IPL_Data_Analysis_Umraz_Hussain(1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](ipl1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Indian Premier League (IPL) is a professional Twenty20 cricket league in India usually contested between March and May of every year by eight teams representing eight different cities or states in India. The league was founded by the Board of Control for Cricket in India (BCCI) in 2007.\n",
    "\n",
    "The IPL is the most-attended cricket league in the world and in 2014 ranked sixth by average attendance among all sports leagues. In 2010, the IPL became the first sporting event in the world to be broadcast live on YouTube. The brand value of the IPL in 2019 was ₹475 billion (US$6.7 billion), according to Duff & Phelps. According to BCCI, the 2015 IPL season contributed ₹11.5 billion (US$160 million) to the GDP of the Indian economy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Name: Umraz Hussain\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Task Name: Data Science EDA-Sports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as mlt\n",
    "import seaborn as sns\n",
    "mlt.style.use('fivethirtyeight')\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\n",
    "\n",
    "from subprocess import check_output\n",
    "#print(check_output([\"ls\", \"../input\"]).decode(\"utf8\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Season</th>\n",
       "      <th>city</th>\n",
       "      <th>date</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>result</th>\n",
       "      <th>dl_applied</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_runs</th>\n",
       "      <th>win_by_wickets</th>\n",
       "      <th>player_of_match</th>\n",
       "      <th>venue</th>\n",
       "      <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>IPL-2017</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>05-04-2017</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>Yuvraj Singh</td>\n",
       "      <td>Rajiv Gandhi International Stadium, Uppal</td>\n",
       "      <td>AY Dandekar</td>\n",
       "      <td>NJ Llong</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>IPL-2017</td>\n",
       "      <td>Pune</td>\n",
       "      <td>06-04-2017</td>\n",
       "      <td>Mumbai Indians</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>SPD Smith</td>\n",
       "      <td>Maharashtra Cricket Association Stadium</td>\n",
       "      <td>A Nand Kishore</td>\n",
       "      <td>S Ravi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>IPL-2017</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>07-04-2017</td>\n",
       "      <td>Gujarat Lions</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>field</td>\n",
       "      <td>normal</td>\n",
       "      <td>0</td>\n",
       "      <td>Kolkata Knight Riders</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>CA Lynn</td>\n",
       "      <td>Saurashtra Cricket Association Stadium</td>\n",
       "      <td>Nitin Menon</td>\n",
       "      <td>CK Nandan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id    Season       city        date                team1  \\\n",
       "0   1  IPL-2017  Hyderabad  05-04-2017  Sunrisers Hyderabad   \n",
       "1   2  IPL-2017       Pune  06-04-2017       Mumbai Indians   \n",
       "2   3  IPL-2017     Rajkot  07-04-2017        Gujarat Lions   \n",
       "\n",
       "                         team2                  toss_winner toss_decision  \\\n",
       "0  Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
       "1       Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
       "2        Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
       "\n",
       "   result  dl_applied                  winner  win_by_runs  win_by_wickets  \\\n",
       "0  normal           0     Sunrisers Hyderabad           35               0   \n",
       "1  normal           0  Rising Pune Supergiant            0               7   \n",
       "2  normal           0   Kolkata Knight Riders            0              10   \n",
       "\n",
       "  player_of_match                                      venue         umpire1  \\\n",
       "0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal     AY Dandekar   \n",
       "1       SPD Smith    Maharashtra Cricket Association Stadium  A Nand Kishore   \n",
       "2         CA Lynn     Saurashtra Cricket Association Stadium     Nitin Menon   \n",
       "\n",
       "     umpire2 umpire3  \n",
       "0   NJ Llong     NaN  \n",
       "1     S Ravi     NaN  \n",
       "2  CK Nandan     NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matches=pd.read_csv('matches.csv')   \n",
    "delivery=pd.read_csv('deliveries.csv')\n",
    "matches.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   match_id  inning         batting_team                 bowling_team  over  \\\n",
       "0         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "1         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "\n",
       "   ball    batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "0     1  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "1     2  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "\n",
       "   legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "0            0            0             0             0           0   \n",
       "1            0            0             0             0           0   \n",
       "\n",
       "   total_runs  player_dismissed dismissal_kind fielder  \n",
       "0           0               NaN            NaN     NaN  \n",
       "1           0               NaN            NaN     NaN  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delivery.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "matches.drop(['umpire3'],axis=1,inplace=True)  #since all the values are NaN\n",
    "delivery.fillna(0,inplace=True)     #filling all the NaN values with 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Sunrisers Hyderabad', 'Mumbai Indians', 'Gujarat Lions',\n",
       "       'Rising Pune Supergiant', 'Royal Challengers Bangalore',\n",
       "       'Kolkata Knight Riders', 'Delhi Daredevils', 'Kings XI Punjab',\n",
       "       'Chennai Super Kings', 'Rajasthan Royals', 'Deccan Chargers',\n",
       "       'Kochi Tuskers Kerala', 'Pune Warriors', 'Rising Pune Supergiants',\n",
       "       'Delhi Capitals'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matches['team1'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "matches.replace(['Mumbai Indians','Kolkata Knight Riders','Royal Challengers Bangalore','Deccan Chargers','Chennai Super Kings',\n",
    "                 'Rajasthan Royals','Delhi Daredevils','Gujarat Lions','Kings XI Punjab',\n",
    "                 'Sunrisers Hyderabad','Rising Pune Supergiants','Kochi Tuskers Kerala','Pune Warriors','Rising Pune Supergiant']\n",
    "                ,['MI','KKR','RCB','DC','CSK','RR','DD','GL','KXIP','SRH','RPS','KTK','PW','RPS'],inplace=True)\n",
    "\n",
    "delivery.replace(['Mumbai Indians','Kolkata Knight Riders','Royal Challengers Bangalore','Deccan Chargers','Chennai Super Kings',\n",
    "                 'Rajasthan Royals','Delhi Daredevils','Gujarat Lions','Kings XI Punjab',\n",
    "                 'Sunrisers Hyderabad','Rising Pune Supergiants','Kochi Tuskers Kerala','Pune Warriors','Rising Pune Supergiant']\n",
    "                ,['MI','KKR','RCB','DC','CSK','RR','DD','GL','KXIP','SRH','RPS','KTK','PW','RPS'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Matches Played: 756\n",
      " \n",
      " Venues Played At: ['Hyderabad' 'Pune' 'Rajkot' 'Indore' 'Bangalore' 'Mumbai' 'Kolkata'\n",
      " 'Delhi' 'Chandigarh' 'Kanpur' 'Jaipur' 'Chennai' 'Cape Town'\n",
      " 'Port Elizabeth' 'Durban' 'Centurion' 'East London' 'Johannesburg'\n",
      " 'Kimberley' 'Bloemfontein' 'Ahmedabad' 'Cuttack' 'Nagpur' 'Dharamsala'\n",
      " 'Kochi' 'Visakhapatnam' 'Raipur' 'Ranchi' 'Abu Dhabi' 'Sharjah' nan\n",
      " 'Mohali' 'Bengaluru']\n",
      " \n",
      " Teams : ['SRH' 'MI' 'GL' 'RPS' 'RCB' 'KKR' 'DD' 'KXIP' 'CSK' 'RR' 'DC' 'KTK' 'PW'\n",
      " 'Delhi Capitals']\n"
     ]
    }
   ],
   "source": [
    "print('Total Matches Played:',matches.shape[0])\n",
    "print(' \\n Venues Played At:',matches['city'].unique())     \n",
    "print(' \\n Teams :',matches['team1'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total venues played at: 32\n",
      "\n",
      "Total umpires  61\n"
     ]
    }
   ],
   "source": [
    "print('Total venues played at:',matches['city'].nunique())\n",
    "print('\\nTotal umpires ',matches['umpire1'].nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CH Gayle  : has most man of the match awards\n",
      "MI : has the highest number of match wins\n"
     ]
    }
   ],
   "source": [
    "print((matches['player_of_match'].value_counts()).idxmax(),' : has most man of the match awards')\n",
    "print(((matches['winner']).value_counts()).idxmax(),': has the highest number of match wins')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Season</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_runs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>IPL-2017</td>\n",
       "      <td>MI</td>\n",
       "      <td>DD</td>\n",
       "      <td>MI</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Season team1 team2 winner  win_by_runs\n",
       "43  IPL-2017    MI    DD     MI          146"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=matches.iloc[[matches['win_by_runs'].idxmax()]]\n",
    "df[['Season','team1','team2','winner','win_by_runs']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Season</th>\n",
       "      <th>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>winner</th>\n",
       "      <th>win_by_wickets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>IPL-2017</td>\n",
       "      <td>GL</td>\n",
       "      <td>KKR</td>\n",
       "      <td>KKR</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Season team1 team2 winner  win_by_wickets\n",
       "2  IPL-2017    GL   KKR    KKR              10"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=matches.iloc[[matches['win_by_wickets'].idxmax()]]\n",
    "df[['Season','team1','team2','winner','win_by_wickets']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Toss Decisions in %\n",
      " field    80.242634\n",
      "bat      50.779896\n",
      "Name: toss_decision, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print('Toss Decisions in %\\n',((matches['toss_decision']).value_counts())/577*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
