUUFKSyZcuqWLFiatCggWbPnn0t6gMAAADyLE93PHviiSccV0fIvNKCMUY7duzQI488ot9++01vvfWW56sEAAAA8sDlkLty5Up9/PHHki7ftvfuu+9WuXLltH//fi1btkwpKSl655131K1bN9WvX/+aFQwAAABcjcshd9q0aZKkxo0ba8mSJSpdurRj24EDB9S2bVvt2bNHM2bMIOQCAACgULm8Jvf777+XZVmaOHGiU8CVpKioKI0ZM0bGGH3//fceLxIAAADIC5dD7vHjx+Xr66uGDRtmu7158+aOfgAAAEBhcjnkpqamKjQ0VF5e2e9SqlQpSeKSYgAAACh03AwCAAAAtkPIBQAAgO3k6Tq5J0+eVOXKld3uY1mW9u7dm5chAQAAgDzLU8jNyMjQ/v373e5jWVZehgMAAADc4nLIjY2NvZZ1AAAAAB7jcsidPn36tawDAAAA8BhOPAMAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO9cs5C5ZskTPPPOMhgwZotWrV+frWBs2bNC9996ryMhIWZalRYsWOW3v3bu3LMtyejRt2jRfYwIAAODG5XbIXbBggSpXrqwnn3wyy7YhQ4aoY8eOmjhxoiZMmKC7775bL7zwgttFpqSkqG7dupo4cWKOfdq1a6djx445HsuWLXN7PAAAANzYfNzdcfHixTpw4IDuuOMOp/Yff/xR48ePlyRVqFBBfn5+2rNnj8aNG6f27dsrOjo6z2PFxMQoJiYm1z7+/v4KDw/P87EBAABgP27P5G7btk2SdOeddzq1T5s2TZLUuXNn/f333/rrr780YMAAGWP00Ucf5aPU3K1bt05lypRR9erV9fjjj+vEiRO59k9PT1dycrLTAwAAAPbgdsg9efKkfHx8ssyerly5UpZlaejQofLyunz4l19+WZK0ZcuWfJSas5iYGM2ePVtr1qzR//zP/2jbtm1q3bq10tPTc9xn9OjRCgkJcTzKly9/TWoDAABAwbOMMcadHf38/BQUFKT4+HhHW3x8vEqXLq0SJUo4tUtSUFCQLl68qNTU1PwVbFlauHChOnXqlGOfY8eOKSoqSnPnzlWXLl2y7ZOenu4UgpOTk1W+fHklJSUpODg4XzW6yhppFcg4QE7McLc+/gAAFIrk5GSFhIS4lNfcXpNbrFgxJSUl6cKFC/L19ZUkbdq0SZLUrFmzLP0z+xSEiIgIRUVFaffu3Tn28ff3l7+/f4HVBAAAgILj9nKFm266ScYYp6sYzJs3T5ZlZTkZ7dy5c0pKSiqwE8Pi4+N16NAhRUREFMh4AAAAuL64PZPbpUsXbd26VY899pj++OMPHTt2TPPmzZOXl5e6d+/u1Hfbtm0yxqhSpUpujXX27Fnt2bPH8Xzfvn3asWOHQkNDFRoaqhEjRqhr166KiIjQ/v379fLLL6tUqVLq3Lmzuy8PAAAANzC3Q+7AgQP16aef6ueff9bLL7+szKW9gwYNUuXKlZ36LliwQJZlqUWLFm6NtX37drVq1crxfMiQIZKk2NhYffjhh/rll180a9YsJSYmKiIiQq1atdK8efMUFBTk5qsDAADAjcztkFukSBFt2rRJ48eP15YtW1S8eHF16NBBPXr0cOp3/vx5rV+/XhUqVFDbtm3dGis6Olq5nR+3YsUKt44LAAAAe3I75EqXTz575ZVXcu3j5+enHTt25GcYAAAAIE/cPvEMAAAAuF7layY306VLl/TDDz/owIEDOnfunB555BFPHBYAAABwS75nct9//31FRESoadOmeuCBB9SnTx+n7QkJCapVq5ZuuukmnT59Or/DAQAAAFeVr5A7cOBADR48WCdPnlRQUJAsK+sdvEqUKKGGDRtq9+7dWrJkSX6GAwAAAFzidshdsWKFJk2apGLFimnhwoVKTExU6dKls+3bs2dPGWO0ePFitwsFAAAAXOV2yJ08ebIsy9Lrr7+ujh075to38za/XGUBAAAABcHtkLt161ZJUt++fa/aNzg4WMHBwTp27Ji7wwEAAAAuczvknj59WiEhIS7fVczLy0sZGRnuDgcAAAC4zO2QGxwcrOTkZF24cOGqfU+dOqXExESVKlXK3eEAAAAAl7kdcmvWrCljjLZt23bVvp988okkqWHDhu4OBwAAALjM7ZDbpUsXGWM0YsQIXbp0Kcd+mzdv1muvvSbLsnT//fe7OxwAAADgMrdDbr9+/VS1alV9++23ateunZYvX+4Iu6dOndKaNWv0xBNPqFWrVkpJSVHdunXVo0cPjxUOAAAA5MTt2/r6+/tr6dKlatu2rVavXq1vv/3WsS0sLMzxZ2OMqlSpooULF8rLK983WAMAAACuKl+ps1q1atqxY4eee+45lShRQsYYp0dQUJAGDx6s77//XlFRUZ6qGQAAAMiVZYwxnjrYb7/9pqNHjyojI0Ph4eGqVauWvL29PXX4ayo5OVkhISFKSkpScHBwgYxpjcx6G2SgIJnhHvv4AwBwzeUlr7m9XCE7t9xyi2655RZPHhIAAADIMxbJAgAAwHY8NpOblpamhISEq94cokKFCp4aEgAAAMhWvkLuuXPnNGbMGH322Wfas2fPVftblqWLFy/mZ0gAAADgqtwOuYmJiWrRooV27dolV89d8+A5bgAAAECO3A65b7zxhn799Vf5+vpq0KBB6tixoyIjI+Xj49Fz2QAAAIA8czuRLlq0SJZlafz48erfv78nawIAAADyxe2rKxw5ckReXl7q06ePJ+sBAAAA8s3tmdzQ0FClpaWpSJEinqwHAAAAyDe3Z3Jvv/12JSUl6ciRI56sBwAAAMg3t0Pu0KFD5ePjozfeeMOT9QAAAAD55nbIbdiwoWbMmKGZM2fq0Ucf1d9//+3JugAAAAC3ubQmt3Llyjlu8/b21owZMzRjxgyFhoYqKCgox76WZWnv3r15rxIAAADIA5dC7v79+106WHx8vOLj43PcblmWS8cBAAAA8sOlkDt9+vRrXQcAAADgMS6F3NjY2GtdBwAAAOAxbp94BgAAAFyvCLkAAACwHbdD7tatW9WgQQMNGDDgqn0fe+wxNWjQQNu3b3d3OAAAAMBlbofcOXPmaOfOnbrjjjuu2rdp06basWOH5syZ4+5wAAAAgMvcDrnr16+XJLVs2fKqfdu3by9JWrt2rbvDAQAAAC5zO+QePnxY/v7+ioiIuGrfiIgI+fv768iRI+4OBwAAALjM7ZCbmpoqPz8/l/v7+/vrzJkz7g4HAAAAuMztkFumTBmdOXNGR48evWrfI0eOKDk5WaVKlXJ3OAAAAMBlbofcpk2bSpI++OCDq/bN7NOkSRN3hwMAAABc5nbIffTRR2WM0ZgxYzRlypQc+/3nP//RmDFjZFmWHn30UXeHAwAAAFxmGWOMuzvff//9+uKLL2RZlmrWrKl7771XUVFRsixL+/fv19dff61du3bJGKOuXbtq/vz5nqzdo5KTkxUSEqKkpCQFBwcXyJjWSKtAxgFyYoa7/fEHAKDA5SWv+eRnoJkzZ8qyLM2fP1+//vqrdu3a5bQ9Mz8/+OCDmjp1an6GAgAAAFyWr9v6BgQEaN68eVq9erV69uypqKgo+fv7q0iRIqpYsaIeeughrVmzRnPmzFFAQICnagYAAAByla+Z3EytW7dW69atPXEoAAAAIN/yNZMLAAAAXI/cDrleXl4qW7asy/0rVaokHx+PTBwDAAAAucrXTG5eL8yQjws5AAAAAC4rsOUK58+fl5cXqyMAAABw7RVI6kxMTNSJEydUvHjxghgOAAAA/3IuL5L9+eeftWPHDqe21NRUzZo1K8d9jDFKTEzUF198oUuXLqlBgwZuFwoAAAC4yuWQu3DhQr3++utObcnJyerTp89V9zXGyLIsDRkyJO8VAgAAAHnkcsgtXry4KlSo4Hh+4MABeXl5qVy5cjnu4+XlpeDgYNWqVUtPPPGE7rjjjvxVCwAAALjAMm5e8sDLy0vh4eE6evSop2sqFHm5F7KnWCOtAhkHyIkZfv1f8WTkyJGFXQL+5YYPH17YJQD4/+Ulr7l94drhw4erWLFi7u4OAAAAXDP5CrkAAADA9YgL1wIAAMB2PHKf3c2bN2vTpk06fPiwUlJScryzmWVZmjp1qieGBAAAAHKUr5C7e/du9ezZUz/++KNTe+Ylw7JrI+QCAADgWnM75MbHx6t169Y6cuSIwsLC1LJlS33++ecKCAhQ165dFRcXp//+9786c+aMSpUqpfbt23uybgAAACBHbq/JHT9+vI4cOaImTZpo7969mjt3riQpJCREs2bN0sqVK3X06FG98MILOnXqlAICAjR9+nSPFQ4AAADkxO2Z3KVLl8qyLI0aNUpFixbNtk9gYKDeeecdnT9/Xu+9955atWql7t27u10sAAAA4Aq3Z3L37t0ry7Ky3MXs/PnzWfq+9NJLkqQpU6a4OxwAAADgMrdD7oULFxQSEiIfn/+bDC5atKjOnDmTpW9YWJhCQkL0888/uzscAAAA4DK3Q25kZKSSkpJ08eJFR1tYWJguXryov//+26nvhQsXlJycrKSkJPcrBQAAAFzkdsitVKmSjDE6dOiQo61x48aSpE8//dSp74wZM3Tp0iWVLVvWrbE2bNige++9V5GRkbIsS4sWLXLabozRiBEjFBkZqYCAAEVHR2vXrl1ujQUAAIAbn9sht23btpKk5cuXO9p69eolY4zefPNNDRgwQB999JEGDhyogQMHyrIsderUya2xUlJSVLduXU2cODHb7WPGjNG4ceM0ceJEbdu2TeHh4WrTpk22SycAAABgf25fXaFjx4764IMPtHHjRvXv31+S1L59ez344IOaO3euJk+e7OhrjNHNN9+s1157za2xYmJiFBMTk+02Y4zGjx+v//f//p+6dOkiSZo5c6bCwsI0Z84c9evXz60xAQAAcONyO+RWr15d+/fvz9I+e/ZstWrVSvPmzdOhQ4cUEhKidu3a6bnnnlNISEh+as3Wvn37FBcX55hZliR/f3+1bNlSmzdvzjHkpqenKz093fE8OTnZ47UBAACgcOTrtr7ZsSxLjz/+uB5//HFPHzpbcXFxki6f9HalsLAwHThwIMf9Ro8erZEjR17T2gAAAFA43F6Te72xLMvpuTEmS9uVhg0bpqSkJMfjyhPoAAAAcGPz+ExuQQsPD5d0eUY3IiLC0X7ixIkss7tX8vf3l7+//zWvDwAAAAXP5ZB78OBBjwxYoUIFjxwnU6VKlRQeHq5Vq1apfv36ki7fdW39+vV65513PDoWAAAAbgwuh9yKFSvm+vW/KyzLcrp5hKvOnj2rPXv2OJ7v27dPO3bsUGhoqCpUqKDBgwdr1KhRqlatmqpVq6ZRo0apaNGi6tmzZ77qBQAAwI0pT8sVjDHXqo5cbd++Xa1atXI8HzJkiCQpNjZWM2bM0IsvvqjU1FQ99dRTSkhIUJMmTbRy5UoFBQUVSr0AAAAoXHkKuZZlqWLFiurdu7datGhxrWrKIjo6OteAbVmWRowYoREjRhRYTQAAALh+uRxyY2JitHLlSu3bt08jRoxQ5cqV1adPH8XGxrp9u14AAADgWnD5EmJLly7VwYMHHWtf9+7dq1dffVUVK1ZUTEyM5s+fr/Pnz1/LWgEAAACX5Ok6uREREXrppZf0xx9/aOPGjerdu7cCAgK0YsUKPfjgg4qIiNDTTz+tH3/88VrVCwAAAFyV2zeDaN68uaZOnaq4uDhNnTpVzZs3V0JCgiZOnKjGjRurbt26eu+99xQfH+/JegEAAICryvcdz4oWLao+ffpow4YN2r17t4YNG6ayZcvql19+0bPPPsu1agEAAFDgPHpb3ypVqqhPnz7