capital_gain_finder.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>league</th>\n",
       "      <th>season</th>\n",
       "      <th>window</th>\n",
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       "      <th>team_name</th>\n",
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       "      <th>player_name</th>\n",
       "      <th>player_age</th>\n",
       "      <th>...</th>\n",
       "      <th>counter_team_id</th>\n",
       "      <th>counter_team_name</th>\n",
       "      <th>counter_team_country</th>\n",
       "      <th>transfer_fee_amnt</th>\n",
       "      <th>market_val_amnt</th>\n",
       "      <th>is_free</th>\n",
       "      <th>is_loan</th>\n",
       "      <th>is_loan_end</th>\n",
       "      <th>is_retired</th>\n",
       "      <th>transfer_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
       "      <td>985</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>in</td>\n",
       "      <td>33544</td>\n",
       "      <td>Antonio Valencia</td>\n",
       "      <td>23.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1071</td>\n",
       "      <td>Wigan Athletic</td>\n",
       "      <td>England</td>\n",
       "      <td>18800000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>310832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
       "      <td>985</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>in</td>\n",
       "      <td>62049</td>\n",
       "      <td>Mame Diouf</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>687</td>\n",
       "      <td>Molde FK</td>\n",
       "      <td>Norway</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>1600000.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>319841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
       "      <td>985</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>in</td>\n",
       "      <td>43261</td>\n",
       "      <td>Gabriel Obertan</td>\n",
       "      <td>20.0</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>FC Girondins Bordeaux</td>\n",
       "      <td>France</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>315185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
       "      <td>985</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>in</td>\n",
       "      <td>1397</td>\n",
       "      <td>Michael Owen</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>762</td>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>England</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>306421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
       "      <td>985</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>in</td>\n",
       "      <td>73538</td>\n",
       "      <td>Scott Moffatt</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5242</td>\n",
       "      <td>Manchester United U18</td>\n",
       "      <td>England</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>339015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>82377</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>1014243</td>\n",
       "      <td>Vivaldo Semedo</td>\n",
       "      <td>19.0</td>\n",
       "      <td>...</td>\n",
       "      <td>410</td>\n",
       "      <td>Udinese Calcio</td>\n",
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       "    <tr>\n",
       "      <th>82378</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>925584</td>\n",
       "      <td>Axel Guessand</td>\n",
       "      <td>19.0</td>\n",
       "      <td>...</td>\n",
       "      <td>410</td>\n",
       "      <td>Udinese Calcio</td>\n",
       "      <td>Italy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>4832825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82379</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>746838</td>\n",
       "      <td>Zach Booth</td>\n",
       "      <td>20.0</td>\n",
       "      <td>...</td>\n",
       "      <td>39341</td>\n",
       "      <td>Leicester City U21</td>\n",
       "      <td>England</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <td>4623166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82380</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>967948</td>\n",
       "      <td>Garang Kuol</td>\n",
       "      <td>19.0</td>\n",
       "      <td>...</td>\n",
       "      <td>762</td>\n",
       "      <td>Newcastle United</td>\n",
       "      <td>England</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>4569682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82381</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>w</td>\n",
       "      <td>1304</td>\n",
       "      <td>Heracles Almelo</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>in</td>\n",
       "      <td>240889</td>\n",
       "      <td>Anas Ouahim</td>\n",
       "      <td>27.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2481</td>\n",
       "      <td>FC Sheriff Tiraspol</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>4923979</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82382 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      league  season window  team_id          team_name team_country   dir  \\\n",
       "0        GB1    2009      s      985  Manchester United      England    in   \n",
       "1        GB1    2009      s      985  Manchester United      England    in   \n",
       "2        GB1    2009      s      985  Manchester United      England    in   \n",
       "3        GB1    2009      s      985  Manchester United      England    in   \n",
       "4        GB1    2009      s      985  Manchester United      England    in   \n",
       "...      ...     ...    ...      ...                ...          ...   ...   \n",
       "82377    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82378    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82379    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82380    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82381    NL1    2024      w     1304    Heracles Almelo      Moldova    in   \n",
       "\n",
       "       player_id       player_name  player_age  ... counter_team_id  \\\n",
       "0          33544  Antonio Valencia        23.0  ...            1071   \n",
       "1          62049        Mame Diouf        21.0  ...             687   \n",
       "2          43261   Gabriel Obertan        20.0  ...              40   \n",
       "3           1397      Michael Owen        29.0  ...             762   \n",
       "4          73538     Scott Moffatt        18.0  ...            5242   \n",
       "...          ...               ...         ...  ...             ...   \n",
       "82377    1014243    Vivaldo Semedo        19.0  ...             410   \n",
       "82378     925584     Axel Guessand        19.0  ...             410   \n",
       "82379     746838        Zach Booth        20.0  ...           39341   \n",
       "82380     967948       Garang Kuol        19.0  ...             762   \n",
       "82381     240889       Anas Ouahim        27.0  ...            2481   \n",
       "\n",
       "           counter_team_name counter_team_country transfer_fee_amnt  \\\n",
       "0             Wigan Athletic              England        18800000.0   \n",
       "1                   Molde FK               Norway         4500000.0   \n",
       "2      FC Girondins Bordeaux               France         4000000.0   \n",
       "3           Newcastle United              England               0.0   \n",
       "4      Manchester United U18              England               NaN   \n",
       "...                      ...                  ...               ...   \n",
       "82377         Udinese Calcio                Italy               NaN   \n",
       "82378         Udinese Calcio                Italy               NaN   \n",
       "82379     Leicester City U21              England               NaN   \n",
       "82380       Newcastle United              England               NaN   \n",
       "82381    FC Sheriff Tiraspol              Moldova               NaN   \n",
       "\n",
       "      market_val_amnt is_free  is_loan  is_loan_end  is_retired  transfer_id  \n",
       "0                 NaN   False    False        False       False       310832  \n",
       "1           1600000.0   False    False        False       False       319841  \n",
       "2            400000.0   False    False        False       False       315185  \n",
       "3                 NaN    True    False        False       False       306421  \n",
       "4                 NaN   False    False        False       False       339015  \n",
       "...               ...     ...      ...          ...         ...          ...  \n",
       "82377           500.0   False     True         True       False      4844834  \n",
       "82378           500.0   False     True         True       False      4832825  \n",
       "82379           500.0   False     True         True       False      4623166  \n",
       "82380           700.0   False     True         True       False      4569682  \n",
       "82381           700.0   False     True         True       False      4923979  \n",
       "\n",
       "[82382 rows x 23 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('dataset/transfers_complete.csv')\n",
    "original_data = df\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>league</th>\n",
       "      <th>season</th>\n",
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       "      <th>season_ord</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
       "      <td>985</td>\n",
       "      <td>Manchester United</td>\n",
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       "      <td>310832</td>\n",
       "      <td>2009.2</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
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       "      <td>in</td>\n",
       "      <td>62049</td>\n",
       "      <td>Mame Diouf</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Molde FK</td>\n",
       "      <td>Norway</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>1600000.0</td>\n",
       "      <td>False</td>\n",
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       "      <td>319841</td>\n",
       "      <td>2009.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
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       "      <td>...</td>\n",
       "      <td>FC Girondins Bordeaux</td>\n",
       "      <td>France</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>315185</td>\n",
       "      <td>2009.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
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       "      <td>Scott Moffatt</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Manchester United U18</td>\n",
       "      <td>England</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
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       "      <td>339015</td>\n",
       "      <td>2009.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>GB1</td>\n",
       "      <td>2009</td>\n",
       "      <td>s</td>\n",
       "      <td>985</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>left</td>\n",
       "      <td>8198</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>94000000.0</td>\n",
       "      <td>45000000.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>308498</td>\n",
       "      <td>2009.2</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82371</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>672100</td>\n",
       "      <td>Darius Johnson</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4958717</td>\n",
       "      <td>2024.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82372</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>508642</td>\n",
       "      <td>Ibrahim El Kadiri</td>\n",
       "      <td>22.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>0.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4958716</td>\n",
       "      <td>2024.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82373</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>638666</td>\n",
       "      <td>Josh Flint</td>\n",
       "      <td>23.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>0.0</td>\n",
       "      <td>450.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4958707</td>\n",
       "      <td>2024.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82374</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>474838</td>\n",
       "      <td>Brian Plat</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>0.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4958706</td>\n",
       "      <td>2024.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82375</th>\n",
       "      <td>NL1</td>\n",
       "      <td>2024</td>\n",
       "      <td>s</td>\n",
       "      <td>724</td>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>left</td>\n",
       "      <td>257986</td>\n",
       "      <td>Damon Mirani</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>Without Club</td>\n",
       "      <td>0.0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4958703</td>\n",
       "      <td>2024.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26867 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      league  season window  team_id          team_name team_country   dir  \\\n",
       "0        GB1    2009      s      985  Manchester United      England    in   \n",
       "1        GB1    2009      s      985  Manchester United      England    in   \n",
