scripts/4_PAIN-SENTENCES.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Make sure that you are connected to the kernel associated with our virtual environment . Go to `Kernel` -> `Change kernel` and choose `pia_venv`.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# requirements\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import json\n",
    "import nltk\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "import seaborn as sns\n",
    "import math\n",
    "import sddk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_hippocraticum = pd.read_json(\"../data/c_hippocraticum_enriched.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# greek dictionary - used for automatic translations\n",
    "morpheus_by_lemma = json.loads(requests.get(\"https://sciencedata.dk/public/8fe7d59de1eafe5f8eaebc0044534606/morpheus_by_lemma.json\").content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "key_words = ['πόνο*', 'ὀδύν*', 'ἄλγ*', 'λύπ*']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sentences_with_term(sentences, term, flatlist=False):\n",
    "    sentences_with_term = [sen for sen in sentences if term in sen]\n",
    "    if flatlist == True:\n",
    "        flatlist = [word for sen in sentences_with_term for word in sen]\n",
    "        return flatlist\n",
    "    else: \n",
    "        return sentences_with_term"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "for word in key_words:\n",
    "    c_hippocraticum[word + \"_sents\"] = c_hippocraticum[\"lemmatized_sentences_repl\"].apply(lambda x: sentences_with_term(x, word, True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for word in key_words:\n",
    "    c_hippocraticum[word + \"_sents\"] = c_hippocraticum[word + \"_sents\"].apply(lambda sentences:  [word for word in sentences if word not in [\"ἢν\", \"ὁκόταν\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24456"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_sents = [sent for doc_sents in c_hippocraticum[\"lemmatized_sentences_repl\"].tolist() for sent in doc_sents]\n",
    "len(all_sents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['ὁπόσος', 'ἐπιχειρέω', 'ἰητρικῆς', 'λέγω', 'γράφω', 'ὑπόθεσις', 'αὐτός', 'ὑποθέμενοι', 'λόγος', 'θερμός', 'ψυχρός', 'ὑγρός', 'ξηρός', 'ἄλλος', 'ἐθέλω', 'βραχύς', 'ἄγω', 'ἀρχή', 'αἰτία', 'ἄνθρωπος', 'νοῦσος', 'θάνατος', 'πᾶς', 'αὐτός', 'εἷς', 'ὑποθέμενοι', 'πολύς', 'λέγω', 'καταφανής', 'εἰμί', 'ἁμαρτάνω', 'ἄξιος', 'μέμφομαι', 'τέχνη', 'εἰμί', 'χράω', 'πᾶς', 'μέγας', 'τιμάω', 'ἀγαθός', 'χειροτέχνης', 'δημιουργός'], ['δημιουργός', 'φαῦλος', 'πολύς', 'διαφέροντες'], ['εἰμί', 'ἰατρικός', 'αὐτός', 'ἔσκεπτο', 'εὑρίσκω', 'μηδείς', 'εἰμί', 'πᾶς', 'ἄπειρος', 'ἀνεπιστήμων', 'εἰμί', 'τύχη', 'κάμνω', 'διοικεῖτο']]\n"
     ]
    }
   ],
   "source": [
    "print(all_sents[:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "wordlists = {}\n",
    "for word in key_words:\n",
    "    corpus_wordlist = []\n",
    "    for wordlist in c_hippocraticum[word + \"_sents\"]:\n",
    "        corpus_wordlist.extend(wordlist)\n",
    "    wordlists[word] = corpus_wordlist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>πόνο* word</th>\n",
       "      <th>ὀδύν* word</th>\n",
       "      <th>ἄλγ* word</th>\n",
       "      <th>λύπ* word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>πόνο*</td>\n",
       "      <td>ὀδύν*</td>\n",
       "      <td>ἄλγ*</td>\n",
       "      <td>λύπ*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>ἔχω</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>εἰμί</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>πολύς</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>πυρετός</td>\n",
       "      <td>γίγνομαι</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>εἰμί</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>ἄνθρωπος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>σῶμα</td>\n",
       "      <td>πυρετός</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>σῶμα</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ἔχω</td>\n",
       "      <td>πολύς</td>\n",
       "      <td>ἔχω</td>\n",
       "      <td>αὐτός</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>οὗτος</td>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>ὀδύν*</td>\n",
       "      <td>οὗτος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ἄλλος</td>\n",
       "      <td>γαστήρ</td>\n",
       "      <td>κοιλία</td>\n",
       "      <td>πολύς</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>κοιλία</td>\n",
       "      <td>οὗτος</td>\n",
       "      <td>οὗτος</td>\n",
       "      <td>κοιλία</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>πυρετός</td>\n",
       "      <td>ἴσχω</td>\n",
       "      <td>γαστήρ</td>\n",
       "      <td>οὐδείς</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>πᾶς</td>\n",
       "      <td>παρέχω</td>\n",
       "      <td>ὀσφῦς</td>\n",
       "      <td>ἡμέρα</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>χρόνος</td>\n",
       "      <td>ὀξύς</td>\n",
       "      <td>πολύς</td>\n",
       "      <td>ἄλλος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>σιτίον</td>\n",
       "      <td>κοιλία</td>\n",
       "      <td>σῶμα</td>\n",
       "      <td>ἔχω</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ἡμέρα</td>\n",
       "      <td>αἷμα</td>\n",
       "      <td>πᾶς</td>\n",
       "      <td>ὀλίγος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ἰσχυρός</td>\n",
       "      <td>λαμβάνω</td>\n",
       "      <td>ἴσχω</td>\n",
       "      <td>χρόνος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>αὐτός</td>\n",
       "      <td>δίδωμι</td>\n",
       "      <td>αὐτός</td>\n",
       "      <td>συμβαίνω</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>παρέχω</td>\n",
       "      <td>ἄλγ*</td>\n",
       "      <td>αἷμα</td>\n",
       "      <td>πόνο*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>σάρξ</td>\n",
       "      <td>ἰξύς</td>\n",
       "      <td>μήτρα</td>\n",
       "      <td>ἐσθίω</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ἄνθρωπος</td>\n",
       "      <td>θερμός</td>\n",
       "      <td>χολή</td>\n",
       "      <td>ψυχρός</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>αἷμα</td>\n",
       "      <td>ἰσχυρός</td>\n",
       "      <td>πόνο*</td>\n",
       "      <td>πυρετός</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>ἄλλος</td>\n",
       "      <td>λαμβάνω</td>\n",
       "      <td>ποιέω</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   πόνο* word ὀδύν* word ἄλγ* word λύπ* word\n",
       "0       πόνο*      ὀδύν*      ἄλγ*      λύπ*\n",
       "1    γίγνομαι        ἔχω      εἰμί      εἰμί\n",
       "2       πολύς   γίγνομαι   πυρετός  γίγνομαι\n",
       "3        εἰμί       εἰμί    κεφαλή  ἄνθρωπος\n",
       "4        σῶμα    πυρετός  γίγνομαι      σῶμα\n",
       "5         ἔχω      πολύς       ἔχω     αὐτός\n",
       "6       οὗτος     κεφαλή     ὀδύν*     οὗτος\n",
       "7       ἄλλος     γαστήρ    κοιλία     πολύς\n",
       "8      κοιλία      οὗτος     οὗτος    κοιλία\n",
       "9     πυρετός       ἴσχω    γαστήρ    οὐδείς\n",
       "10        πᾶς     παρέχω     ὀσφῦς     ἡμέρα\n",
       "11     χρόνος       ὀξύς     πολύς     ἄλλος\n",
       "12     σιτίον     κοιλία      σῶμα       ἔχω\n",
       "13      ἡμέρα       αἷμα       πᾶς    ὀλίγος\n",
       "14    ἰσχυρός    λαμβάνω      ἴσχω    χρόνος\n",
       "15      αὐτός     δίδωμι     αὐτός  συμβαίνω\n",
       "16     παρέχω       ἄλγ*      αἷμα     πόνο*\n",
       "17       σάρξ       ἰξύς     μήτρα     ἐσθίω\n",
       "18   ἄνθρωπος     θερμός      χολή    ψυχρός\n",
       "19       αἷμα    ἰσχυρός     πόνο*   πυρετός\n",
       "20     κεφαλή      ἄλλος   λαμβάνω     ποιέω"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordlists_freqs = {}\n",
    "for word in key_words:\n",
    "    word_counts = nltk.FreqDist(wordlists[word]).most_common(21)\n",
    "    word_count = c_hippocraticum[word + \"_sents\"].apply(lambda x: len(x)).sum()\n",
    "    word_freqs = [(tup[0], np.round(tup[1] / word_count, 5)) for tup in word_counts]\n",
    "    wordlists_freqs[word + \" word\"] = [tup[0] for tup in word_counts]\n",
    "wordlists_freqs_df = pd.DataFrame(wordlists_freqs)\n",
    "wordlists_freqs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_words = []\n",
    "for col in wordlists_freqs_df.columns:\n",
    "    unique_words.extend(wordlists_freqs_df[col].tolist())\n",
    "unique_words = list(set(unique_words))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>πόνο* (n=657)</th>\n",
       "      <th>ὀδύν* (n=645)</th>\n",
       "      <th>ἄλγ* (n=315)</th>\n",
       "      <th>λύπ* (n=58)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(γίγνομαι, 0.02052)</td>\n",
       "      <td>(ἔχω, 0.02284)</td>\n",
       "      <td>(εἰμί, 0.01698)</td>\n",
       "      <td>(εἰμί, 0.03714)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(πολύς, 0.0179)</td>\n",
       "      <td>(γίγνομαι, 0.02245)</td>\n",
       "      <td>(πυρετός, 0.01644)</td>\n",
       "      <td>(γίγνομαι, 0.02122)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(εἰμί, 0.01615)</td>\n",
       "      <td>(εἰμί, 0.01527)</td>\n",
       "      <td>(κεφαλή, 0.01644)</td>\n",
       "      <td>(ἄνθρωπος, 0.01592)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(σῶμα, 0.01514)</td>\n",
       "      <td>(πυρετός, 0.01411)</td>\n",
       "      <td>(γίγνομαι, 0.01644)</td>\n",
       "      <td>(σῶμα, 0.01592)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(ἔχω, 0.01092)</td>\n",
       "      <td>(πολύς, 0.01334)</td>\n",
       "      <td>(ἔχω, 0.01617)</td>\n",
       "      <td>(αὐτός, 0.01592)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(οὗτος, 0.01004)</td>\n",
       "      <td>(κεφαλή, 0.01142)</td>\n",
       "      <td>(ὀδύν*, 0.0124)</td>\n",
       "      <td>(οὗτος, 0.01459)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(ἄλλος, 0.0099)</td>\n",
       "      <td>(γαστήρ, 0.01026)</td>\n",
       "      <td>(κοιλία, 0.01105)</td>\n",
       "      <td>(πολύς, 0.01459)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(κοιλία, 0.00844)</td>\n",
       "      <td>(οὗτος, 0.00885)</td>\n",
       "      <td>(οὗτος, 0.01024)</td>\n",
       "      <td>(κοιλία, 0.00928)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(πυρετός, 0.00844)</td>\n",
       "      <td>(ἴσχω, 0.00795)</td>\n",
       "      <td>(γαστήρ, 0.00943)</td>\n",
