{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ok import LP_MusicCaps_MC\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pandas as pd\n",
    "import json\n",
    "import numpy as np\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Checking the audio data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 Sampling rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LP_MusicCaps_MC: load metadata file /home/amen/tsi/audiosig/audible_share/music/data/LP_MusicCaps_MC/metadata.csv\n"
     ]
    }
   ],
   "source": [
    "dataset = LP_MusicCaps_MC()\n",
    "pdf_metadata = dataset._pdf_metadata\n",
    "\n",
    "train_df = pdf_metadata.loc[pdf_metadata['set'] == 'train']\n",
    "test_df = pdf_metadata.loc[pdf_metadata['set'] == 'eval']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file_path</th>\n",
       "      <th>track_id</th>\n",
       "      <th>fname</th>\n",
       "      <th>tags</th>\n",
       "      <th>caption_ground_truth</th>\n",
       "      <th>caption_writing</th>\n",
       "      <th>caption_summary</th>\n",
       "      <th>caption_paraphrase</th>\n",
       "      <th>caption_attribute_prediction</th>\n",
       "      <th>pseudo_attribute</th>\n",
       "      <th>...</th>\n",
       "      <th>author_id</th>\n",
       "      <th>start_s</th>\n",
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       "      <th>audioset_positive_labels</th>\n",
       "      <th>is_balanced_subset</th>\n",
       "      <th>set</th>\n",
       "      <th>n_channels</th>\n",
       "      <th>sampling_rate</th>\n",
       "      <th>duration</th>\n",
       "      <th>cutoff_freq</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>LzSWdj4izHM</td>\n",
       "      <td>[LzSWdj4izHM]-[20-30]</td>\n",
       "      <td>['folkmusic', 'accordion', 'acoustic drums', '...</td>\n",
       "      <td>$$$An acoustic drum is playing a faster groove...</td>\n",
       "      <td>$$$This folkmusic jam features a dynamic blend...</td>\n",
       "      <td>$$$An upbeat folk song with accordion, acousti...</td>\n",
       "      <td>$$$This is a lively folk tune that showcases t...</td>\n",
       "      <td>$$$This folkmusic song is accompanied by an ac...</td>\n",
       "      <td>['acoustic guitar', 'banjo', 'violin']</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>30</td>\n",
       "      <td>/m/04rlf,/t/dd00032</td>\n",
       "      <td>True</td>\n",
       "      <td>eval</td>\n",
       "      <td>2</td>\n",
       "      <td>44100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>_Ra1Y6K7nSs</td>\n",
       "      <td>[_Ra1Y6K7nSs]-[0-10]</td>\n",
       "      <td>['chalk writing on blackboard', 'bass', 'male ...</td>\n",
       "      <td>$$$This reggae song features male voices singi...</td>\n",
       "      <td>$$$Experience the upbeat and joyous vibes of a...</td>\n",
       "      <td>$$$Chalkboard Celebration is a reggae song wit...</td>\n",
       "      <td>$$$Picture yourself dancing to the upbeat regg...</td>\n",
       "      <td>$$$This reggae celebration song has a happy mo...</td>\n",
       "      <td>['guitar', 'brass', 'harmonica']</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>/m/04rlf,/m/06cqb</td>\n",
       "      <td>False</td>\n",
       "      <td>train</td>\n",
       "      <td>2</td>\n",
       "      <td>44100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>i_d4JFg-zT0</td>\n",
       "      <td>[i_d4JFg-zT0]-[30-40]</td>\n",
       "      <td>['finnish pop', 'male vocal', 'melodic singing...</td>\n",
       "      <td>$$$This is a Finnish pop piece. There is a mal...</td>\n",
       "      <td>$$$This Finnish pop hit features melodic singi...</td>\n",
       "      <td>$$$This Finnish pop song features melodic sing...</td>\n",
       "      <td>$$$Experience the effortless charm of Finnish ...</td>\n",
       "      <td>$$$This Finnish pop song features melodic sing...</td>\n",
       "      <td>['synthesizer', 'backing vocals', 'funky bassl...</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>/m/0164x2,/m/03r5q_,/m/04rlf,/m/05w3f</td>\n",
       "      <td>True</td>\n",
       "      <td>eval</td>\n",
       "      <td>2</td>\n",
       "      <td>44100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>AAP5pAB-4jM</td>\n",
       "      <td>[AAP5pAB-4jM]-[0-10]</td>\n",
       "      <td>['atmospherical/meditative', 'glass breaking s...</td>\n",
       "      <td>$$$This song contains several synth pad sounds...</td>\n",
       "      <td>$$$An atmospherical and meditative slow tempo ...</td>\n",
       "      <td>$$$This song creates a meditative atmosphere w...</td>\n",
       "      <td>$$$Immerse yourself in a contemplative atmosph...</td>\n",
       "      <td>$$$This moody and introspective track features...</td>\n",
       "      <td>['ethereal vocals', 'field recordings', 'ambie...</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>/m/039jq,/m/04rlf,/m/07pc8lb</td>\n",
       "      <td>False</td>\n",
       "      <td>eval</td>\n",
       "      <td>2</td>\n",
       "      <td>48000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>gsBXngKgy-Q</td>\n",
       "      <td>[gsBXngKgy-Q]-[30-40]</td>\n",
       "      <td>['salsa', 'latin', 'group male vocals', 'timba...</td>\n",
       "      <td>$$$Salsa music featuring heavy percussion incl...</td>\n",
       "      <td>$$$The dynamic and high-energy salsa track fea...</td>\n",
       "      <td>$$$A lively salsa song with complex chords, fu...</td>\n",
       "      <td>$$$This upbeat salsa anthem boasts Latin flair...</td>\n",
       "      <td>$$$This upbeat salsa song features a full lati...</td>\n",
       "      <td>['conga', 'clave', 'piano solos']</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>/m/015lz1,/m/015y_n,/m/04rlf,/m/06rqw,/m/074ft...</td>\n",
       "      <td>True</td>\n",
       "      <td>eval</td>\n",
       "      <td>2</td>\n",
       "      <td>44100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6352</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>5513</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>QUB_vpjogmo</td>\n",
       "      <td>[QUB_vpjogmo]-[170-180]</td>\n",
       "      <td>['low quality', 'noisy', 'crackling', 'vinyl',...</td>\n",
       "      <td>$$$The low quality recording features a dark m...</td>\n",
       "      <td>$$$This low quality, noisy track boasts a crac...</td>\n",
       "      <td>$$$A dark and suspenseful song with low qualit...</td>\n",
       "      <td>$$$This haunting track veiled in low quality v...</td>\n",
       "      <td>$$$This hauntingly cinematic track has a low q...</td>\n",
       "      <td>['echoey reverb', 'gritty distortion', 'analog...</td>\n",
       "      <td>...</td>\n",
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       "      <td>170</td>\n",
       "      <td>180</td>\n",
       "      <td>/m/04rlf,/m/0b9m1</td>\n",
       "      <td>False</td>\n",
       "      <td>eval</td>\n",
       "      <td>2</td>\n",
       "      <td>48000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3515</td>\n",
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       "    <tr>\n",
       "      <th>5514</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>BVt8RgNrwbQ</td>\n",
       "      <td>[BVt8RgNrwbQ]-[30-40]</td>\n",
       "      <td>['low quality', 'ambient', 'wide echoing femal...</td>\n",
       "      <td>$$$The low quality recording features an ambie...</td>\n",
       "      <td>$$$This low quality ambient track features a w...</td>\n",
       "      <td>$$$Ambient low-quality song with wide echoing ...</td>\n",
       "      <td>$$$This song presents a dreamy soundscape with...</td>\n",
       "      <td>$$$This track features calming, ambient sounds...</td>\n",
       "      <td>['ethereal synth', 'distant strings', 'vibrant...</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>/m/0l14t7</td>\n",
       "      <td>False</td>\n",
       "      <td>train</td>\n",
       "      <td>2</td>\n",
       "      <td>48000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6960</td>\n",
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       "    <tr>\n",
       "      <th>5515</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>0L2ndtt60Q8</td>\n",
       "      <td>[0L2ndtt60Q8]-[30-40]</td>\n",
       "      <td>['sound effects', 'chipmunk vocal', 'hamster',...</td>\n",
       "      <td>$$$This is a parody of an electronic music son...</td>\n",
       "      <td>$$$This hilarious parody track features chipmu...</td>\n",
       "      <td>$$$This song is a funny parody with high-pitch...</td>\n",
       "      <td>$$$Prepare to laugh as this hilarious parody t...</td>\n",
       "      <td>$$$This electronic music parody combines chipm...</td>\n",
       "      <td>['silly lyrics', 'catchy melody']</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>/m/04rlf,/t/dd00006</td>\n",
       "      <td>False</td>\n",
       "      <td>eval</td>\n",
       "      <td>2</td>\n",
       "      <td>44100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5516</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>bBy0NCoCEHc</td>\n",
       "      <td>[bBy0NCoCEHc]-[540-550]</td>\n",
       "      <td>['low quality', 'noisy', 'live performance', '...</td>\n",
       "      <td>$$$The low quality recording features a live p...</td>\n",
       "      <td>$$$This low-quality, noisy live performance ca...</td>\n",
       "      <td>$$$A traditional live performance with low qua...</td>\n",
       "      <td>$$$Experience the raw, unpolished energy of a ...</td>\n",
       "      <td>$$$This traditional-style live performance fea...</td>\n",
       "      <td>['audience participation', 'acoustic guitar', ...</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>540</td>\n",
       "      <td>550</td>\n",
       "      <td>/m/02w4v,/m/04rlf,/m/05r5wn,/m/09x0r</td>\n",
       "      <td>False</td>\n",
       "      <td>train</td>\n",
       "      <td>2</td>\n",
       "      <td>48000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5517</th>\n",
       "      <td>/home/amen/tsi/audiosig/audible_share/music/da...</td>\n",
       "      <td>VCIN1OJkNbg</td>\n",
       "      <td>[VCIN1OJkNbg]-[30-40]</td>\n",
       "      <td>['amateur recording', 'organ playing', 'medium...</td>\n",
       "      <td>$$$Someone is playing a melody along with chor...</td>\n",
       "      <td>$$$This amateur recording showcases the vibran...</td>\n",
       "      <td>$$$An amateur recording featuring medium/uptem...</td>\n",
       "      <td>$$$This catchy tune showcases the lively organ...</td>\n",
       "      <td>$$$This medium/uptempo song features a soulful...</td>\n",
       "      <td>['soulful vocals', 'groovy bassline', 'electri...</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>/m/013y1f,/m/03gvt,/m/03q5t,/m/05148p4</td>\n",
       "      <td>False</td>\n",
       "      <td>train</td>\n",
       "      <td>2</td>\n",
       "      <td>44100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1894</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5518 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              file_path     track_id  \\\n",
       "0     /home/amen/tsi/audiosig/audible_share/music/da...  LzSWdj4izHM   \n",
       "1     /home/amen/tsi/audiosig/audible_share/music/da...  _Ra1Y6K7nSs   \n",
       "2     /home/amen/tsi/audiosig/audible_share/music/da...  i_d4JFg-zT0   \n",
       "3     /home/amen/tsi/audiosig/audible_share/music/da...  AAP5pAB-4jM   \n",
       "4     /home/amen/tsi/audiosig/audible_share/music/da...  gsBXngKgy-Q   \n",
       "...                                                 ...          ...   \n",
       "5513  /home/amen/tsi/audiosig/audible_share/music/da...  QUB_vpjogmo   \n",
       "5514  /home/amen/tsi/audiosig/audible_share/music/da...  BVt8RgNrwbQ   \n",
       "5515  /home/amen/tsi/audiosig/audible_share/music/da...  0L2ndtt60Q8   \n",
       "5516  /home/amen/tsi/audiosig/audible_share/music/da...  bBy0NCoCEHc   \n",
       "5517  /home/amen/tsi/audiosig/audible_share/music/da...  VCIN1OJkNbg   \n",
       "\n",
       "                        fname  \\\n",
       "0       [LzSWdj4izHM]-[20-30]   \n",
       "1        [_Ra1Y6K7nSs]-[0-10]   \n",
       "2       [i_d4JFg-zT0]-[30-40]   \n",
       "3        [AAP5pAB-4jM]-[0-10]   \n",
       "4       [gsBXngKgy-Q]-[30-40]   \n",
       "...                       ...   \n",
       "5513  [QUB_vpjogmo]-[170-180]   \n",
       "5514    [BVt8RgNrwbQ]-[30-40]   \n",
       "5515    [0L2ndtt60Q8]-[30-40]   \n",
       "5516  [bBy0NCoCEHc]-[540-550]   \n",
       "5517    [VCIN1OJkNbg]-[30-40]   \n",
       "\n",
       "                                                   tags  \\\n",
       "0     ['folkmusic', 'accordion', 'acoustic drums', '...   \n",
       "1     ['chalk writing on blackboard', 'bass', 'male ...   \n",
       "2     ['finnish pop', 'male vocal', 'melodic singing...   \n",
       "3     ['atmospherical/meditative', 'glass breaking s...   \n",
       "4     ['salsa', 'latin', 'group male vocals', 'timba...   \n",
       "...                                                 ...   \n",
       "5513  ['low quality', 'noisy', 'crackling', 'vinyl',...   \n",
       "5514  ['low quality', 'ambient', 'wide echoing femal...   \n",
       "5515  ['sound effects', 'chipmunk vocal', 'hamster',...   \n",
       "5516  ['low quality', 'noisy', 'live performance', '...   \n",
       "5517  ['amateur recording', 'organ playing', 'medium...   \n",
       "\n",
       "                                   caption_ground_truth  \\\n",
       "0     $$$An acoustic drum is playing a faster groove...   \n",
       "1     $$$This reggae song features male voices singi...   \n",
       "2     $$$This is a Finnish pop piece. There is a mal...   \n",
       "3     $$$This song contains several synth pad sounds...   \n",
       "4     $$$Salsa music featuring heavy percussion incl...   \n",
       "...                                                 ...   \n",
       "5513  $$$The low quality recording features a dark m...   \n",
       "5514  $$$The low quality recording features an ambie...   \n",
       "5515  $$$This is a parody of an electronic music son...   \n",
       "5516  $$$The low quality recording features a live p...   \n",
       "5517  $$$Someone is playing a melody along with chor...   \n",
       "\n",
       "                                        caption_writing  \\\n",
       "0     $$$This folkmusic jam features a dynamic blend...   \n",
       "1     $$$Experience the upbeat and joyous vibes of a...   \n",
       "2     $$$This Finnish pop hit features melodic singi...   \n",
       "3     $$$An atmospherical and meditative slow tempo ...   \n",
       "4     $$$The dynamic and high-energy salsa track fea...   \n",
       "...                                                 ...   \n",
       "5513  $$$This low quality, noisy track boasts a crac...   \n",
       "5514  $$$This low quality ambient track features a w...   \n",
       "5515  $$$This hilarious parody track features chipmu...   \n",
       "5516  $$$This low-quality, noisy live performance ca...   \n",
       "5517  $$$This amateur recording showcases the vibran...   \n",
       "\n",
       "                                        caption_summary  \\\n",
       "0     $$$An upbeat folk song with accordion, acousti...   \n",
       "1     $$$Chalkboard Celebration is a reggae song wit...   \n",
       "2     $$$This Finnish pop song features melodic sing...   \n",
       "3     $$$This song creates a meditative atmosphere w...   \n",
       "4     $$$A lively salsa song with complex chords, fu...   \n",
       "...                                                 ...   \n",
       "5513  $$$A dark and suspenseful song with low qualit...   \n",
       "5514  $$$Ambient low-quality song with wide echoing ...   \n",
       "5515  $$$This song is a funny parody with high-pitch...   \n",
       "5516  $$$A traditional live performance with low qua...   \n",
       "5517  $$$An amateur recording featuring medium/uptem...   \n",
       "\n",
       "                                     caption_paraphrase  \\\n",
       "0     $$$This is a lively folk tune that showcases t...   \n",
       "1     $$$Picture yourself dancing to the upbeat regg...   \n",
       "2     $$$Experience the effortless charm of Finnish ...   \n",
       "3     $$$Immerse yourself in a contemplative atmosph...   \n",
       "4     $$$This upbeat salsa anthem boasts Latin flair...   \n",
       "...                                                 ...   \n",
       "5513  $$$This haunting track veiled in low quality v...   \n",
       "5514  $$$This song presents a dreamy soundscape with...   \n",
       "5515  $$$Prepare to laugh as this hilarious parody t...   \n",
       "5516  $$$Experience the raw, unpolished energy of a ...   \n",
       "5517  $$$This catchy tune showcases the lively organ...   \n",
       "\n",
       "                           caption_attribute_prediction  \\\n",
       "0     $$$This folkmusic song is accompanied by an ac...   \n",
       "1     $$$This reggae celebration song has a happy mo...   \n",
       "2     $$$This Finnish pop song features melodic sing...   \n",
       "3     $$$This moody and introspective track features...   \n",
       "4     $$$This upbeat salsa song features a full lati...   \n",
       "...                                                 ...   \n",
       "5513  $$$This hauntingly cinematic track has a low q...   \n",
       "5514  $$$This track features calming, ambient sounds...   \n",
       "5515  $$$This electronic music parody combines chipm...   \n",
       "5516  $$$This traditional-style live performance fea...   \n",
       "5517  $$$This medium/uptempo song features a soulful...   \n",
       "\n",
       "                                       pseudo_attribute  ...  author_id  \\\n",
       "0                ['acoustic guitar', 'banjo', 'violin']  ...          6   \n",
       "1                      ['guitar', 'brass', 'harmonica']  ...          0   \n",
       "2     ['synthesizer', 'backing vocals', 'funky bassl...  ...          9   \n",
       "3     ['ethereal vocals', 'field recordings', 'ambie...  ...          6   \n",
       "4                     ['conga', 'clave', 'piano solos']  ...          8   \n",
       "...                                                 ...  ...        ...   \n",
       "5513  ['echoey reverb', 'gritty distortion', 'analog...  ...          4   \n",
       "5514  ['ethereal synth', 'distant strings', 'vibrant...  ...          4   \n",
       "5515                  ['silly lyrics', 'catchy melody']  ...          9   \n",
       "5516  ['audience participation', 'acoustic guitar', ...  ...          4   \n",
       "5517  ['soulful vocals', 'groovy bassline', 'electri...  ...          6   \n",
       "\n",
       "      start_s  end_s                           audioset_positive_labels  \\\n",
       "0          20     30                                /m/04rlf,/t/dd00032   \n",
       "1           0     10                                  /m/04rlf,/m/06cqb   \n",
       "2          30     40              /m/0164x2,/m/03r5q_,/m/04rlf,/m/05w3f   \n",
       "3           0     10                       /m/039jq,/m/04rlf,/m/07pc8lb   \n",
       "4          30     40  /m/015lz1,/m/015y_n,/m/04rlf,/m/06rqw,/m/074ft...   \n",
       "...       ...    ...                                                ...   \n",
       "5513      170    180                                  /m/04rlf,/m/0b9m1   \n",
       "5514       30     40                                          /m/0l14t7   \n",
       "5515       30     40                                /m/04rlf,/t/dd00006   \n",
       "5516      540    550               /m/02w4v,/m/04rlf,/m/05r5wn,/m/09x0r   \n",
       "5517       30     40             /m/013y1f,/m/03gvt,/m/03q5t,/m/05148p4   \n",
       "\n",
       "     is_balanced_subset    set n_channels  sampling_rate  duration  \\\n",
       "0                  True   eval          2          44100      10.0   \n",
       "1                 False  train          2          44100      10.0   \n",
       "2                  True   eval          2          44100      10.0   \n",
       "3                 False   eval          2          48000      10.0   \n",
       "4                  True   eval          2          44100      10.0   \n",
       "...                 ...    ...        ...            ...       ...   \n",
       "5513              False   eval          2          48000      10.0   \n",
       "5514              False  train          2          48000      10.0   \n",
       "5515              False   eval          2          44100      10.0   \n",
       "5516              False  train          2          48000      10.0   \n",
       "5517              False  train          2          44100      10.0   \n",
       "\n",
       "      cutoff_freq  \n",
       "0            9302  \n",
       "1           11498  \n",
       "2           12683  \n",
       "3           12468  \n",
       "4            6352  \n",
       "...           ...  \n",
       "5513         3515  \n",
       "5514         6960  \n",
       "5515        11154  \n",
       "5516        11273  \n",
       "5517         1894  \n",
       "\n",
       "[5518 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_metadata"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1.1 Train set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SpD/++EOS9M033yglJUUrV660+ysx81RNXsvIyNDx48fNo0KSdPjwYUnK9s6hvBAUFJTtHTN/97OY9u3bp8OHD2vx4sV65plnzPGoqKgstTf7JV6pUiWtXbtWjzzySI6Cw0MPPaSHHnpIb7zxhj799FOFhYVp6dKleu6557KtDwoKkvTXX+rXH5k7d+5cjn8p165dW7Vr19Yrr7yirVu36pFHHtH8+fP1+uuv33Lb7kTmEYXrHT58WG5ubmY4LFmyZJY7vyRlOYqTm94yX6dDhw7ZvU6pqak6ceKEQkJCcrSc23F0dFSlSpV04sSJPFmeVPD78I3uu+8+vfDCC3rhhRcUHx+v+vXr64033lD79u3Ni9g9PT1v+xre7v8q8zWrXr163jSOPMcpMxRJP/zwQ7Z/3X377beS/v/UQOZfhtfXJiYmauHChfnW2/UfvGcYht59910VL15crVu3zpf1hYaGKiYmRrGxseZYQkLC3/7ahOxeO8Mw9M4772SpzfzMoht/kffs2VPXrl3Ta6+9lmWe9PR0s/7ChQtZ/j8z/+K+1WmzkJAQFS9eXLNnz7abf+bMmTedJ1NSUpLS09PtxmrXri0HBwe7dbq7u2cbUO5ETEyM3S3bp06d0tdff622bduar3elSpWUmJiovXv3mnV//PFHlg83zE1vISEhcnJy0qxZs+xepw8//FCJiYnq2LHj39gqe8HBwdq5c2eeLa8w9mHpryNyN57u8vX1VUBAgPn+aNCggSpVqqRp06YpOTk5yzKuPw16s30k065du2Sz2eyuYUTRwhEiFEmDBw/WlStX1LVrV1WrVk2pqanaunWrPv/8c1WoUEF9+/aVJLVt21ZOTk7q1KmTBg4cqOTkZP373/+Wr6+veRQpL7m4uGj16tXq3bu3mjRpou+++07//e9/9fLLL9vdYpuXRo0apU8++URt2rTR4MGDzdvuy5cvr4SEhDs+wlGtWjVVqlRJL730kk6fPi1PT0/95z//yfbIS+aFwkOGDFFoaKiKFSumXr16qUWLFho4cKAmT56s2NhYtW3bVsWLF9eRI0e0bNkyvfPOO+rRo4cWL16suXPnqmvXrqpUqZIuXbqkf//73/L09FSHDh1u2mOZMmX00ksvafLkyXrsscfUoUMH7dmzR999991tTz2sX79eERER+sc//qEHHnhA6enp+vjjj1WsWDF1797dbtvWrl2r6dOnKyAgQBUrVjQvqs+tWrVqKTQ01O62e0l69dVXzZpevXpp9OjR6tq1q4YMGaIrV65o3rx5euCBB7J8/k1OeytTpozGjh2rV199Ve3atdPjjz+uQ4cOae7cuWrUqNEtPyAxtzp37qyPP/5Yhw8ftjtSeqcKeh/OdOnSJZUrV049evRQ3bp15eHhobVr12rHjh16++23Jf11zeAHH3yg9u3bq2bNmurbt6/Kli2r06dP64cffpCnp6e++eYbSf+/j/zrX/9Sr169VLx4cXXq1MkMSlFRUXrkkUdUqlSpfNsm/E0Ffl8bkAPfffed8eyzzxrVqlUzPDw8DCcnJ6Ny5crG4MGDjbNnz9rVrly50qhTp47h4uJiVKhQwZgyZYqxYMGCbG9z79ixY5Z1Scpy6+2JEycMScbUqVPNsd69exvu7u7GsWPHjLZt2xpubm6Gn5+fMWHCBLtbnTOXmZPb7rPr58Zbiw3jr1vImzVrZjg7OxvlypUzJk+ebMyaNcuQZMTFxd3sZbTrOzsHDhwwQkJCDA8PD6N06dJG//79jZ9++smQZCxcuNCsS09PNwYPHmyUKVPGsNlsWW4Pf//9940GDRoYrq6uRokSJYzatWsbo0aNMs6cOWMYhmHs3r3bePLJJ43y5csbzs7Ohq+vr/HYY4/Z3aJ+M9euXTNeffVV47777jNcXV2Nli1bGj///LMRFBR0y9vujx8/bjz77LNGpUqVDBcXF8PHx8do1aqVsXbtWrvl//LLL0bz5s0NV1dXu1v5M2+Dv/7jFDLd7Lb78PBw45NPPjGqVKliODs7Gw8++KDdRzdk+v77741atWoZTk5ORtWqVY1PPvkk22XerLfs3k+G8ddt9tWqVTOKFy9u+Pn5GYMGDTIuXLhgV9OiRQujZs2aWXq62ccB3CglJcUoXbq08dprr9205ma33Wf3fjeMnO/DN7vt/saPVsjcf69/D2e3HSNHjjTq1q1rlChRwnB3dzfq1q1rzJ07N0vtnj17jG7duhmlSpUynJ2djaCgIKNnz57GunXr7Opee+01o2zZsoaDg4Nd7xcvXjScnJyMDz744Kb9oPDxXWZADvXp00dffvlltofOC8OwYcP03nvvKTk5uUh9LQjufa+99poWLlyoI0eO8N7LgZkzZyoyMlLHjh3L84v0kXe4hgi4C1z/VRqSdP78eX388cdq2rQpv5BQ4IYPH67k5GQtXbq0sFsp8tLS0jR9+nS98sorhKEijmuIgLtAcHCwWrZsqerVq+vs2bP68MMPlZSUpHHjxhV2a7AgDw+Pu/JLlgtD8eLFdfLkycJuAzlAIALuAh06dNCXX36p999/XzabTfXr19eHH36o5s2bF3ZrAHBP4BoiAABgeVxDBAAALI9ABAAALI9riHIgIyNDZ86cUYkSJfhiPgAA7hKGYejSpUsKCAjI8n2ONyIQ5cCZM2eyfBs6AAC4O5w6deq2X+hMIMqBEiVKSPrrBfX09CzkbgAAQE4kJSUpMDDQ/D1+KwSiHMg8Tebp6UkgAgDgLpOTy124qBoAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFieY2E3gKJte/Dzhd0CClDjmPmF3QIAFAqOEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsr1EAUHR2tTp06KSAgQDabTStWrLhp7fPPPy+bzaaZM2fajSckJCgsLEyenp7y9vZWv379lJycbFezd+9eNWvWTC4uLgoMDFRkZGQ+bA0AALhbFWogunz5surWras5c+bcsm758uX68ccfFRAQkGVaWFiY9u/fr6ioKK1atUrR0dEaMGCAOT0pKUlt27ZVUFCQdu3apalTp2rixIl6//3383x7AADA3cmxMFfevn17tW/f/pY1p0+f1uDBg7VmzRp17NjRbtrBgwe1evVq7dixQw0bNpQkzZ49Wx06dNC0adMUEBCgJUuWKDU1VQsWLJCTk5Nq1qyp2NhYTZ8+3S44AQAA6yrS1xBlZGTo6aef1siRI1WzZs0s02NiYuTt7W2GIUkKCQmRg4ODtm3bZtY0b95cTk5OZk1oaKgOHTqkCxcuZLvelJQUJSUl2T0AAMC9q0gHoilTpsjR0VFDhgzJdnpcXJx8fX3txhwdHeXj46O4uDizxs/Pz64m83lmzY0mT54sLy8v8xEYGPh3NwUAABRhRTYQ7dq1S++8844WLVokm81WoOseO3asEhMTzcepU6cKdP0AAKBgFdlAtGnTJsXHx6t8+fJydHSUo6OjfvvtN7344ouqUKGCJMnf31/x8fF286WnpyshIUH+/v5mzdmzZ+1qMp9n1tzI2dlZnp6edg8AAHDvKrKB6Omnn9bevXsVGxtrPgICAjRy5EitWbNGkhQcHKyLFy9q165d5nzr169XRkaGmjRpYtZER0crLS3NrImKilLVqlVVsmTJgt0oAABQJBXqXWbJyck6evSo+fzEiROKjY2Vj4+Pypcvr1KlStnVFy9eXP7+/qpataokqXr16mrXrp369++v+fPnKy0tTREREerVq5d5i/5TTz2lV199Vf369dPo0aP1888/65133tGMGTMKbkMBAECRVqiBaOfOnWrVqpX5fMSIEZKk3r17a9GiRTlaxpIlSxQREaHWrVvLwcFB3bt316xZs8zpXl5e+v777xUeHq4GDRqodOnSGj9+PLfcAwAAk80wDKOwmyjqkpKS5OXlpcTERMtdT7Q9+PnCbgEFqHHM/MJuAQDyTG5+fxfZa4gAAAAKCoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYHoEIAABYXqEGoujoaHXq1EkBAQGy2WxasWKFOS0tLU2jR49W7dq15e7uroCAAD3zzDM6c+aM3TISEhIUFhYmT09PeXt7q1+/fkpOTrar2bt3r5o1ayYXFxcFBgYqMjKyIDYPAADcJQo1EF2+fFl169bVnDlzsky7cuWKdu/erXHjxmn37t366quvdOjQIT3++ON2dWFhYdq/f7+ioqK0atUqRUdHa8CAAeb0pKQktW3bVkFBQdq1a5emTp2qiRMn6v3338/37QMAAHcHm2EYRmE3IUk2m03Lly9Xly5dblqzY8cONW7cWL/99pvKly+vgwcPqkaNGtqxY4caNmwoSVq9erU6dOig33//XQEBAZo3b57+9a9/KS4uTk5OTpKkMWPGaMWKFfrll19y1FtSUpK8vLyUmJgoT0/Pv72td5Ptwc8XdgsoQI1j5hd2CwCQZ3Lz+/uuuoYoMTFRNptN3t7ekqSYmBh5e3ubYUiSQkJC5ODgoG3btpk1zZs3N8OQJIWGhurQoUO6cOFCgfYPAACKJsfCbiCnrl69qtGjR+vJJ580U15cXJx8fX3t6hwdHeXj46O4uDizpmLFinY1fn5+5rSSJUtmWVdKSopSUlLM50lJSXm6LQAAoGi5K44QpaWlqWfPnjIMQ/Pmzcv39U2ePFleXl7mIzAwMN/XCQAACk+RD0SZYei3335TVFSU3TlAf39/xcfH29Wnp6crISFB/v7+Zs3Zs2ftajKfZ9bcaOzYsUpMTDQfp06dystNAgAARUyRDkSZYejIkSNau3atSpUqZTc9ODhYFy9e1K5du8yx9evXKyMjQ02aNDFroqOjlZaWZtZERUWpatWq2Z4ukyRnZ2d5enraPQAAwL2rUANRcnKyYmNjFRsbK0k6ceKEYmNjdfLkSaWlpalHjx7auXOnlixZomvXrikuLk5xcXFKTU2VJFWvXl3t2rVT//79tX37dm3ZskURERHq1auXAgICJElPPfWUnJyc1K9fP+3fv1+ff/653nnnHY0YMaKwNhsAABQxhXrb/YYNG9SqVass471799bEiROzXAyd6YcfflDLli0l/fXBjBEREfrmm2/k4OCg7t27a9asWfLw8DDr9+7dq/DwcO3YsUOlS5fW4MGDNXr06Bz3yW33sApuuwdwL8nN7+8i8zlERRmBCFZBIAJwL7lnP4cIAAAgPxCIAACA5RGIAACA5RGIAACA5RGIAACA5d0132UGAMhb3EVqLdxFemscIQIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJaX60C0e/du7du3z3z+9ddfq0uXLnr55ZeVmpqap80BAAAUhFwHooEDB+rw4cOSpOPHj6tXr15yc3PTsmXLNGrUqFwtKzo6Wp06dVJAQIBsNptWrFhhN90wDI0fP1733XefXF1dFRISoiNHjtjVJCQkKCwsTJ6envL29la/fv2UnJxsV7N37141a9ZMLi4uCgwMVGRkZG43GwAA3MNyHYgOHz6sevXqSZKWLVum5s2b69NPP9WiRYv0n//8J1fLunz5surWras5c+ZkOz0yMlKzZs3S/PnztW3bNrm7uys0NFRXr141a8LCwrR//35FRUVp1apVio6O1oABA8zpSUlJatu2rYKCgrRr1y5NnTpVEydO1Pvvv5/bTQcAAPcox9zOYBiGMjIyJElr167VY489JkkKDAzUn3/+matltW/fXu3bt7/pembOnKlXXnlFnTt3liR99NFH8vPz04oVK9SrVy8dPHhQq1ev1o4dO9SwYUNJ0uzZs9WhQwdNmzZNAQEBWrJkiVJTU7VgwQI5OTmpZs2aio2N1fTp0+2CEwAAsK5cHyFq2LChXn/9dX388cfauHGjOnbsKEk6ceKE/Pz88qyxEydOKC4uTiEhIeaYl5eXmjRpopiYGElSTEyMvL29zTAkSSEhIXJwcNC2bdvMmubNm8vJycmsCQ0N1aFDh3ThwoVs152SkqKkpCS7BwAAuHflOhDNnDlTu3fvVkREhP71r3+pcuXKkqQvv/xSDz/8cJ41FhcXJ0lZQpafn585LS4uTr6+vnbTHR0d5ePjY1eT3TKuX8eNJk+eLC8vL/MRGBj49zcIAAAUWbk+ZVanTh27u8wyTZ06VcWKFcuTpgrb2LFjNWLECPN5UlISoQgAgHtYrgNRpp07d+rgwYOSpOrVq9udtsoL/v7+kqSzZ8/qvvvuM8fPnj1rXtTt7++v+Ph4u/nS09OVkJBgzu/v76+zZ8/a1WQ+z6y5kbOzs5ydnfNkOwAAQNGX61Nmv//+u5o1a6bGjRtr6NChGjp0qBo3bqymTZvq999/z7PGKlasKH9/f61bt84cS0pK0rZt2xQcHCxJCg4O1sWLF7Vr1y6zZv369crIyFCTJk3MmujoaKWlpZk1UVFRqlq1qkqWLJln/QIAgLtXrgPRc889p7S0NB08eFAJCQlKSEjQwYMHlZGRoeeeey5Xy0pOTlZsbKxiY2Ml/XUhdWxsrE6ePCmbzaZhw4bp9ddf18qVK7Vv3z4988wzCggIUJcuXST9dWSqXbt26t+/v7Zv364tW7YoIiJCvXr1UkBAgCTpqaeekpOTk/r166f9+/fr888/1zvvvGN3SgwAAFhbrk+Zbdy4UVu3blXVqlXNsapVq2r27Nlq1qxZrpa1c+dOtWrVynyeGVJ69+6tRYsWadSoUbp8+bIGDBigixcvqmnTplq9erVcXFzMeZYsWaKIiAi1bt1aDg4O6t69u2bNmmVO9/Ly0vfff6/w8HA1aNBApUuX1vjx47nlHgAAmHIdiAIDA+1OP2W6du2aeVQmp1q2bCnDMG463WazadKkSZo0adJNa3x8fPTpp5/ecj116tTRpk2bctUbAACwjlyfMps6daoGDx6snTt3mmM7d+7U0KFDNW3atDxtDgAAoCDk+ghRnz59dOXKFTVp0kSOjn/Nnp6eLkdHRz377LN69tlnzdqEhIS86xQAACCf5DoQzZw5Mx/aAAAAKDy5DkS9e/fOjz4AAAAKTY4CUVJSkjw9Pc1/30pmHQAAwN0iR4GoZMmS+uOPP+Tr6ytvb2/ZbLYsNYZhyGaz6dq1a3neJAAAQH7KUSBav369fHx8JEk//PBDvjYEAABQ0HIUiFq0aJHtvwEAAO4FOQpEe/fuzfEC69Spc8fNAAAAFIYcBaJ69erJZrPd8lOlJXENEQAAuCvlKBCdOHEiv/sAAAAoNDkKREFBQfndBwAAQKHJ9XeZTZ48WQsWLMgyvmDBAk2ZMiVPmgIAAChIuQ5E7733nqpVq5ZlvGbNmpo/f36eNAUAAFCQch2I4uLidN9992UZL1OmjP744488aQoAAKAg5ToQBQYGasuWLVnGt2zZooCAgDxpCgAAoCDl+std+/fvr2HDhiktLU2PPvqoJGndunUaNWqUXnzxxTxvEAAAIL/lOhCNHDlS58+f1wsvvKDU1FRJkouLi0aPHq2xY8fmeYMAAAD5LdeByGazacqUKRo3bpwOHjwoV1dXValSRc7OzvnRHwAAQL7LdSDK5OHhoUaNGuVlLwAAAIUi1xdVAwAA3GsIRAAAwPIIRAAAwPJyFIjq16+vCxcuSJImTZqkK1eu5GtTAAAABSlHgejgwYO6fPmyJOnVV19VcnJyvjYFAABQkHJ0l1m9evXUt29fNW3aVIZhaNq0afLw8Mi2dvz48XnaIAAAQH7LUSBatGiRJkyYoFWrVslms+m7776To2PWWW02G4EIAADcdXIUiKpWraqlS5dKkhwcHLRu3Tr5+vrma2MAAAAFJdcfzJiRkZEffQAAABSaO/qk6mPHjmnmzJk6ePCgJKlGjRoaOnSoKlWqlKfNAQAAFIRcfw7RmjVrVKNGDW3fvl116tRRnTp1tG3bNtWsWVNRUVH50SMAAEC+yvURojFjxmj48OF66623soyPHj1abdq0ybPmAAAACkKujxAdPHhQ/fr1yzL+7LPP6sCBA3nSFAAAQEHKdSAqU6aMYmNjs4zHxsZy5xkAALgr5fqUWf/+/TVgwAAdP35cDz/8sCRpy5YtmjJlikaMGJHnDQIAAOS3XB8hGjdunMaPH6/Zs2erRYsWatGihd59911NnDhRr7zySp42d+3aNY0bN04VK1aUq6urKlWqpNdee02GYZg1hmFo/Pjxuu++++Tq6qqQkBAdOXLEbjkJCQkKCwuTp6envL291a9fP75+BAAAmHIdiGw2m4YPH67ff/9diYmJSkxM1O+//66hQ4fKZrPlaXNTpkzRvHnz9O677+rgwYOaMmWKIiMjNXv2bLMmMjJSs2bN0vz587Vt2za5u7srNDRUV69eNWvCwsK0f/9+RUVFadWqVYqOjtaAAQPytFcAAHD3uqPPIcpUokSJvOojW1u3blXnzp3VsWNHSVKFChX02Wefafv27ZL+Ojo0c+ZMvfLKK+rcubMk6aOPPpKfn59WrFihXr166eDBg1q9erV27Nihhg0bSpJmz56tDh06aNq0aQoICMjXbQAAAEVfro8QFaSHH35Y69at0+HDhyVJP/30kzZv3qz27dtLkk6cOKG4uDiFhISY83h5ealJkyaKiYmRJMXExMjb29sMQ5IUEhIiBwcHbdu2rQC3BgAAFFV/6whRfhszZoySkpJUrVo1FStWTNeuXdMbb7yhsLAwSVJcXJwkyc/Pz24+Pz8/c1pcXFyWu98cHR3l4+Nj1twoJSVFKSkp5vOkpKQ82yYAAFD0FOkjRF988YWWLFmiTz/9VLt379bixYs1bdo0LV68OF/XO3nyZHl5eZmPwMDAfF0fAAAoXLkKRGlpaWrdunWWu7jyy8iRIzVmzBj16tVLtWvX1tNPP63hw4dr8uTJkiR/f39J0tmzZ+3mO3v2rDnN399f8fHxdtPT09OVkJBg1txo7Nix5gXjiYmJOnXqVF5vGgAAKEJyFYiKFy+uvXv35lcvWVy5ckUODvYtFitWTBkZGZKkihUryt/fX+vWrTOnJyUladu2bQoODpYkBQcH6+LFi9q1a5dZs379emVkZKhJkybZrtfZ2Vmenp52DwAAcO/K9Smzf/7zn/rwww/zo5csOnXqpDfeeEP//e9/9euvv2r58uWaPn26unbtKumvjwAYNmyYXn/9da1cuVL79u3TM888o4CAAHXp0kWSVL16dbVr1079+/fX9u3btWXLFkVERKhXr17cYQYAACTdwUXV6enpWrBggdauXasGDRrI3d3dbvr06dPzrLnZs2dr3LhxeuGFFxQfH6+AgAANHDhQ48ePN2tGjRqly5cva8CAAbp48aKaNm2q1atXy8XFxaxZsmSJIiIi1Lp1azk4OKh79+6aNWtWnvUJAADubjbj+o99zoFWrVrdfGE2m9avX/+3mypqkpKS5OXlpcTERMudPtse/Hxht4AC1DhmfmG3gALE/m0tVty/c/P7O9dHiH744Yc7bgwAAKAouuPb7o8ePao1a9bof//7nyQplweaAAAAioxcB6Lz58+rdevWeuCBB9ShQwf98ccfkqR+/frpxRdfzPMGAQAA8luuA9Hw4cNVvHhxnTx5Um5ubub4E088odWrV+dpcwAAAAUh19cQff/991qzZo3KlStnN16lShX99ttvedYYAABAQcn1EaLLly/bHRnKlJCQIGdn5zxpCgAAoCDlOhA1a9ZMH330kfncZrMpIyNDkZGRt7wlHwAAoKjK9SmzyMhItW7dWjt37lRqaqpGjRql/fv3KyEhQVu2bMmPHgEAAPJVro8Q1apVS4cPH1bTpk3VuXNnXb58Wd26ddOePXtUqVKl/OgRAAAgX+X6CJEkeXl56V//+lde9wIAAFAo7igQXbhwQR9++KEOHjwoSapRo4b69u0rHx+fPG0OAACgIOT6lFl0dLQqVKigWbNm6cKFC7pw4YJmzZqlihUrKjo6Oj96BAAAyFe5PkIUHh6uJ554QvPmzVOxYsUkSdeuXdMLL7yg8PBw7du3L8+bBAAAyE+5PkJ09OhRvfjii2YYkqRixYppxIgROnr0aJ42BwAAUBByHYjq169vXjt0vYMHD6pu3bp50hQAAEBBytEps71795r/HjJkiIYOHaqjR4/qoYcekiT9+OOPmjNnjt5666386RIAACAf5SgQ1atXTzabTYZhmGOjRo3KUvfUU0/piSeeyLvuAAAACkCOAtGJEyfyuw8AAIBCk6NAFBQUlN99AAAAFJo7+mDGM2fOaPPmzYqPj1dGRobdtCFDhuRJYwAAAAUl14Fo0aJFGjhwoJycnFSqVCnZbDZzms1mIxABAIC7Tq4D0bhx4zR+/HiNHTtWDg65vmsfAACgyMl1orly5Yp69epFGAIAAPeMXKeafv36admyZfnRCwAAQKHI9SmzyZMn67HHHtPq1atVu3ZtFS9e3G769OnT86w5AACAgnBHgWjNmjWqWrWqJGW5qBoAAOBuk+tA9Pbbb2vBggXq06dPPrQDAABQ8HJ9DZGzs7MeeeSR/OgFAACgUOQ6EA0dOlSzZ8/Oj14AAAAKRa5PmW3fvl3r16/XqlWrVLNmzSwXVX/11Vd51hwAAEBByHUg8vb2Vrdu3fKjFwAAgEKR60C0cOHC/OgDAACg0PBx0wAAwPJyfYSoYsWKt/y8oePHj/+thgAAAApargPRsGHD7J6npaVpz549Wr16tUaOHJlXfQEAABSYXAeioUOHZjs+Z84c7dy58283BAAAUNDy7Bqi9u3b6z//+U9eLc50+vRp/fOf/1SpUqXk6uqq2rVr2wUvwzA0fvx43XfffXJ1dVVISIiOHDlit4yEhASFhYXJ09NT3t7e6tevn5KTk/O8VwAAcHfKs0D05ZdfysfHJ68WJ0m6cOGCHnnkERUvXlzfffedDhw4oLffflslS5Y0ayIjIzVr1izNnz9f27Ztk7u7u0JDQ3X16lWzJiwsTPv371dUVJRWrVql6OhoDRgwIE97BQAAd69cnzJ78MEH7S6qNgxDcXFxOnfunObOnZunzU2ZMkWBgYF2t/pXrFjRbt0zZ87UK6+8os6dO0uSPvroI/n5+WnFihXq1auXDh48qNWrV2vHjh1q2LChJGn27Nnq0KGDpk2bpoCAgDztGQAA3H1yHYi6dOli99zBwUFlypRRy5YtVa1atbzqS5K0cuVKhYaG6h//+Ic2btyosmXL6oUXXlD//v0lSSdOnFBcXJxCQkLMeby8vNSkSRPFxMSoV69eiomJkbe3txmGJCkkJEQODg7atm2bunbtmmW9KSkpSklJMZ8nJSXl6XYBAICiJdeBaMKECfnRR7aOHz+uefPmacSIEXr55Ze1Y8cODRkyRE5OTurdu7fi4uIkSX5+fnbz+fn5mdPi4uLk6+trN93R0VE+Pj5mzY0mT56sV199NR+2CAAAFEVF+oMZMzIyVL9+fb355pt68MEHNWDAAPXv31/z58/P1/WOHTtWiYmJ5uPUqVP5uj4AAFC4chyIHBwcVKxYsVs+HB1zfcDplu677z7VqFHDbqx69eo6efKkJMnf31+SdPbsWbuas2fPmtP8/f0VHx9vNz09PV0JCQlmzY2cnZ3l6elp9wAAAPeuHCeY5cuX33RaTEyMZs2apYyMjDxpKtMjjzyiQ4cO2Y0dPnxYQUFBkv66wNrf31/r1q1TvXr1JP11vc+2bds0aNAgSVJwcLAuXryoXbt2qUGDBpKk9evXKyMjQ02aNMnTfgEAwN0px4Eo8y6u6x06dEhjxozRN998o7CwME2aNClPmxs+fLgefvhhvfnmm+rZs6e2b9+u999/X++//74kyWazadiwYXr99ddVpUoVVaxYUePGjVNAQIB58Xf16tXVrl0781RbWlqaIiIi1KtXL+4wAwAAku7wGqIzZ86of//+ql27ttLT0xUbG6vFixebR27ySqNGjbR8+XJ99tlnqlWrll577TXNnDlTYWFhZs2oUaM0ePBgDRgwQI0aNVJycrJWr14tFxcXs2bJkiWqVq2aWrdurQ4dOqhp06ZmqAIAALAZhmHktDgxMVFvvvmmZs+erXr16mnKlClq1qxZfvZXJCQlJcnLy0uJiYmWu55oe/Dzhd0CClDjmPy9YQFFC/u3tVhx/87N7+8cnzKLjIzUlClT5O/vr88++yzbU2gAAAB3oxwHojFjxsjV1VWVK1fW4sWLtXjx4mzrvvrqqzxrDgAAoCDkOBA988wzdl/ZAQAAcK/IcSBatGhRPrYBAABQeIr0J1UDAAAUBAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwvLsqEL311luy2WwaNmyYOXb16lWFh4erVKlS8vDwUPfu3XX27Fm7+U6ePKmOHTvKzc1Nvr6+GjlypNLT0wu4ewAAUFTdNYFox44deu+991SnTh278eHDh+ubb77RsmXLtHHjRp05c0bdunUzp1+7dk0dO3ZUamqqtm7dqsWLF2vRokUaP358QW8CAAAoou6KQJScnKywsDD9+9//VsmSJc3xxMREffjhh5o+fboeffRRNWjQQAsXLtTWrVv1448/SpK+//57HThwQJ988onq1aun9u3b67XXXtOcOXOUmppaWJsEAACKkLsiEIWHh6tjx44KCQmxG9+1a5fS0tLsxqtVq6by5csrJiZGkhQTE6PatWvLz8/PrAkNDVVSUpL2799fMBsAAACKNMfCbuB2li5dqt27d2vHjh1ZpsXFxcnJyUne3t52435+foqLizNrrg9DmdMzp2UnJSVFKSkp5vOkpKS/swkAAKCIK9JHiE6dOqWhQ4dqyZIlcnFxKbD1Tp48WV5eXuYjMDCwwNYNAAAKXpEORLt27VJ8fLzq168vR0dHOTo6auPGjZo1a5YcHR3l5+en1NRUXbx40W6+s2fPyt/fX5Lk7++f5a6zzOeZNTcaO3asEhMTzcepU6fyfuMAAECRUaQDUevWrbVv3z7Fxsaaj4YNGyosLMz8d/HixbVu3TpznkOHDunkyZMKDg6WJAUHB2vfvn2Kj483a6KiouTp6akaNWpku15nZ2d5enraPQAAwL2rSF9DVKJECdWqVctuzN3dXaVKlTLH+/XrpxEjRsjHx0eenp4aPHiwgoOD9dBDD0mS2rZtqxo1aujpp59WZGSk4uLi9Morryg8PFzOzs4Fvk0AAKDoKdKBKCdmzJghBwcHde/eXSkpKQoNDdXcuXPN6cWKFdOqVas0aNAgBQcHy93dXb1799akSZMKsWsAAFCU3HWBaMOGDXbPXVxcNGfOHM2ZM+em8wQFBenbb7/N584AAMDdqkhfQwQAAFAQCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyinQgmjx5sho1aqQSJUrI19dXXbp00aFDh+xqrl69qvDwcJUqVUoeHh7q3r27zp49a1dz8uRJdezYUW5ubvL19dXIkSOVnp5ekJsCAACKsCIdiDZu3Kjw8HD9+OOPioqKUlpamtq2bavLly+bNcOHD9c333yjZcuWaePGjTpz5oy6detmTr927Zo6duyo1NRUbd26VYsXL9aiRYs0fvz4wtgkAABQBNkMwzAKu4mcOnfunHx9fbVx40Y1b95ciYmJKlOmjD799FP16NFDkvTLL7+oevXqiomJ0UMPPaTvvvtOjz32mM6cOSM/Pz9J0vz58zV69GidO3dOTk5Ot11vUlKSvLy8lJiYKE9Pz3zdxqJme/Dzhd0CClDjmPmF3QIKEPu3tVhx/87N7+8ifYToRomJiZIkHx8fSdKuXbuUlpamkJAQs6ZatWoqX768YmJiJEkxMTGqXbu2GYYkKTQ0VElJSdq/f3+260lJSVFSUpLdAwAA3LvumkCUkZGhYcOG6ZFHHlGtWrUkSXFxcXJycpK3t7ddrZ+fn+Li4sya68NQ5vTMadmZPHmyvLy8zEdgYGAebw0AAChK7ppAFB4erp9//llLly7N93WNHTtWiYmJ5uPUqVP5vk4AAFB4HAu7gZyIiIjQqlWrFB0drXLlypnj/v7+Sk1N1cWLF+2OEp09e1b+/v5mzfbt2+2Wl3kXWmbNjZydneXs7JzHWwEAAIqqIn2EyDAMRUREaPny5Vq/fr0qVqxoN71BgwYqXry41q1bZ44dOnRIJ0+eVHBwsCQpODhY+/btU3x8vFkTFRUlT09P1ahRo2A2BAAAFGlF+ghReHi4Pv30U3399dcqUaKEec2Pl5eXXF1d5eXlpX79+mnEiBHy8fGRp6enBg8erODgYD300EOSpLZt26pGjRp6+umnFRkZqbi4OL3yyisKDw/nKBAAAJBUxAPRvHnzJEktW7a0G1+4cKH69OkjSZoxY4YcHBzUvXt3paSkKDQ0VHPnzjVrixUrplWrVmnQoEEKDg6Wu7u7evfurUmTJhXUZgAAgCKuSAeinHxEkouLi+bMmaM5c+bctCYoKEjffvttXrYGAADuIUX6GiIAAICCQCACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWZ6lANGfOHFWoUEEuLi5q0qSJtm/fXtgtAQCAIsAygejzzz/XiBEjNGHCBO3evVt169ZVaGio4uPjC7s1AABQyCwTiKZPn67+/furb9++qlGjhubPny83NzctWLCgsFsDAACFzBKBKDU1Vbt27VJISIg55uDgoJCQEMXExBRiZwAAoChwLOwGCsKff/6pa9euyc/Pz27cz89Pv/zyS5b6lJQUpaSkmM8TExMlSUlJSfnbaBGUnJ5a2C2gAFnxPW5l7N/WYsX9O3ObDcO4ba0lAlFuTZ48Wa+++mqW8cDAwELoBihAXgsLuwMA+cXC+/elS5fk5eV1yxpLBKLSpUurWLFiOnv2rN342bNn5e/vn6V+7NixGjFihPk8IyNDCQkJKlWqlGw2W773i8KVlJSkwMBAnTp1Sp6enoXdDoA8xP5tLYZh6NKlSwoICLhtrSUCkZOTkxo0aKB169apS5cukv4KOevWrVNERESWemdnZzk7O9uNeXt7F0CnKEo8PT35gQnco9i/reN2R4YyWSIQSdKIESPUu3dvNWzYUI0bN9bMmTN1+fJl9e3bt7BbAwAAhcwygeiJJ57QuXPnNH78eMXFxalevXpavXp1lgutAQCA9VgmEElSREREtqfIgOs5OztrwoQJWU6bArj7sX/jZmxGTu5FAwAAuIdZ4oMZAQAAboVABAAALI9ABAAALI9ABAAALI9AhHvOW2+9JZvNpmHDhpljcXFxevrpp+Xv7y93d3fVr19f//nPf+zmS0hIUFhYmDw9PeXt7a1+/fopOTnZrmbv3r1q1qyZXFxcFBgYqMjIyCzrX7ZsmapVqyYXFxfVrl1b3377bb5sJ2BF2e3fmQzDUPv27WWz2bRixQq7aUOGDFGDBg3k7OysevXqZbts9m9rIxDhnrJjxw699957qlOnjt34M888o0OHDmnlypXat2+funXrpp49e2rPnj1mTVhYmPbv36+oqCitWrVK0dHRGjBggDk9KSlJbdu2VVBQkHbt2qWpU6dq4sSJev/9982arVu36sknn1S/fv20Z88edenSRV26dNHPP/+c/xsP3ONutn9nmjlz5i2/XunZZ5/VE088ke009m/IAO4Rly5dMqpUqWJERUUZLVq0MIYOHWpOc3d3Nz766CO7eh8fH+Pf//63YRiGceDAAUOSsWPHDnP6d999Z9hsNuP06dOGYRjG3LlzjZIlSxopKSlmzejRo42qVauaz3v27Gl07NjRbj1NmjQxBg4cmGfbCVjRrfZvwzCMPXv2GGXLljX++OMPQ5KxfPnybJczYcIEo27dulnG2b/BESLcM8LDw9WxY0eFhIRkmfbwww/r888/V0JCgjIyMrR06VJdvXpVLVu2lCTFxMTI29tbDRs2NOcJCQmRg4ODtm3bZtY0b95cTk5OZk1oaKgOHTqkCxcumDU3rj80NFQxMTF5vbmApdxq/75y5YqeeuopzZkzJ9sv7M4J9m9Y6pOqce9aunSpdu/erR07dmQ7/YsvvtATTzyhUqVKydHRUW5ublq+fLkqV64s6a9rjHx9fe3mcXR0lI+Pj+Li4syaihUr2tVkfvVLXFycSpYsqbi4uCxfB+Pn52cuA0Du3W7/Hj58uB5++GF17tz5jtfB/g0CEe56p06d0tChQxUVFSUXF5dsa8aNG6eLFy9q7dq1Kl26tFasWKGePXtq06ZNql27dgF3DCCnbrd/r1y5UuvXr7e7HhC4EwQi3PV27dql+Ph41a9f3xy7du2aoqOj9e677+rQoUN699139fPPP6tmzZqSpLp162rTpk2aM2eO5s+fL39/f8XHx9stNz09XQkJCeYheH9/f509e9auJvP57Wru9DA+YHW3278HDRqkY8eOydvb226+7t27q1mzZtqwYUOO1sP+Da4hwl2vdevW2rdvn2JjY81Hw4YNFRYWptjYWF25ckWS5OBg/3YvVqyYMjIyJEnBwcG6ePGidu3aZU5fv369MjIy1KRJE7MmOjpaaWlpZk1UVJSqVq2qkiVLmjXr1q2zW09UVJSCg4PzfsMBC7jd/v2vf/1Le/futZsuSTNmzNDChQtzvB72b3CXGe5J19+FkpqaalSuXNlo1qyZsW3bNuPo0aPGtGnTDJvNZvz3v/8152nXrp3x4IMPGtu2bTM2b95sVKlSxXjyySfN6RcvXjT8/PyMp59+2vj555+NpUuXGm5ubsZ7771n1mzZssVwdHQ0pk2bZhw8eNCYMGGCUbx4cWPfvn0Ftu3AvS67u8yup2zuMjty5IixZ88eY+DAgcYDDzxg7Nmzx9izZ495Vxn7NwhEuCfd+APz8OHDRrdu3QxfX1/Dzc3NqFOnTpbb8M+fP288+eSThoeHh+Hp6Wn07dvXuHTpkl3NTz/9ZDRt2tRwdnY2ypYta7z11ltZ1v3FF18YDzzwgOHk5GTUrFnTLnQB+PvuJBC1aNHCkJTlceLECbOG/dvabIZhGIV4gAoAAKDQcQ0RAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRgLuWzWbTihUrCruNPNG8eXN9+umnebrMAwcOqFy5crp8+XKeLhe4FxGIANzUuXPnNGjQIJUvX17Ozs7y9/dXaGiotmzZUtitFboKFSpo5syZebKslStX6uzZs+rVq9dtlz9x4kTVq1cvR8utUaOGHnroIU2fPj1P+gTuZQQiADfVvXt37dmzR4sXL9bhw4e1cuVKtWzZUufPny/s1vKFYRhKT08v8PXOmjVLffv2zfIFxHmhb9++mjdvXqFsF3A3IRAByNbFixe1adMmTZkyRa1atVJQUJAaN26ssWPH6vHHHzfrpk+frtq1a8vd3V2BgYF64YUXlJycbE5ftGiRvL29tWrVKlWtWlVubm7q0aOHrly5osWLF6tChQoqWbKkhgwZomvXrpnzVahQQa+99pqefPJJubu7q2zZspozZ84tez516pR69uwpb29v+fj4qHPnzvr1119vWr9hwwbZbDZ99913atCggZydnbV582YdO3ZMnTt3lp+fnzw8PNSoUSOtXbvWnK9ly5b67bffNHz4cNlsNtlsNnPa5s2b1axZM7m6uiowMFBDhgy55Smrc+fOaf369erUqdMtt+1mMtd//aNChQrm9DZt2ighIUEbN268o+UDVkEgApAtDw8PeXh4aMWKFUpJSblpnYODg2bNmqX9+/dr8eLFWr9+vUaNGmVXc+XKFc2aNUtLly7V6tWrtWHDBnXt2lXffvutvv32W3388cd677339OWXX9rNN3XqVNWtW1d79uzRmDFjNHToUEVFRWXbR1pamkJDQ1WiRAlt2rRJW7ZskYeHh9q1a6fU1NRbbuuYMWP01ltv6eDBg6pTp46Sk5PVoUMHrVu3Tnv27FG7du3UqVMnnTx5UpL01VdfqVy5cpo0aZL++OMP/fHHH5KkY8eOqV27durevbv27t2rzz//XJs3b1ZERMRN171582a5ubmpevXqt+zxZjLX/8cff+jo0aOqXLmymjdvbk53cnJSvXr1tGnTpjtaPmAZhfzlsgCKsC+//NIoWbKk4eLiYjz88MPG2LFjjZ9++umW8yxbtswoVaqU+XzhwoWGJOPo0aPm2MCBAw03Nzfj0qVL5lhoaKgxcOBA83lQUJDRrl07u2U/8cQTRvv27c3nuu5bzT/++GOjatWqRkZGhjk9JSXFcHV1NdasWZNtrz/88IMhyVixYsUtt8kwDKNmzZrG7Nmz7fqbMWOGXU2/fv2MAQMG2I1t2rTJcHBwMP73v/9lu9wZM2YY999/f5bxoKAgw8nJyXB3d7d7FC9e3Khbt26W+oyMDKNr165GgwYNjCtXrthN69q1q9GnT5/bbiNgZRwhAnBT3bt315kzZ7Ry5Uq1a9dOGzZsUP369bVo0SKzZu3atWrdurXKli2rEiVK6Omnn9b58+d15coVs8bNzU2VKlUyn/v5+alChQry8PCwG4uPj7dbf3BwcJbnBw8ezLbXn376SUePHlWJEiXMo1s+Pj66evWqjh07dsvtbNiwod3z5ORkvfTSS6pevbq8vb3l4eGhgwcPmkeIbuann37SokWLzPV7eHgoNDRUGRkZOnHiRLbz/O9//5OLi0u200aOHKnY2Fi7x/PPP59t7csvv6yYmBh9/fXXcnV1tZvm6upq9/8BICvHwm4AQNHm4uKiNm3aqE2bNho3bpyee+45TZgwQX369NGvv/6qxx57TIMGDdIbb7whHx8fbd68Wf369VNqaqrc3NwkScWLF7dbps1my3YsIyPjjvtMTk5WgwYNtGTJkizTypQpc8t53d3d7Z6/9NJLioqK0rRp01S5cmW5urqqR48etz31lpycrIEDB2rIkCFZppUvXz7beUqXLq0LFy7cdFrlypXtxnx8fLLUffLJJ5oxY4Y2bNigsmXLZpmekJBgF0gBZEUgApArNWrUMD/7Z9euXcrIyNDbb79t3iH1xRdf5Nm6fvzxxyzPb3atTf369fX555/L19dXnp6ef2u9W7ZsUZ8+fdS1a1dJfwWdGy/OdnJysrsIPLOHAwcOZAkxt/Lggw8qLi5OFy5cUMmSJXPda0xMjJ577jm99957euihh7Kt+fnnn9WjR49cLxuwEk6ZAcjW+fPn9eijj+qTTz7R3r17deLECS1btkyRkZHq3LmzJKly5cpKS0vT7Nmzdfz4cX388ceaP39+nvWwZcsWRUZG6vDhw5ozZ46WLVumoUOHZlsbFham0qVLq3Pnztq0aZNOnDihDRs2aMiQIfr9999ztd4qVaroq6++UmxsrH766Sc99dRTWY5eVahQQdHR0Tp9+rT+/PNPSdLo0aO1detWRUREKDY2VkeOHNHXX399y4uqH3zwQZUuXfqOPtspLi5OXbt2Va9evRQaGqq4uDjFxcXp3LlzZs2vv/6q06dPKyQkJNfLB6yEQAQgWx4eHmrSpIlmzJih5s2bq1atWho3bpz69++vd999V5JUt25dTZ8+XVOmTFGtWrW0ZMkSTZ48Oc96ePHFF7Vz5049+OCDev311zV9+nSFhoZmW+vm5qbo6GiVL19e3bp1U/Xq1dWvXz9dvXo110eMpk+frpIlS+rhhx9Wp06dFBoaqvr169vVTJo0Sb/++qsqVapknpKrU6eONm7cqMOHD6tZs2Z68MEHNX78eAUEBNx0XcWKFVPfvn2zPdV3O7/88ovOnj2rxYsX67777jMfjRo1Mms+++wztW3bVkFBQblePmAlNsMwjMJuAgBuVKFCBQ0bNkzDhg0r7FbyXVxcnGrWrKndu3fnaXBJTU1VlSpV9Omnn+qRRx7Js+UC9yKOEAFAIfP399eHH35427vYcuvkyZN6+eWXCUNADnBRNQAUAV26dMnzZVauXDlXF3gDVsYpMwAAYHmcMgMAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJb3f2K86j9oM2GLAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# - Drop duplicate records based on 'file_path' column\n",
    "test_sample_rates = train_df.drop_duplicates('file_path')\n",
    "test_sample_rates = test_sample_rates['sampling_rate'].value_counts()\n",
    "test_sample_rates.plot(\n",
    "    kind='bar',\n",
    "    xlabel='Sample rate (Hz)',\n",
    "    ylabel='Number of clips',\n",
    "    title='Sampling rates distribution (Train set)',\n",
    "    color='#c93867',\n",
    "    rot=0)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1.2 Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LFi3CwoULsWPHDvTp00d6ny9atEjjKOyzyvr+LHpdiq4voqqNgYiqtbZt2wIAHjx4AADYs2cPcnNzsXv3bo2jLUWH4MubWq3GrVu3pL9sASApKQkASrxzqDw4OjqW+Nylf/ospsuXLyMpKQkbNmzAe++9J7VHRUUVG1vaL/GGDRvi4MGD6NSpU5mCQ4cOHdChQwd8/vnn2Lx5M/z9/bFlyxZ88MEHJY53dHQE8Pdf8c8emXv48GGZfym7urrC1dUVn376KU6dOoVOnTph9erVWLBgwQv37VUUHW14VlJSEkxMTKRwaGVlVezOLwDFjuJoU1vR65SYmKjxOuXl5SE5ORmenp5lWs/L6Ovro2HDhkhOTtZquYYNG+LixYvo2bPnS/dJT08PPXv2RM+ePREeHo4vvvgCn3zyCY4cOQJPT89X+v964403MH78eIwfPx6pqalo06YNPv/8c/Tp00e6UN3c3Pylr9PLtl30ujRv3lzrGqny8ZQZVQtHjhwp8a/VX3/9FcD/nRoo+ovx2bEZGRlYt25dhdX27IP3hBBYsWIFDAwM0LNnzwrZnre3N2JiYjSezJuWlvaPvzahpNdOCIGvv/662NiiZxY9/4t86NChKCwsxGeffVZsmYKCAmn848ePi/1/Fv01/qLTZp6enjAwMMDy5cs1ll+6dGmpyxTJzMxEQUGBRpurqyv09PQ0tmlqalpiQHkVMTExGrdz3717Fz///DO8vLyk17thw4bIyMjApUuXpHEPHjwo9nBDbWrz9PSEoaEhli1bpvE6ff/998jIyICPj88/2CtNHh4eOH/+vFbLDB06FPfu3cO3335brO+vv/5CdnY2AJR4u/rz75PS3oslKSwsLHa6y8bGBvb29tL63Nzc0LBhQyxevBhZWVnF1vHsqc6XbTs2NhYKhULjOkWquniEiKqFCRMmICcnB4MGDUKzZs2Ql5eHU6dOYevWrXBycsKoUaMAAF5eXjA0NET//v0xduxYZGVl4dtvv4WNjY10FKk8GRkZITIyEgEBAXB3d8e+ffvwyy+/4OOPP9a4/bY8TZ8+HT/++CN69eqFCRMmSLfd169fH2lpaa98hKNZs2Zo2LAh/vOf/+DevXswNzfH//73vxKPvBRdKDxx4kR4e3ujRo0a8PPzQ7du3TB27FiEhoYiPj4eXl5eMDAwwPXr17Ft2zZ8/fXXGDJkCDZs2ICVK1di0KBBaNiwIZ48eYJvv/0W5ubm6Nu3b6k11qlTB//5z38QGhqKfv36oW/fvoiLi8O+ffteelri8OHDCA4Oxr/+9S80adIEBQUF2LhxI2rUqAFfX1+NfTt48CDCw8Nhb2+PBg0aSBfVa6tFixbw9vbWuO0eAObNmyeN8fPzw4wZMzBo0CBMnDgROTk5WLVqFZo0aVLs2Thlra1OnToICQnBvHnz0Lt3b7zzzjtITEzEypUr0a5du3J9QOKAAQOwceNGJCUlaRwpfZERI0bgp59+wocffogjR46gU6dOKCwsxG+//YaffvoJ+/fvR9u2bTF//nxER0fDx8cHjo6OSE1NxcqVK1GvXj3pGVANGzaEpaUlVq9ejZo1a8LU1BTu7u4lXuv15MkT1KtXD0OGDEGrVq1gZmaGgwcP4ty5c/jqq68A/H1E6rvvvkOfPn3g4uKCUaNGoW7durh37x6OHDkCc3Nz7NmzB8D/fQ4++eQT+Pn5wcDAAP3795eCUlRUFDp16oRatWr949eZKoEO7mwj0tq+ffvE+++/L5o1aybMzMyEoaGhaNSokZgwYYJISUnRGLt7927RsmVLYWRkJJycnMTChQvF2rVrS7zN3cfHp9i2ABS7LTc5OVkAEIsWLZLaAgIChKmpqbh586bw8vISJiYmwtbWVsyZM0fjVueidZbltvuS6unWrZvo1q2bRltcXJzo0qWLUCqVol69eiI0NFQsW7ZMABAqlaq0l1Gj7pJcu3ZNeHp6CjMzM1G7dm0xevRocfHixWK3NRcUFIgJEyaIOnXqCIVCUez28DVr1gg3NzdhbGwsatasKVxdXcX06dPF/fv3hRBCXLhwQbz77ruifv36QqlUChsbG9GvXz+NW9RLU1hYKObNmyfeeOMNYWxsLLp37y6uXLkiHB0dX3jb/a1bt8T7778vGjZsKIyMjIS1tbXo0aOHOHjwoMb6f/vtN9G1a1dhbGyscSt/0W3wJd0CXtpt90FBQeLHH38UjRs3FkqlUrz11lsaj24ocuDAAdGiRQthaGgomjZtKn788ccS11labSW9n4T4+zb7Zs2aCQMDA2FrayvGjRsnHj9+rDGmW7duwsXFpVhNpT0O4Hm5ubmidu3a4rPPPit1zPO33QshRF5enli4cKFwcXERSqVSWFlZCTc3NzFv3jyRkZEhhBDi0KFDYsCAAcLe3l4YGhoKe3t78e6774qkpCSNdf3888/C2dlZ6Ovrv/AW/NzcXDFt2jTRqlUrUbNmTWFqaipatWolVq5cWWxsXFycGDx4sKhVq5ZQKpXC0dFRDB06VBw6dEhj3GeffSbq1q0r9PT0NP4P0tPThaGhofjuu+9e8gpSVcHvMiN6RSNHjsT27dtLPKyuC5MnT8Y333yDrKysKvW1IPT6++yzz7Bu3Tpcv36d773/b+nSpQgLC8PNmzfL/UJ8qhi8hoioGnr2qzQA4NGjR9i4cSM6d+7MX0hU6aZMmYKsrCxs2bJF16VUCfn5+QgPD8enn37KMFSN8BoiomrIw8MD3bt3R/PmzZGSkoLvv/8emZmZmDVrlq5LIxkyMzOrll+yXFEMDAxw584dXZdBWmIgIqqG+vbti+3bt2PNmjVQKBRo06YNvv/+e3Tt2lXXpRERVUu8hoiIiIhkj9cQERERkewxEBEREZHs8RqiMlKr1bh//z5q1qzJL+ojIiKqJoQQePLkCezt7Yt9h+OzGIjK6P79+8W+AZ2IiIiqh7t3777wS5wZiMqoZs2aAP5+Qc3NzXVcDREREZVFZmYmHBwcpN/jpWEgKqOi02Tm5uYMRERERNXMyy534UXVREREJHsMRERERCR7Og1E0dHR6N+/P+zt7aFQKLBr165iYxISEvDOO+/AwsICpqamaNeuncYj0Z8+fYqgoCDUqlULZmZm8PX1RUpKisY67ty5Ax8fH5iYmMDGxgbTpk1DQUFBRe8eERERVRM6DUTZ2dlo1aoVIiIiSuy/efMmOnfujGbNmuHo0aO4dOkSZs2aBSMjI2nMlClTsGfPHmzbtg3Hjh3D/fv3MXjwYKm/sLAQPj4+yMvLw6lTp7BhwwasX78es2fPrvD9IyIiouqhynx1h0KhwM6dOzFw4ECpzc/PDwYGBti4cWOJy2RkZKBOnTrYvHkzhgwZAgD47bff0Lx5c8TExKBDhw7Yt28f+vXrh/v378PW1hYAsHr1asyYMQMPHz6EoaFhmerLzMyEhYUFMjIyeFE1ERFRNVHW399V9hoitVqNX375BU2aNIG3tzdsbGzg7u6ucVotNjYW+fn58PT0lNqaNWuG+vXrIyYmBgAQExMDV1dXKQwBgLe3NzIzM3H16tVSt5+bm4vMzEyNiYiIiF5PVTYQpaamIisrC19++SV69+6NAwcOYNCgQRg8eDCOHTsGAFCpVDA0NISlpaXGsra2tlCpVNKYZ8NQUX9RX2lCQ0NhYWEhTXwoIxER0eurygYitVoNABgwYACmTJmC1q1bY+bMmejXrx9Wr15d4dsPCQlBRkaGNN29e7fCt0lERES6UWUDUe3ataGvrw9nZ2eN9ubNm0t3mdnZ2SEvLw/p6ekaY1JSUmBnZyeNef6us6L5ojElUSqV0kMY+TBGIiKi11uVDUSGhoZo164dEhMTNdqTkpLg6OgIAHBzc4OBgQEOHTok9ScmJuLOnTvw8PAAAHh4eODy5ctITU2VxkRFRcHc3LxY2CIiIiJ50ulXd2RlZeHGjRvSfHJyMuLj42FtbY369etj2rRpGDZsGLp27YoePXogMjISe/bswdGjRwEAFhYWCAwMxNSpU2FtbQ1zc3NMmDABHh4e6NChAwDAy8sLzs7OGDFiBMLCwqBSqfDpp58iKCgISqVSF7tNREREVY3QoSNHjggAxaaAgABpzPfffy8aNWokjIyMRKtWrcSuXbs01vHXX3+J8ePHCysrK2FiYiIGDRokHjx4oDHm9u3bok+fPsLY2FjUrl1bfPTRRyI/P1+rWjMyMgQAkZGR8cr7S0RERJWrrL+/q8xziKo6PoeIiIio+qn2zyEiIiIiqiwMRERERCR7Or2omqqHsx4f6roEqkTtYyr+OV9ERFUNjxARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7Ok0EEVHR6N///6wt7eHQqHArl27Sh374YcfQqFQYOnSpRrtaWlp8Pf3h7m5OSwtLREYGIisrCyNMZcuXUKXLl1gZGQEBwcHhIWFVcDeEBERUXWl00CUnZ2NVq1aISIi4oXjdu7cidOnT8Pe3r5Yn7+/P65evYqoqCjs3bsX0dHRGDNmjNSfmZkJLy8vODo6IjY2FosWLcLcuXOxZs2act8fIiIiqp70dbnxPn36oE+fPi8cc+/ePUyYMAH79++Hj4+PRl9CQgIiIyNx7tw5tG3bFgCwfPly9O3bF4sXL4a9vT02bdqEvLw8rF27FoaGhnBxcUF8fDzCw8M1ghMRERHJV5W+hkitVmPEiBGYNm0aXFxcivXHxMTA0tJSCkMA4OnpCT09PZw5c0Ya07VrVxgaGkpjvL29kZiYiMePH5e67dzcXGRmZmpMRERE9Hqq0oFo4cKF0NfXx8SJE0vsV6lUsLGx0WjT19eHtbU1VCqVNMbW1lZjTNF80ZiShIaGwsLCQpocHBz+ya4QERFRFVZlA1FsbCy+/vprrF+/HgqFotK3HxISgoyMDGm6e/dupddARERElaPKBqLjx48jNTUV9evXh76+PvT19fH777/jo48+gpOTEwDAzs4OqampGssVFBQgLS0NdnZ20piUlBSNMUXzRWNKolQqYW5urjERERHR66nKBqIRI0bg0qVLiI+PlyZ7e3tMmzYN+/fvBwB4eHggPT0dsbGx0nKHDx+GWq2Gu7u7NCY6Ohr5+fnSmKioKDRt2hRWVlaVu1NERERUJen0LrOsrCzcuHFDmk9OTkZ8fDysra1Rv3591KpVS2O8gYEB7Ozs0LRpUwBA8+bN0bt3b4wePRqrV69Gfn4+goOD4efnJ92iP3z4cMybNw+BgYGYMWMGrly5gq+//hpLliypvB0lIiKiKk2ngej8+fPo0aOHND916lQAQEBAANavX1+mdWzatAnBwcHo2bMn9PT04Ovri2XLlkn9FhYWOHDgAIKCguDm5obatWtj9uzZvOWeiIiIJAohhNB1EdVBZmYmLCwskJGRIbvric56fKjrEqgStY9ZresSiIjKTVl/f1fZa4iIiIiIKgsDEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJnr6uCyAiIt056/GhrkugStQ+ZrWuS6iyeISIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkT6eBKDo6Gv3794e9vT0UCgV27dol9eXn52PGjBlwdXWFqakp7O3t8d577+H+/fsa60hLS4O/vz/Mzc1haWmJwMBAZGVlaYy5dOkSunTpAiMjIzg4OCAsLKwydo+IiIiqCZ0GouzsbLRq1QoRERHF+nJycnDhwgXMmjULFy5cwI4dO5CYmIh33nlHY5y/vz+uXr2KqKgo7N27F9HR0RgzZozUn5mZCS8vLzg6OiI2NhaLFi3C3LlzsWbNmgrfPyIiIqoe9HW58T59+qBPnz4l9llYWCAqKkqjbcWKFWjfvj3u3LmD+vXrIyEhAZGRkTh37hzatm0LAFi+fDn69u2LxYsXw97eHps2bUJeXh7Wrl0LQ0NDuLi4ID4+HuHh4RrBiYiIiOSrWl1DlJGRAYVCAUtLSwBATEwMLC0tpTAEAJ6entDT08OZM2ekMV27doWhoaE0xtvbG4mJiXj8+HGp28rNzUVmZqbGRERERK+nahOInj59ihkzZuDdd9+Fubk5AEClUsHGxkZjnL6+PqytraFSqaQxtra2GmOK5ovGlCQ0NBQWFhbS5ODgUJ67Q0RERFVItQhE+fn5GDp0KIQQWLVqVaVsMyQkBBkZGdJ09+7dStkuERERVT6dXkNUFkVh6Pfff8fhw4elo0MAYGdnh9TUVI3xBQUFSEtLg52dnTQmJSVFY0zRfNGYkiiVSiiVyvLaDSIiIqrCqvQRoqIwdP36dRw8eBC1atXS6Pfw8EB6ejpiY2OltsOHD0OtVsPd3V0aEx0djfz8fGlMVFQUmjZtCisrq8rZESIiIqrSdBqIsrKyEB8fj/j4eABAcnIy4uPjcefOHeTn52PIkCE4f/48Nm3ahMLCQqhUKqhUKuTl5QEAmjdvjt69e2P06NE4e/YsTp48ieDgYPj5+cHe3h4AMHz4cBgaGiIwMBBXr17F1q1b8fXXX2Pq1Km62m0iIiKqYnR6yuz8+fPo0aOHNF8UUgICAjB37lzs3r0bANC6dWuN5Y4cOYLu3bsDADZt2oTg4GD07NkTenp68PX1xbJly6SxFhYWOHDgAIKCguDm5obatWtj9uzZvOWeiIiIJDoNRN27d4cQotT+F/UVsba2xubNm184pmXLljh+/LjW9REREZE8VOlriIiIiIgqAwMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyZ7WgejChQu4fPmyNP/zzz9j4MCB+Pjjj5GXl1euxRERERFVBq0D0dixY5GUlAQAuHXrFvz8/GBiYoJt27Zh+vTp5V4gERERUUXTOhAlJSWhdevWAIBt27aha9eu2Lx5M9avX4///e9/5V0fERERUYXTOhAJIaBWqwEABw8eRN++fQEADg4O+PPPP8u3OiIiIqJKoHUgatu2LRYsWICNGzfi2LFj8PHxAQAkJyfD1ta23AskIiIiqmhaB6KlS5fiwoULCA4OxieffIJGjRoBALZv346OHTuWe4FEREREFU1f2wVatmypcZdZkUWLFqFGjRrlUhQRERFRZdI6EBU5f/48EhISAADNmzdH27Zty60oIiIiosqk9SmzP/74A126dEH79u0xadIkTJo0Ce3bt0fnzp3xxx9/aLWu6Oho9O/fH/b29lAoFNi1a5dGvxACs2fPxhtvvAFjY2N4enri+vXrGmPS0tLg7+8Pc3NzWFpaIjAwEFlZWRpjLl26hC5dusDIyAgODg4ICwvTdreJiIjoNaZ1IPrggw+Qn5+PhIQEpKWlIS0tDQkJCVCr1fjggw+0Wld2djZatWqFiIiIEvvDwsKwbNkyrF69GmfOnIGpqSm8vb3x9OlTaYy/vz+uXr2KqKgo7N27F9HR0RgzZozUn5mZCS8vLzg6OiI2NhaLFi3C3LlzsWbNGm13nYiIiF5TWp8yO3bsGE6dOoWmTZtKbU2bNsXy5cvRpUsXrdbVp08f9OnTp8Q+IQSWLl2KTz/9FAMGDAAA/PDDD7C1tcWuXbvg5+eHhIQEREZG4ty5c9Ipu+XLl6Nv375YvHgx7O3tsWnTJuTl5WHt2rUwNDSEi4sL4uPjER4erhGciIiISL60PkLk4OCA/Pz8Yu2FhYWwt7cvl6KAv2/jV6lU8PT0lNosLCzg7u6OmJgYAEBMTAwsLS01rl/y9PSEnp4ezpw5I43p2rUrDA0NpTHe3t5ITEzE48ePy61eIiIiqr60DkSLFi3ChAkTcP78eant/PnzmDRpEhYvXlxuhalUKgAo9mwjW1tbqU+lUsHGxkajX19fH9bW1hpjSlrHs9soSW5uLjIzMzUmIiIiej1pfcps5MiRyMnJgbu7O/T1/168oKAA+vr6eP/99/H+++9LY9PS0sqv0koWGhqKefPm6boMIiIiqgRaB6KlS5dWQBnF2dnZAQBSUlLwxhtvSO0pKSnSd6nZ2dkhNTVVY7mCggKkpaVJy9vZ2SElJUVjTNF80ZiShISEYOrUqdJ8ZmYmHBwcXn2HiIiIqMrSOhAFBARURB3FNGjQAHZ2djh06JAUgDIzM3HmzBmMGzcOAODh4YH09HTExsbCzc0NAHD48GGo1Wq4u7tLYz755BPk5+fDwMAAABAVFYWmTZvCysqq1O0rlUoolcoK3EMiIiKqKsp0DdGz1888f13NP7nOJisrC/Hx8YiPjwfw94XU8fHxuHPnDhQKBSZPnowFCxZg9+7duHz5Mt577z3Y29tj4MCBAP5+IGTv3r0xevRonD17FidPnkRwcDD8/PykC7yHDx8OQ0NDBAYG4urVq9i6dSu+/vprjaM/REREJG9lOkJkZWWFBw8ewMbGBpaWllAoFMXGCCGgUChQWFhY5o2fP38ePXr0kOaLQkpAQADWr1+P6dOnIzs7G2PGjEF6ejo6d+6MyMhIGBkZScts2rQJwcHB6NmzJ/T09ODr64tly5ZJ/RYWFjhw4ACCgoLg5uaG2rVrY/bs2bzlnoiIiCQKIYR42aBjx46hU6dO0NfXx7Fjx144tlu3buVWXFWSmZkJCwsLZGRkwNzcXNflVKqzHh/qugSqRO1jVuu6BKpE/HzLixw/32X9/V2mI0TPhpzXNfAQERGRfJUpEF26dKnMK2zZsuUrF0NERESkC2UKRK1bt4ZCocDLzq5pew0RERERUVVQpkCUnJxc0XUQERER6UyZApGjo2NF10FERESkM1p/l1loaCjWrl1brH3t2rVYuHBhuRRFREREVJm0DkTffPMNmjVrVqzdxcUFq1fL73Y+IiIiqv60DkQqlUrju8WK1KlTBw8ePCiXooiIiIgqk9aByMHBASdPnizWfvLkSenrMoiIiIiqE62/3HX06NGYPHky8vPz8fbbbwMADh06hOnTp+Ojjz4q9wKJiIiIKprWgWjatGl49OgRxo8fj7y8PACAkZERZsyYgZCQkHIvkIiIiKiiaR2IFAoFFi5ciFmzZiEhIQHGxsZo3LgxlEplRdRHREREVOG0DkRFzMzM0K5du/KshYiIiEgntL6omoiIiOh1w0BEREREssdARERERLJXpkDUpk0bPH78GAAwf/585OTkVGhRRERERJWpTIEoISEB2dnZAIB58+YhKyurQosiIiIiqkxlususdevWGDVqFDp37gwhBBYvXgwzM7MSx86ePbtcCyQiIiKqaGUKROvXr8ecOXOwd+9eKBQK7Nu3D/r6xRdVKBQMRERERFTtlCkQNW3aFFu2bAEA6Onp4dChQ7CxsanQwoiIiIgqi9YPZlSr1RVRBxEREZHOvNKTqm/evImlS5ciISEBAODs7IxJkyahYcOG5VocERERUWXQ+jlE+/fvh7OzM86ePYuWLVuiZcuWOHPmDFxcXBAVFVURNRIRERFVKK2PEM2cORNTpkzBl19+Wax9xowZ6NWrV7kVR0RERFQZtD5ClJCQgMDAwGLt77//Pq5du1YuRRERERFVJq0DUZ06dRAfH1+sPT4+nneeERERUbWk9Smz0aNHY8yYMbh16xY6duwIADh58iQWLlyIqVOnlnuBRERERBVN60A0a9Ys1KxZE1999RVCQkIAAPb29pg7dy4mTpxY7gUSERERVTStA5FCocCUKVMwZcoUPHnyBABQs2bNci+MiIiIqLK80nOIijAIERER0etA64uqiYiIiF43DEREREQkewxEREREJHtaBaL8/Hz07NkT169fr6h6NBQWFmLWrFlo0KABjI2N0bBhQ3z22WcQQkhjhBCYPXs23njjDRgbG8PT07NYfWlpafD394e5uTksLS0RGBiIrKysStkHIiIiqvq0CkQGBga4dOlSRdVSzMKFC7Fq1SqsWLECCQkJWLhwIcLCwrB8+XJpTFhYGJYtW4bVq1fjzJkzMDU1hbe3N54+fSqN8ff3x9WrVxEVFYW9e/ciOjoaY8aMqbT9ICIioqpN61Nm//73v/H9999XRC3FnDp1CgMGDICPjw+cnJwwZMgQeHl54ezZswD+Pjq0dOlSfPrppxgwYABatmyJH374Affv38euXbsA/P1VI5GRkfjuu+/g7u6Ozp07Y/ny5diyZQvu379fKftBREREVZvWt90XFBRg7dq1OHjwINzc3GBqaqrRHx4eXm7FdezYEWvWrEFSUhKaNGmCixcv4sSJE9I2kpOToVKp4OnpKS1jYWEBd3d3xMTEwM/PDzExMbC0tETbtm2lMZ6entDT08OZM2cwaNCgcquXiIiIqietA9GVK1fQpk0bAEBSUpJGn0KhKJ+q/r+ZM2ciMzMTzZo1Q40aNVBYWIjPP/8c/v7+AACVSgUAsLW11VjO1tZW6lOpVMW+Y01fXx/W1tbSmJLk5uYiNzdXms/MzCyXfSIiIqKqR+tAdOTIkYqoo0Q//fQTNm3ahM2bN8PFxQXx8fGYPHky7O3tERAQUKHbDg0Nxbx58yp0G0RERFQ1vPJt9zdu3MD+/fvx119/AYDGnV/lZdq0aZg5cyb8/Pzg6uqKESNGYMqUKQgNDQUA2NnZAQBSUlI0lktJSZH67OzskJqaqtFfUFCAtLQ0aUxJQkJCkJGRIU13794tz10jIiKiKkTrQPTo0SP07NkTTZo0Qd++ffHgwQMAQGBgID766KNyLS4nJwd6epol1qhRA2q1GgDQoEED2NnZ4dChQ1J/ZmYmzpw5Aw8PDwCAh4cH0tPTERsbK405fPgw1Go13N3dS922UqmEubm5xkRERESvJ60D0ZQpU2BgYIA7d+7AxMREah82bBgiIyPLtbj+/fvj888/xy+//ILbt29j586dCA8Ply6EVigUmDx5MhYsWIDdu3fj8uXLeO+992Bvb4+BAwcCAJo3b47evXtj9OjROHv2LE6ePIng4GD4+fnB3t6+XOslIiKi6knra4gOHDiA/fv3o169ehrtjRs3xu+//15uhQHA8uXLMWvWLIwfPx6pqamwt7fH2LFjMXv2bGnM9OnTkZ2djTFjxiA9PR2dO3dGZGQkjIyMpDGbNm1CcHAwevbsCT09Pfj6+mLZsmXlWisRERFVX1oHouzsbI0jQ0XS0tKgVCrLpagiNWvWxNKlS7F06dJSxygUCsyfPx/z588vdYy1tTU2b95crrURERHR60PrU2ZdunTBDz/8IM0rFAqo1WqEhYWhR48e5VocERERUWXQ+ghRWFgYevbsifPnzyMvLw/Tp0/H1atXkZaWhpMnT1ZEjUREREQVSusjRC1atEBSUhI6d+6MAQMGIDs7G4MHD0ZcXBwaNmxYETUSERERVSitjxABf389xieffFLetRARERHpxCsFosePH+P7779HQkICAMDZ2RmjRo2CtbV1uRZHREREVBm0PmUWHR0NJycnLFu2DI8fP8bjx4+xbNkyNGjQANHR0RVRIxEREVGF0voIUVBQEIYNG4ZVq1ahRo0aAIDCwkKMHz8eQUFBuHz5crkXSURERFSRtD5CdOPGDXz00UdSGAL+/jqNqVOn4saNG+VaHBEREVFl0DoQtWnTRrp26FkJCQlo1apVuRRFREREVJnKdMrs0qVL0r8nTpyISZMm4caNG+jQoQMA4PTp04iIiMCXX35ZMVUSERERVaAyBaLWrVtDoVBACCG1TZ8+vdi44cOHY9iwYeVXHREREVElKFMgSk5Orug6iIiIiHSmTIHI0dGxousgIiIi0plXejDj/fv3ceLECaSmpkKtVmv0TZw4sVwKIyIiIqosWgei9evXY+zYsTA0NEStWrWgUCikPoVCwUBERERE1Y7WgWjWrFmYPXs2QkJCoKen9V37RERERFWO1okmJycHfn5+DENERET02tA61QQGBmLbtm0VUQsRERGRTmh9yiw0NBT9+vVDZGQkXF1dYWBgoNEfHh5ebsURERERVYZXCkT79+9H06ZNAaDYRdVERERE1Y3Wgeirr77C2rVrMXLkyAooh4iIiKjyaX0NkVKpRKdOnSqiFiIiIiKd0DoQTZo0CcuXL6+IWoiIiIh0QutTZmfPnsXhw4exd+9euLi4FLuoeseOHeVWHBEREVFl0DoQWVpaYvDgwRVRCxEREZFOaB2I1q1bVxF1EBEREekMHzdNREREsqf1EaIGDRq88HlDt27d+kcFEREREVU2rQPR5MmTNebz8/MRFxeHyMhITJs2rbzqIiIiIqo0WgeiSZMmldgeERGB8+fP/+OCiIiIiCpbuV1D1KdPH/zvf/8rr9URERERVZpyC0Tbt2+HtbV1ea2OiIiIqNJofcrsrbfe0rioWggBlUqFhw8fYuXKleVaHBEREVFl0DoQDRw4UGNeT08PderUQffu3dGsWbPyqouIiIio0mgdiObMmVMRdZTq3r17mDFjBvbt24ecnBw0atQI69atQ9u2bQH8fYRqzpw5+Pbbb5Geno5OnTph1apVaNy4sbSOtLQ0TJgwAXv27IGenh58fX3x9ddfw8zMrFL3hYiIiKqmKv1gxsePH6NTp04wMDDAvn37cO3aNXz11VewsrKSxoSFhWHZsmVYvXo1zpw5A1NTU3h7e+Pp06fSGH9/f1y9ehVRUVHYu3cvoqOjMWbMGF3sEhEREVVBZT5CpKen98IHMgKAQqFAQUHBPy6qyMKFC+Hg4KDxdSENGjSQ/i2EwNKlS/Hpp59iwIABAIAffvgBtra22LVrF/z8/JCQkIDIyEicO3dOOqq0fPly9O3bF4sXL4a9vX251UtERETVU5kD0c6dO0vti4mJwbJly6BWq8ulqCK7d++Gt7c3/vWvf+HYsWOoW7cuxo8fj9GjRwMAkpOToVKp4OnpKS1jYWEBd3d3xMTEwM/PDzExMbC0tJTCEAB4enpCT08PZ86cwaBBg8q1ZiIiIqp+yhyIio7APCsxMREzZ87Enj174O/vj/nz55drcbdu3cKqVaswdepUfPzxxzh37hwmTpwIQ0NDBAQEQKVSAQBsbW01lrO1tZX6VCoVbGxsNPr19fVhbW0tjSlJbm4ucnNzpfnMzMzy2i0iIiKqYl7pGqL79+9j9OjRcHV1RUFBAeLj47FhwwY4OjqWa3FqtRpt2rTBF198gbfeegtjxozB6NGjsXr16nLdTklCQ0NhYWEhTQ4ODhW+TSIiItINrQJRRkYGZsyYgUaNGuHq1as4dOgQ9uzZgxYtWlRIcW+88QacnZ012po3b447d+4AAOzs7AAAKSkpGmNSUlKkPjs7O6Smpmr0FxQUIC0tTRpTkpCQEGRkZEjT3bt3//H+EBERUdVU5kAUFhaGN998E3v37sV///tfnDp1Cl26dKnI2tCpUyckJiZqtCUlJUlHoho0aAA7OzscOnRI6s/MzMSZM2fg4eEBAPDw8EB6ejpiY2OlMYcPH4ZarYa7u3up21YqlTA3N9eYiIiI6PVU5muIZs6cCWNjYzRq1AgbNmzAhg0bShy3Y8eOcituypQp6NixI7744gsMHToUZ8+exZo1a7BmzRoAf9/VNnnyZCxYsACNGzdGgwYNMGvWLNjb20sPkGzevDl69+4tnWrLz89HcHAw/Pz8eIcZERERAdAiEL333nsvve2+vLVr1w47d+5ESEgI5s+fjwYNGmDp0qXw9/eXxkyfPh3Z2dkYM2YM0tPT0blzZ0RGRsLIyEgas2nTJgQHB6Nnz57SgxmXLVtWqftCREREVZdCCCF0XUR1kJmZCQsLC2RkZMju9NlZjw91XQJVovYxFX/TAlUd/HzLixw/32X9/V2ln1RNREREVBkYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPaqVSD68ssvoVAoMHnyZKnt6dOnCAoKQq1atWBmZgZfX1+kpKRoLHfnzh34+PjAxMQENjY2mDZtGgoKCiq5eiIiIqqqqk0gOnfuHL755hu0bNlSo33KlCnYs2cPtm3bhmPHjuH+/fsYPHiw1F9YWAgfHx/k5eXh1KlT2LBhA9avX4/Zs2dX9i4QERFRFVUtAlFWVhb8/f3x7bffwsrKSmrPyMjA999/j/DwcLz99ttwc3PDunXrcOrUKZw+fRoAcODAAVy7dg0//vgjWrdujT59+uCzzz5DREQE8vLydLVLREREVIVUi0AUFBQEHx8feHp6arTHxsYiPz9fo71Zs2aoX78+YmJiAAAxMTFwdXWFra2tNMbb2xuZmZm4evVq5ewAERERVWn6ui7gZbZs2YILFy7g3LlzxfpUKhUMDQ1haWmp0W5rawuVSiWNeTYMFfUX9ZUmNzcXubm50nxmZuar7gIRERFVcVX6CNHdu3cxadIkbNq0CUZGRpW67dDQUFhYWEiTg4NDpW6fiIiIKk+VDkSxsbFITU1FmzZtoK+vD319fRw7dgzLli2Dvr4+bG1tkZeXh/T0dI3lUlJSYGdnBwCws7MrdtdZ0XzRmJKEhIQgIyNDmu7evVu+O0dERERVRpUORD179sTly5cRHx8vTW3btoW/v7/0bwMDAxw6dEhaJjExEXfu3IGHhwcAwMPDA5cvX0Zqaqo0JioqCubm5nB2di5120qlEubm5hoTERERvZ6q9DVENWvWRIsWLTTaTE1NUatWLak9MDAQU6dOhbW1NczNzTFhwgR4eHigQ4cOAAAvLy84OztjxIgRCAsLg0qlwqeffoqgoCAolcpK3yciIiKqeqp0ICqLJUuWQE9PD76+vsjNzYW3tzdWrlwp9deoUQN79+7FuHHj4OHhAVNTUwQEBGD+/Pk6rJqIiIiqkmoXiI4ePaoxb2RkhIiICERERJS6jKOjI3799dcKroyIiIiqqyp9DRERERFRZWAgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2avygSg0NBTt2rVDzZo1YWNjg4EDByIxMVFjzNOnTxEUFIRatWrBzMwMvr6+SElJ0Rhz584d+Pj4wMTEBDY2Npg2bRoKCgoqc1eIiIioiqrygejYsWMICgrC6dOnERUVhfz8fHh5eSE7O1saM2XKFOzZswfbtm3DsWPHcP/+fQwePFjqLywshI+PD/Ly8nDq1Cls2LAB69evx+zZs3WxS0RERFTFKIQQQtdFaOPhw4ewsbHBsWPH0LVrV2RkZKBOnTrYvHkzhgwZAgD47bff0Lx5c8TExKBDhw7Yt28f+vXrh/v378PW1hYAsHr1asyYMQMPHz6EoaHhS7ebmZkJCwsLZGRkwNzcvEL3sao56/GhrkugStQ+ZrWuS6BKxM+3vMjx813W399V/gjR8zIyMgAA1tbWAIDY2Fjk5+fD09NTGtOsWTPUr18fMTExAICYmBi4urpKYQgAvL29kZmZiatXr1Zi9URERFQV6eu6AG2o1WpMnjwZnTp1QosWLQAAKpUKhoaGsLS01Bhra2sLlUoljXk2DBX1F/WVJDc3F7m5udJ8ZmZmee0GERERVTHV6ghRUFAQrly5gi1btlT4tkJDQ2FhYSFNDg4OFb5NIiIi0o1qE4iCg4Oxd+9eHDlyBPXq1ZPa7ezskJeXh/T0dI3xKSkpsLOzk8Y8f9dZ0XzRmOeFhIQgIyNDmu7evVuOe0NERERVSZUPREIIBAcHY+fOnTh8+DAaNGig0e/m5gYDAwMcOnRIaktMTMSdO3fg4eEBAPDw8MDly5eRmpoqjYmKioK5uTmcnZ1L3K5SqYS5ubnGRERERK+nKn8NUVBQEDZv3oyff/4ZNWvWlK75sbCwgLGxMSwsLBAYGIipU6fC2toa5ubmmDBhAjw8PNChQwcAgJeXF5ydnTFixAiEhYVBpVLh008/RVBQEJRKpS53j4iIiKqAKh+IVq1aBQDo3r27Rvu6deswcuRIAMCSJUugp6cHX19f5ObmwtvbGytXrpTG1qhRA3v37sW4cePg4eEBU1NTBAQEYP78+ZW1G0RERFSFVflAVJbHJBkZGSEiIgIRERGljnF0dMSvv/5anqURERHRa6LKX0NEREREVNEYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPZkFYgiIiLg5OQEIyMjuLu74+zZs7ouiYiIiKoA2QSirVu3YurUqZgzZw4uXLiAVq1awdvbG6mpqboujYiIiHRMNoEoPDwco0ePxqhRo+Ds7IzVq1fDxMQEa9eu1XVpREREpGOyCER5eXmIjY2Fp6en1KanpwdPT0/ExMTosDIiIiKqCvR1XUBl+PPPP1FYWAhbW1uNdltbW/z2228lLpObm4vc3FxpPiMjAwCQmZlZcYVWUVkFebougSqRHN/jcsbPt7zI8fNdtM9CiBeOk0UgehWhoaGYN29esXYHBwcdVENUiSzW6boCIqooMv58P3nyBBYWFqX2yyIQ1a5dGzVq1EBKSopGe0pKCuzs7EpcJiQkBFOnTpXm1Wo10tLSUKtWLSgUigqtl3QvMzMTDg4OuHv3LszNzXVdDhGVI36+5UUIgSdPnsDe3v6F42QRiAwNDeHm5oZDhw5h4MCBAP4OOIcOHUJwcHCJyyiVSiiVSo02S0vLCq6Uqhpzc3P+wCR6TfHzLR8vOjJURBaBCACmTp2KgIAAtG3bFu3bt8fSpUuRnZ2NUaNG6bo0IiIi0jHZBKJhw4bh4cOHmD17NlQqFVq3bo3IyMhiF1oTERGR/MgmEAFAcHBwqafIiJ6lVCoxZ86cYqdNiaj64+ebSqIQL7sPjYiIiOg1J4sHMxIRERG9CAMRERERyR4DEREREckeAxERERHJHgMRvXa+/PJLKBQKTJ48WWpTqVQYMWIE7OzsYGpqijZt2uB///ufxnJpaWnw9/eHubk5LC0tERgYiKysLI0xly5dQpcuXWBkZAQHBweEhYUV2/62bdvQrFkzGBkZwdXVFb/++muF7CeRHJX0+S4ihECfPn2gUCiwa9cujb6JEyfCzc0NSqUSrVu3LnHd/HzLGwMRvVbOnTuHb775Bi1bttRof++995CYmIjdu3fj8uXLGDx4MIYOHYq4uDhpjL+/P65evYqoqCjs3bsX0dHRGDNmjNSfmZkJLy8vODo6IjY2FosWLcLcuXOxZs0aacypU6fw7rvvIjAwEHFxcRg4cCAGDhyIK1euVPzOE73mSvt8F1m6dOkLv1rp/fffx7Bhw0rs4+ebIIheE0+ePBGNGzcWUVFRolu3bmLSpElSn6mpqfjhhx80xltbW4tvv/1WCCHEtWvXBABx7tw5qX/fvn1CoVCIe/fuCSGEWLlypbCyshK5ubnSmBkzZoimTZtK80OHDhU+Pj4a23F3dxdjx44tt/0kkqMXfb6FECIuLk7UrVtXPHjwQAAQO3fuLHE9c+bMEa1atSrWzs838QgRvTaCgoLg4+MDT0/PYn0dO3bE1q1bkZaWBrVajS1btuDp06fo3r07ACAmJgaWlpZo27attIynpyf09PRw5swZaUzXrl1haGgojfH29kZiYiIeP34sjXl++97e3oiJiSnv3SWSlRd9vnNycjB8+HBERESU+oXdL8PPN8nqSdX0+tqyZQsuXLiAc+fOldj/008/YdiwYahVqxb09fVhYmKCnTt3olGjRgD+vsbIxsZGYxl9fX1YW1tDpVJJYxo0aKAxpuirX1QqFaysrKBSqYp9HYytra20DiLS3ss+31OmTEHHjh0xYMCAV94GP9/EQETV3t27dzFp0iRERUXByMioxDGzZs1Ceno6Dh48iNq1a2PXrl0YOnQojh8/DldX10qumIjK6mWf7927d+Pw4cMa1wMSvQoGIqr2YmNjkZqaijZt2khthYWFiI6OxooVK5CYmIgVK1bgypUrcHFxAQC0atUKx48fR0REBFavXg07OzukpqZqrLegoABpaWnSIXg7OzukpKRojCmaf9mYVz2MTyR3L/t8jxs3Djdv3oSlpaXGcr6+vujSpQuOHj1apu3w8028hoiqvZ49e+Ly5cuIj4+XprZt28Lf3x/x8fHIyckBAOjpab7da9SoAbVaDQDw8PBAeno6YmNjpf7Dhw9DrVbD3d1dGhMdHY38/HxpTFRUFJo2bQorKytpzKFDhzS2ExUVBQ8Pj/LfcSIZeNnn+5NPPsGlS5c0+gFgyZIlWLduXZm3w8838S4zei09exdKXl6eaNSokejSpYs4c+aMuHHjhli8eLFQKBTil19+kZbp3bu3eOutt8SZM2fEiRMnROPGjcW7774r9aenpwtbW1sxYsQIceXKFbFlyxZhYmIivvnmG2nMyZMnhb6+vli8eLFISEgQc+bMEQYGBuLy5cuVtu9Er7uS7jJ7Fkq4y+z69esiLi5OjB07VjRp0kTExcWJuLg46a4yfr6JgYheS8//wExKShKDBw8WNjY2wsTERLRs2bLYbfiPHj0S7777rjAzMxPm5uZi1KhR4smTJxpjLl68KDp37iyUSqWoW7eu+PLLL4tt+6effhJNmjQRhoaGwsXFRSN0EdE/9yqBqFu3bgJAsSk5OVkaw8+3vCmEEEKHB6iIiIiIdI7XEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARUbWmUCiwa9cuXZdRLrp27YrNmzeX6zqvXbuGevXqITs7u1zXS/S6YSAiohd6+PAhxo0bh/r160OpVMLOzg7e3t44efKkrkvTOScnJyxdurRc1rV7926kpKTAz8/vpeufO3cuWrduXab1Ojs7o0OHDggPDy+XOoleVwxERPRCvr6+iIuLw4YNG5CUlITdu3eje/fuePToka5LqxBCCBQUFFT6dpctW4ZRo0YV+xLi8jBq1CisWrVKJ/tFVF0wEBFRqdLT03H8+HEsXLgQPXr0gKOjI9q3b4+QkBC888470rjw8HC4urrC1NQUDg4OGD9+PLKysqT+9evXw9LSEnv37kXTpk1hYmKCIUOGICcnBxs2bICTkxOsrKwwceJEFBYWSss5OTnhs88+w7vvvgtTU1PUrVsXERERL6z57t27GDp0KCwtLWFtbY0BAwbg9u3bpY4/evQoFAoF9u3bBzc3NyiVSpw4cQI3b97EgAEDYGtrCzMzM7Rr1w4HDx6UluvevTt+//13TJkyBQqFAgqFQuo7ceIEunTpAmNjYzg4OGDixIkvPGX18OFDHD58GP3793/hvpWmaPvPTk5OTlJ/r169kJaWhmPHjr3S+onkgIGIiEplZmYGMzMz7Nq1C7m5uaWO09PTw7Jly3D16lVs2LABhw8fxvTp0zXG5OTkYNmyZdiyZQsiIyNx9OhRDBo0CL/++it+/fVXbNy4Ed988w22b9+usdyiRYvQqlUrxMXFYebMmZg0aRKioqJKrCM/Px/e3t6oWbMmjh8/jpMnT8LMzAy9e/dGXl7eC/d15syZ+PLLL5GQkICWLVsiKysLffv2xaFDhxAXF4fevXujf//+uHPnDgBgx44dqFevHubPn48HDx7gwYMHAICbN2+id+/e8PX1xaVLl7B161acOHECwcHBpW77xIkTMDExQfPmzV9YY2mKtv/gwQPcuHEDjRo1QteuXaV+Q0NDtG7dGsePH3+l9RPJgo6/XJaIqrjt27cLKysrYWRkJDp27ChCQkLExYsXX7jMtm3bRK1ataT5devWCQDixo0bUtvYsWOFiYmJePLkidTm7e0txo4dK807OjqK3r17a6x72LBhok+fPtI8nvlm840bN4qmTZsKtVot9efm5gpjY2Oxf//+Ems9cuSIACB27dr1wn0SQggXFxexfPlyjfqWLFmiMSYwMFCMGTNGo+348eNCT09P/PXXXyWud8mSJeLNN98s1u7o6CgMDQ2FqampxmRgYCBatWpVbLxarRaDBg0Sbm5uIicnR6Nv0KBBYuTIkS/dRyK54hEiInohX19f3L9/H7t370bv3r1x9OhRtGnTBuvXr5fGHDx4ED179kTdunVRs2ZNjBgxAo8ePUJOTo40xsTEBA0bNpTmbW1t4eTkBDMzM4221NRUje17eHgUm09ISCix1osXL+LGjRuoWbOmdHTL2toaT58+xc2bN1+4n23bttWYz8rKwn/+8x80b94clpaWMDMzQ0JCgnSEqDQXL17E+vXrpe2bmZnB29sbarUaycnJJS7z119/wcjIqMS+adOmIT4+XmP68MMPSxz78ccfIyYmBj///DOMjY01+oyNjTX+P4hIk76uCyCiqs/IyAi9evVCr169MGvWLHzwwQeYM2cORo4cidu3b6Nfv34YN24cPv/8c1hbW+PEiRMIDAxEXl4eTExMAAAGBgYa61QoFCW2qdXqV64zKysLbm5u2LRpU7G+OnXqvHBZU1NTjfn//Oc/iIqKwuLFi9GoUSMYGxtjyJAhLz31lpWVhbFjx2LixInF+urXr1/iMrVr18bjx49L7WvUqJFGm7W1dbFxP/74I5YsWYKjR4+ibt26xfrT0tI0AikRaWIgIiKtOTs7S8/+iY2NhVqtxldffSXdIfXTTz+V27ZOnz5dbL60a23atGmDrVu3wsbGBubm5v9ouydPnsTIkSMxaNAgAH8HnecvzjY0NNS4CLyohmvXrhULMS/y1ltvQaVS4fHjx7CystK61piYGHzwwQf45ptv0KFDhxLHXLlyBUOGDNF63URywVNmRFSqR48e4e2338aPP/6IS5cuITk5Gdu2bUNYWBgGDBgAAGjUqBHy8/OxfPly3Lp1Cxs3bsTq1avLrYaTJ08iLCwMSUlJiIiIwLZt2zBp0qQSx/r7+6N27doYMGAAjh8/juTkZBw9ehQTJ07EH3/8odV2GzdujB07diA+Ph4XL17E8OHDix29cnJyQnR0NO7du4c///wTADBjxgycOnUKwcHBiI+Px/Xr1/Hzzz+/8KLqt956C7Vr136lZzupVCoMGjQIfn5+8Pb2hkqlgkqlwsOHD6Uxt2/fxr179+Dp6an1+onkgoGIiEplZmYGd3d3LFmyBF27dkWLFi0wa9YsjB49GitWrAAAtGrVCuHh4Vi4cCFatGiBTZs2ITQ0tNxq+Oijj3D+/Hm89dZbWLBgAcLDw+Ht7V3iWBMTE0RHR6N+/foYPHgwmjdvjsDAQDx9+lTrI0bh4eGwsrJCx44d0b9/f3h7e6NNmzYaY+bPn4/bt2+jYcOG0im5li1b4tixY0hKSkKXLl3w1ltvYfbs2bC3ty91WzVq1MCoUaNKPNX3Mr/99htSUlKwYcMGvPHGG9LUrl07acx///tfeHl5wdHRUev1E8mFQgghdF0EEVFJnJycMHnyZEyePFnXpVQ4lUoFFxcXXLhwoVyDS15eHho3bozNmzejU6dO5bZeotcNjxAREVUBdnZ2+P777196F5u27ty5g48//phhiOgleFE1EVEVMXDgwHJfZ6NGjbS6wJtIrnjKjIiIiGSPp8yIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2/h/dfBnAj3kFGgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# - Drop duplicate records based on 'file_path' column\n",
    "test_sample_rates = test_df.drop_duplicates('file_path')\n",
    "test_sample_rates = test_sample_rates['sampling_rate'].value_counts()\n",
    "test_sample_rates.plot(\n",
    "    kind='bar',\n",
    "    xlabel='Sample rate (Hz)',\n",
    "    ylabel='Number of clips',\n",
    "    title='Sampling rates distribution (Test set)',\n",
    "    color='#c93867',\n",
    "    rot=0)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 Cutoff frequencies"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2.1 Train set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# - Drop duplicate records based on 'file_path' column\n",
    "train_df.drop_duplicates('file_path')['cutoff_freq'].plot(\n",
    "    kind='hist',\n",
    "    title='Cutoff frequency distribution (Train set)',\n",
    "    bins = 300,\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(15,7)\n",
    ")\n",
    "plt.xlabel('Frequency (Hz)')\n",
    "plt.ylabel('Number of clips')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2.2 Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# - Drop duplicate records based on 'file_path' column\n",
    "test_df.drop_duplicates('file_path')['cutoff_freq'].plot(\n",
    "    kind='hist',\n",
    "    title='Cutoff frequency distribution (Test set)',\n",
    "    bins = 300,\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(15,7)\n",
    ")\n",
    "plt.xlabel('Frequency (Hz)')\n",
    "plt.ylabel('Number of clips')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3 Number of channels"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3.1 Train set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# - Drop duplicate records based on 'file_path' column\n",
    "test_n_channels = train_df.drop_duplicates('file_path')\n",
    "test_n_channels = test_n_channels['n_channels'].value_counts()\n",
    "test_n_channels.plot(\n",
    "    kind='bar',\n",
    "    xlabel='Number of channels',\n",
    "    ylabel='Number of clips',\n",
    "    title='Number of channels per clip (Train set)',\n",
    "    figsize=(10,5),\n",
    "    color='#c93867',\n",
    "    logy=True,\n",
    "    rot=0\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3.2 Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "n_channels\n",
       "2    2627\n",
       "1     226\n",
       "6       3\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# - Drop duplicate records based on 'file_path' column\n",
    "test_n_channels = test_df.drop_duplicates('file_path')\n",
    "test_n_channels = test_n_channels['n_channels'].value_counts()\n",
    "test_n_channels.plot(\n",
    "    kind='bar',\n",
    "    xlabel='Number of channels',\n",
    "    ylabel='Number of clips',\n",
    "    title='Number of channels per clip (Test set)',\n",
    "    figsize=(10,5),\n",
    "    color='#c93867',\n",
    "    logy=True,\n",
    "    rot=0\n",
    ")\n",
    "plt.show()\n",
    "test_n_channels"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.4 Durations"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4.1 Train set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df['duration'].plot(\n",
    "    kind='hist',\n",
    "    title='Duration per clip (Train set)',\n",
    "    logy=True,\n",
    "    bins=300,\n",
    "    color='#c93867'\n",
    ")\n",
    "plt.xlabel('Duration (seconds)')\n",
    "plt.ylabel('Number of clips')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4.2 Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0       10.0\n",
      "2       10.0\n",
      "3       10.0\n",
      "4       10.0\n",
      "8       10.0\n",
      "        ... \n",
      "5507    10.0\n",
      "5510    10.0\n",
      "5511    10.0\n",
      "5513    10.0\n",
      "5515    10.0\n",
      "Name: duration, Length: 2856, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(test_df['duration'])\n",
    "test_df['duration'].plot(\n",
    "    kind='hist',\n",
    "    title='Duration per clip (Train set)',\n",
    "    logy=True,\n",
    "    bins=300,\n",
    "    color='#c93867'\n",
    ")\n",
    "plt.xlabel('Duration (seconds)')\n",
    "plt.ylabel('Number of clips')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 Distrubtions"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 Genres"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1.1 Train set: \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genres_counts=dataset.get_genres_distribution('train')\n",
    "# Transform the Series into a DataFrame\n",
    "df = pd.DataFrame(list(genres_counts.items()), columns=['Genre', 'Occurrences'])\n",
    "df= df.sort_values(by='Occurrences', ascending=False)\n",
    "df.plot(\n",
    "    x='Genre',\n",
    "    y='Occurrences',\n",
    "    kind='bar',\n",
    "    xlabel = 'tags',\n",
    "    ylabel = 'occur',\n",
    "    title = 'Occurrences per genre for the train set',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1.1 Test set: \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genres_counts=dataset.get_genres_distribution('eval')\n",
    "# Transform the Series into a DataFrame\n",
    "df = pd.DataFrame(list(genres_counts.items()), columns=['Genre', 'Occurrences'])\n",
    "df= df.sort_values(by='Occurrences', ascending=False)\n",
    "df.plot(\n",
    "    x='Genre',\n",
    "    y='Occurrences',\n",
    "    kind='bar',\n",
    "    xlabel = 'tags',\n",
    "    ylabel = 'occur',\n",
    "    title = 'Occurrences per instrument for the test set',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Instruments"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2.1 Train set: \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Brass instrument': 182, 'Singing bowl': 52, 'Rimshot': 73, 'Harpsichord': 53, 'Didgeridoo': 55, 'Bagpipes': 55, 'Steel guitar, slide guitar': 12, 'Hammond organ': 11, 'Hi-hat': 31, 'Drum': 150, 'Theremin': 50, 'Clarinet': 31, 'Drum machine': 9, 'Guitar': 236, 'Strum': 39, 'Banjo': 19, 'Steelpan': 11, 'Shofar': 44, 'Maraca': 7, 'Acoustic guitar': 49, 'Double bass': 51, 'Violin, fiddle': 50, 'Trombone': 48, 'Mallet percussion': 1, 'Orchestra': 50, 'Harp': 51, 'Sitar': 6, 'Electric guitar': 37, 'Wind instrument, woodwind instrument': 214, 'Drum kit': 74, 'Marimba, xylophone': 4, 'Percussion': 210, 'Mandolin': 10, 'Flute': 46, 'Trumpet': 48, 'Pizzicato': 58, 'Keyboard (musical)': 124, 'Gong': 1, 'Snare drum': 78, 'Harmonica': 53, 'String section': 10, 'Vibraphone': 5, 'Cello': 57, 'Bell': 48, 'Ukulele': 21, 'Scratching (performance technique)': 48, 'Tubular bells': 1, 'Drum roll': 59, 'Glockenspiel': 2, 'Electric piano': 52, 'Cowbell': 16, 'Electronic organ': 14, 'Bass guitar': 31, 'Wood block': 47, 'Bowed string instrument': 98, 'Tabla': 44, 'Church bell': 5, 'Rattle (instrument)': 14, 'French horn': 53, 'Synthesizer': 13, 'Piano': 71, 'Organ': 24, 'Tambourine': 10, 'Plucked string instrument': 255, 'Cymbal': 34, 'Timpani': 4, 'Musical instrument': 374, 'Saxophone': 51, 'Accordion': 51, 'Zither': 1, 'Tapping (guitar technique)': 24, 'Sampler': 7}\n"
     ]
    },
    {
     "data": {
      "image/png": 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GGsWnPvWpYt68eUVRFEVLS0tHxFvMwoULiy9+8YtFXV1dsffeexf//Oc/OzpS6+O76D4aNmxYUVdXV+yxxx4dGavVG4+/W265pVhrrbWK9773vcVWW21VPPjggx322L4xV0tLSzFlypRiiy22KBoaGoovfvGLHZJpWebPn1+ccMIJxdFHH11cf/31iz3uK9OCBQuKoiiKY489tthwww2Lv//9723Wf/e73y2233774rzzzlvp2Yri9ftk0f0zb968YsGCBcUnPvGJoqGhoRg+fHjxyiuvFEXR9hjoiGyL/O53vys+8pGPFFdccUVx1FFHFXV1dcWtt9660rMt8swzzxSzZ89uvX3HHXcUvXr1Knr16lVcfvnlRVF0zH23JNOmTSu22mqrYvXVVy/69OlTXHnllR0dqdUb76Pm5ubioYceKubMmdO6rKP/XvvRj37U5nn64osvFrvsskvxmc98ppgyZUqHZlukpaWl+OY3v1kcd9xxxf/+7/+2/p27so+/Z599donLx48fX3zgAx8oPvzhDxdDhw4tHnnkkWL+/PkrNdvSNDc3F8ccc0zRvXv34hOf+ERx4403FrNmzeroWK1+9rOfFRtvvHGx/fbbF0OHDi3++te/luZ1ZZGHH364+Pa3v128//3vL0477bSOjtPGueeeW6yyyirFuuuuW2yxxRbFueee29GR2jjrrLOKj33sY8WXv/zl4sYbbyyKojx/b/zxj38siqIo5syZU2y88cbFscceW0yfPr2DU73ugQceKDbaaKPi6KOPLm677bZi7NixRd++fYtjjz22zd/LK8ui93uLTJ8+vdhhhx2KUaNGFQsXLizN690bc86bN68YM2ZMMWbMmOKyyy7r0OPujXPPnz+/OOKII4o11lij2GabbYpvf/vbHZZrWb785S8Xm266aTFs2LDi4IMPbn3PvLL861//Kvr06VPccMMNRVH85z6cMWNGMWTIkGLbbbctJkyYUIwbN67Yfvvti913332x47SjvPrqq8VXvvKV4rOf/Wxx4YUXFk888URRFCv/te+vf/3rEucdN25c0b1792LAgAHFpptuWlxyySUrNdciS/pdqLm5ufjqV79avOc97ym233774rXXXuvQ5+6rr75afOITnyi222674pFHHimKoih+8YtfFO9///uLc845p8NyFcXin58VxX9eA6+++upip512KkaPHr2yYy3Rovfxq6yySvGZz3ymGDZsWLHzzjsXxxxzTIdlWnRfLfr764QTTii6dOlSbLXVVsVTTz1VFEXHv19pbm4uvvjFLxZDhgwpJk6cWBRFUfzlL38p+vfvX0yePLlDs/23W2+9tfjCF75QnHHGGcUDDzzQoVmW9Lv1DjvsULznPe8pPv3pT3fYe5abbrppie8zv//97xf9+vUrtthii2LTTTctxo4d2wHplk5Z9C73xjdPi54cM2bMKMaNG1esvvrqxZe+9KXWXz5W5gdXb5zrtddeK2644Ybib3/7W+uyiRMnFnV1dcWvf/3rDvtAbWlvPCdOnFgMGDCg2GmnnUrzC8giU6dOLX74wx8Wn/zkJ4vdd9+9+L//+7+ljl2Z/vnPfxa333578YlPfKL47ne/W/zhD38ott1222LIkCGtv7SvTG+8P2bOnFkUxesfGtx7773F0UcfXeyyyy7Fn//856Ioln4cvJ0WLFjQ5rifMWNGseuuuxaDBw8u9v7/2PvqsKrS9utro4J0d4N0dzcIiCCiGCAqoFhggIqCiYGJ3d3drYxjdzcqiCAqIY2EwPr+ONd+5uxzcH7vyD7MvO83658ZNyees/cTd6x73aGhEBcXx4YNG/4254i+f83NzZCUlERqaiq+f/9O/l5aWoqkpCTY29v/NMgq6LEBYARW3r9/T5JY27Zt69Ax0eB+pvfv38fEiROxc+dOJCUl4fz58+RvQ4YMgZmZGcrLyzt0fLzz6fjx4zhz5gyam5tx4cIFREREIDIykqyZv2NfocdIf/etW7cgKiqKLl264OTJkwDwjwle0VixYgUUFRVhbm4OCwuLvy2oS98z2sksLy9HTEwMAgICkJOTA4ATwLexscGqVas6ZEzca4J3Pt24cQOqqqpwcHDAwIEDoaqqChcXF2JsC9o2oD9/8+bNsLW1xb179wD8cf+2bt0KJSUlTJ8+Hdu2bYOrqyvMzc1JQrUj0dZa3LlzJ8zNzfHw4UMAf39ykhvz58+Hmpoa1q1bh02bNsHLywsmJiYkONjRaG1tZdyf169fw9TUFKampujduzekpKRgZmaG69evk9d3FFpaWhjP9+rVq1i4cCHGjRuH69evIzc3F4mJiTAwMMC1a9c6bFw/w71792BmZgYzMzNMmzYN4eHhUFNT+9vmIb1e6e/9/v07KIrCzp07AQCrV6+Grq4uDh8+3KHj4j1v6We8YcMGGBgYkHMWAJYsWQIPD48OJfi1lSQCgEuXLkFPTw+vXr0CALx8+RLv37/Ho0ePOjypAPDPp9evX8PCwgJ2dnaIjIxE586dMXToUBK0/7v2wZcvX2LZsmUIDw/HiRMnkJ6eDoqisGPHjn+MzVJRUYGgoCDY2tri2LFjOH/+PIyNjdGnTx+8f/9e4N//7ds3AEBdXR169eoFS0tLxt9PnjwJZ2dnQiS9c+cO9PT0YGJi8reQN9tKxCgpKcHLywsJCQlwcXGBn59fhxJfGxoakJycjNDQUMb4nj9/jjVr1mDUqFE4ePAg8vLy0L9/f7i4uOD06dMCHxc32opN0Xj8+DECAgJgbGxMrv0da5a+dxcvXoSPjw+DRDpo0CB0794dd+7c6fDx8X7X9evX8eHDB8Y9bW5uxvz582Fubo7ff/+9w8bW1vgAzp7s7OyM3377jVzr168fKIoiSc2OAu+51tDQAAB4+/Yt9u7dC01NTWzatKnNZFxHoLW1lTHGGzduwNfXF8OHDwfASVYGBQV16Jj+LNZUV1eHmJgYSEhIYPTo0XBycoKfnx8WLVoEoGPjBLy2MvDHfMzOzoaQkBCGDRvWYePhRl5eHiiKwvr168n9rKqqwtixY2Fubo7du3fj27dv2LhxI3R1dbF9+/a/ZZxt4d9k0f8oeAOm48aNQ0JCAk6cOEGYzVu3boWIiEiHHyTcOHDgAMTExGBoaAh5eXls376dBJ0DAwPh6Oj4twabm5qacPDgQbx48QJlZWUAgNraWqSnp0NGRoZc+7vGB3Du4ahRo3Ds2DGUlpYC4FQquLm5YfLkyX/b+LgNBgsLCygrK2PIkCHkWlFREczNzZGSkoKKiooOGRv3gffp0ydERETAyckJaWlpxPE9d+4cPD09MXbsWPLajjIEeb/n4cOHePz4MZ4+fYrhw4cTh2PkyJHw8PDAuXPnOmx8vMYCbeCvWbMGEhISfEm/8+fPw93dHStXrhT42AD+dTFmzBiYm5sjKioKx44dA8AJEgUFBaFv376kGqqjE27Nzc1Yv3495OTk4OjoCG1tbYiLi+PGjRvkNZ8+fYKUlBQWLlwo0LEUFRW1ef379++orq5Gr169YGFhgdraWgCcoJqTkxNJJHS0EcgN2sAHOE7w0KFDYWFhQa79UwLj27dvh5aWFnbv3o2HDx9i3LhxUFNTw+LFiwF0zD38szl+5MgRuLm5ITU1lVzr27cvQkJCSMJc0Pj69Ssj2Qxwnu+IESMwePBgstfcvn0bDg4O6NWrFwDBP2Pa9jh9+jS8vb0ZZwIA9OnTB0OHDiX/bm5uRmRkJEJDQwlRQ9DgdSxptLS0YMCAAejfvz8AID8/Hw8ePMDZs2cZxBxBg9ceaG1txY8fP+Dj48OYc62trfD09ERMTAw+fvzYYePjHhvAYRIDwPjx4+Hp6YnGxkZUV1eTxGVHVnfwJrCePXuG/fv3Y9iwYRATE8OAAQPI39++fYvw8HB4e3t3yNho8M69mpoapKamIi0tjVy7d+8eREVF4eHh0aFj40ZLSwuZVy0tLRg8eDBiYmLI393c3NC3b98OCYjTY6BB2+00RowYQYJB9OvKysoQEBCAESNGkDnaUdixYwdMTEwwadIkNDY2oqSkBKKiooiIiICrqytCQ0OhpqYGHR0dTJgwoUPHxj3/qqur4ejoiLFjx2LixInk3h07dgweHh4dFiRq61zat28fKIqCk5MTCTADQFxcHKytrfHkyZMOGRuNtqo6AE7FnbOzMz5//gyAYyPq6+vD3t6eT0GAbWzbtg1KSkpkPTx58gQSEhIM4srmzZvRu3dvlJSUICIiAtLS0khLS+swH5IbvIS+0tJSBAcHY9OmTeT6ihUrQFEUpk+fDqDjbGbeZ1VVVYWIiAgoKioiMjKSjD0nJwcRERHo2bPn35KwnDt3LkJDQ5GQkIBTp06R65s3b4aWlhZ27doFoOP9NN41nJqaChcXF1Ihe/PmTdjZ2SE1NZX45R2NLVu2QFlZGQ4ODlBRUUFycjIjYfrs2TP06NGjw/bktmxRer4fPnwY7u7uADjV+GZmZjAyMsK+ffs6ZGxtYcOGDfD19UWfPn0wd+5ckhyKiIiAt7c3Hj16BKBj/Vzu+1dbW0tszblz58LR0RGnTp3CmDFjkJmZyXh9R42xrQTauXPn4OrqSnyeb9++wd7eHvLy8gLfl3Nyctqs3MzNzcW2bdvw4MEDxvXIyEhYWFj8bUTchIQEGBsbM/zDiRMnkvhZWVkZQkJC0KlTJ6irq/8t5Ju28G+y6H8cT548gYuLCzw8PNCjRw/IyckhKyuL/N3KygohISEdnvR4+vQptmzZgri4OOzfvx+lpaUYPHgwXFxcCCv348eP6NSpE1avXk0ObroMmA1wBy/awurVq6GkpAQTExN069aNHHQA8OHDB2hpaWH8+PEA/h6GfVNTE8aPHw8lJSX4+flBU1MTERER5O/JyclwdXXFlStXOmQ8vNUw3Dh79izExMT4nLX58+fD2toaR44c6YghEhQXFyMyMhJRUVGYMmUKLCws4OrqSv4+depUODs7M6o9OvIZf//+HWFhYZCQkICSkhK0tLQwf/588ve8vDy4ublhxIgRhIknKPA6lR8+fOALVhgbGyMyMpJxANfX1yM0NBTJyckd6oS8evUKq1atgqenJzZt2gRXV1dYW1uTpPjBgwdhY2ODpUuXCnwsvHNm3759GDZsGAYNGoSrV6+ipaUFN2/ehJCQEJYvX85wOhYsWABFRUVSDs829uzZAxsbG7I/NDU1obm5GTExMZg3bx4ATmWRg4MDZsyYAYAT1IqJiUH37t0Z4+pIR27nzp2ws7NDSEgIRowYQYypy5cvQ0VFhZxvHe3AtWVEt7a2wtfXF/Hx8eRafX09MjMzISYm1uGSYBs2bEBwcDDGjBlDnPDW1laMHz8ebm5uZI1kZ2fD1tYWs2bNEvi+t3nzZlhYWODdu3f49u0bIiMjybPT19cnQRaAs55Onz4NYWFh3L17l4yfbVRUVCAmJoYR3J42bRqcnZ1JQOPLly8wNzfH6tWrAfyxBk6cOAFLS0tyfzsK+fn5SE9Px86dO0kF1PLly6GsrAwbGxt4enrCx8cHIiIicHV1JXKNgkq48e4J3N/z6dMnKCoqksAL/bwPHjwILS0tXL16VSBj4gXvbx8zZgyGDx+OgoIC+Pr6kiAL/boZM2bAwsKiwytQWlpasHjxYoiJiWHPnj04fvw4TE1NMXDgQMbrDh48CB0dHWzevLlDxkSjoaEBhw8fJpUwFy5cwKdPn9DQ0ICkpCRISkoiIiICIiIiWLNmDQDBJnp596zPnz/DyMgI6urqePr0KQAgMzMTvXr1IsmhS5cuQV1dHevWrRPoecb92Xl5eejRowdsbGwwadIksqdt2bIFYmJiJGhO/57x48fDyclJYGPjRWVlJUJDQ6Gqqoply5bh6tWrJPhz7tw5jB49GgsWLMD+/fvx+vVrpKWlwdbWtkMSbtz3saCggMgZeXt7g6Iohrxba2srli5dCltbW4FX3v0ZG93FxQVycnKMQFF5eTkUFRWRnp7eYSof3PeOd62sXLkSvr6+AICBAwdCUlISiYmJKC4uFuiYAE5iSlZWlsh9Njc3E2ImTXJduHAhjI2NISYmhr59+zKIDxcuXCDru6P2l+LiYgQFBWHEiBEAODZ+c3MzPn78iPDwcMjKyiIwMBCSkpLkuXckkWnFihXkHp08eRLGxsaEbENjy5YtsLOzY72anPs+tbS0MH73nTt3YGFhATMzMyxduhRhYWFwcHDA3r17AXCCvUOHDoWLiwshEnXEfWurMgEAHj16hKCgIERFRRF7ZdKkSXB1dSWKBoJCW7/79OnTMDU1xYYNG9Da2ooLFy7AwsKC79kmJiaiT58+HRInoFFQUICtW7fi3bt35F7Nnz8fbm5uCAkJgYyMDGbNmkX2u5qamg4jaQCc+Eq/fv2gpqaG1atXIyMjA3Z2duTe5eTkQENDA/Pnz2fIhgMdFweaPXs2DAwMsHz5crS2tiI3Nxfh4eFwdHSEkJAQxo4di9u3b3eYD/nx40doamqS/XXnzp1k3mdkZGDw4MEAOP6curo63NzccPnyZYGNp7W1FdOmTQNFUYwKnB8/fmDMmDGQkZGBpaUl1NTU0KdPHzIPc3JyICIigvXr1wtsbG2BnjcNDQ0QFxfH9OnTCQn3y5cvADjEa1VVVfTv3x+HDx+GtrY2iTH/3fg3WfQ/ioKCAsTFxaFfv34k0AcAY8eOhYeHB44ePQqAc2B36tQJ69evx/fv37Fjxw5yWLMF2jDlPkx69uwJWVlZxsFWXl6O0NBQ9OnTB3l5eQA4GVclJSWkpKTA3t4ehoaGAs+0Njc3Y+nSpbC0tMSePXvQ2tqKjx8/QkZGBlOmTCGv27BhAzp16tTh0gYtLS3IyMhAaGgoUlJSUFxcjJaWFhw+fBhSUlIkUHD79m0EBweTgEJubi727dvHKiuxrd984cIFjBgxAhkZGUR2BADCw8Ph4eFBDhuAEyTy8PDA0KFDyTNn8z7yflZlZSVCQkKgra1NjHsAuHbtGmRkZIgG8ZMnTxAWFoaAgAAUFBRg3rx5mD17NqOagS3wGh8bNmzAqlWrMGbMGBQUFGD37t3o1q0bAgMDGa/NysqCvb19hwUlnz59Ck9PTxgZGcHW1hbr1q0jc+ny5cttykYuXrwYRkZGAhkP77P98eMHlixZQpKntKzWy5cv0bdvX0bgd+jQofDw8MDBgwdx7NgxBAYG8hmFbIJOoh0/fhxCQkLQ09Nj6NYmJiZCR0eHVLcBnKSCkpISqQxgG1evXoWvry9jHZSXl8Pc3BzPnz8HwGEjTp48GWZmZoSpePToUXh6eiI+Ph5lZWUYNmwY9u3bJ9D9j2asTZw4ESoqKli4cCFmzJgBdXV1BAUF4eXLl2hpacGkSZOgoqLCqFIRdACG93PLy8sZ/bJCQkL4KlJyc3NhamqKjIwMgY2J+9ytrKxEr169oK6ujpkzZ8Lf3x9SUlLk+x88eAA/Pz/ExsaSzxg3bhzs7e0F7gg3NTVBR0cHLi4u6Nq1K3x8fFBRUYHS0lIEBARg0qRJjODW58+f4e7uTiQOBIVVq1bB3Nyc2EPPnj1DSEgI+vXrR4x8Jycn9OvXDwAzSKipqdkhQXEaGRkZEBMTQ2BgILy8vKCurk4YmwcOHMC0adNw7tw53LlzBx8+fICTkxNSU1M7xPE9cuQIIiIiMGLECJw9e5bss9bW1qTSmDuxKycnR+TBOgoPHjzA5cuX4ejoSGRSrKyskJyczBhfTU0N5OXl0a9fP1J1Jujnu3HjRowePRrDhg3DxYsXAXCCHTNmzICenh5hvwKcCr3ExESYmpqybif/rP/FsmXLIC8vDz8/Pz6WcHx8PNzc3HDnzh00NzcjIiICWlpaHVaZxX2mW1tbQ0ZGBsnJybh8+TKePn0KZWVlYicAQHR0NHx9fUmyVVBobW3FixcvEBMTg9jYWGRmZsLKygo+Pj6or69HQ0MD9PT0GGczAMTExCAmJkYgyay29oLLly/DycnpP65EnDt3Lnr27Mn20P4Ut27dgouLC9mXc3NzQVEUpk2bxthXXrx4ARMTE4GcZ20lxufOnYv58+fj9OnTJKBH28kHDhxgkOsWLVoEHR0dgat88I5z7ty5GDRoEDIzM4ktf+LECaioqEBERAShoaGM/eX69esCqS5qbm4mY1u2bBkkJCRIYqWgoAB6enoYOXIkAA4ZTFtbm6FSAXACboMGDRKoxC8v6e3u3btITk7GoEGDGP1Dvn79Cjc3N0RGRqKwsBAvX76EiooKoqOjBTY23mQMPT4zMzPyva2trUhOToadnR2DkFFSUoKEhAR4enqyXtX78eNHxn5Kr8nJkydj4sSJ5Pq1a9egqqoKIyMjYksdPnwYdnZ2hLwmaHuFV4Z2586djPm/bNkyODg4kMqxjx8/wt3dHfHx8R3e7y4+Pp6Q0MrKytC/f3/IysoiIyMDzc3N5B5evnwZUlJSHZZUWLx4MURERKCrq4tu3bqRmFl+fj46deoEFxcXRqynvr4eq1atwooVKwTyfNuyz+7duwdXV1eyZsvKyuDu7g5paWmyv6WlpcHS0hI7d+7Eq1ev4OXl1SGk+i9fvsDb2xtmZmbYvXs37ty5Q9bMpk2b4OjoCF1dXfTv3x8KCgowMjLCwIEDsWrVKkbFqiDg7+8PR0dHdOvWDaqqqqSv8tChQxEWFgZnZ2doaGgwWiR8+fIFX79+BcCurfz8+XPo6OgwyPANDQ2kvxOtipGfnw+KorBq1Srit02ePBlqamqkepZt0PZtU1NTmzLrWVlZkJKSYjyvt2/fwsXFBRs2bADAif9YW1tDTEysw2Ua28K/yaL/AbTFZKqvr4eXlxeEhYUZGtc5OTnw9/fHkCFDyMYXHx8PIyMjaGpqQkZGBsePH2dlXLyGKXcA7/bt2zAyMkJwcDDjNbt374ajoyMpsQSAmTNnIjg4mCFZwgYaGhowatQoYoh8+PCBsIY3b95MggafPn1C37590blzZ3Tt2pVo1peXl8PT0xN+fn6sjosbbTmFNDO9a9euGDBgALleW1uLcePGQU5OjlxbvXo1jIyMYGNjA4qikJiY2O4Nu66uDp6ennwOdX19PYYMGQJJSUkMGzYM3bp1g5mZGWbPng2Ao0Osrq6OBQsWMObC3r17ISsri927d7drXNz4mTRPQ0MD1qxZA2lpacycOZNc//79O9LT0yEuLk4SQnv27IGbmxtUVVUZB6MgcevWLdjb2zOSfgDHAHNxcSFscIBzv0NCQhAYGMi6A8c7RzZt2gQ1NTWMGzcOV69exdq1ayEtLY2dO3eS+9WjRw84ODgwZCPz8vJgZmbGenXMz9ibdCWMnZ0d4/qhQ4egq6uLtWvXAuDMxYEDB0JTUxPKysqMqi020dDQgMmTJ2Po0KHE0YyLi4OhoSFhEQMcI0JaWhqTJ09mBPkuXrxIpAYFgXnz5sHJyQkHDhwAwGFFWltbo76+nsyBGzduwMvLizjnNEvXxMQEysrKsLS0REFBAWtj4k100KiqqoK1tTUJwgOcwIG5uTmmTJmCxsZGvHz5EmZmZujVqxeePHmC8PBwZGZmCszJ5P7crVu3QktLC+7u7owKysjISD55o+/fv8PNzQ1z585lfUzc94x2YO/cuQMjIyNGNc6mTZsgLCxMggaZmZlwcnIiyZGXL18iODiYdQeEe3xNTU0oLCyEkpIShIWF+RJAI0eOhL+/P0PisqysDIqKiqTvGNvBevqZfvz4ETExMXB1dSWBtJUrV8LJyYnMwSNHjqBLly7EJgA4gSIjI6MOaxr98uVLWFtbM6pgbWxsYGpq2mYl9vfv3+Ho6Mia/EdDQwPCw8OxceNGAEwGXWxsLGRlZTF58mS4u7vD2NiYJCQ3btwIYWFhhvzSs2fPoKuriwsXLrAytrbQlt4/RVEwMTFhVAytXr0aMjIyjP5YDQ0NMDc3h6amJrEb2cLPGM179uwBRVEwNTVlVO7eu3cPAQEBfGSCCxcuQENDg7XeNj/rfwFwWOv6+vrYt28fKioqGJIjT548gZqaGrGbGhoa4OfnB4qiGElptsD7XGfOnImYmBjcv38fAMdBNzAwwNq1a2FtbY2ioiJYW1szfI3c3Fx06dIFixcvZq1fAe+4ysrKEB0dDS0tLQwePJh8z/nz52FpaYmpU6cC4FQBUBSFgQMHYvfu3UhPT4e8vDxr/hmNP0s8bdy4EZ07d8aHDx9w7NgxLF++HKNGjUJGRgaxOa9du4bHjx9j+PDhkJeXJ/uAoJOoHz58QHh4OLp3706SuvT8TEhIgJ6eHoOYVlVVha5du7JGhjx06BAGDRrEdz07OxuKioqwsbFBcHAwpKWlER0dTfztwMBAPjsZAFRUVNC3b98OCep++fIFQ4YMgZGREUaMGAGKopCQkIDi4mK8f/8eXl5efH5tZWUl+vfvj+XLl7M6Fu558vLlSzx9+hRqamoYM2YMeZ5bt26FkJAQCZpNnDgR5ubmiI+Px4ULF7Bjxw4YGBjA29tbIPKvvDZ4a2srFi9eDGFhYVhbW/MF89atWwdDQ0PCGH/58iVUVVVBURTr6xdg2qHcFSQ/fvxAVlYWTExMiH1w8+ZN+Pv78+3Bx44dg5GRUburi75//06a2+fn58PPzw/9+/dHeXk5IiIiiN/98OFDvH//Hg0NDRgzZgypPtXQ0CBJpLKyMkycOJF1hYU/8wcaGhoQHx8PaWlpODs7Q01NDZGRkaiqqkJZWRkiIyPRo0cPsn5pm5BbelAQ2LhxI5F0r66uRr9+/bB3717MmTMHUlJSCAsLY5ANaTQ2NsLe3p5hHwoCx44dw4IFC5Ceno47d+6gqKiIKCjQAf1hw4ZBR0cHly5dQnl5Ob59+4a0tDQYGxvj0KFDrJ4Zf3au7d27lygFTZ8+HVJSUoiIiGCs4/r6eoSFhcHMzAwyMjKIiIhoMyHLNg4dOgQbGxsGiYVGRUUFhgwZAn9/fxQXF6OiogJ79uxBUlISHBwcWPfVeNeJo6MjKIpCr169GPc3OzsbFEVh0KBBjP2nrKwMs2bNwsGDB1kdF8Ahf0hJSSE7Oxu3bt0ivvSmTZvIvbt48SIcHBwgLCwMDQ0Nsi9VVVVBU1MTY8aMYXVM379/R3h4OObMmcOI4+Tl5ZEEKQ09PT1ER0cTm/7IkSPo1KkTqSZ/8+YNunfvDh0dHT7S0N+Bf5NF/8Xg3rSam5tx+PBhvHr1ipSLnz17Fjo6OnxJlhUrVsDJyYmRwfztt98EVqGwbt06ODg4IDg4GMOHDydSFampqXBwcGA0NG5paUFcXByCgoJID4+mpiYGQ6w9TlxqaioxVqqrqzFjxgwoKipi+PDhoCiKBABow37Pnj3Q1tZGZGQkcnJy4OXlhYCAABI8OnnyJISEhARSQsu9Ud+7dw85OTlkY8nNzYW3tzdDOg3gbKDq6upISUkBwNkUHzx4gDlz5uDly5esjKu6uhoLFy5kNN8FOEaohYUFbt++DYBTnp+ZmQlhYWGyeScmJsLGxoYRXAMgMFmXb9++ITMzE/v37yeGwJcvX+Dv7w97e3vGa9++fQsDAwMkJCQA4BhZpaWlApfEeffuHfnO5uZmrFixAmJiYqT6D+AELvv06YPQ0FCGvv2ePXsQFRX1094zfxVtGVjfv3/HypUrGcHPXbt2gaIo+Pr6kuf96dMniIiIMOTUbty4AXd3d4ExcpYvX47Vq1cTGcOGhgbMmjULsrKyxDAAOHNxzJgxMDMzI+yS6upq3L17V+BstQkTJsDNzY0YTDk5OdDU1ERGRgaD+bxhwwZ07dpVoKXbNOjfnJeXh/DwcPTq1Ys4c3SfM/oZNjc3Y8mSJTAxMSHM9oaGBrx7947BumsPDh48iP3795Pvawu3bt2CnJwcqXqif8P06dNhaWmJ9+/fo6WlBefOnSPkh969e/P1wmEbeXl5uHv3LhwdHbF27VrMmzcP4uLiZA8+ffo0jIyMSI8igLMvGRsbE8lVQSArKwudO3fGkydPsHbtWigpKfG9xsXFBeHh4QA4Z0pERAQ8PT0ZAXI20dazraiowKlTp2BnZ4e4uDgGs/X9+/ewtrZG37598eDBA9TX12Pnzp0wNzdnrG9Bje3IkSOwtrYmsjhfv35FVFQUunfvTsbZp08f6OjokEramJgYmJiYMJjG7UVb5Af62cydO5dUN126dAnOzs5QV1dnEAuKi4tx9OhRktD08/NjrRl4Y2MjYmNjoaamxrDNHj16BFNTU3J+NjY2Ys+ePejSpQsuXboEAAgNDYW2tjYWLFiAq1evIigoCE5OTgJh6f7MbqSrI0VFRRmki5KSEpiZmSE8PJxUVly6dAlRUVGIiooieyEb4H62X79+5Xs2gYGB6NatG5/DuXr1apiYmODEiRPk2vfv31m3R9sio9TX18POzg7p6ekA+HtT5efnQ1hYmJzN586dw5AhQ7B3715W7b2fnReHDx9Gr169SA+n27dvIzIyEvfu3cO4cePg5OSEPn36wN/fnzE3srOzWdn3fkZYAoClS5dCRUWF4ZvV1NQgIyMDmpqa5H5v374dffr0gbW1NV81ABvg/p0nTpxAUlISMjMzGZVENjY2kJeXh7m5Ofr374+ePXvC2NgYI0eORGNjIyZPnoxu3brBx8eHVZlw7jH+7D727t0bnTp1wooVKwD8YbM0NDRAQkICvXv3xo0bN1BbW4vly5fD2NiYlX5tP378wP79+wnBjb6PjY2N6Nu3L5KSksiY9+/fDzs7O9KcvKCgAEJCQlixYgWjUuXatWsCr2hrbm5GbGwsYmJiEBcXRwJ7p0+fhp6eHglGZ2VlQUNDA4mJiThx4gSOHj0Kc3NzuLi4/HJvJTrZnp6ezhfUbmhowODBgyElJYWEhASIi4sz+ilXVFTAy8sLPj4+ADhrZc+ePTAwMIC7uzv09fUFVml88+ZNUBSFPXv24NmzZ3Bzc8OpU6dQX18PW1tbaGpqIj8/H8Afe9GmTZugqqpK/LLly5cjMTERixcvZrUPJPf6LS0tRZ8+fWBiYoLRo0cTYtDTp0/Ru3dvBAQEkNfOmzcPzs7OjCBuU1NTu+35iooKDBo0CElJSeTaqlWroKmpCXFxcXh5efGdJaNGjYKHhwfu3buH1tZWDBgwADIyMuSeZmdnIysrixVVD959/dGjR3z94latWgUHBwcyzk+fPoGiKFIhs3//fri4uBASbFNTE5FXoyso2gten7SiogLDhg2DhoYGGW9kZCQoioKdnR2R8wU4Sd21a9cSVZfCwkI4OzszEuftQVu9zmprazF27FhQFIWwsDCyD3/79g0REREwNTUlvys4OBhKSkpwdnaGjo4OjIyM+OJB7QHv2A4fPoxZs2YxKko3bNgAOzs7qKiowNramhGDfPbsGYmVlZaW4s6dO6ySIYE/j2FGRUWRRBb9W7iTVKdOnYKHhwcmTZrE6pj+DHQsdvv27RgwYAC6deuGb9++MdaTh4cHvLy8cPPmTdTU1ODTp08YOnQobGxs+PpZs4U+ffpATk4OIiIixL+mY02zZs2ClpYWkXdVU1PDyJEjyZm3cuVK6Orq8sUx24vo6Gg4Ojri3r17aGxsREREBOTl5aGjo4MxY8aQeNnp06dBURSZl3fu3IGxsTGGDRuGCxcuICAgAGPGjOEjlfxd+DdZ9D+AjRs3Ql5eHpaWljAxMYG9vT2jaoiXmVtVVYW+ffu2eXCzCTqIoKGhgY0bN2L79u3w9PSEm5sbampqUFhYCFdXVyQkJDCCydnZ2TAyMiIOAI32ZvVbW1uxa9cu3Lp1i1yjm0+qqanxOdi1tbUIDAzEtGnTiBEYExMDiqIIq7mpqYn1zYYb79+/h4eHB9TU1GBhYQFbW1tS8XT48GGIi4szAgVNTU1YtWoVKIoixhY3fsZe/VVwBy82bdoEWVlZxkFYXFwMb29vIk1RUVFBNkRBl22vWrUKEhIS8PLygqOjI0xNTQnr8cyZM5CRkWFUMzU3N2Pz5s2gKKpNhg4baKti4ty5c6AoigTLX79+jV69ehHHiMbOnTvh7u4usCoY3jFNmjSJBETfvHmD5uZm3L9/H1ZWVjA1NcWaNWsgIyODtLQ0ksQcPXo0hIWFGfNi8uTJrCWL6DFmZ2dDQ0MDlpaW6NevH6SkpDB16lSUlpYiJycHAQEBiIyMZLz3ypUr0NbWxqhRo/g+tz0JaN5AxsWLFxnz5+PHjwgMDERUVBRxJlJTU2Fubk7WMg1tbW2sW7ful8fyK9iyZQvc3NyQlpbGSNJz4/nz5+jVqxdfxRYb+PLlC3x8fNC9e3eylx46dAihoaFITEwkbKn6+npISUmR+0Mn7MvKytCpUyeG5GVhYSFrCdQ/Q0FBASiK4qt4OnDgADp37kz6I4wdOxYmJibo0aMHtmzZAnd3d1hbWwuEZHDnzh0sX74cMTExOHPmDJqbm3H8+HGoq6uTBAvteO/evRuqqqqkImDdunVITU1FVVWVwORAabLBrl27GMHFQ4cOQUNDA9u3b2e8/siRI+jevTskJCRgY2MDcXFx0ieIrbFxn4llZWXk39++fUNKSgrMzc3Jszp48CBcXFwwbdo0AJy9IykpCVZWVtDX14eHhweRpmVrfNxju3HjBqN/RGZmJkxMTBAfHw8pKSlMnjyZ7Mf19fWoqqpCYWEhvL29GT2W2AB9nz58+AA1NTVG8Pvs2bMQFRVlnPPV1dUYPHgwbGxsyPji4uKItEZERITAG+KuWrUKixYtwqFDh8i1u3fvQkxMjE868NmzZ+jWrRs0NTXh6ekJISEhbNu2TSAEA7oSS01NDaamphg8eDBJDjx9+hQURWHLli2M8yY3Nxf9+/eHmZlZh8gdrlixgjD3X758CQMDA1KVyovKykqMHDkSnTt3hq2tLbp27cp6VQI3Dhw4gFmzZjEkDB8/fgxDQ0MMHjyYJProwNTgwYOhpqYGDQ0NQkDgRnueMfd7S0pKcPLkSbx//56QQ96/f4/w8HBYW1sznuejR4/g7e3NVy3GHTBobW1l9VkXFhaSfrYjRoyAgYEBgoODSZKvqKgI9+7dQ3FxMTlTY2Nj0aNHD/J+7rOXTXDfm8rKSjx79ozBXL59+zYMDAwQFxdHEi90oHLdunWkIq9nz56Ql5dvV5+CHz9+IDY2lvhb9DPm3q9KS0uhoaHBqM6or6/HmjVroKWlRYLxkydPhqKiIquJg7bG2xbS0tJAURRDlQIAhgwZAk9PTzx9+hQtLS3Yv38/DA0NYW9vD319fYac/a+iubkZFEVh0qRJDBLP6dOnoaOjgzt37qCpqQk3btyAq6sro6r38uXL6NSpE6Myp66uDl+/fmWQSdmSaKSfb3NzM4YPHw4pKSkICwtj2rRphDW+c+dOqKio8Mmm3rp1C46OjtDR0YGFhQWjwpINtPUbk5KSMHDgQCxduhROTk4wMDAgf9u+fTtMTU2JssL79+8JMYjtXja8RIdRo0ZBVFQU9vb2ZK3Q48/JyYGCggIJ1re2tiIsLAwURcHT05PVcXHvycePH4eZmRkMDQ2hp6dHfOqamho4OzsTos2RI0dga2uLbt26MSpkR48eDV9fXxJLunnzJuvqGbwJips3b8LR0ZFUGbx69QoURZFnSmPDhg3o0aMHbt++Tc6J2bNns5LI5553vCS8+/fvw9bWFr179wbwhw11/fp1iImJEbuzrKwM9+/fx9GjRwVSZUejsbER4eHhUFBQgJubG8TExNC7d28UFRWRnuO9evUi5FHgD3WetqrGm5ubWbMJaOzevRt79uxhxCRTUlLg4uJC1iX3++h9LiEhATY2Nqz2QGsrCQhw7OXOnTsTu6myshKysrIMZR6AQw7y8PCApKQkfH19oaCgAE9PT9Z8XO79GOCsTQkJCdL/h/tveXl5sLe3J2TMpqYmODs7Q0FBAceOHROIrUyPr7S0FHp6epg5cyamTp2KPn364N69e1izZg28vLxgZ2dH/DNfX184OzujrKwM9fX12LhxI8zMzKCuro64uDjWqtvZwL/Jov9y3L59G+bm5ozkhYKCAsLCwtDc3IzHjx/D3t4eKSkpfNJfw4cPJ2XS7UVbm0xOTg5cXFyIQVxTU4Pg4GDIyMgwGjA7ODjwGVuCcj5o0BvY7t27CaOJDvDSC/Tly5egKIqMtaamBkOGDIGDgwN69uwp8KbuJSUlpI/Ep0+f0NjYiAEDBsDY2Bj3799HVVUVBg8eDBMTE8b78vPz4e7ujmPHjjGut+ega4vdl5WVBSEhIeKkrVu3Do6OjnzspJUrV8Le3p44mosWLUJ4eDhDUoVtvHnzBjY2NoyAkJ+fH7S1tfH06VNUVVVh1KhR0NHRYbzv8+fPSEtLQ1FREasHCu+955aaqK6uxqhRo6Cqqkqu7dixA+bm5owAdF1dHfr16wd3d/d2M5jevHnDYCPR+PLlCwIDA6GgoICEhATcvHmTwZoMCgpCYmIiCQCGhYXB3NyckbDklWwQRDI1PDycVG4AnKa3Xbp0IfvgmjVrYGxsTAIeAGf9bty4kTWWC+/8ePv2Le7evQt1dXU+x3r9+vVwdnYmCfD6+nqYm5tjzJgxDN1ctvtM/Nmap8dfVVWF2NhY6OrqksRHREQE1q1bxyAT7N69G3PnzmVo7bcX9Ofs3r0bLi4uWLhwIY4cOQINDQ0kJyejW7ducHd3J+ybsWPHQlVVlWFE/fbbb9DU1MTDhw8FFjD9s72eDr7wznsPDw/4+vqitbUVtbW1OHPmDAIDA+Hi4oIRI0bw6d+zgc+fP8PPzw8KCgpEzxzgnKdBQUGE3UxjypQpcHV1JWtU0FV2K1asgIyMDBwdHWFjYwNtbW1GlUFISAi6d+/OVwXb2NiIixcvYufOnQzn7q/iz37f06dP4efnB09PT/j4+BDpjLt378LV1ZVIC9LJIU9PT7KX0KQRNiRwftYDccGCBejSpQsMDQ2hq6tLKsNv3boFDQ0NWFlZMZLy379/ZzAq6b5eNNprv3B/Vm5uLtasWQMRERES2N6/fz+sra35KnD27t0LCwsLsrfQ64M7yCQI2+rBgwfQ09ODgYEBgoKCQFEU4uPjSaXBuHHjoKyszKioBDj7+oEDBzB16lRGUoHNtVJdXY3IyEi4uLjg999/x5YtW+Dr6wsLCwtSlR0TEwNDQ0O+ROTu3bsxe/ZsNDY2srb//Vn/C1p6q7W1FfLy8pgzZw6DAQtwCBL0/+/fvx9LlixhrZKNF58+fYKnpyeUlJQQEhICUVFRBAQEkETb8+fPoauri7S0NOjr62Pp0qUAOHM2KSkJNjY2v+wH0fdo6dKlbTJAp0yZAllZWVhbW0NHR4fRu27v3r2wtLREVlYWudbS0oKNGzeiS5cubcrPtnddtDU/Jk2ahMjISGKPv3jxAqampvD09GTstfR7c3Jy4O3tLRAJ1Z9h+vTpUFBQgLW1NfT19Rks8XHjxsHDw4PILHHfI3Nzc/Tr14+Vau3v37+jZ8+eMDQ0JNdyc3OhqqpKnuHbt29hYWFBms7TePToEezs7AghDACkpaUF3g8Q4FQsPX/+nBBEWlpaYGtri7CwMMaafP36NUxMTJCenk7sge/fv+Pz58+MefCrc5BO+qxbtw5SUlIMOzwuLg4uLi6M1z98+BBdunQhiga0PJi8vHybn8/WmcH7OcXFxbCwsICQkBCxn7hf4+Xlhd69ezP25dbWVuTl5WHBggXIzMxkLejXVtXEsmXLcPDgQUZrgVevXkFVVZWoBBQWFiIhIQGOjo4kCL169Wqkpqay1j+O+56Ul5djwoQJKCkpQVVVFXbt2gV3d3e+Hp25ubnQ19cnvYLPnDmDfv364eDBg4wEEvd/24MPHz7Azc0NUlJSWLJkCW7duoVZs2ahU6dOZC24ublh1qxZ6Nu3L+Tl5TF37lzil9Hr4PLlyzAzMyNB6vaC97nevHkTurq6DGm7+vp6LF68GOrq6kRaNTExEZqamvD398eqVavg6+sLeXl5Pkk8tn3wKVOmwMbGBr179yYyri0tLVi1ahW6du3KSEzV1dVh8uTJkJGR6RBCS2trK8aOHYtp06Zh9OjRKC0tRWNjI548eQItLS1yBk+ZMgXm5uaYPn06nj17htu3byMgIADm5uasVfA+ffqUUfFIP+dHjx7BwMAAmpqaRNotIyMDdXV12Lt3L+zs7Ih9T+Pu3bsknvXmzRtWkpP5+fnYunUrI9kO8O+BxsbGGD58OCGpLVu2DJKSknz+TlVVFS5fvox9+/ax1n+Pl+BO///r169x8+ZN0ruT24bbv38/JCUlSZw3JycH8fHx0NXVxezZswVGhKTv26JFi6ChocFQVgA4hGUHBweMHj0aACep1aVLF6xevZq89/Pnzx3e/+w/wb/Jov8S/MzYiI+PJ70kcnNzMWDAAIiLi2Pp0qVkA5g2bRo8PDwEIvX1Zw7zhQsXYGZmBgCYMWMGJCUl0bt3b0YgqL6+Hj169ICfn1+bgRY2HHLez3j06BEoiiKbWVFREYKCghhMlpaWFvz48QM2Njawt7fHypUr4ePjg169erGuKf0zeZmbN2/C0tKSGCg7duyAhIQE+vTpQ6qGfv/9d2hpaZESTPq9bGakucdXUVFBntO7d++goaFB2MR0GWVWVhbj+ydNmgRra2uByEHx/k76WW/evBkhISEAOEGigIAAKCgoYP369eQ1NCuRNqgFBe7D5PPnzxgyZAgpM6bx+PFjKCoqErb6p0+fMGrUKNjb2zPK5J88ecJKU76kpCSMHz+e73p6ejq8vLzw5csXvgOVrsyhk0ylpaVwdXVFp06dMHLkSNYN0p/N4fv378PU1BTNzc0oKytDTEwMJCUlkZycTJylvLw8xMTEwM3NjbW1UFRU1GZQvbGxEWFhYZCSkkJ5eTnps8JtLNXU1CA0NBT+/v4kKU3LzgkqYNBWYJj3mdL/PnfuHPz9/REREYFbt24hPj4eJiYm0NTUhI6ODquSS7xjAjgOxbBhw9C9e3f06tWL9Cx59eoV+vXrh8DAQNTV1eHjx4/Q09NDYGAg9u7di5cvX8Lf3x/BwcEkGMEWeAOgAEeG6siRIwxnqLi4GAoKCkhLSwPwxz198uQJunTpgt27d5NrTU1N7Up2/CfYtWsXVFVVibQljaysLGIsv337Fq9evYKjo6NA9r+2KlhPnDgBBwcHRgLXw8ODkZh59OgRdHR0kJaWhrKyMqxZs4aVSjvusXz//h13794ljkRraysOHToEFRUVJCYm4ty5cxg3bhyMjIxI35dFixbByMiIsEuvX78Ob29v9O3bt91jo1FVVQU/Pz++hOytW7ewa9cu9OjRA2fPnsXr168xevRoUn3d0tKC6Oho6OnpoaKiAtXV1WhoaMD8+fNhZmbGZ/f9SlAtLy+PQQigUVRUhO7du8PKygq9e/cmuuX036ysrDBlyhQGMWTp0qXQ0dEhdhT3nvQzdiMbiI2NRb9+/cj3XbhwATY2NkhMTERzczMKCgqgpqZG1sPP7tOvJsvp39bW73v58iXk5OQYQe379+/Dz8+PzLG6ujpISEhg9uzZjL2O7fv1n/S/oBMZ06dPh7y8PIPc1dLSgsmTJzPWuSCxZMkSODk5kTmWl5cHFxcX9O/fn9jJu3btwuDBgyEmJgZbW1vyXjb24s+fP8PCwoJRyVpZWYmEhAS4uroSycWDBw9CS0sLy5YtA8Ah5owdOxZWVlYMm+79+/fIyspiVA/+KuhAxZ8pCty9e5dIo6xatQpKSkowNzeHoaEhCe4WFxdj3rx5iIuLg7i4OKKiogRyjlVWVsLExISQpL58+YKIiAjY29vj1KlTKC0tRWJiItzc3Mj8evfuHVxcXDBy5EgyB+jEyIULFyAkJER60f7q/kJXc7148QLS0tIk4UjLG+vo6BB/OzAwEMHBwQwZ0sLCQggLCzPkjgRtB/z+++/Q19eHgYEB5OXlMWDAAHLO7ty5E1paWgypUoAj3WNkZMSQJ6P3uvaQhNoKPkZHR5MAX2ZmJoyNjRmvb21tRb9+/WBiYkJe9+TJE9jb2/PJcbIF3ormrKwsFBYWoqCgAKtXr4a0tDTxf+k9+MqVK1BXV8fatWuJryFoIml1dTWio6MhKysLS0tLyMvLIygoiCQ1mpubsWrVKnTp0oXsgWfOnIG5uTmpTBHkGM+dO4du3bohMTERAMfmGjlyJDw9PRnyweXl5Zg6dSqEhYVhY2MDYWHhdvdM+hnKy8thYWEBDQ0Nvn4ienp6ePz4MWprazFmzBh07twZkZGRDN/7zZs3jOQaG9JpvM+Alg589+4dBg8eDHd3d8ZYX7x4gYCAAFLVCXDOlaioKPTt2xcjRoxgJP/YTs6UlJTA398f1tbWWLt2LRITEyEiIoKJEyeivLwcX79+ha+vL1+/s+fPn0NSUpLRh5kN/Kyn98iRI0FRFKKiohjEl2XLlsHCwgLXr18n0qTy8vKwt7eHiooKBg0axOq+PGHCBIa9RI+jb9++GDx4MBobG9HY2IhVq1bB3NwcixYtQktLC4YMGQJTU1Ps3r0bb968wbVr12Bra4u4uLh2+7nc59/48eNhYmKC06dPk7+NHTsWq1atYsRNDh48CFlZWRw9epSchRYWFujXrx9RLliwYEG7xvV/4caNG4iKisLo0aNx/Phxch+uXbsGBwcHhr9bV1cHKSkpdO/eHdOmTYOuri7mz5/f7hgk93z7v9aWl5cXxMTEGPtdbW0t5s6dC0tLS7Ivjxw5EiIiIgJRGWET/yaL/stQVFTEyAJPmjQJI0eOxPz58yEpKYnIyEg+Zurnz59hZmaGoUOHMnpksIk9e/Zg+PDhjMDOmTNnYGlpCTk5Odja2jIqGR4/fky0j/fu3YuUlBTWGC4/A80KraurQ69eveDg4ACAc5+OHTsGWVlZ0vSZ3hRevnyJsLAwWFhYYPjw4ayzwXkTCdxYu3YtvLy88PjxY5iYmEBfX59PNq2hoQEpKSmgKIrv2bLdjC8tLQ1qamqYOXMmYVHSBintGI0ZMwb29vZYvnw5ampqUFBQgO7duwtUX7W+vh4XL15kBKTmzJkDKysrpKSkQEJCAgkJCeT+NjU14du3b2hubsbUqVOhqqoqEMeN+2B5/fo1AgMDSe8fOTk5hgRZQ0MDMjMz0aVLF5LwoNcPb9CX7bHR+PLlC5SUlEhZO/0a+r/v37+HhIQEMjIy8OzZM6Snp2PKlCm4fPmyQKWDLl26xNBbzs3NhYyMDFJTU6GgoIDAwECGjjpddbV7924YGRnxSb39ypqoqamBmZkZSUDSmDt3LjZu3IixY8cSBviLFy/g6OiIcePGMRLLa9euhbS0NKPqSFB94mi8fv0asbGxSElJYUjjtXUPJk6cCBcXF1JJWVtbi9zcXBLsYgu8+xLNojl//jzs7e2hoaHBmJ979uyBvb09YWg9e/YMfn5+MDIygoqKCum3xAZyc3ORmprKZ5C/fv0abm5uUFNTg6WlJWRlZYmkJcCpkJWUlGRUSwCcagBZWVmBaZlzg/7OmpoaxMbGwtHRkUHM+PbtGzZt2gQpKSmYmppCUlISgwYNYj3Jxv3siouLicP94sULErR7+fIlevbsCXFxcejq6mLChAnk/J82bRqsra2hoaEBKSkpBhu7vViwYAGMjY0REhICfX19cm4lJCQwkufr169n9DCkZRhpOVV6nIsXL2Y16MJbUf39+3coKChAWlqaUZVQVVWF6dOnQ0tLC9++fUNubi6cnZ2hqKgIb29vGBsbs5rknTx5MkaOHMm41tTUhKioKHh5eSEvLw+3bt1CUlISKIoiSbXFixfDwsIC48ePR35+Pt68eYOAgACMHj2atSR+U1MTOR/amsutra34+vUrrK2tCQuWxrx58+Dq6krOiLVr10JISOinMoJ/NdBcX1+Pfv368Ul78tq6165dg5GREaNBcWNjI6mQpavzFy5cCIqifrlvyJ+Bex6XlJQgIiICJiYmGDp0KAmMPXv2jK//hZWVFRwdHTF69Gjs2bMHbm5uMDY2Zkir/CroPpO8zFd6vA0NDejTpw+ioqIYiYA9e/bAxcWFITt25coVKCoqQkJCgq959K/ORd61z91XY8aMGSRQ8OLFCzg7O0NcXBzy8vLEFr1w4QI8PT0FYuNdvXoVFEUx7J/s7GwsXLiQBIe4kZ6eDlNTU+zduxe1tbUICwuDkZERCWosWbIEgwYNIqx2QaCxsRGjRo2Curo6mpqaCCudPsc+fvwIJycnSEpKolevXsR2WLRoEZydnUlyH/jjPAwODoatrS2jF95fAfea//r1KzIzMyEjI0OIQ3fv3oWhoSEJjD958gRycnKYNGkSsQfovr1sS1X9DPn5+bCxscHkyZNRXFyMffv2oXfv3tDW1iav8ff3R48ePRg9nKqqqhAaGtqufoANDQ1tyts3NDQgJiYGKSkp8PT0hLS0NOnLeujQIdjb2xM2Pb2W6b4sEyZM+OXx/FW8fPkSjo6OpDKHjhu8efMGXl5exAdoaWkh63/o0KGwtbUVWG8OGq2trUhMTMTs2bMxYsQIlJeXo7CwEFOmTIGMjAxjfpWUlMDBwQF9+vQBwEnEzpkzB3v37iWfxSbOnj2LgQMHAuDEWOgEIH1PsrOz4e3tzbBjAI6fceHCBSxbtoxhJwuiCmXu3Lnw9vZmkDKmTp0KfX19LFu2DI8ePcK2bdvg6upKevEBnHUxYcIEeHt7s9a6gbcye9u2baAoityDY8eOwcbGBrNmzWK8b+bMmZCQkOAjGXLbPmxUoLZl69y8eRPa2toM+cyNGzfC0tKSqHocPXoUcnJyjJ7Lzc3NrFcWc8+PV69eMSpL3rx5A0NDQ0Kk547baWlpkWQ/wNnTc3JyGG0b2Kq6f/HiBUJDQzFw4EDyfD58+AADAwM+Etz48ePh4+ODDx8+4MOHD0hJSYGoqChMTU0hJSXV7hga73o6fvw4Xr16BS8vL0bV0MCBAxl9E2l4e3sjICCAJOqvX78OISEhuLq6QkhIiMimsb1uW1pakJ6eDlFRUYwYMQI+Pj7Q1tYmMqoNDQ1YtmwZ1NTUGPbzhQsXEB0dDRsbm3bLH3OvherqaqSnpxObvra2tk1Z9TNnzkBBQQErV65k2K+7du2CoaEhQ2aSO5bwT8W/yaJ/KHibxe7duxcqKiqwtbVFnz59iHMze/ZsyMrKwsjIiOGc1dTUIDk5mThFly5dYq20jdexmj59OjQ0NBAeHg4JCQlER0ejtbUVBQUFcHd3h5eXF6PqoKmpCWPHjhWYAdjWITdr1iyIiooSh+H+/fvo2rUrWaRfv37FiBEjoKenR95/+vRp4tSxncjiTRJ1794dJiYmiIyMJCy/nJwcdO3aFcLCwli8eDEJiLa2tuLcuXOEMfz69WtWmf+8m31+fj6cnZ1hZ2eHY8eO4f379+TgKykpgb29PUJDQwFwgoPTpk1Dly5d4OjoCGlpafj6+rIWLOWtkNi9ezckJCSgra0NCwsLwjZ8+fIlFBQUYGZmxmD41dfXY8WKFURn/+vXr6xLf3Hj+/fvePHiBaKiojBs2DBUVlaisLAQ/fr1g7W1NeO1z549g7S0NAkcVFVVYd68eYwEYXvArXXf2tqKL1++wN3dnRxw3759g46ODjH62lpH06dPh5mZGeTk5GBmZsbHKG4PeNmvdJWBtrY2JCUlsWLFCsKcDw4OhpiYGF8iY9++fSQgWF1dzdqe19LSgoMHD0JYWJiwv3Jzc+Hu7g6KokhFGD3+jIwMODk5MQLd6enp0NLSgouLC2vNRrnBuy/fu3cP3bp1Iw1GLSws2pQe5C6NDwgI6BCJTYDT28nFxYUhjTZ9+nSoqakxJHgqKysxZswYuLq6EgO2trYW+fn5rARfuOfc6tWrMW/ePMZcpHtgxcfHk4T8kiVLoKyszGBum5ubk7OPe+y8cgJsjPM/qRTjbYJK/62goAA3btxgpa/Oz/pnNDU1YcSIEdDX18fGjRtRWVlJHLYLFy7A0NAQMTExqK2txcSJE6GhoUFkUxsaGvDkyRNWKxNyc3Ph4+MDfX19HD16FPn5+cQ2qq2thaGhId6+fYsbN25AT08PhoaGfL1YduzYAQ0NDdIEXBAyggDnzNi6dSthMO/atQudOnXCuHHjGK+7ffs2bGxsCBO3rq4Ox48fx8qVK4lWN432OnBt7e1FRUWQkpJisNCLi4vRu3dvmJubk/etXbsWysrKMDMzg5SUFHr06MFaD7uamhokJCTA2NiY8TwOHjyIw4cPkwBCc3MzlJWViQwo7bwVFRVBQ0ODzLUvX77A0tKStb5O1dXVcHNzg6OjIwDO/UhKSoK+vj4GDBhAyAKPHz+GsrIytm/fznAsz58/Dy0tLcZaZbPnVFsoLi7GqFGj0K9fPyxfvhyurq5QV1cn49qxYwfpWQhwWNCZmZlwdXWFra0tRo0a1e5EYFNTE5KTk+Hg4MAI4vz+++84evQo41z39PQk1Wzcc8DOzo5PDvbJkyd8iSK2MGHCBIwYMYL4OjSBZu7cuVBVVcW4ceOQnZ0NAwMDxMbGAvhDosfe3p7PVmEj6BIaGgpPT09UVVUhPj4ekpKSJLgTFRVFEj90xS53pUnv3r0hJCSE8PBwAILZ79qq3s3JyYG6ujqRGaZ9MLqKLTExEYsXL4aenh4JAtXW1sLe3h4xMTGEoEOfkbm5uZCQkGhXz46amhoMGjQI9vb2JIFBj6+2thZLly6FlJQUSbwsW7YMjo6OUFJSgpOTE8TFxVmzA7jxs3W2e/duSEtLMyojnj17Bi0tLaIEQQd+s7KyGEnO9qC+vh6mpqak4pVGZWUl6UGUnZ2NmTNnwtDQkPRrKCsrQ1xcHCwtLcleV1paioSEBKSkpGD06NFtyv20F7xrrKamBt27d0dUVBTq6+sZ39PS0oJ9+/ZBSkqKz98uLCyEiYkJ8Q3YwM9+46BBg4iEKo3a2lro6uoSeSMaZ86cAUVRZLxsBXJ57c/W1lbs2bOHodhy79499OjRA7169SLvmzlzJqytrbF69WocOXIE3t7efDY8mzLXvKioqEBgYCASEhJw8eJFWFlZQU1NDcOHD4ejoyMUFBSQnp6OzMxMSEpKws3NDcOHD4empiZsbGx+ucfYmzdv2pQVzc/Ph4+PD2xtbRESEgKKokhP3fLyckyePBnm5uaMezRt2jR06tQJGhoafJ/3q5WT9fX12LZtG1/FHu9nLVy4EEZGRvjx4wfjb0FBQejXrx8aGxtRXFyMoUOHQlpa+i+P4z8B9/cWFRXB19cXsrKyMDU1ZSSBVqxYAWFhYT7yvIODQ5t9i+nPbm8cg3furly5Ek5OTiTWWFRUxEj20efqnTt3oKamxqhYy83NxZUrV9pdZczbr0tdXR2ysrKor6/HqlWrYGdnR8bX0tICGRkZTJo0iREbe/z4MSiKwrp168j133//HWvWrGGNvNTWvS8sLISdnR2xlb9//46zZ8+ic+fOJPH94sULhISEMCruAPDN078K3mc5e/ZsCAkJISQkBNXV1aRvt4ODA+zs7KCpqcnwh3r16gV3d3fSuxjgKMoYGRmx3itO0Pg3WfQPBK+RUFlZiaCgIKxbtw7btm2DrKws4uLiAHACfNbW1ny9CHbs2EFK99kC98KpqanBjRs38PXrV8yaNYuwb27dugWKoki5aVZWFszMzBAfH48rV67g+vXr8Pf3h7GxMZEaoj/3Vxb1f/qe6upqIvNFH6gpKSlQVFQkTvCDBw+gpaUFNzc36OrqwtjYmPXSwLYMwOTkZMTGxuLQoUMwMjJCz5498ejRI7S0tGDgwIHo1q0b4/Vv3rxBUFAQ66xm3r5E9HM5c+YMHBwciDPLayiePHmSwSYGOPPy8OHDRPaADXA/a9q5iY2NxfHjx5Gbm4vg4GD4+vrixo0baG5uxqBBg6ChoYHy8nLU1NSQ0nxzc3NyyLCJK1eu4Pfff8fVq1dJMi08PBwURaFHjx6M6oeLFy9CRUWFUXJPS9FRFEXYWGwZzdxOZUNDA/lcDQ0Nwgb7/PkzfH19MWzYMDJW+n2PHz9GaWkpWltbUVRUxGBwsAHuZ0tXeS1evBgZGRmoqKjA1KlTYWpqShzulStXQlFREcePHydz4dy5c232Z2tPhV1rayu5B01NTYiIiICdnR353KNHj0JaWppUY9HPvby8HOHh4bC3t8f27duxd+9ehIeHY//+/az0NeEG7x6YnZ2NT58+Yc+ePaRxa1VVFWmcTRvPbe2d8+bNw9y5cwUWCAc49yg+Ph5SUlKYPn06jh49yqg+CQoKQnR0NCNo+ttvv8HV1RXR0dGsjYN3TvAmjemg08uXL7Fx40ay7y1evBhKSkro1KkTwsPDiSFPG7BtOYVs4a9Uik2aNAlubm7EeWe7Web58+dhZmbG16sjJycHVlZW8PHxwblz5/D69WvGXBsyZAiio6PJul27di0kJSURHh7OSOyziblz58Ld3Z3v8+ln6u/vDxkZGSgqKmLOnDkkKVhbW4vs7Gw0NDSgsLAQqamprOmZc38/Nw4cOAB1dXWG4+vj44Pu3bsznnldXR2DodjWHGjvM+eVoHV3dyes86qqKhgZGRFbj7arLly4AIqiGCz/wsJCXLt2jdHPkC35tH379sHW1hZLly5FQ0MDTExMoK2tDWVlZfj6+hIbZOzYsdDX1yf7Cr23KyoqkgQgwD4x6O7duxAVFcWePXuwfv16eHl5Yd26dQgLC0OXLl1I1URkZCScnZ0ZBIyDBw9CX19fIP1+eOfLjx8/MGjQIEhISCAqKoqsgaKiIujo6JBAZFFREV//C4AzH9mUaN69ezfc3d0xZ84cNDU1ISAgAFJSUlBXV4eFhQWpNN2zZw+6du1KAmr0vHJ3d0dMTEybn90eu/ln712zZg26dOnC2B+eP38OBwcHolhQX18PKysrUBRFXldQUCCw8/b58+fo3LkzFi1ahKFDhyI3NxctLS24ffs2rK2tMXToUFRWViInJwdGRkZkL3n8+DH69++P2bNn8/W/YAvnzp3DgAEDSOKYO2GxefNmdO3albBvs7OzYW1tTWTcampqSONyek95+PAhn8wM/azaqkz7GXj3pdbWVgwYMAC2trZ4+PAhTp48iX79+kFISIiQfl6/fg1PT08EBweTz/j8+TMOHDiAtWvXsqZc8PbtW+jp6fElvt6+fcv4joMHD8LMzIyxbzQ2NmLu3LkwNDQk63TgwIEwMTHhI4781b358uXL6NKlC86ePdtmBdfdu3ehra3NCJo9f/4cQkJCpN/To0ePEBISAjExMQQGBkJJSQm9evVivfIZ+PkavnPnDvT09Ahr/NWrV8jLy8Pdu3fR1NSEmpoaREVFQV1dHc+ePUNSUhIGDRqEHz9+sGpfcd//p0+f4tWrV+T5NjU1QU5ODrGxsQybdf/+/ejcuTMjYVVTU4N58+YJRLavrKyMsd7Ky8sxYMAAGBkZkWvr16+HsbExITy+e/cOycnJ0NLSgoaGBqOfCyCYaiJeHDhwAHp6eujcuTPmz5/P8Ms9PDzg4eGB4uJiXLhwARkZGRg+fDgf+eavIjExEcnJyYxrDQ0NiIiIQEBAAPLz83H9+nUin0b719evX4eXlxeCgoJQUlKC169fY8iQIVizZg1J7LNxzw4cOAANDQ0ikQpwpCEHDRqEZcuWkST477//DoqiyHyi9+xdu3ZBQUGBvPf333/HzJkzWa00aWtP2rJlC4YPH4579+5h+vTp6Ny5M4l5lpWVwc7ODv7+/iQ+ee/ePWhra5P+dmyAvhetra1tnuNfv37FgAEDEBQURPyPHj16wNfXl/G6mpoaiIiICEy+l+7XJS0tzYgdNjY2IiQkBBEREeQ+rV69GuLi4oyK+C9fvkBBQQFOTk6sVI0DnHODJgP9mUwuRVEMmV+Ao2Kkr69P/r13715ISUkx/I72gHs8Z8+ehbm5OdTU1MgZlp2dDXt7ewap0MfHB15eXqSa+/nz51BRUYGxsTEWLFiApUuXQlJSEqmpqaz744LGv8mifxB4tcLHjx+POXPmYPbs2UQOBeBMUoqiCBN36dKlMDQ0hKWlJSZMmAAvLy/Iycmxtmh4sWXLFnTu3BmGhoYQFxdHcHAww9AfPnw4dHV18enTJzQ0NODw4cPQ1dWFra0ttLS0MHjw4HZXc3Dfq7q6Ohw+fBiXL18mhurYsWOJ1AJ9WK1ZswYSEhKEHfLhwwdoaGiQCidakzolJYV19ibvRrhr1y6kpaXh0qVL6NWrFxn3tWvX4OPjQ5gPT548IU7R+PHjkZKSQuSD2JJeApgGR3V1NWbPnk2SP4sWLYKZmRmOHz+O9evXY/r06ejevTvGjBlDAh19+/aFqakpa+PhBrdhn5ubi7CwMAQEBGDWrFmIiIggzsTDhw8REBCAoUOHksoZKysraGlpwd/fHzY2NlBSUiJNAtnCyZMnYWVlBRcXF+jp6UFERAR2dna4fv06SktL0alTJ/j6+jLWSGVlJVJTUyElJYWHDx+ipqYGWVlZmD59OhYuXIh3794JxHCeNm0aMa4ATsUhRVHEeKLlPOgeWABnnYSGhuL48eN8n8dmk/SmpibExcXBwcEBw4YNQ9++fRmJFbp3zevXr1FXV0fKtG1sbODr6wtRUVG+BqpsoaSkBIsXL8bq1atBURSZQ1++fMHgwYOhpaVFXksbAffv38eQIUOgp6cHNTU1hiQOW+CeI+/fv4euri6UlZUhKysLY2NjUqUIcJrh2tjYMJ4tDfo5sG3AtFUBc/v2bTg4OPxUzmbZsmVwcHAgjY3p8c2cOVMgVTonT56El5cXvLy8MGLECJw6dQrjxo0jsjIAZ08sLS1Fz549YW5ujjNnzuDKlSugKAr79u0j983DwwNJSUmsrF22KsVCQ0MF0gemoaGhzb107dq1sLe3b7Np/NevX+Hk5MSQ+Bg1ahR69+6NMWPGMJjQbKG4uBhSUlJ8gQkaP378wMqVK6GiosJHrjl69Cj69OkjkGALL/OaG1FRUejRowdZv9nZ2VBVVWU0VP78+TO6detGAtHcaO/8497Xv379itmzZ+PTp0+wsLAgTOGSkhKEhoYiNjaWwXx8+PAhOnfuDFVV1TZlj3lJKb8Ken2Ul5dj/PjxsLGxwYIFC8g9unDhAiIiIuDm5gaA0wdQQUEBI0eOJMGPvXv3wtzcnK/ahM3eSU1NTRg/fjykpKQQFhZGvru6uhqBgYFwdXUFwDlLTE1N4eTkhHnz5mHDhg1QV1fHhAkTWE8m/Gyfz87OhpKSEqKiohjXd+3ahc6dOxMGKe088zLZ2QB3f7fRo0cjKCgIU6dORWxsLMrKyvDkyRPMnTsXFEXhypUraGhogLOzMzw9Pcn47t27B1NTU9YT99zr6sGDB3j69CljLltbWyM0NJQQq06cOIFOnTqRynpalsbBwQFJSUmMzxZUNW9qaiooikLPnj0Z41+7di1cXFxw6NAh1NTUYMiQIZCVlUVYWBjExMSQnp4ukEA9jUuXLsHKyookC2icPXsWhoaGoCiKSGjNnz8fRkZGDIlma2trWFlZ8fU4+dV1y1sle+zYMezZswc1NTWQk5NjBPEKCgqIzQBwnt3+/fshJyfXpp3MFn78+AF9fX1Cmrl//z4sLS2hqakJBwcHMt+PHTtGJAW5sWTJElhbW5Ozuby8/JerJWg8f/4cenp6jCq+kpISLFmyhCShLly4ABEREeID0fvZ6NGjoampyZDL3bVrFyZNmsSnqMDWfsz9jC9duoStW7eS4B6diAkNDYWrqytCQ0Ohp6cHZWVljBw5Ei0tLcjNzYWHhwf09fVhaWlJAqxs4927d/Dw8ICBgQH09fURHh5OlBSWLl0KCQkJhn0PcEgvnp6erK9bXnuiuLgYVlZWiIyMZFy/efMmxMXFyZqke+94eHiQMbW2tuL58+cdkhhqC01NTYiMjISPjw+JodDxqGnTpkFaWpr1BvNt7e15eXkQExNj2PCfP39GYGAgoxL50qVLkJeXh4mJCTp37oxRo0YJZF+Ojo5GUFAQsrOzMWTIEOjr62P48OFQU1ODjY0NHj58iNbWVjg6OhIlGRoZGRlwcHBgNSZFg3fdL1u2DBEREUhNTcXQoUMZ5Jrw8HDY2NgQAtvJkychIiICeXl5jBkzBqKiohg0aBBr/bMvXrwIdXV1xtlQUlKCAwcOoKCggDyn/fv3w8XFBTNnzgTA8YE7d+7MkF7csWMHbG1t+ch3bOBn/bpoZGdnw8LCgpBLARClI1rN48SJExg2bBhUVVXbRZij131DQwMoisLkyZPJ+njy5AnS0tKwa9cu8ozoXui0n0PPh5s3b0JBQYGQ1woKCjB9+nTWElkAh5jv5uYGERERKCkpkXnf0tKC58+fkz6ub968Qa9evSAmJgYdHR0kJSURn27WrFmgKArR0dEYOHAga0pBHY1/k0X/QNy5cwdWVlaws7MjMkfcwRWAo8Nsb2+Pb9++obW1Fc+ePcP48eMRHx+PyZMns1JWzl1iDHCcow0bNiAmJgbHjx/HkydP4ObmBkNDQ4bGcUNDA8TFxTFt2jSyWVZUVKCoqIjBdGLDOVqwYAF0dHQQHh6OoKAgcvD6+PjAysqKL1hhZmaG/v37k3GtX78ewsLCjKC0II2YhoYGxMbGQklJCTY2NpCUlISHhwfjNRkZGXB0dCTJwEePHiElJQX9+/dHWFgYo4KH7bEuXrwY0tLS8PDwwN69e9HU1ITi4mL07dsXkpKS8Pb2xujRoxEXFwc/Pz+i33zv3j0ICQmx0vSxLdAVLXTVQUxMDKSkpPju3aJFi+Dg4EBKVr98+YJjx45hyZIlRDaFLdBMDRkZGcyfPx9v3rzBy5cvcf/+fRgaGkJPTw9v375FZmYmZGVl+aTH6GaQysrKUFNTg46ODqsHHTfOnDkDNTU12NraYtu2bXj06BGZOxEREbC1tUVrayuqq6uRmpoKCQkJuLq6on///pCWlkZERIRAy2afP3+OefPmwdvbGwsXLoSSkhJkZWUZQdpr167BxsYG06ZNI8GuCxcuYOfOnVi6dCljfGwGx3fs2AERERH07dsX8fHx6NSpE7S1tckYrl69Ck1NTcyZMwcAv1zLq1evBCrrVlFRgXnz5mHp0qWYPXs2SktLkZaWBgUFBT4ZnsGDB6N79+6EuSaoZvIAc2/iPo+OHz8OiqJQXl6Oq1evYtOmTZg+fTpmzZqFmpoaVFRUYODAgQgJCWHo+rJ9D7nX79SpUzF+/Hioq6vDwcEBkZGRCA4OZjjju3btgqOjIwkOPHv2DF27doWbmxsJALPBIP5vqBTjfhafP39mMJO9vb2JnjT9Ou6x0fJ0/fv3h4ODA9zd3QVSOUHj+fPnEBcXJ/IAbd2nx48fIzAwEMbGxjh48CDu3r2LyZMnQ0lJCdOnT/9LzPT/C9zf//r1awQFBcHT0xMzZ84kSfzLly/D1tYWaWlp5NkNGTIEIiIiCA0NRVZWFkxNTWFjYyPQe3fnzh2YmpoiOjoaxcXFuHHjBoSEhIhtsmrVKj5ywenTp9GvXz9oaGgIJHDaVvXz77//Di8vL8jIyDDso+PHj0NfX5/IVZ0+fRrdunWDmpoaPD09ISwszHCQBYWcnBxYW1vDzMyMMZfu37+PLl26YPv27QD+sPXc3NxgYmIisGbfACdZtWLFCpw6dYqwOxsbGzFy5Ei+vnH19fXw8vIilRPV1dXIyMgQSIU28McauXr1Kvz8/CAvL88gWzQ3N6N///6wt7cHwAm8mZubQ0VFBT4+PujatSsrzaBpcJ9lnz59goeHB+Tk5KCsrIz+/fsTsg2trEDfl/v378PCwgKhoaHYtm0bbG1tMX78eIEkxX+GsrIy6OjoIDIyEo2NjeS31NXVwdramtgtubm52LhxIxISEkg1qiDR2tqK0aNHw9/fH5WVlfj69Sv8/PygoKCA+fPn4/Dhw6AoCrdv3yaBtGnTpuHChQvw8PDAihUrWOsfwo3q6mpkZWVBVVUVa9euRVlZGbS1tRkM4ubmZhw5cgQURZGAUWFhIYKDg/mkcNjGpUuXICQkhOzsbMTGxmLmzJk4e/YsIiMjIS8vT9QwgoKCEBYWxgimTpw4ka/vJtA+P/LWrVtQVFQkQc5Hjx7h7t27EBISwqZNm9Dc3Izc3FxoaWmRygX6TLt48SKEhIQwbdq0n/oXgrCdi4qK4OfnB0VFRQQFBUFSUhJJSUmoqanB48ePkZSUhNmzZ2Pfvn148eIFFi1aBBMTE5KMrq2tZXXu8f7G0tJSeHt7Izo6Gl++fMHz588xfPhwiIuLk73R0NAQAwYMYATob926BVFRUVb76nDbK1evXkVLSwsaGxuxatUqyMnJMSSo6urqMHHiREhJSZH30WRhWqr7z353R+Hu3btwcXHB3LlzybWqqiqEhISwIqPaFj5//gw3NzfiP5SWlkJfX5/RQ6qlpQUnTpwARVEMCfN3797hyJEjjMpstiUFr127BicnJ8TFxSEiIoIklJ8/f46ePXsS2fxz585BSEgIEyZMwNmzZ/Hbb79BX1+fr7cS2/jy5QtmzJgBAwMDxMXFQV5eHvLy8gzSYXFxMTp37kwqZ2praxEfHw8NDQ28evWq3YlxXrx8+RKRkZHo3r07AA4Bg44P6OjokMrmpqYmjBkzBu7u7mS8ixcvhpqaGoyMjBAWFgZhYWFyFgsCbfXrWr16NWl7EB8fD39/f3L237hxg8gvDhkyBNLS0rh27dovx5a59xHaLluxYgVkZWVx7949rF69GtLS0sQnDwgIQEVFBUpKShAUFIRhw4Yx7Kbdu3dDQ0ODIVPMJt6+fQuKopCQkIDS0lKcOXMG0tLSRD6QViDIzs6GkZERoqOjUV1djalTp0JNTY20CamqqoKJiQlfYv+/Df8mi/5GcLMXW1tb8fbtWwwZMgQRERFYuHAhAM5G7uLiguDgYEZCo7CwEF26dMHKlStZbWz3Z/D19YWMjAyRrQI4bHYNDQ1kZmYyMtYrV67kk2SgwYYuaF5eHvz8/KCvr4/jx4+jqqqK0RcnLy8PkpKSRF6Euw9Rp06dCAPr27dvMDIy4kvGsQFug6O5uRmpqano3bs3UlJSUF1djaqqKqSmpkJeXp4h1/bu3TuEhYWhf//+DMYxd5CBDeYr71w5duwY9PX1ifPDHWCsrKxEfn4+fvz4QQKi8fHxiIqKQktLC5qamlh1gLkNoW/fvsHLywv6+vqkb0NzczMWL14MbW1tBjOnoKAA/fr1Q69evdpktrMFmqmhrq5O5j33mH///XeYm5sjKCgIACAvL4+JEyfyMVrq6uqQnZ3N0IpvL3jnRUNDAwICAjB16tQ2X//27VuIiIgwkmnnzp1DRkYG4uLi+PoCtRfcAeSGhgbMnTsXSkpKCAwMJIHP06dPw97eHlOmTGG8Nzk5Gd7e3j8NQrKtd11XV4fg4GDS+6W5uRlnzpyBvLw8GVtlZSVmzpwJJSUlsgYEqbvNi23btkFNTQ0aGhpEnqSxsRHx8fHw8/NjMB8fPHgAOzs7jBw5kjWd+j/DzZs30b17d/Tt2xfHjh1DY2MjGhoa4ODgADk5Oejp6REpBkVFRYwZMwYAh/FvYGBAJK7YBvf65V6Ta9asgampKeLi4hAaGsqQd+3duzf8/PzIPrxz504MGzYMYmJirCV5/1sqxbihp6fH6EMzYsQIODk58fVdbGlpwY8fP1BRUYG1a9ciPDz8p3sSm3jz5g06deqElStX8t0P7vv97t079OvXD4aGhrCwsICtrS1DNodNtLS04NatW/Dy8sKQIUOQmpoKOzs7KCsrkyqdCRMmwN3dnVQ7FRQUQF1dHd7e3pgwYQJDMqS94N2rPnz4gICAAAwcOJBRzQRwqp7MzMxIA/qJEydCRkYG4eHhGD16NFRVVbFx40bW2Js/w/bt2zFhwgS8f/8ezc3NyMzMRJcuXRjSGd++fUNycjL09fUJW/jVq1c4dOgQFi1axCdt8av4v/b65uZmrF27Fl26dOGTNk5KSoKuri7Dfv727ZtAE/kbNmyAmJgYrK2toaurC3V1dRKcevfuHeTk5Eggjf5tN2/eBEVRJOnaUefb/PnzISwsTDT16T2IrmCjn3d+fj7OnTuHzMxMBnmNrXE2Njbi4sWLmDhxIoYPH468vDwcOXIEPXv2hKmpKVEHoHt2ff78GT9+/MDhw4fh4eEBIyMjvrXUXn/tP33/hg0b0LVrV0biAADr0q5/FXT1hIWFBSQlJREbG0ukeurq6hAZGQknJyfU1NQgJSUFxsbGUFZWxuTJkxmfw9Za2bhxIwYOHIjQ0FDikxUWFiIwMBCjRo1iSFTSBDkLCwtyrS0Jtvaird8WHh4OGRkZhIWFMfZZIyMjQtS4ffs2vL29oaysjLS0NAwYMACSkpKEoc3WusjPz0dQUBC8vLwgISFBeukMGDAAPj4+ePnyJerr6zFu3DgYGxszkhtLly6FtrY2KIoihBsagtxfUlNTERQUROT4srOz0alTJ8yaNavN+71x40Z4enqybjPzrt/jx4+joKAA58+fh66uLrm+du1aKCoqws3NjQRHs7Oz0aVLFxw/fpxxr9jqwct9H/Lz8/Ho0SNQFEV81fz8fHTv3h3e3t6M99EV92lpaQA4AfylS5f+VEng70BrayvGjRsHX19fvHnzBpcuXYKenh5sbW1ZqRRry+7+8eMHNDU1SdUuTX4dMWIEX8KPoigYGhq2SfJiI372M79g4sSJ6Nq1K6nopHH37l1ISEiQZ799+3Y4OjrCwMAACgoK5FmzBV5Fivnz5yM4OBhhYWGkCvzWrVuQl5fH8uXLGesyPT0d6urqhJz74MEDiIqKEvuhqamJ1Tjpnj17YGVlhalTpyI+Ph7Z2dkoKCjAvn37ICoqyugR5+3tjREjRpD33rx5E1lZWZg8eTIrPWT/DNz9uuiqXi0tLXIePHr0iMj40yT78+fPIy0tDX369GHNF1q/fj3i4uJIHzVdXV3Ex8cjMTGRkM1fvXoFcXFxzJ49GwAnxmFjY4OEhAQUFRXhy5cviI6ORu/evQVa/cwdcy8qKsKgQYNgZmbGeE18fDwGDBhAxrFp0yZISkoiLCyMvL8jYi2Cxr/Jon8A6CDLt2/f4OzsDGFhYZKVBDj9GjQ0NLB27VrGJp+UlITOnTuz3leHRktLC5YvX04W9eXLl0lwjxsTJ06ElZUVX38aMzMzIgXHNubNmwc3Nze+Dfbdu3eYMWMGHj16hMWLFzMYTwDHwRQWFoafnx8JyrBdctwWamtrMX36dAgLCzMCkM+fP0evXr3Qs2dPxus3btyIbt26EUYs8MfByeZBRzePbW5uxsiRI4nETFVVFXJycvDgwQOGA0QnirKzs2FmZiZQ5iv9bOvq6kjZPXcfhzdv3iAyMhJ+fn6M923duhUGBgakukhQoJka9Lxvbm5mGHGzZs0izJe9e/dCVFSUEVQWpDNUWVlJqkdev34NCwsLEng/e/Ysjh07hk2bNhEGWkpKCrS0tH7KUmdLOojG58+fSdB93759sLKygqenJ+P7kpOT4erqythX8vLy0K1bN0yZMoXPkBbE/ayrq4O4uDiD5dXQ0IDFixdDWFiYrI2nT5/C1NSUbx0LCseOHSOyWoWFhRgzZgzExMQYwYyLFy/C09OTJFhpjB8/HjNmzGDdgOF1QN6+fQsrKyuMHz8eAQEBsLCwIJIz3759w8WLF5GXl0fOr5SUFNjY2ADgBOYEVWVHg3f9Ahwjle4vMm/ePDg6OpLgKM0kHjVqFEaPHg0FBQU8fPiQ9fv4T6wU43VQt23bRiQfz5w5A2FhYcK42rhxI+zt7YlzRq/L69evY//+/WTddqRms7e3N5ycnEighXuvaG1txZQpU4hExPfv3xm9gdoLXnmjvLw8REREwMbGhtGkuqioCHZ2dkTqIDc3F66urhg9ejSxVdLT02Fvb0/6PQLtu49/tq+7uLiAoihS0UG/7uPHjxAXFydJypaWFhw+fBjx8fHw9vZmSPm1p1/c77//juPHj/PN6Tdv3sDOzg5aWlqYNm0amft0vzPePfjmzZtwdnZGbGxsm9/zK4l9OhDR2Nj4H6+5kpISODg4oHfv3gD+mIM08YsmJAga7969g5mZGbZv307IP/3794e7uzvpCZOZmQlRUVG+xspZWVl8Dcnbgz+7d/Tf8vLySMUGd1Dt2bNn0NHR+SlxhI2gGjd27NgBiqKgra3NSEjeuXMHHh4ehEVcWloKMTExZGZmEhunoqKCr49ie8D7/rq6Oj4lCN7X29raws/PjyTSXr9+zZB3+buwcOFCqKqqEl+He/yPHz+GhIQEIf19+PCB0RfrV/eWn635zZs3Q1FRkdF3Bfij5x03eeXMmTMICgoiAXu28WeEwLdv30JGRgb9+/dn/I7z58+DoihyPnz9+hVTpkxBVFQUIiIiWO2XSX/vkydPoKioiC5duiAlJYX8PScnBxoaGsjIyEBzczOePn0Ke3t72NraYv369di6dStsbGzw8uVLVqXcaMIWdxUdjebmZhQXF8Pe3p6cG8uWLYOamhp8fX3x4sUL8tp79+7h8ePHmDhxIuTk5LBo0SK+s5wtlJSUwM/PD1ZWVnj06BH27t2LYcOG4cyZMzA3N4eenh5Dvog+893d3WFoaCiwGEZtbS0GDhwIVVVVJCQkgKIoODo6kn342LFjkJOTY1TdnT59GtLS0qAoSmCxKTZQUFAAV1dXdO3aFV27dsWCBQva/Zm8c+PmzZuMyge6ko6OqS1ZsgTOzs6MnomHDx9GdHQ01NTUSKKBl3jFFs6dO4cHDx6QBOPHjx/h4OAANzc3Bvm3pqYGffv2ZcSuGhsb8fz5c1b7FPKCjk/t2LEDKioqxD+kERsbC2dnZ74eyrSfRhPUpk6dCnl5+V9Wfmir6pF+FsXFxUhKSoKysjKDTAhw/CRRUVEiszlr1iy4u7sz1ktHgrdfF+/vmj59Ojw8PAQyvosXL0JHRwfm5uZITk4mMW76zDI1NSWxcICjsKShoYH79++jubkZu3fvJnKMCgoKsLOz45OPFgS4z+DLly9DTU2NxCGLiorg6upK1inA6U8WERGBUaNGMQoY/tvxb7Lob8axY8dgZWVFWBeHDx+GtrY2yajSGDRoENzd3fmYYWz1cGjrEHr27BmcnZ2Jcwtwmoq5uroypD5qampgamqKsWPHMhaHoKqcvn79CgkJCUb1VWtrK2JiYiAmJgZxcXFMnDgRX758gYGBAUaOHEmMmz179iAuLg6ioqJ895JtfP78Gfr6+iQj//LlSzg7O5NqExqbN2+GiYkJdu7cSa6Vl5dj+fLlrG42vM/4zZs3oCiKHAxz586FiooKQkJC4O/vj4CAAHTq1Ane3t44cOAA6urqMHLkSISGhkJcXJzVsmPesT179gwURZEKsHfv3sHd3Z2PxbR7925YWFiQxrwAJ9jHazwIAjRTg25wCjAdvBcvXpBmggBgbm7OYOCzhbbW2ahRo4j2cl1dHcLDw2FiYgJVVVUEBQXB1NQUhoaGxCmuq6tD586d+RILAPuBjfLychgYGCA8PBwA5z6mpqZCUVGRwS68f/8+AgICEB8fz5gfHfFsaXz9+hWenp58FU5PnjyBhIQEMZ7r6+uxfft2gTSD5mVZ/fjxA9OmTQNFUWQunT9/HpaWlgxnHQDS0tLg4eFBgoAAv0xee8H7fHfs2IF79+5hxYoVhEldVlaGSZMmwdzcnKFPT6OkpAS9evVCWlpahzHW6fXLzazeunUr5OXl8fLlS+Tn5yMsLAwRERGkwnP27NkIDw+Hu7u7wKpO/mmVYtzP99q1