#Task 5 Exploratory Data Analysis sports .ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TASK 5 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>season</th>\n",
       "      <th>city</th>\n",
       "      <th>date</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>result</th>\n",
       "      <th>dl_applied</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_runs</th>\n",
       "      <th>win_by_wickets</th>\n",
       "      <th>player_of_match</th>\n",
       "      <th>venue</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "      <th>umpire3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>Yuvraj Singh</td>\n",
       "      <td>Rajiv Gandhi International Stadium, Uppal</td>\n",
       "      <td>AY Dandekar</td>\n",
       "      <td>NJ Llong</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2017</td>\n",
       "      <td>Pune</td>\n",
       "      <td>2017-04-06</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>SPD Smith</td>\n",
       "      <td>Maharashtra Cricket Association Stadium</td>\n",
       "      <td>A Nand Kishore</td>\n",
       "      <td>S Ravi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2017</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>2017-04-07</td>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>CA Lynn</td>\n",
       "      <td>Saurashtra Cricket Association Stadium</td>\n",
       "      <td>Nitin Menon</td>\n",
       "      <td>CK Nandan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Indore</td>\n",
       "      <td>2017-04-08</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>GJ Maxwell</td>\n",
       "      <td>Holkar Cricket Stadium</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2017</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>2017-04-08</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>KM Jadhav</td>\n",
       "      <td>M Chinnaswamy Stadium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  season       city        date                        team1  \\\n",
       "0   1    2017  Hyderabad  2017-04-05          Sunrisers Hyderabad   \n",
       "1   2    2017       Pune  2017-04-06               Mumbai Indians   \n",
       "2   3    2017     Rajkot  2017-04-07                Gujarat Lions   \n",
       "3   4    2017     Indore  2017-04-08       Rising Pune Supergiant   \n",
       "4   5    2017  Bangalore  2017-04-08  Royal Challengers Bangalore   \n",
       "\n",
       "                         team2                  toss_winner toss_decision  \\\n",
       "0  Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
       "1       Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
       "2        Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
       "3              Kings XI Punjab              Kings XI Punjab         field   \n",
       "4             Delhi Daredevils  Royal Challengers Bangalore           bat   \n",
       "\n",
       "   result  dl_applied                       winner  win_by_runs  \\\n",
       "0  normal           0          Sunrisers Hyderabad           35   \n",
       "1  normal           0       Rising Pune Supergiant            0   \n",
       "2  normal           0        Kolkata Knight Riders            0   \n",
       "3  normal           0              Kings XI Punjab            0   \n",
       "4  normal           0  Royal Challengers Bangalore           15   \n",
       "\n",
       "   win_by_wickets player_of_match                                      venue  \\\n",
       "0               0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal   \n",
       "1               7       SPD Smith    Maharashtra Cricket Association Stadium   \n",
       "2              10         CA Lynn     Saurashtra Cricket Association Stadium   \n",
       "3               6      GJ Maxwell                     Holkar Cricket Stadium   \n",
       "4               0       KM Jadhav                      M Chinnaswamy Stadium   \n",
       "\n",
       "          umpire1        umpire2 umpire3  \n",
       "0     AY Dandekar       NJ Llong     NaN  \n",
       "1  A Nand Kishore         S Ravi     NaN  \n",
       "2     Nitin Menon      CK Nandan     NaN  \n",
       "3    AK Chaudhary  C Shamshuddin     NaN  \n",
       "4             NaN            NaN     NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "p=pd.read_csv('deliveries.csv')               # importing datas\n",
    "m=pd.read_csv('matches.csv')\n",
    "p.head()\n",
    "m.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 179078 entries, 0 to 179077\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count   Dtype \n",
      "---  ------            --------------   ----- \n",
      " 0   match_id          179078 non-null  int64 \n",
      " 1   inning            179078 non-null  int64 \n",
      " 2   batting_team      179078 non-null  object\n",
      " 3   bowling_team      179078 non-null  object\n",
      " 4   over              179078 non-null  int64 \n",
      " 5   ball              179078 non-null  int64 \n",
      " 6   batsman           179078 non-null  object\n",
      " 7   non_striker       179078 non-null  object\n",
      " 8   bowler            179078 non-null  object\n",
      " 9   is_super_over     179078 non-null  int64 \n",
      " 10  wide_runs         179078 non-null  int64 \n",
      " 11  bye_runs          179078 non-null  int64 \n",
      " 12  legbye_runs       179078 non-null  int64 \n",
      " 13  noball_runs       179078 non-null  int64 \n",
      " 14  penalty_runs      179078 non-null  int64 \n",
      " 15  batsman_runs      179078 non-null  int64 \n",
      " 16  extra_runs        179078 non-null  int64 \n",
      " 17  total_runs        179078 non-null  int64 \n",
      " 18  player_dismissed  8834 non-null    object\n",
      " 19  dismissal_kind    8834 non-null    object\n",
      " 20  fielder           6448 non-null    object\n",
      "dtypes: int64(13), object(8)\n",
      "memory usage: 28.7+ MB\n"
     ]
    }
   ],
   "source": [
    "p.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 756 entries, 0 to 755\n",
      "Data columns (total 18 columns):\n",
      " #   Column           Non-Null Count  Dtype \n",
      "---  ------           --------------  ----- \n",
      " 0   id               756 non-null    int64 \n",
      " 1   season           756 non-null    int64 \n",
      " 2   city             749 non-null    object\n",
      " 3   date             756 non-null    object\n",
      " 4   team1            756 non-null    object\n",
      " 5   team2            756 non-null    object\n",
      " 6   toss_winner      756 non-null    object\n",
      " 7   toss_decision    756 non-null    object\n",
      " 8   result           756 non-null    object\n",
      " 9   dl_applied       756 non-null    int64 \n",
      " 10  winner           752 non-null    object\n",
      " 11  win_by_runs      756 non-null    int64 \n",
      " 12  win_by_wickets   756 non-null    int64 \n",
      " 13  player_of_match  752 non-null    object\n",
      " 14  venue            756 non-null    object\n",
      " 15  umpire1          754 non-null    object\n",
      " 16  umpire2          754 non-null    object\n",
      " 17  umpire3          119 non-null    object\n",
      "dtypes: int64(5), object(13)\n",
      "memory usage: 106.4+ KB\n"
     ]
    }
   ],
   "source": [
    "m.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>wide_runs</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "      <td>179078.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1802.252957</td>\n",
       "      <td>1.482952</td>\n",
       "      <td>10.162488</td>\n",
       "      <td>3.615587</td>\n",
       "      <td>0.000452</td>\n",
       "      <td>0.036721</td>\n",
       "      <td>0.004936</td>\n",
       "      <td>0.021136</td>\n",
       "      <td>0.004183</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>1.246864</td>\n",
       "      <td>0.067032</td>\n",
       "      <td>1.313897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3472.322805</td>\n",
       "      <td>0.502074</td>\n",
       "      <td>5.677684</td>\n",
       "      <td>1.806966</td>\n",
       "      <td>0.021263</td>\n",
       "      <td>0.251161</td>\n",
       "      <td>0.116480</td>\n",
       "      <td>0.194908</td>\n",
       "      <td>0.070492</td>\n",
       "      <td>0.016709</td>\n",
       "      <td>1.608270</td>\n",
       "      <td>0.342553</td>\n",
       "      <td>1.605422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>190.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>379.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>567.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11415.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            match_id         inning           over           ball  \\\n",
       "count  179078.000000  179078.000000  179078.000000  179078.000000   \n",
       "mean     1802.252957       1.482952      10.162488       3.615587   \n",
       "std      3472.322805       0.502074       5.677684       1.806966   \n",
       "min         1.000000       1.000000       1.000000       1.000000   \n",
       "25%       190.000000       1.000000       5.000000       2.000000   \n",
       "50%       379.000000       1.000000      10.000000       4.000000   \n",
       "75%       567.000000       2.000000      15.000000       5.000000   \n",
       "max     11415.000000       5.000000      20.000000       9.000000   \n",
       "\n",
       "       is_super_over      wide_runs       bye_runs    legbye_runs  \\\n",
       "count  179078.000000  179078.000000  179078.000000  179078.000000   \n",
       "mean        0.000452       0.036721       0.004936       0.021136   \n",
       "std         0.021263       0.251161       0.116480       0.194908   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       0.000000       0.000000   \n",
       "75%         0.000000       0.000000       0.000000       0.000000   \n",
       "max         1.000000       5.000000       4.000000       5.000000   \n",
       "\n",
       "         noball_runs   penalty_runs   batsman_runs     extra_runs  \\\n",
       "count  179078.000000  179078.000000  179078.000000  179078.000000   \n",
       "mean        0.004183       0.000056       1.246864       0.067032   \n",
       "std         0.070492       0.016709       1.608270       0.342553   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       1.000000       0.000000   \n",
       "75%         0.000000       0.000000       1.000000       0.000000   \n",
       "max         5.000000       5.000000       7.000000       7.000000   \n",
       "\n",
       "          total_runs  \n",
       "count  179078.000000  \n",
       "mean        1.313897  \n",
       "std         1.605422  \n",