       "2        GB1    2009      s      985  Manchester United      England    in   \n",
       "4        GB1    2009      s      985  Manchester United      England    in   \n",
       "12       GB1    2009      s      985  Manchester United      England  left   \n",
       "...      ...     ...    ...      ...                ...          ...   ...   \n",
       "82371    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82372    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82373    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82374    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "82375    NL1    2024      s      724        FC Volendam      Belgium  left   \n",
       "\n",
       "       player_id        player_name  player_age  ...      counter_team_name  \\\n",
       "0          33544   Antonio Valencia        23.0  ...         Wigan Athletic   \n",
       "1          62049         Mame Diouf        21.0  ...               Molde FK   \n",
       "2          43261    Gabriel Obertan        20.0  ...  FC Girondins Bordeaux   \n",
       "4          73538      Scott Moffatt        18.0  ...  Manchester United U18   \n",
       "12          8198  Cristiano Ronaldo        24.0  ...            Real Madrid   \n",
       "...          ...                ...         ...  ...                    ...   \n",
       "82371     672100     Darius Johnson        24.0  ...           Without Club   \n",
       "82372     508642  Ibrahim El Kadiri        22.0  ...           Without Club   \n",
       "82373     638666         Josh Flint        23.0  ...           Without Club   \n",
       "82374     474838         Brian Plat        24.0  ...           Without Club   \n",
       "82375     257986       Damon Mirani        28.0  ...           Without Club   \n",
       "\n",
       "      counter_team_country transfer_fee_amnt market_val_amnt is_free is_loan  \\\n",
       "0                  England        18800000.0             NaN   False   False   \n",
       "1                   Norway         4500000.0       1600000.0   False   False   \n",
       "2                   France         4000000.0        400000.0   False   False   \n",
       "4                  England               0.0             NaN   False   False   \n",
       "12                   Spain        94000000.0      45000000.0   False   False   \n",
       "...                    ...               ...             ...     ...     ...   \n",
       "82371         Without Club               0.0           250.0   False   False   \n",
       "82372         Without Club               0.0           300.0   False   False   \n",
       "82373         Without Club               0.0           450.0   False   False   \n",
       "82374         Without Club               0.0           600.0   False   False   \n",
       "82375         Without Club               0.0           550.0   False   False   \n",
       "\n",
       "       is_loan_end  is_retired  transfer_id  season_ord  \n",
       "0            False       False       310832      2009.2  \n",
       "1            False       False       319841      2009.2  \n",
       "2            False       False       315185      2009.2  \n",
       "4            False       False       339015      2009.2  \n",
       "12           False       False       308498      2009.2  \n",
       "...            ...         ...          ...         ...  \n",
       "82371        False       False      4958717      2024.2  \n",
       "82372        False       False      4958716      2024.2  \n",
       "82373        False       False      4958707      2024.2  \n",
       "82374        False       False      4958706      2024.2  \n",
       "82375        False       False      4958703      2024.2  \n",
       "\n",
       "[26867 rows x 24 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df[\"is_free\"] == False]\n",
    "df = df[df[\"is_loan\"] == False]\n",
    "df = df[df[\"is_loan_end\"] == False]\n",
    "df = df[df[\"is_retired\"] == False]\n",
    "\n",
    "df[\"transfer_fee_amnt\"] = df[\"transfer_fee_amnt\"].fillna(0)\n",
    "df[\"season_ord\"] = df.apply(lambda row: row[\"season\"] + 0.1 if row['window']==\"w\" else row[\"season\"] + 0.2, axis=1)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_keep = ['team_name', 'player_id', 'transfer_fee_amnt', 'season', 'season_ord', 'window']\n",
    "\n",
    "in_tr = df[df[\"dir\"]==\"in\"][to_keep]\n",
    "left_tr = df[df[\"dir\"]==\"left\"][to_keep]\n",
    "\n",
    "in_tr = in_tr.rename(columns={\"transfer_fee_amnt\": \"arrival_fee_amnt\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>team_name</th>\n",
       "      <th>player_id</th>\n",
       "      <th>transfer_fee_amnt</th>\n",
       "      <th>season_left</th>\n",
       "      <th>season_ord_left</th>\n",
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       "      <th>season_in</th>\n",
       "      <th>season_ord_in</th>\n",
       "      <th>window_in</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>8198</td>\n",
       "      <td>94000000.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>2021.0</td>\n",
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       "      <td>s</td>\n",
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       "      <th>25</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>57488</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2009</td>\n",
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       "    <tr>\n",
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       "      <td>West Ham United</td>\n",
       "      <td>12691</td>\n",
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       "      <td>2009</td>\n",
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       "      <td>3200000.0</td>\n",
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       "      <td>s</td>\n",
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       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Everton FC</td>\n",
       "      <td>3826</td>\n",
       "      <td>840000.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>2009.1</td>\n",
       "      <td>w</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
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       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Fulham FC</td>\n",
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       "    <tr>\n",
       "      <th>11866</th>\n",
       "      <td>NEC Nijmegen</td>\n",
       "      <td>694039</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
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       "      <td>2022.0</td>\n",
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       "    <tr>\n",
       "      <th>11867</th>\n",
       "      <td>Sparta Rotterdam</td>\n",
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       "      <td>Sparta Rotterdam</td>\n",
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       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>2022.2</td>\n",
       "      <td>s</td>\n",
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       "    <tr>\n",
       "      <th>11871</th>\n",
       "      <td>FC Utrecht</td>\n",
       "      <td>369552</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
       "      <td>s</td>\n",
       "      <td>1250000.0</td>\n",
       "      <td>2022.0</td>\n",
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       "      <td>s</td>\n",
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       "      <th>11872</th>\n",
       "      <td>FC Volendam</td>\n",
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       "  </tbody>\n",
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       "<p>6758 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               team_name  player_id  transfer_fee_amnt  season_left  \\\n",
       "0      Manchester United       8198         94000000.0         2009   \n",
       "25     Tottenham Hotspur      57488                0.0         2009   \n",
       "28       West Ham United      12691          5700000.0         2009   \n",
       "79            Everton FC       3826           840000.0         2009   \n",
       "82             Fulham FC      61723                0.0         2009   \n",
       "...                  ...        ...                ...          ...   \n",
       "11866       NEC Nijmegen     694039                0.0         2024   \n",
       "11867   Sparta Rotterdam     593824                0.0         2024   \n",
       "11868   Sparta Rotterdam     159143                0.0         2024   \n",
       "11871         FC Utrecht     369552                0.0         2024   \n",
       "11872        FC Volendam     702856                0.0         2024   \n",
       "\n",
       "       season_ord_left window_left  arrival_fee_amnt  season_in  \\\n",
       "0               2009.2           s        15000000.0     2021.0   \n",
       "25              2009.2           s               0.0     2010.0   \n",
       "28              2009.2           s         3200000.0     2012.0   \n",
       "79              2009.1           w               0.0     2009.0   \n",
       "82              2009.1           w               0.0     2009.0   \n",
       "...                ...         ...               ...        ...   \n",
       "11866           2024.2           s               0.0     2022.0   \n",
       "11867           2024.2           s               0.0     2022.0   \n",
       "11868           2024.2           s               0.0     2022.0   \n",
       "11871           2024.2           s         1250000.0     2022.0   \n",
       "11872           2024.2           s               0.0     2022.0   \n",
       "\n",
       "       season_ord_in window_in  \n",
       "0             2021.2         s  \n",
       "25            2010.1         w  \n",
       "28            2012.2         s  \n",
       "79            2009.2         s  \n",
       "82            2009.2         s  \n",
       "...              ...       ...  \n",
       "11866         2022.2         s  \n",
       "11867         2022.2         s  \n",
       "11868         2022.2         s  \n",
       "11871         2022.2         s  \n",
       "11872         2022.1         w  \n",
       "\n",
       "[6758 rows x 10 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df = pd.merge(left_tr, in_tr, on=['team_name', 'player_id'], how='left', suffixes=[\"_left\", \"_in\"])\n",
    "merged_df = merged_df.dropna()\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\satri\\AppData\\Local\\Temp\\ipykernel_2524\\3990958540.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  merged_df[\"gain\"] = merged_df[\"transfer_fee_amnt\"] - merged_df[\"arrival_fee_amnt\"]\n"
     ]
    },
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>team_name</th>\n",
       "      <th>player_id</th>\n",
       "      <th>transfer_fee_amnt</th>\n",
       "      <th>season_left</th>\n",
       "      <th>season_ord_left</th>\n",
       "      <th>window_left</th>\n",
       "      <th>arrival_fee_amnt</th>\n",
       "      <th>season_in</th>\n",
       "      <th>season_ord_in</th>\n",
       "      <th>window_in</th>\n",
       "      <th>gain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Wigan Athletic</td>\n",
       "      <td>12807</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>2010.2</td>\n",
       "      <td>s</td>\n",
       "      <td>2300000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
       "      <td>-1100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Manchester United</td>\n",
       "      <td>73538</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>2010.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Wolverhampton Wanderers</td>\n",
       "      <td>29975</td>\n",
       "      <td>1680000.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>2010.2</td>\n",
       "      <td>s</td>\n",
       "      <td>1400000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
       "      <td>280000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>23197</td>\n",
       "      <td>2200000.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>2010.2</td>\n",
       "      <td>s</td>\n",
       "      <td>6800000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
       "      <td>-4600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>West Ham United</td>\n",
       "      <td>66109</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>2010.2</td>\n",
       "      <td>s</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
       "      <td>-450000.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11866</th>\n",
       "      <td>NEC Nijmegen</td>\n",
       "      <td>694039</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>2022.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11867</th>\n",
       "      <td>Sparta Rotterdam</td>\n",
       "      <td>593824</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>2022.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11868</th>\n",
       "      <td>Sparta Rotterdam</td>\n",
       "      <td>159143</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>2022.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11871</th>\n",
       "      <td>FC Utrecht</td>\n",
       "      <td>369552</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
       "      <td>s</td>\n",
       "      <td>1250000.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>2022.2</td>\n",
       "      <td>s</td>\n",
       "      <td>-1250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11872</th>\n",