       "      <td>(οὐδείς, 0.00796)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(πᾶς, 0.00742)</td>\n",
       "      <td>(παρέχω, 0.00693)</td>\n",
       "      <td>(ὀσφῦς, 0.00916)</td>\n",
       "      <td>(ἡμέρα, 0.00796)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>(χρόνος, 0.00655)</td>\n",
       "      <td>(ὀξύς, 0.00654)</td>\n",
       "      <td>(πολύς, 0.00728)</td>\n",
       "      <td>(ἄλλος, 0.00796)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>(σιτίον, 0.00509)</td>\n",
       "      <td>(κοιλία, 0.00642)</td>\n",
       "      <td>(σῶμα, 0.00701)</td>\n",
       "      <td>(ἔχω, 0.00796)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>(ἡμέρα, 0.00495)</td>\n",
       "      <td>(αἷμα, 0.00642)</td>\n",
       "      <td>(πᾶς, 0.00566)</td>\n",
       "      <td>(ὀλίγος, 0.00796)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>(ἰσχυρός, 0.0048)</td>\n",
       "      <td>(λαμβάνω, 0.0059)</td>\n",
       "      <td>(ἴσχω, 0.00539)</td>\n",
       "      <td>(χρόνος, 0.00663)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>(αὐτός, 0.0048)</td>\n",
       "      <td>(δίδωμι, 0.0059)</td>\n",
       "      <td>(αὐτός, 0.00539)</td>\n",
       "      <td>(συμβαίνω, 0.00663)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>(παρέχω, 0.0048)</td>\n",
       "      <td>(ἄλγ*, 0.00565)</td>\n",
       "      <td>(αἷμα, 0.00512)</td>\n",
       "      <td>(πόνο*, 0.00663)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>(σάρξ, 0.0048)</td>\n",
       "      <td>(ἰξύς, 0.00565)</td>\n",
       "      <td>(μήτρα, 0.00485)</td>\n",
       "      <td>(ἐσθίω, 0.00663)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>(ἄνθρωπος, 0.00466)</td>\n",
       "      <td>(θερμός, 0.00539)</td>\n",
       "      <td>(χολή, 0.00458)</td>\n",
       "      <td>(ψυχρός, 0.00531)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>(αἷμα, 0.00466)</td>\n",
       "      <td>(ἰσχυρός, 0.00526)</td>\n",
       "      <td>(πόνο*, 0.00458)</td>\n",
       "      <td>(πυρετός, 0.00531)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>(κεφαλή, 0.00466)</td>\n",
       "      <td>(ἄλλος, 0.00526)</td>\n",
       "      <td>(λαμβάνω, 0.00458)</td>\n",
       "      <td>(ποιέω, 0.00531)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          πόνο* (n=657)        ὀδύν* (n=645)         ἄλγ* (n=315)  \\\n",
       "0   (γίγνομαι, 0.02052)       (ἔχω, 0.02284)      (εἰμί, 0.01698)   \n",
       "1       (πολύς, 0.0179)  (γίγνομαι, 0.02245)   (πυρετός, 0.01644)   \n",
       "2       (εἰμί, 0.01615)      (εἰμί, 0.01527)    (κεφαλή, 0.01644)   \n",
       "3       (σῶμα, 0.01514)   (πυρετός, 0.01411)  (γίγνομαι, 0.01644)   \n",
       "4        (ἔχω, 0.01092)     (πολύς, 0.01334)       (ἔχω, 0.01617)   \n",
       "5      (οὗτος, 0.01004)    (κεφαλή, 0.01142)      (ὀδύν*, 0.0124)   \n",
       "6       (ἄλλος, 0.0099)    (γαστήρ, 0.01026)    (κοιλία, 0.01105)   \n",
       "7     (κοιλία, 0.00844)     (οὗτος, 0.00885)     (οὗτος, 0.01024)   \n",
       "8    (πυρετός, 0.00844)      (ἴσχω, 0.00795)    (γαστήρ, 0.00943)   \n",
       "9        (πᾶς, 0.00742)    (παρέχω, 0.00693)     (ὀσφῦς, 0.00916)   \n",
       "10    (χρόνος, 0.00655)      (ὀξύς, 0.00654)     (πολύς, 0.00728)   \n",
       "11    (σιτίον, 0.00509)    (κοιλία, 0.00642)      (σῶμα, 0.00701)   \n",
       "12     (ἡμέρα, 0.00495)      (αἷμα, 0.00642)       (πᾶς, 0.00566)   \n",
       "13    (ἰσχυρός, 0.0048)    (λαμβάνω, 0.0059)      (ἴσχω, 0.00539)   \n",
       "14      (αὐτός, 0.0048)     (δίδωμι, 0.0059)     (αὐτός, 0.00539)   \n",
       "15     (παρέχω, 0.0048)      (ἄλγ*, 0.00565)      (αἷμα, 0.00512)   \n",
       "16       (σάρξ, 0.0048)      (ἰξύς, 0.00565)     (μήτρα, 0.00485)   \n",
       "17  (ἄνθρωπος, 0.00466)    (θερμός, 0.00539)      (χολή, 0.00458)   \n",
       "18      (αἷμα, 0.00466)   (ἰσχυρός, 0.00526)     (πόνο*, 0.00458)   \n",
       "19    (κεφαλή, 0.00466)     (ἄλλος, 0.00526)   (λαμβάνω, 0.00458)   \n",
       "\n",
       "            λύπ* (n=58)  \n",
       "0       (εἰμί, 0.03714)  \n",
       "1   (γίγνομαι, 0.02122)  \n",
       "2   (ἄνθρωπος, 0.01592)  \n",
       "3       (σῶμα, 0.01592)  \n",
       "4      (αὐτός, 0.01592)  \n",
       "5      (οὗτος, 0.01459)  \n",
       "6      (πολύς, 0.01459)  \n",
       "7     (κοιλία, 0.00928)  \n",
       "8     (οὐδείς, 0.00796)  \n",
       "9      (ἡμέρα, 0.00796)  \n",
       "10     (ἄλλος, 0.00796)  \n",
       "11       (ἔχω, 0.00796)  \n",
       "12    (ὀλίγος, 0.00796)  \n",
       "13    (χρόνος, 0.00663)  \n",
       "14  (συμβαίνω, 0.00663)  \n",
       "15     (πόνο*, 0.00663)  \n",
       "16     (ἐσθίω, 0.00663)  \n",
       "17    (ψυχρός, 0.00531)  \n",
       "18   (πυρετός, 0.00531)  \n",
       "19     (ποιέω, 0.00531)  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordlists_freqs = {}\n",
    "for word in key_words:\n",
    "    word_counts = nltk.FreqDist(wordlists[word]).most_common(21)\n",
    "    c_hippocraticum[word + \"_sents\"]\n",
    "    word_count = c_hippocraticum[word + \"_sents\"].apply(lambda x: len(x)).sum()\n",
    "    word_freqs = [(tup[0], np.round(tup[1] / word_count, 5)) for tup in word_counts]\n",
    "    wordlists_freqs[word + \" (n={0})\".format(word_counts[0][1]) ] = word_freqs[1:]\n",
    "wordlists_freqs_df = pd.DataFrame(wordlists_freqs)\n",
    "wordlists_freqs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>πόνο* words</th>\n",
       "      <th>πόνο* TFs</th>\n",
       "      <th>ὀδύν* words</th>\n",
       "      <th>ὀδύν* TFs</th>\n",
       "      <th>ἄλγ* words</th>\n",
       "      <th>ἄλγ* TFs</th>\n",
       "      <th>λύπ* words</th>\n",
       "      <th>λύπ* TFs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.02052</td>\n",
       "      <td>ἔχω</td>\n",
       "      <td>0.02284</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.01698</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.03714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>πολύς</td>\n",
       "      <td>0.01790</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.02245</td>\n",
       "      <td>πυρετός</td>\n",
       "      <td>0.01644</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.02122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.01615</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.01527</td>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>0.01644</td>\n",
       "      <td>ἄνθρωπος</td>\n",
       "      <td>0.01592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>σῶμα</td>\n",
       "      <td>0.01514</td>\n",
       "      <td>πυρετός</td>\n",
       "      <td>0.01411</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.01644</td>\n",
       "      <td>σῶμα</td>\n",
       "      <td>0.01592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ἔχω</td>\n",
       "      <td>0.01092</td>\n",
       "      <td>πολύς</td>\n",
       "      <td>0.01334</td>\n",
       "      <td>ἔχω</td>\n",
       "      <td>0.01617</td>\n",
       "      <td>αὐτός</td>\n",
       "      <td>0.01592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>οὗτος</td>\n",
       "      <td>0.01004</td>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>0.01142</td>\n",
       "      <td>ὀδύν*</td>\n",
       "      <td>0.01240</td>\n",
       "      <td>οὗτος</td>\n",
       "      <td>0.01459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ἄλλος</td>\n",
       "      <td>0.00990</td>\n",
       "      <td>γαστήρ</td>\n",
       "      <td>0.01026</td>\n",
       "      <td>κοιλία</td>\n",
       "      <td>0.01105</td>\n",
       "      <td>πολύς</td>\n",
       "      <td>0.01459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>κοιλία</td>\n",
       "      <td>0.00844</td>\n",
       "      <td>οὗτος</td>\n",
       "      <td>0.00885</td>\n",
       "      <td>οὗτος</td>\n",
       "      <td>0.01024</td>\n",
       "      <td>κοιλία</td>\n",
       "      <td>0.00928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>πυρετός</td>\n",
       "      <td>0.00844</td>\n",
       "      <td>ἴσχω</td>\n",
       "      <td>0.00795</td>\n",
       "      <td>γαστήρ</td>\n",
       "      <td>0.00943</td>\n",
       "      <td>οὐδείς</td>\n",
       "      <td>0.00796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>πᾶς</td>\n",
       "      <td>0.00742</td>\n",
       "      <td>παρέχω</td>\n",
       "      <td>0.00693</td>\n",
       "      <td>ὀσφῦς</td>\n",
       "      <td>0.00916</td>\n",
       "      <td>ἡμέρα</td>\n",
       "      <td>0.00796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>χρόνος</td>\n",
       "      <td>0.00655</td>\n",
       "      <td>ὀξύς</td>\n",
       "      <td>0.00654</td>\n",
       "      <td>πολύς</td>\n",
       "      <td>0.00728</td>\n",
       "      <td>ἄλλος</td>\n",
       "      <td>0.00796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>σιτίον</td>\n",
       "      <td>0.00509</td>\n",
       "      <td>κοιλία</td>\n",
       "      <td>0.00642</td>\n",
       "      <td>σῶμα</td>\n",
       "      <td>0.00701</td>\n",
       "      <td>ἔχω</td>\n",
       "      <td>0.00796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ἡμέρα</td>\n",
       "      <td>0.00495</td>\n",
       "      <td>αἷμα</td>\n",
       "      <td>0.00642</td>\n",
       "      <td>πᾶς</td>\n",
       "      <td>0.00566</td>\n",
       "      <td>ὀλίγος</td>\n",
       "      <td>0.00796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ἰσχυρός</td>\n",
       "      <td>0.00480</td>\n",
       "      <td>λαμβάνω</td>\n",
       "      <td>0.00590</td>\n",
       "      <td>ἴσχω</td>\n",
       "      <td>0.00539</td>\n",
       "      <td>χρόνος</td>\n",
       "      <td>0.00663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>αὐτός</td>\n",
       "      <td>0.00480</td>\n",
       "      <td>δίδωμι</td>\n",
       "      <td>0.00590</td>\n",
       "      <td>αὐτός</td>\n",
       "      <td>0.00539</td>\n",
       "      <td>συμβαίνω</td>\n",
       "      <td>0.00663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>παρέχω</td>\n",
       "      <td>0.00480</td>\n",
       "      <td>ἄλγ*</td>\n",
       "      <td>0.00565</td>\n",
       "      <td>αἷμα</td>\n",
       "      <td>0.00512</td>\n",
       "      <td>πόνο*</td>\n",
       "      <td>0.00663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>σάρξ</td>\n",
       "      <td>0.00480</td>\n",
       "      <td>ἰξύς</td>\n",
       "      <td>0.00565</td>\n",
       "      <td>μήτρα</td>\n",
