User Engagement Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import pandas library and read in the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 700,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>session_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>login_date</th>\n",
       "      <th>projects_added</th>\n",
       "      <th>likes_given</th>\n",
       "      <th>comment_given</th>\n",
       "      <th>inactive_status</th>\n",
       "      <th>bug_occured</th>\n",
       "      <th>session_projects_added</th>\n",
       "      <th>session_likes_given</th>\n",
       "      <th>session_comments_given</th>\n",
       "      <th>inactive_duration</th>\n",
       "      <th>bugs_in_session</th>\n",
       "      <th>session_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>624205.0</td>\n",
       "      <td>80746.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1564.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>624241.0</td>\n",
       "      <td>24520.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1766.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>111002.0</td>\n",
       "      <td>32047.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>545113.0</td>\n",
       "      <td>23404.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>633.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>750269.0</td>\n",
       "      <td>40235.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1405.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1679.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>643880.0</td>\n",
       "      <td>51243.0</td>\n",
       "      <td>10/1/19</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>844518.0</td>\n",
       "      <td>23083.0</td>\n",
       "      <td>10/1/19</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>933954.0</td>\n",
       "      <td>38459.0</td>\n",
       "      <td>10/1/19</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>306.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>302 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     session_id  customer_id login_date projects_added likes_given  \\\n",
       "0      624205.0      80746.0   10/30/19          False        True   \n",
       "1      624241.0      24520.0   10/30/19           True        True   \n",
       "2      111002.0      32047.0   10/30/19           True        True   \n",
       "3      545113.0      23404.0   10/30/19           True        True   \n",
       "4      750269.0      40235.0   10/30/19           True        True   \n",
       "..          ...          ...        ...            ...         ...   \n",
       "297    643880.0      51243.0    10/1/19           True       False   \n",
       "298    844518.0      23083.0    10/1/19           True       False   \n",
       "299    933954.0      38459.0    10/1/19           True       False   \n",
       "300         NaN          NaN        NaN            NaN         NaN   \n",
       "301         NaN          NaN        NaN            NaN         NaN   \n",
       "\n",
       "    comment_given inactive_status bug_occured  session_projects_added  \\\n",
       "0            True            True       False                     0.0   \n",
       "1            True            True       False                     2.0   \n",
       "2            True            True       False                     1.0   \n",
       "3            True           False       False                     1.0   \n",
       "4           False            True       False                     3.0   \n",
       "..            ...             ...         ...                     ...   \n",
       "297         False            True       False                     2.0   \n",
       "298         False            True       False                     1.0   \n",
       "299         False           False       False                     1.0   \n",
       "300           NaN             NaN         NaN                     NaN   \n",
       "301           NaN             NaN         NaN                     NaN   \n",
       "\n",
       "     session_likes_given  session_comments_given  inactive_duration  \\\n",
       "0                   24.0                     3.0             1146.0   \n",
       "1                    3.0                     5.0              133.0   \n",
       "2                    5.0                     5.0             1571.0   \n",
       "3                   10.0                    21.0                0.0   \n",
       "4                   16.0                     0.0             1405.0   \n",
       "..                   ...                     ...                ...   \n",
       "297                  0.0                     0.0              906.0   \n",
       "298                  0.0                     0.0              139.0   \n",
       "299                  0.0                     0.0                0.0   \n",
       "300                  NaN                     NaN                NaN   \n",
       "301                  NaN                     NaN                NaN   \n",
       "\n",
       "     bugs_in_session  session_duration  \n",
       "0                0.0            1564.0  \n",
       "1                0.0            1766.0  \n",
       "2                0.0            2230.0  \n",
       "3                0.0             633.0  \n",
       "4                0.0            1679.0  \n",
       "..               ...               ...  \n",
       "297              0.0            1990.0  \n",
       "298              0.0            1113.0  \n",
       "299              0.0             306.0  \n",
       "300              NaN               NaN  \n",
       "301              NaN               NaN  \n",
       "\n",
       "[302 rows x 14 columns]"
      ]
     },
     "execution_count": 700,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "\n",
    "df = pd.read_csv('./dataset/showwcase_sessions.csv')\n",
    "df "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data pre-processing\n",
    "\n",
    "### We need to check the dataset to see if any column contains a negative value. There should be no negative values because it does not make sense to say that a given customer added -1 projects or gave -1 likes during their session\n",
    "\n",
    "### If a negative value exists, lets replace it with 0 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 701,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>session_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>login_date</th>\n",
       "      <th>projects_added</th>\n",
       "      <th>likes_given</th>\n",
       "      <th>comment_given</th>\n",
       "      <th>inactive_status</th>\n",
       "      <th>bug_occured</th>\n",
       "      <th>session_projects_added</th>\n",
       "      <th>session_likes_given</th>\n",
       "      <th>session_comments_given</th>\n",
       "      <th>inactive_duration</th>\n",
       "      <th>bugs_in_session</th>\n",
       "      <th>session_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>624205.0</td>\n",
       "      <td>80746.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1564.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>624241.0</td>\n",
       "      <td>24520.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1766.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>111002.0</td>\n",
       "      <td>32047.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>545113.0</td>\n",
       "      <td>23404.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>633.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>750269.0</td>\n",
       "      <td>40235.0</td>\n",
       "      <td>10/30/19</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1405.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1679.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>643880.0</td>\n",
       "      <td>51243.0</td>\n",
       "      <td>10/1/19</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>844518.0</td>\n",
       "      <td>23083.0</td>\n",
       "      <td>10/1/19</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>933954.0</td>\n",
       "      <td>38459.0</td>\n",
       "      <td>10/1/19</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>306.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>302 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     session_id  customer_id login_date projects_added likes_given  \\\n",
       "0      624205.0      80746.0   10/30/19          False        True   \n",
       "1      624241.0      24520.0   10/30/19           True        True   \n",
       "2      111002.0      32047.0   10/30/19           True        True   \n",
       "3      545113.0      23404.0   10/30/19           True        True   \n",
       "4      750269.0      40235.0   10/30/19           True        True   \n",
       "..          ...          ...        ...            ...         ...   \n",
       "297    643880.0      51243.0    10/1/19           True       False   \n",
       "298    844518.0      23083.0    10/1/19           True       False   \n",
       "299    933954.0      38459.0    10/1/19           True       False   \n",
       "300         NaN          NaN        NaN            NaN         NaN   \n",
       "301         NaN          NaN        NaN            NaN         NaN   \n",
       "\n",
       "    comment_given inactive_status bug_occured  session_projects_added  \\\n",
       "0            True            True       False                     0.0   \n",
       "1            True            True       False                     2.0   \n",
       "2            True            True       False                     1.0   \n",
       "3            True           False       False                     1.0   \n",
       "4           False            True       False                     3.0   \n",
       "..            ...             ...         ...                     ...   \n",
       "297         False            True       False                     2.0   \n",
       "298         False            True       False                     1.0   \n",
       "299         False           False       False                     1.0   \n",
       "300           NaN             NaN         NaN                     NaN   \n",
       "301           NaN             NaN         NaN                     NaN   \n",
       "\n",
       "     session_likes_given  session_comments_given  inactive_duration  \\\n",
       "0                   24.0                     3.0             1146.0   \n",
       "1                    3.0                     5.0              133.0   \n",
       "2                    5.0                     5.0             1571.0   \n",
       "3                   10.0                    21.0                0.0   \n",
       "4                   16.0                     0.0             1405.0   \n",
       "..                   ...                     ...                ...   \n",
       "297                  0.0                     0.0              906.0   \n",
       "298                  0.0                     0.0              139.0   \n",
       "299                  0.0                     0.0                0.0   \n",
       "300                  NaN                     NaN                NaN   \n",
       "301                  NaN                     NaN                NaN   \n",
       "\n",
       "     bugs_in_session  session_duration  \n",
       "0                0.0            1564.0  \n",
       "1                0.0            1766.0  \n",
       "2                0.0            2230.0  \n",
       "3                0.0             633.0  \n",
       "4                0.0            1679.0  \n",
       "..               ...               ...  \n",
       "297              0.0            1990.0  \n",
       "298              0.0            1113.0  \n",
       "299              0.0             306.0  \n",
       "300              NaN               NaN  \n",
       "301              NaN               NaN  \n",
       "\n",
       "[302 rows x 14 columns]"
      ]
     },
     "execution_count": 701,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check if value is less than 0. If it is, replace it with 0\n",
    "\n",
    "threshold = df._get_numeric_data()\n",
    "threshold[threshold < 0] = 0\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Remove records from the dataset where columns are NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 702,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Drop records from dataset where all columns are NaN \n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# See initial statistics of the columns in the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 703,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>session_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>session_projects_added</th>\n",
       "      <th>session_likes_given</th>\n",
       "      <th>session_comments_given</th>\n",
       "      <th>inactive_duration</th>\n",
       "      <th>bugs_in_session</th>\n",
       "      <th>session_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>529534.652174</td>\n",
       "      <td>45028.849498</td>\n",
       "      <td>1.618729</td>\n",
       "      <td>10.458194</td>\n",
       "      <td>2.408027</td>\n",
       "      <td>731.638796</td>\n",
       "      <td>1.237458</td>\n",
       "      <td>1190.414716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>280232.153769</td>\n",
       "      <td>26426.038013</td>\n",
       "      <td>1.336799</td>\n",
       "      <td>9.474839</td>\n",
       "      <td>2.251190</td>\n",
       "      <td>839.247660</td>\n",
       "      <td>1.759100</td>\n",
       "      <td>686.871418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>22885.000000</td>\n",
       "      <td>10246.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>307856.000000</td>\n",
       "      <td>23579.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>614.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>552796.000000</td>\n",
       "      <td>39475.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>312.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>802738.000000</td>\n",
       "      <td>73245.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1525.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1778.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>999480.000000</td>\n",
       "      <td>98653.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>2480.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2395.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          session_id   customer_id  session_projects_added  \\\n",
       "count     299.000000    299.000000              299.000000   \n",
       "mean   529534.652174  45028.849498                1.618729   \n",
       "std    280232.153769  26426.038013                1.336799   \n",
       "min     22885.000000  10246.000000                0.000000   \n",
       "25%    307856.000000  23579.000000                1.000000   \n",
       "50%    552796.000000  39475.000000                2.000000   \n",
       "75%    802738.000000  73245.000000                3.000000   \n",
       "max    999480.000000  98653.000000                9.000000   \n",
       "\n",
       "       session_likes_given  session_comments_given  inactive_duration  \\\n",
       "count           299.000000              299.000000         299.000000   \n",
       "mean             10.458194                2.408027         731.638796   \n",
       "std               9.474839                2.251190         839.247660   \n",
       "min               0.000000                0.000000           0.000000   \n",
       "25%               0.000000                0.500000           0.000000   \n",
       "50%               9.000000                2.000000         312.000000   \n",
       "75%              19.000000                4.000000        1525.500000   \n",
       "max              27.000000               21.000000        2480.000000   \n",
       "\n",
       "       bugs_in_session  session_duration  \n",
       "count       299.000000        299.000000  \n",
       "mean          1.237458       1190.414716  \n",
       "std           1.759100        686.871418  \n",
       "min           0.000000         10.000000  \n",
       "25%           0.000000        614.000000  \n",
       "50%           0.000000       1152.000000  \n",
       "75%           2.500000       1778.000000  \n",
       "max           5.000000       2395.000000  "
      ]
     },
     "execution_count": 703,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's add the day of week to get a better understanding of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 704,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>session_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>login_date</th>\n",
       "      <th>projects_added</th>\n",
       "      <th>likes_given</th>\n",
       "      <th>comment_given</th>\n",
       "      <th>inactive_status</th>\n",
       "      <th>bug_occured</th>\n",
       "      <th>session_projects_added</th>\n",
       "      <th>session_likes_given</th>\n",
       "      <th>session_comments_given</th>\n",
       "      <th>inactive_duration</th>\n",
       "      <th>bugs_in_session</th>\n",
       "      <th>session_duration</th>\n",
       "      <th>day_of_week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>624205.0</td>\n",
       "      <td>80746.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1564.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>624241.0</td>\n",
       "      <td>24520.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1766.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>111002.0</td>\n",
       "      <td>32047.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2230.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>545113.0</td>\n",
       "      <td>23404.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>633.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>750269.0</td>\n",
       "      <td>40235.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1405.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1679.0</td>\n",
       "      <td>Wednesday</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>944212.0</td>\n",
       "      <td>40572.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2255.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>558332.0</td>\n",
       "      <td>87323.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1692.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>643880.0</td>\n",
       "      <td>51243.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>844518.0</td>\n",
       "      <td>23083.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1113.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>933954.0</td>\n",