       "min         0.000000  \n",
       "25%         0.000000  \n",
       "50%         1.000000  \n",
       "75%         1.000000  \n",
       "max        10.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        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>id</th>\n",
       "      <th>season</th>\n",
       "      <th>dl_applied</th>\n",
       "      <th>win_by_runs</th>\n",
       "      <th>win_by_wickets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>756.000000</td>\n",
       "      <td>756.000000</td>\n",
       "      <td>756.000000</td>\n",
       "      <td>756.000000</td>\n",
       "      <td>756.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1792.178571</td>\n",
       "      <td>2013.444444</td>\n",
       "      <td>0.025132</td>\n",
       "      <td>13.283069</td>\n",
       "      <td>3.350529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3464.478148</td>\n",
       "      <td>3.366895</td>\n",
       "      <td>0.156630</td>\n",
       "      <td>23.471144</td>\n",
       "      <td>3.387963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>189.750000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>378.500000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>567.250000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11415.000000</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id       season  dl_applied  win_by_runs  win_by_wickets\n",
       "count    756.000000   756.000000  756.000000   756.000000      756.000000\n",
       "mean    1792.178571  2013.444444    0.025132    13.283069        3.350529\n",
       "std     3464.478148     3.366895    0.156630    23.471144        3.387963\n",
       "min        1.000000  2008.000000    0.000000     0.000000        0.000000\n",
       "25%      189.750000  2011.000000    0.000000     0.000000        0.000000\n",
       "50%      378.500000  2013.000000    0.000000     0.000000        4.000000\n",
       "75%      567.250000  2016.000000    0.000000    19.000000        6.000000\n",
       "max    11415.000000  2019.000000    1.000000   146.000000       10.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=m.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1.drop(labels =['umpire1','umpire2','umpire3'],axis=1)   #removing unwanted terms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>id</th>\n",
       "      <th>season</th>\n",
       "      <th>city</th>\n",
       "      <th>date</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>result</th>\n",
       "      <th>dl_applied</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_runs</th>\n",
       "      <th>win_by_wickets</th>\n",
       "      <th>player_of_match</th>\n",
       "      <th>venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>Yuvraj Singh</td>\n",
       "      <td>Rajiv Gandhi International Stadium, Uppal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2017</td>\n",
       "      <td>Pune</td>\n",
       "      <td>2017-04-06</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>SPD Smith</td>\n",
       "      <td>Maharashtra Cricket Association Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2017</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>2017-04-07</td>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>CA Lynn</td>\n",
       "      <td>Saurashtra Cricket Association Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Indore</td>\n",
       "      <td>2017-04-08</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>GJ Maxwell</td>\n",
       "      <td>Holkar Cricket Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2017</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>2017-04-08</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>bat</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>KM Jadhav</td>\n",
       "      <td>M Chinnaswamy Stadium</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  season       city        date                        team1  \\\n",
       "0   1    2017  Hyderabad  2017-04-05          Sunrisers Hyderabad   \n",
       "1   2    2017       Pune  2017-04-06               Mumbai Indians   \n",
       "2   3    2017     Rajkot  2017-04-07                Gujarat Lions   \n",
       "3   4    2017     Indore  2017-04-08       Rising Pune Supergiant   \n",
       "4   5    2017  Bangalore  2017-04-08  Royal Challengers Bangalore   \n",
       "\n",
       "                         team2                  toss_winner toss_decision  \\\n",
       "0  Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
       "1       Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
       "2        Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
       "3              Kings XI Punjab              Kings XI Punjab         field   \n",
       "4             Delhi Daredevils  Royal Challengers Bangalore           bat   \n",
       "\n",
       "   result  dl_applied                       winner  win_by_runs  \\\n",
       "0  normal           0          Sunrisers Hyderabad           35   \n",
       "1  normal           0       Rising Pune Supergiant            0   \n",
       "2  normal           0        Kolkata Knight Riders            0   \n",
       "3  normal           0              Kings XI Punjab            0   \n",
       "4  normal           0  Royal Challengers Bangalore           15   \n",
       "\n",
       "   win_by_wickets player_of_match                                      venue  \n",
       "0               0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal  \n",
       "1               7       SPD Smith    Maharashtra Cricket Association Stadium  \n",
       "2              10         CA Lynn     Saurashtra Cricket Association Stadium  \n",
       "3               6      GJ Maxwell                     Holkar Cricket Stadium  \n",
       "4               0       KM Jadhav                      M Chinnaswamy Stadium  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 756 entries, 0 to 755\n",
      "Data columns (total 15 columns):\n",
      " #   Column           Non-Null Count  Dtype \n",
      "---  ------           --------------  ----- \n",
      " 0   id               756 non-null    int64 \n",
      " 1   season           756 non-null    int64 \n",
      " 2   city             749 non-null    object\n",
      " 3   date             756 non-null    object\n",
      " 4   team1            756 non-null    object\n",
      " 5   team2            756 non-null    object\n",
      " 6   toss_winner      756 non-null    object\n",
      " 7   toss_decision    756 non-null    object\n",
      " 8   result           756 non-null    object\n",
      " 9   dl_applied       756 non-null    int64 \n",
      " 10  winner           752 non-null    object\n",
      " 11  win_by_runs      756 non-null    int64 \n",
      " 12  win_by_wickets   756 non-null    int64 \n",
      " 13  player_of_match  752 non-null    object\n",
      " 14  venue            756 non-null    object\n",
      "dtypes: int64(5), object(10)\n",
      "memory usage: 88.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea6eeea3c8>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df1.isnull(),yticklabels=False,cbar=False,cmap='YlGnBu_r')   # this shows the null values in ths data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Hyderabad', 'Pune', 'Rajkot', 'Indore', 'Bangalore', 'Mumbai',\n",
       "       'Kolkata', 'Delhi', 'Chandigarh', 'Kanpur', 'Jaipur', 'Chennai',\n",
       "       'Cape Town', 'Port Elizabeth', 'Durban', 'Centurion',\n",
       "       'East London', 'Johannesburg', 'Kimberley', 'Bloemfontein',\n",
       "       'Ahmedabad', 'Cuttack', 'Nagpur', 'Dharamsala', 'Kochi',\n",
       "       'Visakhapatnam', 'Raipur', 'Ranchi', 'Abu Dhabi', 'Sharjah', nan,\n",
       "       'Mohali', 'Bengaluru'], dtype=object)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['city'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea6c66e948>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,3))\n",
    "plt.xticks(rotation=90)\n",
    "sns.countplot(x='city',data=df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mumbai       101\n",
       "Kolkata       77\n",
       "Delhi         74\n",
       "Bangalore     66\n",
       "Hyderabad     64\n",
       "Name: city, dtype: int64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['city'].value_counts().head() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### we can clearly understand that city 'mumbai' conducted most matches in IPL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea732c2b88>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "plt.xticks(rotation=90)\n",
    "sns.countplot(x='venue',data=df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Eden Gardens                                 77\n",
       "Wankhede Stadium                             73\n",
       "M Chinnaswamy Stadium                        73\n",
       "Feroz Shah Kotla                             67\n",
       "Rajiv Gandhi International Stadium, Uppal    56\n",
       "Name: venue, dtype: int64"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['venue'].value_counts().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The most IPL games are done at Eden Gardens"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## most succesful batsman ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea73d4b1c8>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4752x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(66,8))                             \n",
    "plt.xticks(rotation=90)\n",
    "sns.countplot('player_of_match',data=df1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CH Gayle          21\n",
       "AB de Villiers    20\n",
       "MS Dhoni          17\n",
       "DA Warner         17\n",
       "RG Sharma         17\n",
       "                  ..\n",
       "TL Suman           1\n",
       "MD Mishra          1\n",
       "S Anirudha         1\n",
       "J Theron           1\n",
       "CL White           1\n",
       "Name: player_of_match, Length: 226, dtype: int64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.player_of_match.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### most succsful batsman is chris gale followed by ABd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## most succesful team ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Sunrisers Hyderabad', 'Rising Pune Supergiant',\n",
       "       'Kolkata Knight Riders', 'Kings XI Punjab',\n",
       "       'Royal Challengers Bangalore', 'Mumbai Indians',\n",
       "       'Delhi Daredevils', 'Gujarat Lions', 'Chennai Super Kings',\n",
       "       'Rajasthan Royals', 'Deccan Chargers', 'Pune Warriors',\n",
       "       'Kochi Tuskers Kerala', nan, 'Rising Pune Supergiants',\n",