q2bOn/Pz8PHloAAAAwGUeua3vuXPn9Pnnn2vatGn67rvvJF2+pm7t2rV15513emIIAAAAwGX5CrmbNm3StGnT9MUXXyglJUXGGJUoUUI9evRQnz591LBhQ0/VCQAAALgszyH3yJEjmjlzpmbMmKG9e/fKGCMvLy+1adNGffr0UefOnVmqAAAAgELlcsj9/PPPNX36dK1evVqXLl2SMUZVqlRR7969FRsbq3Llyl3LOgEAAACXuRxyH3zwQVmWpaJFi6p79+7q06eP7rjjjmtZGwAAAOCWPC9XKFq0qNatW6d169bleTDLsrR379487wcAAADkRZ5CrjFGJ0+e1MmTJ90azLIst/YDAAAA8sLlkDt8+PBrWQcAAADgMYRcAAAA2I5H73gGAAAAXA8IuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsh5ALAAAA2yHkAgAAwHYIuQAAALAdQi4AAABsxxYhd8SIEbIsy+kRHh5e2GUBAACgkPgUdgGeUrNmTa1evdrx3NvbuxCrAQAAQGGyTcj18fFh9hYAAACSbLJcQZJ2796tyMhIVapUSQ8++KD+/vvvXPunp6crOTnZ6QEAAAB7sEXIbdKkiWbNmqUVK1boo48+UlxcnG677TbFx8fnuM/o0aMVEhLieJQvX74AKwYAAMC1ZIuQGxMTo65du6p27dq66667tHTpUknSzJkzc9xn2LBhSkpKcjwOHTpUUOUCAADgGrPNmtwrBQYGqnbt2tq9e3eOffz9/eXv71+AVQEAAKCg2GIm95/S09P1+++/KyIiorBLAQAAQCGwRch9/vnntX79eu3bt0///e9/1a1bNyUnJys2NrawSwMAAEAhsMVyhcOHD6tHjx46deqUSpcuraZNm2rr1q2Kiooq7NIAAABQCGwRcufOnVvYJQAAAOA6YovlCgAAAMCVCLkAAACwHUIuAAAAbIeQCwAAANsh5AIAAMB2CLkAAACwHUIuAAAAbIeQCwAAANuxxc0gAAD417Kswq4A/3bGFHYF2WImFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZDyAUAAIDtEHIBAABgO4RcAAAA2A4hFwAAALZjq5A7adIkVapUSUWKFFHDhg21cePGwi4JAAAAhcA2IXfevHkaPHiw/t//+3/66aefdMcddygmJkYHDx4s7NIAAABQwGwTcseNG6dHH31Ujz32mG6++WaNHz9e5cuX14cffljYpQEAAKCA+RR2AZ5w/vx5/fDDD3rppZec2tu2bavNmzdnu096errS09Mdz5OSkiRJycnJ167Qf0oruKGA7BToz7ub0tL4oKBw3QifE6BQFeBnJPPzaIy5al9bhNxTp04pIyNDYWFhTu1hYWGKi4vLdp/Ro0dr5MiRWdrLly9/TWoErkchb4cUdgnAde/tt98u7BKA61tIwf9fcubMGYVcZVxbhNxMlmU5PTfGZGnLNGzYMA0ZMsTx/NKlSzp9+rRKliyZ4z64viQnJ6t8+fI6dOiQgoODC7sc4LrDZwTIHZ+RG48xRmfOnFFkZORV+9oi5JYqVUre3t5ZZm1PnDiRZXY3k7+/v/z9/Z3aihcvfq1KxDUUHBzMP05ALviMALnjM3JjudoMbiZbnHjm5+enhg0batWqVU7tq1at0m233VZIVQEAAKCw2GImV5KGDBmiXr16qVGjRmrWrJmmTJmigwcP6sknnyzs0gAAAFDAbBNyH3jgAcXHx+v111/XsWPHVKtWLS1btkxRUVGFXRquEX9/fw0fPjzLshMAl/EZAXLHZ8TeLOPKNRgAAACAG4gt1uQCAAAAVyLkAgAAwHYIuQAAALAdQi4AAABsh5CL697kyZMVFBSkixcvOtrOnj0rX19f3XHHHU59N27cKMuy9NdffxV0mcB1oXfv3