IPL-DataVisualization.ipynb

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   "source": [
    "## Picked the dataset from KAGGLE - IPL\n",
    "https://www.kaggle.com/manasgarg/ipl/data"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Found it really interesting as have been a criket follower over the years. Lets try to look at the analytics side of these IPL matches and try to draw some insights with intutive and effective visualizations. Further based on our analysis and the historical data we will look to build a model to predict a probability of the winner for any given IPL match. Let's begin..  "
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "import pyodbc\n",
    "connection=pyodbc.connect(r'DRIVER={SQL Server};SERVER=KESIN\\DEV;DATABASE=ipl;Trusted_Connection=yes')\n",
    "sqlQuery=\"SELECT * FROM matches\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 583,
   "metadata": {
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   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "dfMatches=pd.io.sql.read_sql(sqlQuery,connection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 532,
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 636 entries, 0 to 635\n",
      "Data columns (total 18 columns):\n",
      "id                 636 non-null int64\n",
      "season             636 non-null int64\n",
      "city               629 non-null object\n",
      "date               636 non-null object\n",
      "team1              636 non-null object\n",
      "team2              636 non-null object\n",
      "toss_winner        636 non-null object\n",
      "toss_decision      636 non-null object\n",
      "result             636 non-null object\n",
      "dl_applied         636 non-null int64\n",
      "winner             633 non-null object\n",
      "win_by_runs        636 non-null int64\n",
      "win_by_wickets     636 non-null int64\n",
      "player_of_match    633 non-null object\n",
      "venue              636 non-null object\n",
      "umpire1            635 non-null object\n",
      "umpire2            635 non-null object\n",
      "umpire3            0 non-null object\n",
      "dtypes: int64(5), object(13)\n",
      "memory usage: 89.5+ KB\n"
     ]
    }
   ],
   "source": [
    "dfMatches.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 533,
   "metadata": {
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    {
     "data": {
      "text/html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-poster')\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import plotly.offline as py\n",
    "py.init_notebook_mode(connected=True)\n",
    "import plotly.graph_objs as go\n",
    "import plotly.tools as tls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 534,
   "metadata": {
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     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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",
       "      <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>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>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>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  season       city        date      team1                        team2  \\\n",
       "0   1    2017  Hyderabad  2017-04-05  Hyderabad  Royal Challengers Bangalore   \n",
       "\n",
       "                   toss_winner toss_decision  result  dl_applied     winner  \\\n",
       "0  Royal Challengers Bangalore         field  normal           0  Hyderabad   \n",
       "\n",
       "   win_by_runs  win_by_wickets player_of_match  \\\n",
       "0           35               0    Yuvraj Singh   \n",
       "\n",
       "                                       venue      umpire1   umpire2 umpire3  \n",
       "0  Rajiv Gandhi International Stadium, Uppal  AY Dandekar  NJ Llong    None  "
      ]
     },
     "execution_count": 534,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfMatches.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## First Query - Team winning the max number of matches over years Are They IPL Winners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 535,
   "metadata": {
    "collapsed": false,
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    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Season</th>\n",
       "      <th>MaxMatchesWonBy</th>\n",
       "      <th>WinnerCount</th>\n",
       "      <th>IPLTournamentWinner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>13</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>10</td>\n",
       "      <td>Hyderabad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>11</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>11</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>12</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2013</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>13</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>12</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2015</td>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>10</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>11</td>\n",
       "      <td>Hyderabad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>12</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Season        MaxMatchesWonBy  WinnerCount    IPLTournamentWinner\n",
       "0    2008       Rajasthan Royals           13       Rajasthan Royals\n",
       "1    2009       Delhi Daredevils           10              Hyderabad\n",
       "2    2010         Mumbai Indians           11    Chennai Super Kings\n",
       "3    2011    Chennai Super Kings           11    Chennai Super Kings\n",
       "4    2012  Kolkata Knight Riders           12  Kolkata Knight Riders\n",
       "5    2013         Mumbai Indians           13         Mumbai Indians\n",
       "6    2014        Kings XI Punjab           12  Kolkata Knight Riders\n",
       "7    2015    Chennai Super Kings           10         Mumbai Indians\n",
       "8    2016              Hyderabad           11              Hyderabad\n",
       "9    2017         Mumbai Indians           12         Mumbai Indians"
      ]
     },
     "execution_count": 535,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryTeamsWithMaxWinsOverSeason=(\"SELECT A1.Season,A1.MaXWinningTeam AS MaxMatchesWonBy,A1.WinnerCount\"\n",
    "\",A2.IPLTournamentWinner FROM (SELECT Season,Winner AS MaXWinningTeam, WinnerCount FROM \"\n",
    "\"(SELECT Season,Winner, WinnerCount,ROW_NUMBER() OVER ( PARTITION BY Season ORDER BY Season,WinnerCount DESC) WinnerRank \"\n",
    "\"FROM (SELECT DISTINCT Season,winner, COUNT(winner) OVER (Partition BY Season,winner ORDER BY Season) AS WinnerCount \"\n",
    "\"FROM matches)A)B WHERE WinnerRank=1) A1 INNER JOIN (SELECT m.Winner AS IPLTournamentWinner, m.Season \"\n",
    "\"FROM matches m INNER JOIN (SELECT MAX(Id) AS FinalMatchId, Season FROM matches GROUP BY Season) A  \"\n",
    "\"ON m.Id=A.FinalMatchId) A2 ON A1.season=A2.season ORDER BY A1.season\")\n",
    "dfWinMatches=pd.io.sql.read_sql(SqlQyeryTeamsWithMaxWinsOverSeason,connection)\n",
    "dfWinMatches"
   ]
  },
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   "cell_type": "code",
   "execution_count": 565,
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    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x167cbcd7d30>"
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Tpti3bx++//57qKmpYc+ePfD09FQJny/S0NDA7du3ERISgoSEBNy9exf37t0T7xh/+c5x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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167d44177b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-poster') \n",
    "ax = sns.lmplot(data=dfWinMatches, x='Season', y='WinnerCount', hue='MaxMatchesWonBy', \n",
    "                   fit_reg=False, legend=True, legend_out=True,size=7)\n",
    "ax = plt.gca()\n",
    "ax.set_title(\"Maximum Matches Won Over Season\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PD9elS5fUrFmztC4FAB57DO0AgMfA8OHDderUKf30008KCQlx+mhqAEDq4Io0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\nWkRERETEBQrSIiIiIiIu+B9e3ISeHf37DgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167d3346f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = dfWinMatches[['MaxMatchesWonBy','IPLTournamentWinner','WinnerCount']].plot(kind='bar'\n",
    ",title =\"No of Matches won by IPL Season Winners..\", figsize=(12, 9)\n",
    ",legend=True, fontsize=12)\n",
    "ax.set_xlabel(\"IPLTournamentWinner\", fontsize=12)\n",
    "ax.set_xticklabels(dfWinMatches['IPLTournamentWinner'],rotation=60,minor=False)\n",
    "ax.set_ylabel(\"Win Count\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.59999999999999998"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfWinMatches[dfWinMatches['MaxMatchesWonBy']==dfWinMatches['IPLTournamentWinner']].Season.count()/dfWinMatches.Season.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2KGnWUepyiKgOGTIyoLt+vU72NXz4cKjVanz++eeVLk9JSYFarYZarUZmZmadHHPhwoVQ\nq9WYMGFCleuMGDECarUahw4dqvF+c3NzsWDBAly4cKHG26jVamzbtq3K5RMmTMCUKVMqPP/xxx9D\nrVZj9erVFZY9/fTTmDt3bo3235CEhYWJP+uyL3d3dzz11FNYtWoV8vPzjdYfPnw4Pv300yr3l5aW\nBrVajbCwsBrXEB8fj9dffx1A6f9jvr6+WLx4cYX1pk2bBrVajZ9//tnoeb1ejz59+mDlypVITk6u\n1Xvo119/rXD+D34FBATU+FzM2dmzZ8XfgZrgLbqJyEhSahoys7KhbNsLUFpKXQ4R1THNmTNQdupU\nJ/uSyWQ4cuQIFi5cWGHZ4cOH6+QYlR3zwoULSElJQZs2bYyWnT9/HsnJybXe56VLl7B///5Kg8ej\n8vHxwY8//giDwQC5/P7nxiEhIXBwcEBISIjRBVtWVhauXbuGyZMnAwD27NkDFxeXOqunPqxYsQKd\nO3eGIAgoLCxEdHQ0tmzZguDgYHz//fewsbEBAKxduxb29vZ1euxDhw4hNjYWQOl7pF+/foiOjjZa\nR6vV4ty5c+LrP3HiRHFZXFwcCgoK4Ovri5YtW2LPnj3o2LFjjY49bNgw7NmzR3wcGBiIs2fPYu3a\nteJzdnZ2j3F25mPPnj1ITEys8fpskSEiIyHnImFlZVnarYyIGh3d5cswZGfXyb68vLyQnJyMixcv\nVlh26NAhqNXqOjlOeR07doSDgwOOHDlSb8d8FAMGDEB+fj7i4+PF51JSUpCYmIiAgADExsYiLy9P\nXBYZGSm2JACAp6cnWrZsWe91P45u3brB09MTXl5eGDhwIGbNmoV169bh4sWL2LJli7her1690Lbt\nk703mY+PD65evWr0GkdFRaG4uBivvfYaQkNDjbowRUREwMLCAn379oVKpYKnpyccHBxqdKxmzZrB\n09NT/GrRooW4j7Kvrl35f+qTwCBDRKKCwkKk3EqHvklLGKxr9geciEyMIEBz9myd7Kpnz55o165d\nhdaX1NRUxMbG4qmnnip3WAGBgYF49tln4ebmBi8vL7zxxhu4fPkyACA5ORleXl6YP3++uE1SUhI8\nPT3xySefiM8plUqMGDGi0hafQ4cOYezYsRWeP3nyJF577TV4eXnBzc0N48aNw19//QWgtFtUWSvI\nxIkTxdYlvV6PjRs3YuTIkfDw8MC4ceMQFBRktN/s7Gy888478PLygo+PD5YvX46SkhIAgLe3NxQK\nBaKiosT1Q0JC4OjoiNdeew2CIOD06dPisvDwcLi4uKBDhw4AjLuWrVmzBhMmTMD+/fsxZswYuLm5\n4fnnn0dERIS4/cKFCzFnzhwEBgbC398f7u7uCAgIQEJCglHNwcHBeOGFF+Du7o4hQ4Zg9erV0Ov1\n4vLhw4fjyy+/xKRJk+Du7o6tW7dCr9dj5cqVGDZsGHr37o2nn34a//3vfyu8zpXx8/ODt7c3fvrp\nJ6NjlO9aFh0djZdffhkeHh545plnxJaVmp7bmjVrsHbtWhQWFkKtVuPXX3+Fj48PBEEwapUJDg5G\nz549MWrUKGRmZuLSpUtGr7+npyesra0rdC2r6WtbE4IgYPfu3XjmmWfg7u6OMWPGYOfOneJynU4H\ntVqNHTt2GG331ltviS2GiYmJUKvV+O677+Dv7w9vb29ERUXh5Zdfxn/+8x+sWrUKfn5+8PT0xOzZ\ns5GRkSHuR6vV4uuvv8bo0aPRu3dv9OvXD//617+Qnp4urjNkyBBs3boV77//Pvr06YMBAwZg7dq1\nyMnJwYIFC+Dl5YXhw4dj7969RjXGxMQgICAAHh4e8PX1xWeffYbi4mJx+cPqe/fdd7Fv3z7ExcVB\nrVbj3LlzD309GWSISHTqTAQUCgVbY4gauZLISAj3Lrgf1+jRoyu0jhw+fBgeHh5o3bq1+Nz27dvx\n5ZdfYuLEidi2bRuWLFmCq1evYtGiRQCAtm3bYt68eThw4ID4afnixYvh5OSE9957z2j/Y8aMQVRU\nlNEF2oULF5Ceng5/f3+jdWNiYjB9+nR069YN69evx1dffQVra2ssWLAAmZmZcHV1xYcffgigtGvU\nrFmzxO/Xrl2LCRMmYOPGjfDw8MCcOXOMLq62bt0KR0dHrF+/Hi+99BICAwOxe/duAKVdiVxdXSsE\nGV9fXzg4OMDV1RXBwcHisoiICAwYMKDK1/nGjRv45ptv8Pbbb2PNmjXQaDSYO3cudDqd0f737t2L\nxYsX44svvkBiYqJRt7/Q0FBMmzYNbdu2xdq1azF16lR8++23+Oyzz4yO9e2332LEiBFYvXo1hg8f\njk2bNuGXX37BvHnzsG3bNgwePBgff/wxTp48WWW95fn6+iIjI6PSbn/JycmYMmUKLC0t8c033xiF\nyfKqO7cXXngBEydOhJWVFfbs2YNhw4aha9euaNGihdHrHxoaCj8/P6jVajRv3rxWr//DXtuaWrly\nJZYuXYpRo0Zh/fr1GDVqFJYvX441a9bUel8bNmzAv//9byxZsgSurq4AgJ9++gkXL17EihUrsGTJ\nEoSGhhqNY/vss8/w3//+F2+99Ra2b9+OuXPnIjg4GCtWrDDa9/r16yGXy7Fu3TqMHj0aa9aswaRJ\nk9C6dWusX78enTp1wgcffCAGoMuXLyMgIAAqlQqrV6/GO++8g/379+Odd94x2m919c2ZMweDBg1C\nx44dsWfPHvTo0eOhrwHHyBARAECn0+PKtUTIrWyhb9rm4RsQkckSiopQEhsLVZ8+j72vp556Ctu2\nbUNCQgK6dOkCoPKWkVu3bmHWrFnigOz+/fsjNzcXK1asQEFBAWxtbREQEICDBw9i2bJleOWVV3D2\n7FmjsRVlfH19YWtri6CgILz88sviMQcNGlRhLEJ8fDxGjRqFjz76SHzOxcUF48ePR3R0NPz9/cVu\nP926dUP79u2RnZ2NH374AbNnzxaDja+vL65fv45z586hb9++AEpbG5YsWSIuP3r0KMLCwsSB3T4+\nPmIrjiAICA0NxYIFC8Rtyz7x12q1OH/+vHgulSkoKMCOHTvg7u4OoLTFaNasWYiLi0Pv3r3FdTZt\n2iR2SUtPT8eyZcuQlZUFR0dHfP311/Dw8MBXX30FoPST96ZNm2LRokWYOnWq2N2rS5cueOutt8Rj\nh4eHo3fv3njuuefE87KysoK1tXWV9ZbXrFkzAMDdu3crdCnbuXMnVCoVNmzYAGtrawwdOhSCIFSY\nRKK6c2vdujVat24NuVwOT09PcZv+/fsjMjISQOmEDufPn8e8efMgk8ng6+uLkJAQTJs2DcnJyUhP\nTxe79VX1+lf32tbE3bt38d1332HatGni+KhBgwZBr9djy5YtmDx5MmxtbWu0LwAYN25chd8zpVKJ\nDRs2QKVSASgd//X777+Ly7Ozs7Fw4UKMHz8eQOlrlJCQILZQlmnTpo0YcD08PLBnzx60adNG/FCh\nVatWGDt2LC5evIhWrVph3bp1aNWqFTZu3AgLCwsAQLt27fD6668jIiICfe79ramuvvbt28PR0RF3\n7twx+jlWhy0yRAQAOB8XD41GC51je065TGQG6qp7mZubG5ydncULoVu3biEmJgZjxowxWu+DDz7A\nzJkzkZmZiXPnzuHHH3/E0aNHAZReyAOAXC7HsmXLkJiYiKVLl2LKlCnw9vaucEyVSgV/f3+ji6/D\nhw8bdWUr8/zzz+Obb75BYWEhYmNjsW/fPuzatcvouA+Kjo6GXq/H8OHDjZ7fuXMnZsyYIT728vIy\nWt6mTRvk5uaKj/v3748bN24gOzsbly5dQlZWFvz8/ACUBp/ExESkpqYiJiYGWq222hYBpVIpBhYA\nYmtXUVGR+JyLi4vRuJry6xQVFSEmJgb+/v7Q6XTi15AhQ2AwGIxmCOv0wGQQffv2xalTpxAQEIDA\nwEAkJSVh/vz5YqB7HBEREejXr59RKBo9enSF9ao7t6r0798fMTExEAQBYWFhUCqV4vvJ19cX4eHh\n0Gq1CA8Ph42NjRgSK/Mox39QZGQkdDpdhffpP/7xD2g0mgqTEzzMgz8noHT8UVlIAEoDR/kav/nm\nG4wfPx7p6ekIDQ3F999/j8jIyAq/C25ubuL3NjY2sLGxMXr/lY0fKnu/h4WFYdCgQZDJZOJ7y9vb\nGzY2NggNDa1xfbXFFhkiAgCEx16AlZUKhY7tpS6FiOqBIS0N+owMKJycHms/MplM7F42c+ZMHD58\nGO7u7nB2djZaLyEhAUuWLEF4eDisra3Ro0cP8dPn8oOuu3TpAldXV0RGRmLo0KFVHnfMmDGYO3cu\ncnJykJqailu3bmHEiBHIfmAig8LCQnz44Yc4ePAggNKLv7IuK1XdryInJwfA/ZaEqjzYIiGXy432\nWTZOJjo6GleuXEGHDh3Emda8vb1hZWWFs2fPIj09HV27dq12cL9KpTKa/azse4PBUG09Zevk5ubC\nYDBg1apVWLVqVYX9l++m17x5c6Nl06dPh7W1NX7++WcsX74cy5cvh7e3Nz7//HO0b//w/zPKuh+1\natWqwrLc3NwKXYicKnlPVnduVfHx8UFubi4SEhIQHBwMb29vWFqWzsbp5+cHjUaDmJgYMUyVtSRU\n5lGO/6Cyi/4WLVoYPV/2+MFpqh/mwZ8TAFhZWVWos3yN586dwyeffIIrV66gSZMm6NWrF6ysrCr8\nLlTWMvTgvssIgoCcnBzs2rVL/JCgvPLvrYfVV1sMMkSEu1nZuJuVBSuHljDYVP8fNxE1HiWxsVA8\n0OrwKEaPHo3AwEAkJyfj8OHDFbq7CIKAmTNnwsHBAfv27UPXrl0hl8uxa9cunDp1ymjdP/74A1FR\nUejevTs+/fRT7N271+gT3DKDBw+GSqXC0aNHcePGDbFb2YNBZunSpQgODsbmzZvRr18/qFQqXL16\nFfv27avyfJo0aQKgdErk8hffly5dgiAI6NWrV41eF1tbW7i5uSE2NhZRUVFGXZdUKhW8vb0RGRmJ\ntLS0ars11YWyC9OZM2dixIgRFZZXF6IUCgWmTJmCKVOmIDU1FUFBQVizZg0+/fRTbN269aHHDgsL\nQ5s2bYzGTJVxcHDA3bt3jZ7Lysp66D5ronPnznByckJsbCzCwsLE7lRAaQtLx44dERkZiYiIiGrv\nTVRXmjZtCgC4c+eOUZgpu9B3dHSETCYDUDFkFxYWQqFQPNbxs7OzMWPGDPj4+GDdunViCF2xYgWu\nXr36yPuVyWSws7PD2LFjMWnSpArLH/aBwONg/xEiwpnIWFiqVChx7CB1KURUj0rOn6+T/fTp0wdO\nTk7YvXs3oqOjK3QrEwQBiYmJmDRpErp37y5+mv3gYPHMzEwsX74cEydOxJo1a5CUlIR169ZVekxL\nS0sMHToUQUFBOHLkSKXdyoDSKXcHDx6MgQMHioGo7LhlF4sPXiC6u7tDqVTi2LFjRs8vWbKk1jep\n7N+/P86fP4/IyEgMHDjQaJmvry+uXLmCqKioaruV1QU7Ozv06NEDSUlJcHNzE7+srKzw9ddfIy0t\nrcptAwICsHz5cgClAWDy5MkYOXIkbt269dDjhoWFITIyEi+88EKly318fBAWFmbUJe/EiRO1PDsY\ntVY9uP9Tp07h2rVrlb7+ERERuHr16hMPkkDpWBOlUlnhRpsHDhyAhYUF3NzcoFAoYG1tjdu3b4vL\nCwoKjGZYe1QJCQnIy8vDlClTxBCj1+sREhJSZetkTXl7e+P69etG763WrVvj66+/rlVIqm1YY4sM\nkZkTBAE3klOgUChQzG5lRGbFkJUFXUoKlG0eb4IPuVyOUaNGYceOHeKYmQeXu7i4IDAwEM2bN4dC\nocDevXvFgdhlfeTLBhe/++67cHBwwJtvvoktW7Zg7Nixlc5gNGbMGLz33nuQyWSVtjIApX39jx49\nit9++w3Ozs44ffo0fvzxR8jlcnFq2LIWmOPHj8PGxgZdunTBSy+9hA0bNkCpVMLV1RUHDx5EXFyc\n0aQBNeHj44Pt27dDr9dXCCt+fn5YvXo1DAYDfHx8arXfRzFnzhzMnj0bdnZ2GDVqFLKysrB69WrI\nZDJ07969yu369euHzZs3o2XLlnBzc0NCQgIOHTokTtxQJj4+XpzKuaCgAFFRUdi+fTvc3d3xxhtv\nVLrv11+iuZY2AAAgAElEQVR/HXv27MG0adMwY8YMpKWlGd1Isqbs7e1RVFSEoKAguLm5iS1pPj4+\n+PTTT+Hg4FChJc3Pzw/vvPMOmjZtWi/3H2rRogVeeeUVbNmyBXK5HN7e3jhz5gwCAwPx5ptvihNV\nDBkyBD/99BN69OgBBwcHbN269bFbY4DSbps2NjZYu3Ytpk+fjqKiIuzatQu3b9+GRqN5rH3Pnj0b\nr7zyCubPn4/nnnsOGo0G69atw+3bt9GzZ88a76dJkya4desWgoOD0bt3b7EVqypskSEyc8mp6cjL\ny4fepjkES955mMjc1FWrzOjRo1FSUlJly8iaNWtga2uLefPm4f3334eTkxN++eUXAKWtJseOHcOf\nf/4phhgAmDFjBlq3bo3333/f6F4nZYYOHQqFQoGBAwdWeef0hQsXws/PD8uXL8fs2bNx7do17N69\nG127dhWDVLdu3TBu3Dhs2rQJK1euBAC8//77mD59Onbt2oWZM2fi0qVL2LJli9Eg6Joom63J1dW1\nwt3se/XqBVtbW7i6uoph6kkaMWIE1q9fj/Pnz2PmzJlYvnw5PDw88N1331U7A9ns2bPx5ptv4ocf\nfsDUqVOxZcsWvPHGG3j77beN1lu0aBFefPFFvPjii5g5cyYOHDiAKVOmIDAwsMrxFc2bN8f3338P\na2trzJs3Dzt27MDSpUtrfW7/+Mc/4Orqinnz5uGPP/4Qn/fx8UFJSQkGDBggdtsqM2DAADFgPrjs\nSVm0aBHmzJmDvXv34q233sLhw4exaNEio2mKFy9ejL59++LDDz/E4sWL4efnh3/+85+PfWwHBwes\nXr0amZmZmDFjBpYvX47+/ftj3bp1KCkpqXD/ntpwd3fHjh07kJGRgTlz5mDJkiVwcXHB999/X6sb\nu7788stwcHDAW2+9ZTRJQFVkwuO2JRGRSfvtYBCSb6VB27YPSpy6SV0OSeTVA1/AXlc39xUh0yJz\ncID9valgiYhMCVtkiMyYXq9Hcmpa6XSJTV2kLoeIJCBkZ0Nfg7EOREQNDYMMkRmLv56IYo0Geit7\nCKqa34SLiBqXkjoYSExEVN8YZIjMWOyleFhZWUJv7/zwlYmo0SqJi5O6BCKiWmOQITJTgiAgPeNO\nabcyBhkis2bIyIChju7dQURUXxhkiMxU2u07KCwuhiBXwmDb4uEbEFGjprtxQ+oSiIhqhUGGyEzF\nXLwMS0sV9E1aAzL+KSAyd7rERKlLICKqFV69EJmplLTbUMjl0Nm3lroUImoAGGSIyNQwyBCZoYLC\nImRl5wAA9E1aSVwNETUEQnY2DDk5UpdBRFRjDDJEZigu/hoEGWBQWnHaZSIScZwMEZkSBhkiM5SQ\neBNWlioYbJtLXQoRNSDsXkZEpoRBhsgM3c3KBgDoOVsZEZWjZ5AhIhPCIENkZvLyC5BfWAgA0LNF\nhggAkFlcjGf27sWNnBwk5eVh2pEjmHbkCD4/cwYGQTBa1yAIWHHmDP7v8GHMCApCUl4eACA0NRVT\nDh3CwpMnxW2+OHsWqfn59X4+j8qQmQnDvfMhImroGGSIzMz1pBQAMggyOQzWjlKXQyQ5ncGAFWfO\nwFKhAAB8HRGBGe7u2DJqFAQAx5OTjdY/npwMrV6P7WPGYLanJ1ZHRAAAfo6Px5rhw+FkbY34rCzE\nZ2XB1sICLnZ29X1Kj4XjZIjIVDDIEJmZa4lJpeNjrB0BuULqcogktzoiAhO6doWTtTUAIC4zE31a\ntgQA+Lm44GxamtH6Ubdvw9fZGQDg1qIFLmVmAgCslUpo9Hpo9HpYKZUIvHgRk3v1qsczqRv6pCSp\nSyAiqhEGGSIzk5WdA5lMxm5lRAD2X7sGBysr+Lq4iM8JAGQyGQDARqlEfkmJ0TYFOh3sVCrxsVwm\ng85gwNTevfFVeDic7eyQnJcHDycnHE5MxIozZxCTkVEv51MX9CZUKxGZNwYZIjNSotMhKycXAGCw\nbipxNUTS+yMhAWfS0jAjKAhXsrLwcWgosoqLxeWFOh2aWFgYbWOrVKKgXLgRBAFKuRydmjbFskGD\nMLlnT/xx7RrGdOyI07du4b2+fbH9/Pl6O6fHZbhzR+oSiIhqhEGGyIykpWegRKcDABisGGSINo8a\nhU0jR2LjyJHo7uiIj3194evsjPD0dABASGoqPO91Myvj4eSEkNRUAEDsnTvo4uBgtPy3hAQ806kT\ngNKQIwNQpNc/+ZOpI0J+PoSiIqnLICJ6KAYZIjOScG98jADAYGUvdTlEDdLcPn2wOTYW/3f4MHQG\nA4a3awcA+CgkBGkFBRjWrh1UCgWm/vUXvgoPx/w+fcRt80tKEJGejsFt28JepUJza2tMO3IE/+zc\nWarTeSR6tsoQkQmQCcID80oSUaP18/7DSMu4A4PKFoW9/iF1OdSAvHrgC9jrSh6+IpkF62efhapc\nQCMiaojYIkNkRnLv3c/CYNlE4kqIqCHjgH8iMgUMMkRmQhAE5OaX3giT3cqIqDoc8E9EpoBBhshM\n5OUXoESrBcAWGSKqHltkiMgUMMgQmYmMzCwY7g2JE1S2EldDRA2ZkJMD4d4HH0REDRWDDJGZSLmV\nBst7N/ETLKwlroaIGjpDZqbUJRARVYtBhshMZGbnQqlUAAAMDDJE9BCGggKpSyAiqhaDDJGZKCoq\nvVu5IFMASpXE1RBRQycwyBBRA8cgQ2QmijUaAIBgYSVxJURkCoTCQqlLICKqFoMMkZm4H2TYrYyI\nHo5BhogaOgYZIjNgMBhQrLk39TJbZIioBti1jIgaOgYZIjNQVKyBXq8HAAhKtsgQ0cMZioqkLoGI\nqFoMMkRmoLCoCDq9ofSBwkLaYojIJLBFhogaOgYZIjOQnZMLuaz0e0GulLYYIjIJHCNDRA0dgwyR\nGcjMzoXS4l6AkSukLYaITAKDDBE1dAwyRGagWKOBQl76684WGSKqCaGoCIIgSF0GEVGVGGSIzIBG\nq4X8XpBhiwwR1YgglH4RETVQDDJEZkCn00MmKx0kIzDIEBERUSPAIENkBnQ63f0H7FpGREREjQCD\nDJEZ0JdNvQxAkPHXnoiIiEwfr2iIzIDeoC/3iH3eqSIDAy4REZkY/s9FZAZ0+vtBRiYYqlmTzNVp\n9WBGXCIiMikMMkRmQDCUu0TlLERUieud++N8y05Sl0FERFRjDDJEZkCukN1/wBYZqkJw/xeQYWkj\ndRlEREQ1wiBDZAbksnJTLjPIUBUEuRKHBrwMDcfLEBGRCeD/VkRmQFauQUbGrmVUjfymrfA/12Ec\nL0Olyv/xICJqYBhkiMyAXF7uV50tMvQQ1zoPwEWnDlKXQVKzsBBvpEtE1BAxyBCZAXn5ixGDruoV\nie452W8S7lhaS10GSUhmw/FSRNSwMcgQmQFZuTEPMp1GwkrIVAhKCxwe8BI0/ETebMltbaUugYio\nWgwyRGag/KxlDDJUU7lNnXGi5xCOlzFTbJEhooaOQYbIDKgsLCDcG+TPIEO1cbXrQMS1aCt1GSQB\nBhkiaugYZIjMgL2dHXS60rExDDJUWyf6v4S7Kiupy6B6xiBDRA0dgwyRGWjatAlKdHoADDJUewal\nCod9XoSW42XMioxjZIiogWOQITIDTZvYwaAvnXaZQYYeRY5jG5xUD5K6DKpHcrbIEFEDxyBDZAZs\nrKwgk5d+mi7TayWuhkzVle6DEde8jdRlUD1h1zIiaugYZIjMgLW1FZRyBQBAJhggKymSuCIyVcd9\nXkYmx8uYBQYZImroGGSIzIClSgW5oty9ZDT5ElZDpsygVOFw/0ko4XiZRk/u4CB1CURE1WKQITID\nMpkMlioL8bFckydhNWTqspu1xanuvlKXQU+SpSXk9vZSV0FEVC0GGSIzYWNjLX4vZ4sMPaY49TBc\naeYsdRn0hChatJC6BCKih2KQITITduWmUmWQobpwzOdlZFlYSl0GPQFyJyepSyAieigGGSIz0cTO\nBgbDvSmYtQwy9PgMFlb4q/9EjpdphNgiQ0SmQCl1AURUP5xbtkTsxSuwsrI0uRaZmL1bcDP8fzDo\nS9Bz9Cto1aMPTm5YDBlkcGjXFb7/9wFk8vufywgGA0K3L0Vm4hUolBYY+NansG/dHslRpxD501rY\nNneG/7xVkMnlCN2+DL2fmYImLTmt8KPIbN4BwV19MCz+tNSlUB2SM8gQkQlgiwyRmXBu2QK6spti\nGnSQaQslrqhmbl04g9tXovCPT3Zi7Ic7kHc7GWd2rkSfSf/C0598B0DAzXNHjbZJPPc39Fotnlm6\nC96vzMeZnV8AAOKO7Mbo9zfDpllLZCZeRmbiZaisbRliHtOlnsNx1aGV1GVQHWLXMiIyBQwyRGai\naZMmUCoV4mN5UZaE1dRcSkwwHNt1w9+r5iJo5Wy09x6Gu9cuonWvfgCANp6DkXreuDXgdlwk2ngO\nBAC07OaBu9cuAAAsLG2g12qg12qgtLRG7O/b4DZuav2eUCN1dMCryLZQSV0G1QWlEnJHR6mrICJ6\nKAYZIjOhUlnA2vL+wGxFoWkEGU1eNu5cuwD/+f8f/N78EMfXLoQgGCC7Ny7DwsoW2kLj6aS1RflQ\nWTcRH8vkchj0Ong8/xbOfPcf2Dm5IDf9JlqqvXAt+ABCtn6C21ei6vW8Ghu9ygp/9Z0AHcfLmDx5\n8+bi7xcRUUPGIENkRprY3b9Tt7wwU8JKas7SzgFtPAZCobRAU5dOUFiooC28P8anpLgAKhvj+12o\nrO1QUlwgPhYEAXKFEg5tumDY3C/hNm4q4o/9is4Dn0ZKTDAGvLEYUb9uqrdzaqzuOnVGaOe+UpdB\nj0nBbmVEZCIYZIjMiKNDUwiCAMB0WmRaqb2QEn0KgiCgMPM2dJoiuPT2wa0LZwAAKVEn0apHH6Nt\nWqq9kBx5EgBwOz4aju26GS2/EvQTug59DgAgGARAJoNOU1QPZ9P4nXcdhWtNeSFsyhStW0tdAhFR\njTDIEJmRjm3bolijBQDI9BrItAUP2UJ67byHoVnHnti/+CUEffE2fP/vA/R77T1E/rwe+5e8CoOu\nBB0HjAYAnFi3CPl3bqFDvxFQqFTYv+RVnPluJfpP/re4P21hPm5dPIv23sNgadcU1g4tcODDAHT3\nHy/VKTY6R31fRY7SQuoy6BEpOnaUugQiohqRCWUfzxJRo5eTl4/NO/fA2toKAFDU0Rd6h3YSV0WN\nUYv0qxgf9iPn+Dc1KhXs/9//M5rOnIiooeJfKiIzYm9nC2sr0xvwT6bnTquuON3ZW+oyqJaU7dox\nxBCRyeBfKyIzIpPJ4GB/f2C8Ij9DwmqosYvtPQbX7XljRVOi6NBB6hKIiGqMQYbIzDRzvD/gX16Y\nCei1EldEjdnfvq8il+NlTIaS42OIyIQwyBCZmU7t26KoWAMAkEFgqww9USWWtvjL+znopC6EHs7C\nAgoXF6mrICKqMQYZIjPTuX07KMr1gVfkpUtYDZmDjFbdcKajl9Rl0EMo2raFTKGQugwiohpjkCEy\nM5aWKjg6NBUfKxlkqB5Eu49FYpPmUpdB1VByfAwRmRgGGSIz1LplCxgMBgCAXJMHmbZQ4orIHBzx\nfRV5Ck7I3FBxfAwRmRoGGSIz5Nq9K4rvjZMB2L2M6keJlR2O9Pkn9FIXQhVZWkLRtq3UVRAR1YpZ\nBhneA5TMXZvWraBS3Z9JSpGXJmE1ZE7SnXvgbAd3qcugB1h068bxMURkch4aZIYPHw61Wo3PP/+8\n0uUpKSlQq9VQq9XIzMysk6IWLlwItVqNCRMmVLnOiBEjoFarcejQoRrvNzc3FwsWLMCFCxdqvI1a\nrca2bduqXD5hwgRMmTKlwvMff/wx1Go1Vq9eXWHZ008/jblz59Zo/w1VUFAQ1Go1pk2bVqf7TU5O\nrvBzLXt/lX317NkTffv2RUBAAEJDQ8X1fv3112rfhzt27IBarUZGhvEsXREREVCr1RgxYkSFbTZu\n3IjevXujsLAQ7777LsaNG1dHZyotpVKBFs0c7z/OvQUY+Dk51Y9Ij2dw087x4StSvbHo0UPqEoiI\naq1GLTIymQxHjhypdNnhw4frtKDyx7xw4QJSUlIqLDt//jySk5Nrvc9Lly5h//79ddoi4+Pjg9jY\nWHG8QZmQkBA4ODggJCTE6PmsrCxcu3YNvr6+AIA9e/bg2WefrbN66svvv/+Obt264dSpU0hLe/Kf\n5gcEBGDPnj3Ys2cPfvjhB/znP/9BYWEh3nzzTVy8eLFG+xgwYAAAIDo62uj5sp9VcnIybt68abQs\nPDwc7u7usLGxwZw5c7By5cq6OaEGoK1za+h0pZPiygw6di+jenXE91Xkc7xMw6BUQtmtm9RVEBHV\nWo2CjJeXF5KTkyu9YDx06BDUanWdF9axY0c4ODhUGqCe1DEfxYABA5Cfn4/4+HjxuZSUFCQmJiIg\nIACxsbHIy8sTl0VGRkIQBDHIeHp6omXLlvVe9+PIycnBsWPH8Pbbb8Pe3h4///zzEz+ms7MzPD09\n4enpCS8vL4wYMQJr166FwWDA7t27a7QPtVoNBwcHREZGGj0fEhKC8ePHw87ODsHBweLzgiAgKipK\n/Fm1b9++wbzv6oJ7z+7Qau/f3UOZU/sPB4geldbaHke8nuF4mQZA2bkzZCqV1GUQEdVajYJMz549\n0a5duwqtL6mpqYiNjcVTTz0lPicIAgIDA/Hss8/Czc0NXl5eeOONN3D58mUApV2HvLy8MH/+fHGb\npKQkeHp64pNPPhGfUyqVGDFiRKUtPocOHcLYsWMrPH/y5Em89tpr8PLygpubG8aNG4e//voLABAW\nFobJkycDACZOnIiFCxcCAPR6PTZu3IiRI0fCw8MD48aNQ1BQkNF+s7Oz8c4778DLyws+Pj5Yvnw5\nSkpKAADe3t5QKBSIiooS1w8JCYGjoyNee+01CIKA06dPi8vCw8Ph4uKCDvemuSzftWzNmjWYMGEC\n9u/fjzFjxsDNzQ3PP/88IiIixO0XLlyIOXPmIDAwEP7+/nB3d0dAQAASEhKMag4ODsYLL7wAd3d3\nDBkyBKtXr4Zef/+SYfjw4fjyyy8xadIkuLu7Y+vWrdDr9Vi5ciWGDRuG3r174+mnn8Z///vfCq/z\nn3/+CZlMhkGDBuGpp57Cr7/+WqGVq7L9A0BiYiJmzZoFLy8v9O3bF++9994jd0l0dnaGo6MjUlNT\na7S+TCZDv379jH5WBQUFiI6Ohq+vL/r162fUgnblyhXk5uaKQaZ817LExESo1Wr873//w9SpU+Hh\n4YHBgwdj8+bN4vYhISFQq9UIDw/Hiy++CDc3N4wcORK//PKLUV0ZGRl499130a9fP3h5eWHWrFlG\nLZFfffUVJk2ahM8++wx9+vTB888/DwA4evQoJkyYAA8PD/j5+WHx4sXIzc2t8evXzNEBDg5NxMfK\nnBR2L6N6lebSC+Htektdhtmz6NVL6hKIiB5JjQf7jx49ukLryOHDh+Hh4YHWrVuLz23fvh1ffvkl\nJk6ciG3btmHJkiW4evUqFi1aBABo27Yt5s2bhwMHDiA0NBSCIGDx4sVwcnLCe++9Z7T/MWPGICoq\nymhMw4ULF5Ceng5/f3+jdWNiYjB9+nR069YN69evx1dffQVra2ssWLAAmZmZcHV1xYcffggAWLFi\nBWbNmiV+v3btWkyYMAEbN26Eh4cH5syZg3Pnzon73rp1KxwdHbF+/Xq89NJLCAwMFFsB7Ozs4Orq\nWiHI+Pr6wsHBAa6urkaf8kdERIhdnCpz48YNfPPNN3j77bexZs0aaDQazJ07V+wCVLb/vXv3YvHi\nxfjiiy+QmJgoBjMACA0NxbRp09C2bVusXbsWU6dOxbfffovPPvvM6FjffvstRowYgdWrV2P48OHY\ntGkTfvnlF8ybNw/btm3D4MGD8fHHH+PkyZNG2/3+++/w9/eHnZ0dxo0bh5SUFKNzrGr/d+7cwSuv\nvILU1FSsXLkSn3zyCaKiojB16lRotdoqX5Oq5OTkICsrC21rMdOOj48Pzp8/LwbRM2fOiAHHz88P\np0+fFgNfREQEbGxs4OHhUeX+Fi5cCE9PT2zcuBHDhg3DqlWrKrwW8+fPx9ixY7F582Z0794d77//\nPq5fvw4AKCwsREBAAKKiovDRRx/hP//5D9LS0hAQEGDUknfhwgUkJCRg3bp1mDNnDq5du4Y5c+ag\nX79+2Lx5M/79738jKCgIS5curfFrAQDtXZyhv9ctUqYvYfcyqnfhXv9Esq2D1GWYL6USFj17Sl0F\nEdEjqXEH5aeeegrbtm1DQkICunTpAqDylpFbt25h1qxZeP311wEA/fv3R25uLlasWIGCggLY2toi\nICAABw8exLJly/DKK6/g7Nmz+P7772FjY2O0L19fX9ja2iIoKAgvv/yyeMxBgwbBzs7OaN34+HiM\nGjUKH330kfici4sLxo8fj+joaPj7+6Nr164AgG7duqF9+/bIzs7GDz/8gNmzZ4vBxtfXF9evX8e5\nc+fQt29fAICfnx+WLFkiLj969CjCwsIQEBAAoPTiuKwVRxAEhIaGYsGCBeK2ZQPXtVotzp8/L55L\nZQoKCrBjxw64u5fO6qPX6zFr1izExcWhd+/e4jqbNm0Su6Slp6dj2bJlyMrKgqOjI77++mt4eHjg\nq6++AgAMGTIETZs2xaJFizB16lTxwr9Lly546623xGOHh4ejd+/eeO6558TzsrKygrW1tbjOjRs3\nEBUVhfXr1wMA+vTpgw4dOuCnn37CoEGDjM7lwf2vWrUKGo0G27dvR7NmzQAA7u7uGDNmDA4cOCAe\ntzIGg0EMczqdDjdv3sSXX34JAHjhhReq3O5BPj4+KC4uRlxcHNzc3BAcHAwvLy/Y2NjAz88Py5Yt\nw/nz5+Hh4YHw8HB4e3vDwsKiyv0988wz+Ne//gWg9L1+6NAhHD9+HAMHDhTXeeONN8QJIXr06IG/\n//4bJ06cQKdOnfDbb78hKSkJf/75Jzreu4fDgAED4O/vj127dmHGjBniOZdNggGUhsmSkhJMnz4d\nzZuX3mTQ2toa6em1CyJ93Hoh5uIV2NhYAQCU2Tehb+pSq30QPa6//F7Fi0c3wVave/jKVKcsundn\ntzIiMlk1bpFxc3ODs7Oz2FXr1q1biImJwZgxY4zW++CDDzBz5kxkZmbi3Llz+PHHH3H06FEAED91\nl8vlWLZsGRITE7F06VJMmTIF3t7eFY6pUqng7+8vHhMobQUq35WtzPPPP49vvvkGhYWFiI2Nxb59\n+7Br1y6j4z4oOjoaer0ew4cPN3p+586d4gUkUDpGqLw2bdoYdeHp378/bty4gezsbFy6dAlZWVnw\n8/MDUBp8EhMTkZqaipiYGGi12mpbZJRKpRhYAIitXUVFReJzLi4uRuNqyq9TVFSEmJgY+Pv7Q6fT\niV9DhgyBwWBAWFiYuF2nTp2Mjt23b1+cOnUKAQEBCAwMRFJSEubPny8GOgDYu3cv7O3t4eXlhdzc\nXOTm5mL06NH4+++/K3QRe3D/YWFh8PT0hL29vViXs7MzunTpYjT7WGW+/PJLuLq6wtXVFR4eHnj2\n2Wdx8eJFfPbZZ3B1da122/K6deuGZs2aiS1ooaGh4s+qa9euaNmypVhLRESE2K2sKuVbaxQKBZyc\nnIx+Vg+u4+joCCsrK3GdsLAwdO7cGW3bthVfExsbG/Tp08foNZHJZGLQKdunhYUFJk6ciJUrV+Ls\n2bMYOXKk2H2yppyaN0NT+/sfCihzUgFeTFI901g3RZDn0zA8fFWqYxa92bWPiExXjVtkZDKZ2L1s\n5syZOHz4MNzd3eHs7Gy0XkJCApYsWYLw8HBYW1ujR48esLW1BWB8/5YuXbrA1dUVkZGRGDp0aJXH\nHTNmDObOnYucnBykpqbi1q1bGDFiBLKzs43WKywsxIcffoiDBw8CKL2I7nFvOsmqZinLyckBALF1\noCrlWySA0iBWfp9l42Sio6Nx5coVdOjQAW3atBGXWVlZ4ezZs0hPTxcvlquiUqkgl9/Pl2Xfl58V\nrbJ6ytbJzc2FwWDAqlWrsGrVqgr7L99Nr+yT/DLTp0+HtbU1fv75ZyxfvhzLly+Ht7c3Pv/8c7Rv\n3x6CIOCPP/4wGjdS3u+//4433nijyv1nZ2cjOjq60uDh5ORU8cUoZ/LkyfjnP/8JoDQw2Nvbo02b\nNpDJZNVu96Dy42RGjx6Nq1evikEGKA2eZ8+exfjx45GSkvLQIFPZz+LBGeyqWycrKwtXrlyp9DUp\na/kESrswWlpaio87duyIHTt2YNOmTdi5cye2bdsGJycn/Pvf/xZfp5qQyWTo2K4t4q4mQKFQQGbQ\nQZmdBF3zTg/fmKgOpbbpjYj0ePRNviR1KebD0pKzlRGRSavV3JejR49GYGAgkpOTcfjw4QrdygRB\nwMyZM+Hg4IB9+/aha9eukMvl2LVrF06dOmW07h9//IGoqCh0794dn376Kfbu3QtVJc3bgwcPhkql\nwtGjR3Hjxg2xW9mDQWbp0qUIDg7G5s2b0a9fP6hUKly9ehX79u2r8nyaNCkd6JyVlYVWrVqJz1+6\ndAmCIKBXDQdA2traws3NDbGxsUazXAGlwcTb2xuRkZFIS0t76IXx4yoLjTNnzqz0vijVhSiFQoEp\nU6ZgypQpSE1NRVBQENasWYNPP/0UW7duxdmzZ5GSkoIPP/xQ7KZXZuXKlfj555+NgsyD7OzsMGTI\nEMyZM6fKuqvSunVruLm5VbtOTfn4+CAwMBBhYWGwt7c3agHz8/PD0qVLER4eDgcHB/R8wn3HmzRp\nAldXV6OJLsqUDy6V6du3L/r27YuioiKEhIRgy5YtWLRoEXx9fR8aDMvr5+GKmItxsLYuvRmexd0E\nBhmSxNk+4+GclYo2BTlSl2IWVO7ukCk5BTYRma4ady0DSsdDODk5Yffu3YiOjq7QrUwQBCQmJmLS\npEno3r272FLw4GDxzMxMLF++HBMnTsSaNWuQlJSEdevWVXpMS0tLDB06FEFBQThy5Eil3coAICoq\nCidLWoUAABlISURBVIMHD8bAgQPFQFR23LLWE8UDdy12d3eHUqnEsWPHjJ5fsmRJrW9S2b9/f5w/\nfx6RkZFG4yOA0k/5r1y5gqioqGq7ldUFOzs79OjRA0lJSXBzcxO/rKys8PXXX1d7z5eAgAAsX74c\nQGn3tcmTJ2PkyJG4desWgNJuZc2bN8dLL70EHx8fo68JEybg6tWrRjOsPcjb2xvXrl2DWq0W61Kr\n1diwYUO129U1Hx8f3Lx5E8ePH4ePj4/R+8LX1xf5+fk4cOAAfHx8at3iU1ve3t5ISkpCu3btxNek\nd+/e+O6773DixIkqt9u1axdGjhwJnU4Ha2trjBgxQpwU4sEbfj5MM0cHNHO4P9haUZgJeVHWI58T\n0eM47PsqCnmH+Xqh6t9f6hKIiB5LrT6KkcvlGDVqFHbs2CGOmXlwuYuLCwIDA9G8eXMoFArs3btX\nvG9H2biAstmz3n33XTg4OODNN9/Eli1bMHbsWLE7WHljxozBe++9B5lMVmkrA1A6hufo0aP47bff\n4OzsjNOnT+PHH3+EXC5HcXExgPstMMePH4eNjQ26dOmCl156CRs2bIBSqYSrqysOHjyIuLg4o0kD\nasLHxwfbt2+HXq+vEFb8/PywevVqGAwG+Pj4/P/t3VlslPe9xvHnXWbxjncwNsYYzGLMbrCBskNK\nEkLTtGSpmihRe1QFpWqlXlSp1Ks2ldqbVG1SRb3ITcNplNNWaU56gDQhDUlKswBJSCCACbuxwfs2\n6/ueC4Odie2Exfbrsb8fCcGMPTMPIDHz8P5///8NPe/N+OEPf6idO3cqPT1dmzdvVktLi37729/K\nMAxVVFQM+bhrO2AVFBSoqqpKdXV12r17tx566CGFQiHt2bNHd95554BCKElbt27VE088oRdeeEFL\nliwZ9Pkffvhhvfjii/re976nBx98UD6fT88++6wOHTrUNzA/HJ5//vkBy7mKi4u1adMmSb2zMLm5\nudqzZ0/fbnrXFBYWqry8XK+//rp+9rOfDVumoezYsUN/+tOf9Mgjj+j73/++MjMz9fzzz+uf//xn\n31bPg1m+fLl+9atf6cc//rHuvfdeRSIRPfXUUyotLf3Sv+OhVM4u19vvHZbf37uxge/KKYVLBs6t\nASMtnDpJry7YqjsO/e+N/U8bbohdXi4rL8/rGABwS274mvKWLVu0a9euIa+M/O53v9MvfvEL/ehH\nP1JGRobuuOMO/eUvf9HGjRt1+PBhHT9+XC+//LJ++ctfatLV/wX+wQ9+oJdeekmPP/64XnjhhQHP\nuXbtWlmWpdra2gG7lV3z05/+VKFQSE888YQcx9GqVav05z//WTt37tShQ4d09913a9asWdq+fbue\neeYZffTRR3rmmWf0+OOPKzs7W88995xaWlo0a9Ys/fGPf7zhZUzXPrxXVlYqMzMz4Wvz5s1TWlqa\npk2b1lemRtLGjRv19NNP66mnntJf//pXpaena+XKlfrJT34y4AP+5+3cuVOO42jXrl1qbGxUfn6+\nHn74YT366KPavXu3Ojs7h/x7z8nJ0apVq7R79+4hC0BRUZF27dql3/zmN33FtLKyUs8+++ywLuF6\n8sknB9y3evXqviIj9RaBf/zjHwnzMdesXLlSdXV1I74MUOot188995x+/etf6+c//7lisZhmzZql\nP/zhDwN2gfu8a9uM//73v9djjz0m0zRVW1urJ598UvZNLBVZUlWpAwc/7Lttt5xRuGiBZA29Yxsw\nUs6XLNChhhNaevFTr6OMW1yNATAeGO5Qk/AAJpS//uMVna+/1LckNFSyTLHcGR6nwoTlONr+2tMq\n6r7+Q15xfczsbKU/9tiIL50FgJHGlXsAkqSVyxYpFOrfqtx3pc7DNJjwTFOv1D6gHpN5meHmr66m\nxAAYFygyACRJkwvylZud1Xfb6mmR2XljGwcAw6k7LUevVm3hfJnh5PPJ/4Wz0QAgWVFkAPSZP6dC\n4c8dIOtv4EwPeOtc6WJ9MIWzToaLv6pKRjDodQwAGBYUGQB9FlfNlWX1bxZgd1yS2c1WzPDWgaX3\n6FLK4Bu94Mb4R2HnTAAYLRQZAH38Pp/mlE9XLBbru8/XeMzDRIAk09SemgfUY/KWdSvsGTNkfcmh\nyACQbHhXAJBgTU21HKd/M0O79byMcIeHiQCpOyNP++ZvZl7mFgTWr/c6AgAMK4oMgASpKUGVTy9R\nPB6XJBly5W/gPA9478z0pfpocrnXMZKSPXu27OJir2MAwLCiyAAYYF3tcsWi8b7bdstpGZFuDxMB\nvd5e9i01BNO8jpFcDEPBDRu8TgEAw44iA2CArMwMTSuZIsfpXchjuI78DZ94nAqQZFraU/uAQszL\nXDff/PnMxgAYl3gnADCo9StXKBKJ9t22mz6T2dPmYSKgV1dGvvZVbpT71d8K01Rg3TqvUwDAiKDI\nABhUXk62pk4u7L8qI1f++g89TgX0Ol1WrSMFZV7HGPP8ixfLysnxOgYAjAiKDIAhbVm3KvGqTHu9\nrI5GDxMB/d5a/m1dDqR6HWPssm0F1q71OgUAjBiKDIAh5WZP0syy0r4dzCTJf/EDyWVRD7znmrZ2\n19yvsMFb2WD81dUyMzK8jgEAI4Z//QF8qc1rVioe7z+9w+ppkd16zsNEQL/OrEK9XrmOeZkvCgQU\nWL3a6xQAMKIoMgC+VFpqihbMm52wxMxf/5HkxDxMBfQ7NaNGn+SXeh1jTEnZvFlmKsvuAIxvFBkA\nX2lNzTL5fL6+22akS/6Gox4mAhLtr96hK4EUr2OMCWZxsXxLlngdAwBGHEUGwFfy+3xavrhK4XCk\n7z5fwzG2Y8aY4do+7am5T2HD8DqKp1zDUOpdd8mY4H8OACYGigyA61K9cL4y0tPkXh30N+QqcP49\nBv8xZrRnTdEbc9dO6HmZwOrVsvLzvY4BAKOCIgPgupimqds3rk24KmN1NcluOuVhKiDRyZkrdTSv\nxOsYnnAnTVJwzRqvYwDAqKHIALhuxVMKNXtmmaKx/kH/QP2HMqI9HqYCEr2x/D41+YNexxh16du3\ny7Btr2MAwKihyAC4IbetXS2fZfXdNuJR+S8c8jARkMi1fdqz4l5FJtCciL1ggezp072OAQCjiiID\n4Ib4/T6tX1WjnlC47z5f63lZnC2DMaQte6r2z54Y56g4waBSvv51r2MAwKijyAC4YZWzZ2rq5ELF\nnf6DMoPn3pMR6fYwFZDoeMXXdCx3qtcxRlz6tm0yU9h6GsDEQ5EBcFO2bV6neDzed9uIRxU4+x/J\ndb7kUcDo+teK+9U8judlrMWL5Zs3z+sYAOAJigyAm5KRnqa1NdUKhfuXmNmdl+Vr/NTDVEAix/Zr\nz/Idio7DeZlIVpbSbr/d6xgA4BmKDICbtqRqnqYVTVEs1n9lxl9/RGZ3s4epgEStOcV6s6LW6xjD\nKmaayvnud9mlDMCERpEBcNMMw9Bdt22QZZkJB2UGTx+Q4lGP0wH9js1ep+M5U7yOMWxStm2TlZvr\ndQwA8BRFBsAtCQYC2rZ5fcJBmWakU4HzBz1MBQy0b8X9avEFvI5xy+Jz5ih10SKvYwCA5ygyAG7Z\n9JKpWlg5R5FI/1UYX8sZ+S4f9zAVkMjxBbV3+beSel4mnJ6u7Hvu8ToGAIwJFBkAw2LDqhXKzEiX\n87ktmf0XPpDV0eBhKiBRc26p3pq5wusYNyVmGMp58EHmYgDgKooMgGFhWZbuuWOLnHh/kemdl/m3\njHCnh8mAREfnbtCJ7EKvY9ywlG3bZOfnex0DAMYMigyAYZOdlaltW9YrFOqflzHiEQU/e0uKxzxM\nBiTat+I7avX5vY5x3aJLlih18WKvYwDAmEKRATCsyqdPU+2yhQp9bvjfCrUpcO4dD1MBieL+oPYu\n+5ZiSTAv01ZUpLxt27yOAQBjDkUGwLBbuWyxZpQUKxrrvwrjaz0v36WPPUwFJGrKn663y6u9jvGl\nWtLSVPzII17HAIAxiSIDYNhdO18mIzUtYfg/cOlj2U2nPEwGJPp43ibVZRV4HWNQ7T6fih99VKZl\neR0FAMYkigyAEWHblu7dvlWu6/YdlilJgXPvy2o972EyINFrtQ+ozR5b8zLdpqn8//ov2ampXkcB\ngDGLIgNgxGSkp+mbd2xRNNq/xMyQq+CZAzI7Gz1MBvSL+VO1t/pujZXtKCKSUu+/X8G8PK+jAMCY\nRpEBMKJKpkzWnZvWKhz53E5mrqOUU2/J7GnxMBnQ70p+uQ7MWOp1DMUl6fbblTVzptdRAGDMo8gA\nGHEV5WXasLJG4c/tZGY4UQXr9nPGDMaMj+bfps8yvbsK4kjqqq1VfvXY3oAAAMYKigyAUbG4aq5q\nli5MuDJjxkJKqfuXjEiXh8mAfq/Wfkfttm/UXzcu6fKiRSrZsmXUXxsAkhVFBsCoWVW9RPPnzFI4\nEu27z4x0KeXk65QZjAnRQJr2Lv3GqM7LxCWdqahQxfbto/iqAJD8KDIARtWWNatUXlqicJgyg7Hp\ncuEsvTN98ai8VkxS3cyZWnTffaPyegAwnlBkAIwqwzB015b1Ki0pGlhmTuyTEe7wMB3Q64MFW3Um\nI3dEXyMm6XRFhZY98IAMwxjR1wKA8YgiA2DUmaapb27dpOklRYp8fplZtFspJ/bJ7GnzMB3Q65Xa\n76jDGpl5maik03Pnasl991FiAOAmUWQAeMI0Td29dZOml0xV5IsbAJzcJ7O72cN0gBQNpuuVJXf1\nbok8jCKSzlVVacm3v02JAYBbQJEB4JlrZaZ8emni1szxiFJO7pPVdtHDdIDUMGW23i1dMGzPF5J0\nYeFCLf7mNykxAHCLKDIAPHVtZmZuRblCCefMxBX87C35Lp/0MB0gHVp4p86mZ9/y87Qahi7W1GjR\nN74xDKkAABQZAJ4zDENb139NS+bPVSgU7r9frgIXDsp/4bDkOh4mxET3Su131GnZN/34C5alpjVr\ntPi224YxFQBMbIbruq7XIQDgmvc//Fivv/2OAgF/wv2xrKkKla6QzJv/MAncisn1R3XXu3+TdYOP\nO2bbStm0SQtWrBiRXAAwUVFkAIw5dafP6sU9r8nnsxPmCOKpOQqVrZbrC3qYDhPZ0kN/1/JzR67r\ne+OSDgYCmr1jh0pmzBjZYAAwAVFkAIxJl5ua9ecX/0+O68gy+1fBOnZQoem1ctLzPUyHiWzbq0+r\nuKv1S78nZBh6LzNTqx96SFnZtz5fAwAYiCIDYMzq6u7Rf//tZXV0dcnn619S5spQpGiBogWzPUyH\niSrQ06Z7X3tGafHYoF9vNQwdLSnRhgcekD8QGOV0ADBxUGQAjGnRWEx/eXmvLlxqUMA/yNzMtGrJ\n8g/xaGBkFF04om3v/33AjjmnLUvtCxZo1Z13yjTZTwcARhJFBsCY57qu3nznoN459KH8fl/C3Izj\nT1eorFZOCst3MLqqD/5Ny84flSRFJR30+zVl40ZVLV/ubTAAmCAoMgCSxulzF/TintckQwlzM65h\nKTx1kWJ55R6mw0R016tPKTXUqXeDQdXec4+Ky8q8jgQAEwZFBkBS6eru0f+8tFtXWtoUCPgSvhbL\nmKzwtGq5vhSP0mFCcR1lHd+vgs7Tum3HDqVnZnqdCAAmFIoMgKTjOI5e2f+2PvrkuILBxGFq1/Ip\nPHWJYjmlHqXDRGD1tCnjyG4tmDFZNRs2MA8DAB6gyABIWsdOfqa9/3pTruvKshKPKYxlTVW4eCln\nzmB4ua7Cpw4q58Qbuvv+HSqePt3rRAAwYVFkACS1nlBIL+3dp7MX6gdcnXHsgMLFSxWfVOxROown\nZk+rjFMHNC3D0p2b1yktNdXrSAAwoVFkAIwLHx09rtfeOiBJA6/OZBYpPHWR3EC6F9GQ7OIx+S4d\nkXnxqDasWq6FlXO8TgQAEEUGwDjS1d2jF3e/qvrGywoEEs+WcQ1TkcK5vYdomvYQzwAkstrrpbp/\na+qkNG3bsl4Z6WleRwIAXEWRATCuuK6rQ0eO6o0D78kwBl6dcfxpCk9dpHjWVI8SIhkYkW5ZZw8q\n0HFBG1bVqHL2TK8jAQC+gCIDYFzqCYW0e9+bqjt9VoGAP+EQTUmKZU65utwsw6OEGJPiEfkuHZVz\n/ojmzSzT5jUr5ff7vvpxAIBRR5EBMK6dr2/Q7n371dbeMehys1hOmSKT53H2zETnxOW7clI694Ey\nU/y6Y9NaFRUWeJ0KAPAlKDIAxj3HcfTuB0d04P3Dcl3JthOXm7mGpWjeTEUK50h2YIhnwbjkurJb\nz8o8e1hWrEfVC+erZulCzoUBgCRAkQEwYfSEQtr7r7d04tQZ+f2+AR9WXdNWpGC2ovkVksVyonHN\ndWW1X5R98YjcjsuqrJildSuXD7hqBwAYuygyACac5pZW7X3jbZ27eEnBQeZnXMvfW2jyyiWLD7bj\niuvIbjkrX8MxRdoaNWNaibasXcVuZACQhCgyACashstN+uf+t3XhUqNSgoGBhca0Fc0tUzS/Qq6f\nD7pJzYnJ13RaduNRRdpbNLkwX1vWrFJhfq7XyQAAN4kiA2DCO19/Sa/uP6DGpubBr9DIUGxSsaL5\nFXLS+OCbVGJh+ZpOydf4qUKd7ZpSkKev1SzT9GK23waAZEeRAYCrPjtzXm+++77qG64oGPQPOvAd\nT8tTJL9C8awiyWAgfKwyO6/I11Qns/mMIuGwSqZM1pqaZSqazE5kADBeUGQA4AsarzRp/4H3dfr8\nBVmWNWCXM0ly7KBiOaWK5pTJDWZ6kBIDxCPyNZ+R3VQndbUoGourrGSq1q1crtzsSV6nAwAMM4oM\nAAyhq7tbb/7noI7VfaZ4PD7kwYjx1FxFc8sUm1TCbmejzXVldl2Rr/m07JazCoe65bd9mlFaonUr\nlys9LdXrhACAEUKRAYCvEIlG9d7hIzry6Qm1trUrGAwMuuzMNSzFJhUrll2qeEYBS89GkNnVJLv1\nnOzWc1K4S6FwWPm5uVo4b7aq5lbIZ9teRwQAjDCKDABcJ9d1Vd9wWf859KHOXqhXNBpTMDj49syu\n5Vcsq0ixrGLFMwolc+DyNNwYs7tZdss52W3nZEa6FY5EZFm2ykqKtHLZYuXn5ngdEQAwiigyAHAT\norGYPvn0pD745JgarjTLZ9uDztJIvds4xzMKFcuaqljmFMkOjHLaJBWPyupslNXRILu9XmakS5Fo\nVE7cUUFejubMKteiyjny+1jOBwATEUUGAG5Re0en3jn8oU6fu6jmljb5/bbsIZY2uZKclEmKpxdc\n/ZHHoZvXuK7MnhZZ7ZdkdzTI7LoiQ66i0ahicUcFudmaWVaqRZVzlZaa4nVaAIDHKDIAMIxa2zt0\n8MOPdfr8RTW3tMowDQX8QxcVV0Zvscm4WmzS8ibOhgHxWG9x6W6W1dUkq7NRRjwiSQqFI3JdV3k5\n2SovLdGSqnkM7gMAElBkAGCEdHX36MixEzp5+owuN7cqHI4oGPDJsoael3EluYF0xVOy5aRk95ac\n1EmSHRy94CPBdWSGOmR2N8vqbpLZ3Syzp02Get+C4vG4wpGoUoJBFeblqLx0mubMKlNaKuUFADA4\nigwAjIJ4PK5LjZd19OQpXWq4oistLQpHowoGArIG2QHtixxfSm+xCWbK8afJDaT3/uxPHVu7o8Wj\nMsOdMsOdMsIdMkNtMkPtMsMdMlyn/9scR6FQSD7bp7ycbBVNLlDVnFkqyMuVYRge/gYAAMmCIgMA\nHojF4rrY0KijJ06p8coVtbZ1qCcUlmFKwUDguj/MuzLk+tPkBNLk+tPl+IKS5ZdrB+TafrnW1Z/t\ngGTe5JbETkxy4jKcmIxoSEYsJCPaI7Pv1723jWiPzFhoYEbX7f29GVJqMKicSZOUl5utWWXTVTQ5\nn2F9AMBNocgAwBjguq7aO7t07kK9zl64qObWdrW2d6inJyTHdeT3+2Rb1i1drXAN8+o20Ebvrw1T\nMgzJMOUahiSj96rJ1dIiJy65cd3IK0ZjMUXCUZmWqaDfr8yMdOVkZ6mspFilxUVKT0vligsAYFhQ\nZABgjHJdV909Pbp0uUn1DY1qbmlTd0+POrt71NXdrUg0png8LsuyZFuWbPvWis5XcRxHsVhc0VhU\ncg2ZlinbspSakqK01BSlp6UqN3uSpk2dorycbKWmBCktAIARQ5EBgCR0bblWW3uHmlpa1d7RqY6u\nLoXDEUWiUYUjEUUiUUWiUcVicbly5cQdOZJcx5HjutLVf/4Nw5BhGLJMU5Zl9RUjy+q9HQj4FPAH\nlJIS0KTMTOXlZCszPV2pKUGlBAMyr2PGBwCA4UaRAYAJyHVdOY6juOP0FRgAAJIJRQYAAABA0mE9\nAAAAAICkQ5EBAAAAkHQoMgAAAACSDkUGAAAAQNKhyAAAAABIOhQZAAAAAEmHIgMAAAAg6VBkAAAA\nACQdigwAAACApEORAQAAAJB0KDIAAAAAkg5FBgAAAEDSocgAAAAASDoUGQAAAABJhyIDAAAAIOlQ\nZAAAAAAkHYoMAAAAgKRDkQEAAACQdCgyAAAAAJIORQYAAABA0qHIAAAAAEg6FBkAAAAASYciAwAA\nACDpUGQAAAAAJB2KDAAAAICkQ5EBAAAAkHQoMgAAAACSDkUGAAAAQNKhyAAAAABIOhQZAAAAAEmH\nIgMAAAAg6VBkAAAAACQdigwAAACApEORAQAAAJB0KDIAAAAAks7/A6WQ3vrBoFqAAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167cbf3a6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-poster')\n",
    "sizes=[dfWinMatches[dfWinMatches['MaxMatchesWonBy']==dfWinMatches['IPLTournamentWinner']].Season.count()\n",
    "       ,dfWinMatches.Season.count()\n",
    "       -dfWinMatches[dfWinMatches['MaxMatchesWonBy']==dfWinMatches['IPLTournamentWinner']].Season.count()]\n",
    "plt.pie(sizes,labels=('MaxMatchWinnersAreIPLWinners','MaxMatchWinnersDidntWinTournament')\n",
    "        ,startangle=90,shadow=True,explode=(0,0),autopct='%1.1f%%',colors=['lightskyblue','lightcoral'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(6,6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Winning Totals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "SqlQyeryWinningTotalsOverSeason=(\n",
    "\"SELECT  A.TotalRuns AS TotalRunsOfWinningTeam,B.TotalRunsLoosingTeam,A.winner,A.season FROM \"\n",
    "\"(SELECT SUM(d.total_runs) TotalRuns,d.match_id,m.winner,m.season FROM deliveries d \"\n",
    "\"INNER JOIN matches m ON d.match_id=m.id  AND d.batting_team=m.winner GROUP BY d.match_id,m.winner,m.season)A \"\n",
    "\"INNER JOIN (SELECT SUM(d.total_runs) TotalRunsLoosingTeam,d.match_id,m.winner,m.season FROM deliveries d \"\n",
    "\"INNER JOIN matches m ON d.match_id=m.id AND d.batting_team= CASE WHEN m.winner=m.team1 THEN m.team2 ELSE m.team1 END \"\n",
    "\" GROUP BY d.match_id,m.winner,m.season) B ON A.match_id=B.match_id ORDER BY A.season\")\n",
    "dfWinningTotals=pd.io.sql.read_sql(SqlQyeryWinningTotalsOverSeason,connection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zgWOAfwLuBs4ELo+IQzJz8/a+AEnSjttmGFS9glOAD2bm+6rJyyJiHnAqJQwOBn6amd8b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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167cba88550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167ca8a94a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datatoplot=[dfWinningTotals['TotalRunsOfWinningTeam'],dfWinningTotals['TotalRunsLoosingTeam']]\n",
    "plt.style.use('seaborn-poster')    \n",
    "plt.subplots(figsize=(6,12))\n",
    "sns.boxplot(data=datatoplot).set_title('Winning and Losing Scores')\n",
    "plt.show()\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(6,12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x167cbfb3128>"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pGsN4em72MNq3X58775zMpptuRlZWFg88cB+vv/7qCv1X5YADDuZvf3ua22+/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\nUkYGckmSJCkjA7kkSZKU0f8HHS98Lq/pPb8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167c903c4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1, figsize=(12,9))\n",
    "ax = fig.add_subplot(111)\n",
    "bp = ax.hist(dfWinningTotals['TotalRunsOfWinningTeam'],facecolor='green',alpha=0.75,bins=10,edgecolor='black')\n",
    "bp = ax.hist(dfWinningTotals['TotalRunsLoosingTeam'],facecolor='blue',alpha=0.75,bins=10,edgecolor='black')\n",
    "plt.xlabel(\"Scores\",fontsize=16)\n",
    "plt.ylabel(\"Frequency\",fontsize=16)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Winning Totals 160.154818325  And Average Total of Losers 146.115323855\n"
     ]
    }
   ],
   "source": [
    "print(\"Average Winning Totals\",dfWinningTotals['TotalRunsOfWinningTeam'].mean(),\" And Average Total of Losers\"\n",
    "      , dfWinningTotals['TotalRunsLoosingTeam'].mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impact of Toss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stats</th>\n",
       "      <th>Situation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>325</td>\n",
       "      <td>TossWinnerIsMatchWinner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>636</td>\n",
       "      <td>TotalMatches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>124</td>\n",
       "      <td>TossWinnerIsMatchWinnerWhenChoseToBat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201</td>\n",
       "      <td>TossWinnerIsMatchWinnerrWhenChoseToField</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Stats                                 Situation\n",
       "0    325                   TossWinnerIsMatchWinner\n",
       "1    636                              TotalMatches\n",
       "2    124     TossWinnerIsMatchWinnerWhenChoseToBat\n",
       "3    201  TossWinnerIsMatchWinnerrWhenChoseToField"
      ]
     },
     "execution_count": 324,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryToss=(\"SELECT COUNT(*) Stats, 'TossWinnerIsMatchWinner' Situation FROM matches m  \"\n",
    "\"WHERE toss_winner=winner UNION ALL SELECT COUNT(*) C, 'TotalMatches' VAL FROM matches UNION ALL \"\n",
    "\"SELECT COUNT(*) C, 'TossWinnerIsMatchWinnerWhenChoseToBat' VAL FROM matches m  WHERE toss_winner=winner \"\n",
    "\"AND toss_decision='bat' UNION ALL SELECT COUNT(*) C, 'TossWinnerIsMatchWinnerrWhenChoseToField' VAL FROM matches m \" \n",
    "\"WHERE toss_winner=winner AND toss_decision='field'\")\n",