       "       'Delhi Capitals'], dtype=object)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['winner'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea02651148>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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J7prkFfNTTkxyvyVqAwAAALbPUiMifi/Jk5J8fd7+tiSf6+7z5+1PJLnuvn6xqo6rqlOr6tRzzjln+ysFAAAALjHDg4iquleSs7v7tK279/HU3tfvd/fx3X1Mdx+ze/fubakRAAAA2B67Fvg375zkPlX1w0kul+SITCMkrlJVu+ZREUcm+eQCtQEAAADbaPiIiO7+he4+sruPSvKQJH/d3Q9L8uYkx85Pe2SS14yuDQAAANheS66asbf/meSJVfWRTD0jnr9wPQAAAMAlbImpGRfo7rckect8/6NJbrdkPQAAAMD22kkjIgAAAIBDnCACAAAAGEYQAQAAAAwjiAAAAACGEUQAAAAAwwgiAAAAgGEEEQAAAMAwgggAAABgGEEEAAAAMIwgAgAAABhGEAEAAAAMI4gAAAAAhhFEAAAAAMMIIgAAAIBhBBEAAADAMIIIAAAAYBhBBAAAADCMIAIAAAAYRhABAAAADCOIAAAAAIYRRAAAAADDCCIAAACAYQQRAAAAwDCCCAAAAGAYQQQAAAAwjCACAAAAGEYQAQAAAAwjiAAAAACGEUQAAAAAwwgiAAAAgGEEEQAAAMAwgggAAABgGEEEAAAAMIwgAgAAABhGEAEAAAAMI4gAAAAAhtm1dAEAAHBp9bhX/evSJWyL37//9ZYuATiEGREBAAAADCOIAAAAAIYRRAAAAADDCCIAAACAYQQRAAAAwDCCCAAAAGAYQQQAAAAwjCACAAAAGEYQAQAAAAwjiAAAAACGEUQAAAAAwwgiAAAAgGEEEQAAAMAwgggAAABgGEEEAAAAMIwgAgAAABhGEAEAAAAMI4gAAAAAhhFEAAAAAMMIIgAAAIBhBBEAAADAMIIIAAAAYBhBBAAAADCMIAIAAAAYRhABAAAADCOIAAAAAIYRRAAAAADDCCIAAACAYQQRAAAAwDCCCAAAAGCY4UFEVV2vqt5cVR+sqvdX1ePn/VerqjdV1Yfn26uOrg0AAADYXkuMiDg/yf/o7psnuUOSx1bVLZI8Ockp3X2TJKfM2wAAAMAhZHgQ0d1ndffp8/3zknwwyXWT3DfJifPTTkxyv9G1AQAAANtr0R4RVXVUkqOTvDPJNbv7rGQKK5Jc40J+57iqOrWqTj3nnHNGlQoAAABcAhYLIqrqW5O8MskTuvsLB/p73X18dx/T3cfs3r17+woEAAAALnGLBBFVddlMIcSLuvukefenq+ra8+PXTnL2ErUBAAAA22eJVTMqyfOTfLC7n7nloZOTPHK+/8gkrxldGwAAALC9di3wb945ySOSvLeqzpz3/WKS307ysqp6dJKPJ3nQArUBAAAA22h4ENHdb09SF/Lw3UbWAgAAAIy16KoZAAAAwLoIIgAAAIBhBBEAAADAMIIIAAAAYBhBBAAAADCMIAIAAAAYRhABAAAADCOIAAAAAIYRRAAAAADDCCIAAACAYQQRAAAAwDCCCAAAAGAYQQQAAAAwjCACAAAAGEYQAQAAAAwjiAAAAACGEUQAAAAAwwgiAAAAgGEEEQAAAMAwgggAAABgGEEEAAAAMMyupQsAAHaue77yeUuXsC3+/IGPWboEAFgtIyIAAACAYQQRAAAAwDCCCAAAAGAYPSIAAIBv2kmvOHfpErbFA469+tIlwCHHiAgAAABgGEEEAAAAMIwgAgAAABhGEAEAAAAMI4gAAAAAhhFEAAAAAMNYvnMFPvmcJy5dwiXuOo995tIlAAAAHLBP//5bli5hW1zzcd9/sX/HiAgAAABgGEEEAAAAMIwgAgAAABhGEAEAAAAMI4gAAAAAhhFEAAAAAMMIIgAAAIBhBBEAAADAMIIIAAAAYBhBBAAAADCMIAIAAAAYRhABAAAADCOIAAAAAIYRRAAAAADDCCIAAACAYXYtXQAAAMCh5Iznnb10Cdvi6MdcY+kSOEQYEQEAAAAMI4gAAAAAhjE1AwAAgG3xqad/ZOkStsW1fu7bly7hUs2ICAAAAGAYQQQAAAAwjCACAAAAGEYQAQAAAAwjiAAAAACGEUQAAAAAwwgiAAAAgGEEEQAAAMAwgggAAABgGEEEAAAAMIwgAgAAABhGEAEAAAAMI4gAAAAAhhFEAAAAAMMIIgAAAIBhdlQQUVX3qKoPVdVHqurJS9cDAAAAXLJ2TBBRVZdJ8pwkP5TkFkkeWlW3WLYqAAAA4JK0Y4KIJLdL8pHu/mh3fyXJS5Lcd+GaAAAAgEtQdffSNSRJqurYJPfo7sfM249Icvvu/um9nndckuPmzZsm+dDQQvft6knOXbqIHcKxmDgOmxyLTY7FJsdik2OxybHY5Fhsciw2ORabHItNjsUmx2LTTjgWN+ju3ft6YNfoSvaj9rHvG1KS7j4+yfHbX86Bq6pTu/uYpevYCRyLieOwybHY5Fhsciw2ORabHItNjsUmx2KTY7HJsdjkWGxyLDbt9GOxk6ZmfCLJ9bZsH5nkkwvVAgAAAGyDnRREvDvJTarqhlV1eJKHJDl54ZoAAACAS9COmZrR3edX1U8neWOSyyR5QXe/f+GyDtSOmiqyMMdi4jhsciw2ORabHItNjsUmx2KTY7HJsdjkWGxyLDY5Fpsci007+ljsmGaVAAAAwKFvJ03NAAAAAA5xgggAAABgGEEEAAAAMIwggm9KVd35QPaxHlX1bVX17Ko6vapOq6pnVdW3LV0Xy6qqB1XVleb7v1xVJ1XVrZeua2lVdVhVHbF0HUupqsdX1RE1ef78vnH3petaQlVdsaoOm+9/R1Xdp6ouu3RdS6iqO1fVFef7D6+qZ1bVDZauawleF1yYqrpZVT2gqn5042fpmpZWVVetqlsuXcdSLm2fqYKIi6Gq3ltV77mwn6XrW8izD3DfIa2qfmf+w79sVZ1SVedW1cOXrmshL0lydpIHJjk2yTlJXrpoRQuZTxpPqar3zdu3rKpfXrquhfxKd59XVd+T5AeTnJjkuQvXtIiq+rP5/eKKST6Q5ENV9fNL17WQn+juLyS5e5LdSR6V5LeXLWkxb0tyuaq6bpJTMh2LP160ouU8N8kXq+pWSZ6U5GNJXrhsSYvxupg519o0n0scn+QPkvxQkt/LdM61OlX1lvl1cbUk/5DkhKp65tJ1LeRS9ZkqiLh47pXk3kneMP88bP55fZJXLFjXcFV1x6r6H0l2V9UTt/z8WqblV9fm7vMf/r2SfCLJdyRZ6xeLq3X3U7v7n+ef30xylaWLWsgfJfmFJF9Nku5+T5KHLFrRcr42394zyXO7+zVJDl+wniXdYn6/uF+mz4/rJ3nEsiUtpubbH05yQnf/w5Z9a1Pd/cUkD0jy7O6+f5JbLFzTUs7vaVm3+yZ5Vnc/K8mVFq5pKV4Xm5xrbfqRJHdJclZ3PyLJrZLsWrakxVx5fl08INPnyG2S/MDCNS3lUvWZKoi4GLr7Y939sSR37u4ndfd7558nZ7rCtyaHJ/nWTG96V9ry84WsM5HdGCb5w0le3N3/tmQxC3tzVT1kHnJ+WFU9OMmfL13UQq7Q3e/aa9/5i1SyvP9bVX+Y5MFJXl9V35L1fgZddh5afb8kr+nuryZZ61rap1XVX2Z673zjPH3n6wvXtJSqqjtmusCx8Z651i8W51XVLyR5eJI/r6rLZPNzdm28LjY519r0pe7+WpLz5/fNTyW50cI1LWVXVV070/nF65YuZmGXqs/Utb6RfbOuWFXf091vT5KqulOSKy5c01Dd/dYkb62qP57DmbU7uar+McmXkvxUVe1O8uWFaxqqqs7L9GWqkjwxyZ/ODx2W5N+TPGWh0pZ0blXdOPOXzKo6NslZy5a0mAcnuUeSp3f35+aThrVeyfrDJP+SaQjp2+a5719YtKLlPDrJdyf5aHd/ce4n86iFa1rKEzKNoHpVd7+/qm6U5M0L17SUH0nyo0ke3d2fqqrrJ/ndhWtayuPjdbFh9edaW5xRVVdJ8oIkp2b6DDl92ZIW8+tJ3pjk7d397vlv5MML17SUS9Vnak0j37g4quo2mf7wrzzv+lymOTmrewOoqu9I8nNJjsqWYKu777pUTaPNTaTukOSDSb7Q3V+b535fqbs/tWx1LGn+MDw+yZ2SfDbJPyd52FrDu/mq5jWz53vFx5eraOeoql3dvcrRMvPc9xtkz9fF25arCHaG+T3zt7t7raHtBZxrXbiq+vYkR6zxe0gyNbft7r+9qH2HsrqI5t879bUhiPgm1NTpvLr780vXspSq+odMjXJOy+Yc8HT3aYsVtYCq+vvuvuPSdewUVXXVJDdJcrmNfWv7YjGfNB3b3S+bT5YO6+7zlq5rKVX1M5lGxXw6m8MEu7tX0926qp64v8e7e3XNtarqaZmufn8gm58h3d33Wa6qZVTVa/ONU3Q+n+lq5x929yF/5XfLyLpveCjT62J1K8xU1V+v6eLO/jjXmppe7+/xuRfVqlTV6d1964vadyirqv2Nkuqd+h5iasZBqqp7JvnOTJ2MkyTd/RuLFrWM87t7lZ3v9/KXVfXAJCf1ytO9qnpMpqGkRyY5M9MVjL9PsiPfBLdLd3+9qn46ycu6+z+WrmcHeHySm3b3Z5YuZEFrbba3P/fL9Lr4z6UL2QE+mqnL+Yvn7R/JFNx9R6bGt4d8Q9Pu9jfyjc6oqpOTvDzJBZ8l3X3SciUtxrlW8pz9PNZJvndUIUube6fcKXPj/C0PHZGVNc7v7rssXcPBEEQchKr6gyRXyNSt9nmZmjPu3ZBuLV5bVT+V5FVJLjiRXGEDoSdm6hPytar6UlZ89SbTF87bJnlHd9+lqm6Waf7eGr2pqn4u0/KlW08g1/b3kST/munq7mp191r/Dvbno5ka0AkikqO7e+uXiNdW1du6+3ur6v2LVbWgqrpG9hxZt8apXFdL8pnsGeZ3kjUGEas/1+ru/7p0DTvI3o3zN6y1cX6SpKq+K9PKOlvfO3fk8semZhyEqnpPd99yy+23Zkpn7750baNV1T/vY3d391o7965eVb27u29bVWcmuX13/2dVndnd3710baP5+9hUVc9PctNMXd+3hparmY5QVU/q7t+pqmdnH8PPu/txC5S1qKp6ZaZl507Jnq+LNR6LDyb5wY0v23ODxjd09y2q6ozuPnrZCsepqvskeUaS6yQ5O1MPkQ9293cuWhjsIPOFnr2/cP7ZchUto6pusNbeW3urqqck+f5Mr4vXJ/mhTE08d2QwY0TEwfnSfPvFqrpOpqT6hgvWs5juXuX/7r3VND/nYUlu2N1PrarrJbn2PpZuXINPzJ2cX51pRMBnk3xy4ZoW4e9jDx+ffw6ff9bog/PtqYtWsbOcPP+Q/I8kb6+qf8p0pfeGmVYGuGKSExetbLynZprW91fdfXRV3SXJQxeuaRFzU/DnJrlmd3/X3CPgPt39mwuXtog5pNoYOfSW7l7lco1V9ctJ7p7kZplWjPjBJG9PsrogIsm3VNXxWXHj/C2OzRTun9Hdj6qqa2Yavb8jGRFxEKrqV5I8O8ndMs3V6iR/1N2/umhhC7k0DQHaLlX13EwN+O7a3TefmzX+ZXffduHSFlVV35dpdZk3dPdXlq5ntKq6bJKfzJaTpkxN5766WFEsrqqO7u4zlq5jp6iqwzP1QUiSD63576OqviXTF4tK8o9raFC5L1V1ancfMzfEPnruufOu7r7d0rWNVlVvzbTU8R9ujIqpqvd193ctW9l4VfXbmaZ+vmje9dAkp3X3k5erahlV9d5MyzSe3t23mpfE/sOVNvrVOH+28T5ZVadlaiFwXpL37dTRZEZEHITufup895VV9bokl1vryhkXNgQoyaqCiExTEG5dVWckSXd/dj65Xo2qOqK7v1BVV9uy+73z7RWr6mvd/bV9/e4h7LmZ5r//n3n7EfO+xyxW0ULm9d6flLnJ78b+lV6xeOZ80vjyJC/p7lXO/0+Sqvr+TFf7/yXTl+/rVdUj17bKzha3yeZVvVtW1eqC/dnn5mmvb0vyoqo6O8kql7dNcoXuftdGY/TZWo/FDyf57u7+epJU1YlJzkiyuiAiyZfmJUzPr6orJflUktVN+5xpnL/p1HlU8h9lCmb+PTu4j6Eg4iBU1eWS/FSS78k0GuLtVfXclV65uFQNAdpGX53X++7kgi9dX9//rxxy/izJvTK98e/t5mQAACAASURBVHWmLxVbfWtV/VF3/+LwypZz2+6+1Zbtv56T+zV6UaamnfdK8t+TPDLJOYtWtJC5ieu1kjw4yfHzUtAvXelQ62ckuXt3fyi5YBj6izN9IV+VqvqTJDfOtNrQBUuZZn3BfpLcN8mXk/xspmmPV06yxpXJkuTcqrpxNs8vjk1y1rIlLeoqSTYaPl95yUIWdsb8hfMFmab7fSHJ6cuWtBiN82fd/VPz3T+oqjckOWInL+lqasZBqKqXZRrq8qfzrocmuWp3P2i5qpZxaRsCtF2q6mGZllq7daare8cm+eXufvmihe0gc1Dzvu6++dK1jFJVpyd5UHf/07x9oySvWNPa1huq6rTuvs1Gk99531u7+/uWrm1JVfVfMo0U+ZHuXtUoqmSz+fNF7VuDuVnlLVa8LOEF5qWPX9Tdn126lqXNnxvHZ1qm8LNJ/jnJw7v7X5asawlV9dAkv53kzZkudnxvkl/o7pcsWthgc1+ya3X3WfP2t2f6wrnKIEJj8E1VdUp33+2i9u0URkQcnJvudZXzzSu+ynmpGgK0Xbr7RXMYc7dMH4736+4PXsSvHbKq6rqZupxvbRr0tiSrCSFmP5/p/eGjmV4XN0jyqGVLWszGvP+zquqemRqYHrlgPYupqptnCi4flOTcJC/J1KhwjU6dV1T5k3n7YZk+S9bofUmulXVf7d5wrSTvnsPcFyR541oDmu7+aJIfmJuWHtbd5y1d01K6+8VV9ZZMfSIqyf/s7k8tW9V43d3z1PDbzNsfWbikRWkMfsFo/Sskufrcp25jVPIRmVYf2pGMiDgIVfXHSf6gu98xb98+ySO3DIdZpao6Kjt8CNAlba9+CN9gjcPCquppmb5kfSBbhhevsYFSckHzuZtms/ncf17ErxySqupeSf4myfUyNfs9Ismvd/fqVkyoqndkmn7w8u5e5YoyG+a/j8dmmupYmXoC/J81/p1U1ZszNZ97V/YcXrzW987KtCrAo5Ick+RlSZ6/McJsLarqifvY/flMTRrPHF3PEqrqZt39j1W1z9GEaxwJMDdJ/6M1/m/fl7U3zq+qxyd5QqbQYet5xRcyvU7+9yKFXQRBxMUwd6jtTM3nbpppKbrOdJXzA2vqYOxDYTIPB9voh3D9TMMmK9Mcxo+vMaWtqg8lueUav0hsqKoH7O/x7j5pVC3sTFV1+STX3+iNAPMqQ9+gu986upadoqpulSmIuEem4fh3SPKm7n7SooUNVFV/limIee28655J3p1pdZWXd/fvLFXbKFV1fHcfN4d1e+s1Nj2ev5PcPMk/JfmPTOeevdKpn/tsnN/dxy5Z1xKq6me6+9lL13GgBBEXQ1XdYH+Pd/fHRtWyNB8Ke6qqP0hycne/ft7+oSQ/0N2rG25dVX+RqS/Cvy9dy1Kq6oT9PNzd/RPDillYVT2pu3+nqp6dudnaVt39uAXKWlRV3TvJ05Mc3t03rKrvTvIba7ryXVUv6+4Hbwn497DGHhFsqqrHZWpoe26mBtiv7u6vVtVhST7c3TdetMCBquqNSR648Zk6rybyiiT3zzQq4hZL1jfK/P/9Hbv7b5euZSeYG5h+g7WNGEouCGU2GuffaqNxfnffe+HShqmqu3b3X1/YhbCdegFMj4iLYe+goaqukS1DgNaku4+bb++ydC07xG27+79vbHT3X1TVU/f3C4ewLyY5s6pOyZ7Di1fzhbO719oHYl82eqWcumgVO8uvJbldkrckSXefOU9tW5PHz7f3WrSKHaCq3t7d31NV52XPUGbjCucRC5W2pKsnecDe513d/fV5mteaXD/JV7ZsfzXJDbr7S1W1mpGH8//3T09yx6Vr2Qm6+5+q6g5JvqO7X1hV35bkikvXtZAvza+P8+dVqM7O+pYy/b4kf51kX+FLJxFEHCqq6j6Zlhy7TqYX+w0ynWyvaqWI5EKHoH8+yXu7++zR9Szo3Kr65UwrqXSShyf5zLIlLebk+Yckc2PG78ye8xZXswxdd792vj1x6Vp2kPO7+/PTFPh12uj2vq+RhFX1t0nuPLyohXT398y3V9r7sbmHxup0969W1a3m0UNJ8jfd/Q/zY2trBP1nSd5RVa+Zt++d5MVz88oPLFfWIv6yqh6Y5KS1Ni/dMJ9z3jnTkr8vzHSO8WeZ+u2szeob53f3U+bbS9WFMFMzDsK8QsZdk/xVdx9dVXdJ8tCNUQJrUlV/nimd3pii8f1J3pHkOzINNf6TC/nVQ8rctPIpmZaSSqaGa7++xmaVbJqn7Fwh09K2z8u0rOu7uvvRixY2UFW9NvsYer9hTdMRNsyrRJyS5MlJHpjkcUkuu3VU1ZpV1b929/WWrmOUqvqV7v6GEXTzlb2Tu/v7x1e1rHlqxnHZvIp3/yTHX5rmPl+Squo22Wzo+vbuXuUIs3nU0BWTnJ/ky1nxqKGqOjPJ0UlO7+6j532rXPp4qzU2zt9qHhnzlEzvF53k7Zm+j+3Ii6NGRBycr3b3Z6rqsKo6rLvfPK8UsEZfT3Lz7v50kszzsp6b5PaZvoyvIoiYA4fHX+QTV2BLA8899ArXc05yp+6+5Xxy8OtV9Yzs0OFx2+jp8+0DMi3J96fz9kOT/MsSBe0AP5PklzJNXXpxkjcmWetUrn1Z2xWS/1pVv9Xdv7Sxo6qulel1sbb3iw2PSXL77v6P5ILVmP4+04o7qzH3RXjP3Ax9rcvaJrlgFZXv7O6PL13LDvGf3d1V1UlSVVdYuqDR9tc4v6puvZbG+Xt5SabvXw+ctx+W5KVJfmCxivZDEHFwPjc3C3pbkhdV1dmZ0tk1OmojhJidnWm+2r9V1VeXKmqUqvq97n7ChV31XePV3kzdvTdcLsmDkux3mdND2Jfm2y9W1XUyTddZ1UoqGx3/q+qp3f29Wx56bVW9baGyFtXdX8wURPzSRT33ULWflWUqyeVH1rID3CfJK6rqmd39xKq6SZK/SPK73f2HC9e2lMrm8s+Z769uLtM87/0fqur6a/8CPn/pflWS2yxdyw5xUlU9J8mVq+pRSR6dZH+Nsg9FT8w0cuoZ+3isM41eX5ur7TXC7jer6n6LVXMRBBEH576ZvmD8bKak6cpJVjPney9/U1WvS/LyefuBSd42z1383HJlDbMx4uPp+33Wiuxj+NfvVdXbk/zqEvUs7HXzvMXfTXJ6pg/G5y1b0mJ2V9WNuvujSVJVN0yye+GahjJNZQ/762b+umFV7ADd/eWqun+Sl1TVSzJNd3xCd79q4dKWdEKSd85fPJPkfklesGA9S7p2kvdX1bsyLdOYZHXvFxveUVW37e53L13I0rr7afMKbV/JtGLEb3X3Xyxc1lAa5+/Tm6vqIUleNm8fm+TPF6xnv/SIuJiq6jJJ3tjdO3KIy2jzULkHZMvcxSSvXHsToSSpqjuvcZmpvYbIHZZphMRPdvetFippR5ibzl2uuz+/dC1LqKp7JDk+yUfnXUcl+W/d/cbFihqsqr5vvrvPaSrd/YuLFMaiquqJ893LJnlSkr/JNOIySdLdz1yirqXNnyUb5xZv6+4zFi5pEVveN/awMdpsTarqA5l6kH0sUyiz0SNiNX0Rqurh3f2n+9i/K8kJ3f2IBcpalMb5m7b0Ufn6vOuwbAaYO66fiiDiIFTVyUkesdYvFBuEMhccgwcnuW6SN3T3++alxX4xyeU3GgitSVW9ecvm+Un+OckzuvtDC5W0GB+Oe5rDmJvNm//Y3atZem6rqnrbXtNU9rmPdaiqp+zv8e7+9VG17FTzyLLHdvdvLV0Ly6mqG+xr/75W3zlUzQ3zn9XdL9iy7/KZ+sl8urt/fKnalqJx/qWXqRkH58tJ3ltVb8qew+Qet1xJ43X316rqi1V15RWHMs9Pcr1MywT9flV9LNOb4ZO7+9WLVrYQQ+T28OhcyIdjVa3xw/E2mUZC7Epyq6pKd79w2ZIWsfppKmwSNGyqqusl+ZVMy6O/OtNyhE9N8ohMjV1Xp6rukKlJ582THJ7kMkn+Y6dd2RxhI3Coqmtky5LYK3O3JG+oqst393PmVRJen2nU0M8vXNtSNM7foqqumuQm2XPZ+B3Zk0sQcXD+PDt4vs1gaw9ljklyy7mh1OWSnJvk27v7UwvXNVxV3T7T0PsbJ3lvkp9Y4Xrve/PhOKuqP8n02jgzm03oOtP652vzs0neUlV7TFNZrpzlVNW37D0yZl/7WI0XJnlrklcmuUem4Pb9mT5nV/e5OvvfSR6SqRfXMUl+LNOXjNWpqvtkakx4nUzN0W+Q5INJvnPJukbq7nOraiOMuHampW1f0N37ati4FqtunL9VVT0m0yp+R2Y637pDphWHdmTjTkHEQejuE+dhUNdf43Dzvaw9lPlKd389uaDh2P+34pOl5yT5uUxfsO+T5PeS/OCiFS3Ph+OmY5LcQv+YpLvfMK+MsPppKplOkPZeem1f+1iHq3X3r83331hVn05y2xX/fSRJuvsjVXWZ7v5akhOq6u+WrmkhT830xeqvuvvoqrpLph47qzGHMcl0zvWsJH+V5MMb+7v75KVqW9DaG+dv9fgkt03yju6+S1XdLMmOHXUniDgIVXXvTKskHJ7khlX13ZnmIK2ug7FQJjerqvfM9yvJjeft1TVQSnJYd79pvv/yqvqFRavZGXw4bnpfpgaNZy1dyNLm9d6fmOQG3f3/VNVNquqm3b2a1SKq6lqZeutcvqqOzubSjEckucJihS2kqg5Lcmx3v+win3yIm4cVb7wePpXkCvN7Zrr73xYrbDlfrKrDk5xZVb+T6T30igvXtJSvdvdnquqwqjqsu99cVU9buqjBHrTl/uv32tdJ1hhEPDZ7Ns5/YTYb569tuvCX5wujG6ML/7Gqbrp0URdGEHFwfi3J7ZK8JUm6+8x5ju/qCGVy86UL2EGusldzxj22u/ukBWpa2mMzhQ93jg/Hqyf5wLwE3QVXN1f0XrHVCUlOy9Q/JEk+kSmsWk0QkWm01I9nGj66dVWI8zI1+12VeXrfT2dzybW1unKmv43asu/0+baT3Gh4Rct7RKbO9z+daVrX9TJ9rqzR56rqWzONvHxRVZ2dqSn2aqxxVYz92atx/iuXrmcH+MTc3PfVSd5UVZ9N8smFa7pQVs04CFX1zu6+fVWdsbEqQlW9Z2VXv5MkVXVapnlHb9lyLN7b3f9l2coYrapO2M/D3d0/MawYdhxL0G2qqlO7+5i9PkP+YY1L3FbVA7vbyWOSqvqVJF9K8tLs2XNpjaMA4BvMI2O+nCmoelim4OpF3f2ZRQtjUVYz3Lf5vOvKmVb1+8rS9eyLEREH531V9aNJLjPP831ckrXO1zu/uz9ftfXiRaRbK9Tdj1q6hp1mHhHytCTXyHTitDFlZ43dzlcXOOzHV+YpbZ0kVXXjbBklsibd/cqqumemZnNbO3z/xnJVLWYjrH3sln1rHQXArKrunGkk7g2y5by9u1fzuqiqJyT52yRnzH0ykuTEBUtiZ1l74/xU1W2TXL27/2JjX3e/de4d8l8yjTTbcQQRB+dnkvxSphPHFyd5Y6YGOmsklIEL9ztJ7r3m1UOq6rzsO5xcbSiT5ClJ3pDkelX1okxTd3580YoWUlV/kKknxF2SPC/JsZmWQ16d7l7lFE8u0vMzTck4LZsrDq3NkZkaM2705fq7TMHE3xsxRDTOT5Lfzb7PIz6QaUW7HblqhqkZfFPmpmu/lOTumb5YvDHJU7v7y4sWNlhVPb67n3VR+1iXqvrb7r7z0nWwc9Q0fOzIJF/M1P29MnW3PnfRwhayMa1xy+23Jjmpu+++dG2jbWliev3uPm4O91fVxJRvtDEdeOk6doK5aecxSe6UqcfOHZN8rrtvsWhhC5hHXL6pu8+rqidnWmno/+3uMxcubRErb5y/32nxO3nqpyDiYqiq12Y/0w5W2nQtSVJVR2S6unne0rUsoapO7+5b77XvgvnfrFNVPSvTShGvzp4NGtfYuJNZVZ3W3bdZuo6doKre1d23q6p3ZOp6/pkk7+vumyxc2nBV9dJMV71/rLu/az6x/vvu/u6FS1vE3ITumtlzOsLHl6torKraOKd4cJLLJDkpe36OnL6v3zuUVdWVM4UPd55vr5LkvWucGrolvL1Tpqvhz0zy8919h4VLG25r4/zuXmPj/FTVR7r72y/uY0szNePiefp8+4BMXy7+dN5+aJJ/WaKgpc1zkl6Q5Erz9ueT/ER378i5SJe0qnpokh/NtGLI1iWTrpTphHo19lox4xus9Mv3EZmufG+9utuZTihZr3dU1W27+91LF7IDvHbu8P27mVZH6CR/tGxJi7lxd//I/LmS7v5S7dWAaS2q6mcyTWH6dJKvz7s7yZqagj9jr+1jttzv7NCh1tuhqo7P1EfmvCT/f3v3HW5XWaZ//HsnlAASRY0FFEFUNCJNoigIIjYYQMYCKioCoowIWMYZFRWUsWFF7IAMKGD5YUGlCVJElBKIhKYwlFEHRREEQUrC/fvjXZuzc3JyYg7JfvfJe3+uiyt7r5Xj9eSYs7PWs55yAaU14zO2b60aWF29Np0dgC9183beXzOgig4m2wzPkPQR4P3uqzKQ9CHgZ/XCGl8SEUugN2xN0iG2t+o79SNJ51YKq7ajgLfa/jmApC0pq+lauVg4n7LT+5EseNFwB3BZlYjq2XGcc03efLf4lCb+KdsAb5F0I2WwVm9eRiufmwBImgKcafs24ERJPwamNTz5PENMRxxAaUtpKqHfz3ZrK57HszawMnAN8AfKyuPbqkZU302Svgi8FNisa1uZUjmmWjI4H95FmbN0raRee85GwMXAm6pFtRhJREzMDElPtH0dQJd1m1E5plru6CUhAGyf1w2na4LtG4EbKSWCTctN98IkTQP2YuGNAFll2rbtagcwDGzfL+nTdJ+ftu+h3RtvyBDTfr8DWk1IASDpncDfbB816vh+wFTbn6sT2eDZfmlXHfR0ynyIdwEbSPorpX3poKoB1rELsD1wuO1bJa0JvKdyTLU0Pzjf9p3AayQ9kfJzAnBF7151WGVGxARIeillAmnv/9x1gDfbPr1aUJVI+ixl4vkJlOzjrsCtwInQTg9j1jSCpMOB942eEyLpqcAXbL+wTmT1SPoucDWlfefDlL3nV9k+oGpgAyTpPNtbjrE9o7mfkdEkPYoFE1TN9L/3dGWjl1EGVDZ/QSLpEWSIKZKOAtanTMLvn4vwmWpBDZiky4FNbd876vjKwEWtVVD1SHocJUn3XEpbwiNsP6xuVIPVzU+5ZFgHEA5aBudPXklETFD3D8FTu7dXd09ymiPprHFO23YTPYySriVrGg8E9gQ+YPv47h+Gg4Gdgf+0/f2a8dXQG1jaN1RqReC0Vn4uYmzdXu9PA2sCNwNPoCSonj7uFy6HugTVasA8yi74phNUXVJ7S0rS7rwWPzcBJI35hNv2hwYdSy2LmYK/yHPLI0n7UxIPWwD30a3u7H6da/v+cb58uSTpBODfbf+hdizDovXB+ZNRWjMmQNLFlAGNJzQ+KCc9jCP+1HISAsD2RyQdD3xB0j6Um6zvABvbvqtudNXc1/16m6QNgD9SKqialSoAAA6hPPU+o0tUbUMZetwc26vXjmFYSPoS8CRKhSGUOSIvtL1vxbCqaCnhMB5Jj7b9p9HHasVT0TrA/wPeYfumyrEMi0cCV0n6JWXWEAC2xx0cvjxqfXD+ZJZExMS8GtgDuKhLShwNnN5iWamkD4513PaHBx1LDX2bIi7uVq+1vqax9zOwAmVo0lUNJyEAviZpDeADwEnAQ7rXzVlUFQAjvYwtuc/2LZKmSJpi+yxJn6gdVC3dz8iTWTBB1eIA6K2BDXrXEpKOAebWDakOSTOA/2Dh+TotVZN9EviJpHdRNsoAPBM4lJEtbk2w/c7aMQyhj9cOYIi0PjgfSdNt3y7p4WOdt/3XQcf0z0giYgJsXwscKOkDlP60rwP3S/o6cNiw/p+9jNzZ93oa5fvRUmVA/6aIptc0dmuj3ggcaPvbktYCDpP0JuDfbF9ZNcAKbB/ZvTwHeGLNWIZAqgBG3CbpIcDPgeMk3UxpTWhO9/lwAPA4YA7l78gvaWg1YZ/fULYD3Ni9fzztbV/qOQ74NuWaYh9gd+DPVSMaMNvHSvozZb7QBpRriiuAg2yfUjW4qM72md28jCd3yexpwNTacVXS9OD8zvGUz8vZlM+K/hUiZkivQTMjYoIkbUipitieMhTlOEpf5+ttb1wztpq62Rkn2X5J7VhisCQdRtlfPHpY5XaUfd9PqxNZHZK2Bm61fZmkXYCtgGuBL7c4U0bSxbY3k/RrYJNuY8KFtp9VO7ZBk7Qa8A9K1dBuwEOB41pcVShpLjCLMphx42647Yds71o5tIGTdA7le3Fhd2gWJSlzF4DtnSqFNnCSZtt+Zm++TnfsHNtb144tYhhI2hN4G/BQ2+tJegrwpUYHg2dw/iSViogJkDSbsr/4KOA9fTcVF0jaol5kQ2FVhjTrtixJ+vwYh/8GXGz7h4OOp4ZFbYKwfYqknw06npq63d4bAtMk/YbSknEqZdjW1yk3n61JFcCIFYGZ3esf2G55TeHdtu+WhKSVbV8taf3aQVUyZqtjo3rzdW6S9C/A/1GqZqJxkp5AqQI4Q9IqwAqNDifcH3gWcAGA7d82Oj8EoPcAePSQ2+dSEhNNVdh1FclPoO8+f1jbHZOImJhXLWova2tDYrqnWb2ymqnADEoZYWumUbaofLd7/wpKCeVekrax/fZqkQ2BBisAtrE9syuV/APwKNvzJX2VdkutX0bZivB2RqoAmvqskLQSZfXzzsD1lNLJJ0j6PrDP6DV9jfi9pIdR5uv8VNKtlJvO5tg+p3YMQ+S/JD0UeBdwODAdeEfdkKI2SXsDbwYeDqxHSU59Bdi2ZlyV3G37XqlU4HcrPZuUwfkjunlTuwJXAvO7wwaGMhGR1owlIGncYTkt7bfu6TLTPfMo2yOae8rZPfF/ce/PLmkF4HTgRZTVUjPH+/pYvki6xPamo1+P9b4lkh5DeYJj4CLbf6wc0kBJ+jDl4nmf3hM8SasDXwRutN3kINOerp3pocCpLSZlup7m3kXZSpTKmTtbXWUaMZqkOXRVALY36Y41tcq0R9KngT9R2sTfCuwLXGP7vVUDq6D1wfn9uircDSfLA8BURCyZ/jVjbwG+WiuQ2iStSpn8fmP3fn3KvIwbgBb3nq8FrEZpx6B7vWb3FHxSfBjEUvWoLnGpvtd072fUC6uebijhB4GfUb4Ph0v6sO2v141soF4OPKt/k4ztOyS9FfgVDW1UWcSE796GiNUkzbc9f6yvXV6NXmUqaWfKTVdzuq0Ze1PWNvaXF+9ZK6Zautlbr2Dh70VzN1nAPaOqAFZgJHnXmv+gVIdcTRn4exqlOqRFrQ/O73cdJYk9Ke49UhExQZIu7WVjWyTpXGAv29dIehJluNZxlL7ni2y/p2qAAyZpL+D9wNmUm6ytgI9SBuccbPvd9aIbLEkHUNYm3QEcCWxCmaVyetXABkjS6D7FBdj+0KBiGRZdlv65vYGMkh4BnG+7mXkA/YP3xjjX1FM9ST+2vYOk61l4wjeUuSpH2H7f4KMbHpJ+ZXvz2nEMmqTzKfNkZjNSXoztE6sFVYmkUykPOUZ/Lz5dLahKJB1KmdH2BmA/SiXAlbYPrBpYBZI2tj1n1LHtslGlzcH5kg6n/Fu6FrARcCZ9yQjb+1cKbVxJRExQy+XVsOBFs6RDgIfb3rfrgZ7d0gV1j6THUp5eCbjQdpN9zpJ+bXsjSS+hlAp+ADi65Z+XAElnAtv1Su67z4qTW5rw3W0MeT4L33QDnGV7o8FGNLy6fufLW9q2I6l/xtQUYDNga9vPqRRSNZLmtLyBrJ+ky21vUDuOYSBpCrAXZVW6KFUAR7rBmxlJlwCv661Gl/Qq4D9sz6obWX2S1qBchz+5diyDImn38c7bPmZQsSyJtGbERPV/6L8A+CRAVzJ3f52QBk/SU7sp772b7N91vz5G0mMaXRnUu8nanpKA+LV6dZTRnL62lD9QNgv9kPL58TJG1hS24qGUp5pj/Tw0dyENIGmrsY53E76bSUJ0dux7PY/S6viyOqFU92NJ29s+uXYgQ+B8Sc+wPXfxv3X5Zvt+4Ijuv9btAnxH0quBLRlJ0DQng/OHN9GwOKmIWAKj/qI/Cbi2dwrwokpul0eSvgn8kXJz8R5gXdt3ddPPz2nlyZ6kr9l+s6Szxjht202tDAKQdDSlNGxdSnnYVOBs28+sGlhUkTaVGI+kH/W9nUapKpvd4mdnLDCwU5RZS/dQVnn2rrOaG9wp6UrKNef1lO9Hc9ecPZK2AA5mZDVh73vR3Np4KA/DgO9RrsVf1j9/qCUZnL/QPepChvXzIomIJTDqL/pCeoMbW9Dtbj4AeCzwddu/7o4/F1jP9jdqxhf1dKWTGwPX2b6tmwWwlu1W11ZGxD9J0uOBQ22/pnYsg9KtJDy7m7kk4CjKcMIbgTc2WlkXnUVde7Z0zdkj6WrKGtfR8zJuqRbUgEm6lAVvOB9DmZtxN0BLbbB9g/Pv694/MDjfdlOD8yfrPWoSERFLSZeEWYcFp1ofWy2gSvraVPr9jbKesLUMdfODO3skbQYcyMiTLGB4s/RRR3cjfllLc4YkXQ5sYvs+Sa8F3kUpsd4EOMj286oGWIGkM21vu7hjLZH0KErVEAC2/7diOFVIusD2s2vHUZOk9cY7b/t/BhVLbRmcP7YuKfFk22d0D45X6K0MHzaZERGxFEj6BrAeMIeRLL2B5hIRwJeATYHLKGWTG3SvHyFpn8Zuwve0fVg3uHMGZd/30UBL34Oe44B3U1Y0NjNHJsbXN+kbyoDGjYFf14uoinm9J3qUtXPHdk94z+i2BDRD0jRKS8Yju4FzvXkq04E1qwVWkaSdgE9T/vw3U5K5VwFPrxlXJWdJ+iSlHaF/I0AzVUO9RIOkdYD/62azt7kyCQAAHtdJREFUbQlsCHyzYmg1rGH7mu717sAJtvfrDc6ntI43pauwezPwcMp9yeMoa12HMombRETE0rEZMLPFyc1juIGSob4CQNJMyg3oIZSLh5ZuwjO4c8SfbZ9UO4iaJE23fbukh4913vZfBx3TELi47/U8yoXkL2oFU8n93dalWykXix/pO7dKnZCqeQvwdspNd/9g19uBL9YKqrJDgM2BM2xvImkboJnWpVF61RCb9R0zZWh6a34AzOoqJI4FfgIcT0lmtiKD8xe2L2XW0gUAXbXIo+qGtGhJRDxIXcb+8a33v0tazfadteOo6HJKn95NtQMZAk/tJSEAbF8paRPb1zV4Dz5b0umUwZ3vlbQ67VYDHCTpSBbebf29eiENXO8icTYjA/l6DDQ3cG2yTvpeyj5ISchMBU7qS+JuDVxXM7BBs30YcJik/WwfXjueIXGf7VskTZE0xfZZkj5RO6gabG9TO4Yhcn/XzvVy4HO2P9/Nj2jJZZI+RRnW+SS6B13d4PxW3dMlYgCQtAJDvJUriYgJkHQ2sBPl+zcH+LOkc2y/c9wvXA51cxGOBB4CrC1pI+Attt9aN7KBeyRwpaQLWfAma6d6IVXzG0lfBr7Vvd8V+K2klSnTz5vQVT58kNKScV23VeYRlPaMFu0BPBVYkZFkjClVMk2wvUP367q1Y6lN0suAx9n+Yvf+AsrPCsB/2v5uteAGzPaPu57e1W3f2nfqYsrnZ4v+KGl123dIej+l3e+/WirB73ObpIcA5wLHSbqZUj3UHEkfHOu47aZWNXbmSXoV8Hpg5+7YihXjqWFvyuD8dYAX920NmQl8qlZQlZ0j6X3AKpJeBLwV+NFivqaaDKucAEmXduVxb6JUQxwk6bIWh651F4+vpDzF2aQ7drntDepGNljdk6uFDts+e9Cx1NYNxnkrZa+1gPMocyPuBla1/feK4Q2UpNlZW1pImtvSAMLFkbQWCw/uPLdeRIMl6RfAq23/rns/h9KWsBqljWko+1ljMHrXVF3v+8coNxXva3FQoaTVgH9QZqjsBjwUOK6lTRE9kt7V93YapcLsKtt7VgqpGknPAP4NON/2NyWtC7zW9kcW86WxHOs21+1FGXgs4DTgyGFtHU9FxMSs0PVz7kKZAt80278bVXI/f1G/d3kjaXfbx9g+Z9TxFSk9e2dXCawi2/+gDNb69Binm0lCdH4laZbti2oHMgR+JWmm7StrB1JbV1a9K3AlCw63bSYRAazUS0J0zuturG7pbryibb2fi38Bvmz7h5IOrhhPTY8CbrJ9N3BMl+x/NNBcIsL2AtcVXVl+k7OHbM+lPPTpvb+eBefLRINs3y/pB8APbP+5djyLk0TExHyIkmE6z/ZFkp4IXLOYr1le/a5rz3A3pXZ/yjTnVhwgaWXbX+sd6C6ifwA0t1oLQNIWwMEs/LS3uf53YBtgH0k3AHdSstNusXqKUiGzu6TrKe1LLX8vdgbWt33PYn/n8muN/je239b3dgbRuj9I+irwQuATXWvflMox1fJd4Ll97+d3x2bVCWeorEqDs3UAJF3DGL3/tp9SIZyorGsHPgh4G+X6SpLmA4cPc+tSEhFLSNJUSjvGAxfPtq8DXlEvqqr2AQ4D1gJ+TxkUs2/ViAbrhcCpkqZ1g4JmACcDZ7a6vxg4CngHZSBfM9Uxi7Bd7QCGyEtrBzBErqP08raciLhA0t62j+g/KOktlF3wzZD0VNtXS9p0rPONzkXYhfKZ8Snbt3VVqO+uHFMtK9i+t/emG0S3Us2AapE0l5Gb76mUpOXQ3mQtY1v2vZ4GvIrSttOsxgfnvx3YApjVVcfQPSj/sqR32P5s1egWITMiJkDSWZncGz2SpgOnAD8HXkYpI/183ajqkXRBi328i9L1OD/Z9tFdouohvX8kWiJp7bGO226mckjS4ZSL6LWAjVh4g8j+lUIbuG6d2A8of/7ejfYzgZWBnW3/qVZsgybpa7bfLOmsMU7bdourCYEH/p5M671v6fOiR9JPKU81T+revwzYv8U5Kt1Q1555wJ9sNzm4cyySzrO95eJ/5/Klf3C+7SYH53cbU15k+y+jjs8ATu/N8Rs2SURMgKSPULKO36aUWwNtPrXo/oLvTZlY21+G38TgoG5tEsDqwGcoNxa9bRGtrSYEQNLHKU8qvseCN1kt/nwcRNl3vr7tp0haE/iu7S0qhzZwfU+yRLmxWBf4je2nVw1sgCTtPt75FldZSnoB0Ps7cIXtn9WMJ4aDpJ0oc4bWBG4G1gaubunzokfSesBxlO8FlOrTN9i+tl5UgyVpGqUC90nAXOCo1hMQkvrbGqdQrjUOaHEodAbnj//nHebvRVozJqbXq9dfDmagxacWP6RUApxBm2X4O/a9PmnUsaZWE/bpVUNs1nes1Z+PfwU2oXvia/v/JK1eN6Q6Rl8cdWXob6kUThUtJhoWp0s8JPnQkbQBZfVcfxXAsfUiquYQYHPgjG5L2TbAayrHVIXt/wE271Z4yvYdtWOq4BjK+u+fU1oeZ1LWNrbsi32v5wHX0+6636YH53funeC5qpKImIC0ZSxgVdv/WTuIWmzvUTuGYZOfjwXca9uSDA8MMg1KhYykpoatjepvXkijgzuj01VQPZ9yk3Uy5YbrPMoGptbcZ/sWSVMkTbF9VrdtpjmSPgocavu27v0awLtsv79uZAM1s5fMlnQUjc2R6Sfp5ba/Z/t5tWMZIq0PzgfYSNLtYxzvVaEOpSQiJkDSo4GPAmva3k7STOA5to+qHFoNP5a0ve2TawcSdUl6XbfL+p1jnbf9mUHHNAS+001+f5ikvYE9gSMW8zXLpVF/L6YAmwJDv1pqKduhdgAx1F5JmR1yqe09umuNIyvHVMttXQXAucBxkm6mPPVt0Xa239d7Y/tWSdsDLSUi7uu9sD1v1JPv1ryfNqttx9P64HxsT60dw0QkETEx/w0cDRzYvf8tZV5Ei4mIA4D3SbqH8g9FbyXf9LphRQW9p/1jtR40OYzG9qckvQi4HVgf+KDtn1YOq5b+vxfzgJ8AJ1aKpQrbN/Zed0PXnmz7DEmrkH+PA/7R7YCf1w1BvplGVxNSBj/fTdnAtBtlLler2xGmdmvC7wHoPi9WrhzToPU/7RWwSvc+15xBN6Bxt9pxxJLLhc/EPNL2dyS9Fx7IzrbWiwSA7Sb73WNMPwGw/aHRJyTtuPBvb0OXeGg1+fCAsf5etKqrjnkz8HBgPeBxwFeA5qbgxwIulvQwStXUbODvNFqCPmoFX+uzVb4JnCnpaEpSf08a+55M1qe9y8hTJV02xvFeUqa5Fr/WB+dPZklETMydkh5B95RX0ubA3+qGVIekrcY6bvvcQcdSW4aMcaakl9i+of+gpD0opYQ/qhJVRZLuYOFqkL8BF1N6fK8bfFSDJemk8c7b3mlQsQyRfYFnARcA2L6mW1MYDetbNfcVSacC022PdcOx3OqtH1zEZyfALcAnbX9pwKFVY/vQ7sbzhZSbzUNsn1Y5rKjnehYclB4ZnD9pJRExMe+kbEhYT9IvgBmU3s4Wvbvv9TTKxfVsGtuQkCFjQCmh/Wk3M+QagK5q6LXA1lUjq+czwP8Bx1MuIF8NPAb4DfB1yt+Z5d1zgN8BJ1BuvJtu7u3cY/veXp+zpBVotH0pFiRpLeAJdNdnkrZqKbFve8vu1zGrLbuHQOcDzSQiOlcB87pWrlUlrd7o9owoQ7BvXPxva0rTg/MnsyQiJqCb9r41pedbwG9s37eYL1su2V4gKyvp8cChlcKpqfkhY7ZP7maFnCJpZ+BNwCxgK9u31o2umpfafnbf+69J+pXtD0t63yK/avnyGOBFlNV7r6W08Jxg+4qqUdV1Tvf//yrdDJG30mDFUCyo2wqxK3AlI0/1TBnY2KSuUqi/yvB/JT2/XkSDN0Yr11qklatlv6gdwBDK4PxJakrtACYjSa8CVukupHcGvi1p08phDYvfAxvUDqKCf9i+H2h6yJjtM4E3AmdT/vzbNpyEALhf0i69FXSSduk718QTcNvzbZ9qe3dgc+Ba4GxJ+1UOrab3UDaGzAXeQqmiamkCfoxtZ2B929vb3rH7r8XWJSTtJOkaShn6OcANwCkAtm+qGFoN+wJbUIYe01UcppWrUbbfVjuGIXQAJRnxD0m3S7pjEassY8ikImJiPmD7u5K2BF4CfAr4MvDs8b9s+SPpcEZuqKYAGwO/rhdRNc0PGevr6RVlove2wM0q9eetTrXejbJS6kuU782vgNd1U8+buZiQtDLwL5SqiHWAz9Pw+rFuM8IPgB/Ybm2FaSzadcCKwD21AxkCh1ASl2fY3kTSNpTPjxallStiHBmcP3nJzmfZkpJ0afcP48eAubaP7x2rHdugSdq97+084AbbTZeNSVqHBoeMRYxF0jGUKqlTgG/ZvrxySNV0SbmDKEkodf/NBw633epqwuhIOpHS4ncmfckI2/tXC6oSSRfb3kzSr4FNuuTdhbafVTu2QZN0KHAb8AZgP0or15W2Dxz3CyMakcH5k1cSERMg6cfAHygTjJ8J/AO40PZGVQMbMEmbUPoVr7B9Ve14apJ0pu1tF3cs2pKVUiDpfqC3iq//H5zmKmUkvQPYHniz7eu7Y0+kVNSdavuzNeOLukYl9h9gu6lVjQCSzqC0qnwMeCSl3XGW7edWDawCSVOAvYAXUz43TwOOdC7gmyTpBbZ/JunlY5233Vy1oaT+GUsPDM633dTg/MkoiYgJkLQq8FJKNcQ1kh4LPMP26ZVDGxhJHwReR2lDeDbwMdtH1I1q8CRNA1YFzqJsQOhtBJgOnGL7aZVCiyEg6XzKSqnZ9K2Usn1itaCiGkmXAi+y/ZdRx2cAp7dYVRcxFkmrUR7yTKG0uD0UOM72LVUDq6T7jCCtXCHpQ7YPknT0GKfd0oOORekNzrfdajvXpJFExBKQNN327ZIePtZ5238ddEy1SLqC8nTirm6d1qm2Z9WOa9AkHQC8HViTUiXTS0TcDhxh+wu1Yov6JM2xvXHtOGI4SLrc9pjDfMc7F22QtAVwMCPrO3tVQ80NPh5N0lTg1baPqx3LoKSVK2Jiup+dy2w/o3YsMb4Mq1wyxwM7UJ5u9oby9Zi2tiTcbfsuANu3dKWDzbF9GHCYpP1sH147nhg6WSkV/e6d4Llow1HAOxhVQdWSbuvUvpQVlScBP+3evxuYAzSTiKA85NiC8tBngVYuSe9IK1fbuiHQr2Dh1s/mklQZnD95pSJiCXVZtsfb/t/asdQk6TZGdpsLeF7fe1pcOSZpA2AmC+48P7ZeRFFbt0lkNcpN5r00OBchRkiaz8i8jAVOAdNsrzjgkGKISLrAdnPbt/pJ+iFwK/BLyualNYCVgANsz6kZ26CllSvGI+lU4G8s3Pr56WpBVZLB+ZNXEhETIGm27WfWjqMmSVuPd972OYOKZRhIOogyI2ImcDKwHXCe7VfWjCsiIiYHSR8HplJW2/ZvzbikWlADJmlur5y6a8f4C7C27TvqRjZ4aeWK8eTvQJHB+ZNbWjMm5leSZtm+qHYgtbSWaPgnvJKydu1S23tIejRwZOWYorKugmo3YF3bh3QDlB5r+8LKoUXE8OlVQ2zWd8xAS5Pf7+u9sD1f0vUtJiE6aeWK8Zwv6Rm259YOpJZRg/MPldTk4PzJLBUREyDpSuApwI2UMtteufWGVQOLanr7zSXNBrYB7gAut/30yqFFRZK+DNwPvMD20yStQSmpbW6wa0TE4oxqXxKwCnAXDba1pZUrxiJpLiVBuQLwZOA6SgVVc/ciGZw/+aUiYmK2qx1ADJ2LJT0MOIKSmf07kKfe8Wzbm3a9vti+VdJKtYOKiOHTVdJ9FFjT9naSZgLPsX1U5dAGxvbU2jEMi3wvYhF2qB3AEMng/EkuFRET1PUuPpoFJ9U2PcAyCknrANNtX1Y5lKhM0gXAc4GLuoREhoxFxJgknQIcDRxoeyNJK1Da/bKCLiIWIGlzylyEO7r3qwMzbV9QN7LByeD8yS+JiAmQtB9lt/OfKGXX0Fg5VI+kHzGyMqfnb8DFwFdt3z34qAZP0odtf7Dv/VTgWNu7VQwrKpO0G7ArsClwDGWWyPttf7dqYBExdCRdZHuWpEt7yUpJc2xvXDu2iBguXaXlpu5u5LpqgIttb1o3ssHJ4PzJL60ZE3MAsL7tW2oHMgSuA2YAJ3Tvd6UkaJ5CaVN4faW4Bm1tSe+1/bFut/N3gWYmncfYbB/XzQ3ZlpKt3zlTnSNiEe7s+px7NxabUxL7ERGjyX1Pk23f31VRNSOJhskvFRETIOksym7nebVjqU3Suba3GuuYpCtaGdbYbUc4DphLGVZ5iu3P1o0qapH08PHO2/7roGKJiMlB0qbA4cAGwOWUJP8r0+YXEaNJ+h5wNvDl7tBbgW1s71wtqIgllETEBEg6Clgf+AkL7vr+TLWgKpF0FfCS3nwMSWtTptbO7C8vXV51F449KwJfBX4BHAVt7X+PEZKupzzVVN/h3nvbfmKVwCJiqHVPNNenfFb8xvZ9i/mSiGiQpEcBn2dkve8ZwNtt31wvqoglk0TEBEg6aKzjtj806Fhqk7Q98BXgfygXTutSsrJnA3vb/ly96Ja9rjpmUWy7pf3vERHxIEh6LrAOCw7CPrZaQBEREctIEhHxoHUzEZ5KSURc3cqAyohFGVUps5BUykTEaJK+AawHzAHmd4dte/96UUXEMJL0OEor1xaUisvzgANs/75qYBVkcP7klUTEBHRPwRf6xrX69LvlJziS3jne+RbbdSKVMhGx5LpWx5nOhVlELIaknwLHA9/oDr0O2M32i+pFVYekw1h4cP4fgVWA6bZbGZw/6TQ1XXUp+ve+19OAVwBNDq5c1BMcoIlEBLB67QBi+NjepnYMETHpXA48BripdiARMfRm2D667/1/S3p7tWjq2mTU4Pwf9Q/OrxZVLFYSERNge/aoQ7+Q1OoKmc1o+AlOi3NBYslI2gCYSUlaAu1UDEXE4vWVFa8OXCnpQhYchL1TrdgiYmj9RdLrGKkCeA1wS8V4apohae1Rg/Mf2Z27t15YsThJREzAqNV8U4BnUp5itChPcEivXoytG2z7fEoi4mRgO8rfjSQiIqLnU7UDiIhJZ0/gC8BnKded5wN7VI2onncB50laYHC+pNWAY6pGFuPKjIgJGLWabx5wPfBh2+dVDayCrhd+Y6DpJzjp1YuxSJoLbARcansjSY8GjrS9Y+XQImJISHoS8Gjbvxh1fCvgD7b/p05kETFsJD1uUQ+5JO1o+0eDjmkYZHD+5JSKiAmwvW7tGIbIwbUDGBLp1Yux/MP2/ZLmSZoO3Aw8sXZQETFUPge8b4zjd3XnkriMiJ4zJb3E9g39ByXtAbwfaDIRQalOX4dyb7uhpLTBTgJJRCwBSbOA39n+Y/f+DZRBlTcCB9v+a834arDd6myM0dKrF2O5WNLDgCOA2cDfKdVDERE969i+bPRB2xdLWmfw4UTEEHsH8FNJ29u+BkDSe4HXAltXjaySDM6fvNKasQQkXQK80PZfu5LJbwH7UVoTnmb7lVUDHCBJ59neUtIdLLjKVJT1hNMrhVZFNxjnC8BzGOnV2783OCeiu6GYPtYNR0S0S9K1tp+0pOciok2StgW+CuwMvAmYBexg+9aqgVWS1ceTVyoilszUvqqHXYGv2T4ROFHSnIpxDZztLbtfm15f2evV6xIOO406tyOQRETjJK0FPIHu81bSVrbPrRtVRAyRiyTtbfuI/oOS9qJUUkVEPMD2mZLeCJxNefC1beMzETI4f5JKRcQSkHQ5sLHteZKuBt7cu6GQdLntDepGOHiS1gN+b/seSc8HNgSOtX1b3cgGQ9JvgEX26tler0pgMRQkfYKStLySvnLB1oa5RsSidUNsv09ZM9dLPGwGrAT8a68dNCKirxJZwMrAfZTriyYrkiGD8yezJCKWgKQDge2BvwBrA5vadjfx+hjbW1QNsIKuEmQzyoCY04CTgPVtb18zrkGRtD1wGDBWr952Wd/Zti5RtaHtexb7myOiaZK2AXoPNK6w/bOa8URETAaSxpyNkTl2wy+JiCUkaXPgscDptu/sjj0FeIjtS6oGV4GkS2xvKundwN22D5d0qe1Nasc2KOnVi0WRdArwKtt/rx1LRERERMSwyIyIJWT7V2Mc+22NWIbEfZJeA+zOyIqxFSvGM3Dp1YvRJB1OKZ28C5gj6UwWLBfcv1ZsEREREZNdBudPfqmIiAdF0kxgH+CXtk+QtC6wq+2PVw5tINKrF2ORtPt4520fM6hYIiIiIiKGTRIRERFLmaQZwAzbV446vgHwJ9t/rhNZRERExPKj9cH5k9mU2gHE5CTpO92vcyVd1vffXEmX1Y4vorLDgRljHF+LMtw0IiIiIh68E4H53fKAo4B1gePrhhT/jFRExIRIeqztmyQ9Yazztm8cdEwRw0LSFbafvohzTa76jYiIiFjaMjh/8sqwypgQ2zd1vy6QcJA0FXg1kEREtGy8ga1NDXONiIiIWIaaH5w/WaU1IyZE0nRJ75X0BUkvVrEfcB2wS+34Iiq7RtL2ow9K2o7yMxIRERERD94ewHOAj9i+vhuc/83KMcU/Ia0ZMSGSfgjcCvwS2BZYA1gJOMD2nJqxRdQm6SnAjynrXGd3hzej/EO5Q+MrfyMiIiKicUlExIRImmv7Gd3rqcBfgLVt31E3sojhIGll4LVAbx7EFcDxtu+uF1VERETE5CfpO7Z3kTQX6L+hFWDbG1YKLf5JSUTEhPQGwyzqfURERERExLKQwfmTXxIRMSGS5gN39t4CqwB3MZKFnF4rtoiIiIiIaE9vcL7t42rHEuNLIiIiIiIiIiImDUnTgX2BtYCTgJ8CbwP+HZhj+2UVw4t/QhIRERERERERMWlkcP7kl0RERMRSNsbgpAdOkQFKEREREQ9KBudPfivUDiAiYjm0Q+0AIiIiIpZj9/Ve2J4v6fokISaXVERERERERETEpJHB+ZNfEhEREcuIpM2Bw4GnUfoWpwJ35h/HiIiIiGjZlNoBREQsx74AvAa4hpKpfxMlMRERERER0azMiIiIWIZsXytpqu35wNGSzq8dU0RERERETUlEREQsO3dJWgmYI+lQ4CZgtcoxRURERERUldaMiIhl5/WUz9m3UQYqPR54RdWIIiIiIiIqy7DKiIhlRNIOwMm2768dS0RERETEsEhFRETEsvNq4BpJh0p6Wu1gIiIiIiKGQSoiIiKWIUnTKZsz9gAMHA2cYPuOqoFFRERERFSSioiIiGXI9u3AicC3gMcC/wpcImm/qoFFRERERFSSioiIiGVE0o7AnsB6wDeAY2zfLGlV4CrbT6gaYEREREREBVnfGRGx7LwK+Kztc/sP2r5L0p6VYoqIiIiIqCoVERERy5CkRwOzurcX2r65ZjwREREREbVlRkRExDIi6VXAhZTKiF2ACyS9sm5UERERERF1pSIiImIZkfRr4EW9KghJM4AzbG9UN7KIiIiIiHpSERERsexMGdWKcQv53I2IiIiIxmVYZUTEsnOqpNOAE7r3uwKnVIwnIiIiIqK6tGZERCxDkl4ObAkIONf29yuHFBERERFRVRIREREDImkq8Grbx9WOJSIiIiKilvQqR0QsZZKmS3qvpC9IerGKtwHXUbZnREREREQ0KxURERFLmaQfArcCvwS2BdYAVgIOsD2nZmwREREREbUlERERsZRJmmv7Gd3rqcBfgLVt31E3soiIiIiI+tKaERGx9N3Xe2F7PnB9khAREREREUUqIiIiljJJ84E7e2+BVYC7ute2Pb1WbBERERERtSUREREREREREREDk9aMiIiIiIiIiBiYJCIiIiIiIiIiYmCSiIiIiIiIiIiIgUkiIiIiIgZC0smSHlY7joiIiKgrwyojIiJiuSBparcyNyIiIoZYKiIiIiJiqZD0H5L2715/VtLPutfbSvqmpBskPVLSOpKuknSEpCsknS5ple73ni3pE5IulPRbSc/rjk+V9ElJF0m6TNJbuuPPl3SWpOOBuZX+6BEREbEEkoiIiIiIpeVc4Hnd682Ah0haEdgS+Pmo3/tk4Iu2nw7cBryi79wKtp8FvB04qDu2F/A327OAWcDektbtzj0LOND2zKX9B4qIiIilL4mIiIiIWFpmA8+UtDpwD/BLSkLieSyciLje9py+r1un79z3xjj+YuANkuYAFwCPoCQzAC60ff3S+2NERETEsrRC7QAiIiJi+WD7Pkk3AHsA5wOXAdsA6wFXjfrt9/S9ng+sMsa5+YxcqwjYz/Zp/f8jkp4P3LkUwo+IiIgBSUVERERELE3nAv/e/fpzYB9gjh/8dOzTgH/rWj2Q9BRJqz3I/82IiIioIImIiIiIWJp+DjwW+KXtPwF3s3BbxkQcCVwJXCLpcuCrpLIzIiJiUsr6zoiIiIiIiIgYmFRERERERERERMTAJBEREREREREREQOTREREREREREREDEwSERERERERERExMElERERERERERMTAJBEREREREREREQOTREREREREREREDMz/B6dCmWOn+5I5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,8))\n",
    "plt.xticks(rotation='90')\n",
    "sns.countplot(x='winner',data=df1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### mumbai indians are the most succesful team"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## most puntual team ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mumbai Indians                 101\n",
       "Kings XI Punjab                 91\n",
       "Chennai Super Kings             89\n",
       "Royal Challengers Bangalore     85\n",
       "Kolkata Knight Riders           83\n",
       "Delhi Daredevils                72\n",
       "Rajasthan Royals                67\n",
       "Sunrisers Hyderabad             63\n",
       "Deccan Chargers                 43\n",
       "Pune Warriors                   20\n",
       "Gujarat Lions                   14\n",
       "Rising Pune Supergiant           8\n",
       "Rising Pune Supergiants          7\n",
       "Kochi Tuskers Kerala             7\n",
       "Delhi Capitals                   6\n",
       "Name: team1, dtype: int64"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['team1'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea03033d88>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,5))\n",
    "plt.xticks(rotation=90)\n",
    "sns.countplot('team1',data=df1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### mumbai indians are the most punctual team"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### which venue which team wins most matches ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Rajiv Gandhi International Stadium, Uppal',\n",
       "       'Maharashtra Cricket Association Stadium',\n",
       "       'Saurashtra Cricket Association Stadium', 'Holkar Cricket Stadium',\n",
       "       'M Chinnaswamy Stadium', 'Wankhede Stadium', 'Eden Gardens',\n",
       "       'Feroz Shah Kotla',\n",
       "       'Punjab Cricket Association IS Bindra Stadium, Mohali',\n",
       "       'Green Park', 'Punjab Cricket Association Stadium, Mohali',\n",
       "       'Sawai Mansingh Stadium', 'MA Chidambaram Stadium, Chepauk',\n",
       "       'Dr DY Patil Sports Academy', 'Newlands', \"St George's Park\",\n",
       "       'Kingsmead', 'SuperSport Park', 'Buffalo Park',\n",
       "       'New Wanderers Stadium', 'De Beers Diamond Oval',\n",
       "       'OUTsurance Oval', 'Brabourne Stadium',\n",
       "       'Sardar Patel Stadium, Motera', 'Barabati Stadium',\n",
       "       'Vidarbha Cricket Association Stadium, Jamtha',\n",
       "       'Himachal Pradesh Cricket Association Stadium', 'Nehru Stadium',\n",
       "       'Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium',\n",
       "       'Subrata Roy Sahara Stadium',\n",
       "       'Shaheed Veer Narayan Singh International Stadium',\n",
       "       'JSCA International Stadium Complex', 'Sheikh Zayed Stadium',\n",
       "       'Sharjah Cricket Stadium', 'Dubai International Cricket Stadium',\n",
       "       'M. A. Chidambaram Stadium', 'Feroz Shah Kotla Ground',\n",
       "       'M. Chinnaswamy Stadium', 'Rajiv Gandhi Intl. Cricket Stadium',\n",
       "       'IS Bindra Stadium', 'ACA-VDCA Stadium'], dtype=object)"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['venue'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mumbai Indians                 109\n",
       "Chennai Super Kings            100\n",
       "Kolkata Knight Riders           92\n",
       "Royal Challengers Bangalore     84\n",
       "Kings XI Punjab                 82\n",
       "Rajasthan Royals                75\n",
       "Delhi Daredevils                67\n",
       "Sunrisers Hyderabad             58\n",
       "Deccan Chargers                 29\n",
       "Gujarat Lions                   13\n",
       "Pune Warriors                   12\n",
       "Delhi Capitals                  10\n",
       "Rising Pune Supergiant          10\n",
       "Kochi Tuskers Kerala             6\n",
       "Rising Pune Supergiants          5\n",
       "Name: winner, dtype: int64"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['winner'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Eden Gardens                                 77\n",
       "Wankhede Stadium                             73\n",
       "M Chinnaswamy Stadium                        73\n",
       "Feroz Shah Kotla                             67\n",
       "Rajiv Gandhi International Stadium, Uppal    56\n",
