2018_Analysis_1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import numpy as np\n",
    "import seaborn as sb\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>id_str</th>\n",
       "      <th>created_at</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.created_at</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>user.followers_count</th>\n",
       "      <th>user.friends_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>953749974365474821</td>\n",
       "      <td>2018-01-17 22:04:48+00:00</td>\n",
       "      <td>[ Luke Mitchell y Amber Heard, chillando. http...</td>\n",
       "      <td>861511449776201728</td>\n",
       "      <td>StuartBlxck</td>\n",
       "      <td>╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔!</td>\n",
       "      <td>2017-05-08 09:21:50+00:00</td>\n",
       "      <td>⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1383461196...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/86151144...</td>\n",
       "      <td>https://t.co/ZWO1FYzQY8</td>\n",
       "      <td>26571</td>\n",
       "      <td>1075</td>\n",
       "      <td>458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>953741174321197056</td>\n",
       "      <td>2018-01-17 21:29:50+00:00</td>\n",
       "      <td>I’ve seen this so many times on tumblr and it’...</td>\n",
       "      <td>546158471</td>\n",
       "      <td>peachiemo</td>\n",
       "      <td>m</td>\n",
       "      <td>2012-04-05 17:52:19+00:00</td>\n",
       "      <td>✨ titties out for twice✨ she/her/hers</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1260291512...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/54615847...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38604</td>\n",
       "      <td>534</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>953736042456248322</td>\n",
       "      <td>2018-01-17 21:09:26+00:00</td>\n",
       "      <td>@stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...</td>\n",
       "      <td>811853284113780736</td>\n",
       "      <td>DazzlingMaria_</td>\n",
       "      <td>Maria</td>\n",
       "      <td>2016-12-22 08:38:01+00:00</td>\n",
       "      <td>Life is about breaking our personal limits and...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1261350465...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/81185328...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>910</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>953692484886061056</td>\n",
       "      <td>2018-01-17 18:16:21+00:00</td>\n",
       "      <td>Etats-Unis: Amber Heard et Elon Musk ont remis...</td>\n",
       "      <td>2999860517</td>\n",
       "      <td>SuisseSUI</td>\n",
       "      <td>Actualités Suisse</td>\n",
       "      <td>2015-01-26 16:04:41+00:00</td>\n",
       "      <td>Actualité  monde, politique, société, santé - ...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/6082358861...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/29998605...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>326471</td>\n",
       "      <td>3496</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>953689278097383425</td>\n",
       "      <td>2018-01-17 18:03:37+00:00</td>\n",
       "      <td>amber heard | icons ɞ https://t.co/5Cdl3AfVEG</td>\n",
       "      <td>715387794449780737</td>\n",
       "      <td>fivecolorsicons</td>\n",
       "      <td>ೃ✧.҅ ғıvеcоlогѕ</td>\n",
       "      <td>2016-03-31 03:58:36+00:00</td>\n",
       "      <td>°•°•°•° follow to not lose any post guys!\\n❀ p...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8251315957...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/71538779...</td>\n",
       "      <td>https://t.co/00Z51Avp2f</td>\n",
       "      <td>1632</td>\n",
       "      <td>28</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id_str                 created_at  \\\n",
       "0  953749974365474821  2018-01-17 22:04:48+00:00   \n",
       "1  953741174321197056  2018-01-17 21:29:50+00:00   \n",
       "2  953736042456248322  2018-01-17 21:09:26+00:00   \n",
       "3  953692484886061056  2018-01-17 18:16:21+00:00   \n",
       "4  953689278097383425  2018-01-17 18:03:37+00:00   \n",
       "\n",
       "                                           full_text         user.id_str  \\\n",
       "0  [ Luke Mitchell y Amber Heard, chillando. http...  861511449776201728   \n",
       "1  I’ve seen this so many times on tumblr and it’...           546158471   \n",
       "2  @stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...  811853284113780736   \n",
       "3  Etats-Unis: Amber Heard et Elon Musk ont remis...          2999860517   \n",
       "4      amber heard | icons ɞ https://t.co/5Cdl3AfVEG  715387794449780737   \n",
       "\n",
       "  user.screen_name          user.name            user.created_at  \\\n",
       "0      StuartBlxck    ╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔!  2017-05-08 09:21:50+00:00   \n",
       "1        peachiemo                  m  2012-04-05 17:52:19+00:00   \n",
       "2   DazzlingMaria_              Maria  2016-12-22 08:38:01+00:00   \n",
       "3        SuisseSUI  Actualités Suisse  2015-01-26 16:04:41+00:00   \n",
       "4  fivecolorsicons    ೃ✧.҅ ғıvеcоlогѕ  2016-03-31 03:58:36+00:00   \n",
       "\n",
       "                                    user.description  \\\n",
       "0  ⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...   \n",
       "1              ✨ titties out for twice✨ she/her/hers   \n",
       "2  Life is about breaking our personal limits and...   \n",
       "3  Actualité  monde, politique, société, santé - ...   \n",
       "4  °•°•°•° follow to not lose any post guys!\\n❀ p...   \n",
       "\n",
       "                              user.profile_image_url  \\\n",
       "0  http://pbs.twimg.com/profile_images/1383461196...   \n",
       "1  http://pbs.twimg.com/profile_images/1260291512...   \n",
       "2  http://pbs.twimg.com/profile_images/1261350465...   \n",
       "3  http://pbs.twimg.com/profile_images/6082358861...   \n",
       "4  http://pbs.twimg.com/profile_images/8251315957...   \n",
       "\n",
       "                             user.profile_banner_url                 user.url  \\\n",
       "0  https://pbs.twimg.com/profile_banners/86151144...  https://t.co/ZWO1FYzQY8   \n",
       "1  https://pbs.twimg.com/profile_banners/54615847...                      NaN   \n",
       "2  https://pbs.twimg.com/profile_banners/81185328...                      NaN   \n",
       "3  https://pbs.twimg.com/profile_banners/29998605...                      NaN   \n",
       "4  https://pbs.twimg.com/profile_banners/71538779...  https://t.co/00Z51Avp2f   \n",
       "\n",
       "   user.statuses_count  user.followers_count  user.friends_count  \n",
       "0                26571                  1075                 458  \n",
       "1                38604                   534                 472  \n",
       "2                  910                   101                 101  \n",
       "3               326471                  3496                 318  \n",
       "4                 1632                    28                  35  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet1 = pd.read_csv(\"./tweets_2018_lite.csv\",lineterminator='\\n')\n",
    "tweet1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet1[\"user.created_at\"] = tweet1[\"user.created_at\"].astype(str).str.split(\"+\").str[0]\n",
    "tweet1[\"created_at\"] = tweet1[\"created_at\"].astype(str).str.split(\"+\").str[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_format = '%Y-%m-%d %H:%M:%S'\n",
    "tweet1['user.created_at'] = pd.to_datetime(tweet1['user.created_at'], format=my_format)\n",
    "tweet1['created_at'] = pd.to_datetime(tweet1['created_at'], format=my_format)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>id_str</th>\n",
       "      <th>created_at</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.created_at</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>user.followers_count</th>\n",
       "      <th>user.friends_count</th>\n",
       "      <th>diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>953749974365474821</td>\n",
       "      <td>2018-01-17 22:04:48</td>\n",
       "      <td>[ Luke Mitchell y Amber Heard, chillando. http...</td>\n",
       "      <td>861511449776201728</td>\n",
       "      <td>StuartBlxck</td>\n",
       "      <td>╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔!</td>\n",
       "      <td>2017-05-08 09:21:50</td>\n",
       "      <td>⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1383461196...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/86151144...</td>\n",
       "      <td>https://t.co/ZWO1FYzQY8</td>\n",
       "      <td>26571</td>\n",
       "      <td>1075</td>\n",
       "      <td>458</td>\n",
       "      <td>254 days 12:42:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>953741174321197056</td>\n",
       "      <td>2018-01-17 21:29:50</td>\n",
       "      <td>I’ve seen this so many times on tumblr and it’...</td>\n",
       "      <td>546158471</td>\n",
       "      <td>peachiemo</td>\n",
       "      <td>m</td>\n",
       "      <td>2012-04-05 17:52:19</td>\n",
       "      <td>✨ titties out for twice✨ she/her/hers</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1260291512...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/54615847...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38604</td>\n",
       "      <td>534</td>\n",
       "      <td>472</td>\n",
       "      <td>2113 days 03:37:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>953736042456248322</td>\n",
       "      <td>2018-01-17 21:09:26</td>\n",
       "      <td>@stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...</td>\n",
       "      <td>811853284113780736</td>\n",
       "      <td>DazzlingMaria_</td>\n",
       "      <td>Maria</td>\n",
       "      <td>2016-12-22 08:38:01</td>\n",
       "      <td>Life is about breaking our personal limits and...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1261350465...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/81185328...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>910</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "      <td>391 days 12:31:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>953692484886061056</td>\n",
       "      <td>2018-01-17 18:16:21</td>\n",
       "      <td>Etats-Unis: Amber Heard et Elon Musk ont remis...</td>\n",
       "      <td>2999860517</td>\n",
       "      <td>SuisseSUI</td>\n",
       "      <td>Actualités Suisse</td>\n",
       "      <td>2015-01-26 16:04:41</td>\n",
       "      <td>Actualité  monde, politique, société, santé - ...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/6082358861...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/29998605...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>326471</td>\n",
       "      <td>3496</td>\n",
       "      <td>318</td>\n",
       "      <td>1087 days 02:11:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>953689278097383425</td>\n",
       "      <td>2018-01-17 18:03:37</td>\n",
       "      <td>amber heard | icons ɞ https://t.co/5Cdl3AfVEG</td>\n",
       "      <td>715387794449780737</td>\n",
       "      <td>fivecolorsicons</td>\n",
       "      <td>ೃ✧.҅ ғıvеcоlогѕ</td>\n",
       "      <td>2016-03-31 03:58:36</td>\n",
       "      <td>°•°•°•° follow to not lose any post guys!\\n❀ p...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8251315957...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/71538779...</td>\n",
       "      <td>https://t.co/00Z51Avp2f</td>\n",
       "      <td>1632</td>\n",
       "      <td>28</td>\n",
       "      <td>35</td>\n",
       "      <td>657 days 14:05:01</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>37181</th>\n",
       "      <td>1074328123246764034</td>\n",
       "      <td>2018-12-16 15:39:19</td>\n",
       "      <td>ครั้งหนึ่งความรักของ Johny Depp กับ Amber Hear...</td>\n",
       "      <td>3313888159</td>\n",
       "      <td>Universalrevi3w</td>\n",
       "      <td>รีวิวเรื่อยเปื่อย</td>\n",
       "      <td>2015-08-13 00:49:57</td>\n",
       "      <td>เพจรีวิวเรื่อยเปื่อย</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8491402799...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/33138881...</td>\n",
       "      <td>https://t.co/7u4e1xoS3B</td>\n",
       "      <td>27710</td>\n",
       "      <td>2795</td>\n",
       "      <td>169</td>\n",
       "      <td>1221 days 14:49:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37182</th>\n",
       "      <td>1074327392196251650</td>\n",
       "      <td>2018-12-16 15:36:24</td>\n",
       "      <td>Favorit q sepanjang film, mb Mera aka Amber He...</td>\n",
       "      <td>85278001</td>\n",
       "      <td>Gibrannochigaro</td>\n",
       "      <td>ZsaZsa Utari Stan Account</td>\n",
       "      <td>2009-10-26 09:36:38</td>\n",
       "      <td>Masyarakat Sehat | Ulas Jersey on youtube | gi...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1366093275...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/85278001...</td>\n",
       "      <td>https://t.co/CFNyF2Kbvf</td>\n",
       "      <td>100411</td>\n",
       "      <td>798</td>\n",
       "      <td>725</td>\n",
       "      <td>3338 days 05:59:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37183</th>\n",
       "      <td>1074327147119038465</td>\n",
       "      <td>2018-12-16 15:35:26</td>\n",
       "      <td>leo lins faz entrevista com a amber heard, faz...</td>\n",
       "      <td>2993861138</td>\n",
       "      <td>laliwithvanilla</td>\n",
       "      <td>l a l i ‎✵</td>\n",
       "      <td>2015-01-23 23:14:39</td>\n",
       "      <td>she/her | | | infp | | | 20</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1386477462...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/29938611...</td>\n",
       "      <td>https://t.co/a1HSZ4hV14</td>\n",
       "      <td>10783</td>\n",
       "      <td>303</td>\n",
       "      <td>338</td>\n",
       "      <td>1422 days 16:20:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37184</th>\n",
       "      <td>1074325999146348544</td>\n",
       "      <td>2018-12-16 15:30:52</td>\n",
       "      <td>Rp amber heard ayo mendekat</td>\n",
       "      <td>940533309020368896</td>\n",
       "      <td>hellaintgood</td>\n",
       "      <td>Karl</td>\n",
       "      <td>2017-12-12 10:46:29</td>\n",
       "      <td>(𝐑𝐏/𝐅𝐋) manners maketh man.</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1326146370...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/94053330...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43615</td>\n",
       "      <td>1179</td>\n",
       "      <td>976</td>\n",
       "      <td>369 days 04:44:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37185</th>\n",
       "      <td>1074325295501520897</td>\n",
       "      <td>2018-12-16 15:28:05</td>\n",
       "      <td>Amber Heard &amp;lt;3</td>\n",
       "      <td>851336171510575104</td>\n",
       "      <td>JustinYmmanuel</td>\n",
       "      <td>tın</td>\n",
       "      <td>2017-04-10 07:28:55</td>\n",
       "      <td>- Nächtelang</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1386626635...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/85133617...</td>\n",
       "      <td>https://t.co/dAYKjxBuiO</td>\n",
       "      <td>52190</td>\n",
       "      <td>1446</td>\n",
       "      <td>2931</td>\n",
       "      <td>615 days 07:59:10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37186 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id_str          created_at  \\\n",
       "0       953749974365474821 2018-01-17 22:04:48   \n",
       "1       953741174321197056 2018-01-17 21:29:50   \n",
       "2       953736042456248322 2018-01-17 21:09:26   \n",
       "3       953692484886061056 2018-01-17 18:16:21   \n",
       "4       953689278097383425 2018-01-17 18:03:37   \n",
       "...                    ...                 ...   \n",
       "37181  1074328123246764034 2018-12-16 15:39:19   \n",
       "37182  1074327392196251650 2018-12-16 15:36:24   \n",
       "37183  1074327147119038465 2018-12-16 15:35:26   \n",
       "37184  1074325999146348544 2018-12-16 15:30:52   \n",
       "37185  1074325295501520897 2018-12-16 15:28:05   \n",
       "\n",
       "                                               full_text         user.id_str  \\\n",
       "0      [ Luke Mitchell y Amber Heard, chillando. http...  861511449776201728   \n",
       "1      I’ve seen this so many times on tumblr and it’...           546158471   \n",
       "2      @stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...  811853284113780736   \n",
       "3      Etats-Unis: Amber Heard et Elon Musk ont remis...          2999860517   \n",
       "4          amber heard | icons ɞ https://t.co/5Cdl3AfVEG  715387794449780737   \n",
       "...                                                  ...                 ...   \n",
       "37181  ครั้งหนึ่งความรักของ Johny Depp กับ Amber Hear...          3313888159   \n",
       "37182  Favorit q sepanjang film, mb Mera aka Amber He...            85278001   \n",
       "37183  leo lins faz entrevista com a amber heard, faz...          2993861138   \n",
       "37184                        Rp amber heard ayo mendekat  940533309020368896   \n",
       "37185                                  Amber Heard &lt;3  851336171510575104   \n",
       "\n",
       "      user.screen_name                  user.name     user.created_at  \\\n",
       "0          StuartBlxck            ╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔! 2017-05-08 09:21:50   \n",
       "1            peachiemo                          m 2012-04-05 17:52:19   \n",
       "2       DazzlingMaria_                      Maria 2016-12-22 08:38:01   \n",
       "3            SuisseSUI          Actualités Suisse 2015-01-26 16:04:41   \n",
       "4      fivecolorsicons            ೃ✧.҅ ғıvеcоlогѕ 2016-03-31 03:58:36   \n",
       "...                ...                        ...                 ...   \n",
       "37181  Universalrevi3w          รีวิวเรื่อยเปื่อย 2015-08-13 00:49:57   \n",
       "37182  Gibrannochigaro  ZsaZsa Utari Stan Account 2009-10-26 09:36:38   \n",
       "37183  laliwithvanilla                 l a l i ‎✵ 2015-01-23 23:14:39   \n",
       "37184     hellaintgood                       Karl 2017-12-12 10:46:29   \n",
       "37185   JustinYmmanuel                        tın 2017-04-10 07:28:55   \n",
       "\n",
       "                                        user.description  \\\n",
       "0      ⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...   \n",
       "1                  ✨ titties out for twice✨ she/her/hers   \n",
       "2      Life is about breaking our personal limits and...   \n",
       "3      Actualité  monde, politique, société, santé - ...   \n",
       "4      °•°•°•° follow to not lose any post guys!\\n❀ p...   \n",
       "...                                                  ...   \n",
       "37181                               เพจรีวิวเรื่อยเปื่อย   \n",
       "37182  Masyarakat Sehat | Ulas Jersey on youtube | gi...   \n",
       "37183                        she/her | | | infp | | | 20   \n",
       "37184                        (𝐑𝐏/𝐅𝐋) manners maketh man.   \n",
       "37185                                       - Nächtelang   \n",
       "\n",
       "                                  user.profile_image_url  \\\n",
       "0      http://pbs.twimg.com/profile_images/1383461196...   \n",
       "1      http://pbs.twimg.com/profile_images/1260291512...   \n",
       "2      http://pbs.twimg.com/profile_images/1261350465...   \n",
       "3      http://pbs.twimg.com/profile_images/6082358861...   \n",
       "4      http://pbs.twimg.com/profile_images/8251315957...   \n",
       "...                                                  ...   \n",
       "37181  http://pbs.twimg.com/profile_images/8491402799...   \n",
       "37182  http://pbs.twimg.com/profile_images/1366093275...   \n",
       "37183  http://pbs.twimg.com/profile_images/1386477462...   \n",
       "37184  http://pbs.twimg.com/profile_images/1326146370...   \n",
       "37185  http://pbs.twimg.com/profile_images/1386626635...   \n",
       "\n",
       "                                 user.profile_banner_url  \\\n",
       "0      https://pbs.twimg.com/profile_banners/86151144...   \n",
       "1      https://pbs.twimg.com/profile_banners/54615847...   \n",
       "2      https://pbs.twimg.com/profile_banners/81185328...   \n",
       "3      https://pbs.twimg.com/profile_banners/29998605...   \n",
       "4      https://pbs.twimg.com/profile_banners/71538779...   \n",
       "...                                                  ...   \n",
       "37181  https://pbs.twimg.com/profile_banners/33138881...   \n",
       "37182  https://pbs.twimg.com/profile_banners/85278001...   \n",
       "37183  https://pbs.twimg.com/profile_banners/29938611...   \n",
       "37184  https://pbs.twimg.com/profile_banners/94053330...   \n",
       "37185  https://pbs.twimg.com/profile_banners/85133617...   \n",
       "\n",
       "                      user.url  user.statuses_count  user.followers_count  \\\n",
       "0      https://t.co/ZWO1FYzQY8                26571                  1075   \n",
       "1                          NaN                38604                   534   \n",
       "2                          NaN                  910                   101   \n",
       "3                          NaN               326471                  3496   \n",
       "4      https://t.co/00Z51Avp2f                 1632                    28   \n",
       "...                        ...                  ...                   ...   \n",
       "37181  https://t.co/7u4e1xoS3B                27710                  2795   \n",
       "37182  https://t.co/CFNyF2Kbvf               100411                   798   \n",
       "37183  https://t.co/a1HSZ4hV14                10783                   303   \n",
       "37184                      NaN                43615                  1179   \n",
       "37185  https://t.co/dAYKjxBuiO                52190                  1446   \n",
       "\n",
       "       user.friends_count               diff  \n",
       "0                     458  254 days 12:42:58  \n",
       "1                     472 2113 days 03:37:31  \n",
       "2                     101  391 days 12:31:25  \n",
       "3                     318 1087 days 02:11:40  \n",
       "4                      35  657 days 14:05:01  \n",
       "...                   ...                ...  \n",
       "37181                 169 1221 days 14:49:22  \n",
       "37182                 725 3338 days 05:59:46  \n",
       "37183                 338 1422 days 16:20:47  \n",
       "37184                 976  369 days 04:44:23  \n",
       "37185                2931  615 days 07:59:10  \n",
       "\n",
       "[37186 rows x 15 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet1['diff'] = abs(tweet1['user.created_at'] - tweet1['created_at'])\n",
    "tweet1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet1[\"days\"] = tweet1[\"diff\"].astype(str).str.split(\" \").str[0]\n",
    "tweet1[\"hours\"] = tweet1[\"diff\"].astype(str).str.split(\" \").str[2]\n",
    "tweet1.drop(['diff'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>id_str</th>\n",
       "      <th>created_at</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.created_at</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>user.followers_count</th>\n",
       "      <th>user.friends_count</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>tweet_date</th>\n",
       "      <th>tweet_time</th>\n",
       "      <th>user_create_date</th>\n",
       "      <th>user_create_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>953749974365474821</td>\n",
       "      <td>2018-01-17 22:04:48</td>\n",
       "      <td>[ Luke Mitchell y Amber Heard, chillando. http...</td>\n",
       "      <td>861511449776201728</td>\n",
       "      <td>StuartBlxck</td>\n",
       "      <td>╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔!</td>\n",
       "      <td>2017-05-08 09:21:50</td>\n",
       "      <td>⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1383461196...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/86151144...</td>\n",
       "      <td>https://t.co/ZWO1FYzQY8</td>\n",
       "      <td>26571</td>\n",
       "      <td>1075</td>\n",
       "      <td>458</td>\n",
       "      <td>254</td>\n",
       "      <td>12:42:58.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>22:04:48</td>\n",
       "      <td>2017-05-08</td>\n",
       "      <td>09:21:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>953741174321197056</td>\n",
       "      <td>2018-01-17 21:29:50</td>\n",
       "      <td>I’ve seen this so many times on tumblr and it’...</td>\n",
       "      <td>546158471</td>\n",
       "      <td>peachiemo</td>\n",
       "      <td>m</td>\n",
       "      <td>2012-04-05 17:52:19</td>\n",
       "      <td>✨ titties out for twice✨ she/her/hers</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1260291512...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/54615847...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38604</td>\n",
       "      <td>534</td>\n",
       "      <td>472</td>\n",
       "      <td>2113</td>\n",
       "      <td>03:37:31.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>21:29:50</td>\n",
       "      <td>2012-04-05</td>\n",
       "      <td>17:52:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>953736042456248322</td>\n",
       "      <td>2018-01-17 21:09:26</td>\n",
       "      <td>@stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...</td>\n",
       "      <td>811853284113780736</td>\n",
       "      <td>DazzlingMaria_</td>\n",
       "      <td>Maria</td>\n",
       "      <td>2016-12-22 08:38:01</td>\n",
       "      <td>Life is about breaking our personal limits and...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1261350465...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/81185328...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>910</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "      <td>391</td>\n",
       "      <td>12:31:25.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>21:09:26</td>\n",
       "      <td>2016-12-22</td>\n",
       "      <td>08:38:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>953692484886061056</td>\n",
       "      <td>2018-01-17 18:16:21</td>\n",
       "      <td>Etats-Unis: Amber Heard et Elon Musk ont remis...</td>\n",
       "      <td>2999860517</td>\n",
       "      <td>SuisseSUI</td>\n",
       "      <td>Actualités Suisse</td>\n",
       "      <td>2015-01-26 16:04:41</td>\n",
       "      <td>Actualité  monde, politique, société, santé - ...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/6082358861...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/29998605...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>326471</td>\n",
       "      <td>3496</td>\n",
       "      <td>318</td>\n",
       "      <td>1087</td>\n",
       "      <td>02:11:40.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>18:16:21</td>\n",
       "      <td>2015-01-26</td>\n",
       "      <td>16:04:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>953689278097383425</td>\n",
       "      <td>2018-01-17 18:03:37</td>\n",
       "      <td>amber heard | icons ɞ https://t.co/5Cdl3AfVEG</td>\n",
       "      <td>715387794449780737</td>\n",
       "      <td>fivecolorsicons</td>\n",
       "      <td>ೃ✧.҅ ғıvеcоlогѕ</td>\n",
       "      <td>2016-03-31 03:58:36</td>\n",
       "      <td>°•°•°•° follow to not lose any post guys!\\n❀ p...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8251315957...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/71538779...</td>\n",
       "      <td>https://t.co/00Z51Avp2f</td>\n",
       "      <td>1632</td>\n",
       "      <td>28</td>\n",
       "      <td>35</td>\n",
       "      <td>657</td>\n",
       "      <td>14:05:01.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>18:03:37</td>\n",
       "      <td>2016-03-31</td>\n",
       "      <td>03:58:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37181</th>\n",
       "      <td>1074328123246764034</td>\n",
       "      <td>2018-12-16 15:39:19</td>\n",
       "      <td>ครั้งหนึ่งความรักของ Johny Depp กับ Amber Hear...</td>\n",
       "      <td>3313888159</td>\n",
       "      <td>Universalrevi3w</td>\n",
       "      <td>รีวิวเรื่อยเปื่อย</td>\n",
       "      <td>2015-08-13 00:49:57</td>\n",
       "      <td>เพจรีวิวเรื่อยเปื่อย</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8491402799...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/33138881...</td>\n",
       "      <td>https://t.co/7u4e1xoS3B</td>\n",
       "      <td>27710</td>\n",
       "      <td>2795</td>\n",
       "      <td>169</td>\n",
       "      <td>1221</td>\n",
       "      <td>14:49:22.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:39:19</td>\n",
       "      <td>2015-08-13</td>\n",
       "      <td>00:49:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37182</th>\n",
       "      <td>1074327392196251650</td>\n",
       "      <td>2018-12-16 15:36:24</td>\n",
       "      <td>Favorit q sepanjang film, mb Mera aka Amber He...</td>\n",
       "      <td>85278001</td>\n",
       "      <td>Gibrannochigaro</td>\n",
       "      <td>ZsaZsa Utari Stan Account</td>\n",
       "      <td>2009-10-26 09:36:38</td>\n",
       "      <td>Masyarakat Sehat | Ulas Jersey on youtube | gi...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1366093275...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/85278001...</td>\n",
       "      <td>https://t.co/CFNyF2Kbvf</td>\n",
       "      <td>100411</td>\n",
       "      <td>798</td>\n",
       "      <td>725</td>\n",
       "      <td>3338</td>\n",
       "      <td>05:59:46.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:36:24</td>\n",
       "      <td>2009-10-26</td>\n",
       "      <td>09:36:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37183</th>\n",
       "      <td>1074327147119038465</td>\n",
       "      <td>2018-12-16 15:35:26</td>\n",
       "      <td>leo lins faz entrevista com a amber heard, faz...</td>\n",
       "      <td>2993861138</td>\n",
       "      <td>laliwithvanilla</td>\n",
       "      <td>l a l i ‎✵</td>\n",
       "      <td>2015-01-23 23:14:39</td>\n",
       "      <td>she/her | | | infp | | | 20</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1386477462...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/29938611...</td>\n",
       "      <td>https://t.co/a1HSZ4hV14</td>\n",
       "      <td>10783</td>\n",
       "      <td>303</td>\n",
       "      <td>338</td>\n",
       "      <td>1422</td>\n",
       "      <td>16:20:47.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:35:26</td>\n",
       "      <td>2015-01-23</td>\n",
       "      <td>23:14:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37184</th>\n",
       "      <td>1074325999146348544</td>\n",
       "      <td>2018-12-16 15:30:52</td>\n",
       "      <td>Rp amber heard ayo mendekat</td>\n",
       "      <td>940533309020368896</td>\n",
       "      <td>hellaintgood</td>\n",
       "      <td>Karl</td>\n",
       "      <td>2017-12-12 10:46:29</td>\n",
       "      <td>(𝐑𝐏/𝐅𝐋) manners maketh man.</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1326146370...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/94053330...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43615</td>\n",
       "      <td>1179</td>\n",
       "      <td>976</td>\n",
       "      <td>369</td>\n",
       "      <td>04:44:23.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:30:52</td>\n",
       "      <td>2017-12-12</td>\n",
       "      <td>10:46:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37185</th>\n",
       "      <td>1074325295501520897</td>\n",
       "      <td>2018-12-16 15:28:05</td>\n",
       "      <td>Amber Heard &amp;lt;3</td>\n",
       "      <td>851336171510575104</td>\n",
       "      <td>JustinYmmanuel</td>\n",
       "      <td>tın</td>\n",
       "      <td>2017-04-10 07:28:55</td>\n",
       "      <td>- Nächtelang</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1386626635...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/85133617...</td>\n",
       "      <td>https://t.co/dAYKjxBuiO</td>\n",
       "      <td>52190</td>\n",
       "      <td>1446</td>\n",
       "      <td>2931</td>\n",
       "      <td>615</td>\n",
       "      <td>07:59:10.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:28:05</td>\n",
       "      <td>2017-04-10</td>\n",
       "      <td>07:28:55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37186 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id_str          created_at  \\\n",
       "0       953749974365474821 2018-01-17 22:04:48   \n",
       "1       953741174321197056 2018-01-17 21:29:50   \n",
       "2       953736042456248322 2018-01-17 21:09:26   \n",
       "3       953692484886061056 2018-01-17 18:16:21   \n",
       "4       953689278097383425 2018-01-17 18:03:37   \n",
       "...                    ...                 ...   \n",
       "37181  1074328123246764034 2018-12-16 15:39:19   \n",
       "37182  1074327392196251650 2018-12-16 15:36:24   \n",
       "37183  1074327147119038465 2018-12-16 15:35:26   \n",
       "37184  1074325999146348544 2018-12-16 15:30:52   \n",
       "37185  1074325295501520897 2018-12-16 15:28:05   \n",
       "\n",
       "                                               full_text         user.id_str  \\\n",
       "0      [ Luke Mitchell y Amber Heard, chillando. http...  861511449776201728   \n",
       "1      I’ve seen this so many times on tumblr and it’...           546158471   \n",
       "2      @stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...  811853284113780736   \n",
       "3      Etats-Unis: Amber Heard et Elon Musk ont remis...          2999860517   \n",
       "4          amber heard | icons ɞ https://t.co/5Cdl3AfVEG  715387794449780737   \n",
       "...                                                  ...                 ...   \n",
       "37181  ครั้งหนึ่งความรักของ Johny Depp กับ Amber Hear...          3313888159   \n",
       "37182  Favorit q sepanjang film, mb Mera aka Amber He...            85278001   \n",
       "37183  leo lins faz entrevista com a amber heard, faz...          2993861138   \n",
       "37184                        Rp amber heard ayo mendekat  940533309020368896   \n",
       "37185                                  Amber Heard &lt;3  851336171510575104   \n",
       "\n",
       "      user.screen_name                  user.name     user.created_at  \\\n",
       "0          StuartBlxck            ╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔! 2017-05-08 09:21:50   \n",
       "1            peachiemo                          m 2012-04-05 17:52:19   \n",
       "2       DazzlingMaria_                      Maria 2016-12-22 08:38:01   \n",
       "3            SuisseSUI          Actualités Suisse 2015-01-26 16:04:41   \n",
       "4      fivecolorsicons            ೃ✧.҅ ғıvеcоlогѕ 2016-03-31 03:58:36   \n",
       "...                ...                        ...                 ...   \n",
       "37181  Universalrevi3w          รีวิวเรื่อยเปื่อย 2015-08-13 00:49:57   \n",
       "37182  Gibrannochigaro  ZsaZsa Utari Stan Account 2009-10-26 09:36:38   \n",
       "37183  laliwithvanilla                 l a l i ‎✵ 2015-01-23 23:14:39   \n",
       "37184     hellaintgood                       Karl 2017-12-12 10:46:29   \n",
       "37185   JustinYmmanuel                        tın 2017-04-10 07:28:55   \n",
       "\n",
       "                                        user.description  \\\n",
       "0      ⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...   \n",
       "1                  ✨ titties out for twice✨ she/her/hers   \n",
       "2      Life is about breaking our personal limits and...   \n",
       "3      Actualité  monde, politique, société, santé - ...   \n",
       "4      °•°•°•° follow to not lose any post guys!\\n❀ p...   \n",
       "...                                                  ...   \n",
       "37181                               เพจรีวิวเรื่อยเปื่อย   \n",
       "37182  Masyarakat Sehat | Ulas Jersey on youtube | gi...   \n",
       "37183                        she/her | | | infp | | | 20   \n",
       "37184                        (𝐑𝐏/𝐅𝐋) manners maketh man.   \n",
       "37185                                       - Nächtelang   \n",
       "\n",
       "                                  user.profile_image_url  \\\n",
       "0      http://pbs.twimg.com/profile_images/1383461196...   \n",
       "1      http://pbs.twimg.com/profile_images/1260291512...   \n",
       "2      http://pbs.twimg.com/profile_images/1261350465...   \n",
       "3      http://pbs.twimg.com/profile_images/6082358861...   \n",
       "4      http://pbs.twimg.com/profile_images/8251315957...   \n",
       "...                                                  ...   \n",
       "37181  http://pbs.twimg.com/profile_images/8491402799...   \n",
       "37182  http://pbs.twimg.com/profile_images/1366093275...   \n",
       "37183  http://pbs.twimg.com/profile_images/1386477462...   \n",
       "37184  http://pbs.twimg.com/profile_images/1326146370...   \n",
       "37185  http://pbs.twimg.com/profile_images/1386626635...   \n",
       "\n",
       "                                 user.profile_banner_url  \\\n",
       "0      https://pbs.twimg.com/profile_banners/86151144...   \n",
       "1      https://pbs.twimg.com/profile_banners/54615847...   \n",
       "2      https://pbs.twimg.com/profile_banners/81185328...   \n",
       "3      https://pbs.twimg.com/profile_banners/29998605...   \n",
       "4      https://pbs.twimg.com/profile_banners/71538779...   \n",
       "...                                                  ...   \n",
       "37181  https://pbs.twimg.com/profile_banners/33138881...   \n",
       "37182  https://pbs.twimg.com/profile_banners/85278001...   \n",
       "37183  https://pbs.twimg.com/profile_banners/29938611...   \n",
       "37184  https://pbs.twimg.com/profile_banners/94053330...   \n",
       "37185  https://pbs.twimg.com/profile_banners/85133617...   \n",
       "\n",
       "                      user.url  user.statuses_count  user.followers_count  \\\n",
       "0      https://t.co/ZWO1FYzQY8                26571                  1075   \n",
       "1                          NaN                38604                   534   \n",
       "2                          NaN                  910                   101   \n",
       "3                          NaN               326471                  3496   \n",
       "4      https://t.co/00Z51Avp2f                 1632                    28   \n",
       "...                        ...                  ...                   ...   \n",
       "37181  https://t.co/7u4e1xoS3B                27710                  2795   \n",
       "37182  https://t.co/CFNyF2Kbvf               100411                   798   \n",
       "37183  https://t.co/a1HSZ4hV14                10783                   303   \n",
       "37184                      NaN                43615                  1179   \n",
       "37185  https://t.co/dAYKjxBuiO                52190                  1446   \n",
       "\n",
       "       user.friends_count  days               hours  tweet_date tweet_time  \\\n",
       "0                     458   254  12:42:58.000000000  2018-01-17   22:04:48   \n",
       "1                     472  2113  03:37:31.000000000  2018-01-17   21:29:50   \n",
       "2                     101   391  12:31:25.000000000  2018-01-17   21:09:26   \n",
       "3                     318  1087  02:11:40.000000000  2018-01-17   18:16:21   \n",
       "4                      35   657  14:05:01.000000000  2018-01-17   18:03:37   \n",
       "...                   ...   ...                 ...         ...        ...   \n",
       "37181                 169  1221  14:49:22.000000000  2018-12-16   15:39:19   \n",
       "37182                 725  3338  05:59:46.000000000  2018-12-16   15:36:24   \n",
       "37183                 338  1422  16:20:47.000000000  2018-12-16   15:35:26   \n",
       "37184                 976   369  04:44:23.000000000  2018-12-16   15:30:52   \n",
       "37185                2931   615  07:59:10.000000000  2018-12-16   15:28:05   \n",
       "\n",
       "      user_create_date user_create_time  \n",
       "0           2017-05-08         09:21:50  \n",
       "1           2012-04-05         17:52:19  \n",
       "2           2016-12-22         08:38:01  \n",
       "3           2015-01-26         16:04:41  \n",
       "4           2016-03-31         03:58:36  \n",
       "...                ...              ...  \n",
       "37181       2015-08-13         00:49:57  \n",
       "37182       2009-10-26         09:36:38  \n",
       "37183       2015-01-23         23:14:39  \n",
       "37184       2017-12-12         10:46:29  \n",
       "37185       2017-04-10         07:28:55  \n",
       "\n",
       "[37186 rows x 20 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def tweet_usr_date_time(df):\n",
    "    df['tweet_date'] = df.created_at.astype(str).str.split(\" \").str[0]\n",
    "    df['tweet_time'] = df.created_at.astype(str).str.split(\" \").str[1]\n",
    "    df['user_create_date'] = df[\"user.created_at\"].astype(str).str.split(\" \").str[0]\n",
    "    df['user_create_time'] = df[\"user.created_at\"].astype(str).str.split(\" \").str[1]\n",
    "    df = df.reset_index(drop=True)\n",
    "    return df\n",
    "tweet_usr_date_time(tweet1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>id_str</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>...</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>tweet_date</th>\n",
       "      <th>tweet_time</th>\n",
       "      <th>user_create_date</th>\n",
       "      <th>user_create_time</th>\n",
       "      <th>tweet_year</th>\n",
       "      <th>tweet_month</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>usr_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>953749974365474821</td>\n",
       "      <td>[ Luke Mitchell y Amber Heard, chillando. http...</td>\n",
       "      <td>861511449776201728</td>\n",
       "      <td>StuartBlxck</td>\n",
       "      <td>╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔!</td>\n",
       "      <td>⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1383461196...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/86151144...</td>\n",
       "      <td>https://t.co/ZWO1FYzQY8</td>\n",
       "      <td>26571</td>\n",
       "      <td>...</td>\n",
       "      <td>254</td>\n",
       "      <td>12:42:58.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>22:04:48</td>\n",
       "      <td>2017-05-08</td>\n",
       "      <td>09:21:50</td>\n",
       "      <td>2018</td>\n",
       "      <td>January</td>\n",
       "      <td>2017</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>953741174321197056</td>\n",
       "      <td>I’ve seen this so many times on tumblr and it’...</td>\n",
       "      <td>546158471</td>\n",
       "      <td>peachiemo</td>\n",
       "      <td>m</td>\n",
       "      <td>✨ titties out for twice✨ she/her/hers</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1260291512...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/54615847...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38604</td>\n",
       "      <td>...</td>\n",
       "      <td>2113</td>\n",
       "      <td>03:37:31.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>21:29:50</td>\n",
       "      <td>2012-04-05</td>\n",
       "      <td>17:52:19</td>\n",
       "      <td>2018</td>\n",
       "      <td>January</td>\n",
       "      <td>2012</td>\n",
       "      <td>April</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>953736042456248322</td>\n",
       "      <td>@stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...</td>\n",
       "      <td>811853284113780736</td>\n",
       "      <td>DazzlingMaria_</td>\n",
       "      <td>Maria</td>\n",
       "      <td>Life is about breaking our personal limits and...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1261350465...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/81185328...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>910</td>\n",
       "      <td>...</td>\n",
       "      <td>391</td>\n",
       "      <td>12:31:25.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>21:09:26</td>\n",
       "      <td>2016-12-22</td>\n",
       "      <td>08:38:01</td>\n",
       "      <td>2018</td>\n",
       "      <td>January</td>\n",
       "      <td>2016</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>953692484886061056</td>\n",
       "      <td>Etats-Unis: Amber Heard et Elon Musk ont remis...</td>\n",
       "      <td>2999860517</td>\n",
       "      <td>SuisseSUI</td>\n",
       "      <td>Actualités Suisse</td>\n",
       "      <td>Actualité  monde, politique, société, santé - ...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/6082358861...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/29998605...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>326471</td>\n",
       "      <td>...</td>\n",
       "      <td>1087</td>\n",
       "      <td>02:11:40.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>18:16:21</td>\n",
       "      <td>2015-01-26</td>\n",
       "      <td>16:04:41</td>\n",
       "      <td>2018</td>\n",
       "      <td>January</td>\n",
       "      <td>2015</td>\n",
       "      <td>January</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>953689278097383425</td>\n",
       "      <td>amber heard | icons ɞ https://t.co/5Cdl3AfVEG</td>\n",
       "      <td>715387794449780737</td>\n",
       "      <td>fivecolorsicons</td>\n",
       "      <td>ೃ✧.҅ ғıvеcоlогѕ</td>\n",
       "      <td>°•°•°•° follow to not lose any post guys!\\n❀ p...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8251315957...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/71538779...</td>\n",
       "      <td>https://t.co/00Z51Avp2f</td>\n",
       "      <td>1632</td>\n",
       "      <td>...</td>\n",
       "      <td>657</td>\n",
       "      <td>14:05:01.000000000</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>18:03:37</td>\n",
       "      <td>2016-03-31</td>\n",
       "      <td>03:58:36</td>\n",
       "      <td>2018</td>\n",
       "      <td>January</td>\n",
       "      <td>2016</td>\n",
       "      <td>March</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37181</th>\n",
       "      <td>1074328123246764034</td>\n",
       "      <td>ครั้งหนึ่งความรักของ Johny Depp กับ Amber Hear...</td>\n",
       "      <td>3313888159</td>\n",
       "      <td>Universalrevi3w</td>\n",
       "      <td>รีวิวเรื่อยเปื่อย</td>\n",
       "      <td>เพจรีวิวเรื่อยเปื่อย</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8491402799...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/33138881...</td>\n",
       "      <td>https://t.co/7u4e1xoS3B</td>\n",
       "      <td>27710</td>\n",
       "      <td>...</td>\n",
       "      <td>1221</td>\n",
       "      <td>14:49:22.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:39:19</td>\n",
       "      <td>2015-08-13</td>\n",
       "      <td>00:49:57</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2015</td>\n",
       "      <td>August</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37182</th>\n",
       "      <td>1074327392196251650</td>\n",
       "      <td>Favorit q sepanjang film, mb Mera aka Amber He...</td>\n",
       "      <td>85278001</td>\n",
       "      <td>Gibrannochigaro</td>\n",
       "      <td>ZsaZsa Utari Stan Account</td>\n",
       "      <td>Masyarakat Sehat | Ulas Jersey on youtube | gi...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1366093275...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/85278001...</td>\n",
       "      <td>https://t.co/CFNyF2Kbvf</td>\n",
       "      <td>100411</td>\n",
       "      <td>...</td>\n",
       "      <td>3338</td>\n",
       "      <td>05:59:46.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:36:24</td>\n",
       "      <td>2009-10-26</td>\n",
       "      <td>09:36:38</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2009</td>\n",
       "      <td>October</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37183</th>\n",
       "      <td>1074327147119038465</td>\n",
       "      <td>leo lins faz entrevista com a amber heard, faz...</td>\n",
       "      <td>2993861138</td>\n",
       "      <td>laliwithvanilla</td>\n",
       "      <td>l a l i ‎✵</td>\n",
       "      <td>she/her | | | infp | | | 20</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1386477462...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/29938611...</td>\n",
       "      <td>https://t.co/a1HSZ4hV14</td>\n",
       "      <td>10783</td>\n",
       "      <td>...</td>\n",
       "      <td>1422</td>\n",
       "      <td>16:20:47.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:35:26</td>\n",
       "      <td>2015-01-23</td>\n",
       "      <td>23:14:39</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2015</td>\n",
       "      <td>January</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37184</th>\n",
       "      <td>1074325999146348544</td>\n",
       "      <td>Rp amber heard ayo mendekat</td>\n",
       "      <td>940533309020368896</td>\n",
       "      <td>hellaintgood</td>\n",
       "      <td>Karl</td>\n",
       "      <td>(𝐑𝐏/𝐅𝐋) manners maketh man.</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1326146370...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/94053330...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43615</td>\n",
       "      <td>...</td>\n",
       "      <td>369</td>\n",
       "      <td>04:44:23.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:30:52</td>\n",
       "      <td>2017-12-12</td>\n",
       "      <td>10:46:29</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2017</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37185</th>\n",
       "      <td>1074325295501520897</td>\n",
       "      <td>Amber Heard &amp;lt;3</td>\n",
       "      <td>851336171510575104</td>\n",
       "      <td>JustinYmmanuel</td>\n",
       "      <td>tın</td>\n",
       "      <td>- Nächtelang</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1386626635...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/85133617...</td>\n",
       "      <td>https://t.co/dAYKjxBuiO</td>\n",
       "      <td>52190</td>\n",
       "      <td>...</td>\n",
       "      <td>615</td>\n",
       "      <td>07:59:10.000000000</td>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>15:28:05</td>\n",
       "      <td>2017-04-10</td>\n",
       "      <td>07:28:55</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2017</td>\n",
       "      <td>April</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37186 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id_str                                          full_text  \\\n",
       "0       953749974365474821  [ Luke Mitchell y Amber Heard, chillando. http...   \n",
       "1       953741174321197056  I’ve seen this so many times on tumblr and it’...   \n",
       "2       953736042456248322  @stirgussa @Jia_S_ @AuthorNDSettemi @Agnieszka...   \n",
       "3       953692484886061056  Etats-Unis: Amber Heard et Elon Musk ont remis...   \n",
       "4       953689278097383425      amber heard | icons ɞ https://t.co/5Cdl3AfVEG   \n",
       "...                    ...                                                ...   \n",
       "37181  1074328123246764034  ครั้งหนึ่งความรักของ Johny Depp กับ Amber Hear...   \n",
       "37182  1074327392196251650  Favorit q sepanjang film, mb Mera aka Amber He...   \n",
       "37183  1074327147119038465  leo lins faz entrevista com a amber heard, faz...   \n",
       "37184  1074325999146348544                        Rp amber heard ayo mendekat   \n",
       "37185  1074325295501520897                                  Amber Heard &lt;3   \n",
       "\n",
       "              user.id_str user.screen_name                  user.name  \\\n",
       "0      861511449776201728      StuartBlxck            ╾ Sᴛᴜᴀʀᴛ 𝐅𝐂 𝐀𝐔!   \n",
       "1               546158471        peachiemo                          m   \n",
       "2      811853284113780736   DazzlingMaria_                      Maria   \n",
       "3              2999860517        SuisseSUI          Actualités Suisse   \n",
       "4      715387794449780737  fivecolorsicons            ೃ✧.҅ ғıvеcоlогѕ   \n",
       "...                   ...              ...                        ...   \n",
       "37181          3313888159  Universalrevi3w          รีวิวเรื่อยเปื่อย   \n",
       "37182            85278001  Gibrannochigaro  ZsaZsa Utari Stan Account   \n",
       "37183          2993861138  laliwithvanilla                 l a l i ‎✵   \n",
       "37184  940533309020368896     hellaintgood                       Karl   \n",
       "37185  851336171510575104   JustinYmmanuel                        tın   \n",
       "\n",
       "                                        user.description  \\\n",
       "0      ⌖ 𝙴𝚡 𝙲𝚎𝚛𝚋𝚎𝚛𝚞𝚜 𝙰𝚐𝚎𝚗𝚝. ╮ 𝘽𝙔𝙍𝙉𝙀 𝑂’𝐶𝐴𝐿𝐿𝐴𝐺𝐻𝐴𝑁 ₁/₅ ◣...   \n",
       "1                  ✨ titties out for twice✨ she/her/hers   \n",
       "2      Life is about breaking our personal limits and...   \n",
       "3      Actualité  monde, politique, société, santé - ...   \n",
       "4      °•°•°•° follow to not lose any post guys!\\n❀ p...   \n",
       "...                                                  ...   \n",
       "37181                               เพจรีวิวเรื่อยเปื่อย   \n",
       "37182  Masyarakat Sehat | Ulas Jersey on youtube | gi...   \n",
       "37183                        she/her | | | infp | | | 20   \n",
       "37184                        (𝐑𝐏/𝐅𝐋) manners maketh man.   \n",
       "37185                                       - Nächtelang   \n",
       "\n",
       "                                  user.profile_image_url  \\\n",
       "0      http://pbs.twimg.com/profile_images/1383461196...   \n",
       "1      http://pbs.twimg.com/profile_images/1260291512...   \n",
       "2      http://pbs.twimg.com/profile_images/1261350465...   \n",
       "3      http://pbs.twimg.com/profile_images/6082358861...   \n",
       "4      http://pbs.twimg.com/profile_images/8251315957...   \n",