    "dfToss=pd.io.sql.read_sql(SqlQyeryToss,connection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/uK01dOvWOu69dwKvfnULU6f2MnNmN2edNY+3v33wN38VpmQrWCVJ0k02Uvh7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\nhwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167caa01240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v=dfToss[dfToss['Situation']=='TossWinnerIsMatchWinner'].Stats.max()\n",
    "vT=dfToss[dfToss['Situation']=='TotalMatches'].Stats.max()\n",
    "sizes=[v,vT-v]\n",
    "plt.style.use('seaborn-poster')\n",
    "plt.pie(sizes,labels=('TossWinnerIsMatchWinner','TossWinnerIsNotMatchWinner')\n",
    "        ,startangle=90,shadow=True,explode=(0,0),autopct='%1.1f%%',colors=['green','yellow'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(6,6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r3H9DmjRpEp555plqy9etWweFQoHZs2dXWzdu3DiMHDkSANC3b1989tln9V5nFZVKhfDw\ncLzwwgsICAhAcHAwxowZgxMnThhsN3369Fq/T+rD9OnTa/zdsmbNGqP2df369Wr39fHxwdChQ7F5\n8+Za15aWloYxY8agpKSk1vf9u5ysbPxx8xa6ubTg9D5EJuj06dMoLCwUuwwiIqpBjX3iJk2aJJyo\nA8DMmTPRrl07TJo0SVjWokX9XjMmlUrRu3dvnD171mC5SqVCfHw8nJ2dER0djREjRgjrLl68iLKy\nMoSEhKBly5bYsWMHOnToUK911jeJRIJDhw6hX79+1dZFREQ80j63bNmCZs3qbtqR3r17QyqVIikp\nCX5+fsLymJgYODk5obCwEPHx8QgJCRHWxcfHo0WLFujQoQNGjRqFgQMH1lk9jyMoKAhHjx5FYWEh\nnJychOXR0dFwdnZGTEyMwfZarRZJSUl4/fXXG7pUFBUVYfz48bh58yZef/11+Pv7Q6PRYN++fXjr\nrbcwd+5cvPrqqw1e18O89957BjVNnz4dnTt3xttvvy0sa9myZa32OXPmTAQEBAAASktLkZCQgGXL\nlkEqleKNN94wej9RUVGIi4ur1WM/yMnfo+Bga4suzmytJTJFWq0Wx48fbxRfCBIR0YPVGGzbtm2L\ntm3bCretra3h4uJiEFoaQlBQEI4dO4aSkhLY2dkBqAxEarUa48ePx48//miwfUJCAqysrBAQEABL\nS8sGr7c++Pv748iRI5g3bx5ksr9afgoLCxEXFweFQiFidZWcnJzwxBNPVGuxjYmJQWhoKK5du4bo\n6GiDYJuQkCDcbtGiRb1/UWKsoKAg6PV6JCUlCV8mlJWVISkpCW+//TZWrVqF69evo1OnTgCAy5cv\no6SkxODYGsqCBQtw7do1bN++HU888YSwfMCAAbCxscGiRYvw1FNPoVWrVg1e24PUx++WDh06GNw/\nNDQUN27cwI4dO2oVbOtKbnY2su5moFfrdmytJTJhZ8+exZNPPgkXFxexSyEiogeos2tslUolFi9e\njKeeego9evTAyy+/XK1Fa9euXRg2bBh8fHzQr18/LF682KBb6sPWBwYGQqvVIjk5Wdg+Ojoa3bp1\nw9NPP43s7GxcvnxZWBcfHw9/f39YWVlV6/o7ffp0TJ06FVu2bEH//v3h4+ODMWPG4MaNG8L9R40a\nhSVLlmD58uUIDQ2Fn58fJk+ejOzsbINj+uWXXzB8+HB0794dgwYNwrZt24R1Go0GCoUC69evx9Ch\nQ+Hn5/fAltWanhsAGDJkCPLy8nDmzBmD5YcPH4anpye6dOlisLy4uBgLFixA//790b17d4SEhGD2\n7NkoLi4WjjEhIQFHjhyBQqFARkYGACAlJQXjx49HQEAAwsLCMGfOHBQVFRnse+/evRgyZAh8fHzw\n4osvGrSmBwYGVgu2sbGxCAwMRHBwsMH7ori4GFevXkVwcDAAw67OVc/f7t278f7778Pf3x/BwcFY\nvHgxNBoNgL+6aR8/fhzjx4+Hr68vnnzySaxfv97g8ZVKJebNm4fQ0FD06NEDr7/+Oi5duiSs37lz\nJ8LCwrB+/XoEBgZiwIABaN++PZydnQ2O5fTp09DpdHj99dfh6OhocCzx8fGwtraGv7+/sKy8vBwf\nf/wxevfujZ49e2L27NnVureGh4dj0KBB6N69O4YPH27wHjHm+LKysrB371688sorBqG2yuTJkzFq\n1CiUlZVVe9z+/fvD19cXr732Gm7evGmwPiIiAi+88AL8/PwwYMAAfPXVV8LzDlR2/x0/fjx69eqF\ngIAAvPXWW7hy5YrBPh72+agNpVKJhQsXCr9fXnnlFaNHK3VwcKh2HfnPP/+MF154Ab6+vvD19cXo\n0aORkJAAANi+fbvQPT8gIKDae6k2TkZFw87WBgon10feBxGJT6/Xc4RkIqJGrk6CrVarxfjx47Fn\nzx5MmDABq1atgru7O958803hD0FcXBzmzp2L559/Hps2bcJ//vMfbNu2TbiGrqb1CoWiWsioagX0\n9vau1jX03lbA+4mKisLevXvx0UcfYenSpbh+/To+/PBDg2127tyJixcvYtGiRZg7dy5iY2OxePFi\ng/UzZsxAcHAw1q1bh+eeew6fffYZwsPDDfazZs0ajBs3DgsXLkRgYGC1Wmo69ipt2rSBt7c3Dh06\nZLA8IiLivteCTpkyBceOHcMHH3yATZs24Y033sCePXuwbt06AMD8+fOhUCjQu3dv7NixAy4uLkhN\nTcXo0aNRWlqKpUuXYvbs2YiMjMQHH3wg7FepVGL16tV4//33sXLlSiiVSkyePBlarRZAZUtneno6\nMjMzAQBXrlxBdnY2wsLCEBISgosXLyIvLw8AkJiYCJ1O99DXasGCBXB3d8eaNWswcuRIbNmyBT//\n/LPBNrNmzYKfnx/WrVuH/v37Y/ny5YiOjgZQeY32xIkTERERgalTp+LLL7+EXC7Hq6++irS0NGEf\n+fn52L9/P1asWIFZs2bB2tq6WkiPjY1Fjx494OjoiKCgIOExgMr3XM+ePWFpaSks27VrF0pKSvDV\nV19h8uTJ2L17t8HrunLlSnz++ed47rnnsG7dOgQFBWHKlCk4ePCg0ccXExMDnU533y7qQGV33o8+\n+khoWa56Tfbu3Yu5c+di4cKFuHHjBmbMmCGs37Ztm/BlwurVqzFq1Chs3LgRH330EYDKz3xVl+GV\nK1dixYoVyMnJwYQJE6DT6QAY//moiUajwRtvvIF9+/Zh4sSJWLVqFVxcXPDmm2/i5MmTBtvqdDpo\nNBpoNBqUlJQgMjISv/32G0aPHi1ss2fPHsyZMweDBg3C+vXr8dlnnyE3Nxf//e9/odVqMXjwYLz5\n5psAgK1btz5y98O83Fxkpt/FE85usJSxtZbI1CUlJXGEZCKiRqxO5p04evQokpKSEB4eLgSUvn37\n4l//+hdWrFiBnTt3IiEhAfb29hg7diwsLS0RGBgICwsLWFlZAUCN6yUSCYKCgoSQkZ+fj5SUFMyc\nORMSiQTBwcGIjo7G2LFjcfv2beTk5Dw0LJWVlWHDhg1o3rzyureMjAwsXrwYxcXFcHBwqHxy5HKs\nXbtWCCopKSnYs2cPgMoT+5UrV2LEiBHCyX6fPn0AAKtXr8bIkSMhl1c+vU8++SReeukl4bGrWkyr\n1HTs9xoyZAi2b9+OOXPmQCKRoLCwELGxsZg+fTo2bNhgcHw6nQ6ffvopwsLCAFQGzvj4eJw+fRoA\n4OXlBTs7Ozg6OgrdN8PDw2FpaYmNGzcKXb4tLS2xYsUKodVWr9dj2bJl8PHxAVA5auTUqVNx8+ZN\neHl5oXfv3pDJZEhMTMQzzzyDmJgYtG7dGu3atUPz5s0hk8kQFxeHYcOGIT4+Hh07doSHh8cDX6te\nvXphzpw5AICQkBAcOXIEkZGRePnll4Vthg8fjnfffRdAZYtxREQEIiMjERYWhhMnTuDUqVP49ttv\nERQUJLxWw4YNwzfffIP58+cLr+m7774rvI5Vz9kXX3wBnU4HqVSK6OhoDBo0SKhl+fLl0Gg0kMvl\nSEhIwL///W+D2r28vLBs2TJIJBKEhIQgNjZWCGP5+fnYtGkTJkyYINTep08fKJVKLF++HIMHDzbq\n+Kq+QKhNN2OJRIJ169bBzc0NAHD37l0sW7YMZWVlsLCwwFdffYV//OMfmDt3rlCXnZ0dPv30U7z5\n5puwt7dHamoq/vvf/wrPV4sWLfDbb7+htLQUNjY2NX4+rK2tjar10KFDOHfuHP73v/8JXwz17dsX\nL7zwAr744gv88MMPwrb3XvtfpXfv3gbvldTUVIwZMwYTJ0402O6///0v0tLS0K5dO7Rp0wYA4OPj\nI3wOautk1O+wtbaGwpmttURNgUajwalTp9C/f3+xSyEiovuokxbb06dPw8nJySBISiQSPPvsszh3\n7hzKy8vRs2dPFBUV4fnnn8dXX32F5ORkvPTSS0JrSE3rAcMurnFxcbCyshK6fYaGhgrX3MbHx8PB\nwQHdu3d/YM1t2rQRQi0AIVjd+22st7e3Qeubh4eH0J3z+vXryMnJQb9+/YQWIo1Gg759+6K4uBjn\nz58X7lfToFXGHHuVwYMHIyMjQ+iSfeTIEbRp06ba9bU2NjbYsmULwsLCkJqaiqioKGzevBk3btyo\n1sX5XomJiQgKCjI4mR88eDAiIiLg6OgIALCwsDB4bqtCQFXwdXBwMLjOtqplHQDs7e3h4+MjtOTX\n1LIOoNo1ly1atKjWrdbX11f4WSaTwc3NTdjm5MmTsLOzQ8+ePYXXSSKRIDQ0tFrXsr+/VoGBgVAq\nlbh69Spyc3Nx5coV4VhCQ0NRUlKC5ORkpKWlISMjo9qx+Pn5QSKRCLdbt24tfLGRlJQElUp13/fQ\nrVu3kJ6ebtTxSaWVH+OqllJjeHp6CqG2qi6g8jW8du0aCgoKqvUCGDZsGIDKz7u7uzvatm2LDz/8\nEHPmzMHBgwfRtm1bTJs2Dfb29rX6fNTkzJkzcHFxMejtIJFIMHToUJw9e9bg/Tx79mzs2rULu3bt\nwrZt2/Dhhx/i8uXLGDdunNCj4J133sGsWbNQWFiIhIQE/PTTT9i3bx8APPSzURsFeXnIuHMHimZu\nnLeWqAk5ffo01Gq12GUQEdF91MkZV1FRkUFIrNK8eXPo9XqUlJQgKCgIX3/9NcLDw7Fu3Tp8/fXX\naNu2LT755BOEhYXVuB6obD2bP38+bt68iZiYGPTq1UsInqGhoSgtLcWFCxeQkJAgtBo+yN9bi6rC\nwb3X4t1vm6rwUFBQAKCyu+/9ZGVlCT/XNNiEMcdepWPHjujSpQsOHjwIX19fHDhw4L7dkIHKa28X\nLlyIO3fuoFmzZvDx8YGNjc1D560tKChAjx49HlqvtbW1QVir+vneYBUUFITExESo1WqcPn3aYNqb\nkJAQ7N+/H2q1GsnJyTWOIny/1+HvJxY2NjbVtrn3tSopKUG3bt1q3Pff38edO3eGi4sLkpKSYGtr\nC1tbWyFkdujQAS1btsSZM2fQokULODk5VXsMY95D97bm3ys7O1sYjflhx1cVStPT0x/4JUpGRobB\noFwPe/9XTWvh6mrY0tisWTPI5XIolUpIpVKEh4dj9erVOHToEHbt2gUbGxuMGjUKM2bMqNXnoyaF\nhYXVaqmqT6fTGXwZ1a5dO6EnAVDZ2u/g4IDZs2fjxIkTGDBgADIyMjBnzhxER0fD0tISXl5ewnNT\nV3M6n4yq3HcXXltL1KSUlpbi7NmzjWZaOiIi+kudBFsnJyfk5uZWW56TkwOJRCKcnA8cOBADBw5E\nUVERTpw4gbVr12Lq1KmIjo6GhYVFjes7d+6M5s2b49y5czh58qTBNESenp5o06YNEhMTER8fj1Gj\nRtXFoT1QVXflefPm3TcweXp61mp/Dzv2vxs8eDD27t2LCRMmIDo6GtOmTau2zfXr1zFlyhS8+OKL\nmDRpktAi/c477yA1NfWhx1V1/WuViooKnDx50mBQpJoEBwfj+++/R2JiIsrKyoTBoYDKLyHWrFmD\nmJgYqFSq+153XJfs7e3h5uaGtWvXVlt3b0C/H4lEgsDAQJw7dw5AZQtuVRdzoDKkJyQkwMPDA4GB\ngUJANEbVe2jt2rUGradVOnbsiJycnBr3ExwcDKlUiqioKKE1+V6ZmZkYMGAApkyZYjCVzoNUfV7/\n/th5eXnQaDRwdnYGUBmoFy1aJExz9OOPP2Lz5s3w8/MTRjuui8+Hs7PzfZ+HnJwcyGQyODo63vf3\nT5Wq3gy3b98GUBm2i4qKsHPnTnTt2hVyuRwHDx7EkSNHjK7pYYoKC3E3NRVerh6wlVvUyT6JqPGI\njY1Fz549a/z7QUREDatOuiL37NlTuNbzXvv370ePHj0gl8uxbNkyIYg6Ojpi+PDheOONN1BYWIjS\n0tIa11fp3bs3IiMjcfv27Won8aGhoTh9+jRu3rxZ71OueHl5wcnJCZmZmfDx8RH+FRQUYPXq1dVG\nvn0YY4+9yuDBg3H79m1s2LDhvt2QAeDChQtQq9V4++23hVCrVCqRmJho0Cr191Ztf39/nDp1yuBx\no6Ki8NZbbwmtcMbo2bMn1Go1duzYga5duxq0Wvv5+cHW1hY7d+6Et7e3wRyx9aFnz57Izc2Fg4OD\nwWu1b9/who/xAAAgAElEQVQ+/PrrrzXePzAwEBcvXkR8fPx933NXrlzB2bNna/2e8/X1hVwuR15e\nnkFd165dEwb4MoaLiwuee+45bN++HdeuXau2fsWKFZBIJEJX4pp06tQJzs7O1Ubw3r9/P4DKkYKT\nk5MREhKCS5cuQSaToWfPnpg/fz6kUinS09Pr9PMREBCAvLw8nDp1Slim1+uxf/9++Pr61vhlQtWX\nEu3atYNer8fZs2fxj3/8Az4+PsKXFFFRUcJ+geqfi9o49Xs0LKws0dmJ89YSNUV5eXkGszAQEVHj\nUCcttk899RS6d++OadOmYerUqfDw8MBPP/2ECxcu4JtvvgFQ2aq0YcMGfPzxxxg6dCgKCgqwYcMG\nBAYGwsnJqcb1VYKCgrBw4UI0b968WqALCQnBjBkz4Orqis6dO9fFoT2QhYUFJk2ahGXLlkGn0yE4\nOBipqalYvnw5vLy80Lp1a4OpUR6mpmP/e6BUKBRo3749Nm/eLIze+nfdunWDVCrF559/jldeeQV5\neXnYuHEjNBoNysvLhe0cHBxw/fp1xMXFwc/PD2PHjsWePXvw9ttvY9y4cSguLsbnn3+OoUOH1qqV\nzd7eHt26dcOBAweqdTW2sLBAr169cPz48QaZW3TgwIHo2rUr3nrrLUyePBkeHh6IiIjADz/8gAUL\nFtR4/+DgYCxcuBBarbZasK16z2VkZBi0ShvDzc0No0ePxsKFC1FQUIDu3bvj4sWLWLlyJYYMGQI7\nOzujWmwBYMaMGTh37hxGjx6NMWPGwN/fH8XFxfj5559x/PhxzJs3z+jXz8LCAhMnTsSiRYvg6OiI\nAQMGICUlBatXr8bw4cPRqVMnqFQq2Nra4oMPPsA777wDR0dH/Pzzz5DL5ejXr59Rnw9jDRo0CN7e\n3pgyZQqmTp0Kd3d37Ny5E5cuXcLGjRsNtr158yaaNWsGoLJr/KVLl7BixQp07twZffr0gUQiQbdu\n3bBz50507NgR9vb2iIiIEEYar/psVLWmHzhwAIGBgcJ15DVRVVTgbmoaXGzt0MLW3uhjJCLTkpiY\neN/p1YiISDx1Emzlcjk2bdqEZcuWYcWKFSgrK0PXrl2xYcMGYSTUPn36YOnSpdi4cSP27NkDa2tr\nDBgwQJhipKb1VYKCgqBWqxESElKtG1BISAg0Go0w8m19e+ONN2Bra4utW7di06ZNcHFxwbBhw+7b\nNfhhjD32ew0ZMgTffPPNA6+v7dSpExYtWoS1a9firbfeQps2bYS5Vz/44APk5OTA1dUV48ePx9Sp\nU/HWW29h27Zt6NGjB7777jssXboUU6ZMgYODA4YOHYqpU6fW6piAytcqOTn5vt1jQ0NDceLEiXpv\nWQcq35+bN2/G8uXLsWTJEpSUlKB9+/ZYsmQJRowYUeP9O3XqhGbNmkEikcDLy8tgnaurK7y8vFBQ\nUGAwnY6xZs+eDVdXV/zwww/IyMiAu7s7xo4di8mTJ9dqP66urti+fTu2bNmCX3/9FRs3boS1tTWe\neOIJg9HKjVX13t6yZQt27NghTN81YcIEAJUjZW/YsAFLly7Fxx9/jLKyMnh7e2P9+vXCdb519fmw\nsLDA5s2b8fnnn2PZsmUoLy+Ht7c3Nm/eXO24lixZIvwsk8nQvHlzDBo0CFOnToWFRWW34KVLl+LT\nTz/FzJkzYWVlhUGDBuGXX37BoEGDkJiYCF9fX/Tt2xfBwcH4+OOP8eqrr2LWrFlG1Xo+6Sz0eh28\nnB5+XT0RmbarV68azKJARETik+jrarQUIiIzptfrsfPb76DTaPDPDl05GrKZWR53BMp7esNQ0zdw\n4MBqAzwSEZF46uQaWyIic5d2+zaUxcVoY+/IUEtkBqqmtCMiosaBwZaIqA6cT0yClbUVOjmyGzKR\nOcjJyXnoLANERNSwGGyJiB5TRXk5sjIyYWdhCQ8bDhpFZC4SExPFLoGIiP7EYEtE9JgunE0GoEdb\neydIObclkdm4cOECVCqV2GUQEREYbImIHoter8eNq1dhYWmJNnb1OyczETUuKpUKV69eFbsMIiIC\ngy0R0WPJy8lBUX4BrGVyuFrbil0OETWwy5cvi10CERGBwZaI6LFcTD4HS2srtLZzZDdkIjN09epV\naLVascsgIjJ7DLZERI8h8+5dSKVStLFzFLsUIhJBeXk5bt26JXYZRERmj8GWiOgRFRcVoaigEHKJ\nFC04GjKR2bp06ZLYJRARmT0GWyKiR5Ry7hzklhZoZecAmZS/TonM1ZUrV6DX68Uug4jIrPFMjIjo\nEd35IxVyuZzdkInMXFFREe7evSt2GUREZo3BlojoEZSXlaEgLx9SSNDKlsGWyNxxdGQiInEx2BIR\nPYIrKSmQSCVwtbGFpUwmdjlEJDIOIEVEJC652AUQEZmiP27chKWlJdyt7cQuxShanQ4ffbsRNzPv\nQgIJ5r06DjKpDB99uwEA0N6jJT57/U1I77lWWK3R4MOt63EnNwcqjRoTh43A0349ceL8WXz1yy60\ncmmOlf95D1KpFJ9+H45xg59FG1c3sQ6RSFR3796FWq2GhYWF2KUQEZklttgSEdWSWq1Gbk4OAMDV\nRILtsbMJAIAfZn6CKSNewhe7f8TqvT9hwrDnsX3m/4NKo8bxc0kG9/nlZDSc7R3w/YyPsfH9mZi/\nfSsA4Pvjh7F5yiy4O7vgUtofuJT2B+xtbBhqyaxptVqkpaWJXQYRkdliiy0RUS2lp92BRlXZMuNq\nbSt2OUYZ6N8L/Xv4AwDu5ubA0dYOEgAFJUro9XqUlJdD/rcu1c/0DMKQnoEAAL1eD5ms8rtQO2sr\nlKtUqFCrYGNlhdV7f8Ino8c16PEQNUa3bt1Chw4dxC6DiMgsMdgSEdXS7RvXYWVjDWdLa5O6vlYu\nk2HWlnU4mHgaX739PprZO2DcysVY++tuONjYIkjR1WB7O2trAICyvAzvrfsSU55/CQAw6dl/YtGP\n30HRpi3+yMpEQKcu2Hc6Bimpt/HPkL7w79S5wY+NqDG4ffu22CUQEZktdkUmIqql/Jw8SKVSuJlI\nN+R7LR47AQfmL8fc/23Eu+u+xHcfzEXE/GUYEdIHi3duq7Z9el4uXl/+GZ4P7oPngsIAAJ1atsYX\n/3kXbz3zHHb9fhzDA8Pw+4Vz+HjUG1jz6/819CERNRp37tyBRqMRuwwiIrPEYEtEVAtarRaFhQUA\nADcb0+iGDAC7Y6Ow7rc9AAAbS0tIJFKUqypgb20DAHB3boai0hKD++QUFWLcysX44IWR+Fef/tX2\nuePEUfwztC8AQKfXQSKRoKyion4PhKgR02g0uHPnjthlEBGZJXZFJiKqhfy8PKjKK2BjZ2tSLbZD\nAgIxK/wb/PvzT6HRavHhK6/CxtIK7637ElYWFrCQyzH/tTcBADM2r8WU51/C5kO/oai0BGt+3Y01\nv+4GAGx4bwasLS2hLCvFqSsXsfI/7wEA3BydMWrJJxjdf5Box0jUGKSmpqJdu3Zil0FEZHYker1e\nL3YRRESm4kxMLC6eOwcHKxv8s0PXmu9AZmF53BEoy8vFLoMage7du+PFF18UuwwiIrPDrshERLWQ\nk5UFuVxuUt2QiajhZGZmil0CEZFZYrAlIjKSXq9Hfm4eAMDZ0lrkaoioMcrNzeUAUkREImCwJSIy\nUkmxEmWlZQAAR0srkashosZIp9MhOztb7DKIiMwOgy0RkZHupKZC8udvTQcLBlsiuj92RyYiangM\ntkRERsrKyIClVWWgZbAlogdhsCUiangMtkRERipRKiGRSGAnt4Bcyl+fRHR/DLZERA2PZ2ZEREYq\nLSkBwOtriejhcnNzxS6BiMjsMNgSERlBr9ejVKkEwG7IRPRwxcXF0Gq1YpdBRGRWGGyJiIxQVloK\ntVoNAHBksCWih9Dr9SgsLBS7DCIis8JgS0RkhPy8POi0OgCAA7siE1EN8vPzxS6BiMisMNgSERkh\n624GLKwsAbArMhHVjC22REQNi8GWiMgI+Xm5kMvlAAArmUzkaoiosSsuLha7BCIis8JgS0RkhFJl\n5YjIUkhgIWWwJaKHKyoqErsEIiKzwmBLRGSE8opyAGytJSLjsMWWiKhhMdgSERlBrVIBACxlcpEr\nISJTUFpaKnYJRERmhcGWiKgGer0ealXlVD9ssSUiY1RUVIhdAhGRWWGwJSKqgUathk5XOdWPlZQt\ntkRUMwZbIqKGxWBLRFSDivIK6KuCLVtsicgIDLZERA2LwZaIqAYVFRXQ6bQAAEsGWyIygkqlgl6v\nF7sMIiKzwWBLRFSDspISVJ2esisyERlL9eegc0REVP8YbImIaqBUFkMurwy0cil/bRKRcdgdmYio\n4fAMjYioBspiJWTsgkxEtcRgS0TUcBhsiYhqUFZaAimDLRHVEq+xJSJqOAy2REQ10Gn1kEgkYpdB\nRCaGvzeIiBoOgy0REdFj0unYMkfVMdgSETUcBlsiolrQgwGGDP1wMQGlKl5LSdUx2BIRNRwGWyKi\nGhicnDLX0j12X07G5ax0scugRorBloio4XBCRiIiokfw8/l4nMvJELsMasQYbImIGg5bbImIiGrp\nt5RkhlqqEYMtEVHDYbAlIqoF9kSmY9cu4nRmqthlkAmQSnmaRUTUUPgbl4ioJvc0umj0OvHqINHF\n3rqKE2k3xS6DTISVlZXYJRARmQ0GWyKiWqjQasQugUSSmHYbB29dEbsMMhFSqZTBloioATHYEhHV\nQCqVQq+v7ITMYGueLmTcwd5r58Uug0yItbW12CUQEZkVBlsiohrY2NpCq9UCACr+/J/Mx/WcLPx0\nKYnXV1Ot2NjYiF0CEZFZYbAlIqqBvYMDtJrKllq22JqXO4X52Hb+DEMt1RqDLRFRw2KwJSKqgYOj\nIzSaypbacrbYmo0sZRE2J8ZCz1hLj4DBloioYTHYEhHVwMbOFlJp5dDIbLE1D/llJVgf/zt0DLX0\niBhsiYgaFoMtEVENrKyshfkoNXodtDpO+dOUKSvKsfbUCWj1DLX06GxtbcUugYjIrDDYEhHVwMra\nClLJX78uK3TsjtxUlavVWHXyGNScr5gek5OTk9glEBGZFQZbIqIayGQyyC3kwu1ydkduktRaDb6K\nOwoVW+SpDjRr1kzsEoiIzAqDLRGRESwsLYWfleoKESuh+qDV6fBVzFGU8UsLqiMMtkREDYvBlojI\nCBYWFsLPhSoG26ZmdexRKLVqscugJoTBloioYTHYEhEZwcr6rxFOixhsm5Q1scdQwFZ4qkP29vYG\nX4YREVH9Y7AlIjKCnb0t9H+OklvEENRkbDp9AtkVpWKXQU0MW2uJiBoegy0RkRGau7lDra7sqlqk\nKhdCLpmu7xJikVZSLHYZ1AQx2BIRNTwGWyIiI7Ro3QpaTeXAQlq9HqUaXo9pynYln8b1ojyxy6Am\nysXFRewSiIjMDoMtEZERHJ2cIJP9NeUPuyObrn0Xk3AhL0vsMqgJa9GihdglEBGZHQZbIiIjWFpZ\nwdraWrjNAaRM0+ErFxCfdUfsMqiJa9mypdglEBGZHQZbIiIj2drbCT8XqspFrIQexe83riD67i2x\ny6Amzs7ODo6OjmKXQURkduQ1b0JERABgZ28PZXHlYEMFDLYm5UzqTRz546rYZTQ5Fy5cQFpaGvR6\nPbp06YKOHTsCAOLj4+Ho6IjOnTsbbK/X63Hy5EkUFRVBIpEgMDAQTk5OuHv3LpKTk2FnZ4c+ffpA\nIpHg9OnT6Nq1K+zt7cU4tEfWqlUrsUsgIjJLbLElIjKSk7OzMIBUXkUZtHqdyBWRMc6np+LX6xfF\nLqPJyczMRHZ2NgYPHoynn34aSqUS5eXlOHbsGO7cuX937/T0dGg0GgwePBjdu3dHcnIyAODq1at4\n6qmnYGNjg/z8fOTn58PCwsLkQi3A62uJiMTCYEtEZKQWrVtBpVIBAHR6PQoq2Grb2F3NzsTPl5PF\nLqNJSk9Ph7OzM06cOIHIyEi0bt0aGo0GPj4+aN++/X3vI5PJoFKpoNfroVarIZFIAAByuRxarRZa\nrRZyuRwXL16Et7d3Ax5N3WGLLRGROBhsiYiM5OruDplMJtzOKS8VsRqqSWp+LrZfOAPOOFw/Kioq\nkJeXhz59+iAwMBAxMTGws7ODq6vrA+/j5uYGnU6Hffv24dSpU1AoFACA7t27Iz4+Hvb29iguLoab\nmxtu376NU6dOITs7u6EOqU5w4CgiInEw2BIRGcnaxga2dn8NIJVTXiJiNfQwGUWFCD97kqG2HllZ\nWaFly5aQyWRwdHSETCZDRcXDRwtPSUmBq6srnnvuOQwdOhSxsbHQarVwcnJCnz590LVrV9y4cQPt\n27dHeno6evXqhfPnzzfQET0+e3t7ODk5iV0GEZFZYrAlIqoFp2bNhJ+zyhhsG6O80hJsTIyGjrG2\nXrm5uSE9PR16vR6lpaXQaDSwtLR86H3UajUsLCwAVAZjvV4Pvf6v1+n69evo0KEDAAjLtVptPR1B\n3asaPIuIiBoegy0RUS14tGwBtVoNACjTalDM+WwbleKKMqw9HQmtnqG2vrVu3RrNmjXDgQMHEBkZ\niV69ekEqvf9pRUxMDEpKSuDt7Y3c3FwcOnQIR44cga+vL+Tyygka1Go1MjMz0aZNG1haWsLGxgaH\nDh0yqbBYFcqJiKjhSfR6/vUnIjJWXk4O/m/7D7CxtQUABLq1hpdTc5GrIgAoU6uwMvYIVDqOVk3i\nmDJlCrsiExGJhC22RES14OziAitra+E2uyM3DiqNBl/FHmWoJdG4uLgw1BIRiYjBloioFqRSKZq5\n/NVCm1mmFLEaAgCtToevYo+iXGc612JS02NKXaaJiJoiBlsiolryaNkCGo0GQOV1tvkVZSJXZL50\nOh1WxR5FiVYtdilk5nh9LRGRuBhsiYhqqWOXztCoVMLtVGWhiNWYtzUnj6NQzQG8SFwSiYTBlohI\nZAy2RES11Kx5c1hZ2wi3U0sYbMWw4WQkctlaTo2Ap6cnbGxsat6QiIjqDYMtEVEtSSQSuHm4C/Ns\nFqoqUMRpfxrU1vho3OX1zdRIeHt7i10CEZHZY7AlInoEXl27oqL8rzDLVtuGsyPpFG4VF4hdBpGg\na9euYpdARGT2GGyJiB5Buw7tYWFhIdxO43W2DWLP+QRcKsgWuwwigaenJxwdHcUug4jI7DHYEhE9\nAplcjuZubkJ35NyKMpSoVTXcix7HgcvnkJSTLnYZRAbYDZmIqHFgsCUiekSdFF2gqvirO3JaSZGI\n1TRtkdcvIy79D7HLIKqGwZaIqHFgsCUiekQdO3tBKpMJt3mdbf049ccNHE+9JnYZRNW0adOG3ZCJ\niBoJBlsiokdkYWmJ5m6uwu3sshJ2R65jZ+/+gf03UsQug+i+unXrJnYJRET0JwZbIqLH0L5TJ6E7\nsh7AjeJ8cQtqQi5l3cWeK+fELoPovmQyGXr06CF2GdTIVI27QEQNj8GWiOgxdH7iCYPb1wpzoeOJ\nzWO7lZeDHy8mgs8kNVYKhQK2tra1us+sWbOgUCge+m/VqlX1VHElnU6HwMBAfPzxx9XWjRs3DgqF\nArt37zZYrtFo4OfnhxUrVuD27dtQKBQ4fPhwvdZprNrWU7W9QqFAZGTkfbfZtWsXFAoFnn/++VrV\ncvDgQXzyySdGb//FF1+gV69eD1x/+PBhKBQKJCUlGSzPzMyEQqGAr68vVCrDXkJ79+6FQqHAzZs3\na9y/2Ezx+OLi4jB58mT06dMHfn5+ePbZZ7Fu3TqUlpYK28TExEChUCAlRdzeRlV1POzfoEGDjN7f\n1KlTH7ovADhx4gQUCgWuXLli9H7DwsKwZMmSB67XaDRQKBT49ddfa9yX3OhHJSKiaqysreHq7oHC\ngnxIJBKUaTW4U1IET3snsUszWXeLCvC/5FMMtdSo+fv71/o+kyZNwsiRI4XbM2fORLt27TBp0iRh\nWYsWLeqkvgeRSqXo3bs3zp49a7BcpVIhPj4ezs7OiI6OxogRI4R1Fy9eRFlZGUJCQtCyZUvs2LED\nHTp0qNc665tEIsGhQ4fQr1+/ausiIiIeaZ9btmxBs2bNHrc0Qe/evSGVSpGUlAQ/Pz9heUxMDJyc\nnFBYWIj4+HiEhIQI6+Lj49GiRQt06NABo0aNwsCBA+usnrr2uMfX0NauXYsvv/wSgwYNwkcffQQn\nJyecO3cOGzZsQFRUFDZu3AgbG5sGr+tBevTogR07dgi39+3bh++//x7ff/+9sMzKyqpW++zYsSMW\nLVr0wPX+/v7YsWMH2rZtW/uC6wCDLRHRY/IJ8MOR3/bD+s8/aNeKchlsH1FOSTE2J8ZAx1hLjZiz\nszM6depU6/u1bdvW4ITP2toaLi4uBif1DSEoKAjHjh1DSUkJ7OzsAFQGBrVajfHjx+PHH3802D4h\nIQFWVlYICAiApaVlg9dbH/z9/XHkyBHMmzcPsnsGASwsLERcXJzQAiUmJycnPPHEE9VaNGNiYhAa\nGopr164hOjraIPglJCQIt1u0aFHvX5Q8jsc9voYUGxuLL7/8EhMnTsT7778vLA8JCUFAQAD+/e9/\n49tvv8Xbb7/d4LU9iL29vcFnNT4+HgAe6/NrY2Pz0Ps7ODiI+vuBXZGJiB5T2w4dYGdnL9xOL1Wi\nWF3xkHvQ/RSWleGbM1HQsis3NXI9e/aERCKpt/0rlUosXrwYTz31FHr06IGXX34ZMTExBtvs2rUL\nw4YNg4+PD/r164fFixcbdNt82PrAwEBotVokJycL20dHR6Nbt254+umnkZ2djcuXLwvr4uPj4e/v\nDysrq2pdf6dPn46pU6diy5Yt6N+/P3x8fDBmzBjcuHFDuP+oUaOwZMkSLF++HKGhofDz88PkyZOR\nnZ1tcEy//PILhg8fju7du2PQoEHYtm2bsK6qO+L69esxdOhQ+Pn5PbBltabnBgCGDBmCvLw8nDlz\nxmD54cOH4enpiS5duhgsLy4uxoIFC9C/f390794dISEhmD17NoqLi4VjTEhIwJEjR6BQKJCRkQEA\nSElJwfjx4xEQEICwsDDMmTMHRUWGU8Pt3bsXQ4YMgY+PD1588UWD1vTAwMBqwS82NhaBgYEIDg42\neF8UFxfj6tWrCA4OBmDY1bnq+du9ezfef/99+Pv7Izg4GIsXL4ZGowHwVzft48ePY/z48fD19cWT\nTz6J9evXGzy+UqnEvHnzEBoaih49euD111/HpUuXhPU7d+5EWFgY1q9fj8DAQAwYMABKpfK+r9/j\nHJ8xzx8AJCcn47XXXoOvry9CQkKwYMEClJeXC+uNeX9u2rQJrq6umDhxIv6uV69eePfdd9GmTRuD\n5RcuXMDIkSPh4+ODgQMH4qeffjJYn5qaivfee08Ix5MnT8Yff/w1rZ1Go8GSJUvQr18/+Pj44Nln\nn632pdOtW7cwYcIE+Pv7o1evXpg5cyby8x9trI/ffvsNL7zwAvz8/DBgwACsXr0aWq22Vvu4X1fk\nyMhIvPDCC8Ln8euvv4ZOp3vgPq5du4axY8fCz88PgwcPRnR0tNGPz2BLRPSYJBIJ2nt5QaNWC8uu\nFeaJWJHpKVVV4OtTx6FhqKVGTiaTPVI3ZGNptVqMHz8ee/bswYQJE7Bq1Sq4u7vjzTffRGxsLIDK\n6/zmzp2L559/Hps2bcJ//vMfbNu2DWvWrDFqvUKhgLOzs0GgqGol8/b2hrOzs0GgqKmVLCoqCnv3\n7sVHH32EpUuX4vr16/jwww8Nttm5cycuXryIRYsWYe7cuYiNjcXixYsN1s+YMQPBwcFYt24dnnvu\nOXz22WcIDw832M+aNWswbtw4LFy4EIGBgdVqqenYq7Rp0wbe3t44dOiQwfKIiAg888wz1fY7ZcoU\nHDt2DB988AE2bdqEN954A3v27MG6desAAPPnz4dCoUDv3r2xY8cOuLi4IDU1FaNHj0ZpaSmWLl2K\n2bNnIzIyEh988IGwX6VSidWrV+P999/HypUroVQqMXnyZCFQBAUFIT09HZmZmQCAK1euIDs7G2Fh\nYQgJCcHFixeRl1f59yYxMRE6ne6hr9WCBQvg7u6ONWvWYOTIkdiyZQt+/vlng21mzZoFPz8/rFu3\nDv3798fy5cuFcKHT6TBx4kRERERg6tSp+PLLLyGXy/Hqq68iLS1N2Ed+fj7279+PFStWYNasWbC2\ntr7v6/e4x1fT83f58mW89tprsLS0xJdffolp06Zh3759mDZtmsExP+z9qdVqERcXh5CQEFhaWt73\neX3nnXfw7LPPGixbuHAhhg0bhm+++QZeXl6YM2cOrl69CgC4e/cu/vWvfyEtLQ3z5s3DZ599htu3\nb2P06NHIyckBUNn1+eeff8a0adOwceNGhISECLUBQFZWFkaNGoWsrCx8/vnn+OSTT3DmzBm8+eab\nUN9zPmKMrVu3Ytq0aQgICMDq1avxyiuv4JtvvrnvtfgajabavweJjIzEhAkT0KlTJ3z99dcYM2YM\nvvnmGyxduvS+2xcUFOC1115DcXExli9fjvHjx2PWrFlGHwe7IhMR1QHfXgFIOf/XCL43ivLQo7kH\nZBJ+f1iTCo0aX8Udg1r/4G9wiRoLb29voftufTh69CiSkpIQHh4unMD37dsX//rXv7BixQrs3LkT\nCQkJsLe3x9ixY2FpaYnAwEBYWFgI18vVtF4ikSAoKEgItvn5+UhJScHMmTMhkUgQHByM6OhojB07\nFrdv30ZOTs5Dw1JZWRk2bNiA5s2bAwAyMjKwePFiFBcXw8HBAQAgl8uxdu1aIRikpKRgz549ACqD\nw8qVKzFixAh89NFHAIA+ffoAAFavXo2RI0dCLq88ZX3yySfx0ksvCY9d1WJapaZjv9eQIUOwfft2\nzJkzBxKJBIWFhYiNjcX06dOxYcMGg+PT6XT49NNPERYWBqAycMbHx+P06dMAAC8vL9jZ2cHR0VHo\nihkeHg5LS0ts3LhReM9YWlpixYoVQqutXq/HsmXL4OPjAwCoqKjA1KlTcfPmTXh5eaF3796QyWRI\nTCnPuF8AAB8XSURBVEzEM888g5iYGLRu3Rrt2rVD8+bNIZPJEBcXh2HDhiE+Ph4dO3aEh4fHA1+r\nXr16Yc6cOQAqu9EeOXIEkZGRePnll4Vthg8fjnfffRdAZYtxREQEIiMjERYWhhMnTuDUqVP49ttv\nERQUJLxWVQFu/vz5wmv67rvvCq9jVfj5++v3uMdX0/P39ddfw8PDA+vWrYOFhQUAwNPTE2PGjEFC\nQgICAgIAPPz9mZubC7VajVatWj3web2fyZMn4/XXXwdQ+WVSaGgoTp06hc6dO2Pz5s3QaDTYvHkz\nnJ2d/397dx4dZXn/ffwzayY7S0jABAQB2dcAIYFq4AkISCs96pFWsIBQVHpUPIKnf7TneFrrUdBy\nFAo+KNJWrVt/daktSIuAyiIiNWzqj6WsgZDEEDKT2ef5I88MGSaEAEnuTHi/zskhzEzu+d4zWeYz\n13V9r8hjMWHCBL366qtatGiRdu3apSFDhkSamOXl5SkpKSlS46uvvqpAIBB1jEGDBmnSpElat26d\nfvjDHzaqTp/Pp+XLl+vHP/5x1M9fYmKinn76ac2dOzeypnnfvn31bnP24YcfxsxykGpnDeTl5WnJ\nkiWSan+XpaSk6Mknn9Ts2bNjvlffeecdVVdXa9WqVcrIqN1OMSkpSY8//nijzoVXXADQBByJierc\npXNkqwdPMKDj1VWX+Sr4gwG9sG2jPMErm+4EGKWgoKBZj79z506lp6dHBUmTyaTbb79de/bskdvt\nVm5urqqqqnTHHXfohRdeUHFxse6+++7IC+DLXS9FT3Hdvn27EhISIiPRBQUFkTW3u3btUmpqqgYO\nHHjJmnNyciKhVlLkxWrdTrH9+/ePGu3KyspSTU2NJOnQoUMqKyvTrbfeGjUKdMstt+j8+fPau3dv\n5Osu1zSoMeceNnHiRJ0+fToyJfvf//63cnJyYtbXJiYm6tVXX9WYMWN0/Phxffrpp1qzZo0OHz4c\nM8W5rt27dysvLy/qjZCJEydq3bp1SktLkyTZbLaoxzY8nTUcfFNTU6PWoYZH1qXaNZSDBg2KjOA1\nZv3pxesfO3fuHHkewoYMGRL53GKxqFOnTpHb7NixQ8nJycrNzY08TyaTSQUFBZE6wup7ri6+7FrP\n73KP344dOzR27FiZTKZIvbm5uUpKSoqqt6Hvz/Aa7CvdyqnuzI6OHTvK4XBE3oj58ssvlZ+fHwmk\nkpSRkaG8vLzImyUjRozQ5s2bdd999+lPf/qTjh8/rscee0y5ubmRcxs+fLhSUlIi55adna0ePXrE\nPBcN+fbbb1VVVRUzU+H2229XKBSKmq7fs2dPvfvuuzEfN954Y8xxq6qqdODAARUWFkb9XP/gBz+Q\n3++PnGddX331lQYMGBAJtVLtz0xjEWwBoIkMHjFCnjrrdr6tLDOwmtYvGAzqha0b5QpcehoT0Jr0\n6tWr2ZvxVFVVRYXEsI4dOyoUCsnpdCovL08rVqxQx44dtWrVKt19991Ra9Eud334NpWVlTpy5Ii2\nbt2qESNGRF7YFxQUyOVyad++ffrqq68io2qXEp5mGmY21768rBsE6rtNeJ1dZWWlpNrpvgMGDIh8\n3HPPPZJqp1yGdejQocHHrzHnHnbTTTfp5ptv1scffyxJWr9+fb3TkKXatbfjx49XUVGRFi1apG3b\ntikxMbHBsFNZWXnZeh0OR9R67fDnddcghkfXfT6fdu7cGfXmSn5+vnbu3Cmfz6fi4uLLBtuGnoew\nizv7XvxcOZ3OqOdpwIABevPNN2PWTNf3fVzf43Et59fQ4xcKhXTu3Dm9/vrrUbUOHDhQLpcrqt6G\nHpf27dsrMTFRp06diqk9LDyqW1dDj2NDP+fV1dWSpAcffFBPPPGEysvL9dRTT6moqEgzZszQ8ePH\nJdU+F5988knMc3Ho0KGY56Ih4TcBLq6nQ4cOMplMkXqk2sdp0KBBMR/1zYgI/1w//fTTUfUVFhZK\nUr01VlVVRYV9qbZzc/iNoMthKjIANJEu2dlKSU2T31/7x63c41KJ67y6JKUaXFnrtGL7Jzrvv/Ro\nB9DahKdVNqf09HSVl5fHXF5WViaTyaT09NqO60VFRSoqKlJVVZW2bNmilStXauHChfr8889ls9ku\ne33v3r3VsWNH7dmzRzt27Ijahqhr167KycnR7t27tWvXLv3kJz9p1nMOT1d+8skn653m2LVr1ys6\nXkPnfrGJEyfqww8/1AMPPKDPP/88Zu2lVDui/Oijj+rOO+/UQw89FBmR/sUvfhEJGZc6r/D60DCP\nx6MdO3Zc0Trt0aNH64033tDu3btVU1MT1TypoKBAf/jDH7R161Z5vd561x03pZSUFHXq1EkrV66M\nue5qG6o11/mZTCalpKRo8uTJUVOtwy73pkOY2WzW6NGjtX37dvl8vsiU5roWL16sEydOaP369Y06\nZkM/5+FgZ7FYNGfOHM2ZM0cnT57Uhg0btHz5cj311FNatWqVUlNTNW7cOC1YsCDmOCkpKTGXNVSL\npJh6ysvLFQqFYoJmY4VrePjhh3XLLbfEXF/fm4Tt2rWLCbx+vz8qXDeEEVsAaCImk0k9+9wsX52p\naXsqzhhYUev10o5NqvC6L39DoJXo1q1bvdPtmlpubm5krWdd//znPzV48GBZrVYtXbo0EkTT0tI0\ndepUzZo1S+fOnZPL5brs9WEjR47U5s2bdfTo0Zgp1gUFBdq5c6eOHDnS7Nur9OrVS+np6Tpz5kzU\nKFBlZaWWL18up9PZ6GM19tzDJk6cqKNHj2r16tX1TkOWatcV+nw+zZ8/PxJqq6urtXv37qgR24tH\ntYcNG6Yvvvgi6n4//fRTzZs3LzKa1Ri5ubny+Xx666231K9fv6hANnToUCUlJemdd95R//79IyGl\nueTm5qq8vFypqalRz9Xf//53ffTRR1d9zOY6v9zcXB05ciSq1s6dO2vZsmU6ePBgo4/zs5/9TGfP\nntVLL70Uc93WrVu1devWRq9pDde1bds2nTt3LnJZeXl5ZHqxJN1777165plnJEnZ2dmaNWuWxo0b\nFxk5zs3N1eHDh9WnT5/IufXu3VsrVqyI6TTdkN69eys1NTWmy/g//vEPSYrUc6U6dOigHj166MSJ\nE1GPv8Vi0bJly+odsc3Ly9P+/ft18uTJyGWffvppg12U62LEFgCa0ODhw3SgzhYaZW5GbS/26s7P\ndLqm8S9UgdagJUZrJWn8+PEaOHCgHnvsMS1cuFBZWVn661//qn379kVeVI8ePVqrV6/Wr3/9a02e\nPFmVlZVavXq1Ro0apfT09MteH5aXl6ff/e536tixY0ygy8/P1+LFi5WRkaHevXs36znbbDY99NBD\nWrp0qYLBoEaPHq3jx4/rueeeU69evZSdnd1g59W6LnfuFwfKPn36qHv37lqzZo3mzp1b7zEHDBgg\ns9msJUuW6J577lFFRYVefvll+f3+qG1jUlNTdejQIW3fvl1Dhw7V7Nmz9f7772v+/PmaM2eOzp8/\nryVLlmjy5MlXNAqdkpKiAQMGaP369ZFmRHUfuxEjRmjTpk2aNWtWo495tYqKitSvXz/NmzdPCxYs\nUFZWltatW6c333xTv/3tb6/qmM15fgsWLNBPf/pTLVy4UNOmTZPH49GKFStUWlqqfv36Nfo4+fn5\nmjVrll588UUdPHhQU6dOVWJionbu3Km1a9dqxIgR+vnPf97o482aNUvvvfeeZs+erQceeEChUEgr\nVqxQQkKCZs6cKal2je2aNWvUqVMnDRgwQAcPHtSGDRsi36dz5szRBx98oPnz52vGjBmyWCx65ZVX\ntGfPHj366KONrsVut+vBBx/UkiVLlJKSosLCQu3bt0/Lly/XHXfccU1v6D3yyCN67LHHlJycrHHj\nxqmsrEzLli2Tw+FQr169Ym5/1113ae3atZo/f74eeeQRVVdX6/e//32kedzlEGwBoAnZ7Hb17tdP\n3+zbF5mutKfiDMH2//vL7u065jx3+RsCrUhWVlazh7swq9WqV155RUuXLtXzzz+vmpoa9evXT6tX\nr46E67Fjx+rZZ5/Vyy+/rPfff18Oh0Pjxo3T4sWLG3V9WF5ennw+n/Lz82Omkebn58vv90c63za3\nWbNmKSkpSX/84x/1yiuvqEOHDpoyZUq9U4Mb0thzr+u2227TSy+9dMn1tT179tTTTz+tlStXat68\necrJydF9992ntLQ0LVq0SGVlZcrIyND999+vhQsXat68eXr99dc1ePBgvfbaa3r22Wf16KOPKjU1\nVZMnT9bChQuv6Jyk2uequLi43uZlBQUF2rJlS7OPrEu1359r1qzRc889p2eeeUZOp1Pdu3fXM888\no2nTpl31cZvr/AYPHqy1a9dq2bJlevjhh+VwODR8+HA9//zzyszMvKJj/fKXv9SgQYP01ltv6Ve/\n+pVqamrUtWtXLViwILKlUGPl5OTojTfe0LPPPqsnnnhCFotFo0eP1osvvhiZFRDuTP3aa6+ptLQ0\nsu1XeC/d8DGWLl2qxx9/XGazWQMHDtTatWvVt2/fKzq3+++/P/Lz95e//EWZmZmaP3++5s+ff0XH\nudjkyZNlsVi0atUqvfnmm0pLS9PYsWP1+OOP1/t4JSUl6c9//rN+85vfaPHixWrXrp0WLVrU6DdN\nTKErbfEFAGiQz+vVW2v/KHOdaWnjb+ihztd5uP2fPbu0p/y00WUAV+zOO+9ssCswAMB4rLEFgCYW\nHrWt2yHxel9r+48DxYRaxKXMzMx6GxoBAFoXgi0ANINho0ZGtryQpLNul067zhtYkXE+OXhAO89c\nunMo0JpNmDDhqru9AgBaDsEWAJqBPSFBvfv2ue5Hbbf996C2nDhsdBnAVenZs2e9DU4AAK0PwRYA\nmsnwvLyYUdsTzioDK2pZu08c1cf//dboMoCrYjKZNGHCBKPLAAA0EsEWAJpJfaO2u86elL+R+7HF\nswOnT+nDg3uNLgO4akOGDIl0JwUAtH4EWwBoRsPz8mQ2XfhV6/T7dKAydlPytuRweane+Wa3aLmP\neGW1WjVu3DijywAAXAGCLQA0I3tCggYNHyavxxu5bN/3par2eQysqvmcPPe9Xt/zJaEWcS0/P19p\naWlGlwEAuAIEWwBoZoNzhys5JVnhbcODoZB2nS0xuKqmV1pdpTW7tylIrEUcS0tL09ixY40uAwBw\nhQi2ANDMzGazxowfJ6/nwijtSVeVTrahRlLnapz6v7s+I9Qi7k2dOlV2u93oMgAAV4hgCwAt4Iac\nHN3QtasCgUDksl1lpxRoA42kqj1urfhiiwIhQi3iW//+/dW7d2+jywAAXAWCLQC0kFuK/o9CwQvh\nr9rnjftGUm6fTy/u+ES+UPwHdFzf7Ha7pkyZYnQZAICrRLAFgBaSmJSkgcOGxjSSOh+njaR8Ab9e\n2L5R3jYw6gxMmjRJycnJRpcBALhKBFsAaEFDRuQqKTkp0kgqEApp25njCsbZNN5gMKgXtm5UTcBv\ndCnANevWrZuGDRtmdBkAgGtAsAWAFmSxWDRmXKG87gujtGVul/Z9X2pgVVdu+baNqg74jC4DuGZm\ns1k/+tGPjC4DAHCNCLYA0MKyu3VT1x7d5fdfGO3cW3FGZW6XcUVdgZXbPtH3cTp9GrjYpEmT1LFj\nR6PLAABcI4ItABjg1glFstlskSnJIUnbzhyTLxho+AsN9soXW1TqiY8ADlzOTTfdpJEjRxpdBgCg\nCRBsAcAANrtdhbdNjNrb9rzPq6/KSgysqmGvfbVNJ1znjS4DaBIJCQm66667jC4DANBECLYAYJAu\n2dnqO3CgfN4La1UPVVXoePU5A6uq37vFO3WoqsLoMoAmM336dCUmJhpdBgCgiRBsAcBAo8aOUXJK\nSmRKsiR9UXpCNf7W05jp7/v/o30V8dXcCmhIXl6eunfvbnQZAIAmRLAFAANZLBYVTZ0iv+9CIylP\nMKDtpa1jC6B/fbdPu0pPGl0G0GQyMjI0ceJEo8sAADQxgi0AGKxd+/YaPjpPnjpbAJW4qvV1+WkD\nq5I+O/ydPj/1X0NrAJqS1WrVjBkzZDbz8gcA2hp+swNAKzBw6BBlds5SIHChK/KByrM6UvW9IfV8\nefyI/n3sfw25b6C53HvvvUpPTze6DABAMyDYAkArYDKZVHT7FJnN5qj1tjtKT6jM7WzRWvaWHNdH\nh/a36H0CzW3cuHGsqwWANoxgCwCtRILDoUk/+qH8vguNo4IKaUvJUbn83hap4X/PntH/fFvcIvcF\ntJSbbrpJt9xyi9FlAACaEcEWAFqRjpmZKigcJ4/bHbnMHfBrS8lR+YPBZr3v49+X6y/7vpTxLauA\nppOenq57773X6DIAAM2MYAsArUzvfn3Uf/BgeT0XmklVeGq0o/REs93n6apzWvv1DkIt2hSbzab5\n8+fTLAoArgP8pgeAVmjU2DHqnJ0dNS35aHWl9lacafL7qnA59fLuzxUk1qINMZlMmj17thITE40u\nBQDQAgi2ANAKhZtJJSUnK1hnCnJxxRkdOd90nZLPe2q0cudmBVrBnrlAU7rnnnvUpUsXo8sAALQQ\ngi0AtFJWq1WTpt2hUDAU1Sl5+5njOlZdec3Hr/F5tXzHJvkJtWhjJkyYoD59+hhdBgCgBRFsAaAV\nS0lNVdHUKfJ5L0xJDkn6/PQxnXRWXfVxvX6/Xti2Ud5mbkgFtLQRI0aooKDA6DIAAC2MYAsArVyX\n7Gz9oGh8VDOpkKRPTx/Vadf5Kz5eIBjUC9s2yh0MNGGVgPH69++v22+/3egyAAAGINgCQBzoefPN\nyr/1VnnqhNtgKKTNJf9VaY2z0ccJBoN6cdtGOQO+y98YiCM9evTQ3XffbXQZAACDEGwBIE70GdBf\no8YURIXbQCikTaeOqNztatQxVu7YpHM+z+VvCMSRG264QTNnzjS6DACAgQi2ABBHBgwZouEjR8nr\n8UYu84eC+uTUEX3vqWnwa1fv2Kyyy9wGiDedO3fW3LlzZTKZjC4FAGAggi0AxJkhI3M1aPhQ+eqE\nW28woI2nDl8y3P5x1+c6VVPdUiUCLSIzM5NQCwCQRLAFgLiUO3q0+g4aGDVy6wkE9K+Th2LW3L79\n9Rf67/lr3x4IaE06d+6sefPmyWKxGF0KAKAVINgCQJwaNXaMevXtE9Ut2RcM6pNThyNbAb2/b7cO\nfH/WqBKBZpGTk6O5c+fKarUaXQoAoJUwhUKhkNFFAACuTigU0rbNW/Tdvv2yOxIil3s9HlmcHh12\nnTOwOqDp9ejRQzNmzJDZzHvzAIAL+KsAAHHMZDKpoPBWDcodHhm59fv9+mrPXpWEvHI4HAZXCDQN\nk8mkfv36aebMmYRaAEAMRmwBoI3Y//Uebd+yRcUH9qvLjd2UlJQkSXK73XK5GrcdENAamUwmDRs2\nTFOnTqVRFACgXixOAYA2ov+QQfL4PDrxfbkSExMjlzscDpnNZjmdTvFeJuKN2WxWfn6+ioqKjC4F\nANCKMWILAG3MsWPH9O6778pqtUaNbgUCAVVXVysQCBhYHdB4VqtVU6ZM0bBhw4wuBQDQyhFsAaAN\nqqio0Ouvv65AIBC1HUooFJLT6ZTX623gqwHjORwOTZ8+XTfeeKPRpQAA4gDBFgDaqJqaGr311lsq\nKytTQkJCzHU1NTUGVQZcmtlsVlpammbOnKkOHToYXQ4AIE4QbAGgDQsGg1q/fr327t0b0yHZ5/Op\nurqadbdoNSwWi7p27arp06fHvBkDAEBDCLYAcB0oLi7Wxx9/LLvdHrPu1ul0yu/3G1gdINlsNg0d\nOlSTJk1iOx8AwBUj2ALAdeLMmTN6++235ff7ZbVeaIofCoXkdruZmgxDmM1mORwOTZo0SYMGDTK6\nHABAnCLYAsB1xOPx6O2339bp06djpib7/X5VV1crGAwaVB2uN1arVRkZGZo+fbrS09ONLgcAEMcI\ntgBwnQmFQtq8ebN27typhISEqKnJoVBILpdLHo/HwArR1plMJtntdg0ePFi33XZbVOduAACuBsEW\nAK5TJSUl+tvf/ia32y2bzRZ1ndfrldPppLEUmpzdbpfdbteUKVPUr18/o8sBALQRBFsAuI75fD6t\nX79e+/fvV2JiYtR1wWBQNTU1jN6iSZjNZtlsNmVlZemuu+5Samqq0SUBANoQgi0AQAcPHtRHH32k\nYDAY1VhKql1763Q6FQgEDKoO8c5ut8tms2nMmDEaPXp01PR3AACaAsEWACBJcrvdeu+993Ts2LGY\n0dtQKCSPx6OamhqmJ6PRLBaLrFarbrjhBk2bNk1paWlGlwQAaKMItgCAKN98843+9a9/yev1xqy9\nDQaDcrlc8nq9BlWHeGAymeRwOGSxWFRYWKjhw4czSgsAaFYEWwBADJ/Pp40bN+rrr7+Ww+GICSU+\nn08ul4vpyYgR3kYqJydH06ZNU3JyssEVAQCuBwRbAMAllZeX64MPPlBZWVnMvrdSbfdkl8vF3reQ\n3W6X2WxWamqqxo8fr759+xpdEgDgOkKwBQA0KBQK6T//+Y+2bNkiv98vu90ecz3rb69fNptNNptN\nFotFI0eOVEFBAfvSAgBaHMEWANAoXq9XmzZt0p49e2SxWGLCSygUktvtltvtJuBeB2w2mxwOh/x+\nv26++WbddtttMU3HAABoKQRbAMAVcTqd