       "Name: venue, dtype: int64"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['venue'].value_counts().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ea056d4808>"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TJk3YunUr4eHhzJo1C4DRo0czZswYkpOTWbx4MQMHDrxm7IABA3jrrbdo2rQpr776qq24dyM5OTls3LiR999/nwEDBgAwefJkWrduTXJyMgkJCYwdO5acnBwAkpKSmDt3LmvWrOHLL78kMzOTbdu28dFHH5GUlFTsHJMnTyYlJYX09HTWrl1Lenq6rc3V1ZXNmzczbNgw4uLicHNzY+jQoYwZM4a0tDRatGhxU/chIiIiIiIiIn+eimHl1IULF7BardSqVYszZ87Qtm3ba/o0bdqUN954g7feeouDBw9StWrVa/qEhIRQv3597OzssFqtZGZmkpGRQcOGDXF3dwfgySefLDGPdevW4e/vT7t27XjppZduWAy75557bKvMAgMDyczMBGDVqlWMGDECq9VKly5d+OOPPzh37lyRsVarlf379zN27FjOnDlDcHAwu3btuu58V+cfHh7OH3/8wdmzZ1m5ciVTpkzBarUSERFBbm4uhw4dAqBt27bcf//9AKxfv56ePXtiZ2fHAw88QKtWrYqdY+HChQQEBODv78+OHTuKnCXWvXv3a+5XRERERERERMqGzgwrp66cGZaVlUVkZCTTp09n1KhRRfr07t2b0NBQli1bRvv27fnoo49o3bp1kT6Ojo62z/b29uTn59u2St6MK2eGXa1KlSoUFhbavufm5to+Ozg4YDKZiswHUFhYSFJSUrEFu6s5OzvTvXt3unfvjp2dHcuXL+eJJ54ocT7ANt/V3w3DYPHixTRu3LhI288//0y1atVs32/mWRw4cIC4uDiSk5OpWbMmMTExRXK48oyvvl8RERERERERKRtaGVbOubi4MG3aNOLi4sjLyyvStn//fho2bMioUaPo0qVLka171+Pp6cn+/fttq5ji4+NvKSc3NzfS0tIoLCzk8OHDtnO6rqddu3b8+9//tn2/8nKAq23YsIHff/8dgEuXLrFz504aNGhA3bp1OXHiBKdPn+bixYvXFOeu5L9+/XpcXFxwcXGhffv2vPfee7Zi15YtW4rNKywsjMWLF1NYWMjx48dtZ59d7Y8//qBatWq4uLhw/Phxvvvuuxve73333XfNyjcRERERERERufNUDKsA/P398fPzY8GCBUWux8fHYzabsVqtZGRk8NRTT91UvKpVq/L+++/ToUMHwsLCqFu3Li4uLjedT/PmzXF3d8disfD8888TEBBwwzHTpk0jJSUFX19fvL29mTFjxjV99u3bR8uWLbFYLPj7+xMUFERUVBQODg689tprhIaGEhkZiaenZ5FxNWvWpFmzZgwdOpSPP/4YgHHjxpGXl4evry9ms5lx48YVm1dUVBT169fHbDYzZMgQQkNDr3kWfn5++Pv74+Pjw4ABA2jevPkN77dz584sWbJEB+iLiIiIiIiI3GWmW9kSVxkFBQUZV94YeMWuXbvw8vIqo4zujuzsbJydnTEMg6effppGjRoxZsyYsk7rlkVERBAXF0dQUNBtx7jyLE6fPk1ISAgbNmzggQceKMUsb1/2yf+8IbR2o9uOURl+zyIiIiIiIvLXYjKZUg3DuP3/Wf8TdGaYFGvWrFnMnTuXS5cu4e/vz5AhQ8o6pTITGRnJ2bNnuXTpEuPGjbutQtiB3/fgXtPjDmQnIiIiIiIiIrdCxTAp1pgxY8rlSrD/VtwZX2URQ0RERERERET+GnRmmIiIiIiIiIiIVBoqhomIiIiIiIiISKWhYpiIiIiIiIiIiFQaKoaJiIiIiIiIiEiloWJYOeXs7Gz7vHz5cho1asShQ4dK7B8bG0tcXBwAERERpKSk3PRcU6dO5fz587eUX0xMDIsWLQLgzJkz+Pv7M3v27OuOGThwIDt37rzpuFfLzMzk888/L3ZMZmYmVatWxWq14u3tzVNPPUVeXh4AKSkpjBo1qthxbm5unDp16rr5iIiIiIiIiEj5ordJloKkmZGlGq/p4KU33Xf16tWMHDmSlStX8re//a1U87hi6tSp9OnTh3vvvfeWx2ZlZdG+fXsGDx5M//79r9v3o48+ut0UbcWw3r17F9v+yCOPkJaWRkFBAW3btmXhwoVER0cTFBREUFDQbc97tYKCAuzt7UslloiIiIiIiIjcGVoZVo6tW7eOQYMGsWzZMh555BEADh48SJs2bfD19aVNmzbXXS1WWFhIv379ePXVVwEYNmwYQUFB+Pj48PrrrwMwbdo0jh49SqtWrWjVqlWJ/YqTnZ3N3//+d3r37s2wYcMASExMJCIigh49euDp6Ul0dDSGYQBFV6x9/PHHeHh4EBERwaBBgxgxYoQt7o8//kizZs1o2LChbZXYSy+9xLp167Barbz77rsl5mRvb09ISAhHjhyx5RMZebmYefr0adq1a4e/vz9Dhgyx5QXw2WefERISgtVqZciQIRQUFACXV+i99tprhIaGkpSUxEsvvYS3tze+vr48//zzJeYhIiIiIiIiImVDxbBy6uLFizz22GN89dVXeHp62q6PGDGCp556ivT0dKKjo0vcApifn090dDQeHh5MmjQJgMmTJ5OSkkJ6ejpr164lPT2dUaNGUa9ePRISEkhISCixX3GeffZZwsLCGDNmTJHrW7ZsYerUqezcuZP9+/ezYcOGIu1Hjx5l4sSJ/PTTT/zwww9kZGQUaT927Bjr169n6dKlvPTSSwBMmTKFFi1akJaWds18V8vNzeXnn3+mQ4cO17SNHz+esLAwtmzZQpcuXWyFxF27dhEfH8+GDRtIS0vD3t6eefPmAZCTk4PZbObnn3/G29ubJUuWsGPHDtLT021FRhERERERERH561AxrJxycHCgWbNmfPzxx0WuJyUl2bYK9u3bl/Xr1xc7fsiQIZjNZl555RXbtYULFxIQEIC/vz87duwo8fyum+3XunVrvv76a06cOFHkekhICPXr18fOzg6r1UpmZmaR9k2bNtGyZUvuv/9+HBwc6NmzZ5H2rl27Ymdnh7e3N8ePHy927v+2b98+rFYrtWrV4m9/+xu+vr7X9Pnxxx/p06cPAJ06daJmzZrA5a2oqampBAcHY7VaWb16Nfv37wcurzSLiooCoHr16jg5OTFw4EC+/PLL29pWKiIiIiIiIiJ3loph5ZSdnR0LFy4kOTmZN954o8R+JpOp2OvNmjUjISGB3NxcAA4cOEBcXByrV68mPT2dTp062dqudrP9AHr16sWwYcPo2LEj586ds113dHS0fba3tyc/P7/IuKu3Jxbn6vE36nvFlTPDfvnlF3766Se++eabYvsV97wMw6Bfv36kpaWRlpbG7t27iY2NBcDJycl2TliVKlXYtGkTUVFRfPXVV8WuPhMRERERERGRsqViWDl27733snTpUubNm2dbIdasWTMWLFgAwLx58wgLCyt27P/+7//SsWNHevbsSX5+Pn/88QfVqlXDxcWF48eP891339n63nfffbZi1vX6FeeZZ56hTZs2dOvWjUuXLt3UfYWEhLB27Vp+//138vPzWbx48Q3HXJ3j9Tz44INMmTKFN99885q28PBw2/bH7777jt9//x2ANm3asGjRItsKtzNnznDw4MFrxmdnZ5OVlUXHjh2ZOnUqaWlpN8xHRERERERERO4uvU2ynLv//vtZsWIF4eHhuLq6Mm3aNAYMGMA777xD7dq1mT17doljn332WbKysujbty/z5s3D398fHx8fGjZsSPPmzW39Bg8ezN///ncefPBBEhISSuxXkrfeeov+/fvTt29fhgwZcsP+Dz30EC+//DKhoaHUq1cPb29vXFxcrjvG19eXKlWq4OfnR0xMzHXPDevatSuxsbGsW7euyPXXX3+dJ598koCAAFq2bGl7O6e3tzeTJk2iXbt2FBYW4uDgwPTp02nQoEGR8efOneOxxx4jNzcXwzCue5C/iIiIiIiIiJQN081uM6usgoKCjCtvOLxi165deHl5lVFGlUN2djbOzs7k5+fTrVs3BgwYQLdu3co6rdt24Pc9uNf0KPW42Sf3AuBcu9Ftx9DvWURERERERO42k8mUahhGUFnMXWG3SZpMJnuTybTFZDIt/c93d5PJ9LPJZNprMpniTSbTPWWdo5QsNjYWq9WK2WzG3d2drl27lnVKIiIiIiIiIlIBVORtkqOBXUD1/3x/C3jXMIwFJpNpBvC/wAdllZxcX1xcXFmnICIiIiIiIiIVUIVcGWYymeoDnYCP/vPdBLQGFv2ny1xAS41ERERERERERCqZClkMA6YCLwCF//leCzhrGEb+f77/CjxUFomJiIiIiIiIiEjZqXDFMJPJFAmcMAwj9erLxXQt8c0BJpNpsMlkSjGZTCknT54s9RxFRERERERERKRsVLhiGNAc6GIymTKBBVzeHjkVqGEyma6ckVYfOFpSAMMwZhqGEWQYRlDt2rXvdL4iIiIiIiIiInKXVLhimGEY/zAMo75hGG5AL2CNYRjRQALQ4z/d+gFfl1GKpcLZ2dn2efny5TRq1IhDhw4xY8YMPv300zs276hRo5g4caLt++TJk3n66acBiImJYdGiRdeMiYmJwd3dHavVSkBAAElJSbc9f8eOHTl79ux1+1z9bERERERERERErlaR3yb5314EFphMpknAFuDj0gq8aHaH0goFQI/+K2667+rVqxk5ciQrV67kb3/7G0OHDi3VXP7bpEmTsFqtREdHYzKZ+Oijj9iyZcsNx73zzjv06NGDlStXMmTIENLT029r/uXLl9/WOBERERERERERqIArw65mGEaiYRiR//m83zCMEMMw/scwjJ6GYVws6/z+rHXr1jFo0CCWLVvGI488AkBsbCxxcXEARERE8OKLLxISEoKHhwfr1q0D4Pz58zz++OP4+vryxBNPEBoaSkpKCgUFBcTExGA2m7FYLLz77rvXzFm9enUmT57MiBEjePrpp5kwYQI1atS46ZzDw8P55ZdfbPmlpKQAcOrUKdzc3ACYM2cO3bt3p0OHDjRq1IgXXnjBNt7NzY1Tp04B0LVrVwIDA/Hx8WHmzJlF5nnuuecICAigTZs26Nw3EREREREREbmiQhfDKrKLFy/y2GOP8dVXX+Hp6Vliv/z8fDZt2sTUqVMZP348AO+//z41a9YkPT2dcePGkZp6+V0DaWlpHDlyhO3bt7Nt2zb69+9fbMwnn3yS33//nT/++IO+ffveUt7ffvstFovlhv3S0tKIj49n27ZtxMfHc/jw4Wv6fPLJJ6SmppKSksK0adM4ffo0ADk5OQQEBLB582Zatmxpu28RERERERERERXDyikHBweaNWvGxx9ff7dn9+7dAQgMDCQzMxOA9evX06tXLwDMZjO+vr4ANGzYkP379zNy5EhWrFhB9erVi43566+/8ttvv3H06FGys7NvKt+xY8ditVqZOXPmDXMGaNOmDS4uLjg5OeHt7c3Bgwev6TNt2jT8/Pxo0qQJhw8fZu/evQDY2dnxxBNPANCnTx/Wr19/UzmKiIiIiIiISMWnYlg5ZWdnx8KFC0lOTuaNN94osZ+joyMA9vb25OfnA2AYRrF9a9asydatW4mIiGD69OkMHDiw2H6jR48mNjaWxx9//KZXXb3zzjukpaXxww8/YDabAahSpQqFhYUA5ObmFpv3f+d+RWJiIqtWrSIpKYmtW7fi7+9/TYwrTCbTTeUoIiIiIiIiIhWfimHl2L333svSpUuZN2/eTa22uiIsLIyFCxcCsHPnTrZt2wZcPrersLCQqKgoJk6cyObNm68Z+91333HixAmeeuopxo0bx5IlS9i5c+dt5e/m5mbbolncWyivJysri5o1a3LvvfeSkZHBTz/9ZGsrLCy0xfv8888JCwu7rfxEREREREREpOKpTG+TrJDuv/9+VqxYQXh4OK6urjc1Zvjw4fTr1w9fX1/8/f3x9fXFxcWFI0eO0L9/f9tqrTfffLPIuNzcXJ555hkWLVqEyWSiWrVqvP3224wYMYI1a9bccu7PP/88jz/+OP/3f/9H69atb3qcyWSiQ4cOzJgxA19fXxo3bkyTJk1s7dWqVWPHjh0EBgbi4uJCfHz8LecmIiIiIiIiIhWTqaQtc3JZUFCQceWNh1fs2rULLy+vMsrozysoKCAvLw8nJyf27dtHmzZt2LNnD/fcc09Zp8poMHoAACAASURBVHZdBQUF1KlTh99++w0HB4eyTueWHPh9D+41PUo9bvbJy+ekOddudNsxyvvvWURERERERMofk8mUahhGUFnMrZVhldD58+dp1aoVeXl5GIbBBx988JcvhAH4+PgwcODAclcIExEREREREZG/DhXDKqH77ruP/17tVh5kZGSUdQoiIiIiIiIiUs7pAH0REREREREREak0VAwTEREREREREZFKQ8UwERERERERERGpNFQMExERERERERGRSkPFsHLK3t4eq9WK2Wymc+fOnD17tlTjZ2ZmYjabi23bs2cPHTt25H/+53/w8vLi8ccf5/jx48yZM4cRI0bc0jwRERG2w/zd3Nw4derUn879TomNjeWhhx7CarXi6enJsGHDKCwsvGvzx8TEsGjRors2n4iIiIiIiEhFpLdJloJp89qXarxR0d/fsE/VqlVJS0sDoF+/fkyfPp1XXnmlVPMoTm5uLp06deKf//wnnTt3BiAhIYGTJ0/e8bnvFMMwMAwDO7sb14bHjBnD888/T2FhIeHh4axdu5ZWrVrdhSxvXUFBAfb29mWdhoiIiIiIiMhfilaGVQBNmzblyJEjwOXCztixYzGbzVgsFuLj4wHo27cvX3/9tW1MdHQ033zzDZmZmbRo0YKAgAACAgLYuHHjdef6/PPPadq0qa0QBtCqVSvbKrKjR4/SoUMHGjVqxAsvvGDrM2zYMIKCgvDx8eH111+/4T199tlnhISEYLVaGTJkCAUFBQA4Ozvzyiuv4OfnR5MmTTh+/DgA+/bto0mTJgQHB/Paa6/h7Oxsi/XOO+8QHByMr6+vbe7MzEy8vLwYPnw4AQEBHD58mJiYGNtze/fdd6+b36VLl8jNzaVmzZoAzJo1i+DgYPz8/IiKiuL8+fPA5dVco0aNokf7XjRs2NC2squwsJDhw4fj4+NDZGQkHTt2tLVNmDCB4OBgzGYzgwcPxjCMa+ZfvXo1/v7+hLaMZNjof3Dx4kXg8uq6CRMmEBYWxhdffMG+ffvo0KEDgYGBtGjRgoyMjBs+exEREREREZGKTMWwcq6goIDVq1fTpUsXAL788kvS0tLYunUrq1atYuzYsRw7doyBAwcye/ZsALKysti4cSMdO3akTp06/PDDD2zevJn4+HhGjRp13fm2b99OYGBgie1paWnEx8ezbds24uPjOXz4MACTJ08mJSWF9PR01q5dS3p6eokxdu3aRXx8PBs2bCAtLQ17e3vmzZsHQE5ODk2aNGHr1q2Eh4cza9YsAEaPHs3o0aNJTk6mXr16tlgrV65k7969bNq0ibS0NFJTU/nxxx8B2L17N0899RRbtmzh1KlTHDlyhO3bt7Nt2zb69+9fbG7vvvsuVquVBx98EA8PD6xWKwDdu3cnOTmZrVu34uXlxccff2wbc+zYMRZ+9zlLly7lpZdesv2dMjMz2bZtGx999BFJSUm2/iNGjCA5OZnt27dz4cIFli5dWiSH3NxcYmJiiI+P5+e1SynIz+eDDz6wtTs5ObF+/Xp69erF4MGDee+990hNTSUuLo7hw4eX+NxFREREREREKgMVw8qpCxcuYLVaqVWrFmfOnKFt27YArF+/nieffBJ7e3vq1q1Ly5YtSU5OpmXLlvzyyy+cOHGC+fPnExUVRZUqVcjLy2PQoEFYLBZ69uzJzp07/1Rebdq0wcXFBScnJ7y9vTl48CAACxcuJCAgAH9/f3bs2HHdeVavXk1qairBwcFYrVZWr17N/v37AbjnnnuIjIwEIDAwkMzMTACSkpLo2bMnAL1797bFWrlyJStXrsTf35+AgAAyMjLYu3cvAA0aNKBJkyYANGzYkP379zNy5EhWrFhB9erVi81tzJgxpKWlceLECXJycliwYAFwuUjYokULLBYL8+bNY8eOHbYxXbt2xc7ODm9vb9tKtvXr19OzZ0/s7Ox44IEHimy1TEhIIDQ0FIvFwpo1a4rEgstFPHd3dzw8PC7f7xPdbAU+gCeeeAKA7OxsNm7cSM+ePW0r7I4dO1bicxcRERERERGpDHRmWDl15cywrKwsIiMjmT59OqNGjSp2S90Vffv2Zd68eSxYsIBPPvkEuLzSqW7dumzdupXCwkKcnJyuO6+Pjw9r164tsd3R0dH22d7envz8fA4cOEBcXBzJycnUrFmTmJgYcnNzS4xhGAb9+vXjzTffvKbNwcEBk8lUJP71GIbBP/7xD4YMGVLkemZmJtWqVbN9r1mzJlu3buX7779n+vTpLFy40PaMiuPg4ECHDh348ccf6dWrFzExMXz11Vf4+fkxZ84cEhMTi30mV/4+Jf2dcnNzGT58OCkpKTz88MPExsZe86yu9zcGbPdVWFhIjRo1bGfLiYiIiIiIiIhWhpV7Li4uTJs2jbi4OPLy8ggPDyc+Pp6CggJOnjzJjz/+SEhICHD5/KqpU6cCl4tacHnL5IMPPoidnR3/93//ZzubqyS9e/dm48aNLFu2zHZtxYoVbNu2rcQxf/zxB9WqVcPFxYXjx4/z3XffXXeONm3asGjRIk6cOAHAmTNnbCvMStKkSRMWL14MYFutBdC+fXs++eQTsrOzAThy5Igt7tVOnTpFYWEhUVFRTJw4kc2bN193PsMw2LhxI4888ggA586d48EHHyQvL8+2pfN6wsLCWLx4MYWFhRw/ftxWPLtS+HJ1dSU7O7vYt0d6enqSmZnJL7/8AsD8L76mZcuW1/SrXr067u7ufPHFF7act27desPcRERERERERCoyrQyrAPz9/fHz82PBggX06dOHpKQk/Pz8MJlMvP322zzwwAMA1K1bFy8vL7p27WobO3z4cKKiovjiiy9o1apVkdVSxalatSpLly7lmWee4ZlnnsHBwQFfX1/+9a9/lTjGz88Pf39/fHx8aNiwIc2bN7/uHN7e3kyaNIl27dpRWFiIg4MD06dPp0GDBiWOmTp1Kn369OH//b//R6dOnXBxcQGgXbt27Nq1i6ZNmwKXD+D/7LPPrnnL4pEjR+jfvz+FhYUAxa5Kg8sr6T777DPy8vLw9fW1ncE1ceJEQkNDadCgARaLhXPnzl33HqOioli9ejVmsxkPDw9CQ0NxcXGhRo0atm2rbm5uBAcHXzPWycmJ2bNn07NnTy5dPE+A1cLQoUOLnWfevHkMGzaMSZMmkZeXR69evfDz87tubiIiIiIiIiIVmelGW64qu6CgICMlJaXItV27duHl5VVGGd2+8+fPY7FY2Lx5s61YVFGcP3+eqlWrYjKZWLBgAfPnzy/y9syyduD3PbjX9ChyLTs7G2dnZ06fPk1ISAgbNmywFS5vVvbJy+efOddudNu5ldffs4iIiIiIiJRfJpMp1TCMoLKYWyvDKolVq1YxYMAAnn322QpXCANITU1lxIgRGIZBjRo1rnve119FZGQkZ8+e5dKlS4wbN+6WC2EiIiIiIiIicutUDKskHn30UQ4dOlTWadwxLVq0KHfnYV19yL6IiIiIiIiI3B06QF9ERERERERERCoNFcNERERERERERKTSUDFMREREREREREQqDRXDRERERERERESk0lAxrJwymUz07dvX9j0/P5/atWsTGRlZKvFjY2OJi4u7pTHNmjUr9rqzs/MtxUlMTLTdxzfffMOUKVNuabyIiIiIiIiISEn0NslS0H9Jh1KNN7vbihv2qVatGtu3b+fChQtUrVqVH374gYceeqhU87hVGzduLPWYXbp0oUuXLqUeV0REREREREQqJ60MK8f+/ve/s2zZMgDmz5/Pk08+aWv775VdZrOZzMxMMjMz8fT0ZODAgZjNZqKjo1m1ahXNmzenUaNGbNq0yTZm69attG7dmkaNGjFr1iwAsrOzadOmDQEBAVgsFr7++mtb/xutAEtMTCQiIoIePXrg6elJdHQ0hmEAsGLFCjw9PQkLC+PLL7+0jZkzZw4jRowA4NtvvyU0NBR/f38effRRjh8/brvXAQMGEBERQcOGDZk2bRoAOTk5dOrUCT8/P8xmM/Hx8bf+kEVERERERESkQlExrBzr1asXCxYsIDc3l/T0dEJDQ29q3C+//MLo0aNJT08nIyODzz//nPXr1xMXF8cbb7xh65eens6yZctISkpiwoQJHD16FCcnJ5YsWcLmzZtJSEjgueeesxW0bsaWLVuYOnUqO3fuZP/+/WzYsIHc3FwGDRrEt99+y7p16/jtt9+KHRsWFsZPP/3Eli1b6NWrF2+//batLSMjg++//55NmzYxfvx48vLyWLFiBfXq1WPr1q1s376dDh1KdwWfiIiIiIiIiJQ/KoaVY76+vmRmZjJ//nw6dux40+Pc3d2xWCzY2dnh4+NDmzZtMJlMWCwWMjMzbf0ee+wxqlatiqurK61atWLTpk0YhsHLL7+Mr68vjz76KEeOHLGt0LoZISEh1K9fHzs7O6xWK5mZmWRkZODu7k6jRo0wmUz06dOn2LG//vor7du3x2Kx8M4777Bjxw5bW6dOnXB0dMTV1ZU6depw/PhxLBYLq1at4sUXX2TdunW4uLjcdJ4iIiIiIiIiUjGpGFbOdenSheeff77IFkmAKlWqUFhYaPuem5tr++zo6Gj7bGdnZ/tuZ2dHfn6+rc1kMhWJaTKZmDdvHidPniQ1NZW0tDTq1q1bJPaNXD23vb29bb7/nqs4I0eOZMSIEWzbto0PP/ywxHu6EtfDw4PU1FQsFgv/+Mc/mDBhwk3nKSIiIiIiIiIVk4ph5dyAAQN47bXXsFgsRa67ubmxefNmADZv3syBAwduOfbXX39Nbm4up0+fJjExkeDgYLKysqhTpw4ODg4kJCRw8ODBP30Pnp6eHDhwgH379gGXzz8rTlZWlu0lAXPnzr1h3KNHj3LvvffSp08fnn/+edvzEBEREREREZHKS2+TLOfq16/P6NGjr7keFRXFp59+itVqJTg4GA8Pj1uOHRISQqdOnTh06BDjxo2jXr16REdH07lzZ4KCgrBarXh6ev7pe3BycmLmzJl06tQJV1dXwsLC2L59+zX9YmNj6dmzJw899BBNmjS5YYFv27ZtjB07Fjs7OxwcHPjggw/+dK4iIiIiIiIiUr6ZbuXw88ooKCjISElJKXJt165deHl5lVFGUh4d+H0P7jVvvSB5I9kn9wLgXLvRbcfQ71lERERERETuNpPJlGoYRlBZzK1tkiIiIiIiIiIiUmmoGCYiIiIiIiIiIpWGimEiIiIiIiIiIlJpqBgmIiIiIiIiIiKVhophIiIiIiIiIiJSaagYJiIiIiIiIiIilYaKYeWUvb09VqsVHx8f/Pz8+Oc//0lhYeF1x2RmZmI2mwGYM2cOI0aMKLZfx44dOXv27DXX3dzcsFgsWCwWvL29efXVV7l48eKfv5liJCYmEhkZeVtjv/nmG6ZMmQJAbGwscXFxpZmaiIiIiIiIiJRjVco6gYqg45JJpRpvebdXb9inatWqpKWlAXDixAl69+5NVlYW48eP//PzL19eYltCQgKurq5kZ2czePBgBg8ezNy5c28qrmEYGIaBnd2drcF26dKFLl263NE5RERERERERKR80sqwCqBOnTrMnDmTf//73xiGQUFBAWPHjiU4OBhfX18+/PDDYscdPXqUDh060KhRI1544QXbdTc3N06dOnXdOZ2dnZkxYwZfffUVZ86cITs7mzZt2hAQEIDFYuHrr78GLq9G8/LyYvjw4QQEBHD48GFWrlxJ06ZNCQgIoGfPnmRnZwOwYsUKPD09CQsL48svv7TNlZOTw4ABAwgODsbf398WOzQ0lB07dtj6RUREkJqaWuKqt2nTpuHt7Y2vry+9evW6yacrIiIiIiIiIhWJimEVRMOGDSksLOTEiRN8/PHHuLi4kJycTHJyMrNmzeLAgQPXjElLSyM+Pp5t27YRHx/P4cOHb2nO6tWr4+7uzt69e3FycmLJkiVs3ryZhIQEnnvuOQzDAGD37t089dRTbNmyhWrVqjFp0iRWrVrF5s2bCQoK4p///Ce5ubkMGjSIb7/9lnXr1vHbb7/Z5pk8eTKtW7cmOTmZhIQExo4dS05ODr169WLhwoUAHDt2jKNHjxIYGFhivlOmTGHLli2kp6czY8aMW7pXEREREREREakYVAyrQK4Un1auXMmnn36K1WolNDSU06dPs3fv3mv6t2nTBhcXF5ycnPD29ubgwYO3PadhGLz88sv4+vry6KOPcuTIEY4fPw5AgwYNaNKkCQA//fQTO3fupHnz5litVubOncvBgwfJyMjA3d2dRo0aYTKZ6NOnj22OlStXMmXKFKxWKxEREeTm5nLo0CEef/xxvvjiCwAWLlxIz549r5urr68v0dHRfPbZZ1Spoh3CIiIiIiIiIpWRKgIVxP79+7G3t6dOnToYhsF7771H+/bti/TJzMws8t3R0dH22d7envz8/Fua89y5c2RmZuLh4cG8efM4efIkqampODg44ObmRm5uLgDVqlWzjTEMg7Zt2zJ//vwisdLS0jCZTMXOYxgGixcvpnHjxte01apVi/T0dOLj40vcDnrFsmXL+PHHH/nmm2+YOHEiO3bsUFFMREREREREpJLRyrAK4OTJkwwdOpQRI0ZgMplo3749H3zwAXl5eQDs2bOHnJycUp0zOzub4cOH07VrV2rWrElWVhZ16tTBwcGBhISEEleZNWnShA0bNvDLL78AcP78efbs2YOnpycHDhxg3759AEWKZe3bt+e9996zrULbsmWLra1Xr168/fbbZGVlYbFYSsy3sLCQw4cP06pVK95++23Onj1rO6tMRERERERERCoPLYsppy5cuIDVaiUvL48qVarQt29fnn32WQAGDhxIZmYmAQEBGIZB7dq1+eqrr0pl3latWmEYBoWFhXTr1o1x48YBEB0dTefOnQkKCsJqteLp6Vns+Nq1azNnzhyefPJJLl68CMCkSZPw8PBg5syZdOrUCVdXV8LCwti+fTsA48aN45lnnsHX1xfDMHBzc2Pp0qUA9OjRg9GjR9vyKElBQQF9+vQhKysLwzAYM2YMNWrUKJVnIiIiIiIiIiLlh+nKahspXlBQkJGSklLk2q5du/Dy8iqjjOTPOn56D3VredzVOQ/8vgf3mqU/Z/bJy2fBOddudNsx9HuWu6nzoi/5tkf3sk5DRERERETKmMlkSjUMI6gs5tY2SRERERERERERqTRUDBMRERERERERkUpDxTAREREREREREak0VAwTEREREREREZFKQ8UwERERERERERGpNFQMExERERERERGRSkPFsHLq+PHj9O7dm4YNGxIYGEjTpk1ZsmTJDcd17NiRs2fPlkoOc+bM4ejRo8W2xcTEsGjRoiLXjh49So8ePUplbhERERERERGR21GlrBOoCDot/qhU4y2LGnjddsMw6Nq1K/369ePzzz8H4ODBg3zzzTc3jL18+fJbyqWgoAB7e/ti2+bMmYPZbKZevXo3FatevXrXFMhERERERERERO4mrQwrh9asWcM999zD0KFDbdcaNGjAyJEjgctFqhEjRtjaIiMjSUxMBMDNzY1Tp04B0LVrVwIDA/Hx8WHmzJm2/s7Ozrz22muEhoaSlJTEhAkTCA4Oxmw2M3jwYAzDYNGiRaSkpBAdHY3VauXChQs3zDszMxOz2QxAbm4u/fv3x2Kx4O/vT0JCgi337t2706FDBxo1asQLL7wAXC7KxcTEYDabsVgsvPvuu3/iCYqIiIiIiIhIZaWVYeXQjh07CAgI+NNxPvnkE+6//34uXLhAcHAwUVFR1KpVi5ycHMxmMxMmTADA29ub1157DYC+ffuydOlSevTowb///W/i4uIICgq65bmnT58OwLZt28jIyKBdu3bs2bMHgLS0NLZs2YKjoyONGzdm5MiRnDhxgiNHjrB9+3aAUtvqKSIiIiIiIiKVi1aGVQBPP/00fn5+BAcH39K4adOm4efnR5MmTTh8+DB79+4FwN7enqioKFu/hIQEQkNDsVgsrFmzhh07dvzpnNevX0/fvn0B8PT0pEGDBrZiWJs2bXBxccHJyQlvb28OHjxIw4YN2b9/PyNHjmTFihVUr179T+cgIiIiIiIiIpWPimHlkI+PD5s3b7Z9nz59OqtXr+bkyZMAVKlShcLCQlt7bm7uNTESExNZtWoVSUlJbN26FX9/f1s/Jycn2zlhubm5DB8+nEWLFrFt2zYGDRpUbLxbZRhGiW2Ojo62z/b29uTn51OzZk22bt1KREQE06dPZ+DA65+rJiIiIiIiIiJSHBXDyqHWrVuTm5vLBx98YLt2/vx522c3NzfS0tIoLCzk8OHDbNq06ZoYWVlZ1KxZk3vvvZeMjAx++umnYue6UvhydXUlOzu7yAH49913H+fOnbutewgPD2fevHkA7Nmzh0OHDtG4ceMS+586dYrCwkKioqKYOHFikWKgiIiIiIiIiMjN0plh5ZDJZOKrr75izJgxvP3229SuXZtq1arx1ltvAdC8eXPc3d2xWCyYzeZrzhczmUx06NCBGTNm4OvrS+PGjWnSpEmxc9WoUYNBgwZhsVhwc3MrshUzJiaGoUOHUrVqVZKSkqhatWqRsUOGDOGZZ54B4OGHH2b+/Pm2tuHDhzN06FAsFgtVqlRhzpw5RVaE/bcjR47Qv39/24q3N9988xaemIiIiIiIiIjIZabrbVcTCAoKMlJSUopc27VrF15eXmWU0e0rKCigTp06/Pbbbzg4OJR1OmXm+Ok91K3lcVfnPPD7Htxrlv6c2Scvn/PmXLvRbccor79nKZ86L/qSb3t0L+s0RERERESkjJlMplTDMG79jXylQNskKxEfHx8GDhxYqQthIiIiIiIiIlK5aZtkJZKRkVHWKYiIiIiIiIiIlCmtDBMRERERERERkUpDxTAREaHb4vVlnYKIiIiIiMhdoWKYiIiIiIiIiIhUGiqGiYiIiIiIiIhIpaFiWDn122+/0atXLx555BG8vb3p2LEje/bsITExkcjIyDLLa+DAgezcufOa60uXLsXf3x8/Pz+8vb358MMP72pesbGxxMXFAZCbe5G2bdsyfvx4AJo1a3ZXcxERERERERGRsqO3SZaCzou+LNV43/boft12wzDo1q0b/fr1Y8GCBQCkpaVx/PjxUs3jdnz00UfXXMvLy2Pw4MFs2rSJ+vXrc/HiRTIzM+9oHgUFBdjb219z/dKlS/xvzEiCApvw+uuvA7Bx48Y7mouIiIiIiIiI/HVoZVg5lJCQgIODA0OHDrVds1qttGjRAoDs7Gx69OiBp6cn0dHRGIYBQGpqKi1btiQwMJD27dtz7NgxACIiInjxxRcJCQnBw8ODdevWATBnzhy6d+9Ohw4daNSoES+88IJtvmHDhhEUFISPj4+tqHQlVkpKSpF8z507R35+PrVq1QLA0dGRxo0bAxATE8OiRYtsfZ2dnQFITEwkPDycbt264f3/sXfv8T3X///H76/NGMZymhz6ZEoOO723vTG2NC22nMrkW8KHHFNSlPh0UHz4fPrWkpQIRUqSMX6VJCLHMJnjfMxhKnxmyBjGDq/fH+P9tbY5jve21+16ueyy9+v1fh4er9feny4f98vz+Xo3aaKnn35aOTk5kqSlS5eqRYsWCgoKUteuXZWeni5JqlevnsaMGaOwsDDNmzcv333LysrSE088ofr33K233nqrwDnDw8MLvHeLFy9Wo0aNFBYWpiFDhjhW3/3888+y2Wyy2WwKDAzU6dOnr/r3AwAAAAAAzkMYVgLt2LFDwcHBhb6/ZcsWTZgwQbt27dL+/fu1du1aZWZm6rnnnlNsbKw2b96sPn366NVXX3X0ycrK0saNGzVhwgTH9kEpd8XZ3LlztX37ds2dO1e///67JGncuHGKj4/Xtm3b9PPPP2vbtm2F1lO1alV16tRJd999t7p166bZs2c7gq0r2bhxo959911t375d+/bt04IFC3Ts2DGNHTtWy5Yt06+//iq73a7x48c7+ri7u2vNmjV64okn8o339ttvq0yZMvrnuFfzvXele5eRkaGBAwfq+++/15o1a5SamupoHxMTo0mTJikhIUGrV69W+fLlr3pdAAAAAADAedgmWQo1a9ZMdevWlZS7Yiw5OVl33HGHduzYoTZt2kjK3UZYq1YtR5/o6NytmcHBwXm2MEZERMjT01OS1KRJEx08eFB33XWXvv76a02dOlVZWVk6cuSIdu3aJX9//0Jrmj59urZv365ly5YpJiZGP/74o2bOnHnV66hfv74kqVu3blqzZo3c3d21a9cuhYaGSsrd9tiiRQtHn8cff7zQ8cLCwrR+/Xrt23tANavdV+icf713Hh4eql+/vry9vR21TJ06VZIUGhqqYcOGqXv37oqOjnb0BQAAAAAAxRNhWAnk4+OTZ2vhX5UrV87x2tXVVVlZWTJNUz4+Plq/fv0V+1xqf6WxDhw4oJiYGG3atElVqlRR7969lZGRcdW6/fz85Ofnp549e8rb21szZ85UmTJlHKvETNPUhQsXHO0Nw8jT3zAMmaapNm3aaM6cOQXOUbFixULnb9WqlXr16qUnn+ivdWt/Ue3atQu9D5df76WtkgUZOXKk2rdvr8WLFyskJETLli1To0aNCm0PAAAAAACci22SJdCDDz6o8+fPa9q0aY5zmzZt0s8//1xon4YNGyo1NdURhmVmZmrnzp03NP+pU6dUsWJFeXp6KiUlRd9///0V26enp2vlypWO44SEBN19992Scp/ztXnzZknSokWLlJmZ6Wi3ceNGHThwQDk5OZo7d67CwsIUEhKitWvXau/evZKks2fPas+ePddce5cuXfTMs30VFRWlkydPXlOfRo0aaf/+/Y4Vc3PnznW8t2/fPvn5+WnEiBGy2+3avXv3NdcCAAAAAABuP8KwEsgwDMXFxenHH3/UPffcIx8fH7355psFrnS6pGzZsoqNjdWIESMUEBAgm812w9+iGBAQE25KhgAAIABJREFUoMDAQPn4+KhPnz6OLYuFMU1Tb7/9tho2bCibzaY33njDsUWyf//++vnnn9WsWTNt2LAhz8quFi1aaOTIkfL19ZW3t7c6d+6sGjVqaObMmerWrZv8/f0VEhJy3QFUr6e6KTo6Wp06dbqmFW3ly5fXRx99pKioKIWFhalmzZqOraMTJkyQr6+vAgICVL58eT388MPXVQsAAAAAALi9jCttAYNkt9vNv347YmJioho3buykiqxh5cqViomJ0bffflvkY6cc31PoM8MKk56eLg8PD5mmqWeffVYNGjTQ0KFDr7n/gT/3yLvK9c15TXWlJkmSPGo0uOEx+DxDkjrPX6O4LmG3fJ6OsQv0zWPRt3weAAAAAMWbYRibTdO0O2NuVoYB12DatGmy2Wzy8fFRWlqaBg4c6OySAAAAAADADeAB+iiWwsPDFR4e7uwyHIYOHXpdK8EAAAAAAEDxVCpXhhmG4W4YxkbDMLYahrHTMIzRF897G4axwTCMJMMw5hqGUdbZtQIAAAAAAOD2KZVhmKTzkh40TTNAkk1SlGEYIZL+V9J7pmk2kPSnpL5OrBEAAAAAAAC3WakMw8xc6RcP3S7+mJIelBR78fxnkh51QnkAAAAAAABwklIZhkmSYRiuhmEkSDoq6UdJ+ySdNE0z62KTPyTVcVZ9AAAAAAAAuP1KbRhmmma2aZo2SXUlNZPUuKBmBfU1DGOAYRjxhmHEp6am3soyb5irq6tsNpt8fX3VsWNHnTx58qp9WrZseUNzTZgwQWfPnnUce3h43NA4V1OvXj35+fnJ399fDzzwgA4ePFjkc9yq2gEAAAAAQMlQ6r9N0jTNk4ZhrJQUIukOwzDKXFwdVlfS4UL6TJU0VZLsdnuBgdnlOs9fU3QFS4rrEnbVNuXLl1dCQoIkqVevXpo0aZJeffXVK/ZZt27dDdUzYcIE9ejRQxUqVLih/tdjxYoVql69ut544w2NHTtW06ZNu+VzAgAAAAAA6yiVK8MMw6hhGMYdF1+Xl/SQpERJKyQ9drFZL0mLnFNh0WrRooUOHTokSUpPT1dERISCgoLk5+enRYv+7xIvrYoqrM2ZM2fUvn17BQQEyNfXV3PnztXEiRN1+PBhtW7dWq1bt3aM9eqrryogIEAhISFKSUmRJH3zzTdq3ry5AgMD9dBDDznOv/nmm+rTp4/Cw8NVv359TZw48bquSZLGjx8vX19f+fr6asKECZKk119/Xe+//36emiZOnHjFe3DJkSNH1KpVK8fqutWrV1/bzQYAAAAAACVaaV0ZVkvSZ4ZhuCo38PvaNM1vDcPYJekrwzDGStoi6RNnFlkUsrOztXz5cvXtm/vFmO7u7oqLi1PlypV17NgxhYSEqFOnTjIMw9GnsDZLlixR7dq19d1330mS0tLS5OnpqfHjxztWbEm5oVlISIjGjRunl19+WdOmTdNrr72msLAw/fLLLzIMQ9OnT9fbb7+td999V5K0e/durVixQqdPn1bDhg01aNAgubm5FXpdS5Ys0aOP5n6/webNmzVjxgxt2LBBpmmqefPmeuCBB9S3b19FR0fr+eefV05Ojr766itt3Ljxmu7Bl19+qcjISL366qvKzs7Osw0UAAAAAACUXqUyDDNNc5ukwALO71fu88NKvHPnzslmsyk5OVnBwcFq06aNJMk0Tb3yyitatWqVXFxcdOjQIaWkpOjOO+909C2sjZ+fn1566SWNGDFCHTp00P3331/g3GXLllWHDh0kScHBwfrxxx8lSX/88Ycef/xxHTlyRBcuXJC3t7ejT/v27VWuXDmVK1dOXl5eSklJUd26dfON3bp1a6WkpMjLy0tjx46VJK1Zs0adO3dWxYoVJUnR0dFavXq1hgwZomrVqmnLli1KSUlRYGCgqlWrpszMzKveg6ZNm6pPnz7KzMzUo48+KpvNdjN/DgAAAAAAUEKUym2SVnDpmWEHDx7UhQsXNGnSJEnS7NmzlZqaqs2bNyshIUE1a9ZURkZGnr6Ftbnvvvu0efNm+fn56R//+IfGjBlT4Nxubm6OVVaurq7Kysr9gs7nnntOgwcP1vbt2/Xxxx/nmbdcuXKO15f3+asVK1bo4MGD8vHx0ahRoyTlhneF6devn2bOnKkZM2aoT58+13wPWrVqpVWrVqlOnTrq2bOnZs2aVegcAAAAAACg9CAMK+E8PT01ceJExcTEKDMzU2lpafLy8pKbm5sjWPqrwtocPnxYFSpUUI8ePfTSSy/p119/lSRVqlRJp0+fvmotaWlpqlOnjiTps88+u+FrKl++vCZMmKBZs2bpxIkTatWqlRYuXKizZ8/qzJkziouLc6xa69y5s5YsWaJNmzYpMjLyitd3uYMHD8rLy0v9+/dX3759HdcKAAAAAABKt1K5TdJqAgMDFRAQoK+++krdu3dXx44dZbfbZbPZ1KhRI0e7S6u5Cmuzfft2DR8+XC4uLnJzc9PkyZMlSQMGDNDDDz+sWrVqacWKFYXW8eabb6pr166qU6eOQkJCdODAgRu+plq1aqlbt26aNGmSXn/9dfXu3VvNmuXucO3Xr58CA3N3wZYtW1atW7fWHXfcIVdX1yte3+VWrlypd955R25ubvLw8GBlGAAAAAAAFmFcaQsaJLvdbsbHx+c5l5iYqMaNGzupohtz/PhxBQUFFbhKqiTLyclRUFCQ5s2bpwYNGlxTn5Tje1Sz2n23uLK8Dvy5R95Vin7O9NQkSZJHjWu79oKUxM8zil7n+WsU1yXsls/TMXaBvnks+pbPAwAAAKB4Mwxjs2madmfMzTZJCzh8+LBatGihl156ydmlFKldu3bp3nvvVURExDUHYQAAAAAAwNrYJmkBtWvX1p49e5xdRpFr0qSJ9u/f7+wyAAAAAABACcLKMAAAAAAAAFgGYRgAAAAAAAAsgzAMAAAAAAAAlkEYBgAAAAAAAMsgDCuhXF1dZbPZ5OPjo4CAAI0fP145OTnOLiuPWbNmydfXVz4+PmrSpIliYmIkSeHh4YqPj3dydQAAAAAAwIr4NskiMCTu9yIdb2Lnu67apnz58kpISJAkHT16VE8++aTS0tI0evToIq3lRn3//feaMGGCli5dqtq1aysjI0Off/75TY+bnZ0tV1fXmxojKyvrpusAAAAAAAAlEyvDSgEvLy9NnTpVH374oUzTVHZ2toYPH66mTZvK399fH3/8saPt22+/LT8/PwUEBGjkyJGSpL179+qhhx5SQECAgoKCtG/fPqWnpysiIkJBQUHy8/PTokWLJEnJyclq3Lix+vfvLx8fH7Vt21bnzp3LV9O///1vxcTEqHbt2pIkd3d39e/f3/H+vHnz1KxZM913331avXq1Y+z7779fQUFBCgoK0rp16yRJK1euVOvWrfXkk0/Kz89PkvTPf/5TjRo1Ups2bdStWzfHqrN9+/YpKipKwcHBuv/++7V7925JUu/evTVs2DC1bt1a/xwdo59//lk2m002m02BgYE6ffp0kf5NAAAAAABA8cTKsFKifv36ysnJ0dGjR7Vo0SJ5enpq06ZNOn/+vEJDQ9W2bVvt3r1bCxcu1IYNG1ShQgWdOHFCktS9e3eNHDlSnTt3VkZGhnJyclS2bFnFxcWpcuXKOnbsmEJCQtSpUydJUlJSkubMmaNp06bpf/7nfzR//nz16NEjTz07duxQcHBwofVmZWVp48aNWrx4sUaPHq1ly5bJy8tLP/74o9zd3ZWUlKRu3bo5tlNu3LhRO3bskLe3t+Lj4zV//nxt2bJFWVlZCgoKcsw1YMAATZkyRQ0aNNCGDRv0zDPP6KeffpIk7dmzR8uWLdOxk/vUr/eLmjRpkkJDQ5Weni53d/ci/5sAAAAAAIDihzCsFDFNU5K0dOlSbdu2TbGxsZKktLQ0JSUladmyZXrqqadUoUIFSVLVqlV1+vRpHTp0SJ07d5YkRyiUmZmpV155RatWrZKLi4sOHTqklJQUSZK3t7dsNpskKTg4WMnJyddda3R0dL7+mZmZGjx4sBISEuTq6qo9e/Y42jdr1kze3t6SpDVr1uiRRx5R+fLlJUkdO3aUJKWnp2vdunXq2rWro9/58+cdr7t27erYYhkaGqphw4ape/fuio6OVt26da/7GgAAAAAAQMlDGFZK7N+/X66urvLy8pJpmvrggw8UGRmZp82SJUtkGEaec5cCtL+aPXu2UlNTtXnzZrm5ualevXrKyMiQJJUrV87RztXVtcBtkj4+Ptq8ebMefPDBAse/NIarq6vjGV7vvfeeatasqa1btyonJyfPaq2KFSteteacnBzdcccdjmep/dXlY4wcOVLt27fX4sWLFRISomXLlqlRo0YF9gMAAAAAAKUHzwwrBVJTU/X0009r8ODBMgxDkZGRmjx5sjIzMyXlbg88c+aM2rZtq08//VRnz56VJJ04cUKVK1dW3bp1tXDhQkm5K6nOnj2rtLQ0eXl5yc3NTStWrNDBgwevq6Z//OMfevnll/Xf//7XMe7EiROv2CctLU21atWSi4uLPv/8c2VnZxfYLiwsTN98840yMjKUnp6u7777TpJUuXJleXt7a968eZJyQ7OtW7cWOMa+ffvk5+enESNGyG63O54