       "...                                                  ...   \n",
       "37181  http://pbs.twimg.com/profile_images/8491402799...   \n",
       "37182  http://pbs.twimg.com/profile_images/1366093275...   \n",
       "37183  http://pbs.twimg.com/profile_images/1386477462...   \n",
       "37184  http://pbs.twimg.com/profile_images/1326146370...   \n",
       "37185  http://pbs.twimg.com/profile_images/1386626635...   \n",
       "\n",
       "                                 user.profile_banner_url  \\\n",
       "0      https://pbs.twimg.com/profile_banners/86151144...   \n",
       "1      https://pbs.twimg.com/profile_banners/54615847...   \n",
       "2      https://pbs.twimg.com/profile_banners/81185328...   \n",
       "3      https://pbs.twimg.com/profile_banners/29998605...   \n",
       "4      https://pbs.twimg.com/profile_banners/71538779...   \n",
       "...                                                  ...   \n",
       "37181  https://pbs.twimg.com/profile_banners/33138881...   \n",
       "37182  https://pbs.twimg.com/profile_banners/85278001...   \n",
       "37183  https://pbs.twimg.com/profile_banners/29938611...   \n",
       "37184  https://pbs.twimg.com/profile_banners/94053330...   \n",
       "37185  https://pbs.twimg.com/profile_banners/85133617...   \n",
       "\n",
       "                      user.url  user.statuses_count  ...  days  \\\n",
       "0      https://t.co/ZWO1FYzQY8                26571  ...   254   \n",
       "1                          NaN                38604  ...  2113   \n",
       "2                          NaN                  910  ...   391   \n",
       "3                          NaN               326471  ...  1087   \n",
       "4      https://t.co/00Z51Avp2f                 1632  ...   657   \n",
       "...                        ...                  ...  ...   ...   \n",
       "37181  https://t.co/7u4e1xoS3B                27710  ...  1221   \n",
       "37182  https://t.co/CFNyF2Kbvf               100411  ...  3338   \n",
       "37183  https://t.co/a1HSZ4hV14                10783  ...  1422   \n",
       "37184                      NaN                43615  ...   369   \n",
       "37185  https://t.co/dAYKjxBuiO                52190  ...   615   \n",
       "\n",
       "                    hours tweet_date tweet_time user_create_date  \\\n",
       "0      12:42:58.000000000 2018-01-17   22:04:48       2017-05-08   \n",
       "1      03:37:31.000000000 2018-01-17   21:29:50       2012-04-05   \n",
       "2      12:31:25.000000000 2018-01-17   21:09:26       2016-12-22   \n",
       "3      02:11:40.000000000 2018-01-17   18:16:21       2015-01-26   \n",
       "4      14:05:01.000000000 2018-01-17   18:03:37       2016-03-31   \n",
       "...                   ...        ...        ...              ...   \n",
       "37181  14:49:22.000000000 2018-12-16   15:39:19       2015-08-13   \n",
       "37182  05:59:46.000000000 2018-12-16   15:36:24       2009-10-26   \n",
       "37183  16:20:47.000000000 2018-12-16   15:35:26       2015-01-23   \n",
       "37184  04:44:23.000000000 2018-12-16   15:30:52       2017-12-12   \n",
       "37185  07:59:10.000000000 2018-12-16   15:28:05       2017-04-10   \n",
       "\n",
       "      user_create_time tweet_year tweet_month  usr_year usr_month  \n",
       "0             09:21:50       2018     January      2017       May  \n",
       "1             17:52:19       2018     January      2012     April  \n",
       "2             08:38:01       2018     January      2016  December  \n",
       "3             16:04:41       2018     January      2015   January  \n",
       "4             03:58:36       2018     January      2016     March  \n",
       "...                ...        ...         ...       ...       ...  \n",
       "37181         00:49:57       2018    December      2015    August  \n",
       "37182         09:36:38       2018    December      2009   October  \n",
       "37183         23:14:39       2018    December      2015   January  \n",
       "37184         10:46:29       2018    December      2017  December  \n",
       "37185         07:28:55       2018    December      2017     April  \n",
       "\n",
       "[37186 rows x 22 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop_list = ['user.created_at','created_at']\n",
    "def y_m_d(df):\n",
    "    df['tweet_date'] = pd.to_datetime(df['tweet_date'])\n",
    "    df['tweet_year'] = (df.tweet_date.dt.strftime('%Y')).astype('int')\n",
    "#     df['tweet_day'] = df.tweet_date.dt.strftime('%A')\n",
    "    df['tweet_month'] = df.tweet_date.dt.strftime('%B')\n",
    "    \n",
    "    df['user_create_date'] = pd.to_datetime(df['user_create_date'])\n",
    "    df['usr_year'] = (df.user_create_date.dt.strftime('%Y')).astype('int')\n",
    "#     df['usr_day'] = df.user_create_date.dt.strftime('%A')\n",
    "    df['usr_month'] = df.user_create_date.dt.strftime('%B')\n",
    "    \n",
    "    df.drop(drop_list, axis=1, inplace=True)\n",
    "    return df\n",
    "y_m_d(tweet1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_str</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>...</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>tweet_date</th>\n",
       "      <th>tweet_time</th>\n",
       "      <th>user_create_date</th>\n",
       "      <th>user_create_time</th>\n",
       "      <th>tweet_year</th>\n",
       "      <th>tweet_month</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>usr_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30435</th>\n",
       "      <td>1075814459975835648</td>\n",
       "      <td>AMBER HEARD DAILY ● Votre source française déd...</td>\n",
       "      <td>1075784710389985281</td>\n",
       "      <td>ahearddaily</td>\n",
       "      <td>Amber Heard Daily</td>\n",
       "      <td>Your most completed fan account dedicated to t...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1363931518...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10757847...</td>\n",
       "      <td>https://t.co/hT9fpXu3KB</td>\n",
       "      <td>893</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>01:58:13.000000000</td>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>18:05:29</td>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>16:07:16</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23476</th>\n",
       "      <td>1049446873562587137</td>\n",
       "      <td>I don't know the whole situation with Johnny D...</td>\n",
       "      <td>1049442144577052672</td>\n",
       "      <td>RougeWild</td>\n",
       "      <td>The Wild Hunt</td>\n",
       "      <td>Gamer/Animal-lover/Digital Artist (sometimes)/...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1049444164...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10494421...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>00:18:48.000000000</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:50:07</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:31:19</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13072</th>\n",
       "      <td>1023383244060803072</td>\n",
       "      <td>AQUAMAN 2018 : Jason , Amber Heard Superhero M...</td>\n",
       "      <td>1023045188464177152</td>\n",
       "      <td>OhsemV</td>\n",
       "      <td>Ohsem_Viral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://abs.twimg.com/sticky/default_profile_im...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>22:23:19.000000000</td>\n",
       "      <td>2018-07-29</td>\n",
       "      <td>01:42:33</td>\n",
       "      <td>2018-07-28</td>\n",
       "      <td>03:19:14</td>\n",
       "      <td>2018</td>\n",
       "      <td>July</td>\n",
       "      <td>2018</td>\n",
       "      <td>July</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29066</th>\n",
       "      <td>1078581466185949184</td>\n",
       "      <td>this is like only my second tweet but let it b...</td>\n",
       "      <td>1078236203642585089</td>\n",
       "      <td>shusreen</td>\n",
       "      <td>shireen</td>\n",
       "      <td>teh but make it tarik | https://t.co/hvaCku8NBl</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1363801856...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10782362...</td>\n",
       "      <td>https://t.co/KzW64aIUjA</td>\n",
       "      <td>5913</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>22:51:57.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>09:20:35</td>\n",
       "      <td>2018-12-27</td>\n",
       "      <td>10:28:38</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29081</th>\n",
       "      <td>1078697761267204097</td>\n",
       "      <td>@AlbertsStuff we love a salty sister amber hea...</td>\n",
       "      <td>1078695623522693120</td>\n",
       "      <td>Ruby87131098</td>\n",
       "      <td>Ruby</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://abs.twimg.com/sticky/default_profile_im...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>00:08:30.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>17:02:42</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>16:54:12</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id_str                                          full_text  \\\n",
       "30435  1075814459975835648  AMBER HEARD DAILY ● Votre source française déd...   \n",
       "23476  1049446873562587137  I don't know the whole situation with Johnny D...   \n",
       "13072  1023383244060803072  AQUAMAN 2018 : Jason , Amber Heard Superhero M...   \n",
       "29066  1078581466185949184  this is like only my second tweet but let it b...   \n",
       "29081  1078697761267204097  @AlbertsStuff we love a salty sister amber hea...   \n",
       "\n",
       "               user.id_str user.screen_name          user.name  \\\n",
       "30435  1075784710389985281      ahearddaily  Amber Heard Daily   \n",
       "23476  1049442144577052672        RougeWild      The Wild Hunt   \n",
       "13072  1023045188464177152           OhsemV        Ohsem_Viral   \n",
       "29066  1078236203642585089         shusreen            shireen   \n",
       "29081  1078695623522693120     Ruby87131098               Ruby   \n",
       "\n",
       "                                        user.description  \\\n",
       "30435  Your most completed fan account dedicated to t...   \n",
       "23476  Gamer/Animal-lover/Digital Artist (sometimes)/...   \n",
       "13072                                                NaN   \n",
       "29066    teh but make it tarik | https://t.co/hvaCku8NBl   \n",
       "29081                                                NaN   \n",
       "\n",
       "                                  user.profile_image_url  \\\n",
       "30435  http://pbs.twimg.com/profile_images/1363931518...   \n",
       "23476  http://pbs.twimg.com/profile_images/1049444164...   \n",
       "13072  http://abs.twimg.com/sticky/default_profile_im...   \n",
       "29066  http://pbs.twimg.com/profile_images/1363801856...   \n",
       "29081  http://abs.twimg.com/sticky/default_profile_im...   \n",
       "\n",
       "                                 user.profile_banner_url  \\\n",
       "30435  https://pbs.twimg.com/profile_banners/10757847...   \n",
       "23476  https://pbs.twimg.com/profile_banners/10494421...   \n",
       "13072                                                NaN   \n",
       "29066  https://pbs.twimg.com/profile_banners/10782362...   \n",
       "29081                                                NaN   \n",
       "\n",
       "                      user.url  user.statuses_count  ...  days  \\\n",
       "30435  https://t.co/hT9fpXu3KB                  893  ...     0   \n",
       "23476                      NaN                   18  ...     0   \n",
       "13072                      NaN                    6  ...     0   \n",
       "29066  https://t.co/KzW64aIUjA                 5913  ...     0   \n",
       "29081                      NaN                    4  ...     0   \n",
       "\n",
       "                    hours tweet_date tweet_time user_create_date  \\\n",
       "30435  01:58:13.000000000 2018-12-20   18:05:29       2018-12-20   \n",
       "23476  00:18:48.000000000 2018-10-08   23:50:07       2018-10-08   \n",
       "13072  22:23:19.000000000 2018-07-29   01:42:33       2018-07-28   \n",
       "29066  22:51:57.000000000 2018-12-28   09:20:35       2018-12-27   \n",
       "29081  00:08:30.000000000 2018-12-28   17:02:42       2018-12-28   \n",
       "\n",
       "      user_create_time tweet_year tweet_month  usr_year usr_month  \n",
       "30435         16:07:16       2018    December      2018  December  \n",
       "23476         23:31:19       2018     October      2018   October  \n",
       "13072         03:19:14       2018        July      2018      July  \n",
       "29066         10:28:38       2018    December      2018  December  \n",
       "29081         16:54:12       2018    December      2018  December  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_fresh_usr = tweet1.sort_values([\"days\"], ascending=True)\n",
    "sorted_fresh_usr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_fresh_usr.to_csv('tweet_diff_2018.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>id_str</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>...</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>tweet_date</th>\n",
       "      <th>tweet_time</th>\n",
       "      <th>user_create_date</th>\n",
       "      <th>user_create_time</th>\n",
       "      <th>tweet_year</th>\n",
       "      <th>tweet_month</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>usr_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21433</th>\n",
       "      <td>1050777390367035392</td>\n",
       "      <td>@mrreactionary do all victims hit their abuser...</td>\n",
       "      <td>991243906674319360</td>\n",
       "      <td>__jacxpearls</td>\n",
       "      <td>.</td>\n",
       "      <td>moved to: @jacxpearl</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1317074207...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27273</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>06:44:49.000000000</td>\n",
       "      <td>2018-10-12</td>\n",
       "      <td>15:57:07</td>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>09:12:18</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23476</th>\n",
       "      <td>1049446873562587137</td>\n",
       "      <td>I don't know the whole situation with Johnny D...</td>\n",
       "      <td>1049442144577052672</td>\n",
       "      <td>RougeWild</td>\n",
       "      <td>The Wild Hunt</td>\n",
       "      <td>Gamer/Animal-lover/Digital Artist (sometimes)/...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1049444164...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10494421...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>00:18:48.000000000</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:50:07</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:31:19</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23463</th>\n",
       "      <td>1049281462816661505</td>\n",
       "      <td>@Independent thank you for contributing to Amb...</td>\n",
       "      <td>991251741030146049</td>\n",
       "      <td>swarkles4</td>\n",
       "      <td>Christina</td>\n",
       "      <td>You keep giving up on people so quickly, you'r...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1053778320...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/99125174...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2077</td>\n",
       "      <td>...</td>\n",
       "      <td>160</td>\n",
       "      <td>03:09:24.000000000</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>12:52:50</td>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>09:43:26</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23443</th>\n",
       "      <td>1049298370588807168</td>\n",
       "      <td>@KarenStarrToH || Es un pelucón. Si pones en G...</td>\n",
       "      <td>1046785223969697794</td>\n",
       "      <td>AndyGibbRP</td>\n",
       "      <td>Andy Gibb (Fake)</td>\n",
       "      <td>Sιᥒgᥱr. Yoᥙᥒgᥱr brothᥱr of @BarryAGibb @barryg...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1258955546...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10467852...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>501</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>22:26:21.000000000</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>14:00:01</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>15:33:40</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23439</th>\n",
       "      <td>1049091823250165760</td>\n",
       "      <td>Aquaman' Official Extended Trailer 2018 Jason ...</td>\n",
       "      <td>1022913275049242624</td>\n",
       "      <td>hot_limited</td>\n",
       "      <td>RoyalPlayz</td>\n",
       "      <td>Guys make sure to check out my YouTube channel...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1054126175...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10229132...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>72</td>\n",
       "      <td>05:44:12.000000000</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>00:19:16</td>\n",
       "      <td>2018-07-27</td>\n",
       "      <td>18:35:04</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>July</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21176</th>\n",
       "      <td>1047602215924498437</td>\n",
       "      <td>Johnny Depp says the \"truth\" about Amber Heard...</td>\n",
       "      <td>2884771</td>\n",
       "      <td>Newsweek</td>\n",
       "      <td>Newsweek</td>\n",
       "      <td>The freedom to disagree. Our staff likes to tw...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/7416034959...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/2884771/...</td>\n",
       "      <td>https://t.co/92gD7evE72</td>\n",
       "      <td>265340</td>\n",
       "      <td>...</td>\n",
       "      <td>4206</td>\n",
       "      <td>01:48:55.000000000</td>\n",
       "      <td>2018-10-03</td>\n",
       "      <td>21:40:06</td>\n",
       "      <td>2007-03-29</td>\n",
       "      <td>19:51:11</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2007</td>\n",
       "      <td>March</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34195</th>\n",
       "      <td>1073768732869169152</td>\n",
       "      <td>Amber Heard ❤️</td>\n",
       "      <td>11086752</td>\n",
       "      <td>edowoo</td>\n",
       "      <td>Edo / えど</td>\n",
       "      <td>Ariqueño. Trabajo en digital y en redes social...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1299415905...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/11086752...</td>\n",
       "      <td>https://t.co/xHpb0Vu3PU</td>\n",
       "      <td>97595</td>\n",
       "      <td>...</td>\n",
       "      <td>4020</td>\n",
       "      <td>13:20:07.000000000</td>\n",
       "      <td>2018-12-15</td>\n",
       "      <td>02:36:30</td>\n",
       "      <td>2007-12-12</td>\n",
       "      <td>13:16:23</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2007</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25133</th>\n",
       "      <td>1048007026486497280</td>\n",
       "      <td>I liked a @YouTube video https://t.co/dutb1ySG...</td>\n",
       "      <td>5981342</td>\n",
       "      <td>lkafle</td>\n",
       "      <td>WowDevQA</td>\n",
       "      <td>Founder: Wow: Development: Quality: Assurance:...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1385946755...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/5981342/...</td>\n",
       "      <td>https://t.co/cqMTslSAA5</td>\n",
       "      <td>306328</td>\n",
       "      <td>...</td>\n",
       "      <td>4163</td>\n",
       "      <td>19:39:26.000000000</td>\n",
       "      <td>2018-10-05</td>\n",
       "      <td>00:28:40</td>\n",
       "      <td>2007-05-12</td>\n",
       "      <td>04:49:14</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2007</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2263</th>\n",
       "      <td>959392978484645888</td>\n",
       "      <td>Der zweite Laufpass - Elon Musk und Amber Hear...</td>\n",
       "      <td>9330602</td>\n",
       "      <td>BILD_Promis</td>\n",
       "      <td>BILD Promis</td>\n",
       "      <td>Promi-News von BILD und den Show-Reportern dir...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/9162518020...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/9330602/...</td>\n",
       "      <td>http://t.co/9uaMLCEn0I</td>\n",
       "      <td>95254</td>\n",
       "      <td>...</td>\n",
       "      <td>3768</td>\n",
       "      <td>20:44:18.000000000</td>\n",
       "      <td>2018-02-02</td>\n",
       "      <td>11:48:05</td>\n",
       "      <td>2007-10-09</td>\n",
       "      <td>15:03:47</td>\n",
       "      <td>2018</td>\n",
       "      <td>February</td>\n",
       "      <td>2007</td>\n",
       "      <td>October</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7409</th>\n",
       "      <td>994199951755366400</td>\n",
       "      <td>@sky_traffic Amber Heard will make you a crown...</td>\n",
       "      <td>77983</td>\n",
       "      <td>pickwick</td>\n",
       "      <td>pickwick</td>\n",
       "      <td>leftie feminist scottish cynical idealistic bo...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/8145110479...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/77983/13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87766</td>\n",
       "      <td>...</td>\n",
       "      <td>4159</td>\n",
       "      <td>17:46:24.000000000</td>\n",
       "      <td>2018-05-09</td>\n",
       "      <td>12:58:34</td>\n",
       "      <td>2006-12-18</td>\n",
       "      <td>19:12:10</td>\n",
       "      <td>2018</td>\n",
       "      <td>May</td>\n",
       "      <td>2006</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37186 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id_str                                          full_text  \\\n",
       "21433  1050777390367035392  @mrreactionary do all victims hit their abuser...   \n",
       "23476  1049446873562587137  I don't know the whole situation with Johnny D...   \n",
       "23463  1049281462816661505  @Independent thank you for contributing to Amb...   \n",
       "23443  1049298370588807168  @KarenStarrToH || Es un pelucón. Si pones en G...   \n",
       "23439  1049091823250165760  Aquaman' Official Extended Trailer 2018 Jason ...   \n",
       "...                    ...                                                ...   \n",
       "21176  1047602215924498437  Johnny Depp says the \"truth\" about Amber Heard...   \n",
       "34195  1073768732869169152                                     Amber Heard ❤️   \n",
       "25133  1048007026486497280  I liked a @YouTube video https://t.co/dutb1ySG...   \n",
       "2263    959392978484645888  Der zweite Laufpass - Elon Musk und Amber Hear...   \n",
       "7409    994199951755366400  @sky_traffic Amber Heard will make you a crown...   \n",
       "\n",
       "               user.id_str user.screen_name         user.name  \\\n",
       "21433   991243906674319360     __jacxpearls                 .   \n",
       "23476  1049442144577052672        RougeWild     The Wild Hunt   \n",
       "23463   991251741030146049        swarkles4         Christina   \n",
       "23443  1046785223969697794       AndyGibbRP  Andy Gibb (Fake)   \n",
       "23439  1022913275049242624      hot_limited        RoyalPlayz   \n",
       "...                    ...              ...               ...   \n",
       "21176              2884771         Newsweek          Newsweek   \n",
       "34195             11086752           edowoo          Edo / えど   \n",
       "25133              5981342           lkafle          WowDevQA   \n",
       "2263               9330602      BILD_Promis       BILD Promis   \n",
       "7409                 77983         pickwick          pickwick   \n",
       "\n",
       "                                        user.description  \\\n",
       "21433                               moved to: @jacxpearl   \n",
       "23476  Gamer/Animal-lover/Digital Artist (sometimes)/...   \n",
       "23463  You keep giving up on people so quickly, you'r...   \n",
       "23443  Sιᥒgᥱr. Yoᥙᥒgᥱr brothᥱr of @BarryAGibb @barryg...   \n",
       "23439  Guys make sure to check out my YouTube channel...   \n",
       "...                                                  ...   \n",
       "21176  The freedom to disagree. Our staff likes to tw...   \n",
       "34195  Ariqueño. Trabajo en digital y en redes social...   \n",
       "25133  Founder: Wow: Development: Quality: Assurance:...   \n",
       "2263   Promi-News von BILD und den Show-Reportern dir...   \n",
       "7409   leftie feminist scottish cynical idealistic bo...   \n",
       "\n",
       "                                  user.profile_image_url  \\\n",
       "21433  http://pbs.twimg.com/profile_images/1317074207...   \n",
       "23476  http://pbs.twimg.com/profile_images/1049444164...   \n",
       "23463  http://pbs.twimg.com/profile_images/1053778320...   \n",
       "23443  http://pbs.twimg.com/profile_images/1258955546...   \n",
       "23439  http://pbs.twimg.com/profile_images/1054126175...   \n",
       "...                                                  ...   \n",
       "21176  http://pbs.twimg.com/profile_images/7416034959...   \n",
       "34195  http://pbs.twimg.com/profile_images/1299415905...   \n",
       "25133  http://pbs.twimg.com/profile_images/1385946755...   \n",
       "2263   http://pbs.twimg.com/profile_images/9162518020...   \n",
       "7409   http://pbs.twimg.com/profile_images/8145110479...   \n",
       "\n",
       "                                 user.profile_banner_url  \\\n",
       "21433                                                NaN   \n",
       "23476  https://pbs.twimg.com/profile_banners/10494421...   \n",
       "23463  https://pbs.twimg.com/profile_banners/99125174...   \n",
       "23443  https://pbs.twimg.com/profile_banners/10467852...   \n",
       "23439  https://pbs.twimg.com/profile_banners/10229132...   \n",
       "...                                                  ...   \n",
       "21176  https://pbs.twimg.com/profile_banners/2884771/...   \n",
       "34195  https://pbs.twimg.com/profile_banners/11086752...   \n",
       "25133  https://pbs.twimg.com/profile_banners/5981342/...   \n",
       "2263   https://pbs.twimg.com/profile_banners/9330602/...   \n",
       "7409   https://pbs.twimg.com/profile_banners/77983/13...   \n",
       "\n",
       "                      user.url  user.statuses_count  ...  days  \\\n",
       "21433                      NaN                27273  ...   164   \n",
       "23476                      NaN                   18  ...     0   \n",
       "23463                      NaN                 2077  ...   160   \n",
       "23443                      NaN                  501  ...     6   \n",
       "23439                      NaN                   18  ...    72   \n",
       "...                        ...                  ...  ...   ...   \n",
       "21176  https://t.co/92gD7evE72               265340  ...  4206   \n",
       "34195  https://t.co/xHpb0Vu3PU                97595  ...  4020   \n",
       "25133  https://t.co/cqMTslSAA5               306328  ...  4163   \n",
       "2263    http://t.co/9uaMLCEn0I                95254  ...  3768   \n",
       "7409                       NaN                87766  ...  4159   \n",
       "\n",
       "                    hours tweet_date tweet_time user_create_date  \\\n",
       "21433  06:44:49.000000000 2018-10-12   15:57:07       2018-05-01   \n",
       "23476  00:18:48.000000000 2018-10-08   23:50:07       2018-10-08   \n",
       "23463  03:09:24.000000000 2018-10-08   12:52:50       2018-05-01   \n",
       "23443  22:26:21.000000000 2018-10-08   14:00:01       2018-10-01   \n",
       "23439  05:44:12.000000000 2018-10-08   00:19:16       2018-07-27   \n",
       "...                   ...        ...        ...              ...   \n",
       "21176  01:48:55.000000000 2018-10-03   21:40:06       2007-03-29   \n",
       "34195  13:20:07.000000000 2018-12-15   02:36:30       2007-12-12   \n",
       "25133  19:39:26.000000000 2018-10-05   00:28:40       2007-05-12   \n",
       "2263   20:44:18.000000000 2018-02-02   11:48:05       2007-10-09   \n",
       "7409   17:46:24.000000000 2018-05-09   12:58:34       2006-12-18   \n",
       "\n",
       "      user_create_time tweet_year tweet_month  usr_year usr_month  \n",
       "21433         09:12:18       2018     October      2018       May  \n",
       "23476         23:31:19       2018     October      2018   October  \n",
       "23463         09:43:26       2018     October      2018       May  \n",
       "23443         15:33:40       2018     October      2018   October  \n",
       "23439         18:35:04       2018     October      2018      July  \n",
       "...                ...        ...         ...       ...       ...  \n",
       "21176         19:51:11       2018     October      2007     March  \n",
       "34195         13:16:23       2018    December      2007  December  \n",
       "25133         04:49:14       2018     October      2007       May  \n",
       "2263          15:03:47       2018    February      2007   October  \n",
       "7409          19:12:10       2018         May      2006  December  \n",
       "\n",
       "[37186 rows x 22 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_usr_year = tweet1.sort_values([\"usr_year\"], ascending=False)\n",
    "sorted_usr_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_df = pd.read_csv(\"tweet_diff_18.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweet_df['user.id_str'] = tweet_df['user.id_str'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no. of unique users in the dataset is: 19105\n"
     ]
    }
   ],
   "source": [
    "all_users_tweeted = tweet_df['user.id_str'].nunique()\n",
    "print('no. of unique users in the dataset is:',all_users_tweeted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2099"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_df[tweet_df.tweet_month == 'January'].shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no. of tweets from users created in 2018 are... 3452\n",
      "no. of tweets from users created in rest years are... 33734\n",
      "no. of tweets in the same day of usr creation in 2018 are... 331\n"
     ]
    }
   ],
   "source": [
    "x = tweet_df[tweet_df['usr_year']== 2018]\n",
    "print('no. of tweets from users created in 2018 are...',x.shape[0])\n",
    "\n",
    "y = tweet_df[tweet_df['usr_year']!= 2018]\n",
    "print('no. of tweets from users created in rest years are...',y.shape[0])\n",
    "\n",
    "z = tweet_df[tweet_df['days'] <= 10]\n",
    "print('no. of tweets in the same day of usr creation in 2018 are...',z.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "proportion of tweets from users created in 2018 is 9.283063518528479%\n"
     ]
    }
   ],
   "source": [
    "print('proportion of tweets from users created in 2018 is {}%'.format((tweet_df['usr_year'] == 2018).mean()*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " the probability of tweets in the same day for all 2018 users 3.8528389339513325%\n",
      " the probability of tweets within 14 days only for all 2018 users 12.16685979142526%\n"
     ]
    }
   ],
   "source": [
    "prob_same_day = (tweet_df[tweet_df.days <= 1].shape[0]/ tweet_df[tweet_df.usr_year == 2018].shape[0])*100\n",
    "prob_14_days = (tweet_df[tweet_df.days <= 14].shape[0]/ tweet_df[tweet_df.usr_year == 2018].shape[0])*100\n",
    "\n",
    "\n",
    "print(' the probability of tweets in the same day for all 2018 users {}%'.format(prob_same_day))\n",
    "print(' the probability of tweets within 14 days only for all 2018 users {}%'.format(prob_14_days))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring some features\n",
    "### after calculation of the days diff between the created usr and tweet in 2018 i found that"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of users created in 2018 is: 1658\n",
      "no. of proportion of users created in 2018 are :8.678356451190787%\n"
     ]
    }
   ],
   "source": [
    "fresh_users_2020 = tweet_df.groupby(['user.id_str','tweet_year','usr_year']).size().reset_index(name='user_id_count')\n",
    "fresh_users_2020 = fresh_users_2020[fresh_users_2020['usr_year'] == 2018]\n",
    "print('No. of users created in 2018 is: {}'.format(fresh_users_2020.shape[0]))\n",
    "print('no. of proportion of users created in 2018 are :{}%'.format((fresh_users_2020.shape[0]/all_users_tweeted)*100))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>user.id_str</th>\n",
       "      <th>tweet_year</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>user_id_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18928</th>\n",
       "      <td>991243906674319360</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18929</th>\n",
       "      <td>991251741030146049</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18823</th>\n",
       "      <td>986362557572304896</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>1047628248111300610</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>1010592288945287169</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>1047283041209667584</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>1047236423634628610</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>1047230779963715585</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>1047219081483620353</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19103</th>\n",
       "      <td>999903693112729604</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1658 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               user.id_str  tweet_year  usr_year  user_id_count\n",
       "18928   991243906674319360        2018      2018            157\n",
       "18929   991251741030146049        2018      2018            100\n",
       "18823   986362557572304896        2018      2018             61\n",
       "819    1047628248111300610        2018      2018             57\n",
       "231    1010592288945287169        2018      2018             56\n",
       "...                    ...         ...       ...            ...\n",
       "815    1047283041209667584        2018      2018              1\n",
       "814    1047236423634628610        2018      2018              1\n",
       "813    1047230779963715585        2018      2018              1\n",
       "811    1047219081483620353        2018      2018              1\n",
       "19103   999903693112729604        2018      2018              1\n",
       "\n",
       "[1658 rows x 4 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w = fresh_users_2020.sort_values([\"user_id_count\"], ascending=False)\n",
    "w"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almost 1658 usrs created in 2018 (8.7% of total users tweeted in 2018) those fresh users tweeted (9.2%) from the whole tweets in 2018 (3.85%) of them tweeted in the same day From a general view to the data when sorting them in descending order many have tweeted after creation of the new user within few minutes only!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "estimation of no. of tweets from users created in all years\n"
     ]
    },
    {
     "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>usr_year</th>\n",
       "      <th>year_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007</td>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008</td>\n",
       "      <td>1038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009</td>\n",
       "      <td>5224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010</td>\n",
       "      <td>3080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2011</td>\n",
       "      <td>3647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2012</td>\n",
       "      <td>3625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2013</td>\n",
       "      <td>2702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2014</td>\n",
       "      <td>3160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2015</td>\n",
       "      <td>3606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016</td>\n",
       "      <td>3483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017</td>\n",
       "      <td>3935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018</td>\n",
       "      <td>3452</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    usr_year  year_count\n",
       "0       2006           1\n",
       "1       2007         233\n",
       "2       2008        1038\n",
       "3       2009        5224\n",
       "4       2010        3080\n",
       "5       2011        3647\n",
       "6       2012        3625\n",
       "7       2013        2702\n",
       "8       2014        3160\n",
       "9       2015        3606\n",
       "10      2016        3483\n",
       "11      2017        3935\n",
       "12      2018        3452"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"estimation of no. of tweets from users created in all years\")\n",
    "o = tweet_df.groupby('usr_year').size().reset_index(name='year_count')\n",
    "o"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2880x3240 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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": [
    "plt.figure(figsize=[40, 45]);\n",
    "o.plot(x=\"usr_year\", y=\"year_count\", kind=\"bar\", rot=50, fontsize=10);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Very Obvious how tweets in users created in 2018 are signifcally higher than other years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>user.id_str</th>\n",
       "      <th>tweet_year</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>full_text</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>user_id_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000005882049126400</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>Amber Heard q CRUSH!</td>\n",
       "      <td>72</td>\n",
       "      <td>11:11:53.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000091536485437440</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>@dmataconis Amber Heard is striking, but not a...</td>\n",
       "      <td>213</td>\n",
       "      <td>03:53:13.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000111132957466624</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>Amber heard na minha tv, eca</td>\n",
       "      <td>191</td>\n",
       "      <td>03:07:46.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000111132957466624</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>sinto pena de fã da Amber heard, essa mulher é...</td>\n",
       "      <td>175</td>\n",
       "      <td>19:05:15.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000114035126190081</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>@unfoundation @ASteiner @PadmaLakshmi @realamb...</td>\n",
       "      <td>73</td>\n",
       "      <td>08:30:32.000000000</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37178</th>\n",
       "      <td>999695938670223361</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>#WeAreProudOfJohnnyDepp ❤\\n#IBelieveInHim ❤\\n#...</td>\n",
       "      <td>72</td>\n",
       "      <td>00:37:22.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37179</th>\n",
       "      <td>999695938670223361</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>I'm not gonna buy @LOrealParisUSA products any...</td>\n",
       "      <td>70</td>\n",
       "      <td>19:03:19.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37180</th>\n",
       "      <td>999774404606390273</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>Is it me or does Amber Heard look A LOT like K...</td>\n",
       "      <td>185</td>\n",
       "      <td>21:21:50.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37181</th>\n",
       "      <td>999853501676171265</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>LONDON FIELDS Official Trailer (2018) | Amber ...</td>\n",
       "      <td>148</td>\n",
       "      <td>08:37:31.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37183</th>\n",
       "      <td>999903693112729604</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>London Fields Trailer 2018 Amber Heard Movie Y...</td>\n",
       "      <td>16</td>\n",
       "      <td>07:12:08.000000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3452 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               user.id_str  tweet_year  usr_year  \\\n",
       "0      1000005882049126400        2018      2018   \n",
       "3      1000091536485437440        2018      2018   \n",
       "4      1000111132957466624        2018      2018   \n",
       "5      1000111132957466624        2018      2018   \n",
       "6      1000114035126190081        2018      2018   \n",
       "...                    ...         ...       ...   \n",
       "37178   999695938670223361        2018      2018   \n",
       "37179   999695938670223361        2018      2018   \n",
       "37180   999774404606390273        2018      2018   \n",
       "37181   999853501676171265        2018      2018   \n",
       "37183   999903693112729604        2018      2018   \n",
       "\n",
       "                                               full_text  days  \\\n",
       "0                                   Amber Heard q CRUSH!    72   \n",
       "3      @dmataconis Amber Heard is striking, but not a...   213   \n",
       "4                           Amber heard na minha tv, eca   191   \n",
       "5      sinto pena de fã da Amber heard, essa mulher é...   175   \n",
       "6      @unfoundation @ASteiner @PadmaLakshmi @realamb...    73   \n",
       "...                                                  ...   ...   \n",
       "37178  #WeAreProudOfJohnnyDepp ❤\\n#IBelieveInHim ❤\\n#...    72   \n",
       "37179  I'm not gonna buy @LOrealParisUSA products any...    70   \n",
       "37180  Is it me or does Amber Heard look A LOT like K...   185   \n",
       "37181  LONDON FIELDS Official Trailer (2018) | Amber ...   148   \n",
       "37183  London Fields Trailer 2018 Amber Heard Movie Y...    16   \n",
       "\n",
       "                    hours  user_id_count  \n",
       "0      11:11:53.000000000              1  \n",
       "3      03:53:13.000000000              1  \n",
       "4      03:07:46.000000000              1  \n",
       "5      19:05:15.000000000              1  \n",
       "6      08:30:32.000000000              1  \n",
       "...                   ...            ...  \n",
       "37178  00:37:22.000000000              1  \n",
       "37179  19:03:19.000000000              1  \n",
       "37180  21:21:50.000000000              1  \n",
       "37181  08:37:31.000000000              1  \n",
       "37183  07:12:08.000000000              1  \n",
       "\n",
       "[3452 rows x 7 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_tweeted_2020 = tweet_df.groupby(['user.id_str','tweet_year','usr_year', 'full_text','days', 'hours']).size().reset_index(name='user_id_count')\n",
    "users_tweeted_2020 = users_tweeted_2020[users_tweeted_2020['usr_year'] == 2018]\n",
    "users_tweeted_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved that in a DF\n"
     ]
    },
    {
     "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>user.id_str</th>\n",
       "      <th>days</th>\n",
       "      <th>user_id_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000114035126190081</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30504</th>\n",
       "      <td>959340965310812160</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>1059882160851578880</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>1060627835805622272</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1733</th>\n",
       "      <td>1062947259929804800</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>1078635204317720577</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30213</th>\n",
       "      <td>950011789105876994</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30307</th>\n",
       "      <td>952563525494321153</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31798</th>\n",
       "      <td>997546436840640512</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31853</th>\n",
       "      <td>998967306507210752</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               user.id_str  days  user_id_count\n",
       "6      1000114035126190081     0              1\n",
       "30504   959340965310812160     0              1\n",
       "1677   1059882160851578880     0              2\n",
       "1689   1060627835805622272     0              2\n",
       "1733   1062947259929804800     0              1\n",
       "...                    ...   ...            ...\n",
       "1923   1078635204317720577     1              1\n",
       "30213   950011789105876994     1              1\n",
       "30307   952563525494321153     1              1\n",
       "31798   997546436840640512     1              1\n",
       "31853   998967306507210752     1              1\n",
       "\n",
       "[96 rows x 3 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_tweeted_same_day = tweet_df.groupby(['user.id_str', 'days']).size().reset_index(name='user_id_count')\n",
    "users_tweeted_same_day = users_tweeted_same_day[users_tweeted_same_day['days'] <=1]\n",
    "users_tweeted_same_day = users_tweeted_same_day.sort_values([\"days\"], ascending=True)\n",
    "print(\"Saved that in a DF\")\n",
    "users_tweeted_same_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved that in a DF\n"
     ]
    },
    {
     "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>tweet_date</th>\n",
       "      <th>date_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>2018-12-13</td>\n",
       "      <td>692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2018-08-16</td>\n",
       "      <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>2018-10-04</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2018-06-15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2018-07-20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2018-07-24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2018-08-17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>310 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     tweet_date  date_count\n",
       "301  2018-12-20         715\n",
       "295  2018-12-13         692\n",
       "188  2018-08-16         685\n",
       "178  2018-08-02         634\n",
       "232  2018-10-04         612\n",
       "..          ...         ...\n",
       "139  2018-06-15           1\n",
       "168  2018-07-20           1\n",
       "170  2018-07-24           1\n",
       "189  2018-08-17           1\n",
       "309  2018-12-31           1\n",
       "\n",
       "[310 rows x 2 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_day = tweet_df.groupby('tweet_date').size().reset_index(name='date_count')\n",
    "tweets_day = tweets_day.sort_values([\"date_count\"], ascending=False)\n",
    "print(\"Saved that in a DF\")\n",
    "tweets_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweets_day_list = set(list(tweets_day.tweet_date))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>id_str</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>...</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>tweet_date</th>\n",
       "      <th>tweet_time</th>\n",
       "      <th>user_create_date</th>\n",
       "      <th>user_create_time</th>\n",
       "      <th>tweet_year</th>\n",
       "      <th>tweet_month</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>usr_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1075814459975835648</td>\n",
       "      <td>AMBER HEARD DAILY ● Votre source française déd...</td>\n",
       "      <td>1075784710389985281</td>\n",
       "      <td>ahearddaily</td>\n",
       "      <td>Amber Heard Daily</td>\n",
       "      <td>Your most completed fan account dedicated to t...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1363931518...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10757847...</td>\n",
       "      <td>https://t.co/hT9fpXu3KB</td>\n",
       "      <td>893</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>01:58:13.000000000</td>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>18:05:29</td>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>16:07:16</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1049446873562587137</td>\n",
       "      <td>I don't know the whole situation with Johnny D...</td>\n",
       "      <td>1049442144577052672</td>\n",
       "      <td>RougeWild</td>\n",
       "      <td>The Wild Hunt</td>\n",
       "      <td>Gamer/Animal-lover/Digital Artist (sometimes)/...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1049444164...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10494421...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>00:18:48.000000000</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:50:07</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:31:19</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1023383244060803072</td>\n",
       "      <td>AQUAMAN 2018 : Jason , Amber Heard Superhero M...</td>\n",
       "      <td>1023045188464177152</td>\n",
       "      <td>OhsemV</td>\n",
       "      <td>Ohsem_Viral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://abs.twimg.com/sticky/default_profile_im...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>22:23:19.000000000</td>\n",
       "      <td>2018-07-29</td>\n",
       "      <td>01:42:33</td>\n",
       "      <td>2018-07-28</td>\n",
       "      <td>03:19:14</td>\n",
       "      <td>2018</td>\n",
       "      <td>July</td>\n",
       "      <td>2018</td>\n",
       "      <td>July</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1078581466185949184</td>\n",
       "      <td>this is like only my second tweet but let it b...</td>\n",
       "      <td>1078236203642585089</td>\n",
       "      <td>shusreen</td>\n",
       "      <td>shireen</td>\n",
       "      <td>teh but make it tarik | https://t.co/hvaCku8NBl</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1363801856...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10782362...</td>\n",
       "      <td>https://t.co/KzW64aIUjA</td>\n",
       "      <td>5913</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>22:51:57.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>09:20:35</td>\n",
       "      <td>2018-12-27</td>\n",
       "      <td>10:28:38</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1078697761267204097</td>\n",
       "      <td>@AlbertsStuff we love a salty sister amber hea...</td>\n",
       "      <td>1078695623522693120</td>\n",
       "      <td>Ruby87131098</td>\n",
       "      <td>Ruby</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://abs.twimg.com/sticky/default_profile_im...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>00:08:30.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>17:02:42</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>16:54:12</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37181</th>\n",
       "      <td>1053730623574237186</td>\n",
       "      <td>Hahaha okay, I’ve just seen the interview Ambe...</td>\n",
       "      <td>4845862516</td>\n",
       "      <td>AutumnOnVenus</td>\n",
       "      <td>Elle-Rose 🍁</td>\n",
       "      <td>Resting cunt face | Undergrad Investigative Jo...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1280914053...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/48458625...</td>\n",
       "      <td>https://t.co/zILfNbVT5S</td>\n",
       "      <td>12040</td>\n",
       "      <td>...</td>\n",
       "      <td>999</td>\n",
       "      <td>04:22:47.000000000</td>\n",
       "      <td>2018-10-20</td>\n",
       "      <td>19:32:12</td>\n",
       "      <td>2016-01-25</td>\n",
       "      <td>15:09:25</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2016</td>\n",
       "      <td>January</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37182</th>\n",
       "      <td>1058021601395007488</td>\n",
       "      <td>Amber heard is a abuser. Johnny depp is a surv...</td>\n",
       "      <td>4879913728</td>\n",
       "      <td>Depplydepp</td>\n",
       "      <td>Depplydepp</td>\n",
       "      <td>#ibelievehim\\nFeel free to send me a message, ...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1048102086...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/48799137...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1984</td>\n",
       "      <td>...</td>\n",
       "      <td>999</td>\n",
       "      <td>12:56:24.000000000</td>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>15:43:01</td>\n",
       "      <td>2016-02-06</td>\n",
       "      <td>02:46:37</td>\n",
       "      <td>2018</td>\n",
       "      <td>November</td>\n",
       "      <td>2016</td>\n",
       "      <td>February</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37183</th>\n",
       "      <td>1075876225917313034</td>\n",
       "      <td>Amber Heard como Mera es genial. Molona y con ...</td>\n",
       "      <td>713774689269768192</td>\n",
       "      <td>GeekZoneGZ</td>\n",
       "      <td>Geek Zone ︾⍟︾ #SamMyCap</td>\n",
       "      <td>🎩 CEO de buenas noticias: Marvel, Disney, Star...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1372187467...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/71377468...</td>\n",
       "      <td>https://t.co/Gz7EImAbny</td>\n",
       "      <td>56344</td>\n",
       "      <td>...</td>\n",
       "      <td>999</td>\n",
       "      <td>05:02:13.000000000</td>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>22:10:55</td>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>17:08:42</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2016</td>\n",
       "      <td>March</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37184</th>\n",
       "      <td>957681535095734272</td>\n",
       "      <td>Amber Heard Super Hot Scenes Compilation\\n(Hot...</td>\n",
       "      <td>3185840166</td>\n",
       "      <td>Punk_Affected</td>\n",
       "      <td>The Marvel Eternity</td>\n",
       "      <td>Heroes are made by the path they choose, not t...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1026897612...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/31858401...</td>\n",