rIsS5ZlydfXV2FhYWrTpo2mTZumS5cuFXZ5wHWjd+/e6tSpU2GXgWuIkIvrXqtWrXT27Flt377d0bZx40aFh4dr27ZtOnfunKN93bp1ioyMVPXq1QujVOC60K5dOx07dkz79+/XN998o1atWumZZ55Rhw4dnH5ZBAA7I+TiulejRg1FRkZq3bp1jrZ169apY8eOqlKlijZv3uzU3qpVq0KoErh++Pv7Kzw8XGXLllWDBg308ssv66uvvtI333yjGTNmFHZ5AFAgCLm4IURHR2vt2rWO52vXrlV0dLRatmzpaD9//ry2bNlCyAWy0bp1a9WtW1cLFiwo7FIAoEAQcnFDiI6O1nfffaeLFy/qzJkz+umnn9SiRQu1bNnSMcO7detWpaamEnKBHNx0003av39/YZcBAAXCNrf1hb21atVKKSkp2rZtmxISElS9enWVKVNGLVu2VK9evZSSkqJ169apQoUKqly5cmGXC1yXjDGyLKuwywCAAkHIxQ2hatWqKleunNauXauEhAS1bNlSkhQeHq5KlSrpu+++09q1a9W6detCrhS4fv3++++qVKlSYZcBAAWC5Qq4YbRq1Urr1q3TunXrFB0d7Whv2bKlVqxYoa1bt7JUAcjBmjVr9Msvv6hr166FXQoAFAhmcnHDaNWqlQYMGKALFy44ZnKlyyG3f//+SktLI+QCktLT0xUXF6eMjAwdP35cy5cv1+jRo9WhQwc98sgjhV0ecN1ISkrSjh07nNpCQ0NVoUKFwikIHkXIxQ2jVatWSk1N1U033aSwsDBHe8uWLXXmzBlVqVJF5cuXL8QKgevD8uXLFRERIR8fH5UoUUJ169bVe++9p9jYWHl58QUekGndunWqX7++U1tsbCyX2rMJyxhjCrsIAAAAwJP4lR4AAAC2Q8gFAACA7RByAQAAYDuEXAAAANgOIRcAAAC2Q8gFAACA7RByAQAAYDuEXAAAANgOIRcA/uVmzJghy7JUsWLFwi4FADyGkAsA2RgxYoQsy3I85s6de9V92rdv77TP/v37PVbP+PHjNWLECO3YscNjxwQAOyPkAoALpk+fnuv2o0ePasWKFdds/PHjx2vkyJGEXABwESEXAHJRqlQpBQYGavXq1Tp06FCO/WbNmqWMjAy+8geA6wQhFwByERgYqG7duunSpUuaOXNmjv0yZ3p79+5dQJUBAHJDyAWAq+jTp4+kyydoGWOybN+0aZP++usvVa5cWS1atMjxOH/++afGjh2ru+66S1WqVFFAQICCg4NVv359vfLKKzp16lSWfTLXBh84cMBRy5Xrfi3LynaslStX6sEHH1RUVJQCAgIUGhqqOnXqaNCgQdqyZUuur/eHH37Q/fffr4iICPn7+6ty5coaMmSIEhISct0vLS1N7733nlq2bKlSpUrJz89P4eHh6tSpk5YvX57jfqmpqXr33XfVrFkzlShRQr6+vipdurRuueUWxcbG6ssvv8x1XADIlgEAZDF8+HAjyURFRZlLly6ZKlWqGElm/fr1Wfr27dvXSDKvv/66Wbt2rZFkJJl9+/Y59YuKinJssyzLFC9e3FiW5WgrW7as+eOPP5z2GTt2rAkLCzNeXl5GkgkODjZhYWFOjyulpKSY7t27O44pyQQFBRl/f3/H87p16zrtM336dMdrnT17tvH19TWSTEhIiGNcSaZmzZrmzJkz2b5ff/31l6lWrZrT6wsJCXGqo3///ln2S05ONnXr1s3yvvj4+DjaoqKirv4XBgD/wEwuAFyFZVmOZQjTpk1z2paSkqLPP/9cXl5eV12q0LRpU73//vvas2eP0tLSlJCQoLS0NK1evVq33nqrjhw5op49ezrt8/zzzysuLk7ly5eXJE2YMEFxcXFOjyv16dNH8+fPl5eXl4YOHapDhw4pOTlZqampOnz4sGbPnq1mzZplW9/JkyfVt29fxcbG6uDBg0