       "      <td>FC Volendam</td>\n",
       "      <td>702856</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>2024.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>2022.1</td>\n",
       "      <td>w</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5962 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     team_name  player_id  transfer_fee_amnt  season_left  \\\n",
       "102             Wigan Athletic      12807          1200000.0         2010   \n",
       "108          Manchester United      73538                0.0         2010   \n",
       "122    Wolverhampton Wanderers      29975          1680000.0         2010   \n",
       "130            West Ham United      23197          2200000.0         2010   \n",
       "131            West Ham United      66109           750000.0         2010   \n",
       "...                        ...        ...                ...          ...   \n",
       "11866             NEC Nijmegen     694039                0.0         2024   \n",
       "11867         Sparta Rotterdam     593824                0.0         2024   \n",
       "11868         Sparta Rotterdam     159143                0.0         2024   \n",
       "11871               FC Utrecht     369552                0.0         2024   \n",
       "11872              FC Volendam     702856                0.0         2024   \n",
       "\n",
       "       season_ord_left window_left  arrival_fee_amnt  season_in  \\\n",
       "102             2010.2           s         2300000.0     2009.0   \n",
       "108             2010.2           s               0.0     2009.0   \n",
       "122             2010.2           s         1400000.0     2009.0   \n",
       "130             2010.2           s         6800000.0     2009.0   \n",
       "131             2010.2           s         1200000.0     2009.0   \n",
       "...                ...         ...               ...        ...   \n",
       "11866           2024.2           s               0.0     2022.0   \n",
       "11867           2024.2           s               0.0     2022.0   \n",
       "11868           2024.2           s               0.0     2022.0   \n",
       "11871           2024.2           s         1250000.0     2022.0   \n",
       "11872           2024.2           s               0.0     2022.0   \n",
       "\n",
       "       season_ord_in window_in       gain  \n",
       "102           2009.2         s -1100000.0  \n",
       "108           2009.2         s        0.0  \n",
       "122           2009.2         s   280000.0  \n",
       "130           2009.2         s -4600000.0  \n",
       "131           2009.2         s  -450000.0  \n",
       "...              ...       ...        ...  \n",
       "11866         2022.2         s        0.0  \n",
       "11867         2022.2         s        0.0  \n",
       "11868         2022.2         s        0.0  \n",
       "11871         2022.2         s -1250000.0  \n",
       "11872         2022.1         w        0.0  \n",
       "\n",
       "[5962 rows x 11 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df = merged_df[merged_df[\"season_ord_left\"]>merged_df[\"season_ord_in\"]]\n",
    "\n",
    "merged_df[\"gain\"] = merged_df[\"transfer_fee_amnt\"] - merged_df[\"arrival_fee_amnt\"]\n",
    "\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**SEASON 2016**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>team_name</th>\n",
       "      <th>player_id</th>\n",
       "      <th>transfer_fee_amnt</th>\n",
       "      <th>season_left</th>\n",
       "      <th>season_ord_left</th>\n",
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       "      <th>season_in</th>\n",
       "      <th>season_ord_in</th>\n",
       "      <th>window_in</th>\n",
       "      <th>gain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>225083</td>\n",
       "      <td>35800000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.2</td>\n",
       "      <td>s</td>\n",
       "      <td>9000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.2</td>\n",
       "      <td>s</td>\n",
       "      <td>26800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>46580</td>\n",
       "      <td>11000000.0</td>\n",
       "      <td>2016</td>\n",
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       "      <td>s</td>\n",
       "      <td>9000000.0</td>\n",
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       "      <td>2014.1</td>\n",
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       "      <td>2000000.0</td>\n",
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       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Arsenal FC</td>\n",
       "      <td>159471</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2013.2</td>\n",
       "      <td>s</td>\n",
       "      <td>5000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Arsenal FC</td>\n",
       "      <td>121990</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.2</td>\n",
       "      <td>s</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2010.1</td>\n",
       "      <td>w</td>\n",
       "      <td>-1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>61834</td>\n",
       "      <td>15400000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.2</td>\n",
       "      <td>s</td>\n",
       "      <td>15400000.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11222</th>\n",
       "      <td>FC Groningen</td>\n",
       "      <td>43228</td>\n",
       "      <td>435000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.1</td>\n",
       "      <td>w</td>\n",
       "      <td>225000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2014.1</td>\n",
       "      <td>w</td>\n",
       "      <td>210000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11223</th>\n",
       "      <td>Vitesse Arnhem</td>\n",
       "      <td>110911</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.1</td>\n",
       "      <td>w</td>\n",
       "      <td>750000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.1</td>\n",
       "      <td>w</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11224</th>\n",
       "      <td>Vitesse Arnhem</td>\n",
       "      <td>58342</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.1</td>\n",
       "      <td>w</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.2</td>\n",
       "      <td>s</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11225</th>\n",
       "      <td>SC Heerenveen</td>\n",
       "      <td>169362</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.1</td>\n",
       "      <td>w</td>\n",
       "      <td>700000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.2</td>\n",
       "      <td>s</td>\n",
       "      <td>-450000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11227</th>\n",
       "      <td>Roda JC Kerkrade</td>\n",
       "      <td>328105</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016.1</td>\n",
       "      <td>w</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.1</td>\n",
       "      <td>w</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>456 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               team_name  player_id  transfer_fee_amnt  season_left  \\\n",
       "684       Leicester City     225083         35800000.0         2016   \n",
       "685       Leicester City      46580         11000000.0         2016   \n",
       "688           Arsenal FC     159471          5000000.0         2016   \n",
       "689           Arsenal FC     121990          3000000.0         2016   \n",
       "691    Tottenham Hotspur      61834         15400000.0         2016   \n",
       "...                  ...        ...                ...          ...   \n",
       "11222       FC Groningen      43228           435000.0         2016   \n",
       "11223     Vitesse Arnhem     110911           750000.0         2016   \n",
       "11224     Vitesse Arnhem      58342           400000.0         2016   \n",
       "11225      SC Heerenveen     169362           250000.0         2016   \n",
       "11227   Roda JC Kerkrade     328105                0.0         2016   \n",
       "\n",
       "       season_ord_left window_left  arrival_fee_amnt  season_in  \\\n",
       "684             2016.2           s         9000000.0     2015.0   \n",
       "685             2016.2           s         9000000.0     2014.0   \n",
       "688             2016.2           s               0.0     2013.0   \n",
       "689             2016.2           s         4000000.0     2010.0   \n",
       "691             2016.2           s               0.0     2009.0   \n",
       "...                ...         ...               ...        ...   \n",
       "11222           2016.1           w          225000.0     2014.0   \n",
       "11223           2016.1           w          750000.0     2015.0   \n",
       "11224           2016.1           w          400000.0     2015.0   \n",
       "11225           2016.1           w          700000.0     2015.0   \n",
       "11227           2016.1           w               0.0     2015.0   \n",
       "\n",
       "       season_ord_in window_in        gain  \n",
       "684           2015.2         s  26800000.0  \n",
       "685           2014.1         w   2000000.0  \n",
       "688           2013.2         s   5000000.0  \n",
       "689           2010.1         w  -1000000.0  \n",
       "691           2009.2         s  15400000.0  \n",
       "...              ...       ...         ...  \n",
       "11222         2014.1         w    210000.0  \n",
       "11223         2015.1         w         0.0  \n",
       "11224         2015.2         s         0.0  \n",
       "11225         2015.2         s   -450000.0  \n",
       "11227         2015.1         w         0.0  \n",
       "\n",
       "[456 rows x 11 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_16 = merged_df[merged_df[\"season_left\"]==2016]\n",
    "df_16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gain</th>\n",
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       "      <th>team_name</th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>SL Benfica</th>\n",
       "      <td>102450000.0</td>\n",
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       "      <th>Valencia CF</th>\n",
       "      <td>84650000.0</td>\n",
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       "      <th>Borussia Dortmund</th>\n",
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       "      <th>Ajax Amsterdam</th>\n",
       "      <td>63270000.0</td>\n",
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       "    <tr>\n",
       "      <th>Sporting CP</th>\n",
       "      <td>61930000.0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>Paris Saint-Germain</th>\n",
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       "    <tr>\n",
       "      <th>Juventus FC</th>\n",
       "      <td>-16859000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACF Fiorentina</th>\n",
       "      <td>-19500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manchester United</th>\n",
       "      <td>-21750000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manchester City</th>\n",
       "      <td>-37300000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            gain\n",
       "team_name                       \n",
       "SL Benfica           102450000.0\n",
       "Valencia CF           84650000.0\n",
       "Borussia Dortmund     66800000.0\n",
       "Ajax Amsterdam        63270000.0\n",
       "Sporting CP           61930000.0\n",
       "...                          ...\n",
       "Paris Saint-Germain  -13300000.0\n",
       "Juventus FC          -16859000.0\n",
       "ACF Fiorentina       -19500000.0\n",
       "Manchester United    -21750000.0\n",
       "Manchester City      -37300000.0\n",
       "\n",
       "[111 rows x 1 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_16 = df_16[[\"team_name\", \"gain\"]]\n",
    "df_16 = pd.DataFrame(df_16.groupby(\"team_name\")[\"gain\"].sum().sort_values(ascending=False))\n",
    "df_16\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 110000000.0)"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df_16[:10], x=\"team_name\", y=\"gain\", color=\"#5f3e9c\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.yticks([0, 20000000, 40000000, 60000000, 80000000, 100000000], ['0', '20', '40', '60', '80', '100'])\n",
    "plt.ylim(0, 110_000_000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2016 1256815000.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Total Capital Gain 2016\",df_16[\"gain\"].sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plusvalenze anno per anno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\satri\\AppData\\Local\\Temp\\ipykernel_2524\\4184223652.py:17: UserWarning: Attempting to set identical low and high ylims makes transformation singular; automatically expanding.\n",