       "      <td>38459.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>299 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     session_id  customer_id login_date projects_added likes_given  \\\n",
       "0      624205.0      80746.0 2019-10-30          False        True   \n",
       "1      624241.0      24520.0 2019-10-30           True        True   \n",
       "2      111002.0      32047.0 2019-10-30           True        True   \n",
       "3      545113.0      23404.0 2019-10-30           True        True   \n",
       "4      750269.0      40235.0 2019-10-30           True        True   \n",
       "..          ...          ...        ...            ...         ...   \n",
       "295    944212.0      40572.0 2019-10-01           True        True   \n",
       "296    558332.0      87323.0 2019-10-01           True       False   \n",
       "297    643880.0      51243.0 2019-10-01           True       False   \n",
       "298    844518.0      23083.0 2019-10-01           True       False   \n",
       "299    933954.0      38459.0 2019-10-01           True       False   \n",
       "\n",
       "    comment_given inactive_status bug_occured  session_projects_added  \\\n",
       "0            True            True       False                     0.0   \n",
       "1            True            True       False                     2.0   \n",
       "2            True            True       False                     1.0   \n",
       "3            True           False       False                     1.0   \n",
       "4           False            True       False                     3.0   \n",
       "..            ...             ...         ...                     ...   \n",
       "295         False            True       False                     3.0   \n",
       "296         False            True       False                     2.0   \n",
       "297         False            True       False                     2.0   \n",
       "298         False            True       False                     1.0   \n",
       "299         False           False       False                     1.0   \n",
       "\n",
       "     session_likes_given  session_comments_given  inactive_duration  \\\n",
       "0                   24.0                     3.0             1146.0   \n",
       "1                    3.0                     5.0              133.0   \n",
       "2                    5.0                     5.0             1571.0   \n",
       "3                   10.0                    21.0                0.0   \n",
       "4                   16.0                     0.0             1405.0   \n",
       "..                   ...                     ...                ...   \n",
       "295                 13.0                     0.0             1174.0   \n",
       "296                  0.0                     0.0               97.0   \n",
       "297                  0.0                     0.0              906.0   \n",
       "298                  0.0                     0.0              139.0   \n",
       "299                  0.0                     0.0                0.0   \n",
       "\n",
       "     bugs_in_session  session_duration day_of_week  \n",
       "0                0.0            1564.0   Wednesday  \n",
       "1                0.0            1766.0   Wednesday  \n",
       "2                0.0            2230.0   Wednesday  \n",
       "3                0.0             633.0   Wednesday  \n",
       "4                0.0            1679.0   Wednesday  \n",
       "..               ...               ...         ...  \n",
       "295              0.0            2255.0     Tuesday  \n",
       "296              0.0            1692.0     Tuesday  \n",
       "297              0.0            1990.0     Tuesday  \n",
       "298              0.0            1113.0     Tuesday  \n",
       "299              0.0             306.0     Tuesday  \n",
       "\n",
       "[299 rows x 15 columns]"
      ]
     },
     "execution_count": 704,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "df['login_date'] = pd.to_datetime(df['login_date'])\n",
    "\n",
    "df['day_of_week'] = df['login_date'].dt.day_name()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series Analysis\n",
    "\n",
    "## Let's analyze the average session duration of the dataframe by grouping the data according to login date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 705,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABaEAAALbCAYAAADjIEx6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeXhU5fn/8c8z2UhCFpKw7xBWAVllFUFBERWVuitV64JWrdal1qVWbW3151K0arV+rQta27qgoKjIpiiIyL4lIAHZJckkJGzZ5vn9MWRMIIEkzMyZSd6v68qVyeTMOfdMTgbymXvux1hrrQAAAAAAAAAACACX0wUAAAAAAAAAAOovQmgAAAAAAAAAQMAQQgMAAAAAAAAAAoYQGgAAAAAAAAAQMITQAAAAAAAAAICAIYQGAAAAAAAAAAQMITQAAAAAAAAAIGAIoQEAAAAAAAAAAUMIDQAAAAAAAAAIGEJoAAAAAAAAAEDAEEIDAAAAAAAAAAKGEBoAAAAAAAAAEDCE0AAAAAAAAACAgCGEBgAAAAAAAAAEDCE0AAAAAAAAACBgCKEBAAAAAAAAAAFDCA0AAAAAAAAACBhCaAAAAAAAAABAwBBCAwAAAAAAAAAChhAaAAAAAAAAABAwhNAAAAAAAAAAgIAhhAYAAAAAAAAABAwhNAAAAAAAAAAgYAihAQAAAAAAAAABQwgNAAAAAAAAAAgYQmgAAAAAAAAAQMAQQgMAAAAAAAAAAoYQGgAQFrZs2SJjjO8DNXPNNdf4HrOHH37Y6XJC1qhRo3yP0+uvvx7w482fP993vA4dOgT8eLX11VdfafTo0UpLS6v358/rr7/uu4+jRo1yupwGJdi/d3AOP2sAAEAIDQAIug4dOlQKlI/3MX/+fKdLrpOMjAxde+216tixo2JiYhQfH6+2bdtq2LBhuvnmm/XNN984XaJjtm3bpoiIiEo/508++cTpsuoVa61mzJihiy66SO3atVOjRo2UkJCg7t2768Ybb9SKFSuqvN22bds0fvx4zZ8/X7m5ubU65uLFi3XJJZeoTZs2io6OVkJCgtq3b69Ro0bp9ttv15o1a/xwzxqGI58no6KilJiYqM6dO+vss8/Wc889p7179zpd5jE9/PDDvo/8/Hyny6mRii8QVffh9AtHBw8e1IsvvqgxY8aoWbNmio6OVpMmTTRo0CA9+OCD2rVr1wntf8uWLb6f25QpU/xTdIhbsWKFHnjgAZ166qlq166dYmNjFR8fr5NPPlmPPPKI9u3bV+XtcnJydNddd6lLly5q1KiRUlJSNHbsWH388cdVbj9lyhRdfPHF6tixY6Vz6ljB/Mcff6yzzz5baWlpio6OVqtWrXTFFVfwfAoACD8WAIAga9++vZVU44958+bZQ4cO2QULFvg+Qt23335r4+Lijnm/HnjggYDXsWHDBt9j9uOPPwb8eDX1pz/96ajH46KLLnKsntNOO81Xx2uvvRbw4+Xn5/t+LkuWLPH7/gsKCuw555xzzPPPGGP/8Ic/HHXb//u///Ntk56ebj/77LManT/Tpk2zERERxzzmK6+84vf7eqJ++ukn389i1apVTpfjU5PnyaZNm9pZs2Y5XWq1Kta6efPmo76/atUq32P/008/Bb/AKsybN++4j3v79u0dq2/9+vW2a9eux6wvISHBfvjhh3U+RsXHwF/3NdjPsbU1efLkYz6mPXv2tHv37q10my1btth27dpVe5tHH330qOMkJSVVuW11j8nvf//7avcfExNjP/nkk0A8HAAABERkTYJqAAD86b333tOhQ4d8X//rX//Sa6+9Jklq0aKF3n333Urb9+7dWzExMRoxYkRQ6zwR9957rw4cOCBJGjlypG655RalpqZqx44dWrdunaZNmxbQ4+/bt0+NGzdWly5d1KVLl4Aeqy7efPPNo66bMWOG3G63UlJSHKgouJKSkgJ6Pl9xxRW+zvLIyEjddtttGjdunA4cOKDXXntN06dPl7VWf/rTn5ScnKw777zTd9sdO3b4Lg8bNkxnnXVWjY7529/+VmVlZZKkCy64QFdffbUaN26srVu3auXKlfrggw/8eA/9p1mzZmrWrJnTZRzTtddeq1/96lfKz8/Xt99+q5dfflk5OTnKzs7Wueeeq9mzZ+vUU08NyLEPHjyomJgYuVz+fwNl7969/b5Pf3v33XfVokWLStc1atQoIMcqf96ujtvt1rhx4/Tjjz9KktLS0nT//ffr5JNP1vbt2/XUU09p9erVKiws1CWXXKIvv/xSQ4YMCUit4eZ4j60kpaSkaNKkSRo9erQiIyP1xhtv+P4/sm7dOk2ZMkUPPfSQb/vrrrtOW7dulSQNHjxYv//975WRkaEHHnhAHo9Hf/zjH3X66adr+PDhvtv07t1bXbt21cCBA/Xwww9rz5491dazaNEiPf74476vH330UQ0ePFiff/65nnnmGRUVFWnSpEnauHFjg/h3EwBQDzidggMA8Mc//vG4XVebN2+u1AFUUcXrV65caW+66SablpZmGzdubM8991y7efNm6/F47JQpU2x6erqNjo623bt3t2+99VaVx/rPf/5jx44da1NTU21UVJRt0aKFveyyy+zKlStrfJ9iY2Mr1VSVgoKCo67btm2bvf322223bt1so0aNbHx8vO3fv7995plnbHFxcaVtKz5uV199tf3ss8/s0KFDbVxcnD355JOttdZeffXVvm3++Mc/Vrr9/v377RNPPGEHDRpkExISbHR0tE1PT7e//e1v7Z49eyptW1ZWZp999lnftpGRkTYtLc3279/f3njjjXb9+vU1fmy+/vprX02tW7e2Y8eO9X39wgsvHLX9kffz66+/tqNHj7ZxcXE2KSnJXnLJJUd1Uf773/+2EyZMsJ07d7ZJSUk2MjLSpqSk2JEjR9pXX33VejyeSttX1aU3atSoarvUdu3aZV0ul5Vko6OjbW5urrXW2kWLFtkJEybYFi1a2MjISJuQkGA7d+5sJ06cWOl8O1an4dSpU+2IESNscnKyjYiIsCkpKbZXr1726quvtosWLTru4/v5559X+p149tlnj9rmvPPO832/cePGNjc396jfsSM/5s2bV+0xf/rpp0rbHtkxaK21Ho/HFhYWHnX9unXr7HXXXWc7duxoY2JibEJCgh02bJh97bXXjvo5bd++3d544422Y8eONjo62jZq1Mi2adPGjhkzxj700EOVtp05c6YdO3asTUtLs5GRkTYpKcl269bNXn755XbmzJm+7V577TVf3aeddtpRNb/++ut21KhRtkmTJjYyMtI2b97cTpgwwc6ePfuo+1LxMVi7dq29//77bbt27Wx0dLTt1q2bnTp1arWP4ZEqdkIf+bu7ffv2Sh2YPXv2tGVlZdbaYz9XVndfjzwfMzMz7YUXXmiTk5OtJJuXl2d/+OEHe+2119p+/frZZs2a2aioKBsXF2d79Ohh77jjjkq/gxWfd6r6KP99OlZ37O7du+3dd99te/ToYWNjY22jRo1st27d7B133GF37NhxzPu1Zs0aO2HCBJuYmGjj4uLs2WefbTdu3Fijx/3ITuiqOriPtGLFCjtp0iTfzzohIcEOGjTIPvnkk/bQoUOVtj3yOXnq1Km2b9++NiYmxp5//vnHPM59993nu60xxi5fvrzS9/fu3Wtbt27t22bo0KFH7ePDDz+055xzjm3evLmNioqyqampdtiwYfb111+31h6/A7/i4/Hll1/aiRMn2pYtW9qoqCibnJxsR4wYYV955RXf+VjuyJ/1G2+8Yfv06WNjYmJs69at7e9+9zt78ODBo+qtzfPDiTy2X3755VH/Jns8HtunTx/fPs8++2zf91avXl3pZ7Ft2zbf966//nrf9471Dp+Kj3VVndD33nuv7/sjR46s9L0uXbr4vvfMM88c874BABAqCKEBAI7zZwhd1duUO3bsaG+66aYq/6BeuHChbz9lZWX2iiuuOOZbX6dPn16j+9SiRYtKf7h+8cUXVQZwFS1atMgX+lT1MXr06EqBRsXHrVOnTr5QVNJxQ+js7Gzbq1evao/VunVrm5WV5dv+oYceOmYw8c4779TocbG28h/od999t506darv60GDBh21fcX72bFjRxsZGXnU8c8666xKt7n00kuPWe/tt99eafuqwrB3333Xd92IESMqbf/888/7vnfxxRdba71vk4+Jian2mBVrrC6E/te//nXMuv/6178e9/G99tprfds3bdr0qBDMWmuXLFlSab9Tp049oRD6wIEDlc6/q666yn799ddVhkoVTZs2zTZq1KjaY1555ZW+oKm4uNh27tz5mL+f5ebMmWONMdVuO3nyZN+21QWzpaWl9oILLjjmY/LnP/+50v2p+L2KIVF1zznHcqwQ2lpb6fdGkl28eLG19sRD6KSkJNu0adNK+8jLy7OffvrpMR+LDh062Ly8PGvtiYfQ69ats82aNav29mlpaZVe3Kt4v1q2bGnj4+OPuk3FoP5YahtCv/POOzYqKqraWgcMGFDpRZmKj82R58jxgtKOHTv6tp0wYUKV2zz55JOV9lkejno8HnvNNddUW2f5sWsaQj/55JPH/B0bP368LSkp8dVV8Wfdr1+/Km8zbty4SsFybZ4fTvSxrc5FF13k20f5c7211k6ZMqXSuV9RxfMxNTW12n0fL4S+8cYbfd+vGIBbays9huedd16d7hsAAMHGwoQAgHolOztbr776qt5++23Fx8dLkjZv3qyXXnpJt956q2bOnKlhw4b5tn/uued8l19++WX9+9//luR9m/MLL7ygL774Qg8++KCMMb63vubl5R23jnPOOcd3+dNPP9XYsWOVlJSknj176tZbb9WyZcsqbV9UVKRLL73Ut3jXL37xC33yySd677331KdPH0nSvHnz9Nhjj1V5vKysLHXv3l1Tp07V559/rttuu+2Y9d1yyy2+RY369u2rd955R59++ql+8YtfSPKOZLj66qt927///vuSvKMd/v73v2vu3Ll699139de//lWnnXaaoqKijvuYSN639v/vf//zfX3llVfqwgsv9P2slixZonXr1lV7+82bN2v06NGaPn16pbdFf/7558rMzPR9PWHCBL300kuaPn265s2bpzlz5ujVV19VWlqaJOn555/X7t27j1nrBRdcoNatW0uSvv7660r7f++993yXr7nmGknexaOKiookSRdffLE+++wzzZw5Uy+//LKuvPJK37GPpfxxlryLus2ZM0fTpk3TM888o3Hjxik2Nva4+1i1apXvcvkomyP169dPkZE/T2VbuXKlWrZsqQULFujaa6/1XX/22WdrwYIFWrBggfr161ftMWNjYzV69Gjf12+99ZZGjBihhIQE9evXT7/73e+0cePGSrfJzs7WpEmTfKN5brrpJn322WeaOnWq2rdvL0l6++23faN6Vq5cqU2bNkmS+vTpo2nTpumLL77QG2+8odtvv13p6em+fX/wwQey1kqSfv3rX2v27NmaPn26nn/+eV144YVKTEw8zqMovfDCC/rwww8lSVFRUXr00Uc1c+ZMXX/99b5tHnzwQX333XdV3n7Hjh165pln9NFHH6lXr16+6ys+55yIsWPHVvr6+++/98t+9+7dq5KSEk2ZMkWzZs3Ss88+q5iYGLVv316PP/643nvvPc2aNUvz58/XtGnTNG7cOEnexexeeeUVSdIDDzygBQsWVNrvu+++6zuXxo8ff8warrrqKt+Ygi5duuidd97Ru+++q549e0ryLgZ35ZVXyuPxHHXbXbt2qVu3bnr//fc1ZcoU33PTunXr9MUXX9T68ThyATljjO644w5J0u7du3XdddeppKREkvf3ZcaMGXrxxReVlJQkSVq6dKnuu+++Kve9ceNGDR8+XP/973/1ySef6LLLLqu2jn379mnz5s2+rwcOHFjldoMGDar09cqVKyVJr7zySqXF7y666CK99957mj59uh588EE1bdpUkve5reI52qJFC9/PbcGCBWrZsqVWrlyp3/3ud77fsUmTJumTTz7R448/rujoaEnSzJkz9be//a3KGlesWKHf/e53mjlzZqVRQJ999pnv3+DaPj8cqTaPbXVyc3M1Z84c39cTJkzwXc7Kyqr0GFVU8evc3Nw6L8rZo0cP3+V58+Zp3rx5OnjwoKZNm+b7uUre3z0AAMKC0yk4AAD+7IR+8cUXfdePHz/ed/0pp5ziu75ih2v//v191w8YMMB3/T333FNpIcSKXUcvvfTSce+T2+22I0eOrLaDyxhjn3rqKd/2M2bM8H2vadOm9quvvvId++9//3ulLr+qHre4uDi7e/fuo+qoqhM6Ly+v0gJy//73v33HmjdvXqWuvoyMDGuttcOGDbOSbGxsrP38889tfn7+cR+Dqrz99tuVOhPLVexA/93vflfpNhXvZ1pamj1w4IDve927d/d9r2KXek5Ojr333ntt7969bXx8fJUdexW3r64j85FHHjmqrj179vgev5YtW9rS0lJrrbX//Oc/fdvedddd9scffzzq7eLlquuErvg4vPPOOzY7O7vWj3F6erpvH5dddlm12zVv3ty33Q033OC7/sjxJzW1efPmY3bXR0VF2f/85z++7Sue17169ar0+/bAAw/4vjdkyBBrrXeRzfLrzjjjDLt27dqjRtSUu//++33bPv3003bnzp3V1l1dd3DF3/nbbrut0m0GDhzo+96vf/1r3/UV7++TTz7pu/4///lPlc85x3K8TuiSkpJKx3vsscestSfeCX3k70ZFb775pj399NNtWlpalYtQTpw4sdL2Fb9XVUdxVb93K1eurHS7pUuX+rZfs2ZNpe999913R92vqKioSuM6xo0b5/vec889V+3jXd1jUdVH+Tspnn322UrP2xU7/yu+WyIxMdH3PFHxObl169bHfbdAue3bt1eqobp/h9avX19pu7fffttaW/mcvfDCC2v8GFT1b/Jvf/tb3/d79+5d6Xt33313lc/xFX/WFTuKrbX23HPP9X2vvMO7ts8P1tb9sa1Kfn6+HT58uG9/48aNq9RJf9111/m+d+SojDlz5lT6GVQc1VHR8Tqh8/Pzbdu2bY97Pnbp0qXO9xMAgGCiExoAUK9U7HJOTU31XR46dKjvcsWOVLfb7btcsQP3ySef1Kmnnur7WL58ue97a9euPW4dTZo00Zdffql58+bpzjvv1JAhQ3wdYpJkrdV9992nbdu2HXXs7OxsjRw50nfsil3Nu3btqlRzueHDh6t58+bHrUuSNmzY4FtATvIuYld+rNGjR/u6+ire15tuukmSt5P5rLPOUnJyspo3b66zzjpL//znP1VaWlqjY1fsxLvqqqt8l6+88krf5bfeeqtSfRUNHTq0UjdwxZ9x+eNy8OBBDR8+XE888YRWr16t/fv3+zr2KqpJR/uNN97o66R88803VVpaqg8++MBX36RJkxQRESFJOv/8830dcE8//bTat2+v+Ph49e/fX3fffbfvZ30sN9xwg29/l19+uZo2baqUlBSNGjVKTz31lG+xy2Mp78CUVO2iV2VlZcrNza3yNnXVoUMHrVixQjNmzNCvf/1r9evXz3dfJKmkpEQ33XSTr7Ox4jm/Zs2aSr9vFTv+y8/B9PR0jRkzRpI0Z84cnXTSSYqNjVW3bt10zTXX6Ntvv/XdZtKkSb7u+rvuukutWrVSYmKihg4dqocffrjK36EjZWRk+C4fuYhkxa8rblfR6aef7rtc1Xl6orKzsyt9nZyc7Jf9xsTE6Nxzzz3q+oceeki//OUvNXfuXOXk5FT5O1qT36njqfh4xsbGqn///r6vTzrppEr3s6rHvnv37mrVqpXv6xN97Ct2cJd/3H777Ucdf+DAgZUWLKx4jhQUFGjnzp1H7Xv8+PE1XuTwyN/R6n63f/rppypvV/H3beLEiTU6ZnVq+ruxYcOGKp97j3Wb8ndM1Pb54Ui1eWyPtH37do0YMULffPONJO/v8vvvv19pcc7y5xdJvnfAVPf18RZErE5SUpK++uornX322TLG+K5v0aKFzjjjDN/XTZo0qdP+AQAINkJoAEC9UvEP9Yp/MFYX0FT1B/LxFBYW1njbUaNG6emnn9aiRYvkdrsrvc25pKTkqLEcdT1+y5Yta72f2hxr0qRJ+vLLLzV58mSdcsopSk5O1p49ezRr1ixNnjxZ99xzz3H3tX379kpvbb7//vt9b2+vOL5k586dmjVrVpX7SElJqfR1xZES5T/LadOm+UZnxMfH67nnntO8efO0YMEC9e7d27d9VW/lP1KLFi18gc3u3bs1c+bMKkdxSFKzZs20bNkyPfrooxo7dqzatWunQ4cOafny5Xr66ad16qmnqqCg4JjHGzVqlL7//nvdfvvtGjZsmNLS0pSXl6cvv/xS99xzT6Wwvjrl41skafXq1UcFIpL37fAVXzioeJsTERERoXPPPVcvvPCCli1bpuzsbP3+97/3fT8/P7/SWJOaKD8HjTGaMWOGXnrpJV144YXq1q2bXC6XNmzYoDfeeEMjR470jaTo3r27VqxYofvuu0+nnXaaWrZsqcLCQn377bd65JFHdOaZZ1b7Qoe/VDxXqzpPT9SRvyPl4xkqhlWSKv2cjwyuq9K8efOj9lFSUqJnnnnG9/WVV16pTz/9VAsWLNDvfvc73/U1+Z06noqPz5F11ERNniNqY+DAgRoxYkSlj44dO9Z5fxXV5nm7cePGvuNK1Y9fOfL6qn636/K4VlTT++2vc/1Yqvv3uK7/Jq5Zs0ZDhw71jau65JJLNHPmTMXFxVXarlOnTr7LR4522rVrl+9yamrqCb1A1KFDB82cOVM5OTn67rvvtGHDBm3bts03kkSSTj755DrvHwCAYCKEBgDgsIrzF19++WVZ7wK+lT4OHjyof/7zn8fd14wZM47qDo6Pj9ett95a6Y/Z8tCm4rHbtWunkpKSKo9fUFBQ6Y/PcrUJFbp27VqpQzUzM7PaY5XPhbbWauTIkXrppZe0ePFi5eXlafHixb59vPPOO8c97tSpU2scUr3xxhs1vj9H2rp1q+/yuHHjdNttt2nUqFHq06ePtm/fXuv93XLLLb7LTz31lObPny9JGjx4cKWfm7VWLVu21B/+8AfNmjVLP/74o9xut68L/8cff9TChQuPeSxrrfr27aspU6bom2++UXZ2tn744QdfJ91HH3103G7oSy+91Hc5OzvbN6e3oj//+c++y40bNz7ujN7j8Xg8mj59+lGhU5MmTXzzcytuK1U+54cNG1blOVh+Hkrex6ZRo0aaPHmyPvjgA2VkZGj//v36zW9+I8kblJa/QGCtVXp6uv7yl79o/vz52rlzp3bt2qUOHTpI8s7pPXJG9ZG6d+/uu1zeEVmu4s+x4nbBsn37dj344IO+r3v27OkLoY/siqx4zn/88cfH3XdVzyW5ubnav3+/7+uXXnpJ48aN04gRIyp11B9rXzX93a94Xhw4cKDSu1DWrVtXab6uE499RRVrXbp0qa/LX6p8ziQmJlYZitY2DK74u/3xxx9Xmv8ueQPZKVOm+L4eOnSo2rZtK0m+edqSd2b6kSr+7lZ8Abeqn1vF+33k70bFr7t161blfTzWbcpnu9f2+eFIdQna582bpxEjRvh+Z+666y795z//qXKufsV3OmzdurXSvztfffWV73LFWfknIiUlRYMGDVKXLl20ZcuWSv/mlq/lAABAqIs8/iYAADQM1113na8z+a677lJ2drYGDRqk4uJibdu2Td98842mT5+uVatW+cKs6tx8880qLS3VhRdeqGHDhql169Y6cOCA3n77bV+IGBERoVNOOUWSd5Gxtm3batu2bdq6davOOuss3XDDDWrWrJl27dqljRs36qOPPlLfvn2rXYipppKTkzVx4kS9++67krxvW77nnnuUnp6u/Px8bdmyRZ9//rk2b97sC+ouvvhiRUZGatSoUWrdurXi4+MrdWJWDF+qUzFYvvbaa333vdzOnTv1pz/9SZI3bM3Pz69TB1nFDrU5c+Zo6tSpSkpK0lNPPVWncQGnnnqq+vTpo1WrVlVabK3iAn6S9237zzzzjM4//3x16tRJzZo1086dOystJna8x+m3v/2tNm3apDPPPFNt27ZVUlKSli1b5jtnrLUqKio6qiuvorPOOkvjx4/XzJkzJUl33nmntmzZorPOOksHDhzQ66+/7ltwT5L++Mc/VhpZUBcej0fnn3++2rdvr4kTJ2rw4MFq1qyZ8vLy9PLLL/u2S0xM9IVhl156qe6//37t27dPCxcu1EUXXaQrrrhCSUlJ2rFjh9atW6cPPvhAV1xxhR5++GH99NNPGj58uH7xi1+od+/eatmypQ4cOFCp87P88X366af16aef6pxzzlH79u2VkpKijRs3VuoEPt7P4pprrvEFoC+99JKaNWumAQMGaNq0aZUWI6y4gGegbN26VV9//bX27t2rRYsW6aWXXvKFv9HR0XrppZd8wWFiYqKaN2/uG8tw1VVX6corr9SsWbMqhWO10bx5c8XHx/uC6Pvvv1/nnXee5s6de8zno9TUVOXk5EjyPobnnnuuXC6XTjnllErjiSrq06eP+vfv73suvvzyy/XII48oIiJCjzzyiG+7Xr16acCAAXW6P/5yySWX6L777tOBAwe0Z88eXXTRRbrpppu0fft2PfDAA77trrrqqkod2XV199136+2339a2bdvk8Xg0ZswY3X///Tr55JO1fft2PfXUU74ANSoqSk899ZTvttdff73vd+WDDz7QZZddpksvvVRRUVFaunSptm/f7nvBquLzwc6dO/Xmm2+qU6dOio2N1YABA/TLX/5SU6ZMkbVWq1at0rXXXqtLLrlEa9asqfRun4rvFKnovffe871LYe7cuZVeHLnkkksk1f754URNmzZNl112mYqLiyV5z7sLLrigUkDeqFEj34s9vXv31ujRozVv3jxZa3XxxRfrvvvu07p16/Tmm29K8gbh5aNbys2aNcv3fF7xBcVly5b5/r0bMWKEb2zY5ZdfrrZt22rQoEFKTEzUqlWr9MQTT+jgwYOSvGH4WWeddcL3HwCAoPD/mGkAAGrHnwsTVlz8qqpF+aytftGlsrIye/nllx93EaCqFtg6UuvWrY+7n/vvv7/SbRYuXGiTk5OPeZuKC8XVZAG56h6DPXv2HHMRuSMfm7POOuuY2/7mN7855uOxcOFC37bGmEoLh5UrKyurtFjeP/7xj+Pez6oWNtu/f7/t3LnzUTW2aNGi0kKGFReCqm5hwnIvvfRSpX01atTI5uXlVdrmnXfeOeZj1KZNG1tQUGCtrf4cnDx58jH3Ub5o1/Hs3bv3uD8zY4z9/e9/f9Rt67Iw4ZGL5FX38c9//rPS7T744APbqFGjY96m/LzdtWvXMbeLjIy0ixcvttZa+9e//vWY2/br18+3yFh1i/WVlpbaCy644Jj7+fOf/1zp/lT3PHG8hd6qUnHRsuo+mjZtamfNmnXUbR977LEqt6/4O1/dwoTV1ff73/++yn2OGjWqyn1aa6t9Pi1fqK2637u1a9faZs2aVXu/U1NT7cqVK33bV/cztLb658DqHLkw4fGe7995551Ki7ke+TFgwAC7d+/eOtdzpLVr11ZafLSqj8aNG9v333+/0u3KysrspEmTqr3N+eef79u2tLTUtmnT5qhtOnfu7NvmySefrHLB1/KP8ePHV1o4tOLPuuLzcMWPsWPHVlr8rzbPDyf62Fa8bXUfR/5uZGVlVfk4HauGmvxez5s3r8rHrapz66effqrV/QQAwEmM4wAA4DCXy6V///vf+t///qdx48apadOmioyMVFpamvr06aPJkydr5syZvrc3H8v//vc/Pfzwwzr99NPVuXNnJSQkKDIyUs2bN9fZZ5+t999/v9LiSpL3rdOrV6/WnXfeqZNOOklxcXGKjY1Vx44dNXbsWP3tb3/To48+6pf72rRpU3333Xd66qmnNGTIECUlJSkqKkqtWrXSkCFD9MADD+j999/3bX/zzTdr0qRJ6t69u5o0aaKIiAglJSVpyJAhevbZZ/W3v/3tmMer2AU9dOjQSguHlXO5XDr//PN9X1dcxLA24uLiNGfOHF144YVKSUlRUlKSJkyYoK+//rrGizce6aqrrqo0b/zCCy88qkt78ODBuvvuuzV06FC1aNFC0dHRiomJUXp6um666SYtWrRICQkJxzzO5Zdfruuvv169e/dWamqqIiIiFB8fr379+unRRx/Vf//73xrVm5iYqE8//VTTpk3ThRdeqNatWys6OlpxcXHq0qWLrrvuOi1ZskR//etfa/1YVCUyMlKff/65fv/732vEiBHq0KGD4uLiFBUVpdatW2vixImaO3eubrjhhkq3u/DCC7V8+XLdeOONSk9PV6NGjRQfH6/09HSde+65eumll/TrX/9akreD/09/+pPOPPNMtWvXTrGxsYqMjFSrVq00ceJELViwwNddP27cON16663q37+/mjVrpsjISMXGxqpnz5665557NGfOnEojB6oSERGhDz74QP/617902mmnKTk5WZGRkWrWrJkmTJig2bNnV+p2DTSXy6XGjRurU6dOGjdunJ577jlt3LhRY8eOPWrb3/3ud7r33nt952GfPn30xhtv6K677qrz8f/0pz/pT3/6kzp16qRGjRqpT58+evvtt4/ZCf7ss8/q0ksvVUpKSq3GI/Ts2VOrVq3SXXfdpe7du6tRo0Zq1KiRunbtqttvv12rVq3y2xzzE3XZZZfpu+++01VXXaW2bdsqKipKjRs31oABA/T//t//09dff63ExES/Ha9nz55auXKl/v73v2v06NFKS0tTZGSkEhMT1b9/f913333KyMg4avFBl8ulN998U++9957Gjx/v+71ISUnRsGHDdMEFF/i2jYiI0LRp0zRy5Mhq33Vx9913a968eZo4caJatGihyMhIJSUlafjw4Xr55Zc1Y8YM36KuR7r33nv1j3/8Qz179lR0dLRatWqlu+++Wx999FGl38vaPD84oWPHjlq6dKnuuOMOde7cWdHR0UpOTtbpp5+ujz76yC8d2pdeeqlOPfVUNW/eXFFRUUpOTtbw4cP1/PPPa+HChWrWrNmJ3xEAAILEWBuEFSMAAADC3MUXX+ybOfz555/rzDPPdLgiAAAAAAgPhNAAAADVKC0t1cGDB7Vq1SqNHz9eBQUF6tSpkzZu3HjcTloAAAAAgBd/PQEAAFTjrbfeUmJiokaMGKGCggJJ0l/+8hcCaAAAAACoBf6CAgAAOI6oqCj16NFDr776qi699FKnywEAAACAsMI4DgAAAAAAAABAwNAJDQAAAAAAAAAIGEJoAAAAAAAAAEDAEEIDAAAAAAAAAAKGEBoAAAAAAAAAEDCE0AAAAAAAAACAgCGEBgAAAAAAAAAEDCE0AAAAAAAAACBgCKEBAAAAAAAAAAFDCA0AAAAAAAAACBhCaAAAAAAAAABAwBBCAwAAAAAAAAAChhAaAAAAAAAAABAwhNAAAAAAAAAAgIAhhAYAAAAAAAAABAwhNAAAAAAAAAAgYAihAQAAAAAAAAABQwgNAAAAAAAAAAgYQmgAAAAAAAAAQMAQQgMAAAAAAAAAAoYQGgAAAAAAAAAQMITQAAAAAAAAAICAIYQGAAAAAAAAAAQMITQAAAAAAAAAIGAIoQEAAAAAAAAAAUMIDQAAAAAAAAAIGEJoAAAAAAAAAEDAEEIDAAAAAAAAAAKGEBoAAAAAAAAAEDCE0AAAAAAAAACAgCGEBgAAAAAAAAAEDCE0AAAAAAAAACBgCKEBAAAAAAAAAAFDCA0AAAAAAAAACJhIpwuoiZ07dzpdgiPS0tKUk5PjdBlArXHuIlxx7iJcce4iXHHuIlxx7iJcce4iXHHuho9WrVpVeT2d0AAAAAAAAACAgCGEBgAAAAAAAAAEDCE0AAAAAAAAACBgwmIm9JGstTp06JA8Ho+MMU6XEzA//fSTioqKnC4jaKy1crlcatSoUb3+uQIAAAAAAAANyXFD6BdffFHLli1TUlKSnn76aUnSli1b9Morr6i4uFgRERG6/vrrlZ6eLkmaNm2a5s6dK5fLpWuvvVZ9+/aVJGVlZemFF15QcXGx+vXrp2uvvbbOQeOhQ4cUFRWlyMiwzNBrLDIyUhEREU6XEVSlpaU6dOiQYmNjnS4FAAAAAAAAgB8cdxzHqFGjdP/991e67q233tJFF12kJ598UpdcconeeustSdL27du1cOFCPfPMM3rggQf06quvyuPxSJJeeeUVTZ48Wc8995x2796tFStW1Lloj8dT7wPohioyMtJ3zgAAAAAAAAAIf8cNoXv27KnGjRtXus4Yo4MHD0qSDhw4oCZNmkiSlixZomHDhikqKkrNmjVTixYt9MMPPygvL08HDx5U165dZYzRyJEjtWTJkjoXzaiG+o2fLwAAAAAAAFB/1GlhwquvvlpTp07VzTffrKlTp+qKK66QJLndbqWmpvq2S0lJkdvtPur61NRUud3uEyzdWc8++6xGjx6tMWPGaOzYsVq2bJlf9rt7927dcMMNftnXRRddpFNPPVVjxozRyJEj9cADD2jv3r1+2bckLVy4sNKLCW+++abeffddv+0fAAAAAAAAQPir00yLWbNm6eqrr9aQIUO0cOFCvfTSS/rDH/4ga22V21d3fXVmz56t2bNnS5Ief/xxpaWlVfr+Tz/95Og4jiVLlmjOnDmaPXu2YmJilJubq5KSEr/U1KZNG7322mu+r09kn8YY/eMf/1Dfvn1VXFysxx57TNddd50+/PDDGu+jtLS02hoWL16s+Ph4DR06VJL0q1/9qs61VhQTE3PUzxzhJTIykp8hwhLnLsIV5y7CFecuwhXnLsIV5y7CFedu+KtTwvnll1/q2muvlSQNHTpUL7/8siRvh3Nubq5vO7fbrZSUlKOuz83NVUpKSrX7HzNmjMaMGeP7Oicnp9L3i4qKHF2wb9euXWrSpIkiIiJUWlqqpKQkSd7AdtWqVXrkkUe0f/9+paSk6G9/+5uaN2+uV199VVOnTlVkZKS6dOmif/zjH1q0aJEeeughSd7A+IMPPlBeXp6uvvpqzZ07V6Wlpbrnnnu0atUqRURE6I9//KOGDx+u//73v/riiy908OBBbdmyRWeffbYefPDBo+q01qqsrEylpaVyuVy6//77NXz4cK1cuVKJiYm+40jSSy+9pP379+uuu+7SRRddpAEDBuj777/X2LFj1alTJz333HMqLi5WkyZN9Pzzz+vQoUN64403FBERoXfffVd//vOf9fXXXys+Pl433XST1qxZo9///vc6dOiQ2rdvr6efflrJycm66KKL1K9fPy1cuFB79+7V008/rcGDB1equ6io6KifOcJLWloaP0OEJc5dhCvOXYQrzl2EK85dhCvOXYQrzt3w0apVqyqvr9M4jpSUFK1bt06StGbNGrVo0UKSNHDgQC1cuFAlJSXas2ePdu3apfT0dDVp0kSxsbHasGGDrLX66quvNHDgwDreFeeddtpp2rlzp0aMGKH77rtPixYtkiSVlJTowQcf1D//+U999tlnuvTSS/XEE09Ikl544QV9/vnnmj17th5//HFJ3uD3L3/5i7744gtNmzZNjRo1qnSc8o7oOXPm6MUXX9Qdd9yhQ4cOSZLWrl2rf/zjH5ozZ46mT5+uHTt2HLfuiIgI9ezZUz/88MNxty0oKND777+vm266SaeccopmzJihWbNm6fzzz9eLL76otm3batKkSbrhhhv0xRdfHBUk33HHHXrggQc0e/Zsde/eXc8884zve6Wlpfrkk0/0yCOPVLoeAAAAAAAAQP1z3E7oKVOmaN26dSosLNRNN92kSy65RJMnT9Zrr70mj8ejqKgoTZ48WZLUtm1bDR06VHfeeadcLpeuu+46uVzenPv666/Xiy++qOLiYvXt21f9+vXzyx3w/OcV2W2b/bKvcqZtR7kuq34uc3x8vD777DMtXrxYCxcu1M0336z77rtPJ598sjIzM3XZZZd5a/N41KxZM0lSjx49dOutt2rcuHEaN26cJGnQoEF65JFHdOGFF+rss88+6pWCxYsX65prrpEkpaenq02bNsrKypIkjRgxQomJiZKkrl27aseOHWrduvVx71tNR6NMmDDBd3nXrl26+eabtWfPHhUXF6tdu3bHvG1BQYH27t3rG9Nx8cUX+84RSRo/frwkqU+fPtq+fXuN6gEAAAAAAAAQno4bQt9xxx1VXl/e4XukiRMnauLEiUdd37lzZz399NO1qy6ERUREaNiwYRo2bJi6d++ud999V3369FHXrl01Y8aMo7Z/88039e2332rWrFmaMmWK5s2bp1tvvVVnnHGG5s6dq/POO0///e9/FRMT47vNsQLj6Oho32WXy6XS0tLj1lxWVqaMjAx16dJFERER8ng8vu+Vd1iXi4uL813+wx/+oBtvvFFnnnmmFi5ceMLdy+W1l48zAQAAAAAAAFB/Obe6n58cq2M5UH744Qe5XC516tRJknc0Rps2bdS5c2e53W59//33GjhwoEpKSpSVlaUuXbpo586dGj58uE455RR9+OGH2r9/v/Ly8tSjRw/16NFDS5cu1Q8//KCTTjrJd5yhQ4dq2rRpGjFihDZt2qQdO3aoc+fOWr16da1rLikp0RNPPKFWrVqpZ8+eKikpUU5Ojtxut+Lj4zV79myNHj26ytsWFBT4Rq68++67vuvj4+O1b9++o7ZPTExUUlKSFi9erMGDB+v999/XkCFDal0zAAAAAAAAgPAX9iG0Ew4cOKAHH3xQBQUFioyMVIcOHfT//t//U3R0tF5++WU99NBDKigoUFlZma6//np16tRJt912mwoLC2Wt1Q033KCkpCQ9+eSTWrhwoVwul7p27arRo0drz549vuNcc801uvvuu3XGGWcoIiJCf/vb3yp1StfErbfeqpiYGBUVFenUU0/Vv/71L0lSVFSUfvvb3+q8885T27ZtlZ6eXu0+7rrrLk2ePFktWrRQ//79tW3bNknS2LFjNXnyZH3++ef685//XOk2U6ZM8S1M2K5dO2Y/AwAAAAAAAA2UsTUdEuygnTt3Vvr6wIEDlcZF1FeRkZENclxFQ/n51mesWotwxbmLcMW5i3DFuYtwxbmLcMW5i3DFuRs+jlzzrpwryHUAAAAAAAAAABoQQmgAAAAAAAAAQMAQQgMAAAAAAAAAAiYsQ+gwGGONE8DPFwAAAAAAAKg/wjKEdrlcDXLBvoagtLRULldYnpYAAAAAAAAAqhDpdAF10ahRIx06dEhFRUUyxjhdTsDExMSoqKjI6TKCxlorl8ulRo0aOV0KAAAAAAAAAD8JyxDaGKPY2Finywi4tLQ05eTkOF0GAAAAAAAB5/nuK2nNMrl+dYfTpQAA/Iy5BwAAAAAAwHkrFssuni/r8ThdCQDAzwihAQAAAACA46w7W/J4pP37nC4FAOBnhNAAAAAAAMB5eYfHURbkO1oGAMD/CKEBAAAAAICjbFmZlOf2flGQ52wxAAC/I4QGAAAAAADOyndL1jsL2tIJDQD1DiE0AAAAAABwVl72z5cL8x0rAwAQGITQAAAAAADAUTa3QghNJzQA1DuE0AAAAAAAwFnuw4sSxsYTQgNAPRTpdAEAAAAAAKCBy8uW4hpLac1kC/Y6XQ0AwM/ohAYAAAAAAI6y7hwppamUmEwnNADUQ4TQAAAAAADAWbnZUkqaTEIyITQA1EOE0AAAAAAAwFl5OTLlndCF+bLWOl0RAMCPmAkNAAAAAAAcYw8dlPYXesdxRERIpaXSgf1SfGOnSwMA+AkhNAAAAAAAcE5ejvdzSppU3gFdkE8IDQD1COM4AAAAAACAc9zeENqkNJVJTPZeV5jvWDkAAP+jExoAAAAAADjGurO9F1KaSgf3ey+zOCEA1CuE0AAAAAAAwDnubMm4pOQUKSpKkmQL8mUcLgsA4D+M4wAAAAAAAM5x50jJKTIREVLjBG8gTSc0ANQrhNAAAAAAAMAx1p3tXZRQknEdDqIJoQGgXiGEBgAAAAAAznFny6Q0/fnrxGRZQmgAqFcIoQEAAAAAgCOstd5xHIc7oSVJicl0QgNAPUMIDQAAAAAAnFG4VyotkSp0QhtCaACodwihAQAAAACAM9zZkiRzZCd0Yb63SxoAUC8QQgMAAAAAAGe4c7yfj5gJreJiqeigIyUBAPyPEBoAAAAAADjCHu6EPiqElhjJAQD1CCE0AAAAAABwhjtbio6W4hN8VxlCaACodwihAQAAAACAM9w5UkpTGWN+vo4QGgDqHUJoAAAAAADgCOvOrjyKQ/KF0JYQGgDqDUJoAAAAAADgDHeOTJO0ytc1TvJ+JoQGgHqDEBoAAAAAAASdLS2RCvKO6oQ2kZFS4wRCaACoRwihAQAAAABA8OXlStZKqU2P/l5CMuM4AKAeIYQGAAAAAADB586RpKPHcUjeudCE0ABQbxBCAwAAAACAoLN52d4LRy5MKMkQQgNAvUIIDQAAAAAAgi+3PISurhN6b1DLAQAEDiE0AAAAAAAIPneO1DhRJjrm6O8lJktFB2WLioJeFgDA/wihAQAAAABA0Fl3dpWjOCR5Q2hJKsgLWj0AgMAhhAYAAAAAAMGXl1NtCG3KQ+hCRnIAQH1ACA0AAAAAAILPnS1T1TxoqUIndH6wqgEABBAhNAAAAAAACCp7YL908MBxx3FYQmgAqBcIoQEAAAAAQHDl5Xg/VxdCJyR5PxNCA0C9QAgNAAAAAACCy50tSdWO4zBR0VJsPCE0ANQThNAAAAAAACCobK43hK62E1ryjuQghAaAeoEQGgAAAAAABFdejhQRISUlV79NYpJsYX6wKgIABBAhNAAAAAAACC53tpScKuOKqH4bOqEBoN4ghAYAAAAAAEFl3dlSNfOgyxlCaACoNwihAQAAAABAcLlzZI41D1rydkIf2C9bUhKUkgAAgUMIDQAAAAAAgsZ6yqS83ON2Qisx2fuZudAAEPYIoQEAAAAAQPAU5EtlpdJxOqFNeQjNSA4ACHuE0AAAAAAAIHjcOZJ0/HEcCcnez4TQABD2CKEBAAAAAEDwuLO9n2s4jsMSQgNA2COEBgAAAAAAQWN9IfTxFiZs4v1MCA0AYY8QGgAAAAAABI87R2oUK8XGH3MzExMjxcQSQgNAPUAIDQAAAAAAgsa6s6UmaTLGHH/jxCRCaACoBwihAQAAAABA8LhzpNTjjOIol5jMTGgAqAcIoQEAAAAAQPC4s2WONw+6XGIyndAAUA8QQgMAAAAAgKCwxUVS4V6pSVqNtjeJyVJhfkBrAgAEHiE0AAAAAAAIjrxc7+fadELvK5QtLQ1YSQCAwCOEBgAAAAAAweHOliSZWsyEliTtKwhMPQCAoCCEBgAAAAAAQWHdOd4LtRnHITEXGgDCHCE0AAAAAAAIjsOd0DUNoUUIDQD1AiE0AAAAAAAIjrwcKamJTFRUzbZPSJYkWUJoAAhrhNAAAAAAACAobG52zbugpZ87oQvzA1EOACBICKEBAAAAAEBwuLOllBouSihJjWKlqGjGcQBAmCOEBgAAAAAAAWetlfJyZGoRQhtjvN3QhNAAENYIoQEAAAAAQOAd2CcVHZJSajGOQ5ISk5kJDQBhjhAaAAAAAAAEXm62JNWqE1oSndAAUA8QQgMAAAAAgMDLy/F+rmUIbQihASDsEUIDAAAAAICAs25vJ3Stx3EkJEuFBbKeMr/XBAAIDkJoAAAAAAAQeLnZUmSklJBUu9slJkvWI+0rDEhZAIDAI4QGAAAAAACBl5cjNUmTcdUyikhM9n5mJAcAhC1CaAAAAAAAEHDWnV3redDS4ZnQEiE0AIQxQmgAAAAAABB47myZ2s6Dlnyd0JYQGgDCFiE0AAAAAAAIKFtWJuW769QJzTgOAAh/hNAAAAAAACCw9rolj0eqSyd0XLx3QUNCaAAIW4TQAAAAAAAgsNzZkiRTl5nQxkgJyYTQABDGCKEBAAAAAEBAWXeO90JdxnFIUmKybGG+3+oBAAQXITQAAAAAAAisw53QdRrHIXnnQtMJDQBhixAaAAAAAAAEljtbiouXaRRXp5ubxCRCaAAIY4TQAAAAAAAgoKw7p+6jOCRvJ3ThXlmPx281AQCCJ/J4G7z44otatmyZkpKS9PTTT/uu//TTT/XZZ58pIiJC/fv311VXXSVJmjZtmubOnSuXy6Vrr71Wffv2lSRlZWXphRdeUHFxsfr166drr73Wu7gAAAAAAACo39zZUpM6juKQvCF0WZl0cL8Un+C3sgAAwXHcTuhRo0bp/vvvr3TdmjVr9P333+upp57SM888o/POO0+StH37di1cuFDPPPOMHnjgAb366qvyHH6V8pVXXtHkyZP13HPPaffu3VqxYoX/7w0AAAAAAAg97hyZ1BPohE5I9n5mJAcAhKXjhtA9e/ZU48aNK103a9YsnX/++YqKipIkJSUlSZKWLFmiYcOGKSoqSs2aNVOLFi30ww8/KC8vTwcPHlTXrl1ljNHIkSO1ZMmSANwdAAAAAAAQSmzRIWl/4QmN4zCJyd4LhNAAEJaOO46jKrt27VJGRob+85//KCoqSpMmTVJ6errcbre6dOni2y4lJUVut1sRERFKTU31XZ+amiq3233i1QMAAAAAgNDmzvF+PtFxHJJsQb4Y7AkA4adOIbTH49G+ffv02GOPadOmTfrb3/6m559/XtbaKrev7vrqzJ49W7Nnz5YkPf7440pLO4F/qMJYZGRkg73vCG+cuwhXnLsIV5y7CFecuwhXnLu1U7R9k/IlJXdKV3QdHzdPVISyJTUuK1Ecj32dce4iXHHuhr86hdApKSkaPHiwjDFKT0+Xy+VSYWGhUlNTlZub69vO7XYrJSXlqOtzc3OVkpJS7f7HjBmjMWPG+L7OycmpS5lhLy0trcHed4Q3zl2EK85dhCvOXYQrzl2EK87d2vFs3iRJ2hsRLVPHx816PJLLpX27dugAj32dce4iXHHuho9WrVpVef1xZ0JXZdCgQVqzZo0kaefOnSotLVVCQoIGDhyohQsXqqSkRHv27NGuXbuUnp6uJk2aKDY2Vhs2bJC1Vl999ZUGDhxY93sDAAAAAADCgztHMkZKqr4Z7XiMyyUlJDETGgDC1HE7oadMmaJ169apsLBQN910ky655BKdfvrpevHFF3XXXXcpMjJSt9xyi4wxatu2rYYOHao777xTLpdL1113nVwub859/fXX68UXX1RxcbH69u2rfv36BfzOAQAAAAAAh7mzpaQUmcg6vRn7ZwnJsoTQABCWjvsvwB133FHl9b/5zW+qvH7ixImaOHHiUdd37txZTz/9dO2qAwAAAAAAYc3m5UipTU98R4nJdEIDQJiq0zgOAAAAAACAGsnNlmly4guKGUJoAAhbhNAAAAAAACAgrLVSXo6U4r9OaGvtie8LABBUhNAAAAAAACAw9hVIJcX+C6FLS6SDB058XwCAoCKEBgAAAAAAgeHOliSZlBMfx6HEZO9nRnIAQNghhAYAAAAAAIGR6w2h/dEJbQihASBsEUIDAAAAAICAsHk53gv+GschSYX5J74vAEBQEUIDAAAAAIDAcGdLUdFS44QT39fhENrSCQ0AYYcQGgAAAAAABEZutpTSVMaYE99X40TJGMZxAEAYIoQGAAAAAAABYfNyJH8sSijJRER4g2hCaAAIO4TQAAAAAAAgMNzZMn4KoSVJicmM4wCAMEQIDQAAAAAA/M6Wlkh78/yzKGG5xGQ6oQEgDBFCAwAAAAAA/8t3S9b6NYQ2CcmE0AAQhgihAQAAAACA/7mzJcnv4zgIoQEg/BBCAwAAAAAAv7OHQ2i/j+MoLpItOuS/fQIAAo4QGgAAAAAA+J87x/u5iZ9DaIluaAAIM4TQAAAAAADA/9zZUuMEmZgYv+3SEEIDQFgihAYAAAAAAH5n3Tn+HcUhSYlJ3s+E0AAQVgihAQAAAACA/7mz/R9CJyRLkiwhNACEFUJoAAAAAADgf+4cmSZp/t0nndAAEJYIoQEAAAAAgF/Zgwekg/ulVP92QpvIKCmuMSE0AIQZQmgAAAAAAOBf7hzvZ3+P45CkxGTGcQBAmCGEBgAAAAAA/uXOliT/j+OQpMRkOqEBIMwQQgMAAAAAAL+yh0PoQHRCG0JoAAg7hNAAAAAAAMC/3DmSyyUlN/H/vhOTpcJ8/+8XABAwhNAAAAAAAMC/3NlScqqMK8L/+05Mlg4ekC0p9v++AQABQQgNAAAAAAD8yrqzA7MooeQNoSVGcgBAGCGEBgAAAAAA/pWXIxOgENoQQgNA2CGEBgAAAAAAfmM9Hu9M6JS0wByAEBoAwg4hNAAAAAAA8J+CfKmsNODjOCwhNACEDUJoAAAAAADgP3k5khSwcRx0QgNA+CGEBgAAAAAA/uPO9n4O0DgOExUtxcYRQgNAGCGEBgAAAAAAfmNzy0PoAHVCS1JCMiE0AIQRQmgAAAAAAOA/eTlSTKwUFx+4YyQmMxMaAMIIITQAAAAAAPAb686WUtJkjAncQRKT6YQGgDBCCA0AAAAAAPwnNztg86DLGUJoAAgrhNAAAAAAAMB/8nJkAjkPWvJ2Qh/YJ1taEtjjAAD8ghAaAAAAAAD4hS0p9nYoB7gTWonJ3s+FBYE9DgDALwihAQAAAACAf+TleD8HuBPalIfQjOQAgLBACA0AAAAAAPzD7Q2hAz6OIyHJ+5kQGgDCAiE0AAAAAADwC+vO9l4I0jgOSwgNAGGBEBoAAAAAAPhHeQjdJEgzoQmhASAsEEIDAAAAAAD/cOdIickyUdEBPYxpFCtFxxBCA0CYIIQGAAAAAAB+Yd3Zge+CLpeYTAgNAGGCEBoAAACoB+yyhfLMm+l0GQAaOneOlBrgRQnLJSbLFuYH51gAgBNCCA0AAADUA55P/if731dk83OdLgVAA2Wtldw5MinBC6HphAaA8EAIDQAAAIQ5W3RI2r5FKiuTpRsagFMO7JeKDgZtHIchhAaAsEEIDQAAAIS7LT9IHo/3relffiZbVOR0RQAaIne2JMkEcRyH9hXIlpUF53gAgDojhAYAAADCnM3KlCS5rrxZ2l8ou3iewxUBaJDcOd7PwRzHYa20ryA4xwMA1BkhNAAAABDmbFam1Kyl1G+I1K6z7OwZ3tmsABBE9nAndFDHcUiM5ACAMEAIDQAAAIQxa620OVOmU3cZY2TGTpB2bZPWLnO6NAANjTtbioj0digHQ8Lh4xBCA0DII4QGAAAAwlnuHmlvntSpmyTJDBwhJaXI88V0hwsD0OC4c6SUNBlXkKKGw2G3JYQGgJBHCA0AAACEsfJ50KY8hI6Mkhk9Xlq3XHbHVidLA9DAWHd20EZxSPq545oQGgBCHiE0AAAAEM6yMqXoaKlNB99VZuQ4KSpadg7d0ACCyJ0tE6xFCSUpNk6KjCKEBoAwQAgNAAAAhDGblSl16CITEeG7ziQkygwdLfvtfNnCAgerA9BQWE+ZlJ8rBTGENsZ4u6EJoQEg5BFCAwAAAGHKlhRLW7NkOnY76nvmjPOkkmLZrz5zoDIADU5+nuTxSClBHMchSYnJzIQGgDBACA0AAACEq61ZUlmpbx50RaZVO+mkfrLzZsqWljhQHIAGxZ0tScEdxyHRCQ0AYYIQGgAAAAhT5YsSqooQWpJcY86X9rpll3wdxKoANEQ2L8d7IcghtElMlgrzg3pMAEDtEUIDAAAA4WpThpTaTCY5pervn9RPatlWdvZHstYGtzYADcvhTmgnxnGocK+sxxPc4wIAaoUQGgAAAAhTdnNmlaM4yhljZMac5x3bsXFtECsD0ODkZkux8TKxccE9bmKydxb1/n3BPS4AoFYIoQEAAIAwZPNyJXdOtaM4ypkho6XGCfJ8MT1IlQFoiGxeTvC7oCUpIcn7mbnQABDSCKEBAACAcHR4HvSxOqElyUTHyIw8W1q5WDZ7dzAqA9AQubODPg9aOjwTWpIK8oJ+bABAzRFCAwAAAGHIZmVKkZFS207H3daMPltyRcjOmRGEygA0SO5sGSc6oQ+H0JZOaAAIaYTQAAAAQBiyWZlSu84yUVHH3dYkp8oMGiH79WzZA/uDUB2AhsQWFUn7Ch3phC4PoVWYH/xjAwBqjBAaAAAACDO2tET68QeZTt1rfBszZoJUdFD26y8CWBlCgf3+a5U9/jvZ/FynS0FDkZft/exEJ3RcYykigpnQABDiCKEBAACAcLN9i1RSfNxFCSsy7dOlLj1l534sW1YWuNrgKGutPB+9LW3KkGfKw7IH9jldEhoCtzeENk7MhHa5vIsTEkIDQEgjhAYAAADCjK3hooRHco05X8rdI61YHIiyEArWr5R275A59Uxp9w55XnhMtqTY6apQz1l3jveCE+M4JCkxWbZgrzPHBgDUCCE0AAAAEG6yMqXklNq/9b3vKVJac3lmfxSYuuA4z7yZUuNEmctvlPnVHdKGtfL839OyHrrfEUDubMkYKTnVmeMnJtMJDQAhjhAaAAAACDM2K1Pq1E3GmFrdzrgiZM44V/phvezmjQGqDk6xudnSyu9kRoyViYqW65SRMpdeJy1bJPvOK7LWOl0i6it3tpTURCYy0pHDm4RkQmgACHGE0AAAAEAYsQX5UvbuWo/iKGeGj5UaxcrOnu7fwuA4+9VnkqzMaeN817nGnC9z1kTZ+TNlP/mfc8WhXrPuHOdGcUjeTujCfF5oAYAQRggNAAAAhJPNGyRJplP3Ot3cxMbJjDhTdunXsnm5/qwMDrIlJbILZkl9BsmkNa/0PfOLq2WGjpb96G15FsxyqELUa+4cmSa1HA/kT4nJUmmpdGC/czUAAI6JEBoAAAAII3ZThhQRIbXrXOd9mNPPkTxWdt4nfqwMTrJLv5EK98o1avxR3zPGyPzyNqlXf9mpL8qyMCX8yFrrHceR6nAntMRIDgAIYYTQAAAAQBixWZlSm44yMTF13odp2kLqN1j2q89li4r8WB2cYufPlJq1lHr2rfL7JjJSrsn3Su07y/PPJ2V/WBfcAlF/7SuUSoodHcdhCKEBIOQRQgMAAABhwnrKpC0bZTp1PeF9ucacL+0vlF001w+VwUl26yZpU4bMqPEyrur/xDONYuX6zUNSkzR5/v5n2Z1bg1ck6i93tiQ5P45Dh2fmAwBCEiE0AABAGLOFe2WLDjldBoJl51ap6JBUx3nQlaT3kNqny86ZLuvxnPj+4Bg7b6YUHS0z7IzjbmsSkuS642EpKkqeKQ97F5QDTsThEJpxHACAYyGEBgAACGOex3+n/L/e653JiXrPbsqUJJlO3U54X8YYmTETpN07pLXLT3h/cIbdv0/2uy9lBo+SiW9co9uYpi3kuv1h6dABeZ59WHb/vsAWiXrN90KGg+M41DhBMi5CaAAIYYTQAAAAYcq6s6U9u1S8consonlOl4NgyMqUGidKTVv4ZXdm4HApOUWe2R/5ZX8IPvvNbKm4WKaKBQmPxbTtKNev75f27JTn+T/LFjMbHHXkzpaior3PTQ4xrggpIVEqzHesBgDAsRFCAwAAhKnyrlhXajPZd1+VLSxwuCIEms3KlDp3lzHGL/szkVEyo8+R1q2Q3fGjX/aJ4LEej3dBws7dZdp1qvXtTfc+cl13p7RpvTyvPCVbVhaAKlHvubOlJml+e16qs8RkZkIDQAgjhAYAAAhXWZlSVLSS739COnhA9t1Xna4IAWT3F0q7t8t0PPFFCSsyI8+SoqNl58zw634RBOuWS9m7vS8k1JEZOELmshukFYtl//0So31QazYvx9l50OUSkxnHAcBxtrSEtTaqQQgNAAAQpmxWhtQ+XVGdusmc9QvZRfNk1690uiwEyuYNkvwzD7oi0zhRZsjp3vOncK9f943A8sybKSUkyfQfdkL7cZ1+rsz4i2W/+lx2xjt+qg4NRm62TJM0p6uQIYQGEALs17Pluftq2YI8p0sJOYTQAAAAYciWlEhbN8l09gaS5pyLpWYt5Zn6ArNd6ymbleldeKtjF7/v24w5Tyotkf3yU7/vG4Fhs3dLq7+XOfUsmaioE96fueAqmeFjZGf8R575nAeoGVtaKu11O7soYbnEZKkwn25+AI6yGSulqCgpIdnpUkIOITQAAEA42rpJKi31dcWa6Bi5rvq1lL1b9pP/OVwcAsFuypRat5NpFOf3fZuWbaVe/WXnf+p9gQMhz375mSQjc9pZftmfMUZm0i1S74Gy/35Zdtkiv+wX9dxet2StlOJ8J7QSk6XiYqnooNOVAGigrMcjZayW6X6y83PyQxAhNAAAQBiyWd5FCdWpu+860+NkmaGny37+gez2Lc4UhoCwHo+0eYPfR3FU5BpzvrQ3T3bJgoAdA/5hS4plv/lC6nuKjB87UE1EhFyT75U6dvEuVLhhrd/2jXoqN1uS/Hoe1llCkvczIzkAOGXbZml/odSjj9OVhCRCaAAAgHC0KUNKbSaTnFLpanPxr6TYOHneepFFUeqTn3ZIB/dLAQyh1bOv1LKt7OyPeDt7iLNLFkj7CuU6gQUJq2NiYuS67Q9SWnN5Xviz7I4f/X4M1B/W7Q2hQ2Ech0lM9l4ghAbgEJvhXZvFdD/Z4UpCEyE0AABAGLKbM6vsijUJiTIXXydtypD96jMHKkMglHe+mwqd7/5mjJEZM8HbxUMHbEiz82ZKLdpI3QPTaWUaJ8p1xyNSdIw8Ux6WPdztChwlL8f7OVTGcUiE0AAcY9evlFq2PapJBF6E0AAAAGHG5uVK7pxqu2LN0NFSj5NlP3hTNj83yNUhIDZlSHHxUvNWAT2MGTJKapwoz+yPAnoc1J3dvFHaslFm1PiAzps0qU3luv1hqeiQPFP+KLuvIGDHQhhzZ0vxCTIxjZyuxBdCW0JoAA6wJSXSxrUyPeiCrg4hNAAAQLjJypAkmc5Vd8UaY+S66maptFSed14JZmUIEJuVKXXsKuMK7H/fTXSMzGnjpJXfye7ZGdBjoW7svE+kmEbeF5sCzLTpINetD0g5P8nz9z/JFhUF/JgILzY3OzS6oCWpMTOhATgoK1MqLiaEPgZCaAAAgDBjszKlyCipbcdqtzHNWsmce6m0bKHsisVBrA7+Zg8dkHZuDegojorMqPGSK0J2zsdBOR5qzhYWyC5ZIDNklExcfFCOabr2kuuGu6TNG+X55/+TLSsLynERJvJyQmIetCSZyEipcQIhNABH2IyVknFJXXs5XUrIIoQGAAAIM3ZThtS+s0xk1DG3M2deKLVuL8+/X/YGmQhPmzdK1lY5AzwQTHKKzKBTZb+ZLXtgX1COiZqx33whlZbIBGBBwmMx/YfJXDFZWrVEduoLLFyJn7mzZUKlE1qSEpIZxwHAEXb9SqlDetBeJA5HhNAAAABhxJaWSD9uqnYUR0UmMlKuSbdI+bmyH74dhOoQCOWLEqpj16Ad04ydIBUdkv36i6AdE8dmPWWy8z+Vup4k07p90I/vGnW2zLmXeV+c4PkEOvwujQP7Q6YTWpJ3LjQhNIAgswcPSJs3yPTo63QpIe24IfSLL76o66+/XnfddddR35s+fbouueQSFRT8vEjFtGnTdNttt+n222/XihUrfNdnZWXprrvu0m233aZ//etfvHoOAABQF1uzvJ2QNRzNYDp3lzntbNm5n3gXNEPYsVmZUos2MvGNg3ZM066z1LWX7JyPGb8QKlYvk3L3yIwKbhd0RWbC5TKnnik783/yzGVcS4PnzvF+DqEQ2hBCA3DChrWSxyPTo4/TlYS044bQo0aN0v3333/U9Tk5OVq9erXS0n5+68327du1cOFCPfPMM3rggQf06quvyuPxSJJeeeUVTZ48Wc8995x2795dKaAGAABAzfi6YmsxmsFcOElKTJZn6vMEimHGWitlZcp0Ds4ojopcYyZI7mxpxbdBPzaO5pn/iZSUItNviGM1GGNkrrxZOvkU2f+8Ivv9147VghDgzpak0BrHkZgsFex1ugoADYxdv0KKipZq8E7Fhuy4IXTPnj3VuPHRXRdvvPGGrrzyShljfNctWbJEw4YNU1RUlJo1a6YWLVrohx9+UF5eng4ePKiuXbvKGKORI0dqyZIl/r0nAAAADUFWppSSJtMktcY3MXHxcl1+o7Rts+zs6QEsDn6XvUvaV1CrFx385uRBUtMW8nzxUfCPjUrsnp3SmmUyI8/0Lr7mIBMRIdeN90idu8vz6jOymasdrQfOsYdD6FDqhFZislR0ULaoyOlKADQgNmOVlN5DJira6VJCWp1mQn///fdKSUlRhw4dKl3vdruVmvrzH0QpKSlyu91HXZ+amiq32123igEAABowuymjxqM4Kuk/1Nu9OP3fstm7/V8YAqK88z1YixJWZFwRMmecJ23KkN28IejHx8/s/E+liAiZkWc5XYokyUTHyHXrg1LTlvK88Jjsts1OlwQnuHMkl0tKSnG6kp8lJns/F+Q5WgaAhsPuzZN2/Mg86Bqo9cvoRUVF+uCDD/Tggw8e9b3q5jzXdv7z7NmzNXv2bEnS448/XmnkR0MSGRnZYO87whvnLsIV5y5CXZk7WznubMWff7niK5yrNT13y269T7m3XanId/+l5D88XekdbQhNBTu36lCjOKX17i8TERH043smXKKc6f9W9ILPlTRomN/3z/Pu8dmiQ8peOFcxg09TcroDHfHVSUtT2aPPyf37ydLfH1WTx/+piGYtna4qaDh3pb37C1Wc0lRNmzd3uhSfojbtlC8pySVFN/CfT3U4dxGuQvXcPbhumQokNRk6UlEhWF8oqXUI/dNPP2nPnj265557JEm5ubm699579de//lWpqanKzc31bet2u5WSknLU9bm5uUpJqf7V0jFjxmjMmDG+r3NycmpbZr2QlpbWYO87whvnLsIV5y5CnV22SJJ0oHkbHaxwrtb83I2Qzr9Cxf/9P2V/Ok2uU0YGqFL4S9naFVKHdOXmOdjVN3yMDs39WMXnXu732a887x6fZ8Es2f2FKhk2JgQfqwjptofk+X/3Kueh38h17+MyCUlOFxUUnLtS2a7tUnJKSD0O9vCbvfdu2yKT2sLhakIT5y7CVaieu57vvpbi4pWfmCITgvU5oVWrVlVeX+txHO3atdP//d//6YUXXtALL7yg1NRUPfHEE0pOTtbAgQO1cOFClZSUaM+ePdq1a5fS09PVpEkTxcbGasOGDbLW6quvvtLAgQNP+E4BAAA0JHZTphQZKbXrXOd9mNPPkdqnexcV27/Pj9XB32xRkbR9syOjOCoyp58reazsvE8craMhstbKzp8ptWondT3J6XKqZFq3k+u2P0jubHn+/ifZokNOl4RgcWfLhNI8aMk3jsMW5DtaBoCGwVoru36l1L2PjCv471gLN8cNoadMmaIHH3xQO3fu1E033aS5c+dWu23btm01dOhQ3XnnnXrsscd03XXXyeXyHuL666/Xyy+/rN/85jdq3ry5+vXr5797AQAA0ADYrEypXWeZqKg678O4IuT65a3S/kLZ91/3X3Hwvx9/kDyeus0A9yOT1lzqN0T2q88JGIMtK1PamiUzenxIj88x6T29ixVu+UGel56QLS11uiQEmPV4pLwcqUmIvfU8Idn7mRAaQDBk7/K+INf9ZKcrCQvHHcdxxx13HPP7L7zwQqWvJ06cqIkTJx61XefOnfX000/XrjoAAABIkmxpifTjDzKnnX3C+zLtOsmMOV921jTZIaNlQrTDsqGzWRneC526OluIJNfYCfIsWyi7aK7MqPFOl9Ng2HmfSI1iZYaMcrqU4zJ9B8tM+rXsm8/Lvvm8dO3tIR2c4wQV7pVKS6XU0OqENlFRUlw8ITSAoLDrV0mSTI8+DlcSHmo9jgMAAAAO2LZFKimW6eyf0QxmwuVSajN5pr4gW1Lil33Cv2xWptS0RWjM2O3cQ+rQRXb2DG8HJALOFuTLLv1GZujpMo3inC6nRlynnilz/hWyi+bKfvCm0+UgkNzeuachN45DkhKTGccBIDjWr/S+I6R5a6crCQuE0CGM/+ADAIByNivTe8FP84FNTCO5rrpZ2r1d9tP3/LJP+I+1VsrKdHwedDljjMyYCdJPO6Q1S50up0GwC2ZJpaUyo8Or89ycc6nMaeNkP3tfntnTnS4HgeLO9n4OtXEckncuNCE0gACzHo9s5iqZ7n14508NEUKHKM9/XlHeH25xugwAABAqsjKk5FS/dp2ZXgNkThkp++m7sru2+22/8AN3jrQ3T+rs7DzoisyA4VJyKsFiENiyMtmvPvMudNSyrdPl1IoxRuaKyVL/obL//T95vvvK6ZIQALY8hA6xcRySZBKSveNCACCQtm+W9hVKPZgHXVOE0KEqPkEl61fJ8o8nAACQZDdlSH4axVGRufQ6KTpGnrde4F1YIaR8HnSodEJLkomMlDn9HGn9StntW5wup35btURy58gVZl3Q5YwrQq7r75K6niT7rymy61c6XRL8zZ0jxTSS4ho7XcnR6IQGEATMg649QugQZXoPkKyVXbvM6VIAAIDD7N48KXePTCf/d8WaxCYyF10rbVgr+81sv+8fdZSVKUVHS607OF1JJWbkWVJ0tCzd0AHlmfeJd8zByYOdLqXOTFS0XLc8ILVoLc+Lf5HdusnpkuBH1p0tNUkLzbegJyZLB/az3gGAgLIZK6WWbWWSU50uJWwQQoeqdp3lSmoirWbmHgAADd7hedCB6oo1w8d4Oxbfe122IC8gx0Dt2KxMqX26TGSk06VUYuITZIaeLrv4Sxb+ChC7e7u0fqXMyLNkIiKcLueEmLjGct3+sBTXWJ5nH5HN3u10SfAXd7YUiosSSlLi4cVcC/MdLQNA/WVLS6QNa2W60wVdG4TQIcq4XIruP1R2zTLZsjKnywEAAA6ymzKkiEipfeeA7N+4XHJddYtUfEj2v68G5BioOVtSIm3dFFKjOCoyYyZIpSWyX37mdCn1kp3/qRQRKTPyTKdL8QvTJFWuOx6RysrkmfJHXryoL/JyZEJwHrQkmcRk7wXONQCBkpUpFRfJ9GQedG0QQoewmAHDpAP7pM2ZTpcCAAAcZLMypHadZKKiA3YM07KNzNkXyX73lewa3onlqK2bpNLS0A2hW7SReg+UnT+Tt7v7mT10UHbhHJkBw2QSmzhdjt+Ylm3kuu0PUn6uPM89KnvooNMl4QTYkhLvwqlN0pwupWoJyd7PhNAAAsSuXyUZl9S1l9OlhBVC6BAW3XeQ5HLJMpIDAALOurNVlu92ugzgKLa0VPrxh6AEkubsi73zW9/6h2zRoYAfD1Wz5Q0IIRpCS5JrzHlSQb7skq+cLqVesYu/lA4ekAnTBQmPxXTuLtfke6VtWfL843HvW5kRnvJyvJ9DdhxHsiTRdQ8gYOz6FVKHdJlQXJw1hBFChzBXfIKU3kN29fdOlwIA9Zq1Vp6//VF7n37I6VKAo+3YIhUXS539vyjhkUxUlFyTbpFy98jOeCfgx0M1sjZIKU1De6GbHn2l1u1lv5gua63T1dQL1lrZeZ9IbTpKnXs4XU5AmD6DZH55q7Ruuezrz8l6PE6XhLo4HEKblBDthC5/FwEhNIAAsIcOSFs2yvRgFEdtEUKHONNroLRts2xertOlAED9tXObtHu7StYul6UbGiHGbsqQJJlOgQ+hJcl07SUzYqzsFx/Jbs0KyjFRmd2UEbKjOMoZY2TOOE/avlnKXO10OfXDxnXSjh9lRo+XMcbpagLGNXyMzAVXeRe3fP91p8tBHdjcbO+FEO2ENjExUkwsITSAwNiwViorY1HCOiCEDnGmz0BJYjYjAASQXb7o8AUru/xbZ4sBjpSVKSWlSEHsODMXXSPFJ8gz9QVZDwskB5PNz5Xc2SE9iqOcGXya1DhRntnTnS6lXrDzZ0qx8d7HtZ4z4y+WGX2O7KwP5Zk1zelyUFvuwyF0kxB+t0ZiEiE0gICw61dKUdFSev1811IgEUKHulbtpJQ0RnIAQADZFYulTt0U0aaD7NJvnC4HqMRmZUqduwW1M9LEJ8hcer20ZaPsvJlBOy7kHcUhhXwntCSZ6BiZUWdLq5bI/rTT6XLCms13yy5bKDP8DJmYRk6XE3DGGJnLrpcZMFz23dfk+Xa+0yWhNvJypIQkmegYpyupXmIyM6EBBIRdv1JK7xHQBcPrK0LoEGeM8Y7kWLeSxTsAIABsbrZ30bd+Q9Ro6Ghpw1r+aEHIsAX5UvbuoI3iqMicMlLq1V922luy5V1vCDiblSFFRkrtOjtdSo2YUeMlV4TsnBlOlxLW7IJZ3rf2jqp/CxJWx7giZK67U+rWW/b1Z2XXLXe6JNSQdWeH7CgOn8RkOqEB+J0tyPOOzmIedJ0QQocB03uAVHTQOycOAOBXdoV3/IbpO0Qxw0ZL1uO7DnBc1uF50J2D3xVrjJHripskWybPv19m8bkgsVmZUttOMlFRTpdSIyapicwpp8ounCN7YJ/T5YQlW1oq+9VnUs9+Ms1bOV1OUJmoKLl+fb/UrJU87/yT55lwkZsd1BFRdWESk6XCfKfLAFDP2PWrJEmmOyF0XRBCh4MeJ0uRkYzkAIAAsMu/lVq2lWnRWpHtO0vNWskuXeh0WYCkw4FkRIRjXbGmaQuZCVdIK7+TymenI2Bsaan3nRmdg9/5fiLMmPOlokOyC75wupTwtHKxlO+Wa3TD6YKuyMTFy4w9X9q9Q/rxB6fLwXFYayV3jkw4dELvK/Q+rwKAv2SskuLipfadnK4kLBFChwET00jq2lt2NYsTAoA/2X0F0sa1Mv2GSDo8AmnAMCljlfd7gMPspsNdsQ7O3TRjzpfadvR2KR7Y71gdDcKOLVJxcVgsSliRadfJO1Jh7seyZSxkWVueeTOl1GbS4QXJGyIzYJgUGSXLbOjQd3C/9126Id4JrcRk7+d9ex0tA0D9Ya31zoPu1lvGFeF0OWGJEDpMmN4DpN3bZbN3O10KANQbdtUSyePxhdCSZAYMlzwe2ZXfOVgZIG+Yt2Wj412xJiJCrkm3SnvzZT+c6mgt9Z3NypQUHosSHsk15jzJnS27jI752rA7tkqZq2VOG9eg/6A1cY2lkwfJfvcVL2SEusNrBIR6J7QpD6GZCw3AX7J3S7l7mAd9Agihw4Tp7e2MsGvohgYAf7HLv5WapEnt03++sl0nKa05IzngvB1bpOIiqWNXpyuR6dhF5vRzZOd/Krspw+ly6q+sTCmpSegv+FWVPoOkpi1k50x3upKwYufPlCIjZUaMdboUx7mGjJIK90rrVjhdCo7FneP9HOrPU4TQAPzMZqyUxDzoE0EIHSZM81beOaWrmAsNAP5giw5Ja5fL9B0sY4zvet9IjnUrWGQLjrKbDnfFhsh8YHPBlVJyqjxTX2DGZoDYrEypU7dKz0nhwrgiZM6YIG3K8HV049jswQOyi+bJDDxVJiHJ6XKc12uAFJ/ASI4QZw93QofLOA5LCA3AX9avkpJTpRatna4kbBFChxHTe4CUuVq2qMjpUgAg/K1dLpUUVxrFUc4MGC6VlcquXOJAYcBhWRnertjUZk5XIkkyjeLkumKytONH2VnTnC6n3rGFe6U9u8JyFEc5M/wMKTZedjbd0DVhv50nFR2UaaALEh7JREbJDBohu2KR7KEDTpeD6rizpYhIKbGJ05UcG53QAPzIejyyGStlevQJy2aBUEEIHUZM74FSSbG0YbXTpQBA2LPLv5XiGktdex39zQ5dpJQ02aXfBL8w4DCblSl1DK2uWNN3sNR/qOzH/5Xds8vpcuqXrA2SwnMedDnTKFbm1LGyS7/5uVsSVbLWys6b6R0HFQIjd0KFGTxKKi6WXb7Y6VJQHXeO1CRVxhXiUUJMrBQdTQgNwD+2b5H2FUqM4jghIf4vByrpepIUHSO7mpEcAHAibGmp7KrvZE4eJBNx9EJQxhiZ/sOltctlD9KNheDzdcV2Dr1A0nXZjVJkpDxvvShrrdPl1Bs2K1NyuaT2XZwu5YSY08+VrGTnfuJ0KaEtc7W0a5vM6PEh9UKT4zp3967L8O08pytBNaw7O/RHccj7fzklJBNCA/AL3zxoFiU8IYTQYcRERUs9TpZd9T1/9AHAidi4VjqwX6bf0Go3MQOGSaUlsqsYyQEHHJ6pazqFxjzoikyTVJkLfymtX8nsVj+yWRlSm44yMTFOl3JCTGozmf5DZRd8LnvooNPlhCzPvJlSfILMoFOdLiWkGGNkhoyS1q+Szc91uhxUxZ0jE+qLEpZLTGYmNAC/sOtXSS3ayDRJdbqUsEYIHWZM74FS7h5p93anSwGAsGWXL/K+RbNnv+o36tRNSk6RXbYweIUBh9msTCkiwvtW/RBkThsndeom+79XZQsLnC4n7FlPmbR5Y1iP4qjIjJkgHdgvu2iu06WEJOvOkVZ8KzN8jEx0eL/oEAhm8CjJemS/W+B0KTiC9ZRJ+blSGIXQKtzrdBUAwpwtLZE2rJHp0cfpUsIeIXSYMb0GSBIjOQCgjqy13lmTPfsfs+PQuFwy/YdJq5fSzYegs5tCuyvWuFxyTbpFOrhf9r3XnC4n/O3cJhUd9L74VR907i517Co7e4asx+N0NSHHLvhcslZm1NlOlxKSTIvW3vNn8XynS8GR9uZLZWVSk9AfxyFJJjGZcRwATlzWBqm4SKZHX6crCXuE0GHGpDaVWreXXb3U6VIAIDxt+UHKz5XpN+S4m5oBw7wLwq7hORfBY8vKpC2h3xVr2nSQOfNC2YVzZNevdLqcsGbLx6+E4AzwujDGeLuh9+yU+D9rJba0RParz6VeA2SatnC6nJBlBo+StmbJ7tjqdCmo6PCCoyY1nDqhC7wd3ABQRzZjpWRcUrcqFrRHrRBChyHTa4C0cS2LZQFAHdjliySXS+bkQcffOL2Hd57gUkZyIIh2/CgVHfJ2k4Y4c+6lUtMW8rz1D9mSYqfLCV9ZGVLjBKlpS6cr8RvTf5jUJE2e2R85XUpIscsWSQX5co0e73QpIc0MGiG5XLKLWaAwlFh3jvdCuIzjSEiWrEfaV+h0JQDCmF2/UmrfWSausdOlhD1C6DBk+gz0vg1q/QqnSwGAsGNXLJa69pKJTzjutsYVIdNviOzq72WLioJQHVChKzbEO6ElyUTHeMdy7Nkp+8n/nC4nbNmsDVLHbjLGOF2K35jISJnR50gZq2S3b3a6nJBh582UmraQTurvdCkhzSQmSyf1l138JSNdQsnhTuhwGcehxGTvZ0ZyAKgje+igtHkD86D9hBA6HHXqLsXGM5IDAGrJ7t4u7dpWo1Ec5cyA4d6u1LXLAlgZUEFWhpSQJKU1d7qSGjE9TpYZMlr2s/d563wd2AP7vM9LYdD5Xltm5JlSdIzs7OlOlxIS7PbN0g/rZE47W8bFn2HHYwafJrlzpI3rnC4F5dzZUmycTFy805XUiCGEBnCiNq6VysqYB+0n/O8nDJnISJmefWVXL5W11ulyACBs2OXfSpJM38E1v1HXXlLjBEZyIGjspkypc/ew6oo1l/xKio2TZ+rzdC3WVtYGSeHR+V5bJj5BZtjp3m7Wgjyny3GcnTdTioqWGTHG6VLCguk7RIqJlf2WkRyhwrpzwmcUh+TrhLaE0ADqyK5bKUVGhcWYvHBACB2ueg+U9rqlbby9EQBqyi7/VmqfLlOLP6BMRIRMv6Gyq75j5i0Czu4rkPbsDLtA0iQkyVz8K2lThuyCWU6XE1ZsVqZkjNShi9OlBIQ54zyptFR2/mdOl+Ioe2Cf7LfzZU45tUbjoCCZmBiZ/kNll37Dv7+hwp0dPqM4JMZxADhhNmOllN5DJjrG6VLqBULoMGV6e+fI2dXfO1wJAIQHm5frnedVi1Ec5Uz/YdKhg9K6Ff4vDKjINw86/LotzNDTpe59ZN9/Qzbf7XQ5YcNuzpRatZOJjXO6lIAwLdpIvQfKzp/ZoINEu3CuVFzknZONGjNDRkkHD0irljhdCiTJnV2rF/IdFxcvRUYSQgOoE1uQL23fItPjZKdLqTcIocOUSWwitU8nhAZOgC0qUtkDk+WZ9aHTpSAI7MrFklSnEFrd+0hxjWWXfuPnqoDK7KZMyeWSOqQ7XUqtGWPkuurXUkmx7H9ecbqcsGA9HikrM+w632vLNWaCVLhX9ruvnC7FEdbjkZ3/qdSxq0z78PvddlT33lJyijzfzne6kgbPFhdJ+wqklPDphDbGSAnJhNAA6sRmrJIkQmg/IoQOY6b3QClrg/etuwBqzS6eL+3ZJTv9HWbFNQB2+bdS89ZSy7a1vq2JjJTpO1h2xXeypSUBqA7wspszpTYdZGIaOV1KnZjmrWTOvdT79vmVdC4e1087pQP7pXoeQqvHyVLr9rJffNQw1zPJWCn9tIMu6DowrgiZU06TVi/lbx6nuXO8n8OpE1qSEpNlC/OdrgJAOMpYJcXGS+07O11JvUEIHcZM7wGS9ciuXe50KUDYsdbKzpkhNW0hlRTJfvxfp0tCANn9+6TM1TJ9B9d5sTczYJh0cL+0fpWfqwO8rKdMytoQlqM4KjJnXSi1aifPv1+SPXTQ6XJCmvWNX6nfIbQxRmbMBGnHj94/6BoYz7yZUuNEmYHDnS4lLJkho6SyUtnvv3a6lIbNnS1J4TWOQ/LOhabZBEAd2PUrpW69ZVwRTpdSbxBCh7MO6VLjRImRHEDtrV8p7dwqc+6lMqeeKfvVZ7I/7XS6KgSIXf29VFZWt1Ec5Xr0lWLjGMmBwNm5VSo6KHUO70DSREbJNekWyZ0t+9G/nS4ntGVlejtsWrRxupKAM4NPkxKS5Jk93elSgsrmZksrl8icOlYmKtrpcsJTmw7eTnpGcjjK5pV3QofPOA5JMolJhNAAas1m75ZyfpLp0cfpUuoVQugwZlwRMr0GyK5d5u2eAlBjnjkzpIQkmUEjZc67XIqMkp021emyECB2+bdSUorUsWud92GiomROPkV2xWLZ0lI/Vgd42TBelPBIJr2HzGnjZOfMkP3xB6fLCVk2K8M7J9hV//9LbqKiZU47W1q1RHb3DqfLCRr75aeS5L3vqBNjjMzgUdKmDG8oAGfkZkvGSE1Sna6kdhKTvTPpPR6nKwEQRuz6lZKYB+1v9f9/vPVd7wHSvkJp80anKwHChv1pp7RqicxpZ3uDxaQmMmde4J1hejgEQv1hi4uktctk+p5ywkGPGTBM2l8obVjtp+qACjZlet/h1LSF05X4hZn4SykxSZ43n5ct48XyI9lDB6QdW+v9KI6KzOizpchI2bkznC4lKGxJiezXX0h9BsqkNnO6nLBmBo+UjPGu5wFnuLOlxCYykVFOV1I7iclSWZl0YJ/TlQAIJxmrpOSUBvFutWAihA5z5qR+knHJrlnqdClA2LBzP5YiImVG/dyVZM68wPs24fdfb5iLJtVn61dKRYdk+g098X317CfFxMouXXji+wKOYLMypM7d6zy3PNSYuMZyXX6jtDXLO4MflW35QbIemTAfv1IbJrGJzCmnyX4zxzurv56zS7+WCvfKxYKEJ8ykNJW69pJdNJ//pznEurPDbhSHJCkh2fuZkRwAash6PLLrV8p0P7ne/L88VBBChzkTnyB17ia7irnQQE3YA/tlv5kjM+hUmaQmvutNoziZCZdLG9ZK/D7VK3b5Iu/M1W69TnhfJjpGps9A2eXfMgYJfmX3F0q7d9S/rtj+w6Q+g2Q/els25yenqwkpdlOG98IJjAkKR2bMBKm4SHbB506XEnB23kypWSuJt/L6hRkyStqzU9rCO0AdkZcTliG0SUz2XiCEBlBTO36U9hVIzIP2O0LoesD0Hiht3SSb73a6FCDk2W9mS0UHZcacd9T3zIgzpeatvd3QvHW8XrBlZbIrv5PpPdBvbx81A4ZLhXuljev8sj9AkpS1QZLqXQhtjJHripskY+T598t0MFZgN2+QWrT2NhQ0IKZtR6lbb9m5n9Tr+fr2x01SVqbM6LMbxMzvYDD9h3nX8GCBwqCz1krubG9HerhJ9DadWELosGQPHXS6BDRAvnnQ3XkR2d/4H1E9YHoPlCTZtcscrgQIbdZT5n1LeHpPmfbpR33fREbKdeEkadc22YVzHKgQfvfDemlfoUz/If7bZ68BUnSM7NJv/LdPNHg2K0MyLqlDF6dL8TuT2lTmgiul1d/Lfs/vjXQ40MnKlOlYv150qCnX2POlvBzvO1XqKTvvEyk6RmbYGU6XUm+YuHjvAsFLFtTrFzBC0r5CqbhYCssQOtn7mRA67Nil38hz1yReQEDQ2YxV3kaBMHz3R6gjhK4P2nSQklNkVzNCADimlUuk3D1yjZlQ/Tb9h0qduslO/7dsUVHwakNA2OWLpMgo6aT+ftuniYmReg+QXbaIldbhN3ZThtSmvUyjWKdLCQhz+rlS+3TZ//yzQcwCPq6cn7zvqOjc3elKnNF7oNSspewXHzldSUDY/YWy330lM/g0mbjGTpdTr5iho72/O+tXOF1Kw5KXLUnhGcjEN5ZcLkLoMGRXLPa++LFts9OloAGxpSXShjV0QQcIIXQ9YIzxdkOvW0FXAHAMnjkzvB0cfQdXu40xRq6LrpXy3bKz6+cfxw2Ftdb7n9eeff0e7JkBw6W9eVL5TFfgBFhPmbR5Q70bxVGRcUXI9ctbpH0Fsh+84XQ5jiufB12ff+bHYlwumTPOkzZvUPG6lU6X43f2m9lSSbEMCxL630n9pMYJsovmOV1Jw+L2htDh2AltXC7v4oSE0GHFWiu7fpX38q6tDleDBmXzRu+i9syDDghC6HrC9B4oHTwgbVrvdClASLJbs6TM1TKnnysTEXHMbU2XntLJp8h+/oFsYUGQKoTfbcuScvfIHONFh7oyvQdIUdGM5IB/7NouHToodarfXbGmXWeZMRNkv/pcNivT6XKclZUpxTSSWrVzuhLHmGFnSAlJynvkDnmmv1Nv3n1kPR7Z+Z9K6T2886/hVyYySmbgqbIrFssePOB0OQ2Gzc3xXgjDEFqSlJjESIdws3uHtPfwmlc7tzlbCxoUu36lZIzUjRA6EAih64sefaSISEZyANWwc2d4ZzOOGFuj7V2/uFo6dEj2k/8GuDIEil2+WDKuwITQjeKkk/ozkgN+4euKbQCjGcyEK6TGCfJ89r7TpTjKZmVKHboc90XR+sw0ipXr/qcUM3C47Ix35PnDzfIs/jL8F69cu1zK3i0zarzTldRbZsgoqaS4Xs8UDzl52d7xZglJTldSN4nJ3jEuCBs2w9sFrdRmsjvphEbw2PUrpXadZeIZpxUIhND1hGkUJ3U9SXb1UqdLAUKOLciXXfylzLDTa/yPiWnZVmbEGNn5n8pm7w5whQgEu3yR1KWHTID+YDIDhkp5OdLmDQHZPxqQrEypcYLUrKXTlQSciWkkM3KctGJxg31utcVF0vbNDXYUR0UmrbmS7/mzXPf8RUpIlP2/p+V54l7ZzRudLq3OPPM+kRKTZQYMc7qU+qtTN6lpC9lv5ztdScPhzpFS0mSMcbqSOjGJyYzjCDM2Y6WU2kymV3/vovHh/gIlwoI9dFDanCnTg3nQgUIIXY+YXgOknVtlc/c4XQoQUuxXn0mlpTKnn1er25kJl0sRLtlpUwNUGQLF7tkl7fhRpu+QgB3D9DnF+w6UZQsDdgw0DDYrU+rYLWz/uK8tM3q85IqQnTPD6VKc8eMmqayMELoC07WXXA88LXP1bVL2bnn+cpc8//qbbF6u06XVis3eLa1ZKnPqmTKRUU6XU28ZY7zd0Bmrwu4cCVfWnR2+ozgkbyd0QT5BZpiwHo+UsVqme2/v2KoD+71rsQCBtnGd9/9ohNABQwhdj5g+AyWJkRxABba0xDubsVd/mZZtanVbk5wqM/YC2SULZLeEb1dWQ2RXfCtJMv0CGELHxUs9+8ouXcgfNagzu3+ftGtbgxjFUc4kp8oMGiH79WzZA/udLifofPOwCaErMa4IuUaMlevPL8mM+4XskgXyPHiTPB//19s9Hgbsl59Kxni7/RFQZvAoyVrZ775yupSGwZ0j0yTN6SrqLiFZKi3xrqGE0Ld9s3Rgn9S9j0zLtt7rdjEXGoFn16/wjh5K7+F0KfUWIXR90ry1961pjOQAfOz3X0t78+Q6Y0Kdbm/Omig1TpTnvdcJGsOIXf6t1LajTFrzgB7HDBgu5e6RfvwhoMdBPXZ4nEtD64o1Y86Xig7Kfj3L6VKCzmZlSE1beN8ejqOY2Di5fnG1XI++KPXqL/vR2/L84dfyLFkQ0v8O2+Ii2a9nS30Hy6SEcVgXJkzzVlLHrozkCAJbWirlu6XUMO+ElhjJESbseu88aNO9j28BX8vihAgCu36V1Lm7THSM06XUW4TQ9YgxxjuSI2OlbEmx0+UAjrPWys6eIbVoI53Ur077MLFxMudeJmWultYs83OFCARbkCdtygjoKI5ypu8pUkSE7FJGcqBubFaGZFxSxy5OlxJUpn1n71oWcz6WLStzupygsdZKmzJlOjasFx3qwjRtoYib75Pr7sekuMay/3xSnv93n2yIvuhnv/9a2l8oFwsSBo0ZMkravll2+xanS6nf9rol6wnrcRyGEDqs2IxVUos2Msmp3hcQ4hMkFidEgNnCvd41OxjFEVCE0PWM6T1QKi6WMtc4XQrgvE3rpR9/kDnjvBOatWpOO0tq2kKe91+X9TScsCRc2RXfSdbK9A9CCB2fIHXvI7v0m5Du0EPospsypdbtvAsMNzCusedL7mxp+SKnSwmevBxvoNPAOt9PhOnWW64/PCMz6Rbppx3yPHaXPK89K5vvdrq0Suy8mVLLtlL3Pk6X0mCYQad6Xwhe/KXTpdRv7hxJCu9xHOUhdGG+k1WgBmxpqbRxrbcLWt5GO7VsK7uLEBqBZTMOd+ATQgcUIXR9062XFB3NXGhA8nZBx8XLDB19QvsxkVEyF/5S2vGj7KL5/ikOAWOXfyulNZdadwjK8cyA4VL2bmnb5qAcD/WH9XikzRtkOjWcedCV9BnkfYFv9nSnKwmew/OgTWdC6Nowrgi5Rp7lnRd95gWyi7/0zov+5H8h8e4/u3mjtGWjzKizG8wCo6HAJCRJJ/WXXfyl9/kUAWHd2d4L9WAch6UTOvRt2SAVHZLp8fMLeqZVW2nnNho+EFjrV0qxcVL7dKcrqdcIoesZEx0jdesju/p7nqTRoNncbNnli7wr1Mc0OuH9mYHDpQ5dZD96O2wWSGqI7MEDUsZKmX5DghYEmL5DJJeLkRyovd3bpYP7G2xXrHFFyJwxQdqU8fNiffWc3ZQpRUVLbTo4XUpYMnHxcl10rVyPPi/16Cv74Vvy/OHXjr8bxc77RIqJlRl6umM1NFRmyCjvOww28C7QgCkPocO5E7pxomQM4zjCgM1Y5f1Zde3185Ut20r7C6XCvc4VhnrPZqySuvWWiYhwupR6jRC6HjK9B3q78n7a6XQpgGPsvE8kSWb0uX7ZnzFGrouukfJyZOd+7Jd9wv/smqVSaalMv6FBO6ZJSJS69XY8BEH4sZsyJDXsrlgz/AwpNl62gXRD282ZUvvOMpFRTpcS1kyzVoq45X657vyT1ChWnpeekOep+2W3bgp6LbawQHbJApmho2RiG95YHaeZPqdIjWJZoDCQ3DlSXGOZRrFOV1JnJiLCG0QTQoc8u36Vd3Hxxom+60yrtt4Lu1icEIFhs3dL2btlujOKI9AIoesh06u/JMmuYSQHGiZbdEh2wedSvyEyfnzroOnWW+o9UHbme7L7Cvy2X/jR8m+lhCQpyKGe6T9M+mkHi6agdrIypbjGUvPWTlfiGNMoVubUM70v4uRmO11OQNmSEunHTQ13/EoAmB4ny/WHKTJX/VrauU2eP98pzxt/9y5QGyT2my+k0hKZUecE7Zj4mYmJkek/THbZQt6pFiDWnR3WixL6JCYzjiPE2aIiKSvj6CCwVTvv9/l/NgLk53nQrOsQaITQ9ZBp2sI7vH/1UqdLARxhF82TDuyXa8wEv+/b9YurpUMHZWe+6/d948TYkhLZ1d/L9B0s4wru26hM/yGSMbJLvwnqcRHebFam1Klbg58ha073vmPFzqvn7zLZluUNKxvo+JVAMRERcp02Tq7HXpIZM0F20Vx5HrhJnk/f9wb/AWQ9ZbLzP5W69pJp3S6gx0L1zJBR0sEDsiuXOF1K/eTODu950OUSk+mEDnWb1nvf0XjkAq9JKVJsvLSTTmgEyPqV3vOsZVunK6n3CKHrKdN7oLRhjeyhg06XAgSV9Xhk58zwLijQuYff929at5cZdrrsvE9kc37y+/5xAjJWSYcOyvQbEvRDm8QmUpeTmAuNGrMH9ku7tjXoURzlTGpTbyfjV7Pq9f9bfHOvCaEDwsQ1luuS6+R6+HnviKQP3pDnj7d4O2QDNSpp9TIpd49co8cHZv+omW69pORU2cXzna6kfnLnyITzPOjDTEIyIXSIsxkrpYgIqUvPStcbY6RWbWUZx4EAsB6PbMYqmR59GnxjSDAQQtdTpvcAqbRUyljpdClAcK1bIe3eLjPmvID9I2ImXCEZl+yHbwVk/6gbu+JbKSZWOrJ7IkjMgGHSzq38Bxk1s3mDZC2jGQ4zYyZIB/fLLpzjdCmBk5UppaTJNEl1upJ6zbRorYhbH5Trt49IUdHy/ONxeZ5+UHbbZr8fyzP/Eyk5Reob/Bc/8TPjipAZPFJas1S2kHFp/mQPHZAO7Ks34zgIoUObzVgtdexa5fxx07ItY+8QGDt/9C56yTzooCCErq/Se3gX6WAkx1Hs/n3yvPm87K7tTpeCAPDMmSElNZEZOCJgxzApaTJjzpNd/KUjiyDhaNZTJrtisUzvATJR0Y7UYPp7F0OkGxo1YbMyvau/d+zqdCkhwXTuLnXqJjtnhqzH43Q5AWGzMmU60gUdLKZnP7keelbmipukHVvk+dNv5Zn6gt9mwto9O6U1y2ROPUsmMtIv+0TdmSGjpLIy2e+/drqU+sWd4/2cEv6d0EpMloqL6vU7bsKZPbBf2vLD0aM4yrVsKxXu5YUm+J1dzzzoYCKErqdMZJTUs6/s6qWBewtimLJzpssumCXPy0/IlhQ7XQ78yO7aLq1ZKnPa2d7fgQAy4y6SGifI8/4bAT0Oaigr09vd0newYyWY5FQpvQchNGrEZmVIrdrJxMY5XUrIMGPOl/bsklbVv7mudm+elLuHURxBZiIi5Bo9Xq4/vyxzxrmy38yW58Gb5Pl8mmzpic2LtvM/lSIiZEae5adqcSJMm45S6/ay385zupT65XAIbepLJ7REN3So2rBGsp6jFyU8zLQ6PKuXdxzCz+z6lVLz1vXjeS4MEELXY6b3QCkvR9qxxelSQoY9dFB2zsdSi9bSjh9lP3jT6ZLgR3bux1JkpMxp4wJ+LBMXL3POJdK6FbJrlwf8eDg2u3yxFBHpfd5zkBkwTNq+WfannY7WgdBmPR4pK5MF6o5g+g+VUprKM3u606X43+F50PzMnWHiG8t16fVy/fHvUnpP2fdek+ePt8qu+LZOzRq2qEj2m9ky/YbKJKcEoGLUhRk6WsrK9Hapwy+sO9t7oR6EM4YQOqTZjFVSVHT1L9a28i7+ahnJAT+ypaXShrV0QQcRIXQ9Znr1lyRGclRgv/pcOrBPrmtulzn9XNnZ02XXLHO6LPiB3b9PduEcmVNO+/k/mQFmThsvpTaT573X6+3bx8OBtVZ2+SKpRx+ZuHhHazH9hnlrWkY3NI7hpx3Sgf1SZ+ZBV2QiImROP1fKXF3vRh3ZrEwpIlJq39npUho007KNIn7zkFy3PyxFRMrzwl/k+dtDstu31Go/9rsvpQP7ZViQMKSYQSMlY2S//dLpUuoPd7ZkXN7Z5+GOEDqk2YxVUnoPmahq3s3aJM279gud0PCnLRukooPVduDD/wih6zGTnCq16yS7+nunSwkJtqRE9osPpa69ZDp3l/nF1VLr9vK8/qxs4V6ny8MJsl9/IRUXyZxxXtCOaaKiZC6c5O18XcwfPI7Z8aOUvVsmBBaGMqlNpY5dGcmBY7J0xVbLnDpWimkk+0X96oa2WRlSu06OzaxHZaZXf++86MtvlLZmyfPoHfK89WKN/j9orZWdP1Nq3V7qclIQqkVNmZQ0qVtv2cXzGUfoL+4cKTlFJiLC6UpO3OEQ2l9z4eE/tiBf2vGjTI/qg0BjjNSqLQuAw6/s+lXeNVq693a6lAaDELqeM70GSpsyZPfvc7oUx9lv50n5brnOvkiSZKJj5Lr+Lmn/Pnne+Dv/WQ1jtqxMdt4n3hcY2nUK6rHNoFOl9umyH77FjHGH2BXfSsbI/H/27jswivvM//j7O2ogJCGJKoFE72DAYINxAds47o5jO04vTnIpd2l2cpdcnF/q5eLk4pJeHF/qpbj3Co5LjCmmSRQJkMAUCZAQRSChNs/vjwHZ2BRJ7O5s+bz+0UbsznwUjVczzz7zfEOcB/1mbsa58PomrH5X2FEkXlVVQHYfGDQk7CRxx2Xn4M6djy17GdvXEHaciLCODtiyUR86xBmXno530VV43/sV7sIrgvVCbv00/nOPnHxedHUlbK3GzbsiKIpIXHGz5wWz5TdvCDtKUrCGuuRYlBAgt2/wVUXouGOV5QAnXpTwCFdUAjUqQkvk2PpVUDoK1yc37CgpQ0XoJOemzADfx9al9sxa8zuwpx+E0pEwaXrn993Q4UFH9Oql2ItPh5hQTsuqJbBnN978a2K+a+d5eNd/BBrqgkK4xJytXAwjx+H6FoQdBTgy1xaN5JATs+rK4Jj1dBp2PO7iq8HvwP7xZNhRImPHFmht1aKEccr1ycV73yfxvvVTGDUOu/ce/G99Hlu97LgNCvaPJ6B3dlDslLjjzpwDGZlaoDBSGuqSZrEul54OfXKhcV/YUeStKsqgdzaUnmJkVXEJ7G9Qg51EhLUchuoNp/zwQyJLVz/JbuTY4I9tqo/kWPEq7K7Bu/yGt3WtuIuugknTsfvu0e09Ccpf+Cj0HwRTzwpl/27CVJh8JvbEfTopijHbszvoSJse/iiOo9yAwVA6SiM55LisuQlqtuJGqCB5Im5gEUydhb30FNbaEnac02ZVGr+SCFxRCWlf+Bbe578BDvyffRf/rm9hO95YBMsO7MOWv4I75yJcr94hppUTcb2zcdNmBXdTtLeHHSehme/D3j3J0wkNkJevcRxxyNavDu5oPcXYF1dUEjzQNbtEwsa10NGOm6h50LGkInSSc14abtKZ2JoVKbtwmpnhP/UADCyGIx2Kb+Y8D++mL0JmL/y7f4S1neQWTIk79noVbFyHu/BKnBfevDrv+o9A8yHsqftCy5CKbOVigLiYB/1mbsYcqK58Y1V5kaM2bwAznBYlPCnvkmvgYGNydDNWVwazSPsNDDuJdIGbMhPvmz/FvecTsGUD/nc+j/+XX2EHD2AvPwvt7bh5WpAwnrlZ8+BgI6xN7TtBT9vB/dDeBknSCQ0E78UHtBZQPLE9u4O1XbrSjVpcGrymZuspnihyarZ+NaSnw6iJYUdJKSpCp4IpM6BxP7yeXCvNd9m6VbC1CnfZdScsUrq+BXgf/QJs24w9/KfY5pPTYgsfhazeuPMuCTWHGzoCN/tCbOHj2B4VHmPFVi6G4lLcoOKwoxzDnTkHAFvxashJJN5YdUWwAMqIsWFHiW9jJgV3FCx4LOHXbOgcv6L5wQnDpafjzb8G779+jZt7Gfbi0/i3fgpb8AhMmIorGhp2RDmZSdMhJxdb8kLYSRLbnnqApBnHAeDy8jUTOs5YRRlw6nnQQPCBSGaWOqElImz9ahg1AZeVFXaUlKIidApwk84E57AUHcnhP3V/sKrz7AtP+jw39SzcvCuwZx/G1q2KSTY5PbZ/L7b0Zdyci3DZfcKOg3vnBwCwR/4ccpLUYI0Hgi74OBrFcZQbPASGDtdIDnkbq94Ag4fGxXtWPHPO4S65JrjQXLsi7Dg9ZgcPwO4a3Eh1vicil5uH9/5P433jJzB8DBxsxLs49utPSPe49HTcWedjq5ZgTYfCjpO49h5pqkimcRy5fTUTOt5UlAW/lyHDTvlU53lQVIJpcUI5TdZ4ALZtDsZqSkypCJ0CXG4ejByXkkVoq6qAynLcJdfiMjJO+Xx3w01QVIL/v3cFF44S1+zFp4I5ThdfHXYUAFy/AbiLr8IWv4Bt2xx2nKRnZUvBfNz0t4/ZiQduxhyoWo/t2xN2FIkTZgbVlRrF0UVu5nnQtxD/uUfDjtJz1ZoHnQzckFK8L34b739+hwtp/QnpHjf7QmhrxVbqjqSe6hwplkSd0OTlQ3MT1tYadhIhOC+yijLc+DO6fLeQKypRJ7Sctm514EtEqQidItzkGbBlI3Zgb9hRYsp/6n7ok4u74NIuPd9lZeF94ktw6AD+H36W8LcAJzNra8NeeAqmzIyrUQzu8ndD7z74D/4h7ChJz1YuDi6MSkeGHeW43IxzwaxzbrUIu3bAoUZQQbJLXHoG7sIrYN3KYxaHSyRWXQmeB8NHhx1FTpNzDpffL+wY0lUjxsLAImzxC2EnSVx76oPRB31yw04SOXn5wVeN5IgPO3fAvgboTiGwuAT21gcLPYv0VMVq6J0d3OUkMaUidIpwU2YCYGtSZ4EO27EVVi/FXXRlt1Ywd6Ujce/6MKxaHCxAI3HJlr0Ejfvx5sfXbbGuTw7uynfDmhXBnCmJCjvcDGtX4qbPjts5q66oJLhlUCM55Ag72hWrTuguc3Mvg8zMYP5/ArLqShg6HJfVK+woIinFORcsUFhZjjXUhx0nIdneOijsH7fnWT3hVISOKz3pRnVFJcEDdUPLabD1q2HsZFza8dcMk+hRETpVlIyAvgWwZnnYSWLGnn4AMrNwF13V7de6+dfAhKnY33+L7dwehXRyOswMW/hYsEJyHM5xchdeCYUD8O//Peb7YcdJTmtXQnsbbtqssJOclJtxLmxYm3J3ocgJVFVC7z4wWIuadZXLycPNvgh79R9Y4/6w43SL+R2weYNGcYiExM2eG9yRtOylsKMkpob65BrFAeqEjjNWURYcYwMGd/1FxaXBa2sS8w4pCZ/V74K6nZoHHRIVoVOE8zzc5BnY2hVYR0fYcaLO6ndhS1/EXXApLiev2693nof3sS9CZib+b+/A2tsiH1J6buNa2FqNu/jquOzOcBmZuHd9ELZWYcteDjtOUrJViyEnF8ZMCjvKSbkZc8B8bOWSsKNIHLDqChgxNlhYR7rMzb8G2o+MYEoktdvhcDOMUBFaJAxuYHGwLs6r/wg7SmJqqMMlaRHaVIQOnfl+sHbThK7Pgwag/0DIyFQntPTY0buV3XgVocOgq6AU4qbMhKZDUFURdpSos2cfAufhLrm2x9tw+f3wPvw5eH0T9shfIhdOTpu/8LFg1veseWFHOSF39lwoGYE99CesTR9iRJK1t2Nly3BnnB3/t1ANGQaDhmDLXwk7iYTMDjfBjq24USpIdpcrGgqTZ2AvPJlQ76cavyISPjf7QtjxOrZdC0Z3h7W1wf69UNA/7CiRpU7o+LF9c7BORjcXhnNeGgwegtWoCC09VFEWTAkoLgk7SUpSETqVTJgKaWnYmtfCThJVdmAf9s8FuNnzcIWnd+Lkps/GXXAp9syDnTOrJFxWvwtWLsFd8A5cVlbYcU7IeR7e9R+FPbuxF58MO05y2VAOTYdw0+N7FAccmUk5Y04wk7LxQNhxJEybN4L5Gs3QQ94l18CBfdjSBLqtvroyWNBrYFHYSURSlpt5XnD9owUKu2ffnuBrv+TqhHYZmcFiZCpCh64n86CPckWl6oSWHjEzbP1q3PhuduBLxKgInUJcdh8YPRErT+650LbwsWBW7GXXRWR77saPw6Bi/HvuxA41RmSb0nP2jyfAgZt3ZdhRTslNmg4Tp2FP3Is1HQw7TtKwlUuC1donTg87Spe4GXPA94MRIpKyjnbFajRDD02YBkOGYQsewczCTtMlVlUBI8fpIkckRC43L7iTYslLwZx26ZqGOoDkG8cBkJuvInQcsPVlMHgoLr9f919cXBI0+hxujnwwSW47XofG/XG5rlSqUBE6xbgpM2H7FuzIiUWyseYm7B9PwvRzcBFa+Mll9cL7xJehcT/+H3+eMBe/ycgON2MvP4ebce5pd7nHinf9R+BgY7BQppw2O1rMnXwmLjN+O+GPUTISBgzGViwKO4mEyKoqoKgE1ycn7CgJyTkXzIbeviW4jTLOWdNBqN2GGzk27CgiKc/Nmhd09lauCTtKwrCG+uBBso3jAMjL10zokFl7O2xc26MuaAB3ZHFCardHMJWkAqvQPOiwqQidYtyUGQDYmuTshrYXnoLmQ3hX3BDR7bpho3DXfgBWLMJeWRDRbUvX2avPQ/Mh3MVXhx2ly1zpKNysudiCx944oZeee30T7GvATZsddpIuc87hzpwD61djh9QRn4rMDDZXqiB5mtysuZDbF3/Bo2FHObUtGwFwIzUPWiRsbupZ0DtbIzm642jDUoI0fXRLXr46ocO2ZSO0HO5xEZqiYJav1W6NYChJBba+DAYW45Js1FAiURE61RSVQL+BSTmSw1pbsAWPwMRpuGGjI7599453wfgzsL/dje2qifj25eTM97GFj8OIsQm3yJO79oNgPvaoFrg8XbbyVfA83BlnhR2lW9yMc6GjA1u9JOwoEobdtXCwEVSQPC0uIxM373IoW4bt3BF2nJOyqkpwDoaPCTuKSMpzmVm4M+dgKxZhLS1hx0kMDXWQ2zdx7jrrBqcidOisYnXwN3Lc5J5tYMBgSE8HLU4o3WDt7VC5Bjehhx9+SESoCJ1inHNBN/T61Qm1wnxX2KLn4cA+vMsj2wV9lPM8vJu+CGnp+L+9PXgTk9hZuwJ27UioLuijXP9BuAuvxBY9j+14Pew4Cc1WLoZxUxJvpMHw0VA4AFuukRypyKoqABLuA7R45OZdDunpwfoPccyqK4PxK9l9wo4iIoCbPQ8ON2NlS8OOkhCsoT45R3FA0AnddBBrT65r4URiFeVQMgKXk9ej17u0NBg0BNPihNIdWzZCSzNO86BDpSJ0CnKTZ0LLYdi4NuwoEWMdHdgzD8KIsTBuStT24wr74334s7BlI/bYX6O2H3k7f8FjkF8YdJQmIHfFu6FXb/wH/hB2lIRltdth5w7c9MQZxXGUcy5YoHDdSqzpUNhxJNY2V0Lv7M7bR6XnXF5BMOJo0cK4XSzYzKC6Uh86iMSTsZOhoD/26j/CTpIYGuogGRclhKAIDXBgf6gxUpW1tEDV+tOeyeuKS0FFaOmGNzrwo1cvklNTEToVjT8D0jOw8tfCThIx9to/oX4X3uU3RH0VejdjDu68S7Cn7sc2aIGTWLCarbBuJW7eFbj09LDj9IjLycNdcQOUv4ZVlocdJyHZylcBcFNnhZykZ9yMc6G9HStbFnYUiTGrqoDhY3CeTrsiwc1/J7S2YC89G3aU49u1A5oOBh+Mi0hccJ6HO/sCWLsCa1Tx8ZQa6pJ2Zqo7WoRu3BdmjNRVtR7a23s+D/qoohKo36URO9Jltn41lIzscQe+RIauhlKQy8qC8VOSZi60mWFP3R/8IZp6dkz26d7zCRhQhH/PHViTFhqLNlv4OGRk4i64NOwop8VddBUU9Me///dBp5x0i61cHBTyEnWRnBFjIb+fRnKkGDvcDNtfV1dsBLmhw2HCVOz5x+NyNJZVVwJalFAk3rhzLgTfx5a9HHaUuGZNh+Bwc3KP4wDNhQ6JVZRBWhqMmXha23HFpWAGO7dHKJkkM2s5DFWVmgcdB1SETlFu8kzYtQPbnQQL7JW/Bjtex112fcy6zFyv3nif+BLs34v9+ZcqKEaRHWrEFj+PmzUXl9s37DinxWVm4d75gWCcy2uvhB0noVhDPWzZmJCjOI5ynoc78xxYsxw73BR2HImV1zeB+SpIRpg3/xrYtwdbHofvpdVHx68MDTuJiLyJGzIMho7AFr8QdpT41lAXfE3ycRymInQorKIsWGi+V+/T21BxMOLMardGIJUkvY3roKMdN2Fa2ElSnorQKcpNmQGAla8IOcnp85+6HwoHBLfYxZAbMQZ3zfuxZS9rvlwU2UvPQmtrQi5IeDzunHkwZBj20B+1IEo32OolALjp54Sc5PS4GXOgvS1p7kSRUzu6KCEjNZohoibPgMFDsOceibsPgq26MrjA1vgVkbjjZs+DzRuwXUnQiBMtR4rQCXvn2amoEzo01nQItmw6/VEcAAOKgo7qGs2FllOz9ashPR1Gn14Hvpw+nR2nKDewKLh4K0/s2aS2YS1sWo97x7tCmRXsLrsOxk7G/vJrbHdtzPef7Ky9HfvHEzD+jOD26yTgvDS86z8KdTuxF58JO07CsJWLYfAQXKJ3Fo6eAHn58dm9KVFh1ZXBsdsnN+woScV5XvDh5OubYNP6sON06hy/MnJc2FFE5Djc2ReAc+qGPglrqA8eJGkntMvqBVm9VIQOw8a1wd1hEShCu/R0GFiMaXFC6QKrWA0jxwejaSVUpyxC/+IXv+ATn/gEX/rSlzq/96c//YkvfvGLfPnLX+Z//ud/OHToUOe/PfTQQ3zuc5/jC1/4AqtWrer8fnV1NV/60pf43Oc+x//+7//GXddKKnKTZ0LlmmA+ToLyn7ofcvvizrsklP07Lw3v4zdDmof/29vjcjZlIrOVi2FvfXDbdTKZfCaMm4I9/jesWWMZTsUOHYQNaxJ6FMdRzksLRnKUL9dCKinAzKCqQqM4osSdcxFk5+AveCTsKG/oHL+iIrRIPHIF/WD8GdiSF3Q9eiINdUGHad/8sJNET14+HNAClbFm61dDRiZE6ryouESd0HJK1ngAtm3GTZgadhShC0XoefPm8bWvfe2Y751xxhncfvvt/OhHP6KoqIiHHnoIgO3bt7No0SLuuOMObr31Vu655x583wfg7rvv5lOf+hQ/+clP2Llz5zEFagmHmzID2tugojzsKD1iW6thzXLcxVeH+omWKxyA++C/Bbf2PXFvaDmSkS18FAYMhikzw44SUc45vBs+CgcPYE8/GHacuGdly6CjAzct8YvQAO7MOdDaAms1kiPp1e2EgwdABcmocFm9cHMvhZVLsLqdYccB3liUkBEavyISr9zsecH789H/XuVYDXWQ3w/npYWdJHry8rHGfWGnSDlWUQajJ+AyMiKyPVdUGtxd2tYake1JkqosAzMVoePEKYvQEydOJCcn55jvTZ06lbS04I/S2LFjaWhoAGDZsmXMmTOHjIwMBg4cyODBg9m0aRN79+6lubmZsWPH4pzjggsuYNmyxB4DkRTGTIKsXtia18JO0iP29APQqzfuwivCjoJ31nm4cy7CnrgX27gu7DhJwTZvDDoIL7oqKedquuFjcGedjy14GNu3J+w4cc1WLYb8Qhg+JuwokTF2MuTkYcsXhZ1Eosyqg3nQbpSK0NHiLrwKPIc9/3jYUYAjM8AHDcHl5IUdRUROwE0/BzIzNZLjBGxvPSTrPOijcvM1jiPG7MA+2PF6ZOZBH1VcCubDzh2R26YkHVtfBr16J8+1ZII77crO888/z7Rp0wBoaGigX79+nf9WWFhIQ0PD277fr1+/zsK1hMdlZMCEaVjZawl3O5rtrsFeewU39zJcds6pXxAD7v2fhP4D8e+5I1h0QU6LLXw0+JDh3PlhR4ka964PQYePPfrXsKPELWttgTUrcNNmJ82HES4tDTd9NrZ6mTo3kl1VZXDSW1wadpKk5Qr64Wach/3zudDHG5kZVFfitAilSFxzvbNxU2cFi4trkei321OHS9J50Ee5vL4qQseYVQZ3X0eyG9UVlwTbrtkasW1K8rGK1TBuCi4tie/uSCCntZLbgw8+SFpaGueffz7ACQuZ3S1wLliwgAULFgBw22230b9/kn8SewLp6elR/9mbzplL46rFFDQ3kl46Mqr7iqQD991Dc3o6/W68ibQ4+qS+9UvfYe/XPkPmA7+j783fCjtOaE732O1oqKP+tX+Sffn15JYkcfGmf38aL7+OpifvJ//dHyG9ZETYieLO4SUvsb+1hb5z30FWDP4WxOJ9F6DlosvZ9/Kz5G6rotfZ50d9fxKOPVur8MZOomDgoKjvK1bHbjxqe/eHaVj6ItkrF9HnmveGlqNjVw31jfvJOWMm2Sn6u+iJVD52JTwt77iGfcteJnfrph7/HU7GY9c6Oti9bw+9hw4jN8l+tjc7OKiYQwcP0K8gH5cW+8XtwxbGsXtgywYOZ/eh/5lnR+z/c+ubx24vjez9e8hJ4uNV3tDdY7djdy31u2vJvepGnZvFiR7/1//CCy+wfPlyvvGNb+CcA4IO5z173ritvKGhgcLCwrd9f8+ePRQWFp5w2/Pnz2f+/De6H+vr63saM6H1798/6j+7DQ9uEW54eQHepddFdV+RYvv24D//BG7OfPb6QDwdH/0G465+D4cf+QstYybjzZ4XdqJQnO6x6z/8f+D7HD7nYlri6fcbBXbRNbDwcfbc82PSPvv1sOPEHf+l56B3Hw4MLsXF4FiIxfsugA0eBtk5HPjH0xwcOSHq+5PYs5bD+Fs24i67ISbHVKyO3biUPwDGTOTgo3+jafaFoc0x9V97FYBDA4fQlKq/ix5I6WNXQmNDR0FuXw48+2iP/w4n47Fr+/ZARwfNvbKT+hzcz8gEM+q3bMb1LQg7TsyFcex2rFwCYyaxZ+++yG544GAOVVVyOImPV3lDd49df9ELABwqHa1zsxgrLi4+7vd7dG/zqlWreOSRR/jKV75C1psWhJs5cyaLFi2ira2N3bt3U1tby+jRoykoKKB3795s2LABM+Oll15i5szkWmgsUbnC/jB0OFaeOAtk2YJHocPHXfqusKMcl7vi3TB6IvaXX8XNQkmJxNpasRefhjPOwg0sCjtO1LncPNyl18HqpdiGtWHHiSvW0YGVLcWdMROXnlxdKi49HTd9FrZ6KdamW4GT0pZN4PuaBx0j3vx3wp7dsHJJeCGqKyEzC4YMCy+DiHSJS08P1uZYvVRj9N5sTx1ACozjyA8eaCRHTNie3VC3M7LzoI8qKoGabZHfriSH9WWQl6/ReHHklEXou+66i69//evU1NTw6U9/mueff5577rmHw4cP893vfpd///d/5ze/+Q0AJSUlnHPOOdxyyy1873vf4+Mf/zjekRmen/jEJ/j1r3/N5z//eQYNGsT06dOj+5NJl7kpM2DTuoQ4AbNDB7EXnsbNPDduC5TOS8P7+M0A+P97J9bREXKixGJLXoSDB/DmXxN2lJhx898J+YX4D/w+4eazR9WmdXCwMVhAKAm5GedC8yGoWB12FIkCq64MHoxUETompp0NAwbjL3gktAhWXQnDx2jmoEiCcLPnQXsbtkILBR9lDUc6BZO8CE1ufvBVReiYsIoj86CjUIR2RaWwu0ZNHfI2ZoZVrMaNn9o5vUHCd8rWsi9+8Ytv+95FF110wudfd911XHfd28c6jBo1ittvv7176SQm3JSzsKcegPWrYMa5Ycc5KfvHE9DSjLv8hrCjnJTrPwj3gc9gv70de/I+3NXhzahMJGaGLXwMhg6HcVPCjhMzLisLd837sT/+DFa8CjPmhB0pLtjKxZCRCZPPDDtKdIyfCr37YMtfwU3R3UHJxqorYGAxLicv7CgpwXlpuIuuwv7+W2zzRtyI2K6Abq0tsK0a945rY7pfETkNw8fAwGJs8Qtw3iVhp4kPe4NOaOJozZ2oONIJbQf2odJUDFSshty+0blTqLgEfB921+hOJDlWzdbgg6YJUejAlx7r0TgOSTIjx0F2H6z8tbCTnJS1tAQFyikzcQmwgJs3ay5u9jzs8b9hVRVhx0kMleWwfQvuoqtS7tNKN+diKCrBf/CPWHt72HFCZ2ZBEXriNFxWr7DjRIXLyMBNPRtbuUS/8yRjZlBVoVEcMebOmw+9s7EwuqG3VkFHB06d7yIJwzkXdENXlmNHxlCkvIZ66NUbevcJO0l0aRxHzATdqGW48WdE5frOHRmzYBrJIW9h64O7Td2EqSEnkTdTEVpwaWm4SWdia1Zgvh92nBOyfz4bjGmI8y7oN3Pv+xQU9Mf/7e1Yc1PYceKev/AxyMnDzZobdpSYc2lpeNd/NLid7OVnw44Tvq3V0FCHmz477CRR5WbMgaaDwQcwkjzqd0Hjfhg5PuwkKcX1ysaddwm2/JU3bimPEY1fEUlM7sgi4rb0pXCDxAnbUweFA5K/GaR3NqRnqAgdC7t2wL4GGB+lu1wHFYPzoHZrdLYvCcsqymBgEa7fwLCjyJuoCC2ByTNg/17YtjnsJMdl7e3Ysw/B6Im4MRPDjtNlLrsP3ie+BHvqsL/+Ouw4cc1218LqpbgLLsNlZp36BcnojJkwdhL22F+xw6n9oYWtfBWchzvj7LCjRNek6ZDVG1v+SthJJIKOFiTVFRt77qKrwLdgfFcMWXUl9B+EyyuI6X5F5PS4AYNh1Hhs8T+0LgfA3vrkH8VB0AVPXr6K0DFg68sAcOOj043qMrNgwCAtTijHsI4OqCyP2nEnPacitADgJp8JzmHly8KOcly29EVoqMe7/Pqwo3SbGz0Bd9WN2Kv/wFeXxQnZP54Az8NdeHnYUULjnMO74SZo3I89+3DYcUJlKxfDmIm43OSep+syMnFTz8JWLtYipsmkqgKyemk2YQhc/0Fw5mzspaexw82x23H1Bn3oIJKg3Ox5wezQOG3GiamGOlyyL0p4VF4+piJ01FlFWbDQ5YDB0dtJUQlWqyK0vMmWjXC4Gad50HFHRWgBwOXlw/AxWPnysKO8jfk+9vSDwWJ1Cbp4l7vyPUGXxZ9/ie3ZHXacuGPNTdg/n8PNOA+X3y/sOKFyI8biZpyLPfswtn9v2HFCYbtqoGZr0o/iOMrNmAMHD8CGNWFHkQix6koYPgaXlhZ2lJTkzX8nNB3CXn0+Jvuzhvqge1BFaJGE5GaeB2np2JIXwo4SKmttCUZJpVARWp3Q0WW+f6QbNTrzoI9yxaWwq0ZrrEgnW78anINxKkLHGxWhpZObPAM2b8AaD4Qd5VirlkDtNtxl1yfsfDKXlob38VvAfPx77sB8dTy+mS1aGHxSOf/qsKPEBXfdh6C9DXvsr2FHCYWtWgyAmzYr5CQxMmkGZGZhKxaFnUQiwFpaYPtmdcWGadR4GDEWW/BYbNa62KzxKyKJzOXkwZQZ2JKXUvscfe+e4GtB8o/jgCNNWI37wo6R3LZvhkONEO1u1OIS6GiHutro7kcShq1fDSUjkv6u2kSkIrR0clNmghm2dkXYUTqZGf7TD8CAwUGXQgJzAwbj3v9p2LgOe+qBsOPEDfN9bOFjMGo8bsTYsOPEBTewGHfBZdjLz2I7t4cdJ+Zs5WIoHRncVp8CXFYWbspMbMWrqX3xmyxe3wQdHbhRWpQwLM453PxrYHcNlL8W9f1ZdWWwwFXJiKjvS0Siw5s9D/Y3QEUKLxTcUAeA65dCndCN+2PzYWWKsooj86Cj3I3qikqDB5oLLRxpCKmu0DzoOKUitLxh2CjI7RuTC7YuqyiDzRtw73hXUtzW7GbPw519QbDw3OYNYceJD+WvQd1O3MXXhJ0krrir3gMZWfgP/jHsKDFl+/dCdWXKjOLoNGNOcEvopvVhJ5HTZNUVwQN1xYbKnTkHCvrjP/dI1PdlVRUwbBQuPSPq+xKRKDnjLOidjS3+R9hJQmNHitApNY7D94NOXYkKqyiHwUNwBVEetzh4aLC+Ve3W6O5HEsOmddDejpugInQ8UhFaOjnPw02ega1ZETfdeP5T90PfAty5F4cdJSKcc7gPfBr6FuLf/aPYLpoUp/yFj0FB/9QrOp6Cy8vHXfYuWLkYS6HCpK1aAma4aal1PLgpMyAjE1uukRyJzqorYWARLrdv2FFSmktPx118FVSWY1uro7Yfa2+D16s0ikMkwbmMzGBNjhWLsZbDYccJR0N98DVV1mfJyw++ai50VFh7O2xYG5NuVJeVBf0GqhNaALD1qyAtHcZMDDuKHIeK0HKsKTOh6SBUh9+la1s2wvrVuPnX4DIyw44TMS47J5gPXb8b+9tvwo4TKtu+JfgdX3gFLj097Dhxx11yLfQtwH/g95hZ2HFiwlYtDlbPHjIs7Cgx5Xplw6QzsRWLdFtoAjOzoJNfBcm44M5/B2T1whY8Gr2dbNsC7W0avyKSBNzsedDSHHwgnooa6oLmn4zUuKvDqQgdXVs2QkszbnyMFoYrKsFqVYQWsPVlMGocLqtX2FHkOFSElmO4SdPA87Dy5WFHwX/qAcjug5t7edhRIs6NnYS74gbslYXYa/8MO05o7PnHITMzKBTI27isXrhr3heMaEiBCyJrOgTry3DTz0nYRUhPh5sxB/Y1QHVl2FGkp/bshv17YaQKkvHAZefg5lyMLXspGPUTBZ3jV0bogweRhDdmEhT2x5a8GHaSUFhDXeqM4oDOTmhTEToqrGI1OAfjJsdkf664FHZuxzri445uCYcdPADbqjWKI46pCC3HcNk5MHoCtibcudBWux1WvoqbdyWud3aoWaLFXfVeGDEW/08/f2MGWwqxxgPY4hdwsy8MViWX43LnXgKDh+I/+MekP6myNcuhox03fVbYUULhzjgL0tM1kiOB2ZEPENwoFSTjhZt/NXR0YC88GZ0dVFdCfj9cYf/obF9EYsZ5Hm7WXFi7IjULkw31UJBC72XqhI4qqyiHkhGxu84rLoH2dqjbGZv9SXyqLA9GO2pRwrilIrS8jZs8E7ZWY/v2hJbBnnkA0jOCeY5JyqWn433iFujw8f/3rriZwx0r9tLT0NaKu/jqsKPENZeWhnf9h4NP9l95Luw40bVycXBBkKKjDFx2H5g4HVvxSsqMX0k61ZWQmQVDhoedRI5wA4vhjLOwF57CWlsivn2rrgR96CCSNNysC8H3sWUvhx0lpswMGupwqdQJnZ0TzI1VETrirLUFqtbHbhQH4IpKgwcayZHSbP1qyOoNw8eEHUVOQEVoeRs3ZQZAaCM5rKEu6JA975I3ZnUlKTewGPe+TwYLJz3zcNhxYsba24OutInTglun5OSmzgruUHj0r0m7WI61tWLly3FTz8Z5aWHHCY2bMSfoRNqyMewo0gNWVQHDx+DSUvcYjkfeJe+Egwcifou9HdgL9bs0A1wkibghpVAyAlv8QthRYutQI7S2QL/U6YR2zkFuX2jcF3aU5LNpPbS3x7YbtWgIAFazNXb7lLhj68tg7CStNxXHVISWtxsyDAr6B7fGh8CefRgAd+m7Qtl/rLk5FwWrcT/yZ+z1TWHHiQlb/grsa8Cbf03YURKCcw7v+o/C/r3Ycw+HHSc6KsqCxUumnxN2klC5qbMgLS34b0QSirW2BDPo1BUbf8ZODopKCx6N7F0GR8evqAgtklTc7HmwZSO2c3vYUWKnoR4AV5BCndAAefnYgf1hp0g6VlEGaWkwZkLM9ul6ZQczzdUJnbJsTx3srsFN1CiOeKYitLyNcy7ohl63Cmtvi+m+rfEA9vKzuLMvwPUbGNN9h8U5h/vQv0FeAf7dtydtp+ub2cLHYNAQmHRm2FEShhs9Ac48B3v6oaS8KLKVi6FXb4jhbXvxyPXJgQlTseWLNJIj0Wytgo4OFSTjkHMON/+dULMV1q2K2HatujK4yC4dFbFtikj43NkXgPNSa4HCo+vTpNI4DgjGwGkcR8RZRVlwZ1ivGK/tVFyCqQidsqxiNYDmQcc5FaHluNyUmXC4GTaui+l+7fnHobUFd+n1Md1v2FyfHLyP3wy7a7C//zbsOFFlVRWweQPuoitxnt6CusO7/iOQkYH/vS9hK14NO07EmN+BrVqCmzITl5ERdpzQuTPnQP0u2FYddhTpBqsKumIZOT7cIHJc7uzzoW8BfgTvJrHqDVAyEpeZFbFtikj4XH4/mHAGtviFlPlAuHOR9BQaxwHgcvuqCB1h1nQItmzCTYh9IdAVl0Lt9pRba0mOWL86GLEzZFjYSeQkVAGS4xt/BqSnx3Qkhx1uCorQ02YF89hSjBs3BXfZddjLzyZVgfGtbOFj0LsPbs7FYUdJOG5gMd7X74TBQ/F/+X38B/+AdSTBSVZVJTTuh+mzw04SF9y02eB52PJFYUeRbrDqChgwOOnXMkhULj0DN+8KWLsyIvMiraMj+EBVne8iScnNmhd8IFy1PuwosdFQD+npkNM37CSxlZcPjftS5sOGmNi4FsyP6aKEnYpKoK0V6nfHft8SKjPDKspwE6YG894lbqkILcflevWGsZNjujihvfQMNB3Eu/yGmO0z3rhr3g/DRuP/8WfY3j1hx4k4a6jHlr+CO29+cIxJt7l+A/D+4zbcBZdhTz2A/+NvYY2JPcvOVr4K6em4yTPCjhIXXG4ejJuCvfaKLooShJlBVaUKknHOzb0cMjKxBY+e/sZ2vB4s4qXfuUhScmfOhszM1FmgsKEOCvqn3l2KefnQ3g5Nh8JOkjSsogwyMkP5++iKSoIHGsmRemq2wf69KT/aMRGk2F8Z6Q43ZQbUbsPqdkZ9X9bWhj33CIybktIX8S49A+8TX4K2Vvzf3YX5ftiRIspeeBIM3IVXhh0lobmMDLwP/Svuo5+Hjevw/+tmbPOGsGP1iJlhq5bA+Km43jGeGxfH3IxzYXdNUOiS+NdQD/sbVJCMcy43Dzd7XnCLfeOB09qWaVFCkaTmemXjpp2DLftnzNfICYM11KXePGgIitCgkRwRZOtXw+gJuIzM2O/8SBHaalSETjWd86BDGAMj3aMitJyQm3IWQExGctjif8C+BrwrUrcL+ig3eAjuvf8C61cHhfkkYS0t2MvPwLSzcQMGhx0nKXjnzsf76g/Befg//Cr+S08nXufsji1QtxOnURzHcNNnBYsiaSRHQrDqCgDcKM2Djndu/jXQ1oq9+NTpbai6Mpg72H9QZIKJSNxxs+dB00GI4XjC0OytxxWm1jxo4I0RWipCR4Qd2Ac7Xg9nFAfgsvtAfj+oPf2xW5JYbP3qYCyezsvinorQckJuUDEMLIr6SA7zO7CnHwxWl58wLar7ShTuvEvgzHOwh/6Eba0KO05E2JIX4GAj3vxrwo6SVNywUXhfvwPGTsH+9AvsDz/FWlvCjtVltmIxOIebdnbYUeKKyyuAsZOw5a+EHUW6oroSMjNhyPCwk8gpuOJSmDQde+FJrK3n3Y1WXQkjx2nuoEgymzgNcvviv/pC2Emiyjo6YG9DSndCm4rQEWGVawBCK0IDUFyiTugUYx0dsGGNuqAThIrQclJuykyoKItqUcuWvwq7a/CuuEEXc0c45/A+9G/Bie/dt2MtiVNUPB4zCxYkLBkBYyaFHSfpuJw8vC98A3fljdgrC/B/8FWsflfYsbrEVi2GUeODoqscw82YE4xEisAiahJdVlUBw0bj0tPDjiJd4F1yLezfiy17uUevt4MHYNcOdb6LJDmXloY7+wIoW4o1HQw7TvTsawDzU7oIrU7oCKlYDb2zYdjo0CK44tLg/DnJxlrKSWzZCM1NMF5F6ESgIrSclJs8I1hh9sinmpFmZthT98GgIaDb8Y/hcvLwPvZF2LUD+8uvTnt+ZajWr4aarbiLr9EHDVHivDS8az+I92+3Ql0t/n/dgq1ZEXask7K6nbBts0ZxnICbPhucw1ZoJEc8s7ZW2FqNG6mCZMKYOA2KS7EFj/RshNHmjYDmQYukAjdrHrS3J/d4rL11ACk5joOcXHCeitARYhVlMHYyLi0tvBBFJcHCwQ114WWQmLKKMiDkDnzpMhWh5eTGTYbMLKz8tehsf+3KoAh12XU4L8Q/VnHKTZiKu+w6bNFC/C99iI7v3oz/wB+w9auDwkeC8Bc+Brl9cWefH3aUpOemzcK79Q7IL8T/ybfxn7g3bjsBbNUSANw0FaGPx+X3g1ETkvvCNxlsrYaOdnXFJhDnXDAbettm2ND9D9mtuiIoWoTY6SUiMTJ8NAwegi1+IewkUWN7jhTrUrAT2nlpkJsHjfvCjpLwbE8d7K4NvRDoioPFCanVSI5UYetXQ8kIXG5e2FGkC1SElpNyGZkwYSpW/lpUFjzzn7of8vsFC3/Icbl3fRjvP/8Hd837ISsLe+5h/Dv+H/4X30/Hnd/Ef/YhbPvmuF2QznbVQNky3NzLw1klOQW5QcXBMXPWBdjDf8b/xX/H5W2ktmoxDBmGG1gUdpS45WbMge1bsJ07wo4iJ2BVwaKEqCs2obhZcyEnD78HCwBbdWXw3tWrdxSSiUg8cc4F3dAb1mB7docdJzoa6oOvqdgJDZCXr5nQERA33ahFQRFac6FTg7W0QNV6zYNOICpCyym5yTOgfhdEuAhiVRXBAPl3XItLz4jotpOJcw43chzeVe8h7T9uw7vr//A++/9w518Ke+ux+36H/+0v4H/5I/i/vR1/0UJs356wY3ey5x+HtHTcvMvDjpJSXFYv3Cduwb33k7BmOf73voRt3xJ2rE7WuB82rtcojlNwZ54DoJEcccyqK6DfQFxfzTVPJC4zCzfvcihbhu2u6fLrzPdh8wbcKH3oIJIq3Ky5ANiSF0NOEiV76yC7D65XdthJwpGXr3EckVBRBrl9obg01BiuTy70LYBaramSEqrWQXu7itAJRCvoyCm5KTMwwMpfwxUNjdh2/afuhz65uPPfEbFtpgLXKxumnoWbehYA1lAf3IKybhW2bhUseREDKCrBTZyGmzQ9mM2V1SvmWa3pEPbKQtxZ56tAEwLnHO7iq7DSkfi//gH+9/8d9+HP4h25mAqTrV4K5qsIfQqucACMGBuM5Lji3WHHkeOpqsSN1YKricjNuwJ7+gFswWO493+qay+q3R4sfqPOd5GU4QYMhtETsMUvYJcn30Lq1lCfkqM4jnJ5+cGdm9JjZoZVrMaNPwPnxUGfY3GpOqFThK1bDWnpMEbn4okiDt4hJN65fgODN/I1yyO2TdvxOqxeirvoKt3OeppcYX+8cy/G+5cv4f3oD3j/7y7cDR+Fgn7YS8/g/+Q7+F94Px3/87VgPvDmDZjfEZNs9soCaGnGzb86JvuT43NjJuJ9/U4YNgr77e34f7sba28PNZOtXAz9BkLJyFBzJAI341zYWhUs5ChxxRrqYd8eFSQTlOtbEIwtWrQQO9S1kUVWHYxf0aKEIqnFzZoXzJjdVh12lMjbU5fSReijndDxOtowIezaAfsaYPyUsJMA4IpKoGabfqcpwCrKYOTYUBrupGdUhJYucVNmwoa12OGmiGzPnn4AsnrhLroyItuTgPM8XOlIvEuvI+3m7wSjO27+TrAAU/OhYD7wf38Z/+YP0fHL2/BfejpqhS3zO4JRHKMn4rR4U+hcfiHeLf+Fm38NtvAx/NtvxfY1hJLFDjfBulW4abOSrpsoGjSSI451FiS1KGGicpe8E1oOYy8/07UXbN4A2TkwaEh0g4lIXHFnnQdp6cm5QOHeelyqzoOGoAjd1gqHm8NOkrDiZh70UUUl0NIMe+vDTiJRZIcaYWsVbsK0sKNIN2gch3SJmzITe+ZBWLcajhREesrqdmJLX8JddDUuRyuYRpPLzIKJ03ATpwEfxQ7sC0Z3rF+FrVuNrVgUjO4YMDgY3TFxGow/A5edc/o7X70M6nfh3fDR09+WRIRLT8e95xP4I8Zif/gp/n/djPfJ/4j9KIG1K6G9DTf99N5LUoUbMBiGjQ5Gclx6Xdhx5E2sqhIyMqFkeNhRpIdcyQgYNwV7/gls/jtx6Sc/NbbqShg5Th+giaQY1ycXpszElr6EXf9RXFpa2JEiwg43w6HG1O6Ezs0Pvh7YB71TdC72abL1ZcExNCA+Fht3xSXBNW7NttQ+tpNdRTmY4SbEyYcf0iXqhJauGTUeemdHZCSHPfswOC/oPpKYcnn5eLPm4n30C3g/uAfvO78IFq4rLsUWv4j/y9vwv/hBOv77y/gP/xnbsLbHYxv8hY8Ff/SnaeZvvPHOvgDvaz+CrN74d3wdf8GjMb1dzVYshpw8GD0hZvtMdG7GHNi8AduzO+wo8ia2uRKGjdbiugnOu+SdwUK/p7jbwJoOQc1WjeIQSVHe7Hmwf2+wAFuyONopmsKFOpeXHzzQ4oQ9Yr4PleXBPOh4+YC2KFgc0Wo1FzqZWcVqyOoNw8eGHUW6QZ3Q0iUuPR0mTsPKX8PMevwHxg7sxV5ZgDvnwtS+7SsOOOegaGiw2OTFVwXF5upKbH2wwKE9eT/2xL3BG/u4yW90Sg8eesrff9vmDcHJyA3J0ymSbNyQYXi33o7/u7uwv/82uMX8w5+N+jwta28LFjk9c7aOjW5wZ87BHvwjtuJVfYAXJ6ytDV7fhLtIM+8T3pSZMLAYW/Aodtb5J/4bt2Vj0HGjIrRIajpjJvTugy1+IVj4Oxk0BEVoV5DC12UqQp+e7VuCbvp4GcUBuNw8yO0bzHGXpGXry2DspFPexSbxRb8t6TI35azgdvDtW6BkRI+2YQseC27D1y3lccelpwdv4mMnwTs/gDUdhIryN4rSZcuC25oK+uMmTA3GfEyY+kb3wJs0PX4fZGbhzntHrH8M6QaX3QfvM/+JPf0A9vD/YTtex/vMf+IGFUdvp5VroPmQRnF0kxtUDENHYMtfARWh48PWKmhvx41SQTLROc/Dzb8a+8uvoarihHdpWHUlOAcj1HEjkopcRiZu5rnBSI6Wz4QdJyKsoS540C91O6GPFqHtwD7ipI83oVjFaiCO5kEfVVyK1WwNO4VEiTXUwa4duLmXhR1FuklFaOkyN/lMDLCyZcEMxW6ypkPYC0/CmefgBmtBn3jnsnOC39XRRdHqdr5RkF61BBYtDIrSJSPe6JIePREON3P4pWdx583H9YnAbGmJKud5uCvejQ0fjX/3j/C/dwvex76Ii9IYFVv5KmT1gglTo7L9ZOZmzMEe+T9s7x5cQb+w46Q821wZPFBXbFJw51wULN674BHSTlaEHjwUl90nxulEJF642fOwl5/FVi6GITeEHef0NdSB86BvYdhJwpPbN/iAUZ3QPWIV5TB4SNydm7qiEmzJi6d1F7fEL1t/ZDFMzYNOOJoJLV3m+hYEi2P1cC60vfgUNDfhXf7uCCeTWHADBuNdcBlpn/4q3p1/wvva7bhrPwjZOdiCx/Dv/Cb+Fz+A/4OvBt3uukU9obiJ0/G+ficMLMb/+X/jP/QnzO+I6D7M97FVS2HSmcGimdItbsa5ANiKV0NOIgBUVULhAFx+fF10Sc+4Xr1xF1wGKxZj9bve9u9mBtWVGsUhkupGT4TCAdiSF8JOEhkN9dC3IKVvZ3dpadAnFxr3hR0l4Vh7O2xYG39d0ADFJdB8CPY3hJ1EoqFidfABUvGwsJNIN6kILd3ipsyAqkrsUGO3XmetLdhzj8DE6bhho6KUTmLFeWm4EWPwrryRtC9/D++u/8P7/DeC22EyMuh10ZXBrGlJKK7fQLyv3IY7/x3Yk/fh//jbWOOByO1g8wbY34CbrsUqe8IVDQ1uLVzxSthRBLDqCtyo8WHHkAhyF14JnsOef/zt/7i7Nph5qd+5SEpznoebNRfWrqJjX+IXt6yhLrVHcRyVl4+pE7r7tmyElmbc+Pi7w9EVlQQPajQX+kT8BY/iP/Y3rKoi4s1H0WRm2PrVwWKYnkqaiUa/MekWN2UmmI+tXdmt19mihdC4H++KJLhtTd7G9eqNmzIT7z2fIO1bP6Xv524NO5L0kMvIxPvwZ3Ef/ixsWIv/XzdjWzZGZNu2cjGkpQXvI9IjbsYc2LgO27837CgpzfbuCbrH1BWbVFxhf9yMc7F/Pocdbjrm36w6GL+iTmgRcbPngfk0Pfb3sKOcvoY6XKGK0OTlaxxHD1hFWTDKZNzksKO8XXFQhDYtTnhc1nQQu/d/sUf/gn/bf+Df/EE6fnUb/kvPYHt2hx3v5Gq3wf69Gu+YoFSElu4ZPhpy8qD8tS6/xDo6sGceCi7Wx8bhHygReRvv/HfgfeU2APwffBX/5WdPa3tmFhShx03RrPDT4GacC2bBbG0JjwqSScvNfyc0N2H/XHDsP1RXQK/eoLt8RFKeKy7FnXMRTQ/+CVu9LOw4PWZmwQeqBf3DjhI6l9tXRegesIqyYH2gnLywo7xdbn4wZkWLEx7fxnVgPt6nv4r75H8Ei8ZXb8D+9HP8r36Cjv/3Gfy//gYrW4Ydbg477TE650HH4xgYOaXUHf4kPeK8tGCBwjUrML8D56Wd8jW27GWo34X3no9rUQCRBOKGj8H7+p34v/0R9sef4W/egHvfJ3EZmd3fWO022F2Du+SayAdNJcWlMHgItnwRzLsi7DQpy6orID0DSkeGHUUizI0YA6MnYAsfwy66svM8x6orYcTYLp33iEjycx/8DGk7t9F+zx14X78dN7A47Ejd17gf2ttAndBHOqH3h50ioVhrC1Stx110VdhRjss5B8UlmMZxHJdVlAfnsmfMxMvIhLPOCz6Y2rkdW7sCW7sK++ezwYiytHQYPQE3aTpu4vTgg4cQx2DY+lUwYDBuwODQMkjPqRNaum/yDDh4ALZsOuVTzfexpx+AohI44+wYhBORSHK5eXhf+CbuindjLz+L/4Ov9ugWLVu5ONje1FmRjphSnHO4M8+FDWuwRl0shcWqKmDYKFx6RthRJAq8+e+E+l2waikA1nIYtm9R57uIdHKZWeR/5fvgefi/+H7wPpFoGuoAcP3UCU1ePrQ0Yy0tYSdJHFUV0N4e192orqgUarYGxVU5hlWWwajxxzQXOedwRSV4899J2he+iXfXX/Bu+S5u/jVw6CD24B/x/+tm/C9/BP/u2/EXLcT27Ylt7o522LAmro87OTkVoaXb3OQzwXlY+fJTP7n8NdjxOu7yGzQ0XiRBOS8N710fwvu3r8HummBO9LpuzoVfuTjoIizoF6WUqcPNmAO+j61aEnaUlGTtbfB6lRYlTGbTZ0G/gfjPPRL87y2bwPdVhBaRY6QNKsb7ly8HRa4//izxCl0N9cHXAnVCk5cffD2gNTe6ytavhrQ0GDMx7CgnVlwCTQehcV/YSeKKHWoMPlwfN+Wkz3MZmbgJU/Fu+Chp3/wx3o/+gPv4zbhJ07H1q7Df/Rj/32+i41ufw7/vf7G1K4MO+Shqr6qE5ibNg05gqgpKt7k+uTBqHHaKudBmhv/U/dBvIO6s82OUTkSixU2bjfe12yGvAP+ub+M/eR/m+6d8nTXUweubcNNnxyBlCigZAQMGY8tfCTtJatq2GdrbVJBMYs5Lw118NWxah23Z2LkoISP0OxeRY7lJ03Hv/AC29CVs4aNhx+kWO9IJrXEc4DqL0PvCjJFQrKIMho/B9coOO8oJuaJgcUI0kuNYG9aC2SmL0G/l+hbgzb4Q7+O34P3oD3jf+DHu+o9AXj72/OP4d30T/4sfoOPOb+I/+xC24/WIfzjXWhbUoNQJnbg0E1p6xE2egT38Z2z/XlzfguM/aeNaqKoIZsim61ATSQZu8BC8r/0I+8NPsYf+hG3egHfTF3HZfU74mqMduypCR4ZzDjfjXOy5h7FDjcEHgxIzVlURPBipTuhk5s67BHv0L9hzjwZdPQOLcblxuPCSiITOXX4DtmUTdt/vsJJRuHEJshB7Qx1kZkKOziM6O6HVMdsl1nQItmzCXXFD2FFOrjgoQlvtNhUt38QqyyEjE0aM7fE2nOcFs6FLRsBl1wejbDaswdatDDqi7/sddt/voG8hbuI0mDQdN3FasAjoaWhZvQyGjjjt7Uh4VBmUHnFTZgZF6DUrcOdefNzn+E/dD7l9cedeEuN0IhJNLqsX/MuXYeQ47P7f4X/vS3j/+p+4IcOO+3xbuRiKSnCDh8Y4afJyM+ZgTz+A/1+3BCeARaVQNBRXXAKDhuKyssKOmLyqK6Gwv0bLJDnXOzsoRP/jCcjqhdO6FiJyAs7z8D72RfzvfQn/1z/A+393JcbfiIZ6KBigheOhswhtB/ah/ze6YONaMB8X7yMR+hZCdh+o2Rp2krhiFWXBQoMZkVvbxGVlwZQZuCkzgn001GHrVsHalVjZMnj1ecw5KB0VFKMnTQ9mUndjfRVrbaGtcg1u3uURyy2xpyK09EzJCMgvDGY+H6cIbVurYM0K3LUfVDFEJAk553Dzr8FKR+H/5of4//1l3Ec+h3f2Bcc8zw4eCBaPuPS6kJImqWGjcTfchFWth9rt2OqlwZxoAOeg38Cg8F9UEhSni0qC/32SjnXpGquuxGksQ0pwF12FLXwcmg6Bxq+IyEm43tl4//qf+P/9Zfxf3Yb35f+OaIEnGqyhDgq1KCEAufnBV43j6BKrKAs6aeP8b6NzDopKMI3j6GSNB4I1u6I8LtUVDsCddwmcdwnmd8Dr1djaFUGn9LMPYU/dD1m9YNwU3MTpQVF6UPHJPxTbtB7aWnETpkU1u0SXitDSI865oBv6tVew9va3jduwpx+EXr1xF14RUkIRiQU3dhLe1+/E//UPsLt/hL95A+76j3a+J1jZa8GCXtPPCTlpcnHO4S59F/Au4MhiebtroXYbVrsNaoKvtn41tLfROY0tv/Atxemgg5rcvuqE6gLb1wB7dsPFV4cdRWLADRgcLFK44lXcqPi+0BaR8LniUrybvoD/qx9gf78b98F/DTvSyTXUBwvOS/CBQXYfFaG76I1O2sywo5ySKy7VYt5vtmENQLfnQZ8O56XBiDG4EWPgqvdgzU1QWYatXRUUpcuWBdcq/QYe6ZI+E8afgeuTc8x2EmIxTDklFaGlx9zkGdjLz0JVBbxp9pntrsFeewV36btw2Tkn2YKIJAOXX4j3pe9h9/8OW/Ao9vomvE99Bde3IBjFkd8Pho0KO2ZSc+kZUFwKxaXH3EZqfgfU7wq6pWu2dRap7ZWF0NL8RnE6JxcGlwTjPDqL0yVQ0E/F6Tc7skCdFiVMHd67PowNKIKhw8OOIiIJwM04F3fpddgzD+KPGIt37vywIx2XtbfBgb3qhH6zvHxMRehTsgP7YPsW3Ls+FHaUrikqgZefxRr3a44wYJVlkJkFw0eHlsH1zoZps3HTgvWCrG5nMEd67UrstX8GNSbnBYXrSdNxE6fDiLHY+tVkjJ2M36t3aNnl9KkILT03YSqkpWPlrx2zAIc9/SCkpeHmXxNiOBGJJZeejnvvv+CPGIv98Wf4370Z72NfgHUrcOfODxavkJhzXhoMLA4WVZv6xkxbM4O99UFxunZrZ5Hali+CQ41vFKd79X5jnndxSedYD/oPDLadYqy6AtLToVQfqqQKN3gI7oaPhh1DRBKIe9eHsK1V2J9/iQ0djhsWXrHnhPbuATMoHBB2kviRl69O6C6wyiOdtAmy0J8rKgnOa2u3gYrQWEU5jJ7YrVnM0eYGDMbNuxzmXY61t8OWDW8UpR+/F3vsb9C7DxxuIvPGmzgcdmA5LSpCS4+53tkwZiK2ZjkcuUCzfXuwV58Pik59C8INKCIx582aiw0Zhv/L7+Pf+U0AjeKIQ8654MKzcEAwg+0IM4PG/W8Up2u2YTu3BwuLvPr8G8Xp9AwYPBRX9Jbi9MCiuDqpjTSrqgwWVInzOZ8iIhIel5aG9y9fxv+vm/F/8X28r9+Jy80LO9axGuqBYG6rBFxuPrZ9S9gx4l/FauidDfH44crxFJcAYDXbcGMnn+LJyc0O7IPabbhzLgw7ygm59PSgSD56IrzzA9ihRli/Glu3CttaTa/z5qsIneBUhJbT4qbMxO77X2xPHa7fAOy5R6DD1yJkIinMDR2Od+vt+L//CdRsgzGTwo4kXeScCzqB8vKPucMFwJoOHilOHx3rsR2rroRlL79RnE5LgwFFx8ybdsUlMGhowi9Sa+3t8Pom3FytyC0iIifncvvifeY/8X/wVfy7/wfvi9+KqzuIbG9d8EDjON6gTugusYoyGDsZlxY/x/NJFfQP7uyr2Rp2ktB1drHHcB706XJ9cmHmebiZ5wGQ3r8/1NeHnEpOh4rQclo6i9Dlr8FZ52EvPoM76/xgMR8RSVkuO4e0f/0aZqaZwknCZefAqPG4UeOP+b61HIadO44Z60HtNmz1UvD9oEDtXLDi9WXX4865MK4uxLts+2Zoa437leBFRCQ+uOFjcB/4NPaHn2IP/xl33UfCjvSGPUeK0AXqhO6Ulw/Nh7C21oRYcC8MtqcOdtfiLrwi7Chd5pyDopKgiSLVVZZBVm+NlZNQqQgtp2fwEOg/KBjJcXA/tDTjLlcXtIgEVIBOfi6rFwwbhXvL4pPW1ga7a6F2a9A1XbYM+/1PsAWP4l3/UdzkM0NK3DNWdWRRwlEqQouISNd4512Cv3kj9tQD2LAxuBlzwo4UaKiHnLyEv0spovLyg68H9kM/FeePxyrKAHDjp4acpHtccQm2ZkXYMUJnlWtgzMRg5IVISLRSlJwW5xxuyoxgTs/Cx2DKTNzQEWHHEhGRkLmMDNyQUtzM8/Cufi/e136E++S/w+Fm/B9/i447v4Ft2xx2zK6rroD8fpqfKSIi3eLe+y8wYiz+734cN92YtrdeozjewnUWofeFGSO+VZQFi/sVl4adpHuKSmH/3mC+cIqyfQ2wcztufOKM4pDkpCK0nDY35SxobYGDjXhX3BB2HBERiUPOObyzzsf7zi9wN34ctmzC/+4X8f/3Lqwh/me7WXUlqAtaRES6yWVk4H36q5CZif+L72PNTWFHgoa6YIFieYOK0CdlZlhFGW7cFJyXWGUkd2RxQuLkQ6AwWGU5AG6sitASrsR695D4NG4yZGYGt3aMnhh2GhERiWMuIwPvknfi/fdvcJdciy17Cf/rn8Z/6E/xcWF+HHZgL9TvwmketIiI9IAr7I/3qf+A3TX4v7sLMzv1i6KpoU539rzVkSK0Hdgbbo54tWsH7NsDE84IO0n3FQVFaKtJ3SI0leXQOxtKR4adRFKcitBy2lxmFt4XvoX38VvCjiIiIgnC9cnBe/dNeN/9JW76OdiT9+Hf+in8fzyBtbeHHe9YR+dBjxx/iieKiIgcnxs3BXf9R2HlYuzpB0LLYU2HoLlJ4zjeSp3QJ/XGPOgELEIXDoCsXlCzNewkoQnmQU/CpSXg4uCSVFSElohwYyfj+g0MO4aIiCQY138Q3r98Ce/W24PVy//ya/xvfQ5b8Wr4nWJHWHUlpKXDMK0mLiIiPecueSfurPOxh/6MrVsZToi9R0ZgqRP6GC4zC3r1hsb9YUeJS1ZRFnxwMaAo7Cjd5jwPBg+Nm5nssWZ798DuGtw4jeKQ8KkILSIiIqFzw8fgffl7eJ/9OjiH/8vv4//wP4MCcMisugJKR+IyMsOOIiIiCcw5h/vI56C4BP/uH2H1u2IfoqEuyKIi9Nvl5asT+jjM96GyHDd+Ks65sOP0iCsugRQdx2GVR7rYVYSWOKAitIiIiMQF5xxu6tl43/op7oP/GszO/P6/4//6h9ju2lAyWXs7bNmoedAiIhIRLqsX3mf+Ezp8/F/ehrW2xHT/nYsBF2gcx9vk9sVUhH677VvgYCMk4iiOo4pKYd+eYBxNqqkoh+w+UDI87CQiKkKLiIhIfHFpaXhzL8P73q9wV70XK1uG/41/w//7b7GDB2IbZsfr0NoKozQPWkREIsMNKg7W09lahf3fr2I7fqqhDjwP8gtit89EoU7o40roedBHuOJgcUJScCSHbVgDYyfjPM2DlvCpCC0iIiJxyfXKxnvn+4Ni9JyLsIWP43/tU/jPPIi1tcYkg1VXBFnUCS0iIhHkpp4VfNC6aCH24tOx23FDHRT0V0HqOFxePjTuCztG3LGKMhg8BFfQL+woPVcUFKEtxRYntD11ULdTozgkbqgILSIiInHN5ffD+/Bn8b75Yxg1Hrv/9/j/71/xF78QzCmMpqoK6FuoBZxERCTi3NXvhSkzsb/djVVVxGSf1lCvURwnkpcPBxuDUVwCHBlLtmFtQndBA9B/IGRmplwntOZBS7xREVpEREQSghsyjLQvfBPvlu9Cdh/snjvw//vLnbeJRoNVV8KocQm7EI+IiMQv53nBWI7C/vi/ug3bvzf6O22o06KEJ5KXH3w9uD/UGHFly0ZoacaNnxp2ktPivDQYPBRLsSI0FeWQkwtDhoWdRARQEVpEREQSjJswFe/rd+I+djM07sO//et0/PS7Eb/F0g7sC25hHKl50CIiEh2uTw7ev/4nNB3E/80Po9qFa74Pe/dAP3VCH487WoTWXOhOnR/0j5scbpAIcEUlUJNaReg35kGr9CfxQUeiiIiIJBzneXjnXIj33V/irvsIbFyL/63P4//p55HrJKuuDPaledAiIhJFbugI3Ic+CxvWYg/8Pno7OrAPOtqhQJ3Qx6Ui9NtYRRmUjMDl5IUd5fQVlUBDHXa4KewkMWF1O2HPbtxYjeKQ+KEitIiIiCQsl5mFd/n1eN/7De7CK7BXFuDf+in8R/+KtRw+rW1bdQWkpcGwURFKKyIicnze7Hm4i6/GFjyKv+TF6OykoQ5A4zhO5EgR2lSEBsBaW6CqAjchsUdxHOWKS4MHtTvCDRIjVlkOgBuvIrTEDxWhRUREJOG53Dy8930S79s/h0lnYo/9NShGv/QM1tHRo21a9QYoGYnLzIpwWhERkbdzN9wEYyZif/wptn1z5HdwpAitcRwnoE7oY1VVQHtb4i9KeNSRInSkx7fFrco1kNu38+cWiQcqQouIiEjScIOKSfvMV/G+8gPoPwj708/xv/MFrPw1zKzL27GODti8QaM4REQkZlx6Ot6nvgK9c/B/8X3s0MGIbt8a6oMHGsdxfFm9ITNTRegjrKIsuCNszMSwo0RG/0GQngG1yV+ENjOsshw3drIW15a4oiK0iIiIJB03egLeV36A9+mvQnsb/k++g3/H/8Ner+raBnZsgdYWUBFaRERiyPUtwPvMV6GhHv+eO4LFBCOloS4otGb3idw2k4hzDnLzVYQ+wtavhuFjcL2yw44SES4tDQYPwVJhccK6WthbD+M0ikPii4rQIiIikpScc7gZc/C+/TPcez8J2zfj/9fNwUX9nrqTvtaOLko4anwsooqIiHRyo8bj3vsJKH8Ne/xvEduuNdRBYX91Rp5MXr5mQgPWdAi2bEqeURxHuKISqE3+IrRVaB60xCcVoUVERCSpufQMvIuvChYvvOx67LVX8L/+afz7f481neBW56rKYDZkv4ExzSoiIgLg5l6OO+ci7LG/YauXRWajDfVQqHnQJ5WXr05ogI3rwPykK0JTXAJ7dp/24tVxr3IN9C2AwUPDTiJyDBWhRUREJCW47D54138E779+hZt5HvbsQ8HihQsfw9rbjnmuVVfAyPHqFhMRkVA453Af/AyUjgzu4Nldc/obbajDFWoe9Mk4FaEBsIrVkJEJSXZHmCsqBTPYuSPsKFGjedASz1SEFhERkZTi+g3A+/jNeF+/A0pGYn+7G/+bn8WWvxKcuDcegN21uFGaBy0iIuFxmVl4n/lP8LxgocLT6N60tlZo3A8qQp9cXj4cbMT8jrCThMoqymD0BFxGZthRIqu4FACrSeLFCXftgP0NmgctcUlFaBEREUlJrnQU3s3fwfv8NyEjE/9XP8D/wVewfzwe/LsWJRQRkZC5/oPwPvllqNmG/fFnmFnPNrS3PviqcRwnl5cP5sPBA2EnCY017oftW5JvFAfAgMGQlg61yVuE7pwHrSK0xCEVoUVERCRlOedwU2bgfeMu3Ic/C/W7scf+BmlpMGxM2PFERERwE6fjrv0AtvQlbOGjPdvIkQV5NY7j5FxefvAghUdyvLGoXfIVoV16OgwqxmqSeHHCDWsgvxAGFYedRORt0sMOICIiIhI256Xhzn8HdvYF2ILgAt9lZYWcSkREJOAuvwHbshG773dYySjcuMnder01HO2EVhH6pFSEhooy6J0Nw0aHnSQqXFEJtq067BhR0TkPesJUzYOWuKROaBEREZEjXFYvvCtvxLvyxrCjiIiIdHLO4d30RRhYhP/rH7xRVO6qvUEnNAUax3FSR4rQlsJFaKtYDWMn49LSwo4SHcUlULcLa20JO0nk1W4LPkDRKA6JUypCi4iIiIiIiMQ51zsb71+/Bq2tQSG6ra3rL26oh7x8XEZG9AImg85O6P2hxgiL7akLFmcen8RFzKLSYO73rpqwk0ScVa4BNA9a4peK0CIiIiIiIiIJwBWV4N30BaiuxP5+d5dfZ3vqNIqjK3r3gfT0lB3HYZVlQHLOgz7KFZcCYDXJtzihVZYFi48OGBx2FJHjUhFaREREREREJEG4GXNwl12Pvfg0/isLuvaivfVBcUpOyjkXdEOnaBGa9WWQ2xeKh4WdJHoGFYHnQZItTmi+D5VrcGOnaB60xC0VoUVEREREREQSiLv2gzBhKvbnX2Kvbzrpc80MGupw6oTumtx8rHFf2ClizsywijLcuCk4L3lLRS49AwYWY7VJ1gldsxUOHoBkHqUiCS9531lEREREREREkpBLS8P7l3+HvHz8X3wfazxw4ic3HYSWwxrH0VWp2gm9qwb27YEkHsXRqbgkWMQviWgetCQCFaFFREREREREEozLzcP7zFfhwD78u/8H8zuO/8SG+uD5GsfRJS6vb0oWoa1iNQBuQvIXoV1RCeyu7d7innHOKsug30Bc/0FhRxE5IRWhRURERERERBKQGz4G98HPwPrV2MN/Pv6TGuqCr+qE7pq8fGjcH8zYTSFWcXRRu6Kwo0RfUQn4PuzaEXaSiDDfhw1r1QUtcU9FaBEREREREZEE5Z07Hzf3MuypB7Dli97276YidPfk5UNHRzDGJEUEi9qV48adkRKL2rkhpQBYsozk2L4FDjWCitAS51SEFhEREREREUlg7j3/AiPG4v/ux28vrDXUQ1o65PYNJ1yiyc0PvqbSSI7tW+BgI0yYGnaS2Bg0BJwHNclRhLYN5QA4LUoocU5FaBEREREREZEE5jIy8D79VcjMxP/Ff2PNTW/8Y0MdFPbHebr87wqXlx88SKEitFWUAeBSYVFCwGVkwoDBWO3WsKNEhFWUw4DBON3tIHEu/VRP+MUvfsGKFSvo27cvt99+OwAHDx7kzjvvpK6ujgEDBnDzzTeTk5MDwEMPPcTzzz+P53ncdNNNTJs2DYDq6mp+/vOf09rayvTp07nppptS4jYPERERERERkWhzhf3xPvUV/Du+jv+7u/A+858454JxHCpOdV1eAQB2YB+pUrGwijIYPARX0C/sKLFTXJIUndDmdwTzoGfMCTuKyCmd8qPQefPm8bWvfe2Y7z388MNMmTKFn/zkJ0yZMoWHH34YgO3bt7No0SLuuOMObr31Vu655x78I8P87777bj71qU/xk5/8hJ07d7Jq1aqI/zAiIiIiIiIiqcqNm4y74SZYuRh7+oHgmw31uIL+4QZLJCnWCW3t7UERM0W6oI9yRSWwuyb4+RPZts3QfEjzoCUhnLIIPXHixM4u56OWLVvG3LlzAZg7dy7Lli3r/P6cOXPIyMhg4MCBDB48mE2bNrF3716am5sZO3YszjkuuOCCzteIiIiIiIiISGS4+dfgzjofe+jPWPly2LdHndDd0ScHPC9litC8vglamlOuCE1xabAA5e6asJOcFqvUPGhJHD0aCrV//34KCoJbVAoKCjhw4AAADQ0N9Ov3xu0bhYWFNDQ0vO37/fr1o6Gh4XRyi4iIiIiIiMhbOOdwH/kcFJfg//oH4PvQT53QXeU8L1icMEWK0LZ+dfAgxTppXXFJ8OCtC3kmGKsoh0FDcPkpNEpFEtYpZ0J3h5l16/snsmDBAhYsWADAbbfdRv/+qfkHMz09PWV/dklsOnYlUenYlUSlY1cSlY5dSVSJcOy23/o/NHz5YxjQd9gosuI8bzzZU9gP73ATBUn4/9lbj92GqvXYiDH0Gz4yxFSxZ7k57HaO3vv2kJOgv2fraKdu0zp6nX8JeQn6M3RHIrzvysn1qAjdt29f9u7dS0FBAXv37iUvLw8IOpz37NnT+byGhgYKCwvf9v09e/ZQWFh4wu3Pnz+f+fPnd/7v+vr6nsRMeP3790/Zn10Sm45dSVQ6diVR6diVRKVjVxJVQhy7Gb1wn7gF+8uvOdC3Hy7e88aRjuwcqN8d/7/jHnjzsWutLfgV5bgLr0jKn/WU+g+iqaqSwwn6s9vmjVhzE4eHjaE1QX+G7kiI910BoLi4+Ljf79E4jpkzZ/Liiy8C8OKLL3LWWWd1fn/RokW0tbWxe/duamtrGT16NAUFBfTu3ZsNGzZgZrz00kvMnDmzhz+KiIiIiIiIiJyKmzKTtO/fjcs/cROYvJ3Ly4fGfWHHiL6qCmhvw02YGnaScBSVYDVbw07RY1ZZBoBLsVEqkrhO2Ql91113sW7dOhobG/n0pz/NjTfeyLXXXsudd97J888/T//+/bnlllsAKCkp4ZxzzuGWW27B8zw+/vGP43lBnfsTn/gEv/jFL2htbWXatGlMnz49uj+ZiIiIiIiIiEh35eXDgX2YGc65sNNEjVWUBYswjpkYdpRQuKISbN1KrKMDl5YWdpxus8pyGDwU17cg7CgiXXLKIvQXv/jF437/G9/4xnG/f91113Hddde97fujRo3i9ttv7146EREREREREZFYysuH9nZoPgTZOWGniRqrKIMRY3G9ssOOEo7i0uD3XFcLg4eGnaZbrL0dNq7DnXNh2FFEuqxH4zhERERERERERJJSXn7w9cC+MFNElTU3wZaNuPFnhB0lNK64JHhQsy3cID3x+iZoOaxRHJJQVIQWERERERERETnCpUARmg1rwfdTugh9tPvZahOvCG2V5cGDsZPDDSLSDSpCi4iIiIiIiIgclQJFaKsog4xMGDU+7Cihcb16Q7+BCdkJbZXlUFz6xgcmIglARWgRERERERERkaOOFPascX+4OaLIKlbD6Am4jMywo4SrqASr3Rp2im6x9jbYtF6jOCThqAgtIiIiIiIiInJUTh44L2k7oa1xP2zfoiImR+ZC79yB+R1hR+m6LRuhtQU3Xr8/SSwqQouIiIiIiIiIHOG8NMjJTd4idEUwT9hNmBpykjhQXAptrVC/K+wkXXb096d50JJoVIQWEREREREREXmzvHwsSYvQVJRBr94wbHTYSULnikqCBwk0F9oqy2HocFxOXthRRLpFRWgRERERERERkTfLy0/iTugyGDsZl5YWdpTwHSlCW21iFKGtrQ2qKjRKRRKSitAiIiIiIiIiIm/icvOTsgjdUb8LdtfgJpwRdpS44HpnQ0H/xOmE3lwJba2aBy0JSUVoEREREREREZE3S9JO6Nay5QC48SpCdyoqSZxO6IpycA7GaB60JB4VoUVERERERERE3iwvH1pbsMPNYSeJqNby5ZCTB8XDwo4SN1xxCdRuw3w/7CinZJXlUDIC1ycn7Cgi3aYitIiIiIiIiIjIm+XlB1+TqBvazGgtfw03/gycp3JQp+JSaG2BPbvDTnJS1tYK1ZWaBy0JS+86IiIiIiIiIiJv4pKwCM2uGvw9daBRHMdwRxYnJN5HclRVQHsbbpx+f5KYVIQWEREREREREXmzJCxCW0UZoHnQb3OkCB3vc6GtshycB2Mmhh1FpEdUhBYRERERERERebMjRWhLqiL0arz+g2BgUdhR4orrkwN9C6EmzovQFeVQOhKX3SfsKCI9oiK0iIiIiIiIiMib5fYNviZJEdp8HyrLyZwyA+dc2HHiT3FJXHdCW0sLbN6AG6950JK4VIQWEREREREREXkTl54OfXKhcV/YUSJj7Uo42Ejm9LPDThKXXHEp1GzDzMKOcnxV66GjXfOgJaGpCC0iIiIiIiIi8lZ5+UkxjsPM8J/4OxQOoNfsC8OOE5+KSqClGRrqw05yXFZZDp4HYyaEHUWkx1SEFhERERERERF5q7z85BjHsWENVFXgLrsel5ERdpq45I4sTkjt1nCDnIBVlsOw0bhe2WFHEekxFaFFRERERERERN7CJUkR2n/iXuhbgDtvfthR4ldxUIS2OFyc0A43w5aNmgctCU9FaBERERERERGRt0qCIrRVVcD61bh3vAuXkRl2nLjlcvKCxSjjcXHCTeuho0PzoCXhqQgtIiIiIiIiIvJWuX3hcDPW2hJ2kh7zn7gXcnJxcy8LO0r8Ky7F4rAIbZXlkJYGo8aHHUXktKgILSIiIiIiIiLyVnn5wdcE7Ya216ug/DXc/HfisnqFHSfuueISqNmKmYUd5RhWWQ7Dx+B69Q47ishpURFaREREREREROQtXF5B8CBBi9D+k/dC7z64C68MO0piKCqF5ibY1xB2kk52uAle36RRHJIUVIQWEREREREREXmrBO6Eth1bYcWruIuvwmX3CTtOQnBHFiekdmu4Qd5s4zrwfdy4yWEnETltKkKLiIiIiIiIiLzVkSK0Ne4PN0cP2JP3QVYv3MVXhx0lcRQFRWiriZ+50FZRDmnpMGpC2FFETpuK0CIiIiIiIiIib5XXN/iaYJ3QtqsGW/Yybt7luJy8sOMkjty+kJMLcbQ4oVWWw8ixuKyssKOInDYVoUVERERERERE3sJlZELvPolXhH7qfkhPx11ybdhREopzDopKsJr4GMdhTYdga7XmQUvSUBFaREREREREROR4cvsmVBHa9uzGFv8Dd/47cH0Lwo6TcFxxKdRsw8zCjgIb14JpHrQkDxWhRURERERERESOJy8fS6Qi9NMPAg536bvCjpKYikqh6WBcfPBgFeWQngGjxocdRSQiVIQWERERERERETmevPy4KEh2he3bg/3zOdyci3CFA8KOk5BccbA4IXEwksM2lMOo8cFYGJEkoCK0iIiIiIiIiMhxuEQqQj/7MPgduMtvCDtK4ioKitAW8uKEdqgRtm3GjZsSag6RSFIRWkRERERERETkePLyoekg1t4WdpKTssb92ItP486eixswOOw4iatvAWT3gZCL0GxYC2aaBy1JRUVoEREREREREZHjycsPvh7YH2qMU7EFj0JbK+4KdUGfDuccFJVgIY/jsMpyyMiEEeNCzSESSSpCi4iIiIiIiIgchztahG7cF2aMk7JDB7HnH8edOQd3ZJyE9JwrLoWakMdxVJbD6Am4jIxQc4hEkorQIiIiIiIiIiLH09kJvS/MFCdl/3gcDjfjrrox7CjJobgEDh7AGsPpfrfGA7B9i+ZBS9JREVpERERERERE5HiOFKEtTovQdrgJW/AYTD0bN3RE2HGSgisqDR6E1Q29YU2QQ/OgJcmoCC0iIiIiIiIicjxx3gltLz4NhxrxrlQXdMQcGWliteHMhbbKcsjMguFjQtm/SLSoCC0iIiIiIiIichwuqxdk9YrLIrS1tmDPPAQTp+NGjA07TvIo6Ae9s0PrhA7mQU/EpWsetCQXFaFFRERERERERE4kLz8+i9AvPweN+9UFHWHOOSgqwWpi3wltB/ZBzVaN4pCkpCK0iIiIiIiIiMiJ5OXH3Uxoa2vDnnkQxk7CjZ0Udpyk44pKoDb2ndBWeXQetBYllOSjIrSIiIiIiIiIyInk5sddJ7S9+jzsrVcXdLQUl8CBfdjBA7Hd74ZyyOoNw0bHdr8iMaAitIiIiIiIiIjICbg4G8dhHR3YU/fDiLEwYVrYcZKSKyoNHtRuj+l+raIcxkzEpafHdL8isaAitIiIiIiIiIjIieTlw6FGrKMj7CQA2JIXoX4X3pU3BvOLJfKKSwCw2tjNhbZ9DbBzu+ZBS9JSEVpERERERERE5ETy8sEMGveHnQTzO7Cn7oOhI+CMs8KOk7wK+kNWL6iJ3Vxo23B0HvQZMdunSCypCC0iIiIiIiIicgIuLz94EAcjOWz5q7BzB96V71YXdBQ5z4OiEqwmdp3QVJZD72woHRm7fYrEkIrQIiIiIiIiIiInEidFaPN97Im/w+ChcOY5oWZJBa6oBGpj2AldUQ5jJuHS0mK2T5FYUhFaREREREREROREjhShLexxHGXLYMfruCvejfNUqIy64hLY14A1HYz6rmzvHthdo3nQktRUhBYREREREREROZE46IQ2M/wn7oX+g3BnXxBajlTiikqDB7Xbo74vqywP9ql50JLEVIQWERERERERETmRXr0hIzPccRzrVsGWjbjLb9C4hlgpLgGIzVzoynLI7gMlw6O/L5GQqAgtIiIiIiIiInICzjnI7RtqEdp/4u9Q0B93zkWhZUg5/QZCZibURH8utFUemQetMSuSxFSEFhERERERERE5mbx8LKQitG1YAxvX4S69DpeREUqGVOQ8DwaXYLXR7YS2PXVQtxM3fkpU9yMSNhWhRUREREREREROJi8/tE5o/4l7Ibcv7vxLQtl/KnPFJVAb3U5ozYOWVKEitIiIiIiIiIjISbi8fGjcF/P9WnUlrFuFu/RduMysmO8/5RWVQEM91twUvX1UlkOfXBgyLHr7EIkDKkKLiIiIiIiIiJxMXj407sd8P6a79Z+8D/rk4uZeFtP9SsAdWZyQndujtg+rLIexk4LxHyJJTEe4iIiIiIiIiMjJ5OWD78Ohxpjt0rZWw+qluPnX4Hplx2y/8iZFpQBYlBYntLqdsGe3RnFISlARWkRERERERETkZPLyg68xnAttT94HvbNxF10Zs33KWwwYBOkZUBOdxQltwxoALUooKUFFaBERERERERGRk3AxLkJb7TZsxSLchVfhsnNisk95O+elweChWLQWJ6woh5w8KC6NzvZF4oiK0CIiIiIiIiIiJ3OkCG2xKkI/eT9kZOLmXxOT/cmJueKSqHRCm1kwD3rcZJxzEd++SLxREVpERERERERE5GRi2Altu2uxpS/i5l2Oy82L+v7kFIpKYM9urOVwZLdbtxP21msetKQMFaFFRERERERERE4mOwfS0mNThH76AfDScJdcG/V9yam54pLgwc7tEd2uVZYH29c8aEkRKkKLiIiIiIiIiJyEcw5y+0a9CG0Nddii53HnX4LLL4zqvqSLioJ5zVYT4bnQFeVBh/3goZHdrkicUhFaRERERERERORU8vKjPhPannkIMNyl10d1P9INA4uCLvgIzoU+Og/ajZuiedCSMlSEFhERERERERE5lbz8qHZC2/692MvP4s65CNdvQNT2I93j0tJg8BCsNoKd0LtqYH8DjNMoDkkdKkKLiIiIiIiIiJyCi3YR+rmHob0dd7m6oOONKyqJbCf00XnQKkJLClERWkRERERERETkVPLyoXE/ZhbxTVvjAeyFp3Bnn48bWBzx7ctpKiqB+l1Ya0tktldZDn0LYZB+15I6VIQWERERERERETmVvHzoaIemgxHftC18FFoO4654d8S3LafPFZeAGezccdrb0jxoSVUqQouIiIiIiIiInEpefvA1wiM5rOkg9vzjcOYcXHFpRLctEVIU/F4sEiM5dm4PjqHxGsUhqUVFaBERERERERGRU3DRKkL/40lobsK7Ul3QcWtQEaSlQQQWJ7QKzYOW1KQitIiIiIiIiIjIqRwpQtuB/RHbpB1uxhY8AlNm4kpHRWy7ElkuPQMGFmM1EShCV5ZBQX8YMDgCyUQSh4rQIiIiIiIiIiKnEoVOaHvpaTjYiHfljRHbpkRJUclpd0KbGVSu0TxoSUkqQouIiIiIiIiInEqfHHBexIrQ1tqCPfswTJiKGzU+ItuU6HHFJbC7Fmtr6/lGarbCwQOaBy0pSUVoEREREREREZFTcF4a5OZB476IbM9eWQD796oLOlEUlYD5sGtHjzehedCSylSEFhERERERERHpirx8LAKd0Nbehj39AIyeAGMnn34uiTpXXAKA1Wzt8Tassgz6DcT1HxSpWCIJQ0VoEREREREREZGuyMuPyDgOe/Uf0FCPd+WNmg2cKAYNDcax9HAutPk+bFirLmhJWSpCi4iIiIiIiIh0gYtAEdo6OrCn7odho2HSmRHJJdHnMjJgYBFW08PFCXe8DocaQUVoSVEqQouIiIiIiIiIdMWRIrSZ9XgTtuxlqNuJd5W6oBNOUUnPO6ErywDNg5bUpSK0iIiIiIiIiEhX5OVDWyscbu7Ry833sSfvgyHD4IyzI5tNos4Vl8DuGqy9rduvtYpyGDAY129AFJKJxD8VoUVEREREREREuiI3P/ja05EcKxdD7TbclTfiPJVkEk5RCXR0wO7abr3M/A7YqHnQktr0jiciIiIiIiIi0gUuLz940IMitJnhP/F3GDQEN2NORHNJbLjikuBBzdbuvXDbFmg6pHnQktJUhBYRERERERER6YrTKEJT/hps24y74gaclxbJVBIrg4eCc91enFDzoEVUhBYRERERERER6ZojRWjrZhHazPAf/zv0G4g7e27kc0lMuMws6D+o24sTWkU5DCzGFfSLUjKR+KcitIiIiIiIiIhIV+T2Bee63wldUQabN+AuvwGXnh6VaBIjxaVYN4rQ1tEBm9bhxqsLWlKbitAiIiIiIiIiIl3g0tKgT263i9D+E/dCfiFuzsXRCSYx44pKYOeOoLjcFVuroblJ86Al5akILSIiIiIiIiLSVXn53RrHYRvXQWU57tLrcBkZ0cslsVFUAh3tUFfbpad3zoMeOzmaqUTinorQIiIiIiIiIiJdlZcPjfu6/HT/yXshty/u/EujFklixw0pDR7UbO3S861yDQweissvjGIqkfinIrSIiIiIiIiISBe5vPwuj+OwLRthzQrcJdfisrKimktiZPBQAKzm1HOhrb0dNmoetAioCC0iIiIiIiIi0nXdKEL7T9wL2Tm4eZdHM5HEkMvqBf0GQlcWJ3x9E7Q04zQPWkRFaBERERERERGRLsvLh5bDWMvhkz7Ntm+GVUtwF1+N650dm2wSG8WlXeuEriwPHmgetAjpp/Pixx9/nOeffx7nHCUlJfzrv/4rra2t3HnnndTV1TFgwABuvvlmcnJyAHjooYd4/vnn8TyPm266iWnTpkXiZxARERERERERiY28/ODrgX0wYPAJn2ZP3g+9euMuviomsSR2XFEJtn415nfgvLQTPs8q10BxaTDCRSTF9bgTuqGhgaeeeorbbruN22+/Hd/3WbRoEQ8//DBTpkzhJz/5CVOmTOHhhx8GYPv27SxatIg77riDW2+9lXvuuQff9yP1c4iIiIiIiIiIRJ17cxH6BGznduy1f+IuvALXJzcmuSSGikugvQ3qdp3wKdbeBpvWaRSHyBGnNY7D931aW1vp6OigtbWVgoICli1bxty5cwGYO3cuy5YtA2DZsmXMmTOHjIwMBg4cyODBg9m0adPp/wQiIiIiIiIiIrFytAjduO+ET7En74eMDNz8d8YkksSWKy4NHtRuPfGTtmyE1hYVoUWO6PE4jsLCQq6++mo+85nPkJmZydSpU5k6dSr79++noKAAgIKCAg4cOAAEndNjxow55vUNDQ2nGV9EREREREREJIZy8wGwA/twx/lnq9uJLXkBd9FVGsOQrIqGAmA123DTZh/3KVahedAib9bjIvTBgwdZtmwZP//5z8nOzuaOO+7gpZdeOuHzzazL216wYAELFiwA4LbbbqN///49jZnQ0tPTU/Znl8SmY1cSlY5dSVQ6diVR6diVRKVjN7VZ3zx2A9ntbeQc5zg4cN//0uyl0e+9HyetX3wdJzp2I6eu/yAyG3bT9wT/f+7dXIk/fDT9RoyMcbLkpGM38fW4CF1eXs7AgQPJy8sDYNasWWzYsIG+ffuyd+9eCgoK2Lt3b+e/9+vXjz179nS+vqGhgcLCwuNue/78+cyfP7/zf9fX1/c0ZkLr379/yv7skth07Eqi0rEriUrHriQqHbuSqHTsCtl9aNq5g8NvOQ6soR7/+cdx585nrzmIs+NEx27k+IOKObx5E23H+f/T2trw15fhLrhU/39HiI7dxFFcXHzc7/d4JnT//v3ZuHEjLS0tmBnl5eUMGTKEmTNn8uKLLwLw4osvctZZZwEwc+ZMFi1aRFtbG7t376a2tpbRo0f3dPciIiIiIiIiIuHIy8eOszChPfsQmOEuuz72mSSmXFEp7NyG+f7b/3FzJbS1ah60yJv0uBN6zJgxzJ49m6985SukpaUxfPhw5s+fz+HDh7nzzjt5/vnn6d+/P7fccgsAJSUlnHPOOdxyyy14nsfHP/5xPO+01kUUEREREREREYm9vHx4SxHaDuzFXn4GN3serv+gUGJJDBWXQGsr7NkNAwYf809WuQac0zxokTfpcREa4MYbb+TGG2885nsZGRl84xvfOO7zr7vuOq677rrT2aWIiIiIiIiISKhcbj62fcsx37PnHoW2dtxlN4QTSmLKFZdiADXbjlOELoeSEbg+OaFkE4lHakUWEREREREREemOt3RC26FG7B9P4s46Dzd4SGixJIaKhgJgtVuP+ba1tUJVhUZxiLyFitAiIiIiIiIiIt2Rlw/Nh4KCI2ALH4OWZtwV7w43l8SMy86B/MKgE/rNqiqgvU1FaJG3UBFaRERERERERKQ78vKDrwf2Y81NQRF6+mzckGGhxpIYKyrBao8tQgfzoD0YMymkUCLxSUVoEREREREREZFucJ1F6H3YC09C0yG8K2886Wsk+bjiUqjdhpl1fs8qy6B0JC67T4jJROKPitAiIiIiIiIiIt1xpAht9buwZx+GyTNww0aHGklCUFwCLYehoQ4Aa2mB6g248RrFIfJWKkKLiIiIiIiIiHTH0SL0k/fBwQPqgk5Rrqg0eHB0LnTVeuho1zxokeNQEVpEREREREREpDuOjuPYvhnGTcGNnhBqHAlJ0VAArHZr8LVyDXgejJkYZiqRuKQitIiIiIiIiIhIN7jMLOjVG0Bd0CnM5eQFH0gc6YS2yjIYNhrXKzvcYCJxSEVoEREREREREZHu6jcQRo2H8WeEnUTCVFSC1W7DDjfDlo0axSFyAulhBxARERERERERSTTev90KvXrjnAs7ioTIFZdgi1+ATeuho0NFaJETUBFaRERERERERKSb3IDBYUeQeFBcCs1N2JIXIC0NNB9c5Lg0jkNERERERERERKQHXFEpAPbaP2H4GNyRWeEiciwVoUVERERERERERHqiuCT42t6uURwiJ6EitIiIiIiIiIiISA+43L6Qkxc8VhFa5IRUhBYREREREREREemp4hJIS4dRmgctciJamFBERERERERERKSH3PmXwtgpuKyssKOIxC0VoUVERERERERERHrImz0v7AgicU/jOEREREREREREREQkalSEFhEREREREREREZGoURFaRERERERERERERKJGRWgRERERERERERERiRoVoUVEREREREREREQkalSEFhEREREREREREZGoURFaRERERERERERERKJGRWgRERERERERERERiRoVoUVEREREREREREQkalSEFhEREREREREREZGoURFaRERERERERERERKJGRWgRERERERERERERiRoVoUVEREREREREREQkalSEFhEREREREREREZGoURFaRERERERERERERKJGRWgRERERERERERERiRoVoUVEREREREREREQkalSEFhEREREREREREZGoURFaRERERERERERERKJGRWgRERERERERERERiRoVoUVEREREREREREQkalSEFhEREREREREREZGoURFaRERERERERERERKLGmZmFHUJEREREREREREREkpM6oePYV7/61bAjiPSIjl1JVDp2JVHp2JVEpWNXEpWOXUlUOnYlUenYTXwqQouIiIiIiIiIiIhI1KgILSIiIiIiIiIiIiJRoyJ0HJs/f37YEUR6RMeuJCodu5KodOxKotKxK4lKx64kKh27kqh07CY+LUwoIiIiIiIiIiIiIlGjTmgRERERERERERERiRoVoUVEREREREREREQkalSEFhEREREREREREZGoURFaRJKW7/thRxAREZE4d3SJHC2VIyISO7pWE0k9KkKLSNKpr68HwPP0FieJS8UQSVQ6diWRrFy5kgcffJD29nacc2HHERFJerpWk2Sg892e0X/1clL6dFISzZIlS/j3f/93FixYEHYUkW7r6Oigvb0doLMYohMciXcHDhygoaGBTZs2AaiQJwlj0aJF3HbbbTzzzDOsWLEC0HuuJBZdq0mi0bWaJDJdq52+9LADSPx59dVX2bRpEx/60IfwPA/f9/UppSSEJUuWcMcddwCwfft2Dh8+TK9evUJOJXJqFRUVlJeXU1ZWRmZmJsOHD2fq1KlMnDiR9PR0vQ9L3CovL+epp55i8+bNNDQ0cMkll3DDDTeQn5+PmakgLXHr1Vdf5cc//jEA+/fvp6ysjLPPPlvHrMQ9XatJotK1miQqXatFjorQcoxXX32Vu+66C4CMjAze+9736uRGEsKbT2rOPfdcrrzyyuOe1KgoIvFm6dKl/OIXv6ClpaWzo2nNmjW89tprTJ06lQ9+8INkZmbqfVjiztKlS/npT39Ka2tr5/eee+45evfuzQc+8AG910rcWrJkSef57lGLFi3iwgsvZNSoUeGEEukCXatJotK1miQqXatFlorQ0um1117rPKlJT0/noYcewvd93v/+9+vkRuLa4sWLufPOO4HgpOZDH/oQBQUF7Ny5k4aGBpqbmxk2bBiFhYV4nqeTG4kbK1as4PbbbwegtLSUjo4OampqMDN27tzJ7t272bdvH5/97GfJzMzUsStx47XXXus8dnv16kV6ejoHDx4Egm6R9vZ20tPfOM3UsSvx4s2FkPPPP5/t27ezefNmWlpaqK2tZdSoUTrnlbikazVJVLpWk0Sla7XIUxFaANiyZQv/93//B0B+fj779u0D4NFHHwXQyY3ErVdeeYWf/OQnAJx33nl86EMfIj8/n3vvvZdly5axbds2zIxRo0Yxbdo0rrvuOtLT0/UHQkJXV1fHvffeC8DZZ5/N9ddfz9ChQ7n33nt57LHHMDPMjCVLlpCTk8PHPvaxY4p6ImFZv349P//5zwGYM2cOs2bNYuDAgfz0pz+lpqaG3NxcampqOHjwIKWlpWRnZ+uiUuLC0qVLjylA33jjjSxdupStW7fS3t7OY489xplnnkl2dnbISUWOpWs1SVS6VpNEpWu16NBfKKGlpYWlS5dSU1PDyJEjufzyyxk7diwQdC49+uij/OUvfwGCFWw7OjqOeb0GsUtYNm7cyM9+9jMAsrOzOffcc8nPz+fuu+/mgQce6Dypcc5RVVXFs88+y9/+9jc6Ojp0UiOh27NnDzU1NQCMGzeO4cOHk56ezvXXX8+QIUM6T2yAzhlkoPdcCVdDQwOPP/44TU1NzJw5k+uvv55Zs2ZRUlJCXl4eEBSp77rrLr797W/zgx/8gCeffFLvuxK6xYsXd3YzXXDBBdx4440MHDiQadOmdR6bjY2N7N69G9CCbxI/dK0miUrXapLIdK0WHSpCC57nkZ+fT2FhIdOnT+eyyy7jhhtuYNy4ccDbT27S0tI4fPgw27dvp729Heec/kOTUPTu3ZuZM2eSk5NDU1MTv/3tb/nNb37DggULcM5RWFjI0KFDj7m4XLlyJTt27Ag5uUiwIEtLSwsAGzZs6LxobG9vx/d9evfuzciRIwHYvXs3q1atAtBJuYSutbWVwYMHc+GFF1JUVIRzjrKyMioqKgBoamrqfJ/dsGEDL774IpWVlYBOzCUc7e3tbN68GQi699/97nczcOBAAIYOHcrcuXOB4ILzhRdeAFA3qcQNXatJotK1miSio++XulaLDvWKCxkZGZx11lnk5+dzxhln0KtXLyZMmMC1117Lww8/TGVlZefJjed5vPe972XDhg08+OCD5OXl8fnPf163HUgohg4dyvve9z7uv/9+Vq9ezZ49e1i4cCGe5/G+972PqVOnMmzYMB577DEefvhhDh48yPbt26murqa0tDTs+JLi+vfv3/l43bp13HXXXcyaNYsFCxawY8cORo4cyYUXXsiOHTtoaWlh9erVNDc3k5WVpeKIhKawsJD3vOc9rFu3jqlTp5KWlsaKFSv44Q9/CMDIkSMpKiqivb2dJUuWALB161aqq6uZOHGiTswlFOnp6VxxxRWMGjWK4cOHdxagjxo5ciQLFy4Egs69ffv2kZ+fH0JSkbfTtZokKl2rSSI6eq6qa7Xo0F+jFPTm+UpH54YVFBRw1lln4Zyjo6ODzMxMzjjjDIBjTm4efvhhamtrqa+vZ9OmTfTv35+DBw/qRF1i4njHbnFxMddddx0QLNjS0tLCVVddxYUXXkhOTg4AV199NWvWrOn8dLK1tTWU/JK6jnfslpSUMH36dFauXEljYyNLly5l5cqVtLW10bdvXz71qU8xfPhwnnnmGbZv305bWxugT9clfKNHj2bkyJGdJ9hbtmwB4Mwzz+Td7353Z1fID3/4Q5YvXw5Ac3NzKFlFjr7n9u3bt/Nc963mzp3Liy++yIYNG9i0aRPV1dWceeaZIaQVOfG12tlnnw2gazWJWye6Vrv++usBXatJ/DresVtaWqprtShQEToFHTp0CN/3OXToEOnp6QwYMAAI/mPxfZ+0tDQg6Bo5enLzyCOPUFFRgZnx2muv0d7eTk5ODl/72td0UiMxc6Jjd+jQoZ2F6B07djB16lRyc3OB4A9KW1sb7e3tABQUFDBq1KhwfgBJWW8+dtPS0hg4cCD9+vVj3rx5HDp0iA0bNgB0ntR88pOfZPjw4TQ0NHDw4EEAhgwZQu/evcP8MSQFNTU1HXeRtjd3eFx33XUMHTqU4uJihgwZAgQzTI/etlhYWMjkyZOBY0/yRaLp6LH75kUxj3fsmVnnB4NH34tfeOEFJk2aREZGhrqZJOZaWlrwfZ/m5mb69OlDr169gDcKI7pWk3h1omN3yJAh3HDDDYCu1SQ+He/YLSws5LzzzqO5ublz5Jyu1U6fitApZvXq1Tz++ONs3bqVgwcPkp2dzTnnnMMFF1zAiBEjSEtL6zzBMTPS09OZPn067e3tHDx4kJqaGtrb2+nTpw/f/va3Oy82RaLtRMfu+eefz4gRIxg6dCjXXHMNO3fu7Cx2QHDCXlVVxZ49ewAoLS1l0KBBYf0YkoKOd+zOmjWL+fPnM3v2bIqLi1m3bh07duygX79+nHvuuQwYMICOjg6qqqqA4FbcCRMmdM4oUxFPYmHRokWsWrWKq6666oS3xR4t7h3t0INgVl5VVRW7du0CYPjw4ZSUlAA6diU23nrsnuy4c86RlpbGpZdeyiuvvMLhw4fZsmULhw8fJisrK4apRYLFrZ577jmqqqo4dOgQkydP5oILLuDss89+2wciulaTeHKyYxeguLiYa6+9lpqaGl2rSVw53rF73nnnMXv2bM477zwGDRrEli1b2Lp1q67VIkBF6BSybNkyfvSjHx3zvQMHDvDMM89QVVXFeeedx/z588nIyDimU+loh4jv+/i+T58+ffjOd77D0KFDw/gxJAWd6tg999xzmT9/PsOHD2f48OGdz2lsbKS8vJwnnniC2tpa8vPz+djHPtZ565dItJ3o2H3uueeorq5m3rx5XHjhhW8r8DU2NrJp0yYefvhh9u3bx9ChQ7ngggt0QiMx8+qrr/LjH/8YgMzMTC699NLOQvKbvfXWxaamJtauXcsjjzxCbW0t/fv35yMf+YjedyVmunrsvpmZ0a9fP8aOHcu6devYtWsXCxcu7LzLSiQWli5dyo9//OPOjlCA5cuXs2vXLvr06cOkSZOOeb6u1SRedPXYLS0tPeacV9dqErZTHbtTpkxhzJgxjBkz5pjX6Vqt51SEThHr16/npz/9KQBTpkwhPz+f+vp61q9fD8CmTZs4ePAgbW1tXHHFFZ2LV/i+z7p16/jrX/9KTU0NOTk5fPvb39ZJjcRMV4/d9vb2tkgA4wAAHJ9JREFUzmO3tbWVJUuW8Oijj9LY2MjevXspKiriP/7jPxg8eHCYP46kkFMdu0c/bW9ububKK6/sfN/duXMnjz76KOXl5ezevZv8/Hy+9KUvHbM4hkg0rVq1irvuuqvzfz/33HP4vs/ll19+wmKe53ls2bKFp59+mo0bN7J9+3by8/O59dZb9b4rMdOTYxeCYl5OTg6zZs2irKyMXr16MWfOnBgkFgmsWrWK22+/HYA+ffrQ1tZGa2srvu+zfft2KioqmDRp0ttGGulaTcLW1WP36IfVENwx9eqrr+paTUJ1qmN3w4YNTJky5ZhjF3StdrpUhE5yZoaZsXz5ctra2igtLeXDH/4wJSUlOOf4/e9/z0svvcShQ4fYuXMnL7/8MgMHDmT27Nmdr29ubmb79u2kpaXxne98R7d1SUyczrGbnp5OS0sLW/9/e3cbHFV593H8d3Y3uHnYEMICIUlJACFIGEUtaEGsUEEH1KpU27FTa5HqtKJOmTJ9ZyEzHWzHB1q1L+qgM1JmaovWioIgWFQUizVQnoQQQlwiYoBsQkgIZPec+wWT0yB4V4Hs5s9+P692k03mHPK9mN3rnHOdWEyRSETjx4/Xj370Iw0cODDdu4UM8HXbXb9+vQYNGuT/v9vR0aE9e/aopaVFI0eO1AMPPMAbcqTMvn379Je//EWS1LdvX7W0tEiS1q5dK0m68cYb/bOYuk+GdHR06IMPPtA///lPSdKIESM0Z84c2kXKnG273Z+PGDFCo0aN0k9/+lPaRcrU1tZq8eLFkqQJEyZo/PjxGjBggF577TVVV1fr+PHj+ve//63vfve7CgQCp7XLZzWky9dtt0sgEOCzGtLqbNuV+Kx2rpiEvsB13WywpqZGruuqvb1d+fn5/puXe+65R7m5uVq1apVaW1sVi8W0fv16f92xYDCoUaNG6YEHHtDIkSMZXEiZc233+uuvVzQaleu6GjlyJJd1IWXOtt1x48YpGAyqvLxcDz74oGprazV27FhuKISUSSQS+vDDD7V3715dfPHFmjFjhlatWuXfjOWLk3ndJ0LC4bAmT56snJwctbe3a9q0aSosLEzLfiDznEu70n+XNRgyZIh++ctf+jfMAnpae3u71q9fr8bGRl1yySW67bbbVFpaqkAgoLvuukvbt2/X8ePHFQgE/CumuuOzGtLlXNrlsxrS6Vz/3+Wz2rnhds8Z4MSJE+rs7JQkJZNJbdu27ZQ1b+644w5NmTLFf/7hhx/q/fff959HIhFNmjSJNzVIuXNtd+zYsbriiit4U4OUO5t2N2zYIOnkWU1d64rxpgapFAqFVFlZqVAopGHDhmnChAn61a9+pUsuucR/zdq1a/XGG28oFotJOjn5V1dXp6amJg0aNEjTp0/XzJkzmYBGSp1tu3v37vVvhiWdnIxmAhqpdOLECb/B4cOH+xMhiURCAwcO9O910v09hOd5/pn+Ep/VkB7no10+qyEdzke7fFY7e0xCZ4Ds7Gz/ZgDxeFxr165VLBbz79wpSXfddZd/KbjjOKcMsK6vAal2PtoF0uFc2u36//aLl34BPc3zPFVUVGjhwoX64Q9/KEnKycnR3LlzT5vMW7Vqlerq6rRt2zY99dRTeuqpp9TY2KhQKKSsrKx07QIy1Nm2+4c//EFPP/20Ghsb07XpyHAFBQW66qqrNG7cOE2fPl2BQECe5/ln3wWDQUknb7IpSZ2dndqzZ48WLVqkZcuW+b+Hz2pItfPVLpBq56tdPqudHf7VMkR5ebk/qHbs2KEXX3xRsVhMruv6r5k2bZr69Okjz/PU3Nycpi0FTkW7sIp2YU33JQnC4bBc15XrusrPzz9tMm/NmjV68cUXtXTpUu3fv187d+484yWLQCrQLizqOjB9zTXX6Hvf+54ikYhc1/WX9ZLkH6Du37+/JKm+vl5LlizRjh079Oabb6qtrS09G4+MRruwinbTj0noDHHNNdfouuuu859v3rxZf/7zn7Vt2zZ/IB48eFCe5yknJ0cVFRVp2lLgVLQLq2gX1gUCAQUCAX8y7xe/+IVGjx7tf3/r1q2KxWLKz8/XY489xhIc6DVoFxY4juO/HygvL1efPn38M+scx1EymdSxY8cknWz6k08+0QsvvKCdO3cqEonokUceUW5ubtq2H5mLdmEV7aYfh/0zQDKZVDAY1OzZs9XW1uavO7plyxbF43GVl5eroKBA27dvV2dnp0pLSzV8+PA0bzVAu7CLdnEhCQQCSiaT6tu3r+bMmaOFCxdq//79SiaTys3N1a9//WuVlJSkezOB09AuersvW0bDcRwFg0EFg0EFAgG1trZq8eLFqqmpUV5enhYsWEC7SCvahVW0m15MQmeAYDAoz/PkOI7mzJkjx3H0/vvvKxAIaN++fdq3b5//2oKCAj300EPq169fGrcYOIl2YRXt4kLhuq4CgYCCwaA6Ojp08OBBBYNBfxKvqqpKpaWl6d5M4DS0C6u6DmQfPXpUR48eleu6+vjjj9XZ2am8vDxVVVUxEYJeiXZhFe2mDstxZIimpiZ99NFHCoVCevjhh3XnnXdq1KhR/vej0ajGjh2rBQsWqLi4OI1bCpyKdmEV7cKqpqYmVVdXS5J/sxZJqq2t1XPPPaf6+nr/DTmTeOhNaBdWdW+366ZYx44dU3t7u6STN8bKzc3lTDz0OrQLq2g3PTgT2rCus+yk/57tcSbNzc1avny5Vq5cqalTp2r27NmaOXOmpk2bps8//1xHjx7VoEGD1LdvX+Xk5KRyF5ChaBdW0S6s+jrtvvrqq1q5cqVuuOEGzZo1y/+5SCSiTz75RNnZ2ZwRgpShXVh1Lu1KJy8Nr6io0NatW/12OXiCVKBdWEW7vR+T0IYlk0klk0lJJwdYdnb2aa+Jx+P+RIgkDRw40P9eJBJRJBJJzcYC3dAurKJdWHU27Uaj0VO+X1ZWpt/85jfKy8tTUVFRz280INqFXefabjQa1YQJE+R5nn7yk58wEYKUoV1YRbu9n+N1XacGU7Zt26a33npLu3fvlud5ys7O1vTp0zVmzBgNGDBA0smjOy+99JJWr14tSbr33ns1bdo0SaceIQJSiXZhFe3CqnNttwsNI9VoF1ada7vdz+A7duzYGSdSgJ5Au7CKdm1gEtqgjRs36sknn5Truqd97+qrr9a3v/1tXXHFFaqrq9Njjz2mw4cPa9asWbrhhhsk/f+XJQA9iXZhFe3CKtqFVbQLq85Xuxw8QarRLqyiXTtYjsOYrVu3atGiRXJdV8OHD1d2drZisZiOHDkiSfrggw/U1NQkz/N05ZVX6tZbb1VeXp4mTJggiTfkSB/ahVW0C6toF1bRLqw6n+0yEYJUol1YRbu2MAlthOd56uzs1DvvvKNkMqmKigrdd999Ki4uVnNzs55++mnV1NSos7NTNTU1WrFihaLR6CmXI/KGHOlAu7CKdmEV7cIq2oVVtAuraBdW0a5N/Gsb4TiOEomEampq/OclJSUKBAIqLCzUQw89pCuuuEJ9+vSRdHI9nA0bNkg6OTg9z2NwIS1oF1bRLqyiXVhFu7CKdmEV7cIq