2rBhg7777jslJCTIbDZHXU/AbdvCgdbn8ykrK0tTpkxR\nZmam0WUBAK5zBFsAwFWprKzUunXrdPToUSUmJsY0mAqFQvJ6vXK73TSZagPCgdbr9SozM1OFhYXq\n0aMH3Y4BAK0CwRYAcE1KSkq0YcMGlZSUXDLg+nw+ud1u+f1+g6rE1TCZTEpISJDdbo8JtAAAtCYE\nWwBAkzh9+rQ2bdqkY8eOyW6319tAyO/3y+12sw9uK2exWCKB1u12KysrS4WFherevbvRpQEAUC+C\nLQCgSZ07d06bNm3SoUOHJNVOYb1YuJOyx+NhmnIrYrfbI+umPR6PunTposLCQnXr1s3o0gAAaBDB\nFgDQLNxutz777DPt379fHo+n3n1wpdpRXI/HI6/XS7MpA1itVtntdtntdvl8PlmtVvXs2VNjx45V\n+/btjS4PAIBGIdgCAJqVz+dTcXGxiouLVVpaqoSEhHqnKYebTfl8PqYqNzOLxRIJs2azWTU1NWrX\nrp2GDBmi4cOHx+xVDABAa0ewBQC0mIqKCm3dulWHDx9WTU1Nvc2mpAsNp8JBlz9V185sNkfCrNVq\nlcfjkclkUpcuXVRQUKAbb7yRDscAgLhFsAUAtLhAIKBvvvlGu3bt0unTpyMjiPUJhULy+/3yer1M\nV75CNpst8mGxWOTz+eT3+5WZmam+fftq6NChl5wiDgBAPCHYAgAMVV1drd27d+vQoUM6e/ZsZIuZ\nSwkEAvL5fJEPXGA2m6PCrMlkUiAQkMfjUfv27dWrVy+NGjVKKSkpRpcKAECTItgCAFoNl8ul4uJi\nfffddzp79qyCwWCDI4qhUCgSdP1+v/x+/3U1omuxWGS1WmW1WmWz2WQ2myXVNu4KhUJq3769srOz\nlZeXp44dOxpcLQAAzYdgCwBolTwej/bv368DBw7o7NmzqqmpkcPhqLfxVF2BQECBQEB+vz/yb1v4\nU2c2m6OCrNVqjayJDQaDkccnKytLvXr1Uv/+/ZWcnGxw1QAAtAyCLQCg1QsGgzpz5oz27t2rU6dO\nqby8XF6vt1FBN/z14aAbDAYVDAYjn7c2Fosl6iMcaOs2dgoHWYvFonbt2qlz584aMmSIsrOzG/V4\nAADQ1hBsAQBxx+/3q6SkRPv371dpaakqKyvlcrkkSQ6HIzIl93JCoVBU0A3/PxQKxXx+LX8uTSZT\n5MNsNstsNkd9Xvey+joThxtnJSYmqn379urUqZP69Omjrl27sjUPAAAi2AIA2oBQKCSn06mTJ0/q\n8OHDqqioUGVlpZxOpwKBgOx2e6SZ0rXcR90/mRf/+Qz/v26IDf+/scf3+/3yeDyyWCxKTExUWlqa\nUlNTlZ2drV69eql9+/aNDu0AAFxPCLYAgDbL5XLpzJkzKikpUXl5uZxOp5xOp6qrq+XxeBQIBKLW\nrTbnPq7hvXnD+/JarVZZLBY5HA6lpKQoLS1NmZmZ6tq1qzIyMpSYmNhstQAA0NYQbAEA1yW3261z\n587p7Nmzqqqq0vnz5+V2uyPTfut+hKckh/+VYkdsw0E1/K/NZot8npCQEJlGnJGRoXbt2ik5OVmJ\niYnNGqYBALheEGwBALgKddfnNvdoLwAAaBjBFgAAAAAQ1+hAAQAAAACIawRbAAAAAEBcI9gCAAAA\nAOIawRYAAAAAENcItgAAAACAuEawBQAAAADENYItAAAAACCuEWwBAAAAAHGNYAsAAAAAiGsEWwAA\nAABAXCPYAgAAAADiGsEWAAAAABDXCLYAAAAAgLhGsAUAAAAAxDWCLQAAAAAgrhFsAQAAAABxjWAL\nAAAAAIhrBFsAAAAAQFwj2AIAAAAA4hrBFgAAAAAQ1wi2AAAAAIC4RrAFAAAAAMQ1gi0AAAAAIK4R\nbAEAAAAAcY1gCwAAAACIawRbAAAAAEBcI9gCAAAAAOIawRYAAAAAENcItgAAAACAuEawBQAAAADE\nNYItAAAAACCuEWwBAAAAAHGNYAsAAAAAiGsEWwAAAABAXCPYAgAAAADi2v8DkqrmNBzJsBQAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167ca9ccba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v=dfToss[dfToss['Situation']=='TossWinnerIsMatchWinnerWhenChoseToBat'].Stats.max()\n",
    "vT=dfToss[dfToss['Situation']=='TossWinnerIsMatchWinnerrWhenChoseToField'].Stats.max()\n",
    "sizes=[v,vT]\n",
    "#sizes\n",
    "#plt.pie(sizes,explode=(0.1,0),labels=('TossWinnerIsMatchWinnerWhenChoseToBat','TossWinnerIsMatchWinnerrWhenChoseToField')\n",
    "#        ,colors=['lightgreen','yellow'],autopct='%1.1f%%',shadow=True,startangle=120)\n",
    "\n",
    "plt.style.use('seaborn-poster')\n",
    "plt.pie(sizes,labels=('TossWinnerIsMatchWinnerWhenChoseToBat','TossWinnerIsMatchWinnerrWhenChoseToField')\n",
    "        ,startangle=90,shadow=True,explode=(0,0),autopct='%1.1f%%',colors=['pink','grey'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(6,6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Run Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Team', 'TotalRunsAsWinningTeam', 'TotalBoundariesAsWinningTeam',\n",
       "       'TotalSixesAsWinningTeam', 'TotalExtraRunScoredAsWinningTeam',\n",
       "       'TotalRunsAsLosingTeam', 'TotalBoundariesAsLosingTeam',\n",
       "       'TotalSixesAsLosingTeam', 'TotalExtraRunScoredAsLosingTeam'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryRunStats=(\"SELECT A.WinningTeam AS Team,A.TotalRunsAsWinningTeam,A.TotalBoundariesAsWinningTeam,\"\n",
    "\"A.TotalSixesAsWinningTeam,A.TotalExtraRunScoredAsWinningTeam,B.TotalRunsAsLosingTeam,B.TotalBoundariesAsLosingTeam,\"\n",
    "\"B.TotalSixesAsLosingTeam,B.TotalExtraRunScoredAsLosingTeam FROM (SELECT SUM(D.Total_Runs) AS TotalRunsAsWinningTeam,\"\n",
    "\"M.WinningTeam,SUM(CASE WHEN batsman_runs IN (4,5) THEN 1 ELSE 0 END) TotalBoundariesAsWinningTeam,\"\n",
    "\"SUM(CASE WHEN batsman_runs IN (6) THEN 1 ELSE 0 END) TotalSixesAsWinningTeam,\"\n",
    "\"SUM(extra_runs) AS TotalExtraRunScoredAsWinningTeam FROM deliveries D INNER JOIN (\"\n",
    "\"SELECT Id As MatchID,Winner AS WinningTeam, CASE WHEN winner=team1 THEN team2 ELSE team1 END AS LosingTeam FROM matches) M \"\n",
    "\"ON D.match_id=M.MatchID AND M.WinningTeam=D.batting_team GROUP BY M.WinningTeam)A INNER JOIN \"\n",
    "\"(SELECT SUM(D.Total_Runs) AS TotalRunsAsLosingTeam,M.LosingTeam,SUM(CASE WHEN batsman_runs IN (4,5) THEN 1 ELSE 0 END\"\n",
    "\") TotalBoundariesAsLosingTeam,SUM(CASE WHEN batsman_runs IN (6) THEN 1 ELSE 0 END) TotalSixesAsLosingTeam,\"\n",
    "\"SUM(extra_runs) AS TotalExtraRunScoredAsLosingTeam FROM deliveries D INNER JOIN  (\"\n",
    "\"SELECT Id As MatchID,Winner AS WinningTeam, CASE WHEN winner=team1 THEN team2 ELSE team1 END AS LosingTeam FROM matches\"\n",
    "\") M ON D.match_id=M.MatchID AND M.LosingTeam=D.batting_team GROUP BY M.LosingTeam) B ON A.WinningTeam=\"\n",
    "\"B.LosingTeam ORDER BY A.WinningTeam\")\n",
    "dfRunStats=pd.io.sql.read_sql(SqlQyeryRunStats,connection)\n",
    "dfRunStats.head()\n",
    "dfRunStats.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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k/pyZmXnPcR6EzoiLiIjIE8HHp1zumUiTycShQ/vx8vLGysoqN9hOnhzBmDFh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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167d272ed30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "ax = dfRunStats[['Team','TotalRunsAsWinningTeam','TotalRunsAsLosingTeam'\n",
    "                 ,'TotalExtraRunScoredAsWinningTeam','TotalExtraRunScoredAsLosingTeam']].plot(kind='bar'\n",
    ", title =\"Team Run Stats\", figsize=(12, 9), legend=True, fontsize=12)\n",
    "ax.set_xlabel(\"Team\", fontsize=12)\n",
    "ax.set_xticklabels(dfRunStats['Team'], rotation='vertical')\n",
    "ax.set_ylabel(\"Runs\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uOfDwKMnhw4d45ZU6nDp1AheXwuke7/7bQdLW7u7uzrlzYSQmJmJnZ8fJk8cp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HTmd+zYMcNpfnBwsOxP84nkSgq7TlhsP4Dp06ejuLgYgwYNMnre2tqKWbNmYd++fYKSERH17/PP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\nWGwTEREREZkJi20iIiIiIjP5D6qhzS7ulzpYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167cbc94dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "ax = dfRunStats[['Team','TotalBoundariesAsWinningTeam','TotalBoundariesAsLosingTeam'\n",
    "                 ,'TotalSixesAsWinningTeam','TotalSixesAsLosingTeam']].plot(kind='bar'\n",
    ", title =\"Team Boundaries and Sixes Stats\", figsize=(12, 9), legend=True, fontsize=12)\n",
    "ax.set_xlabel(\"Teams\", fontsize=12)\n",
    "ax.set_xticklabels\n",
    "ax.set_xticklabels(dfRunStats['Team'], rotation='vertical')\n",
    "ax.set_ylabel(\"Runs\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Venue Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['IPLTournamentWinner', 'WonAtHome', 'TotalPlayedAtHome', 'season'], dtype='object')"
      ]
     },
     "execution_count": 360,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryVenueStats=(\"SELECT X.IPLTournamentWinner,WonAtHome=SUM(CASE WHEN M.winner=X.IPLTournamentWinner THEN 1 ELSE 0 END)\"\n",
    "\",TotalPlayedAtHome=SUM(CASE WHEN (M.team1=X.IPLTournamentWinner OR M.team2 = X.IPLTournamentWinner) AND \"\n",
    "\"M.city=X.City THEN 1 ELSE 0 END),M.season FROM matches M INNER JOIN (SELECT CASE WHEN m.Winner ='Rajasthan Royals' \"\n",
    "\"THEN 'Jaipur' WHEN m.Winner ='Mumbai Indians' THEN 'Mumbai' WHEN m.Winner ='Chennai Super Kings' THEN 'Chennai' \"\n",
    "\"WHEN m.Winner ='Kolkata Knight Riders' THEN 'Kolkata' ELSE m.winner END AS City, m.Winner AS IPLTournamentWinner,\"\n",
    "\"m.Season FROM matches m INNER JOIN (SELECT MAX(Id) AS FinalMatchId, Season FROM matches GROUP BY Season) A ON \"\n",
    "\"m.Id=A.FinalMatchId) X ON M.city=X.City AND (X.IPLTournamentWinner=M.team1 OR X.IPLTournamentWinner=M.team2) AND \"\n",
    "\"M.season=X.season GROUP BY M.season,X.IPLTournamentWinner ORDER BY M.season,X.IPLTournamentWinner ASC\")\n",
    "dfVenueStats=pd.io.sql.read_sql(SqlQyeryVenueStats,connection)\n",
    "dfVenueStats.head()\n",
    "dfVenueStats.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EGgAAAACGRaABAAAAYFi8WBO1Up8vWDI6d3dn1q8WWL/aYf1qjrWrHdavdli/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\nAAAYFoUGAAAAgGFRaAAAAAAY1v8DfoyEwpdxu2gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167caa36588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "dfVenueStats['LostAtHome']=dfVenueStats['TotalPlayedAtHome']-dfVenueStats['WonAtHome']\n",
    "ax=dfVenueStats[['WonAtHome','LostAtHome']].plot(kind='barh', stacked=True, title=\"Impact of Venue on Teams\"\n",
    "                                                 , figsize=(12, 9), legend=True, fontsize=12)\n",
    "ax.set_ylabel('IPLTournamentWinner', fontsize=12)\n",
    "ax.set_xticklabels\n",
    "ax.set_yticklabels(dfVenueStats['IPLTournamentWinner'], rotation='horizontal')\n",
    "ax.set_xlabel(\"No Of Matches\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run Rate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 477,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Chennai Super Kings', 'Chennai Super Kings While Chasing',\n",
       "       'Delhi Daredevils', 'Delhi Daredevils While Chasing', 'Hyderabad',\n",
       "       'Hyderabad While Chasing', 'Kings XI Punjab',\n",
       "       'Kings XI Punjab While Chasing', 'Kolkata Knight Riders',\n",
       "       'Kolkata Knight Riders While Chasing', 'Mumbai Indians',\n",
       "       'Mumbai Indians While Chasing', 'Rajasthan Royals',\n",
       "       'Rajasthan Royals While Chasing', 'Royal Challengers Bangalore',\n",
       "       'Royal Challengers Bangalore While Chasing'], dtype=object)"
      ]
     },
     "execution_count": 477,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryRunRateBatting=(\n",
    "\"SELECT * FROM (\"\n",
    "\"SELECT d.batting_team,SUM(total_runs) AS Score,\"\n",
    "\"RunRatePerBall=CAST(SUM(CAST(total_runs AS FLOAT))/((MAX(CAST([over] AS FLOAT))-1)*6+CAST(MAX(ball) AS FLOAT)) AS FLOAT)\"\n",
    "\",COUNT(Player_Dismissed) As Wicket FROM deliveries d \"\n",
    "\"INNER JOIN matches m ON d.match_id=m.id \"\n",
    "\"WHERE m.season=2008 \"\n",
    "\" AND d.batting_team IN ( \"\n",
    "\" SELECT DISTINCT team1 AS [Team] FROM matches WHERE Season=2008 \"\n",
    "\" UNION \"\n",
    "\" SELECT DISTINCT team2 AS [Team] FROM matches WHERE Season=2008) \"\n",
    "\" AND d.inning=1 \"\n",
    "\" GROUP BY d.match_id,d.batting_team,d.inning\"\n",
    "\" UNION ALL \"\n",
    "\"SELECT d.batting_team+' While Chasing' AS batting_team ,SUM(total_runs) AS Score,\"\n",
    "\"RunRatePerBall=CAST(SUM(CAST(total_runs AS FLOAT))/((MAX(CAST([over] AS FLOAT))-1)*6+CAST(MAX(ball) AS FLOAT)) AS FLOAT)\"\n",
    "\",COUNT(Player_Dismissed) As Wicket FROM deliveries d \"\n",
    "\"INNER JOIN matches m ON d.match_id=m.id \"\n",
    "\"WHERE m.season=2008 \"\n",
    "\" AND d.batting_team IN ( \"\n",
    "\" SELECT DISTINCT team1 AS [Team] FROM matches WHERE Season=2008 \"\n",
    "\" UNION \"\n",
    "\" SELECT DISTINCT team2 AS [Team] FROM matches WHERE Season=2008) \"\n",
    "\" AND d.inning=2 \"\n",
    "\" GROUP BY d.match_id,d.batting_team,d.inning\"\n",
    "\") A ORDER BY batting_team \"\n",
    ")\n",
    "dfRunRateBatting=pd.io.sql.read_sql(SqlQyeryRunRateBatting,connection)\n",
    "dfRunRateBatting['batting_team'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 479,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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44osc65w9exZ/f3/q16+Ps7Mz3t7eBAUFcf/+/RcU5bMJCAigXbt2Wcrv3LlD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ffiAgIIDWrVuX2mfevHk0aNCAM2fOMHz4cB5++OHzHiMiIoLnn38egM2bNxMQEMD//ve/S4r3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\nIiIiIiIBEwVEREREREREJPj/xHPeeVsNbyEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167d64160b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datatoplot=dfRunRateBatting[['batting_team','RunRatePerBall']]\n",
    "datatoplot = datatoplot.pivot(columns=datatoplot.columns[0], index=datatoplot.index)\n",
    "datatoplot.columns = datatoplot.columns.droplevel()\n",
    "plt.style.use('seaborn-poster')    \n",
    "plt.subplots(figsize=(12,12))\n",
    "ax=sns.stripplot(data=datatoplot,edgecolor='black',orient=\"h\").set_title('RunRate Per Ball For teams-Season 2008')\n",
    "ax=sns.boxplot(data=datatoplot,orient=\"h\").set_title('RunRate Per Ball For teams-Season 2008')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bowler Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 498,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Bowler', 'TotalRunIncurred', 'Wickets', 'NoOfOversBowled', 'Economy'], dtype='object')"
      ]
     },
     "execution_count": 498,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryBowlerStats=(\"SELECT TOP 20 Bowler,TotalRunGiven AS TotalRunIncurred,Wickets,NoOfOversBowled,\"\n",
    "\"Economy = CAST(TotalRunGiven AS FLOAT)/CAST(NoOfOversBowled AS FLOAT) FROM (\"\n",
    "\"SELECT SUM(total_runs) AS TotalRunGiven,d.bowler AS Bowler,COUNT(d.player_dismissed) AS Wickets\"\n",
    "\",COUNT( DISTINCT d.match_id*10+d.[Over]) AS NoOfOversBowled  FROM deliveries d\"\n",
    "\" INNER JOIN matches m \"\n",
    "\" ON d.match_id=m.id AND m.season=2008 \" \n",
    "\"GROUP BY d.bowler) A ORDER BY  A.Wickets DESC\")\n",
    "dfBowlerAnalysis=pd.io.sql.read_sql(SqlQyeryBowlerStats,connection)\n",