      "  plt.ylim(0, max_gain)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2009 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2010 29410050.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2011 142973500.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2012 137922500.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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w/6tXr8SoUaOEs7OzMDAwEIULFxa1atUS06dPFykpKdLjNP3aZJY7IxEREWpToj++ZfQ6lyxZIsqUKSMMDAxEqVKlxKxZs9Smw3/qeT/8Prx9+7bo3r27cHJyEsbGxsLIyEiUK1dOBAQEiPj4eI1eA9GXwmszEcng0KFDqF+/PjZv3ozvv/9e7jjZVrFiRVhbW2P//v1yR/mq2rZti0uXLmU4boiItAfHzBBRpt68eSON/Xjv0KFDCAsLQ7169eQJlUseP36MXbt2oVu3bnJHIaJP4JgZIsrUw4cP0ahRI3Tt2hV2dna4fv06Fi1aBBsbG/Tr10/ueF9FREQEjh8/jmXLlkFfXx99+/aVOxIRfQLLDBFlqkCBAqhcuTKWLVuGqKgomJqawtvbG1OnTs30+kZKd/jwYfj6+sLe3h6rV6+GjY2N3JGI6BM4ZoaIiIgUjWNmiIiISNFYZoiIiEjR8vyYmbS0NDx69Ajm5uYaX/COiIiI5CWEwKtXr2BnZwcdnayPveT5MvPo0SOUKFFC7hhERESUA5GRkShevHiWj8nzZcbc3BzAuy+GhYWFtH3g9wsz+xCtMH9Lf7kjEBERySYuLg4lSpSQ/o5nJc+XmfenliwsLNTKjIG+kVyRNPJhViIiovxKkyEiHABMREREisYyQ0RERIrGMkNERESKxjJDREREisYyQ0RERIrGMkNERESKxjJDREREisYyQ0RERIrGMkNERESKxjJDREREisYyQ0RERIrGMkNERESKxjJDREREisYyQ0RERIrGMkNERESKxjJDREREiqYndwD6PD96z5E7QqaW7RosdwQiIsoHeGSGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBSNZYaIiIgUjWWGiIiIFI1lhoiIiBRNT+4ARD96z5E7QpaW7RosdwQiIsoCj8wQERGRorHMEBERkaKxzBAREZGiscwQERGRorHMEBERkaKxzBAREZGiscwQERGRorHMEBERkaKxzBAREZGiaU2ZmTp1KlQqFYYMGZJunxACzZs3h0qlwvbt23M9GxEREWkvrSgzISEhWLx4McqXL5/h/tmzZ0OlUuVyKiIiIlIC2ctMfHw8unTpgqVLl6JAgQLp9l+4cAEzZszAihUrZEhHRERE2k72MjNgwAB4e3ujUaNG6fYlJiaic+fOWLBgAWxsbDR6vuTkZMTFxandiIiIKO+S9arZGzZswLlz5xASEpLhfj8/P9SqVQutW7fW+DkDAwMxceLELxWRiIiItJxsZSYyMhKDBw/G/v37YWRklG7/jh07EBwcjPPnz2freUeNGgV/f3/pflxcHEqUKPHZeYmIiEg7yXaa6ezZs3j27BkqVaoEPT096Onp4fDhw5g7dy709PSwf/9+hIeHw8rKStoPAN999x3q1auX6fMaGhrCwsJC7UZERER5l2xHZho2bIhLly6pbfP19UXZsmUxYsQIFC5cGH379lXb7+HhgVmzZqFly5a5GZWIiIi0mGxlxtzcHO7u7mrbTE1NUahQIWl7RoN+7e3t4ejomCsZiYiISPvJPpuJiIiI6HPIOpvpY4cOHcpyvxAid4IQ5cCP3nPkjpCpZbsGyx2BiOir4ZEZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSND25AxCR9vjRe47cEbK0bNdguSMQkRbikRkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNF41m4jyHF79myh/4ZEZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNFnLzMKFC1G+fHlYWFjAwsICNWvWxH///Sft79u3L0qVKgVjY2NYW1ujdevWuH79uoyJiYiISNvIWmaKFy+OqVOn4uzZswgNDUWDBg3QunVrXLlyBQBQuXJlrFy5EteuXcPevXshhECTJk2QmpoqZ2wiIiLSInpyfvKWLVuq3Z88eTIWLlyIU6dOoVy5cujTp4+0z8HBAb/99hsqVKiAu3fvolSpUrkdl4iIiLSQrGXmQ6mpqdi8eTMSEhJQs2bNdPsTEhKwcuVKODo6okSJEpk+T3JyMpKTk6X7cXFxXyUvERERaQfZBwBfunQJZmZmMDQ0RL9+/RAUFAQ3Nzdp/59//gkzMzOYmZnhv//+w/79+2FgYJDp8wUGBsLS0lK6ZVV8iIiISPlkLzNlypTBhQsXcPr0afTv3x89evTA1atXpf1dunTB+fPncfjwYZQuXRodOnRAUlJSps83atQovHz5UrpFRkbmxssgIiIimch+msnAwADOzs4A3g34DQkJwZw5c7B48WIAkI6wuLi4oEaNGihQoACCgoLQqVOnDJ/P0NAQhoaGuZafiIiI5CX7kZmPpaWlqY15+ZAQAkKITPcTERFR/iPrkZlRo0ahefPmsLe3x6tXr/D333/j0KFD2Lt3L+7cuYONGzeiSZMmsLa2xoMHDzB16lQYGxvj22+/lTM2ERERaRFZy8yzZ8/QvXt3PH78GJaWlihfvjz27t2Lxo0b49GjRzh69Chmz56NmJgYFC1aFF5eXjhx4gSKFCkiZ2wiIiLSIrKWmeXLl2e6z87ODrt3787FNERERKREsg8AJiKijP3oPUfuCJlatmuw3BGIJFo3AJiIiIgoO1hmiIiISNFYZoiIiEjRWGaIiIhI0VhmiIiISNFYZoiIiEjRWGaIiIhI0VhmiIiISNFYZoiIiEjRWGaIiIhI0VhmiIiISNFYZoiIiEjRWGaIiIhI0VhmiIiISNFYZoiIiEjRWGaIiIhI0VhmiIiISNFYZoiIiEjRWGaIiIhI0XJUZp4+fYpu3brBzs4Oenp60NXVVbsRERER5Ra9nHyQj48P7t+/j3HjxsHW1hYqlepL5yIiIiLSSI7KzLFjx3D06FFUrFjxC8chIiIiyp4cnWYqUaIEhBBfOgsRERFRtuXoyMzs2bMxcuRILF68GA4ODl84EhER5RU/es+RO0KWlu0aLHcE+gJyVGZ++OEHJCYmolSpUjAxMYG+vr7a/ujo6C8SjoiIiOhTcnxkhoiIiEgb5KjM9OjR40vnICIiIsoRjctMXFwcLCwspH9n5f3jiIiIiL42jctMgQIF8PjxYxQpUgRWVlYZri0jhIBKpUJqauoXDUlERESUGY3LTHBwMAoWLAgAOHjw4FcLRERERJQdGpeZunXrZvhvIiIiIjnlaADwe4mJibh//z5SUlLUtpcvX/6zQhERERFpKkdlJioqCr6+vvjvv/8y3M8xM0RERJRbcnQ5gyFDhiA2NhanT5+GsbEx9uzZg9WrV8PFxQU7duz40hmJiIiIMpWjIzPBwcH4559/UKVKFejo6KBkyZJo3LgxLCwsEBgYCG9v7y+dk4iIiChDOToyk5CQgCJFigB4N2U7KioKAODh4YFz5859uXREREREn5CjIzNlypTBjRs34ODggAoVKkgXnFy0aBFsbW2/dEYiIiJZafMFM3mxzByWmcGDB+Px48cAgICAADRr1gx//fUXDAwMsHr16i8akIiIiCgrOSozXbt2lf5duXJl3Lt3D9evX4e9vT0KFy78xcIRERERfUqOyoy/v3+G21UqFYyMjODs7IzWrVtLKwYTERERfS05KjPnz5/HuXPnkJqaijJlygAAbt68CV1dXZQtWxZ//vknfvnlFxw7dgxubm5fNDARERHRh3I0m6l169Zo1KgRHj16hLNnz+Ls2bN48OABGjdujE6dOuHhw4fw8vKCn5/fl85LREREpCZHZeaPP/7ApEmTYGFhIW2ztLTEhAkTMG3aNJiYmGD8+PE4e/bsFwtKRERElJEclZmXL1/i2bNn6bZHRUUhLi4OAGBlZZXumk1EREREX1qOTzP17NkTQUFBePDgAR48eICgoCD06tULbdq0AQCcOXMGpUuX/pJZiYiIiNLJ0QDgxYsXw8/PDx07dsTbt2/fPZGeHnr06IFZs2YBAMqWLYtly5Z9uaREREREGchRmTEzM8PSpUsxa9Ys3LlzBwDg5OQEMzMz6TEVK1b8IgGJiIiIspKjMvOemZkZypcv/6WyEBEREWVbjsbMEBEREWkLlhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJSNJYZIiIiUjSWGSIiIlI0lhkiIiJStM+6NhMREREpw4/ec+SOkKVluwbn+GN5ZIaIiIgUjWWGiIiIFI1lhoiIiBRN1jITGBiIqlWrwtzcHEWKFEGbNm1w48YNaX90dDQGDRqEMmXKwNjYGPb29vj555/x8uVLGVMTERGRNpG1zBw+fBgDBgzAqVOnsH//frx58wZNmjRBQkICAODRo0d49OgRpk+fjsuXL2PVqlXYs2cPevXqJWdsIiIi0iKyzmbas2eP2v1Vq1ahSJEiOHv2LLy8vODu7o6tW7dK+0uVKoXJkyeja9euePv2LfT0OBmLiIgov9OqNvD+9FHBggWzfIyFhUWmRSY5ORnJycnS/bi4uC8bkoiIiLSK1gwATktLw5AhQ/DNN9/A3d09w8c8f/4ckyZNQp8+fTJ9nsDAQFhaWkq3EiVKfK3IREREpAW0pswMGDAAly9fxoYNGzLcHxcXB29vb7i5uWHChAmZPs+oUaPw8uVL6RYZGfmVEhMREZE20IrTTAMHDsS///6LI0eOoHjx4un2v3r1Cs2aNYO5uTmCgoKgr6+f6XMZGhrC0NDwa8YlIiIiLSLrkRkhBAYOHIigoCAEBwfD0dEx3WPi4uLQpEkTGBgYYMeOHTAyMpIhKREREWkrWY/MDBgwAH///Tf++ecfmJub48mTJwAAS0tLGBsbS0UmMTERf/31F+Li4qQBvdbW1tDV1ZUzPhEREWkBWcvMwoULAQD16tVT275y5Ur4+Pjg3LlzOH36NADA2dlZ7TERERFwcHDIjZhERESkxWQtM0KILPfXq1fvk48hIiKi/E1rZjMRERER5QTLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpmqxl5siRI2jZsiXs7OygUqmwfft2tf3btm1DkyZNUKhQIahUKly4cEGWnERERKS9ZC0zCQkJqFChAhYsWJDp/tq1a+P333/P5WRERESkFHpyfvLmzZujefPmme7v1q0bAODu3bu5lIiIiIiURtYy8zUkJycjOTlZuh8XFydjGiIiIvra8twA4MDAQFhaWkq3EiVKyB2JiIiIvqI8V2ZGjRqFly9fSrfIyEi5IxEREdFXlOdOMxkaGsLQ0FDuGERERJRL8tyRGSIiIspfZD0yEx8fj9u3b0v3IyIicOHCBRQsWBD29vaIjo7G/fv38ejRIwDAjRs3AAA2NjawsbGRJTMRERFpF1mPzISGhsLT0xOenp4AAH9/f3h6emL8+PEAgB07dsDT0xPe3t4AgI4dO8LT0xOLFi2SLTMRERFpF1mPzNSrVw9CiEz3+/j4wMfHJ/cCERERkeJwzAwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESmaIsrMggUL4ODgACMjI1SvXh1nzpyROxIRERFpCa0vMxs3boS/vz8CAgJw7tw5VKhQAU2bNsWzZ8/kjkZERERaQOvLzMyZM9G7d2/4+vrCzc0NixYtgomJCVasWCF3NCIiItICWl1mUlJScPbsWTRq1EjapqOjg0aNGuHkyZMyJiMiIiJtoSd3gKw8f/4cqampKFq0qNr2okWL4vr16xl+THJyMpKTk6X7L1++BADExcWpPS7lTdIXTvtlfZw3M9r8OvLCawDyxuvIC68B4OvQJnnhNQB543XkhdcApH8d7+8LIT79wUKLPXz4UAAQJ06cUNs+bNgwUa1atQw/JiAgQADgjTfeeOONN97ywC0yMvKTfUGrj8wULlwYurq6ePr0qdr2p0+fwsbGJsOPGTVqFPz9/aX7aWlpiI6ORqFChaBSqb5Kzri4OJQoUQKRkZGwsLD4Kp/ja8sLrwHg69AmeeE1AHnjdeSF1wDwdWiT3HgNQgi8evUKdnZ2n3ysVpcZAwMDVK5cGQcOHECbNm0AvCsnBw4cwMCBAzP8GENDQxgaGqpts7Ky+spJ37GwsFDsN+Z7eeE1AHwd2iQvvAYgb7yOvPAaAL4ObfK1X4OlpaVGj9PqMgMA/v7+6NGjB6pUqYJq1aph9uzZSEhIgK+vr9zRiIiISAtofZn54YcfEBUVhfHjx+PJkyeoWLEi9uzZk25QMBEREeVPWl9mAGDgwIGZnlbSBoaGhggICEh3ektJ8sJrAPg6tEleeA1A3ngdeeE1AHwd2kTbXoNKCE3mPBERERFpJ61eNI+IiIjoU1hmiIiISNFYZoiIiEjRWGaIiIhI0RQxm0lbnT17FteuXQMAuLm5oVKlSjInyl/i4uJgZmYGHR31Tp6amoqEhATFL0alBHPnzkWfPn1gZGSEuXPnZvnYn3/+OZdSfb61a9di0aJFiIiIwMmTJ1GyZEnMnj0bjo6OaN26tdzx8ryYmBj89ddf6NGjR7qf45cvX2LNmjUZ7tMmml4vCYBWv46PpaSkICIiAqVKlYKenvZUCM5myoFnz56hY8eOOHTokLS6cGxsLOrXr48NGzbA2tpa3oAaSE1NxaxZs7Bp0ybcv38fKSkpavujo6NlSqaZoKAgjBgxAhcuXICJiYnavoSEBFSqVAnTp09Hy5YtZUr4aZ6enhpfYuPcuXNfOU3OODo6IjQ0FIUKFYKjo2Omj1OpVLhz504uJsu5hQsXYvz48RgyZAgmT56My5cvw8nJCatWrcLq1atx8OBBuSNmqF27dho/dtu2bV8xyeebNGkSLl68iM2bN2e4v0OHDqhQoQLGjBmTy8k0p6Ojo/HPd2pq6ldO8/kSExMxaNAgrF69GgBw8+ZNODk5YdCgQShWrBhGjhwpaz6eZsqBQYMG4dWrV7hy5Qqio6MRHR2Ny5cvIy4uTjHvPidOnIiZM2fihx9+wMuXL+Hv74927dpBR0cHEyZMkDveJy1cuBDDhw9PV2QAwNTUFCNGjMD8+fNlSKa5Nm3aoHXr1mjdujWaNm2K8PBwGBoaol69eqhXrx6MjIwQHh6Opk2byh01UxEREShUqJD078xuSikyADBv3jwsXboUY8aMga6urrS9SpUquHTpkozJsmZpaSndLCwscODAAYSGhkr7z549iwMHDmi8PLyctm7din79+mW6v2/fvtiyZUsuJsq+gwcPIjg4GMHBwVixYgWKFCmC4cOHIygoCEFBQRg+fDiKFi2KFStWyB1VI6NGjUJYWBgOHToEIyMjaXujRo2wceNGGZP9f597Zev8yMLCQpw5cybd9tOnTwtLS8vcD5QDTk5O4t9//xVCCGFmZiZu374thBBizpw5olOnTnJG04itra24detWpvtv3bolbG1tczHR5+nVq5cYO3Zsuu3jx48Xvr6+MiTKv4yMjMTdu3eFEO9+NsLDw4UQQty8eVMYGRnJGU1jw4cPFz/++KN4+/attO3t27eiT58+YujQoTIm04yZmZm4d+9epvvv3bsnzM3NczHR52nQoIH4+++/021ft26dqFu3bu4HygF7e3tx8uRJIYT6z8WtW7e04v9Ce054KUhaWhr09fXTbdfX10daWpoMibLvyZMn8PDwAACYmZnh5cuXAIAWLVpg3LhxckbTSExMDN6+fZvp/jdv3iAmJiYXE32ezZs3q72Lfq9r166oUqWK1r57+/AK9Z8yc+bMr5jky3F0dMSFCxdQsmRJte179uyBq6urTKmyZ8WKFTh27JjakSVdXV34+/ujVq1a+OOPP2RM92m6urp49OgR7O3tM9z/6NGjdGPltNnJkyexaNGidNurVKmCH3/8UYZE2RcVFYUiRYqk256QkKDx6bSviWUmBxo0aIDBgwdj/fr10qXJHz58CD8/PzRs2FDmdJopXrw4Hj9+DHt7e5QqVQr79u1DpUqVEBISojXLU2fFwcEBoaGhKFu2bIb7Q0ND0/0x0mbGxsY4fvw4XFxc1LYfP35c7ZCutjl//rxGj9OGX3aa8vf3x4ABA5CUlAQhBM6cOYP169cjMDAQy5YtkzueRt6+fYvr16+jTJkyatuvX7+uiDdcnp6e2L59O2rUqJHh/qCgIHh6euZyqpwrUaIEli5dimnTpqltX7ZsGUqUKCFTquypUqUKdu3ahUGDBgH4v5/pZcuWoWbNmnJGe0fuQ0NKdP/+fVGxYkWhr68vnJychJOTk9DX1xeenp4iMjJS7ngaGTFihJg8ebIQQogNGzYIPT094ezsLAwMDMSIESNkTvdpo0ePFvb29uLJkyfp9j1+/FjY29uL0aNHy5AsZwIDA4WRkZEYNGiQWLt2rVi7dq0YOHCgMDExEYGBgXLHy3f++usv4ezsLFQqlVCpVKJYsWJi2bJlcsfSmJ+fnyhUqJCYMWOGOHr0qDh69KiYPn26KFy4sPDz85M73idt2bJF6OnpiXnz5qU7VTZ37lyhr68vNm/eLGPC7Nm1a5cwMjIS7u7uolevXqJXr17Cw8NDGBkZiV27dskdTyNHjx4VZmZmol+/fsLIyEgMHjxYNG7cWJiamorQ0FC54wnOZsohIQT+97//4fr16wAAV1dXNGrUSOZUOXfy5EmcPHkSLi4uWj0D6L1Xr16hZs2auH//Prp27Sq9A71+/TrWrVuHEiVK4NSpUzA3N5c5qeY2bdqEOXPmSNP9XV1dMXjwYHTo0EHmZNn34MEDAO+OACpZYmIi4uPjMzy8rs3S0tIwffp0zJkzB48fPwYA2NraYvDgwfjll1/UTj9pqzFjxiAwMBDm5uZwcnICANy5cwfx8fEYNmwYpk6dKnPC7ImMjMTChQvV/mb069dPMUdmACA8PBxTp05FWFgY4uPjUalSJYwYMUIasiAnlpkcWLNmDX744Yd0p2NSUlKwYcMGdO/eXaZk+cvLly8xatQobNy4URofY2VlhY4dO2Ly5MkoUKCAzAnzl7S0NPz222+YMWMG4uPjAQDm5ub45ZdfMGbMGEWNcchL3q93oqS1TN47c+YM1q1bh9u3b0MIgdKlS6Nz586oVq2a3NFIy7DM5ICuri4eP36c7t3aixcvUKRIEUWsGQC8G0R37NgxPHv2LN15dKVMMQfeHSV7/vw5hBCwtrZW1PiMj6WkpGT4/5HZQEhtMmrUKCxfvhwTJ07EN998AwA4duwYJkyYgN69e2Py5MkyJ9TM06dPMXToUBw4cADPnj3Dx78ilfLzTfK6ePEi3N3doaOjg4sXL2b52PLly+dSquxR0sJ/LDM5oKOjg6dPn6ZbHC8sLAz169fX+gXnAGDVqlXo27cvDAwMUKhQIbUCoIQFzoKDg+Hl5aVVK1B+jlu3bqFnz544ceKE2nYhBFQqlSL+gNrZ2WHRokVo1aqV2vZ//vkHP/30Ex4+fChTsuxp3rw57t+/j4EDB8LW1jZdOVbKCsBbtmzJdFFMbV2E8b3u3btjwYIF0mnisLAwuLm5ZTiLVFvp6OjgyZMnKFKkiLSAXkZ/brX551uThf+05XdU3vhLkEver9iqUqnQsGFDtT+kqampiIiIQLNmzWRMqLlx48Zh/PjxGDVqlCIP/zdu3Fjt6FiNGjWwdetWFCtWTOZkOePj4wM9PT38+++/Gf4BVYLo6OgMZ5eVLVtWEQX/vWPHjuHo0aOoWLGi3FFybO7cuRgzZgx8fHzwzz//wNfXF+Hh4QgJCcGAAQPkjvdJ69atw/Tp06UyU6dOHVy4cEEaO6MEERER0hveiIgImdPkjLaudp0RlplsaNOmDQDgwoULaNq0KczMzKR9BgYGcHBwwHfffSdTuuxJTExEx44dFVlkAKR7h3PlyhUkJyfLlObzXbhwAWfPns10qrkSVKhQAfPnz093jab58+ejQoUKMqXKvhIlSmT4DlpJ/vzzTyxZsgSdOnXCqlWrMHz4cDg5OWH8+PGKKJYff/2V+P/xfmmIN2/eYOLEiRg3blyWl/zQRnXr1pU7gsZYZrIhICAAqampcHBwQJMmTWBrayt3pBzr1asXNm/eLPv1NOgdNzc3PH/+XO4Yn2XatGnw9vbG//73P2ndiZMnTyIyMhK7d++WOZ3mZs+ejZEjR2Lx4sVwcHCQO06O3L9/H7Vq1QLwbg2jV69eAQC6deuGGjVqaP2lPvISfX19bN26VRGLkX7sU2N9PiT3uB+WmWzS1dVF3759pemzShUYGIgWLVpgz5498PDwSHcuWttXa31/ui+z+0rz+++/Y/jw4ZgyZUqG/x9yD67TRN26dXHz5k0sWLBAmn7arl07/PTTT9Likkrwww8/IDExEaVKlYKJiUm6/wslHNmwsbFBdHQ0SpYsCXt7e5w6dQoVKlRARESEYo5yXL16FU+ePAHw7sjM9evXpVly78n9B1RTbdq0wfbt2+Hn5yd3lGypWLFipmN9PsQxMwrl7u6OO3fuKO6Q4YcCAwOxd+9eaX2Wj4uBthNCqI1bSkxMRMuWLWFgYKD2OG0f6Pje+zWKPl5BWlsG12nKzs5OMbOWMjN79my5I3y2Bg0aYMeOHfD09ISvry/8/PywZcsWhIaGZuvq2nJq2LCh2h/RFi1aAID0x1VJPxcuLi749ddfcfz4cVSuXBmmpqZq+7V19qiSxvpwNlMO7NmzB6NGjcKkSZMy/MZUwrvoAgUKYNasWfDx8ZE7So5MnDhRo8cFBAR85SRfxuHDh7Pcr5Rz1zExMVi+fLl05NLNzQ2+vr4oWLCgzMnyl7S0NKSlpUllf8OGDThx4gRcXFykWYza7N69exo9TimXLMnqja8SZo8qActMDnw4aPbDoxhKerdgY2ODo0ePprsWEFFOHTlyBC1btoSlpSWqVKkCADh79ixiY2Oxc+dOeHl5yZxQc2lpabh9+3aGa/4o6XUQfY4dO3agefPm0NfXx44dO7J87MdLMuQ2lpkcyAvvogMDA/H48eN0M09IHkeOHMlyvxL+gHp4eKBmzZpYuHChtFx+amoqfvrpJ5w4cQKXLl2SOaFmTp06hc6dO+PevXvpxgpo85sVJQ3WJGX4eK2czGjDzwXLTD7Vtm1bBAcHo1ChQihXrly6QY7btm2TKVn+lNEvig+P+sn9i0ITxsbGuHDhQrorNd+4cQMVK1bE69evZUqWPRUrVkTp0qUxceLEDNf8sbS0lClZ1j5cmO1T496U8P2kdP7+/ho/VtsnXCgBBwDnUGxsrNrYgHLlyqFnz55a+4vuY1ZWVooZCJgfvL+21Htv3rzB+fPnMW7cOMUMqK1UqRKuXbuWrsxcu3ZNUevM3Lp1C1u2bIGzs7PcUbLlw8Ga58+fx9ChQzFs2DC1afIzZszAtGnT5IqYr5w/f17t/rlz5/D27Vvp5+PmzZvQ1dVF5cqV5Yj3xTx48AC//vorlixZImsOHpnJgdDQUDRt2hTGxsbSBc9CQkLw+vVr7Nu3D5UqVZI5IeUVhw8fhr+/P86ePSt3lE/auHEjhg8fjkGDBqFGjRoA3p2yWbBgAaZOnQpXV1fpsdp8mqNBgwYYPny4Ylbzzki1atUwYcIEfPvtt2rbd+/ejXHjxini+ykvmTlzJg4dOoTVq1dLF8CNiYmBr68v6tSpg19++UXmhDkXFhaGSpUqyX60j2UmB+rUqQNnZ2csXbpUmi3w9u1b/Pjjj7hz584nxz9ok6ioKNy4cQMAUKZMmXTXmyJ5Xb9+HVWqVEm3voY2+tRq0kqZUhsUFISxY8di2LBhGa75o81F7D1jY2OcO3dOrUAC746SVapUSTGn/PKKYsWKYd++fShXrpza9suXL6NJkyZ49OiRTMk+n7aUGZ5myoHQ0FC1IgMAenp6GD58uDSLQ9slJCRg0KBBWLNmjTRbQ1dXF927d8e8efNgYmIic0LNJSQk4PDhwxleUE9b12/42MeDN4UQePz4MaZOnaqYawQpaU2KrLy/JEnPnj2lbUopYu+5uroiMDAQy5Ytk6Zhp6SkIDAwMF3B0XZKvmDme3FxcYiKikq3PSoqSlqdmT4Py0wOWFhY4P79++muoxMZGSldGE3b+fv74/Dhw9i5cye++eYbAO8usPfzzz/jl19+wcKFC2VOqJnz58/j22+/RWJiIhISElCwYEE8f/4cJiYmKFKkiGLKTGYrbdaoUQMrVqyQKVX2KGXNj0/JC6Vs0aJFaNmyJYoXLy4dSbp48SJUKhV27twpczrNKf2Cme+1bdsWvr6+mDFjhjQ04fTp0xg2bBjHLn4hPM2UAz///DOCgoIwffp06fonx48fx7Bhw/Ddd98pYgXRwoULY8uWLahXr57a9oMHD6JDhw4ZvovQRvXq1UPp0qWxaNEiWFpaIiwsDPr6+ujatSsGDx6smF8UHy8SpqOjA2traxgZGcmUKOeuXr2a4btoudehyG8SEhKwbt066dISrq6u6Ny5c7pFPrVZ2bJlERAQgE6dOsHc3BxhYWFqF8xUyjWmEhMTMXToUKxYsQJv3rwB8O5ofq9evfDHH39o9f/Jp36HxsbG4vDhw7IfsWSZyYGUlBQMGzYMixYtwtu3bwG8u5hY//79MXXqVBgaGsqc8NNMTExw9uzZdIecr1y5gmrVqiEhIUGmZNljZWWF06dPo0yZMrCyssLJkyfh6uqK06dPo0ePHtIvcvr67ty5g7Zt2+LSpUtqR5neTxOW+5dddqxduxaLFi1CREQETp48iZIlS2L27NlwdHRE69at5Y6Xb5iYmODatWsoWbIkihQpgv3796NChQq4desWatSogRcvXsgdMVsSEhIQHh4OAChVqpRWl5j3fH19NXrcypUrv3KSrPE0Uw4YGBhgzpw5CAwMVPvGVNI4k5o1ayIgIABr1qyR3v2/fv0aEydOlKZyKoG+vr408LRIkSK4f/8+XF1dYWlpicjISJnTZU9ISAgOHjyY4aqzSliHYvDgwXB0dMSBAwfg6OiIM2fO4MWLF/jll18wffp0ueNpbOHChRg/fjyGDBmCyZMnSyXMysoKs2fPVkyZWbt2LRYvXow7d+5IhWzWrFlwcnJSzGvICxfM/JCpqakiBpB/SO6SoimWmWxISEjA0KFDsWPHDqSkpKBhw4aYN2+eImcAzZkzB02bNkXx4sWlNUDCwsJgaGiIffv2yZxOc56enggJCYGLiwvq1q2L8ePH4/nz51i7di3c3d3ljqexKVOmYOzYsShTpgyKFi2quAt/Au/WMQkODkbhwoWho6MDHR0d1K5dG4GBgfj555/TrbuhrebNm4elS5eiTZs2mDp1qrS9SpUqGDp0qIzJNPdhIfvtt9+kQlagQAFFFbK8cMHM90JDQzMdyMxFSr8AQRrz8/MTpqamok+fPuLnn38W1tbWok2bNnLHyrGEhASxZMkS4e/vL/z9/cXSpUtFYmKi3LGyJSQkRAQHBwshhHj69Klo2rSpMDc3F5UqVRIXLlyQOZ3mihQpIlauXCl3jM9iZWUl7ty5I4QQwsnJSfp/uX37tjA2NpYzWrYYGRmJu3fvCiGEMDMzE+Hh4UIIIW7evCmMjIzkjKYxV1dXERQUJIRQfw2XLl0ShQoVkjFZ9qSmpoo3b95I99evXy8GDRok5s6dK5KTk2VMlj3r168X+vr6okWLFsLAwEC0aNFClC5dWlhaWgofHx+54+UJLDPZ4ODgIDZt2iTdDw0NFXp6emo/bEr36NEjMWDAALlj5Ds2Njbi5s2bcsf4LLVr15b+gHbq1Ek0a9ZMHDt2THTv3l2UK1dO3nDZ4OrqKrZv3y6EUC8Cc+fOFZ6ennJG01heKGR5iYeHh5g/f74Q4v/+P9LS0kTv3r3F+PHjZU6XN2S9yhWpefDggTSNGQAqV64MfX19xS14dOXKFcyfPx9LlixBbGwsAOD58+fw8/ODk5MTDh48KG/AfMjPzw8LFiyQO8ZnGTt2rDTW59dff0VERATq1KmD3bt3K+qCpv7+/hgwYAA2btwIIQTOnDmDyZMnY9SoURg+fLjc8TTi6OiICxcupNu+Z88exa0zc/ToUXTt2hU1a9bEw4cPAbwbD3Ts2DGZk2kuPDwc3t7eAN6NuUxISIBKpYKfn5/slwHIKzhmJhvS0tLSrQaqp6enqFkaO3bswPfffy/Nwpo2bRqWLl2KDh06oHLlyggKCtL6Zdw9PT01HkeilEW1hg4dCm9vb5QqVQpubm6KvPBn06ZNpX87Ozvj+vXriI6ORoECBRQz7gcAfvzxRxgbG2Ps2LFITExE586dYWdnhzlz5qBjx45yx9PI+0KWlJQkFbL169dLC+kpxdatW9GtWzd06dIF58+fR3JyMgDg5cuXmDJlCnbv3i1zQs0UKFBAWhyvWLFiuHz5Mjw8PBAbG4vExESZ0+UNnJqdDTo6OnB3d1db+ffixYsoW7astMomoN1/QKtVq4ZvvvkGkyZNwrJly+Dv749y5cphxYoVqFq1qtzxNDJx4kSNHxsQEPAVk3w5AwcOxLJly1C/fv10A4AB5cwoyGsSExMRHx+PIkWKyB0l29atW4cJEyZIMy7t7OwwceJE9OrVS+ZkmvP09ISfnx+6d++uts7M+fPn0bx5czx58kTuiBrp3LkzqlSpAn9/f0yaNAnz5s1D69atsX//flSqVEmr36ycPXsWQ4cOxT///AMLCwu1fS9fvkSbNm0we/Zs2S8myzKTDZr+EdXmP6CWlpY4e/YsnJ2dkZqaCkNDQ+zZsweNGjWSO1q+Zm5ujg0bNkiHopXkw2X/M6NSqbB8+fJcSEMfU3IhMzExwdWrV+Hg4KBWZu7cuQM3NzckJSXJHVEj0dHRSEpKgp2dHdLS0jBt2jScOHECLi4uGDt2rHTxSW3UuXNnuLq6Yty4cRnunzJlCq5evYq//vorl5Op42mmbNDmkqKpV69eSe1aV1cXxsbGcHJykjkVFSxYEKVKlZI7Ro7ExMRkui81NRX/+9//kJycrNVlplKlSjhw4AAKFCjwydOY2nzkNSMmJiaKWgPrQzY2Nrh9+zYcHBzUth87dkxRv7cKFiwo/VtHRwcjR46UMU32nD59Osu8LVu21IpTlywz+dDevXthaWkJ4N04oAMHDuDy5ctqj9HmpeezMwYjOjr6K6f5MiZMmICAgACsXLlScX94goKCMtz+zz//YPTo0TA0NMT48eNzOVX2tG7dWlq5u3Xr1ooa4/NeXixkvXv3xuDBg7FixQqoVCo8evQIJ0+exNChQzM9UkBf1sOHD7O85qCZmRkeP36ci4kyxjKTD/Xo0UPtft++fdXua/uVgZVw7avsmjt3LsLDw1G0aFE4ODikGwCslD8+wLvrlI0cORLnzp3DwIEDMXLkSK0+jA6oH3WdMGGCfEE+w4eFrE2bNvKG+UJGjhyJtLQ0NGzYEImJifDy8oKhoSGGDh2KQYMGyR3vk3R1dTV6nDb/vrW2tsaNGzfg6OiY4f7r16+jcOHCuZwqPY6ZIdICEyZMyPKdtBJOcV69ehUjRozAnj170L17d0ycOBHFixeXO1a2OTk5ISQkBIUKFVLbHhsbi0qVKuHOnTsyJcu/UlJScPv2bcTHx8PNzQ1mZmZyR9KIjo4OSpYsiR49esDT0zPTx2nzisy+vr64ffs2jh49mm6fEAJ16tSBi4uL7JMUWGZIceLi4qRxP3FxcVk+9uPR9/TlRUZGYvz48fjrr7/QokULTJkyRXFrmXxIR0cHT548STdg9unTpyhRokS6pei1UUhICNLS0lC9enW17adPn4auri6qVKkiU7LPExcXh+DgYJQpU0YR32OhoaFYvnw5NmzYAEdHR/Ts2RNdunTR+iOVHwoPD0flypVRpkwZ/PLLLyhTpgyAd0dkZsyYgZs3byI0NBTOzs6y5mSZIcXR1dXF48ePUaRIEejo6GR4REMIofWnyz6k5KMBJiYmUKlUGDhwoNqikh/T5nFYwLs1mIB3p2hWr14tjSsD3p0GOHDgAPbv348bN27IFVFj1apVw/Dhw/H999+rbd+2bRt+//13nD59WqZk2dOhQwd4eXlh4MCBeP36NSpWrChdZHLDhg347rvv5I6okaSkJGzZsgUrV67EqVOn0LJlS/Tq1QuNGzeWO5pGQkND4ePjg6tXr0q/b4UQcHNzw8qVK7ViWQ+WmWwIDg7GwIEDcerUqQzn29eqVQuLFi1CnTp1ZEqYPxw+fBjffPMN9PT0cOjQoSxPz9StWzcXk+Wcko8GvL9qeVaUUCzfvw6VSpXuisz6+vpwcHDAjBkz0KJFCzniZYuZmRkuXryYbsZPREQEypcvLy3gpu1sbGywd+9eVKhQAX///TcCAgIQFhaG1atXY8mSJYq5eOmHIiIi0KtXLxw+fBhRUVFqM5203YULF3Dr1i0IIVC6dGlUrFhR7kgSDgDOhtmzZ6N3794ZnrqwtLRE3759MXPmTJaZr+zDglKvXj35gnwB748GAOqzzID/OxqQ2cA7bfH+EgZK9/51ODo6IiQkRCsGNeaUoaEhnj59mq7MPH78WG3RT2338uVL6Y/9nj178N1338HExATe3t4YNmyYzOmy58GDB1i1ahVWrVqFxMREDBs2THGnwStWrCgVmLdv3yI+Pl57xi/l7qWglM3e3l5cvXo10/3Xrl0TJUqUyMVE5OzsLAICAhR7kUaVSpXpzcDAQJQuXVrs3LlT7pikMB07dhR169YVsbGx0raYmBhRt25d0b59exmTZY+Li4vYuHGjiI+PF9bW1uLAgQNCCCEuXLigiKt/Jycniw0bNojGjRsLIyMj0bZtW7Fz507x9u1buaNpbMeOHWLlypVq23777TdhaGgodHV1RePGjUV0dLQ84T7AC01mw9OnT9NNmf2Qnp4eoqKicjHRl5GUlITVq1fjzz//xK1bt+SOky0//fQTdu3ahbJly6Jq1aqYM2eOYpY4B94dDUhLS0PJkiURFRUl3U9LS0NycjJu3LihiNMaecG3336Lly9fSvenTp0qXYgVAF68eAE3NzcZkmXf9OnTERkZiZIlS6J+/fqoX78+HB0d8eTJE8yYMUPueBobMmQIunTpguLFi8POzk46EnvkyBF4eHjIG04Dtra2GDFiBGrWrIlLly5h1apV8PLyQkJCAuLi4qSbNps5cyYSEhKk+ydOnMD48eMxbtw4bNq0CZGRkZg0aZKMCf8/uduUkjg5OYmgoKBM92/dulU4OjrmXqAc8PPzEwMHDpTuJycni4oVKwp9fX1haWkpTE1NxYkTJ2RMmDM3btwQ48ePFy4uLkJPT080btxYrF69Wu5YGklJSRENGjRQ7NGlvEJHR0c8ffpUum9ubi7Cw8Ol+0+ePBE6OjpyRMuR+Ph4sXjxYvHTTz+JX375RaxevVqkpKTIHSvbQkJCxLZt28SrV6+kbf/++684duyYjKk08+GRVh0dnXS399u1mbW1tTh37px038/PTzRt2lS6v2vXLuHs7CxHNDUcAJwNgwYNwqFDhxASEgIjIyO1fa9fv0a1atVQv359zJ07V6aEn+bu7o4pU6ZIM0tWrlyJX375BefPn4e9vT169uyJZ8+eYdeuXTInzblTp06hf//+uHjxotYPOn3P2tpaulYL5Z5+/fph0aJFANIPwv7wWkDAuyOzdnZ2ivmeIvkdPnxYo8dp80QFY2Nj3LhxA/b29gDezZRr3769NGbp3r17cHNzUzt6IwfljATTAmPHjsW2bdtQunRpDBw4UG2+/YIFC5CamooxY8bInDJr9+/fVztUvm/fPnz//fcoWbIkAGDw4MH49ttv5Yr3Wc6cOYO///4bGzduRFxcHNq3by93JI117doVy5cvx9SpU+WOkq8YGRlh0aJF6Nevn9xRvrjw8HDMnj0b165dAwC4ublh8ODBWn8NMH9/f40fO3PmzK+Y5PNpc0nRVLFixXDt2jXY29sjPj4eYWFhmDVrlrT/xYsXWnEJFpaZbChatChOnDiB/v37Y9SoUdL0TZVKhaZNm2LBggUoWrSozCmzpqOjozbt9NSpU2rXOLGyssrywoHa5ubNm1i3bh3Wr1+PiIgINGjQAL///jvatWunPaPsNfD27VusWLEC//vf/1C5cmWYmpqq7dfmX9oxMTH466+/0KNHjwyXLFizZk2G+7TB7Nmz8eDBA+n+x9P8lXiNJuDdzLhWrVqhYsWK0to/x48fR7ly5bBz506tXt9E0+nWSv2/UZr27dtjyJAhGD16NHbv3g0bGxvUqFFD2h8aGiq9sZcTTzPlUExMDG7fvg0hBFxcXBSzomPNmjXRvn17+Pv748qVKyhfvjxu374tTf89fPgwevTogbt378obVEM6OjqoWrUqOnfujI4dO2p9mcxM/fr1M92nUqkQHByci2myZ9KkSbh48SI2b96c4f4OHTqgQoUKWn/UUkdHB82bN5eub7Rz5040aNBAKpbJycnYs2ePIk4zeXp6omnTpumO9I0cORL79u1T1LW+SF6vX79G3759sXPnTtjY2GDJkiVqy4/Ur18fzZo1w4gRI2RMyTKTLXfu3IGjo6Oi3xEEBQWhY8eOqF27Nq5cuYKqVati586d0v4RI0YgIiICmzZtkjGl5m7dusVxJjKrWLEiZsyYgYYNG2a4/8CBAxg6dKjWL3Dm6+ur0ePkvgaNJoyMjHDp0qV0Pxs3b95E+fLlkZSUJFOynLl9+zbCw8Ph5eUFY2NjaYVvovd4mikbXFxcpGX0AeCHH37A3LlzFXU0oG3btti9ezf+/fdfNGnSJN2VZ01MTPDTTz/JlC77XFxcEBsbiy1btiA8PBzDhg1DwYIFce7cORQtWhTFihWTO2K2vT/toZSLNIaHh2dZKF1cXBAeHp6LiXJGCSVFU9bW1rhw4UK6/5cLFy6kW2Vam7148QIdOnTAwYMHoVKpcOvWLTg5OaFXr14oUKCAoqaZ5wUXL17EzZs3AQClS5dG+fLlZU70AbmmUSmRSqVSm7ppZmamNnUzr7h06ZLcETQWFhYmChcuLJydnYWenp70/zFmzBjRrVs3mdNpLjU1VUycOFFYWFhI0zYtLS3Fr7/+KlJTU+WOlyVLS0tx8uTJTPefPHlSWFpa5l6gL+jvv/8W8fHxcsfItokTJworKysxdepUceTIEXHkyBERGBgorKysxK+//ip3PI1169ZNNG3aVERGRqr9vt2zZ49wc3OTOV3+cfr0aeHu7i5NJ38/pdzDw0OcOXNG7nhCCCF4ZIYAAK9evcL69euxfPlyhIaGKmJcAAD4+fnB19cX06ZNg7m5ubT922+/RefOnWVMlj1jxoyRZjO9H7B57NgxTJgwAUlJSZg8ebLMCTPn6emJ7du3qw0K/FBQUBA8PT1zOdWX0bdvX1SvXj3dZQG03bhx42Bubo4ZM2Zg1KhRAAA7OztMmDABP//8s8zpNLdv3z7s3bs33VFKFxcX3Lt3T6ZUmmnXrp3Gj922bdtXTPJ5rl69ioYNG8LV1RV//fWXdLXyq1evYtasWWjYsCFOnTol+4KSLDPZoFKp8sxsh/eOHDmC5cuXY+vWrbCzs0O7du0wf/58uWNpLDQ0FEuWLEm3vVixYopaCXj16tVYtmyZ2pWly5cvj2LFiuGnn37S6jIzcOBAdOzYEcWLF0f//v2hq6sL4N21pf7880/MmjULf//9t8wpc0YodEihSqWCn58f/Pz8pItKflj2lSIhISHDab/R0dHSQG1t9eF11pRswoQJaNy4MbZu3ar2965ixYro1KkT2rVrhwkTJsg+zpJlJhuEEPDx8ZF+iJKSktCvX79002i1uWUDwJMnT7Bq1SosX74ccXFx6NChA5KTk7F9+3bZ23V2GRoaZrgc+M2bN2FtbS1DopyJjo5G2bJl020vW7YsoqOjZUikue+++w7Dhw/Hzz//jDFjxkhHMe7cuYP4+HgMGzYM33//vcwp8y9zc3McPnwYiYmJqFGjhmJmXgJAnTp1sGbNGmm5fJVKhbS0NEybNi3LGYDaIK+MwTp48CD++++/DN+4q1QqjB49WivWJuNspmzIC7MdWrZsiSNHjsDb2xtdunRBs2bNoKurC319fYSFhSmuzPz444948eIFNm3ahIIFC+LixYvQ1dVFmzZt4OXlhdmzZ8sdUSPVq1dH9erV060ePWjQIISEhODUqVMyJdPcmTNnsG7dOmnJgtKlS6Nz586oVq2a3NFy7NixY6hatarWHwV47/fff0d8fLz0x18IgebNm2Pfvn0AgCJFiuDAgQMoV66cnDE1dvnyZTRs2BCVKlVCcHAwWrVqhStXriA6OhrHjx/X+gUA8wIjIyPcunULJUqUyHB/ZGQkXFxc5J8hJ+eAHcp9urq6ws/PL911gPT09MSVK1dkSpVzsbGxolGjRsLKykro6uqKEiVKCH19feHl5aWogZuHDh0SpqamwtXVVfTs2VP07NlTuLq6CjMzM3HkyBG54+Ur9evXFzExMem2v3z5UtSvXz/3A2WDp6en2LBhg3R/06ZNwtjYWBw7dky8ePFCeHt7K+qq2UK8+xn/7bffRPv27UXz5s3FmDFjxKNHj+SOlW2bN28W7du3F9WrVxeenp5qN21WunRpsWXLlkz3b968WZQuXToXE2WMZSafOXnypPjxxx+Fubm5qFatmpg3b56IiopSbJl579ixY2LBggXi999/F/v375c7To48ePBAjB49WrRr1060a9dOjBkzRjx8+FDuWJ8UFRUl7t69q7bt8uXLwsfHR7Rv316sW7dOpmQ58/GsxfeePn0q9PT0ZEikOSsrK3H16lXpvo+Pj9qsvpMnT4rixYvLES1fmzNnjjAzMxMDBw4UBgYGom/fvqJRo0bC0tJSjB49Wu54WRo/frywt7fPcJbrxYsXRcmSJcW4ceNkSKaOp5nyqYSEBGzcuBErVqzAmTNnkJqaipkzZ6Jnz56KHChI8unUqRPs7OykNT+ePXuGsmXLws7ODqVKlcJ///2H5cuXo1u3bjInzdrFixcBvBvYGBwcjIIFC0r7UlNTsWfPHixevFirV8f++OKYZcuWxZAhQ6RrT92/fx9lypTB69ev5YyZLbGxsThz5gyePXuGtLQ0tX3du3eXKVX2lC1bFgEBAejUqZPa/9H48eMRHR2t1ZMukpKS0LBhQ5w+fRqNGzeGq6srhBC4du0a/ve//6FatWoIDg5Od/HlXCdzmSItcP36dTFs2DBhY2MjjIyMRMuWLeWO9EknTpwQO3fuVNu2evVq4eDgIKytrUXv3r1FUlKSTOmy7+bNm+KPP/4QAwYMEAMHDhQzZ84Ud+7ckTuWRhwcHMShQ4ek+3/88YcoVaqUePPmjXS/evXqcsXT2Pu1Mz5cS+PDm4mJiVi+fLncMbNUoUIFsXLlSiGEEPfu3RMqlUrtiOvx48dFsWLFZEqXfTt27BDm5uZCpVIJS0tLYWVlJd0KFCggdzyNGRsbS0cvra2txYULF4QQ737uCxYsKGc0jSQnJ4upU6eKChUqCGNjY2FsbCwqVKggAgMDteb3LMsMSd6+fSuCgoIUUWaaNWsmpk6dKt2/ePGi0NPTEz/++KOYMWOGsLGxEQEBAfIFzIYpU6YIPT09oaOjI2xsbETRokWFjo6O0NfXF3/88Yfc8T7JyMhI7TRT8+bNxbBhw6T7N27cUMQv7Lt374qIiAihUqlESEiIuHv3rnR79OiRePv2rdwRP2nJkiXC1NRU9OzZU7i5uYlatWqp7Z80aZJo0aKFTOmyz8XFRQwePFgkJCTIHeWzODo6inPnzgkhhKhcubJYtGiREEKIvXv3KqqUZSQyMlL07t1b7hgsM6RMNjY2IiQkRLo/evRo8c0330j3N23aJFxdXeWIli3BwcFCR0dHBAQEiOjoaGn7ixcvxLhx44Surq44fPiwjAk/rUiRItI7TSGEKFSokNqAwZs3bwpTU1M5ouVLy5cvF23atBH9+vUTjx8/VtvXv39/sW3bNpmSZZ+JiUmeWGW9V69eYsKECUIIIebPny+MjY2liQs9e/aUOd3nuXDhgtDR0ZE7BsfMkDJ9PF2wdu3aaN68uXRl5rt378LDw0NaMExb/fDDD7CyssLixYsz3N+nTx9pdWZt1bp1axQuXBhLly7Ftm3b0KVLFzx58kRaz2TXrl0YOnQorl27JnNSzd26dQsHDx7McJzG+PHjZUqV/7Rr1w4dO3ZEhw4d5I7yWdLS0pCWlgY9vXdLu23YsAEnTpyAi4sL+vbtCwMDA5kT5lxYWBgqVaok+6rxXDSPFKlo0aKIiIhAiRIlkJKSgnPnzmHixInS/levXkFfX1/GhJo5c+YM1q5dm+n+bt26af0gx0mTJqFhw4b466+/8PbtW4wePVptYbYNGzagbt26MibMnqVLl6J///4oXLgwbGxs1BYLU6lULDNf2Y4dO6R/e3t7Y9iwYbh69So8PDzS/Ux/uGK2NtPR0YGOjo50v2PHjujYsaOMifIeHpkhRerfvz/CwsLw+++/Y/v27Vi9ejUePXokvcNZt24dZs+ejZCQEJmTZs3ExAQ3b97M9ArZDx48gIuLi9bPPnn+/DmOHz8OGxsbVK9eXW3frl274ObmBkdHR5nSZU/JkiXx008/YcSIEXJHyZc+/KOfFZVKJfvRgOw4evQoFi9ejPDwcGzZsgXFihXD2rVr4ejoiNq1a8sdL8d4ZIboM0yaNAnt2rVD3bp1YWZmhtWrV6sdql2xYgWaNGkiY0LNJCUlZXmIWV9fHykpKbmYKGcKFy6M1q1bZ7jP29s7l9N8npiYGLRv317uGPnWx6f18oKtW7eiW7du6NKlC86fP4/k5GQAwMuXLzFlyhTs3r1b5oSZ+9QFM2NjY3MnyCfwyAwp2suXL2FmZiZd3PC96OhomJmZaf25aB0dHfz2228wMzPLcP+rV68wfvx42d/1ZOXkyZN48eIFWrRoIW1bs2YNAgICkJCQgDZt2mDevHmKuSRAr169ULVqVWltFqLP5enpCT8/P3Tv3l1tnZnz58+jefPmWn1RXKVcxodHZkjRMrsy7YcLnmkze3t7LF269JOP0Wa//vor6tWrJ5WZS5cuoVevXvDx8YGrqyv++OMP2NnZYcKECfIG1ZCzszPGjRuHU6dOZThO4+eff5YpWf4RHByMgQMH4tSpU7CwsFDb9/LlS9SqVQsLFy6El5eXTAmz58aNGxlmtbS01JojG5mRu6RoikdmiOiz2NraYufOnahSpQoAYMyYMTh8+DCOHTsGANi8eTMCAgJw9epVOWNqLKuxPSqVCnfu3MnFNJr71OmAD23btu0rJvl8rVq1Qv369eHn55fh/rlz5+LgwYMICgrK5WQ54+TkhCVLlqBRo0ZqR2bWrFmDqVOnKuZnQ5vxyAwRfZaYmBgULVpUun/48GE0b95cul+1alVERkbKES1HIiIi5I6QI5kdpVSi94P7M9OkSRNMnz49FxN9nt69e2Pw4MFYsWIFVCoVHj16hJMnT2Lo0KEYN26c3PHyBJYZIvoseWWavNIp5XSAJp4+fZrl94yenh6ioqJyMdHnGTlyJNLS0tCwYUMkJibCy8sLhoaGGDp0KAYNGiR3vDyBZYaIPsu3336LkSNHStPkTUxMUKdOHWn/xYsXUapUKRkTfpq/vz8mTZoEU1NT+Pv7Z/nYmTNn5lKq/KtYsWK4fPkynJ2dM9x/8eJF2Nra5nKqnFOpVBgzZgyGDRuG27dvIz4+Hm5ubjAzM8Pr169hbGwsd0TFY5khos+SF6bJnz9/Hm/evJH+nZkPF9DTdlu2bMGmTZtw//79dNP7z507J1MqzXz77bcYN24cmjVrlu5qzK9fv0ZAQIDa7DmlMDAwgJubGwAgOTkZM2fOxLRp07R6NpNScAAwEX0RSp8mn5fMnTsXY8aMgY+PD5YsWQJfX1+Eh4cjJCQEAwYMwOTJk+WOmKWnT5+iUqVK0NXVxcCBA1GmTBkAwPXr17FgwQKkpqbi3LlzamO1tFFycjImTJiA/fv3w8DAAMOHD0ebNm2wcuVKjBkzRnp9XKDx87HMEGmZpKSkdO+kP56eSpSVsmXLIiAgAJ06dVKbPTN+/HhER0dj/vz5ckf8pHv37qF///7Yu3cv3v+ZUqlUaNq0KRYsWKCIFaVHjBiBxYsXo1GjRjhx4gSioqLg6+uLU6dOYfTo0Wjfvn268k85wzJDpAUSExMxfPhwbNq0CS9evEi3X5sXzcuLQkNDMz1Fo+3TmoF3l8m4du0aSpYsiSJFimD//v2oUKECbt26hRo1amT4PaatYmJicPv2bQgh4OLionbdL23n5OSE2bNno1WrVrh8+TLKly8PHx8fLF++XFGnLJVAs4tgENFXNWzYMAQHB2PhwoUwNDTEsmXLMHHiRNjZ2WHNmjVyx8tXNmzYgFq1auHatWsICgrCmzdvcOXKFQQHBytm+rONjQ2io6MBvFt08dSpUwDeTTtX2vvXAgUKoGrVqqhWrZqiigzw7tpqlStXBgC4u7vD0NAQfn5+LDJfAcsMkRbYuXMn/vzzT3z33XfQ09NDnTp1MHbsWEyZMgXr1q2TO16+MmXKFMyaNQs7d+6EgYEB5syZg+vXr6NDhw5avxrzew0aNJCuPu3r6ws/Pz80btwYP/zwA9q2bStzuvwjNTVVbayYnp5eppcuoc/D00xEWsDMzAxXr16Fvb09ihcvjm3btqFatWqIiIiAh4cH4uPj5Y6Yb5iamuLKlStwcHBAoUKFcOjQIXh4eODatWto0KABHj9+LHfET0pLS0NaWhr09N5NWN2wYQNOnDgBFxcX9O3bl4Oxc4mOjg6aN28uXZds586daNCgAUxNTdUep4RTl9qOU7OJtICTkxMiIiJgb2+PsmXLYtOmTahWrRp27twJKysruePlKwUKFMCrV68A/N96Jx4eHoiNjUViYqLM6TSjo6MDHZ3/O/DesWNHdOzYUcZE+VOPHj3U7nft2lWmJHkfywyRFvD19UVYWBjq1q2LkSNHomXLlpg/fz7evHnDRdpymZeXF/bv3w8PDw+0b98egwcPRnBwMPbv34+GDRvKHU9jR48exeLFixEeHo4tW7agWLFiWLt2LRwdHVG7dm254+ULeWlVZm3H00xEWujevXs4e/YsnJ2dUb58ebnj5CvR0dFISkqCnZ0d0tLSMG3aNOkUzdixYxUxCHXr1q3o1q0bunTpgrVr1+Lq1atwcnLC/PnzsXv3buzevVvuiERfFMsMEVEe4+npCT8/P3Tv3l1tnZnz58+jefPmXHGW8hyeZiKSydy5c9GnTx8YGRlh7ty5WT72559/zqVU+dfbt2+RmpoqDdYE3q1Eu2jRIiQkJKBVq1aKOT1z48YNeHl5pdtuaWmJ2NjY3A9E9JWxzBDJZNasWejSpQuMjIwwa9asTB+nUqlYZnJB7969YWBggMWLFwN4d7XvqlWrIikpCba2tpg1axb++ecffPvttzIn/TQbGxvcvn0bDg4OatuPHTsGJycneUIRfUUsM0QyiYiIyPDfJI/jx4+rLfO/Zs0apKam4tatW7C0tMSIESPwxx9/KKLM9O7dG4MHD8aKFSugUqnw6NEjnDx5EkOHDsW4cePkjkf0xbHMEGmh1NRUXLp0CSVLllTEgNO84OHDh3BxcZHuHzhwAN9995206m+PHj0UMztl5MiRSEtLQ8OGDZGYmAgvLy8YGhpi6NChGDRokNzxiL44rgBMpAWGDBmC5cuXA3hXZLy8vFCpUiWUKFEChw4dkjdcPmFkZITXr19L90+dOoXq1aur7VfK4oUqlQpjxoxBdHQ0Ll++jFOnTiEqKgqTJk1Se41EeQXLDJEW2LJlCypUqADg3Sqhd+/exfXr1+Hn54cxY8bInC5/qFixItauXQvg3RotT58+RYMGDaT94eHhsLOzkytejhgYGMDNzQ3VqlWDvr4+Zs6cqYirTRNlF8sMkRZ4/vw5bGxsAAC7d+9G+/btUbp0afTs2ROXLl2SOV3+MH78eMyZMwelSpVC06ZN4ePjA1tbW2l/UFAQvvnmGxkTflpycjJGjRqFKlWqoFatWti+fTuAd4u3OTo6YtasWfDz85M3JNFXwDEzRFqgaNGiuHr1KmxtbbFnzx4sXLgQAJCYmAhdXV2Z0+UPdevWxdmzZ7Fv3z7Y2Nigffv2avsrVqyIatWqyZROM+PHj8fixYvRqFEjnDhxAu3bt4evry9OnTqFmTNnon379vx+ojyJZYZIC/j6+qJDhw6wtbWFSqVCo0aNAACnT59G2bJlZU6Xf7i6usLV1TXDfX369MnlNNm3efNmrFmzBq1atcLly5dRvnx5vH37FmFhYVCpVHLHI/pquAIwkZbYsmULIiMj0b59exQvXhwAsHr1alhZWaF169YypyMlMDAwQEREBIoVKwYAMDY2xpkzZ+Dh4SFzMqKvi2WGSEvFxsbyitmULbq6unjy5Amsra0BAObm5rh48SIH/VKex9NMRFrg999/h4ODA3744QcAQIcOHbB161bY2tpi9+7dvNgkaUQIAR8fH+mSDElJSejXrx9MTU3VHrdt2zY54hF9NTwyQ6QFHB0dsW7dOtSqVQv79+9Hhw4dsHHjRmzatAn379/Hvn375I5ICuDr66vR45Sy+B+RplhmiLSAsbExbt68iRIlSmDw4MFISkrC4sWLcfPmTVSvXh0xMTFyR8yXkpKSsHHjRiQkJKBx48ZqKwQTkfbgOjNEWqBAgQKIjIwEAOzZs0eazSSEQGpqqpzR8g1/f3+1pf5TUlJQs2ZN9O7dG6NHj4anpydOnjwpY0IiygzLDJEWaNeuHTp37ozGjRvjxYsXaN68OQDg/PnzcHZ2ljld/rBv3z40btxYur9u3Trcu3cPt27dQkxMDNq3b4/ffvtNxoRElBkOACbSArNmzYKDgwMiIyMxbdo0mJmZAQAeP36Mn376SeZ0+cP9+/fh5uYm3d+3bx++//57lCxZEgAwePBgRVwxmyg/4pgZIiIAVlZWCAkJkcbFODo6Yty4cejZsycA4O7du3B1deWFGom0EI/MEGmBNWvWZLm/e/fuuZQk/3J1dcXOnTvh7++PK1eu4P79+6hfv760/969eyhatKiMCYkoMzwyQ6QFChQooHb/zZs3SExMhIGBAUxMTBAdHS1TsvwjKCgIHTt2RO3atXHlyhVUrVoVO3fulPaPGDECERER2LRpk4wpiSgjHABMpAViYmLUbvHx8bhx4wZq166N9evXyx0vX2jbtq20QKGfnx82btyott/ExITjl4i0FI/MEGmx0NBQdO3aFdevX5c7CgG4fPky3N3d5Y5BRB/hkRkiLaanp4dHjx7JHSNfe/XqFZYsWYLq1aujQoUKcschogxwADCRFtixY4fafSEEHj9+jPnz5+Obb76RKVX+duTIESxfvhxbt26FnZ0d2rVrh/nz58sdi4gywDJDpAXatGmjdl+lUsHa2hoNGjTAjBkz5AmVDz158gSrVq3C8uXLERcXhw4dOiA5ORnbt29XW4OGiLQLx8wQEQFo2bIljhw5Am9vb3Tp0gXNmjWDrq4u9PX1ERYWxjJDpMU4ZoZIZm/evEGpUqVw7do1uaPka//99x969eqFiRMnwtvbG7q6unJHIiINscwQyUxfXx9JSUlyx8j3jh07hlevXqFy5cqoXr065s+fj+fPn8sdi4g0wDJDpAUGDBiA33//HW/fvpU7Sr5Vo0YNLF26FI8fP0bfvn2xYcMG2NnZIS0tDfv378erV6/kjkhEmeCYGSIt0LZtWxw4cABmZmbw8PCAqamp2v5t27bJlCx/u3HjBpYvX461a9ciNjYWjRs3TjfzjIjkxzJDpAV8fX2z3L9y5cpcSkIZSU1Nxc6dO7FixQqWGSItxDJDREREisZ1Zoi0SFRUFG7cuAEAKFOmDKytrWVORESk/TgAmEgLJCQkoGfPnrC1tYWXlxe8vLxgZ2eHXr16ITExUe54RERajWWGSAv4+/vj8OHD2LlzJ2JjYxEbG4t//vkHhw8fxi+//CJ3PCIircYxM0RaoHDhwtiyZQvq1auntv3gwYPo0KEDoqKi5AlGRKQAPDJDpAUSExNRtGjRdNuLFCnC00xERJ/AIzNEWqBhw4YoVKgQ1qxZAyMjIwDA69ev0aNHD0RHR+N///ufzAmJiLQXywyRFrh8+TKaNm2K5ORkVKhQAQAQFhYGIyMj7N27F+XKlZM5IRGR9mKZIdISiYmJWLduHa5fvw4AcHV1RZcuXWBsbCxzMiIi7cYyQ0RERIrGRfOItMCLFy9QqFAhAEBkZCSWLl2K169fo2XLlvDy8pI5HRGRduORGSIZXbp0CS1btkRkZCRcXFywYcMGNGvWDAkJCdDR0UFCQgK2bNmCNm3ayB2ViEhrcWo2kYyGDx8ODw8PHDlyBPXq1UOLFi3g7e2Nly9fIiYmBn379sXUqVPljklEpNV4ZIZIRoULF0ZwcDDKly+P+Ph4WFhYICQkBJUrVwYAXL9+HTVq1EBsbKy8QYmItBiPzBDJKDo6GjY2NgAAMzMzmJqaokCBAtL+AgUK4NWrV3LFIyJSBJYZIpmpVKos7xMRUdY4m4lIZj4+PjA0NAQAJCUloV+/fjA1NQUAJCcnyxmNiEgROGaGSEa+vr4aPW7lypVfOQkRkXKxzBAREZGiccwMERERKRrLDBERESkaywwREREpGssMERERKRrLDBERESkaywwRZalevXoYMmSI3DGIiDLFMkNERESKxjJDRJny8fHB4cOHMWfOHKhUKqhUKty9exeXL19G8+bNYWZmhqJFi6Jbt254/vy59HF79uxB7dq1YWVlhUKFCqFFixYIDw+X9t+9excqlQqbNm1CnTp1YGxsjKpVq+LmzZsICQlBlSpVYGZmhubNmyMqKkrjrG3atMH06dNha2uLQoUKYcCAAXjz5o30mLVr16JKlSowNzeHjY0NOnfujGfPnkn7Dx06BJVKhb1798LT0xPGxsZo0KABnj17hv/++w+urq6wsLBA586dkZiYKH1cWloaAgMD4ejoCGNjY1SoUAFbtmz5nC89EWUDywwRZWrOnDmoWbMmevfujcePH+Px48cwNzdHgwYN4OnpidDQUOzZswdPnz5Fhw4dpI9LSEiAv78/QkNDceDAAejo6KBt27ZIS0tTe/6AgACMHTsW586dg56eHjp37ozhw4djzpw5OHr0KG7fvo3x48drnPfgwYMIDw/HwYMHsXr1aqxatQqrVq2S9r958waTJk1CWFgYtm/fjrt378LHxyfd80yYMAHz58/HiRMnEBkZiQ4dOmD27Nn4+++/sWvXLuzbtw/z5s2THh8YGIg1a9Zg0aJFuHLlCvz8/NC1a1ccPnxY8y82EeWcICLKQt26dcXgwYOl+5MmTRJNmjRRe0xkZKQAIG7cuJHhc0RFRQkA4tKlS0IIISIiIgQAsWzZMukx69evFwDEgQMHpG2BgYGiTJkyGuXs0aOHKFmypHj79q20rX379uKHH37I9GNCQkIEAPHq1SshhBAHDx4UAMT//vc/tQwARHh4uLStb9++omnTpkIIIZKSkoSJiYk4ceKE2nP36tVLdOrUSaPsRPR5eGSGiLIlLCwMBw8ehJmZmXQrW7YsAEinkm7duoVOnTrByckJFhYWcHBwAADcv39f7bnKly8v/bto0aIAAA8PD7VtH54G+pRy5cpBV1dXum9ra6v28WfPnkXLli1hb28Pc3Nz1K1bV6NcJiYmcHJyyjDX7du3kZiYiMaNG6t9TdasWaN2ao2Ivh5eNZuIsiU+Ph4tW7bE77//nm6fra0tAKBly5YoWbIkli5dCjs7O6SlpcHd3R0pKSlqj9fX15f+rVKpMtz28amprHz4sR9/fEJCApo2bYqmTZti3bp1sLa2xv3799G0adNP5srqeePj4wEAu3btQrFixdQe9/5q6ET0dbHMEFGWDAwMkJqaKt2vVKkStm7dCgcHB+jppf8V8uLFC9y4cQNLly5FnTp1AADHjh3LtbyZuX79Ol68eIGpU6eiRIkSAIDQ0NDPfl43NzcYGhri/v370pEeIspdPM1ERFlycHDA6dOncffuXTx//hwDBgxAdHQ0OnXqhJCQEISHh2Pv3r3w9fVFamoqChQogEKFCmHJkiW4ffs2goOD4e/vL/fLgL29PQwMDDBv3jzcuXMHO3bswKRJkz77ec3NzTF06FD4+flh9erVCA8Px7lz5zBv3jysXr36CyQnok9hmSGiLA0dOhS6urpwc3ODtbU1UlJScPz4caSmpqJJkybw8PDAkCFDYGVlBR0dHejo6GDDhg04e/Ys3N3d4efnhz/++EPulwFra2usWrUKmzdvhpubG6ZOnYrp06d/keeeNGkSxo0bh8DAQLi6uqJZs2bYtWsXHB0dv8jzE1HWVEIIIXcIIiIiopzikRkiIiJSNJYZIlKED6c9f3w7evSo3PGISEY8zUREinD79u1M9xUrVgzGxsa5mIaItAnLDBERESkaTzMRERGRorHMEBERkaKxzBAREZGiscwQERGRorHMEBERkaKxzBAREZGiscwQERGRorHMEBERkaL9P29cVCLQHrjWAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2013 505207500.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2014 696176500.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2015 1100172000.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2016 1256815000.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2017 2555570000.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2018 1733324000.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2019 2406805100.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2020 631661000.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2021 390635000.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2022 931078237.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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laGlpCU5OTsKhQ4eE7t27C7Vq1VJ4nZ+fn1CjRg1BS0tLqFWrlrB169Y8bwvP79bzj2/pz/keFXQbc363no8dOzbXaz/+swvSvn17AYAQEhKS5/43b94IM2bMEOzs7ARNTU3BzMxMaN68ubBs2TIhPT1d/rrCfm/yy52X2NhYhVu+P37kdZybNm0S7O3tBU1NTaF69erCypUrFW73z8mQ3+PDv8NRUVHCwIEDBVtbW0FHR0fQ1tYWateuLXh7ewvJycmFOgaiksK1sYiU0OnTp+Hm5oa9e/fi22+/FTtOkdWrVw8VKlTAv//+K3aUUtW1a1fcuHEjz3FLRKQ8OGaHiIotIyNDPvYkx+nTpxEWFpbnsgJS8ujRIxw+fBgDBgwQOwoRFYBjdoio2B48eAB3d3f0798flpaWuH37NjZs2IBKlSph1KhRYscrFbGxsTh37hx8fX2hoaGBkSNHih2JiArAskNExWZsbAwXFxf4+vri2bNn0NPTg5eXFxYvXpzv+lKq7syZMxgyZAiqVauGgIAAVKpUSexIRFQAjtkhIiIiSeOYHSIiIpI0lh0iIiKSNI7Zwfs1bB4+fAgDA4NCL0pIRERE4hIEAW/evIGlpSXU1PI/f8OyA+Dhw4eoWrWq2DGIiIioGBISElClSpV897PsADAwMADw/ptlaGgo3/79t+vz+xLRrd03WuwIREREokpKSkLVqlXlv8fzw7KD/1sl2tDQUKHsaGpoixWpQB/mJCIi+pIVNASFA5SJiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0sqJHYBK13deq8SO8Em+h8eLHYGIiCSOZ3aIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNJYdoiIiEjSWHaIiIhI0kQtO0FBQejYsSMsLS0hk8lw8OBBhf1z585FrVq1oKenB2NjY7i7u+PixYu53ufw4cNo0qQJdHR0YGxsjC5dupTNARAREZHSE7XspKSkoG7duli3bl2e+2vWrIm1a9fixo0bCA4OhrW1Nb755hs8e/ZM/po//vgDAwYMwJAhQxAWFoZz586hb9++ZXUIREREpOTKifmHe3p6wtPTM9/9H5eWFStWwM/PD+Hh4fj666+RmZmJ8ePHY+nSpRg2bJj8dY6OjqWWmYiIiFSLyozZSU9Px6ZNm2BkZIS6desCAK5du4YHDx5ATU0N9evXh4WFBTw9PREREfHJ90pLS0NSUpLCg4iIiKRJ6cvO33//DX19fWhra2PlypX4999/YWZmBgCIiYkB8H5sz6xZs/D333/D2NgYrVu3RmJiYr7vuWjRIhgZGckfVatWLZNjISIiorKn9GXHzc0NoaGhCAkJgYeHB3r27ImnT58CALKzswEAP/30E7p37w4XFxds3boVMpkMe/fuzfc9Z8yYgdevX8sfCQkJZXIsREREVPaUvuzo6enBzs4OTZs2hZ+fH8qVKwc/Pz8AgIWFBQDFMTpaWlqwtbVFfHx8vu+ppaUFQ0NDhQcRERFJk9KXnY9lZ2cjLS0NAODi4gItLS3cuXNHvj8jIwNxcXGwsrISKyIREREpEVHvxkpOTkZUVJT8eWxsLEJDQ2FiYgJTU1MsWLAAnTp1goWFBZ4/f45169bhwYMH6NGjBwDA0NAQo0aNgre3N6pWrQorKyssXboUAOSvISIioi+bqGXnypUrcHNzkz+fNGkSAGDQoEHYsGEDbt++jYCAADx//hympqZo1KgRzp49i9q1a8u/ZunSpShXrhwGDBiAt2/fokmTJjh16hSMjY3L/HiIiIhI+Yhadlq3bg1BEPLdv3///gLfQ0NDA8uWLcOyZctKMhoRERFJhMqN2SEiIiIqCpYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0UctOUFAQOnbsCEtLS8hkMhw8eFBhvyAImDNnDiwsLKCjowN3d3fcvXtXvj8uLg7Dhg2DjY0NdHR0UL16dXh7eyM9Pb2Mj4SIiIiUlahlJyUlBXXr1sW6devy3L9kyRKsXr0aGzZswMWLF6Gnp4d27drh3bt3AIDbt28jOzsbGzduxM2bN7Fy5Ups2LABM2fOLMvDICIiIiVWTsw/3NPTE56ennnuEwQBPj4+mDVrFjp37gwA2LZtGypWrIiDBw+id+/e8PDwgIeHh/xrbG1tcefOHaxfvx7Lli0rk2MgIiIi5SZq2fmU2NhYPH78GO7u7vJtRkZGaNKkCc6fP4/evXvn+XWvX7+GiYnJJ987LS0NaWlp8udJSUklE5pKzXdeq8SO8Em+h8eLHYGIiPKhtAOUHz9+DACoWLGiwvaKFSvK930sKioKa9aswciRIz/53osWLYKRkZH8UbVq1ZIJTUREREpHactOUT148AAeHh7o0aMHhg8f/snXzpgxA69fv5Y/EhISyiglERERlTWlLTuVKlUCADx58kRh+5MnT+T7cjx8+BBubm5o3rw5Nm3aVOB7a2lpwdDQUOFBRERE0qS0ZcfGxgaVKlXCyZMn5duSkpJw8eJFNGvWTL7twYMHaN26NVxcXLB161aoqSntIREREZEIRB2gnJycjKioKPnz2NhYhIaGwsTEBNWqVcOECRPwyy+/oEaNGrCxscHs2bNhaWmJLl26APi/omNlZYVly5bh2bNn8vf6+OwPERERfZlELTtXrlyBm5ub/PmkSZMAAIMGDYK/vz+mTZuGlJQUjBgxAq9evcJXX32Fo0ePQltbGwDw77//IioqClFRUahSpYrCewuCUHYHQkREREpL1LLTunXrT5YSmUyGn3/+GT///HOe+wcPHozBgweXUjoiIiKSAg5wISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSRN1BmWiL813XqvEjpAv38PjxY5ARFQqeGaHiIiIJI1lh4iIiCSNZYeIiIgkjWWHiIiIJI1lh4iIiCSNZYeIiIgkjWWHiIiIJI3z7BBRkSjzXEEA5wsiotx4ZoeIiIgkrVhl58mTJxgwYAAsLS1Rrlw5qKurKzyIiIiIlEWxLmMNHjwY8fHxmD17NiwsLCCTyUo6FxEREVGJKFbZCQ4OxtmzZ1GvXr0SjkNERERUsop1Gatq1aoQBKGksxARERGVuGKVHR8fH/z444+Ii4sr4ThEREREJatYl7F69eqF1NRUVK9eHbq6utDQ0FDYn5iYWCLhiIiIiD5XscqOj49PCccgIiIiKh3FKjuDBg0q6RxEREREpaLQZScpKQmGhoby//6UnNcRERERia3QZcfY2BiPHj2Cubk5ypcvn+fcOoIgQCaTISsrq0RDEhERERVXocvOqVOnYGJiAgAIDAwstUBEREREJanQZcfV1TXP/yYiIiJSZp+16nlqairi4+ORnp6usL1OnTqfFYqIiIiopBSr7Dx79gxDhgzBkSNH8tzPMTtERESkLIo1g/KECRPw6tUrXLx4ETo6Ojh69CgCAgJQo0YNHDp0qKQzEhERERVbsc7snDp1Cn/++ScaNmwINTU1WFlZoW3btjA0NMSiRYvg5eVV0jmJiIiIiqVYZ3ZSUlJgbm4O4P0t6c+ePQMAODs749q1ayWXjoiIiOgzFavs2Nvb486dOwCAunXrYuPGjXjw4AE2bNgACwuLEg1IRERE9DmKdRlr/PjxePToEQDA29sbHh4e+P3336GpqYmAgIASDUhERET0OYpVdvr37y//bxcXF9y7dw+3b99GtWrVYGZmVmLhiIiIiD5XscrOpEmT8twuk8mgra0NOzs7dO7cWT7jMhEREZFYilV2rl+/jmvXriErKwv29vYAgMjISKirq6NWrVr43//+h8mTJyM4OBiOjo4lGpiIiIioKIo1QLlz585wd3fHw4cPcfXqVVy9ehX3799H27Zt0adPHzx48ACtWrXCxIkTSzovERERUZEUq+wsXboU8+fPh6GhoXybkZER5s6diyVLlkBXVxdz5szB1atXSywoERERUXEUq+y8fv0aT58+zbX92bNnSEpKAgCUL18+15pZRERERGWt2Jexhg4digMHDuD+/fu4f/8+Dhw4gGHDhqFLly4AgEuXLqFmzZolmZWIiIioyIo1QHnjxo2YOHEievfujczMzPdvVK4cBg0ahJUrVwIAatWqBV9f35JLSkRERFQMxSo7+vr62Lx5M1auXImYmBgAgK2tLfT19eWvqVevXokEJCIiIvocxSo7OfT19VGnTp2SykJERERU4oo1ZoeIiIhIVbDsEBERkaSx7BAREZGksewQERGRpLHsEBERkaSx7BAREZGksewQERGRpH3WPDtERKrqO69VYkfIl+/h8WJHIJIUntkhIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSVP6eXYePHiA6dOn48iRI0hNTYWdnR22bt2Khg0bAgCSk5Px448/4uDBg3jx4gVsbGwwbtw4jBo1SuTkRESlS5nnCgIKP1+QVI6DlJdSl52XL1+iRYsWcHNzw5EjR1ChQgXcvXsXxsbG8tdMmjQJp06dwu+//w5ra2scP34cY8aMgaWlJTp16iRieiIiIlIGSl12fv31V1StWhVbt26Vb7OxsVF4TUhICAYNGoTWrVsDAEaMGIGNGzfi0qVLLDtERESk3GN2Dh06hIYNG6JHjx4wNzdH/fr1sXnzZoXXNG/eHIcOHcKDBw8gCAICAwMRGRmJb775Jt/3TUtLQ1JSksKDiIiIpEmpy05MTAzWr1+PGjVq4NixYxg9ejTGjRuHgIAA+WvWrFkDR0dHVKlSBZqamvDw8MC6devQqlWrfN930aJFMDIykj+qVq1aFodDREREIlDqy1jZ2dlo2LAhFi5cCACoX78+IiIisGHDBgwaNAjA+7Jz4cIFHDp0CFZWVggKCsLYsWNhaWkJd3f3PN93xowZmDRpkvx5UlISCw8REZFEKXXZsbCwgKOjo8I2BwcH/PHHHwCAt2/fYubMmThw4AC8vLwAAHXq1EFoaCiWLVuWb9nR0tKClpZW6YYnIiIipaDUl7FatGiBO3fuKGyLjIyElZUVACAjIwMZGRlQU1M8DHV1dWRnZ5dZTiIiIlJeSn1mZ+LEiWjevDkWLlyInj174tKlS9i0aRM2bdoEADA0NISrqyumTp0KHR0dWFlZ4cyZM9i2bRtWrFghcnoiIiJSBkpddho1aoQDBw5gxowZ+Pnnn2FjYwMfHx/069dP/ppdu3ZhxowZ6NevHxITE2FlZYUFCxZwUkEiIiICoORlBwA6dOiADh065Lu/UqVKCvPwEBEREX1IqcfsEBEREX0upT+zQ0REpAqUeY2vL319L57ZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJY9khIiIiSWPZISIiIklj2SEiIiJJKyd2ACIiIlIO33mtEjvCJ/keHl+sr+OZHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0pS8769evR506dWBoaAhDQ0M0a9YMR44cyfU6QRDg6ekJmUyGgwcPln1QIiIiUkpKX3aqVKmCxYsX4+rVq7hy5QratGmDzp074+bNmwqv8/HxgUwmEyklERERKatyYgcoSMeOHRWeL1iwAOvXr8eFCxdQu3ZtAEBoaCiWL1+OK1euwMLCQoyYREREpKSUvux8KCsrC3v37kVKSgqaNWsGAEhNTUXfvn2xbt06VKpUqVDvk5aWhrS0NPnzpKSkUslLRERE4lP6y1gAcOPGDejr60NLSwujRo3CgQMH4OjoCACYOHEimjdvjs6dOxf6/RYtWgQjIyP5o2rVqqUVnYiIiESmEmd27O3tERoaitevX2Pfvn0YNGgQzpw5g6ioKJw6dQrXr18v0vvNmDEDkyZNkj9PSkpi4SEiIpIolSg7mpqasLOzAwC4uLjg8uXLWLVqFXR0dBAdHY3y5csrvL579+5o2bIlTp8+nef7aWlpQUtLq5RTExERkTJQibLzsezsbKSlpWHevHn47rvvFPY5Oztj5cqVuQY2ExER0ZdJ6cvOjBkz4OnpiWrVquHNmzfYsWMHTp8+jWPHjqFSpUp5DkquVq0abGxsREhLREREykbpy87Tp08xcOBAPHr0CEZGRqhTpw6OHTuGtm3bih2NiIiIVIDSlx0/P78ivV4QhFJKQkRERKpIJW49JyIiIioulh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjSWHSIiIpI0lh0iIiKSNJYdIiIikjTJlJ1169bB2toa2traaNKkCS5duiR2JCIiIlICkig7u3fvxqRJk+Dt7Y1r166hbt26aNeuHZ4+fSp2NCIiIhKZJMrOihUrMHz4cAwZMgSOjo7YsGEDdHV1sWXLFrGjERERkcjKiR3gc6Wnp+Pq1auYMWOGfJuamhrc3d1x/vz5PL8mLS0NaWlp8uevX78GACQlJSm+d8a7UkhcMj7Omh9lPgaAx6FMpHAMgDSOQwrHAPA4lIkUjgHIfRw5zwVB+PQXCiruwYMHAgAhJCREYfvUqVOFxo0b5/k13t7eAgA++OCDDz744EMCj4SEhE92BZU/s1McM2bMwKRJk+TPs7OzkZiYCFNTU8hkslL5M5OSklC1alUkJCTA0NCwVP6M0iaFYwCkcRxSOAaAx6FMpHAMgDSOQwrHAJTNcQiCgDdv3sDS0vKTr1P5smNmZgZ1dXU8efJEYfuTJ09QqVKlPL9GS0sLWlpaCtvKly9fWhEVGBoaqvRfXkAaxwBI4zikcAwAj0OZSOEYAGkchxSOASj94zAyMirwNSo/QFlTUxMuLi44efKkfFt2djZOnjyJZs2aiZiMiIiIlIHKn9kBgEmTJmHQoEFo2LAhGjduDB8fH6SkpGDIkCFiRyMiIiKRSaLs9OrVC8+ePcOcOXPw+PFj1KtXD0ePHkXFihXFjianpaUFb2/vXJfPVIkUjgGQxnFI4RgAHocykcIxANI4DikcA6BcxyEThILu1yIiIiJSXSo/ZoeIiIjoU1h2iIiISNJYdoiIiEjSWHaIiIhI0lh2iIiISNIkceu5snr16hUuXbqEp0+fIjs7W2HfwIEDRUpVeOHh4Xlul8lk0NbWRrVq1ZTilsL8ZGdnY+nSpTh06BDS09Px9ddfw9vbGzo6OmJHK7RWrVrh0KFD8hm+Dx06hLZt26rUMeTl6dOnef67qFOnjkiJCi8jIwM6OjoIDQ2Fk5OT2HGK7OHDh1ixYgXmzJmTa1bb169f45dffsGUKVOUauqOL8XVq1dx69YtAICjoyMaNGggcqKiU9bfe7z1vJT89ddf6NevH5KTk2FoaKiw5pZMJkNiYqKI6QpHTU3tk2uFaWhooFevXti4cSO0tbXLMFnhzJ8/H3PnzoW7uzt0dHRw7Ngx9OnTB1u2bBE7WqGpqanh8ePHMDc3B/B+2vXQ0FDY2tqKnKx4rl69ikGDBuHWrVvyVYplMhkEQYBMJkNWVpbICQvH1tYWBw4cQN26dcWOUmRTpkxBUlISNm3alOf+UaNGwcjICL/++msZJyu8bt26Ffq1+/fvL8UkJePp06fo3bs3Tp8+Lf9g8+rVK7i5uWHXrl2oUKGCuAELSZl/7/EyVimZPHkyhg4diuTkZLx69QovX76UP1Sh6ADAgQMHUKNGDWzatAmhoaEIDQ3Fpk2bYG9vjx07dsDPzw+nTp3CrFmzxI6ap23btuF///sfjh07hoMHD+Kvv/7C9u3bc33aUCWq/tlk6NChqFmzJkJCQhATE4PY2FiF/1UVP/30E2bOnKky/5Y/dPTo0U9+wh44cCD+/vvvMkxUdEZGRvKHoaEhTp48iStXrsj3X716FSdPnizUmknK4IcffsCbN29w8+ZNJCYmIjExEREREUhKSsK4cePEjldoSv1775NrolOx6erqCtHR0WLH+CyNGjUSjh49mmv70aNHhUaNGgmCIAgHDhwQbG1tyzpaoWhqagrx8fEK27S0tISEhASREhWdTCYTnjx5In+ur6+v0n+v9PX1hbt374od47PVq1dP0NfXF7S0tISaNWsK9evXV3goM11dXeHevXv57r93756gq6tbhok+z7Rp04TvvvtOyMzMlG/LzMwURowYIUyZMkXEZIVnaGgoXLp0Kdf2ixcvCkZGRmUfqJiU+fcex+yUknbt2uHKlSsqe7kBAG7cuAErK6tc262srHDjxg0AQL169fDo0aOyjlYomZmZuS6vaWhoICMjQ6RExXPs2DH5J9ScRW4jIiIUXtOpUycxohXZ119/jbCwMNjZ2Ykd5bN06dJF7AjFpqOjg7i4OFSrVi3P/XFxcSo1JmzLli0IDg6Gurq6fJu6ujomTZqE5s2bY+nSpSKmK5zs7GxoaGjk2q6hoaFSZ6KV+fcey04p8fLywtSpU/Hff//B2dk5119kVfjlVKtWLSxevBibNm2CpqYmgPeDMxcvXoxatWoBAB48eKC0AxkFQcDgwYMVBlG/e/cOo0aNgp6ennybsl/THzRokMLzkSNHKjxXpbEuvr6+GDRoECIiIuDk5KSS/y4AwNvbW+wIxdakSRP89ttvaNWqVZ77t23bhsaNG5dxquLLzMzE7du3YW9vr7D99u3bKlMU2rRpg/Hjx2Pnzp2wtLQE8P5n68SJE/H111+LnK7wlPn3HgcolxI1tfyHQ6nKL6eQkBB06tQJampq8rtkbty4gaysLPz9999o2rQpfvvtNzx+/BhTp04VOW1ugwcP/uQA6xxbt24tgzQEvB/AOGDAACQlJeXapyr/LlRdYGAg2rZtiwkTJmDq1KnyDytPnjzBkiVLsGrVKhw/fhxt2rQROWnhTJo0Cdu2bcPMmTPlJe3ixYtYvHgxBgwYgBUrVoicsGAJCQno1KkTbt68iapVq8q3OTk54dChQ6hSpYrICQtHmX/vsezQJ7158wbbt29HZGQkAMDe3h59+/aFgYGByMlIFVlbW6NDhw6YPXu20p4RLIyC7lRU9tK2ceNGjB8/HhkZGfK7Zl6/fg0NDQ2sXLkSo0ePFjtioWVnZ2PZsmVYtWqV/JK6hYUFxo8fj8mTJytc3lJmgiDgxIkTuH37NgDAwcEB7u7uIqeSDpYdkqysrCzcvHkTNWrUyDUGITU1FVFRUXBycvrkpxGxXb16FVOmTMGff/6Z55woXbp0gY+Pj8rcAm1gYIDQ0FBUr15d7Cif5c8//1R4npGRgevXryMgIADz5s3DsGHDREpWeA8ePMCePXsQFRUFQRBQs2ZNfPvttypzFiEvOWcMP/63ouy2bduGXr165Zq3LD09Hbt27VKJedmUHctOKTpz5gyWLVumMEnU1KlT0bJlS5GT5e/QoUPw9PSEhoYGDh069MnXKvv4Cn9/f6xduxYXL17M9ekuMzMTTZs2xYQJE9C/f3+REhasb9++cHBwwOzZs/Pcv3DhQvz333/4/fffyzhZ8QwaNAgtW7bEd999J3aUUrFjxw7s3r07Vxmi0pWZmYnTp08jOjpafub54cOHMDQ0hL6+vtjxCqSuro5Hjx7J59PK8eLFC5ibmyv9mcIPpaSk4MyZM4iPj0d6errCPjFvo2fZKSW///47hgwZgm7duqFFixYAgHPnzuHAgQPw9/dH3759RU6Ytw8nsVPm66+F0bJlS4wdOxa9e/fOc/+ePXuwdu