       "      <td>0.00485</td>\n",
       "      <td>ἐσθίω</td>\n",
       "      <td>0.00663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ἄνθρωπος</td>\n",
       "      <td>0.00466</td>\n",
       "      <td>θερμός</td>\n",
       "      <td>0.00539</td>\n",
       "      <td>χολή</td>\n",
       "      <td>0.00458</td>\n",
       "      <td>ψυχρός</td>\n",
       "      <td>0.00531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>αἷμα</td>\n",
       "      <td>0.00466</td>\n",
       "      <td>ἰσχυρός</td>\n",
       "      <td>0.00526</td>\n",
       "      <td>πόνο*</td>\n",
       "      <td>0.00458</td>\n",
       "      <td>πυρετός</td>\n",
       "      <td>0.00531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>0.00466</td>\n",
       "      <td>ἄλλος</td>\n",
       "      <td>0.00526</td>\n",
       "      <td>λαμβάνω</td>\n",
       "      <td>0.00458</td>\n",
       "      <td>ποιέω</td>\n",
       "      <td>0.00531</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   πόνο* words  πόνο* TFs ὀδύν* words  ὀδύν* TFs ἄλγ* words  ἄλγ* TFs  \\\n",
       "0     γίγνομαι    0.02052         ἔχω    0.02284       εἰμί   0.01698   \n",
       "1        πολύς    0.01790    γίγνομαι    0.02245    πυρετός   0.01644   \n",
       "2         εἰμί    0.01615        εἰμί    0.01527     κεφαλή   0.01644   \n",
       "3         σῶμα    0.01514     πυρετός    0.01411   γίγνομαι   0.01644   \n",
       "4          ἔχω    0.01092       πολύς    0.01334        ἔχω   0.01617   \n",
       "5        οὗτος    0.01004      κεφαλή    0.01142      ὀδύν*   0.01240   \n",
       "6        ἄλλος    0.00990      γαστήρ    0.01026     κοιλία   0.01105   \n",
       "7       κοιλία    0.00844       οὗτος    0.00885      οὗτος   0.01024   \n",
       "8      πυρετός    0.00844        ἴσχω    0.00795     γαστήρ   0.00943   \n",
       "9          πᾶς    0.00742      παρέχω    0.00693      ὀσφῦς   0.00916   \n",
       "10      χρόνος    0.00655        ὀξύς    0.00654      πολύς   0.00728   \n",
       "11      σιτίον    0.00509      κοιλία    0.00642       σῶμα   0.00701   \n",
       "12       ἡμέρα    0.00495        αἷμα    0.00642        πᾶς   0.00566   \n",
       "13     ἰσχυρός    0.00480     λαμβάνω    0.00590       ἴσχω   0.00539   \n",
       "14       αὐτός    0.00480      δίδωμι    0.00590      αὐτός   0.00539   \n",
       "15      παρέχω    0.00480        ἄλγ*    0.00565       αἷμα   0.00512   \n",
       "16        σάρξ    0.00480        ἰξύς    0.00565      μήτρα   0.00485   \n",
       "17    ἄνθρωπος    0.00466      θερμός    0.00539       χολή   0.00458   \n",
       "18        αἷμα    0.00466     ἰσχυρός    0.00526      πόνο*   0.00458   \n",
       "19      κεφαλή    0.00466       ἄλλος    0.00526    λαμβάνω   0.00458   \n",
       "\n",
       "   λύπ* words  λύπ* TFs  \n",
       "0        εἰμί   0.03714  \n",
       "1    γίγνομαι   0.02122  \n",
       "2    ἄνθρωπος   0.01592  \n",
       "3        σῶμα   0.01592  \n",
       "4       αὐτός   0.01592  \n",
       "5       οὗτος   0.01459  \n",
       "6       πολύς   0.01459  \n",
       "7      κοιλία   0.00928  \n",
       "8      οὐδείς   0.00796  \n",
       "9       ἡμέρα   0.00796  \n",
       "10      ἄλλος   0.00796  \n",
       "11        ἔχω   0.00796  \n",
       "12     ὀλίγος   0.00796  \n",
       "13     χρόνος   0.00663  \n",
       "14   συμβαίνω   0.00663  \n",
       "15      πόνο*   0.00663  \n",
       "16      ἐσθίω   0.00663  \n",
       "17     ψυχρός   0.00531  \n",
       "18    πυρετός   0.00531  \n",
       "19      ποιέω   0.00531  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordlists_freqs = {}\n",
    "for word in key_words:\n",
    "    word_counts = nltk.FreqDist(wordlists[word]).most_common(21)\n",
    "    c_hippocraticum[word + \"_sents\"]\n",
    "    word_count = c_hippocraticum[word + \"_sents\"].apply(lambda x: len(x)).sum()\n",
    "    tfs = [np.round(tup[1] / word_count, 5) for tup in word_counts]\n",
    "    tf_words = [tup[0] for tup in word_counts]\n",
    "    wordlists_freqs[word + \" words\"] = tf_words[1:]\n",
    "    wordlists_freqs[word + \" TFs\"] = tfs[1:]\n",
    "wordlists_freqs_df = pd.DataFrame(wordlists_freqs)\n",
    "wordlists_freqs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "most_common = []\n",
    "for word in key_words:\n",
    "    wordlist = wordlists_freqs_df[word + \" words\"].tolist()\n",
    "    most_common.extend(wordlist)\n",
    "most_common_unique = list(set(most_common))\n",
    "most_common_unique_df = pd.DataFrame(most_common_unique)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'πρότερος': 'general term',\n",
       " 'ψυχρός': 'quality',\n",
       " 'λαμβάνω': 'general term',\n",
       " 'κεφαλή': 'body and its parts',\n",
       " 'ἰσχυρός': 'quality',\n",
       " 'ἄνθρωπος': 'body and its parts',\n",
       " 'χολή': 'body and its parts',\n",
       " 'ὁπόσος': 'quality',\n",
       " 'ἄλγ*': 'pain-word',\n",
       " 'τρίτος': 'general term',\n",
       " 'πᾶς': 'general term',\n",
       " 'πλείων': 'general term',\n",
       " 'σάρξ': 'body and its parts',\n",
       " 'συμβαίνω': 'general term',\n",
       " 'θερμός': 'quality',\n",
       " 'μαλλός': 'general term',\n",
       " 'ἡμέρα': 'general term',\n",
       " 'πόνο*': 'pain-word',\n",
       " 'ὀδύν*': 'pain-word',\n",
       " 'κοιλία': 'body and its parts',\n",
       " 'εἶμι': 'general term',\n",
       " 'ποιέω': 'general term',\n",
       " 'γίγνομαι': 'general term',\n",
       " 'ἔχω': 'general term',\n",
       " 'καθίημι': 'general term',\n",
       " 'δοκέω': 'general term',\n",
       " 'δίδωμι': 'general term',\n",
       " 'ὀξύς': 'quality',\n",
       " 'πολύς': 'general term',\n",
       " 'μήτρα': 'body and its parts',\n",
       " 'ἰξύς': 'body and its parts',\n",
       " 'κενεών': 'body and its parts',\n",
       " 'χρόνος': 'general term',\n",
       " 'σιτίον': 'pathological state',\n",
       " 'ἴσχω': 'general term',\n",
       " 'ἐσθίω': 'dietetic term',\n",
       " 'νόσος': 'pathological state',\n",
       " 'σῶμα': 'body and its parts',\n",
       " 'ὀσφύς': 'body and its parts',\n",
       " 'ὀλίγος': 'quality',\n",
       " 'παύω': 'general term',\n",
       " 'γαστήρ': 'body and its parts',\n",
       " 'αἷμα': 'body and its parts',\n",
       " 'πυρετός': 'pathological state',\n",
       " 'ὀφθαλμός': 'body and its parts',\n",
       " 'οὗτος': 'general term',\n",
       " 'ἄλλος': 'general term',\n",
       " 'αὐτός': 'general term',\n",
       " 'εἰμί': 'general term',\n",
       " 'λύπ*': 'pain-word',\n",
       " 'ὀσφῦς': 'body and its parts',\n",
       " 'παρέχω': 'general term',\n",
       " 'οὐδείς': 'general term',\n",
       " 'προσήκω': 'general term',\n",
       " 'πλευροῦ': 'body and its parts',\n",
       " 'τράχηλος': 'body and its parts',\n",
       " 'ῥῖγος': 'pathological state',\n",
       " 'ἐξέρχομαι': 'general term',\n",
       " 'βήξ': 'pathological state',\n",
       " 'σῖτος': 'dietetic term',\n",
       " 'στῆθος': 'body and its parts',\n",
       " 'μεμιγμένα': 'quality',\n",
       " 'ἀειδής': 'quality',\n",
       " 'νειαίρην': 'body and its parts',\n",
       " 'ἐπίνοσον': 'pathological state',\n",
       " 'ἀποκρίνω': 'general term',\n",
       " 'Κοίλη': 'body and its parts',\n",
       " 'βληχρός': 'quality',\n",
       " 'ἐπάγω': 'general term',\n",
       " 'σπλάγχνον': 'body and its parts',\n",
       " 'οἷος': 'general term',\n",
       " 'οὐρέει': 'body and its parts',\n",
       " 'πότος': 'dietetic term',\n",
       " 'ὁποῖος': 'general term',\n",
       " 'ἐπιλαμβάνω': 'general term',\n",
       " 'μέγας': 'quality',\n",
       " 'σκληρός': 'quality',\n",
       " 'χροιά': 'body and its parts',\n",
       " 'ὑγιαίνω': 'dietetic term',\n",
       " 'ὁράω': 'perception and emotion',\n",
       " 'ὅρος': 'general term',\n",
       " 'γονή': 'body and its parts',\n",
       " 'λεπτός': 'quality',\n",
       " 'πρόσωπον': 'body and its parts',\n",
       " 'ψαύω': 'perception and emotion',\n",
       " 'φανερός': 'perception and emotion',\n",
       " 'ἐρωτάω': 'general term',\n",
       " 'κρύπτω': 'general term',\n",
       " 'ἰσχίον': 'body and its parts',\n",
       " 'φοβερός': 'perception and emotion',\n",
       " 'αἰσθάνομαι': 'perception and emotion',\n",
       " 'νῶτον': 'body and its parts',\n",
       " 'ὠχρός': 'pathological state',\n",
       " 'σύντονος': 'quality',\n",
       " 'ἡδονή': 'perception and emotion',\n",
       " 'οἰδέουσι': 'general term',\n",
       " 'πλευρόν': 'body and its parts',\n",
       " 'ὀξείη': 'general term',\n",
       " 'ἀνίστημι': 'general term',\n",
       " 'φυσᾶται': 'general term',\n",
       " 'ἀλύω': 'general term',\n",
       " 'πούς': 'body and its parts',\n",
       " 'αἴρω': 'general term',\n",
       " 'ὀλέθριος': 'quality',\n",
       " 'χλιάσματα': 'pathological state',\n",
       " 'πάρειμι': 'general term',\n",
       " 'πνίγω': 'pathological state',\n",
       " 'ἐγγίγνομαι': 'general term',\n",
       " 'ἔρχομαι': 'general term',\n",
       " 'παχύς': 'quality',\n",
       " 'σκέλος': 'body and its parts',\n",
       " 'ἄσις': 'body and its parts',\n",
       " 'ἔξειμι': 'general term',\n",
       " 'δέχομαι': 'general term',\n",
       " 'πῦρ': 'general term'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "terms_by_cat_df = pd.read_csv(\"../data/terms_by_category.csv\")\n",
    "terms_by_cat_dict = dict(zip(terms_by_cat_df[\"term\"], terms_by_cat_df[\"term_category\"]))\n",
    "terms_by_cat_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check if there is any non-coded word\n",
    "[word for word in unique_words if word not in terms_by_cat_dict.keys()] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:pink', 'tab:gray', 'tab:olive', 'tab:cyan', 'g', 'r', 'c', 'm', 'y', 'k']\n"
     ]
    }
   ],
   "source": [
    "colors_list = list(mcolors.TABLEAU_COLORS.keys()) + list(mcolors.BASE_COLORS.keys())\n",
    "# remove white\n",
    "colors_list = [col for col in colors_list if col not in [\"b\", \"w\"]] \n",
    "print(colors_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['general term', 'quality', 'pathological state', 'perception and emotion', 'body and its parts', 'pain-word', 'dietetic term']\n"
     ]
    }
   ],
   "source": [
    "term_cats = list(set(terms_by_cat_dict.values()))\n",