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\"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, 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\"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('19e41d59-c084-4eb9-a9ad-f7a9fb4329a7');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matches_played_byteams=pd.concat([matches['team1'],matches['team2']])\n",
    "matches_played_byteams=matches_played_byteams.value_counts().reset_index()\n",
    "matches_played_byteams.columns=['Team','Total Matches']\n",
    "matches_played_byteams['wins']=matches['winner'].value_counts().reset_index()['winner']\n",
    "matches_played_byteams.set_index('Team',inplace=True)\n",
    "\n",
    "trace1 = go.Bar(\n",
    "    x=matches_played_byteams.index,\n",
    "    y=matches_played_byteams['Total Matches'],\n",
    "    name='Total Matches'\n",
    ")\n",
    "trace2 = go.Bar(\n",
    "    x=matches_played_byteams.index,\n",
    "    y=matches_played_byteams['wins'],\n",
    "    name='Matches Won'\n",
    ")\n",
    "\n",
    "data = [trace1, trace2]\n",
    "layout = go.Layout(\n",
    "    barmode='stack'\n",
    ")\n",
    "\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "py.iplot(fig, filename='stacked-bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Runs Per Over By Teams Across Seasons\n",
    "\n",
    "runs_per_over = delivery.pivot_table(index=['over'],columns='batting_team',values='total_runs',aggfunc=sum)\n",
    "runs_per_over[(matches_played_byteams[matches_played_byteams['Total Matches']>50].index)].plot(color=[\"b\", \"r\", \"#Ffb6b2\", \"g\",'brown','y','#6666ff','black','#FFA500']) #plotting graphs for teams that have played more than 100 matches\n",
    "x=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]\n",
    "mlt.xticks(x)\n",
    "mlt.ylabel('total runs scored')\n",
    "fig=mlt.gcf()\n",
    "fig.set_size_inches(16,10)\n",
    "#mlt.savefig(\"C:/Users/Umraz/Desktop/plt/Run_per_over.jpg\",dpi=300)\n",
    "\n",
    "mlt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#stediums \n",
    "\n",
    "mlt.subplots(figsize=(10,15))\n",
    "ax = matches['venue'].value_counts().sort_values(ascending=True).plot.barh(width=.9,color=sns.color_palette('inferno',40))\n",
    "ax.set_xlabel('Grounds')\n",
    "ax.set_ylabel('count')\n",
    "#mlt.savefig(\"C:/Users/Umraz/Desktop/plt/Fav_ground.jpg\",dpi=300)\n",
    "\n",
    "mlt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Score Distribution For Teams by Innings\n",
    "\n",
    "mlt.subplots(figsize=(12,6))\n",
    "xyz=delivery.groupby(['match_id','inning','batting_team'])['total_runs'].sum().reset_index()\n",
    "xyz.drop('match_id',axis=1,inplace=True)\n",
    "xyz=xyz.sort_values(by=['batting_team','total_runs'],ascending=True)\n",
    "score_1_inning=xyz[xyz['inning']==1]\n",
    "score_2_inning=xyz[xyz['inning']==2]\n",
    "sns.boxplot(x='batting_team',y='total_runs',data=score_1_inning).set_title('1st Innings')\n",
    "#mlt.savefig(\"C:/Users/Umraz/Desktop/plt/Score_distribution.jpg\",dpi=300)\n",
    "\n",
    "mlt.show()\n",
    "sns.boxplot(x='batting_team',y='total_runs',data=score_2_inning).set_title('2nd Innings')\n",
    "fig=mlt.gcf()\n",
    "fig.set_size_inches(12,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>batsman</th>\n",
       "      <th>balls</th>\n",
       "      <th>runs</th>\n",
       "      <th>strike_rate</th>\n",
       "      <th>6's</th>\n",
       "      <th>4's</th>\n",
       "      <th>Team</th>\n",
       "      <th>Highest_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Ashish Reddy</td>\n",
       "      <td>196</td>\n",
       "      <td>280</td>\n",
       "      <td>142.857143</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>DC</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A Ashish Reddy</td>\n",
       "      <td>196</td>\n",
       "      <td>280</td>\n",
       "      <td>142.857143</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>SRH</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A Chandila</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>57.142857</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>RR</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A Chopra</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>70.666667</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>KKR</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A Choudhary</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>RCB</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          batsman  balls  runs  strike_rate  6's  4's Team  Highest_score\n",
       "0  A Ashish Reddy    196   280   142.857143   16   15   DC             10\n",
       "1  A Ashish Reddy    196   280   142.857143   16   15  SRH             36\n",
       "2      A Chandila      7     4    57.142857    0    0   RR              4\n",
       "3        A Chopra     75    53    70.666667    7    0  KKR             24\n",
       "4     A Choudhary     20    25   125.000000    1    1  RCB             15"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#200+ Scores\n",
    "\n",
    "balls=delivery.groupby(['batsman'])['ball'].count().reset_index()\n",
    "runs=delivery.groupby(['batsman'])['batsman_runs'].sum().reset_index()\n",
    "balls=balls.merge(runs,left_on='batsman',right_on='batsman',how='outer')\n",
    "balls.rename({'ball':'ball_x','batsman_runs':'ball_y'},axis=1,inplace=True)\n",
    "sixes=delivery.groupby('batsman')['batsman_runs'].agg(lambda x: (x==4).sum()).reset_index()\n",
    "fours=delivery.groupby(['batsman'])['batsman_runs'].agg(lambda x: (x==6).sum()).reset_index()\n",
    "balls['strike_rate']=balls['ball_y']/balls['ball_x']*100\n",
    "balls=balls.merge(sixes,left_on='batsman',right_on='batsman',how='outer')\n",
    "balls=balls.merge(fours,left_on='batsman',right_on='batsman',how='outer')\n",
    "compare=delivery.groupby([\"match_id\", \"batsman\",\"batting_team\"])[\"batsman_runs\"].sum().reset_index()\n",
    "compare=compare.groupby(['batsman','batting_team'])['batsman_runs'].max().reset_index()\n",
    "balls=balls.merge(compare,left_on='batsman',right_on='batsman',how='outer')\n",
    "balls.rename({'ball_x':'balls','ball_y':'runs','batsman_runs_x':\"6's\",'batsman_runs_y':\"4's\",'batting_team':'Team','batsman_runs':'Highest_score'},axis=1,inplace=True)\n",
    "balls.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Umraz\\Anaconda3\\envs\\tensorflow-gpu\\lib\\site-packages\\seaborn\\axisgrid.py:243: UserWarning:\n",
      "\n",
      "The `size` parameter has been renamed to `height`; please update your code.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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4sbKyshQTE6Phw4erZcuWf3mK+t+1adMmRyD817/+pa1btyopKUnHjx93LGZWOKX/aq/7at1www2SCu7LP3ToUJmd9+/MDCit85ZUdq36789mi4wZM0b79+9X1apV9e677+rQoUP673//qyNHjjjOU/jBw9/9ObnS739J9a72Vg0AACo6RuoBlHu1atVyvC5cWE4qWHU7NjZWkjRv3jzH/eeXSkxMvCZt8PT0VPfu3dW9e3dJ0rlz57Ry5UpNmDBBp06d0pAhQ/T9999fk3NdicJ7k6OiojR9+vRi65T0bPDSduk07DVr1jhC/l9x6Qj06dOnS7yFoXDKuLu7u+OZ9GXt0lkif3TplPZLr6ks+i8vL0+rV6+WJE2bNk333XdfkTpWq9Xx2LqrcenoekJCQrGPnZScvw9X+ohDAABwZfhYHEC5d2kguHSa+6VhqmnTpsXuGxMTU+JxLx0Z/KujlFWrVtWAAQP02muvSZL27Nlz1QvpXY3Cay/puu12e5l+yHCp5s2bO+7Vnzt37hWHRpvN5njdrFkzR/9c+oi8Pyrs3xtvvNFlzzXfsmVLiWWbN2+WVPCzdmlflUX/JScnKzs7+7Ln2bZtm6POH13J3486deo4nll/Jf1UtWrVEtcvAAAAV4dQD6Dc+/zzzx2vb7rpJsfrS++t//XXX4vsl56eXuIoqOR8r3VJK5MXt6DYpS59BFhZTh8uvPbirluSPvzwQx0/frzM2vNHEydOlNlsVlJSkvr37/+nK78nJCQ4ngsvSRaLxbE6/cyZM5WZmVlkn71792rVqlWSVOwodFnZtm2bI7xfKjs7W++++66kghH5S2cSlEX/+fv7O6a6F3ee/Px8vf7665fdv1BJ/WcymXTvvfdKkubPn1/szJgzZ85o/vz5klzbTwAA/FMR6gGUW4mJiXr99de1ePFiSdItt9yili1bOsobNWqkmjVrSpKeeeYZ7dq1y1H2448/qmvXrpddtbxBgwaORckWLFhQ7Gjk8uXL1alTJ82fP98pZFmtVm3YsMExUt+yZcsynf5dGHi/+eYbvfnmm45FzlJTUzVjxgyNHDnSsWCdK7Rp00ZTpkyRyWTS1q1bddttt2nevHlOsyvy8vIUGxurl156STfffLO2bt3qdIxXXnlFHh4eOnr0qO677z7HugU2m01ff/21HnjgAeXn56tevXqOR6a5QuXKlfXII49o5cqVys/PlyTFxcXpgQceUFxcnMxms8aMGeO0T1n0n5+fn1q3bi1Jevnll/Xdd985ZkPs379fvXv31s6dO0t88oLFYnEscLdo0SLHtf3RsGHDFBAQoPPnz6tnz56OW2Kkgsfx9ezZU2lpaapSpUqxj3cEAAB/D/fUAygXrr/+eqf32dnZunDhguN948aNtWDBAqdFtkwmk6ZPn66HH35YBw4cUPv27R3T8zMzM+Xr66vFixerR48exZ7T19dXffr00cKFCzVu3DhNmTJFVatWlclkUo8ePfT666/LbrcrNjbWEVS8vLxUqVIlx8ruUsEK54UjsmXlwQcf1OLFi7Vt2zZNmjRJkydPVkBAgC5cuCCbzaZOnTopIiLisjMVStvgwYMVEhKi4cOH69SpUxo+fLiGDx8ub29veXt7Ky0tzfFBiru7ux577DGn/Zs1a6Y5c+boySef1LZt23TbbbepcuXKys3NdUwZr1mzpj777DOXPt981KhR+uijj/Too4/Ky8tLXl5ejp9dk8mkt956y2mGiVR2/Td58mR16dJFp0+fVo8ePeTl5SVPT0+lp6fL3d1d7777rt54440SV74fMGCA3njjDf3nP//Rxx9/rMDAQJlMJt1yyy368MMPJRU8h37RokV66KGHdODAAXXq1MnxQUHhcQMCArRo0aLLrpAPAACuDiP1AMqFpKQkp6+srCwFBQUpKipKM2fOVExMTLGPNrv77ru1du1aderUSQEBAcrPz1fVqlXVr18/fffdd5d9drYkTZ8+XS+99JIaN24sqWDxvZMnTzruA7/nnnv0/vvvq1+/frrxxhtVuXJlXbhwQX5+fmrRooVefvllbdu2rciHEqXNw8NDX3zxhUaNGqUGDRrIw8NDdrtdLVq00FtvvaXFixf/6croZaFLly7atWuXZs6cqW7duql27doym83KzMxUYGCg2rVrp7Fjx2rXrl2aPHlykf3vvfdebd++XQMGDFC9evWUk5Mjd3d3RUREaPTo0dq6davCw8NdcGW/s1gs2rBhg4YOHaqaNWsqNzdXVapU0d13363169c7nt5wqbLqv8jISG3YsEG9evVStWrVZLPZ5Ofnp169eunrr79W3759L7v/8OHDNWXKFN10003y8PBQQkKCTp48WWSa/f/93/9px44deuaZZxQeHi6bzSa73a7w8HA9++yz+vHHH9WmTZu/fT0AAKAoU2pqatk+6wgAgH+AiIgInTx5UrNmzVK/fv1c3RwAAFBBMVIPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKBYKK+MpaSkqFq1aq5uBsoQfV7x0OcVD31e8dDnFQv9DaA8Y6S+jJ07d87VTUAZo88rHvq84qHPKx76vGKhvwGUZ4R6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAbl7uoGAAAA/C252XLb8JlM+7ZJGamSj5/sNRvK1mWQZAn8y4czz3hSykyXdeyiUmgsAADXFqEeAAAYl90u88JJMh3fJ1u9JrK3vVfKvii3vT9IaclXFeoBADASQj0AADAs09G9Mh3fJ3tgTdkee1VyM0uSrP/XU7Lmye2z6TId2SPl50pVgmS74yHZw1sUjMZXssj69HRJkvndoVJmhqwvznE+QX6e3L79VKY9W6S8bNnrN5Ot2+CyvkwAAErEPfUAAMC4Th+VJNkbNCsI9Hm50sULUlaGZJfsoQ1k69Rftjv7SZLcls+UbDbZW0TJ9N9jBfunnJEpMV72ZrdLbs7/NTJ9/4Xcflgle6ObZb+1q0yHd8pt1X/K/DIBACgJI/UAAMBwziWf0b7dO3TdqZ8UISk7K1Oekkw7vpb5/82XJNna3S9dSJZpzxaZrPm/75yaJNvNd8n0/Qq57dwku3/VgvqR7Yucxy3up4I/d3z9+8Yju6Wbe5bSlQEA8NcQ6gEAgKH8nL5Jc2tPkTUsXzfEuSviNz+dS/xWCRcaq0WT1rJlZcgt5nOZjuyW6dRh2cIiZGvTVaYfv5Zb3M9Sfp4UWFP28Jtl2rNZpoDrZA8Jk4JqFz2ZXbK7mWV7ePTvo/h2u2Qv22sGAKAkTL8HAACGcci8R++Hvi6rR75kkg5cn68DDfJU84xZvqvfVuLRNVLGead9THm50vkkmeIPOm23t+wkU2a6TGeOyRbZrtjz2cJvlslmlWlnjJSaLNPhXTJdOmoPAICLMVIPAAAMI9r3Jcl0yQaTFP3ERfX6ylu37PRU5cOrZKp0nWxNbpXttu5y27ZGpkM/y7TfQ/YGkTL9+oNjV3v9ZrJXDZZSz8oecXux57O37SVbXnbBFP6DP0qW6rLdclcpXyUAAFeOUA8AAAwhS1nKM+UU2Z7jJX12b7Y+uzdbskszLyySj3wkSbZaw5zq2vr87332xYKR+5xM2RvdLPkFOOpYh7//+w7uHrJ1ekTq9IjzSQ8fvjYXBQDA38T0ewAAYAhnlXDN6pnOHJN54STJt7Jsd/X/u00DAMBlGKkHAACGEKjQa1bPXu9G5U9c/nebBACAyzFSDwAADMFHPvKwe122jofdyzH1HgCAioBQDwAADOP5zCklP07O/r9yAAAqEEI9AAAwjHBrU7148d/ysHkVhPv/fXnYvPTixX8r3NrU1U0EAKBMcU89AAAwlHBrU72XvlZZytJZJShQoUy5BwBUWIR6AABgSD7yUW01cHUzAABwKabfAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBuSzUz507V23atFGtWrVUq1Yt3XnnnVq/fr