1aBAUFlXGywqtevToOHDiQ78zCN27cQOfOnVVmjpoFCxbAx8cHXl5eeQ5gVKU5RfISExODOnXqIDk5Wewo+ZLarNz37t2Dh4cH4uPjkZaWhsjISNja2mL8+PFIS0vDhg0bxI5YIDU1NTx58iTX5IFhYWFwc3MTf46aQrp+/Trat2+P1NRUpKSkwMTEBM+fP4euri7Mzc1F/TnFslNKHBwcMGLECEycOFFh+4oVK7B582b52R4qPebm5rh06RKsra3z3B8bG4vGjRvj2bNnZRusCLS1tXHr1i3Y2NjkuT82NhaOjo54+/ZtGScrnvyOA3hfoFWltOXl7du3mDFjBo4cOYI7d+6IHSdfUpuVu0uXLjAwMICfnx9MTU0RFhYGW1tbnD59GsOHD8fdu3fFjpiv+vXrQyaTISwsDLVr10a5cv93g3RWVhZiY2Ph4eGBPXv2iJiy8Fq3bo2aNWtiw4YNMDIyQlhYGDQ0NNC/f3+MHz++SDNflzTeel5KYmJi0LFjx1zbO3XqhJkzZ4qQqOji4+NRsWLFXNeRBUFAQkJCvvN0KIuUlJQ87/rJ8ebNG6SmppZhoqKrUKEC7ty5k29JuH37NszMzMo4VfHFxsaKHaFEGBsbKwxQFgQBb968ga6urspcUsyh6p93z549i5CQEPn0GDmsra3x4MEDkVIVTs58TaGhoWjXrp3CJTdNTU1YW1uje/fuIqUrutDQUGzcuBFqampQV1dHWloabG1tsWTJEgwaNIhlR4qqVq2KkydP5po87cSJE/JbC5WdtbU1HBwccOjQIYUBpU+fPoWNjY3SX8aqUaMGQkJC8r0EFBwcjBo1apRxqqJxd3fHggUL4OHhkWufIAhYsGAB79gQgY+Pj8JzNTU1VKhQAU2aNIGxsbE4ob5Q2dnZef4sun//vtLfNert7Y2srCxYW1vjm2++gYWFhdiRPouGhoZ8+IO5uTni4+Ph4OAAIyMjJCQkiJqNZaeUTJ48GePGjUNoaCiaN28O4P2YHX9/f6xatUrkdIXn4OCAxo0bY8+ePQqTW6nCp8G+ffti1qxZaN68ea7CExYWhjlz5mDatGkipSucWbNmwcXFBU2aNMHkyZPlE6fdvn0by5cvR2RkJPz9/cUNWUT379/HoUOH8hzAqApzogC5J3pUNVKalfubb76Bj4+PfGFTmUyG5ORkeHt7o3379iKnK5i6ujpGjhwpiaEN9evXx+XLl1GjRg24urpizpw5eP78OX777Tc4OTmJG65sV6f4suzfv19o0aKFYGJiIpiYmAgtWrQQDh48KHasQlNTUxOePHkirFixQtDS0hJWrVolCIIgPH78WFBTUxM5XcHS09OF1q1bC+XKlRM8PDyECRMmCBMmTBA8PDyEcuXKCa6urkJ6errYMQt0+fJloXbt2oJMJhPU1NQENTU1QSaTCbVr185zPR1lduLECUFXV1dwcnISypUrJ9SrV08oX768YGRkJLi5uYkdr0gSExOFpUuXCkOHDhWGDh0qLFu2THjx4oXYsQokk8kKfKjCv+8cCQkJgqOjo+Dg4CCUK1dOaNq0qWBqairY29srrCunzFxcXIQTJ06IHeOzXb58WTh16pQgCILw5MkToV27doKBgYHQoEEDITQ0VNRsHKBM+fpwIOORI0fQp08f9OjRA3PmzIG1tbXSX8YC3s9/snLlSuzYsQN3796VzyfSt29fTJgwIdd1fmUWGhqqcAz16tUTO1KRNW7cGJ6enpg3bx4MDAwQFhYGc3Nz9OvXDx4eHiozmV1QUBA6duwIIyMjNGzYEMD7OZFevXqFv/76K9+lGKh0ZGZmYvfu3QgLC0NycjIaNGiAfv36qcwdZkePHsWMGTMwf/58uLi4KCxnA6jevEHKiGWH8vXxXRv//fcfOnXqBD09PURERKhE2SHl8uGkgsbGxggODkbt2rURFhaGzp07Iy4uTuyIheLs7IxmzZph/fr18jmcsrKyMGbMGISEhMgXyqXSFxQUhObNmyvcyQS8L0AhISEqUTw/nObj44HvqjDNhyrgmJ0SZGJigsjISJiZmeW6W+NjqjBvgqurq8KZD0dHR1y4cAHdu3dXiTE7pHz09PTk43QsLCwQHR2N2rVrAwCeP38uZrQiiYqKwr59+/JcaXvbtm0iJvvyuLm55Tkh3+vXr+Hm5qYSRSEwMFDsCMWWc/t8YVy7dq2U0+SPZacErVy5Uj76/+O7NVRRXv8AzczMcObMGRHSkBQ0bdoUwcHBcHBwQPv27TF58mTcuHED+/fvR9OmTcWOV2gNGjTArVu3cq20fevWLZVZukMqcs5+fOzFixe5LgcpK1dXV7EjFFvO7fPKjpex6JOysrJw4MAB+Z0CDg4O6NKlS65TxkSFERMTg+TkZNSpUwcpKSmYPHkyQkJCUKNGDaxYsQJWVlZiRyyU3bt3Y9q0afjhhx/kJe3ChQtYt24dFi9eDAcHB/lr85v6gD5Pzpwtf/75Jzw8PBTmA8vKykJ4eDjs7e1x9OhRsSIWyatXr+Dn5yf/WVu7dm0MHTpUftccfR6WnVL0cVFwdHRE586dVaYo3Lx5E506dcLjx4/ln2AjIyNRoUIF/PXXX+LfSkgkkoIWj5XJZBxvUcqGDBkCAAgICEDPnj0VBiPnTMg3fPhwlZh088qVK2jXrh10dHTQuHFjAMDly5fx9u1bHD9+HA0aNBA5oepj2SklUigKzZo1Q4UKFRAQECCfKO3ly5cYPHgwnj17hpCQEJETSlt4eHihX8uzB2Xr3r17hX6tsp6tSkhIgEwmk69yfunSJezYsQOOjo4YMWKEyOkKb968eZgyZYrKXLLKS8uWLWFnZ4fNmzfLPwxnZmbiu+++Q0xMjFKv36cqY1VZdkqJFIqCjo4Orly5Ih9AmiMiIgKNGjVSmfWYJk2alOd2mUwGbW1t2NnZoXPnzjAxMSnjZJ+mpqYmP0OQF1U5e1DQD8APqcLAfalo2bIlRowYgQEDBsg/lNWuXRt3797FDz/8gDlz5ogd8Yuho6OD69evo1atWgrb//vvPzRs2FCpl7UJCAhA7969oaWlhYCAgE++VszJOFXjeooKCg0NxZUrVxSmjjc2NsaCBQvQqFEjEZMVXs2aNfHkyZNcZefp06e5lsFQZtevX8e1a9eQlZWlcJZNXV0dtWrVwv/+9z9MnjwZwcHBcHR0FDnt/5HKOlIfDtZ/8eIFfvnlF7Rr1w7NmjUDAJw/fx7Hjh3D7NmzRUpYdAEBATAzM4OXlxcAYNq0adi0aRMcHR2xc+dOpT2b86GIiAj5JZM9e/bAyckJ586dw/HjxzFq1CilLjsNGjTAyZMnYWxsXODdQGLeAVRYhoaGiI+Pz1V2EhISlH7Jiw8LjDLPLM6yU0qkUBQWLVqEcePGYe7cuQqDMH/++Wf8+uuvCotsKvOkVzlnbbZu3SrP+fr1a3z33Xf46quvMHz4cPTt2xcTJ07EsWPHRE77f1ThF2ZhfPgDsHv37vj555/x/fffy7eNGzcOa9euxYkTJzBx4kQxIhbZwoULsX79egDvy9ratWvh4+ODv//+GxMnTsT+/ftFTliwjIwM+aDeEydOyJeHqFWrFh49eiRmtAJ17txZnl1V7gb6lF69emHYsGFYtmyZwvJCU6dORZ8+fUROJxFlO2GztL1+/Vr+OHz4sFC7dm1h7969QkJCgpCQkCDs3btXcHZ2Fg4fPix21EL5ePr4nGUKPn6u7FPLW1paCjdv3sy1PSIiQrC0tBQEQRCuXr0qmJqalnW0Irt586Zw5MgR4c8//1R4qAo9PT3h7t27ubbfvXtX0NPTEyFR8ejo6Aj37t0TBEEQpk2bJgwYMEAQhPd/p8zMzMSMVmiNGzcWpk+fLgQFBQna2try6fzPnz8vVK5cWeR0X5a0tDRh3Lhxgqampvxnq5aWljBhwgTh3bt3YscrUE7mgh5i4pmdElS+fPlcs1/27NlTvk34/2MvOnbsqNRjLHKo8kRXH3r9+jWePn2a6xLVs2fP5Genypcvn2tRSmUSExODrl274saNGwrjeHL+bqnC3ycAMDU1xZ9//onJkycrbP/zzz9hamoqUqqi09fXx4sXL1CtWjUcP35cPi5MW1tbZcay/frrr+jatSuWLl2KQYMGyecHOnTokPzylipJT0/H06dPkZ2drbC9WrVqIiUqPE1NTaxatQqLFi1CdHQ0AKB69erQ1dUVOVnhCIIAKysrDBo0CPXr1xc7Tp5YdkqQVMpBDlWe6OpDnTt3xtChQ7F8+XL5eKnLly9jypQp8lPgly5dQs2aNUVM+Wnjx4+HjY0NTp48CRsbG1y6dAkvXrzA5MmTsWzZMrHjFdq8efPw3Xff4fTp02jSpAkA4OLFizh69Cg2b94scrrCa9u2Lb777jvUr18fkZGR8tW1b968CWtra3HDFVLr1q3x/PlzJCUlKYwtHDFihMr8kgXej78bNmxYrps+BBUYvJ+SkoIpU6bg0KFDSE9Px9dff401a9agQoUKYkcrkkuXLsHPzw+rVq2CjY0Nhg4din79+in8vRIb78YiBeHh4XBycoKamlqBtz6ryu3OycnJmDhxIrZt24bMzEwAQLly5TBo0CCsXLkSenp6CA0NBQClXVzTzMwMp06dQp06dWBkZIRLly7B3t4ep06dwuTJk3H9+nWxIxbaxYsXsXr1aoWJKseNGycvP6rg1atXmDVrFhISEjB69Gh4eHgAALy9vaGpqYmffvpJ5IRfjhYtWqBcuXL48ccfYWFhkWuwsjLPaD1p0iRs2rQJ/fr1g7a2Nnbu3IkWLVrgwIEDYkcrlnfv3mHfvn3YunUrLly4gI4dO2LYsGFo27at2NFYdkqSFOZF+XDxz0/d+qzsn5jykpycjJiYGACAra0t9PX1RU5UeMbGxrh27RpsbGxQvXp1+Pr6ws3NDdHR0XB2dlbqW1NzZGRkYOTIkZg9ezZsbGzEjvNZ4uPjUaVKlVyTCwqCgISEBKW9dCK1u5iA9+utXb16NdedTKrAxsYGS5YsQY8ePQAAV69eRdOmTfH27VuVmXw2P7GxsRg2bBjOnDmDZ8+eiT61h2p/N5VMvXr1PjkvSg5lLgqxsbHyU6hSufU5h76+vtKWzII4OTkhLCwMNjY2aNKkCZYsWQJNTU1s2rQJtra2YscrFA0NDfzxxx8qdYt5fmxsbPJcfDIxMRE2NjZK++9bancxAe9nplelRWQ/dP/+fbRo0UL+3MXFBRoaGnj48KHSFuaC3L9/H/7+/vD390dqaiqmTp2qFHfr8sxOCZLCrKpSlJKSgsWLF+PkyZN5DmDMOdujzI4dO4aUlBR069YNUVFR6NChAyIjI2Fqaordu3ejTZs2YkcslEGDBqFevXoqc4t5fj48A/qhe/fuwdHRESkpKSIl+/KcOnUKs2bNwsKFC+Hs7AwNDQ2F/crwizY/6urqePz4scIYHUNDQ/kHG1WRnp6OAwcOwM/PD2fPnoWnpyeGDh0KT09PqKurix0PAMtOmcvOzsY///yDDh06iB2lUH777Tds2LABsbGxOH/+PKysrODj4wMbGxt07txZ7HiF0qdPH5w5cwYDBgzI85r++PHjRUr2eRITE4s0O7Ey+OWXX7B8+XJ8/fXXcHFxyTXF/7hx40RKVjg5d12tWrUKw4cPVxjIm5WVhYsXL0JdXR3nzp0TK+IXJ+dS4sf/DlRhgLKamhqcnJwULlmFh4ejVq1a0NTUlG9T9kuKpqamMDAwwKBBgzBgwIBcHwJyiFk8WXbKSFRUFLZs2QJ/f388e/YMGRkZYkcq0Pr16zFnzhxMmDABCxYsQEREBGxtbeHv74+AgACVufusfPnyOHz4sMLpYlUVFRWF6OhotGrVCjo6OvIf6KriU59WZTKZ0p9lc3NzAwCcOXMGzZo1U/iFlLP45JQpU1CjRg2xIhZaVlYWVq5ciT179iA+Pj7X1AuqsnTHmTNnPrlfme8qnTdvXqFe5+3tXcpJPs+HY9fy+nmkDMWTZacUvX37Fnv37oWvry/OnTuHli1bonfv3ujatSsqVqwodrwCOTo6YuHChejSpQsMDAwQFhYGW1tbREREyG9bVQU2Njb4559/4ODgIHaUYnvx4gV69uyJwMBAyGQy3L17F7a2thg6dCiMjY2xfPlysSN+UYYMGYJVq1Yp9SWSgsyZMwe+vr6YPHkyZs2ahZ9++glxcXE4ePAg5syZo/Rn2Uh5FFQ4c4hZPFl2SsHly5fh6+uLXbt2oXr16ujXrx+mT5+O8PBwpVp7qSA6Ojq4ffs2rKysFMrO3bt3UadOHZWZPO3333/Hn3/+iYCAAJWaP+RDAwcOxNOnT+Hr6wsHBwf5/xfHjh3DpEmTcPPmTbEjFkl6ejpiY2NRvXp1lb/r5P79+wAgXz1cVVSvXh2rV6+Gl5cXDAwMEBoaKt924cIF7NixQ+yIn3To0KE8txsZGaFmzZqwsLAo40SkzFT7p4wSqlOnDpKSktC3b1+EhITI18b68ccfRU5WdDY2NggNDc01mPro0aMqdZZk+fLliI6ORsWKFWFtbZ1rAKOyXw8HgOPHj+PYsWO5fqHWqFGjSAPjxZaamooffvhBvjpyZGQkbG1t8cMPP6By5coq8+8kOztbPv4oOTkZAGBgYIDJkyfjp59+ynVLujJ6/PgxnJ2dAby/U/H169cAgA4dOqjEHXOfuptMJpOhd+/e2Lx5s8p+wKGSxbJTwu7cuYNevXrBzc1Npc7i5GXSpEkYO3Ys3r17B0EQcOnSJezcuROLFi2Cr6+v2PEKTQq32KakpOT5QzsxMVF+K7EqmDFjBsLCwnD69Gn5RHwA4O7ujrlz56pM2fnpp5/g5+eHxYsXy8eCBQcHY+7cuXj37h0WLFggcsKCValSBY8ePUK1atVQvXp1HD9+HA0aNMDly5dV4u/Ux3dV5nj9+jWuXr2KsWPH4pdffsHChQvLOBkppbJahOtLcf/+feGXX34RqlevLlhaWgqTJ08Wrl27JmhoaOS5GKWy+/333wU7Ozv5AqCVK1cWfH19xY71xfH09BRmzZolCIIg6OvrCzExMUJWVpbQo0cPoXv37iKnK7xq1aoJ58+fFwTh/XFER0cLgvB+IVADAwMxoxWJhYVFnguwHjx4UL64rLKbPn26sGDBAkEQBGHXrl1CuXLlBDs7O0FTU1OYPn26yOk+35EjRwR7e3uxY5CS4JidUnTq1Cls2bIF+/fvx7t37zBlyhR89913Sr0GU35SU1ORnJwMc3NzpKamIjQ0FM2bNxc71hcjIiICX3/9NRo0aIBTp06hU6dOuHnzJhITE3Hu3DlUr15d7IiFoqurK7+r78NxYGFhYWjVqpX8Uoqy09bWRnh4eK5/y3fu3EG9evVUZjzbh86fP4/z58+jRo0a6Nixo9hxPltcXBycnJzklxnpy6b8F5ZVWJs2bfD777/j0aNHWLt2LU6dOoVatWqp5Cy+urq68rkT7t69i5YtW4qc6NNMTEzkd4sZGxvDxMQk34cqcHJyQmRkJL766it07txZPsHg9evXVaboAEDDhg1x+PBh+fOc21R9fX3RrFkzsWIVWd26dbF27dpc29euXavUazF9SrNmzTBp0iRJFB3g/WShlpaWYsf4pFOnTsHR0RFJSUm59r1+/Rq1a9fG2bNnRUhWNFlZWQgPD8+z5KempiI8PDzfy45lhWN2yoCRkRHGjBmDMWPGIDQ0FFu2bBE7kuStXLkSBgYG8v9WpbloPpaRkQEPDw9s2LBB5ReYXLhwITw9PfHff/8hMzMTq1atwn///YeQkJBC376qDJYsWQIvLy+cOHFCXtLOnz+PhIQE/PPPPyKnK7y7d+8iMDAwz5nF58yZI1KqzxcaGoopU6bAy8tL7Cif5OPjg+HDh+c5hYGRkRFGjhyJFStWKP2Hy99++w1r167FxYsXc+3T1NTE0KFDMWHCBPTv31+EdO/xMhYVWVhYGBo0aKDUM5NKTYUKFRASEqISk9UVJDo6GosXL0ZYWBiSk5PRoEEDTJ8+XX5nkKp4+PAh1q1bh9u3bwN4v3r7mDFjlP5sQo7Nmzdj9OjRMDMzQ6VKlRQ+EMhkMqW/SzG/2cNTUlKQmZmJtm3bYs+ePUo9F5KVldUn7269ffs2vvnmG8THx5dxsqJp2bIlxo4di969e+e5f8+ePVi7di2CgoLKONn/YdmhIlO1sqOurp7noo0vXryAubm5ShzHxIkToaWlhcWLF4sdhSTCysoKY8aMwfTp08WOUiw50xd8zNDQEPb29ipxN6y2tjYiIiJgZ2eX5/6oqCg4Ozsr/Rgwc3NzXLp0CdbW1nnuj42NRePGjfHs2bOyDfYBXsaiXPKbrCuHqq2Gnl+fT0tLU5juX5llZmZiy5YtOHHiRJ5rSq1YsUKkZEWj6sUzPDy8UK9ThXF5L1++RI8ePcSOUWyDBg0SO8Jnq1y58ifLTnh4uEpMjpiSkpLnuKMcb968QWpqahkmyo1lh3IpzLw0qjAGZvXq1QDeZ/X19YW+vr58X1ZWFoKCglCrVi2x4hVJREQEGjRoAOD9RHwfUoX/L3KoevGsV68eZDKZ/DhyvvcfHpfYawAVVo8ePXD8+HGMGjVK7ChfrPbt22P27Nnw8PCAtra2wr63b9/C29tbJRaNrlGjBkJCQvIt+cHBwaJfgmfZKQPv3r3L9RdZmYk9ar6krFy5EsD7X0QbNmyAurq6fF/Ooo0bNmwQK16hZWVlYd68eXB2doaxsbHYcYpFKsXzw7OagiDAyckJ//zzT65ZxlWBnZ0dZs+ejQsXLsDZ2TnXzOJcG6v0zZo1C/v370fNmjXx/fffw97eHsD7sTrr1q1DVlaWStyU0LdvX8yaNQvNmzfPVXjCwsIwZ84cTJs2TaR073HMTinJzs7GggULsGHDBjx58kQ+Lf7s2bNhbW2NYcOGiR3xi+Hm5oYDBw6gfPnyYkcpNm1tbdy6deuTq4Yrs5zc9+7dQ5UqVfIsnj///DOaNGkiVsRi+XCuIFWj6ivQS8W9e/cwevRoHDt2TOGMYbt27bBu3TqV+DefkZGBb775BsHBwXB3d5d/cLl9+zZOnDiBFi1a4N9//81VqMsSz+yUkl9++QUBAQFYsmQJhg8fLt/u5OQEHx8flp0ykpGRgfj4eDx69Eily46TkxNiYmJU4gdfXnLOiLi5uWH//v0qe4ZKSlRt7J1UWVlZ4Z9//sHLly8RFRUFQRBQo0YNlfo3oqGhgePHj2PlypXYsWMHgoKCIAgCatasiQULFmDChAmiFh2AZ3ZKjZ2dHTZu3Iivv/5a4dPf7du30axZM7x8+VLsiF+MypUr48SJEyq1eOnHjh49ihkzZmD+/Pl5DlBW5ttrPyUrKws3btyAlZWVSv1wz6HKZ3ZIfDkfYFRp3F1xRUREwMnJSbQ/n2d2SsmDBw/yHGGfnZ2NjIwMERJ9ucaOHYtff/0Vvr6+KFdONf/Kt2/fHgDQqVMnhR+MgiCozIBYAJgwYQKcnZ0xbNgwZGVloVWrVjh//jx0dXXx999/o3Xr1mJHLDJV/UWVlZUFf39/nDx5Ms9JBU+dOiVSsqJ59+4d1qxZk+/kiMo8X1CNGjUU7k7s1asXVq9ejYoVK4qcrGS8efMGO3fuhK+vL65evSrqzynV/MmvAhwdHXH27NlcAxf37duH+vXri5Tqy3T58mWcPHkSx48fh7Ozc66zIvv37xcpWeEFBgaKHaFE7N27Vz6L6l9//YW4uDjcvn0bv/32G3766SecO3dO5ISfVr9+fYVy8/btW3Ts2DHXnWTK/As2x/jx4+Hv7w8vLy84OTmpbGkbNmwYjh8/jm+//RaNGzdWqeP4+MLKP//8g0WLFomUpuQEBQXB19cX+/fvh6WlJbp164Z169aJmollp5TMmTMHgwYNwoMHD5CdnY39+/fjzp072LZtG/7++2+x4xVLTEwM3r59CwcHB6ipqc6yauXLl0f37t3FjvFZXF1dxY5QIl68eIFKlSoBeP+DvUePHqhZsyaGDh2KVatWiZyuYB9Py9C5c2dxgpSAXbt2Yc+ePfKzhqrq77//xj///IMWLVqIHeWL9vjxY/j7+8PPzw9JSUno2bMn0tLScPDgQaWY4JFlp5R07twZf/31F37++Wfo6elhzpw5aNCgAf766y+0bdtW7HiflJGRgV9++QXXrl1D06ZN8eOPP6J///7Ys2cPAMDe3h7//PNPvrNlKputW7eKHaHEpKamIj4+Hunp6QrbVWESOwCoWLEi/vvvP1hYWODo0aNYv349gPfH9eEdWsrK29tb7AglRlNTM9/J7FRJ5cqV5evgqRqZTJbrTJQqnZnK0bFjRwQFBcHLyws+Pj7w8PCAurq6Uk3twQHKlMvkyZPx22+/oXPnzjh16hScnJxw584dzJs3D2pqapg/fz6cnZ2xfft2saMWybNnz3Dnzh0A7wtbhQoVRE5UeM+ePcOQIUNw5MiRPPerypiduXPnwsfHBxYWFkhNTUVkZCS0tLSwZcsWbN68GefPnxc74hdj+fLliImJwdq1a1XyF2yOI0eOYPXq1diwYYPKzXekpqYGT09PaGlpAXh/abdNmzYqd6m9XLlyGDduHEaPHq0weaCGhgbCwsJ4ZkfKvvvuO/Tv318lB1zu27cP/v7+aN++PSIjI1GrVi0cPnwYnp6eAN6vg9KvXz+RUxZeSkoKfvjhB2zbtk0+eFFdXR0DBw7EmjVroKurK3LCgk2YMAGvXr3CxYsX0bp1axw4cABPnjzBL7/8guXLl4sdr9Dmzp0LJycnJCQkoEePHvIf8urq6vjxxx9FTvdlCQ4ORmBgII4cOYLatWvnujVY2X/B5mjYsCHevXsHW1tb6Orq5jqOxMREkZIV7OMlL8RcFfxzBAcHw8/PDy4uLnBwcMCAAQPyXRRULDyzU0o6d+6MY8eOoUKFCujduzf69euHevXqiR2rUDQ0NBAXF4fKlSsDAHR0dBAeHi5v7I8ePULVqlWRmZkpZsxCGzlyJE6cOIG1a9fKr+sHBwdj3LhxaNu2rfxSijKzsLDAn3/+icaNG8PQ0BBXrlxBzZo1cejQISxZsgTBwcFiRyQVM2TIkE/uV5XLv+7u7oiPj8ewYcNQsWLFXGeppLCGlqpISUnB7t27sWXLFly6dAlZWVlYsWIFhg4dKvqlRpadUvTy5Uvs3bsXO3bswNmzZ1GrVi3069cPffv2VerxLmpqanj8+LH8dsiP5xJ58uQJLC0tVebSiZmZGfbt25frLFtgYCB69uwp6kq8hWVoaIjw8HBYW1vDysoKO3bsQIsWLRAbG4vatWuLvsheUVy+fDnf24RVZUFTUh66uro4f/486tatK3YU+sCdO3fg5+eH3377Da9evULbtm0LXGS6NPEyVikyNjbGiBEjMGLECNy/fx87d+7Eli1bMGfOHKU/K3Ls2DEYGRkBeD830MmTJxEREQEAePXqlYjJii41NTXPeSvMzc1VpiTY29vjzp07sLa2Rt26dbFx40b52l6qsCpyjoULF2LWrFmwt7fP9SlclceNqKrMzEycPn0a0dHR6Nu3LwwMDPDw4UMYGhoqrF+mzGrVqoW3b9+KHYM+Ym9vjyVLlmDRokX466+/sGXLFlHz8MxOGcjIyMDhw4fx+++/4/DhwzAxMcGDBw/EjpWvwtxWrkoT2X399dcwNTXFtm3b5Auyvn37FoMGDUJiYiJOnDghcsKC/f7778jMzMTgwYNx9epVeHh4IDExEZqamvD390evXr3EjlgoFStWxK+//orBgweLHeWzqfoZqnv37sHDwwPx8fFIS0uTr983fvx4pKWlKdWdNJ9y/PhxzJs3DwsWLMhzQVNVnV2cShbLTikKDAzEjh078McffyA7OxvdunVDv3790KZNG36KLUMRERFo164d0tLS5Ke6w8LCoK2tjWPHjqF27doiJyy61NRU3L59G9WqVYOZmZnYcQrNwsICQUFBCndsqKKCzlCpwuzDXbp0gYGBAfz8/GBqaiq/VH369GkMHz4cd+/eFTtioeR8OPv4Z6qqzS5OpYtlp5RUrlwZiYmJ8PDwQL9+/dCxY0f5nSdS8PbtW+jo6Igdo9BSU1Oxfft23L59GwDg4OCAfv36qdQxSMGSJUvw8OFD+Pj4iB3ls0jhDJWpqSlCQkJgb2+vMC4vLi4Ojo6OKnOJ98yZM5/cL5UJOenzcMxOKZk7dy569Oih0itt5yUtLQ1r167F0qVL8fjxY7HjFJqurq7C6vOqYNKkSYV+rSpcNgGAKVOmwMvLC9WrV4ejo6PK3u6spqam8jP2Zmdn53nW4/79+6LfOVMULDNUGCw7peTDX6z3798HAFSpUkWsOEWSlpaGuXPn4t9//4WmpiamTZuGLl26YOvWrfjpp5+grq6OiRMnih2zSO7cuYM1a9bg1q1bAN6f2fn+++9Rq1YtkZPl7/r164V6nSpdEh03bhwCAwPh5uYGU1NTlcr+oYkTJ2LdunUqfYbqm2++gY+PDzZt2gTg/d+j5ORkeHt7q+QSEqo+uziVLl7GKiXZ2dnyCd+Sk5MBvL+Fe/Lkyfjpp5+Uem2p6dOnY+PGjXB3d0dISIh89t4LFy5g5syZ6NGjh0pM7Z/jjz/+QO/evdGwYUM0a9YMAHDhwgVcvnwZu3btUvl1s1SJgYEBdu3aBS8vL7GjfJbs7Gx4eXkhMjJSZc9Q3b9/H+3atYMgCLh79y4aNmyIu3fvwszMDEFBQfKpJ5SdVGYXp9LFMzul5KeffoKfnx8WL16sMJHd3Llz8e7dOyxYsEDkhPnbu3cvtm3bhk6dOiEiIgJ16tRBZmYmwsLCVPKT+LRp0zBjxgz8/PPPCtu9vb0xbdo0lp0yZGJigurVq4sd47NJ4QxVlSpVEBYWht27dyMsLAzJyckYNmyYyo1lk8rs4lS6eGanlFhaWmLDhg3o1KmTwvY///wTY8aMUepbzzU1NREbG6swg/KlS5fg7OwscrLi0dXVRXh4eK5FD+/evYu6desq7UDMbt26Ffq1qnAmAXg/K+/Ro0exdetWlVimIz9SOUOVl0ePHmHBggVYu3at2FEKhbOLU2HwzE4pSUxMzHM8SK1atZR6rRbg/WlfTU1N+fNy5cqpzARjeWndujXOnj2bq+wEBwejZcuWIqUqWM6kjlKyevVqREdHo2LFirC2ts51+efatWsiJSsaVT9DdfPmTQQGBkJTUxM9e/ZE+fLl8fz5cyxYsAAbNmyQz5auClJSUuSX3IyNjfHs2TPUrFkTzs7OKvP3iUofy04pqVu3LtauXYvVq1crbF+7dq3ST2suCAIGDx4sv1X+3bt3GDVqlMqtxJujU6dOmD59Oq5evYqmTZsCeD9mZ+/evZg3b57CFOYfn4kTk6qsTVQUXbp0ETtCiZg7dy68vb1V8gzVoUOH8O2338pncV+yZAk2b96Mnj17wsXFBQcOHICHh4fIKQtPKrOLU+niZaxScubMGXh5eaFatWryQbHnz59HQkIC/vnnH6U+o1DQAoE5VOWXcWEHg3MCMnFlZWWpzMD3+vXrIzo6GoIgqNwZqsaNG6NFixaYP38+fH19MWnSJNSuXRtbtmxBo0aNxI5XZFKZXZxKF8tOKXr48CHWrVunMJHdmDFjYGlpKXIyUgUNGjTAyZMnYWxsjPr1639yEKwy/3ItSGRkJPz8/LBt2zY8evRI7DiFMm/evE/u9/b2LqMkRWdkZISrV6/Czs4OWVlZ0NLSwtGjR+Hu7i52tBKhqrOLU+niZaxSZGlpqdR3XZFy69y5s/xSYufOnVXyjp/8pKamYvfu3diyZQvOnz+Phg0bFmkSRbEpc5kpyJs3b+TrRamrq0NHR0elxugURFdXFw0aNBA7BikZntkpYeHh4YV6HSe6Kn3nz5/Hixcv0KFDB/m2bdu2wdvbGykpKejSpQvWrFmj1Mt4REREwMnJSewYJebChQvw9fXF3r17Ua1aNdy6dQuBgYFKfVlXatTU1BAQECAfAN+nTx/4+PigYsWKCq9TpvFreSlsOVaV2cWpdLHslDA1NTXIZDLkfFtzPo1/+G3m2JCy4enpidatW2P69OkAgBs3bqBBgwYYPHgwHBwcsHTpUowcORJz584VN+gnqKmpoVGjRvjuu+/Qu3dvlZrG/0PLly/Hli1b8Pr1a/Tp0wf9+/dH3bp1oaGhgbCwMDg6OoodsUiysrKwcuVK7NmzJ89Ze5X5jsvCjGFThZ9Rbm5uCs+Dg4Ph4uKiMEeQqizKSmVAoBIVFxcnf8TGxgp6enrCmTNnFLbHxcWJHfOLUKlSJeHy5cvy5zNnzhRatGghf75nzx7BwcFBjGiFFhQUJAwZMkQwMDAQ9PT0hIEDBwpBQUFixyoydXV1YebMmUJmZqbC9nLlygk3b94UKVXxzZ49W7CwsBCWLVsmaGtrC/PnzxeGDRsmmJqaCqtWrRI73hdJX19fiI6OFjsGKSnlXbNARVlZWckf1tbWkMlkqFKlisJ2KysrsWN+EV6+fKlwav7MmTPw9PSUP2/UqBESEhLEiFZoLVu2xJYtW/Do0SOsWbMGcXFxcHV1Rc2aNfHrr7+qzGKs8+fPx969e2FjY4Pp06cjIiJC7EifZfv27di8eTMmT56McuXKoU+fPvD19cWcOXNw4cIFseMR0UdYdkiyKlasiNjYWABAeno6rl27Jp9nB3g/UPPjW4aVlZ6eHoYMGYIzZ84gMjISPXr0wLp161CtWjWlH1sBADNmzEBkZCR+++03PH78GE2aNEHdunUhCAJevnwpdrwie/z4sXxGcX19fbx+/RoA0KFDBxw+fFjMaESUB5Ydkqz27dvjxx9/xNmzZzFjxgzo6uoqDIQNDw9XyVlw7ezsMHPmTMyaNQsGBgYq9cvV1dUVAQEBePz4McaMGQMXFxe4urqiefPmKjWQtEqVKvLb5KtXr47jx48DAC5fvqzUA96JvlS89bwMSOmWYVUyf/58dOvWDa6urtDX10dAQIDCMhhbtmzBN998I2LCogsKCsKWLVvwxx9/QE1NDT179sSwYcPEjlVkBgYGGDlyJEaOHIkbN27IF81VldvPu3btipMnT6JJkyb44Ycf0L9/f/j5+SE+Ph4TJ04UO94X4eM7XwVBwO3bt5GcnKywnXe+EsC7sUrcx5O/hYeHo1atWgq/ZAHVngRO1bx+/Rr6+vq5ZudNTEyEvr5+rv9vlM3Dhw/h7+8Pf39/REVFoXnz5hg2bBh69uyZawkPVZaRkaEylxU/dv78eZw/fx41atRAx44dxY7zRfj4ztcP5WxXhbvKqGyw7JSwgmZWzaHKk5JR2fH09MSJEydgZmaGgQMHYujQobC3txc7FknEq1evsG/fPkRHR2Pq1KkwMTHBtWvXULFiRVSuXFnseJ907969Qr2ON4QQwLJDpNQ6deqEYcOGoUOHDiqzbtSX4u7duwgMDMTTp0+RnZ2tsG/OnDkipSq88PBwuLu7w8jICHFxcbhz5w5sbW0xa9YsxMfHY9u2bWJHJCoxLDtEREW0efNmjB49GmZmZqhUqZLCpWuZTKYSl6nd3d3RoEEDLFmyBAYGBggLC4OtrS1CQkLQt29fxMXFiR2RqMSw7BARFZGVlRXGjBkjn51bFRkZGeHatWuoXr26Qtm5d+8e7O3t8e7dO7EjEpUY3npORGXG398/z+2ZmZmYMWNG2Yb5DC9fvkSPHj3EjvFZtLS0kJSUlGt7ZGQkKlSoIEIiotLDskNEZWbcuHHo0aOHwkSCd+7cQZMmTbBz504RkxVNjx495HPrqKpOnTrh559/RkZGBoD3l9/i4+Mxffp0dO/eXeR0RCWLl7FEkJiYCBMTE7FjEJW56Oho9O/fHwkJCdi6dSsiIyMxbdo0dOnSBf/73//kK3Ero9WrV8v/OyUlBStWrICXlxecnZ1z3TI/bty4so5XZK9fv8a3336LK1eu4M2bN7C0tMTjx4/RrFkz/PPPPyozrUGbNm2wf/9+lC9fXmF7UlISunTpwoVACQDLTqlzdnZGq1atMHToULi4uCAyMhIdOnRAZGSk2NGIRJGdnY0JEyZg3bp1UFdXR0BAAPr06SN2rALZ2NgU6nUymQwxMTGlnKbkBAcHIzw8HMnJyWjQoAHc3d3FjlQkampqePz4MczNzRW2P336FJUrV5afuaIvG2dQLmVDhgzBjRs30KZNG7Rp0wZnz55Fo0aNxI5FJJrDhw9j165daNasGSIjI+Hn5wdXV1dYWlqKHe2TctZZk5qvvvoKX331ldgxiuzDGZT/++8/hUVxs7KycPToUaWfK4jKDs/slLCc+TbU1BSHQ+3evRt9+vSBvr4+4uLieBmLvkgjR45EQEAAFixYgEmTJuHJkycYOnQoLl68iPXr16Nnz55iR5S0Dy/FFUTZL8XlzKAMIM9ZlHV0dLBmzRoMHTq0rKOREmLZKWE9e/aEm5sbRo8eLd926dIluLu7Y9q0aQgNDYWVlRWWL18uYkoicTg5OWH79u2oW7euwvZ169Zh+vTpudY1UlZZWVnw9/fHyZMn85xUUFnHiXx8Ke7Zs2dITU2Vj3d59eoVdHV1YW5urvSX4u7duwdBEGBra4tLly4p3EGmqakJc3NzTsRJciw7JaxixYo4ffo0HBwcAAC3bt1Cq1atMGvWLIwfPx5nz55F//79Cz3VOZGUpKWl5bsq+J07d1RmKYzvv/8e/v7+8PLygoWFRa7FfleuXClSssLbsWMH/ve//8HPz0/+fb9z5w6GDx+OkSNHol+/fiInJCo5LDslTF9fH9euXUPNmjVx7949uLq6Ys6cOfJTqVFRUahbty5SUlJETkpExWVmZoZt27ahffv2YkcpturVq2Pfvn2oX7++wvarV6/i22+/VZkxSgEBATAzM4OXlxcAYNq0adi0aRMcHR2xc+dOro1FADjPTomrV68eJkyYAF9fX7i6umLMmDEK14yPHj0KOzs7ERMSiWvfvn3o2bMnmjZtigYNGig8VIWmpqbK/zt+9OgRMjMzc23PysrCkydPREhUPAsXLoSOjg6A96vPr127FkuWLIGZmRkmTpwocjpSFiw7JczHxwd37tzBkiVL8O2332Lp0qXYuHEjLl68iKVLl+LHH3/E999/L3ZMIlGsXr0aQ4YMQcWKFXH9+nU0btwYpqamiImJgaenp9jxCm3y5MlYtWpVngNjVcXXX3+NkSNHKqzjdfXqVYwePVqlbj9PSEiQF8+DBw/i22+/xYgRI7Bo0SKcPXtW5HSkLHjreQlr2LAhoqOj5c+dnZ0xY8YMPH78GDo6Ohg/fjyGDx8uYkIi8fzvf//Dpk2b0KdPH/j7+2PatGmwtbXFnDlzkJiYKHa8QgsODkZgYCCOHDmC2rVr55pUcP/+/SIlK7wtW7Zg0KBBaNiwoTx/ZmYm2rVrB19fX5HTFZ6+vj5evHiBatWq4fjx45g0aRIAQFtbG2/fvhU5HSkLjtkpA4Ig4OnTpzA2NoampqbYcYhEo6uri1u3bsHKygrm5ub4999/UbduXdy9exdNmzbFixcvxI5YKEOGDPnk/q1bt5ZRks8XGRmJ27dvAwBq1aqFmjVripyoaPr164fbt2+jfv362LlzJ+Lj42FqaopDhw5h5syZiIiIEDsiKQGe2SkDMpkMFStWFDsGkegqVaqExMREWFlZoVq1arhw4QLq1q2L2NhYlbokpEplpiA1a9ZUuYLzoXXr1mHWrFlISEjAH3/8AVNTUwDvL8mpwszcVDZ4ZoeIysx3332HqlWrwtvbG+vWrcPUqVPRokULXLlyBd26dYOfn5/YEQstMzMTp0+fRnR0NPr27QsDAwM8fPgQhoaG0NfXFzteody/fx+HDh1CfHw80tPTFfatWLFCpFREJY9lh4jKTHZ2NrKzs1Gu3PuTyrt27UJISAhq1KiBkSNHqsxl3nv37sHDwwPx8fFIS0tDZGQkbG1tMX78eKSlpWHDhg1iRyzQyZMn0alTJ9ja2uL27dtwcnJCXFwcBEFAgwYNlHZixLycPXsWGzduRExMDPbu3YvKlSvjt99+g42NjUouhUElj3djEVGZUVNTkxcdAOjduzdWr16NH374QWWKDgCMHz8eDRs2xMuXL+W3PQNA165dcfLkSRGTFd6MGTMwZcoU3LhxA9ra2vjjjz+QkJAAV1dX9OjRQ+x4hfbHH3+gXbt20NHRwbVr15CWlgbg/aruCxcuFDkdKQue2SGiUhUeHg4nJyeoqakpLN6YF319fVStWjXX3U3KxtTUFCEhIbC3t4eBgQHCwsJga2uLuLg4ODo6IjU1VeyIBTIwMEBoaCiqV68OY2NjBAcHo3bt2ggLC0Pnzp0RFxcndsRCqV+/PiZOnIiBAwcq/H9x/fp1eHp6KiwQSl8uDlAuRXfv3kVgYGCea+fMmTNHpFREZatevXp4/PgxzM3NUa9ePchksk8ORjYyMsKGDRvQq1evMkxZNNnZ2cjKysq1/f79+zAwMBAhUdHp6enJx+lYWFggOjoatWvXBgA8f/5czGhFcufOHbRq1SrXdiMjI7x69arsA5FSYtkpJZs3b8bo0aNhZmaGSpUqKaydI5PJWHboixEbGytfpLGgJQjS0tKwd+9eTJ8+XanLzjfffAMfHx9s2rQJwPt/08nJyfD29laZJSSaNm2K4OBgODg4oH379pg8eTJu3LiB/fv3o2nTpmLHK7RKlSohKioK1tbWCtuDg4Nha2srTihSPgKVimrVqgmLFy8WOwaRyrhx44YgCIKQmJgodO3aVeQ0n5aQkCA4OjoKDg4OQrly5YSmTZsKpqamgr29vfDkyROx4xVKdHS0EBYWJgiCICQnJwsjR44UnJ2dhW7duglxcXEipyu8hQsXCo6OjsKFCxcEAwMD4ezZs8Lvv/8uVKhQQVi9erXY8UhJcMxOKTE0NERoaCg/WRB9wps3b7Bz5074+vri6tWreV4aUlaZmZnYvXs3wsLCkJycjAYNGqBfv34KA5ap9AmCgIULF2LRokXysVJaWlqYMmUK5s+fL3I6UhYsO6Vk2LBhaNSoEUaNGiV2FCKlExQUBD8/P/zxxx+wtLREt27d0L17dzRq1EjsaIUSFBSE5s2bK9xZBrwvQCEhIXmOIVE2tra2uHz5snwSvhyvXr1CgwYNEBMTI1KywomNjYWNjY38eXp6OqKiopCcnAxHR0eVmeuIygbH7JQSOzs7zJ49GxcuXICzs3Ouu0vGjRsnUjIicTx+/Bj+/v7w8/NDUlISevbsibS0NBw8eBCOjo5ixysSNzc3PHr0CObm5grbX79+DTc3N5U4QxUXF5dnzrS0NDx48ECEREVTvXp1WFlZwc3NDW3atIGbm5vK/T2issMzO6Xkw08cH5PJZEr/qYmoJHXs2BFBQUHw8vJCv3794OHhAXV1dWhoaCAsLEzlfkmpqanhyZMn8oHXOSIjI9GwYUMkJSWJlKxghw4dAgB06dIFAQEBMDIyku/LysrCyZMn8e+//+LOnTtiRSyU06dPyx8XL15Eeno6bG1t5cXHzc2Ny/SQHMsOEZW6cuXKYdy4cRg9ejRq1Kgh365qZadbt24AgD///BMeHh7Q0tKS78vKykJ4eDjs7e1x9OhRsSIWSE3t/VyyeU0BoKGhAWtrayxfvhwdOnQQI16xvHv3DiEhIfLyc+nSJWRkZKBWrVq4efOm2PFICfAyVhnI+YHy4e3nRF+S4OBg+Pn5wcXFBQ4ODhgwYAB69+4tdqwiyzkLIggCDAwMFAYja2pqomnTphg+fLhY8QolZ84vGxsbXL58GWZmZiIn+nza2tpo06YNvvrqK7i5ueHIkSPYuHGjfDV3Ip7ZKUXbtm3D0qVLcffuXQDvVxeeOnUqBgwYIHIyInGkpKRg9+7d2LJlCy5duoSsrCysWLECQ4cOVZnJ+ABg3rx5mDp1KnR1dcWO8kVLT0/HhQsXEBgYKL+cVbVqVbRq1QqtWrWCq6srqlWrJnZMUgJcG6uUrFixAqNHj0b79u2xZ88e7NmzBx4eHhg1ahRWrlwpdjwiUejp6WHo0KEIDg7GjRs3MHnyZCxevBjm5ubo1KmT2PEK7cyZM7lWCQeApKQktGnTRoREhXf+/Hn8/fffCtu2bdsGGxsbmJubY8SIEfL1pZRZmzZtYGxsjDFjxuDp06cYOXIkoqOjcefOHWzevBkDBgxg0SE5ntkpJTY2Npg3bx4GDhyosD0gIABz584tcCZZoi9FVlYW/vrrL2zZskU+eFbZqaur53k31tOnT1G5cmVkZGSIlKxgnp6eaN26NaZPnw4AuHHjBho0aIDBgwfDwcEBS5cuxciRIzF37lxxgxZAQ0MDFhYW6NKlC1q3bg1XV9dct9ET5WDZKSXa2tqIiIiAnZ2dwva7d+/C2dkZ7969EykZERVXzkKm9erVw6lTp2BiYiLfl5WVhaNHj2Ljxo1KvYimhYUF/vrrLzRs2BAA8NNPP+HMmTMIDg4GAOzduxfe3t7477//xIxZoJSUFJw9exanT59GYGAgQkNDUbNmTbi6usrLz8d3y9GXiwOUS4mdnR327NmDmTNnKmzfvXu3wt0oRKQ6chYylclkeV6u0tHRwZo1a0RIVngvX75UuCX7zJkz8PT0lD9v1KgREhISxIhWJHp6evDw8ICHhweA97NxBwcHIzAwEEuWLEG/fv1Qo0YNREREiJyUlAHLTimZN28eevXqhaCgILRo0QIAcO7cOZw8eRJ79uwROR0RFUdsbCwEQYCtrS0uXbqkcOZAU1MT5ubmUFdXFzFhwSpWrIjY2FhUrVoV6enpuHbtGubNmyff/+bNm1yToKoCPT09mJiYwMTEBMbGxihXrhxu3boldixSEiw7paR79+64ePEiVq5ciYMHDwIAHBwccOnSJdSvX1/ccERULFZWVgD+7/ZtVdS+fXv8+OOP+PXXX3Hw4EHo6uqiZcuW8v3h4eGoXr26iAkLJzs7G1euXJFfxjp37hxSUlJQuXJluLm5Yd26dXBzcxM7JikJjtkhIiqG6Oho+Pj4yM8eODo6Yvz48UpfFJ4/f45u3bohODgY+vr6CAgIQNeuXeX7v/76azRt2hQLFiwQMWXBDA0NkZKSgkqVKslnTG7durXSf/9JHCw7pSS/uzVevHgBc3NzlVg7h4jyduzYMXTq1An16tVTuEwdFhaGv/76C23bthU5YcFev34NfX39XJfdEhMToa+vD01NTZGSFc7GjRvh5uaGmjVrih2FVADLTilRU1PD48ePc5Wdhw8fonr16nj79q1IyYjoc9WvXx/t2rXD4sWLFbb/+OOPOH78OK5duyZSMiLKC8fslLDVq1cDeL80hK+vL/T19eX7srKyEBQUhFq1aokVj4hKwK1bt/K80WDo0KHw8fEp+0BE9EksOyUsZ3ZkQRCwYcMGhVPEmpqasLa2xoYNG8SKR0QloEKFCggNDc01jURoaGius7lEJD6WnRKWMzOym5sb9u/fD2NjY5ETEVFJ+fnnnzFlyhQMHz4cI0aMQExMDJo3bw7g/ZidX3/9FZMmTRI5JRF9jGN2iIgKKefGgwoVKsDHxwfLly/Hw4cPAQCWlpaYOnUqxo0bB5lMJnJSIvoQy04pycrKgr+/P06ePImnT5/mmpfj1KlTIiUjouLK68aDN2/eAIBKrdpO9KXhZaxSMn78ePj7+8PLywtOTk78pEckER//W2bJIVJ+PLNTSszMzLBt2za0b99e7ChEVELU1NRgZGRU4IeXxMTEMkpERIXBMzulRFNTM9eK50Sk+ubNmwcjIyOxYxBREfDMTilZvnw5YmJisHbtWl7CIpKI/CYLJSLlxrJTgrp166bw/NSpUzAxMUHt2rVzrSK8f//+soxGRCUgv2VgiEi58TJWCfr41PaHi+sRkerjZ0Mi1cQzO0RERCRpamIHICIiIipNvIxVSurXr5/nwGSZTAZtbW3Y2dlh8ODBcHNzEyEdERHRl4NndkqJh4cHYmJioKenBzc3N7i5uUFfXx/R0dFo1KgRHj16BHd3d/z5559iRyUiIpI0jtkpJcOHD0e1atUwe/Zshe2//PIL7t27h82bN8Pb2xuHDx/GlStXREpJREQkfSw7pcTIyAhXr17NNbFgVFQUXFxc8Pr1a9y+fRuNGjWSr61DREREJY+XsUqJtrY2QkJCcm0PCQmBtrY2ACA7O1v+30RERFQ6OEC5lPzwww8YNWoUrl69ikaNGgEALl++DF9fX8ycORMAcOzYMdSrV0/ElERERNLHy1ilaPv27Vi7di3u3LkDALC3t8cPP/yAvn37AgDevn0rvzuLiIiISgfLDhEREUkax+wQERGRpHHMTgkyMTFBZGQkzMzMYGxs/MnVzhMTE8swGRER0ZeLZacErVy5EgYGBgAAHx8fccMQERERAI7ZKRWZmZnYsWMH2rVrh4oVK4odh4iI6IvGslNKdHV1cevWLVhZWYkdhYiI6IvGAcqlpHHjxrh+/brYMYiIiL54HLNTSsaMGYPJkyfj/v37cHFxgZ6ensL+OnXqiJSMiIjoy8LLWKVETS33STOZTAZBECCTyZCVlSVCKiIioi8Pz+yUktjYWLEjEBEREXhmh4iIiCSOZ3ZKyYsXL2BqagoASEhIwObNm/H27Vt06tQJLVu2FDkdERHRl4NndkrYjRs30LFjRyQkJKBGjRrYtWsXPDw8kJKSAjU1NaSkpGDfvn3o0qWL2FGJiIi+CLz1vIRNmzYNzs7OCAoKQuvWrdGhQwd4eXnh9evXePnyJUaOHInFixeLHZOIiOiLwTM7JczMzAynTp1CnTp1kJycDENDQ1y+fBkuLi4AgNu3b6Np06Z49eqVuEGJiIi+EDyzU8ISExNRqVIlAIC+vj709PRgbGws329sbIw3b96IFY+IiOiLw7JTCj5e7fxTq58TERFR6eLdWKVg8ODB0NLSAgC8e/cOo0aNks+gnJaWJmY0IiKiLw7H7JSwIUOGFOp1W7duLeUkREREBLDsEBERkcRxzA4RERFJGssOERERSRrLDhEREUkayw4RERFJGssOERERSRrLDhEREUkayw4RfbbWrVtjwoQJYscgIsoTyw4RERFJGssOEX2WwYMH48yZM1i1ahVkMhlkMhni4uIQEREBT09P6Ovro2LFihgwYACeP38u/7qjR4/iq6++Qvny5WFqaooOHTogOjpavj8uLg4ymQx79uxBy5YtoaOjg0aNGiEyMhKXL19Gw4YNoa+vD09PTzx79qzQWbt06YJly5bBwsICpqamGDt2LDIyMuSv+e2339CwYUMYGBigUqVK6Nu3L54+fSrff/r0achkMhw7dgz169eHjo4O2rRpg6dPn+LIkSNwcHCAoaEh+vbti9TUVPnXZWdnY9GiRbCxsYGOjg7q1q2Lffv2fc63nogKiWWHiD7LqlWr0KxZMwwfPhyPHj3Co0ePYGBggDZt2qB+/fq4cuUKjh49iidPnqBnz57yr0tJScGkSZNw5coVnDx5EmpqaujatSuys7MV3t/b2xuzZs3CtWvXUK5cOfTt2xfTpk3DqlWrcPbsWURFRWHOnDmFzhsYGIjo6GgEBgYiICAA/v7+8Pf3l+/PyMjA/PnzERYWhoMHDyIuLg6DBw/O9T5z587F2rVrERISgoSEBPTs2RM+Pj7YsWMHDh8+jOPHj2PNmjXy1y9atAjbtm3Dhg0bcPPmTUycOBH9+/fHmTNnCv/NJqLiEYiIPpOrq6swfvx4+fP58+cL33zzjcJrEhISBADCnTt38nyPZ8+eCQCEGzduCIIgCLGxsQIAwdfXV/6anTt3CgCEkydPyrctWrRIsLe3L1TOQYMGCVZWVkJmZqZ8W48ePYRevXrl+zWXL18WAAhv3rwRBEEQAgMDBQDCiRMnFDIAEKKjo+XbRo4cKbRr104QBEF49+6doKurK4SEhCi897Bhw4Q+ffoUKjsRFR/P7BBRiQsLC0NgYCD09fXlj1q1agGA/FLV3bt30adPH9ja2sLQ0BDW1tYAgPj4eIX3qlOnjvy/K1asCABwdnZW2PbhZaaC1K5dG+rq6vLnFhYWCl9/9epVdOzYEdWqVYOBgQFcXV0LlUtXVxe2trZ55oqKikJqairatm2r8D3Ztm2bwqU7Iiod5cQOQETSk5ycjI4dO+LXX3/Ntc/CwgIA0LFjR1hZWWHz5s2wtLREdnY2nJyckJ6ervB6DQ0N+X/LZLI8t3186etTPvzaj78+JSUF7dq1Q7t27bB9+3ZUqFAB8fHxaNeuXYG5PvW+ycnJAIDDhw+jcuXKCq/T0tIqdHYiKh6WHSL6bJqamsjKypI/b9CgAf744w9YW1ujXLncP2ZevHiBO3fuYPPmzWjZsiUAIDg4uMzy5uf27dt48eIFFi9ejKpVqwIArly58tnv6+joCC0tLcTHx8vPFBFR2eFlLCL6bNbW1rh48SLi4uLw/PlzjB07FomJiejTpw8uX76M6OhoHDt2DEOGDEFWVhaMjY1hamqKTZs2ISoqCqdOncKkSZPEPgxUq1YNmpqaWLNmDWJiYnDo0CHMnz//s9/XwMAAU6ZMwcSJExEQEIDo6Ghcu3YNa9asQUBAQAkkJ6JPYdkhos82ZcoUqKurw9HRERUqVEB6ejrOnTuHrKwsfPPNN3B2dsaECRNQvnx5qKmpQU1NDbt27cLVq1fh5OSEiRMnYunSpWIfBipUqAB/f3/s3bsXjo6OWLx4MZYtW1Yi7z1//nzMnj0bixYtgoODAzw8PHD48GHY2NiUyPsTUf5kgiAIYocgIiIiKi08s0NERESSxrJDRJLx4W3dHz/Onj0rdjwiEgkvYxGRZERFReW7r3LlytDR0SnDNESkLFh2iIiISNJ4GYuIiIgkjWWHiIiIJI1lh4iIiCSNZYeIiIgkjWWHiIiIJI1lh4iIiCSNZYeIiIgk7f8B1P+Lg+7GId4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2023 1146350782.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Capital Gain 2024 1490730.0\n",
      "{2009: 0.0, 2010: 29410050.0, 2011: 142973500.0, 2012: 137922500.0, 2013: 505207500.0, 2014: 696176500.0, 2015: 1100172000.0, 2016: 1256815000.0, 2017: 2555570000.0, 2018: 1733324000.0, 2019: 2406805100.0, 2020: 631661000.0, 2021: 390635000.0, 2022: 931078237.0, 2023: 1146350782.0, 2024: 1490730.0}\n"
     ]
    }
   ],
   "source": [
    "years_list = list(range(2009, 2025))\n",
    "dict_gains = {}\n",
    "\n",
    "for y in years_list:\n",
    "    df_m = merged_df[merged_df[\"season_left\"]==y]\n",
    "    df_m = df_m[[\"team_name\", \"gain\"]]\n",
    "    df_m = pd.DataFrame(df_m.groupby(\"team_name\")[\"gain\"].sum().sort_values(ascending=False))\n",
    "    max_gain = df_m[\"gain\"].max()\n",
    "    y_limit = (max_gain // 1_000_000 + 1) * 1_000_000\n",
    "\n",
    "    sns.barplot(data=df_m[:10], x=\"team_name\", y=\"gain\", color=\"#5f3e9c\")\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.yticks(\n",
    "        [i * y_limit / 5 for i in range(6)], \n",
    "        [str(int(i * y_limit / 5 / 1_000_000)) for i in range(6)]\n",
    "    )\n",
    "    plt.ylim(0, max_gain)\n",
    "    plt.title(f\"capital gain in year {y}\")\n",
    "    plt.show()\n",
    "    gain_m = df_m[\"gain\"].sum()\n",
    "    print(f\"Total Capital Gain {y}\",gain_m)\n",
    "    dict_gains[y] = gain_m\n",
    "\n",
    "print(dict_gains)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Crescita annua delle plusvalenze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_gain = pd.DataFrame(list(dict_gains.items()), columns=['Year', 'Total Gain'])\n",
    "\n",
    "df_gain = df_gain.sort_values('Year')\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(df_gain['Year'], df_gain['Total Gain'], marker='o', linestyle='-')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Total Gain')\n",
    "plt.title('Historical Series of Total Gains by Year')\n",
    "plt.grid(True)\n",
    "\n",
    "\n",
    "for i in range(len(df_gain)):\n",
    "    plt.text(df_gain['Year'].iloc[i], df_gain['Total Gain'].iloc[i], f\"{df_gain['Total Gain'].iloc[i]:,}\", ha='center', va='bottom')\n",
    "\n",
    "plt.show()"
   ]
  }
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