pMTNSZM2c0ceJE+fr6ateuXRozZkyW/RITE9W2bVvt3r1brVu31oYNG5SamqrExEQlJiZq3LhxKlasmD788ENNmDDBad8JEyZo586dCg0N1ZdffqnU1FQlJCQoPT1dR44c0axZs9S2bdtc31cAyFZhp2wAuB5dOZNrjDEHDx40Xl5eJjAw0Gk2c9q0aUaSadOmjTHG5DqTm5szZ86YsLAwI8ls3Lgxy/bMWeDp06fneIzVq1c7xp40aZLLY2fO5EoysbGx2fYZMmSIkWSqVq2aZdvzzz9vJJnWrVubCxcuZLv/ggULjCRTqlQppz4xMTFGkhk1apTL9QKAK5jJBQAXlC9fXnfddZdj5jZT5glnffv2zdfxixUrppYtW0q6vMbXHZmzzDVr1lT//v3dOsYrr7ySbXvHjh0lSXv27NG5c+cc7cYYx7jPPfecfHx8st2/U6dOCg4O1qlTp/TDDz842osXLy5JOnbsmFv1AkBOCLkA4KLME9AyQ92ePXu0ceNGFS9eXJ06dXLpGEuWLNEDDzygypUrKzAw0OkEsszwfPjwYbfq27x5syTp3nvvdWv/0NBQVa1aNdttkZGRjj9feQLab7/9ptOnT0u6fGWJ8PDwbB8RERE6e/asJDlOopOkDh06SJImTpyoHj16aNGiRdmegAcAeZX9r9wAgCw6d+6sEiVK6LvvvtNff/3luKRYz549VaRIkVz3vXTpkh5++GF99tlnjjYfHx+VKFFCfn5+kqSkpCSlpaUpJSXFrfoy1+dGRUW5tX9QUFCO266cob1w4YLjz0ePHnX8+eTJky6Nc+VMcM+ePfX999/r/fff19y5cx13lqtataratm2rvn37qmHDhi6/BgDIxEwuALjI399fPXr0kCRNnTpVs2bNkvR/M7y5mTp1qj777DN5e3vrtdde0+7du5Wenq7Tp087TiDr1q2bJGV7mTJXZF5OLKfLil0LGRkZjj/HxcXJGHPVxz9P0Bs/frz+/PNPjRo1SjExMSpevLj27NmjSZMmqVGjRho8eHCBvR4A9kHIBYA8yAy048eP1+HDh1WrVi01atToqvtlzlA+9thjGjlypKpWrSovL+d/gv95pYS8Cg8PlyTt378/X8dxZ0xJ+uWXX9w+TtWqVTVs2DAtW7ZM8fHx2rJli2MJyIQJE7R48eL8lgrgX4aQCwB50KhRI9WuXVvnz5+X5PoJZ5m3BK5fv36228+ePav//ve/Oe6fGYhzm+W97bbbJElff/21SzV5Qq1atRQcHCzp/4J8fnl5ealp06b64osvVKFCBUnSqlWrPHJsAP8ehFwAyKN33nlHzz33nJ577jk9/PDDLu0TEhIiSdq5c2e229944w2dOXMmx/0zg2RiYmKOfR599FFJ0q5du/Thhx+6VFd++fj4OIL+zJkzr3pliMyT1DKlp6fn2Nfb29uxXtnb2zuflQL4tyHkAkAexcTE6N1339W7776r0qVLu7RPu3btJEkfffSRpkyZ4pgJjouL07PPPqsxY8aoZMmSOe5fq1YtSdIXX3yR4+11W7VqpQcffFCSNHDgQA0bNsxxpQZjjI4ePaqPP/7YEYY95dVXX1WVKlV08eJFtWvXTuPGjXM6CS0pKUnLly9XbGys7rjjDqd9mzRpoqefflrr1q1zOuHu6NGjGjRokPbs2SNJuueeezxaM4B/gUK5Oi8AXOf+eTMIV+V0M4iEhARz0003ObZ5eXk53da3X79+JjY2NscbMqxfv97R19vb20RERJioqKgs9aWkpJguXbo43U43ODjY5dv65mTfvn253uTi77//dro9ryRTvHhxExwc7NT2z5tJZHer48DAQKd9nn322au86wCQFTO5AFAAihcvrs2bN2vw4MGqWLGivL295ePjo+joaH322WeaPHlyrvu3aNFCS5cu1V133aWQkBAdP35cBw4ccLrmrCQVLVpUX375pZYsWaLOnTsrMjJSaWlpKlasmOrUqaOnn35aU6ZM8fjrq1SpkrZv365Zs2apQ4cOioiIUEpKis6fP69KlSqpc+fOmjZtmrZs2eK039y5czVy5EjdeeedqlSpks6fP68LFy4oKipKDzzwgL799luNGzfO4/UCsD/LGDevVQMAAABcp5jJBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO0QcgEAAGA7hFwAAADYDiEXAAAAtkPIBQAAgO38f8uhaqh0mXN3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.bar(['W', 'D', 'L'], [man_2010_11['W'][0], man_2010_11['D'][0], man_2010_11['L'][0]], color=['green', 'grey', 'red'])\n",
    "ax.set_xlabel('Matches',size = 18)\n",
    "ax.set_ylabel('Matches Played', size = 18)\n",
    "ax.set_title('Man United 2010-11 Season Performance')\n",
    "ax.set_yticks(range(0,35,5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6d3aacc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w, d, l = man_2010_11['W'][0], man_2010_11['D'][0], man_2010_11['L'][0]\n",
    "mp = man_2010_11['MP'][0]\n",
    "\n",
    "# Create bar chart\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.bar(['W', 'D', 'L'], [w, d, l], color=['green', 'orange', 'red'])\n",
    "ax.set_xlabel('Matches Won, Drawn, and Lost')\n",
    "ax.set_ylabel('Matches Played')\n",
    "ax.set_title('Man United 2010-11 Season Performance')\n",
    "ax.set_ylim([0, mp])\n",
    "\n",
    "# Customized winning streak line\n",
    "winning_streak = [0, 5, 7, 12, 16, 23, 28, 32, 37] # Example data\n",
    "winning_streak_colors = ['red', 'green', 'green', 'green', 'green', 'green', 'green', 'green', 'green'] # Example colors\n",
    "\n",
    "# Plot horizontal winning streak line\n",
    "winning_streak_label = 'Winning Streak: {} Matches'.format(len(winning_streak)-1)\n",
    "ax.hlines(y=winning_streak[-1], xmin=-0.5, xmax=2.5, color=winning_streak_colors, linestyles='dashed', linewidth=2)\n",
    "ax.text(1, winning_streak[-1]+1, winning_streak_label, ha='center', va='bottom')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ee469c0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}