    "dfBowlerAnalysis.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 527,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x167d6716a58>"
      ]
     },
     "execution_count": 527,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZkoMHDzJnzhzCw8M5efIkCQkJlCtXLt8bkp05c4aTJ0+yevVqtU2v15ORkcH1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Zd3330XyF2B4rPPPuPs2bOMHDmS6dOn4+vry+LFi4ulr8VJoS/pKuVSkpCQVtohFAtn59y/KpOT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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167d66efc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-poster') \n",
    "ax = sns.lmplot(data=dfBowlerAnalysis, x='NoOfOversBowled', y='Wickets', hue='Bowler', \n",
    "                   fit_reg=False, legend=True, legend_out=True,size=8)\n",
    "ax = plt.gca()\n",
    "ax.set_title(\"Top 20 Bowlers for season 2008\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x167d39b46a0>"
      ]
     },
     "execution_count": 569,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kuExj/fr6+tK7d2+Lyp1R/b799tusXr2ahIQEtRGybt06Vq9ezfvvv59hHN6L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\n/w86m4yHHAt9UgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167d6ace048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-poster') \n",
    "ax = sns.lmplot(data=dfBowlerAnalysis, x='Economy', y='Wickets', hue='Bowler', \n",
    "                   fit_reg=False, legend=True, legend_out=True,size=8)\n",
    "ax = plt.gca()\n",
    "ax.set_title(\"Top 20 Bowlers for season 2008 Economy (i.e. Runs incurred Per Over) Vs Wickets\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Best Defenders in IPL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Defender', 'SuccessfullyDefended', 'BattedFirstCount', 'DefenceIndex'], dtype='object')"
      ]
     },
     "execution_count": 573,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryDefenderStats=(\"SELECT Defender,SUM(SuccessfullyDefended) AS SuccessfullyDefended\"\n",
    "\",SUM(BattedFirstCount) AS BattedFirstCount\"\n",
    "\",DefenceIndex=(CAST (SUM(SuccessfullyDefended) AS FLOAT))/(CAST (SUM(BattedFirstCount) AS FLOAT)) \"\n",
    "\" FROM (\"\n",
    "\"SELECT Defender=CASE \"\n",
    "\" WHEN toss_decision='bat' THEN toss_winner \"\n",
    "\" WHEN toss_decision='field' THEN CASE WHEN toss_winner=team1 THEN team2 ELSE team1 END END,winner AS Winner, CASE WHEN (CASE  \"\n",
    "\" WHEN toss_decision='bat' THEN toss_winner \"\n",
    "\" WHEN toss_decision='field' THEN CASE WHEN toss_winner=team1 THEN team2 ELSE team1 END END)=winner THEN 1 \"\n",
    "\" ELSE 0 END AS SuccessfullyDefended,1 AS BattedFirstCount \"\n",
    "\" FROM matches ) A  \"\n",
    "\" GROUP BY A.Defender \"\n",
    "\" ORDER BY (CAST (SUM(SuccessfullyDefended) AS FLOAT))/(CAST (SUM(BattedFirstCount) AS FLOAT)) DESC\")\n",
    "dfDefenderAnalysis=pd.io.sql.read_sql(SqlQyeryDefenderStats,connection)\n",
    "dfDefenderAnalysis.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Defender</th>\n",
       "      <th>SuccessfullyDefended</th>\n",
       "      <th>BattedFirstCount</th>\n",
       "      <th>DefenceIndex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>45</td>\n",
       "      <td>77</td>\n",
       "      <td>0.584416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>47</td>\n",
       "      <td>82</td>\n",
       "      <td>0.573171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>25</td>\n",
       "      <td>54</td>\n",
       "      <td>0.462963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>41</td>\n",
       "      <td>89</td>\n",
       "      <td>0.460674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>30</td>\n",
       "      <td>70</td>\n",
       "      <td>0.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>29</td>\n",
       "      <td>68</td>\n",
       "      <td>0.426471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>32</td>\n",
       "      <td>77</td>\n",
       "      <td>0.415584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>21</td>\n",
       "      <td>63</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Pune</td>\n",
       "      <td>11</td>\n",
       "      <td>35</td>\n",
       "      <td>0.314286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kochi Tuskers Kerala</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Defender  SuccessfullyDefended  BattedFirstCount  \\\n",
       "0           Chennai Super Kings                    45                77   \n",
       "1                Mumbai Indians                    47                82   \n",
       "2              Rajasthan Royals                    25                54   \n",
       "3                     Hyderabad                    41                89   \n",
       "4   Royal Challengers Bangalore                    30                70   \n",
       "5         Kolkata Knight Riders                    29                68   \n",
       "6               Kings XI Punjab                    32                77   \n",
       "7              Delhi Daredevils                    21                63   \n",
       "8                          Pune                    11                35   \n",
       "9          Kochi Tuskers Kerala                     2                 7   \n",
       "10                Gujarat Lions                     1                14   \n",
       "\n",
       "    DefenceIndex  \n",
       "0       0.584416  \n",
       "1       0.573171  \n",
       "2       0.462963  \n",
       "3       0.460674  \n",
       "4       0.428571  \n",
       "5       0.426471  \n",
       "6       0.415584  \n",
       "7       0.333333  \n",
       "8       0.314286  \n",
       "9       0.285714  \n",
       "10      0.071429  "
      ]
     },
     "execution_count": 574,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfDefenderAnalysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Best Chasers in IPL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Chaser', 'SuccessfullyChased', 'BattedSecondCount', 'ChaseIndex'], dtype='object')"
      ]
     },
     "execution_count": 575,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryChaserStats=(\"SELECT Chaser,SUM(SuccessfullyChased) AS SuccessfullyChased \"\n",
    "\" ,SUM(BattedSecondCount) AS BattedSecondCount\"\n",
    "\" ,ChaseIndex=(CAST (SUM(SuccessfullyChased) AS FLOAT))/(CAST (SUM(BattedSecondCount) AS FLOAT))  FROM ( \"\n",
    "\" SELECT Chaser=CASE  \"\n",
    "\" WHEN toss_decision='field' THEN toss_winner \"\n",
    "\" WHEN toss_decision='bat' THEN CASE WHEN toss_winner=team1 THEN team2 ELSE team1 END END,winner AS Winner, CASE WHEN (CASE  \"\n",
    "\" WHEN toss_decision='field' THEN toss_winner \"\n",
    "\" WHEN toss_decision='bat' THEN CASE WHEN toss_winner=team1 THEN team2 ELSE team1 END END)=winner THEN 1 \"\n",
    "\" ELSE 0 END AS SuccessfullyChased,1 AS BattedSecondCount \"\n",
    "\" FROM matches ) A \"\n",
    "\" GROUP BY A.Chaser \"\n",
    "\" ORDER BY (CAST (SUM(SuccessfullyChased) AS FLOAT))/(CAST (SUM(BattedSecondCount) AS FLOAT)) DESC\")\n",
    "dfChaserAnalysis=pd.io.sql.read_sql(SqlQyeryChaserStats,connection)\n",
    "dfChaserAnalysis.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 576,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Chaser</th>\n",
       "      <th>SuccessfullyChased</th>\n",
       "      <th>BattedSecondCount</th>\n",
       "      <th>ChaseIndex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Chennai Super Kings</td>\n",
       "      <td>34</td>\n",
       "      <td>54</td>\n",
       "      <td>0.629630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>48</td>\n",
       "      <td>80</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>38</td>\n",
       "      <td>64</td>\n",
       "      <td>0.593750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Kochi Tuskers Kerala</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>38</td>\n",
       "      <td>71</td>\n",
       "      <td>0.535211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>43</td>\n",
       "      <td>82</td>\n",
       "      <td>0.524390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>41</td>\n",
       "      <td>84</td>\n",
       "      <td>0.488095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>30</td>\n",
       "      <td>62</td>\n",
       "      <td>0.483871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pune</td>\n",
       "      <td>16</td>\n",
       "      <td>41</td>\n",
       "      <td>0.390244</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Chaser  SuccessfullyChased  BattedSecondCount  \\\n",
       "0                 Gujarat Lions                  12                 16   \n",
       "1           Chennai Super Kings                  34                 54   \n",
       "2         Kolkata Knight Riders                  48                 80   \n",
       "3                Mumbai Indians                  45                 75   \n",
       "4              Rajasthan Royals                  38                 64   \n",
       "5          Kochi Tuskers Kerala                   4                  7   \n",
       "6               Kings XI Punjab                  38                 71   \n",
       "7   Royal Challengers Bangalore                  43                 82   \n",
       "8              Delhi Daredevils                  41                 84   \n",
       "9                     Hyderabad                  30                 62   \n",
       "10                         Pune                  16                 41   \n",
       "\n",
       "    ChaseIndex  \n",
       "0     0.750000  \n",
       "1     0.629630  \n",
       "2     0.600000  \n",
       "3     0.600000  \n",
       "4     0.593750  \n",
       "5     0.571429  \n",
       "6     0.535211  \n",
       "7     0.524390  \n",
       "8     0.488095  \n",
       "9     0.483871  \n",
       "10    0.390244  "
      ]
     },
     "execution_count": 576,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfChaserAnalysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The idea is to predict the match winner as we go along and feed it back to data into the training dataset (retraining and optimizing the model) and as we go along predicting each match winners will ultimately result in also predicting the tournamnet winners. with this approach we will be able to predict the winner based on the data right from 1st over of the match until the over. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 604,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Team1', 'Team2', 'Venue', 'Toss_Winner', 'Toss_Decision', 'Innings',\n",
       "       'OverBallSequence', 'TotalRuns', 'TotalWicket', 'TotalExtraRunsScored',\n",
       "       'TotalSixes', 'TotalFours', 'TotalBoundaries',\n",
       "       'NoOfDistinctBowlersUntilNow', 'FaceOffInCurrentSeason',\n",
       "       'FaceOffInAllSeason', 'RunRate',\n",
       "       'TotalMatchesPlayedByBattingTeamAllSeason',\n",
       "       'TotalMatchesWonByBattingTeamAllSeason',\n",
       "       'TotalMatchesPlayedByBattingTeamCurrentSeason',\n",
       "       'TotalMatchesWonByBattingTeamCurrentSeason', 'MatchWinner'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 604,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SqlQyeryTraining=(\"SELECT * FROM IPLTrainingData (NOLOCK) WHERE MatchWinner IS NOT NULL ORDER BY Id \")\n",
    "dfIPLTrain=pd.io.sql.read_sql(SqlQyeryTraining,connection)\n",
    "dfIPLTrain=dfIPLTrain.drop(['Id'],axis=1)\n",
    "dfIPLTrain.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 605,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150139 entries, 0 to 150138\n",
      "Data columns (total 22 columns):\n",
      "Team1                                           150139 non-null object\n",
      "Team2                                           150139 non-null object\n",
      "Venue                                           150139 non-null object\n",
      "Toss_Winner                                     150139 non-null object\n",
      "Toss_Decision                                   150139 non-null object\n",
      "Innings                                         150139 non-null int64\n",
      "OverBallSequence                                150139 non-null int64\n",
      "TotalRuns                                       150139 non-null int64\n",
      "TotalWicket                                     150139 non-null int64\n",
      "TotalExtraRunsScored                            150139 non-null int64\n",
      "TotalSixes                                      150139 non-null int64\n",
      "TotalFours                                      150139 non-null int64\n",
      "TotalBoundaries                                 150139 non-null int64\n",
      "NoOfDistinctBowlersUntilNow                     150139 non-null int64\n",
      "FaceOffInCurrentSeason                          150139 non-null int64\n",
      "FaceOffInAllSeason                              150139 non-null int64\n",
      "RunRate                                         150139 non-null float64\n",
      "TotalMatchesPlayedByBattingTeamAllSeason        150139 non-null int64\n",
      "TotalMatchesWonByBattingTeamAllSeason           150139 non-null int64\n",
      "TotalMatchesPlayedByBattingTeamCurrentSeason    150139 non-null int64\n",
      "TotalMatchesWonByBattingTeamCurrentSeason       150139 non-null int64\n",
      "MatchWinner                                     150139 non-null object\n",