2rWJf3FD2tradPz4cf9x12DzPE8FBQWaNWuWKisr/dcvX75c9fX1chyHywqQVrQLq2gXVtEurKJdWEW7sIp2YRXt2sMktCHRaFRlZWWSpH379umdd97R4cOH5TiOP8juu+8+DRo0yP+ZpqamdG0u4KNdWEW7sIp2YRXtwirahVW0C6to1x4moXspz/PO+PURI0b4j9esWaOVK1cqHo/7g6ywsFC33nqrAoGAEomEDh06lKpNBiTRLuyiXVhFu7CKdmEV7cIq2oVVtHthYBK6l0okEpJOLpTexXEc3XTTTRo6dKj/teXLl+sf//iHYrGYfzlBc3OzXNdVQUGBLr744tRuODIe7cIq2oVVtAuraBdW0S6sol1YRbsXBiahe6H33ntPjzzyiOLxuAKBgD/IXNdVOBzW3LlzVVRU5L9+5cqVWrp0qZYtW6YVK1boo48+kiQVFRUpGo2mZR+QmWgXVtEurKJdWEW7sIp2YRXtwiravXA43ped04602LBhgxYtWiRJGj16tB5++GEVFBTIdV1/sAUCATU0NOjxxx/X/v37T/n5UCikRCKhgoICzZ8/X4MHD07DXiAT0S6sol1YRbuwinZhFe3CKtqFVbR7YWESuhfZtGmTHn30UUnyB1NFRYXmzp17yiDzPE+O4+jo0aP605/+pFgsps8++0ySlJ+fr8GDB+tnP/sZgwspQ7uwinZhFe3CKtqFVbQLq2gXVtHuhYdJ6F5i3759+uMf/6i6ujoVFRXpwIED/vfONMiSyaSCwaA6Ozt18OBB1dXV6cSJEyotLdXgwYMViUTSuDfIJLQLq2gXVtEurKJdWEW7sIp2YRXtXpiYhO4FEomE1q1bp2effVbFxcWaMWOG9u7dqzVr1viv6T7IugZX12AD0oV2YRXtwirahVW0C6toF1bRLqyi3QsXf51eIBQKaeDAgaqoqNDll1+uKVOm6KabbtLUqVP91+zatUtPPPGE4vG4gsGgOjo6VFtbq08//VSSxLEEpAPtwirahVW0C6toF1bRLqyiXVhFuxcuzoTuJVzX1Z49e/SNb3xD4XBYktTQ0KA33nhDb775pv+6iooKzZkzR01NTVqyZImam5s1b948lZeXp2nLkeloF1bRLqyiXVhFu7CKdmEV7cIq2r0wMQndC3Qtot6l+yUEZxpkJSUlysrKUn19vfLz87Vw4UJFo9GUbzdAu7CKdmEV7cIq2oVVtAuraBdW0e6Fi0loAxoaGrR69WqtWrVKkhQMBpVMJhWJRLRgwQKVlJSkeQuBM6NdWEW7sIp2YRXtwirahVW0C6to1y7WhO7Fuo4PlJaWavLkybr88ssVCoWUTCaVm5ur+fPnM7jQK9EurKJdWEW7sIp2YRXtwirahVW0ax+T0L2M67r+467LDxKJhFpaWnT48GElEgnl5uaqqqpKpaWl6dpM4DS0C6toF1bRLqyiXVhFu7CKdmEV7V5YmITuRZqbm7V582Y1Njae8vX6+notWbJEsVhM+fn5DC70OrQLq2gXVtEurKJdWEW7sIp2YRXtXniYhO5hX1xy+8uW4I7H43rppZf0u9/9Tq+99po6Ojr87wWDQQWDQWVlZWn+/PkMLqQE7cIq2oVVtAuraBdW0S6sol1YRbuZLZTuDbjQOY6jRCIhz/OUlZXlXz7Q/e6ezc3NevXVV7V69WpJUnl5ucLhsP87ysrKdO+99yoajap///6p3wlkJNqFVbQLq2gXVtEurKJdWEW7sIp2M5vjfdlhB5yzjz/+WJs2bdLWrVuVlZWl0tJSXXnllaqsrFQ4HJbrumppadGyZcu0Zs0aSdK9996radOm+b/D8zx/UAKpQruwinZhFe3CKtqFVbQLq2gXVtEumITuIRs3btQzzzyjEydOyHVdOY4jz/M0YMAAjR49Wnfffbfy8vL06aefau7cuZJOHVzdjwIBqUS7sIp2YRXtwirahVW0C6toF1bRLiQmoXvEpk2b9Oijj0o6edmAJMVisVPu6nnppZfqoYceUiQSUXV1tQ4ePKgbbrhBEoML6UO7sIp2YRXtwirahVW0C6toF1bRLrowCX2eHT58WE888YRqa2s1btw43XHHHSorK9Mrr7yiv/3tb0okEv4Rn4kTJ2r27NnKycnxf57BhXShXVhFu7CKdmEV7cIq2oVVtAuraBfd8Zc8z+LxuBoaGiRJw4YNU1lZmSTp5ptv9h93zfvv2rVLW7ZskST/CBCDC+lCu7CKdmEV7cIq2oVVtAuraBdW0S664695njU0NKijo0OSVFNT4z8+fvy4jh8/rnA4rBEjRkiSDh06pOrqakkMLKQf7cIq2oVVtAuraBdW0S6sol1YRbvoLpTuDbjQDBw40H9cU1OjJ598UuPHj9c777yjhoYGDR06VNdff70aGhp07Ngxbd++XUePHlVOTg6DDGlFu7CKdmEV7cIq2oVVtAuraBdW0S664y96HnRfVru0tFRXXXWVAoGA2tratHnzZj333HPauXOn+vbtq/vuu0/XXXedBg8eLEk6ceKEPM+T4zjp2nxkMNqFVbQLq2gXVtEurKJdWEW7sIp28WWYhD4HbW1tkuQvoi5J+fn5uvbaa1VZWekPmkQioYKCAt1///0aNmyYmpubdeTIEUnSkCFDFIlEGGBIKdqFVbQLq2gXVtEurKJdWEW7sIp28b+wHMdZev/99/Wvf/1Lt9xyi4YPHy7Hcfy7dn7zm99UNBrVvn37tHfvXkWjUY0fP17RaFTJZFJ79uxRMplUKBRSRUWFXNeV4zgMMqQE7cIq2oVVtAuraBdW0S6sol1YRbv4KpiEPgsbNmzQ73//e0nSRRddpBtvvFHDhg1TIBDwB1l5ebnKy8s1adIk/+eOHDmi2tpavfzyy4rH4youLtaUKVNY5wYpQ7uwinZhFe3CKtqFVbQLq2gXVtEuviomob+mzZs3a9GiRf7zt99+W67ravr06f4gO9P6NZ9//rn+/ve/a/v27WpsbFS/fv00b948RaPRFO8BMhXtwirahVW0C6toF1bRLqyiXVhFu/g6mIT+GhoaGvTXv/5VktSvXz/F43FJ0rvvvitJ/iDrWv+m+yBLJpNqaGhQa2urKioq9POf/1xFRUWp3wlkJNqFVbQLq2gXVtEurKJdWEW7sIp28XU5XvfbVuJLJZNJvf7661q6dKmGDRum2267TWvXrtXmzZv910yaNEkzZszQ0KFDT/nZrsF24MAB1dbWasyYMSooKEjtDiBj0S6sol1YRbuwinZhFe3CKtqFVbSLs8FCK19RMBjUZZddpuzsbA0dOlTjx4/XvHnzNHbsWP817777rl5//XXV1dVJkr/AemNjo1zXVVFRkSZOnMjgQkrRLqyiXVhFu7CKdmEV7cIq2oVVtIuzwZnQX1HXYuoHDhxQQUGBwuGwJKmjo0OLFi3Spk2b/Ndee+21mjp1qtra2vTCCy8oHA7rwQcfVHFxcbo2HxmMdmEV7cIq2oVVtAuraBdW0S6sol2cDSahv6Ivrl/juq4kKRAInHGQVVZWqrW1VbFYTIFAQM8884wKCwtTvt0A7cIq2oVVtAuraBdW0S6sol1YRbs4G0xCf4lDhw6publZjY2NKiws1KBBg9SvXz9J/z3i0/3xFwdZMBhUMplUfn6+5s+fr5KSkrTtCzIL7cIq2oVVtAuraBdW0S6sol1YRbs4H5iEPoPq6mq9+OKL+uyzz3T8+HFJ0sUXX6wrr7xSt99++2mvTyaTCgaDam1t1cKFC1VfX69kMqnc3FxVVVWptLQ01buADEW7sIp2YRXtwirahVW0C6toF1bRLs6XULo3oLf58MMP9dhjj/nPHceR53mqq6tTbW2tDhw4oNmzZ6tPnz7+EZ5gMKiOjg41NDTIdV0GF9KCdmEV7cIq2oVVtAuraBdW0S6sol2cT0xCd7Nnzx49++yzkqSrrrpKI0eO1MGDB7Vjxw7FYjFJ0ttvvy3XdTVnzhwFAgF/kNXV1en5559XLBZTXl6eFixYwOBCytAurKJdWEW7sIp2YRXtwirahVW0i/ONSehu9uzZo/b2duXk5Og73/mOLrvsMrmuq+3bt+uVV17Rtm3bJEnvvvuu8vPzdffdd/vr3hQWFmr//v0Kh8OqqqpifRukFO3CKtqFVbQLq2gXVtEurKJdWEW7ON+YhO5my5Yt6uzsVHZ2toqLiyWdvLNnZWWl8vLytHTpUm3dulWStG7dOl166aUaO3asXNdVUVGRfvvb3yorK0uDBg1K524gA9EurKJdWEW7sIp2YRXtwirahVW0i/MtkO4N6E0GDBggSTpy5Iheeukl/+uBQEDl5eW68847NXLkSElSW1ubf/mB4zhyXVelpaUMLqQF7cIq2oVVtAuraBdW0S6sol1YRbs43zJ2EtrzvNMedw0wSVq/fr2WLVvmP3ccR0OHDtWkSZOUl5cnSdq5c6cSiYQk+ZccAD2NdmEV7cIq2oVVtAuraBdW0S6sol2kQsZW0dbWpiNHjigWi6m1tVWSNHXqVI0ZM0aS1NnZqdWrV+vll1/2fyYrK0ujR49WMpmUJOXk5CgUCslxnNTvADIW7cIq2oVVtAuraBdW0S6sol1YRbtIhYxcE3rLli1asWKF6uvrFY/HNWbMGH3rW9/S9ddfr8mTJ+vw4cP67LPP1NLSouXLl6u1tVU//vGP1dHRoaamJmVnZ6uzs1PDhw+XdPIoEYMMqUC7sIp2YRXtwirahVW0C6toF1bRLlIl4yahN27cqCeffFKu6/pf27ZtmxobGxWNRnX11VersbFR69at0+eff6729natWLFCu3fv1kUXXaSWlhY1NTWpuLhY48aNkyQGF1KCdmEV7cIq2oVVtAuraBdW0S6sol2kUkZNQm/evFmPP/64JCk/P1+JRELt7e2SpMbGRlVXV2vs2LGaMWOGwuGw3nvvPdXW1kqSdu/e7f+ewsJCzZs3T9FoNPU7gYxEu7CKdmEV7cIq2oVVtAuraBdW0S5SLWMmoevq6vT8889LkiZOnKiJEyeqpKREr732mt577z21t7frP//5j9ra2pSbm6tp06Zp9OjReuutt1RdXa14PK6SkhINGTJEd9xxB3f4RMrQLqyiXVhFu7CKdmEV7cIq2oVVtIt0yIhJ6I6ODn3wwQc6cOCARo4cqZtvvlllZWUKBAL6wQ9+oO3bt6u9vV2hUEi5ubnyPE+hUEjl5eWaNWuWbr/9diUSCRUUFMh1XfXp0yfdu4QMQbuwinZhFe3CKtqFVbQLq2gXVtEu0iWQ7g1IBcdxFI/HJUllZWUaMmSIAoGAEomE8vLyVFpaKklyXVfJZFKO48jzPB06dEiSVFBQoH79+ikUCikrKytt+4HMQ7uwinZhFe3CKtqFVbQLq2gXVtEu0iUjzoS+6KKLNHPmTLmuq1tuuUXBYNA/kiPJHzRdzzs7O/XJJ5/ohRdeUElJie6//34Fg0FJLLCO1KJdWEW7sIp2YRXtwirahVW0C6toF+mSEWdCS1JRUZHuuece5efny/M8OY7j3/2zpaVFktS/f38Fg0HV19dryZIl2rVrlzZu3KgjR46kc9OR4WgXVtEurKJdWEW7sIp2YRXtwiraRTpkxJnQXSKRyCnPuwbZ0aNH/ed79+71B1ckEtGCBQuUn5+fjs0FfLQLq2gXVtEurKJdWEW7sIp2YRXtItUyahL6ixzHkeM4CoVCchxH7e3tWrx4sXbv3q28vDwtWLBAJSUl6d5M4DS0C6toF1bRLqyiXVhFu7CKdmEV7aKnZfQktCSdOHFC7e3t8jxPtbW1/kLsVVVVDC70arQLq2gXVtEurKJdWEW7sIp2YRXtoidlzJrQX6atrc1fzyaRSCg3N5ejOzCBdmEV7cIq2oVVtAuraBdW0S6sol30pIyfhM7OzlZlZaUkKRwOq6qqSqWlpWneKuB/o11YRbuwinZhFe3CKtqFVbQLq2gXPSnjl+MIh8P6/ve/r0QiobvuuovBBTNoF1bRLqyiXVhFu7CKdmEV7cIq2kVPcjzP89K9Eb1BIpFQKJTxc/IwiHZhFe3CKtqFVbQLq2gXVtEurKJd9AQmoQEAAAAAAAAAPSbj14QGAAAAAAAAAPQcJqEBAAAAAAAAAD2GSWgAAAAAAAAAQI9hEhoAAAAAAAAA0GOYhAYAAAAAAAAA9BgmoQEAAAAAAAAAPYZJaAAAAAAAAABAj2ESGgAAAAAAAADQY/4PtDudeGZEV60AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "time_series = df.groupby(['login_date']).mean()\n",
    "\n",
    "def visualize_sessionDuration(df, title):\n",
    "    with plt.style.context('ggplot'):\n",
    "        plt.figure(figsize=(25,10))\n",
    "        plt.plot(df['session_duration'], label='Session Duration')\n",
    "        plt.suptitle(title,fontweight=\"bold\",fontsize=18)\n",
    "        plt.xticks(rotation=45,fontweight=\"bold\",fontsize=18)\n",
    "        plt.legend(loc=2)\n",
    "\n",
    "visualize_sessionDuration(time_series,\"\\nTime Series Analysis Of Session Duration For October 2019\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Add the day of the week column to the dataframe to understand trends by weekday and weekend "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 706,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>session_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>login_date</th>\n",
       "      <th>projects_added</th>\n",
       "      <th>likes_given</th>\n",
       "      <th>comment_given</th>\n",
       "      <th>inactive_status</th>\n",
       "      <th>bug_occured</th>\n",
       "      <th>session_projects_added</th>\n",
       "      <th>session_likes_given</th>\n",
       "      <th>session_comments_given</th>\n",
       "      <th>inactive_duration</th>\n",
       "      <th>bugs_in_session</th>\n",
       "      <th>session_duration</th>\n",
       "      <th>day_of_week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>624205.0</td>\n",
       "      <td>80746.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1564.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>624241.0</td>\n",
       "      <td>24520.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1766.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>111002.0</td>\n",
       "      <td>32047.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2230.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>545113.0</td>\n",
       "      <td>23404.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>633.0</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>750269.0</td>\n",
       "      <td>40235.0</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1405.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1679.0</td>\n",
       "      <td>Wednesday</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>944212.0</td>\n",
       "      <td>40572.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2255.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>558332.0</td>\n",
       "      <td>87323.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1692.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>643880.0</td>\n",
       "      <td>51243.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>844518.0</td>\n",
       "      <td>23083.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1113.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>933954.0</td>\n",
       "      <td>38459.0</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>299 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     session_id  customer_id login_date projects_added likes_given  \\\n",
       "0      624205.0      80746.0 2019-10-30          False        True   \n",
       "1      624241.0      24520.0 2019-10-30           True        True   \n",
       "2      111002.0      32047.0 2019-10-30           True        True   \n",
       "3      545113.0      23404.0 2019-10-30           True        True   \n",
       "4      750269.0      40235.0 2019-10-30           True        True   \n",
       "..          ...          ...        ...            ...         ...   \n",
       "295    944212.0      40572.0 2019-10-01           True        True   \n",
       "296    558332.0      87323.0 2019-10-01           True       False   \n",
       "297    643880.0      51243.0 2019-10-01           True       False   \n",
       "298    844518.0      23083.0 2019-10-01           True       False   \n",
       "299    933954.0      38459.0 2019-10-01           True       False   \n",
       "\n",
       "    comment_given inactive_status bug_occured  session_projects_added  \\\n",
       "0            True            True       False                     0.0   \n",
       "1            True            True       False                     2.0   \n",
       "2            True            True       False                     1.0   \n",
       "3            True           False       False                     1.0   \n",
       "4           False            True       False                     3.0   \n",
       "..            ...             ...         ...                     ...   \n",
       "295         False            True       False                     3.0   \n",
       "296         False            True       False                     2.0   \n",
       "297         False            True       False                     2.0   \n",
       "298         False            True       False                     1.0   \n",
       "299         False           False       False                     1.0   \n",
       "\n",
       "     session_likes_given  session_comments_given  inactive_duration  \\\n",
       "0                   24.0                     3.0             1146.0   \n",
       "1                    3.0                     5.0              133.0   \n",
       "2                    5.0                     5.0             1571.0   \n",
       "3                   10.0                    21.0                0.0   \n",
       "4                   16.0                     0.0             1405.0   \n",
       "..                   ...                     ...                ...   \n",
       "295                 13.0                     0.0             1174.0   \n",
       "296                  0.0                     0.0               97.0   \n",
       "297                  0.0                     0.0              906.0   \n",
       "298                  0.0                     0.0              139.0   \n",
       "299                  0.0                     0.0                0.0   \n",
       "\n",
       "     bugs_in_session  session_duration day_of_week  \n",
       "0                0.0            1564.0   Wednesday  \n",
       "1                0.0            1766.0   Wednesday  \n",
       "2                0.0            2230.0   Wednesday  \n",
       "3                0.0             633.0   Wednesday  \n",
       "4                0.0            1679.0   Wednesday  \n",
       "..               ...               ...         ...  \n",
       "295              0.0            2255.0     Tuesday  \n",
       "296              0.0            1692.0     Tuesday  \n",
       "297              0.0            1990.0     Tuesday  \n",
       "298              0.0            1113.0     Tuesday  \n",
       "299              0.0             306.0     Tuesday  \n",
       "\n",
       "[299 rows x 15 columns]"
      ]
     },
     "execution_count": 706,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['login_date'] = pd.to_datetime(df['login_date'])\n",
    "\n",
    "df['day_of_week'] = df['login_date'].dt.day_name()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get statistics by day of week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 707,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>session_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>session_projects_added</th>\n",
       "      <th>session_likes_given</th>\n",
       "      <th>session_comments_given</th>\n",
       "      <th>inactive_duration</th>\n",
       "      <th>bugs_in_session</th>\n",
       "      <th>session_duration</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_of_week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sunday</th>\n",
       "      <td>472120.404762</td>\n",
       "      <td>53642.714286</td>\n",
       "      <td>1.571429</td>\n",
       "      <td>11.142857</td>\n",
       "      <td>2.595238</td>\n",
       "      <td>834.023810</td>\n",
       "      <td>2.142857</td>\n",
       "      <td>1268.738095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monday</th>\n",
       "      <td>498936.463415</td>\n",
       "      <td>45035.146341</td>\n",
       "      <td>1.487805</td>\n",
       "      <td>12.073171</td>\n",
       "      <td>2.439024</td>\n",
       "      <td>704.707317</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1139.512195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuesday</th>\n",
       "      <td>534895.857143</td>\n",
       "      <td>42003.244898</td>\n",
       "      <td>1.571429</td>\n",
       "      <td>8.979592</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>774.816327</td>\n",
       "      <td>1.183673</td>\n",
       "      <td>1123.244898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>557132.562500</td>\n",
       "      <td>46231.843750</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>8.875000</td>\n",
       "      <td>2.843750</td>\n",
       "      <td>878.031250</td>\n",
       "      <td>1.093750</td>\n",
       "      <td>1406.468750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thursday</th>\n",
       "      <td>456198.658537</td>\n",
       "      <td>45652.219512</td>\n",
       "      <td>1.682927</td>\n",
       "      <td>7.902439</td>\n",
       "      <td>2.707317</td>\n",
       "      <td>745.390244</td>\n",
       "      <td>1.268293</td>\n",
       "      <td>1067.341463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Friday</th>\n",
       "      <td>614100.300000</td>\n",
       "      <td>40723.550000</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>11.550000</td>\n",
       "      <td>2.225000</td>\n",
       "      <td>559.500000</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>1121.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saturday</th>\n",
       "      <td>569242.833333</td>\n",
       "      <td>43072.777778</td>\n",
       "      <td>1.629630</td>\n",
       "      <td>12.111111</td>\n",
       "      <td>2.259259</td>\n",
       "      <td>663.592593</td>\n",
       "      <td>1.388889</td>\n",
       "      <td>1245.740741</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                session_id   customer_id  session_projects_added  \\\n",
       "day_of_week                                                        \n",
       "Sunday       472120.404762  53642.714286                1.571429   \n",
       "Monday       498936.463415  45035.146341                1.487805   \n",
       "Tuesday      534895.857143  42003.244898                1.571429   \n",
       "Wednesday    557132.562500  46231.843750                2.125000   \n",
       "Thursday     456198.658537  45652.219512                1.682927   \n",
       "Friday       614100.300000  40723.550000                1.375000   \n",
       "Saturday     569242.833333  43072.777778                1.629630   \n",
       "\n",
       "             session_likes_given  session_comments_given  inactive_duration  \\\n",
       "day_of_week                                                                   \n",
       "Sunday                 11.142857                2.595238         834.023810   \n",
       "Monday                 12.073171                2.439024         704.707317   \n",
       "Tuesday                 8.979592                2.000000         774.816327   \n",
       "Wednesday               8.875000                2.843750         878.031250   \n",
       "Thursday                7.902439                2.707317         745.390244   \n",
       "Friday                 11.550000                2.225000         559.500000   \n",
       "Saturday               12.111111                2.259259         663.592593   \n",
       "\n",
       "             bugs_in_session  session_duration  \n",
       "day_of_week                                     \n",
       "Sunday              2.142857       1268.738095  \n",
       "Monday              1.000000       1139.512195  \n",
       "Tuesday             1.183673       1123.244898  \n",
       "Wednesday           1.093750       1406.468750  \n",
       "Thursday            1.268293       1067.341463  \n",
       "Friday              0.475000       1121.250000  \n",
       "Saturday            1.388889       1245.740741  "
      ]
     },
     "execution_count": 707,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Analyze by day of week \n",
    "\n",
    "from pandas.api.types import CategoricalDtype\n",
    "cats = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']\n",
    "cat_type = CategoricalDtype(categories=cats, ordered=True)\n",
    "df['day_of_week'] = df['day_of_week'].astype(cat_type)\n",
    "\n",
    "day = df.groupby(['day_of_week']).mean()\n",
