English premier league data analysis .ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "8ed653c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "#%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "059f5845",
   "metadata": {},
   "outputs": [],
   "source": [
    "epl_df = pd.read_csv(r'C:\\resume projects\\EPL_20_21.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "df9da7e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Club</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Matches</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Mins</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Passes_Attempted</th>\n",
       "      <th>Perc_Passes_Completed</th>\n",
       "      <th>Penalty_Goals</th>\n",
       "      <th>Penalty_Attempted</th>\n",
       "      <th>xG</th>\n",
       "      <th>xA</th>\n",
       "      <th>Yellow_Cards</th>\n",
       "      <th>Red_Cards</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mason Mount</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>21</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td>2890</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1881</td>\n",
       "      <td>82.3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.24</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Edouard Mendy</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>SEN</td>\n",
       "      <td>GK</td>\n",
       "      <td>28</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>2745</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1007</td>\n",
       "      <td>84.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Timo Werner</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>GER</td>\n",
       "      <td>FW</td>\n",
       "      <td>24</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>2602</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>826</td>\n",
       "      <td>77.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ben Chilwell</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>2286</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1806</td>\n",
       "      <td>78.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.11</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Reece James</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>20</td>\n",
       "      <td>32</td>\n",
       "      <td>25</td>\n",
       "      <td>2373</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1987</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
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      ],
      "text/plain": [
       "            Name     Club Nationality Position  Age  Matches  Starts  Mins  \\\n",
       "0    Mason Mount  Chelsea         ENG    MF,FW   21       36      32  2890   \n",
       "1  Edouard Mendy  Chelsea         SEN       GK   28       31      31  2745   \n",
       "2    Timo Werner  Chelsea         GER       FW   24       35      29  2602   \n",
       "3   Ben Chilwell  Chelsea         ENG       DF   23       27      27  2286   \n",
       "4    Reece James  Chelsea         ENG       DF   20       32      25  2373   \n",
       "\n",
       "   Goals  Assists  Passes_Attempted  Perc_Passes_Completed  Penalty_Goals  \\\n",
       "0      6        5              1881                   82.3              1   \n",
       "1      0        0              1007                   84.6              0   \n",
       "2      6        8               826                   77.2              0   \n",
       "3      3        5              1806                   78.6              0   \n",
       "4      1        2              1987                   85.0              0   \n",
       "\n",
       "   Penalty_Attempted    xG    xA  Yellow_Cards  Red_Cards  \n",
       "0                  1  0.21  0.24             2          0  \n",
       "1                  0  0.00  0.00             2          0  \n",
       "2                  0  0.41  0.21             2          0  \n",
       "3                  0  0.10  0.11             3          0  \n",
       "4                  0  0.06  0.12             3          0  "
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_df.head()"
   ]
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   "cell_type": "code",
   "execution_count": 147,
   "id": "c52ba594",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 532 entries, 0 to 531\n",
      "Data columns (total 18 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   Name                   532 non-null    object \n",
      " 1   Club                   532 non-null    object \n",
      " 2   Nationality            532 non-null    object \n",
      " 3   Position               532 non-null    object \n",
      " 4   Age                    532 non-null    int64  \n",
      " 5   Matches                532 non-null    int64  \n",
      " 6   Starts                 532 non-null    int64  \n",
      " 7   Mins                   532 non-null    int64  \n",
      " 8   Goals                  532 non-null    int64  \n",
      " 9   Assists                532 non-null    int64  \n",
      " 10  Passes_Attempted       532 non-null    int64  \n",
      " 11  Perc_Passes_Completed  532 non-null    float64\n",
      " 12  Penalty_Goals          532 non-null    int64  \n",
      " 13  Penalty_Attempted      532 non-null    int64  \n",
      " 14  xG                     532 non-null    float64\n",
      " 15  xA                     532 non-null    float64\n",
      " 16  Yellow_Cards           532 non-null    int64  \n",
      " 17  Red_Cards              532 non-null    int64  \n",
      "dtypes: float64(3), int64(11), object(4)\n",
      "memory usage: 74.9+ KB\n"
     ]
    }
   ],
   "source": [
    "epl_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "e0359d51",
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   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>Red_Cards</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>532.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>25.500000</td>\n",
       "      <td>19.535714</td>\n",
       "      <td>15.714286</td>\n",
       "      <td>1411.443609</td>\n",
       "      <td>1.853383</td>\n",
       "      <td>1.287594</td>\n",
       "      <td>717.750000</td>\n",
       "      <td>77.823872</td>\n",
       "      <td>0.191729</td>\n",
       "      <td>0.234962</td>\n",
       "      <td>0.113289</td>\n",
       "      <td>0.072650</td>\n",
       "      <td>2.114662</td>\n",
       "      <td>0.090226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.319404</td>\n",
       "      <td>11.840459</td>\n",
       "      <td>11.921161</td>\n",
       "      <td>1043.171856</td>\n",
       "      <td>3.338009</td>\n",
       "      <td>2.095191</td>\n",
       "      <td>631.372522</td>\n",
       "      <td>13.011631</td>\n",
       "      <td>0.850881</td>\n",
       "      <td>0.975818</td>\n",
       "      <td>0.148174</td>\n",
       "      <td>0.090072</td>\n",
       "      <td>2.269094</td>\n",
       "      <td>0.293268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>22.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>426.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>171.500000</td>\n",
       "      <td>73.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>26.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1345.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>573.500000</td>\n",
       "      <td>79.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>2303.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1129.500000</td>\n",
       "      <td>84.625000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>38.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>3420.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>3214.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.160000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "              Age     Matches      Starts         Mins       Goals  \\\n",
       "count  532.000000  532.000000  532.000000   532.000000  532.000000   \n",
       "mean    25.500000   19.535714   15.714286  1411.443609    1.853383   \n",
       "std      4.319404   11.840459   11.921161  1043.171856    3.338009   \n",
       "min     16.000000    1.000000    0.000000     1.000000    0.000000   \n",
       "25%     22.000000    9.000000    4.000000   426.000000    0.000000   \n",
       "50%     26.000000   21.000000   15.000000  1345.000000    1.000000   \n",
       "75%     29.000000   30.000000   27.000000  2303.500000    2.000000   \n",
       "max     38.000000   38.000000   38.000000  3420.000000   23.000000   \n",
       "\n",
       "          Assists  Passes_Attempted  Perc_Passes_Completed  Penalty_Goals  \\\n",
       "count  532.000000        532.000000             532.000000     532.000000   \n",
       "mean     1.287594        717.750000              77.823872       0.191729   \n",
       "std      2.095191        631.372522              13.011631       0.850881   \n",
       "min      0.000000          0.000000              -1.000000       0.000000   \n",
       "25%      0.000000        171.500000              73.500000       0.000000   \n",
       "50%      0.000000        573.500000              79.200000       0.000000   \n",
       "75%      2.000000       1129.500000              84.625000       0.000000   \n",
       "max     14.000000       3214.000000             100.000000       9.000000   \n",
       "\n",
       "       Penalty_Attempted          xG          xA  Yellow_Cards   Red_Cards  \n",
       "count         532.000000  532.000000  532.000000    532.000000  532.000000  \n",
       "mean            0.234962    0.113289    0.072650      2.114662    0.090226  \n",
       "std             0.975818    0.148174    0.090072      2.269094    0.293268  \n",
       "min             0.000000    0.000000    0.000000      0.000000    0.000000  \n",
       "25%             0.000000    0.010000    0.000000      0.000000    0.000000  \n",
       "50%             0.000000    0.060000    0.050000      2.000000    0.000000  \n",
       "75%             0.000000    0.150000    0.110000      3.000000    0.000000  \n",
       "max            10.000000    1.160000    0.900000     12.000000    2.000000  "
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "71bd0f85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name                     0\n",
       "Club                     0\n",
       "Nationality              0\n",
       "Position                 0\n",
       "Age                      0\n",
       "Matches                  0\n",
       "Starts                   0\n",
       "Mins                     0\n",
       "Goals                    0\n",
       "Assists                  0\n",
       "Passes_Attempted         0\n",
       "Perc_Passes_Completed    0\n",
       "Penalty_Goals            0\n",
       "Penalty_Attempted        0\n",
       "xG                       0\n",
       "xA                       0\n",
       "Yellow_Cards             0\n",
       "Red_Cards                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "36663e2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Great a new 2 columns \n",
    "epl_df['MinsPerMatch']= (epl_df['Mins']/epl_df['Matches']).astype(int)\n",
    "epl_df['GoalPerMatch']= (epl_df['Goals']/epl_df['Matches']).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "3c4f0ec3",
   "metadata": {},
   "outputs": [
    {
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       "      <th>Perc_Passes_Completed</th>\n",
       "      <th>Penalty_Goals</th>\n",
       "      <th>Penalty_Attempted</th>\n",
       "      <th>xG</th>\n",
       "      <th>xA</th>\n",
       "      <th>Yellow_Cards</th>\n",
       "      <th>Red_Cards</th>\n",
       "      <th>MinsPerMatch</th>\n",
       "      <th>GoalPerMatch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mason Mount</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF,FW</td>\n",
       "      <td>21</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td>2890</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1881</td>\n",
       "      <td>82.3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.24</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Edouard Mendy</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>SEN</td>\n",
       "      <td>GK</td>\n",
       "      <td>28</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>2745</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1007</td>\n",
       "      <td>84.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>88</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Timo Werner</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>GER</td>\n",
       "      <td>FW</td>\n",
       "      <td>24</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>2602</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>826</td>\n",
       "      <td>77.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>0.171429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ben Chilwell</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>2286</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1806</td>\n",
       "      <td>78.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.11</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "      <td>0.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Reece James</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>20</td>\n",
       "      <td>32</td>\n",
       "      <td>25</td>\n",
       "      <td>2373</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1987</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>0.031250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name     Club Nationality Position  Age  Matches  Starts  Mins  \\\n",
       "0    Mason Mount  Chelsea         ENG    MF,FW   21       36      32  2890   \n",
       "1  Edouard Mendy  Chelsea         SEN       GK   28       31      31  2745   \n",
       "2    Timo Werner  Chelsea         GER       FW   24       35      29  2602   \n",
       "3   Ben Chilwell  Chelsea         ENG       DF   23       27      27  2286   \n",
       "4    Reece James  Chelsea         ENG       DF   20       32      25  2373   \n",
       "\n",
       "   Goals  Assists  Passes_Attempted  Perc_Passes_Completed  Penalty_Goals  \\\n",
       "0      6        5              1881                   82.3              1   \n",