       "      <td>https://t.co/Oilx7YdsEY</td>\n",
       "      <td>354</td>\n",
       "      <td>...</td>\n",
       "      <td>999</td>\n",
       "      <td>12:08:10.000000000</td>\n",
       "      <td>2018-01-28</td>\n",
       "      <td>18:27:25</td>\n",
       "      <td>2015-05-05</td>\n",
       "      <td>06:19:15</td>\n",
       "      <td>2018</td>\n",
       "      <td>January</td>\n",
       "      <td>2015</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37185</th>\n",
       "      <td>1060935189323407360</td>\n",
       "      <td>@FemCondition @ZoeKravitz @aquamanmovie @wbpic...</td>\n",
       "      <td>4905975524</td>\n",
       "      <td>nikh_joy</td>\n",
       "      <td>Nikhil Joy</td>\n",
       "      <td>#Hodophile\\n#WebDeveloper\\n#EnglandFootballTeam💙</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1385614483...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://t.co/oVCoVQjAJq</td>\n",
       "      <td>436</td>\n",
       "      <td>...</td>\n",
       "      <td>999</td>\n",
       "      <td>07:09:43.000000000</td>\n",
       "      <td>2018-11-09</td>\n",
       "      <td>16:40:35</td>\n",
       "      <td>2016-02-14</td>\n",
       "      <td>09:30:52</td>\n",
       "      <td>2018</td>\n",
       "      <td>November</td>\n",
       "      <td>2016</td>\n",
       "      <td>February</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37186 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id_str                                          full_text  \\\n",
       "0      1075814459975835648  AMBER HEARD DAILY ● Votre source française déd...   \n",
       "1      1049446873562587137  I don't know the whole situation with Johnny D...   \n",
       "2      1023383244060803072  AQUAMAN 2018 : Jason , Amber Heard Superhero M...   \n",
       "3      1078581466185949184  this is like only my second tweet but let it b...   \n",
       "4      1078697761267204097  @AlbertsStuff we love a salty sister amber hea...   \n",
       "...                    ...                                                ...   \n",
       "37181  1053730623574237186  Hahaha okay, I’ve just seen the interview Ambe...   \n",
       "37182  1058021601395007488  Amber heard is a abuser. Johnny depp is a surv...   \n",
       "37183  1075876225917313034  Amber Heard como Mera es genial. Molona y con ...   \n",
       "37184   957681535095734272  Amber Heard Super Hot Scenes Compilation\\n(Hot...   \n",
       "37185  1060935189323407360  @FemCondition @ZoeKravitz @aquamanmovie @wbpic...   \n",
       "\n",
       "               user.id_str user.screen_name                user.name  \\\n",
       "0      1075784710389985281      ahearddaily        Amber Heard Daily   \n",
       "1      1049442144577052672        RougeWild            The Wild Hunt   \n",
       "2      1023045188464177152           OhsemV              Ohsem_Viral   \n",
       "3      1078236203642585089         shusreen                  shireen   \n",
       "4      1078695623522693120     Ruby87131098                     Ruby   \n",
       "...                    ...              ...                      ...   \n",
       "37181           4845862516    AutumnOnVenus              Elle-Rose 🍁   \n",
       "37182           4879913728       Depplydepp               Depplydepp   \n",
       "37183   713774689269768192       GeekZoneGZ  Geek Zone ︾⍟︾ #SamMyCap   \n",
       "37184           3185840166    Punk_Affected      The Marvel Eternity   \n",
       "37185           4905975524         nikh_joy               Nikhil Joy   \n",
       "\n",
       "                                        user.description  \\\n",
       "0      Your most completed fan account dedicated to t...   \n",
       "1      Gamer/Animal-lover/Digital Artist (sometimes)/...   \n",
       "2                                                    NaN   \n",
       "3        teh but make it tarik | https://t.co/hvaCku8NBl   \n",
       "4                                                    NaN   \n",
       "...                                                  ...   \n",
       "37181  Resting cunt face | Undergrad Investigative Jo...   \n",
       "37182  #ibelievehim\\nFeel free to send me a message, ...   \n",
       "37183  🎩 CEO de buenas noticias: Marvel, Disney, Star...   \n",
       "37184  Heroes are made by the path they choose, not t...   \n",
       "37185   #Hodophile\\n#WebDeveloper\\n#EnglandFootballTeam💙   \n",
       "\n",
       "                                  user.profile_image_url  \\\n",
       "0      http://pbs.twimg.com/profile_images/1363931518...   \n",
       "1      http://pbs.twimg.com/profile_images/1049444164...   \n",
       "2      http://abs.twimg.com/sticky/default_profile_im...   \n",
       "3      http://pbs.twimg.com/profile_images/1363801856...   \n",
       "4      http://abs.twimg.com/sticky/default_profile_im...   \n",
       "...                                                  ...   \n",
       "37181  http://pbs.twimg.com/profile_images/1280914053...   \n",
       "37182  http://pbs.twimg.com/profile_images/1048102086...   \n",
       "37183  http://pbs.twimg.com/profile_images/1372187467...   \n",
       "37184  http://pbs.twimg.com/profile_images/1026897612...   \n",
       "37185  http://pbs.twimg.com/profile_images/1385614483...   \n",
       "\n",
       "                                 user.profile_banner_url  \\\n",
       "0      https://pbs.twimg.com/profile_banners/10757847...   \n",
       "1      https://pbs.twimg.com/profile_banners/10494421...   \n",
       "2                                                    NaN   \n",
       "3      https://pbs.twimg.com/profile_banners/10782362...   \n",
       "4                                                    NaN   \n",
       "...                                                  ...   \n",
       "37181  https://pbs.twimg.com/profile_banners/48458625...   \n",
       "37182  https://pbs.twimg.com/profile_banners/48799137...   \n",
       "37183  https://pbs.twimg.com/profile_banners/71377468...   \n",
       "37184  https://pbs.twimg.com/profile_banners/31858401...   \n",
       "37185                                                NaN   \n",
       "\n",
       "                      user.url  user.statuses_count  ...  days  \\\n",
       "0      https://t.co/hT9fpXu3KB                  893  ...     0   \n",
       "1                          NaN                   18  ...     0   \n",
       "2                          NaN                    6  ...     0   \n",
       "3      https://t.co/KzW64aIUjA                 5913  ...     0   \n",
       "4                          NaN                    4  ...     0   \n",
       "...                        ...                  ...  ...   ...   \n",
       "37181  https://t.co/zILfNbVT5S                12040  ...   999   \n",
       "37182                      NaN                 1984  ...   999   \n",
       "37183  https://t.co/Gz7EImAbny                56344  ...   999   \n",
       "37184  https://t.co/Oilx7YdsEY                  354  ...   999   \n",
       "37185  https://t.co/oVCoVQjAJq                  436  ...   999   \n",
       "\n",
       "                    hours  tweet_date tweet_time user_create_date  \\\n",
       "0      01:58:13.000000000  2018-12-20   18:05:29       2018-12-20   \n",
       "1      00:18:48.000000000  2018-10-08   23:50:07       2018-10-08   \n",
       "2      22:23:19.000000000  2018-07-29   01:42:33       2018-07-28   \n",
       "3      22:51:57.000000000  2018-12-28   09:20:35       2018-12-27   \n",
       "4      00:08:30.000000000  2018-12-28   17:02:42       2018-12-28   \n",
       "...                   ...         ...        ...              ...   \n",
       "37181  04:22:47.000000000  2018-10-20   19:32:12       2016-01-25   \n",
       "37182  12:56:24.000000000  2018-11-01   15:43:01       2016-02-06   \n",
       "37183  05:02:13.000000000  2018-12-20   22:10:55       2016-03-26   \n",
       "37184  12:08:10.000000000  2018-01-28   18:27:25       2015-05-05   \n",
       "37185  07:09:43.000000000  2018-11-09   16:40:35       2016-02-14   \n",
       "\n",
       "      user_create_time tweet_year tweet_month  usr_year usr_month  \n",
       "0             16:07:16       2018    December      2018  December  \n",
       "1             23:31:19       2018     October      2018   October  \n",
       "2             03:19:14       2018        July      2018      July  \n",
       "3             10:28:38       2018    December      2018  December  \n",
       "4             16:54:12       2018    December      2018  December  \n",
       "...                ...        ...         ...       ...       ...  \n",
       "37181         15:09:25       2018     October      2016   January  \n",
       "37182         02:46:37       2018    November      2016  February  \n",
       "37183         17:08:42       2018    December      2016     March  \n",
       "37184         06:19:15       2018     January      2015       May  \n",
       "37185         09:30:52       2018    November      2016  February  \n",
       "\n",
       "[37186 rows x 22 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data_dates  = tweet_df[tweet_df['tweet_date'].isin(tweets_day_list)]\n",
    "full_data_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trendy dates\n"
     ]
    },
    {
     "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>tweet_date</th>\n",
       "      <th>date_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>2018-12-13</td>\n",
       "      <td>692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2018-08-16</td>\n",
       "      <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>2018-10-04</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>2018-12-23</td>\n",
       "      <td>567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>2018-12-14</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>2018-10-05</td>\n",
       "      <td>506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>2018-10-03</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     tweet_date  date_count\n",
       "301  2018-12-20         715\n",
       "295  2018-12-13         692\n",
       "188  2018-08-16         685\n",
       "178  2018-08-02         634\n",
       "232  2018-10-04         612\n",
       "302  2018-12-23         567\n",
       "154  2018-07-04         542\n",
       "298  2018-12-16         539\n",
       "296  2018-12-14         516\n",
       "233  2018-10-05         506\n",
       "231  2018-10-03         505"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('trendy dates')\n",
    "trendy_dates = tweets_day[tweets_day.date_count >=500]\n",
    "trendy_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2880x3240 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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": [
    "plt.figure(figsize=[40, 45]);\n",
    "trendy_dates.plot(x=\"tweet_date\", y=\"date_count\", kind=\"bar\", rot=50, fontsize=10);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "trend_dates = set(list(trendy_dates.tweet_date))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_data_trendy_dates  = tweet_df[tweet_df['tweet_date'].isin(trend_dates)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[8, 6])\n",
    "base_color = sb.color_palette()[0]\n",
    "freq = full_data_trendy_dates['tweet_date'].value_counts() # To order the bars, often used with nominal variables\n",
    "sb.countplot(data=full_data_trendy_dates, x='tweet_date', color=base_color, order=freq.index);\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.dates as mdates\n",
    "import seaborn as snb\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(11.7, 8.27)\n",
    "snb.countplot(x = 'tweet_date', data = full_data_dates)\n",
    "ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "#plt.xticks([1,2,3,4,5,6,7,8,9,10,11,12])\n",
    "plt.xlabel('Dates')\n",
    "plt.ylim(0,1000)\n",
    "plt.ylabel('Count')\n",
    "plt.title('Tweets Time Series')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved that in a DF\n"
     ]
    },
    {
     "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>user.id_str</th>\n",
       "      <th>id_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11613</th>\n",
       "      <td>4583281223</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8521</th>\n",
       "      <td>3064671053</td>\n",
       "      <td>212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9923</th>\n",
       "      <td>350990667</td>\n",
       "      <td>212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12051</th>\n",
       "      <td>4845862516</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6190</th>\n",
       "      <td>2465079218</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8810</th>\n",
       "      <td>315331352</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8814</th>\n",
       "      <td>315454369</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8820</th>\n",
       "      <td>3156534129</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8833</th>\n",
       "      <td>3160000676</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19099</th>\n",
       "      <td>999695938670223361</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4224 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              user.id_str  id_count\n",
       "11613          4583281223       221\n",
       "8521           3064671053       212\n",
       "9923            350990667       212\n",
       "12051          4845862516       199\n",
       "6190           2465079218       186\n",
       "...                   ...       ...\n",
       "8810            315331352         2\n",
       "8814            315454369         2\n",
       "8820           3156534129         2\n",
       "8833           3160000676         2\n",
       "19099  999695938670223361         2\n",
       "\n",
       "[4224 rows x 2 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "freq_usrs = tweet_df.groupby('user.id_str').size().reset_index(name='id_count')\n",
    "freq_usrs = freq_usrs[freq_usrs[\"id_count\"] > 1]\n",
    "freq_usrs = freq_usrs.sort_values([\"id_count\"], ascending=False)\n",
    "print(\"Saved that in a DF\")\n",
    "freq_usrs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# let's check the distribution for different features to visualize them correctly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "A:\\Programming\\Anaconda\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\tools.py:331: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if ax.is_first_col():\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tweet_df.hist(figsize=(10,10));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# checking the distribution of the days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[8, 5])\n",
    "plt.hist(data = tweet_df, x = 'days')\n",
    "plt.xlabel('days', fontsize=20)\n",
    "plt.xlim(50,5000)\n",
    "plt.ylabel('count', fontsize=20)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "users tweeted in less than 24 hours after creation showing ubnormal count!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# usr creation counts in various years¶\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2009    5224\n",
       "2017    3935\n",
       "2011    3647\n",
       "2012    3625\n",
       "2015    3606\n",
       "2016    3483\n",
       "2018    3452\n",
       "2014    3160\n",
       "2010    3080\n",
       "2013    2702\n",
       "2008    1038\n",
       "2007     233\n",
       "2006       1\n",
       "Name: usr_year, dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_df.usr_year.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "usr_year  usr_month\n",
       "2006      December       1\n",
       "2007      March         51\n",
       "          August        29\n",
       "          November      28\n",
       "          October       25\n",
       "                      ... \n",
       "2018      March        231\n",
       "          October      207\n",
       "          September    140\n",
       "          November     105\n",
       "          December      97\n",
       "Name: usr_month, Length: 145, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_df.groupby(\"usr_year\")[\"usr_month\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "usr_year  usr_month\n",
       "2006      December       1\n",
       "2007      March         51\n",
       "          August        29\n",
       "          November      28\n",
       "          October       25\n",
       "                      ... \n",
       "2018      March        231\n",
       "          October      207\n",
       "          September    140\n",
       "          November     105\n",
       "          December      97\n",
       "Name: usr_month, Length: 145, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_df.groupby(\"usr_year\")[\"usr_month\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's explore more"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "we = tweet_df[tweet_df['usr_year'] == 2018]\n",
    "plt.figure(figsize=[8, 6])\n",
    "base_color = sb.color_palette()[0]\n",
    "freq = filtrd_df['usr_month'].value_counts() # To order the bars, often used with nominal variables\n",
    "sb.countplot(data=we, x='usr_month', color=base_color, order=freq.index);\n",
    "plt.xticks(rotation=45);\n",
    "plt.xlabel('Which months users created more?', fontsize=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "seems that June., may,Apr.,  have more usrs created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[8, 6])\n",
    "base_color = sb.color_palette()[0]\n",
    "freq = tweet_df['tweet_month'].value_counts() # To order the bars, often used with nominal variables\n",
    "sb.countplot(data=tweet_df, x='tweet_month', color=base_color, order=freq.index);\n",
    "plt.xticks(rotation=45);\n",
    "plt.xlabel('What about tweets?', fontsize=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dec., Oct.,Aug. There is no matching .. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAEzCAYAAAA8WnmoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAABqQklEQVR4nO3deXgURfrA8e+bcN+HgAoi0RW5zwgqqCAqyKUil4soeCAoInhfq+ii68EKor8VcRE8EFAUUERROXQRFDkicgmKkUMF5NKgYELe3x9VE4aQkGsyk0zez/PMMzPdPV3VPT3d71RVV4mqYowxxhgTTWIinQFjjDHGmFCzAMcYY4wxUccCHGOMMcZEHQtwjDHGGBN1LMAxxhhjTNSxAMcYY4wxUadYpDNgQu+EE07QOnXqRDobxhhTqKxYseJXVa0W6XyY0LAAJwrVqVOH5cuXRzobxhhTqIjIj5HOgwkdq6IyxhhjTNSxAMcYY4wxUccCHGOMMcZEHQtwjDHGGBN1LMAxxhhjTNSxAMcYY4wxUccCHGOMMcZEHQtwjDHGGBN1LMAxxhhTKMyb2Jl5EztHOhumkLAAxxhjjDFRxwIcY4wxxkQdG4vKmEIqOTmZbdu2cfDgwUhnJaqVKlWKWrVqUbx48UhnxRiTAxbgGFNIbdu2jfLly1OnTh1EJNLZiUqqyu7du9m2bRtxcXGRzo4xJgesiioCRGSEiKwVkTUiMlVESolInIh8KSLfich0ESnhly3p33/n59eJcPZNAXHw4EGqVq1qwU0+EhGqVq1qpWTGFEIW4ISZiNQEhgHxqtoIiAX6Ak8CY1T1b8Be4Hr/keuBvX76GL+cMQAW3ISB7WNjCicLcCKjGFBaRIoBZYCfgQuBGX7+K8Dl/vVl/j1+fgexM64xxhhzXBbghJmqbgdGA1twgc1+YAWwT1VT/GLbgJr+dU1gq/9sil++ajjzbIwxxhQ2FuCEmYhUxpXKxAEnA2WBTiFY7yARWS4iy3ft2pXX1RlTYCUkJDB37ty09yNHjmT06NERzJExpiCyACf8LgJ+UNVdqpoMvAO0ASr5KiuAWsB2/3o7cAqAn18R2J1+pao6QVXjVTW+WrVq+b0NxqRJSUnJeqEQSh/gGGNMRuw28fDbApwtImWAP4EOwHJgIdATmAZcC8z2y7/r3y/18xeoqoY70yb6JSYm0rVrV9asWQPA6NGjSUpKokqVKowfP55ixYrRoEEDpk2bxsiRI/n+++/ZvHkztWvXZurUqcesb/LkycyaNYsDBw6wadMm7rzzTv766y9ee+01SpYsydy5c6lSpQoJCQkMHjyYP/74g9NPP52XX36ZypUr065dO1q3bs3ChQvZt28fEydOpHXr1jz00EP8+eefLF68mPvuuw+AdevW0a5dO7Zs2cLw4cMZNmxYWPedMabgsRKcMFPVL3GNhVcC3+C+gwnAPcDtIvIdro3NRP+RiUBVP/124N6wZ9oUaU888QSrVq1i9erVjB8/Pm36unXr+OSTTzIMbgLWrFnDO++8w1dffcUDDzxAmTJlWLVqFeeccw6vvvoqANdccw1PPvkkq1evpnHjxjzyyCNpn09JSWHZsmWMHTuWRx55hBIlSvDoo4/Sp08fEhIS6NOnDwAbNmxg3rx5LFu2jEceeYTk5OR82hvGmMLCSnAiQFUfBh5ON3kz0CqDZQ8CvcKRL2My0qRJE/r168fll1/O5Zdfnja9e/fulC5d+rifbd++PeXLl6d8+fJUrFiRbt26AdC4cWNWr17N/v372bdvHxdccAEA1157Lb16HTnce/ToAUDLli1JTEzMNJ0uXbpQsmRJSpYsSfXq1dmxYwe1atXK5RYbY6KBleAYYwAoVqwYqampae8Dndu9//773HLLLaxcuZKzzjorrc1N2bJls1xnyZIl017HxMSkvY+JiclW253A8rGxscddPjidrJY1RcuwmVsZNnNrpLNhIsACHGMMADVq1GDnzp3s3r2bQ4cOMWfOHFJTU9m6dSvt27fnySefZP/+/SQlJYUszYoVK1K5cmX+97//AfDaa6+lleZkpnz58vz+++8hy4MxJjpZFZUxBoDixYvz0EMP0apVK2rWrEm9evU4fPgwV199Nfv370dVGTZsGJUqVQppuq+88kpaI+PTTjuNSZMmHXf59u3b88QTT9CsWbO0RsbGBHSdMQWAOT37RTgnJtLEbsiJPvHx8bp8+fJIZ8Pks/Xr11O/fv1IZ6NIsH1dMMyb2BmAjtdn3k1A+gAnUD017opTsly/iKxQ1fi85tMUDFZFZYwxxpioY1VUxpg8mTdvHvfcc89R0+Li4pg5c2aEcmSMMRbgGGPyqGPHjnTs2DHS2TDGmKNYFZUxxhhjoo4FOMYYY4yJOhbgGGOMMSbqWBscY6LErhdeD+n6qg25OstlYmNjady4McnJyRQrVoxrrrmGESNGEBMT/v9O5cqVC2knhMaYws0CHGNMrpUuXZqEhAQAdu7cyd///nd+++23owbMLAxSUlIoVsxOh8ZEE6uiMsaERPXq1ZkwYQLPP/88qsrhw4e56667OOuss2jSpAkvvvhi2rJPPvkkjRs3pmnTptx7770AfP/993Tq1ImWLVty3nnnsWHDBgAGDBjAkCFDOPvssznttNNYtGgR1113HfXr12fAgAFH5WHEiBE0bNiQDh06sGvXrizXO3jwYFq3bs3dd98dhj1kjAkn+8tijAmZ0047jcOHD7Nz505mz55NxYoV+eqrrzh06BBt2rThkksuYcOGDcyePZsvv/ySMmXKsGfPHgAGDRrE+PHjOeOMM/jyyy+5+eabWbBgAQB79+5l6dKlvPvuu3Tv3p3PP/+c//73v5x11lkkJCTQrFkzDhw4QHx8PGPGjOHRRx/lkUce4fnnnz/uerdt28aSJUuIjY2N2D4z4ZU49hcA6gw/McI5MfnNAhxjTL746KOPWL16NTNmzABg//79bNq0iU8++YSBAwdSpkwZAKpUqUJSUhJLliyhV69eaZ8/dOhQ2utu3bohIjRu3JgaNWrQuHFjABo2bEhiYiLNmjUjJiaGPn36AHD11VfTo0ePLNfbq1cvC26MiVIW4BhjQmbz5s3ExsZSvXp1VJXnnnvumE4A582bd8znUlNTqVSpUlp7nvRKliwJQExMTNrrwPuUlJQMPyMiWa63bNmy2dgqUxhdPmM+ALVj60Y4JyZSrA1OmInImSKSEPT4TUSGi0gVEflYRDb558p+eRGRcSLynYisFpEWkd4GYzKya9cuBg8ezNChQxEROnbsyAsvvEBycjIAGzdu5MCBA1x88cVMmjSJP/74A4A9e/ZQoUIF4uLieOuttwBQVb7++uscpZ+amppWWvTGG2/Qtm3bkKzXRN6WcT3ZMq5npLNhChkrwQkzVf0WaAYgIrHAdmAmcC8wX1WfEJF7/ft7gEuBM/yjNfCCfzbmKNm5rTvU/vzzT5o1a5Z2m3j//v25/fbbAbjhhhtITEykRYsWqCrVqlVj1qxZdOrUiYSEBOLj4ylRogSdO3fm8ccfZ8qUKQwZMoRRo0aRnJxM3759adq0abbzUrZsWZYtW8aoUaOoXr0606dPB8jzeo0xhZOoaqTzUGSJyCXAw6raRkS+Bdqp6s8ichKwSFXPFJEX/eup/jNpy2W23vj4eF2+fHlYtsFEzvr166lfv36ks1Ek2L6OrEDpzfqyrtSv4/VzM12264wpABTDNSIOVFGNu+IU4PiNjEVkharGhyjbJsKsiiqy+gJT/esaQUHLL0AN/7omsDXoM9v8tKOIyCARWS4iywO3xxpjjMnYjmeXsuPZpZHOhslHFuBEiIiUALoDb6Wfp65YLUdFa6o6QVXjVTW+WrVqIcqlMcYYUzhZG5zIuRRYqao7/PsdInJSUBXVTj99O3BK0Odq+WnGGBPVQj38iClarAQncq7iSPUUwLvAtf71tcDsoOnX+Lupzgb2H6/9jTHGGGOsBCciRKQscDFwU9DkJ4A3ReR64Eegt58+F+gMfAf8AQwMY1aNMcaYQskCnAhQ1QNA1XTTdgMdMlhWgVvClDVjjDEmKliAY0yUCHVHaLWHzchymW3btnHLLbewbt06UlNT6dq1K08//TQlSpTIcPmxY8cyaNCgtGEaMlOuXDmSkpJylW9jjAFrg2OMySVVpUePHlx++eVs2rSJjRs3kpSUxAMPPJDpZ8aOHZvWg3F+yWzoBmNM0WIBjjEmVxYsWECpUqUYONA1C4uNjWXMmDG8/PLLHDhwgDvvvJNGjRrRpEkTnnvuOcaNG8dPP/1E+/btad++PQBTp06lcePGNGrUiHvuueeo9Y8YMYKGDRvSoUMHAn07ff/993Tq1ImWLVty3nnnsWHDBgAGDBjA4MGDad26NXfffXcY94IxpqCyAMcYkytr166lZcuWR02rUKECtWvX5r///S+JiYkkJCSwevVq+vXrx7Bhwzj55JNZuHAhCxcu5KeffuKee+5hwYIFJCQk8NVXXzFr1iwADhw4QHx8PGvXruWCCy7gkUceAWDQoEE899xzrFixgtGjR3PzzTenpb1t2zaWLFnCM888E7Z9YIwpuKwNjjEm5BYtWsTNN99MsWLuFFOlSpVjlvnqq69o164dgY4p+/Xrx2effcbll19OTEwMffr0AeDqq6+mR48eJCUlsWTJEnr16pW2jkOHDqW97tWrF7Gxsfm5WcaYQsQCHGNMrjRo0CBt9O6A3377jS1btlCnTp2QpiUipKamUqlSJRISEjJcpmzZsiFN0xR8A2d2AmBn0A2owsmRyo4pYKyKyhiTKx06dOCPP/7g1VdfBeDw4cPccccdDBgwgI4dO/Liiy+mNfjds2cPAOXLl+f3338HoFWrVnz66af8+uuvHD58mKlTp3LBBRcAkJqamhY8vfHGG7Rt25YKFSoQFxfHW2+50U1Ula+//jqs22yMKTysBMeYKJGd27pDSUSYOXMmN998M//85z9JTU2lc+fOPP7448TGxrJx40aaNGlC8eLFufHGGxk6dCiDBg2iU6dOaW1xnnjiCdq3b4+q0qVLFy677DLAlcYsW7aMUaNGUb16daZPnw7AlClTGDJkCKNGjSI5OZm+ffvStGnTsG63MaZwENePnIkm8fHxunz58khnw+Sz9evXU79+/Uhno0iwfR0ZgbGo/kyeBcD6sq6LgY7XzwUyqaI67KqoinEiALVj6wIw7go3pF/i2F8AKC0/AFDjtnOOfFZkharGh35LTCRYFZUxxhhjoo4FOMYYY4yJOhbgGGOMMSbqWCNjY4wxhcqLr3V0L8pJZDNiCjQrwTHGGGNM1LEAxxhjjDFRx6qojIkS8yZ2Dun6ArfiHk+5cuVISkrKdH67du0YPXo08fF2562JrA+m/wqA3exfdFgJTgSISCURmSEiG0RkvYicIyJVRORjEdnknyv7ZUVExonIdyKyWkRaRDr/xhhjTEFnAU5kPAt8qKr1gKbAeuBeYL6qngHM9+8BLgXO8I9BwAvhz64xmVu0aBFdu3ZNez906FAmT5581DIvv/wyw4cPT3v/0ksvMWLEiDDl0BhTFFmAE2YiUhE4H5gIoKp/qeo+4DLgFb/YK8Dl/vVlwKvqfAFUEpGTwpppY/Kod+/evPfeeyQnJwMwadIkrrvuugjnyhgTzSzACb84YBcwSURWich/RaQsUENVf/bL/ALU8K9rAluDPr/NTzuKiAwSkeUisnzXrl35mH1jcq5cuXJceOGFzJkzhw0bNpCcnEzjxo0jnS1jTBSzACf8igEtgBdUtTlwgCPVUQCoGyAsR4OEqeoEVY1X1fhq1aqFLLPGZKVYsWKkpqamvT948GCGy91www1MnjyZSZMmMXDgwHBlzxhTRFmAE37bgG2q+qV/PwMX8OwIVD35551+/nbglKDP1/LTjCkQTj31VNatW8ehQ4fYt28f8+fPz3C51q1bs3XrVt544w2uuuqqMOfSGFPU2G3iYaaqv4jIVhE5U1W/BToA6/zjWuAJ/zzbf+RdYKiITANaA/uDqrKMSZOd27pDKSUlhZIlS3LKKafQu3dvGjVqRFxcHM2bN8/0M7179yYhIYHKlSuHMafGmKLIApzIuBWYIiIlgM3AQFxp2psicj3wI9DbLzsX6Ax8B/zhlzUm4tauXcvpp58OwFNPPcVTTz11zDKLFi066v3ixYvt7iljTFhYgBMBqpoAZNTzWYcMllXglvzOkzE5MX78eMaNG8fYsWOztfy+ffto1aoVTZs2pUOHYw5zY4wJOQtwjDE5NnjwYAYPHpzt5StVqsTGjRvzMUfGGHM0a2RsjDHGmKhjAY4xxhhjoo4FOMYYY4yJOhbgGGOMMSbqWCNjY6LEi691DOn6buo/L8tlRITbb7+df//73wCMHj2apKQkRo4cGdK8ZEe5cuVISkoKe7rGmILJSnCMMblWsmRJ3nnnHX799ddIZyVPUlJSIp0FY0yIWYBjjMm1YsWKMWjQIMaMGXPMvMTERC688EKaNGlChw4d2LJlC/v37+fUU09NG7vqwIEDnHLKKSQnJ/P999/TqVMnWrZsyXnnnceGDRsAGDBgAEOGDOHss8/mtNNOY9GiRVx33XXUr1+fAQMGHJXmiBEjaNiwIR06dCAw6Ozx1jt48GBat27N3XffnY97yRgTCRbgGGPy5JZbbmHKlCns37//qOm33nor1157LatXr6Zfv34MGzaMihUr0qxZMz799FMA5syZQ8eOHSlevDiDBg3iueeeY8WKFYwePZqbb745bV179+5l6dKljBkzhu7duzNixAjWrl3LN998Q0JCAuCCpfj4eNauXcsFF1zAI488AnDc9W7bto0lS5bwzDPP5PNeMsaEm7XBMcbkSYUKFbjmmmsYN24cpUuXTpu+dOlS3nnnHQD69++fVkrSp08fpk+fTvv27Zk2bRo333wzSUlJLFmyhF69eqV9/tChQ2mvu3XrhojQuHFjatSoQePGjQFo2LAhiYmJNGvWjJiYGPr06QPA1VdfTY8ePbJcb69evYiNjc2HvWKMiTQLcIwxeTZ8+HBatGjBwIFZD5XWvXt37r//fvbs2cOKFSu48MILOXDgAJUqVUorjUmvZMmSAMTExKS9DrzPrP2MiJCamnrc9ZYtWzbL/BpjCierojLG5FmVKlXo3bs3EydOTJt27rnnMm3aNACmTJnCeeedB7i7nc466yxuu+02unbtSmxsLBUqVCAuLo633noLAFXl66+/zlEeUlNTmTFjBgBvvPEGbdu2Dcl6jTGFk5XgGBMlsnNbd3664447eP7559PeP/fccwwcOJCnn36aatWqMWnSpLR5ffr0oVevXkeNNj5lyhSGDBnCqFGjSE5Opm/fvjRt2jTb6ZctW5Zly5YxatQoqlevzvTp00OyXmNM4SRusGoTTeLj43X58uWRzobJZ+vXr6d+/fqRzkaRYPs6Mna98DoAfybPAmB92T8ASCxxGIAvygkAOzkyQr0cPhmAYpwIQO3YugBc+pdrH1b/Z1elWVp+AKDGbecc+azIClWND/2WmEiwKipjjCnidjy7lB3PLo10NowJKQtwjDHGGBN1LMCJABFJFJFvRCRBRJb7aVVE5GMR2eSfK/vpIiLjROQ7EVktIi0im3tjjDGm4LMAJ3Laq2qzoPree4H5qnoGMN+/B7gUOMM/BgEvhD2nxphCqeuMKXSdMSXS2TAmIizAKTguA17xr18BLg+a/qo6XwCVROSkCOTPGGOMKTQswIkMBT4SkRUiMshPq6GqP/vXvwA1/OuawNagz27z044iIoNEZLmILA+MwWOMMcGGzdzKsJlbs17QmChg/eBERltV3S4i1YGPRWRD8ExVVRHJ0f37qjoBmADuNvHQZdUUFgNndgrp+iZd8WGWy5QrV46kpKSQpmuMMaFgJTgRoKrb/fNOYCbQCtgRqHryzzv94tuBU4I+XstPM6ZIymxoBmOMCWYBTpiJSFkRKR94DVwCrAHeBa71i10LzPav3wWu8XdTnQ3sD6rKMibikpKS6NChAy1atKBx48bMnu0O3cTEROrXr8+NN95Iw4YNueSSS/jzzz8BaNeuHYHOKH/99Vfq1KmT9pnzzjuPFi1a0KJFC5YsWQLAokWLOO+88+jevTsNGjTgoYceYuzYsWl5eOCBB3j22WfDt9HGmALPqqjyQETmq2qHrKalUwOYKSLg9v8bqvqhiHwFvCki1wM/Ar398nOBzsB3wB9A1qMZGhNGpUqVYubMmVSoUIFff/2Vs88+m+7duwOwadMmpk6dyksvvUTv3r15++23ufrqqzNdV/Xq1fn4448pVaoUmzZt4qqrrkoLhFauXMmaNWuIi4sjMTGRHj16MHz4cFJTU5k2bRrLli0Ly/YaYwoHC3ByQURKAWWAE3x/NeJnVSCDBsDBVHUzcMxAOKq6GzgmMFI3lsYtec2zMflFVbn//vv57LPPiImJYfv27ezYsQOAuLg4mjVrBkDLli1JTEw87rqSk5MZOnQoCQkJxMbGsnHjxrR5rVq1Ii4uDoA6depQtWpVVq1axY4dO2jevDlVq1bNl+0zxhROFuDkzk3AcOBkYAVHApzfgOcz+YwxUWnKlCns2rWLFStWULx4cerUqcPBgwcBKFmyZNpysbGxaVVUxYoVIzU1FSBtWYAxY8ZQo0YNvv76a1JTUylVqlTavLJlyx6V7g033MDkyZP55ZdfuO666/Jt+6JZ4thfACgtWSxoTCFkbXByQVWfVdU44E5VPU1V4/yjqapagGOKlP3791O9enWKFy/OwoUL+fHHH7P8TJ06dVixYgUAM2bMOGpdJ510EjExMbz22mscPnw403VcccUVfPjhh3z11Vd07Ngx7xtijIkqVoKTB6r6nIicC9QhaF+q6qsRy5QpsrJzW3copaSkULJkSfr160e3bt1o3Lgx8fHx1KtXL8vP3nnnnfTu3ZsJEybQpUuXtOk333wzV155Ja+++iqdOnU6ptQmWIkSJWjfvj2VKlUiNjY2JNsUrS6fMR84MrK2MUWBBTh5ICKvAacDCUDgr6YCFuCYqLd27VpOP/10TjjhBJYuzXgk6jVr1qS9vvPOO9Ne16tXj9WrV6e9HzVqFABnnHHGUdOffPJJwN111a5du6PWnZqayhdffMFbb72V520xxkQfC3DyJh5o4BsCG1NkjB8/nnHjxh11q3Y4rVu3jq5du3LFFVdwxhlnRCQPxpiCzQKcvFkDnAhYvzSmSBk8eDCDBw+OWPoNGjRg8+bNEUvfGFPwWYCTNycA60RkGXAoMFFVu0cuS8YYY4yxACdvRkY6A8YYY4w5lgU4eaCqn0Y6D8YYY4w5lgU4eSAiv+PumgIoARQHDqhqhcjlyhhjjDEW4OSBqpYPvBY3uNRlwNmRy5EpyrrMfDqk63v/iruyXCY2NpbGjRunvZ81a1bawJnptWvXjtGjRxMfHx+qLJp0Bs7sBIS/TyRjCiILcELE3yo+S0QeBu6NdH6MCYfSpUuTkJAQsvWlpKRQrFjeTkuHDx+2jv+MMTZUQ16ISI+gR08ReQI4mOUHjYliK1as4IILLqBly5Z07NiRn38+0ovCa6+9RrNmzWjUqFHa6N8jR46kf//+tGnThv79+zN58mSGDh2a9pmuXbuyaNEiAIYMGUJ8fDwNGzbk4YcfTlumTp063HPPPbRo0YInnniCFi1apM3btGnTUe+NMUWDleDkTbeg1ylAIq6aypgi4c8//0wbLTwuLo4333yTW2+9ldmzZ1OtWjWmT5/OAw88wMsvvwzAH3/8QUJCAp999hnXXXddWk/H69atY/HixZQuXZrJkydnmt5jjz1GlSpVOHz4MB06dGD16tU0adIEgKpVq7Jy5UoAPvnkExISEmjWrBmTJk1i4MCB+bcTjDEFkgU4eaCqdtY0RVr6Kqo1a9awZs0aLr74YsBVF5100klp86+66ioAzj//fH777Tf27dsHQPfu3SldunSW6b355ptMmDCBlJQUfv75Z9atW5cW4PTp0ydtuRtuuIFJkybxzDPPMH369LTSImNM0WEBTh6ISC3gOaCNn/Q/4DZV3ZaNz8YCy4HtqtpVROKAaUBVYAXQX1X/EpGSuLGtWgK7gT6qmhjyjTEmBFSVhg0bZjo2lWuLf+z74EE1ixUrRmpqatr7gwddre8PP/zA6NGj+eqrr6hcuTIDBgxIm5d+HVdeeSWPPPIIF154IS1btqRq1ap53zhjTKFibXDyZhLwLnCyf7znp2XHbcD6oPdPAmNU9W/AXuB6P/16YK+fPsYvZ0yBdOaZZ7Jr1660ACc5OZm1a9emzZ8+fToAixcvpmLFilSsWPGYddSpU4eEhARSU1PZunVrWunLb7/9RtmyZalYsSI7duzggw8+yDQfpUqVomPHjgwZMsSqp4wpoqwEJ2+qqWpwQDNZRIZn9SFf8tMFeAy43d9ifiHwd7/IK7hekl/AtekZ6afPAJ4XEbEBPk162bmtO7+VKFGCGTNmMGzYMPbv309KSgrDhw+nYcOGgAs8mjdvTnJyclq7nPTatGlDXFwcDRo0oH79+mkNhJs2bUrz5s2pV68ep5xyCm3atMnw8wH9+vVj5syZXHLJJaHdyAjZ9cLrAFQbcnWEc2JM4WABTt7sFpGrgan+/VW4aqSsjAXuBgL96FQF9qlqin+/DajpX9cEtgKoaoqI7PfL/5rn3BuTR0lJScdMa9asGZ999tkx0wN3QqU3cuTIo96LCFOmTMlw2cwaICcmJh4zbfHixQwcONBuGTemiLIAJ2+uw7XBGYPr0XgJMOB4HxCRrsBOVV0hIu1ClRERGQQMAqhdu3aoVmtMoXTFFVfw/fffs2DBgkhnxRgTIRbg5M2jwLWquhdARKoAo3GBT2baAN1FpDNQCqgAPAtUEpFivhSnFrDdL78dOAXYJiLFgIpkUEqkqhOACQDx8fFWfWWKtJkzZ0Y6C8aYCLNGxnnTJBDcAKjqHqD58T6gqvepai1VrQP0BRaoaj9gIdDTL3YtMNu/fte/x89fYO1vjDHGmOOzACdvYkSkcuCNL8HJbanYPbgGx9/h2thM9NMnAlX99NuxYSCMMcaYLFkVVd78G1gqIm/5971wd0Zli6ouAhb515uBVhksc9Cv1xhjjDHZZAFOHqjqqyKyHHeLN0APVV0XyTwZY4wxxgKcPPMBjQU1JuK6zsj41urcmtOzX5bLlCtXLsNbxQuDLXv/AqB25RIRzokxJj9YGxxjjCmk5k3szLyJnSOdDWMKJAtwjDF5smjRIrp27Zr2fujQoWkd8tWpU4eHH36YFi1a0LhxYzZs2ADAgQMHuO6662jVqhXNmzdn9uzZGa3a5FKXmU/TZebTkc6GMRFlAY4xJl+dcMIJrFy5kiFDhjB69GgAHnvsMS688EKWLVvGwoULueuuuzhw4ECEc2qMiSYW4Bhj8lWPHj0AaNmyZdqQCh999BFPPPEEzZo1o127dhw8eJAtW7ZEMJcmlLrOmBLyNmHG5JQ1MjbG5EmxYsVITU1Ne3/w4MGj5pcsWRKA2NhYUlLccGuqyttvv82ZZ54ZvowaY4oUK8ExxuTJqaeeyrp16zh06BD79u1j/vz5WX6mY8eOPPfccwQ65V61alV+Z9MYU8RYCY4xUSI7t3WHUkpKCiVLluSUU06hd+/eNGrUiLi4OJo3P+5oJQD84x//YPjw4TRp0oTU1FTi4uKYM2dOGHJtjCkqLMAxxuTK2rVrOf300wF46qmneOqpp45ZJtDmBiA+Pp5FixYBULp0aV588cVwZNMYU0RZgGOMybHx48czbtw4xo4dG+msGODF1zq6F+UkshkxpgCxAMcYk2ODBw9m8ODBkc6GMcZkyhoZG2OMCavEsb+QOPaXSGfDRDkLcIwxxhgTdSzAMcYYY0zUsTY4xhhTiGwZ1/PIm7KRy4cxBZ0FOGEmIqWAz4CSuP0/Q1UfFpE4YBpQFVgB9FfVv0SkJPAq0BLYDfRR1cSIZN4UaJfPyLqDvZyY1bNDlsuICP369eP1118HXN84J510Eq1bt7Z+bYwxEWVVVOF3CLhQVZsCzYBOInI28CQwRlX/BuwFrvfLXw/s9dPH+OWMKRDKli3LmjVr+PPPPwH4+OOPqVmzZoRzZYwxFuCEnTpJ/m1x/1DgQmCGn/4KcLl/fZl/j5/fQUSsswtTYHTu3Jn3338fgKlTp3LVVVelzVu2bBnnnHMOzZs359xzz+Xbb78F4PzzzychISFtubZt2/L111+HNd/GmOhmAU4EiEisiCQAO4GPge+Bfaqa4hfZBgT+BtcEtgL4+ftx1VjGFAh9+/Zl2rRpHDx4kNWrV9O6deu0efXq1eN///sfq1at4tFHH+X+++8H4Prrr2fy5MkAbNy4kYMHD9K0adNIZN/kwryJnZk3sXOks2HMcVmAEwGqelhVmwG1gFZAvbyuU0QGichyEVm+a9euvK7OmGxr0qQJiYmJTJ06lc6dj77o7d+/n169etGoUSNGjBjB2rVrAejVqxdz5swhOTmZl19+mQEDBkQg58aYaGYBTgSp6j5gIXAOUElEAo2+awHb/evtwCkAfn5FXGPj9OuaoKrxqhpfrVq1/M66MUfp3r07d95551HVU+AG1Wzfvj1r1qzhvffe4+DBgwCUKVOGiy++mNmzZ/Pmm2/Sr1/+DxS6ac9uNu055qdjImjHs0vZ8ezSSGfDRCm7iyrMRKQakKyq+0SkNHAxruHwQqAn7k6qa4HZ/iPv+vdL/fwFqqphz7gxx3HddddRqVIlGjdunDagJrgSnECj40CVVMANN9xAt27dOO+886hcuXIYc2s+mP4rAPXDlN6wmVsBGHfFKWFK0RgLcCLhJOAVEYnFlaC9qapzRGQdME1ERgGrgIl++YnAayLyHbAH6BuJTJuCLzu3deeXWrVqMWzYsGOm33333Vx77bWMGjWKLl26HDWvZcuWVKhQgYEDB4Yrm8aYIsQCnDBT1dVA8wymb8a1x0k//SDQKwxZMybHkpKSjpnWrl072rVrB8A555zDxo0b0+aNGjUq7fVPP/1Eamoql1xySb7n0+TNrhdcP0fVhlyd4fyBMzsBMOmKD8OWJ2OyYgGOMSbsXn31VR544AGeeeYZYmKsKWBhkdaLsvWgbAoBC3CMMWF3zTXXcM0110Q6G8aYKGYBjjGmwDi0IxmAkjWKRzgnJhQCw4fUjq0b4ZyYosjKho0xBhdcBQIsY0zhZwGOMeYYRflin7wjieQdxzaeNsYULhbgGGOMMSbqWBscY6JEoDO1UHn63BOztdysWbO44oorWL9+PfXq5XnUkWwZO3YsgwYNokyZMmFJzxhT+FgJjjEmT6ZOnUrbtm2ZOnVq2NIcO3Ysf/zxx3GX+WHvRn7Yu/G4yxhjopcFOMaYXEtKSmLx4sVMnDiRadOmAbBo0SK6du2atszQoUPThmmYO3cu9erVo2XLlgwbNowOHTuzZe9fjBw5ktGjR6d9plGjRiQmJnLgwAG6dOlC06ZNadSoEdOnT2fcuHH89NNPtG/fnvbt26d9Zv+uTezftSk8G26MKfCsisoYk2uzZ8+mU6dO1K1bl6pVq7JixYpMlz148CA33XQTn332GXFxcccMzJmRDz/8kJNPPpn3338fcGNbVaxYkWeeeYaFCxdywgknhGxbjDHRxUpwjDG5NnXqVPr2dcOj9e3b97jVVBs2bOC0004jLi4OIFsBTuPGjfn444+55557+N///kfFihVDk3FjTNSzEhxjTK7s2bOHBQsW8M033yAiHD58GBHhsssuIzU1NW25gwcPZrmuYsWKZfiZunXrsnLlSubOncuDDz5Ihw4deOihh3KUz017f/GvrPNAY4oSK8ExxuTKjBkz6N+/Pz/++COJiYls3bqVuLg4UlNTWbduHYcOHWLfvn3Mn+96sz3zzDPZvHkziYmJAEyfPj1tXXXq1GHlypUArFq9ih9++AFwA3KWKVOGq6++mrvuuittmfLly/P777+HcWtNdnSZ+TRdZj4d6WwYA1gJjjFRY9wVp2Q6L3A3UVzlo7vM/27PbwCUkFIA1K5cAiBbnfxNnTqVe+6556hpV155JdOmTaN37940atSIuLg4mjdvDkDp0qX5z3/+Q6dOnShbtixnnXUWB/5KTfvcq6++SvPzm3JWi1bUrevy+c0333DXXXcRExND8eLFeeGFFwAYNGgQnTp14uSTT2bhwoVZ5vV422yMiU4W4BQx8yZ2BqDj9XMBGDizEwCTrvgwYnkyhVNGgcWwYcPSXj/11FPHzG/fvj0bNmxAVbnlllto0qwF4IKfjz766JixqOrUqUPHjh2PWc+tt97KrbfeGpLtMMZEJ6uiMsbkm/R90bz00ks0a9aMhg0bsn//fvoNuDGCuTPGRDMrwQkzETkFeBWoASgwQVWfFZEqwHSgDpAI9FbVvSIiwLNAZ+APYICqroxE3k3Bd2jH9wCUrHF6hvMDDW7PqJy9XopDbcSIEYwYMcKqiaLEi6/50rVyEtmMGJMBK8EJvxTgDlVtAJwN3CIiDYB7gfmqegYw378HuBQ4wz8GAS+EP8umqCqMA0/u2r2RXbutB2NjijorwQkzVf0Z+Nm//l1E1gM1gcuAdn6xV4BFwD1++quqqsAXIlJJRE7y6zGmUEi7VVtd2xoJ4S3bgVIr+7tmjAlmp4QIEpE6QHPgS6BGUNDyC64KC1zwEzyK4jY/Lf26BonIchFZvmvXrvzLtCkUbNgCY0xRZyU4ESIi5YC3geGq+ptrauOoqoqI5mR9qjoBmAAQHx+fo89m5PIZru+SWT075HVVJgySd+6OdBbCLlTbvH+Pu3PLWgPlvw+m/wpA/QjnwxQNFuBEgIgUxwU3U1T1HT95R6DqSUROAnb66duB4A5Oavlpxhzlk4UKpB/K4Ff/XOWoqd+lTQ/4C4C1QVMubJe9YREee+wx3njjDWJjY4mJieHFF1+kdevW2c024AboLFGiBC1PPwsgrd1P8RrlcrSegJbNL2TmghlUqVol64WNMVHJApww83dFTQTWq+ozQbPeBa4FnvDPs4OmDxWRaUBrYH84298Mm+lqx47XiZw52pZxPQGoPWxGhHOS/5YuXcqcOXNYuXIlJUuW5Ndff+Wvv/7K8XoWLVpEuXLl0gKcSEpJSaFYMTs1GlPY2a84/NoA/YFvRCTBT7sfF9i8KSLXAz8Cvf28ubhbxL/D3SY+MDeJBi66lM1lro3JwM8//8wJJ5xAyZIlASiueyleHFasWMHtt9/Onv27qVylMv/6v+epfmINru7enXoNG7FsyVIOp6Qw+rmXqFqtGuPHjyc2NpbXJr/GM4+Npf7f6nDLPcPZtuMnAMaOHUubNm0YOXIkP/zwA5s3b2ZLYiJPPzqKL5d/zrwFn3LiSTWY9vp4KOlOaxPG/ZdFn/yPkqXL8MyE/3BqXF32/PorD91xFz9v24ZIDA89NpqLWrfhX08+ypbNm/nhxx+oXbMmr4+fFLF9aowJDQtwwkxVFwOZdRpxTIMXf/fULblNb9cLr+f2o8e149mlANS47Zx8Wb8pHNo3b8kjDz1M3bp1ueiii+jSsQ2tz2rOrbfeyuzZs0kqtpc578xlzKgn+NfzYwD4888/eO/TxSxb8jl33TqIj5esYvDgwZQrV45b+98GwLVD+nHboFto1/0StmzZQseOHVm/fj0A33//PQsXLuTrxUs4v8ulTPvv8zz+0D1cOXAw8z5exCVdLwKgfIXyfPj5e7w17UMeu/8hJkydxqj772fgkFuIP/scdm3fSf8ru7Lii28A2LBxPQtmL6Js6fy998JKRY0JDwtwjDG5Vq5sOb78eD5ffLuOhQsXct2Nw7nz9iGsWbOGiy++mL8OH+Lw4VSq1TjSsWDXHj0AaHVuG5J+/539+/cds94Fny1k/cYNyEMu2Pjtt99ISnLtci699FKKFy9O4/oNOHz4MJdceD4ADeqfyZatR5qndbuyq0vvyiv41wMjAVjy6Wd89627uywGISnp97T1drmkK6VLlwYOhW4HGWMixgIcY0yexMbG0q5dO9q1a8fpp57ASy9PoWHDhixdujRtmIYUKqQtH3zHYEbvAVI1lcXvL6D8qSccMy9QHRYTE0PxYsXTPh8TIxxOORy03uBE/HpTU5kx7xNKliqV1otyOXUzy5ax+ltjoon1g2OMybVvv9vEps3fc2iHe3yzZj1nnnE6u3btYulSV42ZnJzMpvXfpn1m7qxZACz/YinlK1SgQoWKlC9fnt9//z1tmYsu6MD/TRyf9j4hISHHeZsz8wOX3szZND8rHoC27dvx6ksvpi2z9puvc7xeY0zhYCU4JuK6zHwagPevuCvCOSncLmovpOo+AA7GpAJQsdoZAMeWpKTrUThQmlG7cgmAtFG9s3LgwAGG338f+/bvoVixYtSJq82z//4nQ28rybBhw9i1ZyeHUw5zzeCbOKP+mQCULFmK7u3akpLsGhkDdOvWjZ49ezLr7Vk889hYxox6imH33UGTJk1ISUnh/PPPZ/z48cfLyjH279vPpW27Ubxkaca85EY4efBf/+LRu++l63nncjjlMK3Pbcu5//5PjtZrjCkcLMAxOZI41nW5X9rG1jtGfjXoLshaNG3GZ+9/cExgdVq1M/jss88yrKLq3qsnDz7+FHAksKpbty6rV69OC6xiOMQbE145ph+ckSNHHvV+7w8/pqV9393DAPgLZcWqBSTFwL0j7woK6qBK1ao8O3HyUWmjcN89D1EqezFdtlngbkxkWYBjjEljvfoaY6KFBTjmKF1nTAGgGCdmsWT0CGzznJ79QrreeRM7A9Dx+rkhXW9h9vq770Y6CyFn37MxBZMFOKbIClQhCCdHOCf5Z9duV0VktxNETn4F0MaY47MAx0TMwJmd/KuCPaBnoN1RneH5U6oVGNgUjh3cNL/TNsaYaGUBThH14msd3Yty1lo43HLT+NR6ji48Ckvgbky0swDHAPlXXVOUBp7Mil34MmeNmy2INSbULMAx2fLB9F8BqJ/Lz4eyIWY0XwjyMk7R9jeSyWw01UA5XfG0KclHPafyBwB7gz5z0lVVs5Xu7Llz6TXwGr7+3zxOPTMOyH7bn7uHDeaGm2/jrDMb0LjZGSz9cCknVD2292JjjMkpa3poos6uF17Plz5pdjy7NC24MkdMn/k257aOZ/rM93L0ucOHD/PUuPHUrZfbsDkycnt8XT5j/lHtrYwx+csCHJMv8ivIyI15EzunlSBlx7CZW9NKUszxJR1IYsmyL3nxmX/x1uz3Afjf51/SvWs//t53EB1adeSB2x8iNdV1ANis9qn86x//oNv5bVj11TL6dLuY1atWRHITQubF1zoeaduWA4ljf0lrTG6MCR2rojJFjrWFCZ13P/iAS9p34IzT46hauRIJX68BYNWq1fzv87lUPvVkBvS8gY/em0uny7ryx4EDNG3Zkvv/+USEc26MiXYW4JgCK317lJwOExFo4JxJs5SIi4ZOFd+c+Q5DB90EQK/LuzLjnTl0vKQ9zZs3oU6dU0iKgW5XdmHFF1/S6bKuxMbG0rFbtwjn2hhTFFiAE2Yi8jLQFdipqo38tCrAdKAOkAj0VtW9IiLAs0Bn4A9ggKqujES+jUlvz549LPx8MWs2rAeUw6mHEREuubgd7tA9IvC+ZKlSxMbGRiC3xpiixtrghN9koFO6afcC81X1DGC+fw9wKXCGfwwCXghTHo3J0owZM+jXsxffrUhg4/JP+X7lYmrXrsXSL5azatVqfvxxK6mpqbw/8wNant0q0tk1xhQxVoITZqr6mYjUSTf5MqCdf/0KsAi4x09/VVUV+EJEKonISar6c5iyG1bWpX3e1Px78WNG9f4rRgFI8n9ljoys7W4YF3/jeGBk7YrqSlqyM7L21KlTueOmIUdN6961Iy9PfoNmzRpz3z3/5PvEHzm7bWsu7pr9Rt7GGBMKFuAUDDWCgpZfgBr+dU0g+HaebX7aMQGOiAzClfJQu3bt/MtpGARupa0dWzfCOQmNaO01euHChSTv3H3UtME3XkPDBmcy7j8TmTL1xaDAyr1I2PLjUctPf+9j90Lhm4RN2QqsjDEmOyzAKWBUVUVEc/G5CcAEgPj4+Bx/3hSswCqvHSsaY0xRZwFOwbAjUPUkIicBO/307UBwl7a1/DRjCqzz2rSm9XnW5sYYE1kW4BQM7wLXAk/459lB04eKyDSgNbC/sLe/OaojtCirsjHGGFNwWIATZiIyFdeg+AQR2QY8jAts3hSR64Efgd5+8bm4W8S/w90mPjDsGS4AQlVdk9O2MFZNZI6noPezZExRZwFOmKnqVZnMOqZbXX/31C35myNjjDEm+liAY4wxEWAlhMbkLwtwjIkSe6ZuzHRembRXuzNdBuBg0HOlvvFZplmixglcdWVPJv2fG1sqJSWFMxu3oUWLpkyZ+mKWn89KuXLlSEpKyvN6jDFFj/VkbIzJtbJlyrJ2wwb+/NOFRgs//ZyTTqyRxaeOlpKSkh9ZM8YUcRbgGGPypFOHi/jgk4UAzHhnDj2v6Jo27+sVq7nykj5cdsHF9OnYjc2bNgHw9htTuKlfX/pe1pG/X96JpKQkbh56Ay3bNSe+fQvemTM7bR0PPPAATZs25eyzz2bHjh3h3ThjTKFlAY4xJk96X34Fb82aw8GDh1i77ltatmyaNu+0M05j+twpzP70Y4bddxfPjHosbd7ar79m/OSpvDnnE54e/RgVKlRkxaJVLF+4kvZtzwfgwIEDnH322Xz99decf/75vPTSS2HfPmNM4WRtcIwxedKkYUN+3Lqd6TPf45KLLjhq3u+//c5dt9zDD99vRURITj5SHdWmXXsqVa4CwKLPFvDyS6+nzatcqTIAJUqUoGtXVyLUsmVLPv744/zeHGNMlLASHGNMnnXp2IH7Hn2CK4OqpwDG/OtZzm7bmveXLGL81Ff569ChtHllypRJv5pjFC9eHBHXb1FsbKy11zHGZJsFOMaYPLv2qp48cMetNGxw5lHTf//td2qc5Bodv/PG9Ew/3/6CDrw0cXza+7379uZPRo0xRYZVURkTJapcVZdU3QfAwZhUAP6KceOuHhnVu4J7ocUBENxzCSkFQEV1pSU5HdW71sknccsN13KQ1KOmD7r1Bu685V6e//cE2l1yTF+Wae68437uvHsYLS5oRmxsLA/ecQ9XdLksZ5kwxpggFuAYY3Jt7w8/HjMteLDNFq2as+CreWmB1Yj7/wHAlX/vx5V/75f2mXLlyjH+Py+nBVYxuKqs4D5wevbsSc+ePfNlO4wx0ceqqIwxxhgTdSzAMcYYY0zUsQDHmELMjcdq8pPtY2MKJwtwjCmkSpUqxe7du+0CnI9Uld27d1OqVKlIZ8UYk0PWyNiYQqpWrVps27aNXbt2cfh31xhX9U8Akv3dUym450P+r0wqe/ynAz/9WP/Ovf/V30VV/LCbK7h+Z2L3lMwwD5FKN5xplypVilq1amWaD2NMwWQBjjGFVPHixYmLiwNg1wuuF+A/k2cBsL7sHwAklnBX7S/KuYv4Ttyt2nL4ZACKcSIAtWPrAnDpX6UBqP+zu8iXlh8AqHFbswzzEKl0I522MabgsyqqQkBEOonItyLynYjcG+n8GGOMMQWdBTgFnIjEAv8HXAo0AK4SkQaRzZUxxhhTsFmAU/C1Ar5T1c2q+hcwDbAuXo0xxpjjELsDo2ATkZ5AJ1W9wb/vD7RW1aHplhsEDPJvzwS+zWWSJwC/5vKzeRWptItaupFM27a5aKRdWLf5VFWtFsrMmMixRsZRQlUnABPyuh4RWa6q8SHIUqFJu6ilG8m0bZuLRtpFcZtNwWNVVAXfduCUoPe1/DRjjDHGZMICnILvK+AMEYkTkRJAX+DdCOfJGGOMKdCsiqqAU9UUERkKzMP1UPayqq7NxyTzXM1VCNMuaulGMm3b5qKRdlHcZlPAWCNjY4wxxkQdq6IyxhhjTNSxAMcYY4wxUccCHJMrIlI60nkwJjd87+CFjohIYVinMQWFBTgmx0Tkb8BN/nXYLxbRdlIWkdNEJKK9U4tI8QinH5bvVETOBO4VkZiCfhwF8iciTUSkmIa4waSISGCdBWH4l0h9HwX9ODC5ZwGOyY2GQA9/gjwc7sRVVUXkfBHpEep1ixPuoO1U4FURuTLM6QIgIs2B+8KYXuDCfbaIXCYiZ4f64p1ZmsAZwGmqmuqPowJ7cfP5uwAYD5yeH+sHEJEbgAdFpEKo08iudMFWPxHpHM3pmvCwAMdkm4iUA1DV2cBm4B8RzM4JQGcRKSEioTyOYwJBm4hcISIdRKRpCNefRkRqi8g5qroQ6A2MFpFe+ZFWFvbjBnG9MByJ+Qv3JcAkoBqwRESuyOdky/jnj4DTReTOQF7yOd1c86VNQ4BnVfXb/Ai8fQB1CfCgqv4W4t9StgUFGRcBNwKfR3O6JjwswDHHFfRvux5wm4gE/um/EblcAfAdUAOoqqqpef0n7ktuGgFr/PsuwBjgamC4HxMs1FoCf4lIBVWdhxtL7CkR6Z0PaR1DRIqJSKyqbsZt65l+er6VYPn9XAVXxXkFsA74BlgSvEwI0jlFRLr69E7H71c/YO29QHkRKVOQS3CAFkBN4BIRqaSqh0NxnPvnGBEpBfQB6gGt/bGQmudc5z5v5wG3AV+r6v5oT9fkPwtwTKYCxbe+2HYCsAxoLyL/Bs4HbgxntYqInCMio0WkrKquBpYCT4aifYI6a4BvRGQj0B6IB24FPgEuC/W2qupM3LAbM0Wkm6p+jAtynszvkhwRaQxMBQaLa1O1ChgoIpXzs9rR7+c9wBfANcAzQA9V3SEiA0SkQYhKVZoB/wS6AxWBhcAdIjISuB53/J5ZkEpwgoKPOiJSXVWnAg8Dh4CeIlI+L9VqwdUxuD8Hf+GO79m4YLtZXrchp/lJN2k9sBGoLSItoi1dE34W4JhM+ZNpPO7f9l3+AtwJd7HYBhzG/bssm9//hH31STugPvBvERmH++e/D6jgl8n1iT9QNK+qvYE5wC1ARVVNAhbgepLuLyFsDCwiHYGzfHpDRaST38c3Av8Rkb6hSsunl7Z/VPUbYApQGjf0RzWgHHCN3x8h+z6DLtzVRSRQVVQO6A9crarf+2rAu4AqoUhTVd8DHsH9M49T1Rm4EqNPgD9wx9EdEsF2J+kF/ZmYDfxTRJbiAsHPgQa476Z8boOyoOqYYbjqwddx1cyPAcVxQdTZed+SrAUHWyLSX0T6Ae1U9Q7gR6CXuLZhUZGuiRBVtYc9MnwAZYHRwC6gSgbz2+GCnTPyOR9nAu8Af/Pv6wM3A18CB4CReVi3BL3uBZzjX7+Cqz4p6d/XxBXnnxyibWqBu8ic7d/fCMwHOvr3HYH2IdyHErTe+/z+K+WndQAG4sY9ezefvsOuwLfAf4E7/bTpwGt+P6wCuocwvZP9c2fgU1wbp+DvuqP/jk/Mz2M3h3luiAtmavtjcXPQd9QPeAE4JY9p9PbHWSXg/4B5fnoVXCntPwPHfJi2eSjwP1w7oD+Bi4HqwFjgeaBJNKVrj/A+Ip4BexSsR/BFwL+v6YOLV4FyflrxoPnTgEH5lJcYf7LfBkzGNQAOnl/bXzjfwo2yLnlI6xZgNVA3aNok4Ougi0xsCLYpFldlshdYELzPcVUnXwCdM/s+8ph2V2Al0A1YhCspKBs0v4y/wF4b4u/xTH9xvhQ4139fD/h55+KqkVqGanuBk4CXA8clLshZBPQAygQt9zFwTX4cu7nMd01/DPTHBe+nBfaRf64RomPgHFzJ1rzAbxk4DfeHJs9p5CAvlXHVpCWB23ElmSWC5v0LqB4t6doj/A+rojJpgtrcdBKR20TkDlXdjvu38zvwjC8iT/aNFKvgTgif5kd+1N3KuwV4EjgP104grRGsnzcXFwhVVH+Gyo7gKhgRORE3SntXVd0oIiX9+gfiSnEC25frBpiB9FT1sLqGjJ2AViJyYyDfqjoRF1TtDnwuJ9uUQZq1RaSNf10J9++9D1ACF2j9AcwOVBup6h+4i15Iqol8ujVwVXylVfUDXCnRw0ATERmjqktU9V1VXeHzkOc2Mar6M7AYaCkiA1R1LvAUruSqi7g77yrjtvPLvKaXW4HjWI406lZgOPAA0FZVN4vIucATInKqqu7IwbrTpJtVDHcn2aWq2tH/lq/H7ZuUnKSRU3LsHVopQDLwb6AN0FtV/xI3uHB14H5V3VlY0zUFQKQjLHsUrAfQBVdqcQGuiPwVP/1EYCLpSlLwpRshTD9QmtESd0E+0b+/BdgANEu3XANcEHJaTtPwr3sAp+BKqM7g6NKpOoFtD9G2tcddaPvhAsPGuJKc60K9D3Htkn72++xiP/1kv79W+tcnA1txpRsxuHY4LwKNQpSPQDVRX+B74Dz/PsZv+wygQR7TqAm851/HAXcHzeuHK8m51r/viq8S9O/L5iXtvOwXjpScdMeVaD2PC+Kb+mPiWlwpy2pyUXVHULUxMBhX1XwHrnuF2/xvphkwwqfRMIzb38Qfa+LTTwUq+3l/x1VX1o6WdO0RuUfEM2CPgvHwF51KuOqo+v7E+5k/+b3rl6kZjhOhvxCtxd26/DnQ008fjKuuapFu+VwFILjSjCW4KpQZ/qQX4+ddhQt6yuR2O/x6AoFYGx9YjMS1/ZiIa3PRFNdY+4Z82I//wlXDzMXdqYT/bsf71+fj2ly0CvpMSAJWXDXRJI5UE/XH3drfNuh4C0mA4b/DRX57pgF3BM27H9hEUBBJCKv9cpnfN/x30gDXhq0/7o6y3bi2IC2AUbhguENO8uwv3iWBX4BHcX8UvsD1p/M0sBzXseStuDY3rwH183l72+P62QHX9msTroH7bJ+Xh3A3DLyAK+ELVYAdkXTtUXAeEc+APQrGA9+I2F+YGvqLcSlcSUMqMD1M+aiHawRZE9d2Ypu/IPT284cCF/jXMXlIpyUuePq7f9/Av5+E+9e/ihA1NPTb9CVHArU6wA3AaP/+fOCSEKUVXALV0Z+8u+MC1x5Aeb9//wP8ypHSnVzvy+Pk5Tp/ER3g31/tL7znh2j9wSWJ7/qLVFtc8HiXn94MH0yE4/jNQd7fARKAh4OmtcbdrhwXgvXXwQWUCbi7hALT7wBeD3qf53Zl2cjL33ANeV8AnsWVmFbHtX9ZjGv708b/Jk8t7Onao+A8Ip4Be0T+4YOaH4Mudo38hb4UrkHiE8CFYchHDO521QY+3RW4/joewlWX9QtaNkf/wtMv7y8m03BtTk730072QUGfvFxkcCVCffF3vOBKTZbgGxX7aQ1xpQ4nZ5bHXKRbD1fq1D6wPlxw+DhwOfA+rlFvRb9/W4foe8tJNdG1wRfcUBwzQa+Dg5wPcP/UNwAX5fexm8tj8HXcH4myHCnpexFfDZvb9QeCFlzD+23AG0HL/A1XalM8N2nkND9BeTnNn2OW+ffFcO3AXgAuj4Z07VHwHtbI2KCuUeZI4P/EdVn+Ay64GQfMwt1KuiA/+7rxfU/cC1RS1XW4E/FydY0eP8MVL68MyrPmYN3BfV80E5GTccHT3bj2RreISB1V/UlV56nqdFX9IZfbIbjO+l7D9Z77NLAFV0S+RkRe8suk4KoES+VmmzJRHVdKMlpEbsSVoNwH/IYrQXodF+y0V9WlqhqSBrbqGqJXFZFFuH/JLUTkDj9vCq4k4R8icp2qvqKqi0J1LKnrxTrQh1F3XLujUbjA6g1cFdknoUgrr1RVxXVW2UNc79VX4wL314FzfYPwbrgLcI6k68SviYg0VtVtuOquDiLytLiei1vhSrXKh2KbssqPut6Xy6rrLfsC4G8i8qCqpqjrUDIWFxQX6nRNARXpCMsekXvgShZqB73/O+6E2xhXNdUWaBOmvDTFtRe506ddF/fv+0Vce5w8/wvHtTv4Anf3xFTc3USn4dqqvAjUCtG2XIwrAv8brhRhNK49xYXAe7h2TXNCsU0ZpN0W1zdQF1wHbktxAdZZuH+vfwfiQ5hegagmSpePD/AlSunnRfLh98sG4EN/vF3op78C7MSVlObpmMB1lrgYd+ffeFw7lBNwjck3+2M9bNV1uP6d3uJINWUdXCPqt3Btj1aQD22AIpWuPQrWI+IZsEcEvnT37yXGX+Qn4/qTCRRvP+VPtiFpJ5GNvNTF9zmBu8thJnCPD3Ka4W4pzlX1GP4OCf+6F66NTQUfcPyAa+BZElelNJIQ9gGCK/n6h399La7H5eW4qr81wH+Clg1po1dcNdt6XHVfK1wVX6CxarF8+A4LRDVRunzMBG7N7zSzkafA76oMMIwjHUmOAJ4L+l6m4Btg52b9/nVdXFVoMVy185XAS/51LX9RrxPG76ADrvT1Wn8s3Ot/b6fg2sZ8ROg6zoxIuvYo2I/Aj88UAUH93JRX1d99fy/P4+7ieVxVt4hId1z7kZfUjXKdn/k5FfdvqqpPf5fvsv9N3IVylOZy8Dtxo1U/juvT4iNxY8z8jGtweyWuKuBDXBBwIa4GITkE2xTYx2f5tGbgLl5jcEHVRbgqm3bAdlW9L7N15TEfXXCB3Nmqul9Eiodi+46TXoz6gRpF5F1cINkDV5r1s6p+ll9pZ5QPcYPCxqjqY+FIN4s8XY6rtqwJTFDV//N9SPXHlZa+qaof+WWDq5qyWm85dUOJBPo5Ko07ps9R1T98/07/Bj5S1VfEDaaZb+OMpasKbomrAkpR1Vkicg5uyJf1uMCuAq7j0O8Ka7qm4CsW6QyY8PEX3s7AfSKyAFddMgTX4G6kiGzFlXRcpapf5+Rkm1M+ALkGV2TcFjdi93M+3ddwvd5WAnI7uu+ZuMbSd4pISVV9z7fVaIELpg6JyGLcHRQnqus0MM+C9tePuNKTO4Hh6jrxQ0QWq+tU7CvcXUz5QlXfF5HDwEYRqaeqe/MrLZ9eaiC4UNXuIvIBrg+lbnB0ABSGfJTEtTF5Pb/Ty4q4Eepvxd2OXxfXWea3qvqJP84H4gZcBbLfDktEigM3iEgirgrqUlW9Utz4VfeKyL9V9RcR+Q6o6ds85du/2XRBxmBcqeE64HQRWaCqS0UkBdcmLBkYo6q/FNZ0TeFgJThFiC/FeBBXfN8Ad/fGbNzdPFcBp+Ma9r6fz/moh2vAfJuqrheRdriefU/CtdW4EVe9szQPaZyA6xF2Ky6Amq6q00VkAu6CkowrTemjqrvysDnHy8NZuO3soao/+wBL8ytozCQPXYADqrooTOkFl+TMxN059lw40k6Xj2KqmhLudNPl4RRcFetJqtrFT/s77pi4RlXn5iafQaWEZ+CqPffh2lXtEpHzgMtwx/wsXMlRR1XdFKrtyiJv5/s07/LH/LO4quceqrrXl7D8rKo/RUO6pmCzu6iKCH+yfRNYqaqv4YprN+JOhl1V9XVVfcT/88/Pu6Uq4YqMa+OqpvAX38DdNgOBsbkJbkSkiYg08W/3AH/hArkXgH4i0h5XbVUc16h5RH4FN14CroH0eUGlG2H9R6Gq72sI71rKRnppdzUBy/AjvYdbpIKbdPv5Z1xjXxWRa0WktKq+geuL5m0fhOfoeEhXqvoHrj+jw7g/CODamT2IG0hzD65kJ9+Cm8D2ihu6pRLut13XP8C1NVoFLBCRSqq6IhRBRqTSNYWLleAUISLyb9xdNOer6iZx4wRdjauzHpXfRbdB/zzr4BoS78S1P1gbtEw5VU3KafWYiFTFjXq+HXdy+xF3gnsW156nMu7W4fE+iMvX9ghB+ToL1+fIkvxOqyDx1UQP4zqVWxfp/IRD0PHdEXeHoqjqGBEZiAuolwMzVPWgiJyclwuuiAwCqqrqv0SkPq66eYxv39MNWKXuNvF8k656qKK6tl4VcHeD/YLb1nXixtp6DHhBVX8srOmawscCnCgU+HfjT7Zn4rrf/9rP+weu8evVqvqtuIaIJfPjBCAi1XANPXf4k+5VuE64nsbdzXAD7tbNWaq6JpD33JZyiMiFwCe4flCScReZ7cDXqvq6v9B08ukmhbs0pagpCNVE4SaubdmTuLZtH+Aa+T6Na1DcGlfC8grud3E4N8e7P45vx41R9YOfFo+7K3IR7hi/MIzVUsNwt6Mn47b5fVxJaSIwW1W/iaZ0TeFhVVRRSD3f/mIWriO7r0Skpqr+E3dnzywROVNVf8mn4EZwt5w/JK4DsweB6bgO597CNSB+Dtd7cE8RKRvIe27TVNUFuLt2rsUV3X+Ka+jbSURK4Lb7BlX93YKb/FcEgxvB9Rg9AFc1twF4TVUP4Xpz/gL4yv88D0P2jncRqSUiVcXddQguUHpIVX8QNzJ6rKouxx37H+OGMglXcNMfV819A65KuIe6kbgfxzXy7+J/e/mRbvdwp2sKFyvBiSIiUhNXBdNNRP6Gq5rphLtzaAquyuZqVU0UkQeBhar6eT7mpwou0CgLrFPVe/z0PrhbmFviOtrbp6obQphuZ9y/6HN8dVec5rJnYmMyI65n4Jqq+r0PPvYDw4EquIvsEF9Keg3wm6rOykUal+H6cdmB+zPwFq7tTWng/1T1T7/cpbjfWFirYnygsRLXYP9SXPcLqbh9EIu7xvwcgnSOKukSkX64Nm75mq4p3KwEJ4qo6zK/ioh8hKua6YhrZHs/7lbSbcAn/oI/Kj+DG5+fPbgRwHcB8SJSR1x/LNNx/XWcrKpfhDK48enOxbXx+UpEqgQV44eloa0pMhoCl4rI47jBM5NxQ4rcCDzig5uWuGNxX05X7hvFP40bYHYArprrClz/QjWBc0Skhoj0xJWQ/pXXDcpB3q4RN+RJLK6k9AJV7aSur6Xrcbdl/xrq4EZEWvmSmSq4jjrzLV1T+Fk/OFEi6C6dNiLyIfChql4grpOxear6p4jMwLVLqZiP+Qg0tGyLK6bfizvhvwbchguw9uOGEvhPfuVD3S24xX168YT59mxTJKzFBfB/B/6lqgeAKb4k9VkRWYm7Vfk+zd1t+ucC41R1hYiU8gFTL1xbmz64gOpOXAnpkDBf1FvgOpG82bd9q+UDnitw+6RPqKoog4Kb23AlNjeq6nMi0grXx0++pGsKP6uiiiJydB8kH+IC2OeBS3Cdyl2E63vmq3zOR1fgEWACrpOz+3Fdp4/DjYk0H5ijqh/mZz58XtJ6ezUmFNKVKLTFtbs5hKsyeVvdrfKtgN1ACXV9PeWkh+LAn4QXgB2qOtKXPgYaJtfD9Yx9J65a7KCq5lunkZnksSFuANkH1fUz8zLulvcqwAMa4jvnfBD1FO62911B01/ClSJVzo90TeFmJThRRI/uTbaTuI7WxuFGzT4HeDo/ghsRqQvEqeo8ESmHK7G5FBdQ7cf1vbNPRIYA/wUmquqqUOcjIxbcmFDzwUd7XDXRX6p6p4gMx3Wut19EfgcaqepLwZ/Jyfr9yxm4Xolb+lIc9aWSB/xji6r+HqLNypKIDMBdM6bihj4og7sN+2ZVvc4vU0JV86OqrDqwVl1nhjG4YC9FVW/06Zb0jbmNSWNtcKKMBnW0pqpX4AY+vEZVb1PVmXKkE7aQ8MHNLFwvxOA6HduLazNwEzBQVbf5qrJqQL9wBTfGhFKgDZe48Y1exXVW+YiIPI0b1PI7oDeucf/2zNaTA1/gbivvIyLx/o9LMu7PSlXy+Q9qBm3WtuLGqRuFaxd0O66KqHlggVAEN8Hp+obc4O5IExFp6vdDiohcLSJD/PJha39kCg+roopScmyX+QtVdVyI02iAuztrpKrO9sFTWVwfIP/AdSi4Stxt4i/i7uBKCGUejAkncR03Xgt8pqpviuvQcBHu93W/iJwEVFLV9SFKrybuVugLgaW4C3lP/HhxoUgjk3SDq+G6ASnALlVd7tu0/dNPawH8U1XH50MebsINH7MLWIBrZJ0E/Oan3QFcrjZwpsmEVVFFqeDqKlyX+eXzIZkqQFNVne3ff4C7O2q8nzdJRN7C/eu7z4IbEwVaAZ2BXSJSXlV/93cxTfTvf8YN0RASqrpdRJ7CXeA74oZfuEJVvw1VGscjIjfjqpznAj1E5G1VfRB399gVwBZgcT6kOwDXy/r1uB6gf8V1LXGef8QBfS24McdjJThRTvK5y3zf/8b/Ad8Dn6vqyKB5fXFtcPapG9U330YnNyY/BDX4PQ34RVX/EJEeuFLKx3F/HprgfgMXqesaodASkdrAblU9ICLVcePXDfENpSvjqrz/T1XH+OVD/psWkTK4EqLJQHNcoNNVVf8K+j7yq62PiSIW4BQBks9d5otIB1zJTQl/8imlqgfzKz1jwskH8f/ElVC2wPXcewtu6JEtuMFbX9FcdORXkIgbm+5+XFub8eo6yZwB3KOq3/tlugHnqup9IUz3DFybojJAgqruETcMw+W4Rtyd/HL3A9tV9ZVQpW2imzUyLgLyu18IVZ2PO+lvFJET1A0maNWfplASkZNFJE6cM3F3CvXGlUaegBvb7VlcP061cMMxzIpYhkNnF66E5mRgoG+8+x0wLej3XAc4RdxAlnkmbjiZ6bjOEO8DVotII9xdWmVx/QmV8NWAvXFDvRiTLXYRMiGhrmO9w8BaEamnqnsjnSdjcsr3MfM2MBJ3wU/FdVJ5Bu4Ce5Uv2ThXVV8VkfLAHSLyM/BFYayC9SUoMeo6EpyCC+QuxXWod6/vj+czEVmNGwern/qxtPKYbifczQgjVPVTP+1h3F1oF+MGKu2N6yC0BNBfQ9zruYluVkVlQsr/Izugueu51ZiIEZE6wBxgjKpO9NMq4Rq5Fgca+uDmfFyJw0BV3en7d3pfVbdEJue5JyJVcYHcr7jOOQ/jOuj8O/A34GdVfVFEWgOlcH3v5HlcN3Hj1P2KGxF9TnC1tog8igtsmvg0SwEphb19kwk/C3BMvrAGxaawEZGBQDNVvc13edAMVyXTFDcUwJO44RHuw3eNEKGshpS4XoI/wZWUNMb1CpyEuyX9BNwI5ZNC3ZGe/zP0BNBOVXcHd9YnIp8Ct6vqilCmaYoWq6Iy+cKCG1MIbQZuEJGOuLGeSuOCm3m4oRiuwrUNuV9VPwh0SFfYj3VVXeC3eRxue2vg+t3pi7st/kxc78UhDXBU9X0RSQWW+Y4M94objDcZNzip9Uxs8sRKcIwxhrTbkwfheuH+DngWWIMrxekHPKSqf/hlo66E0peojMENornH3xZeHCijqon5mO6luDHzAkHONbi71Lqp6s78StdEPwtwjDEmiIhUCW7vISLtcHdS9cK1SYnak6YPNp4FzlHV3WFO9yncnWn9gUGquiZc6ZvoZFVUxhgTJBDciBvY8mLgX7hqqZ8imrEw8FVvJYBPxA3ymRrGdGOBd4Dmqro2HOma6GYlOMYYk44Pblrh7ix6VlXfi3CWwkpEyqlqUgTSLROoBjQmryzAMcaYDPggp6qq/hKNbW6MiXYW4BhjjDEm6thQDcYYY4yJOhbgGGOMMSbqWIBjjDHGmKhjAY4xxhhjok6BCXBEZJGI5HuLZxFREVmU3+lkl4jU8XmaHOm8GFPQiEiiiCRGOh8mf2X0PYvIAH9uHBCZXJlQC/f1N1sBjs9U8OOwiOzxQcmAwJgsBYGdEDNW0AK7SIuG4yQatsGYwsbOpZkraOeknPZk/Ih/Lg78DTfC7gVAPDA0hPnKT/UB60jKGGMKtpnAF8DPkc6IKZxyFOCo6sjg9yLSBvgMuFlE/q2qP4Qwb/lCVTdEOg/GGGOOT1X3A/sjnQ9TiKlqlg9A3aIZzlvr5/fMYF5rYAbwC/AXsBV4ETg5g2UXpU8DKIErGZoL/AgcAvYAnwCXplu2XSCfGTwmp9uWRRmkXxE35sy3wEFgLzAPuCiDZQNpjQSaAe8D+3AlQ58C52Znv/p11QnkEagHzPLbeABYDFxynM9eBSz0aR8E1gMPAiWDlhlwnP0yEijnv5vP0627tF+nAv3TzRvip1+XbnoVvw/XA3/iTk7z87oN6b874ARgAu6f3SHcMTgwm/s7y+ME+AnYnsFnf/TL/SPd9Ev99EfTTS8D3Ack+O8zCVgKXHWc/HXEHe+/+m37HngaqJSLY/084D1gm1/XL7h/xA9nc19l+/cX9JlE/yjr873Ff+474B5856LpPiM+nbX+GNiOG126YmB9Of0tZTJ/EceeYwS4FlgC7PLpb8X99vtksm0VgGf862RgpJ9fHvgHbgTy34Df/fc3HWiZzW1oiRvs8mu/rw8Cm4B/A5WP87k+uN9a4DOJwFTcCN25WhYoCdwLfIM7t/0G/A/oncV5rK7f5p1AKtAuN98zR85dA0J0jN0GrMvtMUYW59J0y/bG/fnfjzsXfoM7FxxzXjtOeiP9utvhzpMr/Pfwkz/+SvrlLsQd27/hrluv4Xrgzuz4ett/N4dwv+v/ACdlsOxkn34d4Ca/DQeBHbjzb8VcnJNydA4nB7/PjB6hHGwzOfiNiFznN+AQ8K7P1BnADUA3ETlbVbdksc4quB/7EuBjv4EnAd2AuSJyo6r+1y+biKtCG+7fjw1aT8LxEhGRSsDnQAPgK//ZE3AH6UciMkRVX8zgo/HA3biL1n+B2sCVwHwRaaaq32axfcHi/Hq+wQWBJ+FORB+IyN9VdXq6PL8MDMRdvN7GBQhnA/8EOojIxaqa4rf9EeBh3ME8OWg1i1Q1SUSWAa1FpLyq/u7ntcGd4AA64H40BL0Hd5IM5OdU3IFbB3cS/BB3AuoKfCgiN6nqS7nchmCVcN/VX7jguSRulOeXRSRVVV/h+BLJ+jhZAPQTkXrqS/xE5G+47zew/f8M+lxG+6OSX09zYCXwMq7NW0fgDRFpqKoPBmdMRB7GndT2AHNwJ6EmwJ1AZxE5R1V/y842iEgnXOD9G+73tx33e6oP3MyR6ubjycnvL1hx3AnoZOADIAW4HHgCKJVB2mOBYbiT3QTcueQy3B+kErjvOr88hrvw/AC8ibsgnQSchTuupqdbvgTue60CfITbvz/4dogfAudy5HyQAtQC2uN+EyuykZ8bcVX/n+ICyRjcRel24FIRaR30G8WnOwl3EfgVN1jlrqB0vwWW52LZErjv8AJgA/B/uIC9JzDdn9/uzyD/pwNfAhuBKbg/Sr/5eWMJ3fec02Ps/3B/zH7yaf8FdMeNN1acdNevTCRwnHNp4IWIPI47pn4F3sD9sbkUeBzoKCKXqGpOtvVW//lZPp1LgBFAFRGZDUzD/dYn4I6/q3HXr0uDVyIiXXHnWcGdO3/EHVtDgMtEpK1mXAvzFO689R7umG+PO07/hguuIGfX30pk/xye09/n0bIZSWZYggOcDxzGBTEnBU2v6zP/HVAz3Wc6+M/MTDd9Ufo0/IbXyiDdirh/SXuA0hlF91lsy6J00170018kKPrHBWT7/fbVySRaTf/v4iY//T/Z3Ld1gtb1dLp58bgf3l6gQgb/JN7JYPtH+nm3ZbXdQfMe9fO7BE37F+6kMR/YGjQ9BtgNfJ/B95cK9E03vRLuAP8TqBGCbVDcxSM2aHoDn9d12dnnWR0nwHU+nVsy+F4/8sdDmaB5q3D/rEoETZvsl7873bpL4S6EqUCzoOnt/fJLCCqtSbevxuRgG972n2mawbwTsrmPcvv7U1ypT+mg6dVxAew+oHjQ9HP98t8BVdLtp6V+Xqa/50x+S5Mzmb+IY88xu3EBdpkMlj8hk237BCibbl5jP29mBuuJ4TilL+mWPTX42A6afr1f/z3ppg/y05cR9I/az4vl6PNyTpa9L+h7LJbuewzsh3ODpgf2vQKPZ5D/HH/PHL8EJyfH2Hl++W85uiS0BK6UJdvHmP/c8c6l5/j5W4ATg6YXwwUIihuZPjvpjPTL7wfqp/tdrsVdR3cDF6Q71j72nws+v5Tzyx4GzkuXzj1++Y/STZ8ctC21021LYL+1yuC7yXRfBh0j2TqHk4PfZ4bp5eALVb/DR+Kiqum4ICYVuDXd8mNId8FMN3+m35jyQdMWkUk1WCbruN2ncX4udvCioPclcNUHvxP0wwua/0//mYeCprXz0xZnsHzg38DybG5HHb+ufcH7I4OD7Nqgaat8GpUyWD4W989h2fG2O928C/z8Z4KmLcP9E7vFz6vrp7fw7ycELdvUT3srk/Vf5uffHIJtOEBQsBc071M/v1w293umxwnuIqPAO0HT3sRV8XT18y7x06v638BHQctW9cf3V5msP7C/nkr3m1CgYSafWQXszME2BAKcutn9TeXkwfF/fwr8LYPPvOLnNQqa9pKfllHxdOB3lunvOZPf0uRM5i8i4wDnB7JRdRC0bU0zmBcIcN7Ip/0tuAvdgnTTv/HpNs/GOnKy7CZ/XNfLYF4g2Ho5g33/S0b7MjffM1kHONk9xv7rp12TwfJtcnKM+c8c71wa2M5BGcyriwswNmcznZF+Xf/MYN5Dft6rGcy7lmOvGf0yOz5xAcsPfn5wIDPZT7shg88M9POGZvDdZLovyeE5PCe/z4weOa2iejjdewWuV9VJ6aaf458vEJGzMlhPddxFrC5ZFNuKSEPgLlxp0Um4iD9YzWzk+3jOxBW9fq6qezKYvwDXJqR5BvOWp5+gqskisgOonMN8rNSgoucgi3AHbHPgFREpg7tA/goMz+QO/UO4qojsWoorYekAICIVcYHMU7jtx8/byJEiyQVBnw983xVFZGQG66/mn+v79edlGzapq6ZJb6t/rowrEs41Vf1RRDYD7UQkhiP14J/gfoQpuP0RKK4Vjt4fZ+GOb81kfxT3z8Hbdw4u4OslIr0y+EwJoJqIVFXV3dnYjClAD+BLEZmOa+f0uapuy8Zn0+Ty97dfVb/LYHrwdxTQwj9/msHyi3EXhPw0BVcFsE5E3vT5WKqugWtGDgKrM5i+DldSeZWvrp2Ny/9yzUF1hB/B/CagL+5fbUWO7s6jZtCyZYFGwA5VXZXFenOybHlc9cN2zfimjMCxntE58WtVPZTB9FB/zzk5xgL5XJzB8l/gfs+hEtjOBelnqOpGEdkGxIlIxeMcY+kdc53BVbVBxtfP7f65VjbzlSIin+GC1Oa4Epus0s9oP2dXTs7hOf19HiWnd1EJpP1YzgEmAuNF5EdVDd5xVf3zXVmsstzxZorI2bgvpBiuquRdXH1uKq5x72UcaSeSWxX9c2a3IgamV8pg3r5MPpOCu8DlxI5Mpv/inwP5rIy7oFbj2IAzV1T1LxFZDFwkItVwxcmxwHxVXS8iP+Mu6C/4Z+XoH0rg+77YPzIT+L7zsg37MpkeOEnldL9nZj6unrkFLvCohtsfv4vIVxxpd3NM+xuO7I+z/CMzwcd/VdxxntX+CBQ1H5eqvuPr3O/AVbndBCAiK4D7VPXjrNaRh9/fvkxWmdF3FDiujzn+/Yn316zymUcjgM24f6T3+keKiMwF7sjgIrpT/V/LdHk9LCIX4v5Z9wSe9LN+F5FXcPs8O4H3dFwbnM24IOkXXLAPrn1D8P6u5J+3k7WcLJuXc+IvGUwLXmeovud9mUzP6TF2WESy84chu7Kz72rj9l12A5yMlkvJxrziQdNCfZ3Ly/k2o/Vlts6c/j6PkqtGxqp6APhERLrhGlC+IiJnqmqgf5nATq+YSaSWXQ/iGqm1V9VFwTNE5D7cCTavAnk9MZP5J6VbLr/UyGR6IF/70z2vUtUWGSyfWwtwwUkHXIBzENcQLDDvUhEpiavPXquqO4M+G8jTbao6Lhtp5dc2hNICXIBzEUcaP84PmnefiFTB7a/9uN9BQGD7xqjq7dlMbz8Qo6pV8pTrIKr6PvC+/0PSGle9NgSYIyLNVXVdFqsI5++vBu5EFpxGMVxjyeyWOqX658zOa5XST1DVw7gGkWNFpDrQFld60gto6BuDB5dIHBPcBK1rL+6EPMI3Sr8AF1gO9Wn3P17mRSQeF9wE7lJLCZoXg7uhIdg+/5ydUuycLJuXc2Jm+yeU33NOBa5BGaUdi/tzkZ3ALzuC9933GcwP1/UkvYJyncuRXPw+j5KnoRpUdTWuzrEW7ocd8IV/Pi8v68cVk+5Jf3L1LsjkM4fJWVT5La6BaFN/50t67f3zygzmhVILXzScXjv/vArA/wtci/tyc3IxTOX4+yVw8e6Aq4ZaoqoHg+ZVwV0cy3J0aQXk8PvOwzaEUlbHyQLcyTqwPzaraqKfNx/327kG1xB9kf8hBizD7e+cHP9fAJV9lVB2ZetYV9UDqrrAB1uP46q7Ls3iY5C7319OBX5XGa2vLTn7Le/1z6eknyEiFXBV4plS1Z2q+o6q9sZ9/6fjqnVyTFW/U9WJuO1KInvB4N/887t67N2DrXDBZnAaB3CNvWuISEbVRbldNnB7e00ROSODRXJzTgzl95xTgSq5thnMO5uc/9E/3rk0kFa79DN80FsL+EFV9+Uwzbw6Xr6KceRcldfrXE6vv9mWm99nKMaiGoUrQr1TRAL1cc/jivXHiMgxJxURKSEi2Tn5J+JuhWuS7vPX425by8huXFuF0pnMP4qvH5+C68Mi+NZfROR03G2NyRx9m3R+qIgr3g5OPx7XOGw/rhFqwDO4i9TLGQVlIlJZRNKXjOwmgxN/kJU+ncuAhhwdxASqo+5L9x4AVV2Ouw22h7juAY4hIo19BJ6XbQil4x4nvoRqLa4R4vkcvT+W4Eq4MtsfO3HHVLyI/MP/SzyKiJwuInFBk8b455dE5OQMli/rq4yytQ0icr4/caUXKCnMTm/eieT895dTk/3zA8HBroiUwt3Jl23+wrwBaCMiDYLWFYs73o7aTyJSUlxnpaSbXhwX0EM2ez0XkTgROS2DWZVx1Up/ZmM1if65Xbp1V8fd5pyRQInpi77tXPDnYkTkpFwu+zKuGvnp4ONXRE7A9fUTWCa7JvvnPH/PufBqUNpp2y3uVvjHc7G+451LA/vkQV/dH0grFhiNu+ZOzEWaeTULd9fjVRmcR4bjuin5RLPuuiUrObr+Hk8ofp957gdHVbeLyHhcJ0p34+qaN/gL3cvAWhH5ENdAtTiu/vE8XP8L9bJY/VjciXSxb2C0H3frdFvc/fM9M/jMfFy7hw99w6lDuIZv7x0nnXt9noaKaxS9kCP94JTHtRT/IYu85tVnwA0i0hpXNRToBycGuCm4qk9VXxaRlrj+TL4XkXm4hmFVcAfq+bj+LgYHrX8+0FdE3sMFM8nAZ6r6mV/nYXHjq1wWtHwgvR9F5HtcxHyYjBsK/h13oZ8oIsNwd2Dtw/1jaYKLtM/B9e2S220IpewcJ/M58g8heH8cEpHPybj9TcBQXOnOo0B/38ZpB67fjvo+7atwdwigqvNF5F7cyX6Tr2P+Adfm5lTcP9/FQKdsbsM43D/wz3EXzr9wfV5ciOv/Ylo29tFYcv77yxFV/VxEnsM1JFwjIjM40j/KXnLeTf/TuAvI5yLyFi4QbY8793yNa9weUBq3bd/hGmv+iGtEfTHuO3pXVddnM92mwDvi2metxzUCrea3ozhH2uQcz1e4334PEVmC+75r4ErbvuVIw9Jg/8Wdu/rjjpvZuHPrybjv+mXc3Tg5XXa0T/cy4Gt/PJbBVQ1Ux90BmFGj3Qzlw/ecbar6qYhMwN0mv1ZE3vZpd8Md0z9xpHozOzI9l6rqEhF5CnctDGznAdy+bIT7Tp8O0aZlm7r+zq4D3gI+9b+NLbhzwiW4tlM3hSCp3Fx/M5P332d2brWCjPvBCZpfA/clHuDovk4a4yL3HznSC+oaXH8zF6Zbx6KM0sC1G/gCdxv3PtydK+eT+S2EZXGNYbfhGi0p2evJuBLuJLTJ53Ufrj+BY3rhJagn40z2RyK5uLXVf2mzcT/4P3Anu47H+WxXjnQI9xfuIF2GK1Wrl27Z6rhOp3bggpRj8o87+SjuRx+bbl6gr6Avj5Of8sD9uIMxCfev9QdcJ1SDSNd3SC624Xi3Z0728+tkc78f9zjxy3Tz01OB6unmBfoJ+eU4aQR6Al7Ckf6UtuBOAsPJoLdRXPDwJu6k+xfuApSAK4FI39NsptuAC86n+uM5CdcOYQ2ui4dq2dlHufz9JZL5resj/WfapZsufj+t9/voJ1yJRcXjre84eb4eV/p2yB9PL+LaWSwi6ByDCzzuxnUUtwUXDO3y2zuYoH6NsrFttXClAZ9zpGHwNr/uDHt9zmQ9VXA9yyb6/Hzv11smi/T74f547Pef+wFXitgit8viLib3++PmT38MLCaDnrjJ4hb93HzPIT7GYnDNKDZkkPbvQEIOvqPsnEv7+n31u9/Ha4EHgFI5SCfDbTnevvHz2mWUJz/vLFxtwC7c+WUL7hyS0egCk8nknJpZGuTy+ptReuTw95nRQ/yKjDHGmCLFtzHaCExT1asinR8TWqFog2OMMcYUWCJyorg70YKnleHIkAIzj/mQKfRCORaVMcYYUxANxzWwXYRr73Mirg1dLVwVyFsRy5nJNxbgGGOMiXYf4xqCX4Jr55SCq5oaB4xVa6sRlawNjjHGGGOijrXBMcYYY0zUsQDHGGOMMVHHAhxjjDHGRB0LcIwxxhgTdSzAMcYYY0zUsQDHGGOMMVHn/wHINni1AZkfHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_order = ['January', 'February', 'March', 'April', 'May', 'June', 'July','September','October','November','December']\n",
    "sb.countplot(data = tweet_df, x='tweet_month', order=month_order, hue='usr_month')\n",
    "plt.xticks(rotation=45);\n",
    "plt.xlabel('Relation between tweets and usrs according to months', fontsize=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some months have common increase in usrs created and tweets tweeted by them .. sure for a reason"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "## making a cutting function\n",