azA1NQVFURAREUFFRQUAICAgAE5OTqisrERJSQlGjhwJVVVV7N+/Hw8fPsShQ4egp6eHtLQ0ViXd/lOcPHkSnTp1wowZM0hghXufjoyMxMmTJ1mde7zBPjpQ9+PHD4wYMQLi4uLEhqFfRzcQppMRWVlZMDY2JlWfTU1NsLKywogRIxgSjb86Pho1NTXYu3cvHjx4QMg1169fh6ysLKZPn072DHqcs2fPhoqKCiMQwrsPtPfciImJwZIlS/iujxo1CmFhYW06/m3ZUvX19Zg1axYsLS35nONfed7Hjh0DRVEM+Z0XL15g586dpCriZ5996tQpUBRFpD7o1+zZs4ePbNVe8CYRuWWB1NXVGWftmzdv0LNnTyQkJKC+vh6lpaWwtrZG3759f/pb2Bzb0aNHCfGire/asGEDLC0tGcnys2fPQktLq01GrqDOkF69ekFCQoJBZKDJI5aWlmSNT5kyBRRF8QXnf7Xi+GcBuV27dsHKyoqwrungWlu4fPkyOnXqBHl5eUJ2CAwMFEifib+CyspKBAYGYsiQIWRe0DbPjx8/MHbsWHTv3p1x39pTuc29Lz1//hyPHj1iJPIGDx4MPT09RhVvSUkJhg0bBjk5OYwePRoZGRno1q0bNmzYIPA+HQ8fPkRMTAxmzJiBu3fvkr9NnjwZysrKfD0uQkJC4OHhwQj2cp+5bFe979+/H8nJyejVqxd69+7NsC+nTJkCMzMzYit9+vQJoaGhsLW1hbq6eptkyF9FTU0NoqOjMXr0aMbz5E1GNTY2Qk1NDUuWLIG9vT309PQYxELa1ps/fz4MDQ3h4uKCmzdvtmtsbaG1tRWNjY0YNGgQMjIyMGrUKPLMtm3bBnFxccjKyiI9PZ2QwFpbW3HixAky3k+fPgk08Dxv3jwYGRnh1atX+PDhA7Zu3QoJCQkSnyorK8PIkSOhqKiI27dvo6CgAGPGjMHq1auxbds2NDU1CSzRwQaWL1+OKVOmsFKdwP37Tpw4AVlZWXTr1g3Kyso4ffo0sc/DwsJgZ2cHgLOvjx8/HpKSkoiMjERCQgJUVVWxc+dOrFmzBmJiYn96Lv6VsXHvKbm5uTA1NYWamhqUlJSQmJhIiCFZWVmwsbEhZC8aNjY2DIUNNsH728rKykjbBRqxsbGwsLBgrMWioiLo6OggPT2docJz8+ZNxlmYm5sLGRkZ7Nix4y+PbevWrfD19SXnQVvP4eLFizAyMiIyvdxElW7dupFK2FevXsHV1RUxMTEdSpaj0Va/Lu6xlpSUwNzcHEOGDGmz3+iv4sqVKzA3N0dmZibq6+v5fNWwsDB069aNT1KuW7duiI+PJ3b7hw8fcO3aNdJjrqNAP/OqqipMnToVSkpKZL4lJCRAX18f/fr1g5OTE5ydnQXSd+rvxr/Jor8ZFy5cII21afTv3x89evRgSCnk5+dDR0cHycnJrGbyeTc+3km+Zs0a2NnZYevWrQA4xrWTkxOSkpIY41i5ciUkJSX5HF5BMJ2fPn0KMTExRnPthoYGhIeH49mzZ5g5cyacnZ3x22+/4fr16+jUqRMpv1RWVsb9+/cF3gAS4Bil7u7ujCaou3btgpiYGEMT/NOnTxg+fDgsLS0ZlQF/9tlsoKKiAjExMYxy9xUrViAuLg47duzAmTNn8OTJE3h4eJBm71lZWZg5cybrCQ9eNDc3IzIykmjSt7a24tChQ5CSkiIyeQCH1UE3Se2ICjFeHDhwAE5OTsQI4X1W3FrNFy5cgKqqaoccJBUVFZCTkyNs+a9fv2L37t04d+4c7t69i2/fvuG3336DvLw8ceSys7NZZQ3/DM3Nzdi8eTO6dOlCnLhr167Bx8cHQ4YMYbx28eLFMDIywrZt2/g+pz17y8+M3bbWWkJCAnr27MlIUj18+BCysrKgKIp1mT4a3L+Pd8/Pz8+Hra0tkQuoqanBzJkzYWxszNC1fvbsGRwcHJCQkMDaXnz+/Pk298/Xr19DXV0dKioq0NDQgJaWFmHQARzZAF9fX8LArqiowObNmzFu3DgoKCjA399foNKRbeHAgQNwdXVFVlYWIiMjISYmxiBgbNy4EW5ubiRo3dLSIhB5rX96pdi3b98QEhKCzp07Y968eVi4cCGj90F+fj4oiiKVpp8+fcKoUaOgoqICAwMDKCkpMQJDfwdSUlLQuXNnhIWF4dy5c7h06RKmT58OFRUVjBgxglXniHutVVdX4+zZs1BXVyckm7t378LGxoavv0VlZSWsra0xb948AJwkfnR0NG7evEn2ph07dkBYWJj0DWov6D6FTk5OMDQ0hKOjIznfY2Ji4ObmxrBF6XFJSkpi2LBhfJ/X3kBCW/sUfe3du3eQlZVl6PwDf8zVgoICxMbGws3NjSHHU1xczNr+l5OTg+7duxPSz7hx4yAmJgZtbW0YGRmRNdDWfairq8PAgQNhamrKylj+LzQ1NeHIkSP4+PEjCRhv3boVCgoKJNFL35dZs2bBzs4ONTU1aGlpwc6dOyEiIsL6nsx9xj558gSrV6+GuLg4tmzZ8tPXVlRUIDo6Gl26dEH37t0xYcIEdOnSBaNHj0ZDQwMrNvKfBW/oZ3nz5k0oKSlh8eLFjHNg9+7d0NbWZth2bKgqNDY2YsCAAUhLSyPJ0ebmZjQ3N2Py5MlQV1dHVlYWzp07Bz8/P/j4+Pxpv6HBgwdDREQEV65cYT052R4cOHAAjo6OxI7mXqtsyWpx48uXL+jevTtUVFSgpaUFPz8/wnS+du0arK2tkZ6ezpgTtbW1WLVqFUJDQ2FmZiYQYhA3WlpasH37digoKKBXr16wtbWFmpoaselra2uhoqLCRxB69+4dKIoiPjs32Azy8q65zZs3w9bWFmvXriXXvn//DhMTEyQmJhLJzx8/fqCkpEQgsYHExES4u7vj3Llz+PHjB4KDg6GoqAgVFRWkpqaSwPvgwYNBURRmzZrFmF+3b9/GnDlzUFtbi/LyclaJaT+7925ubqTROzeMjIzQu3dvvmrKPn368ElvCQI0MYV3fi1YsABSUlIkEV5cXAxXV1fo6OhATEwMvr6+f5q0/ieB7djK69evcfbsWURHR2PTpk14+/YtIiMjYWFhQSqu37x5A2FhYbJOWlpaCInZx8eHVAWWl5fDzMyMjyD7V9HWXrpr1y6kp6ejvr4eixcvhpubG/EraOl1ExMTnDx5El+/fsXvv/8OXV1dVuXy/y/Mnj0b9vb2OHr0KACO/2hnZ4cpU6Ywkt8LFiyApqZmm/Yw95rjrZL+T3Hp0iVYW1tjxowZDFIw938bGhowe/ZsqKqq4u7duwA4+1xraysiIiIQFRXFkPP9O2XJ6H5dtI9Bg54nv/322y/fq59h8uTJpAdRW6D9R171rMOHD0NaWhp79uz5xySbHz9+DEtLS6JUUFpaivXr1yMiIoJRYfS/hn+TRQIGr8zHo0ePGJJGAIe9YWNjQ2Rcrly5Qpobcy+ciRMnIjY2lpUm2vTYaHz//h2bNm2CnZ0dQ1u2oKAA0dHR8PX1JQGEOXPmwMnJiY/Rwt04TZD4WQ8C+j6XlZUhICAAkZGR+PHjBw4dOoRRo0YhKCiIdTY4bxNgWo6A3ngfPHiALl26kBLywsJC9OnTB7a2tozPOXDgANzd3UmDaxrtZZPwOua8PSIePHgAGRkZcnC0xfp2d3cnhg1bbAhepkt2djYZGz3mFy9eQFRUlHz3ly9fMHjwYJiYmDA+69SpU5g6dSoqKys7/EBpampCv379EBISQoIq9Jw4efIkunbtylpQ72egjTu6Cou+B0uWLIGUlNRPJR4WL16MgIAAPmecjXvIvS6KiooQERHB+Fy6mbGLiwt5/dKlS2FkZMSQWMrLy8OkSZP49MzbA+5xXLlyBUeOHGGwxGnQ8/PGjRvw8vJCUFAQ3r17h6qqKsybNw9paWmsy/K0hbdv30JfX58hk9DS0oK9e/eSBtAAx5ju3r070cSmcePGDdaCBLm5uZCTk2NUB33+/BlxcXHYtm0bFi5ciObmZmzduhVqamqkeSY9ZrpSgg6ar1ixAmFhYQKTK/2/QDOthIWFERoaStYwd5CyV69e8PPz+2kD5r+Kf3qlGO9caWlpwZw5cxAREYG8vDwAHFukf//+ZPwAJ2iuqanJaK5cUlKC27dv/y0surawePFimJqaQkFBAZaWlrC1tSXN6QWBpKQkeHl5ITQ0FBRFITIykvxtzpw5sLe3Z7CaP336BDU1NSJ9+DP8isRqW8G569evw8bGhtikZWVlUFZWRkBAAAAOk09LSwszZswgiUv6c65evcp6g3lu2bqWlha8efMGVlZWpJKjtLQUMjIyxFZua16dPn0aurq6bTpu7dkHudft4cOHISMjg5UrV2L8+PF49+4dcnJyMGXKFIiLi5Oqr7a+7+7du+jUqRPRZ2cLvN916tQpyMjIQEtLC/r6+sjMzATAsRekpKT4JIQPHDgAUVFREpxsaGhgzdfgxYsXL2BqagpLS0tERESga9eu8PX1bfOcp+fDhQsXYGJiAi8vL2zYsIE1W557XbS2tuLChQs/leMFOIFmW1tbRq/MNWvWtFm5xgZGjhwJa2trRnKnsrIS7u7uDOJU7969IScn96dnaW5uLpGV/CehqakJUVFRCAkJIUkFXjv0V8+Qtnp4RkREIDAwEHl5eTh58iSGDRsGERERIps1fvx4knTgHUtHVMaeOnUK3t7eGDp0KOMsSE9Ph42NDdn/N23aBBEREVKJSv/WY8eOCbSXAzfo7/z69Svi4uLg4eHB6AW3ZcsWyMjItHlmsWWX0nOjqKgI7u7uGDduHDIyMjBs2DDk5OSQc5/urbJ3715oaGgw1sLHjx8RGRmJiIgIgSbI79+/j/fv3xNySmFhIYSEhJCSksKQzjt27Bj09PTg5OSERYsWITk5GdLS0hg0aNBPg67tGRc36GcaEBCAuLg48trW1laUlJRAU1MTw4cPJ7ZnVVUVbt++zZDn/LPP/28HnbAHmL/R29sboqKiCA8PJ/ewpaUFzs7OGDp0KElWTpw4EVpaWox10lZl9vnz59skUfwn4P288ePHw8jIiOxtNMmxqakJc+fOhZGREbFJjh8/DlVVVSgpKSEiIgLKyspITk7+pXH8DNz7KN1qgFtWLCcnBxEREejRowdJrkyaNAmurq4MqWMA8PLyEog9RT/jlJQUeHl5Eb+LV8Ya4MR2/f394ePjQ/5WW1sLMzMzRj/ovxt0vy4fHx8S9xBkr3sACAoKIv4iwJE/XLZsGSZMmIB58+bh+/fvmD17NtTU1PhsQEdHRyxduvQfs5c0NjZi/fr1kJGRYcRr2fbD/2n4N1kkQHBP7oKCArx48QLh4eFwcXFhlNvR18PCwsiiHT9+PLy9vQUSRONddHFxcZgxYwYOHDgAHx8fPubygQMHYGdnhzlz5gDgMB78/PzQo0ePNht6dsSi/lkPAvr+JSYmwsTEhDjtbI+J9/Pu37+P3bt3g6IovnuSlJQELS0twkQ8f/481NTUGIZqQ0MDq5sNt2NF//+GDRtAURTDoGtoaEBGRga6du1KAgNVVVX4/fffcenSJTg6OsLa2pqh5dxecN+7Bw8eYPfu3di+fTsoiuLrFZGWlgZFRUUSwLhy5Qp0dHRIvwzez/s70BZT48uXL4iLi8OwYcNYPYh/5jB7enrC2dmZL/FjaGiIIUOGkGd79uxZHD58GIGBgZCTk8P27dtZGxvANDpKSkqwceNGHD9+HEpKSnzJwIsXL6Jz587EGX7+/Dn69+/PMLYEhYKCAnh7e0NVVRUuLi6Qk5PDnDlzfuqEnT17Fvb29lBRUYGqqiq0tLT4HCM2wG3gHzp0CN27d8fhw4eRkpICTU1NBpu5tLQUPXv2hJWVFbm2Zs0aqKiosNaHoK0AM+8+9ezZM4iKikJUVJSwmhsaGrB8+XJISkoyjD/aAeDuTfR34/79+7C3tyfBVO5gNcDZo9ioWvynVorRY+Pt8XH48GGYmpq2KQXm6OhIZEi554OCggJGjRrFapUO26iurkZFRUWbcohsoampCYmJiTAyMsKlS5fw22+/oU+fPlBVVSXOf05ODkJCQqCmpob9+/fj+fPnSEtLg7a2NuOZA+3XrP/Z+6Kjo0k158uXLxEYGAgFBQWsXLmSPNeZM2fCysqKBE7/08/+q+A+O7glRaSlpREfH4+6ujrSFHrgwIGMddra2op79+6hsLAQ1dXVyMrKYo0V3tLSwneGl5WVYfjw4ejcuTNGjhzJ6D/k4uKCwMBAAD/vH8MtEcXWGGnQe8ukSZOwb98+fPv2DYmJibCxsSHnwsyZMyEuLo5bt24R22Do0KEYMmSIwPqecWPIkCEICAhAU1MTvn79itOnT0NERAQLFy4kQW7ee9fa2or09HRG5cyf9XX5GX6W4Ny4cSMUFBQQHBzc5vlJf09BQQE0NTWhoqKCyZMnIzU1FV26dEFGRgbrezLACTgZGxtjzJgxhPF7+fJlGBsbA+Awq2VkZBAQEMC3b/w34caNGzAzMyNM8vaC9zyj97PHjx9DWlqakXyrqamBq6sr6dn6/v17eHh4MKTBBOFn/Kyv1tevX0FRFISFhRlEpg8fPmDIkCEICQkhtr6rqyt8fX3b9A062jc6ceIEXF1d+UiJsbGxrPYlotHW/Vu+fDksLCxgbGzMkIucOnUqXFxccPHiRTQ3NyMjIwPCwsJwcnJCVFQUaUrONquext27d2FpaQkzMzPo6elhwIAB5J4kJSVBQ0ODzya5efMmhg4div79+yMgIIA1FYP/JPHa1NSE6dOnw9nZmTEHy8vLYW5ujq5du/40QC/o4PPfgb179xIfgRvcSdlnz55BSUkJkZGRjLW3a9cuGBsbk2rE6upqCAkJYfz48Xyfx/a9y8/Px9q1a+Hm5oaFCxfC3t4enTp1YsSpnjx5gpCQENIvEwD69u0Ld3d3nDp1ilUlGW55T4AT09m/fz9MTU35CD5bt26Fvb09li1bBoCT0PX29sawYcMYCV1Bxveqqqpw7NgxODs7M1pa/EwuV0REBNbW1pg6dSrMzc2JjOM/CYWFhXB3dycqH4LGhQsXQFEUvL29oaOjAyMjIwQEBMDS0hK6urokhqGsrIzJkycz4lgdRXr4K8jNzYWDgwOjh9f/Ov5NFrGA/2ujWr58OZEr2r9/P7y8vIg0FY01a9bA0NCQHCa5ubkwNDTEqFGj2rVYeHWeufHw4UNcuHABDg4O5NCnjQPuJFVTUxP8/PxgY2NDAn8bN27E1KlTBSIR8J+A7kEwc+ZMYszTRiMdkKTL9QWJx48fw9DQEDExMXjz5g1cXV1JwI++9/n5+ZCXlyfBtfLycowcORLCwsJ8gVe2HfVZs2ZhxowZ+Pr1K8rKytCnTx84OTkxXvPmzRtoa2sTSZm8vDz4+PhAV1cXEyZM+OXv/rPf0tzcjA0bNkBGRgZLly5FUVER/Pz84O/vz3hdYWEhOUAAzsGdlJQEPT29f0SgGfiDqeHn54ecnBxcunQJ3bp1g7u7u8ACktnZ2YzAQE5ODkRERIjOMH3vDx06hC5dupBKjtWrV8PX1xfDhg1jBOT+Kv6smTLAMQhVVFQwZswYvHv3DosXL4aMjAzDQK2oqED//v2hra1Nrq1btw5GRkZ8BmV71kVb7x0xYgRCQ0MJW/7w4cOgKArbtm1rkzUE/JFEZaMUnzchwY0PHz7g9u3b8PT0xIoVK1BfX48HDx4QOQ/u99PVRbQk5/PnzzFx4kRGdWh7xkeDl2m5adMm0j+iqakJy5Ytg7CwMKk8AThyKL6+vnw92rZv3465c+eSMv2/Gx3NtPqnVIrl5uYiNTWVz7548uQJrKysICMjQ6RagD/uybdv36Cvr99m8oDWO2/P3iJoCKovEffn1tXVoVu3bkRaEOAEmQcNGgRHR0cS0N++fTtUVVWhp6eHqKgomJqa/qmM1F8F7zyZPXs2cbwBjjzEpEmTMH78eEhISGDo0KFESosOKDU1NUFJSQkjR44UWKUJjaqqKiQkJCAmJobsYSdPnoSQkBCpAFuxYgWsrKwYv+PBgwcIDg5mVNyxAe5n+ubNGyQnJ5OKkqtXr0JDQwMTJ04E8EfS6vjx46Aoipy5gqyq436+hYWFpB9Iamoq3N3diRzQx48fMWTIELi4uJD1HhgYCE1NTXh6ehIiBHcvUjbHRqOlpQVfv36FiYkJSULT93jEiBEwNTVtsz9IW+fkX13Hra2tiIuLQ3x8PJ/c88qVK6Gnp4etW7eitLT0p1Lf9DiWLVuGzp07IzExEUlJSaytWZq9zyuvuGHDBujq6hJiTWFhIRQUFCArKwsLCwtG9Ul+fj5u3rz5X8d0bW1tZa1Km3tu3Lp1CyNGjCD3KD8/HwoKCiSRQM/TU6dOQUhIiBAQMzMzoaOjI7CqZ+45XVhYiOfPn6O6upqMfd68eRASEuJbk8uXL4e9vT3pZ5udnQ0DAwPWkhy/sl9xyzFNnToVNjY2Aunzww3u+/fgwQPC3v/x4wd69+4NBQUF0vMR4CQA/f39ERMTQ0hhx44dw/Lly5GcnCxQWcbc3FzY2toiKSkJFRUV5LwyMDAgr5GRkUFKSkqbMRVB+bpr167F1KlT+fq+0c/zypUrCAgIwIABA8jf3r17h9jYWLi6usLPzw+AYNoN/JNAy4E6OzuTBN/u3bvh7u6OXr164dixY+S5JSYmwtLSki+RRhPC6V7ZFy9eFLgqxZo1a0BRFEJDQwlJ4tGjR7C2tmZUegAcn87CwgKbN28GwPED2Ezw7tq1C+Li4qSP7devX6GlpQVvb298+vQJEydOhLu7O65evUreU1xcjMjISLi4uBDi98KFC6Gvr8+QOAfYn4MtLS1ISkqChIQEBg0aBEVFRSgrKxMJZG7Q6+Xjx48YNGgQpKSksHnzZkYv7X8alixZghUrVnSYD37y5ElMnjwZmZmZuHnzJqnivXr1KhQVFXH16lXs2LEDFEW1O37REeDtr/S/jn+TRSyD20E6ePAgZsyYgalTpxIHs7m5GWPHjoW7uzuD9VJQUABlZWV4enoSZ/3cuXOslBvn5uYygngA56CiKArm5uYMY/j169cICQnBgAEDGAZKz549IS4ujn79+rV7PGyBuwfB2bNnce7cOUydOhVSUlIYMGAA65IQ3DqjRUVF2LJlC8aPH89o2k03MOaW5Gtubkbv3r2hqqpKnsPTp09ZbdLGG7A6c+YMlJWVYWdnhw0bNhCZgjNnzkBRUZGht93Q0ABvb29QFIXHjx8D4DhYbLJfuR2QgwcPIjY2FgMGDGDIaNANeLmvVVVVwcHBAVJSUuQ3fP78+R+TKKJRUFAAV1dXdO3aFV27dmUECdsDXubc8+fPYWBgAE1NTUhKSmLRokWk6iElJQUaGhoMveizZ8+Coih4eXmhpqYG379/Z1RJtDfozOtY5ubmwt7eHomJiaR5OwCSSI2IiGC8Pjk5GRRFMRqmssVi4jUeFy1ahOPHj6O8vBz6+vrEWFm+fDnU1dXh4+PDKIMXBLjH9LN7LywsDBUVFUbZf2NjI1asWAFpaWlGpc7GjRtBURQoihLIGE+ePAlXV1e4uLggJiaGONSLFi0CRVGk4rCoqAimpqaMnlN0nzF5eXnSDwD4Z7IOBcW0+idXiq1evRrz5s1jVBVFRkaCoiiMGjUK379/R/fu3Rk9CFpbW/HlyxeoqKiQZHVOTg769+9PnLn/X8A9j3kDs3l5eXBwcOBrErxnzx5oaGiQKu2KigoMGTIEPXv25KuY+BUn7mfv2bBhAxYvXgxbW1soKSmRYHlycjLExMRgZ2fHIB/U1NRg0qRJRH/91q1bAk8A7ty5E9LS0vD398fRo0fJeQ9wZEY8PDxIVdjs2bPRpUsX2NvbIyQkBKKiokhISGDYBWw5wS0tLZg4cSK6du2K/v374/Dhw6ipqUFNTQ2mTZsGaWlphq1J99fR19dn5fvbAu8e+vXrV0RFRWHQoEGYNGkS9PX1+b7/6NGjsLa2ZpCWLly4gOnTpzPO6l/BzwgWAEcD/+TJk4wEjba2NvlOOsj27ds3CAsLY9y4ccQGaOsZtmddtBX8+vHjB3x8fDB27Nj/+HNaWlpgbm6OpKQkYif/+PHjlwJWnz59wpYtW/iqMXltKw8PD0RERCA/Px+1tbWIj4+HlpYWX7J/2rRpmDhx4j+Skfufgo21+/37d8THx0NMTAyjRo3CkSNHUF9fj2fPnsHDwwNTp05lrKNbt25BW1ub7MP19fV8AUm28ePHDwwfPhwyMjIwNTVlSMwBgJKSEoYPH86wiffs2QNRUVHWqxN58fz5879kq9HP7Nq1a/Dy8uKTnRNEQqGyshJ9+/aFnJwc+vbtSwLx58+fh5mZGTlnaaxZswZubm58EpxsgLflADdWrFhB+u8CQEZGBiQlJREeHk6e48aNGyElJcWqnNaZM2cYst40Hj16BFNTU3Tr1g1z5szB48ePf/p8duzYARUVFdjY2CA+Ph5qampIS0vDiRMnICkp+T8fNKWf6ZUrV+Dj44OkpCScOnUKpqammDNnDnx9fWFtbY2srCwAHEUNfX19JCcnM+yCq1evQkZGBhs3bvzT8/JX8LME7+vXr+Hg4ABTU1Pia/z48QPbtm2DpKQkQ8r148ePCAsLQ2BgIKs+2uvXr+Hq6kr6llZXVyM8PBxZWVmYNm0aGdf9+/cREBCA2NhYxvenp6dDVFSUkHJ+/PhB4lSCxJEjR6CpqYm7d++ivLwcL168gJ6eHnr37k2Sq22tmd27d2P+/Pn/+PP3n0DUBIDff/8dsrKyJEa+cuXKv3lE/6It/JssYgGvXr3CrFmzCBuNDuZlZmaCoijY29szkj63bt2Cv78/4uPjybUbN27Azs4OBgYGrC6W+/fvw8jICMuWLUNpaSl8fX1x8uRJVFRUYPDgwZCUlORLJK1duxYODg5IT08HwDH+Bg8ejHnz5pEFza3H+ndi4cKFMDExgby8PKysrGBvb/9TuZRfQWtrK2bPns3Qcf/27RvOnDkDiqIYQTOA4/jSDQ1p1NbWIjg4GBRF8bHE2QDvM6iuroa3tzdhcHCjvLwcY8eOhbq6OjksSkpKEBkZCW1tbURHR7M2rvfv38Pe3p4EmS5duoS8vDz89ttvoCgK6urqhB0HcJyzuLg46OvrkwDCx48fMXDgQGhoaJD5+E/F8uXLMWXKFNaMhLYaU65atQrTpk0jATNjY2OsWLECACexpqKignHjxpGE0IoVKzBx4kTo6enhw4cP5PN+Rb6FGzQDfP78+QA4FXa0RIKWlhaj2gXgGNy7du2ChIQEI5GalJSE0NBQWFpaMgxeNveVz58/Y968eaQJ5rdv32BgYIANGzbAzs4O+vr6DMeWO4DPFngNs3Xr1mHQoEEIDQ1Fjx49GKX+27ZtY1R00Hj//j3p81RUVITS0lKMGTMGGzZswNy5c9HY2Mjaffvw4QPc3NwgIyODjIwMLFmyBMbGxnBwcCDVBXZ2dozkH10ZQzvsAKciKTQ0lPRA+SejPUyr/7ZKMV72Km27LF26lFRDVlVVQUZGhhG0BziSAsbGxvj27RvGjRsHERERBAQEoL6+/h/jgLCJ/+s3ZWRkIDQ0FCNGjGBUttjY2PAF+oqLi6GgoIBu3boRO/Ho0aNwd3cn/RR+ZQ3X1NTA3t6ej/VYWloKNzc36OjoYNGiRQgKCgJFURg9ejQAjgSytrY2JkyYwPidq1atgpubG1+giY39pa37WVlZ+adBvNevX4OiKGzYsIG8/+zZs1ixYgUmTJjAYJCzPQdPnDgBU1NTEsTj/vxnz57BxsaGkSQHOL2gaDUBNsH72woLC4kdP3ToUPJ8Tp48SditNCorK5GamgpLS0tWe029fPmS+Dfc86O0tBSenp5QUlKCoqIievToQQLxqampUFFRIa9taWlBWVkZNDQ0YGZmRnpSsQXeYNqePXuITGFubi4UFBRI5dr/NX/oQNbevXtJ0+/2rItp06bBwMCAECoaGhqQnJyM2NhY7Nixg9htFy9ehJqaGmErnz59GpqamoiOjsbx48dx584dhIWFQVtbm2F7/f+AtoKbe/fuhbW1dZv9KGmZd25i2t69e2FsbCywJAzvHGlsbMSECRNgb2+PGzdu4M6dO4iJiYGBgQF27NgBAIRpnZGRgdzcXJSWliI8PBz9+/fn8zP+akUQbQPw+gLnzp2Dvr4+NDQ0EBwcTO7RXwkg0/4ym/iZQoCHhwfev3+Pqqoqxmvi4+Ph5+fHCIjX1NTA398fwcHBrJDSHjx4QCrnub+b97OXLl2KyZMn48CBA9DW1oalpSWj5xkNDQ0N+Pv7sybjGxoayjgDaERHR2PgwIGMHkm84D3nUlNTERoaiq1btwLg+LsGBgaMvjv/a+Cd8+np6fD29oafnx/p81hZWYnExEQ4OTmRvWbx4sUwMDDg660jyOo1gFMddOjQITx48IBcW79+PTp37sw48wsKChAeHg5XV1fG+1+8eMFaoqimpgYDBgwgZEZ6Xy0qKoKdnR2x57ixYMECODk5MdQ7xo0bB0dHR1KBxI322nptJXjpfXTatGlwcnJCbW0t+Z59+/bBxMQES5cubfOzgL8/JvrfhLq6OkycOBEBAQEMkvO/+Ofh32QRC1i/fj2MjY2xcOFC+Pv7o3PnzigsLMTnz5/h7+8PNzc3AMxNJCsrCyYmJhg6dCjOnDmDoKAgZGZmstYbhvu7YmNjoaurC1FRUQQGBpJFef36dYiIiGDbtm0A/mDHVlZWYsGCBYS52alTpw4tV/yrEGQPghcvXkBXVxdxcXFYv349ZGVlibEUExMDBQUFvt4lL1++hKysLKKioghzMy4uDs+fP2e12on7kCstLUW/fv3w+vVrXLx4EYqKinwMJXpOPHv2DMbGxrC0tERWVhYCAgIwdOhQRuKGDbx9+xYODg4ICgqCg4MD5OXlyb0aPnw4tLS0+MZI68Hb29sjLS0NdnZ2mDRp0j9a1ogGG+ujubmZsXZbWlowcuRI2NvbIz4+HpGRkYw9YtCgQejevTupUjx27BhERETg4eGBoKAgKCsr80kMsIGKigqkpKTA3NwcYWFhoCiKyEBcvnwZFEVhy5YtfMGj4cOHo1OnTpgwYQICAgLg7e3dZt8zNtDS0oJly5bBy8sLwcHBhFWcn5+PHj16oFOnTpg+fTpDWunSpUtYuHChwPa648ePQ1NTE2ZmZsjIyMDw4cPh5+cHUVFRhuSjubk5AgMD+aRFnj59CkVFRRgZGUFCQgIBAQGsr9vy8nJYWFhAXV2dkVSYMWMGhIWFiZNLP2f639XV1QgMDISXlxfj8/5bKk5+5Zn/N1aKeXl5wcvLCyNGjMCpU6cwduxYkrTixpUrV6CtrY2SkhJGIGrevHmgKApSUlIwNTVlOKb/S+ANovE6gbdu3YKZmRksLCywdOlShIaGwt7enlSB7dq1C7KysoyqsFu3bsHX1xc+Pj4YOXIkuT5p0iSYm5u3i8keEREBCwsLxll5+vRpGBoaEtuouroaCxcuhJCQEEmwzJ07F9bW1ujWrRsmTJgAOzs7KCsrM6St2AL3GuENRhkYGGDnzp2oq6vD4cOHsXnzZmRmZpIK0GHDhv0/9s47EKv3/ePXsaJQEUWplAghhGxSqAgJaWhH0Z4q7bTT3nv3ae+0d9o77U0ikT2f9+8Pv+f+OugzQoPz+qec55zz3Oc859zjGu/rb/Xfv1f/49/wPaNBfn4+OnbsCDc3N+Tk5BSrjZmTk4PVq1ejevXqvPcgOzu7zBe/ha/t6dOnMDY2xsCBA3Hs2DHUqFEDgYGB7PPExEQMGjQIGhoavHf3/PnzJUbc/yj37t2DhYUFr85MdnY2Vq9ejUmTJmH48OH49u0bIiMj4erqCjc3N6Snp+P58+eoX78++vXrxxzVkZGRCAoKQtOmTdG/f/8yke8r+jzcvn0bCQkJUFdXx7Bhw1hgSJMmTTBo0CAA/CzBuLi4v61ZY2lpCTs7u2JGrP/StoSEBLRu3RoBAQG4cOECbG1tYW5ujs6dO0NDQwPW1tYsK6tz586wsrJi7+65c+fQvHlzGBgYoEmTJujYsWO5Z5z8ThR958VOy6ysLHh7e6NDhw6831P8/+fPn8Pf3x+KiooYPHgwRo8eDSUlJYwZM4b3npcH4kyMpKQkaGho8IJDY2NjERwcDH19ffb829vbg+M4eHp6onnz5mjWrFmp5KHy8/PRu3fvYln+4qCWkJAQLF68GAcOHICXlxfU1dXZHFl8r/+NQflHs2NLam9hDhw4gLNnzyI2NhY1a9ZkfY/4u8S/8f3792FmZoaRI0fy5rHXr18vVd9c+NqvX78OjuOwdOlSAAVBc/b29jA1NUVQUBDrFyZOnAhZWVnUqVMHERERzNGXl5eHzZs3M3WXW7du/fAcoLC6iLiNhe+/+PO7d+9CXl6+mLPq3ziNxLx69QpOTk4YMGDAD7X1d6foMyd+354+fQpnZ2dUr16dJ8199uxZODo68mqYWFhYoH379rwgze+dv7TtO3PmDNTU1KClpQVjY2NIS0uzLJ6MjAyYm5vDzc2Nd8zx48chJSXFnt2yZNy4cZCWloarqyv++usvGBkZsfpMOTk5OHHiBGRkZLB161YA/5NZ/PDhA/r06YNatWohIiICAwYMQNu2bXH+/PkyV5MpfA8/f/6My5cvIzU1lb07AwYMYM60wu+8tbU1WrRoweZ7gnPov/H69Wts3boVK1euhJaWFvT19ZmCgcDvPPOzrQAAt0BJREFUi+As+kHy8vJ4g6ienh44jkO7du14UTVi/XJxREFhh8zatWthYGCAhg0bYsCAAWU2sSrceeXm5sLe3h4yMjLFNEqzsrIwcOBAaGhoFPOK5+fn49KlS1i+fDnP2Py7OozKkqJGoqFDh0JCQgJ169blTbAePHgANTU1hIeHF8tGOHDgAExMTFC3bl0YGRnxou3LenCJiYlBnz59YGlpia9fv+LgwYOQk5Nj0UklTeyjo6Ph4+MDU1NT9OvXr8z0zQt/V3Z2NmxtbdlCpzAvX75EvXr1MHnyZNZO8bN1+/ZtBAUFwcLColh2RUXkyZMnxeq6AAWOyvnz58PGxgZz5syBmpoaFBUVecbl69evw9TUFGPGjGHP4N69exEaGor+/fvzJrSlNb4UfY7CwsLAcRw0NTWL1bRxcnLi1UwozPjx4+Hp6YmePXvypGlK076/k3/Q1NQsVqdr2rRp0NPTw/79+9m2N2/eoFOnTujatWuZyH8WRlyfieM4rFixolh/0atXL9SuXZsZDsSOmD179hSrD/X69WscOHCgxMjEsmL69OlwcHDgZYH16dMHkpKSPGelt7c3jI2NmTHhypUr4DiumARJReNPzhQLDQ3F0KFDUbduXZiZmcHHxwdt27ZltZLEi7KtW7dCU1OTZ2jJzc3FxYsXUa1aNezdu7dM2vY7Urg/uX//Prp27YqgoCDMnTuXfT5ixAhWSw8oMMTXqVMHurq67Hfr2LEjmjdvji5dumDVqlUwNjbG9OnTMXjwYLRv354Zdq9evYo+ffr8ULCQuN/89OkTFBQUeJJiK1euhJKSEm//uLg4WFpasnoDOTk5iI6OxpgxYxASEsIkQcWUVRCEmOzsbAwfPhzDhw9ngUqJiYno0aMH6tSpAzU1NSbHqKurC319fXYcx3EICwsr1t+X5j0pfH3x8fG4ceMG7/yOjo4ICAgAUPIYFRMTgzZt2kBHR+eH2/BvSUlJwZEjRzBw4ECMGDECX758QWpqKgICAqCtrc3b9/r169DW1uYVjc7LyyvTOgRZWVnFouiPHz8OPT09qKqq8jKEtm7dihYtWrBaRUePHkWNGjWgr6+PNm3aQEpKCqdPn8aKFSuKPbOlJSUlBY6OjpCWloZIJMKECRNgY2PD2jdr1izIysryoq9zc3MRERHBk1AVI34+Hj58WCxY7N9S+Jlds2YNk0Ht378/m49fvHgR+vr6rGbIixcvUL9+fUyePJk5hdPT0/H58+dyC7r5ExAXaPf392fbrK2tmQO1pPVNdnY2pk+fDn9/f9jZ2fEcnmVF0b5z+vTpcHJyQlZWFp4/f15Mdg4oeH/09fVZ5sKjR4/AcRzWrFnDk67/r/1y4UC0+/fv84IKvn79Ck9PT3AcBz8/P55TTVdXl8nzFn5my8MWUFL9PzEpKSkYOnQo1NXVsXfvXty/fx/q6urs/StpDJgyZQqMjIyYUbos2gYUZF1PnjwZZ86cwfTp01GzZk3ExMTA2dkZQ4YMwfTp06Gjo8OMzampqVBSUsLAgQN5Ru+LFy+iffv22LJlS5nN9Yreu7t378LIyIhJd71+/RrVqlVj9+3frrtEIhEOHjyIkJAQyMvLw8vLq8yl/n83jhw5An19fTg7O7P7t2bNGjRo0KCYAtC0adNgamrKsol27doFPz+/Uq8l/84xm5+fj+zsbLRq1QojRoxAbm4usrKyEBYWBmNjY5apLZajL+yITEhIwIwZM3iZd2XF1q1bedmt8+fPh6KiIpN5T05Ohr+/P/T09Ng+hde3gwYNgoWFBaytrXmZoeUhYT5s2DBUr14dTZo0gbGxMZv/RkVFgeM4FtAsfj979+4NZWVlBAUF/fZSc78jhw4dgoWFBaysrMpFDlSgfBCcRf+Ros6Y1NRU3LhxA05OTtDS0iqm/Z2WlgYvLy8YGxuXeL7Pnz+XWcp24XY9fvwYM2fORH5+Pt68ecMWR0UnxM+ePYOqqirrIL/XGRd1jlVUCk+cMjMzkZiYyGTQbG1ti+03aNAgmJiYlKgz/O3bN97isyxSZguTlpYGf39/qKqqwt/fnzldYmJiULt2bUyfPr3YtR07dowZ9rOyssqsYLW4uLOYV69eITY2FlOnTkWrVq1gZmbGawdQEH3SrFkzXu2mwuf40wr0/ijHjx+Ht7c3i2TOzc3F3LlzoaqqitatWzOZyJMnT8Lc3JyXgQIAoaGhsLOz+670SGknWEWjrp89e4akpCRs2LABvXr1gq6uLosMEU+eXr58yRwj4t+78DkK1/8qTfuKRi8+fPiQJ4vw7ds39OzZExoaGrx38dWrVxgwYACqVKmCtm3bomfPnlBQUICXlxevplNZIZYrKuywz8/PZ9f+4sULODs7w9DQkBnf3Nzc0KJFC1bD7meSlJQEFxcX9O/fHydPnkSzZs0gKSkJQ0NDLF++nGULvXr1CtWqVWPRadnZ2Zg3b14x6bKKyp+WKVbYSbls2TLo6emhd+/ecHd350VFAgUSL+JoxHfv3sHLywsWFhZlEvH/J5CamgpfX19IS0ujV69e6NKlCziOw8qVKwEA165dw+vXr5GRkYEBAwZAQUEB3t7eqFu3LkaNGgWgwDGzYcMG2NvbQ19fHxMmTABQsEDV0dEpteRl4b7v/fv3mDx5MtTV1Vk2zpYtW2BoaMhz+gIF8r0cxzHprZLOVxa/c9E5S3R0NAwMDGBqagofHx9ISUkhICCA9XE7d+7E9evX8eDBA6Snp+PChQuQlpZmUr+nT58uc0e+mPHjx0NeXh4NGzZE+/btWYDP9OnToaGhwdoonmd/+PCBFXE/dOgQm/uXZa2kogwdOhR16tRB8+bNebUi7t27BwUFBZ4BKyMjA/PmzQPHcWVeSLuoUffWrVsYMmQI+3zSpElQVFTkyXwlJycjODgYFhYWbCy+cuUKli1bhuDgYGaMGzNmDExMTJCSklLqul05OTkIDw9HWFgYhg4dyn7D2NhY2NraolevXkhMTERKSgqcnZ2hpaWFMWPGYN++fWjTpg0aNGjww86gf0PhZ7lTp07gOI6X9ZWXl4ddu3ZBWlqaGc0mTpyIJk2a8O5tRebvjOgikQjh4eGoWrUqBg0ahPXr17PfePbs2VBQUChm0Hv58iXPaPozaygGBATAx8cHQMGzqaurixEjRvAcN2/fvoWqqipPwlJsWBVf23/tm79+/QpVVdViNfQKrxkOHTqE+vXr8+YteXl5TApP/Pzl5eXh0qVLMDY2LjMHR+HzZGdnIzExkZcdM2nSJISEhMDf359lyd65cwdNmjRBREQEW0+IjxHvExcXB1dX11LJgRbtg6ZMmQKO4+Dq6oovX77g/fv3aNy4MZo3b86yE4GCPllOTo7NjSMiItCkSRMmt9q3b1/Iy8tj6NChZZI1kZCQAH9/fyY7d/nyZTY+SUtLY8SIEcjOzsarV69gb2+Pvn378q4xLy8P169fLzETRsydO3cwceLEcnEw/G7MmTMHKioqmDNnDq5fv87m5V++fEGXLl3g6urKG4MfP36Mdu3awdraukzei8LnSElJQWhoKBuL0tPT0a1bN+zevRv37t2DhoYGz7aXkZGB3r17w83NDW/fvoVIJEL37t2LBZSUN+J35/nz53BwcEDbtm3ZZ3fu3IG8vDxTJCnaDxdeh5eX7XHOnDnQ0dHBpUuXcPPmTUydOhUcxzHncqdOndC0aVMWMP/161f4+/ujXbt2mDFjBs+OIfDvefLkSaVZR1YUBGfRD3Lz5k24urrypB8GDRoEe3t7nD59uti+8vLyTL6sPNMWxYNIjRo14O7uziZJcXFxsLOzQ8+ePZkxVZxBExERwaTzSqIyOImKMm7cOPTs2RNPnjxBdnY2Tp8+DSUlJTaIiBcgSUlJ0NLSwsiRI5mRt6Tft7QLkpI61tzcXKxbtw4qKio8Q196ejqmTZsGaWlp3Lx5k8l87Ny5Ex4eHrhx40ap2vJ3nDhxAkZGRvDz82MT9rNnz0JVVZVNCsQDbFZWFpo1a4bg4GCWgVIZn7Xjx4+jXr16vG0HDhxAixYtYG5uzts+duxYWFpa8ha7Hz9+hI6ODoYNG1Zs8lKWfc2zZ8/g4uKCpk2bMuPjs2fP4ObmxktxFzv5goODoa2t/V3ZoNLWTSrMtWvXYGxsDH19fVZAXtyfHT58GFZWVrwsADHr16/HlClT0K9fv2IG1bImIiICLVu2xMaNGwEU/20WLFiAOnXqsIjS2NhYyMjIYMaMGb/Ecbpr1y40atQI0tLSmD17Nh4+fIjr16/DxsYGzZs3Z4YHsSxZ0eyyisyfmilWWDP9yZMnkJOTw7Zt2zBjxgyYm5uzBWdubi66deuGsWPHYsKECahSpQpcXV3L3JH1u3Ls2DHIy8vD1taWOUZzcnLQp08ftGzZkrdv//79YW9vj9u3byM/Px8+Pj5QVlbmzaeys7PZHCA2NhYODg6YMWPGf2rTxYsXsW/fvmL9xt27d2FoaAhzc3M4OzuD4zgMHjwYQIHz3M7ODkOHDuXNQUJDQyEpKcnLhin8XJZ1NlFKSgrMzc0xePBgjBw5kl3D/v37YWNjw6vfWZgxY8bAy8ur2PtVluPajRs3sGLFCvj7++P8+fM4ceIEmjVrBn9/f3z+/Bn379+HpaUly47Oz89Heno6hgwZgkmTJpW5weDv5PTevHmDli1bQlNTk1fXIi8vD5MmTUL16tV52bpPnjxBaGgo4uLiymxuVdJ55syZgzp16rAsnPv376NNmzbw9/fnGetPnz4NJycnnqGyMJGRkdDW1sasWbP+c3uWLl3K5JyAAqdAbGwsrKysICcnx/pi8XO5YsUKGBsbY82aNQAKnMNDhgyBra0tDA0N0aNHjzKrHVIS586dg4mJCatzdu7cOTRo0ADdu3fn3eO3b9/C3NycFVDPyclBs2bNitXDqOgUzqgX8+7dO7Rs2ZLV+CnMw4cPoaenh44dOyI5ORkikYhJIYeFhZXrbytm//79mDZtGnsnHRwceAGly5cvR506dXiG3hs3bqBRo0a8dVpKSgqqVatWqpqoffr0gY6ODlunPnv2DBzHsWzZhIQEDBw4ECoqKry++/Pnz2jbti2T0xe3UVFRscznzDNnzkTz5s1hYWHBai1nZGRgwYIF4DgOjo6OvP07d+4MJycnnjPo3bt38PX1ZTJRpTFKFu6Hjx07hmbNmkFdXZ3nLMnPz8fWrVvBcRyr4SomNDQUKioqbA1+5swZ+Pj4wMfHhxeQUBZ8+vQJ/fv3h4mJCZsHiGu/bNiwAVWqVGFBreHh4TAwMGA2KaAgM9rV1bVSOIIKU9JYK66hWHQcEvfLe/fuhZWVVbG60GvWrGHZ0v9FsrGk7xAzZcoUSEhIoEOHDkhLS0NMTAwmTpwIc3NzvHv3Dnfv3kWVKlVYXVPxWlHs/BWvv2/evAkpKSlWN/Bnkp+fj127dqF69eps3MrIyMCECROgoqLyt31xWQe7iklPT4e+vj4mTZrE2z569GjUq1cPeXl5SElJga6uLjQ1NeHu7g51dXUEBARUKqlXAQFAcBb9Z3JzczF48GBUrVoVQ4YMwbZt25gu7ePHj2Fubo5BgwbxFmw5OTkYMWIEOI4r04Vl0UElMzMT/fr1g52dHR49egSRSMSbKK1YsQImJiZscSTm8+fP0NbWxrp168qsbX8qR44cgZqaGiwsLLBs2TI20MbHxyMoKAiamppsX/FvuWTJEtSsWbNMNP6LTlwK/52WloZZs2Zh+/btbJKZkJAALy8vaGlp8Y7LyMiAr68v1NXVYWZmBnt7e1SrVg2LFi0qdRtLIjc3F8OGDUPNmjUxdepUREVFsSj6xMREDB8+HOrq6iyCSnxdGzZsgIyMTJkXNP6TePfuHYyMjHjF0TMyMjBx4kQoKyuziFugwAjj6uqKgIAAngPh+vXr5epo2759O2rUqIF+/frh0qVLvEjlNWvWQFdXF5s3bwbwv8lqXl4eOI7D2LFjyzV6c9WqVWjUqBFGjBiBt2/fYu3atWjVqhUvym/48OGwsrIqJgf6M4mJiWGLRLFjpXB20bt37yAlJcUr7hkcHAx3d/dfku6ek5MDHx8fODg48OQmvnz5glWrVkFVVRUtWrTA/fv3K106+Z+aKda1a1e2bf369VBWVsbjx4/x9u1bdOjQgRnWAEBHRwccx0FPT++XLDB/JWfOnIGurm4xPXdvb29ERESwse3Zs2dQUlJiGTr5+flo3749OI5jMm/i7UeOHMGIESOgrq4OBweH//wc9O7dGzNnzuRty87OhouLC7y9vfH161dcu3YNo0aNgpSUFItCnTVrFoyMjDBs2DC8f/8e169fh7u7O3bs2AFVVVXs2rULQNkFahTu69+/f4+BAwcC+F/tjcIGGJFIhHnz5sHU1JT1zYcPH8aqVatgZmYGdXV1ngOgNJQUnCCuSVmvXj0sXLiQbd+1axfMzc2ZIfX48eOoWbMm9PT04OvrC01NTejr67OMp9K0qTCF2/fgwQOEhoZi8eLFePPmDbuvCxcuRNOmTYvN19+/f4+mTZuid+/epWrT9yhqdJ0+fToz0j99+hTdu3eHra0ta+f8+fNhbm7Oa6dIJMLw4cNhbm7OnLBpaWk4ePAg2rRpA3l5eUydOvWH2mdpaQkLCwusXr0aSkpK8Pb2BlDQz1WrVg3Lly8H8D+Zzby8PNbniWsAiUQi5OTk8KT1ymLuUtK7dePGDbi4uPDGkODgYNjY2PDmgnFxcahVqxZvXlCZ5G9SUlLQrFkzyMnJYffu3bx7efDgQcjKyrJsiKKGwatXr6J27dpo1KgRPDw8ULt2bVhYWJR5Hc+S+paMjAyMGDECtWvXhq6uLnvuC/czANC+fXsYGBjA19cXERER0NDQgJ+fH1N9EL93oaGhaNWq1Q+rQcTHx0NJSQkTJ04EUPBcT5w4EUpKSsxeERUVxYIfxdcFFKgacBzHZJvfv3+P9u3bMwN1aXn69CksLCygra2NLVu2YO3atejfvz9kZGRgb2+P3NxcWFtbw9rampf58vLlSzg7O0NdXR2BgYEYM2YM1NTU0LZt2zILXnr69Cmsra1RpUoVqKqqwt3dHQBfTePLly9o3bo1HBwcAPzvvsXFxaFBgwYYMWIE75xl9f4W7ZsGDhwIjuPQrFkznnwwABgaGsLNzQ3Z2dn4/PkzRo8eDSkpKbRs2RKurq6QlZXFiBEjKk3AZlE1lMKIHalihQTxvoUdQEOGDIGdnR1PVaa09+6fnJMTJkwAx3Fwc3PjyY6amZnx5vZAQZABx3Esuyw/P79cVDP+LZ8+fUK3bt140nNv3rxB9erVvxs88l8p2gcXfj/S09OL2V9NTU2ZqpI4SOrjx4+oXr06y9B79eoVduzYgb59+7I5hIBAZUNwFv0NJUUcXLt2DaampoiKiirxmGnTpqFly5bYvn07AL6e9JQpU5Cbm1smcmQlLWC+fPmCunXrMs/9hw8fEB8fz3TwRSIRfHx80KpVK0RGRmLt2rXw9fVFbm7uT4my+p0oKXo2MzMTHh4exWS+xFy9ehUNGzbkRSKIF7y9evXiyVz9SHsKU1QLeM2aNVBUVIS1tTVsbW2hpaXFDFnnzp2DkpISy9wRLy7EsnMzZ87kRbeVlpKevY8fP8LOzo5lRRS9njt37kBHRwfBwcEAChYuYiOQ+F2prLx58wZOTk6YN28e797eunULbdq0YXr1YhYuXAgdHR0mh1SY0kZclyQ3mZWVha5du/JqHxTmw4cP6NWrFywsLNhCVuw4vXTpUpnpWn/PaLN8+XJm1AMK+mBZWVloaGiwbI2oqCgmN1f0Hv3MxdG2bdvQsmXLYhGIQEGwgby8PHuHfgeuX78OS0tLlgVRuN88ePAghg8fXuF1y7/Hn5gpZmVlhQULFsDHxwdVq1bFqlWr2OerV6+GtbU1M2YtXbqUORIqGyKRCAMHDoSTkxO+fv2KT58+oVWrVuA4DiYmJqhatSrmzZuHqKgoNGvWjNVhOXz4MHx9fbF7924cP36cd84LFy6gTZs2/+r9LtwnldTvibc9evQI8vLyPGdeRkYGHB0dYW9vD6BAinPjxo2Ql5eHjo4OJCUlMXbsWLx79w5NmzbFnDlz/uvt+VdcvXoVlpaW8PX1RVpaGl69egWO4zBhwgSe7M7Dhw+hq6vL5q1LlixB+/btMX78+DJrS9GaSYWZPHkyFBUVeYYAkUiE3r17o1WrVswgeufOHSxZsgQDBgwoFnBVGjIyMniSYllZWQgODka1atXg6ekJLS0t2Nvbs6z2tLQ0uLi4wNfXl8kNilmxYgUUFBTKtU/etGkT5s2bh6ZNm/Iy03bs2AFDQ0OWOfHx40f4+fnBzc2NJw374cOHYgbvR48eYeXKlcXqH/0Thecrp0+fhrS0NOTk5DB//ny2T0xMDLp06QITExOWoSbuf48dOwY9PT2MHTuW7V84w66sM7OLZsAsXboUxsbGzKH26NEjtGjRAi1btsSNGzeQkJCANWvWoFGjRpW2CHRCQgICAgLQu3dvtGzZEuPHj2dGv3Xr1qFp06ZMIq0kGc179+5h8+bNGDNmTLnU2fuevHLh9m/fvh2tW7cGx3Hw9vbGrVu32HExMTHYuHEj3N3dYWVlhYiICN7xPzo/LWncWLRoEeTl5VntkPfv36NRo0bo378/gILsurlz56J69eo8p0xqamoxp31ZBviFhYWhbdu2PDk+oCAQTFZWFtOmTcPRo0ehpqZWrMbT58+fMWvWLPj7+8PR0bFM6hOJef78OTiOQ//+/ZGQkICjR4/ysiMKz+POnDkDSUlJdl/Ev9v69evBcdx3FRZ+hKJ909OnT5GYmMhqZzZr1oz9xmLH1LVr18BxHG9Ot3//fixYsAAjR44scwfqn8L58+fRp08fhIWF4dKlS8jKysKzZ8+gra3NguAKv4PiLLErV66gefPmJWbBlmZNWdQ5KVbtyM/Px7Vr19C4cWNYW1vzgjcOHz7MMsnEWS9z586FjY1NmZW5KAvOnj0LDQ0NNj5nZ2fjyJEjLAuwvBg3bhy0tbXh5OSEIUOGICkpCTk5OejcuTM6derEC9z68uULjI2N2ZxeQEBAcBZ9l6IaumIOHToEjuOQkpKC+/fvY/v27Zg/fz5bIKWkpMDNzQ0mJiYYNmxYiYWtS0PhQejNmzfYtm0b3r59i9zcXOTm5sLW1hZWVlYICAiAt7c3DAwMIC0tjZCQEAAFC3gvLy+oq6ujXr16vEVvWcmP/O4UnkQXvt7Hjx9DRUUFBw4cQHJyMo4dO4aDBw9i6dKlTJtWrPW/ePFiWFlZoVWrVsUmuP+Vws/aoUOHYG9vD3t7ewwYMAD37t1DWloajI2NmVESADw8PKCuro5r164hPT0dI0eOhJqaWrHFcFlT+H4VnoTcuHEDUlJS2Lt3Lw4fPozZs2cjODgY3bp1YxHDq1atAsdxTJs9ODi4wuuWpqWlwcnJiclMfM/40L17dzg5OfE0kIECY4KOjg4OHDjAtn38+BGjRo1i0bBlReHftmhUXv369dG/f39cunQJs2fPxogRI2BnZ4dt27YhJycHly5dgq6uLlq0aIE6derAxMSEF8VUWqNLUVkW8YQdKDC2ZWZmMsOtsbExli9fDicnJ7i4uLD9Jk2aBB0dHZ4U188mMzMTgYGBsLe352nAZ2ZmYuTIkbCxseFFHf7q/lgkEmHIkCFwdHRk7S0LffWKwJ+aKSYjIwN3d3fWZvEzlpSUhA4dOqBVq1a896uy8vLlS9ja2qJZs2ZQVFREr1698OzZM3z8+BGDBw+GsrIylixZgrCwMMjIyMDY2BgyMjKlij4sagQSj7HibS9evICBgQHLGvr69Stq1arFDFTi8TQyMhIcx/GynV+9eoUrV66wGnhPnjxBw4YNyzxr7M2bN/D09ISzszOGDx/Oa3///v3RqFEjXk2zb9++QVZWlhkBU1JSeM6EspwjTJkyBa1bt0ZgYCALthBLlXXv3p037l26dAn29vYYOnRouUpHr169GhzHMePsokWLYGdnx8b3jIwMtGjRAo6Ojizwa8eOHTA2NmbSZGLEY2F5EBMTA1NTUzRu3BgTJ06EhYUFOI5jmUBxcXEYMmQIDA0NWRCV2IFUUqBJaeqgFp7Di/8fGhqKJk2aoF69esz4Iz7//v37YWxszOp4Fj5+wIABZe4UL1xvRfx3z549YWhoyMtGe//+Pbp37w5HR0fmKJs/fz6qVq0KLS0teHl5QVlZGStWrCjT9v1JpKenw9DQEOfPn8eVK1fg5OSEtm3b4tu3b4iPj4ecnBwWLlzIMilEIhE+f/5cLCu0tPzTszplyhTY2dnB39+fF8glfhauXLkCBQUFtG3bFgoKCvDz88ODBw+YYzcjI4PXzxR19vzbd6WojGXh/4slDP39/dm2jRs3QkJCgvU30dHRsLe3Z1kyRSnrNVtsbCzk5eXZM164/UlJSRgxYgQkJSXx5csX+Pj4wNnZmTleCt+T8porP3/+nP0/JiYG3bp1g76+PtsmbmtmZiZ69eqFxo0b845PT0/HjBkzyixYszC3b9+Gra0tmjdvzgKY79y5g1atWvEyTcS/WadOnWBqalosyEBMRatN/XdZoZmZmQgKCoK8vDwGDhwIV1dX2NjYMGk5Nzc3+Pn58e5VWloalixZwpQ1xONxWfE956Q4mCQtLQ2TJ0+GgoJCsfqnY8aMQb169WBgYABnZ2fIycn9NuOG+JlKSUnB6NGjmQ21pH1KQ2xsLBo3bswCKxITE5kddNOmTZg5cyZUVFTg4+ODz58/Y9++fbCwsODVCXz16hUaNmxYrJyIgEBlRnAWFaHwxOrRo0fw8/NDt27dcOzYMWRmZiImJgbW1taoUaMGGjVqhA4dOsDKygpVq1ZlOvE3btzAxIkT4eTkVKoo8by8PFy7dq1Yu4ACbV9paWk0adIEmpqaLEL46dOn8PDwQI8ePbB27VqcPHkS+/btA8dxbNBLSUlh561MFJ04hIeHo1+/ftiyZQu7vzY2NtDT00OtWrXQtm1bGBsbQ0NDA61bt8bHjx+Rm5uLcePGwcrKCn369OFFkpXGoPDmzRv2XIWGhmLo0KFQUVGBjY0N1q5di/bt2wMocGi5ubmhZs2aiIiIYIbb27dvw8DAgNXQKusCi4Xv3aVLl2Bubg5LS0uEhISwQb9bt25o2LAh6tati+7du6Nr165wcnKChYUFS5nesWMHhgwZUmlkjTIyMuDl5fXdwpLie/z06VPIyMhg9erVPGP8y5cv0a1bN9jY2JSpwUq8eCiapRgbGws3Nzc0btwY3bp1Y06u3bt3o3HjxlBUVESXLl3Qt29feHl5QU9Pj0mmPH78GKNGjSpVpljRCWPhtj19+hTm5uZo3LgxzMzMeIWn09PT4eXlhcGDB7PFd5cuXVC1alVmvP348SPPSPmrOHv2LOzt7ZkDHygoWm1gYPDdzLxfyYcPH2BjY4Pu3bv/6qb8dvxpmWI3b95EixYtmJyZ+DkT9y23bt36pVIVvxuzZ8+Gmpoai/Yu3B9JSkqyMfjw4cNYtGhRqYryFj73gwcP0K1bN3h6esLQ0BAdOnRgC2A1NTV069YNaWlpiIuLg6enJzp37swz4p0/fx4cx8HAwIDnAElPT8e7d++wd+9eaGtrw9vb+z9ncxS+vu8ZY7y8vCApKclkb8VjWmZmJuTl5eHl5YXLly8jLS2NyaoVrUnydzIx/0TRY9+8eYMWLVrAyMgIixYtwvjx4yEnJ8eMuitXroSpqWmxjKFhw4ahWbNmZZLV8b3xOz4+HlZWVvDw8ABQkAkhrkl45MgRGBgYoE6dOjAwMGDONwAICAiAlZUVTwanrCjpvm/YsAEGBgbMERMXF4eBAweiZs2aLHPo5MmTsLa2ZhKwmZmZGDt2LM6cOVPmbQQKsqzNzc15joEaNWpg+PDhPBmm5ORkjBo1CkZGRmwdJJ67l+W86u8M/KdOnYKTkxNv3AcKMut1dXXZGPLt2zeYmJjA398fZ8+erfABVX+H+H727duX1TWLj4+Hu7s7vLy88OrVK8yaNQtaWlpYtGgRPn/+jLi4OISGhsLQ0LBUag+FKfyMXL58GWfOnGHrnlu3bsHIyAiGhoZYsWIFQkJC0LBhQ9aXiAP3oqOjoaioiA8fPuDEiRNwc3ODiooKr4ZR4Wv+t4idw0Wf4ytXrqBDhw4ICgrC6tWr2ftw5MgRSEhIMGNoUlISHB0d0apVKwAFa4O1a9fCzs6O1XoqTx48eICqVati9+7dAIr3PRcuXICSkhIWLFiA58+fQ0NDAwsWLPipATeF7+3Zs2ehrq7OsiMKv5/igFOxA70s713R33fZsmVQVFTEsGHDcPnyZbbGzs/Px8KFC6Gtrc3WZuJnMCEhARzHISIi4m8lUCsDly9fhrGxMS/o0tLSErVq1UJ8fDwOHToES0tLtGnTBqdPn8bNmzfRq1cvaGpqFrOfleW9K8k5WVS