       "1      0        0              1007                   84.6              0   \n",
       "2      6        8               826                   77.2              0   \n",
       "3      3        5              1806                   78.6              0   \n",
       "4      1        2              1987                   85.0              0   \n",
       "\n",
       "   Penalty_Attempted    xG    xA  Yellow_Cards  Red_Cards  MinsPerMatch  \\\n",
       "0                  1  0.21  0.24             2          0            80   \n",
       "1                  0  0.00  0.00             2          0            88   \n",
       "2                  0  0.41  0.21             2          0            74   \n",
       "3                  0  0.10  0.11             3          0            84   \n",
       "4                  0  0.06  0.12             3          0            74   \n",
       "\n",
       "   GoalPerMatch  \n",
       "0      0.166667  \n",
       "1      0.000000  \n",
       "2      0.171429  \n",
       "3      0.111111  \n",
       "4      0.031250  "
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "9b10c646",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "986\n"
     ]
    }
   ],
   "source": [
    "#Total goals for the season \n",
    "Total_Goals = epl_df['Goals'].sum()\n",
    "print(Total_Goals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "e521f637",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "102\n"
     ]
    }
   ],
   "source": [
    "Total_Penalty_Goals = epl_df['Penalty_Goals'].sum()\n",
    "print(Total_Penalty_Goals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "f9863a0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name                     Mason MountJorginho\n",
      "Club                          ChelseaChelsea\n",
      "Nationality                           ENGITA\n",
      "Position                             MF,FWMF\n",
      "Age                                       49\n",
      "Matches                                   64\n",
      "Starts                                    55\n",
      "Mins                                    4900\n",
      "Goals                                     13\n",
      "Assists                                    6\n",
      "Passes_Attempted                        3620\n",
      "Perc_Passes_Completed                  171.8\n",
      "Penalty_Goals                              8\n",
      "Penalty_Attempted                         10\n",
      "xG                                      0.52\n",
      "xA                                      0.33\n",
      "Yellow_Cards                               4\n",
      "Red_Cards                                  0\n",
      "MinsPerMatch                             151\n",
      "GoalPerMatch                        0.416667\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "chelsea_penalty_data = epl_df[(epl_df['Club'] == 'Chelsea') & (epl_df['Penalty_Goals'] != 0)]\n",
    "print(chelsea_penalty_data.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "ce7984a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "125\n"
     ]
    }
   ],
   "source": [
    "Total_Penalty_Attempted = epl_df ['Penalty_Attempted'].sum()\n",
    "print(Total_Penalty_Attempted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "7360273d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13, 6))\n",
    "pl_not_scored= epl_df['Penalty_Attempted'].sum() - Total_Penalty_Goals\n",
    "data = [pl_not_scored,Total_Penalty_Goals]\n",
    "labels = ['Penalties missed', 'Penalties scored']\n",
    "color = sns.color_palette('Set2')\n",
    "plt.pie(data, labels = labels, colors = color, autopct = '%.0f%%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "d00f7be8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['MF,FW', 'GK', 'FW', 'DF', 'MF', 'FW,MF', 'FW,DF', 'DF,MF',\n",
       "       'MF,DF', 'DF,FW'], dtype=object)"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_df['Position'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "1ab6aea6",
   "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>Name</th>\n",
       "      <th>Club</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Matches</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Mins</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Passes_Attempted</th>\n",
       "      <th>Perc_Passes_Completed</th>\n",
       "      <th>Penalty_Goals</th>\n",
       "      <th>Penalty_Attempted</th>\n",
       "      <th>xG</th>\n",
       "      <th>xA</th>\n",
       "      <th>Yellow_Cards</th>\n",
       "      <th>Red_Cards</th>\n",
       "      <th>MinsPerMatch</th>\n",
       "      <th>GoalPerMatch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Timo Werner</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>GER</td>\n",
       "      <td>FW</td>\n",
       "      <td>24</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>2602</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>826</td>\n",
       "      <td>77.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>0.171429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tammy Abraham</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>1040</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>218</td>\n",
       "      <td>68.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Olivier Giroud</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>FRA</td>\n",
       "      <td>FW</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>748</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>74.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.09</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.235294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ruben Loftus-Cheek</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>68.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Raheem Sterling</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>2536</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>1127</td>\n",
       "      <td>85.4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>0.322581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Oliver Burke</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>SCO</td>\n",
       "      <td>FW</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>1269</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>262</td>\n",
       "      <td>70.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Oliver McBurnie</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>SCO</td>\n",
       "      <td>FW</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>1324</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>426</td>\n",
       "      <td>62.9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.07</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>0.043478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>Rhian Brewster</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>1128</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>225</td>\n",
       "      <td>69.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>Billy Sharp</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>34</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>735</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>123</td>\n",
       "      <td>69.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>Daniel Jebbison</td>\n",
       "      <td>Sheffield United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>284</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>70.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Name              Club Nationality Position  Age  Matches  \\\n",
       "2           Timo Werner           Chelsea         GER       FW   24       35   \n",
       "16        Tammy Abraham           Chelsea         ENG       FW   22       22   \n",
       "19       Olivier Giroud           Chelsea         FRA       FW   33       17   \n",
       "23   Ruben Loftus-Cheek           Chelsea         ENG       FW   24        1   \n",
       "30      Raheem Sterling   Manchester City         ENG       FW   25       31   \n",
       "..                  ...               ...         ...      ...  ...      ...   \n",
       "516        Oliver Burke  Sheffield United         SCO       FW   23       25   \n",
       "518     Oliver McBurnie  Sheffield United         SCO       FW   24       23   \n",
       "519      Rhian Brewster  Sheffield United         ENG       FW   20       27   \n",
       "523         Billy Sharp  Sheffield United         ENG       FW   34       16   \n",
       "526     Daniel Jebbison  Sheffield United         ENG       FW   17        4   \n",
       "\n",
       "     Starts  Mins  Goals  Assists  Passes_Attempted  Perc_Passes_Completed  \\\n",
       "2        29  2602      6        8               826                   77.2   \n",
       "16       12  1040      6        1               218                   68.3   \n",
       "19        8   748      4        0               217                   74.2   \n",
       "23        1    60      0        0                16                   68.8   \n",
       "30       28  2536     10        7              1127                   85.4   \n",
       "..      ...   ...    ...      ...               ...                    ...   \n",
       "516      14  1269      1        1               262                   70.6   \n",
       "518      12  1324      1        0               426                   62.9   \n",
       "519      12  1128      0        0               225                   69.3   \n",
       "523       7   735      3        0               123                   69.9   \n",
       "526       3   284      1        0                34                   70.6   \n",
       "\n",
       "     Penalty_Goals  Penalty_Attempted    xG    xA  Yellow_Cards  Red_Cards  \\\n",
       "2                0                  0  0.41  0.21             2          0   \n",
       "16               0                  0  0.56  0.07             0          0   \n",
       "19               0                  0  0.58  0.09             1          0   \n",
       "23               0                  0  0.00  0.00             0          0   \n",
       "30               0                  1  0.43  0.17             4          0   \n",
       "..             ...                ...   ...   ...           ...        ...   \n",
       "516              0                  0  0.17  0.13             2          0   \n",
       "518              0                  0  0.21  0.07             2          0   \n",
       "519              0                  0  0.14  0.13             1          0   \n",
       "523              2                  2  0.33  0.07             1          0   \n",
       "526              0                  0  0.50  0.01             0          0   \n",
       "\n",
       "     MinsPerMatch  GoalPerMatch  \n",
       "2              74      0.171429  \n",
       "16             47      0.272727  \n",
       "19             44      0.235294  \n",
       "23             60      0.000000  \n",
       "30             81      0.322581  \n",
       "..            ...           ...  \n",
       "516            50      0.040000  \n",
       "518            57      0.043478  \n",
       "519            41      0.000000  \n",
       "523            45      0.187500  \n",
       "526            71      0.250000  \n",
       "\n",
       "[81 rows x 20 columns]"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epl_df[epl_df['Position']== 'FW']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "1ea103e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "59"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.size((epl_df['Nationality'].unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "90ab57cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Nationality'>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nationalty = epl_df.groupby('Nationality').size().sort_values(ascending = False)\n",
    "nationalty.head().plot(kind = 'bar', figsize = (12, 6), color= sns.color_palette(\"magma\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "16a136db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epl_df['Club'].value_counts().nlargest(5).plot(kind = 'bar', color = sns.color_palette('viridis'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "b14cf273",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GGTJkyKe+PnLkyCZaAtA4nn/++Rx22GGZM2fOom8yfvnll9O5c+eMGzfOs434TBBAaLbuuuuuXHPNNXnuuedSqVSy4YYb5sgjj8wOO+xQ9DSABvvNb36TnXfeOa1atapzfe7cufnDH/6Q3XffvaBlAEvnb3/7W5555pksXLgwG2ywQXr06FH0JIAlcvDBB9f5748++iivvvpqPvjgg+y5554ZMWJEQcsAltz777+fO++8M88//3ySZMMNN8xee+2Vdu3aFbwM/kUAAYAS2HDDDTN+/Ph06tSpzvWnn346BxxwQJ588smClgEsmYULF+anP/1pVl111Xz9619Pknz5y1/OrrvummOOOabgdQCNo1qt5vTTT8/KK6+cE088seg5AEtk3rx5ee2117L22msnyWLfmAdFWvzzMaCZePbZZzNkyJB87Wtfy4wZM/KLX/wif/7zn4ueBVBvV199dTbccMNsuOGGqVar6du376L//vc/++23XzbccMOipwI02AUXXJDrrruuzoM1991331xzzTW57LLLClwG0HgqlUq+8Y1v5Kabbip6CkCDVavVjBo1KltuuWX23nvvvPHGG/n+97+fIUOGZP78+UXPgyQegk4z9dRTT+WAAw7IFltskaeeeirz5s3LlClTcvbZZ+eiiy7KTjvtVPREgP/qoIMOyuc+97ksXLgwQ4cOzZAhQ9KhQ4dFr1cqlbRv3z5bbbVVgSsBlswdd9yRH//4x9lmm20WXTvssMPSvXv3nHHGGTnqqKMKXAfQeN566618+OGHRc8AaLBrrrkmt99+e04//fSceeaZSZJddtklZ5xxRjp37uz5k3wmCCA0S6NGjco3vvGNnHjiienVq1eS5KyzzkqHDh0EEGC5UVNTk/79+yf5V+zYa6+90rp162JHATSSWbNmZY011ljserdu3fLWW28VsAhg6Vx00UWLXXvvvfdy1113pW/fvgUsAlg6119/fU477bTsuuuuGT58eJJkzz33TOvWrTNixAgBhM8EAYRm6amnnsrpp5++2PUDDjgg1113XQGLABrutttuW/Sby0qlkrvvvvsT7/13KAFYXtTW1ubGG2/MKaecUuf67bffns9//vMFrQJYcrfccsti11q1apXtttsuJ510UgGLAJbOa6+99rEfubzBBhv4hhU+MwQQmqVWrVrl/fffX+z69OnT065duwIWATTc4MGDs91226Vz584ZPHjwJ95XqVQEEGC5c9xxx+WII47Io48+mi222CKVSiWTJ0/O448/njFjxhQ9D6DBHnjggaInADSqrl275sknn8xaa61V5/qDDz646IHoUDQBhGZpl112yY9//OP85Cc/WXTtxRdfzIgRI7LjjjsWNwygAZ599tmP/XeAMujbt29+9atfZdy4cRk/fnxqamrSo0eP3HTTTamtrS16HsASWbhwYR555JFMnTo1LVq0yMYbb5w+ffoUPQtgiQwaNChnnHFGZsyYkWq1mkceeSTXXXddrrnmmgwZMqToeZAkqVSr1WrRI6Cpvf/++/nmN7+ZJ554ItVqNR06dMj777+f2tra/PznP8/nPve5oicC1Nvs2bPTtm3bVCqVRdeef/75dO3aNe3bty9wGQAA//bmm29m0KBBef7557PSSiulWq3mvffeS+/evXPZZZelQ4cORU8EaLDrr78+l1xySd54440kSefOnfPNb34zhx9+eMHL4F8EEJq1Rx55JM8880wWLlyY9ddfP9ttt11atGhR9CyAervtttsycuTIXHHFFdl0000XXR80aFCeeOKJDB8+PHvssUeBCwGW3LPPPpupU6dm4cKFSZJqtZp58+bliSeeyNlnn13wOoCGOfbYY/P3v/89P/rRj7Leeusl+dc3rXz/+9/PBhtskJEjRxa8EKBhpk+fni5duqRFixZ5++23U61W07lz53z00Ud55plnstlmmxU9EQQQmqdDDjkkF110UVZaaaU612fOnJlBgwbltttuK2YYQAM88sgjGTRoUL785S/nhBNOyCqrrLLotWnTpuXyyy/PrbfemrFjx/poBWC5M27cuEWRo1Kp5N9/bKlUKunTp0+uueaaIucBNFjv3r0zbty4bLLJJnWuP/HEEzniiCPy17/+taBlAEtmww03zPjx49OpU6c611955ZV86UtfyhNPPFHQMvhfngFCs/Hggw9m8uTJSZIJEybk0ksvXeyjYaZNm5bXX3+9iHkADXb55ZfnoIMOytChQxd7rVu3bjnrrLNSrVZz6aWX5oorrihgIcCSu/baa3PUUUfl29/+dnbaaafccsstmTVrVk4++eTsvPPORc8DaLCVVlop8+fPX+x6y5YtU1Pjr2eA5cMvfvGLXHXVVUn+9e7cgQMHLvZpKv/85z+z5pprFjEPFuP/h6XZ6Nq1a84888xF3z1499131zmgK5VK2rdvn1NOOaWoiQAN8swzz2Tw4MGfes8BBxyQI488sokWATSe6dOnZ7/99kvr1q1TW1ubyZMnZ5dddsngwYNzzjnn5LDDDit6IkCDHH/88TnttNPyox/9KLW1tUmSV199NSNGjMi3v/3tgtcB1M+Xv/zlvPPOO6lWqxkzZky++MUvZoUVVqhzzworrJDddtutoIVQlwBCs9GzZ8/87ne/S5L069cvN91002Jv0QNYnsybNy9t27b91Hs6duyYOXPmNNEigMazwgor5KOPPkqSrLvuunnhhReyyy67pEePHt6xCyyXLrzwwsycOTMDBgzICiuskJqamrz77rupVqt5/PHHc9ZZZy26d8qUKQUuBfhk7dq1y7HHHpvkX99MPGjQoLRr167gVfDJBBCapQceeKDoCQBLrXv37nnssceyzjrrfOI9jz76aLp27dqEqwAaR58+fXLppZfmtNNOS21tbW644YYceeSRmThx4mLfZQiwPDjhhBOKngCw1CZMmJBevXqlpqYm//M//5OnnnrqE+/dcsstm3AZfDwPQafZ2HnnnXPTTTdl5ZVXTr9+/VKpVD7x3n+/UwTgs2zs2LEZN25cfvWrX2W11VZb7PU333wzX/va1zJw4EAfqwAsd55//vkcfvjhOeyww3LAAQdkn332yT//+c/Mnj07gwYNykknnVT0RACAZqe2tjbjx49P586dU1tbm0qlko/76+VKpeLdbHwmCCA0GxdddNGit+X99Kc//dQA8u+38gF8li1YsCCHHHJIpk6dmv322y9bbLFFVlpppcyaNSuPP/54brnllnTr1i3XXnvtf/2oLIDPojlz5uTDDz9Mp06dMnPmzNxxxx1ZY4018sUvfrHoaQANNm/evFx11VXZY4890q1btwwbNix33313evfunVGjRmXllVcueiLAf/X6669nzTXXTKVS+a8fS+rTCPgsEEAAYDk2b968jB49OjfeeGPefffdRddXWWWVDBw4MMccc4z4AQDwGXD22Wfn9ttvz1VXXZVZs2bliCOOyPHHH5/f//73WW+99TJy5MiiJwJA6QggNFuTJk3KpEmTMn/+/Dpv1atUKj4qBljufPTRR3n11Vfz7rvvplOnTll77bU/9Z1uAJ9F/+1jSv+TjywFljfbb799Ro4cmb59++bMM8/MSy+9lKuvvjqTJ0/OkUcemUceeaToiQANMnPmzPzkJz/52L9fS/x+jc8GD0GnWfrZz36W888/Px07dlzsIZoCCLA8qqmpSffu3YueAbBUBgwYIN4CpTVr1qz06NEjSTJ+/Pjst99+SZKVV145c+bMKXIawBI57bTTMnHixPTv3z8dOnQoeg58LAGEZunaa6/NMccck+985ztFTwEA4P857rjjip4AsMyss846mTx5ct5+++1MmzYt2223XZLk/vvvz1prrVXwOoCGGz9+fMaMGZO+ffsWPQU+kQBCs/Tuu++mf//+Rc8AAOBTPPvss5k6dWoWLlyYJKlWq5k3b16eeOKJnH322QWvA2iYb37zmznppJPSokWLbLXVVqmtrc2YMWMyZswYZxqwXGrfvn3WWGONomfApxJAaJb+v//v/8vkyZPTrVu3oqcAAPAxxo0bt+gvBCuVyqLPlK5UKunTp0+R0wCWSP/+/bPhhhvm1Vdfzfbbb58k2XTTTXPFFVdkm222KXgdQMP1798/V155Zc4888y0bNmy6DnwsQQQmqU99tgjZ555Zp566qmst956ad26dZ3XvTsEWN4cc8wx+e53v7voc6UBlnfXXnttjjrqqHz729/OTjvtlFtuuSWzZs3KySefnJ133rnoeQANNmTIkAwbNiwbbLDBomvbb799Zs2alW9/+9sZM2ZMgesAGu6tt97KPffck9///vdZZ511Fvv7tXHjxhW0DP6XAEKz9IMf/CBJcvXVVy/2WqVSEUCA5c7EiRPTpk2bomcANJrp06dnv/32S+vWrVNbW5vJkydnl112yeDBg3POOefksMMOK3oiwH81adKkvPrqq0mS2267LRtvvHFWXHHFOve8+OKL+dOf/lTEPICl0rJly+y9995Fz4BPJYDQLD377LNFTwBoVAMGDMioUaPy7W9/O926dVvsO28AljcrrLBCPvrooyTJuuuumxdeeCG77LJLevTokddff73gdQD1U6lUMnjw4EX/ftZZZy12T/v27TNo0KCmngaw1EaOHFn0BPivBBAAKIH7778/06dPz29/+9uPfX3KlClNvAhg6fTp0yeXXnppTjvttNTW1uaGG27IkUcemYkTJ2aFFVYoeh5AvfTu3XvRN+DV1tbmj3/8Y1ZZZZWCVwEsuenTp3/s9ZqamnTs2NEnE/CZU6n++2mCUHKHHHLIx15v1apVOnbsmM022yz77bffYm9HBlge3HrrrZ/6+oABA5poCUDjeP7553P44YfnsMMOywEHHJB99tkn//znPzN79uwMGjQoJ510UtETAZbY22+/nZqamqy00kpFTwFokNra2lQqlU98vWfPnjn++OOz6667NuEq+GQCCM3GkCFDPvb6woULM2vWrDz55JNp165drr/++qy66qpNvA4AgP9rzpw5+fDDD9OpU6fMnDkzv/71r9OlS5d88YtfLHoawBL5xS9+kUsuuSQzZ85MkqyyyioZNGiQ5xoBy42//vWvH3v933+/NmHChNx0000ZM2ZMtt122yZeB4sTQOD/mTdvXo4++uh07do1w4cPL3oOQIM9+OCDufLKK/PSSy/l+uuvz80335x11lkn/fv3L3oaQL3NmTMnjzzySFq3bp1evXqlffv2RU8CaBQ33nhjzjzzzBx00EHp06dPFi5cmAkTJuS6667Laaedlv3226/oiQCN4qc//WkmTJiQcePGFT0FPAME/q1169Y54ogjPvGdIgCfZePHj8+xxx6bvfbaK48//ngWLlyYBQsWZOjQoVmwYEEGDhxY9ESA/+r555/PoEGD8uabbyZJunTpkjFjxmTjjTcueBnA0rvyyiszZMiQfP3rX190bdddd023bt0yduxYAQQojV122SXXXntt0TMgSdKi6AHwWbLOOuvk7bffLnoGQIP99Kc/zcknn5xzzjknLVu2TJKceOKJOfnkk/Pzn/+84HUA9fPjH/84a665Zn71q1/lhhtuyNprr50zzjij6FkAjWL69Okf+3Ew2223XaZNm1bAIoBlo2PHjpk7d27RMyCJAAJ1zJo1y0PogOXSc889l379+i12fbfddsurr75awCKAhnv88cfzgx/8IL169cpmm22Ws846K0899VRmz55d9DSApbbmmmvmqaeeWuz6k08+mVVWWaWARQDLxrPPPpsuXboUPQOS+AgsqGPcuHHp3bt30TMAGqxDhw6ZMWNG1llnnTrXn3/++XTs2LGgVQAN895772W11VZb9N/dunVLixYt8s4776Rdu3YFLgNYel/72tdyxhlnZNasWendu3cqlUomTpyY0aNH5+CDDy56HkCjePbZZ3Peeedl9913L3oKJBFAaEYuuuiij71erVbzz3/+M5MmTcrLL7+c66+/vomXASy9ffbZJyNGjMiIESNSqVTywQcf5MEHH8zw4cOz5557Fj0PoF4WLFiQFi3qvkm9VatWWbBgQUGLABrPIYccktdffz1nn332onOtZcuW+cpXvpJvfetbBa8DqJ9+/fqlUqksdr1area9997L+++/n2222Sbf/va3C1gHi6tUq9Vq0SOgKXzcR8Mk//pDdceOHbPpppvmkEMOSbdu3Zp4GcDSmz9/fgYPHpy77rorSVKpVFKtVrPjjjvmggsuSNu2bQteCPDf1dbWZvz48encufOia7169codd9yRtddeu8BlAI3n/fffz0svvZQkWW+99bLiiisWvAig/n76059+bACpqalZ9Pdrm2yySQHL4OMJIABQItOmTcuUKVOycOHCrL/++unZs2eq1erH/gYV4LOmtrY2p556ap2/DDz99NPzne98J506dapzb//+/Zt4HQAAsLwRQACgBHbeeefcfPPN+dznPlfn+owZM7LvvvvmL3/5SzHDABqgtra2XvdVKpVMmTJlGa8BWHq1tbX1/kYU5xoAND7PAAGA5dTdd9+dhx9+OEny+uuv58wzz0ybNm3q3PP666979wew3Hj22WeLngDQqM4+++w6vxerVqv54Q9/mOOPP77Ox/0BAMuGd4AAwHLq73//e77//e+nWq1mwoQJ2WKLLdKqVatFr1cqlbRv3z4HHHBAdthhhwKXAgDwb55tBABNxztAAGA5tcYaa2TcuHFJkoMPPjgXXXRROnbsWPAqAAAAgM+GFkUPAACW3jXXXFMnfrz99tv5zW9+k9dee63AVQAAAADFEUBolubNm5dLL70006ZNS5IMGzYsvXr1yqBBg/LOO+8UvA6g4aZOnZrdd989EyZMyHvvvZd99903J5xwQvbcc8/8+c9/LnoeAAAAJfPUU09lv/32y+abb54NN9xwsX/gs8BHYNEsjRo1Krfffnu22267jB8/PrfeemuOP/74/P73v895552XkSNHFj0RoEHOPffcdOvWLeutt17uueeefPTRR3nwwQfzy1/+MhdccEGuu+66oicCAJDUeSg6wPJs2LBhadOmTYYMGZI2bdoUPQc+lgBCs/Sb3/wm559/fjbeeOOceeaZ+cIXvpCjjz46ffv2zZFHHln0PIAGe+yxx3LjjTemc+fOefjhh7PDDjtk9dVXz3777ZexY8cWPQ+gXi666KJ633vssccuwyUAjaNfv36LBY/Zs2fn4IMPTsuWLetc/93vfteU0wCW2iuvvJKbbropn//854ueAp9IAKFZmjVrVnr06JEkGT9+fPbbb78kycorr5w5c+YUOQ1gibRo0SKtW7fOggUL8uc//znDhg1LknzwwQdp27ZtwesA6ueWW26p132VSkUAAZYLAwYM8I4PoLQ23XTTvP766wIIn2kCCM3SOuusk8mTJ+ftt9/OtGnTst122yVJ7r///qy11loFrwNouC222CKXXnppVllllcyePTvbb799ZsyYkfPPPz9bbLFF0fMA6uWBBx4oegJAozruuOOKngCwzAwfPjxHH310nnzyyay11lpp0aLu46b79+9fzDD4DwIIzdI3v/nNnHTSSWnRokW22mqr1NbWZsyYMRkzZkzOPvvsoucBNNgPfvCDnHjiiXn11VczdOjQdOrUKcOHD88LL7yQK664ouh5AI1m3rx5efLJJ9OnT5+ipwAANGu/+c1vMm3atFx88cWLvVapVAQQPhMq1Wq1WvQIKMKzzz6b1157Ldtvv31at26dhx56KDU1Ndlmm22KngbQKGbOnJnPfe5zi32+NMDy4Jlnnsmpp56a5557LgsXLlzs9SlTphSwCgCAf9t6661zyCGH5PDDD/fRy3xmtfjvt0A51dbWZpdddknr1q2TJNtvv734ASzX5syZk9tuuy0//vGPM2vWrLz44ot59913i54FsERGjhyZmpqanH766WnVqlV+8IMf5NBDD01NTU3OP//8oucBADR7c+fOzT777CN+8JnmI7BoNg455JB63ztu3LhluASg8b311lv52te+lrfeeivz5s3LV77ylVx11VWZPHlyxo4dm549exY9EaBBnnrqqYwdOzabbbZZbr755qy//vr5+te/ni5duuSGG27IHnvsUfREAIBmbe+9985dd92Vo446qugp8IkEEJqNrl27Lvr3uXPn5u67786GG26YLbbYIjU1NZk8eXImT56c/fffv8CVAEvmnHPOSc+ePfPrX/960bvZzj333Jx00kk577zz8rOf/azghQANs3Dhwqy66qpJku7du2fq1Knp06dPdt5551x22WUFrwMAoHPnzhkzZkzuu+++dO/ePTU1df+qeeTIkQUtg/8lgNBs/Oehe+qpp+awww7L4MGD69xzwQUX5MUXX2zqaQBL7c9//nN+9rOfpV27douudezYMd/73vca9A44gM+K9dZbLxMmTMi+++6bbt26ZfLkyUmS9957L/PmzSt4HUDDPfXUU/nhD3+Y559//mPPMc82ApY3EydOzOabb54keeONNwpeAx9PAKFZuuuuu3Lrrbcudr1///7p379/0w8CWEoffPBBnfjxnz766KMmXgOw9A466KAMGzYsSbLbbrvlS1/6Utq2bZtHH300W2yxRbHjAJbAsGHD0qZNmwwZMiRt2rQpeg7AUrvmmmuKngD/lQBCs7TSSivlmWeeybrrrlvn+sSJE9O5c+diRgEshS233DK/+MUvcuqppy66Nn/+/IwZMya9e/cucBnAkhk4cGA6duyYz33uc+nRo0fOPffcXHbZZVljjTVy2mmnFT0PoMFeeeWV3HTTTfn85z9f9BSARvPRRx9l5syZWbBgQZKkWq1m3rx5eeKJJ3yTMZ8JlWq1Wi16BDS1iy++OFdddVUOPfTQbLLJJqlWq5k0aVJ+8Ytf5Hvf+14OPPDAoicCNMiLL76YAw88MKuttlpeeuml/M///E9eeumlvPfee7n22mtTW1tb9ESABrntttuy5557pnXr1nWuf/jhh7nhhhty2GGHFTMMYAkddNBB+eY3v5kdd9yx6CkAjeKRRx7J9773vcycOXOx19q2bZvHHnusgFVQlwBCs3XZZZfl2muvzT/+8Y8kyRprrJEjjjgiX//61wteBrBk3nzzzfzyl7/MlClTsnDhwnz+85/P17/+9ay11lpFTwOol7fffjtz5sxJkuy888656aabsvLKK9e5Z8qUKTnxxBPz5JNPFjERYIm9/PLLOfroo7PXXntlrbXWSosWLeq87julgeXN/vvvn86dO+fggw/Osccem1GjRmX69OkZPXp0Ro4cmV122aXoiSCAwDvvvJMki/3hGgCApnXbbbdl8ODBqVQqqVarqVQqi91TrVazww475LLLLitgIcCSu+SSS3LhhRd+7GuVSsVD0IHlzmabbZYbb7wxG2ywQQ488MAce+yx2XrrrXPzzTfnpptuyq9+9auiJ4JngNB8vfnmm7nhhhvy8ssvZ+jQobnnnnuy/vrrp0ePHkVPA2iwOXPm5PLLL89TTz2VOXPm5P9+f8O4ceMKWgZQf/3790/Xrl2zcOHCHHrooRk9enQ6duy46PVKpZL27dtn/fXXL3AlwJIZN25cvvOd7+Twww9P27Zti54DsNRatmyZFVdcMUmy7rrrZurUqdl6662z1VZb5dxzzy14HfyLAEKzNG3atHzlK1/JiiuumBkzZuSEE07IPffck6FDh+bKK6/0wGBguXPGGWfk7rvvTt++fbPmmmsWPQdgiW255ZZJ/vUXhb17905NjT+yAOUwd+7c7LPPPuIHUBq1tbW57777cthhh6V79+6ZNGlSDj300LzxxhtFT4NFfAQWzdIxxxyTTp065ayzzkrv3r1zxx13ZM0118zgwYPz97//Pddee23REwEapE+fPvnRj36UnXbaqegpAI3m17/+dbbccst06dIlF198ce6+++707t07w4YNS5s2bYqeB9Agp512Wrp27Zqjjjqq6CkAjeKBBx7Isccem1NPPTU77bRTdt9992y11VZ57rnnsvnmm2f06NFFTwTvAKF5euyxx3LttdfW+Vzpli1b5uijj85XvvKVApcBLJlKpZKePXsWPQOg0Vx88cW59NJLc/XVV+fvf/97Ro8enf333z9/+ctfMmrUqAwbNqzoiQAN0rlz54wZMyb33Xdfunfvvtg73EaOHFnQMoAl069fv9x4441p2bJl1lhjjVx55ZW56qqrsvPOO+f4448veh4kEUBophYsWJCFCxcudv39999Py5YtC1gEsHR222233HzzzTnhhBOKngLQKG6++eace+656d27d84999xsscUWGT58eCZOnJgTTzxRAAGWOxMnTszmm2+eJD4eBiiNjTfeeNG/b7nllos+zhQ+KwQQmqVtt902l1xySUaNGrXo2jvvvJMf/ehH2WqrrQpcBlB/Q4YMWfTvH3zwQW655Zb86U9/Svfu3dOiRYs69/qOQmB58+abb6ZXr15Jkj/96U/ZddddkyRrrLFG/vnPfxY5DWCJXHPNNUVPAFhqF110Ub3vPfbYY5fhEqgfAYRmafDgwTnkkEOyzTbbZO7cuTnmmGPy+uuv53Of+1zOPffcoucB1Mtrr71W57/79OmTJJk+fXoRcwAaVZcuXfLyyy9n3rx5ee655/LDH/4wyb++g7pLly7FjgNYQh999FFmzpyZBQsWJEmq1WrmzZuXJ554Iv379y92HEA93HLLLYtde+ONN7LqqqvW+VSVSqUigPCZ4CHoNFuzZ8/OnXfemSlTpmThwoX5/Oc/ny996UtZccUVi54G0Cjmzp3rIcHAcuvKK6/MZZddljZt2qRTp065/fbb84tf/CI/+tGPctxxx2XQoEFFTwRokEceeSTf+973MnPmzMVea9u2bR577LECVgEsvV69euWOO+7I2muvXfQUWIwAQrM2b968vPbaa4sO6FatWhW8CGDJzJkzJ6eddlq6d++eY445Jkmyww47ZLvttstpp52W1q1bF7wQoOEeeOCBvPrqq9l3332z8sor54477sjcuXOz//77Fz0NoMH233//dO7cOQcffHCOPfbYjBo1KtOnT8/o0aMzcuTI7LLLLkVPBFgiAgifZS3++y1QPtVqNaNGjcqWW26ZvffeO2+88Ua+//3vZ8iQIZk/f37R8wAa7Oyzz84TTzxR54Fzp556aiZMmJCf/OQnBS4DWDLXXnttevfunUMPPTQrr7xykmTfffcVP4Dl1nPPPZcTTzwxffv2zUYbbZT27dvn4IMPzuDBg3PllVcWPQ8ASkkAoVm65pprcvvtt+f0009f9F3Ru+yySx544IFceOGFBa8DaLgHHngg55577qLngCTJrrvumhEjRuTOO+8scBnAkrn88suz/fbb5zvf+U4eeuiheOM6sLxr2bLloo9cXnfddTN16tQkyVZbbZUXX3yxyGkAUFoCCM3S9ddfn9NOOy1f/vKXU6lUkiR77rlnRowYkbvuuqvgdQAN98EHH6RDhw6LXV955ZXz3nvvFbAIYOn84Q9/yMUXX5xWrVrl+OOPz/bbb58f//jHeemll4qeBrBEamtrc9999yVJunfvnkmTJiX518ODAYBlo6boAVCE1157LRtuuOFi1zfYYIO89dZbBSwCWDq9evXKZZddlpEjR6Zly5ZJ/vVxf2PHjs2mm25a8DqAhqtUKtl2222z7bbb5oMPPsi9996be++9N1/+8pdTW1ub/fffP3vttVfatm1b9FSAejniiCNy7LHHpnXr1tlrr70yevToHHnkkXnuueey1VZbFT0PoF5uu+22xa4tXLgw9913Xzp16lTnev/+/ZtmFHwKAYRmqWvXrnnyySez1lpr1bn+4IMPemATsFw66aSTcvDBB2fixInZeOONU6lU8vTTT2fWrFm56qqrip4HsFQ+/PDDvPvuu3nnnXcyb968tGjRIpdddlnOP//8jBo1KltvvXXREwH+q379+uXGG29My5Yts8Yaa+TKK6/MVVddlZ133jnHH3980fMA6mXw4MEfe/28886r89+VSkUA4TOhUvVhujRDN998c84777wcffTRufDCCzN06NBMmzYt11xzTYYMGZIDDjig6IkADfb666/n+uuvz9SpU1NTU5MePXrkwAMPzGqrrVb0NIAGmzt3bu69997cfvvteeSRR7LKKqukf//+GThwYNZZZ50kyRlnnJEHHnggDz74YMFrAQCAzyIBhGbr+uuvzyWXXLLo81Y7d+6cb37zmzn88MMLXgYAQO/evfPRRx9lxx13zMCBA7PddtulRYu6jzC89957c9ZZZ+Whhx4qaCVA/c2ZMyeXX355nnrqqcyZMyf/969jxo0bV9AyACgvAYRm7+233061Wk3nzp2LngKwxBYuXJg777wzkyZNyvz58xf7A/XIkSMLWgawZC6//PLst99+WXnllT/xno8++ig1NT7VF1g+DBkyJHfffXf69u2bjh07Lva6368BQOPzpwWavf98QNNf//rXnHLKKfnDH/5Q3CCAJXDuuedm3Lhxqa2tzYorrlj0HIClNnbs2PzP//zPpwYQ8QNYntx333254IILstNOOxU9BQCaDX9igP8wd+7czJgxo+gZAA12++2359RTT82BBx5Y9BSARtG6dWuBAyiVSqWSnj17Fj0DAJoVf6IAgBKYO3dutttuu6JnADSafffdN9/85jfzpS99Kd26dUvbtm3rvN6/f/9ihgEsod122y0333xzTjjhhKKnADSKCRMmpFevXot908rcuXPzhz/8IbvvvntBy+B/eQYI/IeHH344Rx55ZKZMmVL0FIAGOf744/M///M/3gEClEZtbe0nvlapVPx+DVguDBkyZNG/f/DBB7nvvvuy6aabpnv37mnRokWdez0DBFjebLjhhhk/fnydj5dPkqeffjoHHHBAnnzyyYKWwf/yDhAAKIFNN9005513Xh555JH06NEjrVq1qvP6scceW9AygCXz7LPPFj0BYKm99tprdf67T58+SZLp06cXMQdgqV199dU599xzkyTVajV9+/b92Ps222yzppwFn8g7QGg2Lrroov96z7Rp03LnnXf6jkJgudOvX79PfK1SqeR3v/tdE64BWDqzZ89O27ZtU6lUFl17/vnn07Vr17Rv377AZQAAzdtHH32UO++8MwsXLszQoUMzdOjQdOjQYdHrlUol7du3z1ZbbZWVVlqpwKXwLwIIzcan/eXg//XAAw8swyUAAHyS2267LSNHjswVV1yRTTfddNH1QYMG5Yknnsjw4cOzxx57FLgQYMnNnj07U6dOzfz58/Offx1TqVQWvTsEYHlx6623Zq+99krr1q2LngKfSAABgBKbN29ennzySX+gBpYLjzzySAYNGpQvf/nLOeGEE7LKKqssem3atGm5/PLLc+utt2bs2LHONWC584c//CHf+9738v777+f//lWMZxsBy6tHH3006667bjp16pTbbrst99xzT3r37p0jjzyyzrt5oSgCCACUwDPPPJNTTz01zz33XBYuXLjY6/5ADSwPvvGNb6Rnz54ZOnToJ94zbNiwzJgxI1dccUUTLgNYenvvvXfWXnvtfOc736nzcTH/1rVr1wJWASy56667LmeccUauuuqqdO7cOV/60pey9dZb55lnnslBBx3kWZR8JrQoegAAsPRGjhyZmpqanH766WnVqlV+8IMf5NBDD01NTU3OP//8oucB1MszzzyT/fbb71PvOeCAA/LMM8800SKAxjNt2rScfPLJqa2tTdeuXRf7B2B5M3bs2Jx66qnZeuutc8899+Tzn/98rrrqqpx33nm55ZZbip4HSZKaogcAAEvvqaeeytixY7PZZpvl5ptvzvrrr5+vf/3r6dKlS2644Qaflw8sF+bNm5e2bdt+6j0dO3bMnDlzmmgRQONZd9118/bbbxc9A6DRvPbaa4ueuTt+/Phsv/32SZKePXvmrbfeKnIaLOIdIABQAgsXLsyqq66aJOnevXumTp2aJNl5553z7LPPFjkNoN66d++exx577FPvefTRR32nNLBc+t73vpfhw4fngQceyCuvvJLp06fX+QdgedO5c+e8+eabeeutt/LUU0+lb9++SZJnn322zrPcoEjeAQIAJbDeeutlwoQJ2XfffdOtW7dMnjw5SfLee+9l3rx5Ba8DqJ999903o0ePztZbb53VVlttsdfffPPNXHjhhRk4cGAB6wCWzpFHHpkk+da3vlXnwcDVatVD0IHl0l577ZXvfve7adeuXbp06ZIvfOELufvuuzN8+PD/+rGm0FQEEAAogYMOOijDhg1Lkuy222750pe+lLZt2+bRRx/NFltsUew4gHo66KCDcu+992avvfbKfvvtly222CIrrbRSZs2alccffzy33HJLunXrlkGDBhU9FaDBxo0bV/QEgEZ18sknp0uXLnn11Vdz4IEHpmXLlpk5c2a+8pWv5Pjjjy96HiRJKtVqtVr0CABg6d1///353Oc+lz59+uSuu+7KZZddljXWWCM/+MEPstZaaxU9D6Be5s2bl9GjR+fGG2/Mu+++u+j6KquskoEDB+aYY475r88JAfismzdvXlq3bl30DAAoPQEEAAD4zPnoo4/y6quv5t13302nTp2y9tpr1/nIGIDl0a9+9atcfvnleeONN/Lb3/42V1xxRVZdddUce+yxRU8DWCIPPvhgrrzyyrz00ku5/vrrc/PNN2edddZJ//79i54GSXwEFgAsty666KJ63+sP1cDypqamJt27dy96BkCj+fWvf50f//jHOfTQQ3PFFVckSXr06JFRo0alTZs2OeKIIwpeCNAw48ePz7HHHpu99torjz/+eBYuXJgFCxZk6NChWbBggee28ZngHSAAsJyqra1NixYt0qVLl0+9r1Kp5He/+10TrQIA4OMMGDAghxxySAYMGJBevXrljjvuyNprr51bb701l1xySe69996iJwI0yNe+9rV88YtfzGGHHVbnXLvyyitz66235s477yx6IngHCAAsr77yla/kvvvuS5Lstdde2WuvvVJbW1vwKgAAPs7LL7+cPn36LHa9T58+eeONNwpYBLB0nnvuuZx33nmLXd9tt90yevToAhbB4loUPQAAWDJnnnlm/vjHP2b48OF5++23c+ihh2aPPfbImDFj8sorrxQ9DwCA/7DKKqvkpZdeWuz6o48+mtVWW62ARQBLp0OHDpkxY8Zi159//vl07NixgEWwOAEEAJZjLVu2TN++fTNixIj88Y9/zCmnnJJp06Zl4MCBGTBgQC6//PJMnz696JkAAM3eV7/61ZxxxhmLPurqpZdeyi9/+cucffbZPicfWC7ts88+GTFiRJ5++ulUKpV88MEHefDBBzN8+PDsueeeRc+DJJ4BAgClNG/evNx44435yU9+kg8++CBTpkwpehIAQLN3/vnnZ+zYsZk7d26SpKamJl/72tcydOjQtGjhe1SB5cv8+fMzePDg3HXXXUn+9fzJarWaHXfcMRdeeGHatGlT8EIQQACgVGbMmJF77rknv/nNb/LEE0+kW7du2WOPPfKd73yn6GkAACSZPXt2XnjhhVSr1ay33npZccUV89Zbb2WVVVYpehrAfzVjxoysvvrqda5NmzYtU6ZMycKFC7P++uunZ8+eBa2DxQkgALCc+7/RY+21184ee+yRPfbYw0PRAQA+IzbccMOMHz8+nTp1qnP9tddeyz777JPHHnusoGUA9VdbW5sePXqkb9++2XbbbfOFL3whbdu2LXoWfCIBBACWU1dffXV+85vf5Mknn8yaa66ZPfbYI1/84hez8cYbFz0NAIAkN910U+64444kyV//+tf06tUrrVq1qnPPm2++mdmzZ+fBBx8sYiJAg/zmN7/JxIkTM3HixEydOjU1NTXp1atX+vbtm759+/rzKJ85AggALKdqa2vTqlWrbLPNNtl0000/9d5jjz22iVYBAPBvs2bNyrnnnpskufXWW7PHHnss9p3SK6ywQvr3759NNtmkiIkAS+y9995bFEMmTpyYp59+Oh06dMg222yTbbfdNgMGDCh6IgggALC86tevX73uq1Qq+d3vfreM1wAA8GmGDBmSYcOGZcUVV1zstWq1mkqlUsAqgMbz9NNP57rrrsudd96ZOXPmZMqUKUVPgtQUPQAAWDIPPPBA0RMAAKinv/71r/noo48Wuz5jxozsu++++ctf/lLAKoAl99Zbb+Xhhx/Oww8/nL/+9a+ZOXNmevToka9+9avZdttti54HSQQQAAAAgGXi7rvvzsMPP5wkmT59es4888y0adOmzj2vv/66d38Ay42JEyfmoYceysMPP5wpU6akY8eO2WabbXLiiSdm2223zeqrr170RKjDR2ABAAAALAN///vf8/3vfz/VajUTJkzIFltsUech6JVKJe3bt88BBxyQHXbYocClAPVTW1ubNddcM/vvv3/69u2bTTfdVMTlM00AAQAAAFjGDj744Fx00UXp2LFj0VMAltgBBxyQyZMnL3rnx3bbbZdtt902nTp1KnoafCwBBAAAAKCJvPTSS3nuuefSqlWr9OjRI927dy96EkCDvP/++/nTn/6Uhx9+OH/84x8zY8aM1NbWZtttt822226b3r17p6bGkxf4bBBAAAAAAJaxefPm5bvf/W7uvffeRdcqlUp22mmnXHDBBWndunWB6wCW3AsvvJA//vGPGT9+fB599NFUq9VstdVWufjii4ueBh6CDgAAALCs/eQnP8mTTz6ZSy65JFtuuWUWLFiQCRMm5KyzzspPf/rTnHzyyUVPBFgiPXv2TIsWLdKhQ4esvvrqufvuu/PQQw8VPQuSeAcIAAAAwDK33Xbb5ayzzvr/27tjlMaiMArA501jk04CdkGQEFsLycsCglhp5QJsxBWInb0rcCFGUDCF6cSAhYKLEAQrLZxuYLCYEebOw5fvKy+3ONVtDvf/Py07v76+zsnJSabTaTPBAL7o7e0t9/f3ubu7y3w+z3w+z8vLS9bW1jIcDlPXdTY3N9PpdJqOCn6AAAAAAJT2+vqaXq/36Xx1dTXPz88NJAL4ur29vTw8POT9/T0rKyup6zrHx8ep6zrdbrfpePCJAgQAAACgsH6/n4uLixwcHPx2fn5+bhE68G10u90cHR1lNBp5u/gWjMACAAAAKGw6nebw8DDj8TgbGxupqiq3t7e5vLzM6elptre3m44IAK2jAAEAAAAoYH19PTc3N1leXk6SXF1d5ezsLE9PT/n4+Ei/38/+/n62trYaTgoA7aQAAQAAAChgMBhkNpv9KkAAgP/rR9MBAAAAAAAA/jVL0AEAAAAKmUwm6XQ6f7y3s7NTPgwALBgjsAAAAAAKGAwGf3Wvqqo8Pj4WTgMAi8cPEAAAAIBC7AABgObYAQIAAABQQFVVTUcAgIWmAAEAAAAowNRxAGiWAgQAAACggN3d3SwtLTUdAwAWliXoAAAAAABA6/gBAgAAAAAAtI4CBAAAAAAAaB0FCAAAAAAA0DoKEAAAAAAAoHUUIAAAAAAAQOsoQAAAAAAAgNZRgAAAAAAAAK3zEwXtpothhkNKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epl_df['Club'].value_counts().nsmallest(5).plot(kind = 'bar', color = sns.color_palette('viridis'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "a1979e13",