    "def cutting(col_name):    \n",
    "    return pd.cut(tweet_df[col_name], bins=4, labels=['very low','low', 'medium','high'])\n",
    "tweet_df['cut_days']=cutting('days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[8, 5])\n",
    "plt.hist(data = tweet_df, x = 'cut_days')\n",
    "plt.xlabel('cut_days', fontsize=20)\n",
    "plt.ylabel('count', fontsize=20)\n",
    "plt.xlabel('What is the ubnormality in days diff. between tweets and usrs created?', fontsize=20);\n",
    "plt.show();\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "users created and tweeted imm.after creation is the most common feature!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_order = ['January', 'February', 'March', 'April', 'May', 'June', 'July','September','October','November','December']\n",
    "plt.figure(figsize=[10, 8])\n",
    "sb.boxplot(data=we, x='tweet_month', y='days',order=month_order, color=base_color);\n",
    "plt.xlabel('tweet_month', fontsize=20);\n",
    "plt.ylabel('days', fontsize=20);\n",
    "plt.xlabel('What is the ubnormality in days diff. between usrs created in short time?', fontsize=20);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "in Jan., Feb. the days diff is less than one day more than other months and Mar., may., jul. the days diff is also in a very short period of time than rest of the months, This is for tweet_months"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[10, 8])\n",
    "sb.boxplot(data=we, x='usr_month', y='days',order=month_order, color=base_color);\n",
    "plt.xlabel('usr_month', fontsize=20);\n",
    "plt.xlabel('What is the ubnormality in days diff. between usrs created in short time?', fontsize=20);\n",
    "plt.ylabel('days', fontsize=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# scatter plot of days vs. usr_month, with log transform on days y axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3MAAAH8CAYAAAB7MPZeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddXQc59XH8e8siJkZLFlmy8wQO3HigENOHGaGBpsGmrZp3zbYcNI02DDbDtpOTDGjzCDZYmbmhXn/WGmt1a7AsmTJ8f2c09PM7OzM7Grlsz89z3OvoqoqQgghhBBCCCFOLZr+vgEhhBBCCCGEEMdPwpwQQgghhBBCnIIkzAkhhBBCCCHEKUjCnBBCCCGEEEKcgiTMCSGEEEIIIcQpSMKcEEIIIYQQQpyCBkSYUxRFqyjKbkVRfmrZjlUUZZuiKKmKonylKIpTy37nlu3Ulsdj+vXGhRBCCCGEEKKfDIgwB9wPHG6z/Rzwsqqq8UAFcEvL/luAipb9L7ccJ4QQQgghhBCnnX4Pc4qiRADnA++1bCvAXODblkM+Ai5u+e+LWrZpefzMluOFEEIIIYQQ4rSi6+8bAF4B/gR4tmz7A5WqqhpbtnOB8Jb/DgdyAFRVNSqKUtVyfGnbEyqKcjtwO4C7u/v4oUOH9uX9CyGEEEIIIUSfSEpKKlVVNdDRY/0a5hRFuQAoVlU1SVGUM3rrvKqqvgO8AzBhwgR1586dvXVqIYQQQgghhDhpFEXJ6uix/h6Zmw5cqCjKeYAL4AW8CvgoiqJrGZ2LAPJajs8DIoFcRVF0gDdQdvJvWwghhBBCCCH6V7+umVNV9XFVVSNUVY0BrgTWqKp6DbAWuKzlsBuA71v++4eWbVoeX6OqqnoSb1kIIYQQQgghBoR+L4DSgUeBhxRFScWyJu79lv3vA/4t+x8CHuun+xNCCCGEEEKIftXf0yytVFX9Dfit5b/TgUkOjmkELj+pNyaEEEIIIYQQA9BAHZkTQgghhBBCCNEJCXNCCCGEEEIIcQqSMCeEEEIIIYQQpyAJc0IIIYQQQghxCpIwJ4QQQgghhBCnIAlzQgghhBBCCHEKkjAnhBBCCCGEEKcgCXNCCCGEEEIIcQqSMCeEEEIIIYQQpyAJc0IIIYQQQghxCpIwJ4QQQgghhBCnIAlzQgghhBBCCHEKkjAnhBBCCCGEEKcgCXNCCCGEEEIIcQqSMCeEEEIIIYQQpyAJc0IIIYQQQghxCpIwJ4QQQgghhBCnIAlzQgghhBBCCHEKkjAnhBBCCCGEEKcgCXNCCCGEEEIIcQqSMCeEEEIIIYQQpyAJc0IIIYQQQghxCpIwJ4QQQgghhBCnIAlzQgghhBBCCHEKkjAnhBBCCCGEEKcgCXNCCCGEEEIIcQqSMCeEEEIIIYQQpyAJc0IIIYQQQghxCpIwJ4QQQgghhBCnIAlzQgghhBBCCHEKkjAnhBBCCCGEEKcgCXNCCCGEEEIIcQqSMCeEEEIIIYQQpyBdf9+AcMxgMvPxlix2Z1cwKdaPayZHo9Uo/X1bQgghhBBCiAFCwtwA9dfvD/DF9hwAftpXQFZZPX+5YHiHxzcaTHy3O4+cinrmjwhlVIT3ybpVIYQQQgghRD+QaZYDkKqqLE7Ks9n3zc6cTp9z+ydJPLZkP2+uTePi/2zit5TivrxFIYQQQgghRD+TMDcAKYqCr7veZl+Ah3OHx6cW17L+SIl122RW+WhzZl/dnhBCCCGEEGIAkDA3QD1x3jB0LWvknLQaHj13aIfHOmntf4x6B/uEEEIIIYQQvx+yZm6AumhMOJNj/dmXW8mYKB+CPF06PDbK342LxoTx/Z58AJx1Gm6fNehk3aoQQgghhBCiH0iYG8BCvF0I8Q7p1rEvLxrDxWPCyamoZ+7QICJ83fr47oQQQgghhBD9ScLc74RGozBnaFB/34YQQgghhBDiJJEw1w82HC3hnfXpqCrcMiNWQpgQQgghhBDiuEmYO8lSi2u56X87MJpVALakl/HjvTMYHubVz3cmhBBCCCGEOJVIycMOGE1mFifl8szyw2xLL+u1864+XGQNcmBpI7DqcFGvnV8IIYQQQghxepCRuTZqGg38crAIF72GXw4U8uO+AgDeXpfOy1ckcsnYiBO+RkyAe7f2CSGEEEIIIURnJMy1KKlp4qI3NpJf1ejw8f9tyuyVMDdvWDCXjA1n6e48y/bwYNz0WgqqGgj1dj3h8wshhBBCCCFODxLmWny9M6fDIAeOG3P3hEaj8PIVY3jknCFsTy/n8aX7WXmoCK1G4ZlLRrFoYmSvXEcIIYQQQgjx+9ava+YURXFRFGW7oih7FUU5qCjK31v2f6goSoaiKHta/jemZb+iKMpriqKkKoqyT1GUcb11L01Gc4eP6TQK98yJ761LARDm48p7m9JpMJgAy9q5Z5Yfxmjq+D46Ut9s7NV7E0IIIYQQQgx8/T0y1wTMVVW1VlEUPbBRUZTlLY89oqrqt+2OPxcY3PK/ycBbLf9/wgLcnVCA1tIkod4u/OvikeRWNjBzcCCxfbCuray22Wa7qsGAwaSi03bv+Qfyqnjgqz2kFtcyOsKb168aS7S/rL8TQgghhBDidNCvYU5VVRWobdnUt/xP7fgZXAR83PK8rYqi+CiKEqqqakFPrr/yUBH//iWFyoZmymqbbS48b3gwc4cF9+S03XbpuHDeXJtm3T5vVCiuTt1McsCDLUEOYF9uFU9+d4BPbumVbCuEEEIIIYQY4Pp7ZA5FUbRAEhAPvKmq6jZFUe4C/qUoyl+B1cBjqqo2AeFATpun57bsK2h3ztuB2wGioqIcXregqoG7P0vCYHKcHdNKah3u700PzxtCqLcrm1JLGRnuzS0zYrv93EaDiaPFtve4L7eqt29RCCGEEEIIMUD1e585VVVNqqqOASKASYqijAQeB4YCEwE/4NHjPOc7qqpOUFV1QmBgoMNjdmRWdBjkAKbFBRzPJXtEo1G4dko0b107nnvmxOOi7/6onItey7goH5t90+L8e/kOhRBCCCGEEANVv4e5VqqqVgJrgfmqqhaoFk3A/4BJLYflAW3LPUa07DtuI8O8UBTbfV4uOtyctFwxMZLbZw3qyWm7La+ygVdXHeX11Ucpqj5WRbOyvpl31qfx719SrFMoO/L8ZaMZHOSBi17DtDh//nnxyD69ZyGEEEIIIcTA0d/VLAMVRfFp+W9XYB6QrChKaMs+BbgYONDylB+A61uqWk4Bqnq6Xm5QoAf/uHAE3q56dBoFJ61CdaOR+mYTa5KLqWnsuwqRRdWNXPDaBl5edYQXVx7h/Nc2Ul7XTJPRxKX/2czTy5J5Y20qF7y+geTC6g7P84+fDnO0uJZGg5ktaWV8vCULs7mzJYdCCCGEEEKI34v+HpkLBdYqirIP2AGsVFX1J+AzRVH2A/uBAOCfLccvA9KBVOBd4O4Tufh1U2PY9Zd5PHjWYJrbTLksqWni5335J3JqOyazyua0UpKyKvh+Tx4V9QbrY6W1Tfy0L5/1R0pJL62z7m80mPlye47NeZqNZtYfKeGXAwWsP1Ji3a8Cr64+yoNf7+nV+xZCCCGEEEIMTP1dzXIfMNbB/rkdHK8C9/TmPWg1Cu7O9m+D83GsX+tKdaOBK97eyuECyyhbXKB9+wAXnRYXvX22bruOrrCqkcvf3kxOeUOH1/p+Tz4PnpVATB+0UhBCCCGEEEIMHP09MjcgXDI2gmh/N+v24CAPzh8V2mvn/2ZnrjXIAaSV1BHk6Wzdjg/y4PzRoUyPC2BijK91f4CHE9dOOVaN84NNGZ0GuVaGHjQeF0IIIYQQQpxa+r01wUDg7aZn2X0z+fVQIRpF4ezhIcfV760rZbVNdvvunROPl6seRcHmep/fNoXVh4upbjRw9vBgfNycrM8pdXCe9jQKrDhQyOBgz167fyGEEEIIIcTAIyNzLdyddUyI9uPbpFymPLOaOz7ZSUlN1+GpO5oMtiNlni46dudU8I+fDvG/TZk2RU70Wg3zR4awaEKkTZADuGxchF0FTgCd5thOswovrjxCUlZ5r9y7EEIIIYQQYmCSkbk27v9yN7uyKwH45WARqgrvXD/hhM55uKCa9zdl2Oxz1WlYuttSYKW8rpmr391GTIAbYyN9CPNxY+WhQkK9XXno7AQS2oywTYsP4NNbJvNtUi5gKari7qyl2Whm8S7bDg0H8qoZH+13QvcuhBBCCCGEGLgkzLVoNpqtQa7VmuRivtiezZUTI1EcDYm1kVJYwwcbMzCYzFw7NZpxUb7klNfz56X77Y4trWu22W4wmDhcUMPhghrrvr25VezKrmDDo3Nw1h2b8jk9PoDp8bYNzdcdKbEJcxoFpkoDcSGEEEIIIX7XJMy1cNJpGBriSXLhsUBlNKs8vmQ/B/KqcHfWEeHryuXjI+3W0xVXN3LZW5upabL0pvtxXz6XjA1j2f4iapvs+9X5uOopb9OaoCPFNU3szaliUmznI2yzEwL524LhfLg5EyethnvnxltH9CyjdrmkFddy5rBgCXlCCCGEEEL8TiiWav+/XxMmTFB37tzZrWMP5Vfzhy92kVZS1+Ex0+L8+fy2KTb7Pt2axZPfHejgGbaCvZz5340T+fevR1ibUgyqpUecI1qNwubH5hLs5dKtczty5ydJrDhYaN1+9coxXDQmvMfnE0IIIYQQQpw8iqIkqarqcO2XFEBpY3iYFz/fNxM3B/3eWm1OKyO1uMZmX2CbNgOduWl6DNueOIvhYd58cONEkv9vPmMjvTs8PtbfzRrkCqoa+OVgIcXVjd26FkBRdaNNkAP4aHNmt58vhBBCCCGEGLgkzLXjotfy2HnD0LZUiGxbKbJV2zVsAGcODWJ2QmCn543xd+OuM+LszvP3i0bh7ep4tmtqSR0H8qr4fk8eM59byx2fJDHjubWsOGAb0LLK6sirtO8/p9dqrK+j7esTQgghhBBCnPpkzZwD10+N4axhwRwtrkWngVs/SqLBYALgsvERRPq52Ryv02r46OZJ7M2ppLS2ib98d4D8KssIWnyQO3+5YDjT4wLQae2z86gIbzY/diZJWRV8siWTlYeLbR6vbzby9LLDGM2WyZjNJjPPrUhm/sgQmowm7v50F6uTi1EUuHRsBP++fLS1WIufuxM3TI3hg5Zqmk5aDffMie/dN0sIIYQQQgjRLyTMdSDMx5UwH1cArpoUycdbs0AFdyctqqo6rG6ZGOkDwORB/qw8VIizTsuZw4LsRvLac3fWMSshEHdnLeuOlNJsOtaX7sYPtlPfrk9daxPy73fnszrZEv5UFRbvyuWCxFDmDAmyHvvXBcM5Z0QwaSV1zEoIIMLXNogKIYQQQgghTk0yzbILW9PL+GBTJkaTitGs8tGWLJa3m+bYnoezjkvGRnDeqNAug1xb46P9+PEPMxgf5WPd1z7IAVw+IRKArHL7Qi1/++4Ah/KrbfZNHuTP1ZOjJMgJIYQQQgjxOyJhrgsH2wUjy76qPrvekBBPcivs17+18nLR8cR5wwA4e3gI7Zf0ZVc0cNdnSTQZTLz0awrnvbqB+77YTW5FfZ/dsxBCCCGEEOLkk2mWDqw6VMSS3bkEejgzZ2gQimKZxtiqfdPu3lbjoDddq3nDQ6xFTRIjfXj3+gnc+/kuGtqM4GWV1fP0ssN8tCULgEMF1RwpqmHFA7P69L5PZXVNRt5Zn86hgmpmxAdw3ZRoNA6K3wghhBBCCDFQSJhrZ/XhIm79+FhfulWHi/n3ZYm8vT4No0nl5hmxTIuzD3OqqvLD3nx2Z1cyKdaP80aF2jy+NqWY9UdKGBriyaXjItA7KIbSamKML+uOlFq3nXUavF31zBwcyN8uHE59s5GvduSQW9HAuSNDOHdkKEt251mPD/FyYWt6mc05kwtryCmvtyveIiwe+GoPKw8VAbDyUBFltU08dPaQfr4rIYQQQgghOiZhrp2lbUIRQF5lA8FeLvz64OxOn/f0ssO8u8FSNfLDzZk8eFYC9581GLBvKv7Z1mzunB1HvcFIs1HlvFEh+Lg5WR//58WjePCrPezMqmBIsCcvLkpkZPixfnRXvrOFrenlAHywKYMXL0+kpLaJDUdLiQ1w57mFo/locyYpRbXW53i56LrdD+90U9NoYNXhIpt9S3bnSZgTQgghhBADmoS5doI8Xez3eXUeglRV5dOt2Tb7PtiUYQ1zn7RMd2y1L6+Kuz/fZd1+ZdURfvzDDGuD8Eg/N769axrNRjNOOtsRvCNFNdYgZ7k2/LA3n09umWxzfIiXC8mF1aSV1OHprONfl4w6aT3mmo1mNqeV4uGsY0KM30m55olw0WvxctFT1WCw7guS4CuEEEIIIQY4KYDSzu2zBhHVZiridVOiSQj27PQ5iqLgord9K6saDDyz7DAALk6dh6jimia+3pFjt799kANwdRDI3FrO3/b4KH83Vj00m9/+eAbb/3wWCxLDOr2H3lJe18z8V9Zz4/92cNl/t3DzhztQ2y44HID0Wg1/Pm+YtUG8h7OOR+cP7ee7EkIIIYQQonMyMtdOiLcLqx+ezc7MCgI9nYgP6jzItXpwXgJ//f6gzb53N6Rz84xY7pw9iLs/3UVnkcbQ0hTcYDLTaDDh6aJ3eFyknxuXjY/g26RcwBLk7pgV5/BYRVGICXDv1v33ls+2ZpFeeqxlwprkYjalljFjcN8WjTlRiyZGMntIIEeKahgT6dPh+y+EEEIIIcRAIWHOAb1Ww9Q4/+N6zvVTY1iclMve3GNtC8yqZYTucH51p0HOy0XH5eMj+GZnDv/8+TDVjQbOHBrEq1eOxd3Z/kf0wmWjuXRsOLkVDZwxJJAgL/upof2lvL65W/sGomAvF+tUVyGEEEIIIQY6CXO96KbpsTzw1R7rdmKkDwnBnny1034K5QWjQxgZ5o1JhYvHhqPXKjyxdD8GkyX2rTpczNvr0hwW4VAUhWl93B6hpy4dG8GnW7OsryPAw5k5QwJtjvlhbz4v/ZpCbZORqydH8+BZg1EUaQMghBBCCCHE8ZAw14suHhuOu7OO5fsLiPRz4+bpsQBU1NmPTD1+7jDCfY+tzdt4tNQagFodKrBvWN4T721I57s9eQR5uvDQvASbypi9bVSEN1/dMZWvd+Tg7qzjxmkxNlMWs8vqeeDL3bTMKuW11UeJC3TnojHhfXZPQgghhBBC/B5JmOtl84YHM294sM2+WQlBNqXvEyO8bYIcQGKkN57OOpuG4TMH245o9cRXO7L558+HW7aq2Z1dwebHzsS1i6IsJ2JclC/jonwdPrYjs9wa5Fptyyg/oTC36lARi3fl4ufuxB2z4ojyl156QgghhBDi90+qWZ4Ezy0cxYLEMEK8XDh3ZAjvXj/B7hhPFz3v3ziR8dG+RPi6cu+ceK6bEn3C1151uNhmu6LewK7sihM+b08lRvrQfkblmAifHp/vt5Ribv14J8sPFPLZtmwuf3szjQbTid2kEEIIIYQQpwAZmWthNqusTi4mq6wOXzcnkrIqcHPScum4CIaHedkdbzCZ+eVgISU1TZwzIoQwH1e7Y2qbjCzbX8CRohoGB3lw28xYRncSXCbF+rH4rmm9+bLwaleVUaNA7EmucNlWfJAH/7x4JC/+eoS6JiNXTYpi4fiIHp/v+z35NttF1U1sSS9jzpCgE71VIYQQQgghBjQJcy0e/HqPXTAAeG9jBq9dNZYL2/Vpu/F/29mUWgbAv39J4du7pjEs9Fjoq2sycuHrG23K9L+08gjPLRzFFROjTvh+m4wmNqWW4uGsZ1Ks48bcX+/MYfGuXOu2TqPw2LlDHQbPk+maydFcPSkKswpazYkVPnHU0F2rwLL9BSRG+hDez69VCCGEEEKIviLTLIGc8nqHQa7VW7+l2Wzvyq6wBjmAumYTH27KtDlm2f4CmyDX6s21aXb7jldpbRNnv7yemz/cyaK3O27M/Z+1qTbbeq3CDdNiTvj6vUFRlBMOcgC3zIhlUOCxkcYZ8QHc/OFO7v5sF7OeX8t3u/NO+BpCCCGEEEIMRBLmALODINSWyWy2Pb59BQ/A2G6fycExne0/Hp9uzSKrrN66vSa5mM1pZXbHmdq9LhXo4qWesIZmE3Vtirj0tSBPF1Y+OJuv75jKqodmk1VeZ/1ZmMwqzy5PPmn3IoQQQgghxMkkYQ6I9nfnrGHBHT5+64xBNtvjo30ZG+Vj3XbWabh+qm2xknNHhTqc4nfrzNgTu1mgst5gt6/CQWPu9vd9w9QYnHR99yN/fkUyif/4lcS//8qT3+13GHr7glajMCnWj/ggD7v3prLh1GhYLoQQQgghxPGSNXMt/nPNOH7al09WWR2uei37cqtwddJy5aQoJsbYrklTFIXPb53Cd3vyKKlp4vzRocQFetgc4+2q58c/zGDp7jwO51fj5arjrGHBvdLs+9Jx4Xy27Vhj7iBPZ4cFP26YFsPgYA+2ppUxMtybs0eEnPC1O7I5rZT/tJmO+unWbKYM8ueC0WF8uCmDt9ZZHrt9Vhy3zDjxQNuRKyZE8t7GDOv2ogmRHR67Nb2Mp344SF5FA+eNCuXvF43ARd93LRuEEEIIIYToTad1mGs2mnll1RFWHy4mLsidx+YP49Jx3ausuOpwEV/tyEGvVRgR5mUX5sAScH7al49WUbhzdlyvBDmA0RE+fH3HVL7emYuni44bpsXg7uz4RzktLoBpcb1z3c4cLqhxsK+aYC8XnvrxkHXf//10iOGhXkyN8++T+3j8vGEMCvRgZ2Y5Y6N8uGqS42IzDc0m7vgkiaoGy0jeVztzCPR05o/nDOmT+xJCCCGEEKK3ndZh7tXVR6yjSSlFNRwpqmXlg7NQ2jdCaycpq4L7vtxtXX+2OzuJFQ/MIj7oWKDbnV3BH744dswdnyax4v6ZDA727JV7Hxvly9gOGnP3hxnxAWgUbBqCzxwcyPaMcrtjd2SW91mY02oUrp4cxdWTO68YmlJUYw1yrbZn2t+rEEIIIYQQA9VpHeZWt2uonVpcS3Z5PdH+nfdhW5tcbFNIxGhW+dfPh3hp0Rh83Z0sx6SU2BxjMqusO1LiMMztyq7ghz35BHu5MDjIgw1HS4j0c+PqyVG4Odn+iA7kVbFkVx5+7nqumRxtvV5/GxLiyWtXjeU/a9MwmMzcMiOWKYP8Ha6bGxPp0+m5TsZrHBzkgaezjpo2xVrGdnFfQgghhBBCDCSndZiLD/IgufDY9EAvFx3BXi5dPm9wsP2UyrUpJVz2382seGAW5XXN5FXU2x0TF2T/vE2ppVz3/jYc1QpZtr+ABYlh+Lo5MX9kCIcKqrni7S3WtXJLd+ex4oFZ6LX9W8fGZFZZdbiIgspG3rh6LIPaTDmdFh/AI+cM4b/r0kCF22YNYlZCYIfn2pVdYfMal+zO45c+eI3uzjpeu3osf/v+IHmVDcwfGcJ9Zw7u1WsIIYQQQgjRl07rMPfo/KGkFteSXFiDt6uepy8Z1a0CGOePCmVdSglL2vUwSyupY3FSLv9adpiaxmMjPlqNwlWTIjnDQYj5fHu2wyAHsCu7kl3ZlQCM2+JDfJCHNeS0Xm9zWhmzOwlHJ8NDbRquP/9LMh/eNInpbdYH3jMnnrvPiAPocgrre+vTbV5jekkdn23NIsTbhenxAXi66HvtvucMCWLOn4Iwm1U0vdDzTgghhBBCiJPptA5zkX5urHhgFjnl9QR6One7kqFOq+GlK8ag12r4ameOzWPrj5bYBDmAixJD+efFoxyey92pe9fclV1JkKf9qKGHc/9WX8ytsG24bjCpvLsh3SbMQdchDuB/mzJYdqDQbn9rARVfNz1f3zG119YdtpIgJ4QQQgghTkXSZw5LqOtJSfp75sQT4HFsPdfcoUEEeDjbHffD3gIamk0Oz3HbzEF4ux4bbdJ2Eiz8260dmxDty/hovw6OPjkcNSHvSWP0JqOJF3890ukxFfUGa4sDIYQQQgghTnen9cjciYryd2PNH89gbXIxfu5OTI8L4GhxLR9vybI5zmhWqWpoxtXJvon44GBP1j1yBmtTiq0FUNYfKUVF5a/fH6S+JQQOD/Xip/35Ns910vX/iFKknxvzR4Sw4qBlRE2rUbi5B33kDCaV+mbbEU1fNz0V7ZqAVzlomC6EEEIIIcTpSMLcCfJy0XPRmHDr9pAQT3xc9VS2K3uv6WSaYaPBzNLd+WxLLyMx0ofnFo4mNsCdybH+/LA3H183J2YnBDL9uTU2z8urbOzdF9OB7/fk8cIvKdQ0Grl6chR/OmeIzbTJ168ey7L9BWSW1jNveDDDw7yO+xoezjouGB3GD3uPBdZbZ8aybH8hB/OrrfsWTey4CXhPtb6+6gYDfu5OFFQ1MDzMm2cuHcXQkON/LUIIIYQQQpwMEuZOQE55Pc8uTyalqIY5QwJ54MzBvLUunfYzJcdH+RDUSZXMx5fsY/2REgC2Z5TzwFd7+P6e6UT6uXHPnHjrcVMH+bMlvcy6ff6oULtzfbMzh4+3ZOGq13Lv3PhOK0d2R1ZZHQ9+tcdapOWt39KID/Rg4XhLc/X6ZiPPLU9mY2opI8O98ffoedh64fLRJEb6cCi/mlkJAVw0JpxrJkfz0eYs8isbuCAxlJmDe7fYS055PQ99vdc6NbS6Zb3j7uxK7vlsF6sfPqNXryeEEEIIIURvkTB3Am77eKe1tUFqcS1JWZXsyq6wPu6s07BoQiQPnNV5yfudmRU223tzKjGYzHbl+P9zzTheXX2U5MJqZiUEcvvMQTaPbzhawiPf7rNu3/rRTlY/PJtIP7cevT6wtApovwRuZ1a5Ncz948dDfLnDUgQmraSOgspGvr5zKgBrkov4cnsOXq567pw9iPigzguXOOu03NJuiqaPmxP3d/H+nYikrIoO1/illdRRXteM3wDp5SeEEEIIIURbEuZ6qKCqwaZHHcDB/Cqb7SajmeumRuPvoChKW2OifNhwtNS6PTLcy2FfNV93J566cESH51mbXGKz3WwyszG1lKsmRXV6/U7vLdIXRbEtdJJRUsfn27JZNCGCNcm2jde3Z5ZT02hgf14Vt3y00/q8H/fmc++cOG6aMQgP584/dg3NJj7fnk1maR1njwju9dE4gNTiGr7akUNDswkFcBTnYgPc8XXrvVYIQgghhBBC9CYJcz3k7+6Mn7sT5XXN1n0BHs7kVTZYt92dtIT52Bc9ae+ZS0fx8Nd72Z5Zzuhwb/59eWKXzympaeKnffm4O+k4f3Qo7s46h83MExzsOx6xAe48d+loXvg1hYq6Zoxmla0Z5WzNKGdPTgWhPi4U1zRZj9cqChoUftxbYBMAm4xmXlx5lHVHSvn2rml212k2mll+oIDi6iZ+PVTIjpbRyk+2ZvHqlWNs1iW2tyWtjN05FUyK8WNCTNfVPTNK67jwjU3W4jIezjpc9BpqGo3Wn+GwUC9euGx0t1oqCCGEEEII0R8kzLUoqm5kW0Y5w0M9u5wOCOCk0/DcwtE8ungf5XXNJAR78Mwlo3nqx4Psz6vCy0XH/108sstRKIAIXze+umNqt+81t6KeC9/YZA2SH2zK4Pt7p7NwXASbUkv5eX8Bupaqkr3RumDRxEgWTYxk5vNryCk/FlaX7Mpj/ogQ9uYcG5E0qSobUksI9Xa8RnBnVgXJhdV2hUVu+nA7m1LLHD7ns23ZHYa5//yWyvMrUqzbTy0Yzo3TO6+muXRXrjXIAdQ2Gfnz+aM4e3gwm9PKiAv06FERFyGEEEIIIU4mCXPA2pRi7vg4iWaTGYAnzx/Gre3Wozkyb3gwsxLmUlrbTF2TEZ1G4cc/zCC/sgE/d6ce9a7rjq925NiMCCYX1rA2uZj5I0N54+pxPFXbhF6rself1xvcnWw/Liaziqer/UfI3VnH9VOjWXGgkEMF1TaPKYr9efbmVHYY5IBOA/Fbv9n2nXt9TWqXYc7dwfle/DWFf/x4iAaDJeTdNzeeh84e0ul5hBBCCCGE6E/SNBx4eeURa5ADeGXVUZqMjpt8t6eq8NjifZz98nrmvriOez7bRbCXS58FOQCzg07dbWt4BHg493qQA7iiXVsAFWgwmGxG4abF+TM9LgAfNyd+vm8GL16eiHub9+LKiZEEeDhTWX8sjDp6Pa3cnLQ2FT1trq+qdovdyuqaWfT2FruedWCpvFlZ38yiCZE2zd4BSmubrUEO4L/r0qWnnRBCCCGEGNBkZA6oatcTrr7ZiMGk0o0Zkny/J8+meMnP+wu4ZGw4Zw0P7u3btLpyYhSfbs223nd8kAdzhwb12fXAMgq3LqXEbr/BpLLqodmsTSnG00XPzPgANC29GRRFYeH4COYMDWL9kRIifF3ZkVnBuP9bSaPRxPwRIbx8xRjGRvkyKdaP7RnlgKUK6P9dNBKdVmHm4EACPR0XkFEUhdtmDeKllUds9m/PKOebnbncMC3Guu/Ntam8vuYoTUYz540K5baZsTyzPIWONJvM1BuMeCMFUIQQQgghxMAkYQ64alIUzy5Ptm5fmBjWrbVuAHkVDXb7civqe+3eHIn0c+OXB2bxw9483Jx0XDQmrE9HAgF+2JvHb0dsw5yCZaTNvaXhd0f83J24eGw4R4pqeG7Fsfd5+YFCJsRkc8uMWD6+eRI/7SugqLqR80aFEhvg3q37uu/MwVTWN/PBpkyb/bkV9Szdncu/fzlCRX2zzRq5n/cVMCzEE29XvTUQO2kVmk3HhvnOGBJIqHfXxWtOluX7C3hmeTLldc1cNj6CJ88fhs5BxVMhhBBCCHH66NcwpyiKC7AecG65l29VVf2boiixwJeAP5AEXKeqarOiKM7Ax8B4oAy4QlXVzBO9jztnxxHm48qGIyUMD/PimsnR3X7uOSNDePO3NGuvMhe9pk9H5VqFeLtw+6y4Pr9Oq/ZtGABunBZzXG0DUhycI6XQsqbORa/lspbedY6kl9Ty9LJk0ktrmTc8mIfnDcFJZwkzd86O48sdOdbAplFgfJQvd3++y65HXqu8yka+v2c6n27NwmhWuWZyFBmldaw6XER8kAfXTun+Z6CvFVc3ct+XuzG0hM0PN2cSG+BuM/IohBBCCCFOP/09MtcEzFVVtVZRFD2wUVGU5cBDwMuqqn6pKMp/gVuAt1r+v0JV1XhFUa4EngOu6I0buTAxjAsTOx5d6siIMG8+umkSH27OxEmncOvMQUT49rxJ90A1OyGQt9elW7e1GoVrjjPwTB7kh7NOQ5Px2PrEWQldh0GzWeWWj3aSUVoHwNvr0tFrNPzxHEuBkiAvF768fQpvr0+nyWDiminRVNUbOgxyra8nJsCdJy8Ybt03ONiT2iYjP+zNJ6O0nnvnxhPejdYSfW1PTqU1yLXamVUhYU4IIYQQ4jTXr2FOVVUVqG3Z1Lf8TwXmAle37P8IeApLmLuo5b8BvgXeUBRFaTlPv5kxOIAZgwP68xb63LS4AJ5fOJoPNmXgrNNw95x44oOOr4ddkKcLH9w4kZdXHqGqwcCVk6I6nZ7ZKqOszhrkWq1NKbaGOYDRET68efU463ZmaR0aBYeBzt1Ji3+7AigAi5NyefibvdbtzWmlrHn4DLSa/u01lxjpg06jYGzzYsZF+fTfDQkhhBBCiAGhv0fmUBRFi2UqZTzwJpAGVKqq2lqOMBdobTIWDuQAqKpqVBSlCstUzNJ257wduB0gKiqqr19Cj5XXNfPj3nw0ClyYGI6328AuttHab+5ETI8PYHr88QXfMG9XPF101DQeq1A5JLjzXoAxAe48f1kiz69ItmlqDlDXbOKKt7dw/5mD0Wk1zBocyKgIb37cl29zXFZZPXtzKxkX5Xtc99vKYDKz/EAheRUNnD0imLjAnjVwD/Zy4eUrxvDs8mTK6pq4bHwE1w2gaaBCCCGEEKJ/KP08qGWlKIoPsBT4C/ChqqrxLfsjgeWqqo5UFOUAMF9V1dyWx9KAyaqqlnZwWiZMmKDu3Lmzz+//eJXXNXPeqxsorG4EIMLXlZ/vm3ncLQWSssopqGpkVkIgXi4DOwyeiGX7C3hi6X4q6w2MCvfmnevHd7tAyfd78vjz0v3UNjluN6Eo8NqVY9mcVsYX27Ot+zUKbHx0LmE9nGp560c7WHW4GAAnrYZPbpnE5EH+PTpXdzQaTKw7UoKbk5bpcceqigohhBBCiFOXoihJqqpOcPRYv4/MtVJVtVJRlLXAVMBHURRdy+hcBJDXclgeEAnkKoqiA7yxFEIZUPIqGyipaWJ0uHeHX6iX7s6zBjmA3IoGftqXf1zFV/74zV6+TcoFwNdNz9d3TGVwFyNWp5KD+VW46LXEBXpw3qhQzhwWREWdgZA2fe2646Ix4QwK8GDBGxsdPq6q8M76dP7v4hGsTS6msLoRjQJ/mDu4x0EutbjGGuTA0urgg00ZfRbmSmubuOQ/m8gpt1RXnTrIn09vndzvU0SFEEIIIUTf6dfa5oqiBLaMyKEoiiswDzgMrAUuaznsBuD7lv/+oWWblsfX9Pd6ufaeX5HMjOfWcPGbm5j38jqK2gS23pRaXGsNcgAV9QbeWZ/eyTNOHfXNRhb9dwvnv7aRM19cx31f7EZVVZx12uMOcq1GRXhz8ZiO1+cV1zSy8K0tFFY3EuDhxJe3T+HBeQk9fQkn3Rfbsq1BDmBLehnrj9r3BRRCCCGEEL8f/d2oKhRYqyjKPmAHsFJV1Z+AR4GHFEVJxbIm7v2W498H/Fv2PwQ81g/33KHM0jreWpdGa7xMK6njv+vSHB578Zgwgr2ONcMO93HtVjGQVjWNBrt91Q72nYq+2ZnL9sxy6/YPe/NtGrP31CtXjuXrO6by+lVjuWLCsbV/ClBa02RtL1Fa28yX23NO6FrxQZ6c2aaRu5NWw83TY0/onJ1x9LOvbvh9fB6EEEIIIYRj/V3Nch8w1sH+dGCSg/2NwOUn4dZ6JL+qgfbjhPmV9k3FAfw9nFl+/yy+35OHRlG4aEzYca2XGxPpw4gwLw7mW/q0KQpcOWngFns5Ho7es47ex7beWHOUdzdkoNMo3DMnnptn2IenSbF+AFwwOpSzhgeTUlhNhK8bD3y1x+a4vG5cryv/vW48y/YXkFvRwDkjQo67+ufxWDg+go+2ZNHc0vYh2MuZM4f1fb9DIYQQQgjRfwbMmrmTqclo4oUVKaxOLiYu0J0nzhvGoB5WGmxrQrQfYd4u5Fcdm1q5IDEMg8nMSyuP8MuBQqL83XjivGEkBHvi5+7ETT0crVEUhc9vncInWzMpqGpkQWIYU/qwuMbJdO6oUN7dkG5tK+DupGVum1EuR9amFPPvX49Yt//x0yESI30YH+24EqWiKMwbHsy84cGoqsqba1M5WlxrfXxBD3oOtqfXarhoTHjXB/aCoSFeLL17Gt/szMXNSct1U6PxcD4tf72FEEIIIU4bA6aaZV9xVM3ymeWHbRpgDwp0Z/VDs1GUEy8WkVVWx3/WplFU08glY8O5aEw4r646ysurjgWNcB9X1j1yBjptf89yHbjWHynhk61ZuOi13D5zEKMivDs9/sVfU3h9TarNvj+fN4zbZg3q1vUKqxp5fc1RcioaOG9kyO9mlFMIIYQQQpzaTolqlifTuhTbwhDpJXXklDcQ5e92wueO9nfnuctG2+z77UixzXZeZQNHi2sZFup1wtfrSmZpHZ9ty8KswlWTovp0ql9HMkrr+LzlHq6eHNWtfmuzEgKZlRDY7WuMczAC52hfR0K8XfjXJaO6fbwQQgghhBD97bQMcwnBniQX1li3XfVa1qYUc9n4CNx7aWpaXmUDP+/Lx8tFT1ygO7uzK62PuTlpifQ78eDYleKaRi56cxNVLYUwvtqRw/L7Z56Ua7cqqm7kojc2Ut3S8PvrHTmseHAW4T0s+d+ROUOCeOScIby7IR2dRuHuM+I7nGI5UORXWtpReLnoWZAYdsKfvap6A9/vzcNoUrloTBj+Hs5dP0kIIYQQQpyyTssw99i5Q8korWN/XhUK0GAw8bcfDvLF9mx+uHcGTroTm/6YWlzLJW9uoqbJEmASgj0YG+XD7uxKfNz0/OOikZ2uZ9qTU0lmaR0zBwec0BfyZfsKrEEOoLbJyI/78rn7jPgen/N4/byvwBrkAGqajPy4N587Z8f1+rXumRPPPXNO3ms7ERmldVz4xkZqWt6bj7Zk8cO909H3cOptVYOB81/fQG6FpXDLf9elsez+mQRIoBNCCCGE+N06LcNcmI8rP/5hBk9+t59Pt2Zb9ycX1vBbSjFnjwg5ofN/ti3LGuQAjhTV8uFNExke5oW3qx5nnbbD5/7jx0N8sCkDsBT++PTWyYyN6tkIk5eD6pheLt2vmNkbjuceDuVXo9UoDAn5/TQ+78jn27KsQQ7gcEE164+U9LgCZWvVzFbFNU0s3ZXX7TWDQgghhBDi1HNaV+DwcLYPFb1RBEXB/hyKohDk6dJpkCuuaeTDzRnW7bpmE2+uTe3w+K6cNyqU0W0KhwwN8eTisT2vrlhVb6Cirvm4nnP+qFBGhh9bGzg0xJOL2jXvbjSYuOa9rZz32gbOeWU9t360A6PJ3OP7PFWdyEfP0VN74aMshBBCCCEGsNNyZK7VVZMi+WJ7tnUq4tAQT2YfR9GNjlwzJYpvknKsIy+jwr2ZER/Q5fPqm0zWcvyt2o7eHC8XvZYld01jQ2opZrPKrITAHk/je+qHg3y6NQuzqrJwXATPLhyNVtN1WnB10vLd3dPZcLQUs+r4Hn7Ym8+m1DLr9qrDxaw8VMS5o0J7dK+ngqsnR/PVjhzrFNQRYV7MHNzzz955o0P5z29pZJfXA5Y+cycS3IUQQgghxMB3Woe5aH93fn1wFj/tK8DTWccFiaEnvF4OIC7Qg18fnMXP+wrwctWzYHRYt4JPTIA70+L82Zx2LNhcPdlxifzU4loe+XYve3MqcXPSUddkZMogf/69KNGmuIhOq2HOkM57tHVl/ZESPtycad3+JimXWQmB3e7FptNqmNNJn7iCyka7fW179f0exQa48+uDsy0FUFz1XDA6tMdBGyxTV3/8wwx+3JuPyayyIDEMP3enXrxjIYQQQggx0JzWYQ4g2MuFW2b0rHF3Z0K9Xbl15vGvV3rvhgl8vi2bjNI6zhkR0mF5/ge/2sP+vCrAUtgEYEt6GU8s2c9HN0/q+Y07cKSoplv7eurcUSG8sfYoBpNlWNJFr+Hs4T1bO3YqCfF2Oa7PyLL9Bbz1WxpGs8otM2K5bHyEzeO/pRTz+bZsFAV83Z248AQan684UMCba9MwmMzcPCOWRRMie3wuIYQQQgjRN077MDfQuDnpuvyC32w0W4Nce7uyK3r9nmYlBKJdnoypzRzQM05wtA+gtLaJ11YfJbW4lisnRlFa24RWo3DLjNiT2j7hVJBcWM29n++yTsP94zd7ifZ3Y2KMH2CpgPrAV3tQWx6//8vdDApwZ2R4583WHTlSVMPdnx271p++3Ue0nxuTB/n3xksRQgghhBC9RMJcL6ptMvLxlkyySus5Z2Qwc4f2zeiSk05DYoQ3e3PtA92EPuitlhDsyVvXjOOtdWmYWkaFeqOH260f7WRPTiUAm9PKWDguHJ1Gw+a0MuKDPPA8yZU3+4LZrPJtUi7bM8sZF+XLFRMjO51yuy+3km925uLhouP6qdGEelumzG48Wmq3nnL9kRJrmNtwpMQa5ABUFdYfLel2mDtSVMPn27LRaRSc9Rr7ax0tkTAnhBBCCDHASJjrRbd+tIOt6eUAfLUzh+unRhPg4czshEByKupJL6lj7tAg6xfsRoOJn/YVUFTdyPyRIcQFenT7Wi9fMYZHF+9jT04lrnotDc0mpsT588ylo/vktZ09IuSEWzZUNxr4fnceDQYTk2P9rUGu1eJdedb//i2lmG/unHZC1xsInluRzNvr0wH4NimXI0U1PHXhCIfHHsir4rK3ttDcUslz6a481vxxNm5OOoaGeNkd33afo3YOQztp8bA9o5zNaaWMCvcmPsiDi9/cRH2zCQB3Z/uKq0McXF8IIYQQQvQvCXO9JLO0zhrkWn28JQuAl1Yese57ZdUR/nvteM4eEcJN/9vBlnRLsZNXVx/ly9unMK6bPeUGBXqcUmGnodnExW9sIr20DgBvVx2uTpYQ6siOzAqOFtYw+AR6zlXUNbPuSAlhPq5MivWzeayuycjalGI8XfTMjA9A040CNT3xxfZsm+0vd2R3GOa+Tcq1BjmAwupG1iaXcP7oUGYMDuD2WYP4cFMmZlVl0cRIzh15LFxH+bkxPd6frenlaBS4ZnJ0h4VvPtuWxZ+XHrBuT4zxswY5gLomEzPi/dmeUYFJVVk0IYLzf8eVRYUQQgghTlUS5nqJu7MOrUaxWVfmiFmF9zZmEOLtYg1yYFkH9+GmzG6HuVPNr4cKrUEOoKrByNyhQWw8WkqzyYyzTkOT0ba33FM/HuSz26b06HqHC6pZ9PYWa2uHy8ZH8O/LEwEoqm7k4jc3UdBSMXNijB9f3T6lTwKdl6ve2n4AOm/a7u2gwXrbfU+cN4z7zhyMWVVtzvPBxgz+8dMhADQKPH9ZIpeMi7A7V6t3WkYKW+12sM7y8gmR/Pe6CXbXEkIIIYQQA8dp3TS8NwV6OnPrzO5VxdQooHHQ0bmPBocGBEevd3SEN1sen8vSu6fx5e1TcGpXmn9TWhk7M8vtntcdb69Ls+nR921SLhktYfKTLVnWIAewI7OcF39N6dF1uvKn+UOta+Q0Cjw6f6jdMc1GM7kV9VwzOYpIv2NtJWYlBBIf7E5pTRP5lQ0AeDjrbMKV0WTm5VXHRn7NKry1Lq3Te2r/s9BpFBKCj03xHRPpw/yRIXbXEkIIIYQQA4uMzPWix88dxoLRYWSV1fProUK+35MPgAK0jtdpNQq3zxrEyHBvZg4OYMPRUsBSjv+m6b3fImGgmDc8GH8PJ8pqm637iqob8fdwxt/DGYALRoeyZHeezfNa2y50h6qqKC1BxdHz6lr2OXrsk61ZPHz2kF4fnbswMYxxUT7syq5kTIQPUf62VTrXJhfzx2/2UlbXTHyQB+9dP4GssnqcdBo+2pzJlKfXWI9NjPDm3esnEOTlYt1nUlUaDbZTVeuaHE9dbXXX7Dj+tHifdfu2WYO478zBbDxailajMD0+oFt9EYUQQgghRP+SMNfLRoZ7MzLcm3NHhnDB6DDSSmo5Y0ggOeUNpJfUMmdoEAnBlnVgH9w4keUHCimubuScESG/63L8RdWNNkEO4IvtOVwxMYoxkT4AXDc1mh/35Vv7zcUGuDMtLqDLc9c3G3ls8X6W7S8gzMeVv180gqsnR7E6udha4XFMpI+18MzlEyJsmqAD1DQaaTaZcdHYF/84URG+bkT42v9sjSYzj3y7j7I6y/uSWlzL8ytSeP/Gibz1WxprU0psjt+bW8VLK4/w7MJjRW6cdVouGx9pszavo0bzrRZNjGRIiCeb08oYFe7NjMGW97izxu5CCCGEEGLgOa3DXEVdM//46RDbM8oZE+XD3y4YbjPqcSI0GoV5w4OZh6U9gaXyoG2rAr1Wc0KNnU8lqcW1DvcfKaqxhrmxUb4suWs6S3bn4ufmxDVTonHSdT0T+IUVKfyw1zIKml1ez72f7WLbn8/iq9un8vO+fMJ8XG0Czogwby4eE8Z3LSOnAPNHhuCi7/0g15mKegOltU02+462vE9Hix03ZT/q4H38v4tGkBjhzf68KqbFBXD+6K6LlSRG+pDY8r4LIYQQQohT02kd5p5Yup/lBwoByKtsoKrewKe3Tj6uc5TWNvHqqqMcKaph7tAgbp05SKaoOTAx1s/SQqHNlECtRmHmYNuRt1ER3oyKOL5G10vbTc2sazZxpKiGSbF+dlUsW/378kSGhXqxJd0yOnXn7LjjumZvCPR0ZlS4t00D+Lkto2MTov1YsivP7jlzHYye6bQarpwUxZV9d6tCCCGEEGIAOq3D3LojttPYNqaWYjKrxxXG7vgkiaQsSzXAbRnl1DebeHBeQq/eZ3dUNxr4eHMmWWX1zB8ZwpnD+qZheVeSssr5NikPHzc9N06LIbhlpNPLRc9nt03m0W/3kVNRT5CnC09fMsraFPtEVDUY7PZ11mMNLAHojtlx3NEPIa6t/143nmeWHSa5sIbZCYE8cs4QAHzc7AuPBHg4kV5Sy9qUYoI8nflyew7OOg3XT42xW4vXEwVVDXy0OYuqBgOLJkQw9ndaWVUIIYQQ4vfitA5zLnqtTX+tAA+n4wpyRdWN1iDX6uf9Bf0S5m75cAc7Mi338k1SLq9cMYaLx4af1HtIyipn0dtbre0ZftiTz+qHZ+Oi17I7u4J1KSU8cFYC80eG2L3PKYU1rDhQSISvKwsSw7o1vbLV0FBPDhccm5Y4KMAdN6eB89Eur2tm6e48zGaVi8aGEeR5bCpvuI8rb1w9zu45jpqAl9Y2s3hXHot35aHTKBhb3uevduZw5aQoZsQHMDshsEf32NBs4qI3NlFcY5n2+c3OHN6+bjxHi2tx1Wu5eEw43g4CphBCCCGE6D8D5xvvSVbXZKSizrYgx/FOj/R21ePprKOmTXXESN8TH2lypKrewNqUYvw9nJgRH2Ct2giQVlJrDXKtvtiejaeLjvpmE3OHBuHu3Pc/6m+Tcm367OVVNrDxaCkNBhP3fbnbWoxk0YQInr8s0Xrc5rRSrn9/uzWc/Lgvnw9vmtTt675wWSL3fr6LzLJ6BgW48/rVY3vnBfWCqnoDC17fSF5La4G316ez7P4ZNoHOkbhAD548fxgvrzxCnYPG6sY273NNo5F316fz7vp0/nh2AvfOHXzc97k4Kdca5FrPf9enu6xNzP+3KYNl988cUCFZCCGEEOJ0d9r2mdNrNXi0CzjuTjqa2zWu7oyLXstfFwzHuWUUKdjLmUfPte8j1pWc8nq2Z5RjMDm+dkZpHXNe/I0HvtrDde9v5/ZPkmwe93TR2Y90FdVwy0c7+cMXuzn75fUU1zTS17xdnez2+bjpeW9jhjXIgSX0tQ3S/9uUaRNOfksp4VB+FdvSy8gpr+/yuiPDvVn7xzPY+eRZrH54NiPCjm/NXV/6eX+BNciBZY3ld7vt18I5cuvMQST9ZR6+xzEi9u6GjOO+R4CdWfb9/JrbfB4zy+pZeagIsIzibUkro7i67z9TQgghhBCiY6dtmHPSaXj47ATa9k9OL61j9gtrrc2lAcpqmyhrV3GwrcsnRLLtiTP5/p7pbHx0bkvVymNqm4zWhs+O/PuXFGY9v5ZFb29h1vNrOZBbZXfMBxszKG8TflYeKmJvTqV1O8jThZumx1i3XfVaKuuPrSPLq2zgy+05Hd5Db7lxWgzhPsdGJs8eHsy4KF+M7QKyoig273u5g/f3xg+2c8U7W5n1wlpeXnnE7vH2FEUhwMPZZsRyINA6+A1z1EC9Iy56Lc46+yqbbZuL256726e2PV83RpQ1isLenEqmPbuaq97dyrRn1/DZtqyeXXCAUlWVnPJ6moyd9+oTQgghhBgITtswB3Dj9Fi+vn2qzRfggqpGXl99FLNZ5U/f7mXiv1Yx8V+reHzJPsxtRo/a8nFzIjHSB327b+7vb8xgwj9XMu3ZNVzx9haq6m0LdezMLOeNtanWhuIFVY0seGMjf/3+AGqboay6ZgcNsNvs25JWxne7LWX2/dyduG2WffPxuuNovt1TId4urH54Nu9eP4Fv75zK/WcNZtYLazlYUG1z3DWTo/BxOzaKV1htG+a0ChS39KRTVXhjbSqFVafmKNB5o0KJaVOcJMzbhUvHRRzXOe6ZY1uk5YEzB7Pm4TP4340TuW5KdLtj43t0n1dOjsbf/djPJDbAjQCPY9sJwR7MGx7MC7+kUNHyOTaaVZ5ZlmzXtPxUlV5Sy1kvrWPm82uZ8vRqVrWMRAohhBBCDFSn/QIYN2ct7TNaYXUjvx4q5OududZ9X2zPYe7QYOYN716VyLzKBv718yHrubdllPPOhjQeOefYNMyXV9mPOKnAx1uyOGtYMLNaillcNSmKH/bkW6ciJgR7MDnW3/qcx5bss/YrK69rZuPRUsK8XchvCUAueg2XjT++ANFTLnqt9T267K3N5FYcG5X0cdPz8hVjOKNdkY7qdtUoTe1+HiazSklNEyHevdMD8GTydNHz4x9m8PO+AoxmlQWjw467kMh1U2MYEe7NjoxyxkT6MHmQ5Wc/Z2gQc4YGcfHYMHZmVjAu2peJMY5bMXQl3MeVXx+cxc/7C3DVa7lgdBgNBhM/78vHWa/lgtGhuOi1FLabWlnbZKSm0XjSe/T1haeXHSatxDIqX1Fv4LEl+9gy5Ey7P9IIIYQQQgwUp32YGx7qxZBgT1KKjlVDvHhMOEeL7JszP73sME/9cJAzhgTy5PnDySyr458/HyKztJ6zRwTz2LlDrVPi0ktq7ULimuRilu8vpLLBACo0GjoeLUstrrWGuYkxfiy5exrf7c4nwNOJqydFWdfINRlNZJXZritLL63j2zun8YcvdpNdVkdipA9uJ1AApabRwP/9dIiNR0sZHubF3xaMINKv61L4qSW272FlvYGpg/ztpkJeOCaMz7ZlW7fHR/uQlFVp3Y4P8mBEmO301VOJp4ueKydFdX1gJ8ZF+TKug1YB46P9GB/dsxDXlr+HM9dPjbFuuzppua7NNsDFY8L496/H/ggxPd6fQE/nE752dxRUNfD3Hw6xL7eSyYP8+duC4TYjvCeqfUP20tpmKuqbuyxWI4QQQgjRX077MKcoCp/cMom31qWRU97AeaNCuHRcBAfyqnh51RGbQNa6lu6zbdnoNAqrDhdbi1v8b1Mm7k46/tjSJ2x8tC8+bnqbtWtty+d3RqdRmD0kkIP5VfxnbRpVDQaunBTJXxcMtzvWWadlRnwAG1NLrfvGRPrw+pqjHG6Z3rg5rYz7vtjN4rumHd+b0+IfPx7imyTLKGV+VSNF1U38+IcZXT5v7tAgm8bXM+IDHI7g/G3BCMJ9XdmRUc7YKF9unzWIFQcK+WlfARG+rtx1RhwaacTea9p/ri4YHdbt594zJx5vVz1rU0pICPbkrjNOXp++B77cw7YMS6GWpbvzaDaZedNBW4eemjs0iP9tyrRujwr3liAnhBBCiAHttA9zAEFeLvxtwQibfSPDvfnPNeN4d0MGBpOZfe0Kk6xJKbapUgjwbVIOd8wehKeLHjcnHZ/cPJkXV6ZQXN2Ek1Zhj4PiJgAx/u74uulpNppxd9Zx1xlxBLg7M+P5NdQ0WkbvNqaW4umid9hH7ObpMTZhbmtaGa5OtqEpKauC+mZjj0rLtz03wP68Kirrm7scFZk3PJi9OZVU1BuYHufP3y4c4fA4J52Gu8+IhzOO7bt4bPhJ75PXV+qbjXy0OYujRTXMGRrEgsTuhydHdmVX8M3OHDycddw4Pdam6ExXqhoMXPXOVqrbfK48nHWcMSSoW89XFIUzhgSRVVZPVYOBjNI6xkT69ORlHJdmo9ka5FptOFLSq9d4dP5Q9FoN61JKGBLiyWM9qEwrhBBCCHEySZjrxPyRocwfGYrBZGbqM2us69IARoZ5U1lvsIYtsBTyuOWjnXx9x1QARkV48+FNk9h4tISbPtzh8BpeLjpWPDDTbsTq530FNucGWL6/wGGY29ruS26j0UyEn5u1UAVAbIA7rj1c1zQs1IuCNgVIwn1c8XLpfN3XigMF3PXpLut2emmdTYGNVgaTmR/35pNZVs+8YcGMihg4bQV6y72f72ZNcjEAS3bnUVjVyG2zBtFsNPPD3nyyy+s5Z0Rwt1oq7MutZNF/t1jXT36/J5+1fzzDYR/B8rpmluzKpbLegIqKr5sTXi56a5BrtXx/oU2YO5hfxa8Hi9BoFJqNZmID3LmwpZF7daOBS/6z2fq78G1SDkvvns7I8L79uTnpNMQHeZDaZirksNDenXrrotfyxHnDeOK8Yb16XiGEEEKIviJhrhv0Wg0vLkrk0W/3UVjdyJhIH/66YDj7cqu457NdNj3StmeUk1laR0yAOwC/HCzkzk+ScFQHM9DTmacvGeVw6qGj0vMdrVNzVFb+ztmDeG9DBsmFNUT6ufLvy0f3uGz/UwtGUFTdyMH8asJ9XHlpUaLdtMdd2RWkFtUyfXAA4T6uNsVjAA7mV3Mgr9ourP3h892sOFgIwBtrjvLu9RM4c1j3isycqJzyejanlTIs1IvRET59co3imkZrkGv10soj3Dozlrs+TWJ1y2Nvrk3lgxsnOgzrbS3ZlWfzeSuuaeK3lBLOHx1qc1xVg22z8lZtK1S2impTbXPdkRJu/nCHTfN3sITz926YyNrkYps/ahhMKkt35/V5mAP49+WJ3PfFbrLL6xkS7Mm/LhnZ59cUQgghhBjIJMx10+yEQDY9NpfqBgO+LSNMod6uzB4SyOrDx76s6zQKHi7H3tYPNmY4DHIPnZXA3XPi0HVQKW90hA83Tovh4y2ZmFXLGrzrpkY7PPbyCZGsOFDIprQyy/b4CBaOi+Cy8ZGU1zXj46o/oTVnUf5u/HzfTCrqmvF2cK7nViTz1m9pADhpNXxw40R8XG1H7hTFUs2yrZzyemuQAzCr8MGmjJMS5lYdKuLOT5OsweiheQncd+bgXr+Om5MOjYLN2ssGg4mf9hVYgxxYKnb+b1NGl2Gu/XsIOGwqvrxds/JWpbXNTIvzZ2t6GWYVxkX52HyuPtyUYRfkAFYdLiajtM7h1NrjaWp+IsZE+rDukTOoqDfg52CUVwghhBDidCM1t4+DVqNYg1yrB85MwLNNeLtj9iACPI5V99Np7UNUbIA7N0yP6TDItXrqwhFsemwuvz44i8V3TetwamN1g8HahgDAWa+xjsL5uTv1WvEQXwfnqmow8N6GdOt2s8nMa2uOcvecOJsv3NdPibYbWdRqbJuHA+g0J+cj+dqaozYjXP/5LZWG5t7vl+bhrHNYidNZZ/86W1+7yaySWVpHc7tm6wDXTokmus1I2tyhQUyN87c7TtvJz/ySseEsu28mn986mSV3T7f5XGk7ef91GoWZ8QHWKqsAgwLcuXqy4z8y9AVFUfosyOVXNtj1ghRCCCGEGMhkZO4EjYrwZuOjc9mSVkZsgDtDQjxtHr9jVhzbM8oxtDRPmzk4gA9unNjt3lWh3q6EdjGD7d0N6dZKmwCfbs3muikxdvfSF5qNZptQBNDQbCI+yJP1f5rD5tRSwnxcHU7DC/Nx5ZKx4daKl3qtws0zYvrkPo0ms014rm8X3AwmFYPZjCu93y/t2YWjueytzTQYLOFs5uAAzh4RwoLEMH7ca2n27qTTcNvMWA7kVXHHJ0nkVTYQ4OHEa1eOZVp8gPVcAR7OrHxwNptSS/Fw0XXYV+68UaG8tS6N9JI6m/2DAtw5mF/F40v2YzSrnD08mNevHmttqXHbzFjWHy2xC5IXJoZZw/hHN01kR2YFdc1GpscF4OQgmJ5K6pqM3PlpEhuOluKk1XDPnHjuP6v3R2mFEEIIIXqboqqOJgH+fkyYMEHduXNnv95Dekkta5KLiQv0YHZCYK+X2b/vi9380BIKWn1086Qup+z1lrs/S2LZ/mPTJZ+/bDSLJkR267lms8ralGJ2ZlWw5nARKUW1JEb68MoVY4htWXd4IlYcKOCpHw5RUtvE+aNCeW7haFydtHy8JZO/fn/Qetyl48J5adGYE75eR/IrG/j1YCGBni6cPSIYvVaDyayyJrmY7PJ6zhoWRLS/O5e9tZmdWRXW50X5ubHukTN6tN6xrsnIz/sLqG0peOLhoiPM24Vr399uc9w/Lx7JtVOOja5lldWx6nAxLnoNDc0mov3dOXNo0O+2PcSba1N54ZcUm30rH5zF4OC+/2OIEEIIIURXFEVJUlV1gqPHZGTuJBgU6MGgQI8+O//FY8NswlyotwuTY0+8iXR3vXzFGKbH53K0qJa5Q4NspuF1RaNROHNYMG+sTSWlpVH73pxKHv12H1/fOfWE7quirpn7v9xDU8so0w9784kNcOfBeQlcPzWGCF9X1h8pZWiIJwvHR9BsNPPs8mRWHCgg0s+Nv1wwvNcKe4T5uHLj9FibfVqNwrzhtusD09o1Ws8ur6fZZLaOnB0Pd2edXaj+ekeO3XGp7ZplR/u7c8uMWLvj+kNZbRNP/XiI7RlljIn04e8XjiTEu/d6v2WX1fPJliy7/WkltZ2GuTfXpvLVjhy8XfU8fHZCt1s7CCGEEEL0JglzvwNzhwbz3vUTWLwrF38PJ+6YFeewQmZfcdZpueYE103tzam02d7TbrsnkgtrrEHOep3cY+edOzSYuUOPhamXVh7hg00ZgKU5+s0f7mDTY3O7PSW2N5w5LJhvk45VAp05OKBHQa4jMwZbpkW2nUZ51kmqHtoTjy/Zz6+HigD45WARNY1GPr9tSq+d/+7PkyisbrTZ5+GsY8og+3WIrb7bnWczknf7J0ls/NMcgrykwbgQQgghTi4Jc70st6KeDzdlUt1o4IqJkYyP9qO2yciHmzJILa5l7rBgLjzBptFtNRpMfLQ5k0MF1cwZGsTl4yN63IKgL6xNLubHffmEebsS7efG5vQyYvzduWlGjE3hjUmxfmxNP9Yvb/KgEx9ZHBnuhbuTlro26+Mmxzr+kr7iQCGfbrUdoSmuaeJIUU23+r+BZYTr4y2ZGM0q106OZriDwidd+fuFI/Bw1rE1vYxR4d4n1Lh6U2opS3blEejpzM3TYwjyciHMx5UPb5rIG2tSqW82cf3UaGYMDuj6ZP1gd3aFXVuHzWllmM1qr0z5rKxv5kBetc0+J62Gj26e5LBqZ6sNR0tttpuNZrZnlnPB6N77vRZCCCGE6A4Jc72orsnIwrc2U1Rt6cO1ZFce39w5lZdWHrF+AfxuTz4Vdc3cMC2GkpomluzKxazCwnHhPfrL/sPf7OXnfQWApYF0UVUjf+iDEvs9seJAAXe2aRze1qa0UmtzdYAXF43hscX72J1dyYQYX565dNQJX9/TRc/b103gnz8forC6kQsTw7h1pv30wcVJuTz8zV67/QoQ3M2fSXF1I5f8Z5O10fuSXbksv3/Wca/7c3fW8dSFI47rOY6sP1LCDf/bTuuS2BUHClj50Gz0Wg3T4gKYFjcwA1yrg/lVLHp7i11xnaEhng6DXKPBxJJdeRRWN3L+qNBuFf/xctET4etKbsWxFg4zBgcwPtq30+eNCPNicZuPtaL0fgNzIYQQQojukDDXi9YdKbEGOQCjWeXTrVl2f8n/emcOCxLDOP+1DRTXWI5/f2MGy++fSaCnM91V22Rk+f4C23Mn5QyYMNe+cXhb2zPKeeu3VK6cGIWvuxPhPq58csvkXr+HGYMDWPHArE6P+Xqn/ToyABXYl1tpMxWzI8sPFFqDHECjwcyPe/P7pHddd3yTlEvb2kaZZfXsyCi3qYzZHSazyvojJZTWNnHWsGC71hx9ZemuPGsF2FaBns78+/JEh8df//52tmdaRnbf+i2Vz2+b0mGlz1YajcLLV4zhwa/2kFvRwKhwb/7ejSB9zZQo9uZW8uPefNyddDx0dgJxfbgmVgghhBCiIxLmepGvg6lZAZ7OOOs0Nmu3/Nyd+GlfvjXIAZTWNvH9njxunTmo29dz0mpwd9bZhAi/TqaHnWyO3o+2nluRwtvr01l817R+/TLcWd+yrl6D9TgH5zhZwccRP0fNxbu4n6p6A3tzKxka6kmQp2VE8paPdvBbSonl+W56Ft81rU+L+XR2r88vHOWwIM3WtFJrkANLm4mPNmd2GOZUVWVXdgVOWi0TY/xY/8gcahqNeHez+bmzTsurV47l6UtGoddqTvnWDEIIIYQ4dcm3kF40ZZAfw9pM71IUmBTjZzM64+Gs44GzEhw2xz7eL4VOOg1/OmeItfG2i17DI+f0fI1Vb7t7ThwBHse+lDs5aKBeWW/gfy1FR3pbTnk9VQ1dN4H+w9zBeLvaf5G/YHQoY6M6n3LXav6IECa1CQ8jwry4dGx492+2l906cxAhbaaIXjY+otOpgBuPljL12dVc/8F2pj+7hu/35LEru8Ia5AAq6g18uDmzL2/b6upJUcQFHpuiOjshkNkJ9hUjd2SWc/OH9q1HOipaU9NgYP6rG1j41hYWvLGRmz/cgQrdDnJtuTvrJMgJIYQQol/JyFwvajKabdbfqKqlofeXt09l/sgQ0oprmRzrj7ebnsHBHryzPo3MsnoAIv1cOXdk6HFf87qpMcxOCOJwYTUTon3x9+j+NM3eZDSZURQFbZv1THGBHi2Nw8sI83Elws+VjzZl8uLKIzbPbd/A+0RV1Ru49eMd7MiswEmn4aF5Cdw5O67D44eHebHx0TlsTS8n1NuZkppmfN2dGBPp0+1rOuk0fHXHFLZllGMyq0wZ5G/zXpxskX5u/PbIGWxOKyXQw4VREZ0XcXl62WHrz8FgUvm/nw7zyhX2Uxp7+2fVEV93J1Y8MIstaWW4OWmZ0MEo23PLk6k32N6Tm5PWYWuFI0U1LHp7C5X1xwL+muRi1iYXc9bwvqvo2WQ09WpFUiGEEEKIVhLmelF9s4maJqPNvtaplHGBHjZTCb1c9Px030yW7y8gpaiG5QcKmPT0KuYMCeKlRYmdVtNrL8rfjSh/t955ET3w7PJkPtqciVajcNcZcdwzJ976mJuTzuaL8t1z4vl5fwHJhTUA6LUK10yO6tX7eXt9GjsyLY23m41mnl+RzPmjQon06/g98nTR2/V8O16KonRa0v5kc9Fru7XeD7CZ8gtQUd/MuGhfhgR7klJ07Gd1dS//rDqj12q67FnY/r4Blt493WEBlP/76ZBNkOvsHL0hraSWB7/aw77cKkaGe/HKFWOID5JG5EIIIYToPTJHqBf5uTtxxhDbL5+XjOl4qp2Hs44FiWEsTsolr6IRVbWMFLTtYTXQ/XKwkP+uS6PBYKK2ycgLv6Swo836pfa0GoWv7pjKn88bxh2zBrH07umMj+7dBufpJXU222YVMkrrOjhaAFw6zvZzet6oUNycLJU1I/1ccXfScu7IUEb0oN1CX7qk3VTWs4YFdVjJsv3nAiy/g2cN75uG349+u499uVUAHMir5o/f7OuT6wghhBDi9CUjc10wmsy89Vsaa1OKGRzkycNnJ3TaQuD1q8by7vp0kgtrmJUQ2OWoU055PRXtRgtavwCeCva1acLdam9OZaeVBL1d9dw2q/uFXo7XvOHBrDhYaN32ddMzIaZ7a99+72qbjLyy8ghJ2RWMj/LlgXkJeDjreHT+UEK8XNiSXsbocG9umzUIg8nM/V/uto5c/bA3nxh/Nx46e0g/v4pj7j9zMAGezqw/UsKwUC/u6ORzddawID7acqyXoJNWIcbfjVWHih2OOJrNKu9sSOfXg4WE+7ii1ShkldczMz6Ae+cO7nK9XPvf4/15p87vtRBCCCFODf0a5hRFiQQ+BoKxVIJ/R1XVVxVFeQq4DWitvvCEqqrLWp7zOHALYALuU1X1l768x1dWHeWNtakA7MquJKWohu/umd7h8Z4u+uP6shsT4E6wl7NNS4MpvdAw+2SZMsifN9em2e3rTwvHR1DbZGTJrlwCPZ154KwE3Jzk7xYAjy/Zz4978wHYnV1JcU0Tr101Fq1G4eYZsdzcZq3ZofxquymIG1NLB1SY02gUrpsSzXVTors89vHzhuGi17LqcBGZpfU0m1QO5FfzxNL9uDppuGRshM3xb61Ls46S78qutO7fnV1JbZOJvy4YDlhC7qpDRcQFenDzjBg8XSzFVCYP8rNpSzI59tT5vRZCCCHEqaG/v+EagYdVVd2lKIonkKQoysqWx15WVfXfbQ9WFGU4cCUwAggDVimKkqCqap9VZWg7wgOwJ6eSwqpGQryPv8G3I3qthneum8BTPx4ko7SOs4cH8+C8hF4598kwc3Agf7lgOO9vSEen1XDPnDiH5eNPthumxXDDtJj+vo0B55cDtp/nFe2224r2d8PTWWezDnREWO/9bItrGlmclIdZVVk4LqLXfqc6siW9jGaTmfzKBkyqbQ+75fsL7cLcLwc7fm9+OVjIXxcM55Mtmfzl+4PW/VvTy/ji9ikAvHBZIk8s3c/OzHLGRfvy9CWjevHVCCGEEEL0c5hTVbUAKGj57xpFUQ4DndVzvwj4UlXVJiBDUZRUYBKwpa/uMdrPjdTiWuu2l4sOdycty/cXUN9sYt6IYLxcbMuaH8irYk9OJZNi/UgI7rrgQWKkD0vv7ni0b6C7ZUasw+qBbamqyoajpeRXNjB3aJDdVNWUwhp2ZJYzJtLnhMNgXZORVYeL0GoUzhoWjIteKgm2ivK3/Tz7ezh1WG3R3VnHi4sSefK7AxTXNDFzcAAP9dIfGirqmlnw+kbriPQHGzNYfv/MTqcwn4hXVh3hlVVHO3w8yt+N1YeLKKtrZl5Lc/QoP7cOpzxHtRTT+SYp12b/lvQy8iobCPdxJcTbhQ9unNh7L0IIIYQQop3+HpmzUhQlBhgLbAOmA/cqinI9sBPL6F0FlqC3tc3TcnEQ/hRFuR24HSAq6sSq7z04L4G9uZWU1jbj5qTlbxeO4NoPtrM3pxKAkF9c+OHe6dYvoc8uP8x/16W33Ae8eHkil46L6Oj0p437v9zDDy3T+9ydtHx1x1RraPtmZw5/WryP1sGSvy0Yzk3TOw+HHamsb+aiNzeR1dLyYWiIJ0vvno6rkwQ6gP+7aCR3fppk7b9XUNXIwrc2s/iuaTjrtBhMZnZklOPv4cyQEE/OHhHCmcOCaTCY8HDuvX8uftpfYDO1uKyumU+2ZjE+2pexkb4O+76ZzCo7MsvxcNYdV+DPLqvn1dUdB7lgL2f251bx3gZLv0NfNz1L7p7OI+cM4UBeFZll9ei1ChpFocloJsTLhScvGAbYN5x30ml69X0SQgghhOjMgKhmqSiKB7AYeEBV1WrgLSAOGINl5O7F4zmfqqrvqKo6QVXVCYGBnZc270xyYTU3fLCd0tpmAG6eHoOns84a5AAKqxv5YnsOAE/9cMAa5Cz3QadfIk8XaSW11iAHUNds4u31x96nV1Ydpe2st1dXH0VtNw0OoKHZRGpxLSaz/WOtvtyeYw1yAMmFNSzbX3CCr+D3Y2qcP7fMiLHZdyCvmlWHiimsauTMF9dx9XvbOOeV9Ty+ZD9gqUDa2wHFUQP5N9emcuP/djD12dVsTi21eayq3sB5r27gyne2csHrG7nr0ySHn5G26pqMpJXU8tGWTDo6NMrPjecWjmJbxrEKrBX1Bj7clEG0vztrHj6DFQ/MZOeT89j1l3ksu28mGx6dY51u+uBZCXi6HHtv7j/TcQN6IYQQQoi+0O9/QlYURY8lyH2mquoSAFVVi9o8/i7wU8tmHhDZ5ukRLfv6xKurjlJW12zdfnt9On+/cITdcY1GExmldXy4Ocv+MUPfNVluMprQazRo+rE5dXc4eg9a9y3ZlUt+ZYPNY00GM6pqGdls9evBQv74zV6qG41E+rny3vUT7UrQf7c7jxdX2rd1aDSenEbXpwqj2X5fo8HEuxvSyS4/FoS/2J7NDdOiGRrS++0Izh8dxksrj9iMzrVm9PpmE8+uSOaHe2dYH/t0W5a13x3A8gOFbEkrY1p8gMPzf7c7jz8v3U9dswl3B6Oy4T4uPLtwNFMH+bM13b6VRl1Lc3SNRmFoiBeNBhPOOg3D27VmSIz0YdNjc9meXs6gQHcGtekl2Ww0o9Uo/do8XgghhBC/b/06MqcoigK8DxxWVfWlNvtD2xx2CXCg5b9/AK5UFMVZUZRYYDCwva/ur6RdJT+DSWV0hA/hPq7Wfe5OWi4fH0FprePGw9dPjen1+2poNnHP57sY9pcVTHp6tc2o10A0IsybiW1aA2gUuG5KNHVNRv7y3QHaD5pcNzXaJqAaTWaeWHqA6kZLIY6c8gb++fMhm+fUNxt58rsDGEz2QzCrDhVR266Z++nssnEReLYZaQv1duHsEcF2n3ew/x3oDWazyrPLD9sEua6u6/DeOvida/0stAay1v9va2S4NzMHB6LTapgyyI+4QHebx79NyuWC1zewN7eSWz/awbC/rmDas2tYdajI7lxeLnrOGh5sDXIGk5lHv93HiL+tYPw/V/LZNvs/8gghhBBC9Ib+HpmbDlwH7FcUZU/LvieAqxRFGYOlXUEmcAeAqqoHFUX5GjiEpRLmPX1ZyfLScRHszKqwbie2FOf4/t7pfLUjh4ZmEwvHRxAb4E6Un5nYAHeb5tR3zo7jnjnxvX5fb69P4+d9lqmDpbVN/PHrvUyL8yfAw7nXr9VbPrp5Et/stIzCnTcqlMRIH9JLau2+aEf6uvL4uUNt9tU0Gu3Ccvsm4MXVTR0GtrUpJby5NpVH5w91+Pjv1YajJTy3Ipmy2mYWjovgoXkJaDQKUf5u/HTfDL5NysVFr2XRhEg8XfRcMi7c5g8D4T6uTI61bTNR3WjgqR8Osv5ICUNDvPj7RSOIazMa1R1Ld+fx6dbsTo9pNpr55WAh54wIAeCiMWF8sjXLOsXW103PGUOONfs2mMw8syyZn/blE+DhZPdZ0GlsRyQvG39sgF+n1TAizJu0dk3FD+RVc9tHO63tGQqqGnngqz1sfeJMm2mnm9NKeXZ5MsXVTVw8NpwQL2e+2mmZel1Zb+DJ7w4wLS6A2ADbwCiEEEIIcaL6u5rlRsDRHKRlnTznX8C/+uqecsrrefHXFLLK65k/IoSXFyWy8nAR0f7u3D7T0pA4wMPZLqTptBq+vH0K76xPp7C6kYsSwzi75Ytob9vfrsJes8lMSmENAfEDN8y5OelsWgWoqsrqw0W46DQ0tvmWPWNwALd9vJPqRiPXTI7iojHh+Lo7MSHa1yZYzxsebHP+aH83hgR72kzFa2tHhv1Uut+zirpmbv84iYaW6axvrE0l1MeFayZb+rFF+7vzcLt+cXOGBPG/GyeyeFcuAR7O3DZrkF1j7H/9dJgluywzmzemlnL3p7v45cFZx3VvHTXPjvF3I7NlvWNZXTP3fLaLdX+aQ7iPK2OjfPns1sl8uT0bd2cdt8yItVmb9s76dD7YZClgUlzThEY5Nm0T4IapsahAUU0jl4wJ56x2n5+UQsefm/YjgrVNRjJK6hgVYVkzV91o4PaPk6zh8b/r0hgTaVucRVVh9eEibp3ZcUPz3nakqIZXVh2xBsxru9GHr7cs21/Ax1sycXPScfcZcUyI6bi/3tGiGl5ZdZTC6kYuHhPGdX0wk0EIIYT4PevvkbkBxWxWueGD7aS3jPrszq7kifOG8p9rxnfr+cFeLvzlguF9eYuApYjF6uRi67a7k9b65fJUsDalmBd/TeFAXrV1n5NWw03TY/hwcwZNRsu38O0Z5fi4OTE7IZD/XDuOF1akcLiwmpmDA3ngrMHW59Y0Gnh/YwZhvi64O2tpMlrCrbHNt/lDBdXc/VkSw0O9uHlG7O++ifjunAprkGu1KbXUGuY6MmdoEHOGBnX4+KY028IkKUU1lNQ0EejZ/T8kTBnkz4ebM232XTUpEpMZa5gDMJpVtqWXWavBThnk32FD+s3t7suswqzBAVTUGzhrWDD3zIlDp3U8q9xsVvF1d1y0JNLPzWYdob+7Ewkhx0Yi9+VU2Y0CNjtYlPju+nRumBaDvoN76E2NBhNXv7vNOpq9M6sCV72WheO7V1W3vtnI+xsySC6qYfbgQC6fEIGidG/d39b0Mu7+bJd1e3NaKb/9cY7DHoKNBhNXv7fNGpiTsipwbhkpFkIIIUT3/L6/0R6no8W11iDX6peDRdw+K66f7sixG6fFUFjVyHd78gn2cuaJ84bZ9bobqNYkF3Hzhzvt9jebzNQ3G61BrtWPe/OZnRBIkKcLL1ye6PCcd36axKbUMuv23xYM5/Nt2Rxt00+tvtnEsv2FLNtfyL7cKt65fkIvvaLel1fZwJKkXLRahcvGRxDkefy914aFeqHVKDaVP3ujmfvIMG9yK44VrAn3ccW/XXn+rswfGcKf5g/hky1ZuDppefCsBBYkhvHZtiy+bpmeeLz3PDLM2+Yz4KLX8PpV4xy2OGjvxZUpNkVQ9FoFZ72WMRE+DAn2ICm7kqyyOqL83fnrBcNtevINCfFEr1Vs1mrOGx5MbZOR7PJj71NRTRP7cqsYH31s7WhfWZ1cZDct+ZeDhR2GudomI9/uzKG0tpkFiWG88Esyqw5b/lj0874CSuuauPuM7k0X//Wg7ZrCRoOZdUeKuWKifYuY3dmVdiOfvx4slDAnhBBCHAcJc22EeLngrNPQ1OYv69H+bv14R47ptBqevGA4T56EUcDetjjJcfFRJ52Gstpmu/3NXVSiLKhqsPkSD5Ypd/GBHjZhrq2Vh4uoajAMyBLyBVUNnP/aBirrLX3gPtqcyS8PzMLH7fgCU6i3K89cMopnlh+mqsHA+aPDuLmHvfvAMtq08lARQ0M8OZhfRU5FA5F+rry0aEyPqqnefUa8XUC4YkIke3MqWbIrzxryEoI9OziDrXvnxpNWUsvq5GICPJx5asEIuyBX3Wjg14NFuOg1zBsebA1l37Zr/G0yq3xww0Tu+GQnG1taJAR7OXPvGfEcKqgm0MOZqJZ/FwI9nXlu4Wj++fNhKuubOWdECHfMjiO5sMYmzOk0CpG+rvS1qnoDf/v+oN3+mA7W65nNKle9s9U69fXtdWkY2rX+WJyU2+0wFxtg/+9ljL/ja0f5u9lNh+3oWCGEEEI4JmGuDW83PX9bMIJ//HSQRoOZuEB3HpqX0C/30mgwsT2jnBBvl25/oT2Zmo1mtmeU4+/hxLDQ7peu9/ewDyVOWg1Pnj/MMnp2oNDmsfNHh3V6Pg9nnV0AL6hqpKCqEW9XPVUNBhQFmz5jHk46XPQDosWinaW786xBDqCouoll+wu5erL9yEZXFk2M5NJx4RhM6gk1TTeYzFz+9hab/opg+eI9sZP1UMdLp9Xw/GWJ/OOikWg1is2UxNomIzsyyxkU4E60gy/8ni563rthIvXNRpx1Wrt2AMU1jVz4+iYKqxsBGBnuxZK7puOk0+Dv7mzXIuHKd7bYhIyi6iZu+8QyoqzXKrx/w0RmJVh6WF46LoKLxoTTbDTj6qTl+RXJ/NJmhEqnUXjs3KEEeR3/COvxWnagwNoXs1WIlwt3zHK8Xm9HZrnNGkaDWUWnUWymKPs7KKx0ML+KynoDk2L9bH5Ol0+IZHVyMb+llKBR4JrJ0UzuYGpsuI8rj5wzlJdXHqHZZGZkuBd3njGwZkEIIYQQA52EuXaunhzF+aNDKa5uJD7Io9trRXpTdlk9V7yzhYIqyxfPG6fF8FS7/nZVDQZKapqIDzq+SoK9oaCqgUVvbyGnZeRh0YQInr/M8RTI9m6bOYhfDhZavzyfNyqUZy4Zhbebnqp6A0t35VmLmJw5NIh5w4I7Ox2eLnoenJfAcyuS7RpD1zYaWHLXNCrqm7nvi93UNZvQKPCn+UNspsoNJE4O1lS1L0JyPHRaDTqt5TPl6qQ9rrVtrX5LKbELcgAbjpayK7uCcVG9O3XQRW/7s9mfW8W172+zBvNLx4bz5PnD8XUwvbOjtZBfbc+xBjmwVKpcfbiIc0eF8ui5Q7n94502fxDopC89BpPKf35LtYY5sDRWd3XSUttk5L0NGTbHDwnxPGnFTxx9fm6dGeswkIHjz1ZihA+7cyowq5b1uH9sVyjnoa/2sGS3ZYQ92t+Nb+6Yag2qLnotH940ieyyepz1GoK7CLB3nRHHlRMjKatr7pd/y4QQQohTnYQ5B7xd9X06BU9VVRoMpg6/eL61Ls0a5AA+3JzJjdNirFOlPtmSyT9/PkyT0czQEE8+vGmSwwIDfeX9DRnWIAfw9c5cbpwWa9dQ2ZEvd2RT2rJOZlS4F88tHIVny3o/bzc9y+6fybb0MlydtIx1EBIaDSb0Wg0GkxmdRkGn1XDn7DjOHRnCjR9sJ6NNAQ0zlqlc46J92fzYmWxKK2FUuDeRfgN3KtfCcRH857c0ylua1eu1CkNDez4yW99s5I5PkthwtBStRuGmaTHHPT23qZOprk0GBx3Ie9nLq45Q1WAZrVRVWLwrj8W78rhnTjyPnDOki2dbNDkoStK6b3ZCIF/fMYWL3txs83j7Ed+2Gjt43SaTitFs+5ips2R4gpqMJjTKsVHMc0eF8Pb6NI4UWaYYR/i6snBcx4VPxkb5MishkPVHSgDwdNHx7MJRuOi1HC2uYXy0n82/hXtzKq1BDiCrrJ4PNmXyWLt2IlHHMT3d193JYTAXQgghRNckzJ1ku7Ir+OPXe0kvrWNslA+vXzWWCF/bLz5lDpoh51U0EBPgTlltE//302GaTZYvjMmFNby6+ijPXDrqpNw/4LBBekdN09tKLqzmzbVp1u39edV8tDmTe+ceq0yp1ShMiw+we26T0cRji/fz/Z48a2EPTxc9f5o/hGsmRxPt784fzhzMQ1/vtT5nwegwAjycKahq4L4vdrMjs4Jofzf+fXlir04P7E2uTloMbcKTwaTy6qqjvNvDgi2fb8tmw1HLui+TWeW9jRksSAwjMdKn2+c4c2gwUe2qOgIEezozObbv38eOGpf/Z20qN0yN7tb0xcvGR/DR5kxqWipPhvu42rS3SIz05YwhgfyWUmLdN294EIODPXl55VG78900Pcbhdbzd9FwyNoLFu3K7PPZEmM0qT/14kC+35+Ck0/CHufHcMTsONycdP9w7g18OFmIwqZwzItj6x5KOfHDDBNYkF1Na28y84cHW0dtIP/tAVlbXs999IYQQQvSNgblw6HdKVVUe+mqPTeuDp36wL1Zw5jD70vA7sizV9vIrG61BrlVGqeNCH33l0nERtJ19Gu7jyuRBXX+pz2xXKRQgo7TewZH2PtmSxdLdeZhVS8Axq5appk9+d4CssjrrfX15+xTumDWI5y8bzYuLLFM//++nQ+zItPSoyyqr54Ev9/TpaElXvtyezewX1jL7hbV8ti3L5rHyumZqmmxHwhy9b93Vvrl6R/s64+qk5bt7pnPB6FCb/UU1TRwqqO7gWb0nqIOpoSod94drLybAnZ/um8F9Zw7m0flD+eHe6bg72/4tq/3r+2lfIVoH06znDAnkojHhHV7ruYWjePHyRG6fNYjPbp3ssJLjifp+bx4fb8mi2WSmtsnIM8uTrf0nXfRaLhoTzmXjI7oMcmCZinv2iBCunhzV5TTcaXEBhLaZBaBgWXc36V+reHZ5cr/+XgkhhBCnIxmZO4mqG402fbQA9uXaN1AO9bavencw3/KleVioJxG+rjbl4c/po+bkHZmVEMiHN01iya5c/N2duXVmbLfWoE2NC8DTWWcdHQHYmVnO//10iIfPTui091tHjaZV1fLetBbFcNSLrP17nFfZQHldc4/Wj52oXdkVPLZkv3X7z0sPkBDsaR0pDPNxZWS4l00PvhP5+Z49IoTPtmVbt92ctMwYHEBqcQ0vrTxCfmUjCxLDuHl6TKfrQ/3cnRy+X/tyq3ql5UFnOuvN9tO+fGa2WbvWmWj/zgsaOQqGeq2Ch7POppdcVw24dVpNt3u69ZSjfzf251X1eb9JF72Wb+6cynsbMiiqbmT14WKyWv5N+++6NMJ8XLheGn8LIYQQJ42EuZPI21XPiDAvazADmBZnX+ktMdIHNyct9c0mu+N0Wg2f3DKZl1YeIae8nvNHhXLjtJg+v/f2ZicEMrubX6Jbebvq+ey2yby2OpUdmeVUNRjIKq/n/Y0ZVNYbeHFRIimFNXy4OQODSeW6KdEkRvrw/Z480kscjyY5aTVMcNC7y2xW+WxbFpvTyvB1c7IJvwnBHnbBpKSmifc2pJNX2cAFo8OYP7JvAvKWtDKH+1rDXH5lAyNCvamqN6DTarhoTBj3zOleWXhHZicE8soVY/h8WzYeLjrunRuPl4ueC17baC0IsienEhe9psuG4tPiAvjfpkzrtkaBKd0YkT1R0+L9WXGw0OFjWzPKHe7v0XXiAni3TfESjQJzhwYzeVAAb6w5SlWDgSsnRnFmm6I8e3Mq+WRrFnqtwo3TYhkScnIqzzr6WXRndLw3RPi68dSFI1ibUszydtVnN6eWSZgTQgghTiIJcyfZG1eP46/fH+BgfjXT4wPsqlSCJfS8e/0Enll+mOLqJi4ZF27zBSk2wJ3Xrxp7Eu+694yO8OG/145j8JPLbfb/eqiQwqohLHxrs3UU5Ie9+dx9RhyvrDq2ZkmnAR83J0xmlWAvFx45Z4jDNVMvrkyxWZ8X7utKY7OJISGe/OOikTbHms0q1763zVpF86d9Bbx21VguTOy8LUJPjHYwcjKqZWSr2Whm0dtbrMFTUWBMpI91ZGptcjGb00oZGe7NeSND+XFfPocLqpmVEMjMwYHUNBr4emcuZbVNLEgMs7aMuHhsOBePPTYtcGdmuU1lR7A0e+4qzM0bHszj5w7l45Zm3/efOZhBgX1fgfCaydHkVzayZFcu5XXNNmXzR/XiqOCcoUE8ef4w/rcpExe9hvvOHMzglrYg790w0e741OJaLn97C80tRVJ+3FvAqodmn5RiRPOGB/PEeUP5aLPlZ3H3GXFsTS/j6x05nD0ixKY5eWltE1/vzKHRYGbhuHCHrR1aGUxmlu7KI7WkljlDgpjq4I9NrYaHetm1MejrkUEhhBBC2FLU9vXcf2cmTJig7ty5s79vQ7Qz+4W11ulZYAk5C8dF8Ld2awhDvV1sKnsC/PbHMzpsgtxqytOrbQKLRoFD/5hvV/YeLKXvF7yx0fb+EgL56OZJ3X49x+PFX1N4b0MGKio3T4/lT/MtlQA3Hi3l2ve32Rx7YWIYr101lvc3ZvB/Px2y7h8cZNsU/Z8XjeSLHdnWUV8nrYYv75jisG1AUXUj059dY/Ml3FH7i4FoW3oZf1q8j6yyeibF+vH6VWO7LH/fHZtSS0krqWV2QmCnYaetV1cd5eVVR2z2/f3CEdzQDyPlN/5vu7V4i6LA29eO5+wRIdQ2GTnn5fXkVVr+QODhrOPn+2Z0+Brv/XwXP+0rsG6/fEUil4zteMro4qRcnl52mMoGA+eNCuWFy0Y7/B0TQgghRM8pipKkqqrDangyMneCCqsaOZBXxZgoHwI66OX0e2Ayq2zPKMdJpzAuyveE++89fcko7v18FxX1BoI8nfn7hSPIr2y0O659c28nraZbbSMCPJ1swpyPm1OHa6/8PJzsGov35c/y4bOHcN+Zg1FV2z5fAZ725dlb7+PDzba9y9oGOYD/rk+zmUrabDLz2dZsh2Eu2MuFx88bxnMrkmk2Wpo1n8hUzpNpaKgXfzl/GFF+7iT00pTGv31/gI+2WArR6DQKH9w40aaHHFhaPGxLLyfSz5X4IMt1/T06/nmdTJmldTZVOFUVPt6SxdkjQvh8W5Y1yIGl+fo3O3P5o4OWDiU1Tfy8v8Bm34ebszoNcwvHR3Dx2HAMJrOEOCGEEKIfSJg7AUt35/LIN/swmlWcdBreumaczXqa34vaJiNXvrPFWpRjbKQPX94+BecT+PI2PT6ALY+fSU55PTEB7ui1Gpy09kUdInxcqaw3UFFvaRh935nx3epJ9dj8Ydz28U4aDCZ0GoXHzx2KVuM4gIb7uHL7zEG8vT4dsFRPvGdOXI9fW3c4CpZDQ7y4cmIkX+7IASyjkhcmWiosunRRYMbZQfPnwuoGB0da3DIjlsvGRVBW13RSpkr2hqSscm74YAe1TUYUBf583rAOm3EXVDVgNKkOy+u3VV7XzMdbj1UUNZpVnv8l2SbMHS2q4cp3tlLW0vvvztlxPHbuUC4dF843SbnWhurT4/05e8TJ//130mns/hjhotc4HDlsfcwRvVZBqygY25zIpRsN67UaBa1GgpwQQgjRHyTM9ZCqqvzr52TrVLVmo5lnlyf/LsPckl25NtUVd+dUMuuFtXx757Quvyx3xkWvta5JAkup+fY8XfVsfHQuOzLLifF373J6ZasZgwPY8vhcdmdXMjTU02GF0LYenJfAJePCKapuYnKsX7+NMjy7cDTXTI7mqR8OkJRdySVvbebSseHcOjOWx5fsp3Vm5NRB/mxJtxRT0WoU/jR/KPd/udummfXm1DJ2ZVcwPNQLrUaxC5Debnq83Toe5axrMuKq16LpIAT3hUaDpQm2k4MQ8eKvR6zrKVXVsn3puHA8XfTW16aqKo8t3s/XSTmoKpw1LIg3rxnXYbXVivpm2s80b53+29BsQq9VeGNtqjXIAbyzPo0bp8UQ4u3C0rumsTOrAp1WsRkFrW0y4u6kPeER7O4I83Fl0fhIvtpp+SOAs07DVZOiuPPTJLtjQ71dWDQx0uF5fNycuGFaDO9vtIwC67UKd58iI7ZCCCHE6UrCXA+ZzCpVDc02+9p+4fs9Ka21f11F1U28tPIIL18xpteuYzKruOg0NLYUlNBqFK6dEo27s44zhtj33uuKj5sTc4Z2/jyjycxfvj/ANztzcdFbinocb5XO3pZSVENSdiVgCS2Ld+WxeFceI8O8OHdUKNPi/Bkb5cvOzHIOF9YwPc6fQYEetI8NKnDLhzuoaTTi6qTloXkJ3DQ9tsvrl9c1c98Xu9mYWkqIlwtPXzqSuUP79o8UZrPK3344yJc7snHSarh7Trzd1M+ydp/DBoOJif9chZuzjofnJXDj9Fg2HC21hhqAVYeL+X53focBJr/CfvRSAe7+LIkVBwrxcXPCv91IsFm1hMAQbxc0GoVJbRqnZ5fVc+8Xu9iXW8WgAHdeumIMY46jQXtPPbtwFAsSw8gqr2POkCCajWYMJtuUGuPvxo9/mNFp77m/XDCcecODSS2uZdbgQKL8e/7HGiGEEEL0PWka3kOWsvG2jYMv6+PeUv3lwsRQ9Fr7EYbjbT7dlYe+3mMNcmApijItLqBXr9He4l25fLE9B6NZpbbJyL+WHeZQft83wu5MaxP09g7kV5NcWMPYlhGgCTF+XDcl2jpNcuE4+89fRb0Bo1mlptHI3388RGpx1022//1rChtTSwEorG7kgS/30NBs6uJZx6+uycitH+4g7ollxP15GZ9szcJgUqlrNvHCLynsaZm+2MrR75dJhZpGI0/9eIjU4loyHbx3GR28nwD1BvvX5eakY9n+QsyqJdimtlufODLcy1optL0nvz9g7QGXXlrHQ1/t4WQUmVIUhRmDA7hmcjRhPq7EBLjbtey4Y3Zct5qITxnkz7VToiXICSGEEKcAGZk7AU9fMoohwZ7sya1kSqwfV3dR2v1UFR/kybd3TuXa97dT03iseXJrL7YDeVW8suoopbVNLBwXznU96DPV0GwirV0vucxeDouOtJ0+at2XX8XwMMdf1k+GecODeXNtKmYHGeBgB83TAZ66cATbMys4UtRxYDuYX20t4NGRA+2uUd1oJKeinoTg3u2h9vwvyaxKLu70PtqOat02axB+7k6sTSkmo7TOpl8jwM0fbmdBYhhOOo21XYCiwNnDLaOKTUYTr646yvqjJQwJ9uJP84cwNc4fT2ctNU3HQl2Il7NN8Zy2PwaNAi9dnmhz3aoGAy/8kszu7Eq74JdeWkd9swl355P/T+37N07k/Q3pZJTVc/bwYBb0QasNIYQQQvQvCXNtLNtfwE/78i0FMWbF2TWWbs9Jp+G2WY4LMPzeJEb6suy+mby88gh7cipx0mkorGograSGa9/fRmW9AbA0oPZ00dv0NesOVyctY6N82N0yvRBgWnzfjsqBpWjFJ20KYGg1ClMHddxb62QYHeHDO9dN4H+bMtiVXUlDm9GjafEd35tOq+GbO6fy0q8p7Mmtwt/diTVtwpJeazslsCPT4gKso0tgWWc1qJtrFY/HhqOlHT5maUhu/1oXjo9g4fgIvt+Tx/1f7rF5LLu8gTfXpnHrzFhSi2tpNpq5cVqMdSTzhRUpvNeyHuxAXjXppbUsvXs6X9w+lddWH6Wy3sCiiZHUNRnZk+s4NJtVSCupIyHkWNh/5Ju9/HqoyOHxIV4u/RLkwNKv8qGz7atW9pec8nre3ZBORb2By8dH2FUMFUIIIcTxkzDX4rvdeTzw1R7r9vojpax4YKbDAgbFNY18szOXRoOJy8ZHdLsv1aku0s+Nc0eFsmR3HgDJhTX8vK/QGuRafbI1i/15VSRG+rBgdGi3i0C8duVY/vr9AfbnVTE1LoB/nIS+Z/NHhvL4uUP5ZGsWHs46Hjhr8AkVdektZw0P5qzhwRwtquGpHw+SUljLnCGBPHbusE6f5+2q5+9tmqK/uTaVz7dl4+Wq56F5CV0WggF44KzB1DYZ+OVgEbEB7vz1guHoOmjrcCLGRfqS3m401t1ZS7iPK3+YO5j4oI6rbF40Jpyc8no+2pxFSW2TzWNHi2od9ghcedg2cO3OrqS0tomR4d68c/2x1i0ms0pRdSNLd+ehAPlVtv0KR7ZpVK6qKqsOOw5yAD6dFJjpqV3ZFaw4UEiEryuXj4/E1en4ivVkl9XzbVIOeq2GKyZGEtQLffq60tBs4rL/bqao2vKz+mlfPrfOiEVVYe7QoJPyhxshhBDi90iahre47v1tdiMFP947g1ER3jb7ahoNnP3yemsja09nHT/dN4MwH1dWHSqirK6Zs0cEE+TZ91+Q+sPdnyWxbH+hzT4Fx5UoAW6bGcufzx/e7fM3G82sPFREZUMz54wI+V337jvdldc1c8MH29nfMq1zdIQ3H900qVutJ1oVVzcyrV0D9Jumx/C3BfZ/CGjbWBvA392JrU+c2WH/QbB8Hv+8dD9Ld+fh5arn0flDuGJilM0xc1/8zS6Utrp4TBivXDm226+nK2tTirnlwx3WKbhTBvnx5e1Tu/Xc0tom/rM21bo2ESDYy5lfH5jdaVXT3rDqUBG3ftzxv8P/vjzxd7vmWAghhDhR0jS8G9pPqdQojpsC/3qwyBrkAGqajCxOymVnVgWb0yyl4p9bkczSu6d1uTbpVBToIFzFBbmTWuz4y+wnW7N4/NxhNuXta5uMbE0rI9rfzaY1gdmscu1729ieWQ7AC7+ksPTu6cT2wRS/36PCqkb25VaSGOlD8EkYbTlRfu5O/PiHGTQaLOswXfTH/89RkJcLT7Q0QG8ymhkd4d1hA/S5Q4JswtyYSJ9OgxxYplK/cHki/7pkFDqN4rBNw9OXjOLez3dRWtuMl4uOZqOZRqOZwUEePNzL0xw/2ZJls5Zya3o5KYU1DHHQQN1oMrM1vRwXvYZAT2fOf20DtU22BV+KqptYcbDALqCqqsqOzAqMJjOTB/l32KOxu7qasv7GmqMkRnjb/HsghBBCiK5JmGtx75x4NqWWWqcB3Tk7jjAf+ylpjvqPldU1W4McWKrrfbg5k39ePKrvbrif3D47jlWHi8mrtJR0d9VrOgxyYHm/2s6yPFxQzVXvbrVOzbxnThyPnDMUgK0ZZdYgB1BZb+CTLVn8dUH3R/ZOVz/ty+fBr/ZgMKnotQqvXDGW80eH9vdtdUtPQlxbN8+IZeH4CCrqmjvtQ/jdnjyb7fVHS6hqMODt2vWolKO+d62mDPJn02NzySlvINrfjSajmeLqRmID3Hu9z5yrg39/WpuA1zUZySqrZ3CwB/XNJhb9dwspLcVwwnxc7ILcsefbntNgMnPte9vYlmH5XRwR5sVXd0ylodlEVUNzt/9IZTCZOVpUS7S/G4mRPlw2PoJvk3IdHptZVs+8l9dz9xlx/Gn+0G6dXwghhBAS5qwGBXqw7pE57MysIMzHxVruvb2zhgcxMtzLWgUx3MeVGYMD+Gxbts1xBuPvb/pqk9GEn5sTP/1hBgfyqvhqZw4/7Svo9Dn3zR1s84X29TVHbdbY/XddOjdMiyHI08WuLxZAs6n3S+IPdNWNBjycdMfVrPuZZcnW989gUnlm+eEBH+Zqm4y46DQdrsfrbtACy1rBro5t//kymVVMjkqGdpPBZKbZaMbdWYfBpBLj74ZOq0Gv1eDRwb8fJ+rWmbGsSS62FsW5eGw40f7u/HKwkIe/3kttk5FgL2fOHRliDXIA+ZWNDs83OMiD2QmBNBpM1lD368Eia5ADSwXUez7bxcbUUkxmlVHh3nxyyyR83DqeDnsgr4pbPtpBUXUTHs46/n35aP59eSK3zoylos7A6uQi3tuQYfe8t9enc+P0mN/tNHUhhBCit0mYa8NFr2XG4M4X4jvrtCy+axprDhfTaDQxb3gIrnqtTcBz0mm4dsrvq03BG2uO8ubaVBoNZlQsU+SiOigUcsfsQUT6ujEm0semWATYN342mVWqGwwEebowPc6foSGeJBdavoS66DVcPen39T52prCqkXs+30VSVgVh3i68cHki07tZGKK8XcP69tsDSXWjgfu/2M3alBL83Z3424UjuLBN2fyD+VXc98Vu0krqGBLsyRtXj+2V6Xc3z4jhwa/2WrcvHhuO33Gsz2vrky2ZPP9LCnVNRgI9nSmqbsLP3Ym/XDCMS8b2zdqvFQcK+cv3B2gwmHDRaWg0mtmcWsLqQ0U8+d0Bapss01WLqpv4cHNWF2eDcVGW389J/1qNRgO3zhjEH88ZQnldk92x644cm566P6+KM19cx1d3THVYpKam0WBT4ba2yciT3x3krGHBDG2pAjo1zp9zRoTwp2/3klFab32uyaxSVW+QMCeEEEJ0kxRA6SW1TUaW7MqltLaZCxNDf1fr5fbkVHLxm5vs9us0ik3hCR9XPS9fkcicocEdnuvbpFz++M2xL9RjIn347p7p1u2aRgOLk3KpqDdw0ZiwDkdIj5eqqry08ghfbM/B21XHI+cMtfbJM5rMPLs8maW78wj0dObx84Yxux/Kpv/hi938uDffuh3o6czmx+Z2ua4L4K/fH+DjLce+wN8wNdqmquVA8syyw7y9Pt267azTsO2JM60jPee/tsGmh9z4aF8W3zWtV669I7OctcnFJAR7csHo0B5V6cwqq+OMf/+Go386nbQaNj8+t9cL99Q2GZny9GprYGvL21VHVYP9/s788+IR+Lo5cc/nu232e7roCPZ0Jr+qkfqWRvFaRcHk4MVOivXj6zvsi688s/wwb69Lt9u/929n242eLk7K5eE2/x7oNAoxAe786ZwhnD0i5LhekxBCCPF7JQVQTgIPZx3XtzTLXn24iD8vPYCqWqZFHe+Xkh2Z5by2+ii1TUaunhTF5RMi++COu699E+lWRrPKk+cP41B+NUFeLtw8o+vpUZeNj8DDWcvyA4VE+7tzy/RYm8c9XfTc2G5fb/g2KZfX16QClqp+936+iw2PziHU25WPtmRZ+4+V1TVz5ydJbHl8bqfTyPrCwXzb97mkponimibCHazdbO+vFwxnUIA7SdmVjI/yGdAjw+2bfTcZzaQW1zIhxg9VVTlUUN3u+I4bpXfGaDLz+ppUVh4qYlCgO4/OH8rEGD8mxnTda68zhwuqHQY5gOaWdWK9HeYyS+scBjmAqgYj46J82NWmR2NXfjlYREqhfXP5mkYjNY1GXPQahoZ4kFvR2OF1D7X7OQI0Gkz8vNd+6vXIcC+8XfV8vSOHz7dbWmXcf2Y8C8dH4O6s5b/r0tiTU4XRrJJaXMu9n+9mw6NzTolCPkIIIUR/kjDXy1IKa7j9kyTrWpydWeX8cO8Mu+mGHSmpaeL697db18Tszq4kwMOZOUOD+uyeuzI1zh+NAu2XF/m46bl2SrTDojBms8pn27JYf7SUYaFe3D5rEB4tzZPnjwxl/siTu56r7RogsATRnZkVLEh0ZVt6mc1jDQYTe3OrTvro3Iz4AJsS94MC3Qnz7t6XWZ1Ww43TY7lxetfH9rfp8QFsTD3WBsTHTW/9/VAUhWlx/mxKPfYzmdHDHmSvr0nl1dVHAThUUE1yYQ0rH5x13EVJimsaeXtdOnkVDZw/OpSpcf446zQ0Gc12x3q66Bgd0b3f9eOREOyJk1ZDs8n+mm5OWh6bP5Qf9uVzKL+aPTmVdr+rbWnovGE7QKPBTHJhbafHTHfQwP6ZZYfJbSmO1MpJp+Gdayew6lARf1q8z7p/U2opr185lvNGh/LLwSL25BwL7c0mM7uyKjh31MBe9ymEEEL0t97vBHyaW5NcbFNUwaxa9nXXptRSa5Br9euhjpsSnwxxgR68cfU4hgR74OWiw8tFx4RoX96/YaLDIAfw6uqj/OX7g6w8VMRrq49y/xe7HR53siS2+4KtKFi/dCdG+tg8ptcqDAs9+dNkH50/lKsmRRLs5czMwQG8c934Xq+GOBDcNjOWO2YNIszbxeHn6KVFYzhnRDBBns6cPyqUZxeO7tF12jfzTi2uJbOsvoOjHWttl/H+xgxWHCzkD1/sZsPREt65fgKjwr2J8HVlUowfoV7OjIvy4YMbJ+Lu3Pt/I3PSaTA4CHIA9c0mbv14Jw+elcCSu6fzwQ0T8XC2vJ86jcItM2K4fHwEwV7OjAr3xvFZus/bVc8Fo0N5+hL7ar2rDtv/W/fOdeMJ83W1+3mYzCr3fL6LHZnldr+f7ZuzCyGEEMIxGZnrZXGB9qXR47qx7qustonlBwqprLcvXNH2nAaTpal2SU0TZ48IJtS76yl4veG8UaGcdxx/JW9fBn51cjFV9YY+b07ckasmRXGooJpvk3LxdNHzp3OGEO1veV9vmRFLanEtP+7Nx9fdiSfPH9YvBRjcnXU8c2nHwSW1uJZ1R0qID/Jg1uCAkxr0ahoNLG9pFn/uqBA8XXr+c9RpNTx+3jAeP2+Yw8eDvVx4+zqH08KtcivqWXmoiFBvV+YND3bYBy0u0MNmSqeHs45gr+Ob/ngwv5ojRbYjVEt25fHJLf/P3lmHR3F3bfielWTj7p4ACcHdtZRCi7Wl1N3dqbu3X9u37l6qUGjR4u6aQAhR4u62WZvvj00mawkJBArt3NfVq+z4TmZm5/zOOc8z4oxnbiN8XcmtdByM1moNrEstZd7QCCYmBHL4hWkOl8urbGTCWxs6zNx5alSE+bhwtKitDFMAXJyU3DgmWrIScURsgJtkWwLmvs/WzKqj56AI/HmwgOdm9uFoUR1/HMjHU6PmsWkJRLQjsCQjIyMjIyPThhzMdTNTegcxb6jZT0kELh4YJglttEdeZSOzP9omKRAGejhT1ahDbxSZGB/A1SPa+p9u/m4vm1uU5d5clcrvd4wmMdTztH2fkyXQw5kciyyIp0aFxumfSwSrlApeu6Q/L83ui1IhWAVCGrWSdy8fyJtz+6OymXcqHMqrpqKhmdFx/u1mMDvLuqMlVuW7N4yO5vlZfdpdvqK+mT3Hq+gd4iEFrQfzqimv06JUKHBWKxgZ49cp+4NarZ6ZH2yV/p4fbEhn2T3jujUwzyyrJ6O0nhExvifsVTyYV80Vn+9AqzfnmKYmBvH5dfbB36MXxJNabA7GPJxVvHxxX1yduvbI8/dwsisx/qeUFt+eN4Drv94tCZPY0pm7K8LXlcenJ/D26jSaDSaGRvkQ7e/KH/sLEIHpfYP53+UDya1s5Obv9pJT0YiXi5o3L+3PlHaCZkuemZHILd/tJbeyEW9XNa9f0k8Smbl6ZCTLk4s4mFdttU6ghwa1UsEbc/vzysX296eMjIyMjIxM+3SLmqUgCH7AeKARWCuK4lljDnam1CxtKatrRkTs1IvfG6tS+WRjptW0D64YxJBoHyvj8qT8amZ9aK0qOW9oOG/OHdA9B92N7D1eyY3f7KGu2YBKIfDSnL5cOTzynz4sAAqrm2jUGR3KqncXD/56kMUHzNnJEC8NC+8c3Skhk/aY+8l29uZUSZ9VCoG9T09xGPhsyyjn5u/2oNWbEAR4bkYiB/OqWXKw0Gq5wZHe/HTryBMGmgt25fDU4sNW016a3YdrWwR/TpWPN2bw5qpjALg5Kfn+5uEMiWpfpMRW9RNg9YPj6eXAvkAURXIqGgn0dO5yINfK//19jI82ZiCKEOyp4efbRhLTgTn56URvNJFSWIOTUsGji5IkOxQwZ89evaRfp+6zWq2emkY9TXoj3i5qFAoBo0m0EhwxmURyKhsJ8dJI14jBaCK1uI4IX1c8nFUcLa4l1MsFHwuLB0frWXLb93ul0vFeQe78etsoBAEKqptICPY8YcAoIyMjIyPzX6Pb1CwFQbgTuAGYLopiZcu0IcAqoPXta68gCJNFUWxwvJVzg0adAYUgnHRGJcDDXM5lMonUaQ0dZjEMDnphjKJIsI2SmyNTbYODaWcDQ6N92f7EZA7mVdMryOOsUaV7anEyP+3ORRRhVKwfX90w9KRf8tvjcEGNFMgBFNVo+WpLNs/OTLRarrpRh5eLulNZCL1NXZxJbN/w+v9WH5OyVqIIb6w6ZteHCbA/t5oVyUVcMtjeF81oEqlvNuDlonZ4jTm6Fk+GOq2e99amS58bdEbeXZPOj7eMaHcdR/dLe/eBIJil7k+FRy6IZ+6QcAqrmxgS7YOz6tSyrKeCWqlgQIQPAH/dPZZJb2+UMqYi5oGhqX2C8NKoUSkVaPVGTKJod42bTCL3/HyAQ3nVKBUCt46L5fHp1uWTCoVgFbSml9Rx/de7KazR4qQS8NSoKa/X4aRS8MxFvaXg3nI9R/v//LqhpBbXUttkYEiUD7/uyeOFpUdoNpiI9HXlu5uG/2PBsoyMjIyMzLlGV+veLgfE1kCuhbcAH+AbYAUwDLijew7vzGM0iTy5OJn+z69m0Itr+N/atJPe1vaMcsa+sZ4BL65mzkfbKLRReWvl8mGRuDm1vSA6qxQ88OtBxr25gR2Zbap+gyO9GRzpLX12Uiq4ZtTZK0HvoVEzrmfAWRPI7c6uZMGuXElWfkdWBT/vzuv2/VQ56Hu0nJZZVs+0/21m4ItrmPh/G+3Kzhxx89gYLGO+OQPD8GtH/r7KxjDcUSDXiiNz8bUpJYx6bR0DXljNvM92MDrOj0CPtn0FeDgza2Co3XonQ5POaKcKeSLD8+tGRaOyyN6MivU77aXG0f5ujO7h/48GcrYoFAI6m3NX3ahnyEtrGfnaOu79aT+DXlxD/+dX88QfyVbB/9dbsznUct0ZTSKfbsokrcTeqsCS237YS2GNFgCdQaS8XtfybxMvLTtKTYtJeCtvrz7GwBdXM+CF1Tyz5DAmi/0nBHsyPMaXRp2Bl5alSNdAbmUjb68+dnInREZGRkZG5j9IV1MSPYHlrR8EQfAHJgBfiqJ4e8u0XcBVwNvddZBnkr8OFfDTrlwADCYj/1ubzrie/h2WfTnCYDTx4G8HKaltBsx9Pi8vT+Hjq4fYLdsj0J2V94/nz4MF/LInTxIQKKhu4sHfDrLtsclSH8mCW0byx4F8SmubmdE/hJ4OSstkHONIPCKvHUGJU2FEjB+RFmIVgmD212vl6cWHSW3x+MqpaOTh3w6y7uGJHW5z1oBQwrxd2JBaSs8gdy7qQIzmsqERvPV32wvxtD5BHCmqJa/SejDBw1nFRf2tt6PVG3not4PUas3eYruzK/liSxbL7xvHH/vNfaCXDA7rNh+1QE8NE3oFsKmlDxTMpcMdMSrOj2X3jWVFcjGhXhrmDArrlmM5F7lsaATvr0u3m15er2NpUpvf28+7cwn10rDhWClpJfV4udg/+nMrGh2WqgLszKogu7z9e0VnNFFap5UqEHZmVUi+jgA/7MxheIwvMwdYDwKU1TXbDTacjntSRkZGRkbm30pXgzk/wFJ7utXVarHFtC2YSzHPSRwZ4aYU1loFc5UNOl5feZRDeTU4qxQ06Y1E+rqiVgocr2hkdJw/14+KkgK5jrbdSqSfK1eOiOTtNdaZwOIaLZUNOqls08VJaSWIItN5JvQKwNVJKQlICAInFKc5GZxUChbeMYqvtx2nvL6ZSwaHMTquzSvN1hQ7s6yBJp0BlxOUew6J8mFIlM8J93/3pB4Ee2rYkl5G7xBPrh8dTU2Tnm+2HSerrB6TCKHeGq4dGWWnhppf1SgFcpbHG+DhzO0T4k6475Ph46sH8+3246SX1DG5dxCzBpw465cQ7ElC8Nkl/FOr1fPmqlT2ZFcxOMqHx6bFnzbj+d/25rFgVy7uTkruGB9LUa2WfTlV5Fc5zv4DfL4li7qWv62tEbiPq5qRcfa+ca3YGr07IsK37Vpy+BwtqrUL5mID3EkI9pAGN4Az7kEpIyMjIyNzLtPVYK4SsHTwnQCYgO0W00Tg7KirOwnG9gzgiy3Z0melQmC0jWnxg78etMokAKSXtsmXpxbX0aQ30ivI3UrWfGzP9s2P9+dW8ebKVLvpHhqVFMjJnBoBHs78dOtIPtmYQaPOyNUjohgZ2/4L7KkQ6Kmx60FqZUwPP1a0yPy3smBXLreMi+22/V86JJxLLbKBGrWy3eOxJMbfnTBvFyt5+XE9T68Ev5uzirsn9Tit+zhdbE4r49c9eXhoVBTVaKXnwrGSOsrrm/nCgcrmqbIhtZT5C9vMt/flVrF5/iQW7MyVTNIdUWcTpDurFHhoVPQK8uDZmYksTypkTUopcQFu3DEhjvpmA59tzqS8TsfwGF8EzA93RwwI90KjVpFX2cinmzI5Xt6AIIClvta4dp5/39w4jP+tSSe7vIHzE4O4eWxMZ09FB99Vz+ebszhaVMu4ngFcOzKqU8qtZysHcqv4bvtxBEHgxjHR9A/3/qcPSUZGRkbmLKGrwdxRYKYgCE8BRuAKYI8oipbDsNFAsYN1zwkm9Argxdl9+HbbcZzVSu6d3MPKH0lvNLE5vayDLZhZd7SEX24byQtLU0grqWNifABPTHfsq5VVVs8Vn++0638BuEbOwnUrAyO8T+hhdrq5ekSkXTC39mhJtwZzJ4tSIfDVDUN5aVkK2WXml+v7z+v5Tx/WWcnu7Epu+GZ3u55t61PtDbS7A1vzba3exLaMckbE+FplnlsJ83bhlnExfL45i6KWnjeAZoOJ5nodtU1V/HmgkE82ZbZs3/zdSmq1Uo/cqiPF3DYuls3pZdRpDaiUAnVaAyaTyLAYX16Y1Qet3si8z3ZY7SPCxwUnlYKbxsYwOs6ffTmVLEsqIszbhSuHR+LmrCLEy4U35p6cMXx73PfzATYcK2v5PqVUNOh46PxeHa6z7mgJm9PM2exLh4SjVv5zViqWZJc3cMXnO6W+wpWHi1j9wAQi/WQfPhkZGRmZrgdz7wFLgHzAALgC822WGQnsPuUj+we5blQ017Uju65WKojydeV4Rcd9HXEB7sQGuPPdTcNPuL+Vh4vtAjmFAJcODufBE7yAnOto9UZWHi6iXmsg0teVtJJ6BkR4Mzymraw1r7KR1SklhHppOD8xSPKt2pxWxrHiOsb18j/rSu46IjHECyeVwupv3p5NQlWDjuXJRWjUSi7sF9ztypuOSAj2ZMEtI0/7fjrD3pxKftiRg6+rE3dOjCPwLBHTAbPZdUfm23EBp0eR0ZH5dlldMw/9dghbpxlnlYLl943F29WJ/uFezF+YRGaZtdCwzmjijwP5VtMOOBDlKaxp4oVZfbj8851W0xOCPVieVITBZLIK5AAGRfowo38IeVVNfL0lixeXH5XmLU8uYvFdY+huahr1UiDXyg87jjM1MYi+YV4O1/l8cyavrmirjNhzvIq353Xd8qWkVsvK5CJ83Z2Z1icYJ9WpB4QrkousRIK0ehOrjhRx2/jTU/YsIyMjI3Nu0aU3Q1EU/xIE4Q7gtpZJC0RR/LF1viAIEwF34O/uOsCzkdcu6c+9Px+gvL4ZlULAYBJxUStQKAQamo1E+Lrw3KzEE2+oBUdqj+/MG/ivE3ZoNhjZllGOh0bNsGhf9EYTcz/dbuWV1cr8afHcNbEHB3KruPKLnZLU/pTeQXx5/VBeXpbCl1vN5bCKlfDaJf3w1KhJCPE862XNfdyceGFWH15alkKjzkj/cC/uc5D9KqnVMuODrZTVmXsvv9icxZ/3jHFol6HVG9maXo6Pm5PDvrq8ykaSC2oYHOlDsNfZExB1xM+7c3nij2Tp80+7c1lx/ziHwcw/ga11CICvmxOVDToCPZx59eJ+3bYvo0lke2Y5CkGws2YYHefH1owKh4HclcMj0KiVmEwizXoTz87sQ3WDjvt/PWi1rJ+bs1WPr5NSgc5mP8GeGr7Zlo0tlkInthwprOEvG0/AVg7kVnOkoIY+7QRYJ4vGSYGnRmXV+1nVqGfmh1t589L+XDY0wmr5hmaDlWAQwJIDBTw/KxEPTfuWMrakl9RxycfbqWvpRxwe48uvt408ZQN0R9fZ2aIQLCMjIyPzz9PlYX5RFD8HPm9n3kbMNgX/akbF+bH98ckUVjcR4etKQVUTAR7OKBRmwZIIH9cu9WfM6B/Cwn157MwyOz6M6+nPhR2oFZ6LlNU1M/fT7ZIn1uSEQK4cHuEwkAP4ZEMmd4yP46ut2VIgB+YSswO5VXy347g0zSTC44uSETGLmjxzUSI3dUPfzenkyuGRzBoQSmWDjghfx+VSv+7JkwI5MPdhrUkpsRORKKppYu4nO6Q+twv7BVuppi7cl8/8hYcwiaBWCnxw5aCzTmSivtlAVlk9vYI8pGD1XRsxoGaDie+2H+fF2X27ff81TXpyKxpJCPHodHndtaOiWJ5cJIl3XDwojLfm9ie/qokwH5duK9Nr1BmY99kO6V5R2TxbjhbVMiLGvvez2WDi2+05rD5SQqCnRrLA6BXoztge/mzNKAdgWLQPT1+UyM3f7aG8XodCMA+m5Fc18e3244DZ+H7ukHCrfmJHKFvMx8FcYmmbBbRlW0Z5twdzziolT13Um6cWH8ZgkToVRXh/XbpdMLfycLGdb6Ig0OW/33c7jkuBHJhLVfccr7KqMjgZZgwIYeG+fHZkmW1qxvbwZ/pZdv/KyMjIyPxzdNU0fLAoivtP18GcSzipFJIZsWXvQpRf17NCGrWSX24bxaG8ahSCQL/w7n25ORv4cWeOFMiBuZ9oQET739PYkmZwZIytN4p25W2tH0UR3lmTxtUjI88qTzBHuDmrcHNu/xZ09N0dTft223ErwZIVycXsz61icKR5XOX1lanS+dIbRd5cdUwK5gxGE/XNhtOmutgZ1qaU8MCvB6lvNuDr5sQX1w1hSJQvJttUE/bfXxRFKht07XrudYY/Dxbw2KIktHoTQZ7OfHPD8E751nm7OrHivnEcyKvCQ6OWZP1P1aTc/vgKrQY9DDbnwGASuXNiHOtSSxyauRfWtPW+AaSV1nNe7yAen56AwSQyMMIbgK2PTWZ/bhXRfm6EepuVKc/vHcTDvx+kqEbLrA+3ceu4GJxVCjtvwFaUCoGl94yhvtmIj6ua89/d3OF3e3VlKkeKannvikGdOhed5fJhkYR5u3DNV9YV/1U2XngARpP9dxkZ5+cwA94Rju5Ng4NtdxVnlZKfbxtJUn41AgKRfq6I7UrRyMjIyMj81+jq0PFeQRB2CYJwkyAIcvd1NzMgwvtfGcgBVDsw0o72c2u3V+ymMTEoFAI3jI5GrWzLRIzp4cfwGF/m2YyuW9KoM7T7snkucdnQcLxc2sq8ovxcmdonyG65agcvqK3n22QSqW2ynt9qYP73kWJGvraegS+uYd6nO6yygGcKURR59s/DklR+ZYOOF5emAHCnjRWCSiFw7ag2QaCk/Gom/d9Ghry8linvbOJYccem145oNhh59s8jUva3pLaZ11YePcFabSgUAkOifNv1Z+sOHJnQW3LruFgGRHhzxbD27wlbVhwuom+YlxTIgXlQaXScvxTIASw6kE9xS/mlzmjiiy3Z/P3AeO6b3INbxsXw8PnW5cHXjYwiMdSL4TG+9Azy4LyEwBMey58HC8k9QQ/yyeDsIBiLdJAFn94vhDCL7+ylUfH2ZV3vl7tmZBQaddtPav9wL0Y6yJieLD0DPfhwQzoDX1zN0JfW8sPOnG7btoyMjIzMuUtXyyyXA9OAL4B3BEH4AfhcFMXkjleT+a9zyeBwFuzKlbIKQZ7OTOkdxKSEQJYcKKBOayDUy4Ws8noGhHszJdEctIyI9WPZveNYebiIUG8XyYPslTl9GdvDn2PFtVQ06FjQYvQOML1vCJ5d6HU5Wwn3cWXVA+NYcqAQjVrBxYPCHAqgXDoknIX786XMQJi3C2Na7DQUCoG5Q8P5yeL8zBsWQZPOyCO/H5Lk6ncfr+T//j7W7aqCJ0JnNFFUay2akdfilXbzuFii/d34YUcO3q5qHjy/l1Xme/7CJEmIKKO0nicXJ7PoztFd2n+d1kCNTbDbkVfbP8HM/qF8uD5DUqn00Kh4aXZfMsvqGRzpw6SWgOmqEVH8uiffrtdNgdk/xhJHWaTvth/nk42ZmESRy4aGs/d4FXuOV1otozOauP+XA6SV1DM8xpfXL+3H0Gg/tmeW0yfUiwv6BKHVG3n2z8OsTC4m1FvDXRPjUCsVDI3yYUt6OV9sybLLK+VUNpyyOuP769L4cH0GOqNIryB3frltJD0C3MiwKPV89IJ4q3WOFtXy1OJkKhuaSQj24II+wVw1IrJTPWmrDhfzwtIjlNRqUSoEZg8IZfFdY1ibUoKvuxMXDwpDoRCobzbw9OJk1qSUEBvgzktz+loF0Z3l623Z/H3ErGRa12zguT8PM7FXQLtl2jIyMjIy/w26KoAyUxCEcOAW4CbgbuAuQRB2Ap8Bv4qieOaH92XOegZEePP7HaP4bW8+HhoV14+OlkoM21MObSU+2IP4YHPmQ6s38sryFDallREf7Mnj0xMI83ZhWLQvm9PKSAz15JqR/x47hxAvF+6c2LFq3fAYX365bSSL9uXj7erEjWOirUpMX5zVh4RgDw7mVktZzcyyejvfsaPFJzaG7m6cVUrOSwiyktu/sJ/ZyL2h2cDmtDIKqpvwdXPCxantO5lMopXRNJhfzLuKv7szw6N92W0RtLTu/2whwteVxXeNYcGuHBSCwDUjoxxmtHuHeLLoztH8vCcX0SSiaOlfmzsknBeXppBUUCMtO3ugdd/l3uOVPPfXEenzRxsyHR6LRqXgUL55O5vSynh8UTLf3TScURaG4x+sT+e3vWZ1zGMl9ZTUNbPzifPQqJWM6xVAckGN1P8FZqGWU+0ryyit5501bR57aSX13PvzAX69fRTfbj9OSa2W2QPDpEEOMGeF716wn6xyc7CXWlyHVm9kRXIRQ6N9eHx6b6vMuCUltVru/Xm/VNZqMoos3F9AWb3OTsH4rVWpLDloFoFJLqjh4o+3cfHAUJ6Z0Qcft86XN6fYXN8mEdJK6uRgTkZGRuY/jiA66Evp1IqCoAAuwqxsOQ3zAHA18D3mbF3na5VOI0OHDhX37t37Tx/GCdEbTXy5JZvd2RUMiPDmjglxXe7Z+C/w4tIUvrZQ1OsX5sXSe8f+g0d0bmI0iYx/c4NVr91t42PRqJUk51czKs6Pm8bESDYQp5NarZ731qaTnF/DyFhf7prUA41ayfyFh6SgAGBkrC+/3DZK+nzNl7skEQ+AaX2C+fTaIXSVivpm3luXTmpxHRN6BXD7+Ngz8r3PJB19x+0Z5Ty/9AhpJfXtrt9qlfL7PmsLA1cnJSkvTrOaNu/THVbBMcBf94zBaBL5ZttxjCaRklotaSV1BHo4887lA0/ZBPuTDRm8YaNI6e2i5uBzU9tdp7ROy/BX1rU731ZIyJJVh4u548d9Dud9cd1Qzk9sK4ee/t5mjhbZlwBP6R3Il9cPa3f/tvy6J5fHFrUVwbg6Kdnx+Hl4uZ77VQgyMjIyMh0jCMI+URQdGiWftGmVKIomYCmwtCVbdzNwB3AfcJ8gCFuAD0VRXHiy+/gv8fKyFL7bYe6B2HCsjOzyhlMWBRBFkSUHC9iXU8WwaF9mDQg9ZZnsf5r1qdaGyckFNZTWaQn0kKW6u0KrOfgry4+SVdbABX2Cya1oZNURs5n5hmNllNQ288yMzltsnCyeGrXD/diabu/MqqRRZ5BKTd+ZN4Dnlx6RMo7PzuxzUvv3c3c+LQqZZxPtfcdDedVc+/Vuh2WXlkT7u/HWZQM4VlJHUn5bhs9RueDASG+rYM7DWYVKIXDZpzukXlYnlYK/HxjfbTYiExIC7IK5E/Ux+rs5E+HrQl6l47LadUfbN33vH+5lpdxpyfrUEqtgLi7A3WEwtz61FFEUO/1Mnjc0grK6Zhbuy8fP3ZlHpsbLgZyMjIyMTJcFUNojEegP+AECUAGMA34VBGGfIAjRjlYSBCFCEIQNgiCkCIJwRBCE+1um+wqCsEYQhPSW//u0TBcEQXhfEIQMQRCSBEEY3E3Hf0K0eiN/7M/n223ZlNr0+HSFguomvtqazZ8HC6xMo1vLcFpZnlR0whesE/HaylQe/PUQP+7M5f5fDvL26rQTr9QBlQ06fthxnN/25NHQbDjxCqcB2/Iyf3cnfP5BJcZzmYRgT364eQTbHp/MY9PjWZ1SbDX/z4MFZ/yYWu+zb7ZlE2VTPhbu44KLRbY60FPDx1cPYfsT5/G/Kwbh24WSNRkzy5IKO/WcuWNCLGAOoPu3iDQNjfLh9UvseyzvO68nF/ULQakQCPdx4dIh4by3Lt1KlEhnMPHqiqP8sjuXOq29gE9XSQzx4tZxsbS6NkT4uPDJNR3/PBhFkcuHRhDg4YyAOdNlSXviTACh3i7832X98XCgRtsj0DqIfPLCBJQOrGqCPDVdesYLgsA9k3uy8dFJLLpztFVpq4yMjIzMf5dTKbMMxNw3dysQ3TJ5HfAx8BcQBTwK3A78LYrihQ62EQKEiKK4XxAED2AfMAe4AagURfF1QRAeB3xEUXxMEIQLgXuBC4ERwHuiKI7o6Di7o8zSYDRxySfbpRFpLxc1f949pssS5CmFtVz26XYaWoQMhkT5SIINF7y7mWMlbaO3IV4adjxxntX6RTVN7Mupon+Yd6fEAhKfXSWJJrQe96EOyo46oqRWy0Xvb6W83twS2TPQnb/uGWvVx3QyJOVXU1jdxJge/p0y6M0ub+DW7/eSUVqPj6uat+YOkMRSznVSCms5XtHAmDj/Mz7ibjKJjHhtnZWiZd8wT5bdO+6MHYPtfeburMJTo6KwRoubk5K7J/Xg9glxDl+M/wvkVTZyKL+awZE+hHq70NBsYEt6OYGezpINRVf5cksWLy/vuCL+6hGRvDynr1UGydTSk9cRNY06Zn20zcqSxBGx/m4svXdshzYdXcFoNKFsp0y2oLqJA7lVDAj35uklh9mUVgaAs0rgpdl9eWdNOsW1WkK9NHx8zZBOCZW8vfoYn27MRG8SmdI7kA+vGmxXIv/XoUIeX3SIRp21FM35iUF8cZ3DqhkZGRkZGRmJbi2zFAThPMwB2mxADVQB/wM+EUUxw2LRbMziKM7APEfbEkWxCChq+XedIAhHgbCWbU9sWew7YCPwWMv070VzBLpTEARvQRBCWrZz2tiSUW5VWlTTpGfBrhyeuqhrJWjfbT8uBXIA+3Kq+HRTBuN6BnDnxDieWpxMg86Is0rBszZlZ6sOF3HPTwcwmEQUArx+SX/mnUCK3NVJZRXMuZ/Cy9Jve/KkQA4gvbSe1SnFzB4YdtLbfHpJMj/uNKsseruoeWlOX85PDOqwVzDG3401D44nv6qJQE/ns95LrrO8vjKVTzeZRSc8nFX8dOvILtlUlNZpKalpJjHU86SCHYVC4NkZiTz8+yF0BhPuziqevLB3u8tXNujIq2wkMdSz28yxt9rcZ/XNBgTBPNjUoDPy5t/HWHW4mN/uGPWf6yf9bW8ejy9KwiSaLRqenZHIBxsypOD7kkFhvHP5wHbXTy+uI6W4lskJgVaDJlcMj2Thvnw7MZlWLhsSzhMX9uZgXjUJwZ7S4M2JAjkwm3GfKJADyCpvYOXhYuYOCT/hsp2hvUDuqy1ZvLLiKCbR3ANomRRrNohsz6xg62OTKKrREurt0un76OGp8dwyLpZmvZHAdlQwZw0IZWpiEHf8sJeNaW19nmtSSsgorbPL5tmSWWbuZ4wLaD9bKCMjIyPz36SrpuHpQCzmUsq9mLNwv4ii2FHdYTpwwhRWSynmIGAXEGQRoBUDramXMCDPYrX8lmlWwZwgCLdhFmYhMjLyRLs+IY6yl+X1HXs/OcKRgezbq9N4feUxFAJcNzqaqYlB9A72tFM5e/PvY5Ksv0mEN1alctnQ8A77LR6e2osnFycjiiAI8ND5vbp8zK04qgZyZOrcWXIrGqVADqC6Sc+9Px/Ax1XN59cNZVh0++p2giD8qxTcyuqa+WJLlvS5rtnA++vTOz1i/9mmTN5quT5i/N344ebhhPt0/fzMHBDK6Dg/jpXU0S/Mq91M6c+7c3nuryPoDCZCvTR8d9NwenaDz5qj66lOa7T6nFRQw/KkIi7tphf/c4WXl6VI96DBJPLqiqNoLcoW/zhQwK3jY+kdYm92fsPXu9nYkoFSCPDBlYO4qL9ZzdLdWcXACG+HwZyvmxODo7wZ+eo66psNeLmo+ezaIYyM7Vx5n9HB3/P6UVEsTy6ye3426412y3YXBqOJe346IPWDguPnmVEElVJxUs8WLxc1tKN82YpGrXTofWfswBJTbzRx54/7JbXXqYlBfHz14H+dQI+MjIyMzMnT1V+EMOBbYJgoisNFUfz2BIEcwAJgUkcLCILgDiwCHhBF0Up/uSUL16WoQRTFz0VRHCqK4tCAgICurOqQIVE+2MZMxTVd75u7coR9YClJW4vw7bbjBHo4O5SrrrExhq7TGhy+kFjtb3gkax4cz5tz+7PuoQmn9AI8d2g4Phalf9F+rkxNPHkJd1tvr1aqGvW8tCzlpLd7LlLfbLDrnWnv/NhSVtcsBXJgLkN9f136CdZqHz93Z0bHtV/y2tBs4KVlKVK/Z2GNlrdshCdOlnE9A0gIbgsKLc3iLensufm3YDKJ1NrYSFgGcq04Oi87MiukQA7Mz5kn/ki2GqCqddCzdt/kHmx4ZCLvrkmXDN1rmvQ8ubjzlqIz+oVamXED/LonD4PR/sE1qsfp6/9ak1JiFcg5wkmp4IbRp9/S5MYxMVbX9fheAZLtiiNWJBdZ2Xas7sR3kZGRkZH5b9HVurtQURSru7KCKIp5WGfTrBAEQY05kFsgiuIfLZNLWssnW/rqWmXFCgDL2sLwlmknxddbs/lwQwZ1Wj0mEUbH+fHm3P6EeFm/gNQ3G7EdZD5aVItWb+xSudfQKF+m9Qli1ZGSdpfJq2pyWHJzxfAIK++nS4eEd6oMSKVQsGhfPs8sOczwGF+H368zhHm7sOqB8fywM4dVh4vJrWjgxm/28Pql/Yg9idKfvmGe9A3z5HCBvTfY2WbafLqJ8XdjeIwvu7PbFACvsCmhFUWRt/4+xoJdubg7q3j0gnjmDAqjuEYrBXKtnM7zV9mgsyrd7c79qZUKFt45mj8PFlDTpKdvqBc3f7dHGvAAcwnqhf1CumV/5wqCYC6F6GjsJtLXlb6hXjzy+yFWJBfh6qSk2WDC0ROiVmsg5okV+Lqp+e6m4cwbGsHKw8XSM65noDv3TzFn8UvrrG1Ds8oaSHx2FdP6BvPynL4OTexb8XJVs+zesTy1JJkVyeYARGswOQxElxwo4EhBLVszyukT6snrl/Y/oRplZ+no+uwV5M7M/qFM7xdCj0B38iobeWxREvtyqhga7cMbl/Y/qSx3e4yM9WPFfeNYdbiYUG8XZgxo/1pOyq/m1RX2/Yz/teejjIyMjEzHnLQASrfs3Fwj+B1msZMHLKa/BVRYCKD4iqI4XxCEi4B7aBNAeV8UxeEONi3RngDKnuOVXPbpDrvprk5KRsf588SFCVb9CbM+3GrVzwPw4JRe3D+lZ6e/L5jLZhbszCG5oBYPjYpvtx+X5vm7O7Nl/iSHoiKiKPL7vnx2ZVUyMMKLK4dHdqrU5uKPt3Egt1r6PKFXgJ2pbVe45bs9rLWQ7D4Vn7fqRh3fbc/ht725FFS3ZTqvHRnFS3NOXSo+tbiWN1amUlDdxEX9Qrl3co9O9fr8E9Rp9Xy/I4fj5WabAFtRlz/25/PQb4ekzwoBNjwykQgfV857ZxPZLcbHAK9c3JerR5y+LIPtvfDoBfHcPanHadnX4YIaPtuUSVZ5A4khntwxMe6U+4ZEUeTjjZn8dbCQYC8Nj14QT9+wzvcn/hPc89N+liW13xrcN8yT8T0D+HijY7Pv9vB1c2L/M+ezPbOcvw4WEuip4YbR0fi6OaHVG0l4ZlW7694+IZYnptv3VW5ILeWjDRnojCZuGB3N/twqq5JqRzirFFZql/FBHvz94PgufZf2OF7ewNT/bbZSD27F392ZvU9PAczPo/Pf2USZRQno6Dg/frp1ZKf2syKpkKf/PEK91sCQKG++uXH4Sfd2OvKBBHMGceUD4+TeORkZGZn/GKfFZ67FWy4McHY0XxTFzZ3YzBjgWiBZEISDLdOeBF4HfhME4WYghzYBlRWYA7kMoBG48WSP3zILYkmjzsjaoyWkldSx8ZGJ0sv/vZN7cOv31iaxe4473kZHqJUKbhgTI30eFOnNwn35+Ls7c/ekOFyclGj1Rj7fnMW+nCoGR/pw+4RYjhTWsrmlXKpPmFenAjmjSbQK5AD2nsQxW2J73pILarqcoWzF29WJ+6f05Kax0XywPoNDedWMjPXjrklxp3SMYJY+v+6r3VJmIa0kDTdnJbeMiz3lbZ8MjToDn27M5FB+DcNjfLl1XCxOqra/oYdG3WFAtOd4ldVnk2gW0InyM/fIfbAug7yqRoI8nFmbUkJ6ST13T+pBgIfD2/OU+PL6oby/Lp3M0gbO6x3ITRbXc3fTN8yLD67qHgeSFclF/LE/n6pGHftyqgE4VlLH4YIatj0+2eoaXpZUyJIDBQR4aLhrYly7fVRavZFPN2WyP7ea4dE+3Do+9rSI8rw5tz/hPi58tinLYYbucEEtWl37fWf+7k40G0zU2ZRrVjboaNIZGR3nz+g4f6t5loJHjthrc01Cm9psa7b4od8OMXfwiUWSmm0CrWMlddQ06c29aKdItL8bP948gi+3ZLEru4KaprZzMKFXWxn+Y4uSrAI5sH/GN+oMfLIxk6T8GkbG+uHr5sTfR4oJcHfit335UnZzR1Yldy3Yz9c3dN4U3JLC6ia7QM7NSclXNwyTAzkZGRkZGStORs1yKvAukHCCRU/4RiOK4lZwWAkEcJ7thJb+ubtPtN3OcCIp79zKRjLK6qVSnxGxfrg6Ka1KzAZFep/yccweGGanCPnsn4f5bW8+AJvSykgtrmFdapk0srwmpYS/HxhPtL8bq48UsymtjIQQTy4fGmEVICgVAv3DvayyKINOUsK8lcFRPmw81taD0zvE85SVBT00ajvlxAO5Vfx5sJAAD2euHhGJzmhiwc5c6rQG5g4JJzHUXujBkiOFNXYlYutTS+2CuYzSOn7dk4ezSslVIyIJ9e56CWpnmL8wScqsbEoro6yumedndd7kelCkNz/vbstuCAIMaJFNb2g24qFRoVYKLJb8CsvYc7yS5fd1v7VAoIeGl+f06/btnk7+PlLMXQv2O5xX0aDjUF41I1qEPZYnmZVjW9mcVsaGRyZa3VutPPlHMn8cKJCWK6jW8tol3XtuarV6ftqVS6POyHMzE/l4Y6bdtQ2QUdbgYG0zX14/jMQQT/o8t8qqbNXbRd2uvci2jHKH01sZ5EC2f0t6mV3Z78L9J66EVysE9BbrRfm5dksg18rwGF+Gx/hSWN3EC0uPcLiglrE9/HlqRttzZ0Nqmd16gyKsn5eP/p7E8uS2+7gjHA0YltZq+XFXLg3NBi4bGk5xjZb/rU3HYDTRM9ADfw8nLh8WQbSfG8GeGootPE0v6h/SafEZGRkZGZn/Dl1VsxwJLAPKgA8xe75tAo5hNgnvjdlj7kB72zhbGBXnx2PTEvhoQwaNOnsxETcnpdWLvadGzYdXDeL5v1IoqmliRv9Q7pp4ekrL/rQxEF+dUmolkNFsMPH3kWKcVQqeX9omFrInu5L3rxxkte478wbyyO+HOJRfzbBo31N+0Xzl4n488tshdmZX0C/Mi/+7bMApbc8ROzIruOarXdJ3XnKggEadQSrF/HFXDn/cObrd0rik/GrWp5aiVgpWL662PTjZ5Q3M+nCbFKD/siePdQ9N6HaPN73RxMrD9obcXQnm5g4O51hxHT/tysXNWcWjF/QiLsCdtJI6Zn+0Fa3evoTsSGFtp2TP/wv8daiw3XlqpUBMgJvFstbBR0F1Ez/tyqFRb2RQhI9k1iyKIkuTrLe79FBhtwZzoihy7Ve7OZRXDZiD+K+vH0aPQHdu+nYP6aX1VssHe2oordOiUSsxiSIuaiX3TOpBSa2WnVkVPDYtnrdXp9OkN+KpUfHxNYP5Y38+lQ06LuwXIj3zRFGkutFeGMXPzYmaJj0X9A3mAQfquD07ea3ZWgPoTSKCgJTZqtPqqdXq8eyE92RXCPV24bNrHavE9gh0J6WorYfXRa3krcvaTNF1BhMrDnfeBSfEy9qmoKHZwJyPtlHYIp71/Y7jVs+nw4XmfS/Ylcuye8fy0dWDeOKPZDJK65mcEOiwpFVGRkZGRqarmbknAC1mNctCQRDuBTaIovhiS//bC8BDwFPdfJynhTsnxnHnRHNJX3GNllu/30tyQQ2eGhUvzelr58s2OSGIyQmn36A61NvFqgfKx1VtJ+Ud7KXhg/UZVtOWJRXy0py+ViPaPQLdWXL3mG47tjBvF36+rXM9JF0hpbCWzLJ6Rsf58cueXKvg1faFVWcwsXBfPnqjicJqLWN7+kvfedG+fB5ZeEh6KWwN6IZE+XDvZOvge/H+fKtMa3l9M3+nFDNvaMf+fV1FpRAIcHe2GmUP7qIIjUIh8MyMRJ6x8R9ctC/fYSAH5v4aP7fuL7M8m6lu1LE1o5xIX1f6h3tL00Pa8f9yc1LyxIW9CfRom+9IIMhy0GT+tHjumtgDQRAI8tRYCVIEeznez8lyuKBWCuTAHOws2JXLm3P7M3tgKP+3Os1q+ZJaLSLmcvF5Q8N5c+4AHv7tEC+1GIOrFAJfXD+Uib0C2JZRztNLDpPVktH739p0Ft81mp5BHjy95DALdllkgoEL+4fw7ryBDjOUrYyK8yPSx4XcE4h0BLg7U2KRXdSoFFbCKJUNetYdLeHiQWfOguLVS/px94L9FFQ3Eeql4aOrBxPl1xbkf7c9204Iqz3cnJR8YDGwZjSJfLQhQwrkAKtAzpJGnZHFBwp4eGo8qx+ccHJfRkZGRkbmP0NXg7lRwF+iKFoORytAKoF8VhCE6ZiDurndc4inj4r6ZnIrG+kT6kWwl4al946lsLoJXzenf9SU+NkZidz9034adUZcnZS8dnE/vt+Zw5Z0c9nToEhvzu8dxDfbjlut56RS4HQW+g9lltVjNIntqtO9s/oY77cEpq5OSsb28He4nCV7jldK4jFeLmp+u30U8cEefLop0+qFSwA2PjKRaH97q0M3BybqhdXdrxQnCALPzUzkgV8P0txiyP3MRd0zyt6eEbxSIfDIBb3wcXOiplFPZnk9id1QEns2c7ighiu/2Cn1hd00JoZnZ5qD39vGx7L+WClZZQ0IgnnereNi8XRR2Sky3jEhjk1pZWSXm5d1UVuXV3+6MVPKyj83sw/3/XyAJr0RNyelXbB9qrhr7P++eqOJcW+sp8GmR862DHzhvnyuHx3NHwfypWkGk8jnm7L4emu29Dxppb7ZwA87c3hwSi9+2WMtQNw3zJOPOtm7+Nl1Q7n6y11UNuhQChAX6E5aSduATIy/G09dmMDDvydR06THSalgcu9ASfGyFbcOlDJPBwMjvNk8fxJFNU2EeNmbhr+zpmPLj2tGRPLQ1HjyKxvpb1GCqtUbufzznVZB+Ylw9GySkZGRkZFxRFd/MbwAS1kyHfaG4NuAq07loM4EP+/O5bk/j6AzmgjydOb7m0YQH+zRpZ6pmkY9KqWAm7MKg9FEZaPOaoT/ZJmUEMiOJ87jaFEtvUM88XJRc36fYF5alsK327I5kFvNBe9t5t7JPUgprEXX4jp772SzsmZ1ow5vV3uvujON0SRy388HpB6TcT39+eK6oVYBRU2jnk82tSnwNeqMVDTo8HVzorLBnI2c3jeYWq2ebRkVAAR4OHOksK0cqqZJz6ebMnn38oH2xtOC0G625KL+Iby+MtVKUGJ7ZjkPTDl5c/X2mN4vhFFxfqQW19E3zKvdIKyrXDE8kl/35knZoaFRPjwytRfR/u4Ee2n482ABjy1KQqs34efmxFc3DGOgg16nfwMfbciwEvj4dns2t42PJdhLQ6CnhjUPTuBgXjUB7s5E+rUvNx/spWHtQxM4mFdFoIeGSz7ZbhUkiaK5DNEkwoBwL3Y+cR5Hi2vpE+rZrj/fyRLj78bcIeEs3GcOyDw1Khp1BqtATinA1zcO58N16ezJaRMlEQFHasXVjTqOOjAJB7Nxu6P1lAoFoihSVteMn7tzh7YovUM82f74ZJLya4j2cyXQU0NqcS35lU34uDkxMMIbpUJgxxP+JOfX0CPQLOiRXFBDXmXbdTwpIbBT56g7USoEOyuCOq2e2iY9TScwNs+vasLbRY1vhDcV9c24a1Q4q5SsPFzkMJAL9HCmsr4Zg82fKMrPtdurA2RkZGRk/r109Y2yFPCx+WwrPagGTo+KRDfRqDPw8rIUKQgqqW3mrb9T+fL6zimP6Y0mHluYxJKDBaiVCi7sF8L2zHJKaptJCPbg02uGOMwEdQUvF7VVs3tFfTPf7zhOa2VOXmUTO7Mq2TR/IjsyK4gP9mBLejmDX1qD1mBkWp9g3r184D+aiVmfWioFcgBb0sv582ABlw9rM09v1Bvsyo0MRhMbH53IhtRSAj00jIz1RRRha0Y5tVo9wZ4a5trYSrQaJt8+Po75i5Kk6deNjGr3HGjUSjtlwDptxy9sp4K3q1O3CxgEeDiz5sEJbDhWiouTkvE9A6QXbb3RxAtLU6QyzIoGHa+tOMqvt4/q1mM4W7A1zTaJUN+sB8zBvFIhMCSqcwJA5mV9Abh9fCwvL2/z+7p1fCx7c6q4/+cDFNZo6RHozqfXDO72QK6V/7tsAJcPi6CwuokJvQK46ds9VvONIsT6u3Hr+Fj2/bhP6kW7eGAYfcO8mTUgVOrDVSoExvcKcBjMuTopuWZkFL5uTlw2JIJf95qzc4IAM/uHMOWdTWSWNRDm7cJ7VwxkaLRvu8esUSsZHtM2PyHYk4Rga9EiVyeVJDoDsObBCaxPtb+O/ylEUeSFpSks2JWDybap2gEb08oY+8Z6fN2cOFxYi6dGxTMzEu18GVvR6o2EebuQU9WEkxKuGRHFsBg/JiUE/qsz6DIyMjIy3UtXg7k0rIO3ncB0QRB6iaKYJghCMHAp0HE9yj9MVaPerkTJ1ojVYDTx8vKjLNyXj6+bE09MT2B6i1nx4v0FkoJds8HE4gNtggmpxXW8uCzlpCWp26O0rtku6MmvMpcDXTI4nPSSOl5fmSrNW3m4mCFROf+YFD9AQVWjg2nW5znEy4WJ8QFWCplXDo/EU6O2UvkUBBjfIiMuiqKdSmeryfa8YRHEBbqxNb2CPqGenNe7/dF9f3dnzk8MYk1Km4n7VcPPnRHxH3bm8MG6dHRGEzeNieG+86w9Dxt1Rim72cq/wXA4r7KRRxceYn9ONYOjvHlr7gAifF25Yngk2zMrpOWCPTXdIuN+y7hYEkM92ZNdxcBIb8b39Gfi/22U+p8ySut5ZsmR09JL2sowi8DpyuGR7LewHHF3VnHeO5uY2CuABTePYG9OFbEB7kzrGwyYRZDOTwwiu6yByb0DifZz48+DhVIPp1IQuHZUFDePjZEsGF67pB8T4wNIL61nYnwAryw/SmZLb11BdROPLkxiwyMT7Y7zq63ZfLIxA1E0B713TOi8zYhGrex2Q3hRFHnz72Ms2JmDu7OKGQNCWZ9aSn5VI/3DvMivaqKu2cCVwyN5fFqCZEWzKa2M+QsPUVLbsT2DLYU1Wum6qNUaeGrxYZbeOwYvF7XdYEOt1kBtSyZZZ4Rf9ubz4NR4OZCTkZGRkekSXQ3mVgEvC4LgK4piJfAecAlwQBCEFKAn4AHM797D7F7CvF0YFOlt5cE2o7/1S8SPO3Oknqz6ZgP3/XKAbVE+LSVDjkuUWjl2gvmd5fPNmSzaV4CfuxMPnt+THoHuZFiIgcy0OOZjJfb77K7jOFmmJAbx2spUKw+pjcfKGN8rwGpU/+OrB/PjzhzJt2xqn+AOtysIAj/cNIIfdh6XDMHH9mzrsxsS5StlVU7EB1cO4sedOaSV1DE5IZBpfbv3ZfJ0kZxfwzNLDkuf31mTRmKIp5XZuJeLmnE9/a16o2YMODe+X0c88vshdrXIvu/MquTRhYf45bZRDAj3QgAp21pcq2XR/gLmDjl1EQ1LH7YmnZGcCuuBCkf33+nisqER+Lg6sTqlmL+PFEu+aatTSvDQqHl7nrXCrFIhMKN/qNW0xXeP5vsdOTQ0G5g3NMJOGVahEJjeL4TpLZ9tv192eYOdv+Se45W8tKxNKOb1lan0C/NiTCd6YE8XSw4W8EmLkXqt1sDnm7OkebstfPI+35xFjwB35g2LoE6r564f99kN+AFM6OlPRYNOUp48ETqj2dvvz7vHsGBXDksOFlBWp3O4bKPOSF5lE8crynljVSqltc0Eejjx6LQEu7+fjIyMjIxMK10N5j4DNgN6AFEUtwmCcBnwEtAXOA7MF0Xx++48yNPBF9cN5YN16WSU1TM5IYgbR0dbzd9r0XsCZuWxQ/k1nJ+oYXwvf77elt3utsf3OvWXl9/35vHqipZMW4n55X3RXaP5Zttx8iobmd4vmKtHREnLj4jxw1mlsAqcxlsY4v4ThPu48tOtI3lx6REOtWTRkgpquOGbPWx7bLJkAeDqpOK28V0zCvdyVXPP5J4nXrCFvMpGPt6YQXGNljmD2rz9NOp/zkj8VNibY+9htSen0iqYA/jwysG8vz6do0W1jO3pz23n4He1xfbebDWv3p9bZVc2uy+nssNgLim/mi+2ZKM3mLhudJSdcbYjXJyUDI/2ZbeFofSEM3yvTUkMom+Yl+RH2co+B9eFI0K8XHhsmrVVqM5g4ostWezMqmBAuDd3TYqTxGEm9AqwskwZEeNrl0GyNdhunfZPBnN7HBibt8fenErmDYvgaFGdw0BOEMyZ/w2ppTQbTCgUAr5uTqQV11HR4DhA83Nzom+YF05KBaHeLrioVZhbze0J9tSgN5q4e8F+6TrOqWzinp8OEOXrRr9wx1YsMjIyMjL/bboUzImiWAvsspm2GFjcnQd1JvB3d+aF2X3bnT840kcyeQazxH1KYQ3rU0uZ0juQVy/ux/c7jqNRK7lyeAQbUstIKaplfC//bvEDsiw7BKhrNpBf1diuh1WAhzPf3DCMd9akUdOk5/JhEcwc8M+M5q4+UsyGY2XEB7lz5YhIIv3cpGAOzJnO11cd5flZfXBWnf6SIr3RxBWf76SgRalyw7EyBEFg1j90froDR71fQxwYwnu5qrtdYfGfZkikj1UgNbjlXAyK8LHyKgMY5OCctFJU08Tln+2UhC3WHi3hz3vG0Cf0xC/N7185iJeWpZBcUMPoOD+e7CZ10s6QWlzLb3vy0agFQrw0FFnI3Q/u4PueiOf+OszPu819clvSy8kub+Cjq80Kli/O7otGpWRHVgX9wr141sE15ej6s71Oqxt1/Lgzh5LaZmYPDO2w766rFFY3sWBXDk06E5cPiyA+2IMhkT78tCv3xCtjvlYW7stnR2Y5TkqF1FMN5ufrYxfE89xfKZTXOy69VCsFpiYG46JWsOZoKe7OKp6f2QeNWsn769J5Z02bjYSzSoGPq5piizLOPqGebM0otxuQANh4rJSs8np2ZlXQL8ybeUPDUZ2FysUyMjIyMmceWf+4Ha4dFUVWeT0L9+Xj5+aMr5uad9eaWwF/3p3L65f0Y9UD46XlLUU92uNQXhUfb8zC3VnJoxfEW3mNVTboWHqoEIUAswaE0SvIw0o8RCGc2JB3dA9/Rv+Do+AAP+w4zjN/HpE+78qupE+oJ0ttlvt5dx61WoNDuXOTSWTt0RLSS+uZ0CugXXPwzrI/p0oK5FpZeqjwnA7m+od78/zMRD5Yn4HOYOLGsTEnLE89VQ4X1LAprYxeQR5M6R2I2VryzPPWZf155PdD7MupYkiUD2/NNRs7R/u78eal/Xnr72PUNxu4angkcwe3n5Vbm1JipVBoMImsSC7qVDAX3OJD5ojC6iaWJxXh5apmZv9QXJy6b8AivaSOOR9tk0RtfFzVxAd5kFFWz8ReATx1CkHl7zZZvhWHi9AbTaiVCrxc1Lwxt387a5oZEevHkxcm8PFGsz3IbeNjGdczgA2ppaQU1TIqzo8n/0iWytQX7Mrhh5tHdEvmrqZJz+yPtlHW4l330+4clt07josHhZFSVMtXW9uvpHBWKbh6RBTZ5fV8vrltOU+NCq3exIwBIbx6cT+2Z5a3G8iBuXpjaLQ3r608hs5goqZJz6OLDrE6crykRtpKc8t8Szanl3HlcMe/I/tyq3i7JRj8mTySC2q61ZxeRkZGRubcpcNgThCErI7md4AoimLX6ubOMtRKBS/P6cfLc/pRWqtl+KvrrOb/3+pjjIrzszKVbWV3diVldc0EeDhTVNPEmB7+JBdUc+M3e6Vllh4qYtP8iYR4uVBR38xF72+VBAk+25zF73eMYn9uFZvSynBRK3l4ai9JnOBs4GBeNXmVjYzr6W9lg7DAZhR81ZFinrwwgb05VXbZxhXJRQ5tFJ7+87A0mv726mN8dNVgSXzmZAjxcrHL2AS3YyJ9LnHDmBhuGBNzRva1PKmIe37eL53Da0ZG8vKc7nuZbNIZ2ZRWiqdGzag4vw4DxSg/N36/Y7TDeZcNjeCyTsq6OzIH74o1iSMySuu5+KNt1DWb+9h+3JnD4rvGdJsy46L9BVYm8VWNep6dmXjK5trZ5Q0YbBQb1QoBVReP+7bxcVYl0y8vS+HLdgIpk2geGGsN5vbnVlFQ1cT4ngFSCXZnWZtSIgVyAFq9iT/25zN/WgJPX9Sb5UlF0vPVliuHR/LszET6Pf+31XSDSSTtlenSZ0fXiyVKhcALS49aTatu1LMiqQiDRZavFU8XNU36tmMO8XLhvN6BXDMikgW7cq0ydLbPzoX78nhhVp8ODdxlZGRkZP4bnCgzpwC7qg8noPXN2giUA/5A6/BzEe01BZyjOKuVdmU35fU6Jry1kfevGMgsC9XFu3/az3KL8kwwS34H2QQPOqOJLzZn8ezMPiw+UGD1opFf1cTGY2V8d9NwyuqacXNW2hkb/5M8++dhvt+RA4CHRsXPt46UsmeeNvLsTkoFPm7OfHvjcGZ9uNVKgdJZpZBeRlKLa1EpBPzdnfnVwrDYJMLnW7JOKZiL9HPlptExfGXR55iUXy1lHWROzOebrc3Yf96dx6NTE7r80u2IklotF3+0TVIBHN8rgO9uHHbaM3+TEgK5sF+wZFY9IsaXS04xKPpxZ44UyAEk5dewLaO8W/pXRVGkwWLbrbh0g/qhq5PSSjwGzH5xhwtq8XJRO/Tl0+qNHCmsIcbfHV83e1/LJp1Rek60h0eLKfpTi5OlgSA3ZyW/3T6qUxnSVhyZq7dOEwSB52cl8sCvB60C4VYadQbyKhvx1KitfAotvSDrtHoamg1cPSKSn3bnIopmD8DGZgMldc2oFAJeLmqHvXPuGjVje/rb9TfeODqaDzdkUt9swNVJyXMzExEEgZcv7sfVo6KY/r8t7X5fVyfVP27dICMjIyNzdtBhhCCKYrTlZ0EQPIG1QA7wBLBVFEWjIAhKYBzwGuYAcMppOdp/CC8XNbdPiOWD9Rl2815dkSoFc4cLauwCOTCrlJXWOR4Vbo/WF+cAD+euH/BppLC6iR92tr2g1WkNfLIxUyo5u39KT276do8kxHL3pB7SS9GjF8Rz83d70RnaTM4VgsC1X+2SFBcnOnjpdeB73CF1Wj1Gk2iV8Qv0tD6Ph/LN/Y8XnObSRJkT88OOHCmQA9icVsaOrIpOiZGcCkqFwMdXDyG9pA6d0dSl4OFMU9mg4+ovd3G0yF5F8eXlKSSGeHVohG5JaZ0WJ6UCo0lEqRBQKRUEeWq4YUw032w7DoCLWkFtk4GZH24F4NqRUbw0p63HODm/hhu+2U1Fgw4nlYJXL+5nJzQjOuz+asNJqeCWcbHkVTby0+62jH5Ds5GrvtjJpkcn2WXt22NyQiDDon0kwZMoP1eusCh9n9Y3hF2x/hwtquW9densyDJbWKgUAr/tzef3ffmM7eFPUU0TJtEsdnLHhDi0eiM7Miu456f9NOiMuDurePqi3gyO9GFAuDdGUSQpv5pwH1eu+mKnXTCXGOrJjP4hjOvpz+a0MqlHblxPf26fEMc1o6JJKawlIcTDaiDMdlAMsAq2H57aSw7mZGRkZGSArvfMvQJ4A31FUZR+tURRNAIbBUGYBCS3LHdfdx3k2cDDU+NxUSt48+80q+lai56bWq3edjWJIE9nssra5MydlAK3jjcrC84ZFMYXW7IkT6NwHxcu6n92SsjXNxvsgqvW713VoOP9dek0G0xo1ArumBBn5X02rmcAW+ZPYkdmBb2CPEgM9eS3vXlW0vkb08oY18OfLRnmaYJg7r3pLK+vTOXrrdkYTCbmDArjzUv7o1IqHP5tapva/3vJWHPr+Fju/fmA9Le/YlhEt2TlwPF9U9tkn4E6XfQM6rgXtStcMzKShfvyqW/JoHWXNP/XW7MdBnIA+VVa3l+fzv9dNsDh/FYq6pu5/Yd9dmqgaqXALeNieW5mH2YPDCOnooHDBbV8saWtyv6HnTlcPqzNwuD1VUelwEVnMPHi0iPMHBBiJWjk6qTi2lFR7farDYnyJi7AnZTCWrtnSk2Tge+253D/lM4p1qqVCn65bRRbM8pp0hmZGB9gp7bp5apmZJwfw2N82ZZZzoKduaw6Ys7KiqJZ9OWr64ZSXKtl4b58XlyWwrtr0lCrFJK6ZX2zgZeWHSXG342Prx5M7xDPNnP5CXHMX5gk7W9an2A+vGoQKqUCjVrJ+kcmsvFYGZ4aNaNbSondnVVW5uqthHm7MHNAKEsPmRVEVQqB1y/th1Ih0C/Mix4n6J+WkZGRkfnv0NVg7mLgZ8tAzhJRFLWCIPwJXMFZHszlVzXy6O9J7D5eyaAIb966bAAx/vb9b60cyqtm6SH7rNtlQ82j0U06I79ZlAfacry8kYER3nhqVPi5O/PoBfFSD4a/uzMr7hvHX4cKUSrMKoteLif3otxqkvvjjhxUSgFnlYKKBh1Tegfx+qX9T3q7rfQK8mBIlA/7LF4IW5v231+fLvl/afUmPt6YyXWjoq1KsII8NcwZ1FaWWlhtb2I9MT6Aa0ZFkV5Sx8T4QCoadEz+v43kVzcxs38or1zc16Gx7q6sCj7dlCl9/mN/AWPi/Ll0SDgXDwrnq63ZUpmVv7szUxPlrFxnmdE/lChfNzalldIzyIPzewedeKVOctmQCH7enYveaH6jD/N2OeNS/91Fj0AP/n5wPMuTCvFyUTNrQFi3ZFAc3SddmQ/w7to0u0AOzMIdn2zMbMlu+TIwwttqgKWVguomKZgrrLauNKjVGmhoNtqp0z59UW80agUfbcjElutGRQPm7FWMvyvZ5dbefZ35TpYoFUKnrhuFQmBczwAW7y+wmycCfxzI50BeNWBWEcaB5kl2eQNPLznMqFg/vmtRNX5wSi/+uGs029LL6RPmyeQE63vk9735fLA+HZ3BxE1jY3hgSq8Oj/PdeQOY1ieY4xUNTOkdRHywHMDJyMjIyNjT1WDODzhRNKBuWe6s5vFFyVKpzd6cKh767SCL7xrjcFmTSeTun/aTX9X2cuHhrOKuSXHcObEHAB9tyGCJhQ+TqsWTaHlyMTVNekyiWTTkgj5BvHv5QLt9+Lk7c2M3iFn8dahQMsm1ZOXhYnzdnHjl4lMXrfj2xmH8uDOX3MpGLuwXzLie5heoNBtjYZ3BxKT/20Cgh4ZrR0VJL2+WTOsbzIfrMyTxBWeVgql9gonwdeWCPsHUafVc8flOKdOxaH8+a48WM2dgGI9NT7DqJbTdv+W0HoHuLLl7DL/uyUOjVnL1iMhuyyz9V+gX7nVavK76hXvxx51jWLgvD08XNdeOjOpWBcgzTZi3S5d9E0/EzAGh/HGgLfhQCOZ+Usv5JyKtuL7D+ceK6xjWYhUwo3+IlQKjr5uTVYZxRv8Qq7Lz0XF+DvvmBEHgzok9+Hl3HpUWJYiPXtDLqg92wS0jOO/tTTRZ9LR1p8H911uz+XVPHp4uKh48vxej4/ztzqmLWkmTzsC+nOpObfNIYY00qFWnNfDk4mRW3j+Oe8+zzyYeyqvmub/aVH7/tzadvqFedr6Qv+/N45ttx1GrFNwzqcdZW6Fxpmg2GHl7dRprUkqI9XfjyYt6Exfg/k8floyMjMxZRVeDuUxgriAIz4miWGM7UxAEH2AucLIqmGeMfTYj1AdyqzGZRBQORtFL6rRWgRyAs1rBjqxKciqSuHtSD7vtGUS4sF8IP+22ztZ19kXhZLE9js7O6woeGjUJIR7sy6nk9735+LiajXEn9gpkW0aF1bI1TQZqmup59s8jBHtq7OTzE4I9+eHmEXy7PRuVQsHN42KsVDvTSuqkQM5ym9/tyMEkYtXHM7ZnACqFYKXKNyG+baQ+IdiT52b26ZZzINO9dFegaDSJfLU1i81p5cQHe3Dv5B6d7rs6m5mUEMgnVw/m933m++3SIWEsSyoiv6qJi/oFc/mwSFYfKebXPXlUNOhQCgK9Qz24Z1JPgr3M4ksT4gOs/PksUSkExloEaxPjA/n0miH8tjcPb1c1d02MsxIEeWBKLzw1ajanlxEf5ME9k3u0e+zuzip+u30kH2/MpLpRz7yhEUzrG0xmWT0fb8iksqGZuUMi+OuesXyyMZOaJj3zhkVIg0SnyrKkQl5cliJ9vunbPWyZP5mRsX64OilpbCmhbNIb+dVGpKQjQrxcyC5vsJq2P7eK3iGedsvuz7V/9u7NqWJKYhD1zQY+XJ/B1vQyDhe2ldLe8eM+Vj84nrgAdyrqm/lgfYa5JBURZ5WSqX2CuHZk1D9mEXI6Wbgvn78OFVJWp+VokXlALru8gcyyetY/PNHh77SMjIzMf5WuBnOfAu8DuwVBeAXYDJQAQcAE4CkgGHPP3FnNkCgftma0lRINivRu9wciyENDuI+LVUBXXq9jc5pZLnp7ZgUz+odImT4wZ+4GRfoQH+TBMYuM0ZAob7vtm0wiC/fns/d4JUOifLhsSMRJ/1gNifJpV0HOkdH0ybAvp5Kbvt0j9blsSC1lw6MTuWlsDLVavUOhGDD3wznyQhsV58eoOMfJ3F5BHrg7q+wCOoANx0qtPsf4u/HpNUP4aGMGzXoTN4yJPu0iGjJnF++tTeP9lutva0Y5R4tq+enWkWdk30sPFbI1vZzEUE+uHB7Z7bLx0/uFWGWzLK/tbRnl3PbDPqvl9+VWsSe7ilUPjEMQBG4fH0uTzsgfB/JpaDaiVJh7zUK9XbhnUg+ibcrMp/UNZlpfx6XISoXAqDg/8qsacVYrHKpEbssoZ1lSEeE+LlwzMop35g2U5jXpjFz+2U7Jt23DsTK+vG4o7zioWjhVbGX9tXoTu7Ir8HNzlgK5Vmy93xzh7+7EeQlBDI324VGLHjlo37Td0fT0kjreWJXK3uOVknCLJUaTyNZ08zX83J9H7MRVtmaUozOYuGVc53uKz2byqxr5cWcuhwtqrH6bLTle0cjxigZi5eycjIyMjESXgjlRFD8UBKEncC/wjYNFBOADURQ/7o6DO528fmk/5i9MYnd2JYMivXlzbvviAQqFwMdXD+aJP5JJK6nD00VNRX3bD2tui99aca2W5S0vL8/P6oObs4r3rxzE/EVJHCmoYUwPf16a3ddu+2+sSuWzzeZk5m9780krqeeZGYkn9b1mDQjlp125Uu9aKxN6BTB/WsJJbdOWZUlFVoIFdc0GNh4rY+6QcB6eGs+K5CIyyxrs1otvEZrQ6o0sPVRIRYOOi/qFOPTP25JexoHcaobH+PLR1YN54a8jZNmMgpscyFxOSQxidA8//jpYSHWjjsLqJsk7rFar58+DhTTrjcwaGEqgx7nvNddZGpoN/HWokHqtgRkDQk7omXWustRGTXZ7ZgUV9c34uZ9eVdjPNmXy2spU6fOB3Cr+d8Wg07pPS5Y5UNEFOFZSR1pJPfHBHqiUCh65IJ5HLog/5f0dLqjhko+3S3Yti/cXsO7hiVJ57N9HirndIrj8YUcO714+UBq02ZFlb8C9LKnQruywO+gRaP/iHx/kgZeL2i6TP6aHP1N6B/H1tmya9EZJeRfMP263jo/liekJUjYst7KR77abe+YemNLLYVYOYECENy/O7sP76zLQ6o006Y2sSy1lXWqpw+VbSSupZcFf7fdiL00q+lcEczWNeuZ8tL1DU3YwW1l05dmVUVrH30dKCPdx4cJ+IbIVjYyMzL+SLpuXiaJ4vyAIvwA3AYMAL6AG2A98K4ri9u49xNNDuI9rl0bs+4d7s/y+cQA8uThZMrUGc/9KlJ8b78wbaDX6DBAf7MGfdzvuxWvFUpYbYMHOnJMO5gRB4Jsbh3HvTwdYl1qKq5OSh87v1a0/+GEOjJUtp705dwD3/rSfwhotrfnFC/uFcMXwCERR5Oovd0kln++tTWfhndaeUh+sS+ftNW2qoc/MSGT9IxMZ/OJqKhvbRs5La7U0G6xFF/RGE3M/2UFKi/LfB+syWHLPGII9Ncz+cJtUFvXJxkyW3Tf2XxvUWKIzmLj0k+2kFpszxB+sT+eve8baZWL+DYR6a6xK3zw1KoceZN3Nzzb38F+HCnn54n5WpYmnkzBvxwMTTkrFKdubaPVGNh4rw1mlYFxPf1RKBQv35Vv5bhbWaFlztJhZA8ziRrbno7hWy5Vf7OTpi3pzy7hYh+bsYT7dfy+mFNby50FroZMrhkVICqYvzu7LKytSaGg2MiDcizsnxuHloub+KT3Jq2zk9h/2kVJUi7+7E2/O7W8navLw1HgentoWHBdUN7Erq4I+oV7EB3uQUVpPUn41Q6N8uW5UNNeNiuaV5Sl8scWxwmcrTkoFN46NZvWRkg6Xa+/vfq6xOqX4hIGcr5sTr17ct9P9tDsyK7ju612SsNLSQ4V8ef2wUz5WGRkZmbONk3rTEEVxB7Cjm4/lnOHuST3YkVlBdnkDCgHuP6+Xw5eTzmJrVqs1mHj+ryM8P+vk+rtcnVR8dcMwKuqbcXVSdbuYxBXDI1l5uFgKyC4ZHGZVJjkkyoctj02mrK4Zd2cleqOIT4s4wp7jlVa9e016I99vz+GNuf0Bsxrn55utWy4/25TJzWNjCPDQWAVzbs5qFAgsSyrESang/MQgtqaXS4EcmLOGP+3KpW+Yp9VLfkWDjoV78x2KFfzb2JRWJgVyYFYe/Hl3Lk9c2PsfPKrTw+PTenPjt7sprzf7nz07s4+dwuLpwNNGJdbVSYVaeeb6eq4dFc3qlBKS8ttamVUKgUcviHcoTNJZKht0zPhgi6ReOTDCm4+uGuyw7Pn//k5jSu8gnJQKkvPtWqoB+HRTFreMiyUh2JObx8bw9bZsRBESgj24qRsEoCz5aEMGb/19zG56bmWbamaPQHf0Ldm3Q/k1fLYpU6pgCPBw5oXZffBwVhEX6H7CrM7alBLuXLBPCh6m9w1m1ZFiRNFclvq/ywcyc0CoQw85W/qFefHo1Hh2Zla0u0yIl4aHzu9YEfNcwfb+aUUhwH3n9eSq4ZF4uzp1qXT5623Z0t8CYO3RUjJK6x1mamVkZGTOZc7MsPG/jDBvF9Y+NIHkghqCPJ1PObvz6AXxPPDrQatp3+84zk1jY1ArhU5tv6yuGRcnpVUm4HSVlrk7q1h052iOFNbg6qRyaOmgVAiS8MKJOFH/fuv8h6b24u4F+6WyqNvGxzLk5TXUtgTC/u5OvOAgABYAAfud2O63SWekTqsn0PPfMdrdIe2c89JaLR4a9TmrJtkv3Iutj03mSGEtMf5uVoGMKIoU1WgJ9HBG1c3lVg+e34vbv98nZasemNKz24LIqgYdCkHoUH3Vy0XNn3eP4UhhLa5OSqqb9AR6OJ+SLUJxjZYL399ipUJ5MK+a8W+uxyham1iDOUj6eVcuId4au/6uVizvuWdmJHLD6GiqGnX0C/PqViGPRp2BD9anO5y3PbOC+385wAsz+/D4oiR0Fi/8n2/O4rbxsRyvaOTGb3ZT1ajHSang6Yt6M3tQWIfWLu+sSbMKHlYeLpb+bTSJvL36GDMHhHLliEi+2JIlPbccsS+3io3Hynjw/F7cZnFdXT8qitsnxFFcq6VfmNe/pmxwckIgw6N9JYGeaD9XXprdF283NbH+7ridRIbb0dX0L9SKkZGRkZGDuZNFqRAYGOHdLduaMyiM73ccZ39utTTNJMKsD7ZS3aQnIdiDz68dSqSffW9Zk87IPT/tZ11qKRq1gvvP68WdE7tXFr09LEsjO8vQKB+GRftIDf+uTkorywJBELhjYpzViPodE8zf54I+wWyeP4k9xyvpE+rF++vSrF6Iyut17DleRZ9QT460qMJ5aFRcNSKSYC8Nsf5uUt+dv7sTc4dESOsu2JXDq8uP0qAzMjLWl0+vGfKvUEEEs29f7xBPyXTay0XNVS3egK1UNei4/cd97M6uxN1ZxVMX9Zb8A881NGqlndhPanEtd/ywj+MVjQR5OvP+FYMYEdt9DiqT4gPZPH8Su7Ir6B3iSa9uMCI3mkSe+COJhfvyUQgC14yM4rmZie0GPYIgSD5wa1NKuOW7vVQ26EgI9uCL64Y67E3tiE83ZVoFctJxtcQr9h2r8NLyozh3kJFsvZdbifB17fJxdQa9QaTZYC/K0sqfBwtZerAQ2yUMJpEmvZHXVhylqqUKQGc08exfR3hx2RFuGhvLk+1ktB1lKx3N93d3ZvagUH7Ykdvh8nXNei4eFO7wujqVSpCzEbVSwc+3jWRbRjlavZGh0b488OtBNqeV4aJW8vDUrrcK3Dw2ho3HyqRA+PzEINnWQEZG5l+JIDoQkfg3MXToUHHv3r3/9GGckGVJhdzz0wHps21j/gV9gvjs2qF26326KZPXLYQXANY+NOGsKSVpNhh5ZslhlhwsJMjTmWcuSmR8rwBWJBdRXt/M9L6OBVC2Z5RzIM8sgJJZWs/ba9JobDZwzagoHp9mFiC45ONtVgEwmEd4P7pqMEuTCqlt0jOjf6iUIazT6ll6qIhmg5GZA0Lxb8lcltZpGfP6eqtR9dvHx/6ryhAbdQaWHSqirtnAjP4hBNlkH19elsKXW9v6eNRKge2Pn3fK/VanC1EUeevvY3y/IweNWsEDU3pxzciodpef99kOdluIAkX7ubLx0Umd3l9qcS2PLUwiuaCG0XH+/N9lAzqdeT5Zlh4q5N6fD1hNUwgQF+DOy3P6WgWjH23I4LNNmSgUAreNi+XLrdlWgdj0vsF8cs2QLu3/tu/3sjql454tW787R6gVAteMimJ63xCGx/h26RhOhXt+2t+uMExHuDkpUSqEdjNnv9w2kpEOBgJsn8WxAW5kWQhB3XdeT+6aGMczSw6z+ECB1fPdliBPZ9Y+NAGPTpRkni1syyjnmSWHyalsxEmpwGgyMXdoBC/M6tPlDOJ7a9N5d21b37RCgI2PTHI4oNkRmWX1rEkxC6Bc0Cf4X5PJlJGR+e8hCMI+URTtAwHkzFyXSSup46nFyRwuqEGtVHDJ4HCeuDABZ5WS3IpGXlqewrHiOib0CuCJC61NrTtiRv9QvF2c+GN/PkkFNWSUWhv8rjtayivLU3j0ggSrvoG0Ynuj7FdXHCWzrJ5Yfzeeuqg3PQJPPUvgiL8OFfLZpkxEEW6fEMvsgWF2y3yxOYvfWryb8iqbuO+XA+x84jwuGRze4bZH9/BndA9/0kvqeGJxsqSe+dmmLHoHezJnUBjXjYpmf+5Bq/VuHBONi5OSeUMj7LbpoVFz1Qj7bFNWWYNVIAdY2Un8G3B1UjFvmP05acX2++qNIscrGk5bMFfVoOOlZSnsyalkUIQPz85MlILrzrA8uYiPN2YCUN8MTy85zJAon3bVBG0N5Y9XNKLVG9GoO1cKef/PB6VztDWjnKeXHObL6x0+U7uNdAfXoEmE9NJ6rv5yF69f0o/VKSUcyKumrK5NPOJNB31itt8fzMImb646xrrUEuIC3HmqxZA5o7SeV5ankFxg3ffm7qwiys9VynqDOfuhEARWHSkmp6LRavk5A0PxdXNm3rBwEoId/11OJ2/PMysUb0kvx8VJSUmtls6MXTbY2BXYklZS5zCYu2NCHBE+rmzNKKdPqCdzh4Tz58ECDubVMDLWl1kDQvlwfQa/W5ixKwBXjQpEGBPnR4i3C+7OKq4eGXlOBXJNOiN3LdgvWTs0mczn8KdducT6u9ll1b7ams0vu3PxdFHzwJSedp6CtterSYSMsrouB3NxAe7ETTg7BjZlZGRkThdyMNcFjCaRG77eTWGNWQygSW/i2+3HcVYreGJ6b27/cZ9UyvbDTrPXm6Wp9Ym2faSwhrVHSxyOCBtMIl9sycZZpbSSFp+UEMgfB9rU2lQKgfUtctc5FY1klTew4TSYrCbn13D/Lwekl6MHfj1ItJ8bA1pKT9emlLBgV47Vix+YPZ5SCmsZ3aNz/m8HcqvtXsD251YxZ1AYcwaFUV7fzJdbslEo4N7J9i8F7aE3mvh8cxZb08uJD3LHx1UtlVWBuWzu30xVg47316eTWlTHhPgAJvYKYEt6m7eTv7sT/cJO3cS7PR5blCRlffIqm6hp0vPdTcMBs/rmZ5sy2Z5ZQd8wT+49r6edaISliE4r7Rk2A0yOt75PRsX6tRvI7cqq4KuWLOVNY2OI9nO1C3YPODCB7m4mxAfywYYMhwGIwSTyiI3HWUc4up7fXZPG19vM3zOnopHs8gbWPjiem7/bYxWYRfm6MrqHH3dN7IGbs4r/W32MjamlOKsVBHo4c/PYWCL9XHlq8WFpHQ+NCoPRREZZPRml9WckmPv7SDGvrThKrdbApPgAzk8MkjJzNU16FAKM7emPWqlg47FSq4xihI8LeRY+ogChXhrpWd+KQqDDZ8xF/UPoEejOxxszWJNSwuXDInjtkn7S/H02140JqG953v+dUsIDU3rywJR/XtREbzTfg9sy2r8HLcksq2/Xo++ATfXE8qQiXrIwcb/lu71smT/Jqld5UkIgy5PbsqoeziqGRp+5rK6MjIzMuYQczHWBzLJ6ux93gDVHSqhq0EmBXCub08vslm2P99al8/46xw37tttsDeZ2ZVWwPbOC8b0CKKpuwt/dmcKaJqsXsZyKRp5YnISzypyt6ttNL+ib08usXjJFETanlTEgwptdWRXc+sNehy+hLmplu712RpPIb3vz2J9TxdBos3n64CgfBAGrbVn2Q90yLvakbBfe+vuYpJq5I6uCwZHe9NOoKa5pYtaAUK4b1X7J3r+Bu3/az/YWpbwdWRXcNTGWh8/vxV+HCgn1duHRC+I7nbU6GWzvjS0Wn19fmSoFGTuyKsgsa2Ba32DJE/KKYZEMi/blm23HpXUEAYZGtf+y98LsPmiclOzMrKBfuBdPXeS4hDajtJ5rv9ot9dlsPFbmsDTQtifvdDAkyof/XT6Qr7ZmU1TdRFm9Y1GRjvDQqJg3NMKht9wamxLK7PIGtmdV2GXY3JxVvHZJf+lzalGt9Bx8ZUUqWr2Jeyb3oKZJz5IDBfi7O3O4oIZlyWYBkM1pZbg6Ke1k/buTfTlV3PHDPqmPb9H+AquyWjBndwTghVl9SCmK4NUVR6lt0nNe70BuGhvDRe9vtXrOXDI4nA83ZFhtY/4FCQ4Fn1qp0+q5/PMdVLcMDG1KK+OG0VHUNxsZHuPL0CgfOxNzSzanlZ0VwdxrK6zvwayyBr66oX1Z/x6B7ni7qqXvbYntvbI5zfr7NxtM7MyuZNaAUGna3CHhVDXoWLQ/Hz93Jx46P75TKqAyMjIy/0XkYK4LhHm74OaktCvDac2A2RLfBRGEZUmFDqcrhTbBActtbk0v57qvd0mjyz0D3bltfCxv/m3dPycAv+4xl/X8siePP+8e0272oiv0DrH/bgkt2115uNgukHNSKQj3duHpGb3bVeV7eXmK9IL++758MkrreeqiRN68tD/vrEmjodnAtaOirH70T5Zlh6zP9/7capKfn3pOlTadLJUNOimQa2VFcjEbH510xqwa4oM9OZRXLX22FAyxvRfWp5ZK2eaF+/I5VlzHi7P7ct95Pflu+3Fc1EoemNKT+GDH91tKYS1rj5YwIsaXF2f16VDJck1KiZV/ms5oYltGudUyaqXAy53MuJ8qsweGMXtgWEuQsJMUm0z3iXhkajzXj462m15R30x+lXXQ5qlR0T/MC0+Nyqo6QKkQ+G77ceYMDKNRb7DrU12WVMS95/Xkrok9uGtiD7P4yvfWfcrLDhWd1mBuZXKRnSCLbaYNYHN6ObM+3EqQp0YKWhfuK0BA4I1L+/PumjQadUauHRnFw1N74aFR8fnmLARB4M6Jcdw8NoaM0jpWHS4mxMuFGQNCrFRLt2VU2AU0327PadlPPreNj+XK4REsOVCIi5OS2ia9Ve9cfLAnRwprWHe0lBh/N6b3De525dXOsDzZ5h48VkqjztBu24BGreSTq4fw3F+HyS5vwEmpQBRFLhsaYTcw5ug+Lapp4v116ZzXO1Aa7Lt1fCy3jj/3DdFlZGRkTjdyMNcF3JxVvHXZAOYvTJKUyQLcnSlzYHaaGOLZJePvMG8Xq2Z5gFh/N64ZGcmHG8yqcoMjvXm0ZYT9lz25VmVC6aX13PjtHqv13Z1VVgprOoOJP/bn89RFJ2dIbsmk+EBuGB3Ngl3mF5WrhkcypXeg9F1s+fHmEScUP/hld57d56cuSuSyoRFc5qAH7lQI83GxyrL6uzvhchozUWcT7s4qvFzUVmVR4T7dryjYEa9d3I+7f9pPdnkDEb4uvHFpW+YnzMeFUoseMNvM7K978nhhVh8eOr/XCX22Nhwr5Zbv9mJsuVlWHynho6sHt7u8I+NqT5tz1TvE84zbV3ho1Pxx52ge+u0gKw8Xo1EpmT0wlCUHC9Dq24JPhWBWBtQZTVzYL4Qrhju+b/4+UmIlyQ8woVcAJtGcFVm4L59arQGVQiC5oIbkghq+2prNF9cNwVmlsFKKDLc4ZzuzKhz254X7uFBW18yW9DKi/d0YHGmf2TxSWENqUR0j4/wcPkM6wtHfzc9NzYRegSw+UGAV6FU16q1KqgEWHyjgpTl97Xptb58Qx5ge/hwrrmN0Dz/2HK/k6i92SQH/koMF/HDzCKvv2RELduXw0uy+bE0vl4LNVouHYdE+DI3yYeYHW6Vn++yBobx3xaDOnYRuJMzbhZLatnvQ3935hFYbo+L8WP3ghBNu++qRkezLqWLF4SI0KiXR/q68tsI8CPneunQ+v3YI5/U+fYG/jIyMzL8NOZjrIhf2C2FK7yAqG5pRKhT8dajQqv4fzC+qVzoQ2uiIx6cnkFq8h7K6ZtRKgScu7M2No6MRBIFrR0VT06S3EojoyO8IwNfViTfm9uPW7/dZTT/Rep1FEASen9WHh6eaX6YtM1pXjohk1RELU/FBYZ1SsfN0UdGkN1p8Pn1Zsicv7M3NLdLtGrWC52Z2nLH5N5FVXs8tY2P4cEMGzQYT/u7OPD494YweQ2KoJ+sfnkBZfTP+bs406AzszKogIdiDpy9K5Jbv9lDVqMdFrcTNWUm5RYmhh0bdaU+yr7dmS4EcmIVTHq9sbFcOf3rfYKb0DmTtUXMmcErvQC4ZHM4jvx+iUWfE21XN010cDMkoraOh2Uj/8FPzUtOolTwxvTeXDQlnaJQvHi5qbp8QyzVf7qagukkyCb9uVDQ6g8kuA55f1UhRjZaBEd4OnwOh3i6Mf2sDdS1ZuYQgd1JL2oSYcisbmfXhNqtALsjTmUenxZNX2chTS5LZnGbOYjopBfRGERHoE+rJ4Cgfxr+5Qbq/bxoTw7Mz286jpcG3Winw+bVDmZTQ+b7Vy4dF8OuePFJbBKFUCoE35/bnvN7BxPi78faatA7Xd3NWoXLQV/z+unTeaVnXSalgQISXVeZ2S3o5R4tqpWqHX/dYD0gpBQGjxUhEQ7ORh347ZLWMCNw1MY750xK44vMdVoN0fx0q5InpvU+7cqotT9ncgy/M6nNKnoWWOKuUfHT1YKobdVQ26Jj89iZpntEk8tXW7BMGc3mVjZTUmq/l9p7bRwrNAj4nY6EjIyMjcy4hB3MngZNKQXCLkffcIeH8sjuX9Bb1yaFRPlw6pGOlRkf0CfVi62OTSCmsJdrPDR83J3QGE6V1TYR5u9gp/d02Ppa/jxRLL7lqhYDe4i1ApRSYnBDEmB5+bMswl9RF+bl2u3eYo7JEd2cV142K4lB+NQajyNqjJew5XsmwEzSwPzYtgUd+P4RJNJd2zZ9m3+fTXQyK9GH745NJKaolzt+9Q0PmfwtGk8jtP+xj7VFzr9TgSG8em5bAwEjvbjO47gqCIBDooWFbRjm3/7CP+mYDzioFz8zozeb5k0gvrScuwJ0t6WXc/8tBjCYRhUCXrgtHwVNHYkBqpYIvrx9GRqk5KGhVgh3b05+M0np6B3t22lBdFEUe+PUgfx40l6z1D/fix1tGnHTvz1t/p/LxRrN6bKSvKz/dOoIYf3c2z5/E4YIaQrw0UsbQ9hjfW5vOe+vSMInmrMtbl/VncKS3VDLZM9CdvMpGKZADrAK5Vmy92369fRR/7Mvn/fXWvWU6o8i0PsHcM7kHfUI9ufm7vVYDNd9tP87MASH0CvJAqRD40GJ9vVHkf+vSuxTMuTqpWPXAeA7kVlFY08T4ngHSs+m6UdEsOVhAZpl9KXwrj0ztRZPeSFOjjkAP8zlsaDbwkUXPnM5okp7zliharrHC6iZ+bKlUaCU+xIPUotoT2jcYRRFRFKVtWWI5qaZJj95o6pLy68kwJMqHHU+cZ34+Brh32yAgmPsKm/RGAj00aPUmu8y7o3NgyRurUvm0RUU5ys+Vn28dSai3C7VaPc16E05KBbf9sJddLT2T43r689X1w6xUoGVkZGT+TcjB3Cni5aJm+X3j2JpRhlqpYEyc/0krRzqrlAxqKT/anFbGQ78dpLxeR6y/G59fN8TKYiDKz42Nj05ia3oZAR7O7Mqu5M1VbZLkd02MQ6kQ+PHmEezIrKBRZ2RcL//T9tIuiqL04mwwmnhxaQqGljKuWq2BV1ccZfFdYzrcxiWDwxkW7cuBvGoGRXh32UzY8hg6g0atdFju9U/R1ePvKmuPlkiBHJj7BDPLGuzMs0/3cdjy8vKjUjlws8HE00uO8O6adN6/chBeLmpm9A9lUKQP+3KqGBDuRZRf+wIUttw6LoYdmeWS9cTsgaGdKuGztfPw1Ki7fK3syKqQAjmApPwaft6Vy+02xtmdIa+yUQrkwJwl+2RjJq9c3A+lQpBUZB397YprtLy/Pl0KKAqqm7jqi114alTcO7kHgyK9GRPnz7zPdnT5uPKrmuxEQloREekb5oUoipJiYytGUeTij7ejVgo8fH4vmg3Wfcj1WsfKiCdiUKQPg7D+O3m5qll5/3i2tIg2PfDrAeqb2/b36AXxVDXqGfLyWnQGE1N6B/LBlYPRG01WWTgAT2c1TTqjFNROTgiUesAadUa7XuHUolqcVQqa9O0bmCsEs+XK34eLuWVsLLuzK6U+uksGhUuekG+uSuXLLdnoTSam9w3m3csHntZBmNPxfPxoQwbvr0un2WBiUnwAH109mIsHhklKsyqF0GGfXG5FoxTIgblf/ZONmfi4qvl0UxY6o31wuCW9nJWHixxa58jIyMj8G5CDuW7ASaXo1uZ+o0nksUVJUtYtq7yBF5amWPVmgDkDNq1vCABDonwZHOnDgdxqc+9FSxZMEIRO2wCcDAXVTTz060F2H6+kX5gX/3fZAMK8XahstFbeK3agAuqICF/XLgdxFfXNPPL7ITalldEj0J3XL+1/VgVpJ0KrN/LkH8ksTSokyFPDczP7cH5i9/eMOPobFNe0iUSYTCKvrjjKgl25uDkreej8eIe+fN1NUY29UEVFg475C5PY+tgkBEEgzNuly31UYJaRX3n/eNYdLSHKz+20nNf2cHS+izp5H9hSWmfvkWa5/cMFNcxfmMTR4lrGxPnzzrwBUpaurK7ZqtS0lVqtOfMU6OFMeX0z5u6tziMIZmNuR1knhQAT4wOY/eFWDuXXEBfgOADXG0Xe/PsYUxODWHWkbaChIwP4k8FJpeC83kFklzcQ6+9GUkEtXi4qXpzVh17Bnkx/b4u07NqjpSzYlcMt42KZ0T+UpRZiSbeMj2FCrwBWHykhxFvDBX2CpXk9At3telFNIg4DOY1KwV0T4/hq23Fp+eMVjSxPLuKPu0bz+KJkUotr2Z1dwYbUUrxd1ZKvIpgFi0bF5XNtN5+n00lGaZ1USguw4VgZ324/zl2T4jiQV0V2eSO9gj2I7sBLrtiBV2BaSZ2UhQMcqiif7H0nIyMjcy4g1x2chdQ3G+x+fNIdlDzZMjLWjzsnxp1RP54n/0hmV3YlomjOPDzwy0HcnFVMsel56A4FyvZ4ZcVRNhwrwyRCWkk99yzY7/Dl9Wzl002Z/HGgAL1RJL+qiXt/3k+NA4nvU+X8xCBcLcrv1EqBC/uHSJ+XHCzgy63ZNOmNlNfreGpJskPj6u5mdjvXRkF10wkNnDtDj0B3bp8Qx7S+wd3W99MZJsUH4qlpGy9TCDDzJO6D3/bm8cSiZNRK62NPCPHgko+3MfGtDVz71S5SimoRRbOp+XN/HZGW6xPq2a75u0mE4tpmDCasVBUd4efmxDc3DGNkrPn5Ioo4lKJ3dVLywZWDeHVFKofyzX1LmWUN9A31xEVt/5NjEuHK4ZG8PKcvV4+I5LNrh3DjmJiOT8pJMn/hIZIKzIqgNU0GftyVS4aD0slWEZe3LxvAS3P6cs3ISL64bijXjYomys+NW8ebAz21Tb+WxsH3s8TNScktY2P4696x3Dwu1s6bLb20nr+PFJPSUpqZV9XEPT/t57ADFdOMM3BvdkRVg44Hfz3ImNfXc/dP+ymtdRwwpRTWcuF7W5j2v8128z5cn8Gcj7aTXd4oLTu/xT9RZzDxyvIUxr25nmu+3MXRoloGRXoT4Ws9qNMrqGNTcCeVwirolpGRkfm3IWfm2iG7vIEP1qVTWtfMnEFhzD2JPriOWJ5UxC97cvF2deLuSXFWprpeLmqGRPlYGSNP7n12mljvtzHBTSmqpdlg5N3LB/LJxgyOFJozBRq1kqu+2EmYtwv3ndezy9m3jjhoI5VeWKOlpFZL6Elkcn7fm8eSgwUEeWi497yeHXpKdRe2prpavYmjxbWMtCl/PFVCvV349bZRfLU1C71R5LpRUVbXne3fUhThQF41PbtgsXEyPDotnvTSevYcr5TKIQGGx/ji7nzuPqJ83Jz4/Y7RfL45i4ZmA1eNiOyyP93u7Erp5baVGH83bh0Xw0vLjlr1oVlieU0pFAJDI31YeaS4y9+hlUsGh3H3pB7EBbiz8nARO7Mq2122UWfkvp8PYCOWyfGKRrxdnWiyGajycFYyLMaXCfGn/29ta6twILeaT67xw0WttDqXrZUWTipFl7Jf5/UO4qddue3OD/TU8LSFyvHwGF8rP7zJCQHsz7E+xgadkUAPZ5xUCnQWPYtd6SnsCJNJ5Ott2aw9WkKPQHfuO6+n1DfYEU8uTmblYfM1VVDdRE2jnh9vsa4e0RtNXP/1boeKz2C+Vmw50GJZ8uGGDL7YYva6y6tsYt5nO+gd7MGIaD9GxkBVo45ZA8MYEePLb3vz7fo5wSy09PKcvmfkOS4jIyPzT3HuvimdRpoNRq78fCfFLSONWzPKUSuFbqu533CslLt/2i993pJexpb5k6zERD66ajCvrjhKSlEtY3v4n1YxkFNheLQv61o8wAAGhHvhrFLirIJHLzArJP68O5cn/kiWltl9vJL1D0/stizJsGhfK5+/CF8Xgk9COv7PgwU8avHivD2zgk3zJ552cZDhMb5ssjDSdXNSkhh66l6AjugX7sX/HEidZ5c3kFdpXe6oEMyCPqeb11emWvneuTkpmZIYxFMXOjb2PpeID/bg7XkDTnp9W4NlMP+tUopq2w3kAIbF+LL0UCEbj5Xh565m9/H2gy9LegW5U1BlnRH11KhIyqvhqy1Z9A/37lBIpBXbQA7M3pQDIrz5suUFHcw+mt/cNJxDeTX8ebCAAA9nrh8dfdoEPoZF+1gFosOiffF3d+abG4fx3tp0arV6rhgeybS+J5fJefqi3igFgV/25FoNTLRy9yTrfskPrxzEqyuOklxQw5ge/jw2LYHPNmexI6vtfvDQqBjX05+vrx/G++vTadIZuWZkJBPjuyeY+3hjBv+32qzYuTOrkuT8Gv68Z+wJ17O9NrdmlGM0iVbP9bSSOoeBnEohtJsJHt5SWbIl3Xr7dVoDu49Xsft4FaPj/Pjp1pHSvG9uMJ+b8nqdef8iXNQ/hHsm9TjpHnYZGRmZcwU5mHPAvpwqKZBrZXlS9zVQr0gqsvpc3ahnW0a51P8GEOyl4f0rz7y/UFd59ZJ+PLYoiZ1ZFfQP97byC2tlRbL1982paCS5oIaBLaINp8qTF/amrlnPhtQyegW588rF/U7qB3y5zd+luFbLvpwqRsedvp5DgFvGxVBQ3cRfBwsJ9tLwzIzEk1Y8PBlyKxu48L0tVsFBkKczj01LIDag4xKm7mBFsnXGqElv5M25/aUg2mQSWXWkmGPFdUyMD5BEgv4LtEre23K0qM5O6CHM24WKhmbG9QygV6A79/58oFP78HJRYTTBrIGhPDczkZpGPY8tSmJ7ZgV6o4larYFabT0ZZfX8ZOMFCebg20OjorjWcfallQHh3oR6WmfLPTRqKut13P7jPum7rEgu4u8Hxp8Wq5C35g7g8T+S2JdTxZAoH+l5NTLWj5G3nXom3NVJxUtz+vLQ+b14/I8k1qSUYBLN3Yh9Qj2pbtRTXt8sBauBnhq7wZU7x8ey73glu49XEuKl4bVL+uPqpGJsT3/G9vSnplHP4gP5fLopkzkDw07ZtmC5zf13KL+GvBb7jpomPUsOFNCkNzJ7YCghXm1/v94hnuy1qB7pFeRuN0AX5eeGi0pBk03WbHiMr9UAjiCAs1LB0Ghf3phr/pskBHvaVS20sj2zgqoGHT5uTgCM7uF/WnvDZWRkZM5m5GDOAeHernYvSt1ZFujIoPlkxB3OBoI8NXx74/AOl7E10lUqBEK70TfJy1XNx1cPOeXt2P5dBMF8LZxunFVKXr24H69e3O+078sWk0nkis932mV5rh4RxSWD20qLM0rr2Z9TxeAobzulx1Ml3MeFyoY2wZwgTw1OFi/yTy5O5pcW/67316fzv8sH/meU6ab3DeaSQW1qf630CnJnRv8Q3l6dRoPOwNTEIN67YhCaFuP7C961709qD5VC4NBzUwFo0hnZc7yKq0ZEMSkhkGf/PHKCtc1lgBPiA+yCclsKa5r4cmu21bTqJj2fWKh0grm/bm9OVbeXGYP5Ob7glpEdLiOKItsyKiir1zI5PuikbEt83Jz47NqhgLm3bPp7WzhcWMvhwlq+2JLFivvG4WeTfTxcUMPGY6WsSy2VgpjcyiYroZuGZj1T/7dJMvT+dFMmy+8bd0q/H+E+LhwtauvJc3NS4uvmRJPOyMUfbZOqHj7ZmMmye8dKv4WvXNyPuxbsI7OsgUhfV96ca5+BdndW8X/zBvLI74ekZ8y0PsG8OLsPD/12iK0Z5Xi7qnluZiIXD7JuZXh4ai9WHi5y2JepEECtkjNuMjIyMiAHcw6JSIRtYAABAABJREFU9HPl3sk9+WhDBkaTSHyQB7dPaF8uuavcMDqaVUeKOFrU1sD+5t/H+P6m4WdUEv5Mcc/knuzKqiSrvAGVQuDhqfGS0t7ZxB0TY9maUUZaST1KhcDdk3oQ2YGy2r+BndkVFFbbCxd4W7zA/r43j/mLkhBFc4D72sX9uKIb/QqfnZHIrd/vpapRj5uTkhdn95Xug+pGHb/vy5eWFUX4ckv2fyaYUygE3rl8IFH+rry/Nh2jCLH+btwzuSdh3i5cOTySZr29QXhXPLW8XJ1Izq+hTqvnicXJ5FSYxSiifDsfIFzUL4S0knqHYiIAk+ID2JZR7nCet4NgqTt9zcDc05VX2cigTngq3vnjfla19Bd6u6pZdOdo4k4hQ700qdCq0qOktpk/DxZy09g2kRdL03RbvtiSJXmXXvH5TimQA3NVx+9783hgSq+TPr75F8RzpKCGwhotTioFz8xIxM1ZxdJDhVbl6zVNen7bm8fDU80l//HBHqx9aAIVDTp8XZ1QKASOlzdQVt/MIAsz74v6hzC1TxCldc24O6ukv+2Pt4ygqkGHm7PK4fVarzU4DOTALJqzNb3ipMthZWRkZP5NyMGcDaV1WpyUCm4YHc2FfYMxmET6hHp2a5Dl5apmbA9/q2BuS3o5u7Mr7Ty//g2Eebuw9qEJpBTVEujp3Knm+n+CQA8Nfz8wniOFtQR4OEv+Tv9mHBn0eruquXhQW7D0zpo0KXMiivD2mrRuDeaGRvuy44nzSC2uo0egu5XoiSAIdoL5/8UemPvP68WVwyMprW0mMcRTOgcatVLKxgGU1Gp5dslhkgtqHG4nLsCNeUPCeX3VMUTMiqYqhcDMD7faLZtT2USEr4tdL6UtY3v4M61vCBf1D+VQXjVJ+dW8uzaNygY9AnD96GhuGB3N5Lc32q07rqc/z85MJLlgh2TFckGfoHbLS0+GTzdl8uaqVEwiBHo4s+CWEe2K+hwuqJECOTAHSx+tz+CZGYlSSd+JKKppwt1ZhYdGjVZv5GubbCRgVY6o1RutTNPbWzYpv5rkAntVS+Up/jb1DPJg0/xJHC2qJcLHVfqejp4NttMEQZBKRl9ZniIJlliaeQOolQoEsCvD7OicnqinurROthuQkZGRATmYk9AZTDz428G2/q6WLMTFg8J5c25/lJ34vbRt/u4IRypeDTqDgyX/HSgUAn3DvBzO68x568q5PRUEof3j/DcyIsaXYdE+7Dlu7n3RqBX8cutIKzEe22u1sbn7r1ONWumwh9LLRc01I6P4dvtxwFxedWc3ZsnBXGp6LgSIgR4aAj00mFqEI/QGE+qWjIbeaOLmb/ewOd1x9kujVvDg+b24ZWwsSoXA9H6hJBVUU1TdxCsrUtvd57AoH2iRyLdk7uAwlhwsxGASUQhm0ShXJxUDIrz5Zls2lQ3mjIoI/Lgzh7K6Zjs/umBPZz69ejAvrzgqBXIAfx8pYfp7W/jy+qGnXH5e1aDjndVp0r5L65r539p0Prp6sMPlGxxc238cKODPQ4VcMyKS52f1aXdgr1ar544f9rE9swJnlYKHp/bCy0XN8ZZMZyu+bk7MHthmUaEzGO3MyVtRCHDnRLNoiqPfDGeVgnnDIhyu2xXUSgX9w72tpp3XO5D4IA+OtVgg+Ls7ccVwx/vKKquXAjkw90V/timTF2b3paZRz60/7GV3diUatYL5FyRw/ejoEz7PI3xdmTnA2ufPkr7tiERZ/laILaNQovjfHASSkZH5byAHcy0sPpBvJ4AhirBofz6TEwK5yMKPy5ZDedXMX5jEsZI6xvTw4915A09YRnj5sAh+35sv/YjH+LsxtkfAqX+Rc4jKBh0P/XaQTWllxPi78cal/Rlm45GXU9HAg78eZH9uNQPCvXh73kB6BJ5+UY7/CoIg8OMtI1h1uJiKeh0X9guxE1S4ZmQkH23ItPh8Zo2Kn5uZyIT4ANJL6hjfK8DKTuFUqNPqmb8wib+PFBPu48pLc/oyodfZew82G4w8vfgwfxwokHwU3ZyU/N9l/floYyaHHWRtWtHqTbyxMpUIH1cu7BfC0qRCPt2YecIBpKVJRTw+LYGXlh+1mr5wf1sP3+b0cr7fkcMdE8xBh614lMEkUlBtn90rrm2mz/OrHe73aFEtz/91hC+uG9rh8Z2IigadXaBke3yWDI32JSHYg9Riaw83o0nkux05TEkMYlxPx9fIl1uyJVGPZoOJ11amcuPoaLvlbhkbg7erOSP1ycZMPt6Y4dCufWSsH8/OSJSUbYfZHJtCMKsen64KAo1ayeK7R7M8qYgmvZGL+oXY9fm1UuJA/Kb1PH+6OVOyX9DqTby4LIUXl6Uwtoc/71w+oMNKjf9dPpAZ/UPYeKyUny3Ed/qFedkJISXlm3+HU4vNv8PxQR4s2JmDziiiEATmDQvnxdl97bwBZWRkZM515GCuhfZ6PQDSS+sAx8GcKIrc98sBqc9kW0YFLyxNaXfkt5X+4d4svns0i/cX4O2q5qoRUV3qc/k38OqKo2w8Zpafzipr4N6fDrD1sUlWKnaPLUqSvKEO5dfw8O+H+PPuMf/E4f5rcVYpO+xBe2RqPL2CPNh73CyAMucM96sJgsCk+EAmdZMUeyvvrU2XfLJyKxu5+ds9rH1oAtFnqSfVGytTrfoHwSw+cteCA3Rs923GJMK9P+3nBQ9nhy/fjtAbRY6V1OHv7kR1o75dOfn0krbn55yBYVby/xq1gsyyrhtcb2+nx64rGEwm3J2V1De3ZbXmDGzfuF2pEPj1tlH8tDuXVYeLJNPzVjJK69sN5jJtfkNEEWID3XFSKqSA0kWtZHZLCfMbK1P5ZFOm1TqJIR4EemqYMzCM2QNDrbKAlsdWVtfM7IGhDDhJReCfd+fy1dZs1EoFd02MI7eykd/25uHj6sSjF8QzpkUZ0tVJxWVDT5z5GxrtQ7iPC/kWGdzW54TltWHJ1oxy82/lVfa/leX1zbywNIW9xysZHOXDczMTmTsknGVJRYR4abhyeKTVuRFFkft+PiBlQbdlVLAto00t0yiK/Lw7j56BHla9ijIyMjL/Bv7TwdyOzAq+2pqFSaRd5TRBgMkdmLNWNOikQK6Vgy2mpyeiT6gXfUL/OyV9ttiep+JaLUU1WivlUFtp6qT8akRR/FcKxXSF4hot/1ubRlZ5A1MTg7hpTMxpKyMSBLPH4r9NdOSAzfVnMJkHZv7qhMfWmUZvNLGgHTPqzgRyrRhFx1mU9vDUqPhtb/4Jl5vSu+0ZefmwCHZlV7I+tYSaJgNavQmtYx2LDnFkAt0VjCaRm7/daxXIjYz15dpR0R2u5+Wq5s6JcQyP8WHupzukflGVQugwczs5IZDlFjYsnhoVcwaGkRDkwWsrj5Jb2UR8kAfVjTqKa7R2gRzAlN5BPDS1fU/R1mM7FbZnllv5ft73c9tgQE5FIzd/t4ftj5+Hbyd7BMFcpvnLbSP5bFMWxbVaLh4UxvR+5gHQAI/2t3OwHeuBxxYmSf6ly5OKqNca+O6m4QyJ8nW4fGWDzq6c1eH+OvnbLCMjI3Mu8Z8N5rLK6rn+693SiOnmtDLmXxDP3yklNLWUHrk7q7hlXKxdL4Elfm5OxAW4WRnpDo9x/IMjY83wGF+rjGi4j4tdj8zwGF+2WPQBDYvy/c8HcgA3fLNbKrfanV2JwSRKZW7nGs0GIz/uzOVwQQ2j4/yYOyT8jPyNh8f4ss/CJwsgKb/mjPVndoX0kvpTDm66ggCM7xVAk94olcjZ4uOqJszHhcuHRUov7gDfbT/OYhsrhZNhVNypiUFll9fblXfuz6nqdI/kkChf3r9iEF9vy0atUHDnxLgOfRcvHRJOTZOeRfvz8Xd35qHze+HurKK+2cC+nGoAyuqaueLznVwzwnGp8vCYtu/cqDPw3fYc0kvqmJQQyMwB7WcUu8JWm75K28EArd7EM0uScXFSMXNAaKdLj1tLlW3Rd3Ddjmjnt3KLTVZ2q8Xno0W1LNiVg0qh4LpRUcQGuOPn7kyPQPcOK2xA/m2WkZH5d/KfDebWHi2x6qUwmESMJrHLJXyCIPDx1UN4cnEyR4tqGd8zgGdnJHb34f4r2JdTxaZjpfQI8uCifiE8Pj2BOq2B9UdL6BHkwStz+tq9ZL05tz+PLUpm7/FKBkV68/ol9qbkJ0JvNLEsqZDs8kam9A7sMDg/F8gqq7fr6VmZXMQdE+I4Xt7A0kOFeLs5ccmgMNycz/5b/IlFyZKP2uIDBRRUN52S1HpnuW9yT37bk0eFhcddfJDHWRfIgdkuxVWtoFHfcUAX7Klx2BNmNvZW281TKcD2Xdvf3Yk35/ZnckIQb/2dahfMadQKRsb68fol/R0aVq843LHfHEC/ME87ZcYRMb7kVzZS3qAzb//SU/NdDPN2RakQpP5CAJ1RJKWo9oQiRw3NBv44UGAWUJk3kJhOlt7eNDbGroxvlc35qNMaMIr2+dQrhkUwNNqHX/fkUlSjZXtGBbuPm8/9HwcKqGzQcb2DHryu0hml0FYj8YX78vns2iFc0MexBcDW9DI+2ZSJj6sTT1/Um2Ave8GafAf9khq1gknxgTzTzm9l7xBPDllk0XqHmNVHs8sbuOTj7ZJn3R/781n78AQCPTTcNi6W+YuSOvxec4eEdzhfRkZG5lzk7H/TO01EODDuPllj8PhgDxbdOfpUD0liR2YF+VWNTIwPJMDDccP5ucafBwt44NeDUsnSlrQy3rpsAB9cOajD9UK8XPj+po5NyU/E/b8ckAyNP1yfzmfXDuX8xKBT2uY/SYCHMxq1Aq3Fi324rysphbVc+knbi84vu3P5656xZ2Vw0opWb+RPG7W63/acmm9WZ2n1Evx8s7k0LNrPlbcu6/pgwZnA3VnF2/MG8syfh62UH20Z19Pfqq9OAO6aFMejFyRgNIk8veQwv+/NQ6UU8HNzdihMEuSpYXKC+f64Y0IcB3KrJWEPADcnFe/MG4Cvm+NnU4SPq10A2CpLbzCJTO8bzKsX92P6e1usgstdFuuM6eFHiIPAoCu4OCkZGetr1TulUuAwALXEaBK5/PMdkqDMxxszWHTn6JMuiXf0u3JRv2Bz6ezOXBDM3qNPXtibq77YaXWuLfl0k1mwJsrXjfN6B1pZUnSFi/qFsCu7gl/35KEQBG4YHU1eVSMrk4sdluz+vjfPYTC3PKmQu386IH1ek1LCgWfPx9XJ+rXisE3foUohkPrSdOmz0SSyKa2U2iYDk3sH4qlR8/ol/bh7wX6yyhsI8nDm5dnmjN/SQ4XS8w2gVmtgyYECbhsfZ3X9tMee45Xt9jzKyMjInKv8o4obgiB8LQhCqSAIhy2mPS8IQoEgCAdb/rvQYt4TgiBkCIJwTBCEC05l31P7BHORRWnQ+YlBHSpWninmLzzElV/s5NGFSYx/cwNJ+dX/9CF1C19vzcZyMHrR/nyqGtp/Ke0uCqqbpEAOzCIQlr5PWWX17MyqQN+ONPjZiIdGzTMzEiXBnAhfFx6ZGs+CXTlWLzpHCmvZ0c6LYXscLqhhf26VJOl9ulEpBCtfOUBS+judaPVGLv54Gy8uS6G4Vku4jwuL7xp9Vmdtp/cLYecT5/H5tUPaXWavTdmoCNww2pwpUioEXrukH4eem8o7lw1wGMgB+Ficfw+NmtE25Y4VDTrmfLSt3XvmgSk9pUyWk1LBk9MTSHp+KkdevICk56fyyTVDKKhu7FBV0lLm/lR449L+xPibgym1UuDx6b3xc3Nif24VRwrtvfh0BhNfb822UgbV6tvvV+wM146KYkiUWXlR0RK4DYjw4bmZfTj43PkcenYqT17YmyOFNe0GcgBFNVreXHWMu3/az4XvbaGm6SQaETFL9L88px8Hn53KwWen8sSFvXluZh8GRXk7XN7yfjyUV01yS3D2v7XpVss1t5w7u/Vteu9aByh1BhPbMsqZ+8l2bvp2Lw/8epApb2+ioLqJEC8NppZnUEldM08tOYxWb3RoMP/B+gzyqxrxcTDPFp8z8GyRkZGROdP805m5b4EPge9tpr8riuL/WU4QBCERuALoA4QCawVB6CWKor35TidQKgQ+unow8ysaMIl0uozmdJJX2WglNtCkN3Lrd3vZ8cR57fZ4FNU04apW4WXxQ1Zap0VhYeZ6NmCbHVIIgkNT2tyKRvw9nOxGd096v4KAIGAVSKpaTANfWHqEb7YdByDS15Vfbx95ytmAM8XVI6K4sG8IBdVN9A7xRKkwmz/bI5Jd3kC4j0uHktxGk8jtP+xl7VGz6MDACG8W3DLitJdpqpQKHr0gnmf+PIwoml/+7550+nv//j5SzJHCthf2/KomFu0v4JZx3eth113ojSYKqpoI83Hh/MQgJicEsr5FIKKVYdE+iJhL0VpRKgRsL4uPN2ZYWU1Y4uak5MHze1pNUyrsr5vcyibWp5Y6zNhE+Lqy7qEJHC2uJdhTYyVn76xS8tuePJ74o+NyOHU3ZZPDfVxZ99BE6Vg0aiUXf7xdEsKY0juIz64dglIhkFvRyJVf7HQY5Dq+t9po1Bkor9MR6WcOHJt0RkrrtET6uuKpUbPoztGkldThoVFZPWMsn3MqB+e5PbLKG1hyoOCUyi5b7+2fd+fyzJLDDpVKvVzU3DEhDq3eyHVf75YyruN6+jv8TVIpBXQGE4XVTUT4mstc753Ug8csBFc8NSqyy+q55qvddue6tK6ZH3fm4OfmZCVocqSwlr+PFHPJ4HC+2pJNTmXbvDqtgc83Z3HHhDh+2p3r0I8PYPbA0P+Uh6iMjMx/h380mBNFcbMgCNGdXHw28Isois1AtiAIGcBwYMepHEOUX1sQZ2wxwD3d4gt6o8nuxdpkEqnX2ns+ldQ1sym9zE6WvVFn4M4f97MprQy1UuDOCXHcP6UXj/x+iCUHCxAwq8q9enG/s0Iw5I4Jcdy5YL/Uv3LNyCirALSguombv91DanEd7s4qXprTh4sHnXp/Q7CXhksHh7OwpfRMrRS4fXwcmWX1UiAHZmn6zzZl8fysPqe8zzOFj5sTPhaj3teOiuaPAwX/z95Zh8dRdn34Xo+7uzZpmnrq7qUFipQWd3eXF74Xd3hx96ItFChQd/c2TRt3d/fV749Npju7G20qwN7XxUUzOzs7OzvynOec8/vR2HEeDfZ35qEVxyhvbMfHWcWHV40iIczD6vm3Na1CCOTAqPq28kgR1/ag/DcQXD0+lJEhbjzwUyIZFU08sOIY+TUt3Dk96rR9prUBX1eDwLPN4fxa7vz+MOUN7fi6GH/HL68fw8G8GupbNEglYKeUMT7ck20ZFdy67LAwML98TLAomCqua+WjbdYDOYBYP2eifJxFyy4dHcj7WzJpNjs+u7OquuylkkolQlmiwWBAbzAGlmqtnhfXpKLrIfF754yB++1N9+Xr3bkiRcNNqeVsz6hgZqwvH27LshrIOdvJuXJsSJfb//VIEf9dlUxTu5ZYP2euHhfKq+vTaGzTEuXtxJfXjyHE04FBvs5dbgOM5fqzB/uyKbUcMPaVvb54OK+sTaW4zjKL2dyuPWVl3zaNjpdWp1oN5IYFufLjLeNxVMlZcahQVDq7M7OKO6ZFkm7Su+uokhHr68LEVzZT1aQm0M2exaMDLc639PImnvz9RJeZ4Va1jlaF9evTSSVn6ZhgXlufLnrtaEEdAW72zIz14S8zv9jH5scwPsLTwpfOhg0bNv4pnO3MXFfcLZFIrgUOAQ8ZDIZaIBDYZ7JOUccyCyQSya3ArQAhIV0/hDsxGAy8tCaVb/flo5LLuG9W9Gnxokkva+TBFYkklzQwKsSNt5eOJMTTgU93ZPPeliy0OgOOKhnN7eIHWXm95YP82735bM8werRpdAbe3ZKFvVIuqMgZgB8PFHbM4p/9/rC5Q/xYd98UtmdUEu3rzNRoL9Hrb65PF0Q9mtq1PPXbCebE+VmU4PWH1y4dxoKhfuRUNjMz1ocIbyf2ZFt6WFU0dl329XcgyseJzQ9OY+2JMtwdlXy4NYvyRqMMfUVjOw//fAxnOwXHi+sZEezG20tHCJ5q5Va+e3k3ZXADzXN/ppDRoUSn1up5fX06C+L9T5vn23nxfvxvYwaVHcfHWSXn4pHnpvXCk78dF+wEyhvaefK3E6y7fypjwiyV+WbG+rLu/qlsS68g0seJ6WZKhJWN7XRhFQfA4YI6Pt+Zw0Mm8vg+znZ8d/M4LvlojyjD/euRIv6zYHC3vVu/Hy3mxTWp1LWoWTQikMfnx3ZbHuhqr2DZjWP77Z/WE53Xgyll9Z3H1vJ8V8olKGVS5r+zk0lRnry1dITI5LqpXctTv58QJgLSyhp59s9kNB0HOauyiRu+PsDmh6b3av8+vnoUm1IrKKlrZU6cL81qLXor1axKmYS3Nmbwxa5cHpkXw+XdBJvd0arW0dgunkT0cFTy0sXxzB7si1wmpU2js1o+6emkZM29k/lgWzZejkoenhvDwvd2CT2dxXWtvLcly+r5VtJFIKeQSbgsIQgXOwUfbs+mteO4KmQSxoQZg7Egd8vqiePF9VzzxX6uHh/K2hNlwqRhnL8Lt02NPG22LTZs2LBxLnAuBnMfAc9jjEeeB94EbuzLBgwGw6fApwAJCQk9Nv/8mVQq9Gi0afQ891cKY8M9Brwk44HliaSUGku7jhTU8Z/fjvPg3EG8tCZNtJ6Ek3LRzio5swZbBmPZlZYSzNb667Iqms6JYA4g2teZ6C5mp82/T7NaR1l9q0WWIKmojhdXp1JY08J5Q/15bH5sj2brUqmEmbG+zIw9uSwh1MPC5PZM+ah9uiOb7/cX4KSS88DsQczuQYxFqzMGN38llRLgZscTCwYzqotZZh8XO6H06pGfj4leMy1bSiys47GVSSy/bQIAcwb78vKaNJo6BnYKmYTzhw2MFHpPbM+otBAvMBggp6qpT8GcwWDg3c1Z/HKkEA9HFY92mB9nVTTx7J/JHCusw2AAf1c77ps9iD/unsRPBwrR6PQsSQjutwCSNTallPPWpgya2rVcNS6EW6f2v3Q0x8T2BIwBw+z/befWKREsGWNp6Bzl40SUjxO/HS1i3ts70BvglinhLB0TwrBAVwsrFXOs3VtGhrgT5ulAbtXJc6ipXUdFQ7tQWmhOeUMbD604Jig3/nK4iGgfJ2bF+ggeYgBjwzxoaNMwJMCF5xfF43AaS3vPH+bPZztyhEyUs0rO7Dhj1cNFIwPZml4pWl+tNVCtNQYnu7Oqee7PFN43MbkurWu1yOhqzKKX7MpmNqaU90p0SS6TMj/+ZLbzvHd2UmoSZLo7KIgPdBXsWqqb1Tzx23HGR3j2a+LD3VHJtEHewsQgQJinA8/9mcKXu/J4cuFgtqZXWKjn2imkzBviR7CHg2D63a7VUVAj9nrrauJgUpRnl75weVXNfLw9m3aT46rRGbj5m0O0afRE+DjiYienwaySZWdmFZ6OSn67cyJ/JJbg7azi8rEhtkDOhg0b/3jOuWDOYDCUd/5bIpF8BvzV8WcxYDpyCepYdsocs2IkmlhYJwrmDuXV8PH2HNq1Oq6bENbjANwcjU4vBHKmn2vtsy8YHoABsJNLuWlKuFVFy1mDfUX9dQ5KGVeODWFdcpkwey6TSizKM08XjW0a3t6USWJhHWPCPLhvVjT2yt6rrc0a7MsxE9WzcC9HIryMnk6rk0r54UA+DgoZB/NrqWsxzux/sSsXFzsF982OtrrN7lDKpSy/bQKfbM+moqGdi0cFdlkyNpCsOV4qCt7v+P4w2x6ZYeGvZ8pnO3P5ZEcOcLIcde8Ts3pUs5s92FdkYmzOMZPg38fFjp9vn8AXu3JRa/VcMyGUcC9HXluXxv7cGkYEu3H/7Gic7XoWGegr1q4BlVxqNfO0Lb2Cr3bnIZNKuGVKhMiLbPnBQt7alAFAYU0rN39ziN2PzeDWbw+JAqLGiibu+fEIGx6YxgNzBl41s7iulTu+P4ymo5bwpTVpBLs7iLzY+sKswT6sNZO3z6po4tGVSUT6OFo1Uj5eVM+DK44J94LHVh4n0tuJhDAPPr56NPf+dJTSujYSQt05mF8rypbN6mLyZ+HQAN7fmiX8PcjXqctADoyqvOYS/KuPl/LDLeP5dHs2KaUNTIn25prxoWdswD0kwJUfbhnPd/vyUXXcXzszbYtGBCKTSnhpdSolVqohQHzNAER6OxHm6SAKTByVMouS1GOFdX1W0FVr9aSaPTO0egN+LmI1ToMBkorr+53Ffv/KkXyyPYe0sgYKqls40mHkXVLfxk3fHLSq4vnUwjiSS+p5bGUSpfVtqORSJkZ6MTHS00z51PJYOKnk/GdBHJOivPmvmTqrRmfg/p8SLQJiODkZVdZg7EWcEevDqkSxEu6WtAoKa1sZG+7BdRPD+q34acOGDRt/J865YE4ikfgbDIbOEejFQKfS5R/ADxKJ5H8YBVCigQMD8Zljwz34wqSMRCIRm4sW17Vy1ef7BdPe3VlVrLxjYp9q8BUyKaNC3IQHJcC4CA+rJqYXjwrsMQibN8SPly8Zyk8HCnCxV3DfrGgSwjz48MpRfLErF6lUwu3TIrrMhA0Etc1qvtqdS1FtK/k1LYIB8+H8Wqqb2nn9suG93tad0yPRGwysTy4n3MuBR+fFIpVK2JVZxV0/HOnyfbuzqvoVzAEEutnz3CJLk9vTyU4zw16NzsD+nGouGdV1f+CuLHG2oLZFQ3JJvWgQX1jTwuMrkyioaWHWYF+eXDiYly8dirujgkN5tYwMcSe9tIEjJoHTuHCxSuFgfxfeMPnNHvslieWHCgHjb7rmeCm3TY3g6vGhyLsRU+kr1q6BZy8cYhE4JpfUc9M3h4QSql2ZVWx4YKowiN1lZjTcqtGxMaXcIrMFxozB3uwqonwsTaDXHi9lQ0o5YZ6O3DA5DJc+BrD7squFQK6TnVlV/Q7mXrl0GO6OSjYml1PZJC4T3JVZbTWY251dhbkg6a6sKhLCPHhhdSqppcZMy6a0Cs4f6kezWkdVk5pLRgVyaRdeXPfNjkYiMUrQR/k48dj8WKvrdaKzUh+YX93Cb0eKuG/2oLNmmTE23Pp9F+D8YQE0tWl53ESwwxTza0YqlfDVDWN5fX0auVUtzBviS6yfM7d/J75njYvovVl1m0bHh9uyWHO8DAelTJT5GxfuybgIT5H9hFwqEdQy+4OznYKH58XwzZ48nk5NFr1W1aQmzNOB7SbLHJQyAtzsuOmbQ6JzLK2skemDvFmSEMT+3BpUcimDfJ1paNWQXt6IwQBx/s48NDcWR5WcBUP9yatu5rV1J/vfVHKp8JztjoKaFn66dTyJhXXkmwTSDW1aDufXcji/lpomNTdPCWfZ3nz0BgNXjw/tlceeDRs2bPzdOKvBnEQi+RGYDnhJJJIi4GlgukQiGYGx0jAPuA3AYDAkSySSFUAKoAXu6q+SpTnzhvjxSMfDzE5h7JkzbVbfmlYhesDoDbAqsaTPDdVvLx3JE78lcaywnnHhHrx08VB8XOx47dJhvLslE41Oz42TwnudTbtibAhXmPVKnDfUv9+Dxr5gMBi45sv9IglvU9aeKOtTMCeXSbl/9iALf7G1J7rOLAHEBfy9Hs5DrOxvp7DABcMDrCpODglwFXllqeRSIr1PBiFtGh3z394hzIB/vSeP4rpWPrs2gRcuOmm8XFjTwl0/HCG1tIFoX2deurh7U+Y1Zse+tL6NZ/5MIbOiiRd7eG9f2J8jLrGMD3S12gO0IbnczABaz+a0Cm7q6G+NC3ARiR9IJcZBtJeTiqomy14pa+fO8oMFPLby5EB+d1YVK26f0KfvMyTQcrtxpzCIdLVX8NLFQ5k3xI/rvhTPX3V1/lv7vDh/F1rUWlFJHcCBvFoOPDm7x/2obGzHTiFj8eggLh0VJBLf0ekNrD5eSnpZA9MG+XQETJ6iknGA+lYN/7cqmezKZguxIb3ewJoTpaR2ZOzGR4gDpzPFkoRg8mtaWHGwEHulDDu5jPKGNqbGePN/Cy1NrsO9HPnwKrFdxMuXDOX9LVno9AZunhLeJ2+zh34+xuok6/e9S0YGMHeIHxuSy9iZWYW7g4Knzo/rNrPfW9ZYyeKr5FLCvcUTHoFu9uzIsJwsANiRWck3N45l5ZFidHoDGeVNuNkruGlKOG1qHVKphK3pFRzIraa2RcP0GG+umxDKqmMl+LnYcfOUcB75OcnC787XRSX0jQL4OKvwcVbx0VWj+b9VJ0gvaxRKxDtZfbyUNcdLhZ7A344Ws/7+qQNaTm3Dhg0b5wJnW83yCiuLv+hm/ReBF0/Hvtw1I4q7ulBQC7Fy81+VWMwj82L6JN0e4unA9zePt1i+ZEyw1d6Xc5mU0oYuAznovwG7OdaOvau9gvpWDVOivbi/n1m5s8XSMcEcLajj98RiFFIJbVo9Px0s5KeDhWxOqxD6T0y5a0YUGeWNbEuvxNNRyX8viBN5P+3IqLQoZdqcWm6hdHcgt4akjlLWlJIG3t2cyauLuzbJ9nRUCsqYpvx8uIgXLoofMJXUFR3Zv05SSuppbtdaXFvWzgXTZTdOCie5uIG1J0pxUsl57LxYwryceGvpcB79xVgOJsE4QL1jepTVjJZp6TLAgbwa8qqa+1TCFuvnwn8WxPLOpkzatHouGhHI0gG4vqcN8ub2aZF8tTsXA3DN+FBmD7Y+8TPVyrpz4nz5dIelkqW142pOUW0LC9/dJZRjfr0nj3X3TxUEip787Tg/HTT+jh9szeaNy4azeHQQz10Uz2vr0izOo58PFVoEc/+36oTg5/bB1mxevXQoS8f0T9jjVJBKJTw2P7bHzGN3WJtoM+dYYR3JJQ1MiPQUrHGa27Ws6SKQA9iUWsHmtEo2pBi7EVrrdah7kcnqDSEeDha9q89eOIRfj4q7GTIrmpgzxHrJqLOdgltMsucAda0a3tyQYXX9D7Zl8daS4YwIccNBKWdmrA+rk0otehevHh/KlrQKo2qlqx2vXzYcuUxKXIALK++YCMCU17ZQWHOyB9pJJRd5GbaodfyZVHJaVXJt2LBh42xwzpVZnotMifYiyseRrIqT5Vq1LRo2pJQNiHz+3xE3B6WFf5tCJkGjM+DhqOTZAZL473yI78+tQSoxDkr/7/w4WjS6Ppe/nQsoZFLeXDKc5xYN4bovD4hMnlcnlfJ/C9vwcxX3xLjaK/j6hrE0tmmwV8gsShw9HC2NcO0VMotg6wszRbpfOtQIXbsw2/V3tbcqUuDuoBhQuwsPR6VIptxJJbcqanPB8ADWnigTpNsXjQhgVuzJYMZOIeODq0bR1K5FKZMK25gS7c3ux2bS2K5FITP6G3bVS2NuKiyXSnCx7/t5duvUSK6bGNahUDtwt9nHz4vl/tnRGAx02ZOaUtJAY5uGR+bFWKz7pYkdRydPLhzc4+f+crhI1FdXVNvKL4cLifByItzbUVT2B8ZzbfHoIK4ZH8rShGCmvraFMpPMirvZOdvUrmX5wUKLbZyJYK6otoXcqmZGh7oPmL9lT7y/JZM3OgIcmVTCB1eOYn68H0q5FAcrfWad2Ctl/HhAbGD+5e5cLhoAJdb75wziSEEt2ZXNKDoC2svHhrDNLLCSSuDyhBASC+osTM77amRuMMBDPycJwd/IEDcWjQiwCObCPB357c5J1LdqcFbJrfZYvnDRUO7+4QiNbVpc7OQsHh3I+2Z+ih4203AbNmz8A7EFc73g3c1ZokCuk+5MmP/pBLrZc+OkcCFA8HBU8s0NY5BIJET5OA1Y47mjSs7y2yaQVdGEo0omGO66/M2PvaOVgEUqsTRXN6Ur8ZGEMA+LfkxrWQWFTLxtmURCdz7FPi6WwjtSCfxnweAOiXsDvmZiDP3hkXkx3LLsEO1aPVIJPDo/1uq1pZRL+fy6BPKqmpFJJV1mf63ZWUilElx7EZTdPzuaA7nVglLendMjrQbLvUEllzGQwoy9Oeb3/HiUP48ZRSFifJ1Zftt43ByUaHV68mtaLIypnVQyhge5dfu5Nc1qQSLelOf/TEFnAHuFFPOzVimTUNXUjlZnwM/VjicXxvHA8kS0egNyqYQnzhMHkFKJ8TcylT/si4l2f/l8Zw4vrUlFbzBOUnx707gBUTEurGnBxU4hTJSUN7QhlUjwdlbRptGJTNt1egP/25jOqFA3fJyNarVP/X7CYpsBrnZcOz6M5QcL0RtMj9PATKwEutmz8YFppJc34utiJ5z398yKYk92lXBN6A3w6ro0vr95HDlVzcgk8OCKY6L7T18wzeIdLajjxknhDAlwIbnEWPkxNsxDEKdytVdQ3dSOWqcXma8DTIz0JD7Alb05xut3b3Y1I0PcONqxX8OCXM+YYrENGzZsnElswZwV9HoDOoMBhUxKZWM7723JtFgntsPg9d+EwWBAozMIQcj/nR/H4tFBFNe2MiHSc0AzEOZYE6r4u3P7tEgO5tUIYhlLx4RYVS7tDb/eOYnNqeUcLaxj8ahAwrwsj9cd06O464eTxu3XTQztVp3ypsnhbEgup1VjHMgPC3Tl3StG8MmOXB5YnojeYJR6f3vpiFMSRJk6yJs9j8/kUH4tcf4uPZboni7vOTD26+16fCb7sqsJ93I8rQJCvcVgMPCf346z/GAhBuCCYQH8b8lwi2O+P6daCOQA0ssb+XZvPpOjvbjjuyOUNbThpBJPstw9M7pbJcmX16Tyxa5ctHrjdd9Z0ieTSoTzqFWjx9NRSXWzWnjNw1HJuJc2o9MbmD/Ej3evGMnOx2ZwrLCekSFuFgGpg1LOTZPDBYNpqYQuy977S7tWh0p+8vs3tml4Y0O6ED/Wtmh4c0M6X90wtt/bV2v13LLsEPtyalDKpNw1PZLMyib+SipFKjFe408tjEWjE5dGZpQ3Me6lzVwyMojXFw9jarQ365JL8XG2w9tFiVpjYEKkJ3YKGddMCOWrjgyrTCrhjlMsG9To9MilEiQSCVKpxEIkJNrHmesnhfHu5pNKpquPl3J1TqigJttV4O3jrMTNXil4SPYGvcHAH3dPZl9ONTKphHHhHkIlwHN/pvDN3jx0egNz4nx5/8qRwm+67kQZe3NOZgoPF9TxyiVDeXReLAaDgXERnmdNdMeGDRs2TicSg7Uu5n8QCQkJhkOHDvV6/R/2F/D6eqPfVmeZ0IJ3d4nWifR25K97pvRJev/vzsaUcv676gTlDW3MifPlzSUjBsTQ+99OTmUT29IrifB2ZNog7wEtX7RGZnkjOzKriPVzZlKUV4/rl9S1sjGlnLL6Nn47WkR5Q7uFOMHbS0cMSJmXDetsSSvnxq/F97B3Lh9hkWX481gJ9/x4VLTsmvGhJBbWcbz4pO1HoJsdN0wKZ2SIm9W+wU6OFtRy8Yd7RMsuGObP5GgvHl95XHQeeDureHvpCNLKGnG2k/HoL2I1yN72v+3JriK1tJHJUV7E+A1MIF1a38p9PyVyILeGSG9H3lwyghHBbhTXtTLplS2idYcEuLD63il92v6J4noeWnGM9PJG/F3tKO3C1qCTr28Ywx/HSvj1iHVnnY+vHs38eD8Kqlu4b/lRjhbUEevnzFtLRwiB1s7MSjLKm5g2yMvCi7O3tGt1PLHyOH8cK8HNQcmTC2NFbQNVTe08sDyRnZlVONvJLfoeTc9B83NvsJ8zN0wK57yhfihkUtadKKOuRYNcKuGVdak0tVsvIw10s2fDA1OtTgwezKvhso/3ipa9cFE8V48PBYxluc//lSJ6/eG5g7h75t+rr9qGDRs2rCGRSA4bDIYEa6/ZRuMm5FU18+Tvx4U+sB8PFBIX4Coq+QC4dWrEvyqQa2zTcP9PR4U+jvXJ5YRtzuSJBT332vzbqWho47+rkjlcUMvoEHeeu2iI4GsFEOHtRIR377KOB/NqeHlNKqX1bVw4IoBH58X2eaY5yseJdSfKeGxlEm4OCh6eG8P0btRTA9zsuXhUIONf2mxhjtyJNZPpfwJN7Vqe/SOZ7RmVxPg588yFQ0QqomcKa9YK1ky/p8V44+GopKYjQyaVGPsKfz0i7mcrrW/jxknhPXq7ZZQ3Wixzd1SydEwIOzOrRMqhl4wMZFKUF5OivPhuX36v9tcaRq+ynicZ+sKzf6QIirHZlc3c99NRtj08nUA3e8aGewivAVw8MpB1J0p5e1MmLWod104I5eYpEd1u/4HliWR2ZJ56CuTA+Hs623X96M2pMm7r3p+OkthhJZJW1sj9PyWy/oGpgLEPtC8Kmdb4cleeIG5S1dTOIz8nMTHSS8iavrwmTbBSMQ/k3B0UovvGBcMD8HZWsTGlnHAvRxaPDhKV2ptO9hTWtgi+maYsGhHA/50f12WFR46V+4zptTE/3o83N6QL9ymlXMqCM6DsbMOGDRtnG1swZ0JScb2F3HJSYR3f3DiWT3fkkF/dzIKh/v+6uvusiiZLE1wz81wb1nnklyRBCn5dchltWh1f96OMq7ldy01fHxT6Vj7ZnoO3k6rHgaY5vx4p5s2NRuGFotpWbv32MLsfm9lteWdWRVOXgRwYBYLOJQ7n1/Dh1mxaNcbB+Pz4/g3oXlydKgh7VDS2c8d3h9nwwLSB3NVeYa+wLGGL9bMMKl3sFPxy+wQ+25lLU7uWy8cEkxDmwew4X5G5soudggdXJPLAnEGEenZdsppWahnMzYgxBhCvLx5OjK8zScX1TIz05NoJYYCxJLSsvtXCkuBMlKTnVTXz9qYMimpbWTjMH2eVnBWHi0gyM6XPr26hrkWDu6OSz65J4JMd2WRVNDF7sC/jIjyY+eZ2oYT0hdWphHo6igy/v9+fz/tbsmhV65gQ6SkEctawV8iEMuVOtHp9t0rAM2N90Or0HDPb7/TyRtRavVVxoP6QZHYP1+oNpJQ0CMGc+esAs2J98OmwEDDvQR0f4dkrO4lH58fi52rHysNFFNa24mwn5+4ZkVw+NrTb902J9haV+gLMjjsZUAa62bPitgl8vScPvd7AtRPDej1RZsOGDRt/Z2zBnAkJoe7IpRK0Jg3Z4yM88XJSEePrTGl9G0W1rbSotWdM9excYLC/C24OCupaTiqVnS0PqP5Q06zmy125Rnn1YQGigdnpZreZkbX5373leHG9EMh1siurqs/BnPnnq7V6DubVdDuDPdjPRbCDsMa5JARUVt/GVZ/vp01jHPDtzalmxW0TGBPWe9PmTsyPVUZ5ExUNbfgMgOhLX/jjmKVUfU2T9d8iwtuJly8RewC+ePFQ3B2UrDtRRllDG3WtGn5PLOFIQR1bH54uZHfzqpr5ancurRodV4wN4ahZMAEne6PslTLumRXN3uxqfjlcxMtrUrlxcjhrjpeKFARVcimvLx7WpUn3QKHV6bnmy/2CNL2pSqw5Mb7Ogpqmq4OCR03EgpYfLBAJcoDxPOi8Z6w5XsqTv50UJ1l7ogwnlcxq2aAEuHtGFK9vSBctzyhvYnyEB4et7OPUaC9i/VxIK2uwKGd2UMoGLJAD4z187Yky4W87hZQRwW6i100D1SB3ez67NqHHjG5PyKQSwjyN/ahTBnlz0+RwvJx67hUOcLPnmxvG8uG2LCFrap7FjQ905Y0++JvasGHDxj+Bf09E0gsC3Ox5/8pRvLEhnfpWDVeMCeaSUYF8sj2bl9emAfDnMTiSX8sX1485y3t75rBTyPj0mgSe/yuFotoW5sT54qiU8dbGDC4cEXDGS88a2jT8csgolb5oREC3s68Gg4GrP99PSqlxJvz3xBLevWIkFw4POCP7OiTAhWNFJ/uV4gL6p5RXUteKTCJBZ5I6tmZA3uP+BLpa+Ea5d2FN0Im9Usan14zmhdWpZJQ30m4yM26vkJ1Ts9/bMyqEQA6M0ufrTpT1K5iLD3ShoOakNYOfix2evRh0DjQVjZale07dlOlZrKuS88yFQ0gvaxT5bhXUtPDRtizunB5FfauGiz/cTW3HhM1vR4uZE+dLotgtgId/Ocb2R2Zgp5CxL6eaqz7fJwiIrD5eir+ZrUa7Vs+gAep9646U0gaRx5g1HJQyhgW58sJF1g3v9XoD1U1qi+WmxuzrTIKfTpradRZqsgBBHvacN9SPNzamiyo+hgS4cMXYEGqaNaxOKkGnN/pBzh7sw3MXxQNGzzdHlYxmkyBxoLObV48P5VBeDZtSK3BzUPDCRfEiy4jHzouluV3L5rQKon2ceHbRkFMO5MB4DG//7rDw9+9Hi9n92MxebXtCpKcgumLDhg0bNozYgjkz5sf7MT/eT7TM3ENpc1oFNc3qfkuW/x0ZG+7Bn/dMRqPTc/67uwRz5U92ZPPbnZMsFNBOFxqdnsUf7SGj3Dhj/OmOHH67ayKxftY/P7mkQQjkOvn5UOEZC+ZeXTyMe388SkZ5E4N8nXjt0q5NurvirY0ZvLNZrKg6OtQdT0clhTUtfTJov3p8CIkFtfxp0u9067LD/HnP5G5VIsdFePLnPZOpb9UYe47SK/FyUvHshUN6Jfl/OqhrUbMhpRw3ewUzY32Qy6SEeFh+hzDP/hnYP7UwjrL6No4U1BHkbs/ri4efFTW8kcHu5FadDCplUgnTY/reLxXq6SBS+wN4Y0MGxXVtjA51FwI5AI3OgJeTCl8XFeUm/nDlDe3szDRmqn47UmzqJEBpfRthZmWbKrkUfxexhPzpIMDNXvC57Irf75rEoG7USZ/5M5lle0/2+0kkxl7AS0edFAUJtXIueTkp+eX2iby1KYMPtmahN4CznZxPr0kgwtuJp8+P482NGbSodSwaHsBV40JRyqW8fMlQbp0awe6sKgb7uzA61F3YpoNSzjtLR/Lk78cpb2hncpSXhcn6qfLrkSLhPtBar2N9chmzTAJGJ5Wc/y0dMaCfCUbPQlNK69t47NckXl/c94xablWz1eNnw4YNG/8mbMFcLzAP2hyUMuwHyEft78burCrSTYQR2jR6fthfwPMdM8qnm11ZVUIgB9Cq0fHZjhzeXDLC6vrujpbm5r0p6RkoYv1c2PDANBraNP02Of9yt9jsWymTcDi/lsP5tbyyNp2vbxjDxF4oU4LR+2zuED9RMNfYrmXFoUJRuVlXdBqYN7VrsVfIzprUd2JhLdd8cUAQZpgQ4ckPt4xjQqQnV44L4ccDBRgMRtuDyxKC+/UZAW72/HrnJBrbNDgqjUbFbRodB3JrCPZwoE2jo7ZFzdgwj1OyZuiJB+cO4lhRHdmVzShlEv7v/Djc+mF+fO+saA7n11r0eP18qNBq32OQuz2Xjgriw21i42VPJ+NnezhZ7sP1k0Ipb2wjp7IZlVzKU+fHdWlKP5B4Oal44rzBvLIuTdRT1YkU0HYT6LWqdRZm3AYD7MupobZFLdwzbpoczvrkMuEepJRJeeWSYUilEh6aG8O9M6OoblbjZ+KBdv2kcC4dHcS+nGoivJ2EUsn1yWXc+f1Jq5D7ZkXzwJxBwvtmx/kyI9aHVo3utCgHmxvIrzxSzJML40775IynlUnQNUmlfQ7mejp+NmzYsPFvwRbM9YKH58Zww1cHaFbrkEjgobkx/yo1S1OUXZg5n83P//VIMSNC3LlmvGUDfaCbPTdPDuezncaAyNNRyV0zIk/7fprT30AOLL+z2mRQqtbp+WBblhDM5Vc342qv6Hawb63Hra99b6c6uDQYDORUNePrYifallanJ6+6mSB3hy6N59ceL+WuH46IskJ7c6rZm1PNxEgvXrwonguHB+BiJ7coa21q13K0oJb4ABfcHU8G9V3tD0Bdiwa1Vk9ti5rLP91PVVO76PUwTwdeXzyMUaEepyW49XWx4+OrR9Gm1RPi7tjv4CigQ/Z99v+2i9QlpVIJU6K9mDbIWxDrGeTrxNKEENq1Ov5KKhXKTc8f5s+oEGMG5IaJYfyVVCKUN54/zJ95Q/yZG+dHRnkTfi52ZySQ6+TGyeFcPDKQyqZ23tyQzvrkcuE1PUaD8K4yTRKJMeNpntkrrmtl+cFCwfPOzUHJhgemkVbaQHWzmpEhbqL+aYVchp+rPe1aHYU1LYR6OpJcXM9N3xwSfPhunxbJ4+fF8t6WTFF/3ic7srl9WqTo2SKTSk6bBYxSJj5XpR3H4HRz+/RIfj5cKLp+Vf2YHH1/S1aPx8+GDRs2/g3YgrleMDbcgz2Pz+JAXg2DfJ26VYD7pzM+wpMxYe4czDM277s5KKwGUaeLCWafD0bVvFfXpnGZmRx2J08ujGPx6GCK61oYH+H5txOvuWdmFM/8mdLl620aPfUtGm5edpCDebUoZBLunz2oS9PlmbE+xAe6CIp63s4qLh/bv+xVfyisaeHGrw+SWdGEg1LGc4viWTw6iBPF9dy67BAl9W24OSh4e+kIq7YJL6xORW8lydLYpqWwpoUbvj5IVkUTjh3bvnS0sUzuu735/PePE8J7b5kSzpML4yiua+WGrw6QUW7cn2cuHMKShGBa1Tpu/+4w2zMqO0QbHCwCOYC86hYu+2QfgW72fHrtaIb0sy/SGkcLarn9u8OUN7Tj6ajkvStHCqIPbRpdlwFvV0gkEh6eGyMKhm+eHI6znYJvbhzL4fwaWtV6xkd0ZhsVbHpwGntzqnGzVzDcRCDDx8WOzQ9OZ29ONe4OCoYFuQmfEel9du6R7o5K3B2V3DUjShTMAbRpu1ZktVPIuHVqJO+alTMDtGss3xfbTVn5nuwq7vnhKNXNahyVMlrUOpGYyac7srlmQqiotxOMpa2tGi32ShkanR4JnNaM750zokSZLa3OwLubM/mPFcsZtVaPTCoRBXv9Of8Awr0ceXJhnMgT7p6Z4ntVu1aHQiq16KMz3Q9zlVCNzoBWrwdkaHV6DJxb4kw2bNiwcbqwmYbb6DNqrZ5NqeXUtqiZN8TvjJYtdn7+5Ne2UNEgHlgf/b85ogb+fxLHCus4UlBLQqgH72/NFA1U37l8BFkVTby3JUv0ng0PTGGQr/VBZ5vG2CPTqtYxP96vX2V7/eX+n47yu4lUvoNSxoEnZ3PjVwc5kHfS8yvA1Y5dVoQRBj211qKUrlOy3NVeTn3rSdVPx45tG4CRz22wyLxsf2Q672zOFBk42ytk7H9yFj8fKrIwIe6J8REe/HTrhD69pzsufH8XSSYCOuFejry5ZDgP/3yMnMpmxoS58+4VI/F37VtfWmZ5I7s6eo0GWpn29fVpfLkrD4kEbp4SwYNnqfTtkg93C6IkMqmEb28c22M58rb0Cu798aigHOukkrP63sl9msCb8cY2cqu699X74+5JHCuq5/9+P6mMKZdKkMskxPo5k1bWiEwi4dapkdw3+/SZXr+6Lo2PzMpof79rkqBqqdMbeOaPZJYfLMROIeX+2YOYO8SXe388ypGCOqJ8nPjfkuFCIN8XjhfVcyi/hlEh7sIkQbtWx+OdRub2Cp5YMJjFo4PQ6w0882cyPx0oRKWQct+saFQKmej4LUkI4rXFw/loWzYfbM1Co9Nz9fhQnlo4GInk7JSD27Bhw8ZAYTMNP4f4YlcuX+/JxU5ulPY+VSGOLWnlvL4+g/oWNUvHhHDvrKjT/uA6U2as6WWNPP3HCbIqmpkZ683TFwzBUSVHKZdy3YQwXl9/UvJ7Roz3PzaQAxge7CYMeN69YiS/Hikmu6KJ2XG+jI/w5MavD1q854udubzaRR+KnUJm4Zeo1up5eW0qq5NKCXS356mFcadFVMB8oNui1lFW30aO2fKS+jbGv7wJfzcH/nNeLOM6go5LRwXy44GTMotK2UnvKdNADqBZraO8oQ0DWBXHyK1qtjDlbtV07E8/zNCtGXyfCubby61q5rZlh6jsUF08mFfL06uS+fRaq/f3LgnxdCBvXzMfbssmxMOB/zs/TiRL31+2plfwgYk1wbubMxkT5n7KBtf94dubxrHiUCFl9W2cPyyAoUE9Z0ynx/iw+aHprDhUSHZlEymlDVz0wW5jNkgi4eJRQTwyL4bU0gae+zOF3Opm5sT58t/z47BTyGhp15LXQyA3yNeJ+ABXhgW5EeLhwIqDBaw+XoZWb0CrN5BYeDJ4f2tTBmPC3QfcSL2TxjZLi4v/bcggrayBQHd7JkZ68W2HCbxap+e5v1JYd6JMCJKzKpq4/6dENj80rdfPnfc2Z/LTwUKc7eQ8Mi9GlO39ancev3Wo7VY3q3lsZRKTojzZk1UtiNOodXpeWJ3K6nsn882NY9mRUclgfxcuHhnIkYJaXl2XJmzvi125jAxx4/xhZ0bwyoYNGzbOBrZgbgDIqWzirU2ZFNe2cP6wAG6YFGb1wbY1rUI003//T0cZ7OdMdIfCWlJRHe9uzqKhTcPlY4K5xERFzRrlDW3c/u0R1DrjQPatTRlG0YLR3b/v74Beb+DWbw+RX23s1VlxqAh7hYxnFxmFVu6cHomHo5Lt6ZXE+jv32W/t78jurCo+2ZGDTq/nxknhXDE2RHgtwsuRLWbrd+ULB8betI+3Z7MptYJIbycenjeIXw4V8VWHKEJFYzu3LDvEnsdn9quUqjvmxPmK7BoivR2J9DYaM5uLUFQ0qqloVHPzskPse2IWjio5we5iRcHO898aUT5OhHeodJorM9oppIwN92DuEF8STTzVVHIpyw8UMCXai+/3n9wfe4WMp84fzO6sKlztFej1BjanVVBlImc/d8jAysfPjfO1sJKoNJPPP1588lhWdfSLpZQ2MjXai7tnRqGSW/5+H2zN5puOwXFlYzs3f3OQ3Y/PtLquNdYnl/HNnjyUcim3T4sUsnvHTX7XTpKK6s9KMOeoknPDpPA+v8/bWcX1E8OY8PJmC2/Hj7dn4+2k5PNduZTWG20efthfgLOdnCfOG8w7WzIt/OFMmRfnywsXD2XVsWJ+PFCIi52CEI/us6rb0ytPWzA3J86P7/adPMflUgk7Mo19kxWN7aSUWJqbm6sD51Q109SuxbkXfcG/HS3izY0Zwt93fHeEHY/OwK/D0sL8/NF1GJmbnuOdHC+q5/KxIUwb5C1aZm09WzBnw4aNfzK2YO4U0ej0XP35fko6HuxHCupQyKVW+8j2ZItNiPUG2JdTTbSvM3Utaq76bD+N7cbBw4HcGlztFcwa7MtTvx9nc2oFIR4OvLVkBAHuxof/obxai4Hs7uyqf0QwV1zXKgRynezOPimrLpFIuGJsiCig+SeTW9XM9V8dELJLe7Or+ePuycQHGrMNd0yP5Os9eSLD+ymDuh5Av781i7c3GfuDEgvrSCltwNVefDuoaVaTWtrAyJCBzc7dMd3YH7MhpZwwT0cemReDRCLh6QvicLaTsye7iuomtTBYBmM/3L0/HUUmkbAxpbyrTQNG+XhXewXhXo48PDdGmFj55faJ3PXDEbIqmvB3teOtpSNwUMq5bWokBgN8sj2bhjYt7Vo9X+zOo6ZFw1tLh/P9vgKc7ORMifbiYG4N/q723DwlHH9Xe6qb2nltXTrJpfVMivQacDW9+2ZHWwRz5kwwKZO88/sjHMg1lqoeK6yjuV3Hfy+Is3jPXrN7UVWTmoyyJqvZq/pWDV/syiWnsok5cb4Eudtz+3eHBYXYPdnVXDc+lJKGNkLcLaX7/46+YCeK6y0CuU42pVWIzk2APVnGe9Pe7GprbyHY3Z57Z0VzWUIwW9MqeGD5MeG1npSRFbLTV2kxbZC36ByvbGwn2SSAazcrZ5ZJJUT7OnHUxFMvPtClV4EcnDxOnah1eg7k1QgVKuMjPVl9/KTSrp1CipuDkpwqcZZcKkHI1JsyLsLDQr14/N/w/LNhw4aNvmAL5k6R48X1QiDXyYbkMqvBXOfA25QhHct2Z1ULgVwnvx0tZuWRItYcNxrVlta3Mf+dHSQ9M8/43gAXiwfXUCufcTqoaVbz86FCWjU6LhkZREg/vby6ws/VDi8nlUhw4kx9t9NNf47dlrQKUZmg3mAMhjrPKU8nFZ9dl8Cra9OoblZz2eggrhjTdaBrLg6RWtrA5WOC2ZdzsmfNXiEj0mfgDcFlUgl3z4zm7pniXiA7hUwQX3hjfTrvbxX3AG5OrehymyOC3cirbmZ0iDsvXjxUmOk3JdjDgT/unmx1f+6cHsmbG9JFy9cnl/HW0hFcPDKInZmVXPvlAeFaW3eijK0PT8fTScWri/vuHdhbgt0dcOgQ0RD2VwJjwjxIK29kSrSx/BiMvnudgZzpd7AWzA0JcBWJCDkqZYR3IVpyy7JDwnb/SiplcpSn6J6j1ur5bFeu1ff6u9oxcgDKN08HJXWtrDxchFQq4bKEIHycT54zg3ydhT5McxJC3EkpaRBlvn1dVLyyNq3LwOzty0cwOtRoXL8+WWw83qrRcdW4EHZnVVHfqhH5/YHx2n55TSrDg904L95vwMvoLx4ZxMUjjROAL61JFQVz9goZt0wJ5+fDRTgoZSwaESBMAoExqNLrDTz7RzL3zIru0Xs1PtBV5NsqkUC8iSn7VWNDKKlr5ZfDRXg6KrlzRiQ3fHVAFFgHudvz2PxYIeNuSqyfC29eNpz3tmSh1uq5YVIYM6yIKNmwYcPGPwlbMGeCTm9ga1oFlU3tzB7si7dzz8IeQe72yKUSUUbE3Di3kwuGBXAkv5YfDxSikElYOMyflJIGvJ1U+FsZfG5OLcdcn6ahTcvbmzK4fVokYV6OPLcontfXpdGi1nHhCKMhbUpJg9BYbi2APFVa1FoWfbBLkCT/fGcuf/VgOt1XFDIp71w+gkd/SaK4rpVx4R48saBnH7RzneZ28bH7Ymduj4bdYN34OtxLvGxGjE+vBy5hng6kmpRLOankPDAnmsrGdrakV+Bqp+C8eD+a2rSnZKvQX+6YHklGeSMbU8txUMhoVnetRLhwqB8fXDX6lD5PIpEQ6uko6uczvY5/PVIsuhaL61rZl1PN1G6ynwOBVCrh3StGcvcPR2jT6FHIJLx8yVAWj7ZUH9UZDMbBtcl++rtZ3lcAHpg9iLzqZrZnVOLjrOK5RfFWJfALa1osAsQ8s4x5d5TWt5Fa2khcQNfqj2ea/Opm3tucyZ9JpULmadnePNbdN1Xou3V3VPLGZcN57s8UqpvakcskaHUGzhvqx7QYb+pa1aw9UUZVk5oYP2c2pVawqWOywdNRQXWzMSCzk0u5e2aUEMgBVsVUrhgbwosXD0WnN/DfVSdYcagQlVzGmDB3njVRsr11aoRVtcmB4u6ZUWRXNLElvQIvJxXPXjiEBUP9eXBuDABP/X5cdH7pDZBS2khKaSN/JZWy7ZHpOFo5jw7n15BS0sC4cA8uHRXEqsRiHJQyHp4XQ4T3yQkjqVTCY/NjeazD8/KnAwUWGdJFIwK4YHgAGp2ezanlNLRqmTvEVxBxumRUUI8tCjZs2LDxT8KmZmnCDV8dYGu6sV/A2U7OyjsmMsjXmRa1lgO5NYR4OIgePJ18sSuXVzvMamP9nPnmxrH4ulgfRIFRSfDZP5L58aBRxEEhkxDgZm9RVghgr5TRamUgG+vnzO93TcJOYZRh1uoN2Clk/HiggCd+PS6s9+yFQ7huYlivvn9v+eNYCff+eFS07K4ZkTwyb+CDLYPBQItaZ3WA8HdkVWIx9/2UKFp294woHp4X0+379HoDj/ySxK9HizAYYP4QP967cmS/pbdzq5q54asD5FW34KCU8byJhL+p2qSdQsr3N48TDUbPJK1qHRtTyrjX7Jh1smh4AG8tHWGheNkf9mRVcdcPR6ht0eDlpOTjq0eTEGb83i/8lcLnZtmn1fdOHlAbgu4wGAxUNbXj6agSvmthTQtZlU0khLrjbKdg+cECHlt5XPS+6yaECn2m1mhRa7GTy7o8fvUtGsa8uElUzj1jkDcymYRNqRVGfzaJeDLLFKkE9jw+Cz9XOxraNBzOqyXKx4lgj4HN5PcW8wyrKS9eHM9V48QVFTq9AbVWL2TpfjlcyP+tShZef/qCOFYnlXIov1b0vq0PTcfPRYVcLrW4Rpvatdz8zUH25dQgk0q4aXK4RYDWptEhk0qY8upWyhpOVn7YKaSceGYeuVXNlNS3MS7cY8B7WqHr8+KtjRm8Y8W+oZN3Lh9hIaz09qYMIZsnlcD7V45iZqxPh3pn9/evjSnl3LJM/Pz+7/lxXDcxjMs/3Stkl72clPx256Szdl7ZsGHDxunGpmbZC5KK6oRADow9Ol/tzuX6ieFc+dk+wfD13lnRFlLbN00O59JRgVQ1tRPl49zjZzW0alh+6KQan0ZnsBrIAcwd7MuqYyUWy9PKGll3ooyLRgYil0np1C0w90l6Z3PmgAdzVo3DZafHqFUikfxjAjkwimuY0xvTdalUYpSknzcIrc5wyoOWcC9Htjw0naxKY/9YZ89LYU2LyDagTaPn4+05fHbt2Qnm7JUy5sf7MyGikL05xn6b4UGuvLFkOI5KOQFufZPk746JUV7sfWIWedXNRHg5iX6Xm6aEsy65jKJaY0Z18eigMxbIgfE68DYpA/x8Zw4vrTH67TnbyfnmxrFWz6NA9+6Pj1QiIauyiXAvR6sTA64OCu6bHc0bG9IxGMDVXsGDc2MYGuRKYU0LCpmUtSdKef6vFPQGcFDIUMilQgnirVMj8XO143B+Ldd/eYDGdi1SCTy1MI4bJ/ddnORUeXlNmtVADqzf12RSiWBCba+UWQQyH2/PJtJsgk8mleBsL8e+i/uWk0rOq5cOo7ZZjYNShtKK6ExngGb+mypkUl5ak8qXHUJFvi4qlt86YUCrIoAuvTivnRDKn8dKLJRnOzG/v7VpdHy8/aS6qd4A723J6rUa8owYb6YO8mZHh5l9nL8LlyUEsTurSlQmXNWk5rv9+Txx3unLWtqwYcPGuco/Z5R8ipg3eoNxIPvu5kwhkAP4cGsW14wPtSjBdHNQ9tqrS63TWzU9NifYw55nFw3hiQWxPPBTInvNyp3arZjgmn8Pa4a3p8rMWB+GBroKCmO+LqdmOt2m0aGUWRrE/pNQa/VIJDAz1ldk2O3romLpmN4fu776iXWHVCphkK948sGaMqS1a+NMopRL+eGWcRwpqEWjMzA2zOO0nSt2ChmxfpYlgf6u9mx5aDr7cqrxdFKe0UDOnOZ2LW9uyBDuIY1tWv63IYPPrk3gY98c0ssbAQh0s7dajtnJ9oxK7vvpKHUtGnxdVHx2bYJVv7C7ZkSxYKg/eVXNjAn3EMoxOycUbpgUzuzBvmRWNDI61AOlTMq+3GqC3e2Fya03N6QLPcF6A7yxIZ1FIwLwcFQOeA9Ym0bXZdanpK7V6nsivR17FWCYG1W3afTcOT2Kg3k1Qk/rVeNCuvTeNM3KSTv6nQ3A2DAPPr8+waKk+Z6ZUTy6MkkIQK8ZH8pHJsFReUM7H23LHvC+zc77lXmA7+mkYsMDU9mXU8O7WzJFJbgR3o7MjBWrueoNBrRmliDWnltdIZdJWXbjWI4U1NKu0TM23AOZVGL1ntSuObv3KRs2bNg4W9iCuQ5Gh7iLAhSFTMLV40N4bZ1YFEGrN1DXou5VP11XBLk7MHuwL5tST4pQuDsohMZ3O4WUh+bEcMW4EGHg9PqS4Sx4Z6fQP+DnYsf8eMvBx/UTw/ififTz9ZPC+r2fXaGUS/nljglsSC6nVa1jXrwfrvZ976tqbNPwwPJENqdV4N3Rn3HeGfCvO5MYDAZeXJ3Ksn35yKUSbp8Wyco7Jp7ysTtdRHo7MSXai52ZRrVDqcRYqne2kUgkZ63UsxOlXHrae+R6Q3O71iKoqGpqx14pY9Xdk1ifXIZaq2d+vF+XKoMGg4H//Hqcuo57TnlDO8/8kcyvd06yun64l6NVwYlOgj0cRNli897NajM7hRa1jtEvbCLQzZ5XLx3G5OhTl97X6PQ88etxfj9ajKPK6GF2tZkQlb+rHXVmlh0KmYTsymbu+fEoby0dYfV63JtdxY1fH7I47leMDear3blodAac7eTcNCmc+7tRNP1mT54gMmQ6oXcgr4YvduZaqKFelhBMfKArB3JrGNahNPqhmcm3qUjUqWIwGHh5bRrf7MlDJpVwy5QIi32Sy6RMjvaisqmN1JJ6Gtt1xPk78/3N4ywyiQ5KOZclBIssR27oR6XIKDNF3amDvIjwdhR8GO0VslOaULRhw4aNvzP/6mBOrdXz0ppU/koq7VDIiiGzoonKxnYuGB7AYH8XLh0VxH6T2cfhQa6CL9ypMDHSg8P5NegNxpncGyaF8/PhQto1ehaPDrIoowtyd2D1vVNYeaQIhUzKZQlBVgcd986KJtbPmYN5NYwMcT9t5t4quYwLTtHw/P0tWYJoQEVjOw+uOMbEKK9zKrg5VdYnlwm9VmrgfxszGB/hecrH7nTy2bUJrDxSREFNC/OH+A24NcHfgYLqFp5adYITxfVMiPTk+UXxFkp9X+3O5YtduShlUu6aEXXGLEF8XOxEATcY7QPGvLiJRcMDePy82B57kdQ6PSX14iyVuZl7J1vTK3htXTo1ze1cNjqYB+cMssiMfrs3j8925iKVwJ3To1hilm2+ZFQgL69Nw5ziulbu++koe5+Y1aty4+74YX8Bv3QoJda3anjq9xP8frSYNy4bLpQhhnk5klrWKHpfZ0ZtS1oFb2/KENRBTbnj+yMWgRxAWmkj2zpKABvbtHy6M4ebpoR3GUR3Zyi+Lb3CqrXFYH8XBvsbs8V6vYFoHycyK05K9Q+k2MfGlHI+3ZEj/P3O5kzGR3ha2EtUN7Xz2MrjgtpnSmkjX+3OE4RSTHnhonjGhruTWtrI5CivU54Q0ej0vLYunfpWDf6udkyI8OSumVEW5a42bNiw8W/hXx3MfbQtm6/35AHG2c17fjQOKkwbypeMCcZBJWPtiTLCPB24efKpm1Pvyariub9Shb8/3JbNgqH+3Nnhv9UVwR4O3D+7Zx+ruUP8mDvE75T383STZGbw2qrRkV3ZZDEL+3fG/DuC0c5ibPjpzTLVNqt5fUM6x4uMwcgDswcJvT89YaeQWQhB/Nu458cjgrH56iSj79UHV44SXt+ZWSlSGXz4l2PE+jsT5ObAc38lszmtArlUwmUJxuCnv0I1XfHhVaP4YlcuKSUN7MioFHzPPt+Vi4+LilunRnb7fpVcxrRB3mwz6ROeZ+WeUdXUzu3fHhbK2t7fmkWgu73I33FvdrVIFOTRlUnE+juLSjZvmxbJ/txqtqSd/LxOqpvVlNS1nnLfl7Vr7VB+Lff8eJQ/7zFaUrT1UHZ+xEzIpJM6M7uATtLKxAbaLWod2ZXNjOjCjmHuED+RNL8p1vrUvtqdy6rEEgLc7Hhg9iCifZ354ZbxfL4zh+K6Vi4cHjCg9/oT1sy5i+ssgrn08kYL2wZrxt5g7CE02h/0/PmNbRre3JDB4fxaRoe689DcQRaB8ec7jZMonWxMLef5i7oW+bFhw4aNfzoDO8L4G5FV0cj3+/NFy2pbNCK59k7OHxbAB1eO4pF5sYJ09anQKeQgWtaF2ew/hc2p5dzz41Fe+CuF8g51tolmAwR3BwVx/qcmYb4nu4oHlify9KoTFPRBQv10MTFSXD4mkYhNnk8X9y9P5If9BRwvrufTHTk8+2dyz2+yARiV/I6ZBQbm16f53wYD7Mup4aGfE1l5pJi6Fg1VTWo+2pbNWyZlzwOFs52C+2cP4oZJ4bSZDar3mOybXm/g27153PHdYT7YmiUKZt5eOoKrxoUwLMiV26ZGWM1IHcmvtehP2mN+LHp5P7upi4mwIHd7QgZAhdD8ftLJ8eJ6GtuMwdikqO7LOcvMPENTSxu44asDdNWiOS5c/Jkejkpi/bqu3JgT58sblw1neJAr5pts1Wh5eU0qlY3GsskfDxTw7J8pJBbWseZ4GVd/sR+1Vo+3s4onFgzm/StHDfik3QQr9yvzexjAsCA3nM0EXkzXO1JQy0MrjvHEr8fJLG80f3uXPL7yOF/vyeN4cT1f78njP7+dsFjH/HxrbNNaDUJt2LBh49/CvzIzV93UzqUf7RWZvgI4KE+PSbI51syvB8oPTqc3sCqxmNTSBqYO8mZK9Nnv8TGXl96UWs6mB6dx27RIqpvVQpnrUwsHn5LM9qG8Gq7+fL/Qi7L6eBnbu/A9OlNMjvbimQvi+GJ3LgqpsRzvdHtutWl07MgUZ0A2pJTzyqWn9WNPO7lVzfx2pAh7pZylY4J7NCg2GAysOV7G0YJaxkV4MifOt9v1O3FQyon0diS78mRJnPk1a+0ajvZ25Pm/UiyWb0gp59H5/bftqGlW89yfyeRXt3DJqECumRDG9oxKdmVWEuLpYGFuPdjPhe/25VNY00JVUzsrjxQDsPZEGWlljbx3hTFF4uag5MWLh3b72XEBLhbedcPMvrv53yA+Phnljfx+tJgWtZaxYe6cKGlAo9NjMIC3s4pH58UMiKDNJaMC+XxXDqml4uDBx1kl9B5fPzGMnMpmfjlchM5gQCYBtYlAR3ljO2X1bfi52lFc18rFH+y2CJY7WTQigNcXD8fdUclfSaUEutkxNsKTtzZldFuevHh0EItHB7EppZw3NqRT1tBGXYuGxMJ6Egvr2ZJWwfr7p7LBzFy8vKGdxMK605rVN5YUD+HTnTnIpVLunB5p9dnkpJLz2XUJvLQmldL6Ni4aEcANHf3ZaWUNXP7JPkFM6a+kErY8NL1XfeYbUsTf2dxgHWBooIugbglGBU1zIScbNmzY+DfxrwzmNqWWWwRyjkoZby4ZcUYMkufE+XLb1Ai+7mgyv21qJKND3VlzvJT6Vg3zhvj1OFDtiv/8elywPfhsZ65V76Qzza9HxGVFedUtHM43DrCfuXAIz1xomRHoD78dLRYNOqua2tmRUXnWRVWunxTO9ZPOnAy7Si4lwNWeYhPlPmum4/1FrzewPaOSorpWZg/2GVCFza7Iqmhi0fu7BPPwHw8UsP7+qd2Wjr6yNo1POvp/Pt+VyyPzYrhrRtelzDq9gS1pFRwpqGV8uCftWj1Fta2MCHbjBbMyrvnxfsyN82VDykkRo4+25xDiYU9BjbgXLcyKSXRvaVFrmf76VkH46GhhHX8llbA/92Q54MRITzLKm6hpbmfeED+OFdWJFA9NWZ1UwuuLh/V60iTI3YGXLxnKK2vTaGjTcuHwAK6dKL6fzI7z5bZpEXyzJw+pxCiaMbEjA3a8qJ5LP95jUZLXSWl9Gw+uOIavix3jTjFjLZFIWBDvbxHM3TwlXFDMbNHoGBnixrgID+YN8ePuH44IfbsAbg4K3B2Nz4B1J8q6DOQA4gNc+flwIXfNiOKZC4dw9ef7+azjfPtsRw5fXDeGGbE+Xb5/dpwvs+N8ufHrg2xJO7kPmRVNJBXXG8tOTcpgZRLJgGQwe+KaCWFcMyGsx/XGR3jyx92TLZb/eaxEpIrb2KZlU2q5qDS3K8I8HUX9gBFWSm/vnB5FdkUzG1LK8HRS8fQFcQNSMWPDhg0bf1f+lcGcNdnoB+YMYn78mekzk0gkPLFgMA/NjRFMd5eaGKC+vj6d3++cREgfB+CNbRp+MQucvt6dd9aDOU8nywet1ymogXaFtd/1dHzOuY5EIuGlS4YKsvN+LnYDFjAD3PvTUf7q6CN7abWMH28d32WP0EDx8+FCIZADKKhpYXNaOecPsy4ko9cbWLZXXEb91e68boO5W5YdEg2qwWhQbOqHVtnYzrHCOoYGuXKsqE607t6cal65ZCjP/5Ui7Kufix1PLOh/Vm5zaoUQyHViGsgBHMitIfG/c5DLpBTXtTLrze1dbs/NQdnn/r2lY0JYPDoYjU7fZRD4xHmDeWhOjIWc/Q8H8rsM5DrR6g18t7/glIM5MKr37sqqEolWvbounVBPR0aFuLPo/V2UdJRSxvo5878lw8kob6KgpgVnlZwXLopH1eH75mXlvmXKi2uMfc+vrE3jrSUj2JV1UpBGb4Bv9uZ1G8x10tyutVjm6ajkxknh/LC/QChzdVTJUMjOjn1LeUMbx4vqGR7s1mOGzep9uAurBnNeuCieu344QlWTGi8npdVeOEeVnI+vGf2vsLSxYcOGjd7wrwzmpsf4MCPGWzAJj/N36ZPX10DRqd62K1NsgFrTrObbfXk8uTCuT9uTS6XIpRJ0JumpUylbHChumxrJltQKYRB17YTQ06I8du2EUP5KKhHK4xYO82dM2NmVsz9bTBvkzb4nZlFY00K4l2OP6oa9JaeySQjkwCha89mOHD64alQ37zp1VNaMla0s60QiMV5fpgqEdoquj8HxonqLQA7gkx3ZQjC3IbmMu384ilqnRy4FazHKhEhPDv/fHDLKGlHIpcT4Op/SYNOaybx52aNCJkUuk2KnkFk1vu5cXyaV8MR5scj6sT8yqQSZtPt7iTU1Smu/mzXsTlHJshNnOwWfX5fA0Gc2CMt0egPvbs5k4TB/4R4EkFbWSFZlM9senk5OVRP+rvaikuzz4v1ZFprH4fy6bj+zsU3LqmMlFsu7Oz9NKTVTFZVLJfi52vFXUomoX7GhTcvKI0U9itv0h7oWNZWN7UT5ONHUrqWkro0oHydkUgl/HCvhweWJaPUGlDIp71850qJXr6FNQ2ldG9E+TlyWEMzKI0WCl+a0Qd7M7EVQCzAuwpPdj8+koLqFUE/HbhVOz4Vnmw0bNmycC/wrgzmZVMJXN4wlsbCONo2uRxNig8FAs1on9F0MNGqdpcJaT7PZ1rBXyrhtagTvbskCjN/z7pndK2SeCYI9HNj6yHQO5Nbg62J32vobPJ1UrL9/Kgdya3CxVwxYH+LfFTuFbEBsNEw5W6biV44N4acDBVR0iEMMD3ZjekzX/aASiYR7Z0ULPWwSidG2w5xOA2Nr3wvE1+HLa9OE9ax9ZV8XFaEdJZXDBihTOSPWh0A3ccnsohEB/HGsVJi0uX1aJHYKGW0aHb4udiweHSRI9NsppHx89WgMBoj1dz7tJbEanR6d3iAMtK+bGMbvicVdqkECOKvk3DRl4MqQ92RZiq9UNLRbvaeqtXqkUolgbm6KUi5lbpwfR/Pr6OkMl0qMPXu/dvQn2itk3Dqtd8rHBrO/pVIJeoOhy/0daL7YmcOr69NRa/VGH74WDa0aHcEe9nx1/VheWp2KtuNcU+v0vLI2TRTMrThUyH9XnaBNoyfcy5GvbxjDH3dN5mBeDUq5tM/WJir5wN+3/s2otXr0BoMt+LVh4x/MvzKY66Q3pWEH82p4aMUxCmpaGBnixvtXjiLQbWAHRJOjvInycSKro1fATiHl8l70F1jjwbkxTB3kTWpZI5MiPYk4R7x3VHLZGRFjkcukQr+OjYEn1s+FiZGegqKhTCrhuomnv4zXz9WOjQ9OY0NyGU4qObMG+/aYbbxpcjhjwzxILKxlTLgHsX5i4ZnX1qXx5e5cDAajMMaIYDcSC+tE69xg0uvYnTmzBHjlku7FRPqDQiZl68PT+XJ3LhlljVw5LoSEMA/unhnNnuxq4vydGRnsztOrTvDjgULkMgl3TIvg25vGUlDTwszYM9PTCPDpjmze3ZxFu1bH4tHBvHBRPOFejmx5aDoXfbDLopfwwdnReLvYMWuwDz7OdgO2H21ay8mxQX5OXDoqiC935Qplq4Fu9swb0rUoTml9K6+tTxcFctE+TlwyKpBX16WL1nW1V/DshUO4eGQghTWtzIj17vVxv3FSuMjm4sqxIajkMubH+/P2pkzBdsLVXsHFA+gpB/Db0SKeX33SJqfUJHNZWNPKK2tTqWkWG76bXgdN7Vqe+SOZNo3xKOVWNfPGhgzeu2LkgJTN2jg1PtiaxQdbs9DqDFw+NphnLhhiK0u1YeMfiMRgMJ8X/GeRkJBgOHToUM8rWkGvNzDlta2iWfE5cb58dm3CQO2eQH2rhl8OF1HfombRyECyK5p4fb3RGPXyMcE8MGeQ0MRv4/Tw0bZslu3Nw14h477Z0SwaEXhWttFJQXULT/5+nKSiesZHePDixUN73XtyOmnT6Fh5pIji2lYWDPU/rRnQ/Opmnvr9BElF9UyM9OSFi+Lx7OUxyKls4v9WneBEcQOTo7x44aJ4QShhe0Yl1315QLT+h1eNpKpJzd7sahxVcuYN8RMpYD77ZzJf7c6z+lk3Tgrjv1ak/c8EqxKLue+nRNGylXdMZHTo6fNr/CuphLc2ZtDcruPq8SFMj/Hh/Pd2idZ5bfEwliQYy9d/2F/Af347LryWEOrOL3dMPC37Vt+qYcbrW6npyAZKJfD7XZMYFuRGYU0Lvx4pRqWQsnh0UJfX05/HSgSlRlNmxHhz8agg7v3xqGh5lI8Tq++dLCorLapt4cnfTggKlC9eHN9l0Lo9o5I9WVXYK2RsSi2ntL6N84f5c9u0SFYllqDR6bl0dNCATiS2qnWMfmEjLequvfeifZxICHPnxwOFwrIbJ4Xz3wuMLQA5lU3MNOvRHBroKvj6nUk+3JbFt3vzB+Tee66QXtbI/606QUZ5I9MHefPcRfG9Fmk7UlDLJR/uES175/IR/4jjYsPGvxGJRHLYYDBYDUD+1Zm5nqhr1YgCOYDk0+Rn42qv4KaO3pyy+jbu+uEImg7J7He3ZBHi6cji0QM7K/tv5KvdufyeWIKvs4oH5w4SsjUbkst4dV2asN4DyxMZEuBKVB+sKgZiG6bct/woRwvqAFifbFRN/OSagZ9I6Ctn0lT83h+PCp5va0+UIZVIet2fd/cPR0np8I1cfbwUmVTCux2y/NZ8qbIqmrl3VjTXdqHk9+SCwYR5OvJHYjGHO36XTmq7KSM83SSXWHpjJpfUi4K5w/k1PPxzEmX1bcT4OfHBVaP7HRjkVzdz30+JQpnnGxsyhPNTtA/F9dARzF05LgRnOzkbUsoJ93Tgpim9K0HsD672Cn67axJf7c6jsU3LFWODBQPzYA8H7pgeyXtbMrn+qwMM8nHmkfkxoixablUz9/10VNSX2Mn8eD8mR3nhqJLR3H4yCMqqaOKjbdncP3uQsOzB5cc4kGcUYtmYUo7BYODz68ZY3edpg7wZG+bB+Jc3C0rL3+zNx9tZxd0zLcuDv9uXzy+Hi/ByUnL/7EH9mlApqGnpNpDr/L73zoom0tuJo4V1jA3z4OrxJ6/9cC9HYnydSTfxkjtTQmKmrE8u4zWTbOkDyxOJD3Q9Lb3ZZwqDwcAd3x0mp8rYA/57Ygn2ShkvXzKsV++3NlY5UVxvC+Zs2PgHYgvmrNCm0fHFrlySiurwdVFR3nCyrMTcdFanN/D17lx+PVqEWmtgTpwvd0yPxLmfFgd/HCvhy105QiDXyd7s6n9dMLc7q4rlBwtxsZdzy5QIoR+pv6w4WCgqZzpSUMuux2Zip5BZGNHqDUaVwL4EYgOxjU7atTohkBO234Ox/PrkMv5ILMHXxY7bpkVgr5Tx2Y4cMsubmBnrw5KzIPLTW/ZmV/H0H8nUNKvxcVYxPNidK8eFWJp3WzGotkZDm0YI5Ky915rB9KSo7svC5DIp100M47yhfkx+dauof6krw+qBxmAw8OOBQrZnVBDj58KtUyOYGOnJpx2S+GDMRHUa03cGGb8dLRKCk8TCepZ8vJeH5w1iQ3I5LvYKNB19NVeOC+3Rx+xAbo1IZAmMxtwSidE8vRPzcucLhgdwwXDr6qMDTainI89cOISC6hY+25nDN3vzWZoQzORoL/63MYOPO6wbThQ3sCmtnJcvHsbCYUYLkwO51RaBnLezintmRrF0jLH8/ekLhvDoL0midfZmV+PjXMD2jAoG+ToLgZzp69bQ6Q0s25vH2hOlFpY5e3OqLYK5VYnFPPX7STPtg3m17H58Zp97uiO9HfFzsaOs4WT2MSHMnQgvRzI67hl3To9ELpNycxfBt0Qi4csbxvDmhnRyq5o7bHcGXqClJ8yPbee99+8czJU3tAuBXCd7s6tpUWv5bEcuKaX1TI7y4qpxoVZLJydEelqIJdlaEGzY+GdiC+as8NjKJFYlnlQnC3K3p02jZ2q0F/93gVhh8pW1qXy2M1f4O7OiiePF9Xx707g+f+6KQ4UWA4ROhgX9u8Q8DuTWcM0XJw3A150oP2UDcHND2qomNUcKapkY6WX1+Pb1mA/ENjpRyWUWM96d2QVrrDtRyu3fHRH+3ppegb+rndDbti65jLpW9WlRwjtVKhvbuMrE7L2qSU1KaSNrjpcS7uVIblXX5t1dsTuzymJZvIlZ+8gQd167dBgf78jGYIDbpkYwOrR3yqc+znZ8cs1o3lifTl2LhiUJwWdsouWDrVm8sSEDMGZrjxfV8dUNY3n6gji+2p2HSi7l7plRRPs6U9usZvHHe6yKjxTXtfLA8mMWy/9KKuXXOycyLMiNXZlVbE2vIMbXmYtHBQqWA12dh0Hu9jgo5LRotFwzPpR5Q858hsaUFrWWSz/eQ2WHaM5fSSX8eMt4NprdBxpatdz1wxEO5YXy9IXxDA10s9jWY/NjWTw6iBPF9fyZVIKLSo6DUibKbDW3a4VS0vXJ5Tip5DSZ2A54Oqmoa1Hj5iC2PHht3Uk/RHM0OgNvrE/nklGBQv/zxhRxFrS+VcPB3Jpe2SCYIpdJ+fy6BJ77M4Xc6mbmDfHlqYVxfRbKCHSz539LRgBwOL+We348Sl2LmoVD/VkyJrjPVhj9wdp9trf3inMVb2cV/q52olLfoUFuPLA8UciEr08up7JJzYNzBlm8P8rHmbcvH8n7WzJp0+i5fmIYM2L6do7YsGHj74EtmDNDrdWLpNcB2jR6Dj012+r6neplpuzMrCK9rIEYM8GFnvjNyrbkUgmXjgriynH9E0T5u2LNAHxnZiXz4/tvAB7h7QQmBsFSyUlD50XDAzlWWM8PBwpQyaXcNyu6z6VLA7ENU/63dDgPLj9GenkjI4LdeOnirgU2VpqdO7lVzaIgCIzn6rkYzH2xK9dqSVt9q4brJ4ay5ngZmRVNjAqxNO/uit+OWl5Ll40WZyaXjAnud7ZyRozPWRkY/Wr2vbamV1LbrOaGSeHcMCmcVrWOdcmlLD9YgEZn6FJFUoKliiIYPd/+SCwhrbSRR1eenFjak13F25cbS1Rj/Jz5z3mxvLQ2TfTekcHuQhnrucDOzCohkANj1vDnQ4UWWcVOvtqTj5uDivtmR/Pf8+N4e1MGrRodI4LdiPJx5GBeDVd8uk9Qdgxyt6dd04auIx15wqzctaldS5C7PUW1xlL9gpoWLv1oD2vvmyqS3De/dsF4b1LJpRzIreFAbg1f7s7lj7snE+XjZGGkLZFgNBjvB/GBrqy4fUK/3tvcrmXtiTIMBgPz4/3Yn1PDLcsOCefVnuxqDuXX8tbSERbvTStrYE9WNfGBrj1mgnvDouEBvLQmlaomo1iLVGKsVDhRXM/8eD+LAPrvQGdZ+KO/JJFb1cyECE8enDOImW9uE63365Eiq8EcwIXDA7jwDGXDbdiwcfawBXNmyKUS3B2UIsWu7kxSnVRyqs3UvgCWfLKX3++aTHgfHrLmnyOVwPZHpxPo1jfz8H8C1o55T2a1PXH7tEijwXJhHUq5lEfmxhDQ0TcklUp45sIhPLlwMFKJpF9eXAOxDVOGBLiy/oGptGl0FrPldS1qDuTWEOPnTKino9VjYyeX0mZSCniqx+90EerZ9fk9KtSDB+bEWD0G3WHtuw4O6NvkykCg0xvYl1ONQiZlTJh7n0WMDAYDG1PKSStr4KIRQXg7qcipPBmkO6vklNa3cSi/luHBrlzz+QEhm+vhYL3UW4IxECmsbbX6ureziq/35ImW/XGshKcvGIK7o5LCmhbCvBx55sI4XlubRotGT5SPE4/Mi+nx+5worqeysZ0JkZ6nXSrd2jmwIaVcsKOwxjd787hvdjQ3Tg7HgIHn/0rlYF4tF32wh2FBrkIgBwhBWlc4qeTUNIsVULMrm9mdVSXKonk7q0TPG09HJf9ZGMtDK04G0y1qHa+vT+ex+THcNCWCfTk1HMirQSmTcu+sqD49ZwaCxjYNF76/W5gwem9LFkHu9hYTBL8fLebpC+JEwdSqxGLuX54olOTePzta1GvYH44V1wuBHBhLC9/rsOh5c2MGf949GT/XgVNMPVOMCfNg68PThfufRqfHxU4hKsc9V+/rNmzYOHPYgjkzpFIJTy0czCO/HEOjM2CvkPHEebFdru/trCK/psVieX2rlmV783i6Dwp3986KYk92NVVN7UgkcPfM6H9lIAdw3YRQ1hwvFewaFo0I6HUZXFd4OCr5/a5J5Fc342avxNXKYHcgSoK620ZNs5qqpnaifZx6PbA3H/QeyK3hhq8O0KzWIZHAUwvjuGNaJNvSThqz3zgpnCB3e15YnYLeYBSFeGhuz4Pts8HShBA+3JptEVzMifNlSkePR18H/rdPi2RbeqUgYHTDpLAzPuBtatey5OO9Qu/ehAhPlt00ttfnmFqr5/z3dpJRbrwG/rcxk5snh5NS0kBjuxaZVMKYcA8WvLsTAHuFlFbNyeC9pkWDSi618AE0AIW1rRb9NACD/V24fGwIG8xK+eRSKXKZhGV783jmj2T0BqOX2gdXjiLMy5FwL8cez+cnfk0SVBF9XVT8fNtEQroJ5E+VUSHujApx44hJ72ljmxaFrOv9NDUv/2Brtui1DJOS565QyqWotXpkUgkjgt3YlWVZ7tum0Yr+/s+CWG5ddphWjQ6FTML/nR9ntf9tfXIZ65PLeGReDCtun8DR/FoMwKjTqFraFX8llYoy/wU1LTgqLa9RuVQiWIgYDAYyK5p4Z1OmqLfyk+053DE9EpVcRlZFIy72im6tKrIqGnG1V4qCmO4M2isb21l+sJD7ZlsKyfxd6Lz/KWRS/rMglid/O4FWb8BBKeOx+V2PT2zYsPHvwBbMWeGikYFMjPQkpbSBkcHuVgf9YBSpcLbr+hBqujAi7oooH2d2PTaDg3k1BLs79Lt05lylqV2LnVzaoz8YGPtL1t03hYN5tbjaK4gbwKzKqQqp9JdPtmfzxoZ0NDoDsX7OLLtxLD4ufZ8tfm1dGs0dvToGA7y5IZ0LhvkT4GZPSX0bEkAmhRsnhzN3iC/Zlc0khLqfUr/h6UQqlbDzsZmsOV5KSW0rsQHOuNkrT6lE1cVewdaHp3Mwz2hU31sRmha1FrlUKiqD6y8rDxeJRFj25lSzKaWc84b2rlR4fXKZEMh18sOBAvY8PpNjRfX4OKm48IOTdgCmgVwn84b4sTqpBJ2VykK9Ae6YFsEVY0NpaNPQotaREOqOVCrh7hlR3PrtIUGI6aYp4SjlUl5fly4EgK0aHe9tzeK3Oyf1+F2yKhpF8vblDe18ujObFy4aeG8+Uy4dHSQK5gBCPBzIrmy2WFciQZQh0pgFwUqZFKVMKvjUTY/xpqqpnRPFxt/Y39WO728Zx77sat7ZnGk1kAO44/uj3Da1nicWDAZgSrQ3+56YxdHCWuL8XfBxsUOr0zMyxM1CBAngnc2ZVDa2s2xvHnoDjAlz58vrx/RbdKs/WHu2jYvwJLuqWSQMdMvUCJxUciob27nuywMWokRgzF7XNWu47bt9JBbWIZNKuGNaJA+bZXrrWtRc99VBjhXWIZdKuGN6pDBBFRfgwrwhvlZVVQHUuu5VO/9ORPs642ynoLZFjVRivA5t2LDx7+bcHN2dA/i42HU70H53cyYfbctGrdNZ7T+xU0i5cmzf5dvtFGfGXPtMUt+q4b6fjrItvRIvJyXPXDiE84f1XMcvl0mZcIZUAk83ZfVtvLY+XejXSStr5IOtWTy7qHc9YGAcQD2+8jiH8mtFy1vUOr7ZmycsNwCf7cxl0YhA4gNdCXL/e2R3F/QyyOmOjPJG7v7hCBnlTUT5OPHeFSN7FciptXoeW5nEH8dKcFDIeHDuIJFheH+wVn5tbVlXmJs1g3HgZqeQMW2QNwXVLRaqtwqZRLSssqmdP++ZzNGCOv5v1QmLTJyXs53V7NiMWB82PzidnVmVxPg6kxDmQUObhia1OKtU3dS772NtPWvfb6BZONSf9zZnCYqNHo5K3lwygqs/3y+Ik3g7qbhtWgRTor2J8XMW3nvj5HDe2Zwp/H3LlAiuHBfC5tQKkkvq+fVIEU3tOkaFurE0IZgFQ/1xtlPwwl+pIgVka3yyI4ebpoQLGShXBwXTTXow5TIpK26bwObUCp79M1kkgqHW6kVlsAfzalm2N5+7ZkT1/0D1kfOHBfD+liwqOnoSvZyU3DkjktunRfLL4UJqmtWcF+/HmHDj/fvDbVlWAzkw2lZ8vz+fxMI6wBjcvb81i4tGBhDlc/L3+HxnLsc61tHqDby3JYtFIwKF6/ujq0azKbWc2749LHoeS0DwO/wn8OyfKdS2GK+dpnYdT/12gl2PzbD50Nqw8S/GFsz1g8P5tfxvY4Zo2dw4XyZGeqLRG2hq07JoRICgPvZv5/0tmWxLrwSMSoUP/3yMKVHeXWY8T5VNKeW8ui6N2hY1i0cH8+i8GKvSzWeSotoWC+EFa+W53fHTwUJWHimyWD57sI9I6EHYfnXLaTX0Pl38ecxoSN3UruWqcaF9Ko96bGWSkM3Kqmji0V+SeGjuIF5Zm0ZlYzsXjwzkiQWDLfoZf9ifL4imNLZrefbPFKZEe/cqEPzjWKeBtlHF8Z5Zxv29cHgAn2zPFsocXezkfVJ4nB/vx4urU1CbBGezYn2EkqsQTwfGhntwIPekBP49M6N4Z3OWcK7tza5m1bESnjhvMHtzqkXiTgqZhAVDu96fEE8HrvI8OSHlYqdg/hA/1p44qQZ5WS9VPEeHGiXvTaXWVXIpY1/chFwmQSWXUd3UzqzBvjx/UXyfZfa7ws1ByV/3TuaXw0Xo9AYuHRWEn6sdGx6Yyq9HilDKpVw6KsiqEf0Dc4z+bUcKakkIdWfWYKOB/MQoTx7/NUkIjI/k1zFnsJ+QGTtuZqfRFW+uT+fVxcO7fF0hkzI/3o9PtmeLgjlr5bF5VZaZxtOJh6PxuK48XIzeYGDx6CAhMLXmi1dQbXmvWzQigDlxviwc6s/9yxMtXs+vbhEFc9bul4U1LcI1KpVKmDvEjwuGB/DHsZNq1NdNDDtr1RgDiVqr54XVKSR1BLSdlNS3otbpUcll1Ldo+M/vx9mZUUmsvwsvXhRPtK+z9Q3asGHjH4MtmOsHKSWWD+swL0euP8WZ/H8q5qbGbRo92VVNjAoZ+F6PisY27vz+COqOMqCPt2cT6unAFWPPrhrosCA3AlzthJ42gPl9lG63ZgK7cKg/r182jH051aw4dDLQc7aTM/kc9xTKqmjk9fXpFNe1snBoALdNjaCwtoX7l580pH5rUwZFtS28flnXg15TzM+15JJ6bv/uMG0dJYif78ol0N3eIutmzXg7pbShx2Aut6qZ+00Mpt/cmEGEtxMLh/kT5ePEyjsm8t2+fJRyKddOCOuTWIGvix1/3TuZ//6eTEl9G7MH+/CYWf/u59cl8OWuXMHjy9fFjv9tzBSts/JwEbsyq5gb58stU8JZn1yOn4uKZxfFi8yyOzlRXM9bGzOobGrnkpGBwn0tpaSBNo0OPxc7nOzk2CukrD1RikQCd0yPEgXIDW0a3lifzoHcGkaFuvPYvFh+um08X+7Ko6KhjUA3e97bmmXx2b8dLcZJJef5XqqW9kRts5o3N6STWFjPuHAPnDrK4gPc7K0GHebMifNlTpyvaFlqaaNFMJXc8Uw4WlBLZVP3WblOCmq6FlDR6PS8tzmTTakVFNWKgxi9AQvT8vO6Ccr7glqr553NGWxNqyTa14nH5scKIlHm+Djbccf03qnjzo/3Y3PaSSVhXxcVry8eLpQzzx/iJ7IDcndQMD5CXJVxXrwff5oEafYKGa+vT+OngwU8PNc4YffG+nTyqpuZNshbuAcuHQB/TYPBwGc7c/jjWAlu9gqkUgnVTWrmxvlx14zIXrUOWGNVYjHL9uZjp5By1/Sobn3gPt2RzbK9+RbLo7ydWPzRXnxdjPeWTR2KzQdya1j0wW6ifZy4dHQQ104I63Lb1U3tvLoujePFDUyI8OTheYNwUNqGhzZs/F2wXa39wJoZp7mZ+L+dvdnV/HigAEeVjFh/F8HvDIyzunH+p0dZ8Eh+nRDIdbIvp/qsB3NKuZTvbh7H25syKa1v5cLhAVzex32aFOXFTwdP9h0pZBKeOn8wDko5M2N9eefyEfx4oAA3eyV3z4w6bZnPgUCj03PNFweEjMOJ4gbsFFKc7RQWGcyfDxcxIdKTS0b1nAWaHOXFFpNBY5y/i4Vk/L6cam6YFM7Rglq+3ZtPfk0L9a3ikj+lTMq4XkimH8yrsRjY78upZnKUFx/vyCa7oonZg337bYEwyNeFn26zLh2v1ur5fl8B+3NqaG7Xsv5EGUvHBOPmoBBZElQ1qalqUpNc0sBj82PZ8egMtqVX8P7WLNwdFNw6JVIotWxu13L15/up61DLSyqqx14pZ9GIAK75Yv/JMlGTQ5pS2khxbSsvXzpMWPafX48LWcC0skaqGtv59NoEHu8IRv+76qTptTn7emkM3xseXJHI1o6qgNTSBhraNIInWn9JCHXHTiEVJggAYeJkf25NV2+zoL5Nw4MrErlhYjiu9go+3ZlNbYuGxaODOJJfK6gxmuPhqCTG14mSujY8nZRcOyGMmbG+VtftK29uTOeT7UbPu5TSBrIqmlh975RT3u5lCcG0a/X8kViCn6sd986KFvWlnjfUn9cXD+OXw0V4Oim5Z2a0RY/vApN1Gtu0pJQ2kFLaSEppo7GPTiYVFEZTSxt5csHgPt9ju+K7ffm8tCbNYnlySQMyqfVsZE/sza7mvp8Shb/35dQwIdKTsWEe3DIlAnszQRlr51Z8oIvQs3m82Ji1NaVFreNYUT3HiupxsVNw0chAq/ty30+JQo9namkDze1aXl08zOq6NmzYOPewBXN9oLyhjZ8OFKLW6fi/hXEsP1RIm0bHDZPCmTboZJ9bblUzvxwuRCWXcfmY4H6JXJzLrE8uY292NcOCXLloRKBFCePRglqu/mK/MCh3tZdz7fhQNqaWE+RuzxMLBp82WfL4QBdkUokoIOjObPtMEuHtdEo+XBcMD6CotpUfDxTgbCfnwTmDRJmVRSMCWTTC+sP6XCO5pEFUOgZGM+S7Zlif6d+UWt6rYO7VS4fxzB/JHMyrYVSIO/fOimLRB7tFfWTDgtzIrmxi6af7RGINYAziBvk58dCcGHx7cd1aMyseHuzGLcsOcSDPOPjakFJOQ5uGm6dE9Li97sivbmbFoUKUMhmXjw3m7U0ZIlGRpOJ61iWX8colw/jxQAH51S0WWaJNqeUMC3Llhq8PCoqCG5LL2f7IDOyVMg7l1wqBXCfvb8kk2N2+236/Hw8WsjghSFCc3ZQqFqIw/7u7frnhwW5dvtYXNDo92zIqRcvMDbf7g7ujks+vHcPr69OoalKzeHQQS8cEc6K4nhNWsuemSCXG0s/6FjUpJQ2klDSwJqkURxOLmzXHSwm20ufq7aTCw0lJelkje3M6BvYSOH/YqfeadrLJ7PgYr9NWqxlcUw7k1rA+uYwQDweWJARbBCL1rRpa1FpGhLhx4fAAqxnvyxKCuayH3rbOda7+fL9oeZmVHsWNKeXcMvXUrjlhWyb+pNY+pz/B3Gaza0KnN7Ars4pdmVWklzfywZWjRK8PC3JlZ+ZJUR17hQxPR3GmvwsLReN+ppZbDebaNDoLsR7z69WGDRvnNrZgrpfUt2q48P1dQmO7k0rOmnunWIgH5Fc3c8F7u4Tm+h/2F7Dhwam4nEGlsdPJR9uyeXXdyRnKY4V1PLsonjaNjrUnSmlR60gubhAFU/WtWkaGuvHcAJVOdUeQuwOvXDKUV9elUd+q4aIRgVwzvu9CNOcqd0yP7HVp07lMsLs9SplUlEUNcrfnvp+OWV0/spf9p97OKj64SjwIeuOy4bywOpXaZjUXDA/gpsnhfLYjxyKQA1Dr9Hx45eheS+bH+rnw7IVD+N9Go8H0lWNDGBfhwcM/i7/H74nFpxTMFda0cP67u2jsuK98vz9f5DXViUZnIKuyiV/umEh9q4ZxL20SZZAivR35/WixSBq+orGd3VlVzI7ztTCkBmNPTpiXo9VeLVP+SCwRgrlIbydR6ap5/3BGmXWZ/ynRXt1awfQFhUxKqIcDeSb9Wr09jzoxGAxsz6gku7KZ6THewvsnR3sxOXqysJ65obg1Qj0ceP/KUezMquS1denC8jatnjbtyeDWYDAqN5qilEnZ8egM7vvpKOkmxy6/uoUjBXUDYrwNxuNjqvTp5qDAw7F7w+31yWXc/t1h4ZzalFrOtzeNE15vVetY8M5OwSbky125/HTreBLC+r/PEd6OogBEIZUglUpENhyRPgPXJxfp7cgOs4mBk6/1rze+u576tcdLLbw175weRV5VC2tPlOLrYsfTFwzhaGEt2032SyqBEcFuFgqu3e2nSi4l0M1e+H26W9eGDRvnJv/qYM5gMLA/twaNTs/ESK9uTZ7XJ5eJFMqa2rWsPFLEA3PEZqcrjxQLgRxAWUMb60+U9Tjj+Hdh2d480d8/Hizk4XkxLPlkH6kdamUOVvyGuvMNGmguSwhm8eggtHrDgPjG2Rh4PJ1U/PeCOF5cnUqrRsfQQFcivB1FfX+djA3z4OYpEej1xutVpzcwIdKz16bsi0YEsiDej51ZVTipFKjkUnxcrPeuyaUSyhpa++R/dt3EMK4ZH4reYEAuk9LYprEowzuV8z+ropF3NmcKgRwYAzAPB4WFh5zxs4zfzdVewXOL4nn2j2Sa1ToG+7vwwJxBfLfPsu+m83gEezjgZq8QZef8XewJcLPnPwsG8/r6dNq1enxdVBaKjaYVCM9fFM8d3x2mvKEdb2cVL10stiDwdbUjo+Kk7YKDUsaex2eKzKUHgpcuGcq9Px6lqkmNv6sdzy3q2ffT9Dxbc7yUHw4UAPDyGgmfXZfADBPVyU5+2F/QbSAnlcCK2yfg62InmLp3R7vO3BvQgLKL89ZnAE2jn1gwmKyKJnKqmnG2k/PyxUNRdePhBvDt3nzR5MDOzCpyKpuI8HbCYDBwyYe7RYGCVm/gh/0FVoM5nd7AvpxqJBIYH+7ZpXDVPTOjSSysM5YBK2T8Z+Fg6lvUvLcli3atniEBLqdsRG7KXTOiOFJQJ6hpduLrouKhef3z77x0dCA/Hy60aj/h4ahEKpGwO6tKOBaOKjkfXDUKjU6PXCpBIpEwLtyDQ3m1HM6vRSWX8si8GG6eEoFaq+fzXTm8vSkTtVbPuHAPbppsvadfIpHwyqVDue+nRGqa1QS62fP0hXH9+k42bNg4O/xrgzmNTs/Vn+8X6tAH+7uw4rbxXXr1WAtQrC2zt1I++E9qJDYvn1HJpexIrxQCOTDW6Xs5KanqkCNfMNSPiWfYYkAikXRrDnyu0NimIb+6hRg/539d4Hn1+FAWDPXnSH4t4yM92ZBcZrHOvTOjWDgsgMY2DTd9fVCwX4gPdGH5rRMs+mryq5uRIBEFY/WtGpZ8vFcYRI8N8+DR+TEMD3LlmJnyoFZvYMkn+7h5cjhPnW85oNHrDaSVNeLnaifKWEilEqQYzzdnOwUPz43hpTWp6A1GMYfFowIpq2/Dz7VvQd27mzMtlHM7uWR0EN/uzRcFdMODXEUTR0sSglk41J+qpnZB0e/6ieGsPVFGTkcG5rLRQaJS5NcWD+PuH46g1hlQyaX89wLjcbh5SgRLxgRT36JBpzcw963tgtKmq72Cq8ad7E8aFeLO7sdmsj+3Bl9nFVFminoPz40hqaie+lYNMqmER+fFDHggBzAx0os9j8+iqLaFEA+HHoUq1Fo9l3+612pmQ6s38Mn2bKvBnPl9EYwD8ppmNRIJ3D0jSijbbWoXZ1QH+ztjr5CJPtNeLqXdZDLAUSVHKjH+dhuSywVLgJsmhw+oH2m4lyObH5pGXnULLe0aPKyofJpj/t0lkpMm1wfzakm1koW1drxa1FqWfLJX6AFLCHXn+1vGWQ0mvZ1V/HH3ZAqqW3B3VPDzoSLe3JiBwQBKmYQnFw7uVZl0b/FyUrHqrkkMf3aDKCNuMEBgFwIxPaGSy7D2hJJLJTw8L4bFH+8hqeP+NDrUne9vHoedQiZ6Trg7Kll5x0QKa1pwVMkoqWujsU2Ds52CO6dHcdW4UBpaNQR7dD85NSXam71PzKSkro0QD4deT5TZsGHj3OCsRhkSieRL4HygwmAwxHcs8wCWA2FAHrDEYDDUSowmKu8AC4AW4HqDwXCkv5+9MaVc1FCcWtrAr0eKuW5imNX158T5MjTQleMdPRHBHvZWs21LEoL4fn++0Ig9NNCV2XGWD/+/K/fPHiRS77tvVjTWLEuXJgQzPdYHR6V8QA2//0n8lVTCo78k0aLW4eui4svrxzAk4NyxEmhq1xqNkgfAQNsaSUV13PTNISob23FUynj5kmEM9ncRJgaCPezZmFrOu1uykEgQzf6fKG7g98RirhpnLKHV6PTc88NR1nUEhAuH+vPO5SOQy6T8fKhQlA05kFfD4o/3Cn+Hejjg7azkUH6dsOzL3bncODlcpORXVNvCtV8eIKeyGaVMyuPnxXJjF7PdN0+J4Lyh/iQX1/Phtmzu/OEoUgncMCmc/7MSJFqjvkXD+12IYAwJcOHhuTHcOT2KE8X1yKQS7BRSRoW4W/hNOarkoqDX21nFhvuncji/FndHJYPMAq25Q/zY95/ZnCiuJz7QVehBlUkluNgpcLFT8MSvSSLLhPpWDdXNalzsFDS2aXG2k/Pwz8f4vUOhcGasD68tHoZXR3AwPNiNPY/P5EhBLZHeTl0qJg4ESrm01zYxr6xNtRrIdaK15r4O3DgpnNVJpcJAf/ZgH96/chSH82sJcrcXAmmtTs9bZmqjUolEZNkAUNcq9vO7b1Y0OzOruPuHIzS0aXFSyXh+UTwX96KPtK80q3U8tjKJA7k1SCRw7fjQbv0w75geya7MKsG8+vIxIcLvqbViLq6USa1eN78dLRYCOYBD+bWsO1HGohGB1LdocLaTW2TqQjwdaNPoeHNDunB/UOsM3PT1IbY8PK3HXr++ojeIf//usrG9wfz9EmDtfVM4lF8rBHJgtENae6KUi0da/70b2jQs/ngP5Q3tOChlvHrpMC4YHoCrvQJX+961eKjkMsIHcGLAhg0bZ46znTL6GngfWGay7HFgs8FgeEUikTze8fdjwHlAdMd/44CPOv7fL6w14HfXlK+Sy1h5x0S2pJXTrtUzJ87XasbN00nF+vunsim1HJVcxsxYn9M2GD4bXDg8gCEBLhzIrWFooCvxga60qnWEeZ7sTXG2k7N0TEifStX+bWh0ev67KpkWtXEAVN7QzktrUvn+5vFnec+MDfEP/XyMtcdLcVTKeWR+TLey1v3lhb9SBX+8ZrWO51ensP2R6WxPr0SjN3CssI4vduUC4kCuk1qT63XN8VIhkANYfbyUhcP8WTDUv0dz6vyaFmHypRO9AepaNKIg451NmUI2S63T8/LaVBaNCLDqUQbGGfvfjxYLZsh6A3yxK5eLRwb2yv+vSa21UGb1c1HxzIVDmBnri1IuxU4hY6qJ+FJvkcukjIvoOlvu4ahksL8Lt393mAO5Nfh0lErO7pDpr2227NfbmVHFtTsPUFzXKrofAGxJqyDhhU2MDfPg/atG4uNsh6NKzpTovu/76UKr07PcRC3WHImELoP3KB8ntj08nc1pFXg5KZka7Y1UKrFQOdboDKIyfDCex41t4mWmPDYvxiiy9fpWGjrWa2rX8enO3NMSzH2/L1/wLjQY4Ju9+Vw0MpCRXVjJjApxZ9sj09mWXkGIhyMTTKowxkV4ihQX5VIJX98wxmpPlqkCayc5lcYe9OPF9QS52/O/JSMs+gPbNXrhPtpJq0bHtNe28sSCwRY2JKfCTZPDeXtTpujvU+HGSeEij71LRwcR7evMRisCJDVWrrlOXl6TJpQ9t6h1PP1HMvPj/f511R42bPxbOavBnMFg2CGRSMLMFi8Cpnf8+xtgG8ZgbhGwzGAwGIB9EonETSKR+BsMhlL6wbwhfry+Pl2YSVXJpVw4IqDb9yjlUubH96wc5qiS/21UBftDpLeT6GFsr5Tx+12TWHmkmFa1lotGBhJkRY3Nxkma2rQWQUZBH03ETxfL9uaxukNWvrFdy9N/JDNtkDc+znY8/ccJ1p4oI9TTgWcvHCIIXvQH8+9b2diO3mCUKQdYf8Ky7LITmUTCBcNPXq+FVo7dA8sT+XRHDrdMCUcpl1oVPOlEZxYtDg10tcgom++vRmegtL6ty2AOrJslF9T0zsw90M0eFzu5MIAHY0DYm3vQQNDpEwfGHr0HVyRy4MnZ2ClkXJYQJAqeo7wdeW1dKi0dpYF5Vr43GLOir65N580lvfMNPF28uzmTZXvzcVDKeGBONBePDKK5XUez2rLO4D8LBtPQqmHmYJ9uvTHdHZUsNjNR7zR6XpVYgr+rHU8tjOP8Yf4iT7UlY4LJr24RTOvNeX9rFtdPCrOYcLB2zg8E1u5DBTUtXQZzYPREXDrG0gZAJpWw/NYJ/Hq0mOqmdi4cHtBllvT8Yf68vyVLyPBJgI+2ZwvXbVFtKw8sT2TnozNEGTpXBwWjQ92FEuxO1DoDz/2VwtRB3gMm6HH/7EEMFYzkPZgRe2pVN8ZnpT3b0o2+fucPM97Tzh8awPtbsoQg1VklZ0E3XoLmv1lNxwRBT+I1NmzY+GdwLk7b+JoEaGVAp4FOIGA6bVrUscwCiURyq0QiOSSRSA5VVlpXoPJ2VvHbnRO5fmIYV44L4dc7J9oUnE4BNwclN00O5+6Z0bZArgfWnSjjlmWHcLYz81HqGKQnl9Rz09cHWfjuTj7bkYPBWlqqH+zPqebqz/ez6IPdrDjUdQYixcyXzWAwliG/szmTFYeMHk8nihu47dvDtGutFdn2jvnx4sGJr4uKds3J7YV4dl0i5edqJ5SuAcyJ80NuVoLVrtWTWFjHy2vT+Pm2CSh72UOplEn49qaxFssXDBUHUWGeDj36Jc43G4A528n75EmpNyvDqmhsR2OldO10kFwq7idsaNMKBtazBvuy7MaxXDoqiLtmRDJ1kLcQyPVESmlDzyv1g8rGdh7++Rjz397Bs38m06K2nu1ae7yU/23MoKqpnYKaFh5acYzsyiZcHRQWvb0XjwjAUSVjR2Ylb23M4LBZwNATj69MYtleo/JoWlkjt393mP+eH8ftUyPwd7XD39UOCfDixfE8tXCw1fOpWa2juK6VeUPEXnLm189AcZ7ZZIGTSs7UU8igOqrkXDM+lPtnD+q23DXU05Ff75zI7MHGAMkAFhMwxXWtVlVcP7s2wWoPe+e9ayCZNdiXR+bFnnIg10lCmAcPz4th0YhAZFIJ+dXNvLouDV8XO4YGunD1+BB+u2tityWj55mdC+PCPWyBnA0b/yLOdplltxgMBoNEIunzSNZgMHwKfAqQkJDQ5fsjvJ145sKe1c3OBDq9gWV789iVWcWQABdumxZpIe7QHTmVTXy2M4eGVi1LxgSLfO/+TpTWt/LJ9hxK6lq5cESAMFP5dyavqplPduRQ36pmTKgHz69OEXoOJRiNrefF+3HH9EjaNDqu/eKA4DmVXNKAo0rOleMsZ737QkVDG9d9dUBQWDxWWIe3k8rqgGRytLfQ6wRgp5AyJsyDT3bkiNaralKTXdHc757I/ywYzL6catI6BBLKG9p5YMUxlt04luzKJj7bkdvle2cNFu93jJ8zX98wli925XAgt0aUYSmqbeXrPbl4OCpFflTmfoSduNorrYpxXDvB2J+3usMH7P7Z0V2q7XUyI8aH964YyU8HC3C1N4oS9LaHBWDKIG/WmmQox0d4nLHSqclR3qIeJjuFlBPFDUT5GHvspg7yFko8r//qgMX7RwW74u6oYnd2lUjZc0p074PZvnDvj0fZ22E4nlbWyInien6+faLFeubmy3oDHMytIdLbiQ+uHMVbmzJIKWlgSrQ34V4O3Gti7Hwkv5bdvVTdTC1t4FezbFtTu5b0skbWnCgTfBbf2pSJXCblrhlR3DgpnKs+3y98DzBmaMO9nHht8XACXO1JLKxjTLgH9/bD26w3TI724sOrRvHD/gKcVHLumhGF+xkKDAb7uzA8yI1NXfi6xQe6WN0Xd0clq+6axKMrk0TqkEq5dMBsG84EBoOBG74+KJRzA8yM9RWuuU7Syxr5fGcOrRodV40L5eF5MTip5GzPqGSwvwv3zz4954YNGzbOTc7FYK68s3xSIpH4A5139WLAVHEkqGPZP4K3Nmbw/laj2MHmtApSShv5/LqEXr23sU3DZR/vFQKA1cdL+fjqUWesHGug0OkNXPXZfkEMYENKOXqDsU/v70qLWsvij/dS1WHevOa4uHTQAFwwIoDbpxm94w7mVVmYM29OLT/lYM58QA1GP6gZsT6klRnFf1zs5FwxNoRLRwVSVt/KikNFuDsqeXjuIDydVIwIdhMNlFztFafUMK+USy2Mw3dmVqLW6tmeXmkhDhDsYRQ78HFWYaeQUVjTIqi0tWl0ZFc2EerpiE5vYIeJua5UAr8dPRmcutkrGBPuwZH8WqtG2F2VM0kkEq6bGNalSJI5Rwtq+fNYKX6uKj6+enSXSrnd8eLFQ1HKpezPqWF4sCvPXnj6vRo7uX92NC3tGn44UIhWb6BNo+f+5YnoDQYLA/f4AFe2pYurIMZFetKuMRDu7ciJonrya1qYE+fLg2Z2LgNBi1orCoDAqKT4+c4cbp4SQXlDGz/sL6BdqyfAzVLlsNOo3N1RyXMmYh8PrRD7BTardezNrhZKgbvD/HiAsWdMIZdYlMVtTi3nrhlRSKUSvrphDC+vSWVjSjnh3o48tTAOmVSCk0puVWH1dLBgqD/nxfvxV1IpPx8uJLuyiUUjAizEdU4H1kzj3R0UjAxx55kLup58jfZ15rc7J/HhtiyWHyzE1V7BQ3NjBtQWp7iuhadXJVNW38bSMcFcM8C9xLlVzaJADmBzWrnIAqmqqZ3FH+8R+ixXJ5Vyw6QwHpwbwz2zxEHc9oxKtqZVEOXjxJKE4H9U/74NGzZOci4Gc38A1wGvdPx/lcnyuyUSyU8YhU/q+9svdy5i3i+xOa1ckBjuiR0ZlgHAA8uPMSnKq18DyLNFYmGdharb70eL/9bB3K7MKiGQ64ook9KjcC9Hi4xRlM+pl/9aKyGO8nEiuaSeiz/cI5Qz/Xy4iPX3T+XumdHcbTbz/8CcQRTXtrIptZwgdwdeuCjeqsR4b6hsbGftiVLcHRSisqlQDweUcimRVr7zzZPDeWdzJsklDSSXNLD8YCHr75+Kn6sdd3x3mK0mg+c4fxdSyxrwd7GjxCxgHB7sxmfXJnD5p3upzhFnaeYN8eXhfvpGmbI7q4prvzwg/I5/JZWy6q5JfR4Mezgqeefykb1eP7eqmc2p5YR6OjIr1gepVEJTu5a3NmRwML+G0SHu3DMrulclWHYKGZeODmbZvgLR8t8TSyyCuVGhbhbv/3hbDp1n8dBAV/Y8PrPb79/QpmFNR6/mgmH+uPTh3mWvkOHnYkdZg/i3/u1oMZclBHPh+7sEgQgHhZTLRgfxZ1IJdgoZD8wexOAuymWtGU8nlzbQotaxYKh/t+d/pLfle2+cFEaMnwv2CpnQGwbia9xOIePZRfHdKkieCf63MYP3OtRUl+3NJ7W0gScWDD7tnzt1kDf3z47m853GzPytUyO4d1bvM013To/izulRwt97s6s5UVzPhEjPXvWqdkVDm4ZZb24XJsVOrEqmvKF9QO4Xnfi52uGkkotFcgyQVtZArJ/xHP1xf4FIMMcAfLk7j8TCOn69c5KwfPnBAh5beVz4e292NR9cNWrA9tWGDRvnDmd1mkYikfwI7AViJBJJkUQiuQljEDdHIpFkArM7/gZYA+QAWcBnwJ1nYZdPG+b+U672CsGrp+f3WgowtGp0bEyxVMQ6G1Q2trPmeCl5ZoGaOT7OKszHegPpFXQ2sLb/sX7OSCTGjNHlY4KZaVLq6O9qz5MLBmOnMF6aCaHuQtbuVBgW5Mad0yMF771ZsT5cMTaEFQcLRX0p+dUt7Miw3mfqYqfg02sTyHxxAdseno5cJmFbekWfe7gKqluY+9Z2/rsqmbzqFqHXzctJyUuXGM2lp0Z7cc34UGRSCRIJLBoRgFanF4nG1LdqWJVYTGFNiyiQA2OfT+YL5/HdzZaCt7uyqvh8Zw6To7zwcjIGNZ6OSr6+fgyfXJNATmUzG5LLuuy56g3f788XBeRJRfWCquXpYk92FfPe2sELq1O5ZdkhHliRyJa0csa9uIkvdueSVFTPV3vymPLqFkrrW3veIMbeYvNKUl8rJtUhVnysTPOqx4vrOdrN969v1bDw3Z08/utxHv/1OAvf3Um9FXXDrpBIJDxrxRDcz8WODcllIoPzFo0efzd7Up6dz9H/myNkWhvaNKw7USbqsbpuQphQFqqQSXBQynh/SxYP/XyMSz7a023P6OzBvixNCEYqMZZTLx4dxGPnDcbFTsHzF8Xj1FFGH+fvwoNzrAcEhTUtrDleSpnZhMSZ4Fszc3nzvwcarU7PjoxK9mRVce/MaJKensvxZ+b2KZAz5+1NGVzx2T5eXJPKBe/v4udueoV74s9jJRbVDd/tH9hj4qCU8+LF8TibtFicKGlgwTs7WXO8lE0p5by1ybrv5JGCOk4Un+xzNf+91pwo7XFi0YYNG39Pzraa5RVdvDTLyroG4K7Tu0dnj8fPi+XGrw/S2KZFIZPw5ILBve6NGR3qQVyAi4VwhTWp5zPNtvQKbv32MGqtHokEnr1wSJcy98EeDtw+LZKPt2cLZqx3Tj/1QOZsMjzYjSUJQaw4VARAtI8T3988Dr3BKHXuZUUJ8cbJ4VyWEER9q2ZAxWQenR/LrVMjaNPohckDByt9mT31auoNBq7+fL/QezTI14lf7pjY60zK9/vzqTU5NzvLKT0dlQztmDmXSCQ8f1E898+ORmcw4ONsxworsvEOKjl6gwGpBEyrMh1UMuQyo7/YRSMCRD2AOr2BF1anCn+72MlZdtNYhgS48sjPx/j5sPG38nZW8fNtE/plymzNtqQvPbD94bMdOSIrg1WJJSLVxE6a1Tp+OlAoKt3qigA3e+6aEcX7W7MwGCDA1Y67Z0bRptGRUd5IlI8TDko5UT7OXDMhlG/3dj24dVTKKatvo65VLWQZOvnjWAmFNScDzMKaVv44VtynMrZ5Q/x4csFgXl5rNGv3cFTy4NxB5FVZqjM6KGWifsfkknqu+HSfoBx629QInlgwGEeVnG9vGkdpfStf784T9Y2mljawNa3Cajl7dVM7pfVtvHzJUB6ZH4PBYDyfOlk8OogFQ/2oblLjYq+goLoFTyel6J7/y+EiHv3lGHqDMZB874qRZ7R03kEho46T16k1gZGBoqldy2Uf7xUC6dGh7vzfwsEEuNv3u0xSo9PzqcnvZTDAh9uyrfrD9gZnK9ev6jSULS4aEcjESC8mvrwZTcdNTW+AD7dlYSeX0Z21nelv5KAQ769Cevo8Q23YsHF2ORfLLP+VjAnzYO8TszhWWEe0r1OfH2CvXjKUC97fLVp2tKAWGDiPnf7w5oYMIfNjMMDr69O5YmxIl4HqY/NjWZoQTFlDG6ND3f8RPjmvLR7OrVMjKKptZUyYR68G9c52itNSImsu3HDN+FBWHi6iosPvbUKEJxO68R8DY3+PqYhERnkTPx8q6rXnkjXREYD08iZ+PVIs6kkzlf0/f7g/X+zKFQzAI70d8XRQcv67u0QDHDuFVFRmdePkcFEwZ05Dm5bPduRw54woIZADY0b5s505vHjx0F59L1NumRLBhuQyITg4f5i/hTl3X9Do9LS063B16Pqc6IuBcVe/gTUemhvDZaODKa5rZXSoO0cLaln0wW7qWjQ4q+S8d+VIpsf4kBDq3mUwt3CYP78eLeKzHTnoDTAsyJVlN45FIZMikYDOSna3P4bMt0yNYOEwf/KqmhkZ4o69UkaUjxPDg1w51mHCHORuzxKzAf3zf6WILCA+25nDTZPD8enIrPu72iO3ooZqbR8/35nDq+vS0OgMRHg5suymsVYnZRyUcjYWlPPYyiTaNHp8XVR8df1YQVDolbVpwnmt0Rl4bV36gAdzdS1qnFRy5Fbusw/MGcSjK5MEj0fT4L+xTYNCJu119UhP/HakSJQRPZxfy0Uf7kEulXDr1AgenhvTo9iQOQaD5Xmu1fdfCXZ+vD9+rmmiLOkjc2OM1QIGA64OSmRd7GNfj5dcanlutWn03T4PFw71J8LbCa1OT2OblntmRXHT14eECZ6bp4T3qXTZhg0bfx9swdw5hJOqb7Llplh70NV3Y0R7pqhtEffytah1aHTdP5TCvBz7lQ05V2nT6Hh7UyZrjpdir5Dx4NyYUzabHSgC3OzZ/NA0NqdW4GqvYOog7x4HTdYyvnUt3Rtzm3L52BB+OlhoYZ4MlueLKQ5KOX/cM4ktqRXoDUZFy+mvb6PRZDuejkpW3ztFVLY8LMiNceEeFiqG4s/VdPG9+pfdjvFzZtsjM9iSVoGfix2ToroPkLvj96PFPPNnMnUtGqZEe/H+laOsKmLeODmcPdnVvQrUdmRU8NDcQb3u4QvxdCDE0xiQPPNninBcGtu1/HdVMjse9bF6rM6L9+OqcaF4OSmZ/85OYXlSUT3XfnGA1LIGJBIJV4wNwddFJZRD+jir+t0rG+BmLzJ7V8ll/HLHRB5ecYw1J0opqWvlpTWpvHLJUCGIMVXtBGMmpL5VIwRzAEsTQvh2b74Q9EV4OTJ7sNguoKqpXQjkAHKqmnl3cyavLbb01WvXGs2dO0v3yhvaeXltKt/eNA693kCDmQR/d9dGX6lobOOu749wMK8WLycVL18ylDlx4u9yWUIwI0PcOZxfw4hgd2L8nNHo9Dz6SxKrEouxU8i4Z2Y0dwxA9URX15lWb+DDbdn8frSY968a1a3PnzlKuZTrJoaJsnO3TIno9z4q5VJ2PjqDr3fnklPVwpRoL15Zm8rDvyQBxnvP/5aOEClJ9/d47cupwfwqzqpoIqDDyqLztYVD/Qh2d2DF4UJWHy/lxGtbaWw3epiODnXn59snkF7WSLSvU7c+gTZs2Ph78/dPe5zjvLUxg5in1hL++GomvbKFIwV98ynqLXH+LkKJWidL+1lOMpCY78P5w/ytlqANNFVN7dz8zSHi/ruOyz7eQ1ZF42n/zK74bl8+fyWVojcYS9ye/yuF7Mom4fX9OdWc985O4p9ezyM/H6NN03/vtv7gbKfgopGBzIj16XJm2ZQ5cb64m2SIVHIpi0ZYtXy0SpSPE2vvm8Kd0yOF3kAwZtR6GsCr5DLOG+rPwmH+yKUSC8GLmmY1nk6W4h7f3DiWVy8dyqWjrO/n0jHBjA51FwlRSCRwWUKQ1fV7g0eHifTkaK9+qwDWNqt5bGWSMNjdmVnF+1syra47I8aHVXdN4r5Z0bxwUfeWK0nFDSzbk9fl6ysPFzH51S2Mfn4jb5v16BSZKTEW17Wi1xs4L94PFxPvRHuFjMfPi2VytBfFdZY9eknF9Wh0BtRaPd/syePpC4bw5ILBPLlgMKvvndKtGXtfSS1tYNWxEjQ6A3qDsYRx5ZEikzUsA+DO4NX077tmRuFiJ8dRKWN+vJ9FpqWsvk0I5DoxLR81palNaxHEdBqBS6USFpude0vGDNz9/PV16RzMMz6LqpraeWhFotX7Tn2rmmV787n0oz08uCKRb/fl89vRYvQG48Tcq+vSLMr7+8MFwwOw7yZrVVLfxsM/H+vy9a544rxYPr1mNPfMjOKHW8Z1WeLfWxQyKbdMjeTlS4byyfZsCkx+2+pmNQ+tSBT1IC8/WNjn4/XOpkwe6uK7ltS3MSzYlXtnRfPuFSN5a+lIfk8soabZeB7l17QIfcWH82u55KM9bEgpF1R/bdiw8c/Elpk7jWxOLeedzScHXsV1rdz8zSH2/2dWl5mp4//P3lkGRnF2bfie1WRjG3d3IUKABAle3Nri0lKKtKUuL6Wub91dgeKUQinuLlHi7u6+LvP92GSyszsbD9D3y/UHMmuzszPPPOc559x3eQs+O5uDmlYZHohwxvoYz15NBAmCwK5Ho7DtRhHKmySYG+qIKf6DY2o6EJ6c6gMnoTGu59cjyMkcazq8urrjYk4tfrhYAJlKjXXjPfoUKHTy5pEMnMvSCMDEFzfhyT23cerZiX1+n8Egq0o/kMyuaoO3rSmkChUe25VI9ZD9mVgOWzM+/jMr4E7vpkFuFNTjm/P5aJcpsTraDctGu+HwE+Pxx80SyFUqrBjj1mfFTRtTPiQKFRzMjcAiCES4CbE+xqtbU2FdOGwWBDw2xFqeciQ0k1Ndg10jLhvLRmv2fXGkKw4klKK8SQJ7cyM8GOlCXSv7NkZjx41i1LRKsSjcGeO6yZRfzavDtxfyIVWosGasBxZH9j/wM0RhfTtkOsbJTOdTJyHOFpRi3/nsWlzMZhazATR+aw+P188Q59e248WDKVR53Zfn8uBrZ4a5oZoSv9kjHKgeUACYFewAFouAnbkRDm8ej503NeIvq6LdKGN3JjsAXSqbJdgwsf+Zk+5gMo7WPo6LIpyxS0u1c7KfLfgcenCRU92GD09mU8fl+0sFCHUR0sy7Ax3N4WEtQHFDV8A7J5S5NNLalI8xnlaI08oYaxvTv7MgGAEOZkgubcYYTyu90tCBkFVNPx4aQ3gJ7TqWK9XYtDMR9e2a4OBQUgUuZuv7v2VVtfbba7ITDxsTHN48DrtvlaKoXoRr+fV6zymsE0GqUFEBtESuwsensylv1q1zAvUEpwiCwIxgB8wIHnyDdabrsL5djto2KVVWy3zeGT5eJ9KqDAqcdFLRJKHsPeraZHoLWtqo1CTOZdXgjSMEvl8V2e37DjPMMP9ehoO5ISSOoayrUSTHoaQKLGNYZRXLlXjo91hqYv9+VSvMjDhYPqZ3HmPVrVKUNUogUSjBZd0bSVeCIPBgpAse7OVEt6hehA07Eqh+gWf2JcNJaIzRHn0zftUtqcuubkOrVHFXegYm+tnQsgB8LSPbvJp2mhgIwHze3C1qWqV4ZFs8FVBs+SsNdmZGmBJghzfm99/z6r3jmdgd2zV5tjThGZSH746FYU7YqyWM4mNnohfI6TLW2xpjvZnLHm1M+XhhRs9S4+VNYlo/SsqfKXC0MOp3mbQhxDIVeGwWTdikN6bbKWXNEHDZ8LY1QbNYwein94CBazKhuJEKWDqJK2qggrl3FobAzswIcUWNCHcT0tQGvW1N8dYC/axgZmX3mXGCwKAfO23GeduAwyJofUjlTWLUtclga8bH6/OCYGXCx62CBoxwscAzDKbL8QzHJb64kRbMsVkEdj4aha/P56GsSYy5IxyxJtrwAtYPq0biq/N5yK5uwyQ/W2zSCmY5bBYeGuuBh8YO4IsbIMaXbgjvamUML53S9sL6diqQ60R3rOKyCYPXUl8JcDDHu4s0dgz74krxyekc2nk7xtOKlgl993gm9nSMIXm17ShvkuDg4/om8UNFjK8NzusEt962JnDWKvGN8bWljXM9HS+msd+Iy6KpaE707SrjtDXjI9DRnDFo1OZ8Vi1ulzYNl1oOM8z/KMPBXD+ILWzAyfRquFgaY8UYN4OCFhFuQsbtL/+VCl97U736/6SSZr2b5fns2l4Fc40iOZb8eIPq5ziVXo2/Hh/3rxu8L+fU6jV+X8iu7XMwF+EmpFkzeNua3LXm74XhzqhqkWoZ2fpRynbediYwM+LQfIPCGUxz7xbX8ur1MkPnszVm4wPhgs4kKLGkCS1iRbcCH0y8Pj8ILBaBSzl18LM3xetDaKp8PLUKtwo1k32FSk0LsADNhGkwA5Ksqlas2xFPle0RAB4a695jv2VZoxjLfr5JTQA5DKWzC8Ic9fq9ksuacSS5Qu+5ABCuNZYZcdl4eJwHuGwW2mUKlDeJ9dQpdWmR6PdELYl0QUp5M9gsFp6Y7N2vYL63uFoJ8MPqSLz5TzoqmzWZjHNZtaj4PQ4nnp6AjMpWtEoUmBqosexgGiuYrkumba5WAnyypKtH7nZpE/5JqYSdmRFWRrnR+h2tTfk0k3ImRDIl9saVoqxRjFkhjoMSPD0zzRdShQpnMmrg1WFMrtsr62FtAgtjrt5vZ8Jjw97CCGZ8Dp6d7kfrTyxrFGNvXClIACtGu+mVqvaW5WPcMDvEEW8fy8CtggaEugjx5gL6tX0hiz6GJJQ0oUWiYOwnHQo+WhyK14+k43JOHUhSc895d1EICIKAXKnGgYQy5FS3YfloV8QVN4LLYsHT1gT748uwKsqN1o/ZSYSbENtv0Lf9uDoSe2JLkV7RgvE+NnhdZxHtx9Uj8c7RTGRXtyHMVYgWiRyxhY20+6hMqcbyn2/h9LMT/6f60YcZZhgNw8FcHzmXWYMNOxOoFdpT6dUGVwNnhThi3XgPbLtRTFvRJaHxrNEN5jxtTfQk1n17Wb6mrZwHaN7jaErVvy6Y82VQ/OvtMdDmnYXBaJcqcbOwAYGO5vh0Sehg7F6/eWySN6NfnIDHwbcrR+L1v9NR0SzBzGB7PNsLyfg7ha+9/rH3teu/KmMnPnamqNJShXMwN4KpUd+HI40vU89qk+VNYpxKr4aduRFmBTv0WaL72wt5+PRMV/nTzGB7vec0S+Rolykp/7CBciKtitZ/RUJz3JiUB7U5nVFNW8lXqklEeVohvaIFHDYLT07x0StnvFXYgFW/xlLiKfbmfCiUJCQKFVZFuWGRVqmzRK7Cou+uU31wf9wswd+bxxsMxg4nleOdY5l62yf529KCnoEiVahwPLUKbVIF5oQ66ikC3xdkj1+uFFLBHKAJmPfHl+GVw2nUuHsstRJHn5ygV94e4myBt+YH4avzeZAq1HhorDvmGSih7ORGfj3WaJnHH02pxLGnJvRJmXHd9niq0uCPWyX4YVUkLRvYH4y4bLw5PxhvzjfcW2nEZeO7lRFYuy2eFhhYm/Lxwf0jEKWjelvbKsX8b69RfYB7Yktx+tmJeh6qvcVCwMXnS8MNPu5rb0orMRQac3EwsQzzQp3uiD+pjSkfPxgoXXzhzxQcTelS0H16mg9+uaJR4j2VXo0DCWU4+tQEXM6po52vC8KckF7Rgl23SmHEZeG5+/ww2d8Ok7tpmXC3NsFva0fTtmVUtuCRbfGUSjGgCehOplcPimDNMMMMc29xb9Ti/YvYHVtCC8wSSpq6LXF4Y34wdq0bo7fdkeEG5yw0hod116oZiwBifGz1nqeLUqXGT5cL9bYzfca9RmFdO46lVqK2TXNTHu9jg7XjPMDRMovuj6qdo4Ux9m6MRuF/5+DkMzEIdrLo+UV3iUl+trjynynIe282vl8VOWjBwGAQ6iLE5ildZuMzguwZS4T7ypvzg+DZsUJsbcLDR4tDeyW+0h8yKlswo8NM++m9t7Fue3yPr1GrSVzLq8fFDlN07X4qALiYXYf1MZ60rNehpAos+u46JPLBEbBhmpA6dJSQljWKcSy1EpUMwiJMk+fFkS5If3smkt+4j7EvbW9cKU0Fs6ZVhh9Wj0TmOzPx2rwgWmBzMaeWJmgiU6rxZ0I5DPH9pQLG7XtiSxm39welSo0lP97EC3+m4K2jmbjv8ysoaRDpPc9e59hw2QTOZdXQFtDSK1qRVNrM+Dlrx3vi9hszcOPlKQhzFSK7uvvy0T06xzWzqrVPIlj5tW20knGS1NyD7hQTfG2xY90YWJt0iQqVNoqx7Odb+PEy/Xc9llpFE3RpkSjwTwpzprekQYRjqZV9MkNPLmvGqfRqiDrUa9+Y1zWGcFgEmiUKvHssC/d9fhmFWgJTd5pmsRzHUulWKNuvF0OiJTBT1SLFwm+v652vBEHg1blByHxnJm6/MaPfgi3BThZ4ZU6g3vahnBPk1bTheGoVGnSMyU+nV+G/J7KQrTNPSiptov2eTNS3y3AstRKHkspxNrOmW3Gwig6V2kNJhsciQ2iy1NVIKKaXuaaUNeNUumaBqBORTIlT6dVDJmY3zDD94d6ZNf5LYDRZ7kGdcZyPDeaHOVErdSOcLRhLJ9PKW1BY3zUBUZPAn4llGNuDrPnVvHoU6UxcbE35WD7m7qtZdsf260V4+1gmSFIj+/zzmkhM9rfDWwuC8cw0jVk0k6l2X+irN9HdZKj2tbJZgiaxHEGO5v1SVXxpZgA2TvSGTKFiLA3qDz52ZrjwwiRKhGQozWy3XS+miaRcy69HSlkzwgyUs8qUKqz6JRYJJZqbtb+9GU11E9D0sWydHQhjLhvfXMintufXtuNMZnW/RHt0eXCkC/6+XUHtx3hva0wNsMOfCWXY8lcq1KRmEvv1igiacMbMYAdM9rfFpRyN+Em0lxXmhzkx/vZVLRI0iuSMhtAmfA7tNQqVGpmVrSB1G8cAmPINKxGaGHhsME3Ur+bVI62ihfq7RaLAnthSbNWZ0D473RdxRQ2oaZWBRQBPTvHB5Vx9kRhTPgeFde0goekD1OZ2aRPW/BZHWWs8OcUHL85k7rNkujf05Xsb8zggCNAWEHu63wyUVqkChXUiBDiYwYjLxngfG9zcOg3jPjxP66H7/mI+rdqA6Xdm+q5740rxyuE0kB1m6N+uHImZPQiUvPRnCuUBaWPKw4FNY+FrrxlDDt2uwAsHutQfW6VK7LpVOqCe3p7oVCPWPTeaxXJkVbWBx2bRytNbGWyCtBdEWiQK7LhRjM1TfFDRLEGQozmjr2FfmDPCEd9fykduTVdgq2a4dgeD7y/l4+NTOQA0Y+PvD4+GmREXWw+lIr1DvfPnK4V4cYYfnpzqi+cPJONQkibQtzHl4+BjY/XKP28U1GPd9nhalYGLpTEOPT5O7z50Mr0KT+xKojRpv72QjwsvTu7Vvlc2S7D4hxuo7FhYmBXsgB/XROKVw2nUgpOVCQ8HNkWDy2Zh8Y83UdeR8XwgwhmfLwvv9XEaZpihYjiY6yOPT/LG5Zw66ka+bJRrj30BBEHgmxUReGqqD0QyJcJdhYwTK6aBVtWLwZfpdfPDHIfEdLq/NIrkMDPiUCqecqUan53JpSYpnX93lpNYmujLyw/Tdz44mUUZNQc5mmPX+ihY9ePYWhhzgUHuRSEIolvJ7FapAlwWC8YMgUZf6Ot1dSajhgqgACCnpg2LI51R1iShsizP3ecHNotgVKXtiyF3dxjz2Ni1PgrLf76J5LIWXC9owHP7k3GjoJ7KJCnVJD4+lU0L5rhsFrY/MgYZlS1Qq4ERLsxZ6Q9PZuPnKwVQk4CXLb0/anaIA6WKCWhW3R/6PQ5VLVJw2QS8bEyohSdHCyOsinZHi0QBPkffGPnVuUFY9tNNWvbLmKvpkxssmI450zZvW1O8NjcQL/6ZCplSjZ+vFEKkk0kVcNn47EwOznT03E4PtMMPqyOp3/rr83k0j8SfrhRg3QRPxutqw0RPnM6spjJWc0Md+9Qb6CzU9GV3TipNeOwhLZM7kVaFFw6kQKJQwdqEh18fHoUIN8uOxRb6PUv3EpoX6oRt14upbKWvnaneooa643ztfK1CReLT0zndBnP5tW1UIAdoFCN/vlKIDx8MBUEQtKwh9TmDGLSIZEqQ0AT4CpUaj+9KopSS7wuyxw+rRoLDZuFgYjlePZwGmVINEz4b3SScGNlxsxh/3CyBUk3C0cIIux4dA2+GkvYmkRwmfE6PC2A8DgutEvpOfHYmFw+MHFzVXZFMia+1VLulCjXW7aAHYZ18fT4P0Z5WVCAHaLJvv1wtpJXL17fL8PmZXL33KG+S4I+bJXqLJ+8dy6SZixTWi/Dw77HY/siYHhcwt98opgI5ADiVUY1jqZW0yoFGkRw/XCqEMY9FBXIAcOh2BTZM9BrSft9hhukNw8FcHwlxtsDllybjcm4dXCwFlCphb/Bj6AfTJsxVSJOq7jQ97YmJfrbwtzdDTo3mJmrK52BlVM8WAHeC2jYpntiVhISSJlib8PD+/SMwK8QBCpUaIjn9RsMkkjBM/8mraaOV32ZWteLXq4X3lO0BE0qVGlv+SsPfyRXgsgk8Nskbz07vfx/hw2M9cDy1ilopH+1hiYhuRGaYzkNXSxNceGESYosaEepiQQl+LI50wW/XiqjXsFkEbMwGzx/t8O0KJJd1ZZz+SanUEzQxdN10V1qcX9tGK5MrrBNh3XgPhLoIYWvGxzgdkY2PT+dQPY4KFYnqFgl+XD0SChWJcd7WeONIBk6kV8GYy8Zz0/1opZyjPaxw/eWp+PVKEdplCoS7WmJ6kD0lAjQYMI2BK6L0qx/UahLvHsuizgXdQA7QBAJntMSTzmXV4kRaFRWY6B5vhYqESKZkDOZ87Mxw6cXJuJhTC3szo36Jl/z3/hG4P8IZpQ1iTPK3HXC1giFUahJvHMmgygEbRHK8fzyL6gnfONET/z2RTT1/vY4BtwmfgyNPjselnDqQJIkpAXZ69g4qkqQFwgDQ3MO4z2Qorv0bTPCxQZCjOTI7yvhMeGysYvjt+8O7xzKx82YJSJBYOcYNI90sqUAOAM5m1uBkejXuC7LH20czus4rmQoWRhy0MGTkDKHRU9KEJFUtUiz49jr+fGwcZWPQJJLjid1JuFnYAKGAi7cXBPdYAaB7ruoa0Q8GUoVKL+hiCuQAQK4iseyXW3rbO8+Bwrp2PLE7CdnVbYzCTZrn6ivzihmu48u59bhR0NCjKFULw/lVw2D30CJRQK7SX1gcnrcMcy8wHMz1A2tT/qCvbnXyx7ox+CelErWtUswe4ahXxsEEl83CX0+Mw9+3K9AqVWBBmBPlc3O3+fR0DpXlaBDJ8dLBFEz0s4EJn4P5YU44ktzVWzCQXiy1msRHp7KxN64UFgIu/jMzAPP70Wt3r0CSJD47k4tdsSUw4XHwwgy/Pp9z5U36/VRM2zq5kF2D945nobZVhkURTnhzfrBBP8Sh5FBSBWXloFKT+PJcHib72/Vb5TPMVYiTz8TgRFqVRmQgnLnksJNZIQ749EwONYk05rKxMNwJ7tYmlG9aJ05CY/jZm1IGzCo1idf/TselFyf32yhcm/Imsd62CDch9XkAEOBghlHvnQOLAJ6Y7I21Wt5xR5Ir8MnpHLRJlVgxxg1bZvmDIAiUMZwHde1yLIpgnhzqnjdihRohzhZwsRTg16uFOJ5WpdkuV+H9E1mYEmBH8yxztDCmqfDVtEqxdlscbhY0INTFAh8+GNqrsc4QPE7vxkCZUo06nZ4eXUJdhXoS8drff/loN1pP3Xgf624zzEIBD/dHdF27+bVtePmvNKRVtGCctzX+M8sfn5zOxfX8erhaCSBTqNAkVmBBuBPemh8MHoeF0R5WfVb07StShQr1OsdG+3tvnOiNYCcLxBU1IsJNyCjKweewu82ycdksPDjSBfu07ESW9zDuj3SzpAXqBEE3UOewWfjzsbH4+kIeDidVoEWiwNcX8vHf+0MGVJ1yMacWv10rov7ecbOEMRi6mleHz87k0BSJAaBNJ2gNcjQHQCJTy5+OAJNdvQaRXIWth9NwZPN4AMBX5/Nws7ABgCbA3fJXKib72XWrAPzASGeaNcLkgJ578PuKtSkf9wXZ09Sju0NHBBgEoalwAoA3/8mgMru6qtaApqx8caT++bI40gW/XC3S2840fuqyZJQLDiaVU5l8VytjrIpyw1+JFdQCAaCZnxhxWTiWWklllr1tTYb8uhxmmN4wHMzdYxhx2f0yhzXlc7C6Gz+ju4WuQECbVImKJgl87c3w8eJQhLkIkVHZihhfG4MTyd7wZ2IZfrqiyUK1SpV4dn8yItyE90xQ21f+SanEtxc1vVjNYgVe/DMFEW6WVMN/b4j2soaNKY/W5zLXgPpes1iz6tu5orrrVilcLQXYxKDAOdToGhoDGtVB3WAuobgRn5/NRaNIjqWjXLGuG8l+L1tTPDlV3zuMCRtTPv5+Yjx23iqBUqXGiii3buW8i+rp/aolDWK8cjgNr80NGnBf2KxgR/xwqYAqUeSwCHy8OBTX8huQXNoMKxMubRLz1tFMjHCxQKS7FUobxHhufzL12h8vF8DHzhSLI10Q7WkNG1M+bfI+d4RhZcZ5oY40oacwV6GWMbK+CEhiSRN+vFyApNImjPGwwtbZgbRJ56uH06mevvjiJjy7LxlHn5rQ9wOkRW/GQGMeG1P97fT8wTqZFmCHrXMCMOera5T1BJdN0NRLl452hVDAxdnMGnjamvRZpOKpvcnUsbyYU4fMqlbUtGp+h/zarv6mPbGlcBYaY/MUnz69f38x4XMwxd8WF3O6egh1x4vxPjYDtt94d1EIgpzMkVLWgmgvKyzuwYOUxSKwd2M0tt8oRm2rFAvCnDBOZx94HBYOJ1VQ6o1HUyphJeDi7R5sH7ojm+G8NjPmgssmKJVZLpvA0ZRKSBgyUZ3X3ewQB/g7mGFtR5XNjhslqGyWYF6YIw4klNNUL3XRvuZ0hdakCjWKG0QIEwgNvl5XVOpWQQMUKvWgL9J9syICO2+WIKemDUYcFnZpBZBGXBYczY1ga8ZHnNYiFKDxXA1wNINKTeKJ3Ym4UdCg994zg+1RVC9CfZsM1qZ8VDVL9O4Fr84NQrtMib1xXYsEAh4bLlYCPLItDhXNEswd4YQgRzO8fiQDTWI5fO1M8d2qkRjlYYUDm6JxMLECMoUKZU1iLPruBuaFOmFGsD2qmqWYH+aECR3+nns3ROPv2xWwM+Pj4XEeQybcNcwwfWE4mBtmSInxtUFqeVeZmIulMbw6VuD5HHa3E/C+EFdEv0mo1CRulzb/a4M53cyAmtQEL30J5ox5bOzbGI3vLhagvl2GxZEuBlfN0ypa9Epj4oubsGlS3/d9oEz0tcW268XU3xwWgfHe9Mlbi1iBh3+Po8rk3jmWCWtT3qAIjwCAh40JzbOuqkWC7y8WoKJZgnmhjnhgpAtyqtvw05UCxonR3rgyqNQkPl48MOl9fwczmBtzqSyhUk3iXGYtNkz0wppod3xxNlfvNfHFTYh0t0JSaRN0F7cTihsR7irEj5cL4GtvCh87E01Tf6RLt3L3j0/yBp/DwvmsWvjYmdKMwif62VCZVEDzex1NqcS1/HoAmhLOVqkC32vJuMfrqMZpzj+VXr/dUPDF8nB8fS4PaRUtiHATol2qRH5dO6b422F9jFeH8fcY/HatCGoSWDfBAz46vUszgh0wowfRDibaZUq9Sbm2fLwuusdpqPlyeQS+Pp+HjMoWjPe2wWND0J/H7TBDRx/M0K1MeHi+G8uW0kax3nE8klyJimYplo5y6ddvFeNrg49P03sDJ/raoKpZqjGQBwlnoTEt08bElAA72gKttiF9pLslnIXGuF3ahCAnc5xMq0J1a9f3mOTXlUmb6GdLUzbtNAzvjsQS+n2xrl2OkgYxLWs+GBhx2dgw0QtShQo/XS6EgzkfLRIFHCyM8cniUIxwscCGPxL0XidTqpFS1oJHDCgMOwuNUdcmo0RcGsUKPL47CaZ8DjgsAn72ZlgV7YbMylacy6qFrSkfJEgQABZEOOH5/cnUQkluDX2sTK9sxaRPLiHIyQzhLpZIKWui/ZbZ1Tkw4bHhZ28GTxsBypvE+P5SARKLG1HbLoMxhw2hgDdoc5hhhhkIw8Hc/wOqW6TYHVsCiVyFJaNc4e8wcJ+w3vL0NF/IFGqczqyGp40pXp0TOCgrWe0yJXbfKkF5kwRzRjhipLuQNqFkEUCYi3DAn9NXVGoSfyWWI7m8GVGeVv0OLka6WdLKYwjCsAl9d/jYmeGLXqhtBTtZgMdhQa6lwBYwhOdJRmUL/kqsgJkRB6ui3WieYFMC7PDuohD8caMYAh4bT0311RMZii1q0Ot3upBdO2jBnDZqNYlVv8aisE5EfU6bVInPzuQwqtR17Y++SmJfyaxq1esZupBdS/WkMZ0Tnf2AGqEl+mQ00NEMS3+6iUZRV7Z2VrBDj96BLBaB9TFeen1SALAw3Bk/XS6kSpKUahLXOwK5Ts5k1EAkU1KZypFuQloGKNDR/I4EcgBgbsTFaz2Yy0d5Wev5qA0GpnwO/OxNaQqDNiZ8g6WfEa531ifUwphLW8T4t+BqKdDLNDdLFDiXVYNzWTXY/sjobr3amAhxtsCXy8Lx0+VCqEkS62O88N8T2TTF6RZJ94EcQXRdjyUNIipztGKMK9ytTSDgcfDy7K4e5s1TfPD20UwklTRhtIcl3tDyAdw00QvtMiWOp1bB1coYW2cH9iiCEuGmqXzpxMaUBzeGkmClSo2DieVIrWjBWC/rfrcovHo4nXYfLqoX4aWDqXAwN6JKRHsDiwDcrAUorhfTVD876ey7jCtuRJyBBY/frhb36rMyK9uQWcn8O4rkKtwua8a8b67B1IiDssaufWmCAu8cy4SVCW9AVUXDDDMYDAdz/+O0SRVY+N01anVqV2wJjj45gdGceyjgc9h4bV5Qj5OnvvLw73HUquOu2BL8sHIk1o7zwL74UpgbcbFlVkCPKqNDwTtHM7DjpsYHak9sKQrrRHiuHybg90c4I6uqFbtjS2HC1/TM6WYHDNEiVuBoh8/R/FCnbnsqOrEy4eHJKT74XCvTcyqjilJtHEzSK1rwwPc3qDK2v5LKce75SbTJ/KJwJ3BYBBQqNUa6609ofexM9QKVngSGOoktbEBiaRNGuVsxChjdyK/vCMatEeluifTKFiqQ62RPbKleIGfCZ0Mk6wow/RgM1/uKu5VAL8jWft/J/nZ4/j4//HK1ECyCwBOTvakgxMPGBB89GNrRM6fAijFusDXj0wI5QKPediGnFoefGNcvP0aVmqT6mTrR/W2UahKPbI/HgU2adMz794/ACwdScKuoASOcLfDpIJqH3+t8tTwCLx1MQUZlK8Z6WePl2QH46FQ2bhQ0wNVSAKlChSaxHAvCnLFpkn7wfDchSRLns2qRV9uOyf6294yKH4/DwncrI/Dq3+koqGvXU9r89EwOJHIVZgQ79Gk8WxjujLFe1jiWWoXiBhEtkNPG3IgDsVwFkiTRUYEJggBenRMIX3szVHcImnSKZeyNYzZUtzHl45sVEXrvn1HZgiu59RjtYYn/zPRHVYsUJ9KqkFvThjkjHA0uhLw0MwB1bTKcy6qFh7UA798/gjEAfP1IBvbGaRYP98SWorRR3K/yXqaS0aJ6EaPnY3dYCniQGxBRuRs0iRVoYhBKAYCdt4qHg7lh7joEk2fQ/xKjRo0iExL00/v/X/j7dgWe3Z9M2/bYJG/aauC/jayqVsz+6ipt22R/W2x/RN+c/U6iUpMIfOMUbeJtY8pHwmvT79g+tIgVmPP1VWo101lojONPT4BQ0LMdwXP7k3H4Nt3kd++G6H4p8HXHW/9kYPuNYtq2H1dHUmV+cYWN2Lw3iZKAtjPj49jTE2jZOwD44VIBvjyXC5lSjUl+tnh5tj9ya9oR6W5psLz25ysFNEW+1+YG0rJNX5/PowW0by8IxsxgB4z78DytZHGyny0u6fiTLR/tivPZtahrk8HTxgQ/rYnsdYDZHQfiy/DOsUy0y5QY6SbEzw+N6reiYXJZMxZ9d53xsbXjPPDWgmDGx3pi7AfnKbVLQBOEVrVKadcCAJx7fmKvFyXuFUiSRGxRI5rFCkzysx2wVUa7TImruXWwNeNj1F0ST6hvk+KPmyUwN+ZidbR7r7OiWw+lUZN+FqG5bvtTwjiUZFS2YO7X1xgfmxfqiG9Xjuz1e5U0iGhBmCGWjHKBMZeNP27SDd0/fGAElo9xw69XC/He8SzaY8tGu2DOCCdM8LHpNsA8mVaFzXuSqPFnQZgjLmR32SONdBPi4GPj+u1TKlOqEPLmaaoPEACcLIxwY+u0Pr/XxI8vorSRLjrCIgABj6OnYtods0IcUNsqpQkN9QdHCyPauDQULAp3wpfL9QPwYYYZbAiCSCRJchTTY3dequ5fSmO7HAcSyvq8wnS3YRJg6M7g99+AKeN30t9W1SJBankz1IPk+9UTLEIji03frzt7rP9JqaCVpVQ0S/BPNw322jCZ/jId14HC9DmxRZoSnHePZWLpzzdpXj61bTL8lVih95rHJ3sj8fX7EPfKNMwd4Yi5X1/DM/uSMemTSziWyvydv79UQPtbW55fpSbx02X64+8ey4Qxl42np/mic67kLDTGOwtD8IDWauwIZwu8MjcQN16eimtbpuDCC5MGJZADNIIb8a9Ox82tU3HoifEDkqYPdxUaVA8cyG/95vxgyljdlM/B+/ePwBQ/unIe0TGpu5u0SRVILGmCSKZAekULYwmXLhv+SMTyn2/hsV2JmPrZJVS19PwaQxTXizD5k4t4fHcSFv94E8/uu93v9+ovCcWNiPrveXx9IR/vHc/C6PfOMUqx69IokmN/fFfpt5rUGEEzkV/bhvxawyWIajWJ1PJmVPcw0S6qFyGbQRBJlxaJAkmlTZAqVAh2ssAaA0I4x1KrUNbYs8JhJ3viSnsM5AgAfyaU6wVyQNf9l+na2h9fjod/j8ODP9yAVKEvrd/Jjx0+oZ0cTamiBUZJpc20XjpDkCSJ9IoWPYVHNkHoBfP9FW56c34QNQ4AmmPz5FRfvLMwmOZSaNRNeSifw8LW2QF4ZU4gzI163g9HCyNwGQzWrU14+GH1SFrfoSF6ioOXjXbFpon6WXIzPgdb/sUL48P87zBcZtkL/rhZjDePZFASwivGuOKDB0Lv6j71lin+thjtYUlJmbtaGWP5mMHx4LlbuFoJsGKMK9V/YMbn4DEd1cXPzuTgu4v5UJMa89pd66Ngb27E9HaDBkEQeH6GP17/Ox2ARkns+Rn+Pbxq4MiVarRIFLA14+sJXgDodTD76AQvnEyrRkNHGd6sYAeDhtMDYU20B366XEiTnj6cVI6NMV7Ydl1fXhowbAJsyufAlM/Bx6ezqe+uUmuMiOeF6vd96L6N7qHRlcNWqkkcSCjDs9P9sGSUK6qaJQhzFYLLZuHzZeF4YooPRDIlQl0sKCuCoRDdMeaxYcwzHpT3+vDBUKyP8cTzB5KRWq6ZKDtaGOkpQUoVKojlql6ZzM8KccAtr2nIrm5DsJM5zIy4MDfm4HpBAzXxXB3lDifh4HyH3tDQLoMJnwMjLhsqNYm/b1fgjSPpEMlVYBGa355FABtivLB1TiDje8QXN9J8xapapNh+oxhbZzM/3xDtMiVUahK/XC2kqcv+nVyJTZO872i54jtHM6GVhEGbTIlfrhT2WAovVzJ78gGa76cmSRhz2XhkWzwlfqNruN4ZUDyzLxmF9SKwWQSenupLEwXpfN5z+5Pxd4d1TbSXFbatHUPLiorlSiiUJK4X1FNG50JjLr5dGYF3F4Xg0QmeeO5AMm7rZHf6YijO9NQPHxgBHztTCHhsPL03Gfl1Xf2P2uXFYa5CzOhQQZ0f5oTtN4r11J0BTbb8dEa1wX7f3lRP9fScJpEca36PRXpFKwhC473ZmYXnsFl4/j4/vH00E0DHfasfrQEAMC3QHrGvTEd6RTOUKhLedqbUeDg1wA7/pFRglLsVfO3NkFzWDJWaxOdnciiVSwGXhX0boykbmFuvTENaeQvcrAT4M7EclgIuFoQ54UhKJRzM+bA25cPdWgAui41TGVVwEhrD38EMRXUihLkKYcRlY8e6Mdh+vQhvdXy/ThaFO8HfwQz3BTrAQsBFYV07alulSC1vwUPj3aFWAxezazHexwa+9maMC4TP3ucLR4s7N6YNM4whhoO5HlCpSfz3eBbNC2ZvXBmenvbvuIg5bBb2bRyLK3l1kMhVmBpgd8eEBoaSDx4IxYMjXVDeJMEkP1tYak04SxvE+PZiPnVTzattx4+XC/Dm/P6VkPWFNdHuGOtlhZSyFoz2sBryvr1T6VV45XA6GkVyhLsK8fGDobTSEgdzIyzopSiIp40JLr40GZdy6mBjysPYIRCAAAAHCyNYCrio05rUiuVqtEgVjMGojSmvW/lytZrU83gytJq+caIXPjmdQ/2tvdrKZhGY4GOjJ1vfKtW8l7PQGM46wchgq8LdKXzszPD3ExNwLb8ebVIlpgTY0rJmu26V4MOT2WiXKTHJzxbfrozo0bNLKOAhWuucCXUR4vJLk3E1T+OfFsnQ+zgUtEgUeHJPEq7m1cOswzz8aEolrdyq8zxTk8BPVwqxZJQLY/knk69Yq6T35WIA8MHJLGy7VgwVScJJqL+gNBRGzt3ReT5ro9tHqcvRlEq8fiSddn12BsL/PZGF7deLoVSrYcyj942ey6rFqfRqzA9zQnZ1K57YlUTrO1OpSXx1PheLR7nQrq2refVUIAcAtwobcTCxDGs6bCC+Pp+H7y7mQ65Ug8dhUWbdzRIF1vwWh81TfPDiTH88f58fHtkWTy3SzAp20POK7I4VY9ywN66UGl/87c3wwEgXqu9MoaaXERMAvlgWDnNjDib62oLTEcSa8Dn458kJuJSjMaDX/m5A9+fAhhgvPL3vNnU/mxXigMu5dZRRdpiLBe26Y2LbjWKkV2gWbkgS2H6jGIsjXRDirFmsEwq4MOVrSiFHOJkPSPzHwpiL8T762TChgIeHxnYpP3b6sx14bBzOZVbjo1M5yKttx+rf4vD6vCAsGeUKAY9D7Yu2gu5DYz0gVajw3P5knMqohhGHjWem+2LZaM1CtW5Jvrmx/thlb2GExyd39QXamvGhUpO4klePyZ9cBpsgsG6CJ6UvwHRP0b3vDDPM3WI4mOsBqUIFqVK/EbeqRfqvCOYAzSR1Sh+VvP4NjPKwwigP/e0VzRK9FdWKbsyyBxsfO7M70hckkavwwp8p1OQpuawZH5/OwfGnY3AkuQIkCSyKcO4xs9ImVeDlQ2k4m1kDLxsTvH9/CCLdh7aXZ0WUO74+n0f9/WCkMwIczGlZZECz/6/OCYStmeHSQhaLwLLRrrQypxUGss+bp/gg1MUCSSXNGOVhqeeZ9dnSMMR8dJEy/DXisoZEIfNegMUiMJGhBKmqRYI3/8mgTHQv59bhlyuFBrPMcqUabx/NwOEO76XX5gZhepAmI2Ftyu+VOEBRvQhbDqbidlkTxnha4ZPFYf3O4v1wqQBX8zSZoTaZ0mApoDaJJU145VA6bpc1wcfOFO1SJerb5Zgf5gQXoTHKO8oxOSwCS0Z174umzc2CBvx0uevzyxoltOyNr51pv/rmdt4qwdfn86BQqbFuvCdtotsTj07wxOtHMqi/CQAPd3igMdEm1RhUi7XUY0e4WOC/i0agVaqgHV/tQK6TTuPxVw+nMwqIqEmgukVCC+aYyl873ye9ooXW1yrTuT+TAL69mI8pAbaI8bXF8adjcDazGq5WAszpxkuRCU8bE5x+diKOplTC1IiDheHONAGR5aPd8NGprh7cBWFOBs93HoeFGcEOCHAwx9nMGkqNVyjgYlaI4f2aH+YENysBLufWwc/eFDOCHFDRLMGx1CpYmXCxIMy5x345pvtfRbMEIc4WaBbL8fJfadRxTC5vwdfn8/rdP9sfbhY2Iq/DY7FVqsSrf6djWqA9uGwCWw+l4QzDvWnXrRKcTK8GAEgUKnx4MhvTAuwYxd0iXC3BY7Mo0S1eh3m9Lv+kVODPRI0apwokfrxcgCn+tojyssasYAd8ejqHEkIx5rKx6H/03jDMv4/hYK4HTPgcBDiY0cojzIw4gyp7L5Yr8dHJbFzNq0egozlenRtocCLz69VC/JlQDisTHl6Y4WdwInA5tw7fnM+DWK7CQ2Pdh7y0Mr2iBR+fzkFVswTzQp3w1FSffjdkD5RId0u9xmdDZtn/ZiqaJXqTpyt5dbAUcPHI+N5733xyOgfHU6sAaEzeH9+VhOsvTx10Y1ltnpvuC3crAW4VNiDUVYgVHX1cv68djZ23SlDaIMasEIdey4m/OT8Y/g5mSC5txhhPKzhaGGHpjzfRJlNiVZQbrYQwxlczyWNCKODhxDMxeOufDCSXN8PahI+8mrZ/bQauP+TVtFOBXCdM5WGdbLteRNloFDeIsXlPEm5tnUbLlvfEc/uTkVzWDAC4nt+Alw+l4Y91/RM0yulFj5U2tmZ87I0tRXKHH6a2CfqBhDI8PtkbbIJAs0SOB0e6IMKt9xlGpn1ZEOYEEz4HtqY9mw6fz6rRZKBUaqwd54nFkS5IK2+hSrkB4POzuQhyNKcC6J5YM9YDRlw2fr9eBGMuG1tmBSBMx4RZm9JGMS2QAzST4REuFvjtGnNZdCfahus5Bs4hF0tjvfvp1AA7CHhs6nNZBDC7IxDr7lzU5tXD6ZCr1LgvyB4v3Offo4y/IZyExtikU8bfyeOTveFsaYxreXUIcjTHyqjuTesBjeT+35vHY09cKTgsAquj3btdrAI0JZvav5GrlQCPd+MBWNYoxn9PZCGnug0ulsYo1un1txRwqYWs4gaxXkDcmz7FwUT33JAr1Siqb8c/yZU4pnVvemxXEm503Juu5Opbv+TUtDEGc5+eyaECOQBwMOcz9jQznVs5NW2I8rKGtSkfRzZPwK7YEsiVaqyMcoNHH3xfhxlmKBkO5nrBgcfG4sndSUjpqN3+ekX4oMq1v3c8C3s6JkOF9SKUN0twZPN4vecdSiqnKWKt3RaP61um6knPlzeJsX5HPKVO9fKhNDgKjXvVCNwfpAoV1m6Lpzx+vjiXC1MjDh69S2aaPA4LezdE47uL+ahuleL+COd7NruSWNKI368VgwSJR8Z7UqUnvcHLxgRsFkGbeMuVajSI5H0SyUjQyoQBGsGR0kYxvG31A5g2qQLfXSxARmULxnnbYEOMJ1VK1BcIgsCDkS54UKd80syIiycm910Sm80isCrKHaui3FHTKkXMxxcpJcXX/k6Hg7lRrye7jSI5LuTUgiSBhnY5Nu9JwrGnYhDkdG/IsF/Pr8cfN4vB47CxMcZLr69RrSbxx81inM+uha+dGZ6c6tOrvrdORrpbwsyIQyshmuRveOxI0DEmlinVSKto0cv6FdeL8P2lfNS3y/HASGeqp1GlJqlArpPEAZhlT/KzpXnY6V4jnVgKuJgSYIcnJnlj+hdXDL5fTnUbfl87ul/7MsHXRu/zl492w1hva7RJFfj+UgHSK5ivpaJ6ETbtTKRKBF/8MwWmfDajOl9CSVOvz28AWDLKFUtGMQvhaHMxpxa7bpXAmMuCREsqXixXIru6FTG+NlT/oS7GPDa2PTwaXh3jyEQ/G5xIq6YeFxpzMSPYHk9N9dUbQ+zNjfDCDD98diYXSpUa0wPtEe4qxP74UhxKqtD7zEh3IRJLmmnv0Tkx/+lyIW6XNOOPR8cMSYvBgjAnLOijL5uvvRkWhTvjl6uF+OBENh4a545x3jY9v7CXbNqZSPk+6mZDpwXYYcvsAJjyOSiqF2HnzWJa1goAJvnduUqe3Jo2tEjoZb7WJjwEO1ngDa0MMgDUtcnwzN7baJbIEVtIHyO4bAK3ChuwP74ME31tsW6CJzVPSyihP7e0SYIWsUJv7jTJ15aWSWezCFr1hpu1AK8Y6K8dZpi7yXAw1wvMjbj449GoIXv/Szo9OillzWgSyfVWtrUnKICm6TyuuBH36dzEr+XV02SGAU0j71AFc+kVLTSzVgC4lFM7oGAuo7IFBxPLYcrnYHW0e5/FSzxsTPDJPe5dVVwvwopfYqmg41xmLU48E9PrLBCLRSDG1waXtM4LdytjWPdh4g5oMpmdN35AY6fgakDE47n9yTiXpTlfr+bVo0ksv2dubrdLm/D37QpUt8r0JPEv5NQanOwmljTiSHIlbE35WB3tjks5dbQyXTWpyXgGOZlDLFdq/APrRbgvyP6Oly+nV7Tgod/jqODgfFYNLrwwGQ4WRjibWYML2bWoaZXiQnbXb5Ra3oyDj4/r9WeY8jnY/sgYfHI6G7VtMjwQ4YyV3WT2R7pZ4mxml0gIj8OienE6kSpUWPbzTcrv8kJ2La7l1ePthcHgc9gIcxUiRSugY/IW7C0PjfVAi0SJ/fGlUJNAtJclmsQKXM6lG5mvj/GivLTCXYV6AWXX9xP2e1987Mzw/aqR+P5iPmRKNdZN8KSsPp7bn0KJq1zNq0ejSIZX53aJkFzNq9MT5Hn9SAZ+fUhfmXog+2iIhOJGPLo9ngqaCIDqHc+qasOyn27hyktTNN/vUgFkSjUczI1Q0iCCp40JFoY74XhaFeKLG7FmrDs+uD8UAh4HcUWNCHMV4j8z/XE2swbvH8+CQqVGkJM5NdbXtErx3vEs6jo8kV6NR7fH0/pZjbgsuFkJsDraHQ+N9cDeuFLs6LA80c2wxBU34s0jGfho8b0hXFbRLMHyn29B0qFieS6rBkefmjAoQjg1rVLaeK7LWG9r+Nmbaa7Jn26iVks52M6Mj6WjXLEh5s4sxLZIFFj60000a3m4hTiZ44MHQmHEZSPS3ZJmes4iNOcCE6Z8Dnbd0iyKX82rR4tEgRdnakrDR7pZUiWZgKa0tbxZjB03a1HfLsPCcGdEultinI8NPn4wFN9ezEd9uww2pnzkVrcxLmwOM8y9xHAw14FcqcaJtCpUt0oxO6RvTdK6ZFW14kJ2LbxtTTAjyKHHckNvO1NUaq22Wgq4tIbdSzm1yKhshZmOXDBBMBsT+znolw/4M2wbLDxtTPRW9gYiy55V1Yr7v79BTcgPJmpMpfsrl3yvcjqjmhZ0yFVqnM6oho9d7zNTnywOw0sHU3A1rx4BDmb46MFQSlWxt7w40x/17TKczayBp42JQWNZkUypJw7yT3LlHQ3mpAoVjqZUokksx9xQJ6rPJqG4Ect/vqU3+e3E38D5eCO/Hqt/i6UmrEdTK7EhRl+CuvM627QzkerH2hNbis+XhuEBht6LoeJ4WhUtyyOWq6iA4DWt0jttEkqaUNks6VMPWqS7JfZtHNur566b4IGSBhEOafXM6WYC44oaqUCuk33xZRDJVfhmRQQ+XxqGl/5MQXKZpkz2gwdG9HpfdWGxCIz2tMRX53OhJoG/k6vgZ2+KH1dH4v0TmahplWFRuBPWa01YP18ahhc7Pt/HzhRtUgUaRAosCnfCBgZJ8r4wM9gBM3W82MRyJc5n19C2HUgox9bZgdT9gmkMrWuTwcqEh7fmB+GbCxoBkEcmeA6J19ux1Cpa9kv3ymqRKHAptxYLw531er6u59djjdZ1dSy1CieeiaGZw6/fkUBTCj2fXYtDSRU4+/xE7LhRrNf33KmQ2YlUocZXyyOoAGjFGDesGOMGiVyFMf89pydOcTS18p4J5s5l1lCBHKBRzT2ZVjUowZyVCQ82pny9BdZOOs+rW4UNtEAOAKK8rKkA6E5wNa+OFsgBwAgXIVVt8MIMf9S1ae5N9uZG3VqJ6Jp6/5NSSX2XtxcEo75dRvVjN4sVWPDtdWos3R1bit3roxDtZQ0/BzOUNYpBQlNi/PjuJPyweiRmd9PXOMwwd5v/rdnxAFi3vUtO+Yuzudi/aSzCu+kjMMS5zBps2pVIDRKzgh3w45pIg89XqtSo1vEtahIr8NX5PDx/nx8+PJlN88Lq7N8z5rLx/H1+jEHnSDdLbJ7ijV+uFEGhVmNeqBNjs+9gYW3Kx7uLgvHesSy0yZQY42mFJ6f0vVSuk4OJ5bQgp6pFios5tYxS8/9mHBkm10xqd91ha8YfsFm6hTEXP6w2fI4CQEFdO1LLmiE05tJumn3d3/5SWNeOlPJm/HKliFp1/upcHg5vHg8/ezPsjy/TC+S4bAJKNYlZwQ5YPoa5pGxffBltwppb046PtQQNAGDpKBdM8bdDWaOYCuQ62RNbekeDOScL/eNtwmfj09O5DM/WIOCxIRR0r0Q5EPgcNj58MBQfPmh4omzoPDmeWon3FobA29YUh57QLy3vL/sZfteTaVV4a34wpvjb6S2weQ3g8/Nr25BR2YrRHla9Dpj5HDasTXg0m4IWiQL/+SuVCniivazhbi1ASYNY63UEhAIu1o73xNo+9MX2loK6dqRXtGCUh1Wvrm1ddddOdK+rnJo2JJZoxG0AoLZVSgvkOqloluBSTh1j35MpnwOZsut4cdkEY6+ZMY+Njx4MxZNaRtuAxn7jXoFpX5juB/2By2bhk8WheOlgCurb5bAw5qJNqgC7oz+vs/yZ6Vy9U+N5J0wick4WRrhV2IBGkRyT/Gype1NxvQiTP71Eey6bRUBNkpgRZI+bBQ1o1Qrgtb+LnbkRojytaeJa2otiKjWJ/fFliPayxo+XC/QWLn68VDAczA1zTzMczAFIK2+hrfrJlGpsv16EL5dH9Pm9frlaSBskTmVU45crBdgwkblZ+Vp+PfJq9RW+fr1aiE0TPfV8t+QqNeJfnQ4TPrtbA96XZgbgsUneUKjIPvXL9Jdlo92wMNwZrRIF7Abo52bGYBQ6FObVd5vZIQ6YGmBHlcRN9LPF3BH3XsC681YJ3jiSDpLUZIO5bAIKFQkLY+4dycrtji3Ba3+n663Ui+Qq7LxZgncXhcCU4