6rVGjRmwcKWqbmT17NsaPH1/MmfS7cPfuXaaCU5r3o6R+MjY2FlpaWiw45enTp6hXrx7P8XPkyBHY2NiwIP4xY8ZAVVUVnp6eCA8Ph46ODpydnStNfVYBgX9DpXYW5eXlYeTIkbziiOLt165dg66uLgICAuDo6IimTZsyg8HXr1+xa9cuPH78mEW4jB8/Hk2aNCmzQSM1NZVNkAtn/Jw6dQrTpk1DUFAQrl+/jri4OPTu3RsWFhYlpkYDBZNZAwODEguEVuSFyPbt29kEtDCZmZlwdnaGgYEB2rVrh5o1azLN1M+fP2PHjh04duwYbty4gZycHBw4cKDYBKFwVERpNc2/fv0KAwMD1K1bl1fIecWKFdDT04OZmRmMjIwQGhoKeXl59OjRg0Vu5ufnIyEhASKRCDNmzICSklKpJUjy8/Ph7u7OkygCChYVcXFxsLS0xPjx4xEWFgYNDQ106NABQIFj5MmTJ0hJSWEGqs2bN0NfX5+1tzIh7guePHmCGjVqsEXh9+pSDRw4EAYGBjy9eqAg8q+kjJgf7WuWLFlSrFAsUDCxCgsLQ9euXbFu3Tq0bt0a9erVY5NOsdRB4UhIVVVVJvVWlP/StxR1TBbuwzIyMhAdHY3u3btj2LBhOHr0KFxdXaGhocGMeC9fvkSNGjVYFkdqaip8fHxgaGgIKyurYgXSfzVhYWGws7PD6NGjoa2tDS0trd/agTpv3jwsWrTot3Ji/Q5UhEyx8qwn9qeTnJwMFxcX9OjRg9cn3bt3Dw0bNsSOHTuKHVOa6NzU1FT4+flBVlYW/fr1w7JlyzBu3Djo6upCXV0dBw8exO3bt8FxHJMFWr58OYyNjXn1CLds2YLAwEDUq1eP5+j48OED/P39Ub9+fZZl8W/4Oy345ORkXoQ8UCB506RJE/Tu3ZvdN7HDaMWKFawWlpubW6kzJ4re68J/x8bGAihwdLi7u7M2fPr0CbKysmjbti1SU1ORk5MDNzc3eHt78wzM79+/L9Mi5HFxcazGaWG54FOnTkFCQoJXMF5ci08sX925c2fePODcuXNwd3fH48ePy6x9f9cXTJ48mSc7BxQYfgwNDdGlSxcABf2heB5anoXSP336BAcHBzRo0ADr1q3D0aNH2Zx81apVkJOTY98vfh4uXboEExMT+Pr6FjtfWffL27Ztg62tLfz8/Hiy1ZMmTYK5uTlPwiszMxNaWlowMjJiffLp06fLrObKn45IJMLs2bMREBDAti1fvhwcx6FJkyY4fPgwgoODUb9+fejq6kJNTQ36+vplLtt37949JgEeHBzMpJPmzp3Ly5y7c+cO6tSpA1VVVSQlJbHtBw4cgJaWFm8+8KPSX/n5+cjNzcXYsWPRq1cvtl2cmRoeHo5q1aqhT58+6NatGxQVFdG1a1fW97Rv3x4WFhZsXiwOLhBLuBWtd1OePH36FJKSkli8eDFvzSB+J1NTU1G3bl1WR6lHjx7Q1NQsc2WFf0Lcnm/fviE0NBSqqqosA1vcb+bl5WHs2LFo3LhxuWbgi7PAS5JAAwqeK19fX7bOy8nJYVnGJ0+e/O3WQ+XF58+f0ahRI5aZs23bNib5uWTJEhYAt2HDBjRo0AAtWrTg2QMvXLiAFi1aQFtbG+rq6nBycuLJM5YXJTknxVLrOTk5WL9+PSQkJJhNr7LO4TMyMpjcIlCQeeXv7w9vb2+kpKRg//79qF+/fjHFlpCQENjb2yM+Ph7Z2dk4cOAAunTpAjs7uxID/wQEKjuV2lkUHR2N0NBQXud/584deHh4oE2bNsw5lJaWhmHDhsHMzAxXr14tdp6UlBR06tQJ48ePL9NFh3hiJ+br169wd3eHkpISi7ICCiZbHTt2hLu7O5tsxcTE4MGDB9i4cSPq1auHwMDAEvWUKzJDhw7F+vXr2d/Z2dnw9PREjx49MGrUKOTn5yMzMxN79uwBx3EsmrMoy5cvh62tbTFpnrLUNJ8+fTocHBx4DoEnT56gatWqmDVrFho1aoQGDRrwBsacnBwsX74cmzdvBlAQcVdWqe4bNmzg6cwnJiZCTU0Nenp6GDduHICCCc2FCxcgKSlZohZ4fHw8/Pz80Llz519So+NXUvi5eP78OWbMmIEaNWrwFo9F983KyoKbmxvatWvHew6Sk5PLNNr/xo0bvKycjIwMDBo0CBISEvDw8GBGvxcvXsDExASenp6847OyspCVlYWwsDCYm5vznkmgdIaXlStXom/fvjh+/Di7L+3bt4eUlBQ8PT158kSNGzdG3759kZycjDdv3qB169Zwd3fH7du3MWjQIHh7e+PKlSu/Zb/3+PFjmJqaQkFBoVhk6e/Ir3Zy/M4ImWIVm127dsHc3JwZ0q5fv46WLVvC0dGROSMK1zn5UY4dOwZ5eXnY2tryihcDBdGkdnZ2aNiwIVJSUuDt7Q1zc3MkJyfj69evmDhxIjiOQ4cOHeDj44Pq1asjMjKyRCPC3bt3y8wYGBYWhlq1aqF58+Zo3Lgxr/bOkCFDYGNjgxMnTgDgGzSaNWsGHx8fnnPkv1J4jC0amJCTk4N+/frByMgImZmZ8Pf3x6hRowAUZEArKCggKCiI/X5Age6/oaEhQkNDf7hNf8eXL19gZWWFfv36FWt/cnIy1NTUYGNjw9pvZWXFk7AePHgwFBUV0a5duzI3RBadx27atAljxozhyRhOnToV9vb2ePjwIW/fwMBAcBzHjPNRUVGYM2cOT6a4NO/F97KcWrZs+V3Dnfj5Es+bxPutWrWqWDDOj7anpLl/Tk4OgoODUatWLUydOhV9+/ZFrVq1WN2u169fo127dvDx8WHP7JMnT2BlZQVtbe0yrdNVERDf69WrV8PGxgbx8fFo27YtqlSpgpkzZyIgIAAODg4YOHAgHj9+jCNHjhSrrVMW37906VKoqKggODgY0dHRvOj/Bw8e4PXr18jMzERwcDAUFRXRo0cP1K9fn7dOP3LkCBo0aFCibPmPrCNFIhH27dvHW6cBBf2MoaEhT7Z8586dsLGxYfV4o6OjISMjw4q4Z2VloUePHizjWMzPMkI7ODjAwsKimFEXKHinVFVVWV+YmJhYpvWSfgSxk1wcZFr49yuv+s93797lPU/y8vIICwvD6dOnMXPmTAwZMgQODg7Yv38/RCIRjh8/jgYNGsDGxgYKCgpo3bo1z4ZRWTKJBg0ahHr16kFXVxfKysosuHH06NHQ19eHnZ0d1NTUsGzZMman+Pz5M3PkpqamIiYmhldz6me8F3/nnExISICTkxOrS/knUto10du3b8FxHBo0aMALVJoxYwY0NDSQlJSE169fg+M4ltksHnPPnDkDeXn5Yja9ihw8LyBQGiq1s6gw4glXdHQ0XFxcoKioyMskiYqKgouLC7p16wagwEH0119/Yfz48ahXrx5atmzJdEzLkpSUFIwcOZJFEBw6dAja2to8zWEAWLNmDUxNTVmE5tq1a2Fra4uGDRti9erVZd6uP4nCEZyhoaHgOA6jR49mn+fl5cHPzw/GxsZsEnDgwAFs2LABbdu2RfXq1ZlDpryMfklJSXBxceHpDK9btw516tTBiRMnMHz4cCgrK+Pz589ISUmBSCTCunXr0KxZM6xZs6bc2iWO3srLy0NERAQ4jsOGDRvY5+JC0Nra2sjKykJeXh5mzpyJ3r17o1atWmjVqhWveGBl4sWLF7C1tYWZmRnatm0LjuMwdOhQAN+XW7t//z6GDh2K2rVrIyoqiheFWBpZnpIorLd85MgRaGtro2PHjrzv++uvv8BxHHOSHz16FL1790bTpk2hpaWFCxculElbTp48iYYNG6JZs2YYPnw4Dh06xAyab9++hZSUFDp06MBzOv7111+oUaMGq+e0ZcsWmJqaom7dujA2Ni7TiOvy4Nq1a0L9nwqCkClWccnJyUGXLl3Qpk0beHh4QEJCopiUVFlw5swZ6OrqMtlMsTFHPH/Zu3cvGjRogLFjxzI5GbGcB1CQST18+HB4eXnxsmHKwrCRlJQEXV1d9n2fPn1Cx44d0aJFCxw+fBgJCQkICQmBtbU1Cxx5/vw5LC0tERQUxBwHYsd9ZGQkJCQkWDb8fwm8KfrMirP6xQYDsRRLp06dcPv2beTk5GDcuHEwMDBAjRo14OzsjJs3b7LjC8u4de3aFYsXLy43Q9q0adNga2vLi15etmwZVFRU0KJFC0hLS2P58uVISEiAsbExi3L9/Pkzunbtit69e2PevHnIysoq1bt78eJF7Nu3r9h1ZmRkwM/PD/Xq1UOrVq1QpUoVJn139epVaGtrY+HChbzv7tevH6SkpGBra/vD7SmJ7z232dnZ6NatG5ydnYvtL35Xrly5AhkZGfTv3x8+Pj7gOK7UErT/pp5MTEwM9PX1eXXqbty4gerVq7PMv40bN6J58+bo0KEDTp48CU9PT4wbNw53794tVfsqMu/fv4ekpCQ4joOHhwer+5SamooNGzZASkqqzDOJxKSmpsLBwYGXuVkSI0aMgJWVFWvHyJEjISUlxZyroaGhGDduXJnM40+ePMmc3wB4QaxRUVGoX78+T3opIyMDkyZNgoWFBZv3jxo1ClWrVmUO819pKD106BAkJSUxceJE5uAVv2M7d+6EgYHBb6VOkZ2djZUrV6JGjRosw6w85CwLPyfr16+HoqIis0WsWLECmpqaqFmzJgICAtCvXz+4ubnB0NCQBQPevn0bw4cP59W8rUyIRCJWI7moY+XFixdQUFCAu7s7LwgxKSkJ06ZNw9atW0v8TX9FFo/YOSl2Fubn5+P48eOQkJAoM6nN3xnx71C033RwcADHcejWrRt7D+Pi4iApKckcyh06dIC5uTlvrb1p0yY0adKkWEC+gIBAyVR6Z1F+fj5WrVoFLS0tJCQkAAC2bt2KBg0a8IqeAQWFR01MTHDw4EHk5uZi7ty5aNOmDYs4LQ8uXboEfX19lmqen5+PoUOHwsLCgrfIjYuLQ//+/WFjY4NPnz4hKSkJkZGRvHNVxlTV+/fvQ01NjRmO3759C319ffTo0QPA/wahx48fo2rVqkzDfseOHTA1NUVgYGCJkWDlwa5du2BlZYUFCxbAx8cHcnJyzNEnrpWloaEBBwcHmJubQ0lJiU0cy4MTJ06A4zhmeIqNjUXz5s2ZjIf43r169QpKSkqYM2cOgAKHQvfu3b+bqVURKUmmp23btmjfvj3ev3+P8+fPo2/fvuA4jkmN/N2CcejQoejUqRMWL15cLu2NjY1FlSpVWBR1YmIiRo4cCUVFRd7E+cuXL/Dy8oKJiQkA4N27dxg0aBAvY6+0nD9/Hs2aNcPMmTORmZnJywQS91nDhg2Durp6MQdQq1at4OrqyhySycnJxSKfBQTKGyFTrGJz9epVqKmpoU2bNrygoLKcU4lEIgwcOBCOjo6snytsWMzLy4OHhweaN28OABg+fDgaN2783SLLP2qULOmY7OxsBAUFoW7dusjJyUFaWhpGjx7N2vnu3TtYWFhAQUEBHh4ezOA3Z84ctGzZkjdeiM/ftm1bmJiYFMui+rfs378f6urqaNKkCXNQnTlzBvXq1YOGhgY2bdrE9t20aRMaNmyIAQMG8M7x8eNHuLi4sGyT8s5CFQcFBQYG4tSpUzA0NISmpia2bNnCsnVVVFSQkpKC3r17o379+vD29oa6ujoCAgLYGqW09OrVi5dFIBKJEBgYiNGjR2PQoEFITk5GVlYWdu/eDY7j2P0JDg6GmZkZ5s6di+TkZFy9ehWenp5YsmQJtLW1mROssHR2admzZw+WL1/Oc7A5Ozujc+fOJQZbiANKVqxYgW7dusHHx6fEjIV/S9HrEJ/X3d0d7dq1w+HDh1mE8okTJyAnJ8fqgIn7h/79+8PQ0BA5OTlIT0/H7t27WTaen59fpZGF+lGio6NhYmKCefPmlfh50QjxsuTkyZNQVlZm83agYM3z5MkT3Lx5EwkJCfj69StUVVV59Qm7d+8OjuOgr68PoGzHivDwcNSqVQt5eXm4ePEi6tSpg4ULFwIoCPCTl5dn76x4bXL27Fk0bNiQBZ4mJibC1taWlyVVlmoZ/5URI0awoLALFy7g3r17CA8Ph4qKCsLCwpCbm/tbzVtevXoFMzMzlila1uTm5vIUJWJiYhAYGAgDAwPm2IuOjkZSUhLrb96/fw8VFZXv1qSujDaggwcPYtSoUZCTk2OS6iKRCBkZGejduzc0NDRw9epVfPr0CTExMejfvz/09PSKlaf4lRR2TooDXTIzM0tUKqmovHv3jrf+T0pKwqRJkzB69Gh07twZffv2ZU7zVq1awc/PD0CBU7BatWrw9fXFhg0bcOrUKWhra7O6igICAv9MpXAWbd269W8NtPv27YOZmRnGjh0LoGDi2bt3bzg5OfFST1+9egVfX1+YmZkhIyOjzCb4fzcBysvLw/z589G0aVPm/Ll06RKcnJzQu3dv3r579uyBvr5+MR39ijxBuHjxIosYLCkyKicnB40aNeJJ7mzYsAESEhLFjCxhYWGQkZFhE6/CBQJ/xj3MycmBj48PZGRk4O7uXkyzPDk5GQcPHsSCBQv+McqtrLC0tISXlxdbQIiNB1FRUQD+9+yGh4eD47hKp7NedGG1YMECrFu3DvHx8ZCVleVF9338+BGtWrWCnZ3dP54vJycHcXFxOHfuXLkskPLz8zFz5kwoKiqyBcmtW7egp6fHDGqFtf45jmOO1MLtKYtoxNGjR6NNmzZ/O/HNz8+HoqIiRo8ezZNQun//PmubkEIu8CsRMsUqLiKRqJiTqDz65ZcvX8LW1hYjRozgbRcbwOfPn48aNWogLS0N+fn54DgOY8eOLdb3lXa+Ih6HCo9vz549Q926dVlEuzgiPSwsDMrKyggJCcGcOXPQqFEjZrhMS0tDixYt0L1792L1HV69egV5efn/XHsiKSkJfn5+4DgOK1asKHbtgwcPRpUqVbBnzx62LTk5GR4eHjAxMcGePXvw9OlTnDx5Ei1atECbNm2KSamWJ7t27UKjRo0gJSWF8PBwnoTKu3fv0KBBA0yePBnfvn3DqlWr4Ovry+os/AiFn9OSnlnx7zFq1ChwHMergQIAHh4eMDU1RXZ2NhISEjBlyhRUqVIFzZo1A8dxCA8Px/3791G3bl2ebN2/5fbt2zh27FixaHqxg6BBgwZo06YNVFVV0adPH+Tl5WHHjh2QlZUtlo1z7do1FrwnEol4mdmlfScOHDgADQ0N6OvrY+rUqejXrx+cnJwgJyfH5L3ev3/Pq50o/v4XL15AWlqaVzc2MTFRKKL9H2jcuDFb9/zMNW1GRgaqVauGHj16YNeuXejatSscHBygp6cHCQkJWFhY4Nq1azAxMWH99okTJ+Dt7Y3Tp08zWby/ky8sie9F0wPA4sWLYWBggJiYGMTExCAoKAjm5uZsLt+qVSs4OTnxpCCjoqIgIyPzW2ewzZ49G02aNGF1p/T19XH8+PFf3azvUhondGGK/sbx8fHw8PCAu7s7b3tkZCT09PQwceJE3vbc3FykpqZiyJAhsLe3L5YxUZEl5/7NPOzLly8wMDBgijziY7Kzs+Hk5AQ1NTWYm5ujTp06sLS0/C2zdcTOSbH0YWUiIyMD7du3h7y8PM8mGxYWhkGDBuHhw4cYPXo0DAwMkJ2djWHDhsHZ2ZnN2U+dOoWOHTuiadOmUFdX59WYExAQ+GcqvLPo8uXLqFu3LsaPH19swBQPGGlpaQgLC4Ouri5zKh0+fLjERfvatWsxYcKEMnMU/d0gLm7f48eP4enpCRcXF/bZtGnTYGlpid27d7NtOTk5P6X43u9CQkICHB0dWeTW9xCn64p1S5OSkuDg4IBWrVrx9vv06ROsra15xoufHWl18+ZNtGjRgkV9lkUthO/xbxZcly5dgoSEBKtFkJqaCjc3N5ibm/P2+/r1K2bMmFFpjaWxsbGsD9m7dy8+fvyIhg0bsohn8XMkro8lTpEuz2frn8796dMnNGvWjEkfZmRkYMmSJVBQUOBF8KSlpWHdunV4/fo121aWz6OrqyuLAgIK3teIiAgMGzYMc+bMYe/j4sWLUa1aNRY9JG7Dxo0bf1r2n4CAQOWmvA2V4eHhsLKyYoEGhfvx0aNHo2HDhiwo49y5czxnQ1lw/PhxdO7cmQXNFM62Wbt2LWRlZZkk0OnTp9G8eXMWxZ6amopatWrB2tqaSUXdvn272HxZfA9/ZL7w4MEDGBsb88YMcTufPHmCDx8+wNDQEAMGDODVj7h79y6Cg4OhoKAAY2NjqKiolFt9or9DHBTk6OjIjLlih5dIJML69evBcVyZyKgWfnYuX76MM2fOsHvy4sULGBkZMcmilJQUaGtro3v37rystDdv3kBaWhpLly5l57p37x4OHz7M6jpERUVBQ0ODJ3/4b9vVuXNnqKio4OXLl7x9QkJCWBY7UJA1xnEclixZAgCwsLCAnZ0dDh48iMTERNy4cQNOTk4ICgoqVpOrNPOsos7Jos9yr169ULt2baxZswYAEBAQAAsLC94+O3fuhKamJl68eFGhDbflSffu3f820Ko82bVrF+zt7aGgoAA3NzcsWbIEkZGRiIyMhI2NDezt7bFt2zZISEhAV1cXMjIyrCB9aREHCuTn57Nn5969e+A4jhlDjxw5AjMzM2avePz4MaSlpTFs2DBcuHCB1Y/t0KFDsXfjdwsmTU5OxufPn/91X/InIxKJSrz/+fn5mDVrVjFn2bdv3zBhwgTUr1+fqSns3r0bPXr0gKamJgwNDX9rZ2BZ818CBPfu3currScmNTUVd+7cwZ49e3i1gn/HfrqsnJN/IvHx8TA1NYWDgwOrg/ngwQPIycmxoAtLS0sMGTIEU6ZMgbq6ejGVkdevX5drFqqAQEWlwjuLgIJCu46OjjyJBDHi/1+/fh2tW7dG586d2WejR4+Gra0t65iAsptYFR7k0tPTsXHjRrYAL8kQu3HjRujp6bHo/hcvXsDd3R22trYlGkp/p3Tt8iIvLw9Hjx5F7dq1WR2d700eOnToAAsLCxbpd+7cOcjKymL//v0Afp/7JRKJ2PMqdlyW9WS+6AT1n3Rbu3btimbNmiElJQVAgWGgWrVqlb4Wlphp06ahbdu2cHV1ZRP1d+/ewdnZGQMHDuRNTs6fPw+O49CkSZNym4wW/m0L14sq6RnftWsXbwL9/PlzuLq6frf+QHm8J5GRkeA4Dg4ODmjYsCF0dHTQpk0bGBoaQktLC02aNGH76uvro127dsyQKSAgIFCREEuVde/enVej7dGjR7C0tMSCBQuKHVOWY8mpU6dgZGRU7HuOHTsGbW1tcBwHb29vAAWOLR0dHdYfHz16FM2bN4eRkREz6pdHGyMiItCyZUs2f1u0aBFUVFSYtMiECRNgaWmJffv2FTv248ePiIqK4kXd/2yuX78OS0tLzJgxo9hniYmJmDx5MhISEspkvL137x5sbW2hpaWF4OBgpu0PAMrKyujRowfL6t28eTNkZGSYoVb8/aGhoahZsyYv4jojIwMxMTE4dOgQtLS0EBAQ8I/F3Uu6nvT0dCgqKmLSpEnMMfnmzRs0aNCAGcPHjRsHZWVleHh4MKfSq1ev4OnpiWrVqsHCwgJVq1ZF//79yzzDuCTnZH5+PptnvXjxAs7OzjA0NER6ejouXbqExo0bw9/fHxcuXMCLFy/Qpk0bdOrUSch+LgWTJk3CggULftla7du3b0yiufDvOHDgQFhYWCA5ORlXrlzB5s2befJhP0p8fDzc3NyK1ccTiUR49+4dtLW1mQNXHPDatGlT9u6uXbsWNjY2qFu3LurWrQtTU1NeVL7A78OHDx8QHh6O/fv3syzX58+fo2PHjnBycuLte+bMGSgrK2PIkCEAgCdPnmDgwIHYtWsX2+d3sWf8DDIzMxEREYG9e/fyxraipKamwtPTEyYmJkhPT8eHDx8wa9asEtVQfjcHqkABT58+hYODA0xMTNhcpF27dizT7sOHD/D29kbv3r3BcRwL4BDGXQGB0lGhnUXixenz58/RsmVLBAcHM8fK91K7dXR02AJUnOUxcODAcht8L168iLFjx6J+/fpYsWJFsc/F3xsbG4t+/frBwsKCLXJXrlxZrsV4f1cKL9RSU1MxatQoaGho/G0WTnR0NGRkZJiDIysrC76+vlBRUSm276+eKHz48AE2NjY86bzyIDo6Gq6urnBwcPjbRcS7d+9QrVo1ZjzKyclBz5490bJly3Jt3+/G956LTZs2oXbt2jAwMOBtnzFjBqysrHjv9fbt29G5c2fUqVOHF8VUFhTuB3JycnDlyhU0bdqUPfMltT8lJQXt27dnkbD5+fnYsmUL1NTUikX6lieHDh3C6NGjMXPmTFy5coV994ULF6Curs6cwZGRkVBTU+M5wQQEBAQqErt27YK5uTmTs7p8+TKsra3h4eFR7oW+xbWTWrdujeTkZMTFxcHJyQm1atVCeHg4y469du0aNm3aBBMTE0yYMAGRkZGwtbXFokWLyl3GJSYmBj4+PrC0tIS2tja0tbWxfv165lz7/Pkz7O3t0atXLyaX96vndYUpKSioLA0a4jnw0qVLoaKiguDgYERHR7P6JOK5wokTJyAhIYHDhw+zY6ysrNCuXTueozI7Oxuampq8Oqlv3ryBk5MT1NXVMX369H9sT+H5yebNm2Fra8ukoOfNm4fq1avjxo0bAAocSPr6+ggNDYW2tjYMDQ1Z9hoAlk2Xnp6O27dvY+/evbzM57JeE4mdkxs3bizx/AsWLICKigrLGD9//jx0dHSgra0NZWVluLu7/1LnZEXgd1znpqamwtXVlUnYF6a0UqX5+fmYPn06qlSpgpCQEJ5s+pcvX6Cvr8+TI79x4wbatGnDc2omJyfjwoULvPe2MjkS/gRmzJgBGRkZWFpaolGjRqhVqxaTLty1axf09fV5WZ2XL1+GiooKOI5jaimF+Z3GufJm/fr1qF69OiwsLGBjY4MaNWrgr7/+4smPFubZs2eoUaMGzMzMwHEcevbsycucFt6N35/Lly/D3t4eBgYGePLkCWbNmoWQkBAWsHT9+nUEBQWB4zj4+Pj84tYKCFQMKpyz6HsD5axZs2BmZsYW34URDxAvXrxAly5d4ODgwLZdvHixXCapFy5cgKqqKuzt7dGuXTsoKCgUK2xcFHFkpzjSqLIPbOfPn0dQUBDTWhdLt33vGRg9ejQaNGjAIknevHnDpFJ+N+bNm4dFixaV22+8aNEiyMvLo3///jh27Ng/GqCmT58OJSUltiCvTLJfRYs137t3r1g6eM+ePaGtrY0rV66wbYmJiQgJCYG8vDz8/f3Rr18/qKmpYefOneVaSDs8PBwWFhbw8fFBlSpVYGNjwyJ+S+pXrl27Bjk5OeZU+vbtW7kX+v63nDt3DsrKyjxDkYCAgEBFJicnB126dEGbNm3g4eEBaWlpDB069Kd9/4sXL2BrawsDAwMoKCigV69eTOI4PT0dPj4+sLCwQGpqKkaMGIGmTZuidu3aGD16NO885Wng3blzJ7S1tWFnZ8cbn8XfuXbtWhgYGGD+/Pnl1obSUN5BQampqXBwcPjH+patWrWCjY0NyzC/cuUKZGRkWFaW+N6WNK++ePEiy7b4HoV/mzt37sDExAQKCgrFMtM1NTXRrVs3pKamIiEhAT4+PpCVlS0m53Xq1CmMHTuW58wSk5eXVy7PnNg52b59e7Z+KBy09u7dO0hJSbF6SUBBhuCTJ094dYoE/nxSUlIQHx+P06dPw8rKCsbGxsVqIpflum3Pnj0wMDCAoaEhXr16xZ45V1dXdOzYkbfvsmXLoK2tXaxusZjK5Ej43Sgs7Snm8ePHaNKkCQ4cOACgIFuzU6dOsLKywtWrV5GWloaQkBDUr18f165dQ1JSEsLCwhAaGor169fzFBZ+R2dqWVF0DQ4UyKi3bNmSqe0ABVkmDRo0KCY1V5iHDx9i9erVlUqur6Lx8eNHNGjQAF27dkWfPn3QrVs3XjZnSkoKVq1a9QtbKCBQsagwzqKikWuvX7/mabmnpKSgdevW8Pf3Z4vekgbXjRs3QkNDg9VoKS/c3NxYrZD09HTs3LkT6urqmDJlSrFBUfx3SkoKFi5cyDTGy7Oeze+MSCTC3LlzIS0tjbFjx2LChAnQ0NBA9erVmdOjpEnx169fwXEcpk6dWux8vxtl1aaSotsSExPh6ur6t0aEosekpaVBVVUVmzdvLpN2/YlcuXIFRkZG0NHRgYqKCsaPH88iqC9fvgxjY2OMGzeOZ8TIy8vD5s2b0bt3b7Rq1Qpnz55ln5XH5H7evHmoW7cudu3ahcuXLyMwMBB16tTBpEmTAJT8XGVnZ6NXr17FonB+9cIyPT0dI0eORJs2bfD58+df2hYBAQGBn8nVq1ehpqaGNm3aMDku4Of1y7Nnz4aamhoWLlwIgD923L17F/Ly8li8eDGAgsCbwnKrP2NOlZWVhcDAQF52TmGDnEgkgoeHB7Zv317ubflRyjMo6OTJk1BWVmb3BiiQbnvy5Alu3rzJnEPPnz8Hx3FYvnw5m7t06tQJtWvXLuYIEj97/7W9mZmZ6N69O6SlpRESElKiXN3Ro0fBcRyLql+6dCn09PR4UfUPHjxAu3bt0KVLl2K1usr7mdu2bRtatmyJ8PDwYp89fvwY8vLyPCkogYpHUlISnJ2d4ezsjDp16jApsPLm1q1bsLKygqGhIdavXw+gQGrTxsaGl7H27NkzeHh4YNasWT+lXQL/jsJjtjjTFQCWLFkCLS0txMbGsvXg27dv0aJFC4wZMwZAQf/s7OyM2rVrQ0VFBc2bNy/3zN3ficIZt4XHo6VLl8LKygpAgRSfu7s7atSogTlz5vzrWoiF64AJ/BkUDuR3cXGBkZEROI7DzZs3Afx6u4WAQEWkwjiLxNy5cweWlpYwMDCApqYm1q5dy4qfbd26FcbGxoiIiCh2nLgD+vr1K5NqKC0lyUqI9YZ1dXV5iyAA6Nu3L1q2bIkLFy7w2lT0/5WJkjr+5ORkmJub8yIOL1y4AGNjYxZp9b37devWrUpzL4sWN167di2AAmcRx3HYsmULbt68iWXLlmHy5Mno0aMHrl69+t3ziXXtKyPr16+HpqYmQkNDERMTgwMHDsDGxgYDBw5kz+iwYcNgbW3NsmBKinYWby/tM/g9yZrWrVujV69e7O+MjAwMHToUurq6LMK1pHfqn6KDfxavX7/G1q1bsXLlSmhpaUFfX/9vo8QEBAQEKiIikaiYk+hnzl2Sk5Ph4uKCHj16sPFGPHbk5uZi8ODBcHZ25rXpZ7fx7NmzsLe3Z7WKCrcDwG+TIfs9yvNeZWRkoFq1aujRowd27dqFrl27wsHBAXp6epCQkEDLli1ZZv2AAQOgpaXFlA3i4uKY06a05ObmYuDAgZCUlGRzo8LzoaioKGbcc3JygqWlJb59+4bExERMnDgR0tLSMDMzQ4cOHSAnJ4eePXsiPT29TNr2X8jMzERgYCDs7e159UQzMzMxcuRI2NjYfFf+SKDiEBkZiRUrViAmJoZt+xkGysTERHTp0gU1a9bEjh07EBYWBnNzc2RkZPDeJ0Hu8PckISEB/v7+MDQ0ZEGD69evR82aNdk+4n5w3LhxPFnz9PR0nDhxAocPH+ads7LYMkQiEUaMGAFvb2+cPHkSQIFEn5GREcaMGQMFBQV06dKFBYID+Me+uLLcu4pMZGQknJ2dwXEcZs+e/aubIyBQYZGgPxgAvL9Xr15NHh4eZGpqSlu3bqX+/fvThg0baPXq1URE1LVrV9LR0aHIyEi6desW7xwcxxERUc2aNalJkyalao9IJCIiIikpKSIi2rVrF+3bt4/i4uKI4ziqXbs2xcfHk4yMDBERZWdnExHRyJEj6e7du/TXX39RamoqcRxXrH0lXXdFBACJRCKSlJQs8fOEhASqUaMG+9vCwoICAwPp+PHjdOHCBeI4jvLz84sdZ2pqShzHsd+oIiMhIUGxsbHUtm1b6tixI505c4ZevnxJSkpKNHz4cBozZgy1bt2aLly4QA8ePKCHDx/SmDFj6N69eyWer/D9rqgUfWbE75q8vDwNGjSIwsPDSV1dnZ4/f07Xrl2jc+fO0bZt24iIaNCgQSQpKUkHDx6k+Ph43vsrISHBzs9xHO99/hGkpKQIAH3+/Jl9R2JiIklJSZG6ujrbT05Ojtzd3UkkEtGCBQuIiEp8p6pVq1bi9f9sHj16REuWLKHNmzfTkCFD6NGjR2Rubv5L2yQgICDws+E4jho1akREBf2ypKRkqceN/0L16tWpd+/eFB0dTdu3b2dtIioYf2bOnEmRkZG8Nv3sNjo6OpKdnR3dvXuXDh06REQFY7Z4jKtSpcpPa8uPUJ73Sk5OjtavX09v376lvn370rdv38jb25siIiLo+PHjJCEhQaNHjyYioqVLl9KrV69oy5YtlJeXR7Vr16b27duXSTukpKSoffv2ZGdnRxcvXiSigvnQkSNHSENDgxYvXkxfv34looI1XFRUFG3dupWUlJRoypQpdPDgQerbty/p6+vTtWvXaMOGDVS1atWfPoeXlZUlPz8/IiJau3YtERU87+L3ICQkhGRlZSvF+qwy4+zsTEFBQaSurk75+fm8/qa8EIlEpKSkREuXLqUxY8bQ8OHD6dKlS3Tz5k368OEDSUhIsOeuZs2a7BiBn8M/vfOnT58mfX19ys7OpunTp7P1loODA0lKStKiRYuI6H/rRE1NTYqPj6fk5GQiIqpatSq5uLiQm5sbERHl5eURUfmOH78a8T29fPkyNWzYkC5fvkze3t7s3tWoUYOys7Np+/btdPHiRdq2bRs1bNiQRCIRzZgxg44ePfq356/I966y4OzsTMuXL6eNGzeyuYyAgEA58PP9U6WnaBSPOKpm8eLFTDIDABYuXAhpaWmYmpri9OnTAApSF83NzTFu3Lh/nar6T4jPDfCjFT5+/AgdHR00bNgQtWvXhpOTE5OQCwoKgra2Ni9D4NOnT6hbty5MTU0rrZyBSCTi/b43btyAl5cXxowZwyId379/DysrK4SFhSEjI4Pte/fuXdSoUQOtWrX66e3+HUlMTGQ1Dz59+lSszlBUVBTev3/PpPsuX74MVVVVFl1amSgqY1k4ahAoiLLOzs7GjRs3oK+vDxMTE2zcuBH29vZo3749k0mbMWMGtLS0eHJzpaFoRpKYZcuWoW7dujAxMUH37t1ZP+Lp6QkXF5diNaj09fWhpKTE+qrfOVX7yZMnZVrsW0BAQEDgvyOundS+fXs2JhaNyP3VffXjx49hYWGBPn36/Nbj2q/i27dvLHO48G81cOBAmJubsxo8586dKybtVpaMHj0adnZ22LhxI9q1awcVFRVMnz6dtU382w0aNAhaWlp49OhRief51dJBYWFhsLOzw+jRo6GtrQ0tLS2cO3ful7VH4NfwKzMTVq5cCT09PXAch6ioqF/WDoGSKaoK07NnTwQGBhYbnzIyMjBx4kRUqVIFd+7cYfKcHTp0QHBw8E9t8+9Kjx490Lt372L3LjExEQEBATAyMsL79+/ZPd+0aRMMDQ2xcuVKIXtIQEBAoAz445xFhTv/I0eOYOzYsUyr8vPnz8jKysLNmzdhaGgIfX19zJo1Cy1atEDPnj3ZYBMUFAR9fX3cuHGj1O25f/8+tLW1cfHiRbYtKSkJo0ePRnh4OKsVcvz4cXh6esLe3h5AgS5tzZo1MWzYMLx+/RoAsGXLFvTs2ROWlpYYNGgQzxFSERGJREhPT0f//v3x7Nkz3me5ubk4efIk1NXV4efnB0dHR0hJSeHSpUsAgCFDhsDW1hZnzpxhx9y+fRtaWlrgOK5Y8dyKTEmFM4GCmge1atViMowfP35ESkoKXr58WWzf7OxsjBw5Ei4uLuVqMPjduXPnDqysrGBgYABbW1ts3bqVJ73TsWNHDBo0CAkJCQAKpCOVlZUxffp0AAWyN/fv3y91O1JTU6GlpcWKTIt59OgRXrx4AWtra2zevBkzZ85E3bp1Wf0zcS2JRYsWMQme169fw9XVFS4uLvDw8Ch12wQEBAQEKgeXL1+Gvr5+sbHod+Ly5cu8WoECf09qaipcXV0xbty4Yp+VlyPm7t27cHJygoSEBAICApiTCuBL8+bn54PjOIwdO/a7gYG/ksePH8PU1BQKCgqC9I3AT0X8/IslSosGtQn8Gl6+fAlPT08sX7682Gdfv35FgwYNMG/ePAD/+w3FfVtqaio8PDxQp04d2NjYQEdHB1paWrh169bPu4BfzPcCTl6/fg1NTU0sWbKEt1081l+6dAlt27aFgoICXF1d0bJlS9SoUQPr1q0r9zYLCAgIVBakfnVm09/x4sULunv3Lnl5eZG0tDQRFaSOxsXFUUBAAN2+fZv69OlDKSkplJeXR6qqqpSZmUmTJ08mR0dHmjBhAtWqVYsuXrxIZ86coa1bt1KPHj1o/Pjx9P79ezIzMyt1G3V0dOj+/fskKyvLtl27do2OHTtGMTExtG/fPiIicnV1pczMTBo5ciQtW7aMgoODae3atTRs2DA6cOAAqamp0e3bt+nmzZu0e/du2rlzJy1evLjU7fud4TiOpKWlKS4ujmrVqsW2R0VFka+vL7m7u1NERAT5+vpSdnY2denShUJCQigqKorGjh1LHTt2pPDwcPry5QuZmprSqlWrqEOHDtS+fXuytrb+hVf28xDL0xARffz4kWRkZEhVVZWIiJo2bUqpqak0ZcoUJvNx584dSkxMpPDwcOratStFRkbSxYsXmSzJ5s2bSUlJ6Zddz6/kzJkz1KNHD/Lx8SFLS0s6e/YsDRgwgJKSkqh///4UFxdHd+7codatW1OtWrUoIyODkpKSSF1dna5fv04JCQmkoqJChoaGRFSQRv+jqe7y8vI0d+5c8vT0ZNvev39PBgYGpKmpScHBwdS9e3cCQEZGRuTm5kbdu3cnFxcXCgwMpDVr1tCJEyfIz8+P1q5dS8bGxqSmpkaHDh2iN2/ekKamZlncMgEBAQGBCoyVlRUdOnSISeL9jlSW+V5pSE1NpaysLHrw4AFNnDiRMjMzydfXt9h+YimksqZ58+bk7u5OiYmJ5OzsTHXq1KG8vDySkpIijuMoNzeXXr9+TTo6OnTq1CkyNjYuJu9VXm37L+jp6dHSpUvJxMSESYkLCPwMxM9/SRKlAr+OU6dOUVRUFJ09e5Y4jqO2bdtSgwYNiKig35WVlSUpKSnebyUpKUn5+fkkLy9Pu3btovPnz9OtW7eoVq1aFBgY+Csv56chEolIQkKClWzYtGkTqaqqkqmpKamqqpKcnBx9/vyZ1NTUiOh/z7rYHmhjY0PHjh2jjRs3UmJiIgGgYcOGsXssPr+AgICAQCn4xc6qv6V3796YOnVqsWiy0NBQODo6soyJwty7dw916tTBnj17ABRk+Tg7O6NJkybw8vIqs0LuRaUQjh8/jj59+gAoKEY4c+ZMSEtL81LEExISMGTIEDRp0oQVobxz5w7Wrl2LyZMn4+PHjwAKMp8cHR1/++K8paVoNElSUhKAgvunq6sLaWlpXnH7jx8/okqVKixC5/r16+jevTvq1KkDJSUl2NjY4N27d2z/3yEK8Wfw5csXdOrUCY0bN4a2tjbGjh3LstX27dsHBwcH9O3bFytWrMDVq1cxcOBANGvWDHFxcbh06RJ8fX2xdu3aX3wVP4eiMofA/56TCRMmwNramvf5gAEDYGdnh6tXr+Lz589wcHCAh4cHTp8+jcGDB8PPzw8XLlwoM0lLoLhE3Pnz5wEUZH/NmjULEhISPJm7vLw8dOrUCYaGhmy/vXv3wtnZGYaGhqxf2rhxI6pVq4bY2Ngya6uAgICAQOVAkHX5MxGvg5ydnVGnTh0MGTLkl7QjJiYGPj4+PFlDANi2bRtUVFQQEBAAALwsIwEBAYHfmYiICEyYMAH79++Hv78/HB0dkZ6ezj5v3749bG1t8fTpUwD/69+WLFmCBw8elHjOXy3v+jN58uQJ6tSpgyZNmkBFRQXu7u6Ijo4GALi6usLW1rbYMfv37+fZhwpTme6dgICAQHnzWzqLxAuEwh2+OO00NjYWjRo1Kpb+Lzaw3rp1C5aWlggMDER0dDTGjBmDXr164cSJE2XiKCoslwAA165dw5kzZ7B06VJwHMdqEt25c4fViynMpUuXYG5ujn79+pV47i1btqBevXoV3nhf1OjQp08fuLq64suXLwAKJgIcxzGjuPiZCAsLg6qqKk9K7cmTJ7h9+/Z3z12RKOpIOHv2LLS1teHl5YWrV69ix44dsLOzQ//+/XmT1cLHrl+/HpaWlkwfuSLfL6CgNtP8+fOLyToW/dvJyQmBgYEAwJw/79+/h5aWFutvNm7ciDZt2kBdXR3m5uZ48uQJO74sDBuFf4sPHz7gr7/+AsdxTKbx7du30NLSYu0Uf+ejR4+goKCAFStWsOPz8vLYdeTl5cHHxwf9+/cX6joICAgICAhUIiIjI7FixQqek+ZXzAW2bdsGKysrLFq0CNHR0TA3N4e8vDyWLVv209siICAg8KOI12tXr16FsrIysrKy8OXLF5iZmcHPzw979+4FALx69QpqamoICAjA6dOn8fHjR6xevRqamppYs2ZNieesDMTExGDo0KGYMWMGCwLetWsXWrduDS8vLwAFdatlZGQwYcIEPHz4EFlZWdizZw8sLS2xdevWYuesTPdPQEBA4Gfw2zmLCjtj8vLy8P79e3h5eTG99PT0dCgqKrJBuCSd8tmzZ8PQ0BCqqqrQ19f/4Roifzfo5OfnIzw8HBISEti7dy+ePXsGb29vmJubs31WrlyJpk2bYseOHWxbRkYGJkyYACMjIyQnJwMAUlJSsG/fPhgbG0NFRaXY5KGikp2dzTLADh8+DAkJCRw4cIAZwB0dHdG6dWte1kZ+fj7U1NTQtWtXZGZmFjtnRTWEF3VEXLx4ETExMTh16hRGjhzJtp88eRKKiopo3Lgxr27Tmzdv8OLFC8ydOxe1a9fGnDlzvlvrqKIREhICAwMDHD16FECB5ryHhwc8PT2xbNkyvHjxAgAwduxY1K1blx0ndlZ7enoyp69IJEJOTg6LEBNvKy2Fz/Hy5UuYm5ujV69eSEpKQvPmzdG9e3f2+fr16yEhIYHHjx/zzjFy5EhwHIdv376xbVevXsX48ePRtGlT6Ovr4+7du6Vuq4CAgICAgMCfSV5e3i+b+2VmZiIwMBBVq1YFx3EICgoq1jYBAQGBP4XY2Fg4ODhg//79bJu/vz+UlJQQGRkJADh27BhcXFygqKgIXV1dqKmp8WxDFR1xv1543Nm1axcaNWqEOnXq4NGjR2z7hg0bUK9ePWbnW716NfT09KCiosKCC+bPn/9zL0BAQECgksIBwK+WwhMj1q8mIsrMzCQ5OTkiImrYsCE5OTnR1KlTSUVFhXx8fCgtLY3OnDlDRP+rDXLv3j2Sl5cnLS0tSkhIoDdv3pC5uXmZtA2F6o+sXr2azp49S8rKytSlSxeml37s2DHq0aMHzZw5k/r27UuvXr2iqVOn0tu3bykyMpLVNYqPj2d1ZcS8fv2arl69Sl27dv3hOie/MyKRiDiO413bzp07qUuXLpSQkEDKysrUtm1b+vr1K+3Zs4c0NDTo1q1b1LJlS9q2bRv5+fmx32DLli0UFRVFS5YsqZB6tPibWjcZGRnUuXNnun//Pu3du5e0tLQIAOXk5FCvXr3o/v371K9fP7px4wbl5OSwGkSLFy+mzZs3U15eHs2aNYtXC6eiItYrjo2Npa5du5KWlhZ5eHjQ+PHjqVmzZiQrK0tXrlwhRUVFunLlCr148YLs7Oxo5MiRNHbsWCIiysrKorZt25KVlRXNmDGjmAZyafXCc3JymO59WloaXb16lU6cOEE5OTk0efJkqlWrFh07dozc3d3p9OnT5OjoSMnJyeTp6UkyMjJ08uRJdq6EhAQ6deoUdenShW17+fIlDRo0iNq1a0eDBg364XYKCAgICAgI/Nn83fzyZ3H27Fk6efIkDRgwgNX2KLz+ExAQEPhTiIuLI3d3d9qxYwdpaWlRcHAwbdiwgZo2bUqZmZnUuXNnmjRpEuXn59PDhw8pISGB2rRpw46vyLV1iq6RC695k5KSaNasWbRo0SJ68eIFaWhoEBHRhw8faMKECfTw4UO6c+cOERG9efOGoqOjKT4+nnx9falq1apE9HuMZwICAgIVml/mpvobxo0bB29vb9y6dQsAsHv3btSrV4+lnG7btg0NGjTAggUL2DEvXrxA586dsXPnzjLTK7158yb8/PxYLaHIyEgkJyfj4MGD4DgOurq6SEhIYPsnJiYiJCQEGhoaLBNkz5490NTURFhYWLHzV8YIups3b7JMocuXL6NVq1bYtWsXgALZLQkJCSxcuJDtExgYWOw+V1S+J2OWl5eH/Px8DB48GIsWLUJQUBA+fPjA22fIkCHw9PRkGS9TpkyBgoICpk2bBgB49uwZjh07Vr4X8JtROIJp+fLlsLGxQYcOHTBmzBi2/erVq9DS0kJwcDAAYN68eeA4DmPHjsWJEycwduxYqKmp4cKFC2Xato0bN/L+zs7OxooVK8BxHLS1tXlRVgDg5uYGS0tLlk139uxZSEtL46+//vrudwi6/wICAgICAgK/K78yy0lAQECgNIj7rtatW0NbWxtKSkowNTXFuXPnAAALFy6EiooKvLy8ivVzlam2zv79++Hu7o7OnTtjw4YNrEb1hQsX0LJlS/Tt25e3/9GjR6Gnp4dJkyaVeL7KdO8EBAQEfiW/VSjD8ePHqU6dOnTq1Clq27Yt5eTkEBFRp06dyMjIiDZt2kSvX78mHx8fGjhwIIWGhpKZmRn5+/uTqakpZWdnk7Ozc5lFpyUmJtKHDx8oNDSU9PX1ydfXl+Li4qhDhw7UpUsXysvLo/z8fLa/kpISdevWjeTk5Cg0NJSIiGxtbSkkJIQ6dOhQ7PylyUj4XUlLSyOigmiSvLw83mdbt24lc3NzGjBgAGVlZZG+vj5lZGRQXFwc5efnU7169Wjo0KE0d+5cevHiBRERTZ48mZ4+fUo7duwo9l0ikaj8L+gngP9P7hNHFq1YsYKCg4MpIiKCMjIySFJSkiQkJOj169c0dOhQ4jiO6tWrx45NTEykCxcukK6uLuno6BARUWxsLNWuXZuOHj1Kr1+/Jm1tbWrbtu2vucBfBMdxdP36dYqKiqL+/fuTsrIyHT58mN0jIiIzMzMaP348rVu3jt69e0cjRoyg6dOn09WrV2nIkCF08uRJ2r9/P9nZ2ZVZu27cuEEDBgyg+fPn08mTJ6lp06Z06NAhCgoKIgcHB0pLS2PPgvgZnzNnDt2+fZu9B5aWltShQwc6ceLE314/EVXYiDUBAQEBAQGBPxORSESSkpJCZLiAgMAfibjvsrW1pczMTJo2bRpdu3aNHBwciIho0KBBtHfvXgoNDS3Wz1WGTMovX76Qv78/9e3bl4yMjEhWVpY2btzI1DssLS3Jy8uLLl26ROfOnWPHWVpakr29PV24cIHZAsUAqBT3TkBAQOC34Fd5qYpGu6ekpKBt27aYMmVKifvfuHED6urqmDt3LrKysgAU1LmZM2cOgoKCcPbs2TJpV+Fsn6ysLBgZGYHjOHTu3Jm335MnTyAjI1OsvlBGRgZmzZoFjuPw5s2bMmnTn8LZs2ehoKDAajGJSU9PBwA8evQIHMehadOmmDp1Kr59+4YJEyagRYsWvP1r166NIUOGICUlBQAQFRX1cy7gF7N//36oq6tDT08PnTt3hpKSEtq3b88+f/PmDWrWrIkRI0bwjktISICrqyu8vb0RFRWF1atXo0OHDtizZw/Liqus1K9fn2USHT9+HBoaGhg4cCBvn+joaBgaGmLLli287S9fvmT/L4v6ToX7vAEDBkBOTg7Vq1fHsmXLWCbdkSNHULt2baxcuZLtL/7eUaNGQVlZGbGxsQCAtLS0UrVHQEBAQEBAQEBAQEBA4MeYMWMGTE1NAXy/jm1Fz6AsScXir7/+QseOHZkaSlpaGpydnSEpKYkzZ84AAO7evQtPT0+4u7vzjhWvdQUEBAQEfh2/LORcQkKCUlJS6OTJk5Sfn0/Z2dkUHR3NavkcOXKEdu3aRXPnzqUPHz6QmZkZeXt70549eygqKoqIiNzc3GjUqFG0YsUKcnR0LFV7xBlC4myfmJgYev/+PdnZ2ZG1tTVVrVqVRfmLRCLS1dWlkJAQmjp1Kn3+/JmdR05Ojjw8PGjRokVUt25dljWC36c0VLnRsGFDUlJSovHjxxNRQW0mHR0dWr58OSUlJZG+vj716NGDjIyMKCUlhfr160fe3t708eNHevToETvP5MmTafHixRQbG0tERBYWFkRUcTKJipKcnEydO3emjh07UlhYGD148IA2bdpEO3bsoGPHjtHbt2+JqOD+Dho0iDZv3kwfPnwgooLnqlatWtS1a1eKj48nT09PmjRpEgUEBJC3tzfVrVv3F17Zr0McieTm5saeLVdXV3JxcaEnT57QqVOnePu/efOG3StxX9C4cWP2t4SExA9Hv4oz7CQkJAgAJSQk0IMHD4jjOGrbti0NHDiQ9Tvt27enli1b0t69e+nJkye884wZM4aqVatGr169IiKiatWq8dorICAgICAgICAgICAg8HNwd3enhw8f0qtXr4jjuBJtPhU1gxIAASimiEFE5OzsTCEhIVSvXj1atWoVaWlpUVpaGllbW9OIESOIiKh58+bUoUMHunnzJq1atYodq6amRkTCGldAQEDgV1JuzqKiA2VJnf2IESNoxIgRdPv2bZKXl6f27dtTWFgY1a1bl5YvX04zZ86klStXkpubGxERTZo0iaKjo+nAgQOUmZlZpu0VG2v37dtHBgYGNGzYMKpTpw4tXryYOnXqRI8ePaItW7bwjpkwYQLl5+fT4sWLedubNm1KgwYNImlpaTY5qKiTBKKC3xYAaWpq0rRp02jFihV0//59UlVVJR8fHzpx4gTNmjWLiIjq1q1LzZo1o4CAAIqNjaUhQ4aQnp4eXbx4kZ0vKCiI7t+/z5MLI6q4clofPnyg58+fk6+vLwUFBZGkpCTJyMhQSkoKtWvXjhQUFNi+o0ePpipVqtC8efOI6H/PVbdu3SgyMpL27t1LsbGx5O3t/Uuu5Vcg7mtOnTpFq1evJiJiBTQVFRWpSpUq9O3bNyIqkARITk6m8ePH09mzZ+nNmze0Zs0aql+/PiuuWVQesrRykeJ0+RUrVlBYWBilp6fT4cOHac2aNXT06FG6du0aSUpKUlZWFhERTZs2jZ48eULHjx+nzMxM4jiORCIRKSsr08uXL8nGxqZM2ycgICAgICAgICAgICDw35CRkSFVVVV6+vQpEVVsm09ROI4jjuPo1KlT5OvrSxMmTKD3798TEVH16tXJ0dGRtm/fTkuWLKHp06fTlStXqGvXrnT//n3auHEjERHZ29vTsGHDSgz8Fta4AgICAr+Q8khX+ruC6mIJOQB4+vQpDA0NMXbsWFa4fcuWLTh16hTu3LmDr1+/4sWLF+A4jkmRHTp0iKWzliWZmZno1asXlJWVMX/+fJw+fRrx8fEAgJiYGPj4+KBdu3aIi4vjHScuSv/8+fNi56zoKccA/xq/fv2KK1euwNLSksmnZWZmYsOGDVBUVMTOnTuxYMEC+Pr6AgBevXoFY2NjcByHAQMGICcn57vnruhERESgZcuW2L9/PwBgyZIlkJWVRf369VGvXj0MHDgQjx8/BgBs3LgRVatWxe3bt9nxleleiUQinlwkUJDaHhQUhCpVqmDRokX4/PkzAGD79u2oUaMG7/7MmTMHcnJy0NPTg7u7O3R0dHDhwoVya++VK1egra0NLS0tTJ06FY8ePQJQICvo7u4OKysrtq/4HRgxYgS0tLRw+vTpYucreu0CAgICAgICAgICAgICPxeRSMTWdpWB3Nxc3t979+5Fw4YN0a1bN2hpacHQ0JDZKHJzc2FnZ4cBAwaw/efMmQMpKSlwHIeMjIyf2nYBAQEBgX9PuaRqSEhI0NOnT2nEiBH08OFDIiqQ2urevTtt3bqV7aejo0NeXl4UGRlJkZGRRFSQIdG6dWsyNjammjVr0tGjR6lNmzakqalJRAWpvvXq1fvPbcrPz6fc3Nzvfh4dHU0PHjygEydO0PDhw8nJyYlUVFRIJBKRuro6eXp6UnJyMkuR/fDhA924cYP69u1L27ZtoyZNmhQ7Z2WILBFf46RJk6hRo0a0ZMkSevv2LR07dowOHjxIsrKy1LNnT5oxYwaNGTOGsrOzaf/+/fT48WNq1KgRzZ8/n2xtbUlTU5OkpaVLPHdlwNfXlzQ0NGjOnDmko6NDS5YsoeXLl9Px48dp8uTJtHbtWlq5ciXl5ORQjx49SFtbm0JCQljGXkW9V0WlB/Pz84njOJKUlKSkpCQ6evQoPX/+nOTk5GjFihW0dOlSWrlyJQ0ePJjS09PJzMyM1NXV6cyZM+wcffr0oUaNGpGrqytNnz6dnj59SnZ2dqWWiizp+IyMDJo2bRq1atWKXrx4QWFhYaSvr09EBbKC/fv3p6dPn9K2bduIiEhaWpqysrJo8uTJVLduXapVq1axcwpRVgICAgICAgICAgICAr8WjuNIX1+fSbJVVMRrcrFixpEjR+j9+/cUGxtLs2fPpi1bttC9e/coIyOD1q5dS58+fSIpKSlSUlKid+/eERHR69ev6f79+7Rs2TLasGEDycnJsfNW5HsnICAg8CciVR4nffPmDbVv357evn1LVapUIQMDA6pRowY9f/6ckpKSyMrKinR1dYmIaNSoUXTixAk6cOAAtWjRgurWrUsXL16k169f086dO+n69esUERHBahn9CM+fPycHBwfavHkztW7dusR98vLy6M6dOyQjI0PHjh2jp0+f0suXL5nh1tfXl+7cuUOrV6+mu3fv0sGDB2nixIlkbm5O/v7+P9y2isD169dpy5YttHr1anJzc6OrV6/SrFmzaPjw4eTh4UFERCEhIfTu3Tu6cuUK5eXl0cGDB0lfX58cHR3J0tKSZGVlf/FV/FrU1dXJ29ubJk6cSLVr16bz58+zGjd6enq0b98+ioqKopycHJKRkaG1a9fS8+fPK7zjQCw9+PDhQzIwMGDXO3nyZFq4cCHp6OhQQkICWVlZ0ebNm6lv376krq5O06dPp06dOpG/vz/JyckxR2ReXh4pKSnRunXrqEWLFux8+fn5P3Qv16xZQ7Vr16YOHTqU6LCLjo6mR48e0dixY4mI6MaNGyQpKUmfP38mW1tbcnFxIX9/fwoKCiIVFRVas2YN5eXl0fbt2+n8+fM/cssEBAQEBAQEBAQEBAQEfhIVNXBTjHhNfunSJXJzc6OaNWtSfHw8NWjQgA4dOkREBfV0x40bR1OmTCFHR0fy8fEhX19fCgkJoebNm9PTp0/Jx8eH/P39mcy++LwV/f4JCAgI/GmUKrPoexEA9evXJwCkq6tLT548oYMHDxIR0ZIlS+jevXt0/Phxys7OJqKCQSUwMJD27NlD586dIyKid+/e0V9//UWampr07t076tmzZ2maSdra2lStWjVauXIlff36tcR9jIyMyNfXl+zs7GjQoEF09+5dSktLo0uXLtHw4cOJqKDG0qxZs0hVVZWioqJo8uTJpWrXnwSA7xYZPHfuHOXk5JCPjw/JycmRk5MTzZo1i5KSklitIiKi8ePHk4uLCxERff36lXJycoiISFZWlgAUyyKpbHh6epKjoyNJSkqyjLzc3FwCQFWrViV1dXXmVDM1Na0UTsqsrCwyMjKidevWsW07duygQ4cO0datW+n69eu0Y8cO2rdvHwUHBxMRUbt27ejw4cMkKSlJO3bsoDt37rD7KZ6IWlhYkKSkJHvmfsRRFB8fTwsWLKC9e/dSfHw8ERXvE01NTUlSUpImTJhAurq6NHnyZOrcuTP16tWLAgMDKTc3lyZPnkwuLi40dOhQSk5OpqVLl5KcnBwRCYU9BQQEBAQEBAQEBAQEBH4ueXl57P9v376lWbNm0d69e2nevHl08+ZN6tevHyUmJvICHHv16kWNGzembdu20fv378nf359OnTpFPXv2pNOnT9OWLVtIQUGhwmdiCQgICPzpcCiDXvrjx4+krq5OEhISLPNh5MiR9OTJE5KUlCRVVVWKiIggRUVFCgoKojt37lBERARZW1sTEdHt27fJ0dGRLCwsWLZASkoKKSkplfoCMzMzSU5Ojm7cuEEtW7akHTt2kI+PD4tiKMqdO3eoYcOGlJWVRerq6rRo0SJatmwZ3bt3j6pWrcrbV2xo/t65KgoikYhdY3p6Oj1//pzq1q3Lsr02bdpEs2bNoosXL5KKigoRFdz34cOH044dO+jVq1ekrKxMRAXG9KioKLK0tPw1F/Obc+7cOZoyZQoZGBjQkiVLiIgoPDycli9fTgsXLqROnTr94haWHwCKRRU9ePCAXF1d6dKlS9S4cWMiImrdujXZ2dnRxIkT6dGjRxQSEkLR0dE0bdo06t+/P+Xl5ZGUlBR9+PCBDhw4QEOGDKH+/fvTsmXLyiwTKzc3l6SlpWnNmjW0atUqCgwMpH79+vH2Ebfj8ePHdPjwYapZsyY1aNCAmjdvTgcPHqQFCxbQjh07yMTEhEQiEcXFxZG6ujoR8d85AQEBAQEBAQEBAQEBAYHyprDiRkJCAt24cYPOnTtHu3btImVlZTp//jzVqFGD8vLyyM3NjZSUlGj69OnUqFEjIiK6evUqeXl50bBhw2j48OEkIyPDzi12EgnrXAEBAYHfm1L10t++faNOnTpR8+bNad68eUREJCMjQyKRiHJycqh169bUqlUrevDgAe3evZuIiKZOnUrfvn2j3bt305s3b4iI6MKFC9S+fXuSkpIiGRkZpm9aFsjJyVFeXh41bdqUWrVqRStXrmTfWxixz8zExISUlJRIXV2d3r17RydPnqQOHTpQlSpVePuLjbmVYaATX+OMGTOoXr161L17d9LX16fVq1dTZmYm1a1blxQUFOivv/5ix8jJyZGMjAylpKRQSEgI285xHHMUCVkTxXF0dCQ7Ozt68OABjRkzhrS1tWn16tW0cePGCu0oIip4NrKzs3nRSdeuXaPGjRtTw4YNiagg00hVVZXU1dUpMDCQLC0tSVdXlx48eED9+/en/Px8pqWsoaFBgwYNoi5dulBsbCxJSkqWyTOXn5/PZO26du1KGhoadOrUKYqOjiai4prO+vr6NHbsWAoMDCRXV1eqU6cOERGpqamRnp4eERW8Y+rq6iyDrzL0KwICAgICAgICAgICAgK/D2JH0eXLl6levXoUFRVFXbp0oRYtWlBSUhJTOpGSkqLevXtTdHQ0HThwgB1vZWVFLi4uVL169WKOIo7jhHWugICAwB9AqXrqDx8+0MuXL6lKlSoUHh5Oc+bMoadPnzLD5+7du2nw4MGkrq5OR48epVevXpGqqiqNGjWKTp8+TR4eHtSuXTuaP38+TZo0iY4fP05NmjQpq2sjIqLt27eTsrIyBQYG0qdPn+jChQt08OBBJoEmRpzR8O3bN1qzZg317NmTjI2NSVJSkkJDQ4tlJFS2QW7JkiW0adMm2rp1K+3YsYMCAwNp1qxZtHDhQmrdujXp6urSrl276MqVK0RUkFmUk5NDw4YNo2/fvjHZwcJU9Ho7P0rnzp0pPT2dVqxYQX379qW3b99+t9ZWRSIvL4+GDRtGQ4YMoUePHhER0ZYtW6hly5bsWZGVlaWUlBTq378/vXz5kq5evUorVqyg2rVrU3x8PE2dOpU5g8XveJs2bejevXuUl5dXJs+c+BwjR46k4cOH07dv3+jq1atMr/l7fcO5c+fo7Nmz1KtXLxo9ejT5+PgwCUYxHMcJ74WAgICAgICAgICAgIDAT+fRo0fk6OhIx48fpwULFtC0adPIxMSEOnXqRMrKyrR06VK2r6+vLxkaGtKZM2fo6tWrbPvGjRtpwIABvPMKdYkEBAQE/hxK5fFo1qwZ9ejRg8zMzKh169YUExNDXbt2pbS0NHJxcSE5OTlKTk6mgIAAiomJYZknffv2peXLl1Pbtm2pSZMmdOfOHWratGmZXFBh4uLiaMqUKTR27FjasmULbdy4kQICAmju3LksC6AokpKSVKNGDeI4jg4dOkSHDh0iZWXlSqOpKs68EF+v+O8LFy5QixYtqH379mRgYEDTp08nb29vOnHiBD18+JDGjRtHdevWJTs7O+rSpQsZGxvTvXv3aNSoUXTs2LFimVkC30dPT4+WLl1KX758odGjR//q5vw0pKSkqH379lSzZk3avn07ffz4kR4+fEje3t5ERMzhOHbsWCIi6tKlCxkYGBBRgaNp7dq1dOvWLfr27RsREYtkOnPmDNnY2JRZTayMjAzy9fWlo0ePkqurK7Vr147k5eVp586dzFlaUn9x//59CgkJoS9fvtCtW7dYjSVh4iwgICAgICAgICAgICDws/heTeratWvTo0ePaObMmTwbnYeHBxkbG9OxY8d4trSgoCB69OgRXb9+na2BJSQkhLpEAgICAn8wpa5Z9PHjRxo5ciSlp6fTwoULafDgwVSzZk2qXr06vX37ltatW0e1a9emvn37UmxsLIWFhZGVlVVZtZ+I/lcbpCj79u2jAQMGUFRUFGlqahJRQa0RDQ0N6tixI82ePZsUFBT+9nwASCQSVfho/8LatPn5+ZSamko1atQgooI6RZaWltStWzcaPXo0uz8PHjygzp070+DBgykoKIiIiFatWkXR0dGkoqJC48ePL/H8AgJ/x5gxY+jevXukrq5Onz59oi1btrBaWOL09e7du9Pdu3dJUVGR2rVrR7t376aUlBTmhBZz+PBh8vDwoGPHjpGrq+t/akfhd79wPaW4uDiytramqVOnUteuXYmowBHUrVs3atOmDU2bNo2qVatWrAZTVlYWvX//nrS1tYmImNyc4CwSEBAQEBAQEBAQEBAQKC9ycnJIJBKRrKwszzaTmZlJsbGxVKtWLapevToREW3evJl69uxJZ8+eJQcHB1aCITIyksLDw8nCwoLmzJnDzn3t2jWhJrWAgIBABaLUWmr16tUjd3d3io+Pp5MnT9KePXuoefPmdPz4cTp+/DhFR0cTx3HUo0cPev36NZ08ebIs2k1E/4veFzt2Tpw4Qffu3aOkpCQiIqpTpw5PVzUzM5OkpaVpwoQJtGXLFrpx40aJ5xWfTyQSVRpZKPE1LliwgIyNjcnNzY3GjRtHT58+pWrVqpGJiQlt27aNt6+hoSEBoPfv37PzBAYG0sKFC5mjSBytUhnuoUDZ4OfnRxzH0aZNm+jkyZNkZ2dHXbt2pa1bt9KTJ0+IqECebsGCBWRgYEDR0dHUqVMnevPmDc9RRETUrl07EolE/9lRlJ+fz9598cRazPPnzykjI4P09fWJqKAfMjIyIldXV9q/fz+dPXuWiIpnDMnKyvIcRZKSkoKjSEBAQEBAQEBAQEBAQKDcmDJlCjVv3pxevXpFRP+zzcycOZMaNGhAnTp1IgsLCzpx4gTl5uZSQEAAGRkZ0dKlS5mjiIjIxcWFrKys6PDhwzy7nthRVFZKHgICAgICv5bi6Tg/gLe3N126dIl27NhB9vb2NHLkSKpduzbdvXuXWrRoQUREdnZ2tGzZsjKtvSI2tO7evZuGDBlCampqlJCQQM2bN6fw8HDS19cnIyMjmj59Oi1btow5japVq0bp6em0YMEC0tXVJXV19RLPX5HrEokdbeJ7mJeXR8HBwXTs2DGaNm0aPX36lM6cOUN79uyh6OhoGjFiBFlaWtLixYtp0KBBRFRQs0pWVpaMjIy+e37BSSTwXzExMSFXV1dKSUkhfX19at26Na1fv56GDh1KOTk5pKGhQWZmZuTq6kqrVq3iRUYVzTL80edPfFx4eDjt37+f1NTUqGHDhrR48WKys7OjnJwcOnXqFDVv3pzy8/NJSkqKgoKCaMmSJfTXX3+RkZER1a9f/x/PLyAgICAgICAgICAgICBQHqxfv542b95Ms2bNIn19fRYQPWfOHNqwYQMtW7aM1NXVKSIigsaOHUu9evWiIUOG0Jw5c8jFxYVOnjxJrq6uTDWjU6dOxHEcNWvWrNh3VWT7mYCAgEBlokx6c1lZWfLz8yMJCQlavnw5ERF1796dFixYQAoKCizCoCwcRUV1VR8+fEgzZ86kkSNH0u3bt+ns2bOUlJREfn5+pKioSP7+/rRv3z46c+YMc4zExMTQoEGD6P3795V2QOM4jjiOY7/N69ev6fz587R48WLq2bMnzZo1i7Zv307p6ekUFhZGBgYGNHnyZJowYQK5ubnRsmXLqGPHjsRxHFlbW3/3/AICP4KPjw/Vq1eP4uLiyNnZmSIjI+nZs2d06NAh6tatG8XFxZGOjg4REZOJA1CiHOW/oagaZ0pKCrm7u9PmzZtpyJAh5OXlRadPnyY/Pz9KTU2lkSNH0qxZs+jDhw/sOy9fvkxqamp069Ytunv3bulugICAgICAgICAgICAgIBAKXj06BHVqFGDfHx86OnTp0wG/eDBg+Tu7k4+Pj5kbW1NGzduJHt7e9q5cye9ffuW2rRpQ15eXjRlyhRKS0tjth1TU1MKDw//bsC1gICAgMCfT5l5ShwdHcnOzo7u379Phw4dIqL/paH+qEMmIyODDhw4wNsmKSlJaWlp9OzZMyIqqEukqKhIw4cPp9TUVAoPD6eHDx+Sg4MDcRxHvr6+5OHhQW5ubtSuXTuytbWl5cuX05gxY+jhw4dUp06dH7/oP4yiacFbt26l4cOHE1HBb/TmzRtWxBAANW7cmMaPH08RERGUm5tLI0eOpCVLlpCKigrt2rWL7O3t6c6dO1SvXr2ffi0CFZu6deuSp6cnJSYm0qpVq4iISFlZmezt7Sk0NJROnDhBxsbGbP/SOieLHnv//n1KSkqis2fPUrdu3ahdu3YkKSlJ9+7do/j4eAoJCaH69etTp06dKDw8nA4dOkTr16+nadOm0fbt28nDw+OH2yIgICAgICAgICAgICAg8KPk5eUREVFAQADdvXuXfHx8SE9Pjw4ePEhxcXGUmZnJbD9ERPLy8tSuXTvKycmhc+fOERHRnDlz6Pr167R169Zi5xck5wQEBAQqLmWaVtO5c2fKzc2lQ4cOseLtpWH37t3UsWNHevDgAdv2+fNnsra2ptOnT7NUWDs7O5ozZw41aNCAYmJi6MKFC7Rs2TIiKqiptHLlSlq1ahXp6elRixYt6Pnz5ywSQjyIVnQA8H6P3NxcunnzJn369ImSk5MpIyODDA0N6ejRo0T0P+O5lZUVqaio0MWLF4mIqEePHrRx40aKjIykefPmEVHxbC8BgbLA29ubDA0Nadu2bXTv3j0iKnguxVlApX3uCmcTAaAFCxYw7eWHDx+StLQ0qaur04ABA0hLS4vMzMzo5MmT1LhxY1JQUKCDBw+Sqakp7dy5k4KCgsjS0pK6devGnFhFs5UEBAQEBAQEBAQEBAQEBMqTwoobN2/eJCKiU6dO0cuXL8nDw4Pq1KlDUlJSdP78ecrJyWHHubi40MePH0laWpqIiBo3bkx79uwhPz+/Yt9RWRV6BAQEBCoDZdrD6+np0fz582nFihVlUpOjR48e1LJlS5oyZQobxF68eEFpaWnUu3dvZjiePn06rV+/ntatW0eRkZFkZGRE2dnZtGTJEub8CAgIoHnz5lFERATJy8szJ9GPylb9aXAcR3fv3qWhQ4dSdHQ0SUtLU/PmzenOnTskEolIT0+PdHR06PLlyzzn3KtXrwgAk/wiKph8yMnJkUgkIgBC/RWBcqFKlSrk7e1N3t7epKmpybaLHZmlee7EjmYxL1++pEOHDtGtW7eIqCCyKj4+nhQVFenp06d04sQJWr9+PTVo0IAuX75Mb9++pfr169Py5cvp1KlT9Pz5c5o1axY7d+F2CggICAgICAgICAgICAiUJ+JgSo7j6PTp02RiYkJPnz6lGTNmUG5uLl26dIntO336dNq5cydFRkayba9evaIaNWpQjRo12LaOHTtSzZo1hUBIAQEBgUpEmYcDWFtbs0iEH6VwxoC4wLw44v/YsWNkbm5OcnJyREQ0atQoqlGjBjk7O5OzszM77uDBg3TgwAFepIQYkUhUaZxEhVm/fj0tXryYgoODSSQSUa9evSgxMZGOHj1KUlJS1LNnT0pOTqbevXvTwYMH6cyZM7RgwQKytbWlmjVrsvOIjeBivVsBgfKiTZs2NHnyZKpevXqZnpfjOLp8+TKtXr2aiIiaNGlCtWrVoufPnxMRka6uLlWpUoUcHBzo3LlzrC5XamoqrVixgnbv3s3OpaqqSvLy8pSfn1/MCSUgICAgICAgICAgICAgUN5ISkpSQkICvXz5kiIiIsjR0ZFmz55NoaGhFBgYSEOHDmX7uri4kK+vL40aNYq6du1KO3fuJF9fX6pVqxa1bNmy2LmFNa6AgIBA5eG3yh0VO4kkJSVJJBJRZmYmOTg4kI+PD02YMIGSkpLo9OnT1K5dOyIiysrKoqpVq9K0adPozJkzZGZmRlOnTqW2bdtS3759qX379uTl5VXseypTymxho3bbtm3J09OToqOjadiwYXTv3j3q27cv7dmzh4gKDPMLFy4kJSUlmjx5MnXp0oX09PRo8+bNVK1atV91CQICpdZELul4Dw8PCgoKoiVLlhBRQSbjrl27KD8/n8zMzMjJyYlev35No0aNosuXL9OpU6eoTZs29Pz5c7K3t2fnKZzpJEyiBQQEBAQEBAQEBAQEBMqbomvcuLg4cnV1JUtLS6pfvz7Nnz+fBUn37duXFBQUaNiwYWz/9evX05AhQyg+Pp7mzZtH1tbWdOXKFapVq9ZPvQ4BAQEBgd8LDr9hPunixYvpxIkT5OvrSz179qS3b9+Srq4u+fn50fXr16lfv340cOBAkpWVZcfcuXOHNmzYQFlZWSQpKUnTp09ng1xljfZ/9OgRGRoa0sSJE2no0KH0+vVrWr58ObVq1YpOnz5NHMeRvLw8JScn05gxY0hPT4+IiHJycujr16/EcRzVrl2biAoceYLcnMCfTnR0NOnq6hIR0aRJk+jo0aP0/v17WrZsGRkaGlJAQAB1796dQkJCKD4+no4dO0bjx48ndXV1iouLo06dOlFERMQvvgoBAQEBAQEBAQEBAQGByojYSVQ0CDojI4PWrVtH48aNoxkzZtDgwYMpLy+PpKSkKC8vj1atWkWDBg2id+/ekYaGBjsuOzubcnNzSV5enogE24+AgIBAZee3cha9e/eOunTpQrGxsTRmzBhq1KgR2dvbU5UqVWju3Lk0ZswYat26Nb1+/ZoyMjLIxsaGLCwsyMzMjIyNjUlBQYENhkQFg1xll0rbvXs3zZ07l+zt7Wnu3LlkbW1NQ4cOJSsrK5o9ezatXr2amjZtShs3bqTmzZsXc6x9byIiIPA7IxKJiOM49iwDoFmzZtH48ePp0qVLZG1tTUuXLqXk5GTKycmht2/fkqqqKuXm5pK0tDRNnz6dOaO/fftGycnJJC8vT8rKykQkTKAFBAQEBAQEBAQEBAQEfh03btygbdu2UaNGjcjBwYGMjIwoNjaW/Pz8SCQS0ZUrV3j7x8bGUufOnUlCQoLOnz/PbD/if4uuoQUEBAQEKie/zFlUkrF1wYIFdOjQIfrrr79IVVWV91lqaiqZmJhQmzZtaPr06XT9+nWKioqiixcv0osXL+j06dPUtGlTtr9IJBIcHP/PunXraNGiRdStWzeqWbMmbdy4ka5cuULZ2dnUqlUrunbtGs2dO5dGjBjxq5sqIFBqCvct375949U78vb2ptTUVBo+fDg1atSIOnbsSBcuXKBLly7RvHnz6MWLF+Ti4kIrVqwgOTm5Yn2I4IAWEBAQEBAQEBAQEBAQ+FXk5OTQyJEjaf369eTh4UEfPnyg9PR06tWrF4WEhND+/fspICCANm/eTF5eXiwgEgDt3r2bBgwYQA8fPiR1dfVffSkCAgICAr8hvzyz6PPnz1S7dm369u0bderUierVq0cbNmxgnxc2/G7bto0CAwPp/Pnz1KJFCyIqGChlZGR+Sdt/FWJH2D/J64k/z8nJocjISPLy8qKuXbvSmzdvaNGiRWRsbEwPHz6kkydPUlBQkFCXSKDC8OXLFxo8eDB9+PCBmjZtSq1btyY/Pz96//49zZs3j44ePUrnz58nf39/8vX1pcGDB9OxY8fIzc2NiIjevn1L9evX/8VXISAgICAgICAgICAgICDwP65cuUIhISG0YcMGat68ORERGRgYkEgkoiNHjpCioiKNGjWKrl69Sk+fPiWi/9nVsrKySFpaWlDJEBAQEBD4Lj8t9aaoTyoxMZE6d+5MQUFBRERUvXp1io2NJSUlJSIqGMyIiA1i+fn51LVrV2rUqBENHTqUcnNziYhIWlqaiIjy8vJ+ynX8Su7fv08vX75k2Q7/lN0g/lxGRobc3d1pyZIldPbsWbp8+TLFx8cTUcGkYsSIEVStWrViBRIFBH5H/sm/ffPmTTI2NqasrCzq1KkTffr0ibp160YHDx6k+vXr04QJE8jCwoJat25NTZo0oVu3blFWVha1a9eOlixZQuPGjaN69er94/cICAgICAgICAgICAgICJQ1IpGomH1GbCM7c+YMWVlZUfPmzWnbtm2kra1NREQRERGkqalJysrK1KtXL8rOzqaJEycS0f9sQ7KysiQpKVkp7GcCAgICAj/G/7V33+E53n3cx9/XdUWWvVeI3DaNPWo1QWiJEVohatXmlsbIY9OidktwKyXIjWgoYpXbrGojNUpQK6pWaksoCUmu8fzhyFVBn6cDQT6vvzivc/1yHDmuM7/P+f19n1tYdOzYMZKSkoCHQc7jwUbevHmpUKECcXFxREZGAuDv78+yZcuIj49P96ZDdHQ0mzdvBh5WF02bNs0eEqWdN61P0evq5MmT1K1bl127dnHs2DHKli3L0qVL/9SxaZPe/fr1Y+jQoVSqVInChQs/sY+W7ZOXmc1ms6+jDLBv3z5++uknbt26BfweGG/dupVSpUqxfPlygoKC2LRpEz179mTgwIFcuHCBAgUKsGLFCjw8PFizZg3Hjh2zh6f9+/fnk08+0VJzIiIiIiIi8sKlzc0YjUbOnDnD5s2buXnzpn1e59q1a+zdu5fmzZszePBg+vbty8GDB2natCkJCQlcv36d2rVr07p1a3bs2IHZbH5irud1nz8TEZG/77mkA3FxcbRp04YePXoAD7+IkpKSmDFjBrGxsfb9OnToQPHixQkNDSU1NZXAwEBy5MhB9+7dOXjwIElJSezfv5+xY8dy6NAhkpOT8fT0pG7dupnqrX+bzUb58uUJCAjgo48+ombNmtSuXZuWLVv+qePTmhUC9OrVi5iYGCpVqvTEPiIvq7QlFY1GI4cPH6ZOnTr4+/vz7rvv4uXlRUpKiv2B97vvvqNgwYK4urraA6RZs2YRHx/Ppk2b7OecM2cOPj4+WCwWXF1dgd9/D1RlJyIiIiIiIs9TSkoKZ86cAX7/G9RgMGA2mxk0aBAVKlQgMDCQBg0aMHXqVAC6dOnC+fPnMRgMxMXFMXjwYJycnEhISGDWrFns27cPR0dHxo4dy969exUMiYjIX/JMwqLHg5t8+fIxZMgQtm3bxpEjRwDYvn07CxYsYPHixfb9ypQpQ4sWLbh27RpffPEFefLkYeXKlVy8eJG3336bpk2b4uXlRcmSJRk1ahROTk72Y1/3cMNisdh/rmazmcTERI4cOcKdO3fo2LEjS5YsIXfu3H96UjvtTRJnZ2f7+UVeFQaDgQcPHtClSxdq1apFjRo12L17N3PnzuW3335jwoQJwMMH7OrVqxMbG0tCQgIODg6kpqbi6OiIn58f27Zts5+zdOnSfPHFFxw9epR8+fKlu56q7EREREREROR5SUpKYtiwYezYsQP4fY5rx44dzJgxg0uXLrF//362bNmCv78/n332GcuWLaN27do0bNiQkydPcvXqVW7dusWtW7f4+OOPWbNmjf1FyLQWD1pyTkRE/op/NCP6+LJQly5dIjk5GWdnZ1q3bk21atUICgoCoHXr1rRs2ZKoqCj27NljP0fz5s3517/+xYoVK4iLi6N69eps2LCBtWvX8sEHH3D8+HHmz5+Pg4NDpnnb32azYTKZMBgMXLlyBaPRSNasWdm6dSvjx48nOjqaLVu2AOkntf/Kz0cNDeVVYjabGTJkCCtWrGDdunXMmTMHDw8PfHx8qFGjBtmyZQMe/j5UrVoVFxcX5s+fDzzsa5aamsrPP/9MxYoVgd9/V/Lnz28/v4iIiIiIiMiL4Orqyr59+9JVFMXFxdG/f3+mT59OmTJlqFq1KmXKlGHo0KH07NmTIUOGANhftn7zzTfx8/OjcuXKREVFER4eTuPGjdNdR5VFIiLyV/ztsOjRZaFiYmLw8fHBz88PLy8v5s2bR5EiRQgMDCQmJoaIiAgA2rRpg4uLC2FhYfYvxIIFC1KmTBliYmKYPXs2AG5ubnh5edGjRw/+9a9/YbFYsFqtr/3b/o8+JFy7do1mzZrRqFEj2rRpw9atW8mTJw/BwcG4uLiwatUqLl68CPxeJWQ0Grl27RpLlizh7t27GTYOkWfNwcEBX19f3nrrLb777jv79vXr17Nz507Onz/PxIkTSUxMpFWrVtSrV4+QkBDmzp1LTEwMS5Ys4ddff6VevXrAk5VDeoAWERERERGRFyFt7qdx48bExMTYt7u5uREcHMyDBw9ISUmxb8+aNSudO3fG1dWV0NBQ8ufPz5YtW4iIiKBbt24sXLiQgwcPUqlSJaxWa6Zq2yAiIs/W305fHl8WqnTp0gwdOhSATz75hK+++opWrVrRpk0bRo8eDUDdunVp2LAhJ06csAdIAPfu3cPT05MDBw5w5cqVdNdJq7J53YMi+H0COzo6mhkzZpAnTx4mTpzI5cuXmTJlCjt37gRg+PDhfPPNN3z33Xf2n09qaioAixcvtveKEnmdNG/enJo1axIdHc1///tfWrRowQcffECnTp1wcXFh3LhxtG3blps3bzJmzBj69u3LlClTaNeuHePHj2fKlCn4+vpm9DBEREREREQkE0ub+zGbzSQkJJCQkGD/rEuXLjRo0IATJ05w8uRJ+/Z8+fLh7OxsPzZv3rw0aNCAHj160KxZM+Dhi8RGo/G1b9sgIiLPz99OYB5dFioyMpJ58+bRvn17Vq5cSbFixQgPD8dqtdKrVy9SU1P5+OOPAejQoQNvvPEGQUFBhISE0L9/f2JjY5k2bRpbt26lcOHC6a7zOn/JPb5sXHJyMgMGDKBLly4cO3aMmTNn0rZtWxYtWkT27NmZO3cuAP7+/lSvXp358+ezevVqpk6dSo0aNQAYNGgQ5cqV46effnrh4xF53gICAsiSJQvdu3cnb968nDhxgrlz5zJjxgxWrlzJ7t27+fHHH8mePTvjxo3jyJEjrFy5kri4ODp06AA82WNNRERERERE5EVJmwtq0aIFGzdu5NKlS8DDeTZnZ2d69OhBXFwcCxYssB9z9+5dkpKScHNzA9KvlpH2N67aDYiIyD/1t8OiR5eFioqKAh6+xeDu7o6LiwupqakYjUbeeOMNevTowZw5c7h69SoeHh4MHz6cgIAAIiIiOHr0KJMnT8bLywtHR0f7kmqvM5vNZn/j41FOTk68+eabGI1GUlNTKVCgAACVK1fmnXfe4cKFCyxcuBCAiRMnUrBgQYYPH86yZcvsYdzVq1fp1asXHh4eL3RMIi9ClSpVaNmyJZUqVaJp06YUKlTIXp5fsWJFUlNTefDgAfDw9yxPnjxUq1YN+L0v0escQIuIiIiIiMjL4Y9eVDQajdhsNurVq0flypWZOnWqfTvAu+++S82aNZk7dy7NmjXjo48+wtvbm7Jly9r/vn2U/sYVEZFnxWD7h6/ZDxs2jD179jB9+nTq16/P4cOHadGiBf369bMvP3f8+HG6d+9OmTJlWLZsmf3YGzdu2BvMp/VAykzi4+OZNm0auXLlolixYrz//vuYzWYGDRrEzp07CQsLo1atWgD8+uuvjBw5ksuXLxMeHk6BAgW4c+cOly9fpnz58hk8EpEX5/LlywwcOJCkpCQWLFhAkSJFABg7dizbt29nxYoVCktFREREREQkwzxtjutp2yIjI3n33Xf55ptv8PLysm8/evQoHTp0oESJEtSsWZPy5cvbV8sQERF5Xv5xI6CAgABy5crF/Pnz6devHw0aNEjXpwigbNmy9OnTh/DwcH744Qf79rSgyGKxZJqgKC2bW7RoESVKlCAmJoYjR44QFBTE0KFDsVgsdOnShYIFCxIWFmY/rmjRorRq1YoLFy4wZ84cAHLmzGkPijJDRZYIQJEiRfDz8yMhIYGvvvqKU6dOUbt2bRYuXMjQoUMVFImIiIiIiEiGSJubSZvj+u9//2uf23m8FQFAy5Yt6dixI7179+bYsWP27ZUqVaJFixaYzWaqV69uD4o09yMiIs/TP64sAggJCeHTTz/F2dmZ9evXU7FiReDhF2FaGe2FCxfYsGEDXbt2JUeOHP/0kq+0+/fv06pVK1q3bs2AAQMACA4OZtasWWzatIm3336bcePG8b///Y+RI0fSsmVLABITE4mIiOCdd96haNGiGTkEkQz14MEDBg4cyLJly7h//z69e/dm/vz5GX1bIiIiIiIiInz99decOXOG8PBwbDYbe/bswdXVNd08WRqbzUatWrUoXbo0PXv2pFGjRgDExcXRqVMnSpcuzbhx4+yraoiIiDwv/7iyCKBDhw7UqVOHcuXKUbhwYYAnevK4u7sTGBiYqYKitB4pj9u5cycXLlxgwIABxMTEUL9+fZYtW8ann36Kt7c38LBiq1ChQoSGhnL37l0AsmbNSo8ePShatOgfrn0rkhk4Ozvj7+9PYGAg586dswdFf/Q7JyIiIiIiIvK83bhxg4YNG9KrVy/i4uKwWCwcP36cWbNmAU/2FzKbzRgMBpYsWUKxYsXo1KkTmzdv5u7du7i5ueHn58e2bdvYt29fRgxHREQymWcSFhUqVIg2bdoQHx9PaGgoACaT6an7ZqaQw8HBgfv377NmzRoOHTpk3160aFGsVivt27fHy8uLihUrEhMTQ1BQECaTiRs3blCmTBnq16/P7du3OX/+fLrzZsb+TiKPa9SoEVOmTMHd3R2LxYLNZsPBwSGjb0tEREREREQygafNb23ZsoVr167xww8/8Omnn7Jt2zbatGnDsmXLOH36NAaDId1Scml/w77xxhtMnTqVDz/8kOjoaHs4NGDAABYsWECbNm1ezKBERCRTeybL0AEkJycTFBREVFQUy5Yto0qVKs/itK8Ui8WSLiRbv3493bp1I1++fPz6669Mnz6dPn36cO7cOXr27Mkvv/zCli1beOONN+zHzJgxg+TkZEaMGEFiYiImkwlnZ+eMGI7IK+FpZfwiIiIiIiIiz8Pjcz/w+0u948aNY+3atRw8eJAsWbIAsHv3bkaMGEHFihXtL1g/7tGXgh88eICTk5NeEhYRkRfumc2wOjk58e677/Luu+9mygbzNpvN/rAQHx8PwKFDhwgJCeHQoUOMHDmSCRMmsGHDBkqXLo23tzcuLi6cOHGCxMREHjx4wOeff86iRYtwcHDAbDbj6uqKs7PzU5sgishDCopERERERETkeUubm0mb+9m0aRPjxo1j165d9mAnMTGRPHnyEBcXZz/O29sbDw8P1q9fz3fffQeQrroI0i9P5+zsrKBIREQyxDOrLMqsHq1quHTpEl27duXu3bvkz5+fHDlyMH/+fHLlygWAj48Pzs7OhIaGYjQa+fTTT5k5cyaenp5YLBauXr1KSEgIAQEBGTgiEREREREREZHM7aeffuLKlSs0adIk3XaLxULPnj3ZtGkTJUqU4Ny5c3Tu3JmZM2cSExNDgwYNmDNnDp06dbIvM9e7d29WrlxJgwYN2LRpU0YMR0RE5P/ruTT4yEzLQhmNRmw2G99//z0REREULVqUOnXqMGbMGHLnzk18fLw9LBo/fjzt2rVj1apV9OvXj2nTptGyZUvi4+O5c+cOXbp0sZ83M/0MRUREREREREReJrNmzaJAgQLpwqLhw4fj4OBAvnz5OHnyJFmyZGHt2rX06NGDVq1a0bBhQ/z9/Zk5cyZWq5WAgADOnDlDQkICQUFBbNu2jR07duDj45OBIxMREXm655JGvO4hR1oxls1m4969e/Tq1Yvu3btz5coV5s2bR//+/Vm0aBEuLi6sW7fOflzdunXx9fVl5cqVREdHA9CgQQNat25tD4rMZjPw+v8MRUREREREREReVvPnz2fixIn2/5vNZlJSUpg0aRI3b94kd+7c5MyZk86dO9O2bVuGDBkCQEhICHXq1GHIkCHUq1ePqlWrUqFCBfz9/YmNjSU1NTWjhiQiIvL/pETibzAYDBw5coSEhASyZcvGm2++icViwWq1ki1bNgD8/PyoWrUqW7du5YcffrAf+/HHH3PkyBGOHz/+1F5EaSXKIiIiIiIiIiKSMUwmE3FxcdSvX5/Tp0/j4OBAYGAgFStWxGq1YjKZsFqtODg48NFHH3Hy5EkWLFhA9uzZCQkJYdu2bXz44YccOHCAcePGkZycjIuLC3ny5MnooYmIiDyVwqI/4fFQ5+effyYgIIABAwYA0KFDBxo3bsy5c+c4duyYfb/AwEDi4+PZuHEjycnJABQpUoR9+/bRr18/VQ+JiIiIiIiIiGSQu3fv8uDBAwBSUlKe+Dx//vycPXuWKVOmAODh4cGgQYMIDw/n9OnT9nkdT09PBg0axLBhw4iPj8fZ2ZmaNWvSqVMnihUrxp49e+jatSv169fnjTfeeHEDFBER+QuUVvwJj4c6bm5u9OzZk7179/LDDz+QLVs22rZtS+7cuVmyZIl9v5o1a+Lj48OaNWvYunWrfXvFihWBJ0MoERERERERERF5/nbt2kXt2rXZsWMHAI6OjthsNvbu3culS5cAcHJyYsGCBSxdupRvv/0WgDZt2lCnTh0+/PDDdOcbMGAAOXLk4PDhw/ZtV69epWPHjrz33ns0b96clStXkjVr1hc0QhERkb/GYEtrwCN2NpsNm81mD4liYmIYO3Ys4eHhZM+eHYCTJ08SHByM2Wy2B0HDhw9nz549jB8/3t6sMC4uji+++ILBgweTO3fujBmQiIiIiIiIiIjYpaam4unpiZeXF5MmTWLv3r107tyZ/Pnzk5iYyJIlS2jYsCGOjo6888473Lt3j507d+Lk5MSOHTvw9fUlMjKS5s2bY7PZMBgMPHjwAGdn53TX2bFjB56enhQsWDCDRioiIvLnqLLoMRaLBYPBgNFo5MCBAyxevJgDBw5w9uxZZs6cad+vfPnydOzYkVOnTrFixQoA/P39yZs3L1988YW9fNnNzY0JEyYoKBIRERERERERyWA2mw2z2UyWLFkYM2YM27dvZ9OmTXz55ZeEhISwefNmateuzfDhw9m1axcA06dPZ//+/fb5nwYNGuDn58f7778PPOxtDeDs7IzVauXR97J9fHwUFImIyCsh04ZFf7QEnMlkwmw2s2PHDry9vYmPj6dp06a0adOGlStXEhsba9/Xy8uLSpUqMWPGDKxWK9WqVaNGjRokJCRw/vz5P3U9ERERERERERF5/sxmMwaDAQcHBwDef/99PDw8GD58OGazmW7dulG6dGkiIiLIkiULa9as4ddff8XT05N+/foxceJErl+/jpOTE+PGjWPevHlPXMNoNNrDIxERkVdJpg2L0paYu3//frrtBw8exN3dnYiICObPn09wcDDu7u74+vpSsGBBJk2aZN/Xzc0NV1dXDh06xOjRowEYOHAg//vf/yhTpsxTryciIiIiIiIiIi9eWkg0f/58Nm3aBMC0adNISkrC0dHRvp+TkxN9+vQhKiqK7du3A/Dxxx/zyy+/MGPGDADKlStHhw4dXvAIREREnp9Mm2BcvHgRf39/Fi1aBMDatWuJioqiXLly5MmTh8WLF+Pu7m7fv3bt2rRs2ZLvv/+eLVu2AJCQkICrqyvvv/8+ly9fxmw2kz17dhwcHLBYLBkyLhERERERERERedLatWspXLgwCxYs4Ntvv+XBgwdUr16djh07cvLkSaKjo+379ujRg5IlS7Jx40aOHDlC7ty5+frrr+nfv38GjkBEROT5ybRhUZ48eXBxcSEiIoLq1avz3nvvcfv2bbJly8bkyZMBuHfvHvBwPVuj0UibNm1o1KgRvr6+/Pvf/6ZevXqkpqYybdo0wsLCcHBwsFcQmUymDBubiIiIiIiIiEhm9WjfoLS2AMePH2f8+PEEBQXx448/Mnr0aJydnQH46KOPSEhIYP369dy+fdt+nqCgIHbt2sXhw4cBaNasGcWLF0/Xk0hEROR1kanCokerfbJlywbA3r17MZlMpKSk4Ovri81mo0WLFjRu3JjPPvuMlJQU+1qzJUqUYNasWUyYMIHbt28TEBDA8uXLKVy48BPnFxERERERERGRF8NqtZKSksKYMWOIjY3FYDBw7949e/izatUqEhMTCQoKAiBnzpzAwz5GhQoVok+fPqxbty5ddZGPjw+RkZF069Yt3bXUk0hERF5HBlsmeB3CarViMBjsX+YHDhygUqVKLFu2jO+++44LFy4wefJk6tSpg8ViwWQycejQIWrVqsXy5cvta9DabDb7OdL2e/zfIiIiIiIiIiLy4tlsNkwmE0OHDsXBwYFJkyYxa9YsAgMDGTx4MGfOnGH9+vUYjcZ0czxpatSoQbFixZg9ezbFihV74twKiURE5HWWKSqLjEYjBoOBrVu3UrlyZbp160ZMTAw9e/Zk4MCBODg4sHDhQvtDhcVioVq1avTp04dx48Zx8+ZNIP2bIyaTyV7WrKBIRERERERERCTjJCcnYzAY6Nu3LzNnzmTp0qVs3ryZwMBAAJydnTl9+jQnT54Efp/juX79un3bwIEDyZo1q73q6FEKikRE5HWXKcIim83Gp59+SkBAAAEBAURERFC0aFEAqlatio+PD8ePH2fVqlXA7/2Gxo4dy+nTp1m+fPlTz5sWQomIiIiIiIiIyIv1aDsAJycnAE6dOkWuXLmoWbMmDRs2tH8+YsQI4uPjWbx4sf2lYIA1a9YwadIkADp16sTy5cvJkSPHCxqBiIjIy+O1W4buaUvC3b59Gz8/Pzp37kyPHj3s281mMw4ODpw/f57g4GCSk5MJCwvDZDKxdu1aunTpQkxMDDVq1HjRwxARERERERERkad4vDXAjRs3yJYtm70/dUxMDNWqVSMiIoJ27doBDyuDFi1aREhICMnJyXTs2JF9+/axb98+Jk+eTJ8+fbBarRiNRrUbEBGRTOm1CoseXT/2559/plSpUvbPChUqREBAAD4+PkRHR3Pp0iUOHz7MyJEj6dChA+vXr+fjjz/GYrEQGxtLkyZNWL16tf3NlLQHBhERERERERERyXizZ88mJCSE/Pnz4+DgwPLlyylevDgmkwk/Pz8uXrzIunXrKF68uP2Yn376iblz53Lnzh1cXFyYOnUq+fLly8BRiIiIvBxe2bAoKSkJV1dXLBYLBoPBHuTs37+f3r1789tvv1G9enW6deuGr68vK1euZOjQodhsNlq0aEHWrFm5ceMGu3bt4uuvv6ZChQrExsYSGRmJt7c3devWzeARioiIiIiIiIiIzWbDarXaq31u3rxJv379OHbsGKNGjaJUqVKMGzeO5ORkpk+fTo0aNbh27Rpubm5Mnz6dwMBATCYTx44dw9PTE4CUlBQcHR2Bh9VJajUgIiKZnUNG38BfZbVaGTVqFDExMWzZssX+oHDnzh0OHz7M6tWrad26NZ6ensybN48xY8ZQoUIF2rdvT+3atSlWrBiJiYnkyJGDmzdvUrp0aZKSkjCZTJQvX57y5csDTz6IiIiIiIiIiIjIi5W20ovJZOLChQsYjUZSUlIoVaoUEyZMoFy5cty7dw+TyURUVBTr1q3Dw8ODggULMnz4cCZOnEhcXBxRUVFcv36dw4cPkyNHDntQpLkfERGRh165ddUMBgMtWrQgNDTUvu3mzZsEBgbSpk0brly5wogRI3jvvfeYMmUK2bNnZ9SoUQCUKFECk8mEyWTi+vXrBAUF8eabb+Lh4ZHuGmnL2elhQUREREREREQk46StJLNmzRo8PDzYuHEjuXLlolevXpQrV47p06fj7u5OgQIF6Nu3L4sWLeLAgQMATJgwgQEDBnDy5Enq16/P2bNnyZEjx1PPLyIiktm9cpVFBoOBevXqAbB9+3aaNGlCvnz5aNSoEd9//z358uXD2dkZgCpVqtChQwcmTpzIrl27aNSoEatXr2b16tV8++23lCtXjrCwMAoUKPDENURERERERERE5MV6vGf0zp07Wbx4MaVKlWLdunW0atUKgLx587Jt2zaWL1/OwoULadu2LYmJiYSGhrJu3TpKly5NyZIlGTVqFFar1V5JZDabcXB45abDREREnruX+vWJ1NRU4OGDwuOOHj1Kq1atGDNmDADvvPMOTZo0YefOnVy9ehWALFmy0LRpU+rWrcvEiRMB8PT0pHTp0oSHh/PNN9/g7u7+1POLiIiIiIiIiMiLYbPZ7L2D4GFPIYBz586xZs0avvzyS+rUqWPf32q1snHjRvLly4e3tzcAGzduJHfu3KxYsYJTp04B4ODggKOjIzabDZvNpqBIRETkD7yUYZHVamXmzJkMGzYMeHpJcIkSJRg6dCihoaHcunWLQoUK4efnR/78+Zk+fbp9v5IlS9KuXTuio6MJCwujbNmyTJgwgUaNGgGkexAREREREREREZEXL60dwM2bN+nfvz+zZ88mISGB1q1b4+/vT1JSEvnz5wd+n8vJmjUrcXFx7Nq1ix9//JGlS5eyaNEi1q5di6+v7xPn10oyIiIif+ylTEmMRiMnTpwgOjqaPXv2AE9WF+XIkYP33nuPwoULM2jQIADeeustmjVrxubNmzl06JB9Xy8vL5YuXUqHDh3s22w2G4D6EomIiIiIiIiIvABpczF/tH3+/PmUKFGC8+fPU7RoUe7cuUP+/Pnp3Lkz9+7dY86cOcDDsAhg/PjxFChQgJEjR+Ll5UWRIkVo2rQpPj4+/8/riYiIyJMMtpfsmzM1NZUsWbJw9OhRgoODKVy4MEuWLMFoNGKz2dK9BZKamkpYWBhDhgxh+/bt1K5dm/379zN+/HisViubN29+4vyPn0NERERERERERJ6vR3sRRUVFkZycTM2aNcmePTsAly9fxtfXl/79+9OrV690x965c4cJEyawYsUKzp49i4uLCykpKTg6OnLnzh0uXrxIrly5KFasGKC5HxERkb/jpaosslqtZMmSBYDSpUtTv359zp07x1dffQU8+UZIWk+it956i+DgYABq1arFW2+9hcVisfcuepQeFkREREREREREXiyj0ciRI0d466236NatG2vXriU2Ntb+eWRkJDdu3KB58+b2bWl9hnLmzElAQAC5c+dmxIgRwO8rxeTMmRNPT0+KFSuGxWLBarVq7kdERORveKnCIqPRiNlsplu3bjRu3Jjo6GgOHTrE8uXLiY+Px2g0PrEcnbu7O3379uX48eN88cUXAPTq1YutW7dSqFChjBiGiIiIiIiIiIjw+4u/c+fOpUmTJlSqVImNGzcSFBRE9erV7fs5Oztz//59ihYtCmAPfdKCnypVqtCrVy9mz55NbGzsU9sKmEwm9aUWERH5mxwy+gYeFxwczKFDhwgNDcVisRAWFsamTZtYvHgxwcHBT/3Sr127Nq1bt+bcuXMA5M6dG3i4hq16EomIiIiIiIiIZAyDwcC9e/dYvXo1o0eP5sMPP3zqfmXKlCF79uz85z//YcCAAfaQ6O7du3z//fd4e3vTunVrjEYjxYsX11JzIiIiz1iG9Cyy2WxYrdYngpzU1FTq16+Pt7c3U6dOBSAlJYWePXty8eJFPv/8cypUqJBunds0SUlJuLq6vrAxiIiIiIiIiIjI/9/27dsJCAhg586dVK5cGYBffvmF5ORk7t69S7ly5ciSJQsjRoxg5cqVfPPNN7i5uZEtWzamTZvG/v37+eyzz3B3d8/gkYiIiLy+MqSyyGAwYDKZuHXrFomJibi5uWE0Grl+/TpJSUmULl0aeBgqOTo60q5dO3r37s3SpUuZMmXKU6uL0oKipwVJIiIiIiIiIiKSMerXr8+DBw+YOXMmzZs3Z8OGDfz6669cv36dU6dOUbNmTZYtW8Ynn3xCbGws9erVo0yZMiQmJnLz5k3mzZuXLihSVZGIiMizlyGVRQBBQUGEh4dTsGBB6tSpw4wZM8iRIweNGzfGwcGByMjIdJVCxYoVI3v27EybNo0WLVpkxC2LiIiIiIiIiMjfsGrVKj7//HMOHTqEl5cXb7/9NmXKlAHgo48+Infu3GzevBmAjRs3cvr0aVxdXenfv39G3raIiEim8cwri9Le7rh8+TLly5dnw4YNeHl52T/fvn07uXLl4uzZs0RGRvL999+zYsUK+vXrR3h4OFOnTqVWrVp8+eWXdOzYERcXF/bs2YO7uztZsmSx9yUSEREREREREZFXg7+/P++88w4mk4msWbNiNptxcHg4LbV+/XoOHjzI9evXKVCgAC1btqRly5b2Yx/dV0RERJ6P51ZZlJKSwr59+2jQoIF92/79+/H29iZXrlxMnjyZrl27YjabWb16NR07diQqKoo6deowaNAgNmzYQMmSJfHx8SE0NJQePXrQqVMnihYt+jxuV0REREREREREXrB79+7Rrl07qlWrxsSJE5/4XEvOiYiIvBjPvLnPgwcP6N+/P1evXqVBgwbcunXLXkZcokQJBg8eTHx8PG+99RYADg4O+Pj40KJFC/r06QPAzJkzmTJlCvny5SMyMpLevXszbNgwe1BktVqf9W2LiIiIiIiIiMgLcPfuXW7cuMHOnTt5++23uXbtGv7+/k/dV0GRiIjIi/GPKousVitGY/q8KS4ujjJlyjBhwgSGDBnCpEmTGD16NDdv3iRPnjwcPHjQXnr8+eef298Q+fbbb2nRogWzZ8/mgw8+sJ8fsF/jadcTEREREREREZFXw+3bt2nfvj0AR48epX379oSEhGTsTYmIiMizWYbu3r17ZMuWDYD4+Hj69OlDlixZWLJkCbdv36ZJkyZUq1aNsLAw7t+/z8KFCxk9ejQ//PADFSpUACAxMZFBgwYRGhpqD4nSgiSLxYLJZPqntykiIiIiIiIiIhls27Zt/PLLL7Rq1YoiRYoAaO5HREQkg/3tsMhms3H79m1at25Nvnz5WLt2rf2zwYMHs3v3br7++msKFy7Ml19+yfvvv8+BAweoXr06sbGx9OvXDycnJ/sSdQA///wzly9fti9RJyIiIiIiIiIiry+LxYLRaNRycyIiIhnsT4dFaUvAPboUXEpKCsWLF+f69euMGTOGPn36UKRIEY4dO0blypXZv38/NWrUICEhgY4dO3Lnzh327t2L1WolMjKSbt26ERoaai8/FhERERERERGRzCFtRRkRERHJeH+6AVBaQJScnAw8DI/u379P7969ad++PdHR0cybN49Lly7h6elJpUqVWLRoEQC5cuVi1KhR/Pjjj0RERGA0GqlVqxa+vr6cOXPmOQxLREREREREREReZgqKREREXh5/urLo/v37dOnShYsXL/LNN9/g6uoKwPDhw3F1daVKlSqsWbOG5ORkIiIi6NevH+fPn2fJkiUUKlSI5ORk/s//+T+EhYVx584dDAYDSUlJ9vOIiIiIiIiIiIiIiIjIi/enK4tcXFz497//zc8//0xQUBAnTpwAoEGDBixcuJBmzZoxefJkdu/ezdy5cylYsCCXLl0iPj4eACcnJ/r27UvZsmU5ffo0gD0oslqtz3pcIiIiIiIiIiIiIiIi8if86bAIwNvbm0WLFhEVFcWYMWNITU3F19eXXLlysXDhQooUKUJ4eDgbN27k7t27nDhxggsXLtiPr1ChAgcOHKBcuXLpb8L4l25DREREREREREREREREnpG/nNL4+fkxcuRIjhw5QpcuXfjtt99o3749P/30E8nJyTRu3Jju3btz8eJFABYvXvzEOSwWyz+/cxEREREREREREREREfnHHP7OQR06dKBQoUK0aNGCkiVLcv/+fQDi4+MpXLgw7733HuXKleP+/fuMGDHiieNNJtM/u2sRERERERERERERERF5Jgw2m832dw+eN28e4eHhmM1mLl26RHR0NMWLF8disaQLhGw2GwaD4ZncsIiIiIiIiIiIiIiIiDw7/6hZUL9+/ejcuTMWi4UrV67w5ZdfAukrhywWi4IiERERERERERERERGRl9TfrixKqxZKSUlh69athIWF8fnnn1OwYMFnfY8iIiIiIiIiIiIiIiLynPyjZeieRkvOiYiIiIiIiIiIiIiIvDr+0TJ0j9OScyIiIiIiIiIiIiIiIq+WZ15ZJCIiIiIiIiIiIiIiIq+OZ1pZJCIiIiIiIiIiIiIiIq8WhUUiIiIiIiIiIiIiIiKZmMIiERERERERERERERGRTExhkYiIiIiIiIiIiIiISCamsEhERERERERERERERCQTU1gkIiIiIiIiIiIiIiKSiSksEhERERERERERERERycQUFomIiIiIiLzEvL29GThwYEbfhoiIiIiIvMYUFomIiIiIiIiIiIiIiGRiCotEREREREReUt26dePbb79l1qxZGAwGDAYDZ8+epUePHnh4eODi4kLZsmWZNWtWuuPMZjMffvghuXLlIm/evAwbNoyuXbvi5+dn32f16tV4enri4uJC3rx58fHxITEx8QWPUEREREREXgYKi0RERERERF5Ss2bNok6dOvTq1YsrV65w5coV3NzccHNz46uvvuLEiROMHTuWkSNHsmrVKvtxU6dOJTw8nCVLlhAVFcVvv/3GunXr7J9fuXKFgIAAunfvzsmTJ9m9ezdt27bFZrNlwChFRERERCSjGWz6a0BEREREROSl5e3tTZUqVQgJCfnDfQYMGMDVq1dZvXo1AIUKFSI4OJjg4GAALBYL//rXv6hatSrr1q3j0KFDVK9enfPnz+Pu7v4ihiEiIiIiIi8xVRaJiIiIiIi8YubOnUv16tXJnz8/2bJlY8GCBVy8eBGAO3fucO3aNWrVqmXf32QyUb16dfv/K1euTOPGjfH09KRdu3YsXLiQhISEFz4OERERERF5OSgsEhEREREReYVEREQQHBxMjx492LZtGzExMXzwwQekpKT86XOYTCa2b9/Oli1bqFChAnPmzKFs2bKcO3fuOd65iIiIiIi8rBQWiYiIiIiIvMQcHR2xWCz2/0dFRVG3bl369+9P1apVKVWqFGfPnrV/njNnTgoWLMiBAwfs2ywWC4cOHUp3XoPBQL169Rg3bhyHDx/G0dGRyMjI5z8gERERERF56Thk9A2IiIiIiIjIHytRogT79u3j/PnzZMuWjdKlS7N06VK2bt2Kh4cHy5Yt48CBA3h4eNiPCQwMZPLkyZQqVYpy5coxZ84cEhISMBgMAOzbt4+dO3fStGlTChQowL59+7hx4wbly5fPqGGKiIiIiEgGUlgkIiIiIiLyEgsODqZr165UqFCB+/fvc+rUKQ4fPkz79u0xGAwEBATQv39/tmzZYj9m2LBhXL16lS5dumAymejduzdvv/02JpMJgBw5crBnzx5CQkL47bffcHd357PPPqNZs2YZNUwREREREclABpvNZsvomxAREREREZHnx2q1Ur58efz9/ZkwYUJG346IiIiIiLxkVFkkIiIiIiLymrlw4QLbtm3Dy8uL5ORk/vOf/3Du3Dk6duyY0bcmIiIiIiIvIWNG34CIiIiIiIg8W0ajkbCwMGrWrEm9evU4duwYO3bsUE8iERERERF5Ki1DJyIiIiIiIiIiIiIikompskhERERERERERERERCQTU1gkIiIiIiIiIiIiIiKSiSksEhERERERERERERERycQUFomIiIiIiIiIiIiIiGRiCotEREREREREREREREQyMYVFIiIiIiIiIiIiIiIimZjCIhERERERERERERERkUxMYZGIiIiIiIiIiIiIiEgmprBIREREREREREREREQkE/u/bMzaG3TOUX4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "instrument_counts=dataset.get_instruments_distribution('train')\n",
    "print(instrument_counts)\n",
    "# Transform the Series into a DataFrame\n",
    "df = pd.DataFrame(list(instrument_counts.items()), columns=['instrument', 'Occurrences'])\n",
    "df=df[df['Occurrences'] > 40]\n",
    "df= df.sort_values(by='Occurrences', ascending=False)\n",
    "df.plot(\n",
    "    x='instrument',\n",
    "    y='Occurrences',\n",
    "    kind='bar',\n",
    "    xlabel = 'tags',\n",
    "    ylabel = 'occur',\n",
    "    title = 'Occurrences per instrument for the train set ',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2.2 Test set: \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Brass instrument': 10, 'Harpsichord': 3, 'Steel guitar, slide guitar': 46, 'Didgeridoo': 40, 'Drum machine': 52, 'Drum': 11, 'Theremin': 39, 'Hi-hat': 1, 'Clarinet': 1, 'Guitar': 209, 'Strum': 41, 'Banjo': 47, 'Steelpan': 43, 'Maraca': 27, 'Acoustic guitar': 68, 'Trombone': 1, 'Violin, fiddle': 7, 'Orchestra': 11, 'Sitar': 35, 'Electric guitar': 92, 'Wind instrument, woodwind instrument': 1, 'Marimba, xylophone': 11, 'Drum kit': 8, 'Percussion': 17, 'Mandolin': 50, 'Flute': 1, 'Trumpet': 3, 'Pizzicato': 1, 'Keyboard (musical)': 7, 'Snare drum': 1, 'Vibraphone': 29, 'Cello': 2, 'Bell': 19, 'Ukulele': 42, 'Scratching (performance technique)': 41, 'Tubular bells': 1, 'Drum roll': 1, 'Glockenspiel': 1, 'Electric piano': 1, 'Bass guitar': 42, 'Bowed string instrument': 13, 'Tabla': 3, 'Church bell': 1, 'Rattle (instrument)': 35, 'Synthesizer': 39, 'Piano': 10, 'Tambourine': 30, 'Plucked string instrument': 172, 'Cymbal': 3, 'Timpani': 33, 'Musical instrument': 294, 'Saxophone': 2, 'Accordion': 4, 'Tapping (guitar technique)': 42, 'Sampler': 46}\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "instrument_counts=dataset.get_instruments_distribution('eval')\n",
    "print(instrument_counts)\n",
    "# Transform the Series into a DataFrame\n",
    "df = pd.DataFrame(list(instrument_counts.items()), columns=['instrument', 'Occurrences'])\n",
    "df=df[df['Occurrences'] > 20]\n",
    "df= df.sort_values(by='Occurrences', ascending=False)\n",
    "df.plot(\n",
    "    x='instrument',\n",
    "    y='Occurrences',\n",
    "    kind='bar',\n",
    "    xlabel = 'tags',\n",
    "    ylabel = 'occur',\n",