   "metadata": {},
   "outputs": [],
   "source": [
    "under_20 = epl_df[epl_df['Age'] <= 20]\n",
    "age20_25 = epl_df[(epl_df['Age']> 20) & (epl_df['Age'] <= 25)]\n",
    "age25_30 = epl_df[(epl_df['Age']> 25) & (epl_df['Age'] <= 30)]\n",
    "above30 = epl_df[epl_df['Age']>30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "fa2c8b5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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idgUtf/3797d0e6Wnp1ta7UaPHl1kF5Eoipg2bRqA/C6z4sYeFYTCiigIfFFRUYiLi7NcfubMGaSkpFgmMhQoaO27fX2+K1euWJ6XWwNiVenZs2ehn60CvXv3tgxLuH79ernuc8+ePZZzLmjRK+Dh4WFpDdqwYUORP8tbt261rEk4a9asO7oHBUHAa6+9VmSAlWUZv//+OwDg/vvvt0yUuN2kSZOg0+lgMBhKXHz8dsnJyZavvb29iz0uLy+vyN+pgn8Gg6HI27m5uRW5lE9KSoolOD366KNo3br1HceoVCrMnTsXGo0GsixX22zg11577Y4FxUVRxOzZsyEIAvLy8iy1ArCca1paWpHrEI4aNQoLFy7EP//8AxcXl2qpmewLx/BRtbl48SLS0tIAlBwCtFot+vXrh5UrV+Lw4cOQZblM44MeeuihO/4w3iomJgbnzp2zfF8di7e2b9++TMc9/PDDeOmll8p0bGhoKGbMmFHs9VlZWThx4oRlrNHt59W9e3f4+PggISEB//77b6E/hNHR0ZaWr4JgCOS3qBWMf2ratGmxi0R7eXlZ7vvo0aO477777jjm1kkq5dWxY0doNBoYjUYcO3bMMkO1oBWzefPmlg8HAODj44MmTZrg4sWL2Ldvn6V189ChQ5Z6bx8LWBWKGxupUqng4eGB2NjYci+0XfDhyNPTs8jxpgXLmBSErXHjxhW6vmDJmpCQEAQFBRX5GAWttQXHFrh69SoSExMB5L9+xdUuCAJCQ0Nx8uTJIrvdi1PW4RRPP/10oSEKt7t9zGqB4loNjx49annskt6DvL290bFjR+zfv9/ys1OVfHx8ivyAAACBgYFo3LgxLl26hH379lkmDnXs2BHbt2/HuXPnMHLkSAwfPhy9evWy7P7i6emJ3r17V3mtZL8Y+KjaxMTEWL4OCQkp8diC6zMzM5GRkWFpvSoLo9GIffv24cKFCwgPD0dkZGShFp4CNTWGT6PRwMnJCXXr1kXr1q3x0EMPWdaMK69Lly7h8OHDCAsLQ2RkJMLDw3H9+vVCXbW3n5dKpcL999+Pn376CZs2bcIbb7xh6Q5ct24dZFmGt7d3oZayW1ujXnzxxTLVduvre6tbuyLLS6/Xo23btjh8+HCRga+o1roePXrg4sWLhVozCyY+FEwEqWolnWNBy1p59n9OSUnBtm3bAOT/ob99ghMA+Pr6Qq/XIzs7G7///jvGjh1b6NwKZoCXtkVfcHDwHYHv1tf/3XfftXRNl6S4178obm5ulq8TExOrfJJBcZNAyvsetH///nKdV1kVrMVZnAYNGuDSpUuFWrUfe+wxbNiwAadPn8bZs2dx9uxZAEDDhg3Ro0cP9O/fH507d+Zi1FRmDHxUbW5dMqCk9bYAWCYaAPnjXcoa+FasWIGvvvrqjjdpURTRrFkzBAUFWRaxrQ5FLQdSFS5duoR33323yKUgfHx80L17d2zfvt3Sgnq7hx56CD/99BNSU1Oxd+9eS3dgQXfufffdV6jLryLLOxR3m8rsrALkL89SEPiA/O7mgu3Wigt833//Pa5cuYLk5GR4enpaAl91dOcCKLJbtDL+/vtvSwvrpk2bCnXtFSU8PBwHDhwo1HpbMGP41t+lohT1u1iVr39Rbg1bkZGRxQa+n376qcjLe/XqVSgM3a641+PWGkvanxn473m7fcZ/VXB2di7x+oKxoxkZGYXqWbZsGX7++WesWrXKMjQkLCwMYWFh+OWXXxAQEIA5c+awpY/KhIGPqs2tf1hKexO99Y25tD9YBX755Re89dZbAAA/Pz/cfffdaNasGRo1aoTGjRtDr9dj37591Rr4qkN0dDRGjx6NtLQ0aDQa9OvXD+3atUPjxo3RuHFjyzjAXr16FRv4mjVrhiZNmuDSpUv4559/0KdPH1y5csUSUIcMGVLo+Fuf8/Xr15d5NnF16NatG7744gtcuHABeXl52L9/P8xmM/R6fZEtpR07doROp0Nubi4OHTqE5s2bIz4+3nJftqBg7b3yWL58eaHAVxAaSvtdK9hb+Fa3vv6LFy8ucemWiujSpYtlQsmWLVtqbCHsW9+DsrKySgzqBe9BZX3/KVCWrfiKG3tYoOA1u72lUqvVYsKECZgwYQLCw8Oxd+9e7Nu3D/v370dWVhaioqLw/PPPY9myZUWOTyS6FQMfVZuAgADL11evXi1xH9CCT69OTk6Fun+Kk5ubi88++wwA0KpVK/zyyy9FvlHb4uy1b7/9FmlpaVCpVFi6dGmR48VkWS427BUYMmQIPvroI+zYsQMmkwlbtmwBkN8l1KpVq0LH1qlTx/L1jRs3Sgx8ZR1jWVGtW7eGk5MTsrKycP78ecvyKl26dLF0Td+qYJ293bt348yZM5Y/nrdvp2atzpw5Y1lQ+oUXXii1S33o0KE4d+4ctm3bhoSEBMs6ig0aNMCFCxdKXQ6mqMkkt7/+JanI69++fXvUr18f169fx/r16/Hyyy+X6fe8sm5/DypY0qkoBbP4C5Y8Agqvm1nQAnu7W9diLE5pE3gKtly8td7bBQUFISgoCI899hgMBgOWL1+Od99917JQNgMflYad/1RtmjRpYuma3bhxY7HHGQwGyxIWt7fgFPeH5cqVK5buj6FDhxb7qfzWAeDFbddlbQqWJGnWrFmxkwOOHTtmaVkobmzikCFDIIoi0tPTcfToUctSL7e37gH5f5ALnuuSVv6PiopCu3btMGDAAPz8889lPaVyUavVloWST58+bQl8JXXPFlx34cKFSm2nVp1Btji3tu4V9drcbvjw4QDyA8jKlSstlxdMCigY71mUrKysImduN23a1NLlWdLrn5WVhe7du6Nv37746KOPSq21gCiKlmVEUlJS8Prrr5f5trIsV/h3t3379pYxbiW9ByUkJFh+7259D7r1faW4D49lmbxy7dq1Yl+TsLAwywfegq7ZnJwcjB8/Hr1798avv/56x220Wi2efPJJy9jAkrq7iQow8FG1UalUGDZsGID8PyIFLUy3+/DDDy1vpiNGjLjjPoA7u0Ru/eRd1AB3IH99qlv/mBb3Cd3aFPyBioqKKrK7KC0tDfPmzbN8X9x5+fn5WbYrW716NU6dOgVBEAottlzAx8fHsh7YqlWrilzcV5IkvPvuu8jJyUFkZGSJLbaVVdBVuXfvXsuuDyV1MxaEuwsXLlh2J6lId25ZWnSqksFgsIyrbNeuXakTLoD8NfkKxkmuWLHCEoYGDx4MvV4PWZbxwQcfFPlBYMGCBUV2+arVajz88MMA8ifIFDcM4tNPP0VSUhKio6PLPft56NCh6NevH4D88DVp0qRSW8fCw8MxYcKEcq35dytPT0/LclDLly+3jAW9lSRJmDdvHoxGIwRBsARqIH8GbUmBMTc3t9Bi3cUp7jUxmUyWYSlubm6WWeaOjo6Ii4tDbGwsfv/99yLXvExLS7PsiMOdNqgsGPioWj377LOWboqXX34ZCxYswNWrV5GWloaTJ0/i5ZdftrQUDRo0CPfcc0+h2xfMhkxMTMSOHTuQmpqKvLw8NGnSxNKV9dtvv+Hrr79GREQEkpOTcerUKbz11luYOHFioZmS1TEYuzoUhJeUlBQ8++yzOH78OJKTkxEeHo5ly5Zh6NChli5AACUu/1Gw9Mpff/0Fs9mM9u3bF7tm4cyZM+Hs7Ayj0Yjx48fjm2++QXh4OJKTk3HkyBE8++yz2Lx5M4D8bb/KuiRNRRQEvp07d0KSJNSvX7/EP2qNGzeGv78/EhIScOXKFWi12mKXwSjJrbNv165di+Tk5Grdr3Tz5s2Wrvlbl8kpiaurq2XB7KioKMsuI25ubpbu4E2bNuGZZ57BiRMnkJqaivPnz2P69On45Zdfir3f559/3tK1O2XKFLz//vu4dOkSUlJScObMGcyYMcPyu1qwV3V5ffLJJ5bgvnHjRgwaNAjz58/Hvn37EBkZiZSUFFy5cgVr1qzB888/j/vuu88yozgwMNASSstj+vTpcHV1hdFoxJgxY/D9999bHuvgwYMYN26cZZLM2LFjC3WNurq6Wlqbt23bhrlz5yIsLAyJiYnYtm0bHnnkEZw/f75Mk8w2bdqEZ599FqdOnbJsjzZhwgTL+U2bNq3Q/YwfPx5A/sSwsWPHYvfu3ZZtFXfu3Ilx48YhIyMDKpWq2PU6iW7FMXxUrdzc3PDDDz/gmWeeQVhYGL799lvLJuq3GjJkSJFbBHXq1AkqlQpms9myxdW7776Lhx9+GPPnz8cLL7wAk8mEzz77zDKmr4Aoipg4cSJ+/vln5ObmIjw8vFrOsao9/fTT2LFjB65evYp9+/YVOVO3bdu2cHd3x44dO0ocs3X33Xdj7ty5lrBbUpdhgwYNsHjxYrzwwgtITEzEp59+ik8//fSO4/r27WtplaguoaGhln1ygbLNtu3WrRtWr14NSZLKtJ1aURo0aIA6deogJiYGX331Fb766qti136rCrdupVawBE1ZjBgxwtIy+Ntvv1lmYY8dOxbh4eH4/fffsWPHDks3foHmzZtDq9XixIkTd2xV5uHhgR9++AHPPvsswsPD8cMPP9yxJy+QP8byyy+/rNByII6Ojvjuu++wdOlSfP3110hNTcXSpUuL3e4NyG99Hj16NMaMGVOh1zQwMBDff/89nnvuOSQkJOCDDz7ABx98cMdx48aNw5QpU+64fNasWXjyySeRmpqKZcuWYdmyZZbrBEHA9OnTsXv37hLXD/Ty8kJoaCi2b99+xw4sgiBgypQpd/RuDB06FCdPnsTy5ctx9OhRTJgw4Y771Wg0mD9/frXtXkL2hS18VO2CgoLw999/4/XXX0enTp3g7u4OrVaLwMBAy3pxH374YZHLRTRq1AiffPIJmjRpAgcHB7i5uVm6f/v27Yvff/8d9957L3x8fKBWq6HX6xEcHIzhw4dj5cqVmDJlCjp06AAAltYpa+fm5oY//vgDzzzzDEJCQqDVaqHRaODj44MePXrg/fffx6+//mrZ2zQyMhLnz58v8r70er2lS6ssoaJdu3bYsGEDJk+ejLZt28LNzQ1qtdqyyOunn36Kb7/9ttwzGSuioDsaKNt4vFu7fCs6C1StVuPbb79F586dodfrodfry72AclnFxMRYQkKfPn3KtX5h586dLS2eO3futHTtCYKAefPm4auvvkKPHj3g7u4OjUaDhg0bYtKkSVi+fLllrF5Ry+cEBwdbflfvuusuuLu7Q61Ww93dHZ07d8Zbb72F3377rdDi1+WlUqnw5JNPWvYfvv/++xEUFAS9Xg+1Wg0vLy80a9YMjz76KL788kts374dzzzzTIXCXoHWrVtjw4YNeOWVV9C6dWu4uLhAp9MhKCgIw4cPx4oVKzBjxowi9+tt2rQp/v77bzz++OOoX78+tFotPD090b9/fyxdutTSElcStVqNRYsWYcaMGWjUqBEcHBwQEBCABx54AKtWrcJTTz1V5O3efPNNLFy4EHfffTf8/f2h0Wig1+vRsGFDPPbYY1i3bl25ti6k2k2QldpRnohqxIwZM7BmzRoMHDgQX375pdLlkMJGjhyJkydPYtiwYXjnnXeULseuzZw5E3/++Sf8/PwsXe9ESmGXLpEdy8nJsbRssiXAvu3duxdr165FcHAwJkyYUGSXa05OjmX5ESXXWiSimsfAR2THlixZgqysLPj5+XE1fjunVqvx559/Ashfm/LWRZkL/PTTT5ZJKNW1CwkRWScGPiI78+WXX0Kv1+PSpUuWADBu3LgixyeR/Wjfvj0CAgIQFRWFqVOnYtKkSejSpQtcXFwQHR2NNWvWWCZHPPTQQ+VeVoWIbBv/AhDZme3bt+PMmTOW71u1aoXRo0crWBHVBI1GgwULFuCpp55CYmIi3njjjSKP69+/f7kWPiYi+8DAR2RnOnfujGvXrkGr1aJfv3549dVX2bpXS7Rp0wbr16/Hzz//jB07duD69eswmUzw8fFB06ZN8fDDD6N///6K7ChCRMriLF0iIiIiO8d1+IiIiIjsHAMfERERkZ1j4CMiIiKycwx8RERERHaOgY+IiIjIzjHwEREREdk5Bj4iIiIiO8fAR0RERGTnGPiIiIiI7BwDHxEREZGdY+AjIiIisnMMfERERER2joGPiIiIyM4x8BERERHZOQY+IiIiIjvHwEdERERk5xj4iIiIiOwcAx8RERGRnWPgIyIiIrJzDHxEREREdo6Bj4iIiMjOMfARERER2TkGPiIiIiI7x8BHREREZOcY+IiIiIjsHAMfERERkZ1j4CMiIiKycwx8RERERHaOgY+IiIjIzjHwEREREdk5Bj4iIiIiO8fAR0RERGTnGPiIiIiI7BwDHxEREZGdY+AjIiIisnMMfERERER2joGPiIiIyM4x8BERERHZOQY+IiIiIjvHwEdERERk5xj4iIiIiOwcAx8RERGRnWPgIyIiIrJzDHxEREREdo6Bj4iIiMjOMfARERER2TkGPiIiIiI7x8BHREREZOcY+IiIiIjsHAMfERERkZ1j4CMiIiKycwx8RERERHaOgY+IiIjIzjHwEREREdk5Bj4iIiIiO8fAR0RERGTnGPiIiIiI7BwDHxEREZGdY+CjcklNTcUbb7yBXr16oX379hg1ahSOHDlS6Jjz589j9OjRaNu2Lfr06YPvv/++1Ps1GAyYP38+unTpgu7du+Prr7+uspqPHTuGxx9/HB06dEDPnj0xe/ZspKamWq43Go1o2bIlQkNDC/1bsGBBldVARESkJLXSBZBtmTx5MpKSkvDJJ5/A09MTy5Ytw/jx47F69WqEhIQgJSUFY8eOxYABAzB37lycOHECc+fOhbu7O4YNG1bs/S5cuBCbN2/GokWLEB0djZdffhktWrRA7969K1VvWFgYxo8fj+HDh2Pu3LlITk7G3LlzMWnSJPz8888AgGvXrsFoNOKvv/6Cl5eX5bZ6vb5Sj01ERGQt2MJHAIDo6GhMnDgRO3fuhCRJRR4TERGBvXv3Ys6cOejYsSOCg4Mxe/Zs+Pn5Yd26dQCAP/74A1qtFm+++SZCQkIwbNgwjBkzBosWLSrx8c+ePYvmzZujVatWGDRoEFxdXXHt2rVyn0daWhp+/PFHzJ49GwCwZs0a+Pr6YtasWQgODkbHjh0xZ84cHDx4EJGRkQCAS5cuwcXFBU2bNoWPj4/ln5OTU7kfn4iIyBox8BEAwN3dHf7+/nj55ZcxcOBALF68GCkpKYWO8fDwwMKFC9GyZUvLZYIgQJZlpKWlAQCOHDmCTp06Qa3+r/G4S5cuCAsLQ1JSUrGP3717d+zatQv79u3Dd999B4PBgAEDBpS5/jNnzmDWrFno1asXfv/9d3Ts2BEAMGTIELz//vsQBOGO2xR06168eBGNGjUq82MRERHZGgY+ApDffTlv3jzs3r0bEyZMwLp169C7d2/MnDkTp06dAgC4urqid+/e0Gq1ltutX78e169fR48ePQAAsbGx8Pf3L3Tfvr6+APJbEYszatQoNG3a1NI9vGTJEgQGBpZYc15eHtasWYORI0fikUceQXZ2Nr799lts2LABQ4cOBQCEhISgbdu2hW63aNEi+Pj4oGnTpgDyW/hMJhPGjx+Pbt264eGHH8Zff/1VhmeNrIEsy5AlM2SzCbLZePOfCbLZDLmY1uqS78N0y32Y8i8v4/0QEVkrjuGjQpydnTFq1CiMGjUKx48fx6xZs/Dnn39i27ZtCAgIKHTs0aNHMWvWLPTv3x/9+vUDAOTm5hYKhADg4OAAID+gFSUrKwszZszA9evXLWExKCgIZrMZRqMROp2uyNstWrQIX3zxBUaOHIlvvvmm0Pi74rz33nvYuXMnPv/8c2g0GgDA5cuXoVarMWnSJPj4+GDHjh149dVXYTQaMXz48FLvk6qOLMuAZM7/RlQVapmVzSaYs9MhG/MgGfMgG3MhGfL/l40GSKY8yEYDZGMeZJMh/xiTIf86y9d5kCUzBJUagkYLQaWFoNZAUGshqjWWrwXVzf8Lvr/5tahxyD9W5wSV3hWiowsEsfDnZlmSAFkCIEBQqWrw2SMiKh4DH90hOTkZq1atwh9//IG0tDSMGzfujjC1ZcsWTJ06FW3atMEnn3xiuVyn08FgMBQ6tiDoFTcJYvr06bhy5QrWrl2LnJwcjBw5ElOmTMH//vc/TJo0CX/99RcaN258x+369euHU6dOYfXq1YiJicGoUaPQp08fqIr4I2s0GvHGG2/gzz//xJw5c3D33XdbrtuwYQMkSYKjoyMAoFmzZoiJicH333/PwFeFZFkCJAkQBAhi4ddIysuGKTMFprQEmNKTYM5IgikjGaaMJJgzkmHKSIaUna5Q5SURIDo6QeXkfvOfG1R6N6ic3aF28YTazRdqNx+onT0gqDWWW1mei9tCLRFRdWHgI4sjR45g+fLl2LRpE0JCQjBx4kQMHjz4jha2pUuX4u2338bAgQPx0UcfFWrR8/f3R3x8fKHjC7738/O74zEzMzOxZcsWLFiwAHXq1AEALFiwAE8//TROnjyJoKCgIsMeADRv3hwLFy5EZGQkfv31V7z66qtwdHTEiBEjMGLECMvjZWZm4oUXXsCRI0fw8ccf4/777y90PwUtkLcKDQ3F2rVrS3vKqAiWVrpbwowpPRF5seEwpcYVCnGmjGSYM5Igmwyl3Ku1kiHlZELKyYQx8UaJR4qOLlC7ekPt6pX/z6MOtL714eAbBJWTW/69MQgSUTVh4CMAQFRUFMaMGYMBAwbgxx9/tEx6uN2yZcswf/58PP7445g1axbE27qzOnXqhN9++w1ms9nS0rZ//340bNiwyC5XrVYLtVqNxMREy2U9e/bEqFGjsHTpUowcObLU2gMDAzFz5ky89NJLWLt2LX799VccPHgQv/zyCwwGA55++mlcuHABixcvRpcuXQrdNjU1FQMGDMDrr7+OBx980HL56dOniw2a9B/ZbAIE0dKtac7NgiE+Aoa4MBjir+d/nRgJ2ZCrcKXKk3IyYMjJgCEu7I7rRJ0ztD6B0PgEQutTH1rfIDj41oeoy58pXtBNLKj4lk1EFcN3DwIAeHp6Ytu2bZYJFkUJCwvDO++8g4EDB+Lpp58uNOtWp9PBxcUFw4YNw+LFizF79mxMmDABp06dwpIlSzB37twi71Or1WLkyJH48ssv4efnh2bNmmH79u1YtWoV2rZtix9++AENGzYscQ2/Ao6Ojhg5ciRGjhyJ69evAwC+++47HD16FB9//DFCQkKQkJBgOd7NzQ3u7u7o1q2bZV3BwMBAbNq0CX///Te+++67sj59dq+g5akgcMgmIwxJUTDEhsGQEJEf7hIiYM5MVbZQGyXlZiI38jxyI88Xulzl5A6tT/2bQTAQWr+G0PoEQtTkt0rLZjMgimwNJKJSCbIsy0oXQbbh22+/LXb3iaFDh+K9994DAJw6dQpvv/02zp07Bx8fH4wbNw6jR48u9n6NRiM+/fRT/PXXX0hNTUWjRo3w1FNP4f7778eHH36IqKgofPrppxWqedCgQQgPDy/yup9//hmdO3dGdnY2vvjiC6xfvx5JSUkICQnBCy+8UK5lYexN/qxUGYKogmQyIC/yAnJvXIQhPhyG+OswpsTenJhASlC7+uR3B9cLhWODlnCoEwJBpYYsmfPHSApcgIGICmPgI6snyzJbMKpZoYBnzEPu9fPIiTiD3OtnkRdz9b+Zs2SVBLUWDnUbQVe/eX4ArBcKUa21LCdz+0xiIqp9GPiIaqFbg4BkyEXu9XO3BLxrbL2zdaIKDv7B0NVvDl2DFnCs3xyi1jG/a16W75glTUT2j4GPqBaQJTMA4WbAy0FOxFnkRpxBzvVzMMSGMeDZO0GE1rc+dIE3A2CDllA5Ot8MgGwBJKoNGPiI7JQsmSGIKshmM3LCTyP76jHkXj8HQ3wEAx5B4xUAx4Zt4NSsK3SBTQEI+TOB2fpHZJcY+IjsiGw25Q/eNxmRfeUYMi/sQ/aVY5DzspUujayY6OgCfeOOcGraBfrgtvk/Q2YzdwohsiMMfEQ2riDkSYZcZF08hKyL+5Fz9YQNL2ZMShI0OuhD2kIf2gVOTTpB1OosP2NEZLsY+IhsUMEfYHNOJrIu7EfWhQPICT8DSCalSyN7IqrhGNQSTqGd4dS0C1R6V7b8EdkoBj4iG1Hwh9aUmYqs83uRdeEAciMvcDwe1QxBhENA4/zw16wbNG4+lnGiRGT9GPiIrFhBS54pPQmZZ3Yh6+IB5EVfBcBfW1KW1rcBnJp3h2u7AVDp3Rj+iKwcAx+RlZFlGbj5a5l96TDSj29CzrWTYMgjqySqoG/UAa7tBsIxpG3+z67A7d6IrA0DH5GVsHTZpiUi/dgGZJzazr1pyaaoXLzg0qYfXNvfDbWLJyd7EFkRBj4iBf3Xmicj69JhZBzbhJywU2BrHtk0QYRjw9ZwaTcQTk06ARBu7vHLVj8ipTDwESmgoDXPmJaA9KMbkXlqO8xZqUqXRVTlVE5ucG7VB67tB0Hj4cdWPyKFMPAR1ZBCrXkXDyHj+CbkhJ0GW/OottDVbw6XdgPh3KwbcHM7N0Hgtm5ENYGBj6iaFcxezG/N23CzNS9N6bKIFCPqnOHcshfcuzwItZs3ZEnifr5E1YyBj6iaFHTb5kZdRurelci+fBRszSO6hSDCuXl3uPcYAa13AJd2IapGDHxEVawg6GVfOYbUfauRG3le6ZKIrJwAfeMO8OgxAg51GzH4EVUDBj6iKiJLZgACMs/tQdr+NTDERyhdEpHN0TVoCY8ew+EY1IrbuBFVIQY+okqSJTMgy0g/vhlpB/6CKS1B6ZKIbJ5DnRC4dx8Op9C7GPyIqgADH1EFyZIZkCSkH9uI1P1rYM5MUbokIruj8Q6Ee7ehcG7RE4DMrl6iCmLgIyqngqCXdnQD0g6s4W4YRDVA7eYDty4PwrXdwPxFnBn8iMqFgY+ojGTJDFkyI/3IeqQd+ItLqxApQOXkDre7HoDrXfdDEFUMfkRlxMBHVArZbAYEIP3IeqTsXQUpO13pkohqPZWzBzx6PwqXNn0BSeIYP6JSMPARFaNgaYisy0eQvGUJjMnRSpdERLfR+gXBa+BYODZoyQWciUrAwEd0G1mWIQgCDIk3kLTpe+SEnVK6JCIqhb5xR3gNGAO1hz8AQBAEhSsisi4MfES3kCUzpLwcJO/4FRnHtwCypHRJRFRWogqu7e+GR+9RELU6ju8jugUDHxH+G6eXdmgdUveshJSXrXRJRFRBooMe7t2Hw+2uBwCA4/uIwMBHtZxlnN6lQ0jasgSmlFilSyKiKqJ294Nnvyfg3KwLt2ujWo+Bj2olWZYgCCIMCdeRuPF75EacUbokIqomDvWawvvu8XCoE2z53SeqbRj4qNaRJTOk3Gwkb/8FGSe3c5weUa0gwLlFD3j2fwIqJ3fO5qVah4GPag1ZMgMA0g78jZS9qyAbchSuiIhqmqBxgEfvUfnj+2SJ3bxUazDwUa0gyzIMCdeR8NdnMMRHKF0OESnMIaAJfIdMgtrdj619VCsw8JFdK5h9m7L7D6Tu+xO42cpHRCSoNHDvOQLuXYcCkNnaR3aNgY/slizLMMRHIOHvz9mqR0TF0voHw3fIi9B41+OEDrJbDHxkdyytert+R+r+NWzVI6LSiWq4dxsKj54jAJlr95H9YeAju1LQqhf/12cwJlxXuhwisjEan/rwHfIitH4NuT0b2RUGPrILstkMQM5v1TvwF1v1iKjiBBFunQfDs8+jAAS29pFdYOAjmyfLMgxxYYj/+3MYEyKVLoeI7ITGsy58hrwIXUATyLLMFj+yaQx8ZLMKWvWSd/6GtAN/cQFlIqp6ggjXDvfAs//jEAQVW/vIZjHwkU2SZRmG2Gv5rXqJN5Quh4jsnNrdD34PT4HWvyFn8pJNYuAjmyJLEgRRRMreVUjZ+Rtb9Yio5ohqePZ5FO5dH7S8FxHZCgY+shmyZIZszEP8mk+RfeWo0uUQUS3lGNIevg+9DFGr42LNZDMY+MgmyJIEQ8J1xK14H6a0eKXLIaJaTuXiCb+hU+BQL5STOcgmMPCRVSuYGZd+bBOSNv0A2WxUuiQionyCCI+eI+HRcwQkSYLILl6yYmqlCyAqjmw2A7KE+H++QeaZnUqXQ0RUmCxZehxMZhmiLEGtYugj68SfTLJKsmSGKT0RN36YzrBHRFZJ69sA3vdMxI24DEx8dwuuRaVBkthpRtaJXbpklTLPH0DCui8hG3KULoWI6A6C1hH1JnwMSe+BMfM2IzPXBLVKwLjBLTG4ZzAkWYbIsX1kRRj4yGrIN7dDS9qyBOmH/1G4GiKi4vk+PBVOoXfh9e8O4OSVxELX9WoXgJf+1w4qUYCKXbxkJTiGj6yCLJlhzk5H3MoPkRd1UelyiIiK5drxXjg364rV2y/fEfYAYNfxKIRHp+P18Z3h4+7I0EdWgT+FpDhZlpF7/RxuLJrMsEdEVs2hTgi8Bo7F1ahU/LjuXLHHXY/LwCsLduJCRArH9ZFVYJcuKS51/xokb/+Vu2YQkVUTdc6o99QnMGld8Pjcjcg1lP6epVYJeHFkO/TrGFgDFRIVjy18pAhZliDLMhI3LELytl8Y9ojIygnweXASRCd3vL7wQJnCHpC/XMuC5cfwy7/nAQAS21hIIQx8VONkyQyYzYhb+QHSj25QuhwiolK5dRkCp0Yd8NuWy7gQkVLu2/+x9RI++OUIJLMMs8QPuFTzGPioRslmMyRDLqKXvoHsS4eULoeIqFS6wGbw7Dsa58OTsXxTxccZ7z4RhVe/2YPsXBNMZoY+qlkcw0c1RpbMMGUkI3bZXBiTY5Quh4ioVKLeFfUmLkCe4IjRczfBZKp8UPP30mPuU13h56nnDF6qMfxJoxohS2YY4iIQ9cN0hj0isg2CCL+hkyHqnPHqN/uqJOwBQGxSNiZ/tgvnwpI5g5dqDAMfVTtZlpFz7QSif3kNUna60uUQEZWJe49h0DVoiR//uYCw6Kp978rKMeKNhfuw9fD1Kr1fouIw8FG1yzi+GbF/vAfZmKd0KUREZeLYsDU8ev4Ppy4nYs3Oq9XyGCazjM//OIEl/+Sv58cRVlSdOIaPqoUsyxAEAcnbf0XqvtVKl0NEVGYqF0/Ue+oTZJk1eHzuRtTEpNoBd9XHpJFtIQPcg5eqBbdWoyonSxIAGfFrv0Lm6Z1Kl0NEVHaiCn4PTwU0jpj+2c4aCXsAsOXQdRiMZkx5tAMkWYYoMvRR1WLgoyolS2bIJiPiVr6PnLBTSpdDRFQunr1HwSGgCb5edRJRCZk1+ti7jkfBYJQw84mOkCQw9FGV4hg+qjKyZIaUl4Pon2cz7BGRzdE37gj3bkNx6FwsNuyPUKSGA2diMO/7gzBLMmfwUpVi4KMqIUv5CyrHLH0DhrhwpcshIioXtZsPfB98CclpOXjrB2UXhT92MR5zFu6H0SzBzNBHVYSBjyqtUNiLV+ZTMRFRhanU8Bs+HbJKi2lf7Fa6GgDA6auJeO3bvTAYzdyKjaoEAx9ViiyZIRvzEPPrHLbsEZFN8ur/JLS+Qfj0j5OIT8lRuhyLC+EpePXrPcjNM8PMrdiokhj4qMLyw54B0b++CUNsmNLlEBGVm1OzbnDrdB92nYjGjqM3lC7nDldvpGH6l7uRlWtk6KNKYeCjCimYjRuz7E0YYqpnUVIiouqk8awDn8EvID45Cx/9elTpcop1PTYD07/Yg/QsA0wMfVRBDHxUbpaw9+ubyIu+onQ5RETlJqi18Bs+A2aImPq5dYzbK0lUQiamfbEbqRl5bOmjCmHgo3KRJTNkswkxy+YhL/qy0uUQEVWI16CnoPEKwAdLjyElwza2fYxLzsasr/fmd+9yIgeVEwMflZksSZDNJsQun4+8qItKl0NEVCHOrfvCtW0/bDp0HQfOxCpdTrnEJGVh9jf7YDByyRYqHwY+KhNZkiBLJsT+9hZyI88rXQ4RUYVofOrD+96nERWfgS9XnFS6nAoJj0nHnIX7YTZLXJyZyoyBj0olSxIgmRH729vIvX5O6XKIiCpE0OrgP3w6TJJsNevtVdT58GS8/eMhyJAhyQx9VDoGPiqRJez9/g5yI84oXQ4RUYX53P8c1O6+eOvHI8jINipdTqUduxiPj389Bu64S2XBwEfFkmUZgIzYFe8hJ5x74xKR7XJpPwjOzbvj7z3hOH4pQelyqszuE1H4ehXfn6l0DHxULEEQkLj+O+RcO6F0KUREFaatEwLvu8chPDoNi/+yv56KDfvD8fO/HG5DJWPgoyLJsoyUvauRcWKr0qUQEVWYqHOC//DpyDNKmPbFHqXLqTYrtl7Gnzu4LioVj4GP7iBLErIuHEDKjmVKl0JEVCk+g1+EyskDcxYfRK7BpHQ51eqHtWex5VDEzeE4RIUx8FEhsmRGXsxVJPz9OQC+aRCR7XLrPBhOTTrh921XcC4sWelyasQXK07i4JlYLtdCd2DgIwvZbIYpIxmxf7wD2WRQuhwiogpzqBcKz35P4GJEMn7dcEHpcmqMJMn4YOkRXL2Ryi3YqBAGPgJwc2FlUx5il8+HlJ2udDlERBUm6l3hN2wacvKMmPX1XqXLqXFGk4T5PxxEepaBoY8sGPjov+VX/ngPxqQopcshIqoEAb4PvQzR0QWzvtkPg6l2Bp6UjDzM/f4AzJLM7l0CwMBHyF9+JWHdV8i9flbpUoiIKsW9xzA4BrXGz+sv4mpUmtLlKOrqjTR8suwYRJFLMxMDHwFI2f0HMk/vVLoMIqJK0QW1gkevR3DmahJWbecSJQCw91Q0lm+qPWMYqXgMfLWYLEnIOLMLKbt+V7oUIqJKUTl7wG/oFGRm5eGN72rfuL2SLN90EftORcPMrt1ajYGvlpIlM/KiLiFh3VdKl0JEVDmCCN+Hp0DQOmLG13tRS4ftFUuWgU+WH0NkXAYncdRiDHy1kGw2w5SWiNgV7wJm+16IlIjsn0fvR6Cr1xTf/XUWkXGZSpdjlfIMZsxbfABZuSaYJYa+2oiBr5aRZQmyZELsb29ByuEbIxHZNsdG7eHRfRiOXIjDv/vClS7HqiWk5mD+Dwcgy+BuHLUQA18tIwgiEtZ9DWNytNKlEBFVitrVB34PvYLU9By89cNBpcuxCRfCU/DFHycgCJy5W9sw8NUisiQh/fhmZJ2z3w3EiaiWENXwGzYVskqLqV/sAXspy27bkUis3n6ZrXy1DANfLSGbzTAmRSFp0w9Kl0JEVGle/R+Htk4wvlhxCnHJ2UqXY3OW/Hse58OTOYmjFmHgqwUKxu3FrfyAe+QSkc1zatoFbnc9gL0nY7D1SKTS5dgkSZLxwS9HkGswcyeOWoKBrxYQBBGJ/37LcXtEZPPUHv7wGfwiElOy8P4vR5Qux6YlpeXi42VHuRNHLcHAZ+dkSUL6ia3IPLNL6VKIiCpFUGvhP3wGJEGFKZ9zLHJVOHwuDn/tuspWvlqAgc+OyWYzjMnRSNq4WOlSiIgqzevu8dB418NHy44jOT1X6XLsxk/rziEiNp3j+ewcA5+dkmUZsmzmuD0isgvOLXvDtd0AbD0Sib2nYpQux66YzBLeXXIYJrMEiTN37RYDn50SBCF/3F5SlNKlEBFVisY7EN73P4PohEx89vsJpcuxSzGJWfhyxUmIXJ/PbjHw2SFZMiPj5HZknt6pdClERJUiaHTwGz4dJknAtM93K12OXdtx7Aa2HrkOM8fz2SUGPjsjm80wpsQiceMipUshIqo07/uehsbDD+/+fATp2RyeUt2+XXUK8cnZHM9nhxj47Igsy4AsIW7lh5CNeUqXQ0RUKS7tBsKlZS/8sy8CR87HK11OrZBrMOPdJYfANj77w8BnRwRBQOKGhTAmciFSIrJtWv+G8B40AREx6fjuz9NKl1OrhEWnY/FfZ5Qug6qYWukCqGrIZjOyrx1HxsltSpdCVcgsyVh1NhEbrqQgKduIAFcHDG/hjX7B7pZjXv73Ki4m5txx20/uDUYzH32x930xMRuLj8biSlIuHNUi+ga74cl2ftCq/vsc+PPxOPx7ORkOKhGj2/hiYCMPy3WyLOOlf69iaDNv9L2lHqLKEhz08Bs+AwaThOlfctyeEv7ZG4ZOzfzQtokPVCq2DdkDBj47IMsSZJMBif9+q3QpVMV+Oh6HNeeT8HhbXzT2csSRqAx8uOcGBAB9g90hyTLCU3MxvIU3utV3LXTbIHeHYu83OiMPszaHo7mPHq/2CkRkWh6WHI9DtkHCS90CAACHbmRg5dlEvNwtABl5Zny2PwpNvB3RwF0HANgZngazBPRp6FZt50+1k+/gF6F28cSr3+xHdq5J6XJqrS9XnsA3M/pDFAUInL1r8xj47IAgiEjY9D3MmSlKl0JVKMdoxtoLSXiomRdGtvQBALSr44zLSTn4+0IS+ga7IyrdgDyTjE4BLiW25t1u5ZlEOGpEvNG3PjQqEXfVc4GDWsA3h2LwSGsf+DlrcTwmE+3qOltaEzdeScGp2Cw0cNfBaJaw5Hgcnu9cl38IqEq5drofTqF3YcXWSzh7LUnpcmq1xNRcfP/3WTw/vI3SpVAVYDutjZMlM7KvHkfmqe1Kl0JVTKsS8cm9wXi4uXehy9WiAOPNZROuJud35QZ76sp130ejM9G5ngs0t3TV9GjgBknOvw4ABAAOqv/CnFoUULBaw7qLyfB10qJjgEt5T4uoWA51G8NrwJO4HJmCn/89r3Q5BGDjgXCcC0virF07wMBnw2RZhmwyIuGfr5UuhaqBShQQ7OkID0c1ZFlGco4Rv59OwImYLAwO9QQAXEvOhZNGxHeHYzDyt/MYsvQsXt8ajhtpxc/SzjNJiM/KHw94K3edGnqNiKj0/Ns289HjVFwWbqTn4UJCNsJTctHcV48sgxm/nU7AuA5+1XfyVOuIjs7wGz4duXkmzPyS++RaC1kGPv3tOLg0n+1jl64NEwQBiZt/gDkjWelSqJptD0vDh3tuAAA6BTijV1D+uLlrKbnIMkpwc1Djjb71EZ9lxK8n4zF14zV89UAjeOk1d9xXlsEMANBr7vy856gRkW3M/yTfo4ErTsRm4pm/LkMtCnji5jjCH4/FopWfExp5OmLRkRgcupGBYE9HPHdXHbjp+JZCFSHA98GXIerdMPuLPTCY2JpkTWISs/DL+vMY+0BzDuGwYWzhs1Gy2YycsFPIOLFV6VKoBjT1dsQHgxpiUpe6uJKci8nrr8FgljC2vR8+uqchJnT0R0s/J/QLdsdbA4KQZZCw5nzR458K/pQW+bYtA+LNKwRBwItdArD60eZYNao5hrf0QWK2EWsvJmNMOz+su5iMY9GZeK1PfYgC8OXB6Oo4daoF3LsNhWNwW/y68RIuR6YqXQ4V4a9dVxEWnc6uXRvGwGerZAkJ/3yjdBVUQ+q6OqCVnxPubeKJ6T3qITw1D3si0hHi6YgWvk6Fjq3jokV9NweEpeQWeV/OGhUAWFrybpVjkqC/eX0BrUqE6mYK/OVEHPoEuaGemwP2RKShX7A7Grjr8FAzL+y7ns4tmajcdPVbwKPPKJwLS8IfWy8pXQ4VQ5JkLFh+rJhPimQLGPhskCzLSN65HKY0rjxvz1JzTNh8NQWpOYWXpWji7QgAiM00YPOVFJxPyL7jtnlmCa4OqjsuBwCdRoSXXo3ojMLbVKXmmpBtlFC/mOVcIlJzsTs8HY+18bUc73LzMZy1KkgykJ5nLt9JUq2mcnKH37CpyMo24rVv9ipdDpUiPCYdK7ZchsQPdjaJgc/GyGYzjImRSDu0TulSqJrlmCR8sjcKG64UHqN5NCp/Fm1jL0csPRmPH47GFrr+SlIOYjIMaO1fuOXvVu3rOOPQjQwYbume2RORBlEA2hZzux+OxmFIU0/LuEB3nRopN8Noco4JooBiQybRHQQRvg9PhuCgx8xv9oLD9mzD71suISYpC2aJL5itYeCzNaKIhHVfARJbUuxdHRct+ge7Y9nJBPxxJgEnYjKx4kwCFuyPQoe6zuhY1xmPtvbFmfhsfLz3Bo5FZ2L9pWS8sS0CQe46DAz5b1eM8wnZiM74b+buiJY+SM014Y2tETh4Ix2rzyVi4eFY3NfEEz5O2jtqORWbhfMJ2Rh+cz1AAOhUzwUbLqfg0I0M/HYqAZ0CXCxdv0Sl8ej1P+gCm2Px3+cREZOhdDlURiazhAXLj0Hk5A2bI8iyzLZZGyFLZqQf3YikTd8rXQrVEINZwqqzidh6LRXxmUZ46tXo19Adj7T2sWyBtiMsFavOJiIyPQ86tYhuga4Y294PLg7/zZi99+czGBDijind61kuOxOXhcVHY3EtOReuOhX6B7vjibZ+RYa2l/+9ih4N3DC8xX9rAhrMEj7fH439kelo7OWIqT3qwbuIWcFEt3MMaYc6j7yGoxfi8OaiA0qXQxUwYUhLDO4ZDJEf8mwGA5+NkCUJ5uw0RH7zImTDnfumEhHZApWLF+pNXIBMo4gn5m0CewZtk06rwqJZA+Dq5MDQZyPYpWsjBFFE4oaFDHtEZLtENfyGTwPUDpj2xR6GPRuWazDjh7Xn7Crspaam4o033kCvXr3Qvn17jBo1CkeOHCl0zPnz5zF69Gi0bdsWffr0wfff206PGwOfDShYcy/74iGlSyEiqjDPvo/BoU4Ivlx1GjFJd84uJ9uy41gkrt5ItZu1+SZPnoyTJ0/ik08+wcqVK9GiRQuMHz8eV69eBQCkpKRg7NixCAoKwqpVq/Diiy/is88+w6pVqxSuvGwY+GyBKCJpy09KV0FEVGH60Lvg3mUI9p+JxZZD15Uuh6qALAPf/XkaKpX1RQlJkrBz505MnDgR0dGlLwofERGBvXv3Ys6cOejYsSOCg4Mxe/Zs+Pn5Yd26/FUx/vjjD2i1Wrz55psICQnBsGHDMGbMGCxatKi6T6dKcB8kKyebzcg8uxuG+AilSyEiqhC1ux98B09CUmo23v3psNLlUBU6H56M3Sei0LVVHaitIPilpKRg1apVWL58OZKTkzF48GBkZWUhNDS02Nts3boVHh4eWLhwIVq2bGm5XBAEyLKMtLQ0AMCRI0fQqVMnqNX/RacuXbrgu+++Q1JSEry8vKrvxKoAA5+1kyUk7/hV6SqIiCpEUGngN3w6JFGNKZ9vU7ocqgY/rjuLri3rKFrDqVOnsGzZMvz7778IDg7GhAkTMHjwYDg7O8NsNmPPnj3F3tbT0xMqlQq9e/cudPn69etx/fp19OjRAwAQGxuLJk2aFDrG1zd/Ifro6GgGPqo4WZKQevBvmDOSSz+YiMgKeQ0cC61PfXz461EkpRW93R/ZtoSUHKzafhkj+jdRZBJHVFQURowYgeDgYCxZsgTt2rUrdL1KpYKPj08xty7a0aNHMWvWLPTv3x/9+vUDAOTm5kKrLbxOqYND/s5EeXl5d9yHtVG+/ZWKJMsypLwspO77U+lSiIgqxKlFD7h2GITtx6Kw+0Tp46jIdq3cdhkZ2QZFtl3z8vLCuHHjkJSUhOnTp2PRokVITv6voSQ6Ohrt2rUr9t/tY/y2bNmC8ePHo3Xr1vjkk08sl+t0OhgMhbekLAh6er2+Gs+warCFz4ql7PyNy7AQkU3SeAXA5/7nEJuUiQXLjyldDlWzXIMZP647i5cfaV/jj63T6TBjxgy89NJLWLt2LX799Vd8/vnnuPvuuzFq1Ci0bdsWa9asKfb2Bd2yALB06VK8/fbbGDhwID766KNCLXr+/v6Ijy+8h33B935+flV7UtWALXxWSJYkmFLjkH58s9KlEBGVm6BxgN+IGTDLIqZ+vlvpcqiGbDsSibCoNMWWadHpdBgxYgTWrFmDH3/8EWazGWPGjEFcXBwaNGhQ7L+CSRjLli3D/Pnz8dhjj+HTTz+9o/u2U6dOOHr0KMzm/7Y23b9/Pxo2bGj14/cA7rRhtWJXvs9194jIJvkMmQTnFj0w/8fDOHwuTulyqAY1b+iJ91/oqXQZFvHx8XBxcYGjo2OJx4WFhWHw4MHo06cP5syZU+g6nU4HFxcXJCUl4d5770W/fv0wYcIEnDp1Cm+++Sbmzp2LoUOHVudpVAkGPisjm83Ii7mC6CWzlC6FiKjcXNr0h88Dz+HfvWH4ZvUppcshBcx8oiO6tKxjlevzFefbb7/FggULirxu6NCheO+99wDkzwZ+++23ce7cOfj4+GDcuHEYPXp0TZZaYQx8Vijqx5nIi76sdBlEROWi9W2AgLHv40ZiDp77cLvS5ZBC/Dz1+G5mf5sKfLUBXw0rIpvNyDy/n2GPiGyOoHWE34gZMJiBqV9w3F5tFpecjU0HI+xmyzV7wcBnTQQgedsvSldBRFRuPg+8ALWrN+b9cAjZuSalyyGF/bH1Eth9aF0Y+KyELJmRfmQ9TKkc4ExEtsW1471wbtYFq3dew6kriUqXQ1YgMTUX6/eHs5XPijDwWQnZZEDKnhVKl0FEVC4OdRvDa+BYXL2Rip/WnVO6HLIiK7deBmcJWA8GPisgS2akHf4XUk6m0qUQEZWZqHOG3/BpyDWYMfMrjtujwpLTc/HP3jCYJbbyWQMGPmsgy0g//I/SVRARlYMAnwdfgqh3x+vfHUCugX/U6U4rt1+G2cxmPmvAwKcwWTIj48RWmLPSlC6FiKjM3Lo+CKdG7bF88yVcvJ6idDlkpVIz8rB+Xzhb+awAA5/SBAGpB/5SugoiojLTBTaHZ5/HcD4sCb9tvqR0OWTlVu+4wrF8VoCBT0Gy2Yys8wc4M5eIbIbKyQ2+w6YiO9eIWd/uU7ocsgHJ6bnYzHX5FMfApyBBpULq/tVKl0FEVDaCCN+HJkPUOWHm1/tgMvEPOJXNym2XIQiC0mXUagx8CpElM3LCT8MQG6Z0KUREZeLRcwR0DVrgh3UXEB6TrnQ5ZEPiU3Kw/WgkTGzlUwwDn0IEUYXUvWzdIyLb4NiwDdx7jMDJywn4a9dVpcshG/THlktQiWzlUwoDnwJkyYy8uHDkhJ9SuhQiolKpXDzhO3QyMrLyMGfRfqXLIRsVnZiF/adj2MqnEAY+BeS37q1SugwiotKJKvg9PBXQ6DDtyz3g6hpUGWt3X4NaxeihBD7rNUyWZRhT45F14YDSpRARlcqzz2NwCGiMb/48g+iELKXLIRt35loSrsdlQJK4TktNY+BTQOr+PwGZH5OJyLrpm3SCe9cHcfBsHDYeiFC6HLITf+28Ck7YrXkMfDVIlmVIOZnIPLVD6VKIiEqkdvOF75BJSE7Lxts/HlK6HLIjO4/dQE6eSekyah0Gvpoky0g7+Ddkk0HpSoiIiqdSw2/4NEgqLaZ+vlvpasjO5BnN2LCf263VNAa+GiSbjUg/tlHpMoiISuQ1YAy0vkH49PcTSEjNVbocskP/7guHyH7dGsXAV0NksxkZJ7dByuWgZyKyXk7NusGt473YeSIaO49FKV0O2am45GwcPhfH7dZqEANfDRFUKmSc2Kp0GURExdJ41oXP4BcQl5yFj389qnQ5ZOf+3n0NKi7RUmP4TNcAWZaQFx8BQxy3USMi6ySotfAbMQNmiJj62S6ly6Fa4OTlBEQlZEKSuURLTWDgqyEZxzcrXQIRUbG873kKGs+6eH/pMaRmcmIZ1Yy/d10FR/LVDAa+miBJyDzLmW5EZJ2cW/eFS5t+2HToOg6eiVW6HKpFth2JRK7BrHQZtQIDXzWTzSZkXTwIKSdT6VKIiO6g9W0An3ufRlR8Br5ccVLpcqiWyTWYselgBCdv1AAGvmomqNScrEFEVknQ6uA3fDqMZpnj9kgxG/aHc/JGDeAzXM1MGcnICT+tdBlERHfwuf85qN18MP+nI8jM5c4HpIwb8Zm4eiOVkzeqGQNfNZIlMzJObOG+uURkdVw7DIJz8+74a1cYTlxKULocquW2HokEmPeqFQNfNRJEFTJOble6DCKiQrR1QuA1cBzCotLw/dqzSpdDhN3Huch3dWPgqyayZEZOxBmY0uKVLoWIyELUOcF/+HTkGSVM/3KP0uUQAQBSM/Nw4nICJ29UIwa+aiKIKqRz7T0isjI+Q16E6OSBNxYdQK6B4/bIemw7EsnJG9WIz2w1kQw5yL54SOkyiIgs3DoPgVPjTvh9y2WcD09RuhyiQg6ciUGekWvyVRcGvmogm83IOL0Tsomr1RORdXCo1xSe/R7HxYhkLNt0UelyiO6QZzBj78lomNitWy0Y+KqBoFIh4+Q2pcsgIgIAiHpX+A2bhpxcI179eq/S5RAVa8fRSKjZrVst+KxWMVmWYEiIhCHmqtKlEBEBggjfh16G6OiMWd/uh9HE1hOyXievJCItM0/pMuwSA19Vk2VknuPMNyKyDu7dh8ExqDWW/HsRV6PSlC6HqESSJGP70UjO1q0GDHxVTBBVyL50WOkyiIigC2oFj17/w+kriVi944rS5RCVyY6jNzhbtxrwGa1ipvREGOIjlC6DiGo5lbMH/IZOQWZWHuYs3Kd0OURldjUqDVEJmZC51VqVYuCrQrLZhKwLB5Uug4hqO0GE38NTIWgdMePrveCwPbI1245Ecm/dKsbAV4UElRpZl7j2HhEpy7PPo3CoF4rv/jqLyLhMpcshKrdDZ2OhEhlRqhKfzSok5eUgN/K80mUQUS2mb9QB7t2G4vD5OPy7L1zpcogqJDwmHcnpuUqXYVcY+KqIbDYj6/IRQOIq4USkDLWbD3wfehkp6Tl46wcOLyHbduB0DBdhrkJqpQuwF4JKhWx25xKRUkQ1/IZNg6zSYuoX21Ebhj8Zc1IRsfMT1O34JPTeIUUek3JtDxLO/Y2G/WZCo/cs+n6ykxG27b1iH8e1Xkf4tx0JAEi8uBFpEQcgqDTwanI33AI7Wo6TZRnX93wOj+BecA1oV4kzIwA4fD4O93VvqHQZdoOBr4rIZjOyrx5XugwiqqW8BjwBrX9DLFh+AvHJ2UqXU+2M2Sm4cXAxJFPx3X6GzAQkXlhf6n2pHFwR2P35Oy5PDd+PjOiTcKvfCQCQGXceKVd3wq/1cJiNOYg7tRI693pwcPEHAGREnwBkCS5121bonKiwU5cTYDCaodWolC7FLjDwVQFZkpBz/QxkQ47SpRBRLeTUtCvcOt2P3SeisP1opNLlVCtZlpB+4ygSzv1T6nGxJ/+ASquHKbfkBadFlRqOHg0KXZabGomM6JPwbnoPHD3zW5myEy9D790YrvXaAwDSrh9CTtI1OLj4Q5ZMSLq4Eb4th0IQhEqcIRUwmCScvJyA9k39oBL5nFYWx/BVBQHIvsjxMkRU89QedeAz+AUkpGThg1+OKF1OtctLj0X86T/hWq8D/Nv+r9jjUq7uhDkvA56N+pb7MWRZRtzpNdA6+8IjuOct1wgQVJr/vhNVkOX8MWap4fuhdnSHk29ouR+PinfobCyY9aoGA18VEAQRWdxdg4hqmKDWwn/EdEiCClM/rx1bOmoc3RHUdzp8WwyGqNIWeUxeRiySLm2GX5sREIo5piQZ0SeQlxYJ3xZDIAj//Zl09GiAnKSrMGQmICflOgwZsXD0CILZmIvkK9vg3fS+Cp8XFe3IhTi2mFYRdulWkixLMMRHwJyRrHQpRFTLeN09Hhqvenjv5yO1ZgkLlVYPFfTFXi9LZsSe+B1u9e+C3isEadnlb/VMuboTOo+gOyaCONdphezEywjf+TEEQQWv0Luhc6+HhPPr4egZnP/1ubXIjLsAnVtd+LZ8CCqtU7kfn/6TmJqLiNh01PdzYfCrJLbwVZYsc3cNIqpxzq16w7XdAGw+HIl9p2OULsdqJF/ZBsmYU+HWtpzkcOSlR8MzpPcd1wmCAL/Ww9DonrfQ6N758AzpA2NOGtIi9sG76SCkhu9DVsJl1O34OAABcadXV/JsCMhfnkWSasG082rGwFdJgsjlWIioZml8AuF937OITsjAF3+cULocq5GbFoXkK9vg13pY/vg6yYyC9WlkWbaMtytJRswpiBpHOPk2LfYYUaW2dPUmXdoEl7ptoXX2RWbMabgGtIeDiz/cG/ZAZuzZMj0mlezwuTioVIwrlcUu3UoypSfBEB+hdBlEVEsIGh38h8+ASQKmfr5b6XKsSmbsWciSGTcOLLrjuvDt78PRMxiB3Z4p8T6y4s7D2b8FBLH0pUDyMmKREX0SDftOAwCY8jKh0joCAFQaR0CWYDZkQe3gUoGzoQKXI1OQkW2Ai7784zHpPwx8lSCbTci+dkLpMoioFvG+7xmo3X3x5uJDyMg2Kl2OVXFv0BnOfs0KXZYZdx7Jl7egbqcx0Dp5l3h7syEbxuykMs/sTTz/Lzwadoda5wYAUDs4w5SXv3exKS8DEESoNMWPN6SykWTg8LlY9GpXD2q29FUYA19liCrunUtENcal/d1wadkTf+++imMX45Uux+qodW6W8FUgLyMOAODg4l9op42clAiotM7QOnndcmz+WEiti1+pj5WddBU5Kdfh326U5TIn36ZIjdgPB9e6SA3fCyff0DK1FFLpjl9MQL+O9ZUuw6YxKleCIAjIjbygdBlEVAto/RvC++7xiIhJw6I1Z5Qux+ZF7v0KyZe3FLrMfLN1TqVxLPX2ief/hWejvoWOdW/YA46ewYg9vhyyZIZvy4ertuha7FxYktIl2DxBlmvDjovVw5yTgYhPxihdBhHZOdFBj4CnPoGkc8PoNzcj12BSuiSiGvfzm4Pg4aJTugybxRa+CpIlM3Kvn1O6DCKqBXwGvwi1iyfmLD7EsEe11ukriTCbOeu5ohj4KkxA7nWO3yOi6uV21wNwCr0LK7Zdxdlr7Nai2utcWDIE7rNWYQx8FSSIInJvMPARUfVxCAiFZ/8ncOl6Cn5Zz/cbqt3OhSVB5G4bFcbAV0GSyYi82DClyyAiOyU6usBv+DTk5Jnw6le1Y59copJExKRzSEMlMPBVgCzLyIu6BEhmpUshIrskwPehVyA6umL2t/thMHHcEpEkA+fDkrnNWgUx8FWEJHHCBhFVG/fuD8OxYWss3XARV26kKV0OkdU4cy0JXFykYhj4KkBQccFlIqoeugYt4dH7EZy9loQV2y4rXQ6RVTkXlsR9dSuIz1oFyLKE3KhLSpdBRHZG5ewOv4enIDPbgNe/3at0OURW5/L1VJglDnGoCAa+CjAm3IBsyFG6DCKyJ4II36FTIGj1mPnVPnDYHtGd8oxmXItKY7duBTDwlZNsNiEngtsaEVHV8uj9CHSBzbBo7Tlcj8tQuhwiq3XmahLMnLhRbgx85SSo1By/R0RVyjGkHTy6D8Oxi/FYt4fLPRGV5FxYEtQcx1dufMYqIPfGBaVLICI7oXL1hu9DryA1Iwfzvj+gdDlEVu9qFGeuVwQDXzmZs9JgzkhWugwisgeiGn7DpgJqB0z/Yg84Fp2odAkpOcjN4wLM5cXAVw6yLMMQH6F0GURkJ7z6jYZDnRB8ufI0YpKylS6HyGZExKYrXYLNYeArD8kMQ8J1pasgIjugD+0Mt86Dsf90LLYc5vsKUXlci0qDiVPZy4WBrzxEFQyJN5SugohsnNrDH75DJiEpNRvvLjmsdDlENiciNgOiSlC6DJvCwFcOgiDAyMBHRJUgqDTwGz4dkqDClM93K10OkU2KiEmHKDDwlQcDXzkZEiOVLoGIbJjX3eOg9Q7ER8tOICktV+lyiGwSx/CVHwNfOZhzMiHlZCpdBhHZKOcWPeHa/m5sP3YDe09FK10Okc3KyDYiLTNP6TJsCgNfGcmyzAkbRFRhGu968H7gOcQmZmLB8uNKl0Nk865Fc4u18mDgKyvO0CWiChI0DvAbPh1mSeC4PaIqEh6dDrOZga+sGPjKShQ5YYOIKsT73qeh8aiDd34+gvQsg9LlENmF8Jh0qNWMMWXFZ6qMBEHkkixEVG4ubQfApVVv/Ls/HEfOxytdDpHd4MSN8mHgKwcjZ+gSUTlo/YLgfc9TuB6bjm9Xn1a6HCK7EhmbAUlil25ZMfCVkWTIgTkzVekyiMhGCA56+A2fAYNJwrQvOG6PqKoZTBISUrklYVkx8JURu3OJqDx8HngealcvzP3+ELJzudE7UXWISsjiTN0yYuArA9lsgiE+QukyiMhGuHa8D85Nu2DVjms4fTVJ6XKI7FZCSjbM7NYtEwa+shA4Q5eIysahbmN4DRyDKzdSseSfc0qXQ2TXElJylC7BZjDwlYEgijAkRildBhFZOdHRGX7DpyHXYMarX3HcHlF1S0jNgVrFKFMWfJbKyJTG5RSIqCQCfIe8BFHvjte+249cg6R0QUR2jy18ZcfAV0acoUtEJXHr+hD0jdpj2aZLuHQ9VelyiGqFxFQGvrJi4CsD2WyGlJupdBlEZKV09ZvDs++jOHctCb9vuaR0OUS1RmIaA19ZMfCVgTknQ+kSiMhKqZzc4PfwVGTnGDH7u31Kl0NUqxhNErcrLCMGvjIwZ6YoXQIRWSNBhO/QyRB0Tpjx9T6YTBy3R1TT2K1bNgx8pZBlGaYMrqNFRHfy6DkSuvot8P3a84iI4b6eREqITcriFmtlwMBXGskMc1aq0lUQkZVxDG4L9x7DceJSAv7efU3pcohqrYSUHC6+XAYMfGXAGbpEdCuVixd8h76C9Kw8vLl4v9LlENVqCak5EEVB6TKsHgNfaUSRLXxE9B9RBb9hUwG1DtO/3AOJw/aIFJWQmg0VA1+pGPhKIQgiJ20QkYVn38fgULcRvl59BtEJWUqXQ1TrJabmKl2CTWDgKwNzVprSJRCRFdA36QT3Lg/i4Nk4bDoYoXQ5RAQgg8uylAkDXxmYOIaPqNZTu/vBd8hLSE7Lwds/HlK6HCK6KSvXqHQJNoGBrwzMWezSJarNBJUGfsOnQxLVmPr5LqXLIaJbZOealC7BJjDwlUIyGSAbOD6AqDbzHDgGWp/6+PT3k0jgeCEiq2IySzBy0fNSMfCVQsrmYqpEtZlT8x5w63APdh6Pws7jUUqXQ0RFyDWwla80DHylMHGGLlGtpfEKgM8DzyEuKQsfLzumdDlEVAx265aOga8EsizDnJGsdBlEpABBrYXf8OkwQ+S4PSIrl5XDiRulYeAriSxByuOmzES1kfc9E6HxrIv3fz6G1Ewu+0BkzTKz+TtaGga+ksgyZBN/iIhqG5c2/eDSpi82HozAwXOxSpdDRKXIzDFClrmfbkkY+ErEwEdU22h9G8D7nom4EZeOr1aeUrocIiqD7FwTzBIDX0kY+EohGRn4iGoLQesIv+EzYDQD0z7frXQ5RFRGWblGsIGvZAx8JRLYwkdUi/g88DzUbt6Y9+MhZHLWH5HNyM41QlC6CCvHwFcSgYGPqLZw7XgvnJt1xZpd13DycqLS5RBROWTnmiAw0ZSIT0+JGPiIagOHOiHwGjAW16JS8cPac0qXQ0TllJ1rhEpkpCmJWukCrJkginDteC/0jTtANpkgm42QTUbIZhNkkyH/a5MBssmQvwWb0fDf98Y8yMY8SMY8wJAHyZgLyZgHyZALGLk1E5G1EHXO8Bs+A3lGM2Z8yXF7RLbIYOTWaqVh4CuBLMswuXpCcnGHWlRDJaigFlUQhMqPFJBk6eYUchmyLFu+hnz7PwmCJAGyBEgSZMkMSGbIkjk/eEpmwGzK/9ryzwjZbARMJsgmY34YNRsgG/8LqLIxD5Ip72ZIzYNk+C+gFoRSyZAHyOZKnyuR9RLg8+AkiE7ueP3rvcg18I8GkS3ikiylY+ArgSAIWHRkGfZeP3LH5WpRDbWouu3/oi4r7n81NKqyHVfwtUalhkZUQy1qoFGpoNZob36vhkpUQXPzf5WogkoQoRJVlX4OCsKojP/+vz2QFhVOLcHUbIYsmYCb/98aTGEuaC01/td6erPV9L8W0zxIJgNgvLXVNPdmy2kupJv/IHGAPZWfW5chcGrUAcs2XsCFcG6jSGSrzAx8pWLgK4Uk3/mJX5ZlGM1GGM3WvZWLAAEqUVWuUGn5X3UzZJY7yKqgVmmgsQRaNTRqNdSiDmqVGhpRBZWohlpQWcKpuqqC6W2tpXJBEMVt4VSSIMjyzZZSydJiCslkCaiy2ZzfSnprq+nt3flm4y3d90V05xtyId/ytWTIBUx5lT5Xqhq6wGbw7DsaF8KTsXzTRaXLIaJKKOJPNd2Gga8Ukg1/apAhwySZYJJMAKw7aKgEsdTwWXRQLUOQLaElVSuq/wuoGjXUDto7jstvMbWi7vybXfn/tZ6WoTu/YLyp8bbu/Jvd+PLNLvxbW04B+30HFfWu8H14KrJzjXj1m71Kl0NElWTLf6trCgNfKYpq4aOqZ5YlmM0G5Jmte1Z0RbrzLa2kxQbXsnfna1Samy2mDv8FWeGWYKp4d/7NVtOCUCqZK9adXzDO1GgATDfHlt7SWopbW03L250viPAbOhmiowtmfbobJhN/x4lsHcfwlY6BrxT81EC3stfu/ILu98qNS/2vO1+r0uQHVY0mvzvf0lqqfHe+KKgg6vQwmCS8+VSXSj8+ESlPo+aSLKVh4CsFW/jIFtlnd76m/K2jRXTnB7rWQX1HJwhZGZAvXVb69ImoCsju7kCTxkqXYdUY+ErBwEdUvZTozv940Guo51oHsZu2IOXwkdJvQERWzfOuTmg2e6bSZVg1toGWgoGPyP5M2/wOknPS0HT6VLiENlG6HCKqLO6yUSo+Q6UQuTkfkd2RJAlTNsxDrmRA8zmvwTEgQOmSiKgSBLHyKyjYO6aZUujUDkqXQETVINuUi2mb34WkVaPF/DnQenooXRIRVRQbZ0rFZ6gUDHxE9ishOwlvbP8EajdXtJg7ByonvdIlEVEFsIWvdAx8JZBkCY4andJlEFE1upZyHR/uXwhdQB00m/0qBI1G6ZKIqJyEKljiyd4x8JVAkmW28BHVAseiz+D743/AtVlTNJn8MgeAE9kYlaMjF18uBd/VSiLLcFSzhY+oNth8dTf+PL8RXl07I3jCOKXLIaJyUDnqAImrapSE6/CVRAB0GrbwEdUWv535G95Onuh1/73IS0pC1Ko/lS6JiMpApddDlmVwJF/xGPhKIEBgly5RLfPlwZ/g6eiOlk+MhjElFfHbtitdEhGVQuXoqHQJVo9duiUQBIFdukS10Lwdn+JGWgwavfgcPDq0V7ocIiqFSs/AVxoGvhKIggi9hj9ERLXR9E3vIDU3HU1nToMz9+gksmoqR0cInGxVIj47peCyLES1k0ky4ZUN85Erm9BizuvQ1a2jdElEVAyVXs/AVwo+O6VgCx9R7ZVtzMb0ze9AclCj5fw3ofFwV7okIiqC2slJ6RKsHgNfKThpg6h2i89Kwps7PoXa3S1/Nw49d+MgsjZq/l6WioGvFAx8RHQlORwfH/gejvUC0Gz2TAhqLnBAZE04aaN0DHylcFBrlS6BiKzAkaiT+PHECrg2b4Ymk18CBK74RWQtVDqOty8NA18p1KIaKoFPExEBG6/sxF8XN8GrW1c0HD9W6XKI6CbRgb1xpWGSKQMd1+IjopuWnfoLe68fRt3B9yNg6INKl0NU66kcdZyhWwZ8hsqA26sR0a0+P/AjzsVfRtCYJ+DTt7fS5RDValpPT6VLsAkMfGXg6uCidAlEZGXe3P4JotNi0fjF5+Herq3S5RDVWgx8ZcPAVwY+ev4wEdGdpm56G2l5mWg2awacGzdSuhyiWknr5aV0CTaBga8UkizBx4mBj4juZJJMmLxxHvJkE5q/+Tp0dbgbB1FN03p5QjablS7D6jHwlSI/8PHTAxEVLdOQjelb3gMctGgxfw407u5Kl0RUq2g9PSHLstJlWD0GvlKIgoqBj4hKFJeZgLk7P4PGwx0t5r4OlSMXgSWqKQ5eXpylWwZ8hkohCgL8nX2ULoOIrNylpGv45MAPcAwMRNNZ3I2DqKY4+Pow8JUBn6Ey8OakDSIqg8NRJ/DTyVVwa9kcjV96kbtxENUArRf/RpcFP4KWgaNGB0eNDjnGXKVLISIrt+HydnjrPTC45wAYUlIQ/sNPSpdEZL9EERpXV6WrsAls4SsjHz3H8RFR2Sw9uRr7I48i4MHBqPvQEKXLIbJbWnc3dueWEZ+lMuLSLERUHp/u/x4XEq6g4dgn4dO7l9LlENklLrpcdgx8ZcClWYioIt7Y9jGi0+PQ+KUX4N62jdLlENkdLrpcdgx8ZSDJEnfbIKIKmbrxLaTnZaLprBlwbhSidDlEdsXB1weyJCldhk1g4CsDURDZwkdEFWKSTJiy8S0YIOXvxuHvr3RJRHZDXy+Aga+MGPjKQBRErsVHRBWWbsjEzC3vAjqH/N043NyULonILujr14fINS/LhIGvjNjCR0SVEZOZgHk7P4PG0xMt5r4BlaNO6ZKIbJ5jYD2lS7AZDHxl5KTVw0GlVboMIrJhF5Ou4bNDP8CxfiCavjqDu3EQVYLa2RkaFxely7AZDHzlwB03iKiyDkQexy+nVsOtVUs0mvQ8d+MgqiDHegFKl2BTGPjKwdeZ3bpEVHn/XNqGfy9vh0+vngh68nGlyyGySY716kGWZaXLsBkMfGVkliQEutVVugwishNLTqzEgRvHETD0QdQdMljpcohsjr5eAGSzWekybAYDX5nJCPaor3QRRGRHFuxbhIuJ19Bw/Bh49+yhdDlENkVfPxCCSqV0GTaDga+MVKIKjb0aKl0GEdmZ17d+iNiMeDR5ZRLc2rRWuhwim6GvXx8Cx8CWGQNfOfg4ecFRw6UUiKhqTd0wHxmGLDSbPRNOwfxgSVQaUauF1pvj6suDga+cGroHKl0CEdkZg2TC5I1vwQgJLebOgc7fT+mSiKyarm4dtu6VEwNfOUiyhGBPjuMjoqqXnpeBGVvfh+DogBbz5kDj5qp0SURWS88lWcqNga8cZFlGQ07cIKJqEpMRh/m7voDGywvN57wOUcchJERFcQoOhmQyKV2GTWHgKweVqEITTtwgomp0PvEKvjj0E/RBDdD01WmchUhUBJemofzdKCcGvnLydfKGTu2gdBlEZMf2RR7Fr6fXwL11azR68XmlyyGyLqII50YhHMNXTgx85SQIAoI4cYOIqtnai1uw/vJO+PbtjQZPjFa6HCKroa8XAJUDG17Ki4GvnCRZQkMPBj4iqn4/nfgDB28cR71hQ1HngfuVLofIKjg3acIt1SqAga+cZFnmTF0iqjEf712Iy4lhCH5qHLx7dle6HCLFuTRuxC3VKoCBr5xUogqNPTlxg4hqzutbP0JcRgKavPIS3Fq1VLocIkW5Nm8GUa1Wugybw8BXAf4uPnBQaZUug4hqCQkSpmycjwxDNpq99iqcGgYpXRKRIkQHBzhyDb4KYeCrAFEQUd+dP3BEVHMMZiMmb5wPoyijxdw34ODrq3RJViPZaMDzl87hQlZmocuPZaRjbtgVPHPxLKZduYg1CXEwyVKp97czNRmvXbuMpy+exavXLmFzcuIdY8ZWJ8ThpcvnMe3KRexJTSl0nSzLmBt+BQfSUit9blSYc0gwBJHRpSL4rFWAJEsI5gLMRFTD0vMy8OqWDyDoHdFy/ptQu3I3jkSjAR9FhiNHKhzkTmVm4Kuo6wjU6fBivQa4x8sbG1OSsDQ2psT7256ShCWx0Wjj7IKX6jVAd1d3/B4fi3+SEizHnMzMwIbkRDziWweDPL2xJDYKUXm5lusPZqRBkoHOrm5Ve7IE58aNIJtLD+10Jwa+CpBkmYGPiBQRlRGLt3d/Ca23F1rMeQ1iLV2eQpJl7E5Nwdywq8gw3TmA/5+kBDTUOWJcnXpo4eSM/h5eGOThhb1pKciTig4Msizj36REdHJxxQhffzR3csYD3r7o6uqOrSnJluPOZWWihd4ZXd3cMcDTC3UcdLiQnQUAMMkSVifEYbiPH9eJqwYuoU0AcIZuRTDwVYBaVKGpTyOlyyCiWupswmV8cfhn6BsGoenMqbVyx4Ebebn4JS4a3d3c8VTdendcP75OAMbXKXy5WhAgATCXsKTHK4ENMMLXv9BlKkGA6ZbbCAA04n9hTi0IkG5evS0lGd4aLVo5u5T/pKhU3GGj4hj4KqiOiy88Hd2VLoOIaqm91w9j2Zm/4d62LUJeeE7pcmqcp0aD94Kb4BG/OtAW0ZLmq3VAnZutn9lmM46kp2FjchK6uLpBX0xgEAQBdR108NZoIcsyMs0m7EpNxr70VPT18LQcF+Kox8XsLMQa8nA1Jxs38nLRWK9HjtmMdUkJGO7jVz0nXctpPNzh4OWldBk2i/OaK0iWZbT2b4YdYfuVLoWIaqm/L2yCt94D9/TrA0NSEq4vXaZ0STXGWaUGytDQk2I0YsrViwAAb40GD3qXbbLLlZxsvHs9DADQQKfDAI//gkZHF1ecz87E69cuQyUIGOrtiyCdI1bGxyJU74QgnSN+i4vBqawM1HdwxGN+deDCZUQqzb1NG6VLsGls4asgSZbQxr+Z0mUQUS33w7HfcTjqJAJHDEOd++9Vuhyr4yCKmBYYhOcD6sNZpca88KuFJlgUx1ujxYz6DTGxTj3kmCXMC7+KNJMJQH5L4BP+Afi6SXN83aQ57vXyQYrRiG2pyXjY2w9bU5JxNjsTzwfUhygAv8RFV/dp1grubVpBuvkaUPkx8FWQSlShrX8LCOCgXCJS1od7vsXV5Ag0fGo8vLp1Vbocq6JXqdDMyRkdXFwxJTAIMoDNyUml3s5Do0Go3gld3NwxObABUkxG7EpNLnSMRhQh3uxO/jMxDp1d3VDHwQFHM9LQzdUdAQ75LYPHMtIhcSuwSvPo0J4LLlcCA18lOGn13FeXiKzC7M0fICErCU2mvAzXli2ULkdRZlnGofQ0ROTmFLrcSaWCr0aLZJOxyNvlmM3Yn5aKOENeoct9tQ7QiyqkFHO7qLxcHM5IxxCv/O7idLMJTjfHCTqpVJAAZHArsEpxDAyExo3L3FQGA18lmCUJbfybK10GEREkSJi8YT6yTDlo/tos6Bs0ULokxagEASviY7EyPrbQ5UlGA2IMeQh00BV5O1EQ8GNsFNYnJRa6PCwnG1mSudjbrYiPwwAPT3hoNAAAV5Xa0v2bajJBBODMmaWV4t6mNeRiltOhsmHgqwRBENC2Tu3+JE1E1sNgNmDKxrdgUgEt5s2Bg4+P0iUpZoi3L85mZ+GnmCiczcrE3rQUfHg9HE4qFQZ5eluOu5qTjfibLXoOooj7PL2xOy0FK+NjcS4rE9tTkvDZjQgEOujQw83jjse5mJ2FqznZuNfzv+e6tbMLdqWm4GRmBtYlJaC1swtUXJOvUtzbccJGZTHwVYIoCGji1RA6de1c+JSIrE9qbjpe3foBRCdHtJg/B2qX2rkeXE93DzxbNxAReTn44kYEfo+PRYijHq81CIHrLePA3o64hrWJ/+2iMcTbF6P96uBkVgY+uxGBtUkJ6OTihhn1G0JTxJZef8TH4n4vn0JLvQz08EITvRMWRkfCLMt43K9u9Z6snRNUKri1askt1SpJkG/fIJDK7b1dX+FYzBmlyyAismjpG4rXer6ArLBwnJn9BqS8vNJvRGSFXJs3Q6t331K6DJvHuFxJJsnMcXxEZHXOxF/E10eXwjm4IUJnTAXYOkI2yr1tG8ic9FJpfAeoJLWoQru6LZUug4joDrvCD+K3s2vh0a4tGj3/rNLlEFWIe7u2/MBSBfgMVgF/Zx946z1LP5CIqIb9eX4jNl/bA78B/VD/0UeULoeoXFR6PZwbhUDgpJdKY+CrAgXbrBERWaPFR5fjaNRpBP5vBPzvHaR0OURlxskaVYfPYhXI32aN4/iIyHq9v+drXEu+juCnn4Jnl85Kl0NUJp53deJ2alWEga8KqEQV2vg3Y5MzEVm1WZvfR2JWMkKnTYZrC35IJesmqFTw6tqZ26lVEQa+KqLXOCLYo77SZRARFUuChCkb30K2KRfNX58FfQO+Z5H1cm3ZAmonJ6XLsBsMfFXELJnRvg5n6xKRdcs15d7cjUNAi3lzoPX2Lv1GRArw7taF3blViIGvioiCiJ5BHBdDRNYvJTcNs7d9CNHJCS3nvwm1i7PSJREVJorw6t6N3blViIGvigiCAH9nHzRkty4R2YDradF4b+83cPD1QfM3ZkPUapUuicjCtWlTaGrptoDVhYGvCpklM3o06KR0GUREZXIq7jy+OfornENCEDptMhe3Javhxe7cKsff7iqkElXo1aAzZ+sSkc3YGX4Av5/9Bx4dOyDk2YlKl0MECAK8e3Rnd24VY+CrYm46FzT3aaJ0GUREZbb6/HpsDdsL/7sHInDU/5Quh2o558aNoPVwV7oMu8PAV8VMkhk92a1LRDZm4ZFlOB59BvUfGQn/e+5Wuhyqxby7dYVkMitdht1h4KtialGFroEdoBHZFE1EtuXd3V8hPCXy5m4cdyldDtVS+d25KqXLsDsMfNXAUaNDO67JR0Q2aObm95CUk4rQaVPg0qyp0uVQLeMU3BAOPlwbsjow8FUDs2RGzwb8dExEtkeSJUzZMB85pjw0f2M2HAMDlS6JahGfXj0hm9mdWx0Y+KqBSlShQ0ArOGp0SpdCRFRuOaZcTNn0FiS1iJbz5kDr7aV0SVQLCCoVfAf0g6Bid251YOCrJipBhc712ildBhFRhSTnpGL2to8hujqjxbw5UHFPU6pmHh07cLHlasTAV00kWUKvBtxqjYhsV0TaDby/91vo/Py4GwdVO7+B/SGxO7faMPBVE5WoQgvfJnDXuSpdChFRhZ2MPYfvji2HS+NGaMLdOKiaaDzc4dGhPUR251Yb/uZWIxkyutfvqHQZRESVsj1sH1aeXw/PTh0R8sxTSpdDdsi3bx+lS7B7DHzVSkCvoC5KF0FEVGkrzv6D7WH74D/obgT+b4TS5ZCd8Rs0EOC2pNWKga8aiYKAhh6BqOPsq3QpRESV9u3hpTgZcw71H30EfgMHKF0O2QmXZk3h6O/PfeirGQNfNTNLZvRp2FXpMoiIqsTbu75AROoNhDz3NDzv4pAVqjy/Af0hmUxKl2H3GPiqmUpU4e5GvaFVaZQuhYioSszY/C6Sc1IROn0qXJqGKl0O2TCVow7ePbtDVHM70urGwFcD9Bodd94gIrshSTd34zAb0HzOa3AMrKd0SWSjvLp353I/NYSBrwbIkDE4dKDSZRARVZlsUy6mbX4bklqFFvPmQOvlqXRJZIP87x4AyLLSZdQKDHw1QBRE1HX1Qys/bkRORPYjMTsFr+/4GGpXF7SYy904qHz0DerDJbQJBK7tWCP4LNcQs2TGA6Gc1UZE9iUsJRIf7F0IXV1/NH99FgQNxytT2dQdfD8kE3fWqCkMfDVEJarQrk4L1HHxU7oUIqIqdTz2DBYd+x0uoU0QOvUV7sZBpVK7usKnbx+Iau6sUVP4W1mDzJIZ9zXuq3QZRERVbuu1PVh1fj08O9+F4KfGK10OWTn/QQPZlVvD+GzXIJWoQt/gbnDS6JUuhYioyv1xZh12hh9AnfvuQb0Rw5Quh6yUoFajzgP3c2eNGsbAV8PUogr9grsrXQYRUbX4+tDPOB17Hg1GPwrfAf2VLoeskFe3LtC6u3FnjRrGwFfDBAi4P7QfRIFPPRHZp/k7P0dkahQaPf8MPDpxNw4qLGDoQ5AlSekyah2mjhomCAI8Hd3RKaCN0qUQEVWbaZvfQUpOGppOnwqX0CZKl0NWwq1VSzgHN+T4PQXwGVeAWTJjMJdoISI7JkkSJm+cj1zp5m4cAQFKl0RWIODhhyCZuRSLEhj4FKASVWjiHYwQzwZKl0JEVG2yjTmYtvldSFo1WsyfA62nh9IlkYL09QPh0b4dRBWXYlECA59CzJIZ9zXpp3QZRETVKiE7CXO2L4DazfXmbhxcpaC2qjv0QatZaDkpKQnTpk1Dly5d0K5dO0ycOBFXrlwpdMz58+cxevRotG3bFn369MH333+vULVVg4FPISpRhW6BHeChc1O6FCKianU1JQIf7l8IXUAdNJv9KnfjqIW0np7w7d3LahZafvbZZxEZGYlFixZh5cqV0Ol0GDNmDHJycgAAKSkpGDt2LIKCgrBq1Sq8+OKL+Oyzz7Bq1SqFK684Bj6F3dO4j9IlEBFVu2PRZ/D98T/g2qwpmkx+mbtx1DIBDz9UY48VHR2NiRMnYufOnZCKmA2ckpKCevXqYf78+WjVqhVCQkLw3HPPISEhAZcvXwYA/PHHH9BqtXjzzTcREhKCYcOGYcyYMVi0aFGNnUdV42+cglSiCvc36QdXBxelSyEiqnabr+7Gmgub4NW1M4InjFO6HKohWi9P+N87CEINjd1zd3eHv78/Xn75ZQwcOBCLFy9GSkqK5XoPDw988sknaNy4MQAgMTER33//Pfz9/dGoUSMAwJEjR9CpUyeo1WrL7bp06YKwsDAkJSXVyHlUNQY+halEFYY2v0fpMoiIasTy039hd8Qh1Ln/XgQMG6p0OVQD6g0fVqOLLOv1esybNw+7d+/GhAkTsG7dOvTu3RszZ87EqVOnCh37+uuvo3v37tiwYQPefvtt6PX5Y0xjY2Ph7+9f6FhfX18A+S2ItoiBT2EqUYVBjXrDW++pdClERDXiy4M/4WzcRQQ9MRq+/bi/uD1z8PHJ3zdXgZm5zs7OGDVqFNasWYMlS5bg5MmTGDFiBKKioizHPPnkk1i1ahWGDBmC559/HmfPngUA5ObmQqvVFro/BwcHAEBeXl7NnUQVYuCzAgKAES3vV7oMIqIaM3fHp7iRFoNGLz4Hjw7tlS6Hqkng/4Yr+vjJyclYtGgRpk+fjqSkJIwbNw5eXl6W6xs1aoSWLVti/vz5qFevHpYuXQoA0Ol0MBgMhe6rIOgVtALaGgY+K6ASVegd1AUBLv6lH0xEZCemb3oHqbnpaDpzGpybNFa6HKpiOn8/+Pbvp0jr3pEjRzBlyhT07t0b//zzDyZOnIhdu3ZhxowZyMrKwrp162C+ZQFoURQREhKC+Ph4AIC/v7/l6wIF3/v5+dXciVQhBj4rIcsyHmk9ROkyiIhqjEky4ZUN85Erm9BizuvQ1a2jdElUhQIfGQnIco0/blRUFMaMGQOz2Ywff/wRa9aswYgRI6DT6QDkB7cpU6bg0KFDltsYjUacO3cOISEhAIBOnTrh6NGjhULh/v370bBhw0IthLaEgc9KqEQVOtdrh2CP+kqXQkRUY7KN2Zi++R1IDmq0nP8mNB7uSpdEVcAxoC58evdSpHXP09MT27Ztw6effoqOHTvecX3Tpk3Ro0cPzJ07F0eOHMGlS5cwY8YMpKenY8yYMQCAYcOGITMzE7Nnz8aVK1ewevVqLFmyBE8//XQNn03VEWRZgfhNRTJLZpxLuIz5Oz5TuhQiohrVyDMI8/tORm5UDE7PnA1zdrbSJVElNJnyCry6dbWahZZvl5GRgY8//hhbtmxBRkYGOnbsiJkzZ1qWagGAU6dO4e2338a5c+fg4+ODcePGYfTo0QpWXTkMfFZo7vYFOBt/SekyiIhqVMeANpja9SlknL+As3PmQTaZlC6JKsAxMBDtvlhQo0uxUOnYpWtlzJIZo9s8rHQZREQ17kjUSfx4YgVcmzdDk8kvAQwMNqn+o49ALmKHC1IWA5+VUYkqhHg2QMe6rZUuhYioxm28shN/XdwMr25d0XD8WKXLoXJyCm4I725dICowdo9KxsBnhcyShMfaDGVzOBHVSstOrcHe60dQd/D9CBj6oNLlUDkEP/0UpFtmtpL1YOCzQipRRICrP3rU76R0KUREivj8wA84F38JQWOegE/f3kqXQ2Xg3aMbXJuGsnXPSjHwWSlJljCq1YNQifzFIaLa6c3tCxCdFovGLz4P93ZtlS6HSiBqtWg4fizH7lkxBj4rJQoivPQeGBDcQ+lSiIgUM3XT20jLy0TTV6fDuVGI0uVQMQKGPgiNuzsEkbHCWvGVsXIjWj4AR7VO6TKIiBRhkkyYvHEeDDCj+dw3oKvD3TisjdbbG/WGD2PYs3J8dayYIAhw1uoxouX9SpdCRKSYTEM2pm95D3DQosX8OdC4uytdEt0iaMwTEFSME9aOr5CVEwUR9zXph/puAUqXQkSkmLjMBMzd+Rk0Hh5oMfd1qBwdlS6JALg2bwafnt0V2UKNyoeBzwbIsoynOz0GAVymhYhqr0tJ17DgwPdwDAxE01kzIajVSpdUu4kigp+eAJnLsNgEBj4boBJVaOzVEL0bdlG6FCIiRR2KOoElJ1fBrWVzNH7pRe7GoSDffn3hFBTE1j0bwY9HNkKWZTzRdhgOR51EloGbitc2siQjfk8Eko/FwJieBwcvPXx71IdHG38AwMk3thV7W6cgdzQa177Y67NvpCN64xXkxGRA1Krg0doP/gNCIKr/+zwYs/Uako9EQVCL8O8XDM92/w2cl2UZl787Ap9ugfBo7V8FZ0tUsvWXt8NL74HBPQfAkJyM8B+XKF1SraPS6xH05OOQJYmTNWwEA5+NEAQBjmodHm31EBYdXaZ0OVTDYrZcReL+SPj3C4ZjXRdkXE7C9VXnAAHwaO2PRk91uOM2aecSkLD3Orw6FT/+My85G1eXHIdToBsajGyB3IRsxG69BnOeCYEPNgMApF9MRMLe6wh8sClMOUZE/nUB+gAX6HydAQCpp+MgSzLcW/lVz8kTFWHpydXw1nug20NDYEhJQfSav5UuqVYJ/N8IqJ2dGPZsCAOfDVGJKgwI6YFtYXtxNTlC6XKohpjzTEg8eAPeXQPh27MBAMAlxBPZ0RlIPHADHq394RToVug2htRcJB2NhtddAfAoIYjF77kOlYMaQY+2hqgW4doEEDUiov65BL/eQdC6OyLjWgpcgj0srYnJR2OQGZYKna8zJJOE2K3XEPBAKLcCpBr36f7v4enojqZjn4QxJRUJO3cpXVKt4NwoBHWHPMCwZ2P4atkYSZbwbKfHoRL40tUWolpE46c6wKdb/UKXCyoBsrnoVe2jN1yGqBFRZ0DJC9VmXEmGaxOvQt237i18ATn/Ostjaf4boyOoBMiyDABIOhQFjZsOro29yn1eRFXhjW0fIyY9Do1fegHubdsoXY7dE9Tq/LGTN98DyHYwNdgYlahCoFtd3B/aX+lSqIYIKhGO/i7QOGshyzKMGXmI2xWOzGsp8Lqr3h3HZ11PQ9q5BNQZEAKVrvhGfMlohjE1Fw5e+kKXq520EB1UyEvMHyvqFOiGrPAU5CVmIysyDbnxWXCq7wZzrglxu8JR9+5GVXvCROU0deNbSDdkoemsGdyNo5rVGzYUjvUCOFHDBjHw2SBBEPC/lkPg5+yjdClUw1JPxeHch3sRu+UaXBp5wb2l7x3HxO+NgNZdB4/WJY+pM+eaAABiEaFQ5aCGOS9/qQW3Fj5wa+aDC18exNWfjsO/X0Po67oifncEnIPc4VjXBdEbLuPC5wcQ8ccZmLIMVXCmRGVnlEyYsmE+DJDQ/M3XofPn5KHqoK8fiMD/jWBXro3iq2ajREHAs51GK10G1TB9PVeEjGuHekNCkROTgSuLj0Iy/rcGliEtF+kXEuHdNbD0le9L6JGRZdmy2oUgCKg3pClavdYbrWb3hm+PBjCm5yHx0A34DwhG4qEbyLiSjKBHWgKigBvrLlbBmRKVT7ohEzO3vAvoHPJ343BzK/1GVHaimN+VSzaLgc9GqUQVmvs2Qd+GXZUuhWqQg5cezkEe8OoYgPrDmyM3Lgtp5xIs16edSwAEoUwzZgta9qQ80x3XSQbzHS1/olqEIOanwNht1+Deyg86byeknY2HRxt/6Hyd4dMlEGnnEyFLHN9DNS8mMwHzdn4Gjacnmr/5OlSO3Ie8qtR94H44hQSzK9eGMfDZMFmWMabdSLjpXJUuhaqRMdOA5OMxMGYW7irVB+S/7oa0XMtl6RcT4dzADRpnban3q9KqoHF1QF5yTqHLTVkGSHlm6HycirxdbnwmUs/Ew79Pw5vHG6HSa/Lv01ENSDJM2caynyBRFbqYdA2fHfoB+gb10fTVGdyNowro/P3Q4PHHOBPfxjHw2TBBEKBVaTC+/f+ULoWqkWQwI/LP80g+Gl3o8ozL+bNoHf1dAOR/AMiOzoC+vnuZ79s5xBPpFxMhmf6b7Zt6Nh4QBTgHexR5m+hNV+HduR40rg4AALWTBqaMPACAMSMPEAWoHflHlpRzIPI4fjm1Gm6tWqLRpOe5G0clNXrxeaC0ISJk9fiubONUogpdAtujU0AbHI46qXQ5VA0cPB3h0dYfcTvDIYgCHANckBOVgbhd4XBp5AmXxp4AAGNaLqRcE3Q++mLvKysyDWonDRw884/x7VEfqafjEPbLCfh0q4+8xGzEbL0Gr451oXW7szssMywF2ZFpaDCsueUy1ybeSDx0A451XJBw4AZcG3uVPn6QqJr9c2kbvPWeuK9XPxiTUxD+089Kl2ST/O4eCLeWLZQug6oA35XtgCRLeO6uJ+DhyEHK9qrekKbw6x2E5GMxCFt6CkmHo+DdJRBBj7a2dLOYMvO7UVWOmmLv58qio4jbEW75XufjhOAn2kIySgj//QwS9kfCp2sgAu5tXOTtYzZdhW/PoEKP4d2lHpyDPBCx8iwgSag3OLQKzpio8pacWImDN44jYOiDqDtksNLl2BytlycajhtjWXeTbJsg85W0C2bJjIuJ1zB3xwL+chIR3eKt/tPQxDsYFz9agMTde5QuxzYIApq/MRtubVpD5EQNu8AWPjuhElVo5tMIQ5vdo3QpRERW5bWtHyI2Ix5NXpkEtzatlS7HJtQdfD882rdj2LMjDHx2RBAEjGz5AEK9g5UuhYjIqkzdMB8Zhiw0mz0TTg0bKl2OVXMKboigMU8oXQZVMQY+OyPLwCtdn4KTtviB+0REtY1BMmHyxrdghIQW896Ag1/pa1XWRqJOh6YzpildBlUDBj47oxJFuOlc8Gynx5UuhYjIqqTnZWDG1vchOOrQcv4caNy4huntgidOgIOPNxdYtkMMfHZIJapwV722GBjSS+lSiIisSkxGHObv+gIaLy80n/M6RB134yjg3asH/Pr3ZdizUwx8dkqWZYxtPwKBbnWVLoWIyKqcT7yCLw79BH1QAzR9dRoDDvJ302j0/LOQJan0g8kmMfDZKUEQIEDAlO4ToVUVvy4bEVFttC/yKH49vQburVvn7yRRiwlqNUKnT4Go0UAQGQvsFV9ZO6YSVfB39sGYdiOVLoWIyOqsvbgF66/sgG/f3mjwxGily1FM/UcfgVPDhmzptHMMfHZOFEQMCOmBLvXaK10KEZHV+en4Chy6cRz1hg1FnQfuV7qcGufWpjXqDRvKlr1agK9wLSDJEp6963H46D2VLoWIyOp8tHchLieGoeGEsfDu0U3pcmqMxs0NoVNf4bi9WoKBrxYQBRFalQavdHsKKoEvORHR7V7f+hHiMxPRZPLLcGvVUulyqp2gVqPprBlQOzmxda+W4KtcS6hEFUI8G2BkS24gTkR0OwkSpmycjwxDNpq99iqcGgYpXVK1Cn5qPFyaNOa4vVqEga8WEQQBDzUbhE4BbZQuhYjI6hjMRkzZOB9GUUaLuW/AwddX6ZKqhf89d8P/nrvZslfL8NWuZWQAL3Udj4YegUqXQkRkddLyMjBrywcQ9I5oOf9NqF3tazcO1+bNEDxxAmRZVroUqmEMfLWMKAhQCSJe7fUCPBz/396dh0dRJ+oef6uqs5KNkAUIECBsCQQUUZRFEEFEZBy2MIjnHMQLKIIygoqAI4pw9egjPm7k4Bnn4gKjsgwqg4qioOACqCyyyxJkMRDWACFJV90/QiLIDiHVqXw/zyPE7urut0On+83vV/WraLfjAEDA+fXwbj391SsKjquixk+MlRkS4nakUhEcF6dGox+VVDTjg4qFwlcBWaalyOBKGn3jUIX4vPFGBgClac2ejXp56ZsKr1NbjUaNLPf7upnBwUob+5h84eHl/rng0lD4KijLtFQjqroevH4Av+kBwBkszlqqaas/UMxVVyll6BC341yWekOHKDy5FmWvAqPwVWCWaeqa6unq17S721EAICB9sO5TffLLIiV2aK9ad93pdpxLktT9DsW3a8tBGhUc//oVnGEY+lOjTrq5bmu3owBAQHrjh3e1dMcK1ezdU9W6dnE7zkWJufqqCn3aOPyOwgc5jqP/c82dapLQ0O0oABCQnvs6U7/s26Y6A+9RlVY3uB3ngoRWr6ZGj450OwYCBIUPMgxDhiE93OZeJUVWdTsOAASkMfP/W3uO5KjBiOGKatLY7TjnFBQToybjx8kICmYqF5IofDih+PRro9sNVWRwJbfjAEDAsWXroY/H60jhMaWNHa3w5GS3I52RFRamxk/+TUGVK8v0cZAGilD4UMIyLcWGxeiRtkPkM31uxwGAgJPvz9fITyao0JIaP/WEQuLj3Y50CsPnU+qYUQqvWUMmR+TiJBQ+nMIyLdWvUlv3XfsfbkcBgIC0P++gHvv8v2VWClPj8U/IFxnpdqQihqEGDz2oqMZpLL+C01D4cBrTMNW29nXqmVa+jkYDgLLy66Fdmvj1awqJj1dagJyNo849d6tKqxvYZw9nxKsCZ9Un/U9qXauF2zEAICCtzl6v15a/rYi6ddTw0ZGSi0UrqWd3Ve/WlYX0cVYUPpyV4zga2vJutaje1O0oABCQFm39Tv/8+SNVvvoq1bv/PlcyJHS4SbVZaw/nQeHDWRmGIdMwNKL1IDWv1sTtOAAQkGav/VjzN3+lxI4dVOvOv5TpY1e+prnqDRsix3HK9HFR/lD4cE5Fa/SZGtnmXjWrmuZ2HAAISP+7/J9avnOVavbprapdOpfJY0Y0qK9Gox6WJKZycV4UPpyXeWKk79G29yk9sZHbcQAgID371WvavD9LdQcPVOz1La/oY4UnJ6vxE4/LsCwO0sAF4VWCC2IapkzD1Ki296txQgO34wBAQBr96bPae2SfGj78kKIaX5lZkfDkZKVPHC8rLJTlV3DBKHy4YKZhyjJMPXbjUKXG13M7DgAEHFu2RnzytI4W5int8dEKT65VqvdP2cOlovDhopimKZ9hacyNw9Qwrq7bcQAg4OQV5mnEJ0+r0DLU+KknFBwXVyr3G16bsodLR+HDRTNNUz7TpzHtHlD9KnXcjgMAAWd/3kGNWfCczEqV1GT8OPkiIy7r/sJrJyt9AmUPl47Ch0timqaCzCA93v5BpcQG5gnEAcBNWQd36pnFkxWSEK+0v42RGRx8SfdD2UNpoPDhklmmqSDTp7+1H646lWu6HQcAAs7K39Zq8vJ3FJGSooYPP3TRZ+Og7KG0UPhwWSzTUrAVpCdu+quSY5LcjgMAAWfh1m/13pq5qtziGqXcN+iCb1e8z55J2UMpoPDhslmmpRArWONuekg1o6u7HQcAAs7MNfP0+ZbFqnpLJ9Xs2+e825eUvdBQmZQ9lAIKH0qFZVoK9YXoyZseUnJMDbfjAEDAmbJsmn7cuVq1/pKhqrfectbtIuqlUPZQ6ih8KDWWaSksKFRP3/ywmiamuh0HAALO//3qVW3dv/3E2TiuO+366GZN1WTieFmUPZQyw+GMyyhltmPLcaTMpW9p4dZv3Y4DAAHFNEy90nW8YkOitHrsEzq8dp0kqUrrVmo4YrhkGJwuDaWOwocrwnEcGYahd1d9qJlr/u12HAAIKGG+UL3adbxCbVMrHxmt6MZpqnvvQMlxKHu4Iih8uOIWbF6s15dNk9+x3Y4CAAEjNixGL936hMxCW77wcLfjwOP4NQJXXPs6rTTqxvsV6gtxOwoABIyDeYf0Q/baS16QGbgYjPChTPhtW78e2qkJC1/WgbxDbscBAFeF+kI0ovUgpSemyjQMt+OgAqDwocz4bb8O5B3S01++pB2Hd7sdBwBcUTk0WmPaDVNSVFVZJkfiomxQ+FCm/LZf+f4CPfPVq1q7Z5PbcQCgTNWIqqax7R5QdGgkZQ9lisKHMue3bTly9PK3b+ib7T+4HQcAykRafH092naIgq0gyh7KHIUPrihetuXNn2boo/Wfux0HAK6otsnX6b7r/lOmDJksuwIXUPjgunkbvtD/++l98VIE4DWWaem/ruqlW+u3L/lFF3ADhQ+ucxxHP+36WS999w8dyT/qdhwAKBWxYTEa0XqQUmKTZRqM6sFdFD4EhOIjeJ9f/D/6Zd82t+MAwGVpktBQD7UaqLCgUPbXQ0Cg8CFg+G2/JGnqTzP08cYv3Q0DAJfAkKE7Um/RX9L/JDlifz0EDAofAtK323/Q5O/f0rHCPLejAMAFCQ8K07CW/XVNUlO3owCnofAhIPltW3uP7tPzizO17cAOt+MAwDklx9TQI23uVWxYDFO4CEgUPgQsv+2X7Tj63+XT9cWWJW7HAYAzalf7eg1q0U+mYVD2ELAofAhoxcsYfLnlG/19+T913J/vdiQAkCQFmT7d3TxDHVPasuQKAh6FD+WC7djadThbz32dqZ2Hf3M7DoAKLj48Vg+3uVe1YpJYcgXlAoUP5Ybf9stv+zV56VtanLXM7TgAKqhmVdM0/IZ7FOoLYQoX5QaFD+VK8bTJp5sWaeqP76vALnQ7EoAKwjJM9Ui7Tb0a3yZHDiN7KFcofCiXbMdW1oGden7x/yj7yF634wDwuFrRSRrasr+SY5LYVw/lEoUP5Zbf9qvQ9uvNn2bqs1++kiNeygBKl2WY+nNqZ/Vq3LXo/5nCRTlF4UO5VjzFu27PJr32/ZvanbvH7UgAPCI5JknDWt6tmtHVGdVDuUfhgycUr9n3z1UfaO6Gz2U7ttuRAJRTlmmpe+qt6pl2mySHUT14AoUPnuI4jrYe+FWvfjdVWQc5QweAi5McU0PDrr9bNaOqMaoHT6HwwXP8tl+Sodlr52nWmo9VyJG8AM7DMi31SO2iHmldxKgevIjCB8+yHUe7D2fr1e+namPOFrfjAAhQtU+M6iVFVZPJqB48isIHT/PbfpmGqbkbPte7qz7k1GwASlimpZ5pRaN6jsOoHryNwocKwXZs5Rzdr9e+f0s/Z693Ow4Al9WpXEvDWvZX9aiqjOqhQqDwocKwbVumaerzX77Wmytm6lhBntuRAJSxEF+IeqTeqjtSb2FUDxUKhQ8Vjt+2dTg/V68vm6alO1a4HQdAGTAMQ+1r36B+Tf+siJBKnBYNFQ6FDxWS7dgyDVNrsjdq6k8ztGV/ltuRAFwhjRMa6u7mGaoVXb1ksXagoqHwoULz235ZpqWvty3V9JX/0p6j+9yOBKCUVItI0H9e1VPXJDUt+VkHKioKH6Ci4ufI0dz1CzR77cc6WnDM7UgALlGl4HD1atxVt9ZrL9bUA4pQ+ICT2I6tYwV5ev/nufpk08ITizgDKA8s09ItKTeqT3o3hVghskz20wOKUfiAPyj+kdh7dJ/e+mmWvv31B5cTATifa6o3Vf+reyuhUhVJYj894A8ofMBZFB/YsSlnq6b+9L7W793sdiQAf5AcU0P9r+6txgkNSpZeAnA6Ch9wHsU7e3//6096Z8Vs7crNdjsSUOHFhEbpL+l36KY6N8h2bPbTA86DwgdcoKL9+Qx9+stCzfj53zp8PNftSECFEx0SqdsadFDXBh1kmRZFD7hAFD7gIvltvwrsQn2wbr7mbfxCR/KPuh0J8Lz48Fj9qdEt6lC3tUzD5IAM4CJR+IBLZDu2CvyF+mTTQn20/jMdyDvkdiTAc2pEVdOfUzurTfK1nAoNuAwUPuAyFa3hJ32xebHmrJuv7CN73Y4ElHv1q9RR99Rb1YJFk4FSQeEDSonf9sswDC3JWq7Zaz/W9oM73Y4ElDtNE1PVI62L0hLqU/SAUkThA0pZ8YfUjztX64P18/Vz9ga3IwEBzTAMtUy6Wj3Suqh25RoUPeAKoPABV0jxh1bWgR2as+5TLdm+nDN3ACexTEs3JrdUj7RblRgRzzp6wBVE4QOusOIFnA/mHda/NyzQ/F++Um7+EbdjAa4J9YXo5rqtdUejzooJi5LtODI5MwZwRVH4gDLiOI4cOfLbfi3YskT/3vCFdh3+ze1YQJlpUKWuOtRtrTa1WshnBckQp0ADygqFD3BB8XTv+r2btWDzYn27/QcdK8xzOxZQ6qJCItWudkt1TGmrapEJ7J8HuITCB7jItm0ZhqFCu1Df/vqjvtzyjVZnrxc/lijPTMNUs6ppurlua11TPV2GYciQwWge4CIKHxAgikc+9h87oAWbv9HCrd9od+4et2MBFyyxUpxuqttKHeq2VkxoFKN5QACh8AEBqPiDcmPOFi3YvFhLti/XsQKmfBF4gqwgXV/jat1ctw1r5wEBjMIHBDDbsWXIUKHt13cnpnxXZa9jyheuq1O5ljrUbaUbk1sqLCiUogcEOAofUE4Uf6AeOHZIX2xZoi+3fstRvihTtaKT1CKpqVrXaqGa0dUpeUA5QuEDyqHiD9qt+7dr6Y4V+mHXam3elyVH/Dij9FimpbT4+mpRvamuq3GVqoRXlt/2yzRMDsAAyhkKH1COOY4j27FlmZYOH8/Vsh0r9cOu1Vq5ey3LvOCShAeF6epqjXVtUjM1r56uUF+ICm2/fIzkAeUahQ/wkOIPZr/t17q9v5QUQKZ+cS7xlaqUjOI1ikuRdeI1xHQt4B0UPsCjbMeWVLQm2p4jOUVTvztXa82ejSq0C11OBzcZMlQ3tpauTWqmljWuVlJU1VNeLwC8h8IHVBDFo3/5hfla8dta/bBzlX7YtVr7jx10OxrKQFx4rBrGpahJQgNdm9RMUaGR7I8HVCAUPqACOvmD/tdDu7Q2e6M27tuqjXu3aOfh3zj4o5yzTEt1YmqqYVxdNYxLUWp8PUWHRkkS++MBFRSFD4AK7UJZhiXDMHSsIE+b9m3Vhr1btDFnszbu26rDx3PdjohziAyupAZxKWoYV1epcfVUNzZZQZZPtmPLcRz2xQNA4cPlOXDggF544QV9+eWXys3NVcOGDTVixAi1aNGiZJvHHntMs2bNOuV2iYmJWrRo0VnvNz8/X88++6zmzp0ry7LUr18/DRkypFQyL1myRJMmTdKGDRsUHR2tbt266cEHH1RwcHDJNu+8847eeOMN7dmzR6mpqRo7dqzS09NL5fHLA8dx5HfskpGgvUf3a92eTdqYs0Wb9m3Vlv3b2Q/QJYYMVY9KVKO4FDWIq6u0+PpKjIiXVDR6ZzFFC+AMKHy4LAMGDFBOTo4ef/xxxcbGatq0aXr//fc1a9YspaSkSJJ69Oihtm3b6q677iq5nWVZio2NPev9vvLKK3rvvff06quvaufOnRo+fLgyMzPVrl27y8q7bt069erVS4MGDVL37t2VlZWlUaNGqXPnzho7dqwkafbs2XryySc1fvx4paamasqUKVq4cKHmzZt3zsxe57f9MgxDpmGq0PYr68AOrd/7izbu26KNOVuVnbuXqeBSZpmWqkUkqEZUNdWMrqb6VeqoYVyKwoJCTyvlAHAuPrcDIDDt3LlT48aNU79+/dS2bVuZ5ulH7m3btk2LFy/W9OnT1bx5c0nSmDFjtGjRIn300Ud68MEH5ff7tWnTJg0ZMkTx8fEX/Pg///yz0tLSlJ6ervT0dEVFRWnz5s0XXfgOHjyoWbNmadOmTZowYYJ27typHj166IEHHpAk1axZU126dNHixYtLbpOZmam77rpL3bp1kyRNnDhRHTt21IwZMzRo0KCLenwvOXla0GdaqhtbS7ViqquLeZMkqcBfqD1HcrTj8G7tPpyt3bl7tOvE3znH9nM6uHMIsoJUPbKo2BX/lxyTpISIuJKjZgttv8wThVuSDMOQz6DsAbgwFD6cUUxMjKpWrarhw4crNjZWffv2Vc+ePVW5cuWSbSpXrqwpU6aoSZMmJZcZhiHHcXTwYNGRn1u3btXx48dLRvsuVOvWrTVx4kQtWbJEq1atUn5+vjp27HjBt1+9erWmTZumuXPnqlq1aho8eLAkqUOHDurQoYOkomnLlStXav78+erUqZMkKScnR1u3btX1119fcl8+n08tWrTQ0qVLK3ThOxOf+ftbSJDlU/WoRFWNjJdtFy0GXTy1WGj7tffoPu049HsZ3J2brV2H92jv0X0lS4J4WZgvVIkRcaoakVD0d2SCqkcmqlpEgmLCokq2K7QLZco87ZcsRvIAXA4KH84oPDxcTz31lB555BF9+OGHevfdd/XSSy/ptttu05133qmmTZsqKirqtBG3efPmKSsrS23atJEkbdiwQYZhaOrUqVq0aJFM01S7du00fPhwRUZGnvXx+/btq1mzZumee+5RrVq1NHXqVNWsWfOcmY8fP6558+Zp2rRpWrNmjTp27KjMzEzdcMMNp23r9/vVvHlz5eXlKS0tTUOHDpUk7d69W5JUrVq1U7ZPSEjQunXrzv+Ng0zDlGmdXlaqRsQroVKc7ES/TNMsGany237lHNuvHYd+U3buXh06nqsjBUeVm39ER/KPKjf/96+P5B9VQYDsO+gzfYoMrqTIkAhFhkQoKuTE18ERijpxWXRIhKJCI1UlvLIigiuV3NZv++XIOaUwn3y/AFDaeGfBOUVERKhv377q27evfvzxR40ePVqzZ8/WggULlJSUdMq2y5cv1+jRo3XzzTeXjKJt3LhRpmkqKSlJmZmZ2rZtm5599llt2LBBU6dOPeNU8ZEjR/Too48qKytLVatWlSTVrl1bfr9fBQUFCg0NPWPW119/XS+//LIyMjI0efJkValS5azPy7Ztvf3229q/f78mTpyogQMHavr06Tp27JgknXIAhySFhITo+PHjF/6NwxmZhiHTOvVtxzItJVSKU3x4Ffkd/4ntzLMuAFzgL9DRgjzl5h9Rbv4RHcrLVW7B7+XwSP5R5RUW/VsZhqGiMUbjxNeGDKPowAfJkHliBLL4uuKMOrFdsBVcUuqiQiIUExqlyJAIRQRXUogv+LRsRfvV+SVHMgxT1hle38XPGQDKEoUP57Vv3z7NnDlT7733ng4ePKgBAwacVqY+++wzjRw5Us2aNdMLL7xQcvmwYcPUv39/RUUVTVk1aNBA8fHx6tOnj1atWqVmzZqd9niPPPKINm3apA8//FDHjh1TRkaGRowYoT59+uiBBx7QnDlzVL9+/dNu16FDB61cuVKzZs3Srl271LdvX7Vv316WdfqHa1BQUMlRt9HR0crIyNDy5csVFhYmqego4ZMdP3685DpcGUX7pJ3/LSnIClK0FaTo0KIR4uLzCTuOI53Yx808x1GqJ+9L6Jz05+/X/35t8fWGjAsqaRf6HACgrPHOhLNatmyZpk+frk8//VQpKSkaNGiQunXrdtoI29tvv60JEyaoU6dOev75508ZHTMMo6TsFWvQoIGkounTPxa+3NxcffbZZ5o0aVLJtOqkSZM0ePBgrVixQrVr1z5j2ZOktLQ0TZkyRdu3b9c777yjxx57TGFhYerdu7d69+6txMRErV69WkePHtV1111Xcrvi+/vtt9/UqlUrSVJ2dvYp+x1mZ2eXjDYisBiGIesiDl44eckS46Q//3AhAHgKJ03EGe3YsUP9+/eX3+/XP/7xD/3rX/9S7969Tyt706ZN0/jx49WvXz+9+OKLp02FjhgxQvfcc88pl61atUqSVK9evdMeNzg4WD6fT3v37i25rG3bturbt68OHjxYMlV8LjVr1tSoUaO0cOFC3X///Zo/f75GjhwpSZozZ45GjRolv99fsv2KFStK8sTGxqpOnTr67rvvSq4vLCzUsmXLTllbEACA8oQRPpxRbGysFixYoISEhLNus2XLFk2cOFGdOnXS4MGDlZOTU3JdaGioIiMjdfvtt+u+++7T5MmT1bVrV23ZskVPPfWUbr/99jMeuRscHKyMjAy98sorSkxMVGpqqr744gvNnDlTV111ld544w3VqVNHPXv2PO9zCAsLU0ZGhjIyMpSVlSVJ6tevn2bMmKFx48ZpwIAB2r59u8aNG6fOnTurUaNGkorWFpwwYYKSk5OVnp6uKVOmKC8vT7169brYbyMAAAGBhZdxyTIzMzVp0qQzXte9e3c988wzkqRPPvlEmZmZ2rx5syIjI9WtWzcNHz5cISEhZ7xtQUGBXnzxRc2ZM0cHDhxQvXr1NHDgQHXt2lXPPfecduzYoRdffPGSc69cuVLPPfecVq9erUqVKqlbt27661//esro5N///ne9+eabOnDggJo0aaKxY8cqNTX1kh8TAAA3UfhQ7jiOw6mjAAC4COzDh3KHsgcAwMWh8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHgchQ8AAMDjKHwAAAAeR+EDAADwOAofAACAx1H4AAAAPI7CBwAA4HEUPgAAAI+j8AEAAHjc/we67ksYr8R6+wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([under_20['Name'].count(),age20_25['Name'].count(), age25_30['Name'].count(), above30['Name'].count()])\n",
    "MyLabels=[\"<=20\", \">20 & <25\", \">25 & <30\", \">30\"]\n",
    "plt.title('Total Player With Age Groups', fontsize = 20)\n",
    "plt.pie(x, labels= MyLabels, autopct='%.1f%%')\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "349dd67f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "players_under_20=epl_df[epl_df['Age']<20]\n",
    "players_under_20['Club'].value_counts().plot(kind='bar',color=sns.color_palette(\"cubehelix\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "5ed92058",
   "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",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Club</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Matches</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Mins</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Passes_Attempted</th>\n",
       "      <th>Perc_Passes_Completed</th>\n",
       "      <th>Penalty_Goals</th>\n",
       "      <th>Penalty_Attempted</th>\n",
       "      <th>xG</th>\n",
       "      <th>xA</th>\n",
       "      <th>Yellow_Cards</th>\n",
       "      <th>Red_Cards</th>\n",
       "      <th>MinsPerMatch</th>\n",
       "      <th>GoalPerMatch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Mason Greenwood</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>18</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>1822</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>732</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.09</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>0.225806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Brandon Williams</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>188</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>85.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Amad Diallo</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>CIV</td>\n",
       "      <td>FW</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>64</td>\n",
       "      <td>84.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Anthony Elanga</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>SWE</td>\n",
       "      <td>FW</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>155</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>81.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Shola Shoretire</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Hannibal Mejbri</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>FRA</td>\n",
       "      <td>MF</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>William Thomas Fish</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Name               Club Nationality Position  Age  Matches  \\\n",
       "61      Mason Greenwood  Manchester United         ENG       FW   18       31   \n",
       "72     Brandon Williams  Manchester United         ENG       DF   19        4   \n",
       "73          Amad Diallo  Manchester United         CIV       FW   18        3   \n",
       "74       Anthony Elanga  Manchester United         SWE       FW   18        2   \n",
       "76      Shola Shoretire  Manchester United         ENG       FW   16        2   \n",
       "78      Hannibal Mejbri  Manchester United         FRA       MF   17        1   \n",
       "79  William Thomas Fish  Manchester United         ENG       DF   17        1   \n",
       "\n",
       "    Starts  Mins  Goals  Assists  Passes_Attempted  Perc_Passes_Completed  \\\n",
       "61      21  1822      7        2               732                   83.1   \n",
       "72       2   188      0        0               140                   85.7   \n",
       "73       2   166      0        1                64                   84.4   \n",
       "74       2   155      1        0                53                   81.1   \n",
       "76       0    11      0        0                 8                   75.0   \n",
       "78       0     9      0        0                 3                  100.0   \n",
       "79       0     1      0        0                 1                    0.0   \n",
       "\n",
       "    Penalty_Goals  Penalty_Attempted    xG    xA  Yellow_Cards  Red_Cards  \\\n",
       "61              0                  0  0.37  0.09             2          0   \n",
       "72              0                  0  0.05  0.01             0          0   \n",
       "73              0                  0  0.02  0.26             0          0   \n",
       "74              0                  0  0.16  0.02             0          0   \n",
       "76              0                  0  0.00  0.00             0          0   \n",
       "78              0                  0  0.00  0.00             0          0   \n",
       "79              0                  0  0.00  0.00             0          0   \n",
       "\n",
       "    MinsPerMatch  GoalPerMatch  \n",
       "61            58      0.225806  \n",
       "72            47      0.000000  \n",
       "73            55      0.000000  \n",
       "74            77      0.500000  \n",
       "76             5      0.000000  \n",
       "78             9      0.000000  \n",
       "79             1      0.000000  "
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players_under_20[players_under_20['Club']== 'Manchester United']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "f20495cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Club</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Matches</th>\n",
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       "      <th>Mins</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Passes_Attempted</th>\n",