    "day"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's see the user activity by day of week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 708,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dailyCount = df.groupby(['day_of_week']).count()\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0,0,1,1])\n",
    "plt.suptitle(\"Activity Count By Day\\n\",fontweight=\"bold\",fontsize=12)\n",
    "dayOfWeek = dailyCount.index\n",
    "sessionID = dailyCount['session_id']\n",
    "ax.bar(dayOfWeek,sessionID)\n",
    "plt.ylabel('Total Sessions',fontweight=\"bold\",fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 709,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def byDay(df,splice, metric):\n",
    "    \n",
    "    labels = day.index\n",
    "    analysis = df[splice]\n",
    "    counter_analysis = df[metric]\n",
    "\n",
    "    x = np.arange(len(labels))  \n",
    "    width = 0.40  \n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(20, 10))\n",
    "    rects1 = ax.bar(x - width/2, round(analysis,2), width, label=splice)\n",
    "    rects2 = ax.bar(x + width/2, round(counter_analysis,2), width, label=metric)\n",
    "\n",
    "    ax.set_ylabel('Session Duration')\n",
    "    ax.set_title('Session Activity Analysis By Day\\n',fontweight=\"bold\",fontsize=18)\n",
    "    ax.set_xticks(x)\n",
    "    ax.set_xticklabels(labels,fontweight=\"bold\",fontsize=18)\n",
    "    ax.legend()\n",
    "\n",
    "\n",
    "    def autolabel(rects):\n",
    "        for rect in rects:\n",
    "            height = rect.get_height()\n",
    "            ax.annotate('{}'.format(height),\n",
    "                        xy=(rect.get_x() + rect.get_width() / 2, height),\n",
    "                        xytext=(0, 3),  \n",
    "                        textcoords=\"offset points\",\n",
    "                        ha='center', va='bottom')\n",
    "\n",
    "\n",
    "    autolabel(rects1)\n",
    "    autolabel(rects2)\n",
    "\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "byDay(day,'session_duration','inactive_duration')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 710,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>session_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>session_projects_added</th>\n",
       "      <th>session_likes_given</th>\n",
       "      <th>session_comments_given</th>\n",
       "      <th>inactive_duration</th>\n",
       "      <th>bugs_in_session</th>\n",
       "      <th>session_duration</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_of_week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sunday</th>\n",
       "      <td>472120.404762</td>\n",
       "      <td>53642.714286</td>\n",
       "      <td>1.571429</td>\n",
       "      <td>11.142857</td>\n",
       "      <td>2.595238</td>\n",
       "      <td>834.023810</td>\n",
       "      <td>2.142857</td>\n",
       "      <td>1268.738095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monday</th>\n",
       "      <td>498936.463415</td>\n",
       "      <td>45035.146341</td>\n",
       "      <td>1.487805</td>\n",
       "      <td>12.073171</td>\n",
       "      <td>2.439024</td>\n",
       "      <td>704.707317</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1139.512195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuesday</th>\n",
       "      <td>534895.857143</td>\n",
       "      <td>42003.244898</td>\n",
       "      <td>1.571429</td>\n",
       "      <td>8.979592</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>774.816327</td>\n",
       "      <td>1.183673</td>\n",
       "      <td>1123.244898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>557132.562500</td>\n",
       "      <td>46231.843750</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>8.875000</td>\n",
       "      <td>2.843750</td>\n",
       "      <td>878.031250</td>\n",
       "      <td>1.093750</td>\n",
       "      <td>1406.468750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thursday</th>\n",
       "      <td>456198.658537</td>\n",
       "      <td>45652.219512</td>\n",
       "      <td>1.682927</td>\n",
       "      <td>7.902439</td>\n",
       "      <td>2.707317</td>\n",
       "      <td>745.390244</td>\n",
       "      <td>1.268293</td>\n",
       "      <td>1067.341463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Friday</th>\n",
       "      <td>614100.300000</td>\n",
       "      <td>40723.550000</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>11.550000</td>\n",
       "      <td>2.225000</td>\n",
       "      <td>559.500000</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>1121.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saturday</th>\n",
       "      <td>569242.833333</td>\n",
       "      <td>43072.777778</td>\n",
       "      <td>1.629630</td>\n",
       "      <td>12.111111</td>\n",
       "      <td>2.259259</td>\n",
       "      <td>663.592593</td>\n",
       "      <td>1.388889</td>\n",
       "      <td>1245.740741</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                session_id   customer_id  session_projects_added  \\\n",
       "day_of_week                                                        \n",
       "Sunday       472120.404762  53642.714286                1.571429   \n",
       "Monday       498936.463415  45035.146341                1.487805   \n",
       "Tuesday      534895.857143  42003.244898                1.571429   \n",
       "Wednesday    557132.562500  46231.843750                2.125000   \n",
       "Thursday     456198.658537  45652.219512                1.682927   \n",
       "Friday       614100.300000  40723.550000                1.375000   \n",
       "Saturday     569242.833333  43072.777778                1.629630   \n",
       "\n",
       "             session_likes_given  session_comments_given  inactive_duration  \\\n",
       "day_of_week                                                                   \n",
       "Sunday                 11.142857                2.595238         834.023810   \n",
       "Monday                 12.073171                2.439024         704.707317   \n",
       "Tuesday                 8.979592                2.000000         774.816327   \n",
       "Wednesday               8.875000                2.843750         878.031250   \n",
       "Thursday                7.902439                2.707317         745.390244   \n",
       "Friday                 11.550000                2.225000         559.500000   \n",
       "Saturday               12.111111                2.259259         663.592593   \n",
       "\n",
       "             bugs_in_session  session_duration  \n",
       "day_of_week                                     \n",
       "Sunday              2.142857       1268.738095  \n",
       "Monday              1.000000       1139.512195  \n",
       "Tuesday             1.183673       1123.244898  \n",
       "Wednesday           1.093750       1406.468750  \n",
       "Thursday            1.268293       1067.341463  \n",
       "Friday              0.475000       1121.250000  \n",
       "Saturday            1.388889       1245.740741  "
      ]
     },
     "execution_count": 710,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Analyze by day of week \n",
    "\n",
    "from pandas.api.types import CategoricalDtype\n",
    "cats = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']\n",
    "cat_type = CategoricalDtype(categories=cats, ordered=True)\n",
    "df['day_of_week'] = df['day_of_week'].astype(cat_type)\n",
    "\n",
    "day = df.groupby(['day_of_week']).mean()\n",
    "day"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize the interactions with respect to the login date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 711,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interaction = df.groupby('login_date').sum()\n",
    "\n",
    "\n",
    "def interactionAnalysis(df, title):\n",
    "    with plt.style.context('ggplot'):\n",
    "        plt.figure(figsize=(25,10))\n",
    "        plt.plot(df['session_projects_added'], label='Projects Added')\n",
    "        plt.plot(df['session_likes_given'], label='Likes Given')\n",
    "        plt.plot(df['session_comments_given'], label='Comments Given')\n",
    "        plt.suptitle(title,fontweight=\"bold\",fontsize=18)\n",
    "        plt.xticks(rotation=45,fontweight=\"bold\",fontsize=18)\n",
    "        plt.legend(loc=2)\n",
    "\n",
    "interactionAnalysis(interaction, \"Change In Interaction Over Time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's get a sense of what type of interactions are occurring with respect to the day of the week.\n",
    "\n",
    "## Then try to understand if the day somehow affects the type of user interaction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 712,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dailyInteraction = df.groupby(['day_of_week']).sum()\n",
    "\n",
    "quarter = dailyInteraction.index\n",
    "projects = dailyInteraction['session_projects_added']\n",
    "likes =  dailyInteraction['session_likes_given']\n",
    "comments = dailyInteraction['session_comments_given']\n",
    "    \n",
    "colors = ['#FF9999', '#00BFFF','#C1FFC1','#CAE1FF','#FFDEAD']\n",
    "r = range(len(quarter))\n",
    "barWidth = .75\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,7))\n",
    "plt.suptitle(\"Total User Interaction By Day Of Week And By Interaction Type\",fontweight=\"bold\",fontsize=18)\n",
    "ax1 = plt.bar(r, projects, color=colors[0], edgecolor='white', width=barWidth, label=\"projects added\")\n",
    "ax2 = plt.bar(r, likes, bottom=np.array(projects), color=colors[1], edgecolor='white', width=barWidth, label='likes given')\n",
    "ax3 = plt.bar(r, comments, bottom=np.array(projects)+np.array(likes), color=colors[4], edgecolor='white', width=barWidth, label='comments given')\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "plt.xticks(r, quarter, fontweight='bold')\n",
    "plt.ylabel(\"User Interaction Totals\")\n",
    "for r1, r2, r3 in zip(ax1, ax2, ax3):\n",
    "    h1 = r1.get_height()\n",
    "    h2 = r2.get_height()\n",
    "    h3 = r3.get_height()\n",
    "    plt.text(r1.get_x() + r1.get_width() / 2., h1 / 2., \"%d\" % h1, ha=\"center\", va=\"center\", color=\"white\", fontsize=16, fontweight=\"bold\")\n",
    "    plt.text(r2.get_x() + r2.get_width() / 2., h1 + h2 / 2., \"%d\" % h2, ha=\"center\", va=\"center\", color=\"white\", fontsize=16, fontweight=\"bold\")\n",
    "    plt.text(r3.get_x() + r3.get_width() / 2., h1 + h2 + h3 / 2., \"%d\" % h3, ha=\"center\", va=\"center\", color=\"white\", fontsize=16, fontweight=\"bold\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's identify the top 15 users by counting their customer id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 713,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\t\t\t\tTOTAL SESSIONS OF TOP 15 USERS BY CUSTOMER ID\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyze the top 10 customers \n",
    "\n",
    "most_frequent_customers = df['customer_id'].value_counts().head(15)\n",
    "frequency = pd.DataFrame({'Customer':most_frequent_customers.index, 'Usage':most_frequent_customers.values})\n",
    "print('\\t\\t\\t\\t\\tTOTAL SESSIONS OF TOP 15 USERS BY CUSTOMER ID')\n",
    "bar = frequency.plot.bar(x='Customer', y='Usage', rot=0,figsize=(20,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze the duration of each session as well as the inactive sessions\n",
    "\n",
    "# Notice how the inactive duration line overtakes the session duration line on the right side of the graph (between Oct. 25 and Oct. 29). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 714,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyze inactive duration \n",
    "#df.groupby('login_date').sum().bugs_in_session\n",
    "\n",
    "inactive = df.groupby('login_date').mean()\n",
    "with plt.style.context('ggplot'):\n",
    "    plt.figure(figsize=(25,10))\n",
    "    plt.plot(inactive['inactive_duration'], label='Inactive Duration')\n",
    "    plt.plot(inactive['session_duration'], label='Session Duration')\n",
    "    plt.suptitle(\"Examination Of Session Duration Between Active And Inactive Periods\",fontweight=\"bold\",fontsize=18)\n",
    "    plt.xticks(rotation=45,fontweight=\"bold\",fontsize=18)\n",
    "    plt.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examine what lead to an extended inactive session. \n",
    "\n",
    "## I decided to graph the bugs encountered which might lead to a user abandoning a session for a longer than normal time. \n",
    "\n",
    "## Notice: the large spike of bugs on Oct 25 - 26. The main conclusion here is that this spike of bugs resulted in more inactivity during the same time session. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 715,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyze the causes of an increase in inactive duration in terms of bugs encountered \n",
    "\n",
    "bugs = df.groupby('login_date').sum()\n",
    "with plt.style.context('ggplot'):\n",
    "    plt.figure(figsize=(25,10))\n",
    "    plt.plot(bugs['bugs_in_session'], label='Bugs Encountered')\n",
    "    plt.suptitle(\"Analysis Of Bugs Encountered Which Might Lead To An Increase In Inactivity\",fontweight=\"bold\",fontsize=18)\n",
    "    plt.xticks(rotation=45,fontweight=\"bold\",fontsize=18)\n",
    "    plt.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examine what the top users are doing on the platform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 716,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What are top users doing on the platform? \n",
    "\n",
    "users = df.groupby(['customer_id']).sum()\n",
    "top_users = users[users['session_duration']>users['session_duration'].mean()]\n",
    "\n",
    "quarter = top_users.index\n",
    "projects = top_users['session_projects_added']\n",
    "likes =  top_users['session_likes_given']\n",
    "comments = top_users['session_comments_given']\n",
    "    \n",
    "colors = ['#FF9999', '#00BFFF','#C1FFC1','#CAE1FF','#FFDEAD']\n",
    "r = range(len(quarter))\n",
    "barWidth = .50\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,7))\n",
    "plt.suptitle(\"User Interaction By Top Customers\",fontweight=\"bold\",fontsize=18)\n",
    "ax1 = plt.bar(r, projects, color=colors[0], edgecolor='white', width=barWidth, label=\"projects added\")\n",
    "ax2 = plt.bar(r, likes, bottom=np.array(projects), color=colors[1], edgecolor='white', width=barWidth, label='likes given')\n",
    "ax3 = plt.bar(r, comments, bottom=np.array(projects)+np.array(likes), color=colors[2], edgecolor='white', width=barWidth, label='comments given')\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "plt.xticks(r, quarter, fontweight='bold')\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel(\"Customer ID\")\n",
    "plt.ylabel(\"Customer Interaction Totals\")\n",
    "for r1, r2, r3 in zip(ax1, ax2, ax3):\n",
    "    h1 = r1.get_height()\n",
    "    h2 = r2.get_height()\n",
    "    h3 = r3.get_height()\n",
    "    plt.text(r1.get_x() + r1.get_width() / 2., h1 / 2., \"%d\" % h1, ha=\"center\", va=\"center\", color=\"white\", fontsize=12, fontweight=\"bold\")\n",
    "    plt.text(r2.get_x() + r2.get_width() / 2., h1 + h2 / 2., \"%d\" % h2, ha=\"center\", va=\"center\", color=\"white\", fontsize=12, fontweight=\"bold\")\n",
    "    plt.text(r3.get_x() + r3.get_width() / 2., h1 + h2 + h3 / 2., \"%d\" % h3, ha=\"center\", va=\"center\", color=\"white\", fontsize=12, fontweight=\"bold\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examine which days of the week bugs are normally occurring\n",
    "\n",
    "## It seems that days in which there is a higher volume of usage leads to a higher number of bugs encountered. (As expected)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 717,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dailyInteraction = df.groupby(['day_of_week']).sum()\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0,0,1,1])\n",
    "plt.suptitle(\"Bug Count By Day\\n\",fontweight=\"bold\",fontsize=12)\n",
    "days = dailyInteraction.index\n",
    "value = dailyInteraction['bugs_in_session']\n",
    "ax.bar(days,value)\n",
    "plt.ylabel('Total Bugs',fontweight=\"bold\",fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze the total number of users for October"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 718,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Date Analysis\n",
    "date = df.groupby(['login_date']).count()\n",
    "with plt.style.context('ggplot'):\n",
    "    plt.figure(figsize=(25,10))\n",
    "    plt.plot(date['session_id'], label='Total Users Per Day')\n",
    "    plt.suptitle(\"Total User Sessions Per Day\",fontweight=\"bold\",fontsize=18)\n",
    "    plt.xticks(rotation=45,fontweight=\"bold\",fontsize=18)\n",
    "    plt.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final Conclusions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 719,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "October 2019 Final Conclusions:\n",
      "\n",
      "Most frequent customer by id:\t\t 87323.0\n",
      "Highest User Interaction Day:\t\t Saturday\n",
      "Longest Session Duration:\t\t 1769.75\n",
      "Shortest Session Duration:\t\t 759.0\n",
      "Longest Inactive Duration:\t\t 1388.0\n",
      "Shortest Inactive Duration:\t\t 152.0\n",
      "Total Projects Added:\t\t\t 484.0\n",
      "Total Likes Given:\t\t\t 3127.0\n",
      "Total Comments Given:\t\t\t 720.0\n",
      "Total Bugs Found In Session:\t\t 370.0 \n",
      "\n",
      "Date With Most Active Users: session_id   2019-10-26\n",
      "dtype: datetime64[ns]\n",
      "\n",
      "Date With Most Active Users: session_id   2019-10-14\n",
      "dtype: datetime64[ns]\n"
     ]
    }
   ],
   "source": [
    "print(\"October 2019 Final Conclusions:\\n\")\n",
    "\n",
    "print(\"Most frequent customer by id:\\t\\t\", top_users.index[-2])\n",
    "print(\"Highest User Interaction Day:\\t\\t\", dailyInteraction.index[-1])\n",
    "print(\"Longest Session Duration:\\t\\t\", inactive['session_duration'].max())\n",
    "print(\"Shortest Session Duration:\\t\\t\", round(inactive['session_duration'].min()))\n",
    "print(\"Longest Inactive Duration:\\t\\t\", inactive['inactive_duration'].max())\n",
    "print(\"Shortest Inactive Duration:\\t\\t\", inactive['inactive_duration'].min())\n",
    "print(\"Total Projects Added:\\t\\t\\t\", interaction['session_projects_added'].sum())\n",
    "print(\"Total Likes Given:\\t\\t\\t\", interaction['session_likes_given'].sum())\n",
    "print(\"Total Comments Given:\\t\\t\\t\", interaction['session_comments_given'].sum())\n",
    "print(\"Total Bugs Found In Session:\\t\\t\", bugs['bugs_in_session'].sum(),'\\n')\n",
    "print(\"Date With Most Active Users:\", date[['session_id']].idxmax())\n",
    "print(\"\\nDate With Most Active Users:\", date[['session_id']].idxmin())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}