2j3G63a/LkyWrUqJGCg4PVpUsXHThwwOkYOTk5GjFihMLCwhQSEqK+ffsqISGhrC8FAAAAAACXcFmoDwkJ0WuvvabvvvtOmzZtUtu2bdWvXz/9+uuvkqTo6GjNmjVLU6dO1caNGxUYGKhevXopPT3dcYzRo0dr9erVmjdvntauXav09HT16dNHVqvVVZcFAAAAAECZcVmo79Kli+68806FhYWpQYMGGjt2rPz8/LRjxw7Z7XbNnj1bL7zwgnr06KHGjRtr9uzZysjI0LJlyyRJaWlpWrhwoSZMmKAOHTooMjJSc+bM0b59+xQTE+OqywIAAAAAoMyUi3vqrVarli9frosXL6ply5Y6ceKEEhMT1bFjR0cdHx8ftWnTRrGxsZKkXbt2KS8vz6lOzZo1FR4e7qgDAAAAAMA/mbsrT75v3z7dddddys7OVqVKlfTJJ5+oSZMmjlAeGBjoVD8wMFBnzpyRJCUlJclsNqtatWpF6iQlJV32vIcPH76GV/HXufr8KHv0ecVDn1c89HnFQ59XLPS31LBhQ1c3AUAxXBrqGzZsqM2bNystLU2rVq3SkCFDtGbNGke5yWRyqm+324ts+6MrqePKX0iHDx/mF2IFQ59XPPR5xUOfVzz0ecVCfwMoz1w6/d7T01NhYWG66aab9OqrryoiIkLvvfeegoKCJKnIiHtycrJj9L569eqyWq1KSUkpsQ4AAAAAAP9k5eKe+kI2m025ubmqU6eOgoKCtGnTJkdZdna2tm3bplatWkmSIiMj5eHh4VQnISFBhw4dctQBAAAAAOCfzGXT78ePH6+77rpLoaGhjlXtt2zZoqVLl8pkMmnIkCGaMWOGGjZsqAYNGmj69OmqVKmS7r//fklSQECA+vfvr3HjxikwMFBVqlTRyy+/rCZNmqh9+/auuiwAAAAAAMqMy0J9YmKiHn/8cSUlJaly5cpq0qSJli1bpqioKEnS888/r6ysLI0YMUKpqalq0aKFVqxYIX9/f8cxJk2aJLPZrAEDBig7O1tt27bV+++/L7PZ7KrLAgAAAACgzJhSU1Ptrm5ERcJCKxUPfV7x0OcVD31e8dDnFQv9DaA8K1f31AMAAAAAgCtHqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqGh/yUIAACAASURBVAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUIR6AAAAAAAMilAPAAAAAIBBEeoBAAAAADAoQj0AAAAAAAZFqAcAAAAAwKAI9QAAAAAAGBShHgAAAAAAgyLUAwAAAABgUC4L9W+99ZY6dOigWrVqqX79+urTp4/279/vVGfIkCGyWCxOX3fccYdTnZycHI0YMUJhYWEKCQlR3759lZCQUJaXAgAAAACAS7gs1G/ZskWDBg3S+vXrtWrVKrm7u6tnz546f/68U7327dvr0KFDjq/PP//cqXz06NFavXq15s2bp7Vr1yo9PV19+vSR1Woty8sBAAAAAKDMubvqxCtWrHB6P2fOHNWuXVvbt29X586dHdu9vLwUFBRU7DHS0tK0cOFCzZo1Sx06dHAcJyIiQjExMYqKiiq9CwAAAAAAwMXKzT31GRkZstlsslgsTtu3bdumBg0aqEWLFnruued09uxZR9muXbuUl5enjh07OrbVrFlT4eHhio2NLbO2AwAAAADgCqbU1FS7qxshSY899piOHDmimJgYmc1mSdLy5cvl4+OjOnXqKD4+Xq+//rpsNptiYmLk5eWlzz//XE8++aSSk5NlMpkcx+rWrZvq16+vt99+u9hzHT58uEyuCQAAAPinaNiwoaubAKAYLpt+f6kxY8Zo+/btWrdunSPQS9J9993neN2kSRNFRkYqIiJC69evV/fu3Us8nt1udwr5f+TKX0iHDx/mF2IFQ59XPPR5xUOfVzz0ecVCfwMoz1w+/X706NFavny5Vq1apbp16162bo0aNRQSEqKjR49KkqpXry6r1aqUlBSnesnJyQoMDCytJgMAAAAAUC64NNSPGjVKy5Yt06pVq3T99df/af2UlBSdOXPGsXBeZGSkPDw8tGnTJkedhIQEHTp0SK1atSq1dgMAAAAAUB64bPr9iy++qCVLluiTTz6RxWJRYmKiJKlSpUry8/NTRkaGpkyZou7duysoKEjx8fGaMGGCAgMD1bVrV0lSQECA+vfvr3HjxikwMFBVqlTRyy+/rCZNmqh9+/auujQAAAAAAMqEy0L9Bx98IEnq0aOH0/ZRo0Zp9OjRMpvN2r9/vz777DOlpaUpKChIt99+u+bPny9/f39H/UmTJslsNmvAgAHKzs5W27Zt9f777zvdmw8AAAAAwD+Ry0J9amrqZct9fHyKPMu+ON7e3po2bZqmTZt2rZoGAAAAAIAhlIvV7wEAAAAAxmGxWC5b/uCDD2r27Nll1JqKjVAPAAAAAPhLDh065Hi9fv16Pffcc07bvL29XdGsCsnlj7QDAAAAABhLUFCQ4ysgIKDItq1bt6pdu3YKCgpS06ZNNXHiROXm5jr2X7JkiTp06KCaNWuqQYMGevTRR3X69GlH+ebNm2WxWPTNN9+oXbt2Cg4OVufOnZWQkKAtW7botttuU2hoqPr06aNz586V+fWXJ4R6AAAAAMA1s2HDBj3++OMaPHiwtm/frnfffVcrV67UhAkTHHVyc3M1evRobdmyRUuWLFFKSooGDRpU5FiTJ0/W5MmT9e233yo1NVUDBw7Um2++qejoaK1Zs0YHDhzQ5MmTy/Lyyh2m3wMAAAAArpnp06fr2Wef1cMPPyxJqlevnsaPH68nnnhCEydOlMlkUv/+/R3169atq7feekstW7ZUQkKCQkNDHWUvv/yy2rRpI0kaMGCARo4cqZiYGEVGRkoquHd/1apVZXh15Q+hHgAAAABwzezevVu//PKLoqOjHdtsNpuysrKUmJio4OBg7dq1S1OnTtXevXuVmpoqu90uSTp16pRTqG/SpInjdfXq1Yvddvbs2dK+pHKNUA8AAAAAuGZsNptGjRqlnj17Fim77rrrdPHiRd13331q37695syZo8DAQKWkpKhz585O991LkoeHh+O1yWQqdpvNZiulKzEGQj0AAAAA4Jpp1qyZ4uLiFBYWVmz5r7/+qpSUFI0dO1Z169aVpAo/hf7vINQDAAAAAK6ZkSNHqk+fPqpVq5Z69eold3d3HThwQD///LMmTJigmjVrysvLS3PnztXgwYN16NAhTZo0ydXNNixWvwcAAAAAXDNRUVFaunSptmzZoqioKEVFRenf//63atasKalgCv7s2bP11VdfqVWrVpo6dareeOMNF7fauEypqal2VzeiIjl8+LAaNmzo6magDNHnFQ99XvHQ5xUPfV6x0N8AyjNG6gEAAAAAMChCPQAAAAAABkWoBwAAAADAoAj1AAAAAAAYFKEeAAAAAACDItQDAAAAAGBQhHoAAAAAAAyKUA8AAAAAgEER6gEAAAAAMChCPQAAAAAABkWoBwAAAAA4DBkyRBaLRRaLRdddd50aNGigrl27au7cucrLy3Oqe+zYMT3zzDNq0qSJqlevroiICD3yyCOKjY11UesrHkI9AAAAAMBJ+/btdejQIe3Zs0crVqzQ3XffrcmTJ6tz5866ePGiJGnnzp1q166dDh48qOnTpys2NlaLFy9WZGSkRo4c6eIrqDjcXd0AAAAAAEAJsrLlFhcvZWVLPt6yXV9b8vEu9dN6eXkpKChIkhQSEqKmTZuqY8eOateunaKjozV69Gg99dRTqlOnjtavXy+z2ezY98Ybb9TAgQNLvY0owEg9AAAAAJRHWdky/7BbppRUmbJzZUpJlfmH3QUB3wUaN26sqKgorV69Wnv27NGBAwf03HPPOQX6QhaLxQUtrJgI9QAAAABQDrnFxUtuJsntf7HNzU1yMxVsd5FGjRrp+PHjOnr0qCTp+uuvd1lbUIBQDwAAAADlUVb274G+kJuby0bqJclut8tkMslut7usDXBGqAcAAACA8sjHW7LZnLfZbGVyT31JDh48qLp166p+/fqSpLi4OJe1BQUI9QAAAABQDtmury3Z7L8He5tNstkLtrvA/v37tWHDBnXv3l1NmzZVo0aNNHPmTFmt1iJ1U1NTXdDCiolQDwAAAADlkY+3rLc1k72aRXZvT9mrWWS9rVmZjNTn5OQoMTFRZ86c0d69e/Xuu++qa9euioyM1LPPPiuTyaRZs2bp+PHj6tSpk9atW6djx45p3759io6OVs+ePUu9jSjAI+0AAAAAoLzy8ZatWdkvRhcTE6Pw8HCZzWYFBATohhtu0KhRozRgwAB5enpKklq0aKGYmBjNmDFDw4YN09mzZxUUFKTmzZtr2rRpZd7miopQDwAAAABwmD17tmbPnn1FdevXr6/33nuvlFuEy2H6PQAAAAAABkWoBwAAAADAoAj1AAAAAAAYFKEeAAAAAACDItQDAAAAAGBQhHoAAAAAAAyKUA8AAAAAgEER6gEAAAAAMChCPQAAAAAABkWoBwAAAADAoAj1AAAAAACH5ORkDR8+XBEREapevboaNmyo7t27a9OmTZKkLl26yGKxyGKxKDAwUJGRkXrttdeUk5PjdByLxaKVK1cWOf6IESPUpUuXMrmWisDd1Q0AAAAAAJQf/fv3V1ZWlt59913Vq1dPycnJ+uGHH3Tu3DlHnX79+mncuHHKzc3VL7/8omeeeUaS9Oqrr7qq2RUWoR4AAAAAyil7Vrp0bLuUlSb5BEj1Wsvk419q50tNTdW2bdv05Zdfql27dpKk2rVrq3nz5k71fH19FRQUJEmqVauWli1bpo0bNxLqXYDp9wAAAABQDtmz0qUdn0nn4qWcjII/d3xWsL2U+Pn5yc/PT2vXrlV2dvYV7bN3717FxsbKw8Oj1NqFkhHqAQAAAKA8OrZdcnOT3MwF793MBe+PbS+1U7q7u2vWrFlaunSp6tSpozvvvFOvvPKKfvrpJ6d6H330kUJDQ1W9enXdfvvtSk5O1rPPPlvkeE888YRCQ0Odvj766KNSa39FRKgHAAClptIUX1Ue4ifTeZNjm8d2dwU86S+vlZ4KeNJf7j8X3A0Y8KS//Cb4SpK8VpdcBgAVRlba74G+kJu5YHsp6tGjhw4ePKjPPvtMd9xxh3788UfdcccdmjFjhqNOr169tHnzZn399dfq1auXHn30UfXo0aPIsSZMmKDNmzc7ffXq1atU21/REOoBAECpyWuRJ5PdJI9dvy/j4/FLweu8m/OVOShL1jDrnx4nc1CWsu/L+dN6Rfz5oQGg/PIJkGx/+EVmsxZsL2Xe3t7q0KGDRo0apa+//lr9+/fXlClTlJubK0kKCAhQWFiYIiMj9Z///Efff/+9Fi1aVOQ4QUFBCgsLc/oKCCj99lckLJQHAABKTV6LfHmvsMvjF3fldsiTsiX3A+6yBlvl8Yu7vL/y0sXBWcpvkX/Z4/jO85E1xKqMJplSluTzubfc95olm5R/U76yHsiRPKVKM3zkfthdOR1y5fGju7L658h80k2e33vIlGWSrYpdOd1ylNfy8ucDgHKhXmsp+XjBazdzQaC32Qq2l7Hw8HDl5+cXe5+9h4eHhg0bpgkTJqhXr17y9WVmVVlipB4AAJQae1W7rPVsMv9mlumCSR573WXKMynvT0L85fgs9ZbHdnfltc5X7v/lyeMHD3mv8nKqYz7ppux7c2WvbJP3V16yBduU9VC28lrmSfa/e1UAUDZMPv7SLX2lqrUlL7+CP2/pW6qr3587d07dunXTkiVL9Ouvv+r48eP68ssvNXPmTLVr106VK1cudr/evXvLZDJp7ty5pdY2FI+RegAAUDpyc6WU88qLrCH3o5XksdNd7ocK7g3Na5Evj5+v7r8h7nvNMtlM8vrG8/dtB5zvOc3qmyNbTZtklWyVbXJLcpP7UbPy69qUdxOj9ACMw+TjLzW+s8zOV6lSJd1yyy16//33dfToUeXm5qpGjRq6//77NWLEiBL38/T01ODBgxUdHa2BAwfK37/0PniAM0I9AAC4to6flMeYSTKdO18wTdTjOtlrfiyP720yJ3vJGmKVLcQm/Xz1p7BVtilzwCVTQP/wPxq75X/D8WYp45VMeex0l/mkm3w+9ZJ7nFlZA6/sMU0AUNF4eXlp3LhxGjduXIl1vvrqq2K3Dx8+XMOHD3e8T01NLbbetGnT/l4j4YTp9wAA4No5flKeT42U29lkmaxWmex2mXLPyp69T+4JvjLl/L2p95KUH2GV2wU3eexxl9s5N3nsdJfHTyWMU2RL3iu8JJOUX8cmeUhuaabi6wIAYECM1AMAgGvGY8wkmfKKhnZrxvdy84mQVLAi/t+R9UC25GaXx8/u8txqkq26TTl35RZf2U1ySzHJY4+XlCvZatiU3f0qVtEHAKCcItQDAIBrIze3YMp9MawXVst6YbXsZrNsVRdI8lROt1zldPs9jKe9n+54fbky+UhZ/XMkFQ3nF4dnOW/wLGYbAAD/IEy/BwAA10bK/+6hvxybraAeAAC4Jgj1AADg2qhWRXL7k/9auLkV1AMAANcEoR4AAFwbnp6yV718YLdXqyJ5el62DgAAuHKEegAAcM3kTRoju0fxS/bYPdyV98aYMm4RAAD/bIR6AABw7dStpdz33pSt+nWym82ym0wFi+NVv065770p1a3l6hYCAPCPwur3AADg2qpbS3mLZku5uQWL4jHlHgCAUkOoBwAApcPTU6oR5OpWAADwj8b0ewAAAACAw5AhQ2SxWGSxWFStWjXdeOONGjZsmFJTUx11IiIiHHWCg4N1yy23aObMmbLb7S5secXESD0AAAAAwEn79u01Z84c5efn69ChQ3rmmWeUlpamefPmOeqMHDlSgwYNUnZ2tr777jsNGzZM/v7+GjBggAtbXvEQ6gEAuEJn07MVcyRNF7NtquTtpvb1AxTo7+3qZgEA/sHyc9KVkbBd1pw0mb0C5BfaWu5e/qV+Xi8vLwUFFdxCFRoaql69eunTTz91quPv7++o88gjj2jevHnauHEjob6MMf0eAIArcDY9W5//fF5n02zKzjXpbJqt4H16tqubBgD4h8rPSVfKvs+UkxYva26GctLilbLvM+XnpJdpO44fP64NGzbIw8Oj2HK73a7NmzcrLi6uxDooPYzUAwBwBWKOpEkmyc1kklTwp012xRxJU2QlFzcOAPCPlJGwXTK5yeRmliSZ3Myy2wq2W8LuLNVzf/vttwoNDZXValV2dsEH2G+88YZTnYkTJ2rKlCnKzc1VXl6evL299cQTT5Rqu1AUoR4AgCtwMdvmCPSF3EwmXcy2SYR6AEApsOakOQJ9IZObWdactFI/d5s2bRQdHa2srCx9/PHHOn78uJ588kmnOk8//bT69++v5ORkTZw4UR07dlSrVq1KvW1wxvR7AACuQCVvN9n+sKKvzW5XJW/+KQUAlA6zV4DsNqvTNrvNKrNXQKmf29fXV2FhYWrSpInefPNNZWZm6s0333SqU7VqVYWFhally5ZauHCh3nnnHX3//fel3jY4438iAABcgfb1AyS7HMHeZrdL9v9tBwCgFPiFtpbsNkewt9uskt1WsL2MjRo1StHR0Tpz5kyx5RaLRYMHD9aYMWN4rF0ZI9QDAHAFAv291btFFQUGuMnb067AALeC96x+DwAoJe5e/qrWpK+8AmrL7Oknr4Daqtakb5msfv9Ht99+uxo1aqTp06eXWGfw4MH67bff9OWXX5Zhy8A99QAAXKFAf2/1jiTEAwDKjruXf6kvinelnn76aT399NN6/vnniy2/7rrr1KdPH02ZMkU9evSQmxtjyGWBUA8AAAAAcJg9e3ax23v37q3evXtLkvbu3Vtsnejo6FJrF4rHRycAAAAAABgUoR4AAAAAAIMi1AMAAAAAYFAuC/VvvfWWOnTooFq1aql+/frq06eP9u/f71THbrdr8uTJatSokYKDg9WlSxcdOHDAqU5OTo5GjBihsLAwhYSEqG/fvkpISCjLSwEAAAAAwCVcFuq3bNmiQYMGaf369Vq1apXc3d3Vs2dPnT9/3lEnOjpas2bN0tSpU7Vx40YFBgaqV69eSk9Pd9QZPXq0Vq9erXnz5mnt2rVKT09Xnz59ZLVaXXFZAAAAAACUGZetfr9ixQqn93PmzFHt2rW1fft2de7cWXa7XbNnz9YLL7ygHj16SCpYhbFhw4ZatmyZBgwYoLS0NC1cuFCzZs1Shw4dHMeJiIhQTEyMoqKiyvy6AAAAAAAoK+XmnvqMjAzZbDZZLBZJ0okTJ5SYmKiOHTs66vj4+KhNmzaKjY2VJO3atUt5eXlOdWrWrKnw8HBHHQAAAAAA/qnKzXPqX3rpJUVERKhly5aSpMTERElSYGCgU73AwECdOXNGkpSUlCSz2axq1aoVqZOUlFTiuQ4fPnwtm/6Xufr8KHv0ecVDn1c89HnFQ59XLPS31LBhQ1c3AUAxykWoHzNmjLZv365169bJbDY7lZlMJqf3dru9yLY/+rM6rvyFdPjwYX4hVjD0ecVDn1c89HnFQ59XLPQ3gPLM5dPvR48ereXLl2vVqlWqW7euY3tQUJAkFRlxT05OdozeV69eXVarVSkpKSXWAQAAAADgn8qloX7UqFFatmyZVq1apeuvv96prE6dOgoKCtKmTZsc27Kzs7Vt2za1atVKkhQZGSkPDw+nOgkJCTp06JCjDgAAAADgyg0ZMkR9+vRx2rZu3TrVqFFDEydO1OTJk3Xrrbc6lf/8888KCwvTkCFDlJ+fr0WLFslisTi+GjZsqD59+hR5RDn+PpeF+hdffFGffvqpPvjgA1ksFiUmJioxMVEZGRmSCqbdDxkyRG+//bZWrVql/fv366mnnlKlSpV0//33S5ICAgLUv39/jRs3TjExMdq9e7eeeOIJNWnSRO3bt3fVpQEAAADAP8Znn32mRx55ROPGjdPYsWOLlMfExKhHjx568MEH9d5778ndveAub19fXx06dEgHDx7U0qVLlZmZqQceeEC5ubllfQn/aC67p/6DDz6QJMfj6gqNGjVKo0ePliQ9//zzysrK0ogRI5SamqoWLVpoxYoV8vf3d9SfNGmSzGazBgwYoOzsbLVt21bvv/9+kXvzAQAAgOJkpGbr+I5zsmVY5eZnVt1bqsrP4u3qZgGSpNycdJ1N3K7c3DR5egYoMKi1PL38/3zHa2T27Nl69dVXNXPmTPXt27dI+ZdffqknnnhCo0aN0rBhw5zKTCaT47bq4OBgPfXUU3rwwQd1+PBhNWnSpEzaXxG4LNSnpqb+aR2TyaTRo0c7Qn5xvL29NW3aNE2bNu1aNg8AAAAVQEZqto6uPCu52SU3k2wZ+Tq68qzCegQS7OFyuTnpOnZ4sUxuZplMZuXlpinjwjHVa/hgmQT7119/XbNmzdLChQvVqVOnIuXz58/XyJEjNWPGDD3yyCOXPVZqaqqWLVsmSfLw8CiV9lZU5WL1ewAAAFy99Aspij0Yowu5aarsGaBWjdrLv3K1P98ROr7jnCPQS/rfn3Yd33FON94Z4tK2AWcTtzsCvaSCP90KtofWvrNUz71p0yatX79eS5YsKTbQHzlyREOHDtW0adNKDPQXL15UaGio7Ha7MjMzJUmdO3cusp4a/h6Xr34PAACAq5d+IUVLfl6ok5mnlGHN1MnMU1ry80KlX0j5850hW4b190BfyM1UsB1wsdzcNEegL2QymZWbm1bq577hhhtUr149TZ06tdhZ1kFBQWrevLnee+89nTx5sthj+Pr6avPmzYqJidHbb7+t+vXr6+233y7tplc4hHoAAAADiz0YI7PJJPP//uNvNpllNpkUezDGtQ0zCDc/s2SzO2+02Qu2Ay7m6Rkgu935Aya73SpPz4BSP3dwcLC++uorXbhwQT179iwS7P38/PTll18qMDBQXbt2VXx8fJFjmEwmhYWF6frrr9djjz2m3r17a9CgQaXe9oqGUA8AAGBgF3LTHIG+kNlk1oUyGMn7J6h7S1XJZvo92Nvsks1UsB1wscCg1rLbrI5gb7dbZbdZFRjUukzOHxISojVr1igzM1Pdu3fXuXPnnMorV66s5cuXKyQkRF26dNHx48cve7ynnnpKe/bs0apVq0qx1RUPoR4AAMDAKnsGyPqHkTyr3arKZTCS90/gZ/FWWI9AuQW7S76SW7A7i+Sh3PD08le9hg+qkl9tuXv4qZJf7TJbJK9QcHCw1qxZo7y8PHXr1k0pKc639vj7+2vZsmWqXbu2unbtqmPHjpV4rMqV/z979x0fVZn3//99ZtILmQRCCr13QVCwgDSlrIC4isC6ure6ukRAV3RlRYF1xRuk6FoQ+Xnz1V1EQd1VxAZSxIBKcQVEJYQSmoFgSK+TOef3R8hIKAKaKcm8no9HHsNcc805n8MhIe+5rnOderrttts0a9Ysmabp6dIDBqEeAACgFuvVvp9cluUO9i7LJZdlqVf7fr4trBaJcoSp83XJuuTGJup8XTKBHn4lJDRajZpepxatb1ajptd5NdBXadiwoVasWCFJGj58uH788cdqr0dGRuqtt95Sq1atdP3112vv3r3n3Na4ceO0e/du/fvf//ZozYHEyM3Ntc7fDTUlPT1dbdq08XUZ8CLOeeDhnAceznng8bdzHuir35eWFyjj+JcqceYpPDhGzeOvUFhIzQUffzvfAHAqbmkHAABQy0XXq69re97