      "dtypes: float64(1), int64(15), object(6)\n",
      "memory usage: 25.2+ MB\n"
     ]
    }
   ],
   "source": [
    "dfIPLTrain.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 628,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X=dfIPLTrain[['Team1', 'Team2', 'Venue', 'Toss_Winner', 'Toss_Decision', 'Innings',\n",
    "       'OverBallSequence', 'TotalRuns', 'TotalWicket', 'TotalExtraRunsScored',\n",
    "       'TotalSixes', 'TotalFours', 'TotalBoundaries',\n",
    "       'NoOfDistinctBowlersUntilNow', 'FaceOffInCurrentSeason',\n",
    "       'FaceOffInAllSeason', 'RunRate',\n",
    "       'TotalMatchesPlayedByBattingTeamAllSeason',\n",
    "       'TotalMatchesWonByBattingTeamAllSeason',\n",
    "       'TotalMatchesPlayedByBattingTeamCurrentSeason',\n",
    "       'TotalMatchesWonByBattingTeamCurrentSeason']]\n",
    "Col_To_Transform=['Team1', 'Team2', 'Venue', 'Toss_Winner', 'Toss_Decision']\n",
    "X_With_Dummies=pd.get_dummies(columns=Col_To_Transform,data=X)\n",
    "Y=dfIPLTrain[['MatchWinner']]\n",
    "Y=pd.get_dummies(Y,prefix=['MatchWinner'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 632,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150139 entries, 0 to 150138\n",
      "Data columns (total 86 columns):\n",
      "Innings                                                                    150139 non-null int64\n",
      "OverBallSequence                                                           150139 non-null int64\n",
      "TotalRuns                                                                  150139 non-null int64\n",
      "TotalWicket                                                                150139 non-null int64\n",
      "TotalExtraRunsScored                                                       150139 non-null int64\n",
      "TotalSixes                                                                 150139 non-null int64\n",
      "TotalFours                                                                 150139 non-null int64\n",
      "TotalBoundaries                                                            150139 non-null int64\n",
      "NoOfDistinctBowlersUntilNow                                                150139 non-null int64\n",
      "FaceOffInCurrentSeason                                                     150139 non-null int64\n",
      "FaceOffInAllSeason                                                         150139 non-null int64\n",
      "RunRate                                                                    150139 non-null float64\n",
      "TotalMatchesPlayedByBattingTeamAllSeason                                   150139 non-null int64\n",
      "TotalMatchesWonByBattingTeamAllSeason                                      150139 non-null int64\n",
      "TotalMatchesPlayedByBattingTeamCurrentSeason                               150139 non-null int64\n",
      "TotalMatchesWonByBattingTeamCurrentSeason                                  150139 non-null int64\n",
      "Team1_Chennai Super Kings                                                  150139 non-null uint8\n",
      "Team1_Delhi Daredevils                                                     150139 non-null uint8\n",
      "Team1_Gujarat Lions                                                        150139 non-null uint8\n",
      "Team1_Hyderabad                                                            150139 non-null uint8\n",
      "Team1_Kings XI Punjab                                                      150139 non-null uint8\n",
      "Team1_Kochi Tuskers Kerala                                                 150139 non-null uint8\n",
      "Team1_Kolkata Knight Riders                                                150139 non-null uint8\n",
      "Team1_Mumbai Indians                                                       150139 non-null uint8\n",
      "Team1_Pune                                                                 150139 non-null uint8\n",
      "Team1_Rajasthan Royals                                                     150139 non-null uint8\n",
      "Team1_Royal Challengers Bangalore                                          150139 non-null uint8\n",
      "Team2_Chennai Super Kings                                                  150139 non-null uint8\n",
      "Team2_Delhi Daredevils                                                     150139 non-null uint8\n",
      "Team2_Gujarat Lions                                                        150139 non-null uint8\n",
      "Team2_Hyderabad                                                            150139 non-null uint8\n",
      "Team2_Kings XI Punjab                                                      150139 non-null uint8\n",
      "Team2_Kochi Tuskers Kerala                                                 150139 non-null uint8\n",
      "Team2_Kolkata Knight Riders                                                150139 non-null uint8\n",
      "Team2_Mumbai Indians                                                       150139 non-null uint8\n",
      "Team2_Pune                                                                 150139 non-null uint8\n",
      "Team2_Rajasthan Royals                                                     150139 non-null uint8\n",
      "Team2_Royal Challengers Bangalore                                          150139 non-null uint8\n",
      "Venue_Abu Dhabi Sheikh Zayed Stadium                                       150139 non-null uint8\n",
      "Venue_Ahmedabad Sardar Patel Stadium, Motera                               150139 non-null uint8\n",
      "Venue_Bangalore M Chinnaswamy Stadium                                      150139 non-null uint8\n",
      "Venue_Bloemfontein OUTsurance Oval                                         150139 non-null uint8\n",
      "Venue_Cape Town Newlands                                                   150139 non-null uint8\n",
      "Venue_Centurion SuperSport Park                                            150139 non-null uint8\n",
      "Venue_Chandigarh Punjab Cricket Association IS Bindra Stadium, Mohali      150139 non-null uint8\n",
      "Venue_Chandigarh Punjab Cricket Association Stadium, Mohali                150139 non-null uint8\n",
      "Venue_Chennai MA Chidambaram Stadium, Chepauk                              150139 non-null uint8\n",
      "Venue_Cuttack Barabati Stadium                                             150139 non-null uint8\n",
      "Venue_Delhi Feroz Shah Kotla                                               150139 non-null uint8\n",
      "Venue_Dharamsala Himachal Pradesh Cricket Association Stadium              150139 non-null uint8\n",
      "Venue_Dubai International Cricket Stadium                                  150139 non-null uint8\n",
      "Venue_Durban Kingsmead                                                     150139 non-null uint8\n",
      "Venue_East London Buffalo Park                                             150139 non-null uint8\n",
      "Venue_Hyderabad Rajiv Gandhi International Stadium, Uppal                  150139 non-null uint8\n",
      "Venue_Indore Holkar Cricket Stadium                                        150139 non-null uint8\n",
      "Venue_Jaipur Sawai Mansingh Stadium                                        150139 non-null uint8\n",
      "Venue_Johannesburg New Wanderers Stadium                                   150139 non-null uint8\n",
      "Venue_Kanpur Green Park                                                    150139 non-null uint8\n",
      "Venue_Kimberley De Beers Diamond Oval                                      150139 non-null uint8\n",
      "Venue_Kochi Nehru Stadium                                                  150139 non-null uint8\n",
      "Venue_Kolkata Eden Gardens                                                 150139 non-null uint8\n",
      "Venue_Mumbai Brabourne Stadium                                             150139 non-null uint8\n",
      "Venue_Mumbai Dr DY Patil Sports Academy                                    150139 non-null uint8\n",
      "Venue_Mumbai Wankhede Stadium                                              150139 non-null uint8\n",
      "Venue_Nagpur Vidarbha Cricket Association Stadium, Jamtha                  150139 non-null uint8\n",
      "Venue_Port Elizabeth St George's Park                                      150139 non-null uint8\n",
      "Venue_Pune Maharashtra Cricket Association Stadium                         150139 non-null uint8\n",
      "Venue_Pune Subrata Roy Sahara Stadium                                      150139 non-null uint8\n",
      "Venue_Raipur Shaheed Veer Narayan Singh International Stadium              150139 non-null uint8\n",
      "Venue_Rajkot Saurashtra Cricket Association Stadium                        150139 non-null uint8\n",
      "Venue_Ranchi JSCA International Stadium Complex                            150139 non-null uint8\n",
      "Venue_Sharjah Sharjah Cricket Stadium                                      150139 non-null uint8\n",
      "Venue_Visakhapatnam Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium    150139 non-null uint8\n",
      "Toss_Winner_Chennai Super Kings                                            150139 non-null uint8\n",
      "Toss_Winner_Delhi Daredevils                                               150139 non-null uint8\n",
      "Toss_Winner_Gujarat Lions                                                  150139 non-null uint8\n",
      "Toss_Winner_Hyderabad                                                      150139 non-null uint8\n",
      "Toss_Winner_Kings XI Punjab                                                150139 non-null uint8\n",
      "Toss_Winner_Kochi Tuskers Kerala                                           150139 non-null uint8\n",
      "Toss_Winner_Kolkata Knight Riders                                          150139 non-null uint8\n",
      "Toss_Winner_Mumbai Indians                                                 150139 non-null uint8\n",
      "Toss_Winner_Pune                                                           150139 non-null uint8\n",
      "Toss_Winner_Rajasthan Royals                                               150139 non-null uint8\n",
      "Toss_Winner_Royal Challengers Bangalore                                    150139 non-null uint8\n",
      "Toss_Decision_bat                                                          150139 non-null uint8\n",
      "Toss_Decision_field                                                        150139 non-null uint8\n",
      "dtypes: float64(1), int64(15), uint8(70)\n",
      "memory usage: 28.4 MB\n"
     ]
    }
   ],
   "source": [
    "X_With_Dummies.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 633,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "XX_train, XX_test, yy_train, yy_test = train_test_split(X_With_Dummies,Y,test_size=0.33, random_state=101)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Keras on TensorFlow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 622,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout\n",
    "from keras.optimizers import RMSprop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 634,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 100593 samples, validate on 49546 samples\n",
      "Epoch 1/10\n",
      " - 4s - loss: 1.5264 - acc: 0.4885 - val_loss: 0.7620 - val_acc: 0.7004\n",
      "Epoch 2/10\n",
      " - 3s - loss: 0.6436 - acc: 0.7488 - val_loss: 0.4158 - val_acc: 0.8312\n",
      "Epoch 3/10\n",
      " - 4s - loss: 0.3776 - acc: 0.8470 - val_loss: 0.2189 - val_acc: 0.9134\n",
      "Epoch 4/10\n",
      " - 3s - loss: 0.2536 - acc: 0.8981 - val_loss: 0.1329 - val_acc: 0.9543\n",
      "Epoch 5/10\n",
      " - 3s - loss: 0.1709 - acc: 0.9353 - val_loss: 0.1510 - val_acc: 0.9445\n",
      "Epoch 6/10\n",
      " - 3s - loss: 0.1173 - acc: 0.9585 - val_loss: 0.1204 - val_acc: 0.9517\n",
      "Epoch 7/10\n",
      " - 3s - loss: 0.0849 - acc: 0.9715 - val_loss: 0.0372 - val_acc: 0.9883\n",
      "Epoch 8/10\n",
      " - 3s - loss: 0.0704 - acc: 0.9778 - val_loss: 0.0647 - val_acc: 0.9752\n",
      "Epoch 9/10\n",
      " - 3s - loss: 0.0575 - acc: 0.9829 - val_loss: 0.6044 - val_acc: 0.8524\n",
      "Epoch 10/10\n",
      " - 3s - loss: 0.0483 - acc: 0.9859 - val_loss: 0.0145 - val_acc: 0.9951\n",
      "Test loss: 0.0145342005272\n",
      "Test accuracy: 0.995115650098\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(Dense(64, activation='relu', input_shape=(86,)))\n",
    "model.add(Dense(42, activation='relu', input_shape=(64,)))\n",
    "model.add(Dense(32, activation='relu', input_shape=(42,)))\n",
    "model.add(Dense(11, activation='softmax'))\n",
    "model.compile(loss='categorical_crossentropy',\n",
    "              optimizer=RMSprop(),\n",
    "              metrics=['accuracy'])\n",
    "history = model.fit(XX_train, yy_train,\n",
    "                    batch_size=100,\n",
    "                    epochs=10,\n",
    "                    verbose=2,\n",
    "                    validation_data=(XX_test, yy_test))\n",
    "score = model.evaluate(XX_test, yy_test, verbose=0)\n",
    "print('Test loss:', score[0])\n",
    "print('Test accuracy:', score[1])\n",
    "#XX_train, XX_test, yy_train, yy_test = train_test_split(X_With_Dummies,Y,test_size=0.33, random_state=101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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