       "      <th>Perc_Passes_Completed</th>\n",
       "      <th>Penalty_Goals</th>\n",
       "      <th>Penalty_Attempted</th>\n",
       "      <th>xG</th>\n",
       "      <th>xA</th>\n",
       "      <th>Yellow_Cards</th>\n",
       "      <th>Red_Cards</th>\n",
       "      <th>MinsPerMatch</th>\n",
       "      <th>GoalPerMatch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Callum Hudson-Odoi</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW,DF</td>\n",
       "      <td>19</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>1059</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>659</td>\n",
       "      <td>82.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0.086957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Billy Gilmour</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>SCO</td>\n",
       "      <td>MF</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>261</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>215</td>\n",
       "      <td>89.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0.000000</td>\n",
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      ],
      "text/plain": [
       "                  Name     Club Nationality Position  Age  Matches  Starts  \\\n",
       "18  Callum Hudson-Odoi  Chelsea         ENG    FW,DF   19       23      10   \n",
       "21       Billy Gilmour  Chelsea         SCO       MF   19        5       3   \n",
       "\n",
       "    Mins  Goals  Assists  Passes_Attempted  Perc_Passes_Completed  \\\n",
       "18  1059      2        3               659                   82.2   \n",
       "21   261      0        0               215                   89.3   \n",
       "\n",
       "    Penalty_Goals  Penalty_Attempted    xG    xA  Yellow_Cards  Red_Cards  \\\n",
       "18              0                  0  0.12  0.26             0          0   \n",
       "21              0                  0  0.01  0.04             0          0   \n",
       "\n",
       "    MinsPerMatch  GoalPerMatch  \n",
       "18            46      0.086957  \n",
       "21            52      0.000000  "
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players_under_20[players_under_20['Club']== 'Chelsea']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "29ae63c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19]),\n",
       " [Text(0, 0, 'Chelsea'),\n",
       "  Text(1, 0, 'Manchester City'),\n",
       "  Text(2, 0, 'Manchester United'),\n",
       "  Text(3, 0, 'Liverpool FC'),\n",
       "  Text(4, 0, 'Leicester City'),\n",
       "  Text(5, 0, 'West Ham United'),\n",
       "  Text(6, 0, 'Tottenham Hotspur'),\n",
       "  Text(7, 0, 'Arsenal'),\n",
       "  Text(8, 0, 'Leeds United'),\n",
       "  Text(9, 0, 'Everton'),\n",
       "  Text(10, 0, 'Aston Villa'),\n",
       "  Text(11, 0, 'Newcastle United'),\n",
       "  Text(12, 0, 'Wolverhampton Wanderers'),\n",
       "  Text(13, 0, 'Crystal Palace'),\n",
       "  Text(14, 0, 'Southampton'),\n",
       "  Text(15, 0, 'Brighton'),\n",
       "  Text(16, 0, 'Burnley'),\n",
       "  Text(17, 0, 'Fulham'),\n",
       "  Text(18, 0, 'West Bromwich Albion'),\n",
       "  Text(19, 0, 'Sheffield United')])"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.boxplot(x = 'Club', y= 'Age', data=epl_df)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "2fa8def8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Club\n",
       "Crystal Palace             28.333333\n",
       "West Ham United            27.500000\n",
       "Burnley                    27.040000\n",
       "West Bromwich Albion       26.766667\n",
       "Newcastle United           26.074074\n",
       "Manchester City            25.708333\n",
       "Tottenham Hotspur          25.625000\n",
       "Chelsea                    25.592593\n",
       "Leicester City             25.592593\n",
       "Liverpool FC               25.571429\n",
       "Everton                    25.413793\n",
       "Leeds United               25.347826\n",
       "Fulham                     25.035714\n",
       "Arsenal                    24.965517\n",
       "Sheffield United           24.814815\n",
       "Brighton                   24.555556\n",
       "Wolverhampton Wanderers    24.444444\n",
       "Aston Villa                24.291667\n",
       "Southampton                24.137931\n",
       "Manchester United          23.862069\n",
       "dtype: float64"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_player = epl_df.groupby('Club').size()\n",
    "data = epl_df.groupby('Club')['Age'].sum()/num_player\n",
    "data.sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "27679d5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Plot Of Club vs Total Assists')"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Assist_by_clubs= pd.DataFrame(epl_df.groupby('Club', as_index=False)['Assists'].sum())\n",
    "sns.set_theme(style='whitegrid',color_codes=True)\n",
    "ax=sns.barplot(x='Club',y='Assists',data=Assist_by_clubs.sort_values(by='Assists'), palette= 'Set2')\n",
    "ax.set_xlabel(\"Club\",fontsize=30)\n",
    "ax.set_ylabel('Assists', fontsize=20)\n",
    "plt.xticks(rotation=75,fontsize=15)\n",
    "plt.rcParams[\"figure.figsize\"]=(20,8)\n",
    "plt.title('Plot Of Club vs Total Assists', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "8d119b9d",
   "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>Name</th>\n",
       "      <th>Club</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Harry Kane</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>14</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>12</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Bruno Fernandes</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>12</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Son Heung-min</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>10</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Jack Grealish</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>10</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Marcus Rashford</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>9</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Jamie Vardy</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>9</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Raphael Dias Belloli</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>9</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Timo Werner</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>8</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Aaron Cresswell</td>\n",
       "      <td>West Ham United</td>\n",
       "      <td>8</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Name               Club  Assists  Matches\n",
       "162            Harry Kane  Tottenham Hotspur       14       35\n",
       "34        Kevin De Bruyne    Manchester City       12       25\n",
       "51        Bruno Fernandes  Manchester United       12       37\n",
       "161         Son Heung-min  Tottenham Hotspur       10       37\n",
       "273         Jack Grealish        Aston Villa       10       26\n",
       "54        Marcus Rashford  Manchester United        9       37\n",
       "110           Jamie Vardy     Leicester City        9       34\n",
       "220  Raphael Dias Belloli       Leeds United        9       30\n",
       "2             Timo Werner            Chelsea        8       35\n",
       "136       Aaron Cresswell    West Ham United        8       36"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_10_assists = epl_df[['Name','Club','Assists','Matches']].nlargest(n=10, columns ='Assists')\n",
    "top_10_assists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "d8dca463",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Plot Of Club vs Total Goals')"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Goals_by_clubs=pd.DataFrame(epl_df.groupby('Club', as_index=False)['Goals'].sum())\n",
    "sns.set_theme(style='whitegrid',color_codes=True)\n",
    "ax=sns.barplot(x='Club',y='Goals',data=Goals_by_clubs.sort_values(by='Goals'), palette= 'rocket')\n",
    "ax.set_xlabel(\"Club\",fontsize=30)\n",
    "ax.set_ylabel('Assists', fontsize=20)\n",
    "plt.xticks(rotation=75,fontsize=15)\n",
    "plt.rcParams[\"figure.figsize\"]=(20,8)\n",
    "plt.title('Plot Of Club vs Total Goals', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "9c95839f",
   "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>Name</th>\n",
       "      <th>Club</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Harry Kane</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>23</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>Liverpool FC</td>\n",
       "      <td>22</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Bruno Fernandes</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>18</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Son Heung-min</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>17</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Patrick Bamford</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>17</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Dominic Calvert-Lewin</td>\n",
       "      <td>Everton</td>\n",
       "      <td>16</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Jamie Vardy</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>15</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Ollie Watkins</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>14</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>İlkay Gündoğan</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>13</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Alexandre Lacazette</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name               Club  Goals  Matches\n",
       "162             Harry Kane  Tottenham Hotspur     23       35\n",
       "81           Mohamed Salah       Liverpool FC     22       37\n",
       "51         Bruno Fernandes  Manchester United     18       37\n",
       "161          Son Heung-min  Tottenham Hotspur     17       37\n",
       "214        Patrick Bamford       Leeds United     17       38\n",
       "237  Dominic Calvert-Lewin            Everton     16       33\n",
       "110            Jamie Vardy     Leicester City     15       34\n",
       "267          Ollie Watkins        Aston Villa     14       37\n",
       "33          İlkay Gündoğan    Manchester City     13       28\n",
       "191    Alexandre Lacazette            Arsenal     13       31"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_10_Goals = epl_df[['Name','Club','Goals','Matches']].nlargest(n=10, columns ='Goals')\n",
    "top_10_Goals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "64dbf016",
   "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>Name</th>\n",
       "      <th>GoalPerMatch</th>\n",
       "      <th>Goals</th>\n",
       "      <th>Matches</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Harry Kane</td>\n",
       "      <td>0.657143</td>\n",
       "      <td>23</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Mohamed Salah</td>\n",
       "      <td>0.594595</td>\n",
       "      <td>22</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Joe Willock</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Jesse Lingard</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Gareth Bale</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Anthony Elanga</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Bruno Fernandes</td>\n",
       "      <td>0.486486</td>\n",
       "      <td>18</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Dominic Calvert-Lewin</td>\n",
       "      <td>0.484848</td>\n",
       "      <td>16</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Kelechi Iheanacho</td>\n",
       "      <td>0.480000</td>\n",
       "      <td>12</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Diogo Jota</td>\n",
       "      <td>0.473684</td>\n",
       "      <td>9</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name  GoalPerMatch  Goals  Matches\n",
       "162             Harry Kane      0.657143     23       35\n",
       "81           Mohamed Salah      0.594595     22       37\n",
       "307            Joe Willock      0.571429      8       14\n",
       "145          Jesse Lingard      0.562500      9       16\n",
       "175            Gareth Bale      0.550000     11       20\n",
       "74          Anthony Elanga      0.500000      1        2\n",
       "51         Bruno Fernandes      0.486486     18       37\n",
       "237  Dominic Calvert-Lewin      0.484848     16       33\n",
       "120      Kelechi Iheanacho      0.480000     12       25\n",
       "92              Diogo Jota      0.473684      9       19"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_10_goals_per_match = epl_df[['Name','GoalPerMatch','Goals','Matches']].nlargest(n=10, columns ='GoalPerMatch')\n",
    "top_10_goals_per_match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "ca305a02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "assists=epl_df['Assists'].sum()\n",
    "data=[Total_Goals- assists, assists]\n",
    "labels=['Goals without assists','Goals with assists' ]\n",
    "color=sns.color_palette('Set1')\n",
    "plt.pie(data,labels=labels,colors=color,autopct='%.0f%%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "e2eb2013",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'John McGinn'),\n",
       " Text(1, 0, 'Harry Maguire'),\n",
       " Text(2, 0, 'Conor Gallagher'),\n",
       " Text(3, 0, 'Kalvin Phillips'),\n",
       " Text(4, 0, 'Douglas Luiz'),\n",
       " Text(5, 0, 'Pierre Højbjerg'),\n",
       " Text(6, 0, 'Mason Holgate'),\n",
       " Text(7, 0, 'John Lundstram'),\n",
       " Text(8, 0, 'Luka Milivojević'),\n",
       " Text(9, 0, 'Rúben Neves')]"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epl_yellow = epl_df.sort_values(by='Yellow_Cards', ascending=False)[:10]\n",
    "\n",
    "plt.figure(figsize=(20, 6))\n",
    "plt.title(\"Players with the most yellow cards\")\n",
    "c = sns.barplot(x=epl_yellow['Name'], y=epl_yellow['Yellow_Cards'], label='Players', color=\"yellow\")\n",
    "plt.ylabel(\"Number of Yellow cards\")\n",
    "c.set_xticklabels(c.get_xticklabels(), rotation=45)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eaa1b2eb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}