k6zJ8orS8QF9lvCHDsMtm2FXizFN2xn71aD62RoM9APgrpt8DAACg1so4/qU70EuSzai8p3fG8S99XBkAeAehHgAAALVWiTPPHeirVI3YA0AgINQDAACg1goPjpF52ur/puVSeDCr/wMIDIR6AAAA1FrN46+QZbncwd60Ku/p3TzeO/fxBgBfY6E8AAAA1FphIdHq0XysR1e/BwB/RqgHAABArRYWEq32ja7zdRkA4BNMvwcAAAAAoJYi1AMAAAAAUEsR6gEAAAAAqKUI9QAAAAAAt5SUFDkcDjkcDtWvX1+dO3fWpEmTlJub6+6TlZWlyZMnq1u3bmrYsKE6dOigm2++WatWrXL36dKli3s7cXFx6tChgx544AEVFBT44rDqLBbKAwAAAABU069fPy1cuFAVFRVKS0vThAkTlJeXp0WLFunAgQMaMmSIoqKiNH36dHXu3FmmaWr9+vWaNGmSdu7c6d7Oww8/rLvuuksul0u7d+/WhAkTZBiGnn76aR8eXd1CqAcAAAAAP1VaXuCTWzaGhoYqISFBktSoUSPdeOONev311yVJDz30kCzL0rp16xQVFeV+T7t27XTLLbdU2050dLR7O8nJyRo5cqS++OILj9cfSJh+DwAAAAB+qLS8QF9lvKETxQdVVlGoE8UH9VXGGyot9+709YyMDK1Zs0bBwcHKycnR6tWrdffdd1cL9FUcDsc5t3Po0CGtXbtWPXr08GS5AYdQDwAAAAB+KOP4lzIMu2yGXZJkM+wyDLsyjn/p8X2vXr1ajRo1UmJiorp166Zdu3bp/vvv1759+2RZltq2bXtB23niiSfc2+nSpYtiYmI0bdo0D1cfWAj1AAAAAOCHSpx57kBfxWbYVeLM8/i+r7rqKqWmpmrNmjW65557NGjQII0bN06WZV3UdsaPH6/U1FRt3LhRy5cvl9Pp1C233CLTND1UeeDhmnoAAADUmPz8E9q8e5Pyy0pULzRcPdv2Ur16cb4uC6iVwoNjzgj2puVSeHCMx/cdERGhli1bSpJmz56tYcOGafbs2Ro3bpwMw9Du3bsvaDtxcXHu7bRq1UoRERG67rrrlJqaqr59+3qs/kDCSD0AAABqp4E6WQAAIABJREFURH7+Cb311UodKshTYUWFDhXk6a2vVio//4SvSwNqpebxV8iyXDItl6TKQG9ZLjWPv8LrtUyePFnPPvusSktLNXDgQL388ssqLCw8o9+pt707G7u98gOK4uJij9QZiAj1AAAAqBGbd2+STYbstspfMe02m2wytHn3Jh9XBtROYSHR6tF8rOIimio0KEpxEU3Vo/lYr6x+f7o+ffqoffv2mjt3rubOnSvLstS/f3+9++67Sk9P1+7du7Vo0SL17t272vsKCgp07NgxHT16VF999ZWmTp2q+vXrq1evXl4/hrqK6fcAAACoEfllJe5AX8Vusym/rMRHFQG1X1hItNo3us7XZUiqvD5+/Pjxuv/++7V+/XrNmzdP06dPV2ZmpuLi4tS5c2c988wz1d4ze/ZszZ49W5LUoEEDde/eXe+8847i4rgsp6YQ6gEAAFAj6oWGK688r1qwd5mm6oWG+7AqABdrwYIFZ20fNWqURo0a5X4+Z84czZkz55zb+eabb2q8NpyJ6fcAAACoET3b9pIpS66Tq1q7TFOmLPVsyzRbAPAUQj0AAABqRL16cRrVY7CaRMcoKihITaJjNKrHYFa/BwAPYvo9AAA4w9GcDK3YvVy5zlI5gsM0vO0NSoxt7uuyUAvUqxenay8b6usyACBgMFIPAACqOZqToee3LdbB4nwVuSp0sDhfz29brKM5Gb4uDQAAnIZQDwAAqlmxe7ls0mm3JatsBwAA/oVQDwAAqsl1lp71tmS5zlIfVQQAAM6Fa+oBBJQCZ6G+PLFdec4CxQRH64q4rooOjvJ1WYBfcQSHKd+Zf8ZtyRxhYT6sCgAAnA0j9QACRoGzUEsPf6iDxZkqrCjWweJMLT38oQqchb4uDfArw9veIFM67bZkle0AAMC/EOoBBIwvT2yXTTbZjZPXCRs22WTTlye2+7gywL8kxjbXxG63qWlEPUXag9Q0op4mdruN1e8BAPBDTL8HEDDynAXuQF/FbtiU5yzwUUWA/0qMba67e93v6zIAAMB5MFIPIGDEBEfLZZnV2lyWqZjgaB9VBAAA4H9SUlLkcDg0ceLEM16bNm2aHA6HRo8eLUmaOXOmrrzySm+XiFMQ6gEEjCviusqU6Q72LsuUKVNXxHX1cWUAAAD+pXHjxnrnnXdUVFTkbquoqNCyZcvUuHFjH1aG0xHqAQSM6OAojWn8GzWNSFJUUISaRiRpTOPfsPo9AADwWwXOQn1ybKPePvyxPjm20WsL/Hbq1EktW7bUO++8425buXKlQkND1bt3b6/UgAvDNfUAAkp0cJSuS7ja12UAAACcV9Wde6oW+s1zFiqj+IjXBiVuu+02LVmyRL///e8lSa+99ppuvfVWZWRkeHzfuHCM1AMAAACAH/L1nXtGjRqlr7/+Wnv37tWxY8e0Zs0a/e53v/PKvnHhGKkHAAAAAD/k6zv3OBwODRs2TK+99ppiYmLUu3dvNWnSxCv7xoUj1AMAAACAH4oJjlaes7BasPf2nXt+//vfKyUlRZGRkZoyZYrX9osLx/R7AAAAAPBD/nDnnr59+yo4OFjZ2dm6/vrrvbZfXDhG6gEAAADAD1XduefLE9uV5yxQTHC0rojr6tU79xiGoY0bN8qyLIWGhnptv7hwhHoAAAAA8FP+cOee6GjvTffHxauRUL9582bl5ubq6quvVmRkZE1sEgAAAADgAwsWLLjg1x955BE98sgjni4JP+OirqmfPXu2brzxxmpto0eP1pAhQzRmzBj17NlTBw8erNECAQAAAADA2V1UqH/33XfVsWNH9/MPP/xQq1at0v3336//+7//U3l5uWbPnl3jRQIAAAAAgDNd1PT7w4cPq02bNu7nK1asUKtWrTR9+nRJUnp6ul577bWarRAAAAAAAJzVRd/SzuVyuf+8fv16DRw40P08OTlZx48fr5nKAAAAAADAz7qoUN+6dWt98MEHkqTVq1fr6NGjuvbaa92vHzlyRA6Ho2YrBAAAAAAAZ3VR0+8nTpyou+66S82aNVNxcbHatm2r/v37u19fv369unTpUuNFAgAAAACAM11UqL/xxhsVGxurVatWKTo6WnfddZeCgio3kZOTo/r162v06NEeKRQAAAAAAFR30fep79evn/r163dGe2xsLIvkAQAAAADgRRe9UB4AAAAAAPAP5x2pHz58+BltK1as8EgxAIDAVZS1W0e2v6Ty8lyFhDjUqOs4RTZs6+uyAAAA/Np5R+qbNGlyxhcAADWpKGu3dm2cosLCQ6qoKFZh4SHt2jhFRVm7fV0aAAABKSsrS5MnT1a3bt3UsGFDdejQQTfffLNWrVolSfrmm280duxYtW3bVgkJCercubNuu+02HTx40L0Nh8Oh5cuXu5+7XC7de++9atGihbZu3er1Y6qrzjtS/+KLL3qjDgBAADuy/SUZMmSz2SVJNptdpunSke0vqe11T/u4OgAAAsuBAwc0ZMgQRUVFafr06ercubNM09T69es1adIkffrpp7rhhhs0cOBAvfnmm4qNjdWhQ4e0atUqFRQUnHWbpaWluvPOO7Vt2zZ99NFHat++vZePqu666IXyTnfs2DFNmDBBDz30kHr16lUTNQEAAkx5ea470Fex2ewqL8/1UUUAAPiHgvJSfXnikPKdpaoXHKYr4pooOiTMo/t86KGHZFmW1q1bp6ioKHd7u3btdMstt2jDhg3Kzc3V/PnzFRISIklq1qyZevfufdbt5efna+zYscrKytLKlSuZ/V3DfvVCecXFxVq9erWysrJqoh4AQAAKCXHINF3V2kzTpZAQh48qAgDA9wrKS7Xs0HYdKs5RYUWZDhXnaNmh7SooL/XYPnNycrR69Wrdfffd1QJ9FYfDoYSEBJmmqeXLl8uyrJ/d3vHjxzVs2DAVFRXpo48+ItB7wHlH6pOSkn729aqT+Mc//lE2m02GYeiHH36omeoAAAGhUddx2rVxikzT5Z56b8lSo67jfF0aAAA+8+WJQ7IZhuxG5Vhs5aOpL08c0nWJbTyyz3379smyLLVte+7Fai+//HI9+OCDSklJ0UMPPaTu3burd+/eGjVqlJo2bVqt75QpU5ScnKzU1FRFR0d7pOZAd95QX1paqqioKA0dOlRBQWd2Lyws1IoVK9SzZ08+dQEA/CKRDduq/dX/y+r3AACcIt9Z6g70VeyGTflOz43Un2/kvcrUqVM1fvx4ffbZZ9qyZYsWL16sefPm6Y033lDfvn3d/QYPHqwPP/xQCxcu1EMPPeSpsgPaeUP9Sy+9pMcff1w7duzQjBkzdO2111Z7fd++fVqxYoXuvvtujRgxwmOFAgDqtsiGbVkUDwCAU9QLDlOes6RasHdZpuoFe+6a+latWskwDO3eff470MTFxWnkyJEaOXKkpk+frmuuuUazZ8+uFupvvvlm3XDDDfrTn/4kl8ulyZMne6z2QHXea+pHjx6tLVu2aPDgwbr11ls1evRo7dmzx/26YRgeLRAAAAAAAtEVcU1kWpZclimpMtCblqUr4jw3Qzo2NlYDBw7Uyy+/rMLCwjNez809+yK2ISEhat68uYqKis547eabb9aiRYs0Z84cPfnkkzVec6C7oIXyIiMj9fjjj+vzzz+XZVm66qqrNGXKlHOeUAAAAPheetYePZL6L01Yu1iPpP5L6Vl7zv8mAH4jOiRMo5t0VZOIWEUFhapJRKxGN+nq8dXv586dK8uy1L9/f7377rtKT0/X7t27tWjRIvXu3Vsff/yx7rnnHn388cfas2eP0tPT9fzzz+uTTz7RsGHDzrrNkSNH6pVXXtE//vEPPfHEEx6tP9Bc1C3tWrVqpTfffFMff/yxHn30US1btky33XYbo/UAAAB+Jj1rj57Y/l8ZVrDsNkMFJZae2P5fTe0qtWnY2tflAbhA0SFhHlsU71yaN2+u9evXa968eZo+fboyMzMVFxenzp0765lnnlGbNm0UGRmpqVOn6siRIwoKClLTpk31xBNPKCUl5ZzbHT58uP71r3/pD3/4gyoqKvT444978ajqrl90n/ohQ4Zo4MCBev755/X0009f8GIKAAAA8I7/l/a5O9BLkt1myGW69P/SPtdMQj2A80hMTNScOXM0Z86cs77+zDPPnHcbZ5vZPXToUG6HXsN+UaiXpODgYE2aNEl//OMflZubq/j4+JqsCwAAAL9CgdNwB/oqdpuhAiczLAGgLvnFob5KvXr1VK9evZqoBQAAADUkOthSQYlVLdi7TEvRocywBIC65IIWygMAAEDtcme7q2QZdrnMyhDvMi1Zhl13trvKx5UBAGoSoR4AAKAOatOwtaZ27a7kcKcibE4lhzs1tWt3FskDgDrmV0+/BwAAgH9q07A1i+IBQB3HSD0AAAAAALUUoR4AAAAAgFrKp6F+48aNGjNmjDp06CCHw6ElS5ZUez0lJUUOh6Pa17XXXlutT1lZmf7yl7+oZcuWSk5O1pgxY3TkyBFvHgYAAAAAAD7h01BfVFSkjh07atasWQoPDz9rn379+iktLc399dZbb1V7/ZFHHtGKFSu0aNEiffjhhyooKNDo0aPlcrm8cQgAAAAAAPiMTxfKGzRokAYNGiRJuvfee8/aJzQ0VAkJCWd9LS8vT4sXL9b8+fPVv39/SdLChQvVpUsXffrppxo4cKBnCgcAL9q+N11rvy6QnGFScKkGXBqtrq3a+LosAAAA+AG/v6b+iy++UOvWrdWjRw/dd999On78uPu1bdu2yel0asCAAe62xo0bq127dtq0aZMvygWAGrV9b7o2bAxRUHGsglzhCiqO1YaNIdq+N93XpQEAgDrq1MugGzRooNatW2vYsGF6+eWX5XQ63f2uv/56d7/4+Hi1a9dON910k5YtWybLsnx4BIHFr29pd+2112r48OFq1qyZDh48qBkzZmjEiBH69NNPFRoaqqysLNntdtWvX7/a++Lj45WVlXXO7aan+/aXYV/vH97HOQ88NXXOP/k6R6GKlwxJliRDMi1Tn3yVowiTf1f+hO/zwMM5Dyycb6lNG2aJBZJ+/fpp4cKFcrlc+vHHH/XZZ59p5syZWrZsmZYvX67IyEhJ0q233qpp06apoqJCx44d06pVq/TAAw9o+fLlWrx4sex2u4+PpO7z61B/0003uf/cqVMndevWTV26dNHKlSs1YsSIc77PsiwZhnHO1335Ayk9PZ0fiAGGcx54avKc27d+d+acKkOyu6L4d+VH+D4PPJzzwML5hi8VlJdrc/Yx5TmdigkOVs/6CYoOCfH4fk+9DDo5OVmXXHKJBgwYoL59++rZZ5/VlClTJEkRERHufo0aNVL37t3Vs2dP/fa3v9Ubb7yh3//+9x6vNdD5/fT7UyUlJSk5OVn79u2TJDVs2FAul0vZ2dnV+v3444+Kj4/3RYkAULOCSyXztDbzZDsAAKjTCsrL9ebBvTpYXKTCCqcOFhfpzYN7VVBe7pN6OnbsqIEDB2rFihU/22/AgAHq2LHjefuhZtSqUJ+dna3MzEz3J0HdunVTcHCw1q1b5+5z5MgRpaWlqVevXr4qEwBqzIBLo2WT7adgb0o22TTg0mif1gUAADxvc/Yx2QxD9pOzkO2GIZthaHP2MZ/V1L59e2VkZNRYP/x6Pp1+X1hY6B51N01Thw8f1o4dOxQbG6vY2FjNmjVLI0aMUEJCgg4ePKi///3vio+P17BhwyRJMTExuu222zRt2jTFx8crNjZWjz76qDp16qR+/fr58MgAoGZUrnJ/yur3Yax+DwBAoMhzOt2BvordMJR3ymJ13na+S50vth9+PZ+G+q+//lrDhw93P585c6ZmzpypsWPH6umnn9Z3332npUuXKi8vTwkJCerTp49eeeUVRUf/NEL1v//7v7Lb7brjjjtUWlqqa665Ri+99BILMgCoM7q2aqOurXxdBQAA8LaY4GDlOcurBXuXZSkmONhnNe3atUvNmzc/b7+0tDQ1a9bM8wXBt6G+T58+ys3NPefr//nPf867jbCwMM2ZM0dz5sypydIAAAAAwKd61k9QRtFeSZUj9C7LkmlZ6lk/wSf1fPfdd1qzZo0eeuihn+23Zs0afffdd5owYYKXKgtsfr36PQAAAAAEquiQEN3StJVPVr8vKyvTsWPHZJqmfvzxR61fv15PP/20unXrpokTJ7r7FRcX69ixY9Vuaffcc8/pN7/5jUaPHu3xOkGoBwAAAAC/FR0SooFJTby+308//VTt2rWT3W5XTEyMOnTooMmTJ+uOO+5QyCkfKixZskRLlixRcHCwYmNj1aVLFz399NMaPXo019R7CaEeAAAAAOC2YMECLViw4Lz9PvjgAy9Ug/OpVbe0AwAAAAAAPyHUAwAAAABQSxHqAQAAAACopQj1AAAAAADUUoR6AAAAAABqKUI9AAAAAAC1FKEeAAAAAIBailAPAAAAAEAtRagHAAAAAKCWItQDAAAAAGrcgQMH5HA49PXXX0uSUlNT5XA4lJ2dfc73XEgfb5o5c6auvPLKX72dJUuWqFGjRjVQ0ZkI9QAAAAAASVJKSoocDoccDocaNGig1q1ba9iwYXr55ZfldDo9vv9evXopLS1NcXFxP9tv//79mjBhgjp16qSGDRuqS5cuuv3227Vp06YarWfixIn64IMP3M9TUlI0evToGt3Hr0WoBwAAAAC49evXT2lpadqxY4f+85//aMiQIZo5c6aGDh2qoqIij+47JCRECQkJMgzjnH2+/vpr9e3bV7t27dLcuXO1adMmvfHGG+rWrZsefvjhGq0nKirqvB8w+BqhHgAAAAD8VEG5U2t++FHvZBzVmh9+VEG550fLQ0NDlZCQoOTkZF1yySWaMGGC3n//fW3fvl3PPvusu195ebmmT5+ujh07Kjk5Wf3799eaNWvOu/2dO3dq4MCBSkpKUr9+/bRt2zb3a+ebfm9Zlu699141a9ZMK1eu1NChQ9WiRQt17txZkyZN0vLly919//a3v+myyy5TYmKiunTpomnTpqm0tNT9etXU+n/961/q3LmzEhMT9bvf/a7avk+dfj9z5ky98cYbWrlypXs2Q2pq6gXt63SHDx/W2LFj1bx5cyUlJenyyy/Xv//97/P+3Z1N0C96FwAAAADAowrKnXor46hshiG7YSjPWaEDhSUa1TxR0SHBXq2lY8eOGjhwoFasWKEpU6ZIksaPH6/9+/fr5ZdfVqNGjbRq1SqNGTNGa9euVZcuXc65rccff1x/+9vflJiYqL/+9a+65557tGnTpp8dna+yY8cOff/993r55Zdlt9vPeN3hcLj/HBERoRdeeEFJSUlKS0vTpEmTFBISoscee8zd5+DBg1q2bJmWLFmikpIS/fnPf9b48eO1dOnSM7Y9ceJE7d69Wzk5OVq4cKEkKTY29oL3daoHH3xQZWVlWrFihaKjo7Vnz57zHvu5EOoBAAAAwA9t/jHPHegluR83/5ingckNvF5P+/bttX79ekmV17S//fbb2rFjh5o0aSJJuueee/Tpp5/q1Vdf1bx58865nUcffVTXXHONJOnhhx/WkCFD9MMPP1zQQnL79u2TJLVt2/a8fU+dit+sWTNNmjRJzz//fLWgXVJSopdeesl9DM8884yGDh2qvXv3qlWrVtW2FxUVpbCwMPdMhovd16kOHTqkESNGuD/8aN68+XmP51wI9QAAAADgh/LLK9xBvordMJRfXuGTeizLco+mb9++XZZl6YorrqjWp6yszB3Yz6VTp07uPycmJkqSjh8/fkGh3rKsC653+fLlWrBggfbt26eioiK5XC65XK5qfZKTk92BXpIuu+wy2Ww2paWlnRHqf+2+TjVu3DhNmjRJa9asUd++fTVs2DB169btgvd3Kq6pBwAAAAA/VC8kSK7TQqzLslQvxDdjs7t27XKPKJumKcMwtHbtWqWmprq/Nm/erBdeeOFntxMc/NOlA1UfElxoWK8K2rt37/7Zflu2bNGdd96pAQMGaOnSpfrss8/06KOPemQF/1+yr9tvv13bt2/Xrbfeqj179mjQoEGaOXPmL9o/oR4AAAAA/FDPBjEyLcsd7F2WJdOy1LNBjNdr+e6777RmzRqNGDFCknTJJZfIsiwdO3ZMLVu2rPaVnJzssTouueQStW/fXs8999xZR8Jzc3MlSV9++aWSkpL08MMPq3v37mrVqpUOHTp0Rv8ffvhBhw8fdj//6quvZJqm2rVrd9b9h4SEnLHfC93X6Ro1aqT/+Z//0auvvqopU6bon//853nfczaEegAAAADwQ9EhwRrVPFFNIsMUFWRXk8gwryySV1ZWpmPHjikzM1PffPONXnjhBff08IkTJ0qSWrdurVtuuUX33nuvli9froyMDH399dd6/vnn9d5773msNsMwNH/+fGVkZGjw4MH6+OOPtX//fn377bd69tlnNXLkSHd9mZmZevPNN5WRkaFFixaddXX58PBwpaSkaMeOHdq8ebMmTZqkwYMHn3PqfdOmTfX9998rPT1d2dnZcjqdF7yvU02ePFmrV69WRkaGduzYodWrV5/zg4Tz4Zp6AAAAAPBT0SHBXl8U79NPP1W7du1kt9sVExOjDh06aPLkybrjjjsUEhLi7jd//nzNnTtX06ZN0w8//KDY2Fh1795dffr08Wh9PXr00Keffqp58+Zp0qRJOn78uBISEtS9e3fNmTNHkjR06FDdd999euSRR1RaWqr+/ftrypQpevDBB6ttq2nTprrppps0duxYZWdnq3///nr++efPue8//OEP2rBhg/r376/CwkKtWLHigvd1KtM09fDDD+vIkSOKiopS3759NWPGjF/092Hk5uZe+EoD+NXS09PVpk0bX5cBL+KcBx7OeeDhnAceznlg4XwDddPMmTP13nvv6YsvvvB1Kb8K0+8BAAAAAKilCPUAAAAAANRShHoAAAAAQMB55JFHav3Ue4mF8gAAOKuje/fpxMp9CikJUnl4heIGt1Riq5a+LgsAAKAaRuoBADjN0b375FqaqaiccIWWBysqJ1yupZk6unefr0sDAACohlAPAMBpTqzcJ5ck4+T/koZNcp1sBwAA8CeEegAAThNSEuQO9FUMW2U7AACAPyHUAwBwmvLwCllm9TbLrGwHAADwJ4R6AABOEze4peySO9hbpmQ/2Q4AAOBPCPUAAJwmsVVL2cckqTC2RGUhThXGlsg+JonV7wEAgN8h1AMAcBaJrVqq473XqvWD/dTx3msJ9ACAgJGSkiKHwyGHw6EGDRqoa9eueuyxx1RUVKR27dpp7ty51frPnj1bDodDy5cvr9Z+9913a+jQod4sPSAR6gEAAAAA1fTr109paWnatm2bHnvsMS1atEhTp05Vnz59lJqaWq3vhg0b1LhxY23YsOGM9j59+niz7IBEqAcAAAAAP1VQ7tLaIyV6d3+R1h4pUUG5yyv7DQ0NVUJCgho3bqxRo0Zp1KhR+uCDD9SnTx9t3rxZZWVlkqSysjJt2bJFkyZNqhb29+zZo8zMTF1zzTVeqTeQEeoBAAAAwA8VlLv09r4SHSqsUKHT0qHCCr29z3vB/lRhYWFyOp3q06ePSkpKtHXrVknSli1bFBcXpzFjxmjfvn3KysqSJKWmpio8PFyXX36512sNNIR6