    "    title = 'Occurrences per instrument for Test set',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 Number of words in Captions "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Caption writing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ARUdHU3JyspRbX7b27NlD9erVo+nTp1OnTp1o0KBBwvp/06dPl+9YgJXKixcv4OHhAS0tLbRq1Qq6urrw8vKSeM2AAQMwd+5cAMCVK1fwv//9DyoqKhg4cCAAICsrq8LbXV4Ki0e/fv2E59u0aQNjY2N4e3vDxcUFNWrUwL59+zBjxgy4uLggPj5eiq0vW+/fv4ePjw80NTUxZcoUjBkzBoaGhhg0aBCSk5MBAHPnzkWjRo1Qp04dVK1aFX5+fgAAX19fdO3aFVlZWXKTH5mZmUhLS0Pr1q3Rtm1bmJiYCM9lZGQAADw9PXHhwgUkJCSgbdu2qFSpEvT19REcHAxAfvaV4mIBAH5+fgqTF8XtJykpKcLrFCU34uLi4ObmBjU1NUydOhXZ2dkFXqMofcrXYuHm5qYw/QkAJCUloUuXLpgwYYJQM/ObOHEi1qxZg+TkZLi7u6Ny5cpQVVXFtm3bAKDI98mir8Xj+PHj6NSpExo0aIDq1asL+8zRo0dhbW2Np0+fVnSTy8WTJ0/g5uYGVVVVeHp6wtDQEKdOnQIAYZ9RlJoBFB6PkydPCs8rUt1ITExE//79IRKJMH36dACSf+v58+fD0NAQLVq0gL29PapWrYqtW7ciNDQUmpqauHr1qrSaXi727dsHPT09LF26FDdu3MC6desgEolw+/Zt4TWTJk1SiBpaVCxu3rwJAAgODlaI+im2bds26Orq4tdff8W+ffvg4+ODSpUqITg4WPibT5gwQSFyo6hYHDt2DABw+vRpdOzYUSFy4+XLl2jatCnmz5+PV69e4eDBg3BxcYGLiwtevXoFANi5cydGjhyJ2NhYNG7cGDVr1oSOjg6GDx+Ot2/fAkChx/KyKDAwEIaGhujevbvQV+b9bomJiahduza+fPkCIOd3a7Vq1aCqqoqzZ89Kpc3lpbD+Nf/f+bfffsOQIUMAANHR0WjYsCGUlZWFc4XydOxVWG6I80B83Ong4ICxY8eiZs2aaNOmDSIiIuDk5IQFCxZIs+llriR1Y/Hixejbty/s7e3xxx9/CO+tWbMmjhw5Iq2ml6mPHz9i/PjxqFevHjZt2oSkpCScOHECRkZG2LFjh/C6ZcuWyW0seJClFC5dugRzc3MMGDAAcXFx+PTpE9atWwcrKytcuXJFeN2oUaNw5MgRjBs3DioqKnBwcICdnR0WLVokxdaXveLiceHCBQDAs2fPsHHjRvTq1Qvjx4/HixcvAABbtmyBmZmZNJtfpjIyMrB161a4u7vj0qVLwvZNmzbB2dkZd+7cAZBzsj0pKQmnTp2S6GgHDRoEV1fXCm93efv06RNsbGwQEBAAc3NzzJ49G0DOQcbHjx9hbGwMd3d3VKlSBb169cKOHTvg7u6On3/+WcotL3tFxQJQnLz42n5y//59AFCY3Dh79ixEIhF+/PFHJCQkFPqarKwshehTShKLp0+fKkR/Inbq1CnUq1cP79+/BwCsX78e/v7+OH36NICcutGnTx+YmJigSpUq6NatG0JDQ+Hj46NQ8QgJCZF4Xd4TqEDOieU6derg8+fPFdbW8rJ8+XKIRCJ4eXnh9evXAAAdHR2sWrUKQO5JP0WoGcDX4wEoznHoixcv0KNHD7Rp0wZeXl5o1KgR7t27ByD3xMenT58QFhaGmTNnYtasWcKP//Pnz6N+/fqIi4uTWvvLWnp6Ovr27YuRI0cK25KSkmBpaSn8ZsvIyEDv3r3lvoYWF4uLFy9KvFae66fY58+f0b59eyxZskRiu7u7O+zs7HD58mUAUIj+tbhYNGrUCNevXxe2KUJuHD9+HCoqKhK18OTJk3B2dhZOlAcGBkIkEkFJSQmDBw9GamoqduzYgXr16sHf319aTS9T2dnZ2LJlC6ytreHi4gJHR0eJk6Fi9+/fR9++fXH27FnY29ujZs2aaNasGZo3b47IyEgAOceqsq64/jUzM1P47b5p0ybhAkIVFRW4u7ujWbNm8PDwkGbzy9TXckMcixMnTmDWrFno1KkTdu7cKTxvaWmJpUuXVni7y1NRdcPJyUm4+Dw7Oxvp6ekS7zty5Ahq166NGzduVGRzy018fDxWrFiBM2fOSGy3t7dHYGCgxDZ5jQUPspRCTEwMVq9ejVevXgkj16dPn4a7u7tEori6ukIkEqFx48YICQlBWloaxowZg0aNGkmcWJR1JY0HILkjpaenY9CgQejSpQsyMzPl5mqPTZs2ISAgABkZGcIBxe3bt6GsrIwHDx4AKPwKhkePHsHBwQF79uyp0PZWhMuXL6Nz585ITU3FrFmz8MMPPwixyc7Oxs8//ww7OzsEBQUJ75kyZYrEj2B5UVwsPnz4UOD18poXJdlPAMDb2xuNGzeW69x4+fIlatasiQ0bNgAAAgIC4Ovri+nTp+P8+fNITU0FADRv3lzu+5SSxgJQjP4EAJYuXYqOHTvi+fPnMDY2hpOTExwdHaGkpCTc7bZ27Vo0adJEuMMLyBmM0NDQwKFDh6TU8vJRXDwWLFggXEGaV0JCArp06SIXgwsZGRnw9/eXuNvg/fv38PDwwKBBgyRe26pVK7mvGd8SD0Ax6sYvv/yCM2fOICwsDG3atBHuXMov//ddvnw57OzskJSUVBHNrDA2Njbw8fERHi9ZsgTW1tYICAgQ7uBYtWqVQtTQ4mKR/+S5mDzVz7xSUlJgYGCANWvWAMitDe3atYNIJMLYsWMBACtWrICjo6Nc58bXYjFhwoRCf6PIU27krYdBQUFo1KiRxIm+9PR0bNq0CZqamrhy5QoeP36MOXPmICIiQuJzmjZtii1btlRUs8vd4cOHMWvWLLx48QJdu3ZFt27dcPfuXQC5AyePHj2CSCSCSCSCt7c3kpOTceHCBbRs2RKenp7SbH6ZK0n/Om7cOIhEIjg7O+P48ePIysrCoUOHIBKJsG/fPim0unwUlxtF3eGXnZ2NO3fuwMDAQC5i8S11I3+t+PLlCxISEuDl5QUvLy+ZH4jMe37zxYsXErGZPXs2dHV1MWrUKBw6dAiJiYkS75W3WPAgSymkp6dLXK0RHh4OIyMjNGrUCN7e3ti1axeAnCvCduzYITH1zcmTJzFixAg8fPiwwttdXoqLx9ChQxEQEAAgtwh9/PgRHz58wJ9//gkTExP8/fffUml3WRN/v7S0tALPBQUFwcLCAu/evZPYnpaWhitXrmD16tUwMjKCu7s7Xr58WSHtrUj37t2DnZ0d0tLS8OTJE7i4uKB169Zo164djh49iqSkJGE/ERfox48fCx21PCkqFu3bt8fRo0cByHdelGQ/EU+rB0BhcmP16tUQiURo1qwZGjRogGHDhsHY2Bjm5uaYMGECAMXpU4qLxaRJkwDIf38C5H5H8ZVR06ZNwy+//IL09HSkpqbijz/+gLa2tnBLdf6rSD99+iRXV6SXJB46OjoSJ73Onz8PPz8/GBkZwcHBAbGxsVJqfdnIf1I872MPDw/07t0bQO6P24iICPj7+8ttzShpPPJf2CKvdUP8PT99+iRsW7FiBczMzHD8+HEABa8mfvfuHZ4/f469e/fC0NAQK1eurLgGlzNxPgQEBEAkEsHT0xMmJiaoVasWBgwYAGdnZ2hrawvHXvJcQ0sSi9q1a+Pw4cPCe+Stfub3+vVr9OnTB127dhWmuTl37hx69uwJX19f1KhRQxhw/Pjxo8R75Sk3gK/HQlNTU7hLMCsrS25yIyQkBAsWLBB+n4vr49WrV1G/fn3s3LlTov+IiYlBx44dMXToUACSfY74vfJwR0/e75yamir8ZgsKCoKdnR1+/fVXidemp6dj+/btCA8Pl/icmTNnYvny5XIxPVZJ+ldxnN6/f4+AgACJgcn4+HjMmTNH4q4wWfQtuZFfUlISEhMTMXjwYLRq1UpmL+goTd3w8PDA4MGDhW1hYWGYMWMGNDU10axZM5k9Js8fi/z7elpaGho3boy6deti0aJF6NevHxwcHCSW2Th//rxcxCIvHmT5TkFBQdDR0cHIkSOxa9cuDBs2DEpKSsJV1/LQqXyLwuKhrKwsxCM5ORmHDh2Co6MjatSogfXr10u5xaUjPqgq6d939erV6NKlS4Ht79+/x/bt22FtbS3TP2y/dvXn1q1b0bVrVwDA8+fP0bhxY1SqVAkdO3YEID/7SUny4muxAHLuaJGHvAC+bT7ivPuJvFxRXFLp6elwd3dHz549hQG1tLQ0LF++HFpaWnJz1XlJFBcLbW1tIRbv3r2Ti/7ka27dugUnJyeIRCJs375d4rmmTZsKB+3yUkfF36Oo71PSeGRnZ+Py5ctwcXERrs6VR+Ifd8uXL4eenp6UWyN9X4tHSkqK3NSN4vpJ8f4THR2N3r17w83NrdD3RUREoHHjxtDS0pKYXk3e3Lp1C0uXLoWzs7MwVRyQs2Zkjx49kJWVJRfHHV+rn0DxsejZs6cQB0WonwcOHICNjQ1MTExgb28PFRUVLF68GG/fvoWmpiYOHDgg7SaWma/lxtdi8ddffwmvlfXcePPmDYYPHw6RSARDQ8NCZwvo0KEDXF1dC6w1M2bMGHTt2lXiZLs8CA4Oxs8//ywxmFaYYcOGoU2bNsWutSJ+b/4ZTeRFcf2rrF+BX5jS5kbePjU2Nhbz5s2DpqYmnJycEB0dXf4NL2NlUTfEA/ZxcXFYvHixxIUNsqQksRDnyfXr1yUu9lq5ciXs7OyEC2ZlPRaF4UGWbyQunHkPVJ48eSLxmm7duqFz584V3rbyJL6dPr/SxOPWrVvYsmWLzHa8CxYswNq1awtsL65Tbd68OebMmSM8/vjxo9DxJCcny+zJsZiYmEJ/lOaPxZ49e+Dr64spU6agSpUqaNmyJdq0aQMXF5eKamq5K2lelDQW79+/l9m8AEqeG3nl30/y/oCRh5Mfhckbj5iYGERFRQHI/b6xsbFo0qRJgXmyZdnX+hOg5LGQ9f4kMjKywBWyACSmLvr48SNmzpwJkUgkXHEvXlth/PjxcHR0rLgGl7OZM2di2rRpBbZ/TzxkuY4Wpqgaum3bNlhaWgrzn8ubktSNvIqLh6zXjfxXC4vlnYY1r127dsHKygrr1q0Tnhe/JiMjA3/99ZfMxqK4Gppfhw4dMG/ePAAQfvDPnTsXenp6ElNRyqri6md+JY2FLNfP4nIj7+/WBw8eYN26dfDz8xMGnZ49ewZDQ0Nh7TNZV1xulDYWspwbR48eRcuWLbFz5060a9cOXl5ewvkL8fFETEwMVFRUsGzZMok7EiZPngwzMzO5+V2SlJQEX19fVKlSBbq6ukWukyH+e9+6dQsODg4YP368sH+Ja4w8DjCIlbR/Lew1sqosckN8Z/W7d+8QGBgoMf23rCmLuiHLdTOv4mJR1HcU58LixYuho6MjcZGHvOFBlnwOHjyIiRMn4s8//5S4DTgjI6PA7XFAwYL77t07ODg4YMyYMRLbZdXOnTuhpaWFiRMnSvwAy8rK+uZ4yHosdu3aBU1NTZiamhb40Z43FseOHZM4GfD06VNoaWkJo7VLly6Fvr6+MD2BLNq3bx8MDAxgZmYGR0dHbN26VXgu7xycR48exdOnT7Fy5UqIRCLY2dnh4MGDyMrKwokTJ1CpUqVCByZkSUnzQhFiAZQ8NxRhPwG+vU8REz/37NkzVKtWrdCFJmXNt/YneZ8H5CsWf/31F+rWrQtjY2M0aNAAixYtEhZyz7uf7Nu3Dzdv3sSzZ8/QokULNGjQQLi7JzU1FW5ubjJ7JWle4jpqZmZWYAHmvLmhCPH41pohzpfw8HBUqVIFd+7cASD7x59i31o35Dkeu3btgpaWFjw9PQucCM8bC/EFCuJ4JSQkYNSoUXBwcMC9e/fwyy+/YNmyZRXb+DJW0hp64MABhIWFAQB69eqF7t27C899/vwZHh4ehZ58liUlrZ+KEAvg23JDPEd+/vpw6NAhGBsby+w0WGLfkhvyHou8EhMThalW9+3bBzs7O4mZA8R5MmPGDFhaWmLBggX48OEDEhIS0LFjR8ydO1cq7S4P58+fh4uLC7Zv3w4fHx+0atUKt27dAlDwZKk4N+bNmwdnZ2ccPHgQN2/exPDhw4tcg0NW7N+/H97e3li1apXElNT5j70UoX8V49yQxHUj19diUZT4+Hh4enrKxbFGcXiQ5f9LTk5Gjx49oK2tja5du0JfXx/GxsYSCxcBQFRUFNzc3PDbb78V+jl79uyBk5MTzp8/XwGtLj+3b9+GnZ0dtLS0sGLFiiJfpwjxeP78Odq0aYMqVaoUu5BdZGQkmjVrhnr16uHkyZPC9tDQUDRv3hy7d++GhYUFateuLXHLtawJCQmBgYEB1q1bh+DgYEycOBEqKirYvHmzMA/t9evX0axZM9SpUwdhYWHCwrR559588+YNfv31V5w7d05aX+W7fGteyHMsxL4lN+R9PymrPmXt2rVo0aJFgduOZUlZ9SfyEAsAuHTpEszNzbFq1SpcuXIFy5YtQ/Xq1TF9+nRhTltx3dDU1ERgYCCAnPWcGjRoAGNjY3h6esLS0hJNmjTB/fv3pfl1vktCQgI8PDygrKyMbdu2Ffm6W7duyX08vrVm5L+77cOHD9DX15fp6a/y+ta6Ic/xuHv3rhCL33//vcjXRUVFwcnJCRMnTizw3JEjR1CnTh0oKyujRo0awo9jWfQtNVRbW1tYp2nTpk3C/rVgwQLY2trC1ta2yLuk/uu+tX7KcyzEvjU38q7H9OHDB9y/fx9Hjx6FiYkJJkyYILNXHZcmN+Q1FiXRt29fdOzYEVevXgWQewI9MzMT8+fPh6amJpo0aYLatWvD3t5eLtYMyEt8QduZM2fQokULjBs3rtDX5b2I1sXFBbq6ulBSUkKnTp3w+fNnmbuYITs7GykpKRgwYAC0tLTg5eUFCwuLAvsDoDj9a36Kmhsloeh1I6/8scjbX8THx+PixYtYv3496tWrh9atW+PRo0fSamqF4EGW/+/06dNo0KCBcJXGhw8f4ODggA4dOghXdnh7e6N69eoYNWoUEhMTAeQUlGvXruHAgQPo0KEDatasKfM/6CIiIqCuri4x5UZ6errEzvLlyxf4+PgoRDyOHTsGTU1NLFiwAEDO2gD79u1DWFiYUCxfvnwJQ0NDjBo1SlgwUGzOnDkQiUSoWrUqZs+eXeHtL2vz5s2Dvb29xBWlo0aNQpMmTXDo0CGkpKTAwMCg0FjIk3/++ee78kKe5L16pbS5IW/7yff0KVeuXMG+ffvQoUMHaGlpFVh3QpaEhYV9V38iT7EQ27BhA/T19SXmp124cCGcnJywevVqZGZmwtXVtdD95NGjR9i+fTt8fX1lfr0mICc/LC0t4ePjAyCnjm7duhVBQUHCnYFv3rxBixYt5DYe4voZEhJSqpoh9vLlS+jo6GDhwoUyfzLs+vXrqFq1aqnqhpi8xOPWrVswMjKCiYmJsO3Lly/CYrNATmymTJkCdXV1jBo1Cq9evRKey87Oxo0bN+Do6Ihq1arJ9Lor4rvlS1tDU1NTsXv3bvTp0wdt27YtcuoTWREeHl7q+ilvsRDv4+vXr/+u/tXJyQna2trCsb2sKou+VR5i8bUTu+Irz8PCwtC4cWPMmDFD2JZ36qs7d+7g0KFDcrVmQFGmTZuGpk2b4sSJEwAKTgH2/v17rFy5EpUrV4aLi4vMrxl59epVGBsbC1MUA0D37t3RsmVLYVB60qRJct+/loQi5UZxtUPR6kZpYyF2+fJldOvWDVZWVsVemCxPFHqQJW/C+Pn5oXHjxkhOTha2RUVFwdraWhixFl8Vk/8zduzYAXd3dwwbNky4HVkWiQ9Q09LS0LFjRwwdOhTPnz/Hxo0b4eHhga5du2LixInC/IJLly4VRivF5CkeeQ0bNgwdOnTAzz//DH19fTg7O6NWrVqoV68eTp06BQDCYmD5LVy4EFOnTpU44Jcl69evx8aNG4XHffr0QZ8+fQDkjtgnJSWhefPmGDBgAD5//iyxH8mT9evXSwwa+vj4lDov5FHfvn1LnRuyvp8AwPHjx4X/9vPzg729fan6lE2bNsHFxQVDhgyRmM9Vlojn3P3e/kQeYnH06FGJaZ9++eUXuLu7C3d3ATkn1Pv37w83NzfEx8fLxfoARRFPnSj266+/olmzZvDy8oKhoSGaNm2KunXrQlVVVbgCV1b/9l+zfft2LF++HEDpj0Pz2rp1q0ReyZpt27Zh3bp1yMzMhIeHR6nqRl6yHg8g5wfs6NGj4eHhgdu3b2Pz5s3CWm59+vTBs2fPAAD+/v64fv16oZ8xatQo9O/fX2b3o7dv30o8njJlynfV0KysLJmdviR/LBYsWPBd9VOWYwHkDDTlHSCYNm0a3NzcSp0bwcHBMnscGh4eLkyfCeQcVzs7O5c6N2Q5Fs+fPy90e3FrhkycOBGurq7CsXxMTEy5tE1avjbgJI7NrVu30LFjR3h5eQnrTOR1/fp1iEQibNq0qVzaWVHE8fD394exsbHEcen9+/fRoUMH9OjRA1++fMGePXtw7dq1Qj9H1vtXcRyKyw9FyY1FixYhODi4wHZFrBtlHQt5XS+yKAo5yBIUFIRevXrB19cXu3btAgBs3LgRtWvXFl4jTqBZs2bB1ta20Omu8t4W9+bNmwpoefnIG4+dO3cCyDmwMjExgZ6eHiwtLfHbb79h0KBB0NfXh5ubW6GDJ/IQj5CQEIwZMwa///67xOj79evXYW5uDnt7ewQEBODFixe4ceMGfvrpJ9SvX7/QeWrFg1ayupgokDMPr0gkQvv27YV5nDdu3Ijq1asL+4j4+23evBkmJiY4e/as1NpbngqLxdWrV785L+RBUfvJ5s2bvzk35GE/OXz4MPT09GBnZyfUvlWrVkFXV1d4zbf0KUlJSTI7OJc3FuIrywMDA2FmZlaq/kSWYxEUFAQjIyNYWFjg1KlTwiKQR44cQdWqVYVbpcW5cfjwYdjb2xc7tYcsKyoeDx48QLt27WBjY4Ndu3YhMTERCQkJmDp1KurXry8MWMuTw4cPo27duhCJRBg4cCAAYPny5d9cM8RkfRqGvPEYMGAAgJy1ab61bojJcjxCQ0MRHBwsceI7LCwMLi4uqFGjBqytrbF69WpMmzYNlpaWsLe3x+3btwv9rLwXT8miI0eOoHnz5mjTpg0mTJggDKgdOnRI4Wpo/liIT/hFR0crXP0Eco5DjYyM0LBhQxgaGmLgwIF4/vw5QkNDoaKi8s25Ics1o7BYPHz4EK9fv4abm9s354Ysx2LLli0wMjKCjY0NevTogX///Vd4Lu/JwZMnTwoDMeLtT548gaurKwYOHIgRI0agUqVKMr1It1hsbGyhf9PiTpauXLkSTk5Owrqa4rXNZF1h/euePXugo6MjXAwljtWmTZuE3/eFkfX+Fcg5viysJipabmzYsAFqamqwtbUVFm8Xy3sntCLUjbKOxbFjxyqu8f8hCjXI8vz5c3h4eKBWrVoYO3YsevbsCVVVVRw4cACPHj2CmpqaMOgiLphv375FnTp1hNv/ZPnAI7/i4gEAY8aMwahRoySuBomOjoaysjL8/f0ByE88Xr58ic6dO0NHRwf9+/eHtbU1atSoIXEC2d/fH0ePHpX4zunp6dDQ0MCGDRsAFN8pyaJNmzbB2NgYLVq0wLRp05Ceno7Hjx9DT08Ps2bNAgCJKxl0dXWF+cLlPRbiK+G2b9+uMHnxtf3k/v37qFOnjsLkxtOnT9GsWTPUqFGjwHQKitanFBcLQLH6EyBnmkkjIyMsWLAA79+/l/hB9/nzZ5iZmWHEiBEAJPcHGxsbTJ48ucB2WVdcPICcgbjjx48X2K6vr48ZM2YAKLjIpiyKjo5Gs2bNoKamhlWrVmHmzJmwtLQEkLMPKVLNAIqPBwD4+voqTN1ITEzEwIEDIRKJYGNjg8ePH0s8v2TJEowbN05iHuvExETUrl0b8+bNk5s4ZGdnIzU1FWPGjBGmKvr1119ha2uLESNGID09HV++fIG5ubnc19CSxALImb5WEeqn2IULF2BjY4Ply5fj5cuXCA4OhqOjI9q0aYO7d+/CyckJ3t7eAOQ3N8SKi0ViYiJCQ0Pxzz//KERubNu2DXXr1oW/vz/++OMP/Pjjj1BTU0N4eLjwHc+ePQtbW1vY2dkVuv5Qt27dIBKJYGFhIUyJJKu2bt2KevXqoWHDhnB2dhbO7wCQyIdDhw4JFwWK94tXr16hf//+aNu2LXx8fCASibB///6K/QJlqLj+NS0tDdra2sK6buLYJCcno2nTppg0aZJM3+1XmA0bNkBdXR22trYF1jHMWw/kPTdu374NW1tbaGpqYvfu3UW+7ty5c3JfNzgWZUthBlk+ffqEUaNGoV+/fsKt9QBgZWWFCRMmIC0tDT4+Pqhbt67wnLigenl5oWPHjhXe5vJUVDysra0xatQoADmDMHkLr7jodu7cGd27d6/YBpejT58+YdCgQejbt6/Ej1dHR0cMGTJEeFxYB5uWlgYrKyshZvJm3LhxOHjwIObOnQsnJydh8bO5c+eiWrVqwq214h/3LVu2FOb/lTd5Y+Hs7IyDBw8CQKHTDshjXhS3nwwePBhAzrQDCxYsQLVq1QpcESRvuZGSkoJ27dqhWrVqwmBSRkaGxFQeQ4cORZ06dYTH8tqnFBWLpKQk4fGzZ88QHR0tvEde+xOxQYMGCVM8paenIzw8HPfv3xdOim3fvh1KSkoIDw+XeF+PHj3g4eFR4e0tb4XFIyYmRqif+e9kE/+Yc3V1lZv8ePz4MUQiEby9vZGUlAQAWLZsGSwtLfHo0SN8/PgRw4YNU5jj0OLice/ePQDAixcvFOI4NCMjA+vXr0f79u2xb98+qKqqYtGiRRIXKiQmJkosmireR3x8fNC0adMKb3N5unv3Lho2bCisRQTkTNvbrVs3ADnHFf7+/gpRQ4uKRffu3YUcyD9gII/1M69FixbB0dERKSkpwjHm2rVrIRKJMGzYMAQGBkJJSUm461xM3nIDKDwW69atg0gkKvQ3iDzmhrhf6N+/Pzw9PSWea926NVq0aIHbt28Lfc7kyZMLzLiRkJAAY2NjqKurY/PmzRXW9vLy119/wcDAQLhA9Oeff0a1atWwa9cu4Xjr/PnzsLW1hYmJCS5cuFDgMwYNGgSRSIRGjRpJTIcsa0rSv86bNw81a9YU7pwX59SECRNgb28vlXaXhwcPHsDR0REaGhrYs2dPka8LDw9XiNxYs2YNRCIRAgMDAeQMrB07dgy3b98WasStW7cUom5wLMqWEikIVVVV6t27N/n5+VHdunWF7SYmJtSxY0dSUlKiESNGUKVKlWjs2LFERFSpUiXKysqi5ORkMjQ0JCIiAFJpf1krLh4//vgjpaWlUZ06dcjU1JSQMxhHSkpKlJiYSHFxcXIVD1VVVapSpQoNHjyYDA0NKTMzk4iIPDw86O7du8LrKlWqVOC9165do6ysLBowYECFtbciZGVlERHR+/fv6f379zRixAhSVlamEydOEBFRy5YtqWPHjtSzZ096+vQpiUQiiouLo9evX1O3bt2k2PKyV1gslJSUKDQ0lDIyMighIaHAe+QxL4rbT+7du0cAqHr16uTl5UWNGzemPn36yHVuqKurU//+/cnc3Jz+/fdf2r9/P7m4uFDnzp2padOmdOnSJRo4cCBVrVpV7vuUomLRqVMnatGiBUVERFDt2rXJzMxM7vsTsWvXrpGjoyOFhYWRoaEhTZo0iRwdHWn06NH09OlTGjx4MHXq1ImGDRtG58+fJyKi+Ph4evLkCfXr10/KrS97hcXDwcGBxo4dS48fPyYVFRWh1hIRKSsrU1RUFCUnJ9OIESOk2PKyY2BgQI8ePaKtW7fSDz/8QERElpaWFBsbS2pqaqSmpkbe3t5ERDR+/Hgikt+aQVR0PB4+fCg81tPTI1NTUyIiua4blSpVosaNG9Po0aOpT58+NHXqVFqxYoXEMai2tjYZGRkJj5WVlenjx4/06NEjatCgARHJRyyIiB49ekRfvnyh7OxsYVtWVha5urpSfHw8ZWdn08CBAxWihhYVi+bNm1NiYiJlZGSQsrKy3NfPvG7fvk06Ojqkrq4ubNPR0SFDQ0M6efIkERF5e3vT0KFD5To3iAqPRa1atcjIyIiOHj1KISEhEq+Xx9xQUso5nRUVFUWWlpZERPTlyxciItq8eTPdv3+fDh06RAYGBhQfH09Lly4lLS0tic/Q0dGhUaNG0Zs3b2jYsGEV+wXKkLgPCA8PJ319faFOrl+/nnr16kUbN26kM2fOUGJiIvXt25fatm1LFy5cIGdnZ+Ez3r59Sy4uLvTXX3/Rhg0bKCoqijp06CCtr/TdStK/+vj4kK6uLo0ZM4Y+fvwo5NSHDx/I0NBQor7KsitXrlBsbCzNnz+fPD096d27d7R37166ePEiPX36lIiIYmNjqU+fPnKdG+L9xNfXl5ydnengwYM0ceJEsra2pnnz5pGrqyt16dKF4uPjycrKiuLi4uS6bhBxLMqcFAZ2pCbvrfRnzpyBsbExVFVVYWlpCTc3N/z55584evQoRCIRxo4dixMnTmDXrl2oU6cODh8+LMWWl4+i4mFtbY0WLVpI3FYqfu2GDRtgb2+Py5cvV3h7y1Peq2jFVy94eXlh2LBhACRj9fr1a9y/fx87d+6EkZERvL298f79e7mZqiGvFi1aCHMpbt++HSYmJqhevTocHR3x/PlzNGjQAAYGBujVqxf09PTQpk0bvHr1SsqtLh/5Y2FmZgY1NTU4ODgAUIy8+Np+IqYoufHp0yf069cPKioqsLCwwNq1a7Fq1Sq0bdsWVlZW2L17NwIDAyESiTBu3Di57lOKioW7uzvMzMywb98+4bXy3p+kpaWhXbt2mDlzJtzd3bFmzRq8ePECGzduRMuWLdG5c2cAOXfBtWzZErVr10aHDh2gp6eHZs2aFblgq6wqLh6tWrUS4gHkTEkYFRUFf39/GBoawtPTE2/fvpWrOpr3uzx69Ag6OjrCnN9fvnzB3r17FaJmiBUWD/EVloX93eW1buT/rnp6ehg+fLiwmG7e58X97x9//AFra2ucPn264hpaAd6+fQtnZ2c4ODhg48aNMDU1hbq6Ouzt7WFqaoqxY8cCyJl6Ud5raHGxMDMzE2IBKEb9BIBTp04JiysnJSUhNDQUVlZWGDt2LNq2bYvp06cjLS0NrVu3luvcAIqOxbhx49C2bVtherT4+HhERkbKRW7s378f3t7eWLVqFe7evStsHz16NKysrITH4jtBJ06cCBMTkyJ/g8jLdGl5tW/fHiNHjgSQO3VzXFwcHBwcMGLECGRkZCA5ObnI92/durXQhc1lVVH9a9613cLDw6GmpobevXtjz5492LFjB3R1dYX1imVZ3u/v5eWFzp07Y/jw4ahXrx6cnZ2hra0NIyMj4bhKvKZmYWQ1N4qqG4cPH0blypXRvHlz/P3334iNjUVQUBAcHR3h6upa5OfJct04ePAgBg8ejFmzZkncDRwYGKhwsSgvCjXIIpaeno7p06djwoQJiImJQWRkJPr27YtmzZrh9evX2LFjB1q2bAlzc3P873//w5YtW6Td5HJVXDxu376NqKgozJgxAy4uLtDW1sbevXul3eQK4eLigh07dgDI7ZzS09Nx4MABWFhYoF69eti4caM0m1huxN+3V69eePz4MRISEtC+fXsoKyvDzMxMWEgwOjoae/fuxYQJE4RYyZviYmFubo5z584BAPbu3Sv3eVGYvPtJVlaW0NE+ePBA7nMDyFlEccKECYiMjBS2ZWdno2XLlsK0BZs2bUKrVq3kvk8pLBZAzlRx/fr1w9u3b3H58mXMnDlT7vuTWbNmQU1NDa6urvj8+bOwPSAgAPr6+jhz5gyAnBMfISEhmD9/frFz4Mq64uJhYGAgTOty/PhxmJmZQV9fX1jTSp49fPgQFhYWWL9+PYDc/mbjxo1o3bq13NeM/PLHQ+zSpUsKUTeA3BNi+/fvR6VKlRASEiLx/JUrVzBmzBi4uLhAU1OzyEV5Zd2NGzewZs0aNG7cGMOGDcOrV68QHx+Pbdu2QVdXV5i+9uXLl3JfQ78Wi+DgYABAUFCQwtTP0aNHw9DQEHXq1IGKigr8/PwAAD/++CP69esHIGe6QXnPDaDoWHTr1g0DBw4EkLMumrm5uczmRnZ2NlJSUjBgwABoaWnBy8sLFhYW0NbWxt9//w0AOHr0KOrXry+cFBeva5acnAyRSCQMRsvTCcGQkBDExMQIj8XTwS1cuBC6urrCdvGA02+//QYLCwuJNWfzkqfYFOZr/WtgYCB69uwJGxsb6OvrY9OmTdJoZpkoKjdCQ0NhbGyMpk2b4u+//8bz588RGRmJLl26wMLCQmIZgbxkMTeKqxviad+BnGkXT506JfHe69evQyQS4fz588JnybqYmBi4uroKg4xOTk6oWbMmbt++LbxmyZIlChGL8qaQgyxAbmcjLhjHjh1DrVq1JEY28/63vCssHrq6uoiKikJ0dDR+/PFHYYE8RfDw4UPUrl0bV69eFbaJY/T+/XscOnRISi2rOElJSdDT00P37t1RpUoV9OrVC6tXr4aDgwMWLVok7eZVqOJisXjxYgA565EoQl7kVdh+IotXt3yPrKwsiQUUxQexv//+O/73v/9JvFbe+5SiYrFy5UrUrVsXmZmZCtOfpKamQklJCXZ2dhKDCpGRkTA2NsbJkyel2LqK97V45D2gF58wVBS2trYYPXo0gIJr08h7zShM3niIj0kVpW7k17RpU7Rt2xYJCQkAcu6YFZ8wmDVrlpRbV/7i4uJQv359XL9+XdgmHoj7/fffpdcwKShpLBSlfmZlZSEuLg6BgYESx529evUS1u5RFCWNhaznxtWrV2FsbIyoqChhW/fu3eHq6oqQkBB8+vQJP/30E2xtbYU4ZGdn4/Xr1zAxMcGaNWuk1fQy9+zZM2GB6Z49exZYlykyMhKamppCbRAPOH358gUaGhrCQJQsnjgvK4X1r2JPnjyRVrO+29dyAwA2b95c4ER6UlISKleuLCxiLy+5UVTdaNmypTDQ8unTpwLvi42Nxf/+9z+ZHmjLKzY2Fl27doWPj4/EeirVq1eXWENFXCvyv1eeYlERFGZNlvzE62uIRCIiInr58iVpaWmRhoaG8JqGDRtKpW3SUFg8atSoQVpaWmRmZkZ79uyhBQsWSLOJFQL/f47GsLAwUldXJ3t7eyIimjdvHvn6+lJCQgJpaGjI1doSRdHQ0CAnJyd6+vQpHThwgA4cOEBjxowhAwMDOnz4MEVHR0u7iRWmuFj8/fffdO/ePapevbpC5AVR8fvJuHHj6PXr19JsXoVSUlIiAwMDicfZ2dkUHR1NDRo0oNTUVGEuX3nvU4qKxb1798jAwIDS09PJzMyM9u7dK/f9SdWqVWnnzp30/Plz+vPPP4XtX758ISUlJapXr54UW1fxvhaPvGvDtW/fXhpNrHDiOuri4kI3b96kjIwMUlFRkXhO3mtGXoXFQzwvuqLUDTHxmmdbtmyhM2fO0N69e2ncuHHUoUMHevbsGW3fvp38/Pyk3Mryl5ycTNra2hJzf6ekpFBaWho5ODhIsWUVr6SxUJT6Ke5Hu3btSpUrVyYiogcPHlB0dLSwtpWiKGksZDU3xH3DnTt3iIioZs2awnOLFy8mNTU12rhxIxERDR8+nFJTU2nYsGGUlZUlrAuZlZVFrVq1quiml4vk5GTasGEDZWZm0ooVK+jIkSMF1t4xNjamoUOH0ty5c+n9+/dUpUoVAkCVK1cmIyMjun37NhHlrmejSIrqXzt16kRXr14lIiJ9fX1pNrHUvpYb4rW9Bg0aRG5ubhLvVVZWJj09Pbp16xYRyX5ufK1uVKtWjQICAigpKYlUVVULrGl3/fp1+uGHH6hdu3YV1ubyZGBgQH379qU5c+YIxxFJSUnk4uJCLVq0EF4nrhV5yVssKoS0Rnf+C8RXDP7111+wsrLCr7/+KuUWSRfHI9fo0aPxyy+/ICQkBAYGBtDR0cGJEyek3awK9/z5c2E+cPEVDffu3ZO4kk5RcCwK4v1EkriGiqcU9Pf3l3KLpIdjkXMFZa9evVCvXj34+vpizZo1MDExwfDhw5Gamirt5lU4jkfhpkyZgiZNmhR69Zgi4nhIcnBwgEgkgr6+vsxfif6tsrOzUadOHQwYMAB79+7Fvn37YGpqir59+yIpKUnazatQHIvCff78GTdu3MCWLVvQoEEDeHh4ICEhQSGnM5GnWISGhiI4OFiYRQIA9uzZAx0dHcTFxQHInbJm06ZNaNKkCf78808AwIkTJ1C9enXY2dnB29sbtWrVgqenJz58+CCTscgvKysLe/bsEe5E6Nu3Lxo3boyUlBSJ10VHR8PGxgbt27cXpoC6c+cOTE1NhWl/FJ289a8lzY3CBAcHo2HDhrh161Z5N7PcfGvdcHR0lJjS/PXr14iLi8PGjRtRv359TJ8+HV++fJHJulFYLPL+95EjR1CnTh3UqFED1tbW6Nevn8TMJPIUC2lQ2EGWpKQkTJgwAe7u7tDQ0JCrW0hLg+ORKzU1FQ0aNIBIJEKVKlWE6aAYY7l4P5GUlJQEX19ftG7dGhoaGjI553VZ4Vjk+vjxI37//Xf8+OOPsLe3x/Lly6XdJKnieOQS/1DZsWMHtLW1JRZgVUQcD0mxsbGwsrKCqqoq/vjjD2k3R2qio6Ph6uoKKysrmJiYKHTN4FgUlJiYiKVLl8LMzAzLli2TdnOkSh5ikZiYiIEDB0IkEsHGxkZiCtq0tDRoa2tjyZIlAHJPGCYnJ6Np06aYOHGicIFPeHg4Vq5ciYEDBwqDL7KqsJOleacWffDgAapVq4a1a9cWeG90dDTq168PQ0ND9OnTB9ra2ujatSuSk5MV+mSpvPSv35MbQM6aZg8ePBBOpI8dOxafP3+Wudz4nroxadIkZGZm4s2bN1i/fj3Mzc1Rv359mV3Hq7hYiL148QIDBgzAzJkzcfPmTZw+fRrW1tbw8vLC27dv8e7dO7mIhTQp7CALkDNn/ty5cxX6Csq8OB652rZti59//pljwVgxeD+RtHDhQsyYMYPjAY5FfhkZGYXOi6yoOB653rx5U2AtFkXG8cjx+PFjzJkzR2INI0UlXs+L84JjUZj4+HiJk4yKTJZjkZGRgfXr16N9+/bYt28fVFVVsWjRIol1ZubNm4eaNWsK62eIZxaYMGEC7O3tpdLu8lKSk6Xi7z9z5kzUrl1bYtFy8THWnTt3sGvXLowbNw779u2rkLb/18l6//q9uQHkrM+zY8cOmJqawtDQUGZPpJdV3cjOzsbdu3eFNWlk0ddiIR48y87OFn6fi+vEihUrYGhoiI8fPwqxOHDggHS+iBwQAfkmXVMgAIQ1SBjHI6+srCxSVlaWdjMY+0/j/UQS19BcHAvGGGOMMVZSly5dotevX1OXLl3Iz8+P1q5dSyEhIWRra0tEOWvGurm5kY2NDf3xxx+krq5OREQ+Pj70/v172rt3r1z8LsnMzKQtW7ZQYGAgeXt705AhQ2jWrFk0ceJEYd2dvFJSUsjS0pK6d+9Oq1atIiKiN2/ekLa2dkU3nZWzssiNpKQk0tTUpDdv3lBERAR17dq1or9GmfreurFnzx5hfWpZ97VY5JednU0ikYh++eUXunjxIgUFBVH16tUrttFySKEHWRhjjDHGGGOMMcaY9OS/QKdOnTrUuXNnWrp0KWloaBARUUREBLVr1448PDyoR48e9OXLF5o2bRr99ttv9NNPP0mr6WXuW0+W7t69m0aMGEEHDhygw4cPU3JyMq1cuZLq1KlTsQ1n5a4scuP333+nunXrVmzDywnXjVxFxWLZsmUFBk/EF8vu3LmTlixZQlOnTqWBAwdWdJPlEg+yMMYYY4wxxhhjjDGpSk9Pp8qVK9OBAwfIy8uLgoKCyN3dXXj+n3/+oZ07d1JsbCy9e/eO/u///o+GDx8uxRaXvW85WUqUc8eCqakpJSQkkKGhIe3evZuaNm1akU1mFYRzo3BcN3J9LRbXr1+ngIAAunLlCt29e5dWrFjBAyxliAdZGGOMMcYYY4wxxth/RrNmzUhNTY0CAgJIR0eHEhMTqVatWkRE9PTpU9LX15dyC8vX106WEuWcMO3Tpw8lJyfT2rVrqV+/flJqLatInBtFU/S6kVdhsVBVVaWJEydSnTp1aPbs2dJuotzhQRbGGGOMMcYYY4wxJnWZmZlUqVIlunPnDtnY2NCKFSvo4cOHdOHCBVq/fj01adJE2k2scPlPlr569Yp0dXUpKCiILly4QPPnz5d2E5mUcG7k4LqRq6hYhIWF0e7du8nExERu1qL5r+FBFsYYY4wxxhhjjDH2n+Lo6EhXr16l+vXr06ZNm6h9+/bSblKFKupkaXh4OO3YsYOsrKyk3UQmJZwbRVP0upEXx6Ji8SALY4wxxhhjjDHGGPtPePjwIXXr1o0ePXpEq1evpqFDh0q7SVLHJ0tZUTg3cnDdyMWxkA4laTeAMcYYY4wxxhhjjDEiImVlZerZsye9efNG4U8OPnz4kKytrenOnTu0ZcsWevLkicKeRGeSODckcd3IxbGQDr6ThTHGGGOMMcYYY4yx/5gnT57Qjh07aOrUqVStWjVpN4f9h3BuMPbfwoMsjDHGGGOMMcYYY4wxxhhjpcDThTHGGGOMMcYYY4wxxhhjjJUCD7IwxhhjjDHGGGOMMcYYY4yVAg+yMMYYY4wxxhhjjDHGGGOMlQIPsjDGGGOMMcYYY4wxxhhjjJUCD7IwxhhjjDHGGGOMMcYYY4yVAg+yMMYYY4wxxhhjjDHGGGOMlQIPsjDGGGOMMcYYY4wxxhhjjJUCD7IwxhhjjDHG/vOePHlCIpGIIiMjpd0UQXR0NDk7O1PVqlXJ1tZW2s2RsGPHDqpZs6a0m8EYY4wxxpjc40EWxhhjjDHG2FcNHjyYRCIRLV68WGL74cOHSSQSSalV0jVnzhxSU1Oj+/fv0+nTp6XdHMYYY4wxxpgU8CALY4wxxhhjrESqVq1KS5YsoeTkZGk3pcykp6eX+r0PHz6k5s2bk76+PmlpaZVhq0rue9rPGGOMMcYY+348yMIYY4wxxhgrkbZt25Kuri4tWrSoyNfMnTu3wNRZK1euJAMDA+Hx4MGDqVu3brRw4UKqXbs21axZk/z8/CgzM5OmTJlCmpqaVLduXdq+fXuBz4+OjqZmzZpR1apVycrKikJDQyWev337NnXs2JHU1dWpdu3a9NNPP9GbN2+E51u1akW+vr40fvx40tbWpvbt2xf6PbKzs8nPz4/q1q1LVapUIVtbWwoODhaeF4lEdO3aNfLz8yORSERz584t8BlHjx6lmjVrUlZWFhERRUZGkkgkomnTpgmv8fHxoQEDBgiPDx48SJaWllSlShUyMDCg5cuXS3ymgYEBzZ8/nwYOHEgaGho0fPhwIsqZHqx+/fqkqqpK3bt3p7dv30q8Lyoqilq3bk3Vq1cnDQ0Nsre3p6tXrxb63RljjDHGGGMlx4MsjDHGGGOMsRJRVlamhQsX0po1a+j58+ff9Vn//vsvvXz5ks6dO0crVqygOXPmUOfOnemHH36gS5cu0ciRI2nEiBEF/p0pU6bQpEmT6MaNG9S0aVPq0qWLMKDw7t07atOmDdnZ2dHVq1cpODiYEhISqE+fPhKf4e/vT5UrV6bw8HDauHFjoe1btWoVLV++nJYtW0Y3b96k9u3bU9euXenBgwdERBQfH0+WlpY0adIkio+Pp8mTJxf4DFdXV0pJSaEbN24QEVFoaChpa2vT2bNnhdeEhoZSq1atiIjo2rVr1KdPH/L09KRbt27R3LlzadasWbRjxw6Jz122bBnZ2NjQjRs3aNasWXTp0iUaOnQo+fr6UmRkJLVu3ZoWLFgg8Z7+/ftT3bp16cqVK3Tt2jWaNm0aqaioFP9HYowxxhhjjH0VD7IwxhhjjDHGSqx79+5ka2tLc+bM+a7P0dTUpNWrV5OZmRl5e3uTmZkZff78mf7v//6PTExMaPr06VS5cmUKCwuTeJ+vry/17NmTGjZsSBs2bKAaNWrQ1q1biYho7dq1ZGdnRwsXLiRzc3Oys7Ojbdu20ZkzZygmJkb4DBMTE/rtt9/IzMyMzMzMCm3fsmXLaOrUqeTp6UlmZma0ZMkSsrW1pZUrVxIRka6uLlWqVInU1dVJV1eX1NXVC3xGjRo1yNbWVhhUOXv2LE2YMIFu3LhBHz9+pBcvXlBsbCy1bNmSiIhWrFhBbm5uNGvWLDI1NaXBgweTr68vLV26VOJz27RpQ5MmTSJjY2MyNjamVatWUYcOHeiXX34hU1NTGjt2bIE7dOLi4qht27Zkbm5OJiYm1Lt3b7KxsSn5H4wxxhhjjDFWKB5kYYwxxhhjjH2TJUuWkL+/P927d6/Un2FpaUlKSrk/R2rXrk3W1tbCY2VlZdLS0qLXr19LvK9p06bCf1eqVImaNGkitCMqKorOnDlD6urqwv/Mzc2JKGf9FDF7e/ti2/bhwwd6+fIlubi4SGx3cXH55u/csmVLOnv2LAGg8+fPU48ePahhw4YUFhZGoaGhpKenRyYmJkREdO/evUL/zQcPHghTjhERNWnSROI19+7dIycnJ4lteeNERDRx4kTy8fGhtm3b0uLFiyXiwRhjjDHGGCs9HmRhjDHGGGOMfZMWLVpQ+/btafr06QWeU1JSIgAS2zIyMgq8Lv9UVSKRqNBt2dnZJW7Xx48fqUuXLhQZGSnxvwcPHlCLFi2E16mpqZX4M79Xq1atKCwsjKKiokhFRYXMzc2pVatWdPbsWQoNDRXuYvkWpWn/3Llz6c6dO9SpUyf6999/ycLCgg4dOvTNn8MYY4wxxhiTxIMsjDHGGGOMsW+2ePFiOnLkCF24cEFie61atejVq1cSAy2RkZFl9u9evHhR+O/MzEy6du0aNWzYkIiIGjduTHfu3CEDAwNq0KCBxP++ZWBCQ0OD9PT0KDw8XGJ7eHg4WVhYfFN7xeuy/P7778KAiniQ5ezZs8J6LEREDRs2LPTfNDU1JWVl5SL/jYYNG9KlS5cktuWNk5ipqSlNmDCBQkJCqEePHrR9+/Zv+i6MMcYYY4yxgniQhTHGGGOMMfbNrK2tqX///rR69WqJ7a1ataLExET67bff6OHDh7Ru3To6fvx4mf2769ato0OHDlF0dDSNHj2akpOTydvbm4iIRo8eTUlJSdSvXz+6cuUKPXz4kE6cOEFDhgyRmG6rJKZMmUJLliyhffv20f3792natGkUGRlJ48aN+6bP+eGHH6hRo0YUEBAgDKi0aNGCrl+/TjExMRJ3skyaNIlOnz5N8+fPp5iYGPL396e1a9fS5MmTi/03xo4dS8HBwbRs2TJ68OABrV27loKDg4XnU1NTydfXl86ePUtPnz6l8PBwunLlijA4xRhjjDHGGCs9HmRhjDHGGGOMlYqfn1+B6bwaNmxI69evp3Xr1pGNjQ1dvnz5q4ME32Lx4sW0ePFisrGxobCwMPrnn39IW1ubiEi4+yQrK4vatWtH1tbWNH78eKpZs6bE+i8lMXbsWJo4cSJNmjSJrK2tKTg4mP755x9h/ZRv0bJlS8rKyhIGWTQ1NcnCwoJ0dXXJzMxMeF3jxo1p//79tHfvXrKysqLZs2eTn58fDR48uNjPd3Z2pi1bttCqVavIxsaGQkJCaObMmcLzysrK9PbtWxo4cCCZmppSnz59qGPHjjRv3rxv/i6MMcYYY4wxSSLknzCZMcYYY4wxxhhjjDHGGGOMfRXfycIYY4wxxhhjjDHGGGOMMVYKPMjCGGOMMcYYY4wxxhhjjDFWCjzIwhhjjDHGGGOMMcYYY4wxVgo8yMIYY4wxxhhjjDHGGGOMMVYKPMjCGGOMMcYYY4wxxhhjjDFWCjzIwhhjjDHGGGOMMcYYY4wxVgo8yMIYY4wxxhhjjDHGGGOMMVYKPMjCGGOMMcYYY4wxxhhjjDFWCjzIwhhjjDHGGGOMMcYYY4wxVgo8yMIYY4wxxhhjjDHGGGOMMVYKPMjCGGOMMcYYY4wxxhhjjDFWCv8PmK4unCx03ikAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "words_counts=dataset.count_words_in_captions('caption_writing')\n",
    "df = pd.DataFrame(list(words_counts.items()), columns=['Number of words', 'Number of captions'])\n",
    "\n",
    "df= df.sort_values(by='Number of captions', ascending=False)\n",
    "df.plot(\n",
    "    x='Number of words',\n",
    "    y='Number of captions',\n",
    "    kind='bar',\n",
    "    xlabel = 'Number of words',\n",
    "    ylabel = 'Number of captions',\n",
    "    title = 'Number of captions per Number of word for the caption_writing instruction',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 Caption summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "words_counts=dataset.count_words_in_captions('caption_summary')\n",
    "df = pd.DataFrame(list(words_counts.items()), columns=['Number of words', 'Number of captions'])\n",
    "\n",
    "df= df.sort_values(by='Number of captions', ascending=False)\n",
    "df.plot(\n",
    "    x='Number of words',\n",
    "    y='Number of captions',\n",
    "    kind='bar',\n",
    "    xlabel = 'Number of words',\n",
    "    ylabel = 'Number of captions',\n",
    "    title = 'Number of captions per Number of word for the caption_summary instruction',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 Caption paraphrase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "words_counts=dataset.count_words_in_captions('caption_paraphrase')\n",
    "df = pd.DataFrame(list(words_counts.items()), columns=['Number of words', 'Number of captions'])\n",
    "\n",
    "df= df.sort_values(by='Number of captions', ascending=False)\n",
    "df.plot(\n",
    "    x='Number of words',\n",
    "    y='Number of captions',\n",
    "    kind='bar',\n",
    "    xlabel = 'Number of words',\n",
    "    ylabel = 'Number of captions',\n",
    "    title = 'Number of captions per Number of word for the caption_paraphrase instruction',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4 Caption attribute prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "words_counts=dataset.count_words_in_captions('caption_attribute_prediction')\n",
    "df = pd.DataFrame(list(words_counts.items()), columns=['Number of words', 'Number of captions'])\n",
    "\n",
    "df= df.sort_values(by='Number of captions', ascending=False)\n",
    "df.plot(\n",
    "    x='Number of words',\n",
    "    y='Number of captions',\n",
    "    kind='bar',\n",
    "    xlabel = 'Number of words',\n",
    "    ylabel = 'Number of captions',\n",
    "    title = 'Number of captions per Number of word for the caption_attribute_prediction instruction',\n",
    "    grid=True,\n",
    "    color='#c93867',\n",
    "    figsize=(20,7)\n",
    ")\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4 Metric-Based Evaluation of Captions\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1 Supervised Metrics\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Load the scores DataFrame\n",
    "df=dataset.get_captions_evaluation(metrics_list=['bleu1','bleu2','bleu3','bleu4','meteor_1.0'])\n",
    "# Create a grouped bar plot using seaborn\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Metric', y='Score', hue='Caption', data=df)\n",
    "\n",
    "# Set plot labels and title\n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Metric')\n",
    "plt.title('BLEU Scores for Different Caption Types')\n",
    "plt.legend(title='Caption Type')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1.2  Longest Common Subsequence\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the scores DataFrame\n",
    "df=dataset.get_captions_evaluation(metrics_list=['rougeL'])\n",
    "# Create a grouped bar plot using seaborn\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Metric', y='Score', hue='Caption', data=df)\n",
    "\n",
    "# Set plot labels and title\n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Metric')\n",
    "plt.title('BLEU Scores for Different Caption Types')\n",
    "plt.legend(title='Caption Type')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1.3 Semantic Similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the scores DataFrame\n",
    "df=dataset.get_captions_evaluation(metrics_list=['bertscore'])\n",
    "# Create a grouped bar plot using seaborn\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Metric', y='Score', hue='Caption', data=df)\n",
    "\n",
    "# Set plot labels and title\n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Metric')\n",
    "plt.title('BLEU Scores for Different Caption Types')\n",
    "plt.legend(title='Caption Type')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 Diversity Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          Caption           Metric        Score\n",
      "0                 caption_writing       vocab_size  5521.000000\n",
      "1                 caption_summary       vocab_size  4198.000000\n",
      "2              caption_paraphrase       vocab_size  6165.000000\n",
      "3  caption_attribute_prediction 4       vocab_size  6995.000000\n",
      "4                 caption_writing  vocab_diversity     0.561674\n",
      "5                 caption_summary  vocab_diversity     0.495236\n",
      "6              caption_paraphrase  vocab_diversity     0.599513\n",
      "7  caption_attribute_prediction 4  vocab_diversity     0.631594\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the scores DataFrame\n",
    "df=dataset.get_captions_evaluation(metrics_list=['vocab_size'])\n",
    "# Create a grouped bar plot using seaborn\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Metric', y='Score', hue='Caption', data=df)\n",
    "\n",
    "# Set plot labels and title\n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Metric')\n",
    "plt.title('BLEU Scores for Different Caption Types')\n",
    "plt.legend(title='Caption Type')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          Caption           Metric     Score\n",
      "0                 caption_writing  vocab_diversity  0.561674\n",
      "1                 caption_summary  vocab_diversity  0.495236\n",
      "2              caption_paraphrase  vocab_diversity  0.599513\n",
      "3  caption_attribute_prediction 4  vocab_diversity  0.631594\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the scores DataFrame\n",
    "df=dataset.get_captions_evaluation(metrics_list=['vocab_diversity'])\n",
    "# Create a grouped bar plot using seaborn\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Metric', y='Score', hue='Caption', data=df)\n",
    "\n",
    "# Set plot labels and title\n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Metric')\n",
    "plt.title('BLEU Scores for Different Caption Types')\n",
    "plt.legend(title='Caption Type')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  }
 ],
 "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": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}