ZzZ8cgY+DuYwbqb/kGmc03bMgEAfO3MQBAEjHlsvf4nptcPJYsjXXE0tQpxHSbBUZ5W2HIwFXIVc0aSwyKweYrPXTfr9rEzw/oJnvhVRzCDz2H3W5iiO5jGiyMplTiSUolRHpbYv3Esre9ZqlAho7IFnjamIAAU1rcj2Mmixx6r368V4Z1jGv8qLpvAD6siqXJemVKF9IoWuFub6PWwslkE3pwfTJOcB4C/ksrxn1n+lLT6z2tGYdWvt1DfLgeXTeDVuUE9WkT0F+3rnMMi8MniUL2KCw6LoBZNlkS6GBTgYjr+ZU1ijHQTgsNmgc9l6713J2ZGHMzxtcUPl/KRW6NROORzWHhrQTDeOZaJujZZhxeav8He4DkjHPHD6pF4Zl8ypAo1TPkcvHEHrGl6y7RAe8wKdsCpDE3p31gva9zfC9XX3jIlwA43t05DfbsMjhbGaBbLQRAELLQqfvzszfDoBE/8fr0IJKmpPlg/YWBZaEAjvtIokmOEs0WPVUmR7pZYPtoV++I1nrFBTuZILmvGZx1qpbZmfBx6fBxcrQTwsDHB45O9NcEWCXjZmuCXNaMgFHBhbcrHX4nl2Ho4DXKlGuZGHDza8V1UHQb1pF6IRqdzLGda+GK6vwwzzL3E8Bl6B/j+ouFgrjsYfUBJ9Kh81clQ3fQNYcRlD0qD+cooN+y+VYq6jjIRFsHsjfRvh8tm4fe1o5FT3QYSJAIc7g2BDW06Dbg7z0WS1CjZ7Xp0NEJdhDQT36GAJOmfr/d4xw163XhPHEutQl1H2dB9QfaIcLOESM7sA1TbJoUZn4PqVrqYRIizOeXHpPsZNqZ8PDrBk5JiF/DYeHJq7yXhB0J1ixTWpjwY89g4sGksMipbwOew8MqhdMZAbu04d5zJqEFlixSfncmBTKlmNAIuaxSDRQDOBnokO72VLBh8mvrKa/OCEOhoji1/pVIBwZNTfYbkHFof44UTaVV6pVeARvDnSm4dpgRo+h3TyluwdlscGkRysFkECGjK3iwFXPy+drRB9UqFSo0vtCTyFSoSn5/NxfQge2RXt2LNb3Goa5OBwybw9oJgrNJROpwf5oRt14uQpGNqrT3n9Hcww42XpyG1vBlu1gKaf1a7TAmFUt0n1VBDqNQkPjvTdZ0p1SS+v1SAT5aE4tl9ySCh6Zl7d2EwQpyFMDXiwLMbJb8NMZ44nVFN+dcRAF44kIKvzuVh9/oouFoJ8NgkL3x9IZ/2ugk+NhjvbYPaNintmh/paoHn9idDqSZhJeDh+1URiO5BMGRmsCPiXrVBTnUbAhzM7vj9UCRTQqZUMy6mslkEflwTibyaNihU5JCIK3HZLCrzJRQwnyOvzwvC2nEeaBDJEdqL4Ksn3j+eiV+vdQWHu9dH9zhfGettjUNJ5ZCrSJTWtyNTq0eurk2G368XUR6xW2YFYFWUG+raZAh1EdIWZB6MdEGIszke2R6PymYpNu5MwOooN1zNq0dxgxgENKI7zR1jmqWgq8rExpRH9fg/PdUXR25XUmWwHBaBV++RvvBhhjHEcDAHjWfOeB9rXM9vAKBZBexvCcuGGC/EFtGVk0QKFdRqknGgnOBjwziBfHSCJ0yNuFg73oOmrrRp0sBXzu517MyM4GhhRAVzahJ452gW5o5wGlQV0XuFoexnHCgqNYl2nd4TkVyFNqlyyAO5zs9n8q4CABMeG2uiPQBopLovvjgZl3JqYW3CR1ZVCyLfOwuxXIXJ/rb4buVImPA5aBLJ8diuRMQWNeop9AHAvBGOaJEoUNbYVfq8P64MM4Ic4GFjglfmBGJeqCOK6kUY72PTJ9XQ/lDWKMbGnYnIqmqFjSkPHy8OxdQAewQ7aXpKmBY59qyPwsn0aqoPV00C317Iw9JRLnDpCNrkSjXmfH0V+R3eTgEOZjj21ARKVZAkSbxxJAN74zSCAivGuOGdhcF97sfU5cFIF4z3scGtwgb4O5gNSo+QLlKFCh+cyEKTWAE2ATAlLbWP2wcns9DQEXRoZ12bxAp8cDIbBzYx9w4qVSTECvq52fm+rx1OpxYWlCoSbx7JwKJwZ72+3ycm+2DjzgSqHPD+CGe9ygYeh6WXAfvyXC6+v1QAhUqNOSMc8cXS8AFlODXXGf06b5UqsDDcGbGFjR1lqyTiS5qwZJRrjwq2XramuPTSZBxNppuNlzaK8c2FPHy8OAzPz/DHjGAHZFa2Qg0SzkJjjPe2AYtF4JcrhZTvGADcLOoqj2sUy7HjZkmPwRygES/ri0LwYPHthTxNT6NKjVnBDvhiWTjjQidTOemdxtVKAFcr5sWcvpBX04ZfrnZl3nNr2vHrtUJsnW04EFKq1Hj7aCa1INUu18/Utkro56WLpYAax3TZF1+GymbNuEeSwM4OQRRAs0bSIlHgg/tHwFFohBhfW8QXN6K+XYZJfrZUsO8kNEbCa9Px+/UiSBUqrJ/gCUuToR3nhxlmoAwHcx38vna0RgClRYbZIQ799g+ZHmRPKxsAgOWjXQ2ueHHYLBzYNBZHUyqRXtECIy4bE3xtKeXJrbMDEe1pjYzKFoz1tkHkAFTe/k3oZkwaRBqFwjsRQAzTBY/DQoCjGU1RDAAqWww3og8mHDYLS0e7UCplADA9wA6jPa1gYczFhj8SUNNhP/HOwhDMC3VCWaMYq369RU0gL+XUYfKnl/D7w6Nx6HY5tdiiG8gBQKNYgSObJ2DSJxcpAYWCehHeOZZJydMLeGzsuFGM5/Yng4Cmh2nLrAAsHd2z1Htfef94FrI6egTr2+V46c9U3Nw6jZq4r4xyo8l3zwp2wDgfGz3/L40xs5SaBH1yOpsK5ACN+t/X5/MoY/BzWbXYeavLhH3nrRJM9LPVU87tpKZVipcOpuJGfj2CnS3w8YOhBhcpHCyMemUk3l923izBmQ51TaZAztqEh2mB9tgfX4oPTmRTK/VMlDWKsea3WNwsaECIswXcrQU4m1kDSwEPW2YHYFG4M/5KKqeevzJKo/qpq4ypVJMoaRAhyImu8jk9yB7HnorBxRyNYNZ9QfpCJpXNErx0MAWxhY0IdbHA+hgvfHkuj3r8eGoVor2ssSbaXe+1vYXHYWFxpCsVvAOaAD62sAF7tLYdSqrAeG8bPUsRJsyNuBjhYqFnW9A52QaAEGcLPeVTQBP0dUd3Qhh3m8zKVnx6pitjezK9GpXNN5FV3QZnoTHeWhA8ZMrSfeHLc7n4/VoReBwWnp7mi4fGegzo/bozemfiSm4d3vg7ncredqJdystmEVjWh3HVkJdhJyQAf0czjOzItkd7WTM+z4TPwVN3qOpimGEGg+FgrgM+h437IwZHyOCDB0ZgtIcV4ooaEe4mxNIe/HwEPA6WjXbDMgNWRlMC7KiSIEOUNIjw3vEs5Ne2Y7K/LbbMChgST53+IFWo8OHJbFzKqYWfvRlenRvYo1ro/DAn2oR0WoD9kARyx1IrqcznholeffYL+v/ABw+MwKLvrlOTMmMuG9MCe+9pNVDemh+MIEcLpJQ1I8rLCvdHOOPnq4XYeiiNqkjbF18GN2sBnpjsg7zaNr0JZF2bDJv3JMHF0rDIAIvQ9NqQJKmnhHc1rw6nM6oxM9gBz+5P1sqkk2gQybHlUCpGulsOurl4bg19ctIgkqNBJKPKpx4a6wE7MyPq2uoMJuaFOdKUR10sjWmCTmkdBtnaaAcgup/buc1QMPf63+mUiW9KWTOe2Xcbp56d2LsvOcjkMOy7r50pyhrFMOax8cx0X1Q1S7Dlr7Qe34vPYVGiN8llzdQxEssleH5/Mi6+OAnhrhbIqGzFOB8bavxgqgrWVe3rJMjJHEFO5vjlSiFmfXkFliY8vDjDnxILeeVwGlU1klTajP9qeY12kttLI+3ueHdhMIKdzJFW3oKx3tZYFOGMnTeL9T+L4fgaIsTJAl42JjSvs/lhPQtJKJTd9zfND3VCZbME7x3PRGZlKyb42mDr7MB7QvGY6fikdFxvRfUibN6dhFuvTLurfeBnM2toCwJvHMlAuKsQoTrm7X2hoK5db5uKoScS0JSgbt6dhDaZfhn8yig3WJnw0NAux6II5z4tYBfV0/eBTRBQ6dTov3ggGW8vDEGMry3EciU+OpmNy7l1CHAwx6tzAwclSznMMHeauz/y3UXEciW+u5ivkcP2sMZjk73A5wwsYCiqF+G7Do+SB0e6YP4dCg42/JFANYsX1YvAIgi8Pi+oh1fdGT46lY3tHf4/xQ1ilDSIcfq57id6L88OgLUpDzfyGxDsbD4gdUxDpJW34Km9XQIEz+y7DQ9rwYBuaP+LhLoIsevRKGy/UQweh4X1MV4GVeyGAg6bhZVRblSgci6zBh+cyNZ7XlKHeTXPwDVc2ijGoggn3ChooLYJjbmY4GsDmVKNNdHuVMAT6mKBVK2AR6Ei8cTuJPyzebxeSTSgKelJKm0a9GBukr8tbSIc4GCmpwA3K8QBs0LoGZ37I1xAksCR5Eo4Whhh8xQfWmncoghn3NIpB9fOtkz0tcWnWj1UBKHZZoikUrpxeHZ1G9plyrsyYZ3sb4uDiV3ZMh6HRZXsSZVqvPlPBp4yMJ7w2ARszPgw43PxwEhn/KSlJKyLUk0io7IVaxgyGsFOZkgt7zpPOCxQwZkuJ9Oq8PX5PGRpBWRrt8XhxstTIRTwkKhjyl7eLKFEiLS/80DhsFlYHe2O0xnV2B9fhsu5dVgQ5kTLlADdG8jrwmIR2LU+Cq//nY7bZc1gAdh9qxTNYgXWx3gZLJtvEMv1ti0Ic0STWIEZQfZYHe2ORd/foLwJixtKoVKT+OCBLkXVzMpW/HSlACKZEiuj3DA14M4sQI31tgafw4JMyRzItMuUyKluRaT7nS//7ET3nOrcNpB7n651BGA4M5db06YXyFkYc/D4ZB+sn+DZYxkvE21SBapa6FYLPC4BiZwezBXWi/HojgRceWkKvr2YR1V9FDeIUd4sxrGnYqj3+/ZiPtIrWjDO2wYbJ3qB24/9GmaYO8H/62Buy19pOJpSCQC4nt+A6lbpgPyNdE04L+XUgctm6U20DEGSJA4lVVCmqstGu/aqR6yiWUIFcp1cyqm9Z4K5yzpm5zk1bXhqTxIi3S2xIsqNMYDmsll4YrIPnpjsg6oWCX64pLkpLxnlyliW0x+u5NHNoUlSU/oxHMzpM87HBuN8eu5RuRNcyq1l3N5pNJ3EMFEBADcrAZ6a4gsCBI6mVsJZaIwtswJo51NiSSMO365ApJslWsQKlGiVe6nUJN47kQUjLgtSnRJNggBVujOYbJkVAEAzlvjameK1ub2/ph8Y6WLQNmH5GDdkVLXiz4QyECCwfIwrFoZ3lT6OcLHANysiqKz1xoleGOFiAZIk8XdyBW4VNGKEiwWWj9b0T410s6RKGwFN0Hm3Mg/zQp1Q2yrD/vgyWBhz4Wljgv0JXWXvJKmZUDMhV5EdZYBSeNiYINLDimaIrg2HRSDMgH3NrkejserXW8iuaoNQwMVnS8MZJ6gXs2vx+O4kve1iuQqxRY2YGeyASHdLXNIaQwMczOBjZ4q4okYIeGysj/EatEz5ldw6bNqZSP19KacWXywLw+/XiyFTqLF2vAfG9aJXTZs2qRJX8uqo4LNeJEdqRQtapQq8NDOA8TWRbpY0E3krEx4+WRJG3StaxAra45p97TpGTSI5lv18k8qwn8+uxYFNYwfcP9cuU2LXrRKUNIgwI9gBU/z1K2bszY3w+9rR+PJcLtqkStib82mG9aZ8DvzvstgVU7ZroC0cU/ztcDGbfq+P8WU+V/zszWDG59ACuumB9ihrFOPbi/l4aKxHn1W4zYy48LM3pc2FwlwscauwQe+5cqUaz+y7rWcun17RSpmFP7c/hbLPuJ7fgOoWKd5dFNKnfRpmmDvF/9tgTq0mcSKtirbtWGrlgIK52KJGPRPOY6mVvQ7mPjuTi28vatS99ieUIauqtVeDh60pH1YmPFrt+b0kquFnb0bLLgDA0dQqHE2tQmJpM75ZYdgCol2mxKLvrlOGw3vjy3Bk8/hBEU5gMuUdiNn5MHcGJgPwmcH2lKw202/obi3AtytGgsth4bn7/LBxohf+SanEjYJ6WJvy4GhhjNjCBqz8NZYSweCz9RdSbhboTwzYBPDBA6FUVq6+XYZ/kivBYRNYGOYMiwF4vBlx2XhzfjDenN/vtzDIuwtD8O5Cw+PLvFAnPW/Hr87nUeVZ+xPKkFHZig8eGIH3FoVAplTjen49Qpwt8PFdNmdeN8ET6zrU6c5m1tCCOQAY622D7KpW3ChsZHo5AI3Rdef3utHxvTw6euaEAh5enh3A6JMFAObGXBztWOHvjqOplYzbCaLrPP7ggRF46c9U3CrU9O2VN4qpSSivI5DuKxmVLbiYXQtvW1PMDHZAVasUx1MrcSaDHrg2iRXgslk4PAAPwFPp1bQsYidHU6oMBnPPz/BDXbsMpzOq4WEtwDsLQ2iLfmZGHDhZGFEiPwD9ur+UW0srlSZJ4FhK5YCDufU74nGr45zZG1eGr5aH0xZBOhnvY4PxHYtfUoUKr/2djqMplXC2NMab84PvutXOfUH2eG66H36/XgQum4Wnp/kMeBFzTbQ7rufX40xmDUgSiPayonpwddEsQnhix80StEuViPKywqGkCqo8+VhqFU49E9Nthi63pg1nM2vgaiXAzCB7nM+uxVgvawAEiurbMc7bBp8sDsXJ9Gp8cjpHbwFHV6gOAOzM+BAacyGRq3BexwdxX3zpcDA3zD3L/9tgjsUi4GBuRGvaHWjpmDOD4aZzNz06umg3nwOaydJbC4J7zM7xOCx8uiQU/zmYivp2OYKdzO+I/1dveXVuIEobxcisatWrYT+eWon37w+BuQHZ6AvZtVQgB2hW1P5KLMdrg5B1nB5oh4fHumN3bJdin6GeoMFErSZxLb8e7TIlpvjbDYu69JFlo90QW9SI42lV4HVkcJeOcsEHJ7PgYmmMReHOGO9jjVuFjSAArI52x5vzgyglRrlSjQd/uEFNiL+5kI9/npyA/QllNDVDmQHvNl3G+9iABPDpmRyEOJrh9X8yKSXDX64W4sTTMXdcFr2/SBUqXMqpA5/DQoyvjd5kSneMOphYhrcXBMPO3Ag71g3MvH6omB5oh4fGumOP1nU+PdAOke6WeGxXIuKKGmHK5+hN9pyERrA3N8IfQ/i9mO45RlwWXpzhT0n/O1oYY9f6KACaxcEn99ymnitXqXEwsRxvOPV+PDydUY3HdyVSfaUzgu1xI7/BYLayt0bohjBkRN3d/daUz+l2kY/FIvDpkjA8dyAZNa0y+Nmb4s35XcfAiSHI7su9mImiehEVyHWyJ7aUMZjTxojLxqdLwigz+HuFZ6b74pnpgyfyQRAEflozqlfPfftoJtV6QRCAWKai9Znm17YjvrgJY72ZBUqu5tXhkW3xVPmvk9CIEtZhswj8vCaSylY/PM4Dy8e44vkDKZoFfJK5p9XWjI9Pl4SBw2aBRZDg6JQyK1QkiutF/RbHG2aYoeT/bTAHAG8v0Ji2iuUqmBlx8MYAAwQfOzNsnOiFX64WgiQBTxuTPplwmhtzKYlsADDjc6Abx+XXtkGqUOuVGk4NsMfNrdPQKJLDfoCm3YONq5UAJ56JQU2rFBv/SKCawQHNjY7XzeqbOYNZp/kAPa/UahKpFS2wFHDx9sIQvDDTHyQ5OF5aMqUKaeUtep5QnajUJNb8Fkv1bTkLjXF48zjG5w6EvJo2yFVqSsL+fwkeh4VvV47EuyI5eBwWkkqaMO7DC9QN+r1jWdT/F4Y74a0FdLPgK7l1tPKaNqkSe+NKDS4oMNFpHm5lwsPtsmZcydPvFwGAskYJDidV4KFxHn34hneHFrEC939/ncqih7sKsX9TNC0jYm7EpS2umPA54NyDdiHlTWLUtskQ1uFF9c7CELzQkSXovM6tTHg4sGks6tpkMDPiYOMfCbTf0XWAk//e8Mh4T5zLqkVWVSsIAlg2yhVvzA8yaPLOdI6aG/ftNv7r1UKaQJBuNq4TggBWRbkNOGOzINwJ/6RUUkIyAGAl4OLl2cxZud4yzscG17dMRQPDPS/KyxpLIl3wZ0fvZISbECvGuA3o80z4bLAI0I7dQO9F/x/Ir22HVKGi5iztMiV2x3Yp5ZIkUFivL56ifV6LZEpkVLbC394MFgIufrtWROvj1FZIValJ/HK1kFZ6zOew8d3KkWgSybFxZwLii+ml+J8tDUWQowXUHQvNLBaBAAdzpFV0zVVYBO4JgZ1hhmHi//WZOT3IHrdemYZbBQ2IdLeE9SB4Rj09zRfX8uqRWdWKonoR3j+eiS+WhXfrz9QiVoAEiRdn+OPpfbehUpMgCOClmf7U69RqEk/tvY3jHaWhYzyssH3daNpNn8tm3dVArrZVCjMjrsFMk725EV6Y4Y/1fyRA3tEc/sw0325VN2N8bTHO25oKflytjCkhjP7QKJJj5S+3qMn86mg3vLeo/6W12tCMglkE3pgfRJN7FsuVOJtZQxPgqGiW4PdrRdg00XvQzH83707CqYxqAECUpxV2rBtzzyibDiadx+vdY5m0lVbt/x9JrsQz03zhZdslTMJ0KRLQeDseT+syHve3N0VOR/8FofW+4a5C/LB6JCqbpTicVI5dsaX6b6jFf09kwdfezOAq873Cn4lltHLo5LJmnMusxdzQLvXBF2b448k9SVB2jFEvzvAfsNHwYPPxqWz8cLkAJAl42Zhgz4ZoOFgY6S3W1LZJYcLjUKbG6Tr2Gz9eLsTqDh/DvlDdIoVQwO3VNWdlwsOJpycgvaIVZkYccDkssECgqkWiV8IpVajgY2eKCT42lNiEi6Wxnhn5YPD2gmBM8beDm/XAlf34HDZ2PhqFnOo2tEsVAAEEO1kMypjE6eae98mSMGye4oN2mXJQ+qztzIywbrwnfu1QWTblc4ZEmOt/BZLUzFmOpWrmLKPcLansvY7AJKxN+GCzCNS3axaz54U6UguRNwrqsemPRLTJlDDisvDlsnD0NOIQBp5hacLDpkneiC9OoG1//3g21aYS7WWF7Y+MwXuLQrDyl1sQyTVeko9O8OzRAH2YYe4W/6+DudpWKTbsTERKWTPMjTh4d1FIjyUTPbE3thSZVV2Tgr+TK7F0tCtj0zhJknjrnwzsji0FCWBJpAsuvjAJt8uaEeoipMpsAOBybh0VyAFAXHEj/kosZ1RSu9M0ieTYtDMRccWacqXX5gZiuYFV0Il+trj6nym4VdiAAAfzHnv72CwCux6Nwo0CTRnQZH/bAU0Ctl8vomVldt0qxfLRboNys//0dE6XUbCaxAcnsvHASBeY8jnYcaMYH53Khliub4D90+VC/HylEA+OdMGHD4YOyBj9QnYtFcgBmr6AQ0kVAwqA73V0jZt10bUZmOhniyBHc+o6NTfiYMUYN7haCXDpxcm4nFsHaxMeoryskVPdhuzqVkS6WyK7qg0cNoEYX1uwWQQcLYxpK8yGkCrVeO94Jo4/3XMP1d1E9zhpttHl9GeFOODyf6YgobgRIc4W8LYdXPXOgVLSIKICOQAorBfhx8sFtOxse4cs+uXcOhhz2Xhhhh+CHM31/K7KmyTYdr0Ij4z37NVn17ZJsWlnIm6Xau4nby8M7pXdDUEQUKjVWPnLLVS2SKnsT4CDGX55aBRcrQQ4llqJVw+no0WiwAhnc3yzIgJcNqtf4+HGid5ILOkyKp8VYo/reQ2UGMUIZwusjnYf0DjExN3o4x7skrjX5gVhQbgTihvEiPGxGZQFuP9VruTVU4EcACSUNGF/fCnSK1ppWTWCAJ6a5oNpgfa4nFMHWzM+Tfn1vWNZ1LkpVajx1j+Z+HRJKK7l11NlkM5CY6plhs0isHGi4YqoUIZ7vfa1f6tQI4K1Yowbrm6Zimv59fC0NsEIl/+9Kpdh/nf4fx3MfXomh1LEapUq8cqhNEwLtO+2OXlPbCk+P5sLiVyJNWM9sGWWPy3rxmSmrF0CoM2lnDrsuNk1GdwXX4aJfraMASXT++64UYJ3jmXC1VKAtxcGI6Yb6fCh5NuL+Ygr1vQStMuUeONIBu4LsjeY6bQ3N+pT0MxiEZhgQBWrr2g3zFPbmiWDEszp/s4ShQpNIjlaJQq8cyyT1o+lDQnNSuWfieWI8bMdkNddFeP5d+8a7A4Gj4zzxLvHMxkfG+FsgVCdmzCXzcLBx8fiWEoVWqUKzA9zolb3TfgczBnRlYlqlynw/cUC5Ne1Y1qAHT5eTA+2l41yxd+3K2ilV962Jiioowv+VDGcd/ca90c445erhdSCg40pDzOD9cWbnIXGcB7gotdQUdUi1Vv1P51RjS2zAqiKgd+vFeFyhyeeRKHCe8ez4GjBnN1591gmZgQ79Kqf+ouzebhd2gyg836SjmmB9r0q3335r1RqbOo8l7Kr2/DfE1n4bGkYtv6VRk1o0ypacSmnDp8t7V8P1n1B9jj+dKdRuSnuC7RHTZsUx1OrYGHMxbxQp0EP5P6XCHUZmB/b/xeqGO47V3LrcSmXrnjJAnAjvwGzQhxoVQDU++jc02rbpIjyssbJZ2JwNrMWblYCTA+0w8WcOhTWt2NagH23Cwd25kaYHmhPKVV2t+9WJrxh79lh/hX8vw7mdOX8RXIVKpokBgeC3Jo2vHK4y2j2x8sFCHQ0owUm80KdsONGMXVDNuNzMMWAL48hY17tyWQn0wPt8d/jWVTKnwCQ32HSWVgvwhO7kxD7yjSDvRZDie73kKvUKG4QDUrZ6kA4nVGN7y7mQ65U45HxHlg22g3zw5xoHlTWJjxKdWygLAh3omVlI9yEcLUS4EpunV4g52VjAhtTHuJ0avdzq9uAAfTJTw+0xwcnsiHpyFZxWATj+dQJSZL45kI+/r5dATtzPv4zK2BIJPaHkkdjPCHgs7HjRjGsTHhYMsoFSSXNcBQaYVWUO2OJs4DHwdLRrt2+r1KlxvodCWjqMHs+k1kD61PZNC+rKC9r/PX4OPx8pRBVLRKM97HBxhhvvHI4jZZJ/zdMCDxsTPDPk+OxL64MPA4Lq6Ld/3WZh5FuljQxBEAT4H17MY9STmQyFTcUbKtJTc9Pb4I53XFQolBh5hdXUNsmg50ZHz+vicQIhiCAJEnk1ej3DHXua2WzRM+Tqy/G3UwEOprTFIEdLYyxPqbn/u4ruXWU5P7KKLdeZy3vFq1SBd4/loUbhfUY4WyB1+cFGVQgHSrq2mR491gmbpc1YbSHFV6fG/Svu676w9RAO5qwEJtFgKn6UUVqxN7cbQR4YrJ+2eqCMCfaorcRl43Hdibi1bmBeHyyN7V9VogD1GoSX1/Iw+O7EmFvboQtswMQ7iqERK7Cf09k4XJuHfwdzLBlpj/G+1gjrbwFhXUipL8izdUAAOk4SURBVJQ3U2X0HBaB2d3cM4cZ5l7k/3UwN8XfDslaXjWuVsbdmv4y+VcllTTRgrlId0tse2QMdt8qgQmfgw0xXgaDmol+tvjoVDYV+BEEMJnBtwbQZLP2bxqLX64WQqpQobheRPXzAJoSqfza9ruyYjjF347W3G5jyh80L7j+kl/bjid2J1FB1Ja/0uBqJcAkP1v8vCYSBxLKIBTw8Ngk70Frat400QsmPDbOZtXCx9YUm6dobjQj3S1hYcxFi6SrZG3DRC+McrfErK+u0gK9KQEDy646CY2xf1M0fr1aBLlSjYfGuSPIybCNw65bJfj8bC4AzaLA2t/jcHPrtDve6E2SJLbfKMbZzBp42Zrg6Wm+fRKFWTHGjSZwcH+EC67n1+OFAyngsAisj/HEqD7KkmdWtlKBXCcXdTwTASDCzRI/rI6kbftkSSg8bUyQUt6MaC9rbOjFRPlewMfObMBKsdfz67HtejE4LAIbJnreUXNkHoeFDRM88faxLNr2i9l1VDA31d8Ox7XKv0z5HAQ4mCGBYXw3N+L02n9raoAdzYyZTXQFiVUtUqz4JRbpb8/Uex1BEHCzEtA8DTuZ4m8HLxtTuFsLUNLQ9fiUAOb7xFBS0yql9Tu/fTQTjhZGmBVy70583zqSgUO3KwBoxIhqW2U4+Pi4O7oPzx9Ipu6PZY0VEMtU+HFNZA+v6h1ShQrfXcxHfHEjIt0tsXmKz11Z0GXCzswI+zZGU3OWNdEeOJdZbfD5SSXNetvSyltQ2yaDl60JWsQKNIjkEMtVOJ9di6IGEc4/P4m2WLfjZjFlnVJYL8LabXG4+fI0fHAyCztvaQLC0kYxyhrFOPXsRKz5LRbJ5V2fa2/Ox5fLIgbF+mgg1LXJ8PX5PBTUtWNaoD0eGedxz/UmD3NvcW9c9XeJzVO8IVepcDqjBh7WArw8O6Db8pJId0sQBL15l2mCOMnPFpP8ep6UBzqa4/tVkfjxcgFapQo4mBvhUk4t3K0EjCt3Ic4W+Gq5Rq75o1PZtGDOwpgLX7u745G2dpwH2mVKHE2phJPQGP+Z5c9oBD4YiOVK7LxZgoK6dkwPtMcMhjIwQDOh1M2GXc6twzhvG8wIdjD4uoFAEATWjPXQ62M05XOwY90YfHYmB7WtMtw/0hnLR7uCIAj8sGokfrhcAJWaxLrxmolvQV07dt/SiGqsinbrc19SqIsQX3cj662NtpktoCkPSy5rHrRsZW/5+UohPjiZDQC4UdCAlLIWHH1qQr/fL7u6FQ//Hkf1ZlzIqcW55yb1SdChnKFMyIhjWHlVGwGPgxdnMnssDRSFSo19caVILW/BWG9r3B/h3K3A0p0ks5J+3C/m1OLc85PgajVwIY3eImewlNAWZXow0gVNYjkOJpbD2pSH5+/zh6ulMd47noW0ihYIBVy0S5SwtzDCCzP8aGX3UoUKu26VILemDZP97WhZ700TvSBVqHAyvRpuVgJcyKab27fLlKhukcKBoaTzxZn+eGrvbdo2G1MeXpqpEZj5fe1ofHAiG0X17ZgR7ICnpt554Y2bBQ1UINfJ5dy6ezqYu5JHX3xJKGmCSKYc8sWqFokCf9woRnmTGNd0lG5192kgvP53OqXYeauwERVNEny5vHdj/1BSVC/CrlslUJMknprqAx87MxxJrmAcUzsZ5UFfNKlrk2H5zzepaiRdCutEKG+S0MaWyzolnM1iBVLKm/W2Z1e3obpZQgkJddImVd4TQlXrd8RTqt83ChogU6oYs5bDDNPJ/+tgjsNm4aWZAQaNS3XxtTfDRw+G4ouzuRDLVVgT7Y55DDXefWFWiAP4XBbWbY9HYZ0INwoacCq9Gieejul2Jebpqb6oaZXiRFoV3KwEeGtB8JD7leVUt+FMRjVcrQSYG+oIboelAItF4Olpvnh62uB51nTSJlXg7+RKiGVKLAh3wpa/0nClY2A+kFCODx8YwSi2EsBQKhvocPdW28Jdhdj5aJTedt3AsqpFgkXfXqfKqv5MKMPp5yYO2OvJEAEOZrTeAQ6L6DY7PVRoN8oDQFpFC0oaRHC37p2AQee56WJljLkjnHAqvZrWZC9XqnE2qwaPTuh9WVgQw+rsQAWSBoNXD6fhQIJmAvdnYjlKG8V4drrfXd4rDacy6MddplTjbGYN1k3wRKtUgSO3KyBRqLAw3HnIlHeZqhOW65TUro/xopUVtkkVGONphSAnc7gIjZFf144wVyEidEqOn957G2cyNdfLgYRyvDU/CGs7Sg05bBZemOFPWSCEvHkK7bKuiSiHRcDaVH+RrlWqQLNYjihPKySUNEGlJuFpY4Jd66PQKJLjn5RKmPI5+HJ5+F01m2ZqPwgYgjH1fFYN0ipaEOpsgdJGMZRqEgvDnfulJOjvYIb6/C71YHdrAQR3wNfzod9iaRY8uvs0WOiOm8fTqu56MFfbKsXCb6+htUNQ6UB8GVZHu+OnK4UGX+NhLcA6nZLdSzm1BgM5ALAUcGFnTj8nAhzMcUmreoLLJuBta4oABzNaZtvOjA8bMz787MxoZdfa84aGdhn+Tq4EAWBRhDOs7lBpbFmjWO/cOZ5a1adgLq6oETcKNKXF2hYNw/zv8v86mOsPS0e5Yumo7ntt+sqB+DJati+7ug23y5q6LU8y5rHx+dJwfL40HIBmJfBIcgVsTfkY62096Cv11/LqsXZb14r78bQq/PJQ7wxC+4tUocL9399Afq0mA/n1hTyIZPTBfW98GWMwF+Vljccne+O3a0VQqUk8ONIZ8/8FfUvHU6to/TFtMiWOpVZi40Tvbl7VfzZN8kJaRQsu59bBjM/B1jmBd8XewlloTPP04bJZqGuT9SqYu55fT8sGHU+tYhTucOmjb5iHjQlenxeEz8/kQKxQYXqgPR6b1PffoUWiwKWc2kG5NmVKFQ4lVdC27Ysru2eCOReGRQcXS2NI5Cos+rbLw+77SwU49tQEuFgOfsZurLc1Hpvkjd+vF0GlIhHpYdntAoVMqcKDP9zQ66EGgJnB9vjowVAIBTw0tMuoQK6TffFlVDCny2dLw7B5920o1SRYBPDWgiBqAawT3eMiFHCp41JcL8L8b69RKqN/3CzGsadiwOtldniwCXQ0x0sz/fHthXxIlSrMGeGI5WMG91744cls/Hi5QG/7j5cLceKZCX3243x7QQge35WIvNp2OFkY4ZPFYUOexc6sbNWbjBtxWZAq1PC0McH7g2SFA2iM0DvvjwCG5HrqKwcTy6lADtBoEexPKOv2NTKFSu+8ZjJ5tzXlo65dBhtTPj56cARVASSSKXExpxYjnM0p6w4zI42ytq0ZH6/NDUJZowSZVa2wM+Njw0QvHE2txKtzA/Hq32koa5TAy8YE79+v+W0a2mWY8/VVylPz16uFOPFMDISCoQ/oLE14MOayqb53oG/3rj2xpTRth02TvLB1duCg7uMw9x7Dwdw9AJPaWV8MrIvqRXjwhxuUvO6sYIdBq8nv5PfrdJPOs5k1KKoX0ewTBpuL2bW0G5VIptIrc+3uOG2ZFYAnp/hAqSYHxRD8TjDQc6GvmBlxsWPdGDSK5BDw2HfNj+7FmX5IKW+meowUKjUW/3gTr84JxIZuZKYBYJvOuXkuqxYvzPDHRD9bKos7O8QB0/uxQvnoBE+sinKDVKHq1418sK9NDosFEz6H1n95L53bCyOccDS1yyB6ZrA9pgXa43haFc3DrlmswIGEcjx/39AEoS/PDkCUpxU27UxAXFEj7v/+BjZP8WaswriUU8cYyAHA6Ywa3Cy4iL8eHwcnoTE4LIJ2rukqZ2ZUaibxwU4WUKlBmRCrSUCpIlHVIkFZowRhrhbgc9g4m1Wjd1y+OpeHDx8Mxd74UppdRG5NOy7m1DIuVNwpNk/xwbrxnhDLlSisF6G2VTZoJbRypRrbbxQxPlbfLsOhpIo+L6b42Jni7POTUNsmpbzMhhozI47efeq+QHu8Pj8Itqb8QQ0m35ofjMd3J6JNqoQpn4M35w+s33WgpFe04OvzeXrbBTw2mnX6j7Wx61hAzK9tR5tUgXBXIcZ6WePBkS74K6lLsKyuXYYnp/jgmem+1MJITasU9393nVKDHedtjYRXp8PUiEPdz/gcFt6cHwRnS2N8fT4P7x/X9NSa8TnYvSEKDhZGtN/mSHIlFcgBGhXsoymVd8QKis9hYc1Yd2y7XgSFioSjhRFenNH7kv2fr9AXQ7ZfL8bz9/kNWevLMPcGw8HcENMslkNNotsUfbibBW3lapy3NXz60P/227VCmk/KqYxqpFe0DKoICdM9cKjvi1KlfomFKY+Nto7snIDHxjPTui89uNNCHgNlfpgT/rhVjPQKjSpmsJP5gDOKLWIFlGp1t+qid6qExBDetqbYuyEKD/8eTxOC+Op8Hh4e58GYjSBJEhXNEr0JNaBRPPtj3Rjk1rSBzSJgJeChVaLol4qcEbf3QW5DuwwcNosKsAb72mSzCLw40x9vHEkHSWrKiF6YcW9k5QCNQfQkP1tcz6+HmgRulzajoK6d0cJ3qMePn68U0vrnfr5SiI0x3rAQ0IPfnnajVarEz1cK8fbCYL3HVKSmh0yuVGP9HwnU4kGMrw0qmyU0y4oPT2bjnWOZUJMaoYXd66MYP/vPxHIkljQx2rGw7oHeyAaRDCt+uYWyRgkIAnhyig9VWjpQDJk9AwM7X/qa0RsIrlYCrI5ypwQ3LIy52DzVZ0j2YYKvDW5tnYacmjb42Zvd1TJcAPjhcgGkOn2V3rYmeHGmP57Zmwy5SvPYfUH2ONuR5eZxWHh+hj9e/DOFUpoOdjLHnvXR2DLbHyllzZRyNwD8dq0Ij03yooK5XbdKaJZDNwoakFnViokdugW7bpXgrX8yoFSTEBpz0ay1ENYm01zb364cCUDT5iA05oHpMrsTfcklDSKs/CUWFc0SEABWjHHFOwtD9DL63aE7RrAIotvrapj/Df5dM91/ESRJ4u2jmVQT8P0RLnoeVZ38epW+GlnWpK9q1h3tjGa/+tsGwqMTvHAlt54ajOeMcOh1P1N/GeOh34jsKDTG/mURKKxvxzhvm7sehAw2xjw2/n5iPNWYPcHHZkCrye8czcQfN4uhIkksCnfGJ4tDwTFwYyBJ8q4IaRTVi7DxjwTk1bbrTdikChWUajV4oO9zQV07Nv6RgII6EcyNOLSMyewQBypj7GNrilf/TseBjsWSpaNc8P6iEd32o/bnOChUajx/IAXHUivBYRF4ZLwnXpkTaMCIe2DX5ppod0zwsUF6RQsi3YVwEt790qpOWsQKfHw6hwpiattk+PxMLr5cHg5fO1PkdWTabUx5WNaDNcRA0Z4AAoBCRUKmVAGgB3OT/GwR6GiOLC1bEV3aZUoolCSVaeukc+J0Mr2KCuQA4GpevV7GVHuSW9Mqwxfn8vDZkjDacemksF6ESA9LCAVcWkZjX3wpYnxt7loGHQC+u1iAskaNkAVJAt9dzMfyMW69sm/oDh6HhfUxnvjmQr7eY/bmfDww0qXjM+/OONWXz313UQgWR7qgolljVzJU2XOSJGHC59wzdjJMc5GvlocjxFmIkVssEVfUiEBHc/jYmSK/tg1ZVW2I8rRCaaOYZhmUUdmKB364rufXCWgsPyZ9egnfrIjAOG8byvpAG1HHNrFciQ9OZFH3Bu1ATvu5De0ybNyZiMSSJpjyOXhuui/NiNzF0viOtGl8cyGf+kwSmr7cZ6f79an14bHJ3vjPwVTq70cneN610uxh7hzDwdwQcSWvHttvFFN//5VUjol+NowCCtU6Hkc1LTK953TH8jFuOJpaRak3+tmbYozn4MqBj/W2xqlnY3AuqwauloIhUYPUxdnSGNMC7XA+q0sVbt14TwQ5mXcrt/9vh8NmYXKHfPrEjy+ivl2O+yOc8e6ikD4Nytfz6/H79a6FgsO3KzDRzwb3R7jQnvdHh5yzVKHCQ2M9sGWW/x2dLL1/PJOazOr6qt8f4cwotf3usUzqRt8qVcLKhIuNMV5wszbBjKCucsqzWTXYG1dK/b03rgyT/e0YS9VuFNTjtcPpKGkUY3qgHT5ZEtYrw2cAOJxUgaMplQA0QcPPVwpR0iDSUzQcrGvTyoSHY6mVeHZ/MtytBXh/0Yh7QoWtUSzXUzysapXCiMvG35vH43hqFSQKFeaGOsJmCH0oE4obUddGH0eDHM2pci4AyK9twwt/piKlrBmRbpbYOjsAPA4LzSI5vtIJKLxtTWEh0Bhq/9PxOwPAqih3zXdk8KkLdbGgWbboUt3SdVy+PJeLX3QW9cQyFb5ZEYE1v8VR285n1WJ3bGmfhHwGm2odE2c1qSl1G2gwBwAvzPBHlKc10ipaEOZqgZIGMZQqNeaFOqFNqsTinTeQUNKEcFchPlsa1mel3/6w/XoRvjqf12H14oH/zOzd+BjmKkSYq3BI9umFAyk4dLscJKk5r//ePP6emLCvinLDlbw6qlpilLslQpyFADT2StoBkY+dGVWBFFvUqPdeTIFcJw3tcvznYCqu/mcKlkS6YndsKTXuOAuNKYunVolST0Sls38R0NhBrYxyxzcX8ilbkXaZEh+dysHpZ2NwvaABBKHxD74T5ey6BukqNYm6Nlmfgrmlo1zhb2+GGwUNCHE2R4zvwOyOhvl3cM8GcwRBFANoA6ACoCRJchRBEFYA9gPwAFAMYClJkvrmQP2ktlWKt49mIrmsGVGeVnh9Xv/NPfMYTF3za5n7MhaEO9MmnPPC+qaQGe1ljYOPjcWR5ErYmvGxKsptSHoDvGxNsfEO3Dy1+W7lSOyPL0NebRumBthhasC9q8wkkavw/olMXMzWGJO+Pi+o3z2FdW0yPLe/qyxlf0IZvGxNsKmXPSMqNYmfGYQEdHuD0ita8MaRDOrvHy8XIMTZHPNC75xYjG5WAgAeGOmMUe5WmBJgiyf3JOF2aTPszfkorBehXarUs51oFCmw7XoxGkRy2Jsb4duVEYhws2S85mILG7AntpSyt3h5doCmXGzPbaok8nRGDRzMc/D2whDGfU6vaMF/T2ShvEkCe3M+kkub9Z5zOoMulrEhxhObp/gMyrX52Zkc6v0L60R4ck8Sbmyd2ue+iOSyZnxwIgvVrVIsCHPCs9P9BrR/njYmCHWxQKqWAERJgwirfr2FrbMDezRqHyyYzild6fPnD6RQ+5lY2gRjHhu71kfp9ZwAwKHb5ZgaaIdPl4RhtKcVcqpbMcnPDvd1LBzMCnbAF2dzIeuYUPI4LLyzMAQZlS24WdCAUBcL/HGzGBmVXfeFJpEMGZUtCHaywIsz/XE8tYpWLuZla4LNu5P09uVidu1dDeYWhjvT/BY9rAUI66e/qVKlxudnc3EstQrOQmNsnROACb42VInpOK3h7vHdiZQXYHJZM178MwWHnxjf7+/RG9IrWvDW0Uzq7x8uFSDEyQJze6Fi3fnd9sWXQSpXwd7cCM/P8BtwhudSdi2tjyyzqhVbD6Xisw4xtLvJjGAH7N0QjRNpVXCxNMbKjsUObc5l1uDrC3kQy1V4aKw7HhrrgYl+tnpZaF10+1XLmySQKtQIcjLHkc3jcTCxHKZ8DlZFu1HK3g4WRhjjaYU4rWBx00RvmPDZKG+SYM4IR0R7Wev1aspVajRJFFgdrb//A2VfXCl+v14ELpuFJ6f40AzKF4Y547qW+qqPnSmjqnJPDOVCgi6NIjneOZqB+OImRLgJ8eb84H4pzw4zMO7ZYK6DKSRJai9tvgzgPEmSHxIE8XLH31sG68OeO5BMXUiHbldAqlTh+1V0sQKFSo2frxTiSm4dAh3N8ex0X0ZhhMn+tvjgZDY16ezOEPytBUFwFhohvrgJI90ssWlS3w2GI9ws9WS07wTX8uqx7XoR2CwCGyZ6YXQfjZl7wojLxsPjPAb1PYeKj05lY1eHP1xFswTlTWKceW5Sv94rvaKFCuQ6ua0TMLRIFPj6fB6u5tVBrlTD38EMT0z2QZirEDtuFOMyQ1Zgqo7Z8O2yZr3n3C5tvqPB3BR/O1oWe4SzBaXS+vDvcZRHUEU3HkUEAdR0ZGIqmiVY9Wsskl6/D5P8bPHZma6yPxYBnEyvpjIp228Ug89h4cFIF1pvG8B8bABNf9Qj2+OpzE8pg9kzE2GuwkFTQ0sqpa9hNYjkKG0Qw9e+9722ErkKj2yLo4zRv7mQD6GAN+BA4fe1o/HDpQJcyK5FUb0IzWIFruc3YN32eFx/eape/8ep9CrsiSuDmREHT0z2RrDTwHp944sbcSK1Sk+EIru6FWu3xWFNtDsm+dnSAk4AuN1xTCf52eGjUzm0BYPKZike2RaPm1unYt4IRxTUtuPXq4XIrWnDpole8LAxwd6N0dh2vRiAxnvTlM9BbGEjCura4W4twO8Pj8FjuxOp67iwXox12+NxbYsmCN+/aSy+v1SAujYZpgfZ4dVDaWCwzMONgnoU1rXD6w4vrHWyKMIZBAH8k6zxFX18sne/FwB+vVaE7y9pgufSxq7jwVRGqjv+JRu4PgeT26X6a8W3S5t6FcxpfzcAKGoQ4em9t+FjZ9orU2qlSo0fLhfgQHwZ5Co1pvjb4eXZATiTVaP33CSGxaS7wcWcWvxxoxh8Dhv3Rzjr9fCVNYrx2K5EKih740gGXC0FmBJghz83jcXPVwrRKlXA184M317syo7zOSw4mBvR+qmjvayooC3Q0Ryvz2MWf/l5TSS+v1SA3BrNgvCaaHe9zOoUfztaEGVnxkfIAMchJm4U1OPlQ11Kk5v3JOHMcxOpDOXS0a7gsAkcT9UEw49P9umXWXhDuwxfnc+j/DA3xHgNmfjPlr9Sqf7HimYJ2qRK7Fg3Zkg+axjD3OvBnC4LAUzu+P8OAJcwSMGcSk3SLmYAuJKrPxn+9HQO5ZcSW9SI/Np27Fqv7x/mY2eGn1ZH4ofLBVCqSTw6wROR7szBFp/DxpNT++7RVt4kxh83SyCSKbFstCujv9JQklXVSrMruJRbh7PPTRzyXrp7lSs6xqS5Ne2obJb0yiPual4djqZUwtHCGGvHeSDUxQJ8Dota6QeA0Trlec/su03z1CluEONqXj0uvTiZ0Zj2ySk+esH2aA9LvUmvofN0sBHLlfjjZgmaxQpM9bdDaZMY/g5meGVOl4zy1V4Y7Oruv+a9VciobEGkuxW+WzkSP1/VXLP3hzvjjX8yaM+9nFuHF2b4w8aUj/r2rtI8QwsT2dWteiV8vdnHwexrGe1hRYnkAICtGb/P111aRQsVyHVyObduwMGcjSkfr88LQlp5C4q0lBpr22TIrmrDCJeuSdL1/Ho8tqsr+3Qltw5X/zOl30GvJgsYSyv19LQxQUWTGHFFmon55dw6/LlpLCLchLQAofP68ncww/erRuKlgylolXT147RIFEgua8Y35/Nxs1Bzr4gtakSbVImXZwcgwlWIAl8b3CxsQFp5M949lkkFHLcKGyGRq8HRmVDVtMqwaWciFke6YM4IR3zwgEYa/WRaFWMgB2jKGq/n19+1YA7QZOcGw3NR9/qub5cjo7KVcQwa42lFK1sd3Y11z2AxysNKb3zRHYcNoXs/ADR9UNfy6nsVzH16Jpdm07AvvgzlTRI8NskLe2JLac+NGuS2iv6QXNaMR7fHUwtnl3PrcOHFSXC06Lr/Xc+vp2XXOp83JcAOvvZm+GRJGLXd3sII++JKYW7ERU2bFIVaZZeBjmb4ekXv/PSEAh7tnsLEuvGekMhVmgyxpTFemuk/JGWrunNKNak5H7QF7x4Y6UL1h/aXzv4/QDP2xBU14reHR+kFsSKZ5h6sqVKxw6yQvvsm657nvblnDzP43P0ia8OQAM4QBJFIEMTGjm32JEl2umRWA2CsuSMIYiNBEAkEQSTU1fXuxGKzCPjZ02+OnQaS6RUt+PJcLo4kV+B4Gt2k81p+PVoMlAZMD7LHX4+Pw5HN47FgkJtn26QK3P/9Dfx8pRC7Y0ux+IeblCz2neJ0BoMxc6b+quH/F3Rv0Dam/F6VG5zLrMGa3+JwIKEcX53Pw8pfY2FlwsN3K0fCy8YEZkYcrB3ngYfHdpV8iGRKWiDXiViuwsWcWr194bIJrB3voff8AAdzTPCmq+bFMfQvDAVP7rmND09m4+/kClzIqcXDY93x3cqRVO+NUqU2KNaiDZOaJZsg4GWjuZ5nj3DE4SfG4/AT47F0tCuEOmqGgY7m4HFYeGVOAGzN+OCxWZgf5mhQNt/d2gTGfRSgWB3lPqjG7y/M8MeicCcIeGwEO5njx9Uj+zz58LY1AU/n+GrOq1oDr+iitlWKn68UYNv1IjSL5YzPCXCkZwmNuWy429DFWk7ojKdtUiWVie0PZzNr9Hr2vG1NaKqWJKnJzn6xNBxRnlYw4rIw0c+WCqQAYGawA1brlIhx2QRsTflUIKf7Hb48l4eXDqbiUFIF3jqaqZc5Op5Wydj7ciG7Fk/sTsKuDvVDQONx2B29CQb+DeiajvM5LHjbMn/3jx4M7RB/YWGslzU+1Zr4DxWBjub48IERcLIwgpUJD8/f59drawhDv5HudWEI3WsD0Mw3RjgLsSbaHWyWRqMwwlWI9xYxl4PfSU6mV9F6niUKlV7PMNMxCTRwPNZEu+P40zH4eHEoLZDTQAyqOiiLReCpab44/dxE/L529JBdX0zfNWCQP6u2VUoFcp1cyK7Fp2dy9J772K5EfHQqGwcTy/HYriS9RYLeoHus/B3+N8amfxv3cmZuAkmSFQRB2AE4SxBEtvaDJEmSBEEwrl2SJPkzgJ8BYNSoUQbWN/X5eHEYnt57G6WNYnjbagwkz2RU47FdidQgZa3TQ2dlwoOAf+eVxS5k19KyA3KVGoeTKgZcotQXmAxKB8tz6N/IK3MDUdYkRmp5C+zN+fh4cVivJIV1DVWzqjSms9OD7DE9iLlH0IjL1sskdeJqKcDsEY7IqGzFldw6mBtx8Nq8IIOCE7qTzn3xpXhrgb4M+2ByKadW70a/N64MjhbGkChUmBZoh5SyFr2JeXewCM1KJ4dF4O2FwbR+1+zqVqSWt2CMhxU+WxKGlw+loa5Nhgg3IbbMCsDNggZs+SsVio5Jf251OyQKFaO1hYUxF2vHeeAHhp5Epn1aHOky6MfTlM/Bl8t7tzJtCGtTPv77wAi8eyyT8q1LLGnC2m3xeOE+Pzw1rataoLZViit59fC0EcBZKMDcr6+ioaMs9ffrRTjxdAzMdMRinp3uh9yaNtwqbISlgIu3F4boCcoM9hjC9H4lDfpCCrFFDZjib4d9G6MNilk8PtkbGZWtuNx5Dc0Ngru1CSwFXFpGs9PQd39898bIrpYCWJkazjjujy9DlKcVbpc2Y6S7ECY8tp54A5/DwsaJXhg1yOXs/aW2TYorufVwtxb0q8T+qak+yKluw7X8ehhz2QhyMsdv14qwKMJZT9zESWiMnY/qV8EMNctGu2HZaLc+v+6pqT7IqmrFjQJN8M9mEVg/wbPXghQulsZ6JdyWAi4EfDbeXRSCd/sZwClValzKqYNUqcLUADtGgan+wHTt6W4LcxXiuel++OFyPhQqEgvDnfBgD1koKxMeBDw2xFrXAovQiIVoZ/3+DcwLdcKtwgb8mVAOVsf5EO01uMJV5gaEWvbHl9F8NiubJXoCTfvjS7Eyqm/n+n/vH4En9yShsF4Ed2sBPn4wtO87PcyAuWeDOZIkKzr+rSUI4jCAMQBqCIJwJEmyiiAIRwA9LyH3gXBXIS69OBmNYjk18X3jSDpttalBJIeVCQ+NIjmMuWy8vSC4Tx4ggwWTstKdNg9eEOaE46mVVDP83BGO/TJm/l/BWWiMf56cgIZ2GSyMuQazSllVrZAp1QhzsQBBEIy/W0FdOzytTShPrPzaNrRIlIhwFYLFIsBmEXh3YTCeP5AMiaIr4Fkc6UKpGj433RdPTfXpKNk0vOBgIeCiTUveWWisP+EsbxKjokmCCDfLAZeffHkuF1+e0zeWLWsUY/0fCQA0x/LTJfo3hWWjXfDkFF8cS6nER6fpK41fr4hAiJM5nIQC2j5uu16EtztEDFiE5nk3X56KFomC8t578590KpADgJyaNsR8eAEHHhtHKwvsJKtaX8aeQwBKnaWjAAdzjPG0Qk2rdFAzc4PF4kgXzA9zRPR/z9MClF+uFlLBXHxxI9b8FkspwEW6C6lADgDKGiU4mV6NpaPo4iZWJjzs2zgWTSI5TPgcxvNmdbQbzmZWI6m0GQShUcMbSDnqfUH2ekIJebUiKtDvJL2iFat/i8XsEAf8sFrfxF2tJpFb047X5gbiq+XhMOaxqWtozVgPmjGyrRkfiSVNVP9OJ8Y8NlRqEnKlWpPVmeHXbdZRIldhxpdXQJIdKntj3HAwsQwyJQmhMQdfr4jAKA8rCHgciKQK/JlYjmAnc4z2vDsqpkmlTVj1SywkCs0ke020OxZFOEEo4PVaZVIo4OGTJaGY8cVltElVSCxpQmJJE765kI/Pl4YNuNzsbiIU8LBnQzSaOq4VHofVJ9/TV+YEYs1vsdR1yWUTffYc00WhUmPpTzep8mIXS2N89GAoLIy5A/alXRLpglPpVVS7ygMRzpjI4JX4zHRfbJzoBYVa3Su1YBM+B2/MC8Ib/2RQi3sZla2Y9MklbFs7GuN99D/jXoXNIvDBA6F4ZU4g2CyiT4F0SYMINa0yjHQTdluxYsRl6/npAfrzQxMeBzw2i9abb9GP8vYgJ3Ocf2ESGkRyWJvwQBAESJJEclkzBDwO/B1638c9TP+5J4M5giBMALBIkmzr+P8MAO8A+AfAwwA+7Pj3yGB/NotF0DIYugaMBAH88+R4NLTL4WFjcscDqE4m+toixteGWlnxsBb0eUVloPA4LGx7ZAzya9vBYRE9lgb9f8GQObdaTeLx3YmUCmGEmxC7Ho3CY5O8cTG7lpogs1kEXjiQAmMuG9+siMDJ9GpKvSzAwQz7NkZDKOBh9ghHjPe1QVGdZrIqFPDgaGGE7Ko2bDmUSgk8zB3hiG9XRhjMQGyZFYBn9ydDpSbBZhHYMptuAPzN+Tx8cS4XahJwtDDC7vVR/e7XEcmU+OGSfkaLz2HRAsqKZgmSSpvxQIQzDt2uAKCZND8x2QeuVgKsjHLHX7crKLXKKE8rzAx20JvoqNQkvjibS/2tJoEvzuZiXqgT9TtVtUig1vVEACBRqvHj5QJ8t2qk3mNshmP5y9rReGRbPG1bZlUrXvwzFQSArXMCsHFi79RIe0KhUqOqWQoXS+N+Nchrw+ewwWbRj5v2e357IZ8K5ABmsQWm4yGWK9EokjOu2HdiZsTFoSfG43p+PaxMeAMub0oua9LryQE02Vo5QxPayfRqSlGykxaxAit+uYXMDt+5+yOc8cWycOpxXVGMI8mVOJKssSvoDBoJAK/NDUReTTu23yhGo0iOx3Yl4sfVkTiYWK5XNibgsVHXLqVKhkkS2BNbChJdk/iJfhrxomt5dXj49ziqpy7K0wr7N43ty2EaFL6/mE8FcgCw81YJZZS9MsoN/71/hKGX0th5swRtUpXe9s/O5Pyrg7lOOisE1GoSccWN8LU17ZVKdoizBWJfmY6U8mbIlWqEOFswzjeUKjUqm6VwEhr1WJZ+PquG1ida3qQRiwI0nqa/rx3d78U6Iy4bu9dHI6+mDXwOG27Whq97Yx4bxuh9RdPyMW4Y622NqZ9dQmfsIVeq8c2FvD4HcxK5Cg0iWbfj0lCjW8XQEx+cyMLPVwtBkoCblQB7N0Z3awXyzqIQPL33NvU3m0XQsnKAZhH38cne+KpjYcqEx8Yz0/qu3QBoDNU7582tUgVW/xpLzT/mhTrimxWG5x/DDA73ZDAHTS/c4Y4fnwNgD0mSpwiCiAdwgCCIRwGUAFg61DuyaZIX4osbqQnCkkgXuFgK7upAAGgmW3+sG4PYokaI5UpM8LG9az4zPnZ3rxH/38Tl3DqaXP3t0mb8mVCGteM9cfk/U3Atrx5vH01HVYfPoEShwqt/p6GmtauUMru6DX/cLMHTHYOuuREXYa5CqNUkkkqbsPjHG7TnA8DxtCosz3c1WN4zP8wJI90tkVzajDBXC9q5XdsmxZfn86isRlWLFN9cyKdNbvuCQqXWU+l0Ehrhick+eO3vdNr2dpkSny8Lx5qx7qhtkyHG14ZaybQQcHHymRhcy6sHv6OHhulmoSZJWiACACKZZuLYIlHgsZ2JuFnYoGdWrr0PTKyP8cLVvHrqu8wLdcQUfzssCnfC38mVes8nAXxyOgfLRrlR2db+crOgAU/vu426NhlcLI3xw6pIxuxhX9g8xZvKXgLA5sk+1P8lOqV+JKkx/a5v1yw+eNmaYPYIeh/R/vhSvHM0EyK5CmGuQvz60CjG/lGJXIUndifiYk4deGwWnpjijWenM/cq9obO31YXpgDP0Gt23iqmAjlA48+4Yowb5Q+oezy0UZOgVrv/uFGCHC2LmrJGCXbcKMGmiV7Y+lcaOs/KZaNd8PKsQIz78ALtvTr3WKEi8cHJbCzoEBx59XA6TRwltqgRKWXNd0yKvBNxN8dhT2wpVo5x61W2x9D7dPf+/zbiixqx+rdYStDqobHueMeA7Yk2PA6r2/LVpNImbN6dhKoWKRwtjPDdqpHdZra7O6bX8utxIq0KiyIGJmzja2+mZx2jDUmSIEl0uwilVpN6jwt4HOjcOgxe74b4M6EMbx/NRLtMiRHOFvjt4VE078l7keJ6ESW6B2hUX3+6XNDt+bMgzAmR7pY4l1kDggBmBDnAwUL/ez53nx/mjHBEQV07xnpZ99uKS5t9caU0peBjqVVYMcbtX5VB/TdyTwZzJEkWAtDrbiZJsgHAtDu5L5P97XDq2Ym4mF0LTxsTPWn3uwlBEINebz3M0JBe0YKth1L1tld3BF6mfA5mhTjg2f23aY/rBmaa13R5UR1KKscHJ7PRIlbAiMdGq4RZjEfXmF4XZ6Ex40pffZtc78Z8NrMGRfWifnnoCQU8zNcxXn5isg8Whjvh2wv51Hcz5rKpXgpDlhtcNgtTergeuWwWlo12pTIGALCmQ0jm16uFlJgF09yDIGDQZ2istzVOPzcR57Nq4GIpoPzGxnpb43x2LdqlSui+pUJFolEsH3Aw9/KhVKpftrxJgvnfXsPUADt8tiSs3zfjR8Z7ItTFAgnFTRjpbkmbQK6KdkNccZcozmR/W3yxNBzH0qrAZ7MwJ9SRVi7UJJLj9SNdJVEpZc34+nweY4/PzlvFVJm2XKXGl+fyMCvEQU8YozfIlCocSa5gfKwzW6b7mwQ6mmOUjnKi9vXFtG11tDvld8ZEZ4Cfw+A1mlDciKMpldCekx5KqsBHD4ZhdbSbnnF4J3VtMipzrls+BWjKsu90MLc62p3qB2OiukXaq2BuySgX7LxVojfOrBnrMdBdvGd4Zt9tmjLxHzdLsHmKT5/MoJl49XA6ZbNS1SLFq4fTcfKZGIPPnx5kDwdzI8ZzHGA+9/tCWaMYzx9IRnxxE0KczfHZknBamd3260X48nweZAo11ox1x9bZAbRFuIvZtXj9iOY7zQp2wMeLQ6nSVFszPmYFO+BURjX1/DV98IFrkSjw+pF0anEvraIFX5zLowkf3YvUMI1HPdzPAc09vTe2Tv4OZoNaClndwjBn6cX+DjMw7slg7l7Dx850OPt0D5Ja3oz3j2eholmCuaGOeGmGf6/UD+8Gz+y7TQVunXBYBObp+BUtCnfGvm6EFAgClDJqRbMELx1MpSZBcgmzWIiZEaffixCBjmbwtzejTUzbZUpsOZiKA4/1r7Tr0yVhiPKyQkpZM0oaxPjuYj5uFNTjt4dH4WxWDSRyFZaMchm0a+6tBcGUkfVYb2vM6TBpzavRN5buJMjRHG/OD0JUN4slnjYmWB/jhfImMTbtTERqeRNq25iVHQEg2Mm83ybynciUKpQ06PvaXciuxUensvFhH5rPSZLE95cKcCChDJYCHl6a6c9oSr8w3Bk2pnycyaiGp40Jlo9xgxGXbXAiVdoo1hOuyavtOn+yqlrx/vEsFNWLIODpl1rl17b3K5jbfr0YfyUxB3OAJpDbEONJLZAEOppjZZQblQE4klyB7y7k6/kZCgVcTPLrymovitAcj7OZ1WCzCGy7XqwXJBpCKOChsJ5eYqlQkVCo1Ng6OxCBjua4XdqMkgYRrmiJE8wLdaR8omYG2+NAQpdpNJdNDNiImgm5Uo2PTmXjVHo13K0FeG1uEIKcun6XOSMcsWdDFM5k1EChUmO3lhKerRm/1yvxwU4WOPbUBHx+Jgc5Ne2wMeVhzVgP3D/ADNG9RGcWW5vsqtYBB3P5tW3d/q2LuREXR54cjz2xpahtleJgUjnVK8znsDA7pHdKnYZ49e90xBdrFjrSK1rx7P5kKrjMqKQbsP98pRCWAi4e76gCEMmUeGrvbaoa4nhaFVysjLF1dpetwFcrwnEgvgz5te2YEmBn0LuXibJGsV6VRk/H605T3y7D20czkVjciAh3S7w1Pxgj3S3hamWMssaucclQ9vRGfj0+OZODRpEcS0e54onJ3kNS3ti5nwnFjRjpbok35wdR6qLzwxyx42YxNS8xN+L0uOg6zMAZDuaG+VciVajwyLZ4qs/sp8uFsDDm4gmt8rB7hVapAgU6PTJ8DgvbHxmjt3L99sJgxBU16k34eGwC0wLtsWy0K5WNTStv7racxdHCCON9bLAhxstgH19PEASBnevHYMz752nbB2LYy+OwsCrKHZdz6hDbYYNQlVaNNqlySNTq2CwCS0a5YomOQMe0QDvaKq82r80N7DaQ0+bJPbcNHg+hMQfGPA7GeVv36HXUHdUtUnx5LheFHRnRonp9hca+/iYHE8vxSYeITEmDGOt3JOD6y1NhxZDdG+9j0+vJeZCTORwtjKiMAQBKGEmpUmP9jgSDBvACHhtj+1lt0NP397EzxStzAmmTmyO3K/DFuVw0iuRoleqX1HJYBHxsTZFU0oQYXxv8dKUQl3Pq4O9ghmen+8LalI9J/nbYF1cKUz4HV/LqaNl0LpugCes8PM4d1a0SVDZ3HRtrEx7V69npMaVQqfHthXwcTNQEba5WAihUanDZLHy8OAw8Dgun0qtha8bHJ0t6p5rbV769kIffrmkyhRXNEjy6Ix5X/zOFtmA2ztsG4zqsTaYG2OFAQhmsTHjYNNFbTxCmvEmMr87lobRRjNkhDnh4nAf1WwQ6muOXh0cP+ne42xTUteOb83ngcehCE1w2gWjvgVfVTAuwp41h0wJ6FiCzNzfCcx22K0tHu2L7jWIAGqP7gXrE6vaTasS+VOBz2Hqm7wDw2ZlcLB3lCmtTPvJq2/XK2vfElsJKwMP6DtNrPofd74xtgIMZnIXGtLFn2j0m2LblYCrOd6g8V6ZWQSRTYvsjY7Bv41j8eKkA1a1SLAp3phYktWkUyfHojgSqj/WT0zmwM+Pr3fd64nRGNXbdKoEJj4PHJ3vDx84UX5/PQ1JpE0Z5WOHpqb60/TyeWoV2LaPwCDdL/LFuDPbElsKYx8aGGC/Ge8owg8twMAeNAML268VokSiwZJQLIntpRvpXYjmu59cjyMkcq6PdYdRH76lh+k9WVStNUQ8ArubW35PBnLkRFwEOZsiu7loFnB5kT6lOasPnsLE62h3vHMukbZ8SYKenuhfhZqk3WdTm4bHueKyfx+NUehXOZNbAy8YEa8d7ItrLCrcKu0rtxgyCSa2uLPK1/HqQJHlHGqUzK1uRUt6MMR6WaBQrIOCxoSZJsFksPDzWHeN6Gbi0SRXdBhFb5wT2S9Zcl7Xb4mjnT4izObKr2mi9YH39Ta7l04+/RKHCpZxalDSIUd4k0fQB9mNFlctmYce6Mfj4VA7Km8SYO8IR68ZrjMgL60V6gZyz0AhWJnxYGHPxTEeA1B/GeFrhZLp+cM4mNN6A/70/RK+k65n9yd2+p1JNIqGkCY/uiMf9Ec5U5i+uuBE5NW04sGksJvnZUpm7/Np2fHwquyNgcYSjhRG+OJcLuVKNVdFuWBjujFHulli7LR4lDWI4Wxrjt4dHAdBkJv6Pva8MjOJsuz6zHnd3I04CIYQAwR0KFApVWtoCNQrUqXtpn7pAoaUUakhxd0+AEHd3d9ms7873Y5LJzs5ushH69Plezi/YrO89933Juc7ZmVDWbeDrhKTyFvq7+v5iEWRKNd6cHwIA+GhxOD5afGfpYdd01kdtuwyFDWKDIjXTg50MBscaDYlHdyTSwi89RZyVE4ZmUN8Xypq6sOtGGRQqDR6K8fxHbXsAqov+0M83Gck9j0PA3lyAL5dH9qkwbCw+WzoSNmZ8JJe3IsrLBhvnDKxgFOxiiTBXK+TWdqCsucsgpd1YxPjY4nxur8h4hIc1/Tn17U8qDYmZX13Bs1P9cV+UO6xM+LRNCkD5Tm46lQeFSsOwShkMeFwOnpniiy2XiqFQa7AsygOr43zpvyvVGvx5sxzpVe2I8bHF8jEeQxaXGih0z8Se/7tZm/RrRZFU1sIQJOp5vHYyR5Ik9idXIaG4GaGullgR68VYh7dKmvH0H8m0ENOFvHpMCnCgE7fbZa2o75Cx9gbds2Qgxb+7GB78n0/mZEo1lm5JQE13Ffnv5CrseyoWUV59b2qbLxXRVe2DqdVIq2zDDw+xVe/u4s7A286MNQMzENlnbVwrbERiaQtGulvTs0/DjR8eGoXXD2Yiu6YD4/3s8X4fvmNjfWwZn43HIbBxLvuQdrIU4fsHR+M/p/PQKJajU6ezcDG/cVDJ3J7ECmw8mEn/P6G4GV8si8DGA5lIqaCChoHQ+Qwh2MWCoYzobm1iMJG7lNeA5PJWRPvYMihvg0FxoxhLfoynKTdWJnxceGmyQR++vmAu5MHT1pThB2XC50LIp2b1lkUNrCqqDyWNYkYiB1DqkQeeGY93jmShqEGM6cFOeGV2oIFn0I9gF0tahRGgKLzbrpYgv/u1DqRU4YeHRmHByIFT+EY4WeDje8NwKLUavO45L1szAdxtTGAh4jHWalyAw7CspxXjvFDZIsW+pEpGhV9NUknkc3+l4uorU9GlUOFQSjVjbrM/aEi2iXNiaQu+OJOPFbFeNF3O284U4W5WaJMo0Nwlw5bLRfSs1I+Xi2EhpChHi0e5QcjjgMclcDi1GkI+B3/dqkB1d8fuoB666O7ESmRUtaNTpoKbjQgLRrpiwUhXmn453OihfPagZ60PBvn1nSwFz5OZdaxkrqVLgYMpVVBpSNw7ym3ANMQ2iQIHU6rRIpHjt4Ryutu6P7kKJ9bFDYm6nVzegsv5jRjhZIH54S79Bvop5W2smWc/B3PsfYpSIx4OWJnysWnJ4K+dl/al40T3uj6YWo26djmemTJ4xd1P7g2HhszEzZJmjHS3wqfd7+1qAXXGjnAyR4EOvb1FosRHJ3KRVd2OrY9E4a3DmSwmy8msun6TucoWCY6m18BMwMWSKHeW7cHR9Bq8dTib/n9CSTPj2nn7cBY94nAotRoVLRK8OoepAHmnEexigXQt8RBDhuqNnXIcSqW69veOcoeDhRBBzpYgCNCJGAAGLRoAvrtQhK/PU+rOh1KrkVXdzvArPZVVx3i8Uk3SiRx9n8w6BLtYIl2riOlrb4bvLhTCTMiFRkMpGQt5XEiVaswLd7lrT/AP4P98Mne1oJFO5ABKyvxASlW/ydw+HaPnk5m1EMtVMB9kQvG/ioYOGS4XNMLL1tRoWpqxUGtIXC1sRJtEgWlBTgxZ5rLmLtacikpjvMF0UYMYSWUtyKvrwM6EXnGM56b6sSR8hwP+jhb4++nxRt33WHoN47OpNCT+TqrEq3OCIFOqabPtaUGOmBPmjDlhzmjpUmDcJxcYVB6PQSqu6pqYJxQ3gySBP1YNLwVy05KReOCnm2iVUB3WylYptl0pZs1tfXu+kD6AcAl4dU6g3g6sRkPielETGjvlmB7saDBgOpxazZidaJcqcSa7Dg/HGD9M3wOCIPDl8ghs2JOG6jYpgl0s8ePDo4fVpsPBQggRn8N4z+62pojwsMaRtRMH/bzLx7jjdFYd0ivbYCbkYcU4L5YR+t7blYNK5uraZZj33TW0dHfPvzpXgK2PjMakEY74YlkE3jyUhSaxHGN9bPHSrIEloYZAEAQmBthBrdFg141y1t8bO+XYfq0Ef96qGJTQg1TJ3l9+uFSEvxIrcHJdHJytRHh4+y2665RYxqScKdUkPj6Zh02n8vQK7vQHsVxFP3dObQfO5TTgakETvlzO0gobEDQaEteKmtAslmNaUO9189LMEShpFONmSQvszQX4aHHYoAtmTpYilqeVrjl8u1SJe76/Tncjf7paglPr44xO6CQKFRZtjtc7UypXaXA0rRovDnKtHUqtwgt70+n/xxc19VuAcLcxYQXX+fWdWLQ5HqfWx7E8xlIqWlFUL8aEAPs+ZeeHCx0yJU5mMQsU+5Iqh5TMOVqK8MrsQGRUtWGMty287c3w09VifHIyj76PgKvfJuRYRi0+WRKOo2snYuzH59GlpbzpYdP7fXTJVTifWw9TAQ9TAh3A53KQW9uBe7f0Fuh+v1mOQ89OoDtG04Ic8bfOuZZe2Ya8ug4EOVtCpdbQ9j/a38U/kcxlVrUjp7Ydsb72+HTpSDz3VwpKGrvga2+Gz/SssWaxHPO+u0aLYG2/VorTGybBw9YEj8Z6YW9iJeQqDeaEOWPleG+o1BpcKWiEWK7CntsVjOc6llGLTUtG0pRoY4o1HrYm+HQJZRRe3NgFN2sRypq78JWWBZA2tlwuwu9PxtwV67vD+L+VeeiBPvU3GyPU5qxN+NAOF3oMGP9/RX5dJzplSoz2tKErkrqmscZ4C9W2S1HS2IXRnjasmQptkCSJx3fextVuk117cwEOPjOB9q7RF6g76pE+14cDyVV4eX8645Dtwa/xZXhxZuAdq3YbA31qh1u6+fKZVe0o7PZWC3A0x6HnJsBcyIOtmQAb5wbh01N5UKg18LE3w4YZg6Ol2Oh8t3wucUeKFCOczKHU0Zr++VopK5nbfq2E8f+tl4vx1CQ/1m+05vdknM+lrB+sTfk48Mx4lnmxUq3BoVR216PnM5c1daG2XYYoL+PN0aO9bXHt1anIqG6HTKmGmw0zECtpFKOxU44oL5tBCfRYiPh4e0EI3j+WA4VKAw9bE7ysFZQ2ieXIq+1EuLt+Hyp9aOlSYNHmeHqo3tveFMuj3bH1ajHjutBdC8biYGoVncgBlCT6oztu4+VZgVg7zR/TgxwhlquGrUOh0ZB4ZPstWp3UEE5k1vabyAm4wEBU8Vu6FPjleglGe9rQyVaf73UQiZwhHEqtwhvzggZNTQWY141N93Xj62AOO3Mh9qyJRbtECTMhd0jiUrZmArw+LwibThren05n1TIouC1dChxIqTKaOn8up15vIteDoay17Toqo38nV+H1ucF9KtN62Jpiw/QR+OZCAeOaKm+W4Gx2PUPE4rPTebT/poDLwY6V0Ziox3B7OCHgcmDK5zKSJushKu3ujC+lRU44BPDV8kjWd8chCNia8dDSxVRlNRNwwedywOdy8M49IXjnSDbkKg3crE3w6hxqv2vslGPx5nh6nYzytMbPj47BAz/dZBS7ihu7MPubq/Tcrr+jOfx1zgIO0WukzeUQsBTxGaMbw7U39YUfLhbii7NUEsTjENjy8GhcfGkKWroUsDHl62WqHEmroRM5AGjolONoWjVSKtpotoG5kIt10wOQW9uBtw5nIbuGslrh6jydmYALntaND4z1wLcXChlUVx6HgImAi06ZCtamfLy3MBTBLpa40P0+PzmRg/19CE8p1SR2JZTdTebuMP7PJ3PR3raYHepE+3+525jgMa0B28oWCaxN+SyTx5dnB2LVriTIVRoQBPX/wfq8GXqNfwte2JtGB8CBTpRptY2ZAD9eLmZwtHcnVmDtVH+4Gqgq/hpfio9O5EKtIWFjysfvT8YYlK6+XdZKJ3IApQa260YZ3l5AzYz42Jvh4RhPWkHN3lygV4lPH746V6A3kQOoKup/29rywWhPvcbCh1KqGR27wgYxjqbV0GbxT0z0waJIV9R1yBDsbDlovv+66QFILG2hqWrPTPEfFv8ZXRAEwfKc0/eWuTonUIdMhTnfXMWeNePoIDajqo0OSAGgTaLEjuul+FinuHAhtwFVrcyZLXcbE8wIdmIEVG7WJtizZhyre2AIn5zMxfZusQgPWxPsWRMLN2sTvHc0mxYY8LIzxZ414+BiNfCq+8MxXpgX5kJ3/3oS2WPpNXhpXzoUag1MBVz8tGKMUUHg30mVDHW0rOoOZNd04PHxPtgRT30OG1M+nps6uJlLnoG1t+VyEdZO8wePyxnWYCmhuLnfRA6AUYP4HIIDwPguP4BuSwH9tgJ3EgRBDKnwlF7JvG5aJUrsiC9lzOMN1UqjB49P8MHCCMP7k65xPQDw9dxmCH19D4FOFrhvzOANyHXXM4cAdN+avnN8/YwASBQqhk8YAEYA3S5VMgpWCrUG310svOPJnIjPxUuzAvHhiRyQJCDicxhFooFCoyHx9fnC3v+TwDfnC1jfnYDHwY2N07E7sQIfn8yFUk2CIIBX5gTRQj73R3tidqgzqlqlCHK2oAsJO+PLGAl/akUb/nM6j5F89EBbgKmoQYw5oc6wLuWjTULd94kJPuBxOGjslMPBQojX5gZh44EMaEiqgPnqAGnrA4VMqcbmS71MCJWGxHcXCzEr1LnPfYqnm5EBaJUoGLRxsVyNx3YkoqGTSfPVbojqfucA5eX3y2NjsOKXWzQT4YWZI/D4BG8UN3QhwMmcoQ1hayYA34i4979ZHP+/gv/zyRwAbFsxBsnlLWiXKjHB3x5CHhetXQqs+i0JyeWtEPE5eG1OEB7X4vfHBTggfuM03C5tQbCL5aBoVa1dCqz+LQlJ3a/xyuwgPDnxzg2EDwZJZS2MTkZ+fSd+v0mZVuszE5Yp9Ze0u+Qq/Od0Pq2+2CpR4ouz+dj5+Fi995co2MpyuoanH98bjgfHeqKmTYoJ/vYGKUA9KnA90B0S1sbsUKd/fOhZFzZmApzZMAn3bolHVnWvebG+/FP3e7IzFw6pSg9QM1/WJnyI5SpYmvAw2tN6SM9nCJV6JOy97NjJ09qp/vjoRC7jtsIGMXbdKMeL3aps+sxw9Zk7S5XsdXXPSBfUd8iwVYtiWN0mxZbLRUbNoxTWd9KJHECZQ2+7UoxHY73oRA6gKvI/XS3Bu/cYnpfsCzZmAjqpVmtIgCTx4fEcOiGWKNT4+GRunz5TPdD3fUkUarxzTwiWRrmhqpW6pno6shoNSRv5al8futdWD5aMdse2KyUskSLdTuxwQd9+MSfUCYUNYnr+xlLEw2tzg7Bud6rBDg6n21tQ+/ccbvQlWjRQPBzjOaSk2NA6uFPoa3+aG+aMLZeLGEWs60VNWBFrnLjYjGAnhtCUvbkA7y8Mg7mIhwl+dkPqLD4zxQ/P/plCd1UfjfWmk7aWLgVW7bqNlIo2iPgcvD43mOHv9cREHxxMraa7KYFOFrS6K0BZQOia2vdlTD+ceGKiD6YGOSKvtgNjfWyHdHaQYJ//EoUa66YH4K3DWfRtz071B5dDYOUEH8wf6YqkshaEuFqylDStTQWMtf3VuQL8eKWI9brGGodbmfBx7dWpSChuhrOFEH8mViDmk/MgASwZ5Y7/3DcSsb52yKpux2gvmyHbRvQHlYZkFTO1rz21hgSHAKs7tyjCDT9fK6GLcZ49Iy4XmN+NbiKnDT8HM/y0Igp+juxZtjHetrjx+nTcLGnutuWi7hPurr/wvnK8D46l17KUSHsg5HH+dXHt/4+4m8x1Q1fBcsvlIiR3G8PKlBp8dCIXc8Nc4GzVe4HbmwsxV49ErLHYeqWYNp+VKTX45GQu5oU7D6pyf6fQl2n1I+O8EF/cRHe5JvjbwddB/4B5h0zJSqL0PXcPJvjbw8/BjA7EBFwOHohmi0mEuVkZ7O7l13XixX1pyK7pwGhPa3xz/yh42plixTgvfHuhkHV/RwvhsAgxDAf4XA7WTx+BNb8n0d9vlKc1Spq60NpdWbQx5dOec8OJ949lo6q7+tkhVeH1g5mIf23asCe5DZ1sups+muCqOF/IVRpacIh+vBZdLtrblhHI8TgEHoxhq0jOCHZiyOabCrhYNsYDjWI5q1vb1/oEgIpmCTbsTWWIuPQ+Vqb38Q39PGd/IEkSn57Ow66EMvA5BMQ6QV9xgxhdclW/s01LRrvhl+ul9AHsaCHE7BDKYyrU1Yqh/PfNuQJsvlwEpZqEkEdV7+ePdMGGvWlILG1BkLMFvlgWwbgO7c2FuPDSZEz87CLEWsHWYObvjMGkEQ7wsjOlkzQhj4PnpwfA39EcZ7Lr0SZRIC7AAZ+fyUNFswTWJnzMC3fGmew6NHfTvTgE8NuTYzHR3wG5dR2IL2J3+qK9KUP1SSMcUNkiQUlTF93NNQYvTPfHA2M9cTa3AaZ8LvhcAjdKmrE7kTnPE+luhVlhzsiv68TEAHuM8rDG+dwGZFa1oV2qhKetKWaFOg9ZDGisD/u6eWjs0NVXBwMzIQ8fLg7Dwz/fom+7UtCIv5MqjZKjF/G5OPjseJzKrINMpca8MJdhYxTMCXPBqfWTcK2QEkCZpPW9b75URO8BMqUGHx7PwZwwZzoZcLIU4eyGSTiZVQsRj4t54S6M5NTBQoi5Yc44mallhh078PndwcLH3mzI/pcA1X15KMYTv8aX0betGOeFR8Z5IdzNComlLZAp1dgZX4bPz+RjwUgXfLZ0pFExVG5tB77Tc2YDQHplK4Q8DsOUHQDjNmtTPhZGuuJqQRM+OJ6Nxk45g+58IKUKM4IdMTfcxWg2xlAgUajw2oEMaHSS+BXjvCBXqfHmoSwcSauGtakAb84LZlByrUz5OLEuDqe6hWvmhbvAXMhDpIc1raysKw6ni/JmCaZ/dRUT/O3w9fJIOOokrtamAswJMy62DXS2wPkXJ+N0Vi2OZ9TSMW0PPlwUOmSV1LvoHwRpiG/2/wnGjBlDJiUlDfhxT+y8TQtN9GDPmnHDyvtdtes2Q8YXAP5aHUP79vwb0ClTYsrnl+kKO0EAe1aPo8VObpU043R2HTqkSmRUtUNDklgV54sH9QQE92+7wZgpeWNeENZMMkyNbO1SYPftCrRJlFgc6cZSZuoP87+7RnPFASrZ/HPVOACUN0piaTOcrERo61LA0oSPB8Z6DkrR8E7idlkLTmXWwcPWBPdHe6BZrKDFd5aP8bgjB0/MJ+dZiUioqyU6ZSrcH+0xaOqdLtQaEjO+usLwTHOzNoGAx8GKcV54Qqua1yVXYfLnl2jzXYIA/lzFvFaKGjqx9q9UVLRIMKo7eXfQM0fZ0CHDntuVkCjUuC+KMidXd0tka/v7fffgKDpZzqvrwIfHc1DS2IUZwU54c34wntx1W2/ADwBbHxmNaUFOmPrFZQYt6KcVUZgVOnhj3pOZtXj2z5Q+7/PUZF/YmQnw5y3K++zFmSP0SsaXNIrxd3IVhDwOHoj2ZBSqenC1oBGP7khk3R7tbYvbZb3Xsq+DGS6+NIV1v3apAu8czkZhQyfmhbtg7bShyYv3hWaxHHtuV6JDqsSS0e4sBbVNp3Kx7Uovnc1MwMWJdRNxPKMWnTIVlka5Y4QT9RiFSoM3D2Xi72SmKILuXLBGQ2Lm11dY6ns9sDPjY80kPzR2yrEw0hUj3a1Z95Ep1Zjy+WXGLN+vj0dj6gAMkYeCdokSu29XoKlTjkWRbgYr8P8E/k6qxCv7Mxi3PRbrhRdnBeKhn28ir7YTpkIu3l4QguUD9M8aLPLrOvHB8WyUNHZherAj3pofwkjGVv6aiMv5jYzH7F0zbkCCYHKVGvuTq1BYT5lhDzVJ/29BoyFxOK0a6ZVtiPG1Y/ihtXYpMG7TBUbStWFGADbMGNHv8x7PqMHav1IN/t3eXIAuuYqmBhIE8M39kShuEENDAvdHe1Aelp9eZLFBevDSzBEMxcyGThneO5pN2z68tzCUNsYeKtb+lYLjGb3iM1wOgacm+SK+uBllTWK0S3u7XAQAO3MBItyt8d7CUINnvliuwp7ECtS2yxDtbYMX9qbTBfS+krsFI12GTYn9SkEjHtM6L5wshbjyytS7tl3DBIIgkkmSHKP3b3eTOf3481Y53jzUSw2wNxfg+mvThnVR7k6swOtaEvB2ZgLEbxze1xgOlDSK8fO1EnRIqWB+ks5Bk13TjgXfX2d0NvQdZu0SJbZeLUZhvRjTgx3xQLTHgDzF0irb8OPlInTJ1Xg4xrPPip5SrUHAm6cYt5kLech6f7bRr/dvRm5tB364WISWLgWWjaGMhocLbxzKxF+3elWvdA+Cr5ZHDNvr1bZLse1KCYobxYgvamJUSyPcrWFpwsOjsd6YGeKE0qYu/HS1BB3dfpBTdILdx3Yk4orWnOXUQAf8aoDGqw917RTVsrZdioURbpg/klpfag2JyZ9fYszaPTXJF3/eqmBRS2aHOuHeUW50VbOqlaJWNnTIce9oN8weQiIHAO8cycJvepQatRHgaE6L5AAUre/KK1MNzrL2he8vFOJLPSpl5kIe67NnvDeLIQcuU6rx/cVC3CxpwUh3Kzw50Qfbr5Uis7od4/3ssHaa/7B4bfWHDqkST+66jeTyVpb4yKFnxzOqxr/fLMex9Bq4WZvgkXGeeHj7LYawwo6VY+BoIcLmS0VolyrxwFhPxPjYYuuVYtS0STEnzBlnsuqQVN4KPwdz/PDQKDjoBIAtXQp8fa4AubUdmBhgj2en+KO+Q4ZtV4vRLFbgvij3f52Z8Z3GsfQa7LldAT6Hg4TiZgb97Pcnx+Lb84WMij8B4OYb0+84FU6jITH5i0uM+dLVcT603x9ArZm3D2vHCkJcf21wAWybhFobWTUdmOBnh+f+oWvkn0BCcRMe0uq6An3v0RlVbdh8qQhiuQqLItzw3rHsPinA+54ah0OpNeiQKrE82oOVEF8vbMIjv9zS+1gOARxdO5HBLpjzzVWGJcyUQAeDYyEDQV27DLGbLrCSq/66aQAw0t0KR41UMM6sasev8aVo7lJALFOioVMOcxEPubVMmxsPWxNce3Ua6/FJZS3YeqUYcpUGj8V6Y4aRtk0X8+rxd1IVbM0EeGqSHy1adxdDR1/J3F2apQE8NNYTErkah9OqQRCAg7kQP10tweMTvIdNqOSBaA90yVU4nFYNJwsRXpw14l+XyAGAr4N5n7NDCUXNLIrap6fzsOXh0XCxMkFaZRv2JFbARMDF4+N9jL642yVK/BJfisoWCSb42eHdo9m08tb1oqY+u5h8LgejPa0ZFLiYYTC6/jdALFfhwZ9v0oPcN0qaYSbkDTlR6MHb80NgwucivqgJViZ8lkLf9aKmYUvmXKxM8N7CUOxJrGAZpqZXtQGgjE9/XTkGU4OcsGmJYbVUXeNS3f/3B2crEV6aNQI748twLqcOJEgsGOmKsuYulmjKtcImxPjYMjx4orxssG0Fc591tzHFB4v6NnsdCG7pEfnQTayEOgPpSjWJW6XNuHfUwH8zQ0bkpgIOxFrN22AXS0Yi19Apw2M7biO3luqMJ5e3YvetCsi6q+LJ5a1olyqH9bsxhGVbE5Cv420FULOhQc693f49iRWMoDyxtAU7VkZjy6ViNHfJYWcmxJZLxUitbKNnfxOKm/HK7BHokKrg62COif4O/X7Pa/9KQUIx9TsmlbdCLFPhrQUhd9wE/N+KqwWNeH53b9fFhM9BjKct5CoNVozzQlyAA1bvYhZkSQBX8huxXA/1vgftUkoEqaJFgtmhlIXLQFHeImEkcgDb2PmRGE9IFSocSauBi5UIL80KHPQ5vm5PGi38lVzeig6ZCu/14Un6v4QwNyuYCZjqmYa6l81iOR786SZ93/iiZryzIASX8hvQIVWCz+UwkntvO1NEe9tirI/hbmi4uxVMBVxGQuhhYwJnKxFWxfkyErnjGTUsb8/rhQM7TwzhVmmz3qTNmLZKRlU73j+WjQ6pCveOcutTJCfYxQL+juY4cq6A3q8AwNVKxLDjitHznVW3SfHw9lt0FzW+qAkHnhkPG1MBdiaUQa5S48GxnnqZBtOCnDAt6P9WMerfgLvJnAEQBIHVk3xhKuTSHbpL+Y04mVmL0xsmse4vVahxKLUadR0yRLhbIbO6HXbmQiwZ5WZwfoUgCKyK88WqON87+lnuNPTRH1Mr2nDfjzfww0OjsHzbDXrg/2haDS6+PMUoCfVHf02kjSn1ycmfyarrk5L69oIQvLA3DTVtMoz1se0zEbgTKKzvxPGMWjhaCrFklHufVgzaqG2X4mBKNQRcDpZGubOUrW4UN9OJXA9OZ9UNWzJ3o6QJIj4Hr84JhI+9OaZ9eZlpROoyMLqrMeiPQrtudxrS353V59xeqKslMrQMVwfzPp/6PZkOtA+n1aBdqsQ4X1uWz1uIqyVenR2I1w9m4lZpCyI8rLDp3js7b9napWAlJTZmfPz4cBQ+PJ6DqlYp5o90QYCjObJqchj3C3EZHHUuxtcO790Tgi/PFaBLroKQx4FUqUFDJ0V35XIIjPGywSda15ZKrcH9224y6LMA6ESuB6ey6v6RZE7XpLgHUqUaO+JLadrwyaw6xt+r26QQ8rj48ZHRmPrFFVZFuwefn+ntXJ7JrsPZDZMMim20S5X0+urBqaw6vLUgRO/9/9dR3yHDwZRqcAggxtcW1wqaYC7iYamWqfMpne9dqtTgkXFeuEdrHtjdxgRFOlTWUf0IMz3+ayJdzDuUWo0vl0VgadTAChouViLYmPLpOWWgd69KrWjFhdwG+Dma4YkJPn2ODBiDLrmKoeAMAAdTqmBpwsfcMGcE69nPGjpltMH8ktFuw0YDHG5kVLXhXE49Hh7nhSv5jajvlGFxpJtBYYxrhU2MpA8ASpu68PuTlNdpu1SJtw5n4XJeA0Y4W+DDRWH9snysTPjY+kgUPjmZi7oO6vXfmh+s91o9lVnHum24RhpCjRwXMeFzQRBMURQeh6BnEg+mVmHn42MNUnI/PJ6j12/TXMSDN88UTWIFJgc64G2tLnNaZRvO59Sjtl3KoMNqSMoS4UhaNX0tHEipxvHnJ9LU9B4o1RocS6+hRhJCnBDpYW3U572LoeFuMtcP9iUxZyby6jrx9pFMfLiImRg8uuMWbuuYxALAvtuVOPLchP+6QuKdxAR/ezw31Q9bLxczpG+r26T48XIxQ7mtuUuBi3n1/Vav8+s66UTOEPraXJvEcqz5PZlWEMuv7/xH5XGTy1vw4E+3aLrQwZRq7H86tt8Dp7pNivnfXaOTtZ0JZTi9IY7RDdZn7DlcB813FwoZ5p8vzhyBdxeE4MuzBehSqLBgpOuwD+fXtEmRU9OBB6I9cDS9BnKlBmqdVm+nXIWvzhXg5T7koj9dMhLr9qSiqEEMf0dzvWI2JEkivqgZNW1STA1yZMzUVbVKWIH2rvgyfHg8h5HIjfGywWtzguBgIcQvK6MH+7EHDHMR5Seo7d8W4mKJcb52OLGuV8FSqdYgq7oDh9OqYcLnYv30ANb82ECwcoIPVnYr+d7z/XVkVvcmzGoNia/vj2RQOBPLWliJnD4YY1A7HDDV6QZo4++kSjqZ87Rl0lC5HAJu1iY4k12HJrFxwjUljV1ILm9FjK8dY61NCXKAo4UIZgIu7M0F9OwnYLw/Zg/kKjUu5DZAqdZgZogTy3x6OCBTqnExrwEqDYmZwU5GF6K00dAhw7xvr/XOW6O3+/DHzXKcXB8HIY+rdx3o3rb1kSgs3XoD7VIlCAArx3sjwMnwmi5qELOEifYlVQ44mRPxufhqeSReP5iJug4ZxnrbYuPcIJzMrMVzf6XQRa6jaTWYGeKMke6UIFdFswTxxU0Y4WSBKC/jxB9EfC4cLYQMFcIOmQrfXSjElktF+O3JsYziZZNYjvnfXafPuF+ul+L0+rghqxkPN87n1GPN70k0xXlWiBPOvMAuiGtD33mmvSasTPj4/sFRA34vk0Y4sMZEjH39N+cHD/j19MHf0QJvLwjB1+eoM1WX1cQhgLnhLvhyWQTqO2R47q8UZFV3sNYGSVL71+QRDlCpNbic34h2qRIzQpxgZcJnxa496ClujfOxxWatWbnTWbV45s8Ug7ZNHVIlo6ihUGlwOLWaZay+YU8aTnSLs2y+XIQfH44aVFf8LgaGu8lcP7DV47GzP6kK798TRido6ZVtehM5AMisbset0hbE+v3vGibm13XiUl4DZoQ40jK1unhldhBkKjV+uVbGuD2lgv29GGNEbG3KB4dgGux62pmiskUCkgRife1of7Wihk40dMoR7W1Ly6QfS2caazZ2ynE0vYZhL6EPUoUaSeUt8LYzG1KC9PuNcsbcR3J5K1Ir2zC6H1Wng8lVjK5bdZsUp7PqsExr2D/Q2QJPT/bDz9dKoNaQiPSwxpP9fK7c2g50SJUY423bZ1L7i44k+y/XS5H+7iw8FOMFpVrTr0riQHGrpBmP7kikq4CPxHji9XlBmPvtNVTo0JtOZNT2mcyFuFri/IuT0S5RMryxWroUyKpuR6irJT44noMjaT3GqjzsWTOOptdYCPkQcDmM362oUcyas3p0vDedBGZVt0OqVCPK04beDypbJChr7kKUl82wBtp8LgcfLgrDK/vTIVGo4WQpxBvz2AEGn8vBl8sj8MGiUPC4xLDO3OiqAwp4HNaaMMbLzd5cSHtG3mm8tzAUrx7I0BukaH+e56cF4HZpK/LrO8HnEnhpViDMhFx8cYY9M9gD3cQM6P38L+5LpxkFZgIu9qyJRbi7FT5cFIZ1e1LpIld6VRvOZtcZJYwjVahx75Z4mgLmZWeKI89NGFbPPt3X8LYzxZHnJg7Yb+5wWjXDmkL76y9u7MKV/EbMCnXGilgvXMprQGJZCzgE8Nh4b0ToVPP9nSyQ/u4s1LRJYWcmgLAfGqOVCR9cDsGglxmzLvVhapAj4jdOg1iuohklv8aXMtbTpfxGXOoWQXkg2gMHUqro3/f5af54yQj/Ni6HwIeLw/DSvnTWPKpKQxkvaydzgz3j7hSq26QoaRRjtKcNY0/YEV/K2EPP5tSjskXS5/ka5WWDR2O98PvNcpAkNSLxkB514oFCqdYgqawV9uaCPosBayb5Ir6oCZnV7eAQlD3OjGGcY31yog9WjPNCk1iGZ/5IQXpVO7gcAqvjfLB2WgBtCeNlZ4bjz8ehXaJEZnUbHvmFKUZlayaARkPikV9u4WYJNQ5hby7E4efGw9ZMwBDf0sXN0hb8dLWY7ijviC8zmMhNCXTA9GBHHNRhSOleU7XtUjqRA6iEc0d86d1k7h/A3WSuH2yYMQKX8xsZBxGPy4F2g0WfiaM2BLz/3a7cm4cyaWPuT0/n4cmJPgaDsDVxfjiTVU/PF2lLwPfAzdoEkwL6r4w5WYqwepIvrT5nY8rHTyuiYGXCh0Shhl+3BYK2IISbtQn2PxMLFysTvdQJfX5Y2sip6cAjv9xCS5cCHAJ4dU4QnjbSiFwX+l5fYITPkd7H6THl3Dg3CE9M8Ea7VNnnoQQA63an0oaiI5zMsXdNrEHJbr7OWu75v4DH0fs+horNl4sZdI6/EiswO8yZ0X3qgbHdAe2g81xOPdb+lQK5SsPy9xLLVfjpagm+667wWpnysXaaP92ZNOQHJuASIEkSz/yRgtPZFB0nxMUSu9eMw97bFfj0VB40JHXQ/f7kWIbM/1Axf6QLJo2wR3mzBIHOFn2u6eFOvAHghRkBSC1vRWd3sLlumj+LMh3kbIllUe60EiSPA/T8xEHOFvhocRhGulvfkfWkD8vGeGBOmDMu5jWgslmCL88X6DVJdrIU4fSGOOTXd8Kh2w/tj5vlDJVJbTwxwRsrx/tg2bYEWv31/jEeCHCyQGlTF4Ma3qVQ46drJfj+wVGYGuQILkFA2X2qaEjQZsH94VRWLWOWp7xZgoMp1Qzl14GCJEmUNUvgbCmCiYCLE5nM1yhrluBgatWAkwReP4bfPWvXXMjDvqdjcbWgES7WIgQYKBgCMErEp6FDBhCUSNGWbtsIKxM+nh+CkiqXQzDWeV+fbV9SJSN52Xa1BE9N9qMDdEOoapUgwNEch58bj8IGMZ75g6laq3s2DOaMu1PYGV+KD47nQENS3/VvT4xFhIc1OmVKZHTPPveAIPqPmQDgg0VheGaKH7rkavg76rc8GgjqO2S4f9sNlHXbl+gq02rD1kyAY89PREF9J6xN+XeEvirgceBqbYoja7tfx4TPsgjowamsWoZXH0ApRa6O88WNkmY6kQOoju3vN8uxcW4QXtibBpWGBJcAvO3NWKq7n5zMQ6tEidfmBLHOfg4BHHpuPCxFAvjYm0Gl1mCivz09ix7oZMEoMgMAlyBYRXhj4p67GDruJnP9IMLDGm8vCMEHx3tnUJ6b6s+gy4W6WmFakCPLyqAHB1OqMNrTZkDKjf8GNHTKGKqGAFWRfH6av95KsJOlCBdemoyE4mbIlRo8/Ucy6z6TRtgbTTl9fW4wFox0QV27HLF+dqzDsLC+k6HsV90mxfN/pWL/M+OxMMIVP18tQUULtXF72ZkyZjD04evzBXQSoSEpk9IHoz0HXJEGgMcneONUZi1N75oS6GDQD08b90W5Y1dCGR1AjnAyx6wQ/UGeo6XI4Obfg9tlLXQiB1AUix7Td31YO9Uf7x3LYfz/TkKiU4HWkMCWS0UMb7IeVLVKcLusBdHexgvZfHwih04W9SVmZ7PrkFPTgRBXS8hVlMHtvHAXFNR34mRGLY5rVRkBqksxNcgR14ua6EQOAHJqO7AzvhSbLxfTB1lLlwJfni3A9kfHDCvN2kLEN2ot3QmM8rTB9dco490AJwuDQdbnyyLwaKw3GsUyxPraIb2qHWoNiXG+dv8I3ZkkSag0JB3cWoj4WBRJeTXdE+mKvLpORHvbsirLBEEwRFF0TZB78MxkX7w2l+qKXnllKhKKm+BoIaJ/F72G9d3G5ioNCeUgTaJ1vToN3WYsypq68MSu2yhp7IK5kIdPl4YP22vcO4ryMuzpDmgHeRHuVojrFm9o6VLgyV23kVrRBiGPg1dmBw5qjlytIfHK3+k4lFZNv/7p9XGobJVinK/tsAmXAcDTU/yQVN6id0/R7eSr1BqodMyhtSGWq/D078kMwaYZwY6YGeKEczn1AKjCwyqdhN3HzhRcgqAp6U6Wwn7PuDsBiUKF/5zJpz93u1SJL87m4/cnY7D3diVrL5/gZ2+0l25/91OpNSAIos89Ra5SQ8jjYvu1EjqRA4C/blVgxTgvvbOIPdCdB9N9zuGCodcBKDrjJydzGcby/g7mOL5uIkR8LvLr2LO8MoUa90S4ItrbFmmVbYj0sMbtshaG0FAPtl0pxiPjvPD0ZD8klvau6fujPRDh3ssk4nE5+P3JsUgqb4VMqUasrx2roOBoKcL90R60byafS+Cpyf/bmhD/K7ibzBmBJyb6INrbFrdKmzHK05plMA5Q/lHncxtQ3yFDs1iO7y4W0X/781Yl5oa59qk89G9ES5eCpbCkIYE2idIgrUfI42JqoCOSy1tYfyMI4IFo46gSpU1d2LAnFelV7QhxsYSXXSRrw9Pmj/cgqbyVpnCcWDeRHq6fG+bc72Gu+3wKlQZtUsWgkrlQVyucf2kyzmbXw8lSaDRFw8FCiDMbJuFUVi0EPA7mhDkPal6lB/pMqvWZdfdg5QQfRHhY0946d8rss0uuwiv705GsYzA6PcjRYCekQ6bCm4cycfaFyUa/jq5fnq78s0ylwcaDGVCqSeTWdsDX3gwShQr1nXKM8rAGj0PQh6irtQlOrotDp0yFD44xBUYAqpig62F0Ka8BkR+cxYYZI4bUPfm34GBKFT45mYs2iRILI1yxaWm4waCG8iujkpvh9OfsDweSq7DpFPUeF0W64ZMlYYz36GVnBi8740ySF0a44vuLlA1BD6xMeIwulYjPZam3hbhaYqy3LRK7vfg4BPDIOGrW1FzIw9LRboyZlsfGe/f7XkiSRK6WbyYAWIp4DEPhgeLTU3ko6a7Wi+UqrN+Thv1Px8LeXEjPCVqKeFgcOfDXsDET4NQGytyYQxAY52uHKwWNsBBRyrs9geCPl4uQ2j3fJldpsOlUHuaPdDE64O/B6aw6Bg3sYEo1qlol+O2JmGFXiZ48wgFnNkzC5fxG5NZ2sPwItbEo0q1PGuyuhDKW8u753Aa8vzAEy6LcUdMmxYwQJ7jbMGmJn53OZ8wWm/C5RgmLDTfEMhXLMqCH/qnvjF4QYZwZdV8gSRKbTuXhtxtl4HM4eG6aP4tFU1jfiQ1705Bd04GR7lZw0DNL2NApR/AA3k5duwzr96TiVmkL/BzM8PmyiH5HJ4YKqVJNMyF6oFBr6DUdN8IePvZm9JyykMfB/d1xlrOVCHOsqGLwPRGu+O1GGWskSEMCTZ1yxAU44OwLk3EprwG+DmZ6hVUIgui3mPrJveGYHeqMksYuTA1yHBZD+rvoH3eTOSMR7m7Vp5kqj8uhecGfnc5j/b2kSfw/l8wFOlnA2UqEOi2qpKetCbwNXJydMiXeP5aDqwWNGOFkDncbE4ak++tzglizEIbw2oEMpHcrE+bUduDxX29DwOOAxyGwdpo/FkW6IdqbrTIIAGXNXfCwNYWFiD8gY9klo9wYoiujPa2NDvr0wcXKxKggTRdWppSBeV+obZfinSPZSKtsQ4yPLd5fGKp38H3SCHvYmQno2RUOAbpDYQijPKkkLqemAw/8dAOlTV2YGeLEMssdCrZcLsJJLcUwDkHRcrNr2g2uLwB04NkXfo0vxa6EMgh5XFiZ8iFt7w009Hn55NR00Ambtml4SkUbiO7HeNqZ4tfHovHluQL8eaucteYAas6jpLGLIZlNgkpCPziegxhf2yFRLiUKFT48nosLufUIcDLHu/eE9lnR1WhIfH2+AAdTqmFvIcRrcwL7VH/Vhva1HOhsgfcXhsJUwMOr+zPo7+pgajVGdM9v/ltQ2y7Fqwcy6FmpAylVCHQ2H7TSoKOlCCfXx2H7tRK6g7sqzrffjjgA7HwiGntvV6K6VYp5I10YQd8n94Yj2tsWObUdmBTggKlB/RuEH8+oxR86TIkvlkXAbRD+gT0oaWIqfao1JL48m4/jz0/E3tuVUGk0WD7GY8Aehfl1nXj/WDaKG8WYFuSEdxaEwETApRNaxnvQuabVGhLlzZIBJ3MljWzV0sTSVmy/VjJos/rSpi68dzQbubUdiAtwwLsLQ2gVTl8Hc/h20/2dLIX44VIx6/F+Dmb4z319q9wa2tNKmyR4bLzhApDu561okUCjIf9xsTVHSxEm+NshvqhXPKqnwLAwwhU7rpfSe4aliIeZwzB7djqrDj9dpUYwZNDg01N5iPa2ZYjNvLw/A9ndxY+MqnYE6LAIXK1EGOc7MLuiD45n01Y9xY1dWLc7FVdfmXrHvvO8ug58cCwHfC6HUSi8V6uAI+RxcfCZ8dhzuxLtUiWWjHYzeC78/mQM3jqchf1axQd/R3OEdzMKfOzN4DPEoiNBEJgS6Igp/Y+JDhhH0qqx+VIRlGoST0zwxopYb8bf8+o68P7RHJQ0iTEj2AlvLxiemOVAchV+vFIMjYbE6km+eLCf+KwvyFVqbDqZh9NZdfC0M8Xb80P6zC2Mxd1k7g5gRrAjtl4ppodJ+VzCoHzsvxkEQeD48xPx1O/JyKpuB59LwEzAxfJtN3BflDsrUfr4RC69STR0yuHnYIbHJ3ijrl2GhRGufZp860KXZ689yLthbxpGOFkg2MUSL80KxMcncum/2ZjyMUanc3ohtx47E8rA4xBYM8nPoBjNY+O9YSbk4VxOHXzszfHUpH8vPWDDnjT6UDmeUYubJc0IcrbEyvFMc08LER/7nxnfbfquxINjPY2iKao1JFb/lkR/73/crIC5kI+Nc4P6eaRx0LYQAKjqYHUbVTSo65BjjJcNIynqQX8dzkv5DXhfT9eMfh1QAUWHrLfSqdLlRWmh5y/lzRKs/j2JNXOgDalCje2PjcG2qyU4kVFLU3x7kFnVPqRk7vMz+didSAXzDZ1yrP4tCZdemmIwkPjzVjm+72YIVLdJsXpXEhJen25U9f6Tk8xr+Zk/UvDa3EDWd6V7nf63kV3dwRC9AEAXhYzB2ew6/HajHAIeB09P9sNYH1u4WZvg3Xsor6+s6nZ8eCwHrRIF7o/26NNv0VTAMzhnxuNyWPMmag2JrVeKcSG3Hv6O5nhxZiCcrXqTxr+TKlnPU2+gi20s4gIcWNYN+fViOFtRAfqPl4ux8WAGVozzNlrEQNO9d/Ss/92JFTAVcA3OWs8IcWL4NZoJufjP6Tx42prihZkjjC6oTQt2xFfd85DaGMjvr4tn/kim5wcPpFSBywH+c18E635cAzN0D8d49TvHNjPEEQdS2J29mf2YNM8IcaLFnADK3+u/pZq95eEo/Hy1BAX1nZgW5Ij7u/3/wtys8NfqcfjzVjlM+Fw8EO2BzZeKkVLRirE+ttgwIwCmAh7UGhI/XyvB2ew6+DqY48WZI/osIOj7TTOq2hjJnO7eVN4iwY6VY3AguRp25gKsmeQ7YKpkeiXzdatapWiRKGB/BxREe64jbZ9DL1tTrIrzwcMxVFHkr1sVOJxaDQdLITZMD+h3fl7E5+KLZRGYGuiI4xk1cLU2wVOTfP8n1Nbz66hOa8/1/faRbPjYm9NNEo2GxKpdSXQD4c9b1L7z5vyhCW1lVbfj5f3p9Ou+fjATfg7mBj1Y+8MPF4uwM6EMAFDXIcOq327j+mvThjzvejeZuwOI8rLFDw+Oxs6EUvC5HDwzxW9IHZ7/Jkz4XJQ0iiFXaSBXAbl11MGfWNoCcyEP87QSNF2qSHFjF/asiWXIvxuLGB+KkqMPJEmZ9Qa7WGJ1nC/4HAKHUqvhYCHECzNHMGiJGVVtWP1bryxyfFEzzr842aBx+X1R7rhvgPLV/zRUag3LyLtJrMD1oiYkFDfh0LMTGB1QH3szg4PehlDaJGYpYcUP0IS7L4zztWOZ72qjqlXCum2sjy0+66fKHW+EsWuHTAVzIRcetqaY6G+Pszl1KG82rPrVg77k9gmC8mSzNhXgtTlBaJMoUJHI/Ayj+/HF6g+63395swRVrVKDa1n3euxSqLFudwpemR3U78yd7mPz6zvhbmMCIY/DEKwxhj6ZX9eJXTcopbRHY3tnVGRKNXYmlCG7pgMT/e2wfIzHkOeKIz2tWcI1Pe/xdFYtTmXVwcvWFE9M9GFR31IqWvHUH8n0oR1f1ISLL0+hO18dMiUe+vkmXQi4VdqCvbcrsSrOt9/A2xh8f7EQ35wv7H4vbbhS0Igrr0yFiM/FycxaXNWztvsL3vrDxrlBOJJWzVDkHOdrh9p2KR755RbdgU4obsa+p2KNKgRVtEhYhQx9e4dSrcHvN8qRUtGKOWHOqG6laMr59Z1IqWhDSkUbUivbsOvxsfjtRjk6ZEosH+NhMIgKdbXCN8sj8cK+NMbc2mApvs1iOcs4Wrv7pI0YX1vgAvO2R2O98PgE735fZ06YCzYtCccv10rR3CWHk6UIT0/2wwT/vrvoH98bDhtTAW6VtmCUpzVemz08hbbBwMqEj5dnB2JPYgV+jS/DrwlleGKCN+6P9sRYH1v6N3v2z2SakZFW2YYmsRxfLY/E1ivF+PxMPgBq7d8ua8E4HzuI+BysnODDourF+Npi65XeTihBsM2vY3xsGcIg43ztWIbWGVVt+OtWBfhcDlZO8KaF1QwhxteW9vUDgABH8zuSyAHUdaRrWG8i4NLdqIMpVXjjUCb9t8TSFlx7dSqrE3WjuBn7k6tgY8rHExN94GptgvkjXTB/5NDprv8kEoqbWIWa60VNdDJX1tzFYIJRf9d/vfaHZrEcv1wvRW27DDwOwXrd+KKmQSdzumdrfYcchfXifr12+8PdZO4O4U5fLJfyG3CrpAWRHlaYHercZxDU2CnHgZQqqNQaLI1yHxB95VZpM8NbRBunsuoYyVyYqxXjYrIQ8XAgpRLLx3gOWBb6P/eNxJuHMpFY2gJ3G1Pk1DJnRbSNN7V9sHRxNruecbAr1BpcyKv/r8k3G0JGVRvOZNfB09YUi0e59Vkx5HE5CHK2YAUaANXhOpNdZzSd1RDcbUxhZcJnzAoZa3ZqDFbH+aKhQ4ZjGbVwtBCiuEHMEIVok7LX3BvzgvvtKoW6GfcexXI1Pr8vAmFuVsir7WQlcwIuAYWOuIG9uZA1A8LnErA3F+KlWYGMQXrdQwWAQa8zYxHqasXqonxzPh//uS9Cr7JdmKsVzmTXM267UtCEmyUJOLk+rs/AJczVihFIuFiJ4Odgga0rovDpyTw0d8mxdLQ7XSE2hKpWCZZsiac/+5G0apzZMAkCHgeP/pKI/HpqDR9Lr0FduxzrZwxecRAA2iQKxsEr4BKYFeKED45lY0e32S4AXC1swuHnJjAeeza7nvFYuUqDi3kNWNFNDbxR3Mzo6AJUQnertAXfPhDZL325P5zWMc+u75DjmT+T8evKsay/9eCdI1k4vX7SoCvrfC4H+56KxZuHspBd046JAfZ4f2EozmbXMajEJAmcyaozKplzsRax/RD17B3vHs1mCGw9PsEbuTr7fHmzBPduiafPoEOp1fj76ViDc0rTQ5zwcIwXTmTUQKJUI8zVCrNDB5do25gK4GZtwihqmQm5aJMoWIWA8X72eO+eEPx8rRQcDvDsFP8BUbEeHOs5YOqWuZCH9xZSHeNzOfXYcrkIJAlwuQTiAuxpSnVJoxhH0mpgZcLHfWN6zdqHG5+fzsPmy70J1msHMqFQaejkgyRJ1n50OqsOXy1nr/3yZgnKu8VKjqTX4OJLU2BrJoBSrcGRtBqUNIrxWKwXzubUQ8DjYO1Uf9Ya+3J5JN48lImU8lZEe9viY52CZkF9J+7beoOmLx5Nr8GFlyb3mZy9uyAUSjWJK/kNCHaxxEeLwwb2JQ0AIj4XJgIuQxxJm9mh+501dsqRUt6K8VpFgJslzXh4+006BjqZWYuLL08ZMvWwuHtN2ZjycV+U+7CKCxmCPlaLdkziam0CG1M+I14dTMyi0ZB4ePstvfHVUJ5X+7GpWh6YFkIevAwUZAeCu8nc/yC2XSnGplO9c3lPT/YzSH9rlyix8IfrtEXAL9dLcWr9JAZ9py942hruKHrrLMC37wlBfacMqRVtIAigU6bCp6fy8cfNCpzZMGlAUulOliJsf4wyZCZJEu8fy8FftyooL5ZJvkZXW/V1Lbz/oS5pj7mvTKnGrFBng9LUl/Ib8OTO2/SGeyqrDjsfH9vnc3+xLALr9qTqnbfwtqOGoeOLmhDsYmm0aa02RHwuvr4/Am8czEJdhwzj/ezwSh8ebwOFgMfB+4vCsHFuMM7m1CGlvBXHM2rRIlEg0t0aqTqG8UHOFog0IkFdFOGG5PJW7L1dCT6XAxM+B81d7MRQwOXAzkyA4xk14OpIMhMEcPz5OLx7NBs3SqjKnquVCFsficJX5wtwOb8RFkIeHhjriVfnBOqlR+iaHvM4BNxsBj/bBFCV/kM6Pj8HU2sAgsBXyyNZ918V54uc2g6czqpjzAnKVRocTavBCzNHGHyttxeEoK6DupbdbUzwxbIIcDkEpgY6Ympg//NdPTidVcdIYiUKNfbcrsDuxAq06PwufydXDjmZO5pWw6CCKtQk3jiYyaDxAVRXoLC+k9HZ0negau9xfR24+5OrhpzMedmZsgKIy3mN6JKrDL52Qb0YaVX9+1f2BVMBD1MCHRDsYoEpgQ6wMeXr3Te9jBQyEPK4+Pr+SLx+IAM17TKM9bHVez7t1xEN2Z9UxaLA8zgEIzhTa0haHVoXGg2JB366gazq3oQwqbwVi36Ix6n1cUbNOWqDwyHw9f2RWL8nlT4/C+rFWLQ5HqfXT2IJU/VVVLyT+PpcAb69UMi47cfLxdi0JByRHta4d0s8nZjvvV2J4+smDruFQWZVO20DoY2/EivoZI4gCHjamjIYDj2MJU87U2RW66fDtkmUOJ9bj+VjPLBhbxpOZNR2Px/ww4OjWUVzmVKN87n1UKo12PzQaINxx7H0GsYcWrtUibPZ9X362VmZDs6sXBdqDYnL+Q1oFiswPdiRNe8ulqtw39YERiIX6WHNuI509wSCYJudH0ypYhSza9pliC9qwvRBzC3m1HQgpaIV1qZ8vPx3OnNNPT9Rb0FxqNBoSFwtbERduwzTgh2xYUYAtl2h/HUfHOuB+VrNBCpmicTrBzNR2y7DOF9bvDan7261VKHG2RwqKZ4VQonNZVa3s/ZhLztT1HfIoCGBR8d5DZqJIZarEOhkQRfjHS2E+Ghx2LDYCN1N5oxAu0SJ1MpWBDlbGp0E3UnsiGcaO+9KKMMrswP1yvOezKpleL21SpQ4mFqFZ6cYJznv72iOddP8seVyMSNIivSwxpM6g7Ju1iY49OwEbDqVS/vDAVSX4rsLhVjfzY8fKAiCwHsLQ7FxbhAIAgPiuS+OdMPZ7Hqcz60HQQBLRrn/I/OLcpUaS39MoAMLN+sCHFk7QW/Vb2d8GWPDvZzfiJJGMT1c3y5VIrWCuf7C3Kxw4cXJ6JAp8dHxXOxPqQJJUvOaZkIuZnx1hZ4dWjc9AC/2EbgbwrQgJyRsdIREqe7XI2kw6JApsfiHeFp0xNfeFKfWx6FFosCcb64x7mts8k4Q1G++YKQLRntSssxP7rqNTp2OiqetKZ7YlUR3AnqoeZSUsh9q2qX4cnkELEU8KNQa2JpRv9sn94bjnh+uo1mswM/XSnCloAFfLotkDTA/Py0ASWWUAbWAy8GrcwKH7FXka2/OMjUHgMOp1Xhrfgir+20i4OLHR6JwILkKL/2dzvibvXnfnXLX7mu5U6aEmYA36M6Pvo58ebOElcgB0CvgMxyv15OQa4PLIRgqtXKVGs6WIsT42OJWaQsIAlge5YGJWlXuIGdLhLlZMpIF+r0P0pBaG6/OCcKlvAZGR9hCxIOAx8GTE31wrbAJaTpFjqG+dmpFKx746SZNnd0RX4Ylo9zw1f2ReHCsJ/bcrgBJUuqNywZAP588wgHXX5uG6jYpivUIk/S8b+2zic/j4GxOb+eGxyEwPcgRZ3KY3RxrEwHii5rgYCFkCD3cKm3R+9s0dymwN6lyUD5zY31ssSjSFVu1zrPyZgku5NVjwch/3gZAH3ZcLzV4e6yfHaPDml/fietFTQMqyBiDXTdKWcJSAGCvszY/WhyG5/5KQZtECTszAT5YRHUWX5kViOzqdpQ1SxgKwj2wMxOgvkNGJ3IA1S3+Nb6UkczJlGos3txreO9okYdT6+P07i369gq7fvbF4cKTu27jcrfJvJUJHweeGc+weTmbXcdid0we4cAYWXl6sh9ulDQjq7oDfC6B9dMDWMlcSnkb67UHypICgD9ulrN87nqQV9eJywWNw2qq3oPnd6fSJuTmQh72PjUOz0zx6/YJZceBUwIdEf/aNHQpVP12CztlSizaHE8XxP0czHD4uQmwNROAIMBgaUR729Jd2MF2NZvEciz6IZ7u9Ae7WODAM+MHFRPrw91krh8kFDVh1W9JkCjU4HEIbFoSzhpc/6ehW1XjcQn0hFq17VJwCYKuQuqrwA3UxPHFWYFYEUsZVPdQ7/oy8bTQE/hvu1qCPbcr8deqGIRqzeuQJInSpi44WAgZF19NmxQ8LsEIgAdzEQl4HGx/bAwqmiXgcYkBq7INFudzGhiBRXWbFPuSKvUm0fp+o57bbhQ3Y9Wu2+hSqMHlEPjk3jBadpggCFiZCPD5sgi8MHMEVGoSnnamuOf76wwRiJ+uFuOZyX6DsjjgcIg7ksgBoOgyWlXakiYJLuQ14MGxnlg+xp2WbnexEmFVXP8Vb6lCjYe236QpDBP97fHr49FIemsGnt+dgrPZvd2ZIp0AU6kmsXqiD2L87PDCnjT8cLEIXA6B9xeGMhT4/rxVjmat+aKCejHu+eE6Fke64psHqIpth0wJiUKF0xviUNgghoO50KBJ+0BgZcrH89P88WW3qXkPuJy+fZYWRrri7+RKen4k1NUS9/Yh3KGNwdBnOmRKNIsV8LE3w7xwF/x5q4K2oIj0sMYoT2sc1wrKACqZfmXW0Du/943xwL6kKpqWPd7PDvl1nSzp9Kcn+4IkKalxpVqD+7fdQE13YnHfaHe8NHsEi47eLJYjt5ZNvbEzE+C5YfBj9HMwx/ZHo7Hq99tQqEhwCOC1uUHgczmwNhXg8HMTcCW/AS/uS6fVaR+L9RrSPPa2KyWMGUiAUildPyMAm5aEY910f8iVmj4VZg3hSmEjnvkjGTKlBnwugS+WRTC6l6/PC8aL3abGfC7B8vTTkCQrkfOwMcGBlCr8cIkS9nlknCc+WkzR5wQ8w9fADxeLEOtrhzED8KjsgUBP8bBdhwYuV6lR2SKBl53ZsHS96tplIAjKHsdMyOszAOfzOADbAQACHkfvexHegQ5Kj3iVNrgE8LLOHN8Ef3vcfH06Shq74OdoRhdmve3NcPGlKSho6ESHVInXD2bSYlNxAfbwtDWFVKFiG1LzmJ/ldFYdo6vS0CnHvO+u4fyLk1l72X1R1BnTU9Cb4G+H6f2oykoValS3SeFrbzboAldaZRudyAHUWvo1vpRBA9Ubt+l8VjtzIY4/H4fC+k7YmglYCWtxo5h1zrlZmzDshkiSRElTF5wsRX2e8z2zvIbwyt/pOPTshEHtE4ZQWN9JJ3IA1dXafq0UX98f2efjOBzCqHPraHoNg9lU3NiFY+m1eCjGEyvHe+PXblq+vbkQz0zxGzI1dV9SJYOynVvbiUt5jcM2jnU3mesHn57OowMBlYbEJydzce8otzvSUjYW66YF4NUDGfT/1071h5ok8fyfVBWjp6r86dJwzA1zxtYrxShqoC5qN2uTPhXYDMHBQkhXhfoTNFk+xgO/3yxneXy1S5VY8mMC/lodg1EeNqjvlOHxX28jr64TJnwu3rknBEtGu+H5v1JxNqceHAJ4KKb3sNaGWkNCrSFZG5whGBKJuFPQZ7KrT84eAJ6a7ItrhY10UEUQlEfS+hkB+Ox0Hk1TU2tIfHIyD0tGu7M2e+0kVTcoUqpJqDQaAMPrtTRUyPV+R9Rt/7mvx3RajlhfO6M20kOp1Qwu+vWiJpzLqce8cBeY8Pvf6sxFfPx0pYT29FFrSHx2Kg/3RbnTr2/oNzycVoMVsd7Iqe3AxydyIFNqEOJiiV8fjx6WRK4Hz08PgK2ZAG8fyaKDmkdjvfucJeRzOdi9ehySyluhVGsQ43PnjLt3JZThk5O5kKs0CHW1xK8ro7H/6VgklrZAQ1KiBJ0yFXYllNMiGY4WQux/Ohaew0B/NhfycOz5ibhe2AQRn4OxPrb4/WY53jmSTd/n2Sl+qG2TYdwmSrHCy9aUTuQA4EBqFZ6fzk7OFGoNSynT38EcR5+fMGzV1UmBDrixcTpulbYg3M2KrrSTJAm5SoPJgY64/to03CxphrOVqE/DY2NgyAy8Zy8aqD2ANjadzKWvF6WaxMcncrEwwpWe714Y4Yqx3rbIqKJMjSd/fpnxeF2RWRM+ByOcLBiU2T9uVuDRWG+McLJAlJctJvjZIb6Y3YmVqzT4z5l87HsqdsCfY4KfHb7ToTFmaVECE4qasHZ3Klq6FHCyFGLrI1GMgFmmVBsdCKrUGrywLx3H0ntVKrkE8MwUf7xsgOb+zBQ/hqIzQFm9PDfVHyEuljiQUoW2bqpqtLcNi+Wg0ZBQDeAs1Ydob1vc0Pnen5/mr3d2W8Tn6p2hlKnU+PhELq4VNoFLAAtGuuCeka746lwBZn59FSZ8LsZ62+Jmt/gXn0uwbFGkeuaS6zvk+PJsAT1f2AMLER/Hn5+IWyXNEPA4iPKy0as9oFBpwOMQOJ5RgzcPZaFTroKHrQl+XjEGQYO4/vS9x57rRKXWgASlZKo9F+9sKcLCCFfIFCoI+VzG+zQkgqQbBwDMWa/qNike/zURBfVimAq4eGdBiF5LJJIk9T6XNlolSmy5XKRX6XWw0HfW9vc+BgL9vwN127v3hOL+aA/UtEkR62s/JK9fgCr2yPp4veHA3WSuHzR2shMSpZrEABVthxXLoz0Q6maJxNIWRHhYY7SnDQ6lVtFVDJIE9iZVYk6YM6YGOeLo2gk4k10HpZrEnDDnOzYA3QNHSxHOvjAZv98owxdnmV0EuUqDpT/egL25EH4OZvRmJVWq8d7R7G4OM1WN1ZDUYT0vzIUx1PvnrXJ8fiYfXXIVloxyx0f3hg37DMBQMSvUCS5nRTSNyELIw30Gkuhob1s8FONJV4JIEvj6fAEWRLiw1l+HTAm5StPn5304xhPvacnzj/a0/kcGlAeKhRGu2HypiDET83dyFaYFOcLLzqxfxUVd6H5XABV0fX+xiCWsoA9ShQqNYuZzdMpVjGDs/mgPgz5zpU1d+PBYDk2DzKntwLcXCgesJNofHh7nhVg/u24/RwvGtWEIxpi9DhWNnXJ8dCKHVpLMrunA9xeL8OHiMMRoBZBWpnycXB+H01l1IADMCXMelpkBgApM3z+WjT2JlRDyOVg/PQCr4nwxysMGSeUtiPKyQU2bDFsuJ9OPKWtmKi+SJPVZdDteLlYmmB3qxBBxWDdI6rghnM6qxbtHs9HYKcfMECd8uTwSSWUtePNQFmrapZg8wgHf3B9plC+dMXg01gtXCxsZlKJYX7s+/QuNhe712NKlgFpDgqc1o+psJYKzlTO1FvqpL0iVGsQXs1UxGzvlVJKXW09TOn3tTVHSxPxdm/TsD8ZAX4CvLe7y2oEM+v/1HXK8/Hc6Lrw0BcWNYqzfk4qs6g4Eu1ji2wci+/1eT2bVMRI5AFCTwA+XirAgwgVBzr3BeGJpC17dn46yZgnCXC0xO9QZduZCyFVqTPS3p4P8Cy9OxpnseliZ8DEzhGlfsPd2BT47nY8OqRKLIt2waUn4oJK6leO98ceNcrRIqO/ByoSH+wco6PLHzXJa4VhNUpY7UqWaFkmSKtVIrWzF1keiUNcuxZRAR0Yn6EByFT47nav3uY+m17CSOYBiNRjaP+UqNV4/mIkj3XPK2npYlS1SzP/+Ol6cOWLAXfmxPrYIdrFkUPwfHueJzZeK8OPlYijVGmo++tnxOJtTj5YuBc7n1CHuP5cAUPZLny0diVmhfVuFhLpaIdrbhjYJ53IIBsvky7P5tKCWRKHGxoOZkCrVDHG4hKImvHYwA2Id03J90GcQPxSEu1shysuGZnXovv+hYmGkK7ZcLmZcy9cKG3F/tAfMhDwEOVsyrrfBQCxX4aV9aTiXUw8bMwHDF9nFSoRZgxRn0oe7yVw/WDLaDZu1zEDnhrkMOUsfDoS6WjHUffQJYZQ0dWEqqAH3e0f9s3L7ViZ8rJ0WgHM59Xo9YZrEcjTrBM5ylQY5Nez7ljR10RtuaVMX3jqcRQcfe5MqcTitGkIeBxYiPlaO98bqf4E/nKWIj6NrJ2JfUiVkSjXui3LvsztYrhNQAkBpYxeWjnbDd91eYQAwO8SwkEoPZDq0qZTyVtS1y/qc97xe2ITPTuehsVOOpVFueGlm4B33nnG0FOHEujgs/OE6LY2eU9OBNw5l4s9V4wb8fPNHumDz5SJ6qN1MwMXFvIY+Vam0sfVqCR4c68EY0He0EGL6l1cQ6WGNDxeHYYSTBY4/H4fNFwtxOK2GnhPhcQhsPJAOna8epUaYnA8G2obF/xZUtkoYlgCAYTsHcyHvjliAHEqtxm83ygFQnbSPTuQi1s8O4e5W9Fzj9aKivp4CvvZmjM6KNr57cBQOplSjpFGM6cFOg5a914d2qRIb9qbRh/2Z7Hp4ni/AvqQqmtZ3Ob8RX5zN18tWGAymBzvhwDPjsSuhDE1iOaYFOeKhscMTMC0Z7Y5ftOa5Fka66mW0tEuVeGFvGqNLyOOAdS0B7Gq9u40Jor1t0SVXYcOeNLqrXtIkgbuNCWPuaMnowQnUjPa0hredKSPp72G3qDUkKnVmm0oau6BUa7DxQAZNtc+t7cDLf6fj6NqJfb6WPuPzHpQ2dtHBpVpDMoRZsmo60CpR4uT6OFaX3s5cqFfUo7JFgtcPZtId0AMpVQhxtWTNwhsDWzMBTq6Pw76kSqg1JJaNGZhqNqB/r7isI1wkV5HYk1iBrJp2XMpvxAeLQuFlZ4a6dhleO5Bh0DO0Q8ae0W3okOHtI1lILm/FKE8bfLQ4DE5aIjm/3yhn2BDoQq0h8fmZfMT42BpN3yVJEl+fK0B5kxgcgooT3rknBCRJ0tYMAPDztVKM8rTBokg3fHAsB/HFvRYLrRJqn7j1xvR+i7S7nhiLv5OqUNMmxbxwF0anVN/3/cGxHEwPcoKnnSkUKg3W7Ull2Jb0hf4oqgOFXKXGCCdz5NV1wFzIwyuzA/u16xgIHC1E2L1qHOZ/f41eN5fyG7Hy10TseyrWKJucJrEc7xzJohor7tb4YHEYbWUDAJsvFdHFv2axAgIegdVxvrA25WP5GI9hLbLfTeb6wUszA+FsKcL1oiaEuVr9KxIFfZgR7IQfLhUxjMqnBv73jcp3Pj4WC3+4zjrwALAGpr3sTDElyBH7tTZQAZfDECzJqm5neX5QHngadMhU+PhkLixEPNwsaUZ5iwRzQp2xOu6/Y4rpYCE0umqn2znicwnE+NpiWpAjHCxFiC9sQogr5auni2PpNfjjZjnMhTw8O9UfmTrJs5oEsmvaDSZzbRIFVv+WRAdTmy8Vw9nKBBHuVvjuQhE6ZEo8ONZjWAsCzWI5vjhbgKyadtZhoWsobgyUag1OZNTCy9YUSrUGI92t8fRkX8z//vqAnudWSTNWjvdCXbscBQ2ddJHkQl4Dyn65hQsvTYG/ozm+fmAUglws8c35AkiVGoNBxHD4j/2vINzNCi5WIoaoxT/9+fUp4umatU/wswOB3v2HSxB4Y14wUipb4WIpwupJvgZpqEIeFw+O9QRJkth+rRSfdZtbv2jA3LqsqQtfnStAVasE88Jd8OREH4NBQmF9JytZSSprZc1n6V7fA4W+9zT6gaEr9Oni9blBcLM2QXxxE9olShTWd+L9Y9lYO9Ufv8aX4VpRE0JcLDErxJFF9+xJ5HQ9AwHA18EMIS6WcLAQYnWcLwQ8DgrqO+lErgf25kLcF+WOvNpOTA50wAPRg5t153E52LMmFj9fK0FdhwyLI93odc3lEDAVcBkzmSQoM3fdfcyQWqM2ZgQ74bsLhSyKqbmQx1D6bOyUM64zgKLNvX8sW6+yrT5k17SzXidTx2h7IHC2EmHd9MGr0c4MccLuxErGbTo/PcwEXFzu9p+9UtCI53en4ujaicipbTe4BwPAbD1drFf2Z9Betudy6iFTqvH7kzH03409hzKq2o1O5v5O7p33BCgLng+P5+DZqX6s+2ZUtWNeuAsyq9tYf5Mo1Chu7GIpPJ/MrMVvN8pgwufi2an+iPa2xWPjvfW+l5khToyxBIBauz9cKkRxYxdUao3RiRxgmLI9WPxwsYheD11yNT47nY+FEW5DogProlOuZK2b22WtOJxWbVS888bBTJpJdiGvAZ170xhUbt29WqEioVRrcCG3Hnl1nXhx5giWh+JgcTeZ6wccDoEVsd60vO5wQaHS4LcbZUitaEO0tw0eGeeFVokS26+XoLZNhnsiXAcUCEV4WGPrI1HYcZ0yKl8zyfeOV+4rWyT45XopOqRK3DfGnfa10YaNmQBH107Ef87k41J+A+q0DiBTPgdrJvvhYl4DPG1N8dLMEXjqj2TG4+8d5cZQaBrjbaP3gNfGJydzaT+oHpuENZPYm+W/BU1i9sFsbSKgqzYrxnnRXle6+Ox0Ln683Ku0llDcjOen+zMGh0V8Tp/S5akVbayN+HJeAz47lUfTKxJLW2BlwmcYrg4Fa/9K1asyCFA0r/3JVbiU34ARjhZ4Ms6n327k1+cKGNLYViZ8hLhaYZyPnd7X8bQ1xYwQR+y4Xsa4vaRJgoqWCpxYF4d7t8Qz/lbc2IXPz+RRB79Chao2GSsY0sYrswONMg3uCxoNiT8TK3CzuBnh7lZYOd57QIPYl/IbcDi1Go4WQqyK82VUng3hcGo1zufWw9fBHKvifIymZfO5HPz+ZAy+7k4UFox0xaOxw0eLMQbjfO2wM6GMcVtZcxcUKg0dBPx2o4JRSAp3t8KTcT54EsyORHJ5C/66VQlTARdPTGQaF++IL8PHJylKV2pFG9Iq23DppSmMopFKrcEjv9yiu0MpFW3gcQiD8vUhrpawFPEYXnZTgxxR2Sphmnr7Db4bqNaQWLHjFu0h2N97Ggp4XA6emOiD9Ko2XMilOiyZ1R3Yn1xFq8umV7ahqKGTlRD1QKmmZrm0JeRLGrtw4vk4BkMmwMkc9uYCxvc00d8eG2YMXMVXH5ytRHh7QYjev80f6YK/k3ptFjxsTeBqZYJYPzuG0MU4n/5/tzA3K2xbMQa/XC+hP4unrSnWTQ9geNs5WQrhZWfKYnQkGGmSTJIkqlulLEERXWuIfxLTgpzw5bII/Kg1498DSxGPmhctbGJYnWRUtaNTpsQoDxsGhQ2gEj9TARdzwpzxqh6J+gQdym6Czsyfrr2MPhDEwEzpdecKAarT5mghYiko9vwWsb52NFWyB9amfAQ5W6CooRO/xpdBodIg0tMabx7qVZy8UdKMSy9PYXRIm8RybL9WSnXqwpwxJ8yZ4VfH5RC08Fhf0F03APDV2QIsinQz6owxBvE65tqNnXJ8fT4fL88KGraZ7xBXS5jwuaz4J76ouc9krrpNih3XS3FRp3OcWNoClVpDMxBi/ewYJuEiPoc+n1Iq2pBa0YrLL08ZFg2Ou8ncfwnvHs2iqw4nMmtR1ixBQnETzWE+ml6DHx8ejbnhxivdzA511luBuhOQKtS4b2sCLXJyOK0ae9bEYqxPb4Uqq7odJzJr4WolwjsLQvDholB8djoPh1Jr4GQpxOtzgzExoPfALWkUs0yRL+Y3IKemgx6YdrEywQ8PjcYXZ/JR1ChmdekAsIx9z2TX/6uTOVs95rTGeMP9Gl/KSOQAqjrmYC7E05P9cCClCnZmAmycG9SnCEewiyW4HIIh7mAq5LJ48mey6oclmeuQKVkJlpDHgYmAi3E+dgh2scDL3VL6J1CLywUNOPTsBH1P1fvespkGqulV7ahrl+HL5RGU+XxZCwgQEPA4uD/aA6/MomikrlYm+O5CIWPNqDQkzufWw83aBIU6QYU25bovjHAyHxaFwy/P5dOveSKzFrm1HfjWyC7Khdx6PLkrif7/uZx6nH9xMvLrO3EioxbOViLcF+XOmPn67UYZQywksbQZe9boF41IqWjF2ex6mAqoIMrOXIhlY9yx+eHRg/mowwIqcAvE5otFdNC39QoVGH+xjBrOP6uzVjKq2mhBpUOpVShtksDPwRRvHMqii0bHM2pw+eWptJ2B7norb5Ygt66D0QHMqe1gyYt/e6EQ+fWdWDLaHdHetsip6cDxjBo4WVK/xc+PjsHHJ3NR0ybFgpGueHqyH46kVTOSFJ8hCMXk1HQwzOCpz1J/R/3RdL8rXZsQ3UBVG27WJvC2M2WImvg5mLFGHYQ8Ln56dAw+OJaDyhYJ5oQ5Y+20oV9/xuDde0Kh1pC4lNeAAEcLvL8oFBwOgf8sHYk3DmUhqbwFozysWabV+nAupx7XCxvhbk3RRxdFuulVjiYIAlsfjsLiLfEMNVJj54y3XC5m0PoEPA7WxPli+X9ZqXtplDsmBthjwqcXGR2TNZN8sXZaAB7/NRGXtBJkH3szmAt5IAgC21aMwaen8tAklmPpaHe8OrvvUYEwNytGZypMSxyktKkLP19j7vWmAi7CXK0Q6WmNExm1EPA4lMjMAAykQ10tWV6hJnwOpgU54vP7IrD5EjUm8MREH5qR9OxUfzSK5TiYUg21hoS3vRk+XRKOTpkKS7Yk0GfXgRRmEiZTanC1oJFWvyZJEo9omWEfTa/Bdw9EYoSjOfbcroSNqQA8LoHsmv7ny0c4mYPH5TAUu2Uq6vWGS+093M0KKTqdwx8vl0CjAcb72yOhqAmhblZYEO4CDoeAWK7C/qRKNIrlWBjhhkDn/ud+TQU8bFoSjg170xi3B/Yx2ypTqrHsxwSGaFYPgpwtGInZ6jhfNHbKcTyjBq7WJlBrSMb3W9UqRXZNh16hoIHibjI3jGgSy3Eupx4O5kJMDXI0WD0gSRIHkpkX9N/JleiSM6sD+5OrBpTM/ZO4WtjIUKvUkMCh1Co6mYsvasKKX27R1ZtjGbXY91Qs3pwfgjfnMyuct0qaUdAgxmhPa1aFtrFTjkWbr+PPVePo5+5JWq8VNmLjgUxUt1F2DBwO1ck7nFrN8Grqy+z33wAOh8A3D0TipX3pqGiRIMrLBu/co78KrA1d090e+DqYYdkYD4NG8rpwthJh05JwbDqZi3apEvPCXbByvDeOpTPl44dLdthMwIODhZAhkDDa0wa711BzcjO/usK4f2pFGw6lVGGMty0uFzTCz8GM1QX2sTejpawBqjNnbcqHiM/Fr30YsK+K84WrtQme/TOFcbu3nRlenROI1b8lG3ikYXjbmeLLZZEDfpw+6P7GxzNq8dnSkUZ153QP97JmCX67UY5PTubSgdLRtBrsf2a8wde7WdKC6jYpYw4AoBKip/5IZhVT/k66cwayxuLZKf7Yfq2UUcE/klaNT5eEg8flwNvejEF5c7U2AZdD4Ok/knFORwq/B60SJS7k1dOzUt52pkgs7Z1jEfA4cNWZEXKyZKv+tkqU2J1Yid2JldgwIwCbLxXRCePhtGocfGY8Y64qv66Tsa4BKgjTpzpnDFytRSyvQm/7O7s/etuZ9Tm3qs87EaD27S+WRWDTSaaoxQoD3d7RnjY4/FzfRZ/BIKemA4mlVDLJ53EwPciJQVk3F/L0UhsdLUXY/tiYfp87qbwFoz1tcCmvgWU78vO1Ehx6doJe1dJgV0v8tToGL+2jRFBGeVrjvYX9nxsAJRaiDaVag1VxhinA/yScLLvPo1N5aJMoMDfcBau6xws+WBSGtbtTkV7ZBh97M3y1PIJ+z5NHOAzIQ/azpSOxbncq8uo6EehkwVBiPJFRA7mKubk9PdmPppG+MS94UJ9tRawXUivbcDKjFiQoYbTPl0XAQsTHfVHurDlimVKNczn1iPKiDLCTy1vR0CmHp50pzuXUM4qQ+lgi2tTvrOoO1nV4MLUaOx8fixe7bWHeO5ptVDLnbGWCKSMckFWdw7h9OK2fXpg5AqVNXbhayOzQ/X6zHNuu9haxU8pb8c6CEDz40016X//5ain2PjXO4OyzNhaPckN6VRstQAdQBahVcZS3Z0WLBNOCHOnPdqO4WW8i52NvShcMeyDgcfDewlBafOeNQ5mM75fPJeBmMzzf2d1kbhAob+7CoZRqTBrhgNHdHZTC+k4s+TGBrjpOCXTATgNBJEEQsDUToK6jd0HYmgogUUgZwdE/ZWA5GOgzHbYz6w1eNh7IYGwuiaUtyK5hzq4AwKen8rD1ClUB43EILB7liv06ia5STeKLs/nY+kgUw28nLsAB11+bCqlSDT6XA7WGhIjPRaSHDT44ng2ZUgM/B7NBGWb/04j2tsWVV6ZAolAbreynzwj1obGeiPIauGrh8jEeWDraHQqVhq56PzXJF9uvl0KtITHO19ZgEDVQcDkEPl4chpf2paNTroKLlQhvLaAOx2axHGXN7MHs7ddL8dqBTDroWznem6FOtnFuEPLrO1HZIoWZgIsPF4cZTUecHeqMhRGuONqtIndPhCtmhzqBx+XgmSl+2HalGBoScLUS6d3EAWpT/v2JsQhztx5WXz47MyGjaGJlwjdauVX7euzB5fwGRsU7qbwVGVVtGOlu3f0Y5nUt4HH0fp6dCWV6u+J5dZ24UdKMuID/7ryunZmAoVJmbSqgi2vvLQzFAz/doJOoFrEc8d02Fn0+p9b1tmHGCKRWtKGwQQwhj4O35gezut/5dYbFLADgt4QyBl28h66pHYDYmPJZXfOhmKvbmQvx5vxgfHwyFwqVBoFOFgbnnNokCqRUtCLI2XJIQdoHi8KwatdtFmMCoNZXtJcNo/NGEMDJdRMR5GyJgnoxqzp/vbAZK8f7QKZU42ZJM9xtTBndq6KGTlS3yRDjY4vCejE6ZUqM9bEdVIFhT2IFNh7MZNz2ET8Xe9aMM7qaLlWocauU/T53J1bgda3nNtUjrCZTarA7sQIfLArT+9xRXra49LL+c0Oh0iCxtAW2ZgJW98jOXMDw+DQT8IbsozWcWDLaHa5WJuBxCYYSroetKY48NwFdchVMBZREf0mjGBUtEoz1sR2QsuwIJwuc3jAJYrmKtcfpu8Y2XyzEtCDHAassa0PI42LzQ6MhW6aGQqWGuZBvsHsoU6qxZEsC7Zkp5HHoLqyFkIcXZrKvW39HcxQ1iGlbJ20KqI0Zn0Xl1D0jnp3qh8TSFuTUduilUvaAxyEQ62uHcb52uKnFsvnkZC4OPjue9g8cCqxNBdj1xFiM+eg87asJUIUHbfx1qwLTgx0ZBTqFWoM/blYYlcwBYIz/ANS5uOq3JJoeLuJz8OeqGER52RqMyxs7FeD0UwxZNy0AKeWtyKvrhIDHwetzg2A/hP1cG3eTuQHi52sltKfLNxcKabPgHfFlDPrI5fxGpFe2Gdzw35gfjJf2pdEzAW8vCMHNkhbsiKfUvxwthJgX7oJOmfJfKSsf5WWLBSNdaPNfbztTetC2sVOuV/BEqDO42ilTYoeW2plKQ7KqMD1ILG1B7KYL2PpIFEOWmyAIegPvOYseivHE/JEuaOiQwd/R/F9RbTQGBEEMSKL9xZkjkFrRSq+7tVP1exGVNIphayZgzFzoA5dDMOhLr88Lxqo4X4jlqmEb0u3BrFBn3HrTHpUtUvg5mNGB1v7kKr3zkLVtUkb1/veb5Xh+mj9IAF1yFfwdLXD55akoahDDzcaEcTjXd1DG0O42zA6ERKFCdasUvg7m+O7BUXitu5Op3YV6bU4QnpjgA3F30hm76QJtpSDkcfDbE9HolKkxPdiRsc5kSjUqWiTwtTcbUpfqtblBeOr3JMiUGnA5BDbONX5eYM0kX5zPrafnMR+O8dQ7l6Q9UP7CzBFILm9Fh0wFggA2zAhgqeO1S5VQ9TGzqlRpUNwohp+DOUoaxbAxFQyr154x2Dg3CM/+mQJ5t0fUG/OCGL+P9hqTKDU4kFLFCnS0WQLTgxwRp6Wk5mptgrMvTEJRgxiOliLWd9TapWAEIPqgz95Cd7jf0VKEpyf70lRbOzMBnh8iffCx8d5YHOmGhk7D+2NCcRNW7UqCRKEGl0Pgo8VheHCQ3cAeKfZbWp1MAHC3NsHfT8dCrtJg+bYbtLT5Y7HeCHahAmZ9YgdCHgdFDWI88NNNNHUrIj892Q8b5wZh08lcumqvPWvn52CGv58e36f5tj58e4FtlixVqvHTtRJsfqh/OrHu+3xmih9e657f0vWuMyQgIehn/9A9N6QKNdIqW/HqgQyaUrtktBuje/jyrEA8sfM2uhRqcAhqvve/lcz17JU+9pTheodMifu33aRFwaYGOmD7Y9GMfa/n8351Np9We7YzE2D3mnF67R+qWiUQcDlw1DPPpa9YtTjSDbsSyhidLLmaxPZrJfhmGMSCRHxuv9/3uZx6OpEDwKDTdspVyKntQFyAPW3nEOpqiT1rxqG1Swkhn8OaXXO3McWqiT74+RoVczlYCFnCK44WIpxcH4eihk7YmwshVaqhUpPYcrlXjIRDAOdzG3AhrwETdGYss2s6cCKjFuFuVvBzMB+y8BxBEHhzfjBe3U8plQp5HNiaCRgaAyqNhq2mB/17hyHou29PIgdQe/XWKyX4+VFbnMioZd0XoGwIfrleii+XG/bac7YS4dT6OBQ3iuFgLoJEqUJNm3RYOpp3kzkdSBSqPqs7X+n4ph1Oq8FH94ZDrhqYIeDCCFfE+Ngiq7odER7WsDcXYlaoMx4Y64GMyjZsvlyElb/ehgmfi/cXhf7Xuez68MNDo/HUpHa0S5WI8bWlOwa6lROAqjD7OzI3WbWmx8y6FyqV4SBRrtLg01N5RnksWZnw+zRS/m9BqlBDxOcMS4IZ6WGNhI3TcLusBX4O5iw1vWaxHI/vvI2MqnYIuBy8NGsEnpo8sNlBbbP44YapgMfitcv16JHzOAQcLERo0fKjU2tIfHuhEH/dqoBKQ2Kcjy22r4ymn0+iUMGEz8UbhzKx53YlSBKYFeKEHx4aDQGPg9NZdXjlb6oz6GZtgh3dj5Up1VBrSEbg4GAhhKmAOnxT3p6JPbcr0dqlwKo4Hwj0VCAv5Tdgw540tEuVcLYU4edHx9Cy+APF5BEOSNg4HakVrQhxtRyQ3LeHrSkuvTwFN4qbYWsmQISHNbKq23E2u46mIM4KcWJ46Yx0t0Z895rytTdnUWu1TcH1wdVahKf+SIZSTdKD5QIuB+tnBAzLDKGxmB7shISN05BW2YZQVysGLU7fXs0hCDwQ7YndiRUAqAD65xVjQBCAiYDLqPBqNJSBt4mAq9ew94eLhfj2QiGUahLmQp5BjyaJUs1IGGcEO7GYCwBl/nzvKHdUtkoQM8DugyFYmfLp+T99+M/pfPp9qTUkNp3MxX1R7nq7wiRJQqpU9/m+9J0Je58eB5fuIObqq1Nxs6QZLlYieNr2rjkfezPcE+FKe6+Z8LlYPckXWy4V0QkSAPx0tRizQp3w07Ve+pW2aEpxYxd+v1GO9TMGprZoaJ3r87TUh80673PblWI8GusFFysT1nPzOQRjPACgzs1HtcTXKANnjUF7pHM59XhxXxprLvFgSjUeH+9D70MxvnZI2DgdyRUtCHC0YIiMDSd6fgNDgfX1wiY8vzulWwREiG0ropBc3spQd76U34grBQ0Y52vHWGMNnTJs1hK9au5S4LsLhfihO8mWKtQgCBLP/ZWKC7kN4BDAg2M9jZpdFPI4+HBxKJZtvcm4XV8B5k7B0NrrgUJF4vcnY5Bc3gqFSoMYH1twOESfxf8354dg+RgPVLVJEetrZzCh7InVrLv/v2nJSKwY5423DmfSnXKSZIvGAMDrBzMhV2ngaWuKHSuj9c58DgRLRlPietk17Yj0sMb3FwuxM6Gc/ruGBCpaJZg0wgFXu9VJLUQ8PKEjPqYv9lKqNdCQJFbH+eJcTj2958X42LKKT3KVBtVtUsYeowuZnrMFYOYVBEHA194cL/+djkNp1SBJig309fKIIRV+7yZz3ahskeD53alIq2yDr4MZvloeyZJ9BfQHAh1SJR6O8cKx9Bq64hvmZtmvSa+TpYhVPRnhZIHNl4pQ2m142mOmPTfM+V/ZodMXpLpas8119dFErE0FWBzphoNaA8ErJ3jjx8vFBquUTWLjDtF/G1q6FFi/JxXXCpvgaiXCJ0vCMSVw6L4sFiLDCpM/Xi6m5ZUVag0+O52HBRGurPmnfwsqWyQMZS2AUjHb93QsCurFWLc7lb59gr8d7ScGADdLW/D4jkR8fG8Y1u9NR25tBzxsTBgd4rM59d2Sw25463AmLWVe3SbFB8eyYWXKx+msOtiYCvD2ghAsHuWG4kbqdbNrOhDoZIEnJlLrs6JFgssFjfj+wVGMa5gkSbx5MJOWk6/rkOH9Y9mMubSBwtZMgOnBgxOeOZpWg02nKHXXBSNd8NnSkbj48hScy6mHi5VI7xo0tKaaxExTcNb7NOWjpq23YtpzDSvUGnx5Nh8LI1zvWNCoD3bmQr3fW4yPHUJcLOmqt4DLwcMxnoj0sMa8cGeUNXVhSqCj3vd6Ma8ebxzMQl2HDJNHOODbByIZHe/y5i58ea6A7vCJ5SrMCXXCeH97/JZQhiKd+bdtK6JQ0SKBk4WIVaRKq2zDi3vTUNJESZB//+CoYTUo7wu6+2ynXAW5SsNK5hJLW/Dy39Ss71hvW3z34Ci9FigrJ/ggpaL3+p0X7gw3697vV8Tngssh8MTOJFS3STHezw7fPTgK9uZCfHt/JJaMdkNVqxQzgh3hYmWCL3Xen4ak9g991N8e/HK9BNOCHAdUWFk53htf6cyxAdSZbwx0v0cNSZ0FLlYmrOdePckX88JdcKukBQqVGtamAswKdaa7idoz4hP87fDtA6MYFC21hsQbhzJZiVwPsmvaGZ/dynT41In14bPTefg1vhQECDw50Ucva+SNQ5k006GhU473jmYjVo8q9jtHslHVKoW/ozm+uT8SYW5WaJMoGfRjgPq+GzvlWLebUks2E3JpLQINCfx5qwLzw10MGoUDlLz/u0ez0SSWw9qEj7bu35rLIf5Rdd5ZoU5wPdtL7demPfK5BD32YIxYmjYCnCz0FqH6gz6hFw1JqYb2FAcJojcJrWiRYNPJXPyyMnrAr6ULZysRva/42LOTw6ZOBXY8NgYX8xrQJFZgZogTXYQ2FHttuVyEzReLoNSQeGisJ86/MBkX8xvgai3CkdQa1mssGeWG1i6FwT2GxyFYquOF9Z1YtycNubUdCHK2wLcPjEKgswXO5dYz4t5j6TWYFeKEeyJcB/sV3U3mevDOkSykVbYBoKSPX9ibhosvTWZ1UMZ42zIG3x0thHC1NoGrtQmOrp2IY+k1cLAQYtkYj0G3mMt0zBwlCjXqO+T/ymTOEL5/cDQOpVahpLELM0KcDCa2/7lvJMb726OgvhNTRjhgvL895o90weHUaliK+EivbMNxLZn9pXfAaPifwOdn8mg6RE27DBv2puHm69PvKLVFd/ZMQwIVzZJ/bTL3zpEsBq3ExpSPMxsmwdFShABHC1zIrce57HpYm/GpDpKODPft8lY89UcKbYaqj+pb2tSFP26Ws/xzMqvb6Zme5i4FXt2fgQn+9nj9QO/Acn59J948lEXPnCWWtmDiZxdhayYAj8PB4xO88XCMF2uuTt8M4D+B6jYpXj+USQc8R9Jq0CFVoqBeDBGfg/UzRgxI4rm6VcpK5MLdLDHe3x5ypZpRLdWFhqQUH//JZM4QuBwCe58ah7+TqtDcxVQ+iwtwMDjvJ1GosH5Pb9fjSkEjYj65gAh3a7y7MAShrlYoa2YnFBwOgUdjvWEh4uGFven07cEulpjob884Y46l11DehQo1pEo1HeimVbbhnSNZfYr5DCeWjnZnUAznhDqz6Gi6xtWJZS348HiOXjXThRGucLYU4UJuPfwczLF4FNPAW65SY8OeNJqamlDcjM9O5eHzZRHgcAhM1Sk63BflTu+nADXToujH56pDpsIL+9Jw/sXJRnwDFNZND4CXnSnW70lj3N4qod7n1YJGfHoqD81dlILiy7OYCopLRzPfZ7CLJUK6xUzWTQ9AkLMFbpdRAig9Ymf6urNylRrr96TRc6DxRb3fTw/EclWfHcMjadWDFs4ZKC7lNeBHra7ZD5eKMNbHFpO0BEqUag0qW5nWCqVNXdi0ZCR+uV5C7zU8DkGrwhY1iPHivjScfWEyRjhZINzNijErtXS0Oz49lUerJeuKygFAaXMXncwdz6jBN+cLIVWosSLWCw9Ge+LFfWl0B65NqsREf3uEu1thfrjLkOblBgpLER9H1k7E38mVkCs1mBfmjBslzajvlGPBSBe96+ROY2mUO2OGNcrLBl8vj8SBlCqoNBqW2nPpMJ59P1ykmDhCPodhQyHkcbAgwgV7blfip6sl4BBU4tuz1j8/k8+KvbY9EoX/nO5Vc92ZUIZRntZ4pDsZe3V/Buv1vexMEepqiSBnCwb9duloNzhaivT+Jq8dyKC7zHl1nXh1fzqOrJ3IivEBKv757HQeHp/ggycnDlxd+G4y141MLYlVgNpUxHIVK4H6a1UMXv47HTdLWuDvaI7vHoik/xbsYqlXdWqgmBXqjHQts0F/R3P4OQzvzNKdxJG0avx5swKmQi7WTvXv01CTx+XQCk5Z1e1Y/VsSWroUWBbljgfGekKuUiPM3QoZVW0Y52uHh2P+Wd+q4YKuYWybRImqVgmLejqcmBXqjPNavG8HCyFGeVrfsdcbCn6NL2UEPQCl/NdDJ/rzVjmOpFHVMkmbGj9dKQafQ0CpU5kt1bNJ9oAgKNqWvo3a2pTPEGhQqDXIr+tk/W66BqNKNUkLlHx0Ihe+DmYMugdA/Q5DRV27DF+czaeKHoGOeH6af79CKLk1HazKtbas94Y9qQhxsUBqRRv23q6ElQkf66YHGJzzDXW1ZFlo3BflgcfGe+OHi+zZIm3YmQkwxntgFeQ7CQsRH0/oOTBVag22XC6mk46XZgfSxY/yZgmr6yFXaZBY1oI1vyXj6qtTEe1tA1sd8ZUeu5h7R7nDhM/F8YxayJRqNIsVeHznbTzXbe5b3CjG+j2pBkUHdM+oO4kNMwLgZCnC9aJGhLpa4Qk91gXNevwx+zLGHutjiwgPK3x3oRD3bU1AkLMFXp4dCEcLEWraZKwZw76ea1GkGy7lNeJwGlXdlik1ePtoNut+uiIORQ1iyJTqARXRFkW6Ye/tSgaljADlx7jxYAYdVG65XAwXaxNGdV6tIeHvYIYOmQoT/O3x1vxgRvI+K9TZqP2hpk3GWFMA+/uxMuFjnK8tbpYw6WE9MEalcLBo7VLg87P5yKxqR6yfHWs+HqDer3Yyx+dyMD3IkXFGzQ51RoirJfasicVftyog4nNwJK2GQVUuqO/9DX97Yix+vlaC8hYJ5oW5YP5IF2y/VgpDIACajVDSzbroWR+fnsqDWkPqpVK+psen7p+Ag4UQz07ppacHasWXpU1d+PJsPipbKc+4NZN877g+wMMxXjAX8nA2px4+dmZYHecLK1M+XugWmbte2MSIXX2Hadb+SFo1vtAaceISVIFIyONgRawXmsUKvHW412Nv48FMBDpbYJSnDbL0xF7Xi9jaDFnV7VgUSRWZ9H2LNqYCEASBP1bFYPu1UtpLdU6Y4es3S2fPzuq+BqcHO+LzM/mMeKJVokSrhDKR93MwGzBz624y143xfna0mh1AeVzo64TxuJxhGYDtC093zzWdzamHrz2lxvi/IOJR0SzBB8ezGZvzrZIWXHl1Chwt+jaS7JQp8dDPN+mAOrm8FZYmfMwLd6G/j/9ljPezZ1zYIj4H1a3SISdzZ7PrcDS9Bi5WIqye5AtHCxGSy1vx561yCHgcTAqwR2pFG7gcykcno6qd4QX4b8Bftyrw/rEc1u3a16Cu2aqapOaz9HXfmM9hCRszIRQqNVaO90FFCzvZi/aywYwQJ2w6lUffZibgYqSHFcb72eGCljFoXwpfAGXa++39kfj8bD6yqqnA5oVhMC5+6vck+pDMqGqHUq3Ba3OCUNMmxc/XStAsVmBplDtDmnu0F9tIVxsaEvg1vgx/3qqgb0ssbcH116bpnaficTn4/cmx+OpcAapapVgw0oWmHVHUKCYdLdbXDnKVGo4WImyYGXDHBRZyazuwM74MGpLEo7Heg5pT/P5iEd2RSq9qR05tB05vmAQA8HMwh6OFkBbq0EZ1m5QWcfhzVQy+OV+Axk45pgY5IqW8FRfzGnD/GA/MCXOBpYiPh7bfoh97s6QZV16ZilslLX2urQn+w2/oXNcuw09XS9AolmPJKDea6kkQBB6K8cRDMYY7OQ4WQlo9rwdBzpRHJGVE7s2YxwSA94/l4K/u9ZZR1Y6Sxi7sf2Y8PG1NWYUCXfsRXbRImMmNTKkBlyCg1mqNetiaoLy59zlHeVoPah1+/+AovHMkCycyKRp4XYccL+xLY3VhbxQ30cncpbwGvPR3byf2bHadQePx/qDv+5mghyrY48GaU9uBhg45QzFb3/2HCxv2puFKdwErs7od0/XMtY/XY0j+5bJIfHE2H7dKm0EQgFKjQVpFK/LrOiFRqOBlZ4lYP1ucy+ndg6O8bOjf0MZMwDIEj/WzQ369fiuMBSNd6OJMYin7eqttk8LKhE/T5Hue798GtYbEoztu0QI36ZVt4HE5g+roDBSLIt3opEcXm5aE454f4uki4vncBlwvbMLEgKGtvZsl7PN/apADbez97Xl2MfFGSTNGedpgvJ8do/DhYiXCvHBnbL5UxPj9tam3c8Oc8dvNCsZjekzk7c2FRts+xfrZ0dcFQF0DxzNqcCqzDrNDndEklqOhU84qQt8obr6bzA0WHywKBQkgoagJIa6W+GixfingvlDXLsPfSZXQkMCyMe6DVqjhcgg8N9X/HxUMGCq65Cos3ZrAonlIlWpcK2jqlx55s6SFJV19NrsO84bRZy+ruh3HM2rhbEnRYHsUseo7ZNh3m/rd7hvjfkdoiC/OHIFWiQIHkqugIanAY+XO2/hzVUy/QYshnMysZfijXcpvxLcPRDJk17VxKb8R1wqbcOCZ8cNiUjlcOJtTx7ptpLsVvn+wt2gS5maFUzrzdFWtUny2NBzbrpSguk3KGhjXN8OTUMyuyK2Z7IdpQY5o6VLgUGo1nCxFeH1eEDQaEqFuliht6kJzlwJjvGxAdCt5GUK4uxVszAT4xIghe2NR3yFjVDsB4GBKFeRKNQ6n1dAV+2MZNdj5+Fg6obM1E2DbijH47FQeWroUCHe3Ysnvawd7ADUbFV/cZPC683UwpwUGtBHlZYNNS8Kxrdtm5KnJfoNWPxwMqtukuO/HBHp241hGDU6tn9SnCmtOTQeOZdTAwVyI5dEedMVZG3l1nTiYXIXcug4EOVti6yNR+ORkLjKr2xnrzc5MQO8bwS6W+HJ5JP68WY5vLxTSQ/XH0muwZ00s6zVkSg2uFDRipJ7kM9DJHE1iBcb72+N9LSuO4YBSTalIVrRI6Pe3Y+UYo+eoCILA1kdG450j2civ68RoL2tcKWikv5fDadVYMsoN4/zssSDcBQRB+RBqI6m8FS1dCtiaCfDzo2Pw3rFslDSKMT3ICS/P1l8E0WhIHM+sZc2tCXkcbFoSjq1XilHfLoOtmQClzb00PnMhD98NshBrZy5EpIcNncwBlACErgJquJs1/W/dfa1Locb1oiYsHMRcDJdD4KdHo/D+sRyUNIoxI9gJL89iz6DZmwvx6dKRAKgZwrePZCGjqh3jfG3xoQF7g6FCplQzAlYASK1sw8f3hnXT3gg8PdlXr0y8lSkfz031x6HUaojlKuTXiXEsvZZOBk5l1WFKoAPmhTvjZkkLRrpb9fs5Xp0TCIlChYt5DdTeT1L73MwQZ7yr5d+qjzI5ytMGi0a54aMTuahpk+Keka5YM8l3MF/LHUVubQedyPXgbHYdnpxIWXYcTKlGeXMXZoU6DcqqqC8o1RocSq1GcnkrlCoN/BzMYSHiobJVAg5BsNggn5zKxcRCe0wNdBx0YhzuZo3dYO4dYVqUxnB3NiMuvPv3fWHmCHTIVDiXUwcfezO8e08ogl2s8PX9kfjuQiHkKg1WjvdmULlfmxsMmUqDi3kN8HMwx/uLQgc0NnU6qw5JZS2YE+YMAY+D5PJWjPa0QayvHdb+1Ts7HOZmiS+WRWDpjwnM9z6IQuTdZK4b1qYCRvA4UDSL5Vjw/XV64HnXjTKcXh+nVwp3qEipaEVmd4dlOGidg0FliwSX8xvgZWeGuAB7XC1oNMjXNyRmog0fPca1ukp6PZ87xteWVfHtDzeKm7Hil1u9ZsnpNXh9XjBul7Zg+7VSusq7M6EUp9ZP0jvEPxSI+FzMCXXG30m9Zq0kCRxKqe43mcuoakNKeSvGeNsyDiBd49eiBjF2XC81KFABUDTBI2k1/6pkztvODEBvMMDlEPj50TEMYZEnJ/pg+7USeoYIANxsTHB/tCfuj/bE6wczaSVCgBK1+PGR0Sy/oPF+9lg/PQA/XyuBhiTx2HhvzAyhgtfX5wXjkXFeuJzfAIlCjSU/JqCkW7BCxOfg5dmBOJlZy0rmOAQV2C6KcMU9Iwc/wGwI1qaUAXqb1mev75Bjh5bJKdCznqoY3TltI12NhsTrBzOwP6UafA6BddMDQIIpwQxQJqyu1iZ6BaD6woNjPf/RBE4bp7PqGCbhMqUGJzNr6YJYWmUb0ivbEO1tixBXSySXt+CBn27S18ov10tx/PmJ8LE3ZSjpCXkcvKjVXVkW5Y79z4xHk1iODXvScL2oCXZmAiwY6YLadim87MxAkiQe/vkmKwHXkMCh1Cq9e5evvRnC3KywcW4gvj1XCIWaxL2jXfGfpRFDlvc2hJMZtXQi14MDKdUDEsXwd7TAX6vHAaCk9rU7KDKlBn8lVuKvxEqkVrRi6Wh31t7E5xKwEFFhSIirJfY9Fdvva354Iodh8AtQ6nUfLArFvaPccSClCgX1YrTrFAfFcpVeaw5joXseAcCD0R44nV2PdqkSC0a64HEtBT1vO/b9B0I7S69sQ2pFK6J9bBHqaoVQVyujvp8eeNiaGvS6HU4IeRxW19DbzhQPx3gZNRZxNqeOQaPUTQauFDQi/d1ZsDRSM8BUwGMYgBtCmJsV3pwXjG/OF0Cm1GDSCHvcE+EKAY+DIzrm80UNYsQXNSHI2YLhe/ffgpu1CfhcgnE99RSunv0zBRe72SQ/XSvB1keiaKr3cOClfekMFlt/yKnpQE5NB366WoKvlkdgyeiB6x4sH+OOzOo27E+uggmfixdnjmCIuPA5HBDodShwsRLRs88iPpcyoV/CLLD21WE0E+pfQ01iOc5m18PWTIAZwY4M9clOmRKns+pwIa+BIeT23FQ//PzoGADAgz8x1VGzqjtQ2tSF6UGOuFHcDBVJ4pEYL8wfRBPjbjI3CGTXtKNJrMA4X1vaHPF4Ri1DuaqlS4EjaTVYPcxVnR8vF+Oz0xQdjCCAL+6L+MdFQW6WNOPRHYm07PD9Yzxw3xjD7+F2WQs9WGoI/o6Uee2Pl4ugVJMY623LmGnZfKkIn5+hBlYJAvhy2cA2hd9vlDH4ySkVbVi29Qbrfq0SJQ6nVd8Raqc+c8j+ZP93XC/FB8d7KYif3BtOU590n48gYFQ32N6ib68lqUKNm6XNcLM20evZM9x4bqo/kstbkVndDgGPg1dnB7JUXkV8LnY+Pharf0tCQ6cc1qZ8Rvdr/fQApFZQZpwiPgdvzAs2aK78wswRWDvNHyTJlMy+VdKMFVrrWhsypQZ/3ioHT09grSEBkCSOZdTgnkhXlljDUCHkcfHR4jBsPJAJsVzFOLR00ZcBaU27FBfyGqDWkFBrSJzPrcevj4/FpfwGJJW10vfbfr0U26+X4s15wUPev5LLWyFXqRHjYzcgsZWBwl6PkWvPbT9dLcYnJ3v3zM+WjsTN4mZGIFTdJsXULy5jyyOjkVLehroOGcwEXFiI+Izu5cHUarx9TwjszYX4Y1UM3jqUiT9uVWDXjXL8lViB7Y9Fw1zIZSVyPXAwF+L+aA9czm/ApfxGcLsV0HrmipPKWiHtXn+nMusQ5mqFGSFOLI/EoeJmSTNe3p/Out1hCAa2fa29P29WwNOWvTeN9rLpd/ZTGwqVhkEL7kGnTIWfr5ZihJMFSxipB1wOAZs+7Bj6w/QgR9wXRSWLJAnMH+mCDxaF4cPF4VCqNSz65iPjvHC1sBHxRc3gcgisivMxWkDjl+ul+FBr3/90Sfiwi5e0SRRILm9FoLPFkNYXQRD4ZEk41u9JRZuEsmN5NNYLVwoaGTGSIfRnmmwu5EE0ABPq0qYulDaJEe1t269oXKyfHb4+D6hJEpfyG/H87hRsWzGGcZ8z2XV49s8UOsnU9gr8b+FiXgNj/3IwF2L9jABUNEvoRA6gCny7EsqGLZlrEstxLKPvRM7KhId2qX5F1Z0JZYNK5nhcDjYtGYn3FoaCx+GwzpIX9qUxzsTadhn23q6Al50ZxnrbGlUQ65ApcbuU0sLQtXkCgOJGMe7dHE8zyCb42+GPJ2NAEARauhS45/vrjIJGD3YllOOV2dR60TUcJwjg5e5iIZdD4Lkpfoy50oHgbjI3QLz8dzr2d3dE3KxNsO/pWLhZm0DEZx9I+m4bCtQaElsuFdH/J0ng+4uF/3gyt/VKMSPg3ZdciQ0zAxgm4towdiN+ceYIrBzvjU6ZknExqdQahjIWSQI/XCwyelMQy1V6/VAMQTQAs8mBIMLDGktG9VoxeNuZYqWOF4ouvtcRlvj+YiGdzD0zxQ+XCxpoAY4nJvhgzSRfXMxroIfddQP/QCcLPDzWcGJd3CjG/dt6TW5XTfTBW4Oc8zAWDhZCHHt+IkoaxbAzExr0v4rwoDzQypq64GFrygienK1EOL1hEoobxbA3F/brMagvgNRd17o4lFLN6P4AzO9XqSbx46XiYU/mAGDBSCpJrG2X4v5tN9DcxZZG97A1wao4w8nXHzcrGCqeKRVU5X9OqDMjmevB9xcLsSrOx6h53aL6TtR1yhDlaQsTARdqDYnHd96mhWCCnC2we3UM6jvl8LQ1HXaJ/blhLtjtW0GLP4z2tMaiSDdoNCS+v8jeMyfqmR9qkyrxzB8p9LzM5BEOqG6TMpI5LocAj0Ogrl2Ghg4Zdt/upf4o1SR+vFyEt+brv1587c3w6HhviPhc/Pr4WFS2SCDic+mCTlZ1O6Pr26VQ471jOfjgeA7eXxTGkr0eCrZeKWZ1yZy7524Hi8WjXLEvqZJWhdYGQQB7EitZt787wL2FQwBCLkfvdZpT26F3Hffg2Sl+Q2LKcDgEvlgWgZdnBUJDkozCGZfDPuPMhDz8uWocKpolMBVy+01atKFrKP79xaJhTeYSipvw5M4kSJWUafgHi8L6Lbj2hckjHHDz9emobJFg65VibOhWbXXrNobvq8g4NdABkR7W9LrxczBHbbuUNqzfODfIaAPoHy4W0kIZViZ8/PFkTJ+UtZ+vlTC6tWey65Ff18nwP918qYjRLfzleinWTvVnGLX/09CNC2RKaja5sVPOov7qmxGt75BBplTrTVr6Ap/DAZcgoOrDA8TdxhQSeSdLnAwwPhY0BJIECuo74etgRhcJ0irbWOrUAPDagUwA1MjGnjXj+jxzUita8egvieiUq0AQVCy1cW4QI0745XopYxQovqgZ53LqMSvUGfuTK/UmcgBoMSCpQs2YLwYADoCe1afWkPjuYhG+u1iE8X522PXE2AEVuu4mcwPAyYxaOpEDqGrutivFeHtBCOaPdMXP10rpH8vH3gwLDbRwBwuSJKHQMV/tK/i8U9A1gCVJQKki8cNDo/H05Ha8cySLlq+1EPH0qsYZgq2ZgPbV6YGGZL9mf4aa2jiYUkV7xfQHLztTeqj2TuCr+yPxZJwP2iRKjPWx7fdi1f19tf/vbW+GK69MRWJpC1ysRDTt4NjaiUgsa4GIz4WnrSnSK9tAEFSHZ6yPbZ8dki2Xihkd5l/iS/HYeO9/RFLe16F/c1E+l9OnR46fEc9hCLrXljZEPA4rkdt0bxjeOJzFyJblag3EchXMBNxhFy0yE/Lg72iBDTNG4O0jvcp9z0/zR4yPHcb62PYZ9OgzblaoNAavJaWahIaklMMMQaZU4+GfbyG5ggqi+VwCPz06Bmo1yVD0zKvrxKTPL6NTpoKFkIfPl0X0qQI2UAh4HOxZE4vk8lZoSLJ7vpGa31DpJC0KlQZPTPDB4dQaFgVcW/jgZFYdNs4NQpaWKuiTE7zx3tFs/J1cpddvSKHSIMzNCjOCe1X6TAVcvHtPCJaOdmfQcnSvKX2/D0Dtf/85nYflY9z77XIYC32v9eeTMX3OC3fKlH12OkwFPBx6djw+OJaNX3VsKib427MsOngcNnVRrlKDAGFwHfO4HDw3zR+faokVacPShMcomIl4HLw6JxBTAh2N2l+MwUAp+J52A9s7SZIc0nlnDP5zOp9e+73ry8PopEkfRHwulGoSB1J6/bOq26T45XqpQeGX3NoOPLnzNmraZTDhc/HsVD+sneqPDpkKKd1dQ2O1B9okCnx3obdw0y5V4tsLBdj+mGGfM0N7Yl//V2tIlqrxnQJJkuhSqFm2ILqFGEW3+bWzlQgPRHtgd3fhRMjjsFhG7xzJwh83y6EhgbgAe/y0YoxBE3pdWJny8fgEb/xsQDGUyyGwfnoAUirasPUK06aAzyXw7NTBM54Siprw3F+UwbydmQCbHxqFcX6ULU5fyKhqx6HU6j4pv1+dK6B9Z0mSStwOp1Vj2yNRCHOzQnZNO2usBQCe+j0ZK2K9+iwer58RAIAa4dG2NAAMM2wSiptxPqeetisxBneTuQFgy5Ui1m2/3SjH4dRqvDw7EMfWTsTZnDqQJGX4ONzVZx6XgxXjvLD9eu+F9Lgeyeg7jcdivZFQ3EwHMzOCHekDK8zNCn8/PR5XChrQ0CHH9GCnfqmE/UHA4+DhGC/siNf+3N5GP15f1Sba2wa3taq4y8a4Y7yfHWaFON/xittA/GFWTvBmeLfofm4Rn8tqy3M4BMZp8fp1zYj7QnMXc+6RJClPpX+DP9idhu66nhrogPujPdEhU+JUZi1D1h+gzFfvGenKmB9o7VIg7N0z8LE3w5fLIzBaz9D/ULEi1huOFkK8dywHte0ynMysxawQ534DMeqQr6Ar0b72Zpgc6IBwdyv8fK2EMZMHAI+O9+qXGvl3chWdyAFUkPHKvnS9BsE9sv6dchXeOpzFmjkYDmgb6Go0JD48ngO5innYPz7BBy7WJojysmFIVPM4BCtI83cwx/kXJ+N6URPKm7uwK6EMEgPqoABljg0A21aMGfAeGOlhjVGe1kjV8nHqgbjbtHu4kjl9e7ifo/5kJ7e2A+v3pKKgXowgZwt8/+AogwUVgiDw3LQAHMuoo4tCViY8fLo0HGey6/G2lnw4n8vBtcImzA51BkmS+OhELn6/WQ4uQWD1JF+8OFO/AMrTk/3Q2CHHL/HMgNLN2gQzQ5yxONINi0e5obJVgmlBlMn4/xIIgsDK8d7Yctnwvj9U6O7zlCm8ekjJnL7nBSg9AUP4+EQu7cspVaqxK6EMz0z2g5UJf0DnFkDtL7oFOX1nfw9IkmRF09HeNqxO3uMTvOkuD0D5ivXH/BgOJBQ34dX9GahqlSLa2wY/PDSaHj94fII3PjqRS993xTgvujD8yb3hWDDSFWXNXZgS6Mgo0Nwua8FvN3oLLdcKm7D3dgW9bxmDN+eHYEawEzKq26HRkLAzF+CPm+VIq2yHlQkPGpLExrlBmBbkiPz6TlgKeeiQqzA5wGHAhQ1tvHU4i56Zb+5S4KHtt/DERB+cyWILqOmiuY91YOjvzWIF7tt6A3wOAQsTvt6CCgkqB1gQzi5MCrgEDj47AWFuVmjpUuCHi+z8gcchoDCgcdDU1fd71gVB9tEu/f8BY8aMIZOSkvT+TanWYNPJPBxJrwYHBJRqDQQ8AmoSMBPw8MwUP0wPdsTGA5m4VtjYp7AEQQAXX5rSp3racIAkSZzMrKN81/zs7gilyxikVrTibE49vO1MsXiU27AFGYag/blj/ewGJNta1NCJed9dpytspgIu3KxFqGuXwdveHC/PGoHJ/6Xv0RiczqpDakUrxvrYYnqw8eIEg8HxjBqG2lKQswVOrY/7n7DGGA4YWtdns+uw5vdk+n6+DmY498JkkCQlKFPYIMatkiakVvbOSnnbmeLSy1PuyHf30M83GdThEU7mOPvC5H4fV9rUhUOp1bAU8bAsyoOmtNa0SXEguQrlLRKY8DkY72ePOWHO/b73j47nMIpLPUjYOA3zvrvGShC1kf7OLIOU2uHA0fQarNudyrjtjXlBWDPJD28dzsQfWtLTHAJ4cKwH/rzFpALuXBmNKUGOKG/uwpQvLuvtxnnbmWJOmAumBzsiug9PTWMgUahwILkKxzJqkVja6xc2J9QZW1dEDem5ddHXHn61oBHvHctGZYsEKjXJiHlHe1rj4LMT2E+ohYYOGfYmVeJyfiNKGsVwsTLBm/ODsSuhjKHmaSbg4tabM3C9sAlP/5HMeI6/Vvet9HuloBGns2rRLlVhpJsllo3xMDgn+7+I01m1SK1ouyP7/rfnC/H1+V4rkblhzvjxkaGvL4VKg+lfXaaVFgkC2PX4WINzQBM/u0gbgvcg7Z2ZsDbte67bEJZvu8G4bj5abJg+ejqrFk//kcK4zZTPwSgvG3y4KIzRyU0obsKVgkYEO1vingjXIc3/NnTI8ObhLNwqaYaNqQBihQq2pgK8PDuQnm1TqTUY/+lFhg3KKE/r/9femYdXWVwN/HeSsASQsG8qu4Bs4oaKgMEiamuVWq1StVKtoN/nvtR+1Vbc+rVWW+1n1SKbW+uGC+ACyCKbCoQlEJBFkrCFhIQlCUsSkvn+mLk3710SbsIlyYXze548913nnfdk3pk5M2fO4WPPdzd/Qw7f/JBH/9Oa8eN+oXX1xEXpTFqUTkK89Y7eu31T/vvfK8jMC3R6NHpQZx65vCdPTEvjizVZHCkzfouq4We25fFP1tr4pj1a89TIviGOaJ6avi5goL1R/Xi+/f2PInZYEwnGGLo/9kWIc5xIiBNrNXBJj9Y8M7IvTRomcPc7K/jq+xwEW7cO6NgsQDmuKh2a2ViZXi7t1YZJo+2s8GMfrwm71rciTmmYwJyHLgkJ6SUiKcaY88Ldc1LPzE1alB5QCL3kUcz/fLSG8zo1Z3lmxXb4PoyxjlEa14/nuZkb+H5XPkPOaM39w8+oVNGZuCidaat20C6pIQ9e1tNvq/3D7kL+Nmsj2/Ye5Mf92jPWBYQUEX7S3wbHrCky8w7w/KyNZOQe4PI+bbkruTtnd2we1tVwZXy1LpsJi7YgCGOGdq3SyFtV3/vbLXn8c95mDpeUcstFnfnwzot4+9tM8g+VMGtdNptyrMnPmh37Wbhpd51W5q7o2+6YTNIycg/w11kb2LbnIJf3acddl3SrcEHwVf070CAhnhmpO+nQLJHbB0e2ZiqWmbI4nY9X7aTtKQ14cESPsIvbR/Rpx+TR5/PpKhu64PYhXVyDLv41q+c/+1XAPRl5BykoOhLVRs1HcCDUjdmFFBaVMP7rLczdkEOPNqfwyBU9Q2Yluri4lcHsLihi1bZ9pG7fT8HhEt5fvp2mn9ZjaI/WPHpFzwrXGo3o0y5Embuoaws6NEtk6l2DmLI4g8MlpRwqKQ1YT3th1xbHVZEDSAsTdNpXF3+yMnARf5mBQ8WhI68bcwpI7tWGtJ35YRU5sA4aMnIP8MyMdfz0rA5V/maMMUxclM701fabe2hED26+sBPvL9/Ggk259G7fNGzQ7mOlojp838Fixr6VUqEXYl/g2y/XZjFpcQb14oU7L+nm9x4H0KZpQxLrxZPi2s69B0sY8+byEIdKB4pLycg9QNrO0P9V2o78EGUuM+8Af525gcy8g1zRtx3PjOx3XB3r1CZX9G3PFX2PTzt/74+60y6pgb98RSs+Wf2EOD4YO4gJC7eQd6CYa885NaBcBHN5n3ZM9NQfA7u0qLYiB/D6r85j4qJ00nMPcFnvtuw7WMzIfy6m9SkNeGB4D3p3KPcku2BTaJiagyVlLN6cx93/Xsnn9w3xHx/UrVW1QwgF87uP1vidlPjWYOUVFnP3v1ew4LfDaJ+USE5BUUg8y5Vb97Exu8D/DSX3bFPhoPaCjbsDHOg8OjWVVo0bsDvMLOnlfdrx15kbApYQFRUW89yXG3hjSYZ/Tf4nq3bSsF68P/SFj7VB3+7B4lLSdx+IqsdsEWFE77Yh4YmCiRdoUC/ebz4rQHGpobDoCJ+tyWJdVj5X9G3LTM+A0ow1WfQ7LYmbL+jI21VQuLwEK3IAfTqU13W+OjMSmjSw5upHi80cTEwqcyJyBfASEA9MMMb8uTrpBAciDEdKBIqczRPMXZ/Dk9PS2O2mbNfuyOerddm8cP1ZrN6xnwUbdnOw5Aj14+MwBrILDrM+y9rQrt6+nxVb97Ho0WHEi3DT69/5F96nbt9P/fg4bhvchcWbc3lv2TaaJiZwx5CuAQtYs/YfYvyCLeQUFDFywKl+l+vHQlmZ4deTl7Elt1z52XOgmD/+tA+HS0qZuCid1O37GNilJT/u145Ji9LZse8QV/XvEBCrat3OfMa8tdwfpHFpxh6+uG9IQONecLiEZ2asY+HmXNonJfLU1X3oE8b718qte3nzm0wy8g5QWlZGaRn0bHcKtw/uQp8OSezcd4hbJy31T4svy9jLf+64kKdH9uWCZ+eEBAqdvCSDR688s0qLTaPNNz/k8e6yrTRukMBvBneJ2voOG1x0qd8Feer2/dSLF8YMrdh2/bLebaNSdqJFWZnhnaVbWbRpN73bJ3HH0C5RM2F+f/k2xnkClq/YupdFj14adtH4sF5tKh2AuLhbSz5ZVa4k9D8t6bgocmDXIHkbtvM7N+eVeT/4TbPW7shn0eZczu7YjMHdW3HTBZ0qVOD3Hyrh5onf+c0gfewuLGLqiu2k5xZWOBMzsEsLXrpxAH/58nsKDh9hUNeWXNKzNXe9nULHlo144LIetGhcn6IjpXRp1djfeXx4xLEHUq+MD1O2hwzCxYn1Xneg6EiAK3Swjf7VAzr411r5WJ+Vz+6CIs7r3Jz6CeEdb2TuOehvrFdv30/DevEhswEpmXt465tMtu45SGK9eC7q1pLfDOlKw3rxvP1tpn9UePX2/cz9PodxV/dm1MBO9D+tGZMXp/PYJ2u45cJOVR5Aqw6rtu2rNJzM4O6tWLl1L3e9s8Kv4C5N38OsBy4JsEz5Jsjp1IHiUjq3asxKj4OUBglx7Np/iEHdWgU4qhEJDdZcVmYYNf5bv1nemh37yS0o4okox9+rCimZe3j72600SLDtcyTefz9LzeKzNTs5rXkj7hjS9ZiXIXjZe6CY52dtYOGmXFo2qc/9w3sEhCrxISLccH5HGtVP4Iu1Wfxt9kbGDO1aJSctwWzYVeBC45Rx80WdQkzMv9+Vz+RFdnCnScMEcguLOL9zC+4e1p2Fm3Pp3f4UHgoTO88Yw7vLtjF/Qw492zVlzNCuIWvIfCQl1vMPVk1N2c4fPWuLUzL3svjRS0msbzv7X6wJddbmY11WPvsPlZCUWI9tew7yuguLc/25p1Xb26CPivqdJaWGZRl7ufqsRNonNQwJXg7Wtf0pDRNo3rg+F3Vtydih3cIOigU/wxhCFLlG9eP563VncVG3ljw5PY1w+BQ5H9NW7ySxfjxjh3bzrx29uFurgNnQlo3r06t99Lxgf5iyndlpu8g/XExivfhK66ZSQ6XhR9JzD/Cvr7eEHH/rm0wuPEoMvMt6tyGnoJgG8XEszdhT6bVgHT69u3Q7ew4WY6owo1hYdITWTaruqCnmlDkRiQf+CVwGbAeWicg0Y8y6yu8Mpd9pzULWwQQT6b/AGEI6AgCbcgq59tUlES2Y3V1QxKqt+4iLk5Bgvh8s30bfU5O4ZeJ3fmXky7XZfP1IMo0bJFBSWsaN47/1T6F/lprF+FvOZcQxuqTdvLvQr8j5mLIkgzuTu/Hnz7/3v/PMtGxenrvJb9P8+ZpdvHTjAH8cjznrswOUqNIyw5z1OQGN36+nLPN7I9u57zAjX1nM/EeGBdh8b84p4Ibx34Z0qtJ25vPFml3MfnAoizblhtg3z16XTUK8hHWEUlpmOwbHY31TJKzYupebJ37nNyH4cu0u5j+SHBVFYMOugpBYUrPXZVeqzNU1Xpyzye/dbWZaNmk79zP+V2EtDarMrLTAAM65hcWsyNzLoDDeDo/Gk1f3xWC9XPXp0PS4BekFePZn/YiLE77bYs1snh7Zl1snLQ24JqegiJlp2cxMyyanoChsRwlswx+syHlZsXUfuYVFFXb0vPF63lu2NWB9yZLNeUy/ZzANEuJ5aETPCvMQTaYsTg9Q0BskxNGxRSPuvrS7v77p2qoRW3LLv4uzTk8iuWcbnhnZlxe/2uhfa/Pxyp2k7cxn5v1D+dfN5/L8rA1szC4IMLkPlt3sddkBytz6rPyAmHYAi3/IY0N2If836uyQIOJFR8r4n4/WkpNfxPgFW/yOd2akZvH5vYPp3ub4hgvp3b4pCXEQrLfWjxcu7dWWp0b24c0lmQEzlSWlhvkbcujSqnyGp99pSczxuEmvHx/HI5f3pHGDeP793VbKjH3XO95K4c3bBvL0yL5MXLiF+Djhv5K7h7jxn7chx6/I+Zi8JIPHfnJm1NdeRkLw//WzNVnMezi5UoXo45XbeeC98pAQCzbujqoZ++jJS/1hMbbuOcitk5byzm8u4OIw9dnUlO085ImhuHBTLp/fO7haecnJP8x1ry7xO5GYkZrFjHsH+7+37PzDXPfqNyGDKDPTshk7tGtIXDcvr8z/wR+WaGZaNqnb90UUP2920He150AxyzP3MOSM1qzdsT8gZmkwXVo1pmnDBA4Vl3Lda0v8Ss2M1J28c/sF1WoffPQ7NYnv0kOVAZHyQNci1lnI/34e6Ogn70AxeQeKycg7yMqt+1iWsYcP7hwUklb/CIJOX+WxdOp3alKIcw6ABglC0ZHyD/1gcSmTF2cw9/sc5jx4CQnxcdyV3I19h4r5LDWL01s04vGfnBm1ZTeTF6fz5PQqd+0rJVxXfPu+Q0ed3IkXG39w5D8XRfSc3ZWs02veqF6F5a9zy0Y0Tay6alZ7UxHVZyCw2RizxRhTDLwLXFOdhO68pCs/6d+eOCFiU43qVLmRej6KjxM6tWxM1v5QF6eHS0r5eOWOgIKYW1jEwk1WGU3J3BtiC/3RilDlsqq0S2oYElurzFiFIzhwZHDh9Hq1CjfT1LV1+ShubmFRiFvpklITEHwRYPrqrAo9eB4qKeXLtbsqfFbHFo0q9Mx3epTjOFWFaat2BtiC7zlQzDxPJ+hYOLVZot81ro/jva4z2ny0ItCL1Oz12RQcjsw76dHo1jpQFnECnaopn6RG9XjpxrNZ/vhw3rht4DEt9j4aLRrX55+/PIflj1/GpNHnc2qzxEoDEldWFxwtkHHLxvUjXvA/Neg5a3bsZ1N2aCfheBI8qFZ0pIxJo88PCBD70o3ncIZz+HFOx2b836hzABsbrHeQg6KN2YWs3ZHPsF5teHfMhUetz4O/r+mrd4Zdb/35miwOl5RWKP93l20L8KBafKQsbOiXaNOmaUOev35AwP/8nI7NmPfIMF675VzanNIwoO72EfzeY4d246r+7YmPE1qf0oDnf3EWHZol8qMz2wa0YzbY/Q5uubAT8x8ZxpyHksOG21lZgZXMRytDvczVBMH/14LDR0IUiGCCv8PvdxX4w8gcK1t2F4aNb1jRtx8st/VZ+X5Loaoyc122X5ED611xhqd/MCttV4gi5yO4zgjJZ1D9P3/DbvZE4BwiuIyKlAdyr8xra5eWjXjxhgGICIs35wbMTlU0aF8V/vzz/n5lKymxHglxQrNG9XhmZN+Ab2jMkK7cdnEX6lfiTnhZxl62BQ3WgjWdHDu0Kw3rxZEYxsqkReP6AcsJfndlL4acYRVUEet5cvSgzhWGEsjMO+i3fKifEMcTP+3D0seGM/WuQVG1HohGHzZSK+zgtZvBzHTB7aMRe7dRBd5Du7VuzIs3nl2tAZWYc4AiItcBVxhjfuP2bwEuMMbc7blmDDDG7fYENtR4RiunFRBqsK2EQ2UVOSqryFA5RY7KKjJUTpGjsooMlVPkqKwiR2UVGXVRTp2MMWHtfGPOzDISjDHjgfG1nY+KEJHlFXmkUQJRWUWOyioyVE6Ro7KKDJVT5KisIkPlFDkqq8hRWUVGrMkpFs0sdwCne/ZPc8cURVEURVEURVFOGmJRmVsGnCEiXUSkPnAjMK2W86QoiqIoiqIoilKjxJyZpTHmiIjcDczEhiaYZIwJ71e17lJnTUDrICqryFFZRYbKKXJUVpGhcooclVVkqJwiR2UVOSqryIgpOcWcAxRFURRFURRFURQlNs0sFUVRFEVRFEVRTnpUmVMURVEURVEURYlBVJmrIiJSWNt5qKuISKmIrPL8da7k2vkiEjNuX2sKETEi8rZnP0FEdovIjCilf0KXXxEZ6WTY6+hXh9w7QUR6u+0MEWkV/RzWDY53OTuRONG/mWhzNHmdCHW/iDwmImkikurauguqkUayiAyKYp5irs4SkdNE5FMR2SQiP4jIS86xXUXX3y8ijSJINya/WVcvv+DZf1hExtVSXuqsDD19zTQRWS0iD4lIregzdUVOqszFACISK45qDhljBnj+Mo4lsWi8t4jEH2saNcwBoK+IJLr9y6hi6I0YKi/Hg1HAIvcbMSISb4z5jTFm3fHJVp3jmMuZopyMiMhFwFXAOcaY/sBwYFs1kkoGoqbMHQu10WaIiAAfAZ8YY84AegBNgGcrue1+4KjK3DHmqzbbzyLg2lhTyoOpARn6+pp9sG3XlcATx/mZUSeaclJlrhqISBMRmSMiK0RkjYhc4453FpH1IvK6GzGY5esseUcjRaSViGR47lno0lrhG6lzo3YLRWQasE5EnhKR+z15eFZE7qvhV68yInKuiHwtIikiMlNE2ntO3+JGV9aKyEB3/TgReUtEFgNvichoEXnZk94MEUl226+KyHIn6yc912SIyF9EZAXwO/frO3eGd7+O8jnwE7c9CviP74SIDBSRb0RkpYgsEZGe7vhoEZkmInOBOa6MTnblM1VEfu5J41k3mvWtiLStyRc7nohIE2AwcDs2ZInvO1ogIp+JyAYRec03gicihSLygoisBi6SE2DGoIpUp5wtEJEBnusWichZNZnp2sCVoxme/ZdFZLTbzhCRJz3tQS93vLGITBKRpU6O19RS9mucyuTlOXabiLzo2b9DRP5ec7msNu2BXGNMEYAxJtcYs7Oits7VKy952zqxVit3Ag+440NEpLWITBWRZe7vYnf/OBF5w/UHMkXkWhF5zpW1L0Wknidvv3XHl4pId3d/Zen629qaE5+fS4HDxpjJAMaYUuAB4Db37Tzv5JUqIveIyL1AB2CeiMxz7zDKve9aEfmLN3ER+bvrG8wRkdbuWDcnsxQnT9+3OsW1Dd8Bz9WcCEI4gvWi+EDwCbF9xblOHnNEpKOIJLky4WvTGovINhGpd5R3fVVs+7/FfauTxPZdpwQ9s87L0BiTA4wB7hZLvIj81ZX1VBEZ63mfR115WS0if47gfWJHTsYY/avCH1CIDenQ1O23AjYDAnTGfowD3Ln3gZvd9nzgPM89GW67EdDQbZ8BLHfbydjR8y5uvzOwwm3HAT8ALWtbHkGyKQVWub+PgXrAEqC1O38DNpSETx6vu+2hwFq3PQ5IARLd/mjgZc8zZgDJbruF+4136fV3+xnAbz33zPP8T/4E3FPbsjpK+eoPfAg0dLJMBma4802BBLc9HJjqkdN2j0z+ArzoSbe5+zXAT932c8Djtf3OUZTdTcBEt70EONfJ7jDQ1ZWT2cB1Hln8wnO/9xvNAFrV9jvVwXJ2q69cYUfSl9f2u9SQrPyyccdeBkZ7yso9bvu/gAlu+0+U1//NgI1A49p+nzogr/nAedhZmB+Aeu74EqBfbec/gvdr4r6XjcArwCVUv6172JPuv4HBbrsjsN5z3SL3jLOAg8CV7tzHwEhPOXzMbf/K8y1Xlq6/ra0FOd4L/D3M8ZXAfa5u8tVBvnYtA1cvYxW7rUBrbJ9srkcWBrjJbf8R14cA5gBnuO0LgLluewq2bxFfy2WrEFv3ZgBJwMPAOHduOnCr274NO6MJ8CkwzFPufPVPZe/6LrbPeg2QD/TD9itTKO8r1VkZAoVhju0D2mIVu8fdsQbAcqALdvZuCdAoqEydEHI6mc2xjgUB/iQiQ4Ey4FRsIQJIN8asctspWCWsMuoBL4sd7S7FdpB8LDXGpAMYYzJEJE9EznbPWmmMyYvCu0STQ8aYAb4dEekL9AVmiwjYznSW5/r/ABhjFohIUxFp5o5PM8YciuB5vxCRMdiKvD3QG0h1597zXDcB+LWIPIit7AZW8b1qFGNMqtiR21HY2RMvScAbInIGthLxjsrONsbscdvDcbNTLs29brMYW5GALZ+XRTf3tcoo4CW3/a7bn4H9jrYAiMh/sLN3H2K/t6m1kM86QTXL2QfAH0TkEWyHYkrN5LbO85H7TQGuddsjgKtF5GG33xDXma7hvNVJjDGFYi0JrhKR9Vilbk1t5+touHyfCwwBhmHbmmeoXlvnZTjQ290P0FSstQHAF8aYEhFZ49L+0h1fQ2Af4z+eX98sZ2XpRtrW1jTJwCvGmCMAnnbNy/nAfGPMbgAReQerLH+C7Zf5+gBvAx+5dx4EfOCRRQNPeh8YOztYqxhj8kXkTayy6/3fXER53fIW5bM672H7NfOwbf4rEbzrdGOMceUp2/fdiUgatjytInZlOALoLyLXuf0k7ETJcGCyMeYg2DJ1IslJlbnqcRN2NOhcV8FmYBtqsDbPPkoB35qUI5SbtTb0XPMAkI0dcYvDziL4OBD03AnYGZh2wKRjeoOaQYA0Y8xFFZw3Fex739srN3CyE5Eu2FGr840xe920t1eu3jSmYu2p5wIpdVAJDsc04Hlso9bSc/xpYJ4x5meuIz7fcy64vISjxLjhIWz5PCHqABFpgTXb6SciBtvhMcBnVFzODteBhqe2qVI5M8YcFJHZ2JHKX2BnP08GwtZDHnz1vvebEuDnxpgNxzlvdZGjycvHBOD3wPfA5OOdqWjh6o35wHzX0ftvqtfWeYkDLjTGePsAuM6gz6SzTES8dXgZgXW4CbNdWbqRtBnHi3XAdd4DItIUO+CREeVnGawc9nkHnIOoTVkE8yKwgsi+iWnYyYUW2Pp4LtCYyt/VV1+VEdhnDS5PXuqsDEWkK7buzcHWu/cYY2YGXXN5mFuP9j4xIyddM1c9koAcp8gNAzpFcE8G5R0fbwWWBGQZY8qAW7Cd0Ir4GLgCOyI1s5Lr6gobgNZiF4wj1o67j+f8De74YGC/MWZ/mDQygAEiEicip1M+q9YU+0HsF7vu68qKMuEasZnAq8ROh2ES8GSYkeokyh1VjK7k/tnYDgYAItI8qrmre1wHvGWM6WSM6WyMOR1Ix46eDxSRLmLXFdyANVlSLNUpZxOAfwDLPDO+JzqZ2NmNBm5W5UcR3DMTuEdcr9lZVZwsRCQvY8x3wOnAL/Gs2azLiEhPN2PtYwB2trWqbV0BcIrnmlnAPZ7nDKhG9m7w/H4TxXSPB3OARiLyK/A7K3sBO9s/ExgrzkGEU1QgUGZLgUvE+iCIx1oYfO3OxVHez/olsMgYkw+ki8j1Lk2ROrre181Evo9d/+1jCeXWNjcBC921hcAyrFXKDGNMaZTeNSZk6NaovYY1bzTYsnOXuLWkItJDRBpj+0S/FucNVURanEhyUmWuCriKpQh4BzjPjcj9CjuqeDSexxawldg1cz5eAW4V64ShF5Vo7MaYYuxU+vuxMKPg8nsd8Bf3fqsI9N512MnjNQIrLS+LsZ3yddgO5AqX9mqsbf332DUBi4+SnXewoymzqvMuNY0xZrsx5h9hTj0H/K+TW2Wzas8AzcUuDF+NNQc6kRmFHezwMtUdX4Zds7MeW5aCrztpqU45M8akYNcPxMrASLXx1fnGmG3YztVa97sygtufxpqnpjqznKePW0brCNWU1/vA4hgaGGiCNUFeJyKpWPP+P1L1tm468DNxDlCwZnXniXXasA7rIKWqNHd5uo9yJxrRSDfquI73z4DrRWQTdg3iYexM7QTserhUJ89futvGA1+KyDxjTBbwO2yfaDXW6uZTd90B7CDeWqzFxlPu+E3A7S7NNKyFQV3lBQL7ivdglZFU7MD/fZ5z7wE3E7i85FjftS7LMNF9N2nAV9h+nc8J3gRsf3GFy/u/sGsvv8TOYi4XkVVYyy44QeQk5bP1ytFwmvXrxphaWXPlZhZWANcbYzbVRh5iFbHrVpKMMX+o7bwoNYdYz6cPG2OuquWsnDCISAesiVkvZ1FwwlLbdX6sUR15ifV6+XdjzJzjl7PaQ0TmY+ug5bWdF0VRTkx0Zi5CROROrBnI47X0/N5Yr5lzVJGrGiLyMXYG9aWjXasoSsU4k6jvsF7zTnRFrlbr/FijqvISkWYishHrOOuEVOQURVFqAp2ZUxRFURRFURRFiUF0Zk5RFEVRFEVRFCUGUWVOURRFURRFURQlBlFlTlEURVEURVEUJQZRZU5RFEVRThJExDgPi4qiKMoJgCpziqIoinKCICIZIpJR2/lQFEVRagZV5hRFURRFURRFUWIQVeYURVEURVEURVFiEFXmFEVRlBpHRJLd+q1xFZwPMBcUkfoicq+IrBCRvSJy0F3zqYgMD7rXiMh8EWknIhNEZIeIlIrI6CrmcZxLK1lERolIinvuThH5m4g0cNdd6p6X7/L2loi0rCDNc0VkqojkiEiRiGSKyCsi0j7MtVPc8zuLyFgRWSMih0UkW0TGi0hSsDyBTkAnd5/vb0qYtFu5NLJcPtJE5NdVkY+iKIpS+yTUdgYURVEUJQKmAKOAtcCbwCGgAzAYuAL4Kuj6FsC3QCHwEVAGZFfz2fcAVwKfAPOBEcADQAsR+RR4F/gMGA8MAm4GWrl7/IjIVcBUQIAPgUzgXOAu4BoRGWyMSQ/z/OeAy4HpwCxgGHAH0B241F2TATwJ3O/2X/TcvyoovWbAYqDY5aMBcD0wSUTKjDFvVCoNRVEUpc4gxpjazoOiKIpykiEiycA84EljzLgw5zMAjDGd3QzUXmAFcIExpjTo2pbGmDzPvq9hewu4zRhzpJp5HAc8AeQDFxpj1rvjDVxeegH7gGuNMV+7c3HATGA4cLYxZpU73gSrvDUDko0xCz3PeRT4MzDbGDPCc3wKcCuwDRhsjNnqjicAc4EhTh5LPfdkgJVbBe/kk81EYKxPliLSG0gFNhpjeldNUoqiKEptoWaWiqIoSl3HYGezirAzbIEnPYqch2Lg4eoqckH8w6fIuecVAe9h29DPfIqcO1cGvO12z/KkcQ12tvA9ryLneAE7s3aZiHQM8/ynfIqce8YRYLLbHViN9zkIPOhVio0x67CzdWc6xVNRFEWJAVSZUxRFUeo0xph8rInhIGCViPxRRIaJSKNKbsswxuREKQvLwxzb6X5Twpzb4X5P8xw7x/3ODb7YKWcL3O7ZET5/m/ttHubc0djkZBrNNBVFUZRaQJU5RVEUJRa4AbsmLNH9zgXynLORtmGu3xXFZ+8Pc+xIBOfqeY75nJVkVfAM3/FmYc7tq+QZ8RWkVxnh0jvWNBVFUZRaQJU5RVEUpTbwmUtW5IirmXfHGHPIGDPOGNMD6Ih1MrLI/X4Y5v66tiDcp/S1q+B8+6DrFEVRFOWoqDKnKIqi1AZ73e/pwSdEpDvlM1khGGO2GWPewXp43AwMrigUQB1ipftNDj7hHJoMcbsrjvE5pejMmqIoykmDKnOKoihKbfA91kvkNSLSxndQRBKBf3gvFJHWItIvTBqNgSZY88Di45jXaPAJsAcYJSIXBp27H+gCfOV1dFJN8oDWTo6KoijKCY7GmVMURVFqHGNMiYi8BPwBWCkiH2PbpMuwzkV2ei4/1V2zBus+fxvQFLgKa7b4D2NMQU3mv6oYYwpF5DbgA+BrEfkA2IqNMzcCu8ZvbBQeNQc4H/hSRBZgPYCuNsZMj0LaiqIoSh1DlTlFURSltngC6yb/DmAMVqF5FxgHrPNcl+GuTcYGzG6FneXaAPzO3VPnMcZ8KiIXA7/HmogmYd/5NeBpY8zOyu6PkGew6w1/ClyMNbl8A+sNVFEURTnB0KDhiqIoiqIoiqIoMYiumVMURVEURVEURYlBVJlTFEVRFEVRFEWJQXTNnKIoinJSICIjgQERXJphjJlyXDOjKIqiKFFA18wpiqIoJwUiMgW4NYJLvzbGJB/f3CiKoijKsaPKnKIoiqIoiqIoSgyia+YURVEURVEURVFiEFXmFEVRFEVRFEVRYhBV5hRFURRFURRFUWIQVeYURVEURVEURVFiEFXmFEVRFEVRFEVRYpD/B5He81VCXEyhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1058.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize = [14.70, 8.27])\n",
    "sb.stripplot(data = we, x = 'usr_month', y = 'days', jitter = 0.40, color = base_color, order = month_order)\n",
    "plt.xlabel('usr_month', fontsize=20)\n",
    "plt.ylim(0, 400)\n",
    "plt.ylabel('days', fontsize=20)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_df = tweet1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_df['tweet_date'] = pd.to_datetime(clean_df['tweet_date'])\n",
    "clean_df['user_create_date'] = pd.to_datetime(clean_df['user_create_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "June         536\n",
       "May          509\n",
       "April        404\n",
       "January      345\n",
       "February     296\n",
       "August       294\n",
       "July         288\n",
       "March        231\n",
       "October      207\n",
       "September    140\n",
       "November     105\n",
       "December      97\n",
       "Name: usr_month, dtype: int64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_df[clean_df['usr_year']== 2018]['usr_month'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3452, 22)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z = clean_df[clean_df['usr_year']== 2018]\n",
    "z.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3452 usrs were created in 2020 only .. by investigating each month seperately must have something in common"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# June..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3421\n"
     ]
    }
   ],
   "source": [
    "A = clean_df[clean_df['usr_month']== 'June'].sort_values([\"days\"], ascending=True)\n",
    "# A[A['days']<=1]\n",
    "print(A.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "A['cut_days'] = cutting('days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[8, 5])\n",
    "plt.hist(data = A, x = 'cut_days')\n",
    "plt.xlabel('cut_days', fontsize=20)\n",
    "plt.ylabel('count', fontsize=20)\n",
    "plt.xlabel('What is the ubnormality in days diff. for this month between tweets and usrs created?', fontsize=20);\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fltrd_A = A[A['tweet_month']== 'June'].sort_values([\"days\"], ascending=True)\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(11.7, 8.27)\n",
    "snb.countplot(x = fltrd_A['tweet_date'].dt.day, data = A)\n",
    "plt.xlabel('Days During the month')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Rush days of tweets')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "A['usr_year'].astype(int)\n",
    "A['days'] = A['days'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no. of tweet in 0-10 days Age: 31\n",
      "no. of tweet from 2018 users: 536\n"
     ]
    },
    {
     "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>user.id_str</th>\n",
       "      <th>tweet_month</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>full_text</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>tweet_date</th>\n",
       "      <th>usr_month</th>\n",
       "      <th>user_id_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3189</th>\n",
       "      <td>1007678346673696770</td>\n",
       "      <td>June</td>\n",
       "      <td>2018</td>\n",
       "      <td>@hardball Do you plan on reporting Hillary’s p...</td>\n",
       "      <td>0</td>\n",
       "      <td>07:32:12.000000000</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3194</th>\n",
       "      <td>1007984111573721090</td>\n",
       "      <td>June</td>\n",
       "      <td>2018</td>\n",
       "      <td>amber heard that’s it that’s the tweet</td>\n",
       "      <td>0</td>\n",
       "      <td>05:52:36.000000000</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3093</th>\n",
       "      <td>1006215411376054273</td>\n",
       "      <td>June</td>\n",
       "      <td>2018</td>\n",
       "      <td>CHERCHE RECHERCHE RPG\\n\\n| J'aimerais une Ambe...</td>\n",
       "      <td>0</td>\n",
       "      <td>16:47:06.000000000</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3188</th>\n",
       "      <td>1007678346673696770</td>\n",
       "      <td>June</td>\n",
       "      <td>2018</td>\n",
       "      <td>@CNN @CNNOpinion CNN not only does fake news b...</td>\n",
       "      <td>0</td>\n",
       "      <td>07:00:34.000000000</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2957</th>\n",
       "      <td>1003495526170386432</td>\n",
       "      <td>June</td>\n",
       "      <td>2018</td>\n",
       "      <td>personal style heroes of mine would be @amtend...</td>\n",
       "      <td>0</td>\n",
       "      <td>00:29:25.000000000</td>\n",
       "      <td>2018-06-04</td>\n",
       "      <td>June</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2930</th>\n",
       "      <td>1003051234897612811</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>Amber Heard\\nBeautiful 😍🔥\\n#aquamanmovie2018🌊💪...</td>\n",
       "      <td>208</td>\n",
       "      <td>04:04:32.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2932</th>\n",
       "      <td>1003051234897612811</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>Amber Heard\\nBeautiful 😍🔥\\nMera Christmas ever...</td>\n",
       "      <td>208</td>\n",
       "      <td>07:51:31.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2939</th>\n",
       "      <td>1003051234897612811</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>Amber Heard\\naquamanmovie \\n#aquamanmovie2018🌊...</td>\n",
       "      <td>209</td>\n",
       "      <td>23:58:43.000000000</td>\n",
       "      <td>2018-12-29</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>1002982992430686208</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>Aquaman'deki Mera karakteriyle Amber Heard'ı @...</td>\n",
       "      <td>210</td>\n",
       "      <td>04:41:36.000000000</td>\n",
       "      <td>2018-12-29</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>1003051234897612811</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>Amber Heard\\nBeautiful 😍🔥\\n#aquaman \\n\"Little ...</td>\n",
       "      <td>210</td>\n",
       "      <td>01:15:48.000000000</td>\n",
       "      <td>2018-12-30</td>\n",
       "      <td>June</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>536 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              user.id_str tweet_month  usr_year  \\\n",
       "3189  1007678346673696770        June      2018   \n",
       "3194  1007984111573721090        June      2018   \n",
       "3093  1006215411376054273        June      2018   \n",
       "3188  1007678346673696770        June      2018   \n",
       "2957  1003495526170386432        June      2018   \n",
       "...                   ...         ...       ...   \n",
       "2930  1003051234897612811    December      2018   \n",
       "2932  1003051234897612811    December      2018   \n",
       "2939  1003051234897612811    December      2018   \n",
       "2910  1002982992430686208    December      2018   \n",
       "2927  1003051234897612811    December      2018   \n",
       "\n",
       "                                              full_text  days  \\\n",
       "3189  @hardball Do you plan on reporting Hillary’s p...     0   \n",
       "3194             amber heard that’s it that’s the tweet     0   \n",
       "3093  CHERCHE RECHERCHE RPG\\n\\n| J'aimerais une Ambe...     0   \n",
       "3188  @CNN @CNNOpinion CNN not only does fake news b...     0   \n",
       "2957  personal style heroes of mine would be @amtend...     0   \n",
       "...                                                 ...   ...   \n",
       "2930  Amber Heard\\nBeautiful 😍🔥\\n#aquamanmovie2018🌊💪...   208   \n",
       "2932  Amber Heard\\nBeautiful 😍🔥\\nMera Christmas ever...   208   \n",
       "2939  Amber Heard\\naquamanmovie \\n#aquamanmovie2018🌊...   209   \n",
       "2910  Aquaman'deki Mera karakteriyle Amber Heard'ı @...   210   \n",
       "2927  Amber Heard\\nBeautiful 😍🔥\\n#aquaman \\n\"Little ...   210   \n",
       "\n",
       "                   hours tweet_date usr_month  user_id_count  \n",
       "3189  07:32:12.000000000 2018-06-16      June              1  \n",
       "3194  05:52:36.000000000 2018-06-16      June              1  \n",
       "3093  16:47:06.000000000 2018-06-12      June              1  \n",
       "3188  07:00:34.000000000 2018-06-16      June              1  \n",
       "2957  00:29:25.000000000 2018-06-04      June              1  \n",
       "...                  ...        ...       ...            ...  \n",
       "2930  04:04:32.000000000 2018-12-28      June              1  \n",
       "2932  07:51:31.000000000 2018-12-28      June              1  \n",
       "2939  23:58:43.000000000 2018-12-29      June              1  \n",
       "2910  04:41:36.000000000 2018-12-29      June              1  \n",
       "2927  01:15:48.000000000 2018-12-30      June              1  \n",
       "\n",
       "[536 rows x 9 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tt = A.groupby(['user.id_str','tweet_month','usr_year', 'full_text','days', 'hours', 'tweet_date', 'usr_month']).size().reset_index(name='user_id_count')\n",
    "tt = tt[tt[\"usr_year\"] == 2018]\n",
    "tt = tt.sort_values([\"days\"], ascending=True)\n",
    "print('no. of tweet in 0-10 days Age:', (tt[tt[\"days\"] <=10].shape[0]))\n",
    "print('no. of tweet from 2018 users:', (tt.shape[0]))\n",
    "tt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "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>id_str</th>\n",
       "      <th>full_text</th>\n",
       "      <th>user.id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>user.name</th>\n",
       "      <th>user.description</th>\n",
       "      <th>user.profile_image_url</th>\n",
       "      <th>user.profile_banner_url</th>\n",
       "      <th>user.url</th>\n",
       "      <th>user.statuses_count</th>\n",
       "      <th>...</th>\n",
       "      <th>hours</th>\n",
       "      <th>tweet_date</th>\n",
       "      <th>tweet_time</th>\n",
       "      <th>user_create_date</th>\n",
       "      <th>user_create_time</th>\n",
       "      <th>tweet_year</th>\n",
       "      <th>tweet_month</th>\n",
       "      <th>usr_year</th>\n",
       "      <th>usr_month</th>\n",
       "      <th>cut_days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1075814459975835648</td>\n",
       "      <td>AMBER HEARD DAILY ● Votre source française déd...</td>\n",
       "      <td>1075784710389985281</td>\n",
       "      <td>ahearddaily</td>\n",
       "      <td>Amber Heard Daily</td>\n",
       "      <td>Your most completed fan account dedicated to t...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1363931518...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10757847...</td>\n",
       "      <td>https://t.co/hT9fpXu3KB</td>\n",
       "      <td>893</td>\n",
       "      <td>...</td>\n",
       "      <td>01:58:13.000000000</td>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>18:05:29</td>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>16:07:16</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1049446873562587137</td>\n",
       "      <td>I don't know the whole situation with Johnny D...</td>\n",
       "      <td>1049442144577052672</td>\n",
       "      <td>RougeWild</td>\n",
       "      <td>The Wild Hunt</td>\n",
       "      <td>Gamer/Animal-lover/Digital Artist (sometimes)/...</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1049444164...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10494421...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>00:18:48.000000000</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:50:07</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>23:31:19</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1023383244060803072</td>\n",
       "      <td>AQUAMAN 2018 : Jason , Amber Heard Superhero M...</td>\n",
       "      <td>1023045188464177152</td>\n",
       "      <td>OhsemV</td>\n",
       "      <td>Ohsem_Viral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://abs.twimg.com/sticky/default_profile_im...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>22:23:19.000000000</td>\n",
       "      <td>2018-07-29</td>\n",
       "      <td>01:42:33</td>\n",
       "      <td>2018-07-28</td>\n",
       "      <td>03:19:14</td>\n",
       "      <td>2018</td>\n",
       "      <td>July</td>\n",
       "      <td>2018</td>\n",
       "      <td>July</td>\n",
       "      <td>very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1078581466185949184</td>\n",
       "      <td>this is like only my second tweet but let it b...</td>\n",
       "      <td>1078236203642585089</td>\n",
       "      <td>shusreen</td>\n",
       "      <td>shireen</td>\n",
       "      <td>teh but make it tarik | https://t.co/hvaCku8NBl</td>\n",
       "      <td>http://pbs.twimg.com/profile_images/1363801856...</td>\n",
       "      <td>https://pbs.twimg.com/profile_banners/10782362...</td>\n",
       "      <td>https://t.co/KzW64aIUjA</td>\n",
       "      <td>5913</td>\n",
       "      <td>...</td>\n",
       "      <td>22:51:57.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>09:20:35</td>\n",
       "      <td>2018-12-27</td>\n",
       "      <td>10:28:38</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1078697761267204097</td>\n",
       "      <td>@AlbertsStuff we love a salty sister amber hea...</td>\n",
       "      <td>1078695623522693120</td>\n",
       "      <td>Ruby87131098</td>\n",
       "      <td>Ruby</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://abs.twimg.com/sticky/default_profile_im...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>00:08:30.000000000</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>17:02:42</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>16:54:12</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>2018</td>\n",
       "      <td>December</td>\n",
       "      <td>very low</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                id_str                                          full_text  \\\n",
       "0  1075814459975835648  AMBER HEARD DAILY ● Votre source française déd...   \n",
       "1  1049446873562587137  I don't know the whole situation with Johnny D...   \n",
       "2  1023383244060803072  AQUAMAN 2018 : Jason , Amber Heard Superhero M...   \n",
       "3  1078581466185949184  this is like only my second tweet but let it b...   \n",
       "4  1078697761267204097  @AlbertsStuff we love a salty sister amber hea...   \n",
       "\n",
       "           user.id_str user.screen_name          user.name  \\\n",
       "0  1075784710389985281      ahearddaily  Amber Heard Daily   \n",
       "1  1049442144577052672        RougeWild      The Wild Hunt   \n",
       "2  1023045188464177152           OhsemV        Ohsem_Viral   \n",
       "3  1078236203642585089         shusreen            shireen   \n",
       "4  1078695623522693120     Ruby87131098               Ruby   \n",
       "\n",
       "                                    user.description  \\\n",
       "0  Your most completed fan account dedicated to t...   \n",
       "1  Gamer/Animal-lover/Digital Artist (sometimes)/...   \n",
       "2                                                NaN   \n",
       "3    teh but make it tarik | https://t.co/hvaCku8NBl   \n",
       "4                                                NaN   \n",
       "\n",
       "                              user.profile_image_url  \\\n",
       "0  http://pbs.twimg.com/profile_images/1363931518...   \n",
       "1  http://pbs.twimg.com/profile_images/1049444164...   \n",
       "2  http://abs.twimg.com/sticky/default_profile_im...   \n",
       "3  http://pbs.twimg.com/profile_images/1363801856...   \n",
       "4  http://abs.twimg.com/sticky/default_profile_im...   \n",
       "\n",
       "                             user.profile_banner_url                 user.url  \\\n",
       "0  https://pbs.twimg.com/profile_banners/10757847...  https://t.co/hT9fpXu3KB   \n",
       "1  https://pbs.twimg.com/profile_banners/10494421...                      NaN   \n",
       "2                                                NaN                      NaN   \n",
       "3  https://pbs.twimg.com/profile_banners/10782362...  https://t.co/KzW64aIUjA   \n",
       "4                                                NaN                      NaN   \n",
       "\n",
       "   user.statuses_count  ...               hours  tweet_date  tweet_time  \\\n",
       "0                  893  ...  01:58:13.000000000  2018-12-20    18:05:29   \n",
       "1                   18  ...  00:18:48.000000000  2018-10-08    23:50:07   \n",
       "2                    6  ...  22:23:19.000000000  2018-07-29    01:42:33   \n",
       "3                 5913  ...  22:51:57.000000000  2018-12-28    09:20:35   \n",
       "4                    4  ...  00:08:30.000000000  2018-12-28    17:02:42   \n",
       "\n",
       "  user_create_date user_create_time tweet_year tweet_month usr_year  \\\n",
       "0       2018-12-20         16:07:16       2018    December     2018   \n",
       "1       2018-10-08         23:31:19       2018     October     2018   \n",
       "2       2018-07-28         03:19:14       2018        July     2018   \n",
       "3       2018-12-27         10:28:38       2018    December     2018   \n",
       "4       2018-12-28         16:54:12       2018    December     2018   \n",
       "\n",
       "   usr_month  cut_days  \n",
       "0   December  very low  \n",
       "1    October  very low  \n",
       "2       July  very low  \n",
       "3   December  very low  \n",
       "4   December  very low  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = tweet_df\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tweet_date'] = pd.to_datetime(df['tweet_date'])\n",
    "df['tweet_time'] = pd.to_datetime(df['tweet_time'])\n",
    "df['user_create_date'] = pd.to_datetime(df['user_create_date'])\n",
    "df['user_create_time'] = pd.to_datetime(df['user_create_time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Investigation on users Created Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "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": [
    "df['user_create_date'].value_counts().plot()\n",
    "plt.xlabel('Years of accounts creation')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Creation time series (Users Tweeted in 2018)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "users_cre_18 = df[df['user_create_date'].dt.year == 2018]\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(11.7, 8.27)\n",
    "snb.countplot(x = users_cre_18['user_create_date'].dt.month, data = df)\n",
    "plt.xlabel('User Created Month')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Months when accounts created in 2018')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(11.7, 8.27)\n",
    "snb.countplot(x = users_cre_18['user_create_date'].dt.day, data = df)\n",
    "plt.xlabel('User Created Day')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Days when accounts created in 2018')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}