tBgAAAAAASjdWhpVQ586dk81mU2ZmpsqUKaOePXtq2LBhkqR+/fopOTlZQUFBMk1TNWrU0MKFCxUVFaWEhATZ7XaVLVtW7dq107/+9S99/vnnGjhwoEaNGiU3NzfNmzdP3bt3V8eOHWW322Wz2a571VS7du2UkpKihx56SKZpyjAM9enT54p9nnnmGXXp0kXz5s1T69at86zkulzTpk3VqVMnBQQE6O6775bdbpenp6ek3BVtgwYN0tixY5WZmaknnnhCAQEB+caYMGGCVqxYIVdXVzVp0kQPP/zwdV0fAAAAAAAomYzCtpwhl91uNy89xP2SxMRENW7c2EkVQcp9PpiHh4fOnj2rVq1aaerUqQoKCrqmvinH96hmtftucYV5Hfhzj7yrFP2c6alJkiSPGg1ueAw+z5CkzvPXKK5L2C2fp2PsAn3zWPQtnwcAAABA8WYYxmbTNO3OmJuVYSiRBgwYoF27dikjI0O9evW65iAMAAAAAABYG2EYSqQvv/zS2SUAAAAAAIASiAfoAwAAAAAAwDIIwwAAAAAAAGAZhGEAblq7uLHOLgEAAAAAgGtCGAYAAAAAAADLIAwroVxdXWWz2eTr66uuXbvq7Nmzt2yuoUOHasKECY7jyMhI9evXz3H84osvavz48Tc1R79+/bRr166bGgMAAAAAAOBq+DbJIrAg9liRjhf9WPWrtilfvrwSEhIkSd27d9eUKVM0bNiwIq3jkpYtW2revHl64YUXlJOTo2PHjunUqVOO99etW5cnLLsS0zRlmqZcXP4vh83Oztb06dOvq6bs7Gy5urpeVx8AAAAAAABWhpUC999/v/bu3avk5GT5+vo6zsfExOjNN9+UJIWHh2vEiBFq1qyZ7rvvPq1evVpSbqg0fPhwNW3aVP7+/vr444/zjR8aGqp169ZJknbu3ClfX19VqlRJf/75p86fP6/ExEQFBgYqPT1dERERCgoKkp+fnxYtWiRJSk5OVuPGjfXMM88oKChIv//+uzw8PDRq1Cg1b95c69evV3h4uOLj4yVJc+bMkZ+fn3x9fTVixAhHHX/tM3LkSDVp0kT+/v566aWXbsm9BQAAAAAApQsrw0q4rKwsff/994qKirqmths3btTixYs1evRoLVu2TJ988ok8PT21adMmnT9/XqGhoWrbtq28vb0d/WrXrq0yZcrot99+07p169SiRQsdOnRI69evl6enp/z9/VW2bFm5uLgoLi5OlStX1rFjxxQSEqJOnTpJkv7zn/9oxowZ+uijjyRJZ86cka+vr8aMGZOnxsOHD2vEiBHavHmzqlSporZt22rhwoV69NFH8/Q5ceKE+vbtq927d8swDJ08ebII7yoAAAAAACitWBlWQp07d042m012u11/+9vf1Ldv36v2iY6OliQFBwcrOTlZkrR06VLNmjVLNptNzZs31/Hjx5WUlJSv76XVYZfCsBYtWjiOW7ZsKSl3C+Qrr7wif39/PfTQQzp06JBSUlIkSXfffbdCQkIc47m6uqpLly755tm0aZPCw8NVo0YNlSlTRt27d9eqVavy9alcubLc3d3Vr18/LViwQBUqVLiOuwcAAAAAAKyKlWEl1OXPDLukTJkyysnJcRxnZGTkeb9cuXKSckOlrKwsSbkB1gcffKDIyMgrzteyZUutW7dO27dvl6+vr+666y69++67qly5svr06SNJmj17tlJTU7V582a5ubmpXr16jhoqVqyYZzx3d/cCn/llmmahNVzep0yZMtq4caOWL1+ur776Sh9++KF++umnK14DAAAAAAAAK8NKkZo1a+ro0aM6fvy4zp8/r2+//faqfSIjIzV58mRlZmZKkvbs2aMzZ87kaxcaGqpvv/1WVatWlaurq6pWraqTJ09q/fr1atGihSQpLS1NXl5ecnNz04oVK3Tw4MHrvobmzZvr559/1rFjx5Sdna05c+bogQceyNcuPT1daWlpateunSZMmJAvGAQAAAAAACgIK8NKETc3N8cD5r29vdWoUaOr9unXr5+Sk5MVFBQk0zRVo0YNLVy4MF87Pz8/HTt2TE8++WSec+np6apePffbL7t3766OHTvKbrfLZrNd0/x/VatWLf373/9W69atZZqm2rVrp0ceeSRfu9OnT+uRRx5RRkaGTNPUe++9d91zAQAAAAAA6zGutC0Nkt1uNy99y+EliYmJaty4sZMqws1KOb5HNavdd1vnPPDnHnlXKfo501Nzn+/mUaPBDY9RFJ/ndnFjtbjzazc1Bpyr8/w1iusSdsvn6Ri7QN88Fn3L5wEAAABQvBmGsdk0Tbsz5mabJAAAAAAAACyDMAwAAAAAAACWQRgGAAAAAAAAyyAMAwAAAAAAgGUQhgEAAAAAAMAyCMMAAAAAAABgGYRhJZSHh4fj9eLFi9WgQQP99ttv1zVGcnKyfH19C3xv1KhRWrZsWZ5zzz77rGw2m5o0aaLy5cvLZrPJZrMpNjb2uubdu3evbDbbdfW5Xj169NDChQslSceOHZO/v79mzZpVJGOHhYUpISGhSMYCAAAAAAC3VxlnF1BSpE7+QpJUY1CPfO9tmX60SOcK7Od1zW2XL1+u5557TkuXLtXf/va3IqthzJgx+c5NmjRJUm6I1qFDB6cEQllZWSpT5to/tidPnlRkZKSee+45/f3vf7+mPqZpyjRNubiQFQMAAAAAUNoU63/tG4ax/FrOWdXq1avVv39/fffdd7rnnnskSQcPHlRERIT8/f0VERHhWC2WkpKizp07KyAgQAEBAVq3bp0kKTs7W/3795ePj4/atm2rc+fOSZJ69+59XSu+Ll8t9d///lf33nuvJGn79u1q2rSpbDab/P39tX///jz99u7dq8DAQP3666/KysrSsGHD1KxZM/n7+2v69OmSpGXLlumhhx7SE088ocDAQJ0+fVoPP/ywAgIC5OvrW2idp0+fVlRUlHr16qX+/fs7zn/w/lTHHJdCv71798rX11dPP/20goKCdOTIEQ0YMEB2u10+Pj4FhoOSrqkNAAAAAAAoPoplGGYYhrthGFUlVTcMo4phGFUv/tSTVNu51RUP58+f1yOPPKKFCxeqUaNGjvODBw/W3//+d23btk3du3fXkCFDJElDhgzRAw88oK1bt+rXX3+Vj4+PJCkpKUnPPvusdu7cqTvuuEPz588v0jo/+ugjvfTSS0pISNCmTZtUu/b//fkSExPVtWtXzZo1S0FBQZo6daq8vLy0ceNGbdq0SZMmTXKEeb/88ovefvttbd++XYsXL1a9evW0detW7dixQ23atClw7ueff14PPvig4x5IuVtK//jjsDZs2KCEhAS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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "plt.xticks(rotation=45)\n",
    "sns.countplot(x='venue',hue='winner',data=df1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### teams won by highest runs and wickets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23172b52d88>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bat_states=df1[df1.win_by_runs!=0]\n",
    "sns.histplot(x='win_by_runs',data=bat_states)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23173ec4688>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bowl_states=df1[df1.win_by_wickets!=0]\n",
    "sns.histplot(x='win_by_wickets', data=bowl_states)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The highest run by a team has ever win 146\n",
      "The highest wickets by a team has ever win 10\n"
     ]
    }
   ],
   "source": [
    "print('The highest run by a team has ever win {}'.format(df1.win_by_runs.max()) )\n",
    "print('The highest wickets by a team has ever win {}'. format(df1.win_by_wickets.max()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### won by runs means the team has batted firt and win the game \n",
    "#### won by wickets means the team has bolled first and win the game "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### compare winning chances aganist winning toss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "winning_team= df1.toss_winner==df1.winner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     393\n",
       "False    363\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "win=winning_team.value_counts()\n",
    "win"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "756"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.id.count()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### in total 756 games the 393 games were win by teams by winning the toss\n",
    "#### in total 756 games the 363 games were win by teams by loss the toss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "winning toss percentage is 51.984%\n",
      "loss toss winning percentage is 48.016%\n"
     ]
    }
   ],
   "source": [
    "winning_toss_percentage = (393/756)*100\n",
    "loss_toss_percentage = (363/756)*100\n",
    "print(f'winning toss percentage is {round(winning_toss_percentage,3)}%')\n",
    "print(f'loss toss winning percentage is {round(loss_toss_percentage,3)}%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x23174102648>,\n",
       "  <matplotlib.patches.Wedge at 0x2317410d248>],\n",
       " [Text(-0.6532022488516823, -0.8850575247378586, 'True'),\n",
       "  Text(0.6532023317167454, 0.8850574635806463, 'False')],\n",
       " [Text(-0.3562921357372812, -0.48275864985701367, '52.0%'),\n",
       "  Text(0.3562921809364065, 0.4827586164985343, '48.0%')])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors=['gold','lightcoral']\n",
    "win1=win.index\n",
    "plt.pie(win,labels=win1,autopct='%1.1f%%',shadow =True,startangle=140, colors=colors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### nbr of bowls boweld by bowlers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\anjal\\anaconda03\\lib\\site-packages\\seaborn\\_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  FutureWarning\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23174362ec8>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bowler_states= p.bowler.value_counts()\n",
    "bow_st= bowler_states[:10]\n",
    "plt.xticks(rotation=45)\n",
    "sns.barplot(bow_st.index,bow_st)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### maximum wickets taken by bowlers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'caught', 'bowled', 'run out', 'lbw', 'caught and bowled',\n",
       "       'stumped', 'retired hurt', 'hit wicket', 'obstructing the field'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p['dismissal_kind'].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "dismissd= p[p.dismissal_kind != 'run out']                 ## these two are not considers as the bowlers wickets.\n",
    "dis=dismissd[dismissd.dismissal_kind != 'retired hurt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 178214 entries, 0 to 179077\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count   Dtype \n",
      "---  ------            --------------   ----- \n",
      " 0   match_id          178214 non-null  int64 \n",
      " 1   inning            178214 non-null  int64 \n",
      " 2   batting_team      178214 non-null  object\n",
      " 3   bowling_team      178214 non-null  object\n",
      " 4   over              178214 non-null  int64 \n",
      " 5   ball              178214 non-null  int64 \n",
      " 6   batsman           178214 non-null  object\n",
      " 7   non_striker       178214 non-null  object\n",
      " 8   bowler            178214 non-null  object\n",
      " 9   is_super_over     178214 non-null  int64 \n",
      " 10  wide_runs         178214 non-null  int64 \n",
      " 11  bye_runs          178214 non-null  int64 \n",
      " 12  legbye_runs       178214 non-null  int64 \n",
      " 13  noball_runs       178214 non-null  int64 \n",
      " 14  penalty_runs      178214 non-null  int64 \n",
      " 15  batsman_runs      178214 non-null  int64 \n",
      " 16  extra_runs        178214 non-null  int64 \n",
      " 17  total_runs        178214 non-null  int64 \n",
      " 18  player_dismissed  7970 non-null    object\n",
      " 19  dismissal_kind    7970 non-null    object\n",
      " 20  fielder           5600 non-null    object\n",
      "dtypes: int64(13), object(8)\n",
      "memory usage: 29.9+ MB\n"
     ]
    }
   ],
   "source": [
    "dis.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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>bowler</th>\n",
       "      <th>wickets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>SL Malinga</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A Mishra</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Harbhajan Singh</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>PP Chawla</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>DJ Bravo</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>B Kumar</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>R Ashwin</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>SP Narine</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>UT Yadav</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>RA Jadeja</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              bowler  wickets\n",
       "290       SL Malinga      170\n",
       "6           A Mishra      156\n",
       "110  Harbhajan Singh      150\n",
       "227        PP Chawla      149\n",
       "82          DJ Bravo      147\n",
       "46           B Kumar      133\n",
       "232         R Ashwin      125\n",
       "296        SP Narine      122\n",
       "326         UT Yadav      119\n",
       "244        RA Jadeja      108"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_dis = dis.groupby('bowler').apply(lambda x:x ['dismissal_kind'].dropna()).reset_index(name='wickets')\n",
    "c_wkts = t_dis.groupby('bowler').count().reset_index()\n",
    "a= c_wkts.sort_values(by='wickets',ascending=False)\n",
    "topbow = a.loc[:,['bowler','wickets']][0:10]\n",
    "topbow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### malinga has got most wickets "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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