AAAAAPBDW46Xy2ZYshuGJMluGLIZlrYcL/dqHV999ZXefvtt9e3bVy1btlSjRo3co/Kpqam6+uqrFRERoW7durmn4Kempqpnz54KDQ31aq2BiFAPAAAAAH4ov9x0B/oqdsNQfrnp8X2vXr1ajRo1UkJCgq677jpdddVVmj17tiSpd+/e1UJ97969z2jfsGEDU++9hFAPAAAAAH6oXohNLsuq1uayLNUL8XyMu+qqq5SamqotW7bo2LFjeu211xQfHy9Juuaaa7R161bl5ubqq6++ci+Gd/XVV2vDhg1KS0tTVlYWi+R5SZCvCwAAAAAAnOny+BAdKHBJqpyC77IsmZahy+NDPL7viIgItWx59tu59unTR2VlZXrhhRfUoEEDtWjRQpJ0xRVXKCMjQ2+99ZaioqLUvXt3j9cJQj0AoA7JLM7W0kNfKKe8WLEhERrT5EolRdT3dVkAAPwi0SF23dwyXFuOlyu/3FS9ELsujw9RdIjdp3U1bdpUzZo108KFC6vdhz4yMlJdu3bVwoULdeWVVyooiLjpDUy/BwDUCZnF2Xry+/e1vzBbBRVl2l9Y+TyzONvXpQEA8ItFh9g1oFG4RraI1IBG4T4P9FX69OmjgoIC9/X0VXr37q2CggKup/ciIzc31zp/N9SU9PR0tWnTxtdlwEOyC09obcYm5ZaXyBESrgHNe+lEZjbnPMDwfe4bz6RVBnq77afPq12mqRZR9fVAu2Ee3TfnPPBwzgML5xuAP2M+BFBDsgtPaNE3K2U3DNkNm/LL87Tom5UaEN3W16UBASGnvLhaoJcku82mnPJiH1UEAADgeUy/B2rI2oxN7kAvSXbDJrthaFteuo8rAwJDbEiEXGb1W/y4TFOxIRE+qggAAMDzCPVADcktL3EH+ip2w6ZCl9NHFQGBZUyTK2VK7mDvMk2ZJ9sBAADqKqbfAzXEERKu/PK8asHeZZmKsQf7sCqg5hw9nKnt6/fIKrbJiDDVtW9rJTZO8nVZbkkR9fVoh2Gsfg8AAAIKoR6oIQOa99Kib1ZKMmU3bHJZplyWpW4xXFOP2u/o4UztfOegDCNENkOyyqSd7xyUbpTfBXtPL4oHAADgT5h+D9SQ+lFxuqvLYDWNilFkcJCaRsXori6DFRNaz9elAb/a9vV7ZBqSYVQ+NwzJNCrbAQAA4DuM1AM1qH5UnEZ1Hlqt7YS4RzZqP6vYJptRvc0wJLOYz4YBAAB8id/GAADnZUSYsqzqbZZV2Q4AAADfIdQDAM6ra9/WsllyB3vLkmxWZTsAAAB8h1APADivxMZJ6nxjU1mx5XKFVMiKLVfbaOP2AAAgAElEQVTnG5v61SJ5AAAAgYhQDwC4IImNkzT41j4acvfVGnxrHwI9AAB1VEpKihwOhxwOh+rXr6/OnTtr0qRJys3Ndffp0qWLu09SUpKuvPJKvfLKK+7XXS6X/vGPf6hnz55KSkpSs2bN1K9fP7300ku+OKQ6jYXyAAAAAADV9OvXTwsXLlRFRYXS0tI0YcIE5eXladGiRe4+Dz/8sO666y4VFRXp9ddf1wMPPKCYmBj99re/1axZs7Ro0SLNmTNHPXr0UGFhoXbs2KHDhw/78KjqJkI9AAAAAPip0jJp/w+GSsuksFCpRbKlsFDP7zc0NFQJCQmSpEaNGunGG2/U66+/Xq1PdHS0u89jjz2md955Rx988IF++9vf6qOPPtKdd96pm266yd2/c+fOni88ADH9HgAAAAD8UGmZ9NX3hnLyDZU5Kx+/+r4y4HtTRkaG1qxZo+Dg4J/tFxoaKqfTKUlKSEjQhg0blJWV5Y0SAxqhHgAAAAD80P4fDBmGIdvJ1GazSYZhaP8Phsf3vXr1ajVq1EiJiYnq1q2bdu3apfvvv/+sfSsqKrRkyRJ999136tu3ryTpySefVE5Ojtq1a6crrrhCEydO1HvvvSfr9Hvk4ldj+j0AAAAA+KHSMrkDfRWbTV4Zqb/qqqv07LPPqqSkRP/85z+VkZGhcePGVevzxBNPaNasWSorK1NISIjuu+8+3XHHHZKk9u3b64svvtC2bdv0xRdf6PPPP9cdd9yhAQMGaNmyZbKdfmD4xfibBAAAAAA/FBYqmWb1NtOUV66pj4iIUMuWLdWpUyfNnj1bxcXFmj17drU+48ePV2pqqr755hsdOXJEf//736uFdZvNpu7du2v8+PFasmSJXnzxRX3yySfauHGj5w8ggBDqAQAAAMAPtUi2ZFmWO9ibpmRZlloke38K++TJk/Xss88qMzPT3RYXF6eWLVsqKSlJhnH+SwLatWsnSSoqKvJYnYGIUA8AAAAAfigsVOrRwVJsPUuhwZWPPTp4Z/X70/Xp00ft27fX3LlzL6j/7bffrvnz52vr1q06ePCgUlNT9Ze//EXx8fHq1auXh6sNLIR6AAAAAPBTYaFShxaWLm1vqUML3wT6KuPHj9fixYt18ODB8/YdOHCgVq1apbFjx+qyyy7TuHHj1KRJE7333nuKjY31QrWBw8jNzWX5QS9KT09XmzZtfF0GvIhzHng454GHcx54OOeBhfMNwJ8xUg8AAAAAQC3FLe0AAKjjcvLLtfPbQpWVSKHhUudOUYqtF+LrsgAAQA1gpB4AgDosJ79cm9YXquiE5CqVik5Im9YXKie/3NelAQCAGkCoBwCgDtv5baFkk6ruNGQYkmwn2wEAQK1HqAcAoA4rK/kp0FcxjMp2AABQ+xHqAQCow0LDJeu0+9xYVmU7AACo/Qj1AADUYZ07RUnmT8HesiSZJ9sBAECtR6gHAKAOi60Xol59oxQZJ9nDpMg4qVdfVr8HAKCu4JZ2AADUcbH1QtTnyjhflwEAADyAkXoAAAAAAGopQj0AAPCI9N17tOalbdr4TJrWvLRN6bv3+LokAMAFSElJ0ejRo6u1ffzxx0pKStITTzyhu+++W3379pXT6XS/bpqmfvOb3+jmm292t3Xp0kXPP/+8+/n1118vh8Mhh8Ohhg0bqkePHpo3b55cLpfnD6oO82mo37hxo8aMGaMOHTrI4XBoyZIl1V63LEszZ85U+/btlZiYqOuvv17ff/99tT5lZWX6y1/+opYtWyo5OVljxozRkSNHvHkYAADgNOm796j436GKy4lVeHmY4nJiVfzvUII9ANRCS5cu1e23365p06Zp6tSpmjNnjrKysjR79mx3n/nz5+u7776rFuLP5tZbb1VaWpq2bNmiP/3pT5oxY8Z534Of59NQX1RUpI4dO2rWrFkKDz/z3jrPPvus5s+fr6eeekpr165VfHy8brzxRhUUFLj7PPLII1qxYoUWLVqkDz/8UAUFBRo9ejSf9gAA4EMH1xbKlCnr5G8alk0yZerg2kLfFgYAtUxFqXTie0PH/2voxPeGKkq9u/8FCxbovvvu03PPPaeUlBRJksPh0HPPPadnnnlG//3vf7Vr1y49+eSTmjt3rpKSkn52exEREUpISFCzZs10zz33qG/fvvrggw+8cSh1lk8Xyhs0aJAGDRokSbr33nurvWZZlhYsWKA///nPuuGGGyRV/oNq06aN3n77bd1xxx3Ky8vT4sWLNX/+fPXv31+StHDhQnXp0kWffvqpBg4c6N0DAgAAkqSwknB3oK9i2SrbAQAXpqJUytpqyDAMGTapokTKypYaXmYpKMzz+58xY4bmz5+vxYsXa/DgwdVeu+6663Trrbdq3LhxCg8P15AhQ6pNvb9QYWFhys3NramSA5LfXlN/4MABHTt2TAMGDHC3hYeH66qrrtKmTZskSdu2bZPT6azWp3HjxmrXrp27DwAA8L7S8BIZZvU2w6xsBwBcmPz9PwV6STJskmEYyt9veHzf69at09y5c/Xqq6+eEeirzJgxQ5mZmcrIyNDTTz99Uds3TVOrV6/W2rVr1bdv35ooOWD57S3tjh07JkmKj4+v1h4fH6/MzExJUlZWlux2u+rXr39Gn6ysrHNuOz09vYarvTi+3j+8j3MeeDjngYdzXl1wxwIZG+vLMiun4BumZMim4I4Fdebvqq4cBy4M51tq06aNr0sIOK4SuQN9FcNW2e5pHTp0UH5+vp566in16tVLDofjjD7vvPOOKioqVFZWpm+++eaCwvmrr76q119/XeXl5ZKk0aNHa/LkyTVefyDx21BfxTCqfwplWdYZbac7Xx9f/kBKT0/nB2KA4ZwHHs554OGcn6lNmzZKT9yjg2sLFVYSrtLwEjUdEKVubfv4urQawTkPLJxv+Io9vHLK/anB3jIr2z0tMTFRb7zxhkaMGKGRI0fq3XffrRbsDx48qEcffVQzZsxQWlqaJkyYoM8//1zR0dE/u90bb7xRf/3rXxUSEqKkpCTZ7XZPH0qd57fT7xMSEiTpjBH3H3/80T1637BhQ7lcLmVnZ5+zDwAA8I02bVtr4LhuuvqBdho4rpvatG3t65IAoFap18KSZVmyTl7OZJmVA5j1Wlhe2X9ycrLef/99FRcXa8SIETpx4kRlHZal8ePH67LLLtNdd92lv/3tbwoODtbUqVPPu82YmBi1bNlSjRs3JtDXEL8N9c2aNVNCQoLWrVvnbistLdUXX3yhXr16SZK6deum4ODgan2OHDmitLQ0dx8AAAAAqI2CwioXxQuNs2QPrXz01iJ5VRITE/X+++/L6XRq+PDhys7O1ksvvaTt27frhRdekFS5ov2CBQu0ePHiatkM3uHT6feFhYXat2+fpMqFEg4fPqwdO3YoNjZWTZo0UUpKiubNm6c2bdqodevWmjt3riIjI92rKsbExOi2227TtGnTFB8fr9jYWD366KPq1KmT+vXr58MjAwAAAH699EO79f99v015phRjk+7p0E1tmrT1dVnwoqAwKa6Dd0bmz6Vhw4ZasWKFbrjhBnXq1EmGYWjevHlq1KiRu0+vXr107733auLEidq4caNiYmJ8WHFgMXJzc332LyQ1NVXDhw8/o33s2LFasGCBLMvSrFmz9Oqrryo3N1c9evTQ3Llz1bFjR3ff0tJSTZ06VW+//bZKS0t1zTXXaN68eWrcuLE3D+WCcU1W4OGcBx7OeeDhnAceznlg8dX5Tj+0W1O//VaGYckuySXJsgw90akTwR6Am09DfSDil4DAwzkPPJzzwMM5Dzyc88Diq/P9l1Vv6rAVpFOvOnZJamxUaM6gW7xeDwD/5Per3wOo/TKLivXmgUPKKa9QbEiQbmnWREmREb4uCwAAv5ZnSvbTbuhkP9kOAFX8dqE8AHVDZlGxZu3crf2FJSp0Vmh/YYlm7dytzKJiX5cGAIBfi7FVjsyfynWyHQCq8CMBgEe9eeCQDEMKMiqHGoIMQ4ZR2Q4AAM7tng7dZFmGO9hXXVN/T4duviwLgJ8h1APwqJzyCnegrxJkGMopr/BRRQAA1A5tmrTVE506qbFRoQirQo2NChbJA3AGrqkH4FGxIUHKLXdWC/YVlqXYEH78+KOKnFIVbM6Tq9iUPcKm6J4xCor14s1wAQDVtGnSVnMI8QB+Br9VA37i8IlcpX6dKWeJFBwu9bk0SY3jHL4u61e7pVkTzdq5WxWyFGQYqrAsWVZlO/xLRU6pfvwgRzIkw2aoothU2Qc5Krs6VJ/vzZezVAoOk/pcWl+N60f7ulwAAACI6feAXzh8Ildr1mapPMcuq9yu8hy71qzN0uETub4u7VdLiozQXzu3VYuocEUFB6lFVLj+2rktq9/7oYLNee5AL1U+5pumtq91qTxXUrmh8lxpzdoTOpxd4NtiAQAAIImResAvpH6dKcn+08dsNklmZfvYgbV/tD4pMkL3d2zn6zJwHq5i0x3oqxx0Bstu2qoFfcu0lPp1tsZey2g9AACArzFSD/gBZ4nO/G60nWwHvMQeYZNlWtXaXKZNLnv1GyoZNkPOUm9WBgAAgHMh1AN+IDhcknlao3myHeeUU3hC723/SIu3/Efvbf9IOYUnfF1SrRbdM0ay5A72lmnJbljKj6j+6ZJlWgpm7TwAAOq0rKwsPfLII+revbsSEhLUunVrDRo0SAsXLlRhYaEkqUuXLnr++ed9XCmYfg/4gT6XJmnN2qzKYH9y6n1VO84up/CEFm9bKbsM2Ww25ZflafG2lbqt22DFRsX5urxaKSg2TA2uj622+n2btnYd2SrJtNxT72UZ6nMpf8cAANRVBw4c0JAhQxQdHa1HH31UnTp1kmma2rNnj5YuXaq4uDiNGjXK12XiJEI94Acaxzk0cIDq5Or3npK6d5M70EuqfDRNpe7dpBFdh/q4utorKDZMsYN/GoaPlTSwXrBSv86Ws9RSSJjU59I4Vr8HAMBbikwZ31pSkaRIyepkSJGenXD94IMPymazad26dYqMjHS3d+zYUSNGjJBlWT/zbngboR7wE43jHB5ZFK+iVMrfb8hVItnDpXotLAXVganTeeUl7kBfxWazKa+chQhqWuP60SyKBwCALxSZMlZbMuyWZDOkIkvKlKxrTY8F+5ycHK1Zs0bTpk2rFuhPZRjGWdvhG1xTD9RhFaVS1lZDZScMucoqH7O2GqqoA4ucxYSEyzSrL0RgmqZiQliIAAAA1A3Gt6cEekmyGTLsVuXIvYfs3btXlmWpdevW1do7duyoRo0aqVGjRnrggQc8tn9cPEI9UIfl7zdkGIaMk9/phq3yk9X8/bX/09U+rXrJJcsd7E3TlEuW+rTq5ePKAAAAakiRfgr0VWxGZbuXffjhh0pNTVX37t1VWloHRojqEKbfA3WYq0TuQF/FsFW213axUXG6rdtgpe7dpLzyEsWEhKtPq14skgcAAOqOSFVOuT812JuWFOm5AZqWLVvKMAylp6dXa2/evLkkKSIiwmP7xi9DqAfqMHu4VHFasLfMyva6IDYqjkXxAABAnWV1MqRMydDJYG9aslxGZbuHxMXFacCAAXr55Zd1zz33KCoqymP7Qs1g+j1Qh9VrYcmyLFknLz23TMmyLNVrwYqlAAAAfi/SJutaQ1ZDQ1a4Kh+v9fzq9/PmzZNpmurXr5/efvtt7dq1S3v27NHbb7+tnTt3ym63u/tmZmZqx44d1b6ys7M9Wh+qY6QeqMOCwqSGl1nK3686t/o9AABAQIi0yerp3V02b95cn332mZ5++mk9+eSTOnLkiIKDg9W2bVvddddduvvuu919X3zxRb344ovV3j979mzdc8893i06gBHqgTouKEyK68DIPAAAAC5cQkKCnnrqKT311FPn7PPNN994sSKcC9PvAQAAAACopQj1AAAAAADUUoR6AAAAAABqKa6pB1BnFWRl6sDm7XKWWQoONdSsZ1dFN0zydVkAAABAjWGkHkCdVJCVqV2rdqokz5Cr3K6SPEO7Vu1UQVamr0sDAAAAagyhHkCddGDzdskwZdgMSap8NMzKdgAAAKCOINQDqJOcZZY70FcxbIacZdzeDwAAAHUH19QDtdyJ4we04dtPlOcsVUxwmHp3uk5x8c2UmX1Uy3Z9oVxnqRzBYRrd/kol1U/0dbleExxqqKK0erC3zMpr6wEAAIC6gpF6oBY7cfyAXtv6rg6VFKrQZepQSaFe2/quvt/7X83ctkoZpQUqMF3KKC3QzG2rlJl91Ncle02znl0lyybLrByZt0xLsmyV7ahVKkqlE98bOv5fQye+N1RR6uuKAAAA/AehHqjFNnz7ieyyZDMqv5Vthk12WVq4Z7Nskuwn2+2GTTZJy3Z94btivSy6YZLaD+qs8BhL9hCXwmMstR/UmdXva5mKUilrq6GyE4ZcZZWPWVsJ9gAAAFUI9UAtlucsdQf6KjbDpnwZ7kBfxW7YlOsMrCQU3TBJnYcN0aU3DVXnYUMI9LVQ/n5DhmGo6p+zYZMMw1D+fi6jAADAU1JSUjR69OhqbR9//LEcDsfPfqWkpEiSHA6Hli9f7n6vy+XSvffeqxYtWmjr1q1ePZZAwDX1QC0WExym/IrCasHetEzVMyy5LLNasHdZphzBkb4oE/jFXCXSaZ9PybBVtgMAAO9YunSp7rvvPv31r3/VHXfcIUlauXKl7rvvPqWlpbn7hYWFnfHe0tJS3Xnnndq2bZs++ugjtW/f3mt1BwpCPVCL9e50nV7b+q5kmbIZNpmWKZcM/al1Ty3I2CmdDPYuy5QpaXT7K31dMgLA7kM79EraBhW4ghVtd+qOdr3Vtsklv2hb9nCp4rRgb5mV7QAABIRip4y0PBnFTlkRwbLaxUgRwV7b/YIFCzR9+nQ999xzGjNmjLs9JiZGkpSQkHDO9+bn52vs2LHKysrSypUr1aRJE4/XG4gI9UAtFhffTL+/bOQpq99HuFe/f8SRfMrq95EBt/o9fGP3oR2a8e0OGYqS3ZAKKkI149sdekz6RcG+XgtLWdmSzMop+JYpWZalei24NSEAIAAUO2X/7GjlRdM2Q0ZRhXSsRK5rEr0S7GfMmKH58+dr8eLFGjx48EW99/jx4xo2bJhsNps++ugjNWjQwENVglAP1HJx8c00ot8fz2hPqp+oP199ow8qQiB7JW2DO9BLkt2ovPTjlbQNmvkLQn1QmNTwMkv5+yun3NvDK4N+0Jmz+wAAqHOMtDx3oJeqHi0ZaXmyLvVsSF63bp1WrlypZcuWXXSgl6QpU6YoOTlZqampio6O9kCFqMJCeQCAGlPgCnYH+ip2o7L9lwoKk+I6WIrvbimuA4Ee/unoiWN67bN1WvjJGr322TodPXHM1yUBqAOMYudPgb6Kzahs97AOHTqoRYsWeuqpp5Sbm3vR7x88eLAOHTqkhQsXeqA6nIpQDwCoMdF2p1ynzYx3WZXtQF119MQxLf0iTdkFNpVVBCm7wKalX6QR7AH8alZEsGSe9h+raVW2e1hiYqI++OAD5efna+TIkRcd7G+++WYtXLhQM2fO1FNPPeWhKiER6gEANeiOdr1lyeYO9i5LsmTTHe16+7YwwINW7/xOhqzqt16UpdU7v/NtYQBqPatdjGTqp2BvWpJ5st0LkpOT9f7776u4uFgjRozQiRMnLur9N998sxYtWqQ5c+boySef9FCVINQDAGpM2yaX6LFOlyg5qFARKlNyUKEe63TJL179HqgNisrMs956sajM9E1BAOqOiGC5rkmUGR8uK9wuMz7ca4vkVUlMTNT7778vp9Op4cOHKzs7+6LeP3LkSL3yyiv6xz/+oSeeeMJDVQY2FsoDANSotk0u+UWL4gG1VWSoTaXlZ956MTKUsRMANSAiWNalDeTL+740bNhQK1as0A033KDhw4dr+fLlF/X+4cOH61//+pf+8Ic/qKKiQo8//riHKg1MhHoAAIBf4drOHbX0izTJtH669aIMXdu5o69LA4BfZMGCBWe0NWjQQBs3bnQ/v+GGG855nf3Z2ocOHaqsrKyaKxJufIQMAADwKyTGJWjMle1UP9pUaFCF6kebGnNlOyXGJfi6NABAAGCkHgAA4FdKjEvQ768hxAMAvI+RegAAAAAAailG6lHnFDgL9eWJ7cpzFigmOFpXxHVVdHCUr8sCAAAAgBpHqEedUuAs1NLDH8omm+yGTXnOQmUUH9GYxr8h2AMAAACoc5h+jzrlyxPb3YFekuyGTTbZ9OWJ7T6uDAAAAABqHqEedUqes8Ad6KtUjtgX+KgiAAAAAPAcpt+jTokJjlaes7BasHdZpmKCo31YVWDJLCrWmwcOKae8QrEhQbqlWRMlRUZ4tYbvd+7VoXVSeHmYSkJK1aS/1KFzK6/WAAAAAHgDI/WoU66I6ypTplyWKaky0JsydUVcVx9XFhgyi4o1a+du7S8sUaGzQvsLSzRr525lFhV7rYbvd+5V6fJYNShwKKI8TA0KHCpdHqvvd+71Wg0AAACAtxDqUadEB0dpTOPfqGlEkqKCItQ0IolF8rzozQOHZBhSkGFIqnw0jMp2bzm0TrIMS1ZlCbKMyueH1nmtBAAAAMBrmH6POic6OErXJVzt6zJqrbwDR5X38QHZiyVXhBQzpJlimiVe0Htzyivcgb5KkGEop7zCE6WeVXh5mDvQV7GMynYAAACgrmGkHoBb3oGjKltyUKHZhoLKDIVmGypbclB5B45e0PtjQ4JUYVnV2iosS7Eh3vv8sCSkVEb1EmRYle0AAABAXUOoB+CW9/EBWdJPPxlsknWy/ULc0qyJLEvuYF9hWbKsynZvadJfMv5/9u48OM7rvPf895y39wX7QhAECYqESEqkFlISqc1SqN12LMd2JDkeb0nuJE7mOstUKtexx1N22aObrWbilOLk3sSRbsox5diO7diRtVq7SEmURIGrKJIgQRIgtt739z1n/migJVCUxBUNgM+nykbhsPvt523ANH99znmOVbVgr2z1+55fmbEShBBCCCGEmDGy/F4IUePkeedHfXpy/CR0RSP8t9UX1rX7/arVy9iFdL8XQgghhBDnBwn1QogaLwK+AtODvamOn6yuaIQ/uGjF2S7tlKxavYxVq+taghBCCCGEEDNCQr0Q54FyapSx/ocoF5MEQk20rbmDQGP7Ox7XePsSSt89hDVUg70BNTkuhBBCCCGEmH1kT70Q81w5NcrAM/eRSx3ErWTJpQ4y8Mx9lFOj73hs45IFBD+1mFKrxQ1aSq2W4KcWn3T3eyGEEEIIIcTMkpl6Iea5sf6HUMpBaQeg+tVUxxde95l3PL5xyQIaf+fdQ3wiO8xTB35CupykIdDEDUvvpDkmoV8IIYQQQoh6kJl6Iea5cjFZC/RTlHYoF5OnfK1EdpgH+r/FYHaQjJtjMDvIA/3fIpE9uSPvhBBCCCGEEGeXzNQL8Tbj2WEeP/QTEuUkzYEmblp8J62Ts9AjY+NsffUAlQL4w7Du8qV0tLXOeI3DY+O89twANmdRUcVl1/ay4D3qCISaqJRS04K9NR6BUNMpv/ZTB36Cg0br6ueBWmsw1fGPrvmdU78ZIYQQQgghxBmRmXohJo1nh/nHHd/iYHaQnJvjYHaQf9zxLcazw4yMjfPsE4cpJH2Yso9C0sezTxxmZGx8RmscHhun/4eD6GMap+Cgj2n6fzjI8HvU0bbmDqz1sMYDqoHeWo+2NXec8uuny8laoJ+itSZdPvVZfyGEEEIIIcSZk5l6ISY9fugnaKVxJkOrMzkL/fihnxA/sg6UD62qj9UKDJatrx7gjltmbrb+tecG0ErD1KS7A9azvPbcALffeeI6Ao3t9F7/+yfV/f79NASaSJUz04K9MYaGwKnP+h/v2JFDbH1pF27Zhy/gcsHFffTnouSKhmhIc+OyRtrjoTN+HSGEEGI8O8ETA1tIlgs0BcJs7F1Pa6yl3mUJIcRpkZl6ISYlyslaoJ/iaE2inKRSoBbop2gFlcIMFgjYnH0r0E9xJsffQ6CxnYXXfYbem7/Iwus+c1qBHuCGpXfiYTDGANVA72G4Yemdp3W9KceOHOK5Jw5TzEbxKkFy6SZefSbKyFCRYlkxmjL829YEo5niGb2OEEIIMZ6d4J/6H+ZQNkWu4nIom+Kf+h9mPDtR79KEEOK0SKgXYlJzoAlvMqxO8YyhOdCEPwzmuNxsbHVv/UxSUQXecYPe5PgMaI4t4LNrvkhPrIe4L0pPrIfPrvniGXe/3/rSLlAGNXkbrm0DDOGJ6puulQIFT+5LneEdCCGEON89MbAFRykcNbkyT2kcpXhiYEudKxNCiNMjy++FmHTT4jv5xx3fAlOdofeMwVjDTYvvxOvw8+wThzHY6tJ7C1jFusuXzmiNl13bS/8PB7He5Iy9B8pWm+XNlObYgrPeFM8t+2qBHsBaP2iLz3MoT45ppcgVzQmfL4QQQpysZLlQC/RTHKVJlmd4+Z0QQpwlMlMvxKTW2AJ+++IvsiTWQ9QXZUmsh9+++Iu0xhbQ0dbKdRsXEW5y0QGXcJPLdRsXzXj3+wVtraz5eA+m0+CFPUynYc3He96z+/1c4Au42LethFCqgjIK13lrWYKxlmhI/soSQghxZpoCYTx73Mo8a2gKzPDyOyGEOEtkpl6It2mNLeCui048C93R1jqjTfHezYK21ndtijdXrbtyFc89cRhLdQm+T43h0kuhReFQDfRYuHFZY71LFUIIMcdt7F3PP/U/DBgcpfGswbOWjb3r612aEEKcFpn2EkLUXWf3Yq7duIhQLIfjLxFtSHL59Tk6ukKEApb2Rs2vr2uW7vdCCCHOWGushd9acxuLY41E/T4Wxxr5rTW3Sfd7IcScJTP1YlbaMzLMD7YfoVR2CAY8PrG6mxUdZ9aMTcxund2L+WD34mljK+tUixBCiPmtNdbCr6++o95lCCHEWSEz9WLW2TMyzP0vJsjmwnhegGXZQQMAACAASURBVGwuzP0vJtgzMlzv0oQQQgghhBBiVpGZejHr/GD7EbBhpo6M1xqMsfxg+xG+vFFm6+e6/cd288CeX5D0XJocH59dcTsXdMqcvBBCCCGEEKdDZurFrFMqO7VAP0Xr6riY2/Yf283Xt/+cwUqFnFUMVip8ffvP2X9sd71LE0IIIYQQYk6SUC9mnWDAwxx3HLkx1XExtz2w5xdoDHryfGCtNBrDA3t+UefKhBBCCCGEmJtk+b2YdT6xupv7X0xgjJ1ceg8oxSdWd9e7tLo7OJzk5c0ZbMmHCrpcsSHOkgVN9S7rpCU9txbop2ilSXpunSo6c0P5cTYNvkCinKc5EOGenqvrXZIQQgghhDiPyEy9mHVWdCzgc1c1E4sWcJwysWiBz13VfN53vz84nGTrwwbSEXQlAOkIWx82HBxO1ru0k9bk+DB2+jIMYw1Nztz8fHEoP843d/2MA9lxMm6JA9nq96PldL1LE0IIIYQQ54m5+S9pMe+t6FggTfGO8/LmDKgIUxPdSoM1lpc3Z1jy0bkxW//ZFbfz9e0/B1tdgm+swaD57Irb613aadk0+AIacCabQDiTS0seye3mGtbVtzghhBBCCHFemNUz9ffeey9NTU3T/nPhhRfW/txay7333svKlStZsGABH/rQh9i1a1cdKxbi3LElH8etXK8G+9Lc+Wzugs6VfHX1h+jx+4kqS4/fz1dXf2jOdr9PlPO1QD/F0Zq0V65TRUIIIYQQ4nwz69NAX18fP/vZz2rfO85bHdD/5m/+hvvuu4/77ruPvr4+/uIv/oJf+7Vf46WXXiIej9ejXCHOGRV0saXAtGBvTXV8LrmgcyVfm6Mh/njNgQjJcmFasPeMocUJ1LEqIYQQQghxPpn1od7n89HZ2fmOcWst3/72t/nDP/xD7rzzTgC+/e1v09fXxw9+8AM+//nPz3SpQpxTV2yIs/VhgzV2cuk9KKtYt0E+wDpZw+NpnugfJ19UREKWjWtaWdDacNrXu6fnar6562dgDI7WeMZggFuj8+NDCyFmysAbr/DqlpdQZR824HL5+ivpvXBtvcsSQggh5oRZvfweYGBggFWrVnHJJZfwm7/5mwwMDABw8OBBjh07xsaNG2uPDYfDXHPNNWzZsqVO1Qpx7ixZ0MS62zQ05DH+MjTkWXebnlPd7+tpeDzNg89lGEv7KLo+xtI+Hnwuw/D46Te164q08uVVH2ZprJW4L8jSWPX79sDpf1AgxPlm4I1X2Pn4Tvy5CD43gD8XYefjOxl445V6lyaEEELMCSqZTNp6F/FuHn30UbLZLH19fYyNjfGXf/mX7N27l82bN7N3715uu+02+vv76enpqT3n93//9xkaGuJHP/rRu1537969M1G+EGIWeWpvmUwx+o7tC/FQjhv6ZLm8EPWy7bnHCBWjoNRbg9ZSDOW49Nqb61eYEOId+vr66l2CEOIEZvXy+1tuuWXa91dccQWXXXYZ//qv/8qVV14JgHr7PwKoLss/fux49fwLae/evfIX4nlGfuazw1P7BvAHTvBXno7S19d7Vl9LfubnH/mZn74dTz89PdADKIXPC8zq91R+5ucX+XkLIWazWb/8/u1isRgrV65k//79tX32IyMj0x4zNjZGe3t7PcoTQsxikZDFmOkLk4yxREKzdrGSEOcFG3Dh+P8Z2slxIYQQQryvORXqi8Uie/fupbOzkyVLltDZ2ckvf/nLaX/+wgsvsH79+jpWKYSYjTauacWia8HeGItFs3FNa50rE+L8dvn6K9FWvRXsLWiruHz9lXWtSwghhJgrZvXy+6985SvcfvvtLFq0qLanPp/P88lPfhKlFF/4whf467/+a/r6+li+fDl/9Vd/RTQa5ROf+ES9Sxfn0L6RgzywayfJiqLJb/nsqotY1rGk3mWJWW5BawN3X8tZ7X4vhDhzU13upfu9EEIIcXpmdag/evQov/3bv834+DhtbW1cccUVPProoyxevBiAP/iDP6BQKPAnf/InJJNJ1q1bx49+9CM5o34e2zdykG+8uh9lgzgasgX4xqv7+crlzGiw3zNyhB9sH6BYdggFPD6xupcVHd0z9vri9CxobeA3bpQQL8Rs03vhWgnxQgghxGma1aH+O9/5znv+uVKKL33pS3zpS1+aoYpEvT2wa2ct0AM4GjxjeWDXTr4+Q6F+z8gR7n9xFGwEpS3ZnOL+F0f53FVIsBdCCCGEEELMqFkd6oU4XrKiaoF+iqOr4zPlB9sHaoG+ugnUxXiW7726nT+7sYFA8NRXimQqWTZPbCNVydBg/WxIFoiXixBuhKUbUOF3v2amXGTzxCDpSpEGf4gNLT3EA6HTvj8hzpZ09ijbD2yiUEoQDjazeuk9NMQW1rssIYQQQoh5ZU41yhOiyW/xzPQxz1THZ0qx7NQCvfEqWAxKW0oVHwf2fo9yKXNK18tUsmw6/J8cyg+RLSYZPPAEDyZeIFOYgIlD8NImbOHE18yUizw4uI3BfIKsW2Iwn+DBwW1kysWzcKdCnL509ihPbfsGE5n9lCoZJjL7eWrbN0hnj9a7NCGEEEKIeUVCvZhTPrvqIqxStWDvGbBK8dlVF81YDaGAhzUKazyYXCBgjSLgy6O0w+ixzad0vc0T29BoHKUhcRgHjUazmXHQDmgNB058zc0Tg2il8GVydG55g6XPvEn3S/t4Yd+2M71NIc7I9gObUEqjVXVBmFY+lNJsP7CpzpUJIYQQQswvEurFnLKsYwlfufwCFoVLhHWZReESX7n8ghltkveJ1b2gVO1oNGsUoLm+5RhKOZTLqVO6XqqSqQZ6ALcISuEoRZpKdUw7UDjxNdOVIr5MjhUvDNOUhlBZ0ZyGtqf2URgZPM07FOLMFUqJWqCfopWPQilRp4qEEEIIIeYn2VMv5pxlHUvOqCneUH6cTYMvkCjnaQ5EuKfnaroiJ39W+YqObj53FXzv1e2UKj6CwTzXtxxjSdyHtR6BQOMp1dPoj5OqZKvB3heCSgkPaFD+6gOMV91bfwIN/hCRXUNYXV2xAGCUwlEu6WeeJPzxT59SLQATmRRP7H+DVKlCY9DPxgsupCV+avckRDjYTKE8Pdgb6xIONtexKiGEEEKI+Udm6sW8lUmP89iLP+RHz36Hx178IZn0OEP5cb6562ccyI6TcUscyFa/H8qPn9K1V3R082c3XsPnevfxqcUjtUBvjUd754ZTutaGlksxGDxroHkRHgaDYQOt1UBvDCw98TU3tPQQKFWDPFTb9gG06wrkK6dUB1QD/T+/9jqDmSI51zKYKfLPr73ORObUVh8IsXrpPVhrMNYFqoHeWsPqpffUuTIhhBBCiPlFZurFvJRJj/Pg1n/BUQpHOaTyGQa2/gsTbT1owNHVz7McrcEYNg2+wB+t+PApvUYgGGdp3ycZPbaZcjlFINBIe+eGU+5+H/fHuGfRB9/qfr9040l3v48HQvRFPRJFqGgHP4Z2yviMwUaCp1QHwBP730Crd74/T+x/g09ceuUpX0+cvxpiC7nh0q9I93shhBBCiHNMQr2Yl7bsfrIW6IHJrx77E4OE49OX2jtakyjnT+q6hxMJHtoxSL4MkQDccXEPixbfcsb1xv0xbum89q2BnpN/bvsHbiT8o0ewxqK0qn61ivj1N55yHalSpRbopzhakyqd+qz/uxkcSvLKlgym6EOHXNauj9PT1XTWrl9PyWN5Rp4aoZxweePVATpu6KCpM1LvsuqmIbaQa9b8cb3LEEIIIYSY12T5vZiX0uVULdBPcZSD37h4ZvqZeJ4xNAfeP3gdTiT47gvDJDJ+yhU/iYyf774wzOFEfRt/hTt6iH3sVmxbEBNS2LYgsY/dSrjjFD4ZmNQY9J/w/WkM+s9KrYNDSbY+YrCpCKoSwKYibH3EMDiUPCvXr6fksTzJ7x/GP1omWAL/aJnk9w+TPHZyHxgJIYQQQghxOmSmXsxLDYFGUvnMtGDvWY8PBLp4CheMwdEazxgMcE/P1WQq2doS+EZ/nA0tlxL3x2rPf2jHIEr5mWpUrzRgquP/5bpmsuksA/0DVAoGf1jTu6aXWEOMmRDu6DmtpnjH23jBhfzza69Pf39sdfxseGVLBohUP070IFDyo43Diw+l0B/M0L3g1D+ImC1GnhrBrwGtwKt+tVhGnhqh6a7eOlcnhBBCCCHmK5mpF/PS+pU34lmLZz2gGug9a7l99e18edWHWRprJe4LsjTWypdXfZiYP8imw//JofwQWTfPofwQmw7/J5lKtnbNfJlaoJ+idHU8m86y68l9FBIeXgkKCY9dT+4jm84yl7TEG/n8ZZfQEw8R9Sl64iE+f9klZ637vSn6aoE+WojgN340mnA5xjOPj3BkeO4ew6dyphro306r6rgQQgghhBDniMzUi3kp3tDK3es+zZbdTzKWGaSUf5MLjeHI83/DkrWff0dTvEePPYdG186Ld5QGC09ve53FW/pwCj7W+Xp4tWucSqhA96hL2IOCo0j0uAz0D4AGNdmFXimF1ZaB/gGCHafesK6eWuKN56wpng652FKAQKm6nN9O/pfnVLAYtry0j4/96tycrbdRDXl3erA3tjouhBBCCCHEOSL/2hTzVryhlWt719KTeoVFpTzbvSg/z1f452fvY2T3S9Mem6pkaoF+ijMUYfkv1hBKhAmU/XRk/Ny+q4sN+yytBUu4omgtWBYfmCA9nq8F+ilKKSoFmaV9u7Xr44BCG6cW6BWQCx5Ga6iU5u7njB03dKAMYCYPFjQWZarjQgghhBBCnCsS6sW8dvCVf6ZofDzn62VUxyk5IcZ1nPt3PUZ65GjtcY3+ePWc+Le5YOsawNaW3GsHoiZBdzaMpz08XaQUGsX6DIWRMtbaac+31uIPy//E3q6nq4l1t2pywRSuqlDy5RmPvoEKlDEG/EG33iWetqbOCE13LaLSHqAUhEp7gKa7Fp3X3e+FEEIIIcS5J4lDzGuFUoo3dSvV/mXV0O0oMHi89OrTtcdtaLkUg6kFe88aIsUQ+rg90lp5+C244Qm8UAocC1qR9+XAUAv21low0Lumd0bucy7p6Wpiwwc90vG9ZKP7a4FeoVl/5bJ6l3dGmjojXHhXL8GNPi68q1cCvRBCCCGEOOck1It5LRxsJIuvFuihGrgDaFLlUm0s7o9xz6IPsjjSRcwXYXGkC3/Ygpke6g0OJX3cme3G4sYtq25cRrjZwQlCuNlh1Y3LZqz7/VzTvaCH62/qINiQA3+JYEOO62/qmNPd74UQQgghhKiHubuBVcxaiXSF7dtLlPOWQESxenWQ5oazc845wFDiTf5j7/21o+d+te9zdDUvP+Fjl6z9POFn7yNvQzhqcgZdQdw00hiY3sAu7o9xS+e1te8P3DRE5YcWz1jQ4BhN0Ykx0Ly3um9aq+q+aatYe83FxBpirL529Vm7z/mue0HPnG2KJ4QQQgghxGwhM/XirEqkK2x5skRuArySIjcBW54skUhX3v/JJ2Eo8SZ/238vh4pDZL0Ch4pD/G3/vQwl3jzh48MdS/nERXcTtAG0cQjbAB1eO1oFuPLyD7zr62QqWR4LPcMzG59ipDFF1l9iqDGB+vUCyz7eR7kZ3ICh3AwXf/hilnQtOiv3J4QQQgghhBCnQmbqxVm1fXsJ9FunemkFRlfHr7/mzGfr/2Pv/fhLIXqHLiFSjpIP5Bjoep3/2Hs///tV32DiyJvs3bIFt+TgC3r0rV9Px8or+d2Wbl569WlS5RKNgSBXXv4BGjoWvuvrbJ7YVj3ibmGZ/QurnfI9ayhFuril81qWfFxCvBBCCCGEEKL+JNSLs6qct2h1fHO56vjZkM6UuHLPrRhtQFnC5Sjte25l96pnmTjyJv2Pb0cRRmkoZaH/8e2suQlaupdz0233nPTrnPCIO6VJVTJn5T7EO02MDbH3lW24BYsvrOhbeyktbV31LksIIYQQQohZTZbfi7MqEFG1Y7qnGFsdPxuWDK/G0x5MNb5TFk97LBlezd4tW1CY2hF0SoPCsHfLllN+nRMdcedZQ6M/fqa3IE5gYmyI7Y/1U0ooTNmhlFBsf6yfibGhepcmhBBCCCHErCahXpxVq1cHwVAL9sYCZnL8LFjsX4lVFsvk0XFYrLIs9q/ELTkcN7mO0uCWnFN+nRMdcWcwbGi59IzvQbzT3le2gbKoyX0bSitQtjouhBBCCCGEeFcS6sVZ1dzgZ/2NQaIt4AQt0RZYf+PZ634fbWmgO7SYoAqg0QRVgO7QYqItDfiCHsdNrmMN+ILeKb/OiY64u2fRB4n75Yi6c8EtvBXopyitcAtnZ9uGEEIIIYQQ85XsqRen5EBykPv3/ZJkpUSTP8jnlv0KS5umH0vW3OA/K03xTqT3yh72HR2gK9qLchTWs2AVvVf2UM766X98O5jqEnxrwKLpW7/+fa+bSY+zZfeTpMspGgKNrF95I/GG1mlH3IlzxxdWlIrTg7011b31QgghhBBCiHcnM/XipB1IDvK1/p8zmM+T8wyD+Txf6/85B5KDM1ZDrDHGsjt7cbp8EAGny8eyO3uJNcZo6V7OmptWE4wV0E6ZYKzAmptW09J94jPsp2TS4zy49V8YzB8m6+UZzB/mwa3/QiY9PkN3JfrWXgpWYSf3bVhT/bCmb61sdxBCCCGEEOK9yEy9OGn37/slGtCTs6laKzCW+/f9kq+t+8yM1RFrjLH65lUn/LOW7uWs/9h7h/jjbdn9JI5SOKq697761WPL7ie5+aqPn2m54iS0tHWx+mYmu9+bye73l0j3eyGEEEIIId6HhHpx0pKVUi3QT9FakayU6lTR2ZEup2qBfoqjHNLlVJ0qOj+1tHWx/lYJ8UIIIYQQQpwKCfXipDX5g2Qq+WnB3hhLQIW4d/MWkhVDk1/zGyuWsaS5rY6VnpqGQCOpfGZasPesR0OgsY5VCSFmm0wly+aJbaQqGRr9cTa0XCrNM4UQQghRdxLqxUn73LJf4Wv9Pwdj0VphjKXo+RkrLienQWuHTNny/7yynz9by5wJ9utX3sjA1n8BPBzl4FkPz1rWr7yxrnW9W/O+uShTLrJ5YpB0pUiDP8SGlh7igVC9yxJzRDZ7lD1vbqJQShAONrNi+T3EYgtntIZMJcumw/+JRuMoTaqSZSB/RE7FEEIIIUTdSaM8cdKWNvXwf6/5ED2RCFFH0xOJsNS5kLDW0/bZO1j+dc++Old78uINrdy97tP0RBYRcyL0RBZx97pP1zVAz6fmfZlykQcHtzGYT5B1SwzmEzw4uI1MuVjv0sQckM0e5flXvslEej+lSoaJ9H6ef+WbZLNHZ7SOzRPbaoEewFEajWbzxLYZrUMIIYQQ4ngyUy/e0+6Rw/zD7h2kPEujo/idlRdPa4r3p8+88C777E/9bPizJZvOsmf3AIWCIRzWrFjZS6zhvWfS4g2t72iKd2R4Jz/d9VPSrkeDz+Ejqz5C94KLzmXpNfOped/miUG0UtPCEBg2Twxyy4K++hZ3mirDY2Se2oOXNzgRTfyGFfgXzI2VKXPNnjc3oVBoXf2/K619GOOy581NrLvsj2esjlQlU/sdnlKdsc/MWA1CCCGEECciM/XiXe0eOcxXX9/B0RIUjOJoCb76+g52jxyuPabJrzGTx5BNMcbS5K/Pr1Y2neX5F/YxnvAolWE84fH8C/vIprOndJ0jwzv529d/zGDFI4tisOLxt6//mCPDO89R5dPNp+Z96UrxhGEoXZmbM/WV4TFG/30PxYTFq2iKCcvov++hMjxW79LmpUIpUQv0U7T2USglZrSORn8cz5ppY541NPrjM1qHEEIIIcTxJNTPY8P7huj/h9fZ9a3X6f+H1xneN3RKz/+H3TtQFrQGC1SUR9G4/PedL5OpVEPyb6xYhoeqBXtjLB6K31ix7H2vPzQ+yreefpqvPf4E33r6aYbGR0/5Ho+3Z/cAAM7k6oGpr1PjJ+unu36KxuKoyesohcby010/PeMaT0ZDoBHPTl/tMFeb9zX4QycMQw3+ubmnPvPUHlB2+tGOylbHxVkXDjZjjDttzBiXcLB5RuvY0HIpBlP7XfaswWDY0HLpjNYhhBBCCHE8CfXz1PC+IfI/nCCc1gTKDuG0Jv/DiVMK9inP1gJ93rp4WJSGtAebDv8nmUqWJc1t/NnaC+iJQtTn0ROFP1t7wfs2yRsaH+XPX97OwYJL1igOFlz+/OXtZxzsCwVTC/JTHK0oFMy7POPE0q5XC/S16yhF2p2ZbQXrV96IZ20t2M+W5n2nY0NLD8ba6WHIWja09NS5stPj5c0Jt5x4+VP7HRMnZ8Xye7DYWrA3xsViWbH8nhmtI+6Pcc+iD7I40kXMF2FxpEua5AkhhBBiVpA99fPU6GOjhJVGTQZTpRQGy+hjoyxYdnJngTc6ipxbnaGfijDGQNTv1RpEXR2+lLG9w1xfCp/0/nWAf9uxC4fjZjuN5d927OKLH2g/rXsGCIc1+aI3Ldh7xhIOO+/xrHdq8DmkKtODvWctDf5Tu87pmmreNx+638cDIe7uuXTedL93IppKwr7zaMeIfEZ6LsRiC7lm7Zfr3v0eqsH+ls5rZ/x1hRBCCCHei4T6ecpXohbopyil8BUg+cz/i1ecwAm1EF1zN/6m6f84TqcnePGNLfR5OQ7YGN7kEnxjAA2XtVdwVICxdIrnX6t2uXe0Il+s7l+/5upl7xvsExX3hLOdiYr7Ls84OStW9vL8C/vwjMXRCm9yW8CKlb2ndJ2PrPoIf/v6j8FWl+B71mJQfGTVR86ovlNxouZ99TCam+Chg1tIlgs0BcLcsWQ97dGWU7pGPBCas03xjhe/YQXFf9+DedvRjlhF/IYV9S5t3orFFs5oUzwhhBBCiLlEppbmKTcI1k5vYGeNoagTlBL78UoZSon9jD/1TSrJt46GSqcn+LetDzOYSRHThmtVAh9ltK0Q9xe5fkGGjlgAzxq8oTBwevvXm/2+EzbYa/af2edMsYYY11y9jNZmh2AAWpudk/qQ4XjdCy7iv17yUXr8DjEsPX6H/3rJR2es+/1sMZqb4O92PMzBbIqs63Iwm+LvdjzMaG6i3qXVjX9BG+2/toJQs8LxG0LNivZfk+73QgghhBCiPmSmfp4pljMMjG4mvSZF+NmVWCxKKay1aAvh9idQurqEXGkHDOT6H6Tp+j8C4MU3tuAUXbqOWeL5MNeklnG7jjMSKzB09SHcmKo1iOoyjXCa+9d//eJV/PnL2+Fts50eil+/eNUZvwexhhjrrlp9xtfpXnARX3iXED8xNsTeV7bhFiy+sKJv7aW0tJ3ctoa55KGDW9AoHD15HN3kko2HDm7hMxfdUefq6se/oI2WuyXECyGEEEKI+pOZ+nmkWM6wdeB7TOQP4XRkOXj1y4zH0pQDHoUGg7fsIVri049EU9rBK74165pKJLlof4D2VIyLhlfRmg/Rk3NZmmjiA4+upTkdqzWIaooEasvbp1T3r7//r1VXazt/esVqloR9xLRlSdjHn16xmq7W099PP1MmxobY/lg/pYTClB1KCcX2x/qZGDu10wXmgmS5UAv0UxytSZYLdapICCGEEEII8XYyUz+PDIxuRikHPXm+ebQLvAW7UJHFrOm+heQzj1NKeLWZegBrPJzQW/ujFw6V8FSQ7swiLBa0wlhL3CvgCzXzgddW0PyZJcCZ71/vam0/o6Z49bL3lW2gFGpylYLSCmsse1/Zxvpb59dsfVMgTKqcmhbsPWNoCoTrWJUQQgghhBBiiszUzyOFSqoW6Kdo5VCoVGfno2vuxlqDNdVj0qzxsNYQXXN37fGLjIdVCr/nB1U9zg6lCNsKSgPZt35lztb+9bnGLdhaoJ+itMIt2Hd5xtx1x5L1GCyemTyOzhgMljuWrK9zZUIIIYQQQgiQmfp5JexvfEewN9Yj7G8EwN+0kNYbvkyu/8F37X4fiAdYUsphnCLKi6GVxW9djPZhDRCbvl/+dPevj2eHefzQT0iUkzQHmrhp8Z20xhYA4BYhfUDhFcAJQ8NSi28WnX7mCytKxenB3prq3vr5pj3awu9dfNsZd78XQgghhBBCnBsS6ueR3vYNjA8cwFCdoTfWw1qP3vYNtcf4mxbWmuKdSMP1N5L90SPQtJfgyCVgPFCKSiCOMhC65czPSR/PDvOPO76Fm4/iG19PthLnf+zczgfXJrh44SpGXla4pTKFkRSmYhl9VdN9U4hYZ/Qd1yqljjK6cxOVYgJ/qJn2i+4h2Hhuz6/uW3sp2x/rxxpbW3qPVfStveScvm69tEdbzuumeEIIIYQQQsxmsvx+HgkF4qzr/SQtkcUEfTFaIotZ1/tJQoH4SV8j3NFD7GO3YroU6Z5+ivEi+ZY4dGtCn24g1HXmS+sfP/QT3HyUpsMfJ1pYSMBEiRW6eP55zb7X0rilMtmBBG7BYD2oFDwGH56gmMpOu04pdZQDz3+TXGo/lUqGXGo/B57/JqXU0Xd55bOjpa2L1TevIdhs0QGPYLNl9c1r5mX3eyGEEEIIIcTsJjP1c9DE2Js8vfN+0pUMDf44H7joc7S0LQeqwX5l9y0cHhriF9sO8rC7m6jP4/ZLl7Co6+RCZ7ijh/DHP33O6k+Uk/jG12MxWD25nF9bjPHYt6tAcymAqjSjHEMokMXvGKxxGHttgEU3vLXUf3TnJlLWz0v0kvVCxChypR1gx+s/5JnWW0mUXZoDPu5a0kNXNHJW76GlrWveNcUTQgghhBBCzD0yUz/HTIy9yf/aei+DxWEypsBgcZj/tfVeJsberD3m8NAQ3908wkQhRMXzM1EI8d3NIxwemh1HrjUHmvBV4m8F+kl+z08k2woVHwoNno9ioZmK56B9Hm5++uNHsyl+yjqGbTMFwgzbZr7P1dyXW8qBbIFsxeVAtsB/3/4GQ7n8TN6iEEIIIYQQQswICfVzzNM778fikTZZxr0kaZPF4vH0zvtrj/nFpR/lmgAAIABJREFUtoMoLFqDtRZUGWuL/MfLr+OWMu/7GsnBcfq/u5fXvrOf/u/uJTk4fkY120IGu/NR7NYfYHc+ysbOm/B0nvZ8MwvzrbQXmnBch87iAvK+MlYz2XYfwFIsRdHBFL7I9F/XF1UPCg9nsj+do+AYneRpxKeqgz6lUAq+f3DwjO5BCCGEEEIIIWYjCfVzzER5nITNUsLFw1LCJWGzTJTfCt4516kFemOLWOuhlKHg+hjfsek9g31ycJz9PytSyYSxboBKJsz+nxVPO9jbQgZe2gQTh6CUhYlDhF/5JVe7MaJuCL/nJ+oG6c13EDA+vLghGSvhOQaLxdOGolNGaY+2y3qnXbsUuwCNBTv5CYC1uMoHzvSl9j6lSJTd06pfCCGEEEIIIWYz2VM/x7heDgM4VGeiFYoyHsPeMR5/+f8iHGwmqK9AZYKsOdZKpOwnH6jwWscwgdgYKE32yGaaLrjlhNcffHoCVLh6Jj2gdPW4tsGnJ2j61Gl0vj+wGbQGPXnMnnYYSjTQpHME2w4zlmkGLwA6j3YsOGGMT5FwygSLoF0gUqLn5mWEGqc36WuJxklXluAVRrDGRTk+giqI50z/rMq1luaA/KoLIYQQQggh5h9JOrPY2NhBfrnzEZKVEk3+IL9y0a2s9LdysJTHKItGUcGQdQwXeB6lSoZCOUGsnGTdm3+MURajIVr2c3tmGWOXvcjhisOPDu8nd+z7NPn9fHb5BpY2VRu+jWcnOFZQaKXQ1hKjuqRdafBKDpVElszWAdy8wRfRxNf14m9+n274hdRbgX6S6wXR1iMaUkRDydp4yWY5ml2KxYJPUYhalFVccUuMUOM7D6q/femF/P3rr+OLd+MojWcNi9wyE9rBtRafUrjWYi3ctaTnjH8eQgghhBBCCDHbyPL7WWps7CDfeeXHHCrmyBrDoWKO77zyY4K+dm7QzbRbh7CFsHJZ45aIOX4AtPKx+PA1uM4wni4BHkaX8JwhvIHl/H8ZzRE3QM4zHMoX+Vr/kxxIDjGeneCf+h8m7S9irKKCIoHGs2ANKMdl9Bf7KI55eEUojnmM/mIflUT2vW8k3Fg96/5tfE4Jo6YHfWssjS2WK27R+Js9CHr4mz2uuEWzoP2dgR6gLdbI715yCUtiIWJ+xZJYiD+6fDVfvWwlS2NhYn4fS2Nh/tvqC89693shhBBCCCGEmA1kpn6W+uXOR3Cw6Ml18Lq6Dp59XpwlToAraEFnE+z356loiISaa88NlRqxuoJWY2A0fi+OppFYrgFfZQCCBs8toJ0gWMUDb27m4lAIRymGuvfSuHcDAFZZshYarKKloQAlUHpy2b9WWGPJbB2g5ebVlEsZRo9tplxOEQg00t65gUAwDks3wNhAtTDtgPHoak6yP70ca2ztOhjoWtNLpDHE7befOMSfSFuskf9tzZXvGP+Di1ac3hsvhBBCCCGEEHOIzNTPUslKqRbop2ilyRnF2hVfoHk0RbDkEfMCNLoB/KlxrFsGoBhMoaxCWYeQ24bPBlGej4p2WDt+Bb6KD2M9XDeHVpZkpUKyXMBRmkq8wu6+zWTDE1ScIplwggs+HCLoqFqgn6K0ws0byqUMB/Z+j1z2EG4lSy57iAN7v0e5lEGF43DlPdCyGIIxaFlM5Lp7WHZzH+FWBycI4VaHCzYuI9L4Pkv5hRBCCCGEEEJMIzP1s9DoaJ5E+hoyJkTQllhcSRNGU3LyhFuHCe94hZWsQuGwrJjj59HXed3vUcgfJez4WbbkYdr7fwftVkOyNaCVYmfrIAbNonQPB1r3A4qKW6IpHKYpECJdTtWC/cDKnXjWsDjWSFPPGib2DOHmvWnB3hqLL+IwemwzSjuoySX1SjmgYfTYZroX31IN9hdNb8wXCcOy61bP2HsqhBBCCCGEEPORzNTPMqOjeX74TImw6cbvRelLXYA/dzmqEiNcauEy72O46SJqsvlc0Xjs8IVIaR8VpUkpza5IAu+2o6RDGYpOiXQ4zbaFLxMMDmGVIuhVl7cbAwbLZ5dvYGPvejxr8awBwLMGz1o29q4HIL6uF2w1yMPkV1sdL5dTtUA/RSmHcjk1Q++aEEIIIYQQQpyfJNTPMs+8lsfDUtA+FhWbMWiUAuUt5PKFK4hEG0nbi7GTzeceih7GbzXNboAmL0yz04hfO2wtPUH2osPs7tnDG20efu8KWrLrWZoL4ldZwsql01fi/+hqZmlTF36KXB4YxBbeIF84yIKAj99acxutsRYA/M0xotd2kvI049kAKU8TvbYTf3OMQKARa6c3w7PWIxBonPH3TwghhBBCCCHOJ7L8fpZJFmFcGRQQsA6OdrBARAeIRKod3N3uy1D7H8MCSe1SmyMPhgFwlEPSzbDugi5GhttoK8ZAW6xV+E2UNYUxbon7CAY1S5feTDp7lKe2fQOlNBeFfBjrYgsH8HNNra58Ksvg1mMQA9VQxjOWwa3H8DfGaO/cQDZ9AHR1ht5aD2s82js3zORbJ4QQQgghhBDnHZmpn2UyvhLY6hL3sq4uccdaytoFqvvjfa0x7K/+HqptCU02iKcdCMdBV3+cnvVo8sXZfGiMkpOn4pRxlaGiyySDaTKmg8L4Ipb2fZJAMM72A5tQSqNV9TMerXwopdl+YFOtrqH+gWpof1v3e3R1PBCMs7Tvk0Rji/H5Y0Rji2vXFkIIIYQQQghx7shM/SzT0lMk/UYQa+FYuES87AMU4QYXa8BaS8NSiwq1w+2f4Y6Ja7hv272AxaEa6A1wx8rP8eALw0SUJhfKT3sNS4iAXlgL3YVSohbop2jlo1BK1L6v5A1KK/KVCvtKJcpWEVCW5Y6PbDrLQP9BKoVO/OEuor1tvPHyQXIpRSbXgI2HCDU6rL44RnND4Ny+gUIIIYQQQghxHpFQP8ssbA2QuWCU1JEYnudjoK3IkqAiGooSbKkGet/bjnHvaFnO71/6JR7afT9JN0OTL84dKz9HR8tywr7DlB0Xf9lXW5NhrcKnK/jDby3SCAebKZSnB3tjXcLB5tr3/ogmnS6yreSilEYBFaN4Jpcm9+geIkEfSinKGY83dxYxjVDKdKGsRachWzRsGcuy/gYJ9kIIIYQQQghxtkion2Wuau1kIJdlwcocyqtQTA8y4pa4piVCw5Jr8J1gSXtHy3I+e8033jF+26XL+P5zY0TLYTAWqxRYaIvm6F3TV3tce+dH+PcjT9GduIaoF8bvjBNp/wkfuOSe2mO61vTy8sHttf0ayipAUbZ+tuWb8JcC+LXH8lKFIAaT7ATHojRgwZexeC2wfUeW669uqV3XLWXIHtmMV0rhBBuJdW844T0KIYQQQgghhHgn2VM/y8QDAe5avIzugIMafZ0ON8EHA2n8ucOM79iEW8qc9LV6FvRw17VtpDrepBRMo/xJenqGufzWPmIN1TPsh3Jp/n7XEJcNfZyWYjsBN4ou9hIY+j/JF94K35HGGHs6d5IOpig5RVLBJK+0vEHFXECFEJ51KHgBxsqdVJQPvABq6kh7BcpTKAWlwlv1uaUM4zs2UUodwitnKaUOnfI9CiGEEEIIIcT5TGbq6+RAcoQH9vaTLFVocjN8JuCytKkNlm4gHo5zVWWAUqTI6IjHq0OXUbStlJw84YnH+fAHPkg8EMAtQvqAwiuAEwbVXeKpQ9vIb99LpOQRjua59Jobufu2dWye2EaqkiHrj2PDb9Xx4KE3WHKsF4PFU9XZdxTkPcNrjxzk9tAjEG3Err+DhqiPA/oAzmRaP1peToNTJjZ57r0CXOWRcePEnTLWVo/jw4J1LNbWGvQDkD2yGZRG6Wr/fqUdrKmON11wy8z8IM5QIpPi2TffIF2s0BDyc93yC2mOy1F+QgghhBBCiJkhob4ODiRH+Pq2V9HG4rg5Mlbz5/k4HzlgCGx5FZ9uJapzuF6E4fKN5Bw/RoPjNuIdWsC3n/g5v3nFjZR3t6CUwi1WSL6YIZcqsNgqBuMdGF+KUilE/0+f45neBsq+OA04LCfAL+2bXNG1io7lQRLlEgvLASrKANVgboGS9SiUNKgMtpBE/cffcdf1H+XegRfAWhylqBBgTyxBd2JhtWG/gmSgSMyNopuOQGYh1liUAjeuUAZWXxyrvQ9eKVUL9FOUdvBKqZn7YZyBRCbFd7f24yiL1tWeA9/d2s+n1q2RYC+EEEIIIYSYEbL8vg4e2NuPtuCYEqAIuAHWjK1kuNKLv7gUm4uRza4ll7uBWKUZqxRWgdHgotHjF/L8s69jTRm3WKH4apZiwqO9WKStGGVFogPjteEaP2m7lAXDQXQlwuKjKykNdaKKIQaOjjLysqKdCGmdQxmFeluNysIxf3WtvNIOVmsW7tnGly75EEvDEeKOJqpd/CEfry5IkgiVKfo8RsIlNvcN0tQNsa4hbGMer9sQ69TvaJLnBBuxxpv23ljj4QTnRiB+9s03aoEeQGuNoyzPvvlGnSsTQgghhBBCnC9kpr4OkmUPRyvcsiFDkL7sEspK0+JGMZTxtKZgY0RNDAeHnrxD2l8m7S/iaUvEa+BYeYRK9jDucAc5z8Uo8GPQaKyydGejHGzwgaoQcxXdmTbQBgukMw6p7DBjYwk6gkX+vekItx+7BmsURlu0UfgwDMaegck98Eo7kEuxsLWHP7z6MwC8mUzy1VcPU8Bjb3sWz1gsiq9fvojlTU3v+z7EujdQSg5gzdTSew+sIda94Ry++2dPulipBfopWmvSxUqdKhJCCCGEEEKcb2Smvg6aAg6liiVBlBw+wl4QozQ+GySrHXKqGYufsPHhMxqf9RP0fHSUYvhcTdYpUFBjuOU8FMFjcj87GkM1uAeNxuLgs4ac3xL0/NXZfiwJT1MxULYelbLC+IZ5pPMpRkIJirpIMniMl1t/SINvrFazNR5Ep8+gL29q4uuXL6I76hB2oDvqnHSgB/AF47RefA/BxsU4gRjBxsW0XnzPnOl+3xDyY4yZNmaMoSHkr1NFQgghhBBCiPONzNTXwUcWruLvhxJ02CAVVaKoXCI2gKsKeLYBFEQ9P3ntErb+akxXGoxHgxvk4cbNrDNPk0q1UTQt+I0fiyLhjxLz0mhrMcDKdAMhEyfnc8g5ZUL4yRsLyiWCA1bh+kpcoFz2B8c4uPBRtFYY18Ur5fhkwgX8WOOhjMGuv2PaEn2oBvu/uKoJNzlK7rWH8DanSIUaiV52B76m9vd9L3zB+Jxpine865ZfyHe39oMxaK0xxuBZxXXLL6x3aUIIIYQQQojzhIT6GZYsurx0RNFGgKzVBEyEkk8TLJdI+fNE3CYwFgdF1ilRoIKrNQ6Ksr/A/sh+mp2HWZHP8532Haz0a67KrSCvYCSYI2CC9OYMURuiqIsMxFpocX20pjSZcAHHgWZdxLEahWIkfogG5edSLE4kQrJSoikU55PLrmPxrm2QS6Emu9+r5hOHdDc5SuKJv6t1svcKScpP/B3NG3/vpIL9XNUcb+RT69a8rft9SLrfCyGEEEIIIWaUhPoZVC5leOnoKGXr4teaaMVHbybEhekKjikyFsizPzJExMTJeAV8aEYCBSpagyqjVIKcf5C+YjPPRZZgnDy7O15lX+Melg+tJlDsIB0IkIjGaPU0PseHQw5tI1gc/GRoj6UplC05X4mR+CHSusLBSgM+63BVzs/v5tpo8YIwpPGu/xi0VLvVK2Bk4iCP7HqElFui0Rfk1lW30tGyhNxrD53waLrcaw/ReONn6viOn3vN8UZ+9fIr612GEEIIIYQQ4jwloX6GlEsZDuz9HkV3JdrxiJQrrBxv55JECoWDVXHaCgHWjKc44ouBL0A6rGnFx5i/AKpCe6UTF4+SuZlDwQRhO4KyHgVfkWcWFCiQwCg/v3G4GaMDVKzGqCIBlUM5BkWBK2/s4dtbf45WULIOO00nKMvyouXCwxFeJM91Ppd4Pojv+ztw77oYWmKMTBzkf776Y6o79TVpN8f/fPXH/JfLP4qv+C5H0xWrR9NNjA2x95VtuAWLL6zoW3spLW1d9fgxCCGEEEIIIcS8Io3yZsjosc0o7RDQBUquJZxvoSeXReMH5eAzikXZEO3FFlYVXBbm/Vw05idUsSwqBlhQbmA0mMEhTMDt4aqJyyh4rYCl4HVRJoRRGo0h51SoHjvvw+DDIwBWgT9He+tCvrDuQywJxhlyY4SsR7dnuHx88qg5BdvdQvU3QyucZw4A8MiuR2qBHsCp9tnnkV2P4ITe5Wi6UCMTY0Nsf6yfUkJhyg6lhGL7Y/1MjA3N2HsvhBBCCCGEEPOVhPoZkihM8Gwqy4h5nmEXgp6PiHGwChSK5oJCo/HjEPQA5WG0S3fGErR+mooxlmW76Et0cs2RPq4e7OHuPXdSSV9K1iyiTCPGxnBskGebRtEorNGAxlqNQrPwcof/sf3/b+/ug6uq732Pv9d+SkIeCAlJQEigYiwPglEpKFzliEeql7ZYOz4Vpy2KrV6nrZ3KgK1TsJ0pasZaO/VpSB1tpbelSk9pq3WcSlskoj3e0tpavVTUCpJEAglJSLKz91r3j0DuyaCdemwSd3i/mD2wf2ut4bv2d2/IZ//Ww/3c9sqP+MuYduJBisooRooYhdkYmVhIOp5mf7yb3d2NHM4ehI7+27O1Z3oHAv1RcWK0Z3oprLsQonAg2B+9NV1h3YXs+j9/hCAiiPVfYi+IBRBE/eOSJEmSpPfEUD8MOtI9PN52mBcPvUFPopM9+TtoS3bQG8QhgixZ8rP9F64jgihIkB+mCKKA8ekxFPalKIkKGNddwNyWUsoP51OWLqG6o4BP7qpjTHcFQVRIMoI0KVrz8/hx1as053fRFUvTkf8WFQtb2HT4MRrbD3GgL6Sl9xBNiS7ejAVkA2hPZOgN+sgQkSBNT9DD65mddMT7b2s3NpFHlsG3b8sSMjaRR6K0gnGL/xepcVOI5RWTGjdl4CJ5me7/H+iPCmIBme5o2F5/SZIkSRqtPKd+GOw48AbptoPUtJ9BmC2lNFvEya1JxnWWUplppTcegwBi2ZC8TEQyU0JeEKMtL0VHIYwJ4wQElHcFREQkiJGJQvKAIIALmgv4efUhumMpAqL+e9Hnx3m8+M9UpNo4b0wPzx3+K22ZPGIEBAFAQHGimUNRCW8R8kxFO/9zTxlRBBPCPcSiGBEBzxdt4myWsGTGEjb84T+AkDgxsoSEBCyZsQSARGnF214UL1EQ0NszONhHYf+59ZIkSZKk98aZ+mHQ3t7BlJYziKenUHh4PJe+UsesgxNJhinS2UqKevPpDmLk9+YR9lYSi5KkMlB5GA7FIQoCIKAg2/97AARBRDaWIQxilKQTVETt5Ee9BHQTkCYRtFEYe5UgepWOTBcHe1pJp3sI/stse14qw9jYCxRymEyyk99OeomSVCNBoo1DBfv5v5OfoSN+AIDKsilcc9pFVOcXUpiIUZ1fyDWnXURl2ZR/uO+1p58KUUAU9s/MR2EEUf/F8iRJkiRJ740z9cOg8O8hhzur+PemaUzuhETYB8lDZBIhYdQf0st7shDvJh6kiUjRF5SQCZJUd8ILJWmSYYx0LMaYbEQ2CAijiFiYIJHN0DUmTSIMSSbbiMUOQhQjFW+nKPYmYSZNU28T4+M9xON99GZ6iScLAMhkeihKxlg47jClTY/RGe+ieULAW8RIBknCKMu4eOXAflSWTeHKhde8q30vGz+RU/6dI1e/D49c/X6OV7+XJEmSpH+BUTNT39DQwJw5c6iqqmLRokU0NjaOdEkDgt0xlrwxjeouSGX7yI+3kB/2MibTSyGtFPIWqaCdeLyHWOIQJA6TTL5FJt5HIguHYxEE0FwUEkQx+sgSHAn25el8/nNcM71BRHG0jzDqP0Q/Hr1Etq+bKIwoTTdz5sEOivveJAyzRBFEUUQ2CjkhWc4peQGTxp/ZP37kVxj1rzfnlBve8/6XjZ/I/CUXsHDZhcxfcoGBXpIkSZL+RUbFTP3mzZtZs2YNd9xxB2eeeSYNDQ1ccskl7Nixg+rq6pEuj0n7Z1KU7iM/e5Bk4gBBLCQKE8SiDIQhEBIQEYUJgiACOomCBCWk2R8vopcC3krkUR4mebG8j5J0mnjYRRTLZ29hD7O7U2QTz7O7oIC8YD/ZeBOZTCd5US8Ts+2MJ0NpFOfKjizbylp5PVlCIlbIBwsnUhfvpjAeg5KJTOc89ry1gwxZSpPlzDnlBsonnTbSL58kSZIk6R2MilB/991388lPfpJPf/rTANTX1/PrX/+aBx54gLVr145wdTD2cEhR1EQi2UVABoIsQTwNREACgv5Z8SDIADHiQS9RlCVLRFPhYU7s7GJHWQnECtib6iQW9HJiTwaCQwREjMvCuMxUZo/7O1t5g7B7P0Gmg0yYJhEkmdMbEQQwNgq4dsx8kvOuBCDd28Gru/43UZQlCOIUFldycuFSPlB7Bam84pF8ySRJkiRJ/4ScP/w+nU6zc+dOFi9ePGh88eLFPPvssyNU1WBlYQfxoJeAGHDkqu9BdOTPIdGRK9JHARCEQEAUi+hJZtlfEJKORVT1dvCn4mbCeA/j+woIGUPUf/87oqAXYtDXUsaHC2qoihWQH8WYFKVY2pOgmDixWB4lBdUkiqsG6krlFfOB2isoLKohkSyisKjGQC9JkiRJOSTnZ+pbW1vJZrNUVFQMGq+oqKClpeVtt9m1a9dwlDZgQqxwIMtDHMgAQf/YwO3a+1eIAgiJkY0FHEhCc343AdCT6GVfUQfjD36AVBgRESOI+m+FN6agk0y2j77OiHhbB9OzFdB3kMquOMkgdeSvCMmmi9gdVRAes/9TAcj0wut/bwKahu7FOE4N93tOI8+eH3/s+fHHnh9f7DfU1taOdAmS3kbOh/qjgmDwfc+jKDpm7Kjh/gepNd5CGByN7TGI4gRkiIgRRYkjM/V9RMQIj9x07mA8oiPVR5wMiSjgYDIkPy/N/vI/MbZ5JmMzeUTxDsaV9FE4ppwwO5Yov4XKCVNIpcYybtxnSO99nuy+PxGPoLB8NomTz6WywFn44bZr1y7/EzzO2PPjjz0//tjz44v9lvR+lvOhvry8nHg8fsys/P79+4+ZvR8pWwrbWd6XR0G2i/4zHuJARBQl6IuKgYgYh3krDlECYkE3URDxavEByqKQdFTGW+ObqIilKRtTSebUYqre2E8ykSAIkv1fYBBn5pn/g6KSooG/d8z0E2D6R0doryVJkiRJQy3nz6lPpVLU1dWxdevWQeNbt25l/vz5I1TVYCtW17KxNMuBRBl9JMlGBXRE42lNlNORStGcTPKr0kPsG9vOnrGv8eL43Wyf9DrFJSkSZRHM2MHEkh5OLJnC9A+cymWzK5izeCoF4+LE86BgXJwZ/zZtUKCXJEmSJI1+OT9TD3D99dfzuc99jjPOOIP58+fzwAMP0NTUxIoVK0a6tAErVvcfsnX08K0CoODIsrHARN7lrfdSRZyy8JR/ZYmSJEmSpBwzKkL9xRdfzIEDB6ivr6e5uZkZM2awadMmampqRro0SZIkSZKGzKgI9QArV65k5cqVI12GJEmSJEnDJufPqZckSZIk6XhlqJckSZIkKUcZ6iVJkiRJylGGekmSJEmScpShXpIkSZKkHGWolyRJkiQpRxnqJUmSJEnKUYZ6SZIkSZJylKFekiRJkqQcZaiXJEmSJClHGeolSZIkScpRhnpJkiRJknKUoV6SJEmSpBxlqJckSZIkKUcZ6iVJkiRJylGGekmSJEmScpShXpIkSZKkHGWolyRJkiQpRxnqJUmSJEnKUYZ6SZIkSZJyVNDW1haNdBGSJEmSJOndc6ZekiRJkqQcZaiXJEmSJClHGeolSZIkScpRhnpJkiRJknKUoV6SJEmSpBxlqJckSZIkKUcZ6odRQ0MDc+bMoaqqikWLFtHY2DjSJem/Yfv27Vx++eXMmDGD0tJSNm7cOGh5FEWsX7+e6dOnM2HCBJYuXcpf//rXQev09vayatUqTjzxRE444QQuv/xy9u7dO5y7oXfhW9/6Fueeey7V1dVMmzaNyy67jBdffHHQOvZ99NiwYQMLFiygurqa6upqzj//fJ544omB5fZ69LvjjjsoLS1l1apVA2P2fXRZv349paWlgx4nn3zywHL7LSmXGOqHyebNm1mzZg1f/vKX+d3vfse8efO45JJLeOONN0a6NL1LXV1dzJw5k1tvvZWCgoJjlt91113cfffd3HbbbTz11FNUVFTw8Y9/nI6OjoF1brrpJn7+85/zve99j8cee4yOjg4uu+wystnscO6K/klPP/00V199NU888QRbtmwhkUhw0UUXcfDgwYF17PvoccIJJ3DLLbfw29/+lq1bt3LOOeewfPly/vznPwP2erT7/e9/z0MPPcSsWbMGjdv30ae2tpaXX3554PFfJ1vst6RcErS1tUUjXcTx4LzzzmPWrFl85zvfGRg7/fTTWbZsGWvXrh3ByvReTJo0idtvv53ly5cD/d/sT58+nWuuuYYbb7wRgO7ubmpra/nGN77BihUraG9v56STTuLuu+/m0ksvBWDPnj3Mnj2bRx55hPPOO2/E9kf/nM7OTmpqati4cSMXXnihfT8OTJ06lbVr1/KZz3zGXo9i7e3tLFq0iLvuuovbb7+dmTNnUl9f72d8FFq/fj1btmzhmWeeOWaZ/ZaUa5ypHwbpdJqdO3eyePHiQeOLFy/m2WefHaGqNBRef/11mpubB/W6oKCABQsWDPR6586d9PX1DVpn8uTJfPCDH/T9kCM6OzsJw5DS0lLAvo9m2WyWRx99lK6uLubNm2evR7kbbriBZcuWsWjRokHj9n10eu2115gxYwZz5szhqquu4rXXXgPst6TckxjpAo4Hra2tZLNZKioqBo1XVFTQ0tIyQlVpKDQ3NwO8ba/37dsHQEtLC/F4nPLy8mPW8f2QG9asWcPs2bOZN28eYN9Ho7/85S8sWbKEnp4eCgsLefjhh5nc7XMdAAAHEUlEQVQ1a9bAD+v2evR56KGH2L17N/fff/8xy/yMjz5z587lnnvuoba2lv3791NfX8+SJUvYsWOH/ZaUcwz1wygIgkHPoyg6Zkyjw3+n174fcsNXvvIVduzYwa9+9Svi8figZfZ99KitrWXbtm20t7ezZcsWrrvuOn7xi18MLLfXo8uuXbv4+te/zuOPP04qlXrH9ez76HH++ecPej537lzq6ur44Q9/yIc+9CHAfkvKHR5+PwzKy8uJx+PHfHO7f//+Y74FVm6rqqoC+Ie9rqysJJvN0tra+o7r6P3ppptu4tFHH2XLli1MnTp1YNy+jz6pVIoTTzyR0047jbVr1zJ79mzuueceez1KPffcc7S2tnLWWWdRXl5OeXk527dvp6GhgfLycsrKygD7PpoVFRUxffp0du/e7edcUs4x1A+DVCpFXV0dW7duHTS+detW5s+fP0JVaShMmTKFqqqqQb3u6enhmWeeGeh1XV0dyWRy0Dp79+7l5Zdf9v3wPrZ69WoeeeQRtmzZMui2R2DfjwdhGJJOp+31KLV06VIaGxvZtm3bwOO0007jE5/4BNu2beOkk06y76NcT08Pu3btoqqqys+5pJwTX7NmzbqRLuJ4UFxczPr165kwYQL5+fnU19fT2NjId7/7XcaOHTvS5eld6Ozs5KWXXqK5uZkf/OAHzJw5k5KSEtLpNGPHjiWbzXLnnXdy0kknkc1m+epXv0pzczPf/va3ycvLIz8/n6amJjZs2MApp5xCe3s7X/rSlygpKeGWW24hFvO7tvebG2+8kR/96Ec8+OCDTJ48ma6uLrq6uoD+L+2CILDvo8i6detIpVKEYcjevXu599572bRpE+vWrWPatGn2ehTKz8+noqJi0OMnP/kJNTU1LF++3M/4KHTzzTcPfM7/9re/sWrVKnbv3s2dd95JaWmp/ZaUUzynfphcfPHFHDhwgPr6epqbm5kxYwabNm2ipqZmpEvTu/SHP/yBj370owPP169fz/r167niiiu49957+eIXv0h3dzerVq2ira2NM844g82bN1NcXDywzTe/+U3i8TgrVqygp6eHc845h/vuu++Yc7T1/tDQ0ADAsmXLBo2vXr2am266CcC+jyLNzc189rOfpaWlhZKSEmbNmjXoFlX2+vhk30eXN998k5UrV9La2sr48eOZO3cuTz755MDPZfZbUi7xPvWSJEmSJOUojw2SJEmSJClHGeolSZIkScpRhnpJkiRJknKUoV6SJEmSpBxlqJckSZIkKUcZ6iVJkiRJylGGekmSJEmScpShXpI0LP74xz9yxRVXMHXqVCZOnMhZZ53FfffdN7D8uuuuY+nSpSNYoSRJUu5JjHQBkqTR76mnnuLyyy/n1FNPZdWqVRQVFfHqq6/y5ptvjnRpkiRJOc1QL0kaUocOHeLaa6/lggsu4MEHHyQW8yAxSZKkfxV/spIkDalHHnmElpYWbr75ZmKxGJ2dnYRh+E9t+9Of/pRzzz2X6upqampqWLBgAbfddtsQVyxJkpQ7DPWSpCH1m9/8hpKSEvbs2cPpp5/O5MmTqamp4cYbb6Snp+cfbnfVVVdRUlLC1772NdatW8eiRYtobGwcxuolSZLe3zz8XpI0pF555RUymQxXXnkln/rUp1iwYAGNjY3cf//9tLW10dDQAMC99947aLsnnniC4uJiNm/eTDweH4nSJUmS3vcM9ZKkIdXV1cXhw4dZuXIlt956KwAf+9jHyGQyNDQ0sHr1ampra4/Zrri4mK6uLp566inOP//84S5bkiQpJ3j4vSRpSBUUFABw8cUXDxo/+nzHjh1vu93VV1/NtGnTuOSSS5gxYwbXXnstv/zlL4miaGgLliRJyiGGeknSkJowYQIAFRUVg8aPPm9ra3vb7aqqqnj66af58Y9/zEc+8hGee+45li9fzqWXXmqwlyRJOsJQL0kaUnV1dQDH3JP+6PPx48e/47apVIoPf/jD1NfX8/zzz3PDDTfw5JNP8uyzzw5dwZIkSTnEUC9JGlIXXXQRABs3bhw0vnHjRuLxOGefffbbbnfgwIFBz4MgYM6cOcA7z+5LkiQdb7xQniRpSJ166qlceeWVPPzww2QyGRYuXMj27dvZvHkzX/jCF5g8efLbbvf5z3+eAwcOcM455zBp0iT27dvHhg0bmDBhAgsXLhzmvZAkSXp/Ctra2jwxUZI0pPr6+rjjjjvYuHEjTU1NVFdXc9VVV3H99dcTBMHbbvOzn/2M73//+7zwwgu0tbVRWVnJ2WefzerVq5k6derw7oAkSdL7lKFekiRJkqQc5Tn1kiRJkiTlKEO9JEmSJEk5ylAvSZIkSVKOMtRLkiRJkpSjDPWSJEmSJOUoQ70kSZIkSTnKUC9JkiRJUo4y1EuSJEmSlKMM9ZIkSZIk5aj/B3iui+M+HHjCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def batsman_comparator(stat1,stat2,batsman1,batsman2):\n",
    "    sns.FacetGrid(balls,hue='Team',size=8).map(mlt.scatter, stat1,stat2, alpha=0.5).add_legend()\n",
    "    bats1=balls[balls['batsman'].str.contains(batsman1)].sort_values(by=stat1,ascending=False)\n",
    "    bats2=balls[balls['batsman'].str.contains(batsman2)].sort_values(by=stat1,ascending=False)\n",
    "    mlt.scatter(bats1[stat1],bats1[stat2]-1,s=75,c='#55ff33')\n",
    "    mlt.text(x=bats1[stat1].values[0],y=bats1[stat2].values[0],s=batsman1,\n",
    "            fontsize=10, weight='bold', color='#f46d43')\n",
    "    mlt.scatter(bats2[stat1],bats2[stat2],s=75,c='#f73545')\n",
    "    mlt.text(x=bats2[stat1].values[0],y=bats2[stat2].values[0]+1,s=batsman2, \n",
    "            fontsize=10, weight='bold', color='#ff58fd')\n",
    "    mlt.gcf().set_size_inches(15,10)\n",
    "    mlt.title('Batsman Comparator',size=25)\n",
    "    #mlt.savefig(\"C:/Users/Umraz/Desktop/plt/bats_mans.jpg\",dpi=300)\n",
    "\n",
    "    mlt.show()\n",
    "\n",
    "batsman_comparator(\"6's\",\"4's\",'Gayle','Villiers') #comparing gayle and de-villiers based on their respective boundaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Umraz\\Anaconda3\\envs\\tensorflow-gpu\\lib\\site-packages\\seaborn\\axisgrid.py:243: UserWarning:\n",
      "\n",
      "The `size` parameter has been renamed to `height`; please update your code.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "batsman_comparator(\"runs\",\"strike_rate\",'Dhoni','V Kohli')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>batsman</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>batsman_runs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6200</th>\n",
       "      <td>411</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>RCB</td>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>60</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>KKR</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8426</th>\n",
       "      <td>562</td>\n",
       "      <td>AB de Villiers</td>\n",
       "      <td>RCB</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10149</th>\n",
       "      <td>7935</td>\n",
       "      <td>RR Pant</td>\n",
       "      <td>DD</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9257</th>\n",
       "      <td>620</td>\n",
       "      <td>AB de Villiers</td>\n",
       "      <td>RCB</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5585</th>\n",
       "      <td>372</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>RCB</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>206</td>\n",
       "      <td>M Vijay</td>\n",
       "      <td>CSK</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>36</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>SRH</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7752</th>\n",
       "      <td>516</td>\n",
       "      <td>V Sehwag</td>\n",
       "      <td>KXIP</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10417</th>\n",
       "      <td>7953</td>\n",
       "      <td>SR Watson</td>\n",
       "      <td>CSK</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       match_id         batsman batting_team  batsman_runs\n",
       "6200        411        CH Gayle          RCB           175\n",
       "900          60     BB McCullum          KKR           158\n",
       "8426        562  AB de Villiers          RCB           133\n",
       "10149      7935         RR Pant           DD           130\n",
       "9257        620  AB de Villiers          RCB           129\n",
       "5585        372        CH Gayle          RCB           128\n",
       "3135        206         M Vijay          CSK           127\n",
       "529          36       DA Warner          SRH           126\n",
       "7752        516        V Sehwag         KXIP           122\n",
       "10417      7953       SR Watson          CSK           121"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Individual Scores By Top Batsman each Inning\n",
    "\n",
    "top_scores = delivery.groupby([\"match_id\", \"batsman\",\"batting_team\"])[\"batsman_runs\"].sum().reset_index()\n",
    "#top_scores=top_scores[top_scores['batsman_runs']>100]\n",
    "top_scores.sort_values('batsman_runs', ascending=0).head(10)\n",
    "top_scores.nlargest(10,'batsman_runs')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "swarm=['CH Gayle','V Kohli','G Gambhir','SK Raina','YK Pathan','MS Dhoni','AB de Villiers','DA Warner']\n",
    "scores = delivery.groupby([\"match_id\", \"batsman\",\"batting_team\"])[\"batsman_runs\"].sum().reset_index()\n",
    "scores=scores[top_scores['batsman'].isin(swarm)]\n",
    "sns.swarmplot(x='batsman',y='batsman_runs',data=scores,hue='batting_team',palette='Set1')\n",
    "fig=mlt.gcf()\n",
    "fig.set_size_inches(14,8)\n",
    "mlt.ylim(-10,200)\n",
    "#mlt.savefig(\"C:/Users/Umraz/Desktop/plt/Indivi_score.jpg\",dpi=300)\n",
    "mlt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#1s 2s 4s 6s\n",
    "\n",
    "toppers=delivery.groupby(['batsman','batsman_runs'])['total_runs'].count().reset_index()\n",
    "toppers=toppers.pivot('batsman','batsman_runs','total_runs')\n",
    "fig,ax=mlt.subplots(2,2,figsize=(18,12))\n",
    "toppers[1].sort_values(ascending=False)[:5].plot(kind='barh',ax=ax[0,0],color='#45ff45',width=0.8)\n",
    "ax[0,0].set_title(\"Most 1's\")\n",
    "ax[0,0].set_ylabel('')\n",
    "toppers[2].sort_values(ascending=False)[:5].plot(kind='barh',ax=ax[0,1],color='#df6dfd',width=0.8)\n",
    "ax[0,1].set_title(\"Most 2's\")\n",
    "ax[0,1].set_ylabel('')\n",
    "toppers[4].sort_values(ascending=False)[:5].plot(kind='barh',ax=ax[1,0],color='#fbca5f',width=0.8)\n",
    "ax[1,0].set_title(\"Most 4's\")\n",
    "ax[1,0].set_ylabel('')\n",
    "toppers[6].sort_values(ascending=False)[:5].plot(kind='barh',ax=ax[1,1],color='#ffff00',width=0.8)\n",
    "ax[1,1].set_title(\"Most 6's\")\n",
    "ax[1,1].set_ylabel('')\n",
    "#mlt.savefig(\"C:/Users/Umraz/Desktop/plt/runs.jpg\",dpi=300)\n",
    "\n",
    "mlt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# I Suggest CH Gayle a company should endorse for its products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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