    "print(term_cats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff2cf3ddf28>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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Dxf6wYcPUlnNwcECNGjUAAKGhoXj//j0ALrFCRJTblLNgaeuz9GFlZSUCLN+/fy/pU8PDwyX92vDhwzXehL106ZLYdnFx+eD2mJqawtnZWW29RESUs3KyPyEiom8H+w8iIiIiIvqSfVPBHN999x0cHBwAyIMEFFkplKWkpODAgQNi/0OWWMmqQIECaNKkCQDgxYsXuHbtmtpyilTtAFSycig0atQIJiYmAOTp5G/duqXxusrBGc+fP5cce/ToESIjIwHI00wqB7poovxZXL58WWf5nKD8WVWrVg1ly5bVWFY52ASQZzL5/vvvP1nbiIhINycnJ9Ef7d+/H3v37kV6evoH19etWzex7ePjI7Y9PT1FQGSpUqVENq6s3r17hxcvXoj9atWqfXBbAGngpGKJLyIiynk53Z8QEdG3gf0HERERERF9yYxzuwGfW/v27XH//n1kZmbi0KFDGDBggOT44cOHERcXBwCoXLkyHB0dc+y6x48fByBfaqVmzZqS48HBwXj8+DEAeWp4TRklLC0tUadOHVy8eBGAfKkVTW1UPNQCAENDadzO3bt3xXb58uVhbW2t8z3UqlVLbEdGRiIiIgLFihXTed7HePTokdjW9W+R9YGcs7MzihYt+knaRURE+jE3N8dff/2FUaNG4d27d5g2bRo8PT1Ro0YN2NrawthY/lNk2LBhevUptWrVgp2dHcLCwnD16lU8e/YMiYmJkmXMRo8erTF1snK/AsgDPTX5559/AAAlS5ZE165d1Zaxt7cX20+ePIFMJhPLfhERUc7J6f6EiIi+Dew/iIiIiIjoS/ZNZeYAgHbt2olt5Qc/Cnv27BHbPXv2zLHrNm/eHPny5QMgDxjJzMzUeN1u3bppfAgFSJdaOXXqlMZy9+/fF9tZB6RRUVFiu2TJklrbrlCkSBGYmZmJ/ejoaL3O+xixsbFiW92yM8qUZ0cD8qVhiIgo99WqVQsHDhzA2LFjYWlpicjISJw4cQJeXl7Yvn07tm/fLumXdFEOrPD19cXSpUtFyuRKlSppzTaVte8qVKiQ2nKpqan4+++/8ffff2PXrl0a61M+PyMjQ9JvERFRzsrp/oSIiL4N7D+IiIiIiOhL9c0Fc5QtWxbVq1cHIE+HHh4eLo6FhYXhypUrAAAzMzN07tw5x66bP39+uLq6ApBntQgKChLH4uPjERgYKPY1LbGioKgHkGfYePPmjdpyhw8fFtt16tSRHEtKShLb5ubmerwD1bKJiYl6n/ehkpOT1V5bneLFi6Nw4cJin8EcRER5Q2pqKrZs2YJt27YhISHho+vr2rWryDi1ZcsWnD17VhwbO3asSjYqZe/fv5fsW1hYaGyzuu2ssp6fkpKiueFERPRRcro/ISKibwP7DyIiIiIi+lJ9c8usAECHDh1w+/ZtAPLsHMOHDwcgzY7Rpk0bFCxYMMevqwjaOHjwIBo0aAAAOHDggAhaqF27tiRluzrly5dHuXLl8PTpU8hkMpw+fRo9evSQlHnw4AFOnz4t9pUzkgDSh0/KARO6KJfNnz+/3ud9KEU2E0D3A7L09HRkZGQAkAd2lC1b9pO2jYiIdEtOToa7uztu3LgBAKhZsyYGDx4MJycn2NjYiLTG2VGiRAnUq1cPFy9eRHx8vHi9Zs2a+P7777Weqy74Ql2woHIGj5iYGI31Ze2bNAWHEBHRx/kU/QkREX392H8QEREREdGX7JvLzAHIAxsU69krllpJS0uDr6+vKJM1OCInuLq6ioc8R44cQVpaGgBg79692b6ucnYOdUutzJs3TyzlUq1aNRE4omBjYyO2X716pdc13717J3loZW1trbW8IuW9NroCSZTT1799+1Zr2QsXLogHbm/fvtU6k5qIiD6P9evXixunzZo1w7Zt29CqVSsULVr0o26cduvWTeW1CRMm6Dwva6CmpnTKylmvIiMjVZZHU3j37p3YNjIyYjAHEdEn8qn6E33lxNiGiIg+P/YfRERERET0JfsmgzlKlCgBZ2dnAEBoaCgePXqEkydPimABOzs7uLi4aDxfebCnz6BMIV++fGjRogUA+SzfCxcu4M6dO7hz5w4AoECBAmjbtq1edTVr1kxsX7hwQRK44O3tjUuXLgGQP1iaPXu2yvlVq1YV248fP9Y661jhv//+E9u2trYoVqyY1vL6pK58/fq11uPKWUpCQkK0lj106JDYTk9Px+PHj7WW/9B/RyIi0t/JkyfF9rBhw3LshmnLli1hZGQk9ps1a6aypJg65cqVk+w/e/ZMbblHjx6J7dTUVMmybJrOL1OmjKRNRESUc3KiP/mY3//6jG0iIiI+aRuIiCj72H8QEREREdGX7JsM5gCA9u3bi21/f3/JEivdu3fXeq6lpaXYfv/+/QdfNyAgQHLdjh07qk31rk7dunXF7N+kpCRcvnwZgHz28KJFi0S5ESNGoEaNGirn29vbw9bWFgCQkZEBPz8/nddUziBSr149neXv3bun9fiTJ08QGRmptYyTk5PYvnLlisZBcHx8PA4fPix5LTQ0VGvdyv+OupZwISKiD5OYmCi2lb93P9bRo0fF0loA0LRpU73OK168OKysrMT+1atX1Za7cuWK1n0F5UDHypUr69UGIiLKvpzoTz5mHHf//n2txzMzMxEcHPxJ20BERNnH/oOIiIiIiL5k32wwR9u2bWFoKH/7e/fuxblz5wAAJiYmcHNz03pumTJlxPbz58+zdd0mTZqgQIECAIDjx4/D399fHOvZs6fe9ZiamqJRo0Zi/9SpU0hNTcXo0aNFlo3GjRvjl19+UXu+gYGB5HorV67UOhPg+PHjkuVcevfurbONXl5eWo+vXbtWsq8uhX2dOnVE0ElKSgpWrVqltq5t27YhKSlJ8pquwXDp0qXFdnb/HYmISD8lSpQQ2wcOHMiROlNTU7F8+XLJa8rZmXRRXqrM19dXLHumkJCQIPo8RYYodW0PCwuTBHkoZ80iIqKclRP9SenSpcVym9HR0ZIHfLr4+vpqDQD38/OTZB1UDjhU9jFjSSIiyj72H0RERERE9CX7ZoM5ihYtKtKxv3nzRgQStGjRAoULF9Z6rqOjo0hveO/ePZ0ZIJSZmpqiZcuWAOQPi+Lj4wEA1apVkyx9og/lh1GnTp3CzJkzce3aNQDyQd7SpUtFwIo67u7uYqmUmJgYuLu7q82mERAQAA8PD7HfvHlz1K1bV2f7/P39sXr1aqSnp0teT01NhaenJ7y9vSWvK1LYKw9cjYyMMHDgQLG/fv16bN++XXLexYsXsXLlSgDyYBzFQH3//v148OCBxvbVqlVL0tas7SQioo+n6PMAYN26dVi2bJnGLEvp6em4ePEi1q1bp7VOLy8vlRuYwcHBGpdCyapHjx5iOzw8HIsWLRKpimUyGRYvXoy4uDiYmJigf//+AIBLly5JAjATEhIwefJkcZ6VlRVatWql1/WJiCj7cqI/yZ8/v8iiJJPJsH//fr2vHx4eDg8PD8TFxakcO3TokMrSlurGNoB0DHLx4kW8efNG7zYQEVH2sf8gIiIiIqIvmYHsG15occeOHSqDpnXr1umVqv3XX39FYGAgAMDc3ByNGzdGkSJFYGFhgYkTJ2o99/Tp0xg6dKjktVmzZqFPnz7Zav+bN2/QtGlTlbUyLS0tsWvXLlSsWFFnHVeuXMGQIUOQnJwMQJ6xw8nJCfb29khLS8ONGzfw9OlTUd7Ozg47d+6EjY2N2vqUU8zb2toiMjJSBM4UKFAA0dHRCA4ORlRUFACgQoUKePjwIQD5g7DGjRujVKlSGD9+vKgnLS0Nffr0wa1bt8Rr9vb2cHJyQmRkJM6fPy+CcYYMGQIzMzOsWLFC1Nm6dWuUKVNG5TOPjIxE69atRUaPMmXKoE6dOrCwsEC9evXQpk0bnZ9fVhEREWr/frp27SqWxSHKa37//Xe1r2v6ez5z5owIBCPSRd13uJmZGZycnFC6dGmYmpoiKSkJL168QEhICBISEuDi4oKtW7eqrS8pKQktW7bEu3fvAADW1taIjo4GAIwaNQqjR4/Wq13K/Tgg71dq1KiB0NBQ3L17FwDQoUMHzJs3Dy1atEB0dDQMDAzQuHFjFCpUCBcuXBB9GQDMnDkTffv2zd6HkwX7EPoSqetD2H/Qp5BT/cm2bdswd+5cAPKxj4uLC+zs7GBsbIxhw4ZJ/kb79+8vlrNUjG3y588PFxcXFC1aFElJSbh16xbCwsIASMc2RkZGaNu2LRISElQyErq5ueHOnTsAgEKFCqFhw4awtrZGiRIlVMYs+mD/QV8ijkHoc2H/oR37EPoScQxCRERE35JvNjMHALRp0wZGRkZiv2TJkmjcuLFe506ZMgWlSpUCACQnJ+Po0aPYuXMndu/erfPchg0bwsrKSuybm5ujU6dO2Ws85NlFsmbzMDExwfLly/UK5ACAunXrYtOmTSJdo0wmw/Xr17Fv3z74+flJAjkaNmyoNZAjqyVLlsDCwgJv3rzBwYMH4eXlhSNHjoiHXyNHjhQDYUCeHcTf318Elii/p3Xr1klmITx69Aje3t44e/asCORo3Lgxfv31VwwcOBB2dnaizt27dyMgIEClfba2tpg5c6bIXhIeHg4fHx9s375dr/VKiYhINxMTE2zatAnt27cXr6WkpODy5cvw9vbGrl274Ofnh6tXr2qcIads48aNIpDD3Nwca9asESmPfX19VQIcNVm4cCFcXFzE/qNHj+Dr6ysCOYoVK4ZJkybBwsICs2fPhpGREWQyGc6ePQt/f39JIMfgwYM/OpCDiIi0y6n+pHfv3mLMJ5PJEBQUBC8vL2zfvl3y3Z7VlClTUKZMGSQmJuLkyZPw8vLCgQMHxIO4Ro0aYdu2bShUqBAA+YzqgIAAtUtZzp8/X4wHY2NjcejQIezYsUPtmIWIiD4O+w8iIiIiIvqSfdPBHIULF5Y8yHFzc9O6LImyEiVKYN++fRg2bBgqVaqUrWh1ExMTSZrHtm3bwtLSUv+GK1FeasXIyAhLlixBw4YNs1WHs7MzDh48iD/++APNmzdHiRIlYGpqCgsLC5QrVw5ubm5Yv349Nm7cqHcgBwDUr18fe/fuhZubG0qWLAlTU1MULlwYzZo1w4YNGzBmzBjUqlULU6dOha2tLSwtLdGoUSO0a9dOpS5ra2vs2LEDy5YtQ8uWLUUbTUxMULJkSfTp0wcrV66EqakpLC0tsXPnTnTv3h0FCxbU2sZu3bph586daNeuHYoVKwYTE5NsfXZERKSbpaUlli1bBl9fXwwZMgR169ZFkSJFYGZmBhMTExQrVgzVqlWDm5sbFi5ciEWLFqmtJzo6Ghs2bBD7P/30E5ycnFCvXj0A8rWj9Q3Gs7CwwObNmzF//nzUr18fNjY2MDExQfHixdGrVy/s3btXzN5p06YNtmzZAldXVxQqVEi0uV27dtiyZYvOjFxERJQzcqI/MTY2xurVqzFz5kzUqlULBQsWFEGB2hQpUgQ+Pj4YPnw47O3tYW5ujgIFCsDZ2RmzZ8/Gv//+C2tra/z999+wt7dHvnz5ULVqVQwYMEClLgcHB/j6+qJfv36ws7ODmZlZTnw8RESkAfsPIiIiorxr+fLlqFy5MipXrozly5fndnOI8pxvepkVAJg8eTJ8fHwAAAsWLICbm9tnue7y5cvFUiDZSQuf1ykvsxISEpKLLckdTOlHXxP+PVNes3DhQmzcuBGAPK3wsWPHULBgQfj6+mLSpEkA5IGZCxYsyM1mfjD+P0dfC/4t09dCOU3+li1bRPBgXsP/5+hrwr9n+hp8Kf0HwP/n6OvBv2XKKc+fP8f333+fo3V+Tc9/iD6Fr/V5KVFO+aYzcxAREdGX4dWrV9ixY4fY//nnn0X2pdatW4sMWYGBgSrLdRERERERERERERFlF7NGEFFuM87tBhARERHpsnz5cqSkpAAAihYtip9++kkcs7CwQJs2beDj44PExET4+Pjgxx9/zK2mEhERERERERHRF8jS0hJ9+/bVWubmzZu4desWAPk9qlatWmkt7+jomGPtIyKibw+DOYiIiChPe/ToEXx9fcX+L7/8gnz58knKdO3aVSyb5unpCQcHB9SqVetzNpOIiIiIiIiIiL5gVlZWmDlzptYyy5cvF8EcdnZ2OssTkXajR4/m0ipEWnCZFSIiIsrTPD09kZGRAUA+SO7evbtKmXr16qFatWoAgNjYWPTp0wfdu3fHuHHjEBwc/FnbS0RERERERERERERE9LEYzEFERER51s2bN3HkyBGxP2bMGBgbqyYWMzAwwNy5c2FjYyNeu3XrFg4ePIhnz559lrYSERERERERERERERHlFC6zQkRERHnWX3/9JbarVq2Kdu3aaSxbrVo1+Pr6Ytu2bTh16hRev36NuLi4z9FMIiIiIiIiIiIiFY8ePcL+/ftx4cIFvHz5EnFxcbC0tESZMmXQuHFj9O7dG8WKFdNaR//+/XH58mUAwJYtW1CvXj28efMG3t7eOHbsGF69eoWoqCjkz59fZKidPHmyWJJ4wYIFcHNzQ1xcHPbu3YvDhw8jPDwc8fHxKFasGJo0aYJhw4ahRIkSkutGR0djz549OHLkCJ4/f47k5GSULFkS33//PYYMGYJChQp9gk8MuH//Pvz9/REUFISXL18iNjYWJiYmKFq0KKpUqYJGjRqhbdu2KFCggNrzX7x4gdOnTyM4OBihoaF49eoV3r9/D0tLSxQtWhS1atVCt27d4OzsrLENyp+5wooVK7BixQqVst26dcPChQvV1iOTyXDs2DEcO3YM169fx9u3b5GamgobGxtUq1YNrVq1QqdOndROXlPn/fv32LVrFw4fPownT54gOTkZRYsWhaOjI3r06IEGDRoAAFq0aIEXL14AAI4fP47SpUtrrffBgwfw9vbGxYsX8erVKyQmJsLKygrly5dHkyZN0KNHD1hbW2utw9vbG1OmTJF8JhkZGTh8+DD8/f0RGhqKyMhIpKSkYOXKlWjZsiUA+dJFis911KhRei25cvPmTfE3EhERgYSEBBQqVAjly5dH06ZN0atXL73+PqOiouDj44OzZ8/i4cOHiI2NRWZmJszNzVGsWDHY29ujZs2aaNmyJcqUKaOzPqJP4ZsP5li4cKHGL9lP6WtdAyokJOST1h8QEIDHjx8DAOrWrYv69et/0uvllL/++gsWFha53Qz6wv3++++53QT6BKKiotC1a1dEREQgX7582Lx5s9aBxLdm06ZN2SpfrFgxeHh4wMPD49M0KBewD6G8hv0RfSu2bt0KQH5D6vLly7h8+TIaNmyI2rVr53LL9BNevz6Sc7sRRADsnjzJ7SZQFhyDfFqK/uNLxjFI7uDvbKKvS2pqKubNm4e9e/eK5YMVoqOjER0djZs3b2LDhg347bff0K9fP73rPnbsGKZOnYrY2Fi9z7lz5w5Gjx4tHvArPH/+HDt37sTBgwexadMmVK1aFQBw+vRpTJgwQWWi1OPHj/H48WP4+flhy5YtsLOz07sNusTFxeH333/HoUOHIJPJJMfS0tIQFhaGsLAwHDp0CJ6enjh//rxKHYsWLcLGjRtVzgeAmJgYxMTEIDQ0FLt27UKHDh3wxx9/wNzcPMfeg7L79+9j8uTJuHfvnsqx169f4/Xr1zh+/DjWrFmDFStWoEKFClrrCwkJwahRo1SyEIeHhyM8PBwBAQHo1asXZsyYoXcb09PTsXDhQuzYsUPl7zQyMhKRkZG4fPky1q1bh6lTp6Jbt2561x0REYFx48bh6tWrep+jS2xsLGbMmIHAwECVY2/fvsXbt29x5coVrFu3DnPnzkXbtm011qXt/6P4+HjEx8fj4cOHCAwMxMaNG3HmzJkcex9E2fHNB3PQl+PixYuYMGECMjMzUbVqVQwaNCi3m0RE9FEyMzPh4eGBiIgIGBoaYunSpbyJSkRElIcEBgaKmUW1atXC0KFDc7lFREQfh2MQIiKiTy8pKQmDBw/Gf//9J14rW7YsqlWrhoIFCyI2Nhb//fcf3rx5g/fv32Pu3LlISEjA8OHDddZ97do1rFixAmlpabCyskLdunVhbW2Nd+/eqQ0aAOSBA3/++SeioqJgbW0NFxcXFCpUCC9fvkRQUBDS0tIQGxuLwYMH48iRI7h37x5++eUXpKWloXjx4qhVqxYsLS0RFhaG4OBgZGZmIiIiAqNHj4aPj4/eWSW0iYiIgLu7O54oBQIXLFgQtWrVgq2tLdLT0/Hy5UvcuXMHCQkJSElJ0fheZTIZDAwMUL58eZQvXx5WVlYwNjZGTEwM7t27J4IhAgICkJCQgDVr1sDAwEBST8uWLVGxYkXcvHkTt27dAgDUqFEDjo6OKtd0cnJSee3KlSsYPnw4EhISAAAmJiaoXr067OzsYGxsjBcvXuDq1atISUnBkydP0Lt3b3h5ecHe3l7t+3r69CkGDBiAqKgo8VqlSpVQpUoVGBoa4t69e7h//z68vLyQP39+bR+1kJmZidGjR+PEiRPiNSsrK/H38erVK/H3ERcXh8mTJyMuLg7u7u46605NTcWIESNw584dGBsbo2bNmihTpgxSU1Nx9+5dvdqXVWRkJNzd3fHo0SPxWsWKFVG5cmXkz58f7969Q3BwMGJiYhAXF4exY8di8eLF6Ny5s0pdt27dwpgxY5Ceng4AyJcvH5ycnFCqVCmYmpoiISEB4eHhCA0NRXIyp0lQ7mIwB300RbouU1NTFC1aFA0bNsTAgQPx3Xff5dg13rx5Aw8PD2RmZqJUqVJYs2aN3h0SEVFetXz5cly4cAEAMG3aNJFajoiIiHLf06dPMXXqVADAd999h1WrVsHMzCyXW0VE9HE4BiEiIvr0Zs+eLQI57OzsMGfOHNSrV09SJiMjA15eXliwYAFSU1Pxv//9D/Xq1UPNmjW11r18+XJkZGRgzJgxGDJkCExMTMSx1NRUteesWrUKqamp+OWXXzB8+HCYmpqKY6GhoRg0aBAiIyMRFRWFVatW4eDBgwCAWbNmoVevXjA0NBTlr1y5gqFDhyIpKQmhoaHw9/dH165ds/X5ZJWeno6xY8eKQI58+fJh4sSJ6Nmzp+T9Kd7juXPnsG/fPrV1VatWDU2aNEGzZs1gY2OjtkxwcDCmTp2Kp0+f4vTp0/Dz80OXLl0kZRQBC8uXLxfBHK6urnpl3I+MjMSYMWNEIEfXrl3h4eGBokWLSsq9ffsWs2bNwtGjRxEfH4+xY8fC19cXRkZGknIymQzTpk0TgRxWVlZYsmQJmjRpIil38eJFeHh4YOPGjXoF2Kxfv14SyDF06FCMHj1a8vcRGRmJyZMn49y5cwCAxYsXw9nZWW0Ai7LAwECkp6fDxcUFCxYsUFnmRdPfqiaKgGRFIIejoyNmz54tMskopKSkYN26dVixYgVkMhl+//13EUiibPXq1SKQo02bNpg7d67aZVlSUlJw6dIlHD9+PFvtJcpJhrqLEOknNTUVz58/x+7du9GzZ0/cvHkzR+rNyMiAh4cH3r17h0KFCmHdunUqnR4R0Zfm7NmzWL16NQBg0KBB2UqlSERERJ9WSkqKuPlma2uLdevWwcrKKrebRUT0UTgGISIi+vSCg4Ph6+sLQJ6NY+fOnSqBHABgZGSEH3/8EbNnzwYgfw6ycuVKnfWnp6djzJgxGDlypEqgg/JDeGWKLAm//vqrSplKlSph4sSJYn/9+vV49eoV5syZgz59+kgCOQCgbt26koyFAQEBOtusi4+Pjwh+MTExwfr169G3b1+V9wfI32OLFi00flY///wz3NzcNAZyAECdOnWwYcMGEay/bdu2j34PypYtW4Z3794BAPr3749FixapfaZVpEgR/P3336hfvz4AeWCNuuVDzp49iytXrgAADA0N8c8//6gEcgBAgwYNsGbNGhgaGiItLU1rGxMSEvDPP/+I/UGDBsHDw0Pl78PW1harVq1CjRo1AMj//pYuXaq1bkW5SpUqYd26dSqBHIDmv1VN/Pz8EBQUBABwdnbG1q1bVQI5AMDMzAyjRo3CL7/8AkCeJefff/9VKRccHCzasWDBArWBHIr6XF1dMWfOnGy1lygnMZiDPlqDBg3Qt29ftGzZUkT7xcfHY9asWWrXJcuu//3vf7h8+TJMTU2xcuVKjWmmiIi+FK9evRLLRrVv314yYCIiIqLcN3fuXNy7dw8WFhZYu3at2ptPRERfEo5BiIiIPo+NGzeK7UmTJmkNKgAANzc3keX83LlziI6O1lq+aNGiGDJkSLbaVLhwYYwcOVLj8datW0sCJ6pUqQI3NzeN5Tt27Ci2c2JS74YNG8T2gAEDUKdOnY+uU5fSpUuLIJtbt26JLBofKyoqCn5+fgDkgRC//fab1vJGRkYYN26c2Fecq2zv3r1iu3379qhdu7bG+mrUqKGSZUSdAwcOICkpCYA8qGTMmDEay5qammLmzJliPygoCI8fP9Z5jQkTJiBfvnw6y+lj06ZNYnv27Nk66x06dCgKFiwIQB5wlJmZKTmemJgIADA3N+cqAJTncZkV+mhdunQRncOlS5cwaNAgZGRk4M6dO7h69epHdbxnzpwR65UtWrQIdevWzalmExHlirS0NIwdOxYxMTGoW7cuFi1apLImIxEREeUeX19f7NmzB8bGxvjf//6ndrYPEdGXhGMQIiKizyM9PV0sZ2ZpaYnmzZvrdV69evXw+PFjyGQy/Pfff/j+++81lm3Tpo1eS2goa968udZMCPny5UO5cuXw8OFDcQ1typQpA3NzcyQnJyMmJgYJCQmwtLTMVpsUXrx4IQkMyMnMYS9fvsTNmzcRFhaGuLg4pKSkSCYgP3/+HIB8GZP79+/nSBDJhQsXRFaMVq1a6bVUp5OTEywsLJCUlCQylChTZOUAgM6dO+usr3PnzvD29tZa5tKlS2K7Q4cOOoMjHB0dUalSJYSGhgKQB3QogpDUKVSoEBo3bqyzrfp48+YN7t27BwCoUKECHBwcdJ5jZmYGZ2dnnDlzBvHx8QgNDZWcV7x4cYSHhyM2NhYHDx5E+/btc6StRJ8CgzkoR9WvXx/t2rWDv78/AHkU4cd0gOHh4fjll19gb2/PL1Mi+iqYmJjAy8srt5tBREREamRmZuLt27cYNWoUqlevrjZ1LRHRl4ZjECIios8jJCREZDswNjbGH3/8odd5t27dEtuvX7/WWrZ69erZblfFihV1llFkMchO+eTkZADyLAcfGsxx48YNsW1nZ4fixYt/UD3Krl27hqVLlyI4OFjv7PG6MqLo6/r162I7JCQk28tzxMbGIikpCRYWFgCAiIgIREVFieNOTk4666hRowYMDAy0vndFcAQA1KxZU6+21apVSwRz3L17V2tZBwcHGBkZ6VWvLsqf6fv37/X+TJ89eya2X79+LQnmaNeuHdauXQsAGD9+vAjoqFevHgoXLpwj7SbKKQzmoBzXvXt3Ecxx6NAhTJ8+PdvrXyn07ds3J5tGRERERESkkaGhIX7++efcbgYREREREX2B3rx5I7ZjYmKwffv2bNcRGxur9bi1tXW26yxQoIDOMsrZPvQJzFAur8hE8SHevn0rtnNiecu9e/di+vTpegdxKCiW3fhYyn8DV69exdWrV7NdR1xcnAjmUA7kMDc3h5WVlc7zLS0tUaBAAcTFxWkso1xvqVKl9GqXcjldwS+6lhfKDuXP9Pnz5zny/9WIESNw+fJlXL9+HTKZDEePHsXRo0cByIOKateujQYNGqB58+YfHKhElFMMc7sB9PWpV6+eiJ6Mi4vDyZMnc7lFREQfZvny5ahSpQqaNm2KiRMnSqJ5dZkyZQoqV66MypUrY968eZI6Fa9PnjxZ7bne3t6oXLkyGjVqhFGjRumMdFa2YsUKUf+IESPE6927dxevK68xmNWxY8dEuWHDhul1zbS0NOzbtw8jR45E8+bN4ejoiFq1aqFNmzaYOnUqzp8/r1c9iutWrlxZr/L9+/cX5YOCgnSWDw0NxZw5c9CmTRs4OTmhZs2a6NSpExYtWiQZFADAL7/8gsqVK8PZ2Rnv379XqatFixbZujYRERERkT44BuEYhGMQIqIvV3x8/EfXkZGRofW4ruUw1Mnu8mqfczk25SCK/Pnzf1RdDx8+xO+//y4COSpWrIhp06Zhz549uHDhAm7evImQkBDxX7du3cS5mZmZH3VthZz4G0hPTxfbyp9Pdv7tFcEgmigyyADyIJHs1qkr+OVD/k41+RT/X1lYWGDr1q2YOHGiSjBLWFgY9u3bhwkTJqBx48ZYvHix2t9mRJ8LM3PkYf3798fly5c/qg4XFxds3bpV7bEHDx7A29sbFy9exKtXr5CYmAgrKyuUL18eTZo0QY8ePT4oytPQ0BCdOnXCunXrAMjXnNa1xhogX2Prp59+AiCP8Dtx4oTacp6enli1ahUAYMKECRgyZIhe7bp//z78/f0RFBSEly9fIjY2FiYmJihatCiqVKmCRo0aoW3btnpFqRLRtyMzMxMRERHYv38/zp8/j127dqFMmTJaz0lISMDhw4fFfs+ePT/o2m/fvsXRo0dx/vx5bN68GY6OjjrbqrweovJ1mzVrJlI2njp1CgMGDFBbR8uWLdG+fXscPHgQp06dQmBgoNbv8Bs3bmDChAkqN5lTUlKQmJgofvw2atQIS5YsydGobH3JZDJ4enri33//lQyGAPnN1dDQUOzduxerV69G7dq1kZiYiLNnzwIAmjRpkqODDyKinP6Nv3z5cqxYsQIA0K1bNyxcuFClfGZmJtzd3XH58mUYGhpi586dcHZ21utaKSkpWL9+PU6cOIHw8HAkJibCwMAAxYoVQ/369fHjjz+iatWqetWVlJQEX19fnDx5Eg8ePEBUVBRkMhmsra1hbW2N7777DlWqVEGdOnVQq1Ytybk58bkdP35c40wvmUyGw4cP4+jRo7h58ybevXsHAChcuDCcnJzQqlUrtGnTJls3NTMyMhAYGIhTp07hxo0biIqKQlJSEiwtLVG2bFk4OTnh+++/R/369T/rzVIiyvs4BuEYhGMQIqIvk/LD7sqVK8PPzy8XW/NlUA7g+NjsGJs3bxb9buPGjbFq1SqtWeNzKhuHMuXAiClTpmj8/aMv5c8nOwEFiiVwNLGwsBBBErrKKigHgHxs4E12KH+mLVq0EM8HP5apqSkGDx6MQYMGISQkBFeuXMG1a9cQHByMiIgIAPLPZv369QgODsaWLVv4G41yBTNzfIPS09Mxb948dOnSBRs2bMC9e/cQExODtLQ0REZG4vLly1i6dClat24NHx+fD7pGamqq2D579myOrTcGAKNGjUKlSpUAyGd/vHjxQmv5uLg4jBs3Dl27dsW6detw8+ZNvH37FmlpaUhKSkJYWJhYDqZt27Y51k4i+vI5OjrCzc1NpK97+/YtPD09dZ7n7+8vftw6OTmJ7yx92dvbo3v37iLLUVJSEubPn6/zvPPnz4vvxGLFiqFp06bimKurq9gODg5GQkKCxnrGjRsHQ0P5T4Q1a9ZoLHflyhW4u7uLm6gGBgZwcnKCm5sbOnXqhLJly0ra1qdPH0kKv89l+vTpWL16tRjMVa5cGW5ubpI0eXFxcfj1118RGxuLkydPIiUlBYD8xjIR0ZfO0NAQCxYsQL58+ZCZmYkZM2boNevowYMH6NKlC/7++2/cunVLjBlSU1MRHh6OPXv2oHv37vjf//6ns67g4GC0bt0as2fPxpkzZ/Dq1SukpKQgNTUVERERuH//Pg4ePIilS5di2bJlOfG29RYWFgY3NzeMHTsWAQEBCA8PR1JSEpKSkhAeHg5/f3+MGTMGP/zwA8LDw/WqMzg4GO3bt8e4ceOwf/9+hIWFIS4uDunp6YiJicHNmzexdetWDBgwAEuXLv3E75CIviQcg3AMwjEIEdGXq3DhwmJbefkQ0qxIkSJi+/nz5x9V18WLF8X22LFjtQZyAND5bOlDKL+fyMjIj65PecJ1cnKyzmV4AHmQirYlVgDpMigvX77Uqy3Kn9eHTAT/UMqf6af4/8rAwAAODg7o378//vrrL5w5cwY+Pj5wc3MTZW7cuPFBy7sQ5QRm5sjDWrZsiYoVK+LmzZtiJsN3332HBg0aqC1/8eJFPH78GABQo0YNODo6oly5cpIymZmZGD16tCTrhZWVFVxcXFCoUCG8evUKQUFBSEtLQ1xcHCZPnoy4uDi4u7vr3e6EhATs3btX7KelpeHgwYPo27ev3nVoY2xsDA8PDwwbNgzv37/Hpk2bMG3aNLVlIyIi4O7ujidPnojXChYsiFq1asHW1hbp6el4+fIl7ty5g4SEBDFwJiIC5DcfXV1d8fz5c3Tr1g1xcXE4fPgwpk2bpnV21549e8R2jx49sn1dJycnODk5ITY2Fm5ubnj+/DmuXbuGu3fvap39rHxdNzc3GBkZif3q1aujSJEiIpjt/PnzGme7lS1bFi4uLrh06RLu3LmDq1evonbt2pIysbGx8PDwEJHbdnZ2WLp0KapXry4p5+fnhxkzZuD9+/cICwvD1KlTsXr16mx/Jh/K19dX9EkGBgaYO3eu5N/k9evXGDp0KEJCQvD27Vt4eXnh5s2bAAATExM0b978s7WViL4Nn+I3vj5Kly6NH3/8ERs2bEBoaChOnDih9WHRzZs3MXDgQPHgzcLCAvXr10eRIkXw5s0bBAUFITk5GRkZGVi5ciVkMhnGjBmjtq7nz59j6NChkllPlSpVQvny5WFlZYXY2FjExMTgyZMnYvZLVorPTR1fX19Rd8uWLVGsWDG15dStc/vo0SP069dP8qCvUqVKqFKlCgwMDHD37l2EhoYCAO7cuYPevXtj27ZtKF++vNprAEBAQAAmTZokWTfazs4OVatWRYECBZCQkIAHDx7g4cOHyMzM5BiEiCQ4BuEYhGMQIqIvV5UqVWBqaorU1FS8e/cOT58+/aDx27fEyclJbIeFheH169ciuDS7lJcw07WEWnx8vBjraZPdLIqOjo7w8vICAPz333/ZOled4sWLw9raWkyYvnHjhiR4Vp3bt2+LpWY0qVKlCp4+fQoAuHbtml4Tna9duya29c3QmROU/0bu3buHpKQkncvIfKyqVatiwYIFMDIyEr93T5w4gcGDB3/S6xKpw2COPEwRQLF8+XJxo9fJyQkzZ85UW37y5MniRq+rqytGjx6tUkaRIllh6NChGD16tCRCMTIyEpMnT8a5c+cAAIsXL4azs7PkC1Ob3bt3q6Sn2r9/f44FcwDy91eiRAm8evUK+/btg4eHh0p6o/T0dIwdO1YEcuTLlw8TJ05Ez549YWJiIimbmpqKc+fOYd++fTnWRiL6eigegClmVh0+fBg//vij2rL379/H7du3AcgffLVv3/6Dr1uoUCEMHz4c06dPByB/OKTph3JUVJT4fjcwMED37t0lxw0MDNC0aVORAvnUqVNaUxc3atQIly5dAgAcOXJE5Ubq5s2bxQO3QoUKYdOmTShRooRKPZ07d4a5uTlGjRoFADh58iSuXLmCunXr6nz/H0smk4mlBwDghx9+ULmxXbx4cSxevBhdu3aFTCbDgQMHxCy/evXqoWDBgp+8nUT0bfkUv/H11adPH2zYsAEAsG3bNo3BHDExMRg5cqQI5OjUqRNmzZolCYaIjY3F9OnTceTIEQDA6tWr0aRJE5XlUQBg586dYnxgZ2eHP//8U2Pa/oiICJW0+QC0BpefOnVK1P/TTz+hXr16GssqS01Nxfjx40UgR+HChbFkyRI0bNhQUu7cuXOYMGECoqOj8fbtW3h4eMDLy0tlTAEAd+/exZQpU0QgR9WqVTFr1iy1Y6nIyEj4+fnl2NrMRPR14RiEYxAiIvry5MuXD/Xr18eZM2cAADt27MCUKVNyuVV5W6lSpWBvb49Hjx4BALZv3w4PD48PqkuR5QuQZ7HQlpljz549kgB8TZTryLp0mjpNmjSBsbEx0tPTce3aNdy/fx8ODg46z9PGxcUFgYGBAIADBw7oDObQZ3mf+vXriyX6AgICMH78eJiZmWksf+vWLYSEhIh9fcfdOaFMmTLibyQtLQ179+7FTz/99Fmu3aJFCxHMwWw7lFu4zMo3JCEhAf/884/YHzRoEDw8PFQ6NFtbW6xatQo1atQAIO+g9E39m5GRgW3btqm8fuPGDYSFhX1447MwMDBA/fr1AchTRl2/fl2ljI+Pj4h8NDExwfr169G3b1+1N11NTU3RokULrFy5MsfaSERfly5duojtgwcPaiy3e/dusd2xY8ePXj+wbdu24nv60KFDGsv5+PiIAUjDhg1RunRplTLNmjUT22fOnNEaoa18w/bChQuSYzKZTPI+R44cqfYmqkKrVq0kg4ydO3dqLJuTrl69KkmHP2zYMLXlHBwcRJ8XGhoq1p9kemMi+tqULVsWpUqVAiD/jtSUEWLNmjUiHayrqysWL16sktWiUKFCWLZsGVxcXADIMwBqGjMoz3b6448/NAZyAPIU/Z/jYRsgvwl2//59APLxwr///qsSyAHI11peu3YtjI3lcyHu3LmDgIAAtXXOnTtXfK7Vq1fHtm3bNAbF29raYvDgwRgyZEhOvB0i+gpxDPJ/OAYhIqIvhfLv+23btqn0adrkxLIcX6KBAweK7Y0bNyI4OPiD6ilTpozYVp7UnFVYWJgk+FIb5eVENGWSVFasWDF07twZgPz3y8SJE7UuNacsMzNT7fJwP/zwg9j29/dX+zxM4c6dO/D19dV5rU6dOonsFpGRkVo/j9TUVMybN0/s16tXD999953Oa+Qk5f+vPD09JYElumT9/yo1NVVlQromr169EtvKyygRfU4M5viGHDhwQKyfWqRIEY1pkAF5cIPy7MCgoCAxI1CbwMBAsW6WtbW1ZGbe/v37P7Tpail3FurSVSlmHQLAgAEDUKdOnRy9PhF9W7777jsRRX316lW1P95TUlJw4MABsf8h6Y2zKlCgAJo0aQJAvi6hcjo7ZcrLW2WdEafQqFEjEdD29u1bMSNcHeUbo1nXq3z06JH4EWxkZCS5yayJ8mdx+fJlneVzgvJnVa1aNcn62VlljWg3MDDA999//8naRkSUWxS/oVNTU9X2A2lpaWLWiYGBAaZPny6Z3aTM2NhYzNwGgODgYLVjBm3LAuQmRepbAOjdu7fWNLGOjo6SvkzdQ8EbN26IcYmBgQEWLVr00Q9UiejbxjHI/+EYhIiIvhQuLi7o1q0bAPlE2aFDh2LNmjUaHx6npKTg2LFjGDFiBEaMGPE5m5pndOvWDTVr1gQgH5P+/PPP2L59u9rMGampqThx4gR++eUXlWPKS5UtXLgQZ8+eVSlz8eJF9O/fH4mJiXot1aG83Oe5c+cQHx+v85yxY8fC1tYWABASEoLu3buLTPjqvH79Gps2bULbtm3VBvA2bdpUZCzLzMzE8OHD1QYJBQUFYejQocjIyFA7qVmZpaUlRo4cKfbXrl0LT09PpKamSsq9ffsWI0eOFAEkxsbGH5w55WN07txZMsH7xx9/xK5du1Taq5CQkAA/Pz/0798fc+fOlRx78+YNmjVrhkWLFmn9bXr+/HksX75c7OvKiEL0qXCZlW+IIlUlAHTo0EFlWZKsHB0dUalSJTGTLigoSGe03aZNm8R23759Ubp0aXFD08/PD7/++mu21xjTRHndtKyRdS9evJDcSO7Xr1+OXJOIvm3t27fH/fv3kZmZiUOHDmHAgAGS44cPH0ZcXBwA+bqM2mYeZ/e6x48fByBPe6cY3CgoPzyztrbWOJvL0tISderUwcWLFwHI0xxraqPyYCnrQ7y7d++K7fLly0si1DVRDu6LjIxEREQEihUrpvO8j6FIzwhA579FtWrVJPvOzs4oWrToJ2kXEVFu0vYbGpA/LFTcnKpZs6bWh1CAvL+rWrWq6BvUjRnatm0rZgbNmjULS5cu1bl+8aeWkJAgliQAND+EVNajRw8RxHHr1i2VdXqVbxQ2aNAAFSpUyMEWE9G3imMQOY5BiIjoSzJnzhxERkbi3LlzSEtLw19//YVVq1bB0dERJUuWhKmpKeLi4vDs2TM8ePBAPJDO2jd8K4yNjeHp6Ql3d3eEhYUhOTkZc+bMgaenJ2rVqgVbW1tkZGTgxYsXuHPnDhISElCgQAGVetzd3bFnzx5ERUUhJiYGP//8M6pVqwZ7e3sYGBjg7t27ePDgAQB5BsbChQvrnITs6OiIEiVK4NWrV4iMjES7du3QqFEjWFtbi2ddNWrUkCxzV6xYMfzzzz8YOnQooqOj8eTJEwwePBjFihWDo6MjbGxskJaWhujoaDx48EAliDUrAwMDzJ8/H7169UJMTAyio6MxcOBAODg4oEqVKgDky+7du3cPgDwrv/LEa00TNAYPHoyrV6/i5MmTAIBVq1Zh586dqFevHgoVKoRXr14hKChIEjDx22+/acw++SkZGRnB09MTgwYNwt27d5GQkIDff/8df/75J5ydnVGsWDEYGRkhNjYWT548wePHj8WyOOqW+YuLi8OGDRuwYcMGWFlZoUqVKihWrBjMzMzw7t07hISESLKt2dnZfbalXYiyYmaOb4jiixyAyiBcE+WBr/LAWZ2rV6/ixo0bAORrw/Xt2xetW7cWNzifP3+Oq1evZrfZGil3QLGxsZJjinYA8i9Z5ZvWREQfql27dmJbXXp1xUxmAOjZs2eOXbd58+YiAO/w4cPIzMzUeN1u3bppXQ9SOc3xqVOnNJZTpJ0HoHLDUzndX8mSJbW2XaFIkSKSdRejo6P1Ou9jKPcN6lI+K8s6G7tVq1afpE1ERLlN229oQPr97+zsrFedyuWUxxwKzZs3x/Dhw2FgYIAHDx6gc+fOcHNzw/jx4zFnzhzMmTMHa9eu1f9N5ICQkBBkZGQAACwsLPQKLqlSpYoY22RkZEg+KwCSVLefc/1gIvq6cQwixzEIERF9SUxNTbF27VqMHDkS5ubmAIDk5GQEBQXBx8cHXl5eOHToEO7cuSMelJuYmOg9BvsaFS9eHF5eXpL+MC4uDqdOncKePXvg7e2NoKAgsWSJuqwahQsXxj///CMJ+rxz5w78/Pywf/9+EcjRsmVLeHp6agxyUGZoaIjff/9dZLqIjIyEr68vNm7cKIIBzpw5o3Keo6Mj9u3bhwYNGojXIiIicPToUXh5ecHb2xsnT56UBHIUKVIE5cqVU9sOOzs7bN68WfL74v79+/Dx8YGPj48Yi/fq1Qvjx4+XBMlmXTZV+b2tWLEC/fr1g5GREQAgJiYGgYGB2L17N86ePSv+PgsUKIAFCxaoBBZ/TtbW1ti5cyd69+4tlkFNSEjAuXPnsG/fPuzevRuBgYEIDQ0VgRz58uVTCZIyMTGR/HaNiYnBxYsX4evrCy8vLxw7dkwSyOHi4oJt27bplcmF6FNgZo5viPLAV7FWti7K5XQNepWzcnTt2lWkU27VqpWIbvTz88ux5U6U01llzfbx9u1bsa1r8ExEpK+yZcuievXquH37Nm7evInw8HCxFmNYWBiuXLkCADAzMxNrI+aE/Pnzw9XVFYGBgYiMjERQUJAYCMTHxyMwMFCU1TWz2NXVFQsWLAAgD9J78+aN2tlfhw8fFttZv7cVS3YBEANSfZibmyMlJQUA9F6X8GMkJydLrq1N8eLFUbhwYbx79w4Ab6QS0ddL229oQLoerL4Py5TT4qtb3xcAxo0bh2bNmmHTpk04fPgw7ty5gzt37ojjDg4OGDp0qF7XywnKY5sSJUrolT3Q0NAQxYsXFzPRs46PFH0IIF2rmYjoY3AMIscxCBERfWmMjIwwZswY9O/fH76+vrhw4QIePXqE6OhopKenI3/+/ChVqhQqVaqEevXqwdXVNc8uUfm5WFlZYcWKFbh58yb8/f1x+fJlvH79GnFxcTAzM0Px4sVRpUoVNGnSRG22BUA+kTkgIACbN2/GyZMnxUN5W1tbVKtWDZ07d0aLFi2y1a7mzZtj37592L59O/777z+8fPkSSUlJkMlkWs8rVaoUNm3ahGvXruHw4cO4cuWKeD9GRkawsrJCuXLlUL16dTRu3BguLi4iSEEdBwcH+Pv7Y9euXTh8+LDIYmJrawtHR0f07NlT/F5TZG4zNDTUGMwByLOizJgxA71798a+fftw8eJFvH79GomJiShUqBDs7Ozg6uqKHj166JUZ7VPLly8fZs+ejSFDhsDPzw+XLl1CWFgYYmJikJmZiQIFCqBMmTJwcHBA/fr10bRpU5X3X6xYMQQFBeHSpUsIDg7GnTt38OzZM0RFRSEtLQ358+dHyZIlRcaVhg0b5tK7JZJjMMc35EMGvsqRZtoGveHh4Th27BgAeecwcOBAcaxr164imOPQoUOYPn261hkb+lKkiAKAggULSo4pt5XrVBNRTurQoYNIyx4QEIDhw4cDkM5Ma9Omjcr3Uk5cV3HD9ODBg+KH+YEDB8QNw9q1a8Pe3l5rPeXLl0e5cuXw9OlTyGQynD59WmVd7QcPHuD06dNiX3k2ICDtG5RvVuqiXPZzfDcrLyemuIGrSXp6upihXbx4cZ3LChARfam0/YYGpL+jdS3LqKDPmCEsLAyrV6/G+fPn9W3qJ6Xczuw+FFRXR9Z9ztghopzEMQjHIERElHeMHj0ao0eP1ru8jY0NBg0ahEGDBn3wNbdu3ZrtcxYuXIiFCxd+smucOHEiu03Sm6Oj40ctHVe4cGGMHz8e48eP11ouO59R5cqVMWfOnA9qT82aNfXOlq+Lubk5Bg4cKHkGl1VYWBjev38PQJ7RQ58MJBUrVsTkyZM/qm1ubm5wc3PL9nnZ/X8KkE/iHjlyJEaOHJnt6wHy35YtWrTIdmAPUW7gMivfkA8Z+CoHgGgb9G7ZskWk3GzRogXs7OzEsfr164tlTuLi4nKsk1dO4Zx1wKscafc5Zl4Q0bejXbt2YvauIs1xWloafH19RZmsNyZzgqurq/geP3LkiEiVt3fv3mxf19XVVWyrS3M8b9488Z1erVo1STpAAJJZAsozuLV59+6d5GamrkhuXZHtgO6+rFChQmJbOWOTOhcuXEBMTIwoq7wWJBHR1yIjIwOhoaFiX91DI0UqUgDi5o8uusYMly9fRrdu3XDq1ClkZmaif//+2L17N65evYr79+8jJCRE5zrFOU25nTn1UFB5DKL8mRARfSyOQTgGISIiItLXwYMHxXaNGjVysSVElBMYzPENUR74vnz5Uq9zlGfuaRr0xsfHY9++fWI/a4SpoaGhJNWnphu1+qQ2VkhNTcV///0n9rN2SIULFxbbymuOERF9rBIlSoj1K0NDQ/Ho0SOcPHlS3Kizs7ODi4uLxvOVU+Xpc7NQIV++fCJSOCYmBhcuXJCkqC9QoADatm2rV13Ka1ZfuHBBctPQ29sbly5dAiBPBzl79myV85XXdn78+LG4AamN8ne2ra2tyhrYWSnWv9Tm9evXWo8rzxAMCQnRWvbQoUNiOz09XaTQ1+RD/x2JiHJadn5DX7t2TTyEMjMzQ6VKlbSW13fMoPx9nHXMIJPJMG3aNBHc8Oeff2L69OlwcnKCpaVlttqfk5Tb+fr1a72+yzMzM7W+V+UxiPL6ukREH4tjEI5BAI5BiIiISLfw8HBs2LBB7Hfs2DEXW0NEOYHBHN+QKlWqiO1r167pdY5yOeWBs7Ldu3eL7BfOzs6oXbu2SpmuXbuK7bNnz6qsLw1IU1Hqmo0QGBgobggXKVJE3NRQUN4PCwvTe9YGEZE+2rdvL7b9/f0l6Y11rRetPGtX3xnP6q4bEBAguW7Hjh31ThNft25dMcMuKSkJly9fBgBERkZi0aJFotyIESPURm/b29vD1tYWgHyWt5+fn85rKs/eq1evns7yytmX1Hny5AkiIyO1lnFychLbV65c0XhzNj4+XrI+NwDJzHV1lP8ddaVPJiL6lJR/QytmTGuiHFTt6uoKExMTreVv3LihVxuuX78utrOOGR4+fIhnz54BkD9s7NChg151Zofy+1DM6talcuXKMDIyAiDP5KfrgRsA3L9/X4xBjIyM4ODgIDmu3O8oHkoSEeUUjkE4BuEYhIiI6Ns2aNAgnDlzRpJRU9mpU6fw448/Ij4+HoD8mWDjxo0/ZxOJ6BNgMMdXRNestvr164vtgIAAnQO/W7duSW5qqhv4pqenY9u2bWJ/8ODBauuyt7dH9erVAchvMiuneVIoWrSo2I6OjtYY0JGWloZ//vlH7Hft2lUyOwEASpYsiQoVKoj9D1lTjohIk7Zt24q1Bvfu3Ytz584BkD9M0rUuYJkyZcR2djMHNWnSBAUKFAAAHD9+HP7+/uJYz5499a7H1NQUjRo1EvunTp1CamoqRo8eLWa4NW7cGL/88ova8w0MDCTXW7lyJSIiIjRe7/jx45JUyr1799bZRi8vL63H165dK9lX9/CuTp064oZvSkoKVq1apbaubdu2qaTDDw4O1nr90qVLi21mgCKiT0nXb3zF9xygfbbw06dPJen4dT34A+QzmnVlmHjw4IGYoQ1AZWa48pKH2pZt/BiKvhHQf8kUS0tLMT4BAB8fH53nKD8UdHR0lCxjCQBNmzYV25cuXdL5UI6IKDs4BuEYhGMQIiKib9v58+cxZMgQNGzYEAMGDMCUKVMwc+ZMjB49Gq6urhg2bBjevHkDQD7+XrRokfj9SERfLv5f/BVRzCwD1Efod+rUSdxwjIyMxIoVKzTWlZqainnz5on9evXq4bvvvlMpFxgYKNIvlytXDi1bttRYp3J2DnVLrRQvXlwEdKSnp+PChQtq61m5cqVIPVmoUCH8/PPPassNHDhQbG/evBlBQUEa20ZElB1FixZFnTp1AABv3rwRN/FatGghSbGujqOjowhAu3fvXrYe9Jiamorv2YSEBBFlXa1aNY3ZkzTJumb1zJkzRTamMmXKYOnSpVp/7Lu7u4s0xTExMXB3d1c7ky0gIAAeHh5iv3nz5qhbt67O9vn7+2P16tUqkeapqanw9PSEt7e35HXFw8aMjAzxmpGRkaQvWL9+PbZv3y457+LFi1i5ciUA+Y3wEiVKAJD3Uw8ePNDYvlq1aknaqikinojoY+n6ja88A/jmzZtqM+Clp6djxowZIli6bt26kn5AE5lMhj/++ENjKveMjAzJmKF27dqS9PIAxPcqIM9s8fDhQ53XzS47OzuxnZ3lTXr16iW2t2/fjvv372sse/v2bclDPnUPBR0dHcXvA5lMhkmTJumVsp+ISB8cg3AMwjEIERERAUBsbCwuXrwIb29veHl54ciRI5LJHXZ2dtixYwcqV66ci60kopzCYI6viPKMtNu3b6sct7S0xMiRI8X+2rVr4enpqZIB4+3btxg5cqRIl2xsbCwZBCvbtGmT2HZ3d9c66O7QoYNIgXzjxg2EhYWplOnUqZPYXrBggWR5lIyMDKxdu1Yyq2Hq1Kkqa1UrdO3aVSz5kp6ejiFDhmDbtm06008TEemjXbt2Kq/pM8vZxsYG33//PQD591rPnj0xatQozJo1C4sXL/6g6/bo0UOPFku5urqK2d7h4eFiRrKlpSVWrVoFKysrrecXKlQIS5cuFWmVnzx5gm7duqFXr16YOnUqfvvtN7Ru3Rrjx48Xs6Tt7Owwf/58vdpna2uLZcuWoXnz5hg3bpwkylzRDyhnYFq6dCk8PDzw999/S+r56aefRJpmmUyGOXPmoH379pgyZQp+/vlnDBo0SPQLAwYMwA8//ABAnn66X79+mDFjhsoMPEDepykCJP/77z+0bdsWkydPxpw5cxAYGKjXeyQi0oeu3/h2dnbiey41NRUzZsyQpNCPi4vD+PHjRWBz/vz5MWvWLL2ubWJigpMnT2Ly5MkqQQmxsbEYP368WE7EwMAA48ePV6mjWLFion0ZGRkYNGgQTp06pTFAJDo6Grt27cLFixf1aiMAyQO6AwcO6FyyUaFTp05iqZS0tDT8/PPPapdHuXDhAoYMGSIemlWrVk3jcjEzZsyAmZkZAODu3bvo27evZBkaIqKPwTEIxyAcgxAREX27/P39MXbsWLi6uqJixYooUqQITExMkD9/fpQpUwYdOnTAn3/+iYMHD6osC0pEXy4Dmaa7aJRnLF++XGTR6NatGxYuXKi23J49ezB9+nSxX79+fZQrVw5jx46FjY0NAHkKyJEjR+LkyZOinJWVFerVq4dChQrh1atXCAoKktwAnTJlCgYMGKByveDgYPTt21fUcfr0acma3eqMHDkSx48fF9tjxoyRHI+KikKHDh0QFRUFQL4GeP369ZE/f37cvHlTMtNu8ODBmDhxotbrRUREwN3dHU+ePBGvFSxYELVr10bRokVhbW0NZ2dnNG3aVDLr8UNFRERI0isrdO3aVSUNM1F2/f7775/1epr+ns+cOSNmQ33L3r17hyZNmohZWCVLlsTx48f1Sl336tUr9O3bFy9evJC8XqBAAZ2pddPS0tC4cWORitjc3Bznzp2TrJ+sLzc3N0lqfBMTE6xduxYNGzbUu47r169jwoQJOmdCN2zYEEuXLhX9kTrK0eKbN2/GiBEjVFIPK4wcORJNmjRBnz59JK//9NNPmDZtmuS16OhojBw5Ev/995/Gazdu3BirVq1CamoqfvjhB0nAoYODg9qMUj4+Ppg6dapKemV1bdAH+xD6Uujqj9h/6Ccnf+NfunQJAwYMEAESRYoUQd26dZGamoqrV6+KPsPIyAgrVqxAixYtNLZr8uTJ4uHaqFGjsGXLFsTFxSF//vyoX78+ChcujMjISAQFBUm+o4cPH45x48aprfPGjRvo16+fZIyhCPIoXLgwZDIZYmNj8eTJEzx8+BCZmZlYsGCBzmUDFGJiYtCqVSvExcUBAEqVKgUXFxdYWFigbt26ah9CKjx69Aj9+vUT4w9A/r1fpUoVAPIZ7MoZOwoXLozt27ejfPnyGusMCAjApEmTJEHk5cuXR9WqVWFjY4PixYujWbNmkgeCH0PT/3PbU1NRJEeuQPRx7JTG47qwD9GOYxA5jkE4Bvlafe77Pl8T9h9ERET0tWJmjq9I06ZNReYLQH5T18vLSzIINTQ0xIoVK9CvXz8RvBATE4PAwEDs3r0bZ8+eFTdZCxQogAULFqgN5ACkWTl+/PFHnYEcgHSpFT8/P5UZeTY2Nli9ejUKFSoEQD4r4dSpUwgICBCDdBMTE0ybNk1nIAcgv0m8e/dutG/fXsz+iIuLw8mTJ+Hl5YXVq1dj+PDhcHNzE8vFEBHpo3DhwnBxcRH7bm5ueq9BWKJECezbtw/Dhg1DpUqVsnWTzMTERLKkVdu2bT/oJiogTXNsZGSEJUuWZOsmKgA4Ozvj4MGD+OOPP9C8eXOUKFECpqamsLCwQLly5eDm5ob169dj48aNWm+iZlW/fn3s3bsXbm5uKFmyJExNTVG4cGE0a9YMGzZswJgxY1CrVi1MnToVtra2sLS0RKNGjdQ+sLO2tsaOHTuwbNkytGzZUrTRxMQEJUuWRJ8+fbBy5UqYmprC0tISO3fuRPfu3VGwYEGtbezWrRt27tyJdu3aoVixYpI+mIgop+jzG79+/fr4/fffRT/09u1bHDp0CMePHxcP3mxtbbFx40atgRxZlSpVCmvWrIGtrS0SExNx/Phx7N69GydPnhTXNzIy0hrIAciXgtm0aRPKlSsnXouIiMCxY8fg5eWF3bt3IzAwEKGhoSoPp/RhZWWFuXPniiUEXrx4AR8fH2zfvh1XrlzReq69vT127NghWSrg/v378PHxgY+PjySQo1q1ati1a5fWQA5APnN648aNkuVfnjx5goCAAGzduhV//vknOnbsiPnz52vMUEJEpA7HIHIcg3AMQkRERET0rTDO7QZQzilWrBiWL1+OZcuW4fHjxxqXEzE2NsaMGTPQu3dv7Nu3DxcvXsTr16+RmJiIQoUKwc7ODq6urujRo4fGJUzCw8NFhg0zMzP069dPrzY2a9YMVlZWiImJwfPnz3H16lWx5quCk5MTDh48iPXr1+PkyZN49eoVTE1NUapUKTRt2hQ9e/ZE6dKl9f5cChYsiGXLlmHYsGEICAhAUFAQXr58iZiYGPEZ3b9/H8OGDYOPj4+4CUxEpEvx4sXFdqlSpbJ1rrW1NcaPH682Jf2nvK6yMWPGqGRI+hCmpqbo3r27Ximes8Pe3h4LFizQWsbd3R3u7u466zIwMED79u3Rvn17nWVtbGzwxx9/4I8//tBZ1tnZGZ6enjrLERF9KH1/4/fp0wfOzs7YsGEDLl++jHfv3sHKygply5ZF+/bt0aVLF8mSLfqqVasW/Pz84OXlhaNHj+LFixdISkpC0aJFUb9+ffz444+oVq2aznpq166NgIAAHD9+HCdOnMC9e/fw+vVrJCUlwczMDEWKFEGxYsXg7OyMunXrSpZO0Ufbtm1RpkwZbNiwAVeuXEFUVJTeyyuWL18e+/btw+HDh3HkyBHcvHlTZOqwsbGBk5MT2rRpgzZt2ogAcV3q1q2LgwcP4siRIzh9+jSuX7+Od+/eIT4+HjKZDDKZDJs3b0aRIkUwdOjQbL1XIvq2cQwixzGIp85yRERERET05eNT6y/A6NGjMXr0aL3KNm/eHM2bN9erbMWKFTF58uQPalOZMmVw7969bJ9namoq1uvWpkiRIpg0aRImTZr0Ic1Ty8HBQbJOmEwmw+3bt/HLL78gIiICoaGhOHLkiF6D7OwaP348U/oREdEHYR9C9HX6FL/xq1Spgj///PNjm6bCxsYGI0aMwIgRIz6qHhMTE7Rt2xZt27bNoZZJVatWDUuXLv2gcw0NDfV+4KYvIyMjtGvXTjJjOzk5GV5eXuJB4dq1azFw4MBPMrO6zKVL7D+IiOiDcAxCRERERJQ3cJkV+mYZGBigRo0a+Pnnn8Vr165dy8UWERERERHR18zc3BwDBgwQy7rEx8fj4cOHudwqIiIiIiIiIiLKixjMQd+8MmXKiO2UlJRcbAkREREREX0LOAYhIiIiIiIiIiJdGMxB37S0tDTs27dP7H/33Xe52BoiIiIiIvraPXv2DBcuXAAgzxZYrly5XG4RERERERERERHlRca53QCi3LJr1y5s3LgRYWFhAAAzM7McXSObiIiIiIhI2ahRo3D+/HkkJSUBAFq0aAFra+tcbhUREREREREREeVFDOagb9bdu3dFIIehoSFmzZqFokWL5m6jiIiIiIjoq3X69GmkpqYCAEqWLImZM2fmcouIiIiIiIiIiCivYjAHfbOMjIxQuHBh1KxZEwMHDkSdOnVyu0lE9IVZuHAhFi5c+NmvO3r0aIwePfqzX/dTCwkJye0mEBERfVL58uVDyZIl0aJFCwwZMgQ2Nja53SQi+gienp6Ii4sT+1kDtG7cuIH9+/cDAAoXLoyRI0fCwMDgo67JMUjO4hiEiIiIiIjyMgZzUK7YtGkTFixYIPZHjRr12W8K/P777/j999/F/pMnT/DDDz8gMTERNjY22LVrV46tX/3XX3/BwsIiR+qiL5/y3x0RZU9e6D+y+pT9B8A+5EvG73v6EuXWQ8Jvxa5du9C9e3ds2LAB3t7e2LVrF8qXL/9JrhX+T30k5/8kVRNli93EJ7ndhE/G29sbERERYl85mCMhIQHjx4/H8+fPYWJigk2bNn10IAfR58I+RL2v+fuMiIiIiPImBnMQAUhOTsavv/6KxMRE5MuXD6tXr87RB3FERPR1Yv9BRPTlWr58OVasWAETExPY2tqiZs2aGDBgABwdHT/J9ZKTkzFmzBgkJSWJPuNTBXIQUe6bP38+nj9/DgCYOnVqrmUDff78OXbv3o1Tp07h5cuXAOTLPDVr1gw9e/ZE6dKlc6VdREREREREpJthbjeAvk1VqlRB37590aJFCwCAoWHu/inOmjULoaGhMDQ0xNKlS+Hk5JSr7SEiIvXYfxARUU5LS0vDy5cvERAQgB9//BHHjx//JNeZPXs2Hjx4IPqMmjVrfpLrENHnc+bMGYSEhKBatWowMTERrx8/fhz79u0DAPTs2RM//vhjrrTP29sbHTt2xJo1axASEoL4+HjEx8cjJCQEa9asQceOHeHr65srbSMiIiIiIiLdGMxBuaJevXqYOXMmmjdvDgCwsrLKtbZ4eXmJmxfTp09Hy5Ytc60tRESkHfsPIiLKKY6Ojujbty86dOgAc3NzAPLAjlmzZuH9+/c5eq09e/bAx8cHAPsMoq/N+/fv8fTpUxQtWhQAEBUVhRkzZgAAatasKbY/N29vb0yZMgXJyckAgDJlyqBTp07o2LEjSpYsCUCeMWjSpEkM6CAiIiIiIsqjuMwK5YqMjAzcvXsXa9euBQDUrl07V9px9+5d/PHHHwCAn3/+GX379s2VdhARkX7YfxARUU5xdXWFq6srAODBgwfo1asXEhMT8ebNGwQGBqJLly45cp379+9j3rx5AIChQ4eyzyD6ikRFRcHT0xMJCQlo3bo1AHnA1rt371CsWDEsX74cpqamn71dDx8+xKxZswAARkZGmDRpEvr37y+y2mVkZGDNmjX43//+B5lMhpkzZ6J69eqoUKHCZ28rERERERERacbMHJQrtm7diu7duyM8PBxt27aFg4PDZ29DXFwcfv31V6SkpKBDhw6YMGHCZ28DERFlD/sPIiL6FCpWrIh+/fqJfT8/vxypNyEhAWPGjMH79+/RuXNnjB8/PkfqJaK8oWvXrvDy8oKlpSWGDh2KvXv34vjx4zAzM8OKFStga2ubK+1atmwZUlJSAADDhw+Hu7u7ZHlCIyMjjBw5Eu7u7gCAlJQUeHp65kZTiYiIiIiISAtm5qBcYW1tDRcXFzRv3hz9+/fPlTYULFgQx44dy5VrExHRh2H/QUREn0r37t2xZs0aAMDFixfx5s0bsWzCh7K0tERgYGBONI+I8qCKFSuiQYMGGDp0KMqXL4/SpUujU6dOMDAwyJWMHADw6NEj8Vu1cOHCGD58uMayY8eOha+vL2JiYnD06FE8evQI9vb2n6upRESkhkwmQ1JS0me/roWFBQwMDD77dYmIiEg7BnNQrujSpUuOpS0mIqJvB/sPIiL6VMqWLYuaNWvi2rVryMjIgL+/PwYNGpTbzSKiPGz9+vWSfRMTk1xqyf85fPiw2G7fvr3WoBJzc3N8//332LdvHwDgyJEjGDFixCdvIxERaZaUlIQlS5Z89utOmDAB+fPn/+zXJdLE29sbU6ZMAQB069YNCxcuzOUWERHlDgZz0Ee5ePEi/Pz8cOvWLbx69Qrv37+HpaUlrK2tUbJkSTg4OKBKlSpo06aN5AZCUFAQfvrpJwBAqVKlcOLECa3X6d+/Py5fvgwA2LJlC+rVq6e1/PLly7FixQoAwKhRozB69GiVMpMnT4aPj4/WMkRE9Gmw/yAi+jgtWrTAixcvAADr1q1D06ZN1Zbz8/PD5MmTkZGRAWNjYyxduhRt27ZVKZeWloaAgAAcPXoU9+/fx7t375Ceng4rKytYW1ujXLlycHBwgLOzMxo3bqy1bW/fvsWOHTtw5MgRLFmyBA4ODoiIiMCSJUtw9uxZJCUl4bvvvkO3bt3Qt29fGBvrNyxNSkrCrl27cOTIETx58gSJiYmwsbGBs7Mz+vTpgwYNGoiyx44dwy+//AIAWLhwIbp166bXNbp06YJr164BAHx9ffUO5lDXf6SlpcHf3x/79+/Ho0ePEB0dDSsrK9SoUQM9evRAixYt9KqbiPIumUyGgIAAHDhwAHfu3EFMTAzy588PBwcHdOnSBV27dhXLm7x79w5NmjRBRkYG3NzcsGDBAgDAmDFjRABG//79MX36dLXXun37Nnr37o20tDQ4ODhg3759ar8/T506JbYbNWqk8z3Ur19fBHOcPHlSr2CO2NhYrFmzBufPn8erV6+QmJgIExMTFC9eHE2aNEG/fv1Qrlw5nfUkJSXB1dUVcXFxALT3Z+qcOXMGQ4YMASDPnnfmzBmYm5tLyiiPHz6GtrFEWloa/Pz8cPz4cdy7dw/v3r2DsbExbG1tUbt2bXTo0EGvfwtlKSkpOHDgAM6ePYs7d+4gKioKqampKFCgAMqXL49atWqhVatWcHJy+uj3RkREREREeReDOeiDJCQkwMPDQ3KTQCEmJgYxMTF48uQJzp8/DwCoWbMmSpcu/ZlbSUREeQ37DyKiz+fAgQOSQI5ly5ahdevWKuUePnyIX375BWFhYSrHIiMjERkZidDQUBw9elRnIN2hQ4cwc+ZM8WBOJpMhJSUF7u7uePLkiSh379493Lt3D35+flizZg2KFCmi9b1cuXIFEyZMwOvXryWvR0REIDAwEIGBgRg8eDAmTpwI4P9mphsbG6N58+Za61aWmpoqtkNCQnD//n04ODjofb5yu8aMGSMCQxQiIyNx4sQJnDhxAl27dsX8+fNhZGSU7fqJKPe9fv0av/76K27cuCF5PSYmBpcuXcKlS5fg5+eHVatWwdzcHEeOHEFGRgYASL6LmzVrJr6zTp8+rTGYo3r16hgwYADWrVuH+/fvY8uWLSoBZ5mZmQgNDRX7VatW1fk+qlSpIrZDQ0ORmZkpAlDUCQ4Oxrhx4/DmzRvJ6+np6Xjy5AmePHkCLy8vTJ06Fb1799Z67f3794v+onTp0mjSpInO9ipr3LgxSpUqhRcvXiAuLg5+fn7o1atXtur4WDdu3MCECRPw7NkzyespKSlITExEWFgY9u3bh0aNGmHJkiWwsbHRWeeRI0cwb948REREqByLiopCVFQUrl69inXr1mHWrFno06dPjr0fIiKir5U+E7iIiPIiBnPQB5kwYYLkQZy1tTWcnJxga2uLlJQUxMTE4PXr13j8+DHS09Nzr6FERJSnsP8gIvo8Dhw4gEmTJiEjIwMmJib466+/1AZyxMfHY/DgwZIgiXLlyqFSpUqwsbFBfHw8YmJi8OzZMzx//lzrNY8cOYLx48cjMzMTgDx9v6WlJfz9/UUgh5WVFRo1aoSjR48iNTUVt2/fhru7O/bu3asym1rhwoULGD58OFJSUkQd9evXh6mpKW7evCmCUNavXy+yOp08eRIAULduXVhZWen1mWVmZmLLli2S1/bv35/tYI6kpCT8/PPPCA0Nhbm5OWrXro0SJUogMTERQUFBePfuHQB55o/y5ctj+PDh2aqfiHLfq1ev0KdPH7x69QqAfHmVBg0awNbWFo8ePcL169cByLPRLVq0CLNmzRIBG/nz55dkaWjatCkMDAwgk8nw7NkzPHr0CPb29mqvO3z4cOzYsQOJiYnYsGED+vXrJ8liFx4ejvfv3wMALCwsUKxYMZ3vpVy5cjA0NERmZiaSk5Px4sULlClTRm3ZkydPisxDgPz7uF69eihYsCBevHiBK1euIC0tDSkpKfj9999hZGSEHj16aLz2jh07xHb37t1hYGCgs73KDA0N0b17d/z9998AgO3bt6sEcxQrVgx9+/YVxxW6du2qdjmBxMRE+Pr6in3Fueo+yytXrmDIkCFITk4GABgYGMDR0RH29vZIS0vDjRs3RJDH+fPn0adPH+zcuVNrQMeGDRuwePFiyGQyUWflypVRoUIF5M+fHzExMQgNDRX9qqJvJCIiIiKirxODOSjbHj16JG6OGhkZYdq0aejRo4fadVjfv3+Pa9eu6X0DlYiIvl7sP4iIPg9/f39JIMeyZcvQqlUrtWUPHDggAjmKFCmCxYsXa0wFHx0djbt376o9FhkZienTp4tAjrJly2LTpk0oVaoU/vnnH1FuxIgRGDBgAIKDgzFo0CCkpKTg4cOHWLJkCWbMmKFSb1RUFCZMmCAeVrm6umLZsmXiAVxGRgaWLl2K9evXAwBWrlwJCwsLJCQkAIDG963O0aNHVQJW/P398dtvv2mdpZ7Vtm3bkJqaim7dumHy5MmSviw5ORnTp0+Hv78/AGDNmjXo378/1ycn+sJMnDhRBHKULl0aGzZskCwrcvToUYwZMwYZGRnYu3cvevfujStXrgCQf48p//4tXLgwatSogZs3bwKQZ+fQFMxhaWmJtm3bYt++fYiMjMThw4fRuXNncVzRJgAoWrSoXu/F1NQUtra2IgvEy5cv1QZzPH36FOPHjxeBHIMGDcK4ceMk7+X169fw8PBAcHAwAOCPP/5AvXr1ULZsWZX6Hj58KMkioi7gUB+tW7cWwRwhISEqwTB2dnaYOXMmAGkwx+jRo9VmAHz+/LkkmENxblaxsbHw8PAQgRx2dnZYunQpqlevLinn5+eHGTNm4P379wgLC8PUqVOxevVqtXWePn1aEshRv359zJw5U+3fQ3h4OLy9vVGoUCG1dRERERER0ddB/ztSRP9fSEiI2Fasc63uQRwA5MuXDw0aNIClpeXnah4REeVR7D+IiD49f39/TJw4UQRyeHp6ag1oUH6QNnHiRI2BHIA8m5Km4zt27EBsbCwAwMzMDOvWrUOpUqUAQJKKX/FAqk6dOhg3bpx4fc+ePYiOjlZbryKThZWVFZYuXSoJfDAyMsKECRPEw7MnT56Ih2QGBgZo2bKlxveT1caNG1Vee/PmDS5evKh3HYB8qZaOHTti4cKFKkGJ5ubmmD9/PkqUKAFAnsVD3dJjRJR3Xbp0CZcvXxb7ixYtkgRyAPJAsp9++gkAkJaWhhkzZoglVtR9J7u6uoptRfCzJsrfw0eOHJEcS0xMFNthYWGoXLmyXv8pL+ehXIeypUuXIikpCQDQu3dvTJo0SeW3fPHixbF27Vp89913AOQBbIp05lkFBgaKbTs7O40BLLpUqFBB8vkr1/spbd68WXxuhQoVwqZNm1QCOQCgc+fOWLJkidg/efKkCOxRlp6ejtmzZ4tAjubNm2P9+vUaP5cyZcpgzJgx6NatW068HSIiIiIiyqMYzEHZppwOUjHIJCIi0oX9BxHRpxUQEKASyKErmCGnvpv3798vtvv16wc7Ozuxn5qaKraVH/z169cP1tbWAORp4o8dO6ZSr/Ls6D59+qBAgQIqZQwNDfHDDz+IfcXsdkdHR72WGFCcc+3aNQDy5RKUH6wqvzd9mJiYYPLkyRqPm5mZoWPHjmL/1q1b2aqfiHKX8ndC7dq1UadOHbXllJcXUXwvmZmZSb5fFJo1aya2//vvP8THx2u8ftWqVcX2hQsXJMcUwRYfQ10dkZGROHr0KAD5MjETJkzQeH7+/Pnx22+/if3Dhw+rfT+XLl0S2y4uLh/TZMn52Q3A+xAymQy7d+8W+yNHjhRBeuq0atUKTZs2Ffs7d+5UKXPkyBG8ePECgHyJnPnz58PYmAmViYiIiIi+dRwVULY5OTmhRIkSePXqFfbv349atWqha9euHGQSEZFW7D+IiD6dgIAA/PbbbyKQ4++//8b333+v87xWrVph9erVyMjIwF9//YXSpUtrfDCpSWRkpHgABQBdu3bV6zwTExM0b94c3t7eAOQPO5Uffr579w7h4eFiv127dhrrUn5IppCdrBwbNmwQ2x07doSbmxtOnz4NQL5cQlJSEiwsLPSqq3bt2rC1tdVapkqVKmJb+bMjorzv+vXrYlvb95K9vT1KlSol+X+8YcOGapdVqlatGmxtbREZGYn09HScPXsW7du3V1tvyZIlxXZiYiKioqIkgXkKFhYWemdt8PHx0RoIcubMGbGMVosWLdQG1ilzdXWFjY0NoqKikJKSgmvXrkm+pzMzM3H79m2xX61aNb3aqYlygMudO3eQmZmZreWxsuvRo0eIjIwEIM8Q1aVLF53n9OjRA2fOnAEASWYXhbNnz4rtDh06qP03JSIi3TIyMuDt7Y2AgACEhoYiPj4etra2qFy5Mtzc3NCyZUsYGBigf//+4vt4y5YtqFevntZ609LSEBAQgJMnT+L27duIioqCTCaDjY0NnJ2d0a5dO1G3JkFBQSJzl4uLC7Zu3QpAHoi4e/du3Lx5E2/evIGFhQUqVKiAdu3aoVevXjAxMdH7/b969Qre3t44f/48nj17hpiYGFhYWKBkyZJo0KABevbsifLly2utY/LkyfDx8QEALFiwAG5uboiLi4OPjw+OHDmCZ8+e4d27d8jIyMCVK1dQsGBBce67d+9w6tQpXL58GSEhIXj58iUSExNhbm6OIkWKoGbNmmjfvj2aNGmi93v6WMr/1gorVqxQmz2sW7duWLhwodp6ZDIZjh07hmPHjuH69et4+/YtUlNTYWNjg2rVqqFVq1bo1KmT1vucz58/F+P0UqVK4cSJEwCA4OBg+Pj44OrVq4iMjERCQgJ++uknTJs2DQBQuXJlUYci8/G9e/ewa9cuXLp0SWTDrFChArp27YpevXqptOPWrVvYvn07bty4gVevXsHMzAyVKlVCjx49JMv2EVHew6cnlG3m5ub466+/MGrUKLx79w7Tpk2Dp6cnatSoAVtbW9FJDBs2TO+ZcERE9PVj/0FE9GkcOnQI+/fvFyn8S5UqhcaNG+t1bpUqVTB9+nTMnz8fERER6Nu3LypUqIAKFSrAxsYGBgYGyJcvHyZOnKixjocPH4ptS0tLVKxYUe+2V61aVQRzPHnyRGO9FhYWqFSpksZ6SpcuDSsrK8TExIjXtC0vo+zly5eSpQoGDRqEihUrioewSUlJOHr0qF4P6wBobaeCIiMJACQkJOhVLxHlvoyMDISFhYl9JycnreWrVasmCeZo3bq12nIGBgZwdXXF3r17AQCnT5/WGMyRlpYm2TcyMhLbykFn+fPnx8yZM7W2TyEwMFAEc6gLNrl3757Yrlmzps76jIyMUKNGDREUd+/ePUkwx6tXryTBI4plWdTZunUr4uPjUaBAAfTv319tGeWlSBITE/H69WtJ0EtOu3v3rtguX7685Dtdk1q1aontyMhIRERESMY8ykFCuh4oEhGReq9fv8bIkSNx584dyesvXrzAixcvcOLECXz//fdYvHhxtuoNCgrC9OnT8ezZM5VjiroDAgLg7OyM//3vf3rf00pNTcXcuXMl2Z4UrwcHByM4OBje3t74999/dQb5ZWZmYvny5Vi/fj1SUlIkx2JjYxEbG4t79+5hy5Yt+PnnnzF27FitgSfKrl69Cg8PD7x69UpruS1btmDhwoViXKosPj4e8fHxePLkCby9vVG/fn14enrq1YfmBffv38fkyZMlv4kUXr9+jdevX+P48eNYs2YNVqxYgQoVKuhVb2pqKubNmwcvL69stWfdunVYtmyZymd98+ZN3Lx5EydOnMCqVatgamqKjIwMzJ07VyUzWHJyMi5fvozLly/j1KlT+PPPPyW/K4ko72AwB32QWrVq4cCBA9i9ezf+/fdfREZGiihChR49evBhHBERSbD/ICLKeYpgCIWwsDD8+eefmD59ul7n//jjj6hTpw62bduGPXv24OHDh5JAigIFCmgN5oiLixPbxYsX1/umIAAUKVJEbMfGxmqst2TJkjrrrVKlikivX7FiRZ0zzhS2bNkiboI1adJEBGN06dIF//zzDwDAz89P72AOXTPWAenD1/T0dL3qJaLcl5CQIDJUAPJAMm2qVKkigsWMjY3RokULjWWbNWsmgjkUmTDUZZdQfohgbm4umQ2rHIihvMSVLu/fv1dbh8Lr16/FtrblRJQpl4uKipIci46OluwXKlRIYz1r1qxBZGQkbG1tNQZzZD0/Ojr6kwZzKL8ffa9TpEgRmJmZiQds0dHRkjHPu3fvxHaZMmVyqKVERN+O6OhouLu7S4Iuy5YtC0dHR5iamuLx48e4ceMGjh8/jqlTp+pd76FDh/Dbb7+JYMp8+fLByckJpUqVgqGhIcLCwnD9+nWkp6fj+vXr6NWrF/bu3SsZ52gyc+ZM+Pj4wNDQEE5OTihfvjxkMhmuX78uAt3v3LmDSZMmYd26dRrrycjIwLhx4xAYGCheK1asGBwdHWFjY4PExETcvHkTz549Q3p6OlavXo2oqCjMnTtXZxufPn2K+fPnIz4+Hvnz50fdunVRtGhRxMbGIjg4WFL2zZs3YlxVpkwZ2Nvbw8bGBqampoiPj0doaCgePHgAQL7c2sCBA7F7927JUpyfQsuWLVGxYkXcvHlTLHFZo0YNODo6qpRVF6h75coVDB8+XAThm5iYoHr16rCzs4OxsTFevHiBq1evIiUlBU+ePEHv3r3h5eUlCTbVZMGCBSKQo1KlSnBwcICxsTHCwsI0ZhnbtWsXlixZAkCesaNKlSowNDTEzZs3xTj+3LlzmDdvHubMmYPZs2fDy8sLhoaGqFGjBuzt7ZGZmYng4GA8f/4cgDzTp4ODA4YOHaqzzUT0+TGYgz5IamoqtmzZgr1793ImGRER6Y39BxHRp2FhYYGff/4Zy5cvh0wmw7Zt29C8eXM0atRI57lv377FmjVrcPz4cclDSn0pz/zKly9fts41NzdXWw8Ayaxt5XKaVK1aVQRz6LvESkJCAvbs2SP2Bw8eLLa7du0qgjkuXryIN2/eoGjRojrrzE4wCxF9WZKTkyX7ur6blJcPqVu3LqysrDSWbdiwIUxMTJCWloaoqCjcvHkTzs7OKuWUH9TUrl1b8p2jHFgQHx+P9PR0nUsapqSkSH6XqwvWSExMFNv6fB8D0iwhyucD0uCRrGWzUgSlZM1Iou38rPXntOz2T8plFX1d1s9EeV/fZb2IiOj/zJ8/XwRymJmZYd68eSpLR9y9exdjx45FYGCgXgEEDx48wOTJk5GWlgYDAwMMHDgQI0aMkARSAkB4eDgmTZqEq1ev4tWrV5gyZYrW4AtAnpHp8uXLqFGjBhYtWiR58C+TybBlyxbMnz8fgDzI88qVK6hbt67aulasWCF+H9ja2mLmzJlo1aqVyrjk0KFDmDFjBuLj47F79240aNBAYyYwhX///Rfp6eno27cvPDw8JEGfaWlpkiB1Ozs7zJgxA61atdI4Sev+/fuYNm0abt++jXv37uHff//FyJEjtbbhY7m7uwMAli9fLoI5XF1dMXr0aJ3nRkZGYsyYMeK3UteuXeHh4aEyLnz79i1mzZqFo0ePIj4+HmPHjoWvr6/WTBevX7/Gjh07UKJECSxZskRluVNNgbl//PEHbG1tsXTpUpVsXhs2bMCiRYsAAPv27cN3330nAkv++usvODg4iLIZGRlYtGgRNm/eDABYtWoV+vXrx98hRHnQp1tAkr5aycnJ6NevH1avXo23b9+iZs2aWLFiBc6ePYs7d+4gJCQEISEhknWgiYiI2H8QEX0a+fPnx7p16/DLL7+gT58+AOQ3ACdPnixZdkSdR48eoXPnzvD390dycjI6d+6MrVu34vLly7h37x5CQkJUZlypu75C1geduig/ELO0tJQc0xbooY7ygz59U9QrBxdWrVoVDRo0EMfKlSsnlhPIyMjAgQMH9KqTiL5eWQPWdAUNZOd7STHbVeHkyZMqZaKiorBv3z6x365dO8nx0qVLizZmZmaK9dO1UU6Zbm5urjbbiHIGIX2/55W/37Nm+8j6kEDTd3xGRobI0hQXF6cx4DDr+eqyi+Qk5fZnp99TLpu1jcp9oPJnR0REuj169Ah+fn5if8GCBSqBHID89/7GjRthaWmpVwarefPmib5+8uTJmDRpkkogByDPQvHvv/+KpTXOnDmDGzduaK07NTUVdnZ22Lx5s0oGBwMDA7i7u6NNmzbiNX9/f7X1PH/+HGvWrAEAWFlZYceOHWjdurXaAPN27dphxYoVYn/FihWQyWRa25meno4ePXpg5syZKn2XiYmJJHtE9+7d0a9fP63Zdh0cHLBp0ybY2toCAHbs2KF2WZa8YtmyZSJ7Vv/+/bFo0SK1Af5FihTB33//jfr16wMAQkNDJQG46mRkZMDc3BwbN25UCeQAoDHgyMDAABs3blT723LQoEFo2LAhAPm/3YIFC1C4cGFs3bpVEsgByLNFTpo0SWS0TEpKwqlTp7S2mYhyB4M5KNvWr18vfow0a9YM27ZtQ6tWrVC0aFGdMz5ygq4fGED2byITEdGnx/6DiOjTmDVrlrj5M3HiRNjZ2QGQp7mdOXOm1nNnz54tbk55eHjgzz//hIuLCwoVKqQxrWtWyus3v3r1Sq/vWwXlB42FCxeWHFO+Ufr27Vut9WRmZuLw4cNi/+XLlzqvnZGRga1bt4r9gQMHqpTp2rWr2N6/f7/OOono62ZpaSn5blReGkOdgIAAsa3P95Krq6vYPn36tMrxP//8UzzoL1q0qMqDKkNDQ8mNekUqc23u3r0rth0cHHRmF1IO/tBGeWkWa2trybGsD8KyLsOi8PbtW9GnZGZmIjIyUm25rP8O+ix39TGy9nv6ePfunSToJOtnotwHhoeHf2QLiYi+LYplygCgZs2a6NChg8aypUqVUvu7P6v79+/j0qVLAORBIIrsDppYWFhIMkzoEwieNdNFVj/88IPYVmSUyEp5yciRI0eibNmyWq9Zv359NG7cGIA8CEb5d4A6ZmZm+O2337SWya4CBQqITIqRkZGSJT7zkqioKBEkZGtrq/NzMDIywrhx48S+coCRJn379tV7eVCFXr16oWLFihqPZ/37HzZsmMpYW8HIyEgSHKzp74yIcheDOSjblGeHDBs27IMewCmfk52bvQD0SssfERHxSdtARETZx/6DiOjTUE7bb25ujkWLFol0roGBgfDx8VF7XkJCAi5fvgxAfvNRn5ua6jg4OIjrJSUl6fXwUOHevXtiW3k5AgBiZhsgv5Gm6SEeAAQHB0sCQ0JDQ3Ve++jRo2KN4BIlSqhNMdy+fXsxIyokJAT379/XWS8Rfb2MjY1FwBwg/17QJDk5WTK7UVtZhWbNmonte/fuSX6bBgUFwdvbW+zPnDlT7YxN5TquXLmi85qKB1UA0Lx5c53lr1+/rrNMRkaG5GFA1apVJcdLlCghafuzZ8/U1pP14c6jR4/UllMOfjAzM1O7VExOUn4/jx8/1pkFCwD+++8/sW1ra6sya9nJyUlsK/+bEBGRbooxDQC1GTmy6tKli84yykGVHTp00GspRUVWBgC4evWq1rJmZmY6+13l/ubFixc629mpUyedbQSy185GjRqhUKFCetWr7N27dzh+/DjWrl2LJUuWYO7cuZgzZ4747/bt26Ks8pgwL7lw4YLIstaqVSuYmZnpPMfJyUlk8FLu+zXRFnikiXLGFnUqVaok2W/btq3W8sqBIYrxMRHlLZ9+Gix9dZTX8cyaCllfyudldy3T+/fva10DOzMzU2cq6I9tAxERZR/7DyKiz8PZ2RlDhgzB6tWrAcjTA9etW1cldX5ycrIISjM1NYWJickHXc/c3ByOjo64du0aAPksNA8PD53nJScn48SJE2Jf+aYiIE9VW6pUKXHj8sSJE+jVq5faupRn4wH6BXNs2rRJbLu7u6sNMixYsCCaN28uUuTu379fJT0tEX1bnJyc8PjxYwDy7yVNN+EDAgIky2U8ePAAmZmZWrMe2dnZwc7ODmFhYQCAU6dOoVevXkhKSpJkWurWrRtatWqlto7WrVvD09MTgHxG6JgxYzR+vycmJuLgwYMA5Cm7W7durbFtCidOnEBCQoLW3/Nnz54V2TLMzMzEklUKRkZGqFixIu7cuQNA/iCpe/fuKvVkDUa5cuWKSB2uTPlBVIUKFfTOLKWOPg/r7O3tYWtri8jISGRkZMDPzw8//fST1nOU+yl1adGbNm0qgnUOHjwIDw8PSQYQIiJSTyaTSQImlYPjNClTpgysra0RHR2tsYxibAPIAyr1ybClPOFHV+am8uXL6xx/KQftq5ugFB0dLX4zmJiYSJZQ0UY5WFJXO7MG3OtT95IlS3DmzBm9l0/RJygyNygHsIaEhGDOnDnZOj82NhZJSUkqy8spmJiYqARe6EPXOcrBNwUKFNC67A2g+++MiHIfgzko20qUKIEnT54A0P9GbValS5eGgYEBZDIZoqOjkZiYqPeapr6+vhgyZIjGSEg/Pz9JOk9NPxrKlCkjthlxSET06bH/ICL6fEaNGoXTp0/j3r17SEhIwMSJE7Ft2zbJAy4bGxuYmZkhJSUFMTExOHv2LJo0afJB1+vZs6e44bl161b07NlT8n2pzpIlSxAXFwdA/gBT3cOtdu3a4d9//wUArF27Fp06dVK5GRYeHi4eRircvHkTqampGtcZvnHjhmhvgQIF0KNHD43t7Nq1qwjm8Pf3x2+//fZRDwqJ6MvWrl07kfHo8OHDGDp0KCpXriwpk5aWho0bN0peS0pKwp07d1CjRg2t9Tdr1kwEm508eRI9e/bEpEmTxMOaypUrY9asWRrPt7e3R+vWrXHkyBFERERg5cqVGDt2rNqyf/31F+Lj4wHIg0D0SfOdkJCAv/76S+MyXklJSfjzzz/Ffps2bdQue+Lq6iqCOY4cOYIpU6ZIll/JyMgQ3+329vZ49OgRDh48iNGjR0u+g+Pi4nDkyBGxr092EW2yBvalpKSojB8MDAzQs2dPrFy5EgCwcuVKtGnTRuPDkuPHj0uytPTu3VulTOvWrVG6dGk8f/4cSUlJmDRpEv75558PDrQkIvpWxMfHi+wJAPTOzlS8eHGtwRzKWf/OnDmT7XYpxjma6LMkmHIfkJ6ernJcOXNhWloatm/fno0WyulqZ3YCC8+ePYuRI0ciNTU1W23IqwEEyn8DV69e1ZnFRJ24uDiNwRwFCxb8oKzFuv52FFkz9Smbtby6vzMiyn28A0XZpjyred26dVi2bJnGDjc9PR0XL17EunXrJK/nz59f3OyQyWTZWn86PDwcHh4ean9oHDp0CLNnz1YpD6g+lKtVq5bYvnjxoqRzJiKinMf+g4jo8zExMcHixYtFMMPVq1exdu1aSRkjIyPJQ69x48bB19dXYzBbQkICDhw4oBI4AQAdO3YUGSuSk5MxfPhwSdp7Zenp6Vi0aBG2bdsmuba62dB9+/aFubk5AHkA3ejRoxEbGyuOx8TEYPz48eIGriKAJCEhAatWrVJ7fQDYsGGD2O7Zs6fWGeZNmzYVawy/efMGFy9e1FiWiL5+jRs3Fr9H09PTMWLECMnyUhkZGZg7d66Y9aoc2LZs2TKdN8mVl0m5dOkSli5dKoIVrKyssHLlSuTLl09rHWPHjhUBCKtXr8a6desk3+3p6elYsWKF+B42MzPDmDFjdL11APL+Zfv27ViyZInKw5qIiAgMGzZMvPd8+fJh1KhRauvp1q2beEiVkJCA6dOnSx7GrVu3Dk+fPgUAsQxYWFiYZHyQmpqKadOmiQyAJiYm6Nq1q17vQ5OsDz00rR3v7u4ugjdiYmLg7u6uNk18QECAJIi9efPmqFu3rko5IyMjzJw5U/SFZ86cwaBBgzQuLUNERHLKWbAA6OwjFTQ9YFf42AADXVkp9MkEpYsiIPNj6Gqnvp9nVFQUxo0bJ34blCpVCh4eHtixYwfOnj2LGzdu4P79+wgJCUFISIjk90FeXcI4Jz5fbb/79P1ss8rO305O/J0RUe5jZg7Ktp49e8LHxwe3bt2CTCbD6tWrsXHjRjg5OaF06dIwNTVFUlISXrx4gZCQECQkJMDFxQVDhgyR1NOjRw/MnTsXADBnzhwcPnwYdnZ2MDY2xrBhwzTOaLC1tcXRo0dx4cIFuLi4oGjRokhKSsKtW7fETJUKFSqImweHDh2CTCZDQkKC5AZ2lSpVUK1aNdy5cwdxcXHo2LEjGjZsCGtra5QoUQJDhw79BJ8eEdG3i/0HEdHnValSJYwZM0bMkF6xYgUaN26M6tWrizITJkzAxYsXERsbi/j4eEyaNAkLFy6Ek5MTihYtCgMDA8THx+Pp06cIDQ1FWlqa2gdzpqamWLJkCfr27YvY2Fg8fPgQHTp0QOPGjcV3LCDPrvH48WNJmuLu3btrXMe3ZMmSGDduHObPnw8AOHfuHFq0aIFGjRrB1NQUFy5cEKn8S5UqhX/++QddunRBZmYm/vnnH4SEhKB48eKS/uHFixc4evQoAPmDP3d3d62fo7GxMTp06IAtW7YAkC+10qhRI63nENHXy8jICHPnzkW/fv2QmpqKFy9eoGvXrqhfvz6KFi2KGzduiAfwJiYmWL16NQYMGIDIyEicP38evXv3hqOjI9q0aaM2I1Ht2rWRP39+JCYmIjk5WQQvmJiYwNPTU2fWI0CeyWL27NmYPHkyZDIZlixZgp07d6JWrVqQyWS4evWqJK363LlzYW9vr9f7Hzt2LDw9PbFu3Trs3bsXLi4uKFSoEF6+fImgoCBJQMbUqVNRrlw5tfWULVsW/fv3F8F1gYGBuHXrFurWrYsXL16I5Q+dnZ3RvXt3bNq0CQ8fPsRff/2FM2fOoFSpUrhy5YqkP+nfv79en482FhYWKFasGCIiIgAAo0ePRrNmzVCrVi1JFqdChQph6dKlGDJkCJKTk/HkyRN069YNTk5OsLe3R1paGm7cuCECUgB5FipFf6aOq6srJk6ciMWLF0Mmk+Hy5cvo0KEDHBwcUKFCBdjY2KBUqVJo2bIlSpUq9VHvk4joa5E1KOP9+/c6AzUAeQC6NoqAckA+jtK0vFluUn6flpaWH5Q5Iqfs3r1bBD84ODhg+/btWgPmlZdizquU/wamTJmCAQMG5F5jiOibxswclG0mJibYtGkT2rdvL15LSUnB5cuX4e3tjV27dsHPzw9Xr17VGsHau3dvNG7cGIA8+jIoKAheXl7Yvn07oqKiNJ43ZcoUlClTBomJiTh58iS8vLxw4MABcZO4UaNG2LZtm1gbLCMjAwEBAWIgrmz+/PliTbDY2FgcOnQIO3bsQEBAQHY/FiIi0oH9BxHR5zdo0CDUqVMHgDz17m+//Yb379+L42XKlMHOnTslayFHR0fj1KlT2L17N7y8vHDw4EHcuXNH8oBOnYoVK2LLli0oW7YsAPl3/PHjxyUZjM6dOycevBkYGKB///4iQE8Td3d3jB07VqSgTUhIQGBgIA4cOCACOQoWLIgVK1agUqVKGDx4sDj3+PHjKv3Dli1bxAy09u3b61xDGIBkpvfRo0dVZgAS0bfFyckJK1asEL8b09PTce7cOXh7e4tADkNDQ/zxxx+oUKECZsyYIZYGuXXrFrZv3642iwMgD45TFzA2d+5cNGjQQO82duvWDQsXLhQPIl68eIEDBw7A399fBHJYWFhg0aJF6NKli9711qhRA56enrC0tER0dDQCAwOxe/dunDt3TvQTZmZm+P3339GrVy+tdU2YMAEdOnQQ+y9fvsT+/ftFIIelpSXmzJkDAwMDzJ07V8xgDQ4Oxv79+yWBHB07dsSECRP0fh/aKGcUjIqKgre3t9oHZHXr1sWmTZtEAIlMJsP169exb98++Pn5SQI5GjZsiJ07d+pMVz9o0CD873//E32TTCbDvXv3cODAAWzevBnz589HmzZtsH79+px4q0REX7wCBQpIliNRXj5XG13l/h979x3VVPL+D/wdmoCggCAqRayIhWIBXFHsvSCW1UXFsurq6rqKXXTt7WMX69rb2kHEgr0jIipYKIqggIj0FiCU/P7IL/NNSCFAFNHndc6ec28yd+7cyOZm5j7zjKGhIdsWXc7keyLMHggI+kilBah8TaLZC6dMmSI3kAOA2D38e1UV/gYIIT8HCuYg5aKjo4PNmzfDx8cHEydORLt27WBoaIhq1apBXV0dxsbGaNGiBVxdXbF27VqsW7dOog41NTXs3r0bS5YsQevWrVGjRg2F0j4ZGhrC29sbf/zxBxo1agQtLS3o6urC1tYWy5Ytw759+6Cvr4+tW7eiUaNG0NTURPPmzaVGTjZr1gw+Pj4YNWoULCwsJNZBJYQQolx0/yCEkG9LRUUFa9euRfXq1QEA79+/x9q1a8XKNGrUCOfOncPevXsxfPhwtGjRAnp6elBXV4e2tjZMTU1hZ2cHd3d37NixQ24mi2bNmsHPzw+LFi1C69atWeCbkIaGBkxMTDB48GCcPHkSnp6e7AGnPFOmTIGPjw9Gjx6Nxo0bQ0dHByoqKqhZsyYcHR1x6NAhNG/eHIDg4eCyZctgYWEhUXd2djbOnj3L9sePH1/quQGgRYsWaNq0KQBBKmfhkgeEkJ+Xs7Mzrl69iunTp8Pa2hp6enpQVVWFtrY2WrRogY0bN7IgiV69euHAgQOws7MTe+Akr25RCxYswODBg8vcxsGDB8PPzw8TJ05E06ZNoaOjAx0dHTRt2hSTJk2Cn59fuZYl6d69O3x9fTFp0iQ0bdoUurq60NTUhIWFBUaPHg1fX1/89ttvpdajqqqKTZs2wcvLC126dIGRkRHU1dVRq1Yt9O/fH2fPnmVL2rRu3RqnT59G7969YWBgAHV1dRgZGaFLly7w8vLCxo0bxdZ8rwgPDw+4urpK3MOksbW1xeXLl7Fq1Sp06dIFdevWhYaGBrS1tVG/fn24urpi//79OHjwYKmBHEI9e/bE9evXsXr1avTp0wfm5uZiD8UKCgqwfv16qcueEULIz4bD4bDf6QAQEhJS6jFxcXFyJwMBgLW1Ndt+9uxZ+Rv4FdWuXRt169Zl+8+fP6+0togG8Iv+e0hTVFRUKZ9pWZccqQp/A4SQnwMts0IqxMrKClZWVuU+Xl1dHW5ubnBzcyvTcbq6upg5cyZmzpwps0z79u0V6tjWrVsXixcvLtP5y2rWrFkKzfgjhJCfBd0/FEf3EEKINLdu3VK4rJmZWamDTxwOB87OzhIPEMujWrVqGDNmDMaMGQNAkPb+yZMnAIB9+/ZJXVZAEU2aNIGnp6dCZUeMGIERI0ZIvF6R9MMXL16U+d706dMxffr0ctX7tZhNfUz3D0K+MgMDA0ybNk3q8lMltW/fXuHMGkOHDsXQoUMr2jwAgKmpKWbPnq20rBVCJiYm8PDwgIeHR4Xr6tGjh0Lp6y0tLbF169ZynyciIkKhctWrV8eaNWsUrldDQ0Op/2aA4F46ZMgQDBkyhL2WlZWFnTt3sqVpvLy8xLIeKhPdQwghVYmDgwNev34NQPCbfeTIkXLL+/r6llpnly5dsHPnTgCCzHzJyclimRq+F507d8Z///0HADhx4gR++eWXSmmHaBC9aCZIaW7cuFEpmS40NDTYdmFhYanlO3bsCDU1NRQWFuL58+cIDw9Hs2bNvmYTCSFEKsrMQQghhBBCCCGEEEIIId8xXV1deHh4sLT6UVFRyMzMrORWEUJI5RMNfAsODsaVK1dklk1ISGBBcfJYW1vD3t4egCA4Ye7cueDxeAq1h8fjISMjQ6GyFTV+/HiWmer69es4f/68wscqM6BCuOQYIH/iQWpqapkCJpVJX1+fbUtbUrkkY2NjDBw4EIBg2bO5c+fKXRZaVHFxcanZXwghRFEUzEEIIYQQQgghhBBCCCHfOTU1NdSpU4ft5+fnV2JrCCHk+9C4cWP079+f7c+fPx9+fn4S5cLDwzF27FhkZWWJZWmQZfHixdDW1gYAPHz4EKNGjZK7jEt0dDR27NiBrl27frNlOczNzTFlyhS2v3DhQqxbt05mIEFhYSEePHiAOXPmlGsJN1m6dOnCtvfs2YMLFy5IlHn9+jVGjRqFhIQE9rl+S02aNGHbDx48QFZWVqnH/P333zAyMgIgyPA1dOhQPHjwQGb5z58/49ChQ+jduzcth0YIURpaZoUQQgghhBBCCCGEEEK+cy9evGDLxdSoUYNl6SCEkJ/dokWLEBISgtjYWOTl5cHDwwPbtm2DjY0N1NXV8f79e7x48QJ8Ph+9evVCWloaWwpSdIkQUU2bNsWmTZswc+ZM5ObmIiQkBMOHD4e5uTmaN2+OmjVrgsfjISUlBREREQple/gapk2bhvj4eHh7e4PP5+PAgQM4evQoWrZsCXNzc2hqaiInJwfx8fGIiIgAl8sFAOjp6SmtDYMHD8aBAwcQExMDHo+HuXPnYs+ePWjWrBmqVauGyMhIvHr1CgDQrFkzODk5Yd++fUo7vyKsra1Rt25dJCQkICkpCX369EGHDh2gr68PDocDAGjVqpXYEmbGxsbYuXMnJk2ahLS0NERHR2PChAkwNjaGtbU1DAwMUFBQgLS0NLx9+xZxcXHf9JoIIT8HCuYghBBCCCGEEEIIIYSQ71RWVhZmzpyJx48fo7CwEADg4uIi8wEkIYT8bAwMDHDkyBFMnToVYWFhAIAPHz7gw4cPYuW6deuG1atX4/fff2ev6ejoyKy3S5cuOHnyJBYuXIjXr18DAD5+/IiPHz/KPMbExEQsi9LXxuFwsHbtWrRo0QLbt29HRkYGCgoK8Pz5czx//lzmMa1bt1ZaGzQ0NLB7925MnDgRsbGxAATLgUVFRYmVa926NbZs2YLTp08r7dyKUlFRwT///IPp06ejoKAASUlJ8PHxESszePBgsWAOQBAEcu7cOSxatAgBAQEABMu0XL9+Xea5DA0NUb9+faVfAyHk50TBHIQQQgghhBBCCCGEEPKdysvLw/3799l+s2bNMGPGjEpsESGEfH/q1auHs2fP4vz58/Dz88Pbt2+RlZUFIyMjWFpawtXVFT169ACHw0FGRgY7TldXV269zZo1w/nz5/HgwQPcuHEDz549w5cvX9hyLfr6+mjQoAFsbGzg5OQEOzs7lunhWxo9ejQGDx6MCxcu4NGjRwgPD0dqaip4PB6qV68OY2NjNGnSBPb29nB2dkbdunWVev4GDRrAx8cHx48fx7Vr1xAdHY2CggIYGRmhadOm6N+/P/r06QNVVVWlnrcsunTpgnPnzuH48eN49uwZPn36BC6XCz6fL/c4ExMTHDp0CM+fP8fVq1cRFBSEz58/IzMzE6qqqtDT00P9+vXRsmVLODk5wd7eHmpq9PiVEKIc9G1CCCGEEEIIIYQQQggh3ykOhwMtLS2YmZmhV69eGDduHKpXr17ZzSKEkO+Ompoahg8fjuHDh8ssk5ubyzJraGtro169egrV7eTkBCcnp3K3zcHBgS2VpaiyltfR0YGbmxvc3NzKdJyotWvXYu3ateU6VkdHB5MnT8bkyZPllps+fTqmT58ut4yrqytcXV3L1Q55LC0tsXz58nIda2dnBzs7u3Kf29TUtMz/pkDZ/g7Keo7y/F0SQr4tCuYgVcLRo0cruwkVErvTEbnUx/4pWMyNruwmEEJEiN4/zp8/j+3btwMAfvnlF7Rp06aymlUmsY6OyK3sRhAJFtH0fU8qX2pqKlxcXJCYmAhNTU0cPnwYtra2ld0sCVX9t/zX8C0GzDZt2gRtbe2veg5CFPHPP/9UdhNIBdH3eOUzNDTEixcvvtn5aBxLOhrzIeTHcO3aNbZkVfPmzWnJKkIIId81uksRhSQkJGDixImwtrZGp06dsG7dOrFUZH/99RcsLS1x48aNSmwlIYQQIp2/vz8WLFgALy8vPHr0CC1btqzsJhFCSIUUFxfDw8MDiYmJUFFRwcaNG7/LQA5CCCGkMtA4FiGEEGkyMjKwdetWtt+/f/9KbA0hhBBSOsrMQRQye/ZsPH36FACQmJiIAwcO4PLly1i0aBHq1auHwMBAAIC5uXllNpMQQgiR8OHDByxcuBAA0LBhQ+zatQvVqlWr5FYRQkjFbN++HY8ePQIALFq0CN27d6/kFhFCCCHfDxrHIoRUVdra2pg9e3alnLeq+/vvv9G7d2906dJF6rhPcHAwFi9ejPj4eACAsbExBgwY8K2bSQghhJQJBXOQUkVGRuLp06dQUVFBr169kJycjKCgIHz+/FlsXbM2bdqgadOmldhSQgghRFx+fj5mzJiB7OxsGBkZ4d9//4Wenl5lN4sQQirk/v372L17NwBg/PjxGDVqVCW3iBBCCPl+0DgWIaQq43A4qF6d1jkqj9DQUFy5cgXa2tpo3rw5TE1NUa1aNWRmZuLNmzf48OEDK6uuro41a9ZAR0enEltMCCGElI6COUipPn78CADo2LEjtmzZAgB48eIFDhw4gMDAQHC5XNjb22P58uWV2EpCCCFE0ooVKxAWFgZtbW3s3bsXpqamld0kQgipkISEBMyePRvFxcXo27cv5s6dW9lNIoQQQr4rNI5FCCE/Ny6Xi6dPn7IMTSUZGRlh/fr1+OWXX75xywghhJCyo2AOUqru3bsjIiJC7DVbW1ts27atklpECCGElM7HxwdnzpyBmpoatm3bhubNm1d2kwghpEIKCgrw999/Iz09He3atcO6devA4XAqu1mEEELId4XGsQgh5Od0+PBh3LhxA0+fPsXHjx+RlpaG9PR0qKurQ19fH1ZWVujYsSNcXFygqalZ2c0lhBBCFELBHIQQQgj54RQXFyM5ORnTpk1Dy5Yt0bFjx8puEiGEVJi6ujpOnTpV2c0ghBBCCCGEkO+OmZkZxo0bh3HjxlV2UwghhBCloWAOQgghhPxwVFRU8Pvvv1d2MwghhBBCCCGEEEIIIYQQQsqFgjl+EHl5efD29saDBw8QFhaG9PR05OTkKHSsj48PrKys2L6vry/mzJkDQLB+3J07d6CmpvifysyZM3H58mUAwPDhw7FixQqZZS0tLdl2yRSY0owePRpPnjwBABw5cgQODg5yy0dGRuLkyZN4+PAhPn/+DBUVFZiamsLJyQnjxo1D7dq1Wdk///wTN27cgJaWFh4/fkyp1gghhBBCSLlt374dO3fuhJGRERwdHTFt2jSYm5srdOyCBQtw/vx5AILfv56enqxOLy8vAMDgwYOxdu1aiWPPnz+PBQsWwNDQEHZ2dpg6darCy0x5eXlh+/btAICuXbti165dAIChQ4fi5cuXrG1jx46VevyNGzfw559/AgA6d+6MPXv2lHrOgoIC+Pr64ubNmwgLC0NKSgrU1NRgZGSENm3aoF+/fujQoUOp9VSlfkXXrl0RHx+v8LkJIeRHRONY0tE4FiGEEEIIIUQUBXP8AIKDgzFjxgwkJSUppb5jx46x7SFDhpSpAwwAv/76K+sEX7x4EbNnz0bNmjWV0jZF8fl8bNmyBfv27UNhYaHYe5GRkYiMjMTZs2exe/dutGnTBjk5Obh//z4AoGPHjtQBJoSUSnRQrrzs7e1x9OhRAIo9oCsuLoa7uzuePHkCFRUV/Pfff7C1tVXoXPn5+di/fz9u3bqF2NhY5OTkgMPhwNjYGI6Ojvjtt98UftjH5XLh4+OD27dv4+3bt0hNTQWfz4e+vj709fXRsGFDWFlZoW3btmjdurXYscr43G7evAlTU1Op7/H5fFy9ehXXr19HaGgoUlJSAAC1atWCjY0NevTogV69eoHD4Sh8vqKiIvj7++POnTsICQlBamoquFwudHR0YG5uDhsbG3Tr1g2Ojo5lqpcQ8uMrLi5GYmIiLly4gIcPH+LkyZMwMzOTe0x2djauXr3K9ocPH16ucycnJ+P69et4+PAhDh8+DGtr61LbKgwgKXnezp07s2COO3fuyAzm6N69O/r27YvLly/jzp078Pf3R69evWSeMyQkBLNnz8bHjx/FXs/Pz0dOTg5iYmJw7tw5dOjQARs2bICBgUFpl6101K8ghBDlo3EsSXS/IYQQQgghhEijUtkNIBUTGRmJ8ePHi3WA69Wrh379+mHYsGFo37491NXVFa7v9evXCAkJAQBwOJxyDR47Ojqifv36AIDc3Fx4e3uXuY6K8vT0xO7du1kH2NLSEq6urujSpQt0dHQAAJmZmfjrr7+QkZGB27dvIz8/H4BgEJoQQr5HKioqWLNmDTQ1NVFcXIzFixejuLi41OPevn2LQYMGYevWrXj58iXS09NRUFAAHo+H2NhYnDlzBkOHDsW2bdtKrevp06fo2bMnli1bhnv37iEhIQH5+fng8XhITExEeHg4Ll++jI0bN2Lz5s3KuGyFxcTEwNXVFX///TcuXbqE2NhYcLlccLlcxMbGws/PDzNmzMCQIUMQGxurUJ1Pnz5F3759MXPmTFy4cAExMTHIzMxEYWEh0tPTERoaiqNHj2Ls2LHYuHHjV75CQkhVYm1tDVdXV+jp6QEQBFds2bKl1OP8/PzA5XIBADY2NmjatGmZztuoUSMMHToUderUASAIwFu9enWpxz18+JBlizA2NkanTp3Ye87Ozmz76dOnyM7OllnPzJkzoaIi6GbKy8wRFBQEd3d3FsjB4XBgY2MDV1dXDBgwQCyLycOHDzFy5EikpqaWeh3KRv0KQghRLhrHko7uN4QQQgghhBBpKDNHFcbn8zFv3jzk5eUBANTV1fHPP/9g6NChYjODExMTMXv2bDYTWk1NDTt37mQz2xo0aMDKXrp0iW23bNkSJiYm5Wpb9+7dsX//fgDA5cuXZc7e+xp8fHxw9uxZAIKO/IoVKzBs2DD2/ufPnzFp0iREREQgOTkZp06dQmhoKADBZ9ilS5dv1lZCSNXVvXt3NGnSBKGhoWy2csOGDdG+fXup5QMCAvD+/XsAQKtWrWBtbc0GDMvC1NQUv/32Gw4cOIDIyEjcunVL7uBdaGgoxo0bxx68aWtrw9HREYaGhvjy5QsCAwORm5uLoqIi7NixA3w+HzNmzJBaV1xcHCZNmiSW/rhp06Zo0KAB9PT0kJGRgfT0dERHRyMxMVFqHcLPTRofHx9Wd/fu3WFsbCy1nHAwU1RUVBRGjRol9qCvadOmsLKyAofDwZs3bxAZGQlAMOA7YsQIHDt2TOweWNKlS5cwb948FBQUsNcsLCzQvHlz6OrqIjs7G2/fvsW7d+9QXFzMBlMJIQQQBEA4OzsjLi4OgwcPRmZmJq5evYpFixbJzTBx5swZti36G1ZRNjY2sLGxQUZGBlxdXREXF4fnz5/jzZs3cjMwiZ7X1dUVqqqqbL9ly5YwNDREcnIyCgoK8PDhQ5kZN8zNzWFvb4/Hjx/j9evXCA4ORps2bcTKZGRkwMPDA7m5uQAE360bN25Ey5Ytxcr5+vpi8eLFyMvLQ0xMDBYuXIjdu3eX+TMpL+pXEEKIctE4lnR0vyGEEEIIIYTIQsEcVdjDhw/x5s0btr906VIMHTpUopyxsTH27NkDV1dXREdHo7CwEHfu3ME///wjUfb69etsu1u3buVuW7du3VgnODQ0FAkJCahbt26561MUn89nyxQAgvSaJQfB69Spg/Xr18PFxQV8Ph8XL15kMwIdHBxQo0aNr95OQkjV5+7uDkCwPIowmMPGxgZLliyRWn7+/PksmMPZ2RnTp08v97lHjhyJAwcOABCkFJYVzJGeno6pU6eyQI4BAwZg6dKlYsEQGRkZ8PT0xLVr1wAAu3fvRseOHSWWRwGA//77jwVbWFhY4H//+5/MtP2JiYkSafOB//vcpLlz5w6rf8yYMaWuJy3E4/Ewa9YsFshRq1YtbNiwAb/88otYuQcPHmD27NlIS0tDcnIyPDw8cOrUKakz/968eYMFCxawQI7mzZtj6dKlsLGxkSiblJQEX19fhbKkEEJ+PsIgPOFs26tXr+K3336TWjY8PByvXr0CIAi+69u3b7nPW7NmTfzxxx/w9PQEIHjYJSuYIzU1Fbdu3QIgeIhUsk/B4XDQqVMntgzLnTt35C6f0qFDBzx+/BgAcO3aNYlgjsOHD7Ogv5o1a+LQoUNS+woDBw6ElpYWpk2bBgC4ffs2goKC0K5du1Kvv6KoX0EIIcpH41iS6H5DCCGEEEIIkYeWWanCLl68yLZbtmwptQMspK2tDQ8PD7Z/4cIFNhNOKC4uTuzBm729fbnbZmNjg2rVqgEQdEyFg7lfW3BwsFjq/MmTJ0st16xZM7Rq1QqAIMWncFYIpaYkhFQF5ubmbMZZcHCwzIwQe/bsYemLnZ2dsX79eomsFjVr1sTmzZvZd35xcbHM5UKEmS0AYNWqVTIDOQDBAOy3eNgGCO6H4eHhAAQz0/bt2ycRyAEATk5O2Lt3L1tD+/Xr12Iz+UStWLGCfa4tW7bEsWPHpAZyAICRkREmTJiAiRMnKuNyCCE/oEGDBrHty5cvyyx3+vRptt2/f39Ur169Quft3bs3NDQ0AABXrlyRWc7b25sFr/3yyy8wNTWVKNO5c2e2fe/ePfD5fJn1iQaNPHr0SOw9Pp8vdp1Tp06V+7CsR48eYku+/PfffzLLKhP1KwghRPloHEsS3W8IIYQQQggh8lAwRxX2/Plztu3q6lpq+S5durA1u3NychAUFCT2vjBFIwCoqKjAysqq3G1TU1ODpaWl1Lq/JtHPpEWLFmJrbZckOigMCGYcVmQWByGEfEsNGzYEIMhKIcwMIqqgoIClzOdwOPD09ISKivTbvpqaGpu5DQBPnz5lWUREyVsWoDKdOnWKbY8YMULuMgLW1tZiM92kPRQMCQnBs2fPAAg+u3Xr1lX4gSoh5OfWsGFDNGvWDIDgoY20pajy8/PFHnKVZ4mVknR1ddGxY0cAQHx8vNhvZVHC1O4AZD5Y69ChA8tklJycLPXeIyQanBEXFyf2XlRUFAs0VFVVFQt0kUX0sxCm3P/aqF9BCCHKR+NYkuh+QwghhBBCCJGHgjmqqMLCQnz48IHt29nZlXqMmpqa2KzisLAwsfdFH9zVrVsX2traUuuJj4/Hzp07sXPnTomOtKhGjRqx7aioqFLbpwyi55E3YxwQdJJF2draonbt2l+lXYQQomx16tRh28KHYqKCg4ORlZUFQHCPkDcoCACWlpZiQRCBgYESZXr37s22ly5dioiIiDK3W9mys7PZkgSA7IeQokQfCr58+RJcLlfs/fv377Pt9u3bo3HjxkpoKSHkZydcMqW4uFhqloyrV68iMzMTgOA7ubTfsmU9LwCp2YhEA/j09fVlzvDV0dFB27Zt2f6dO3dknlOY5QOARCChaHr9Bg0aQF9fX/4FAGJLfyUlJUkNhlE26lcQQohy0TiWdHS/IYQQQgghhMhDwRxVlHCgV0j0oZ489erVY9slH/6lpaWxbeHMB2nev3+PrVu3YuvWrWIPvEqqWbOm1Lq/poyMDLYtLT20qJIzt3v06PFV2kQIIV+D6MMx0e8+IeGyI4BgkE8RouVKDpQCgplxf/zxBzgcDt6+fYuBAwfC1dUVs2bNwvLly7F8+XLs3btX8YtQgoiICBQVFQEQpGIWnU0ni5WVFRvoLSoqEvusAODFixds28HBQXmNJYT81Pr06cO2pQVVCLMpAcDw4cOVdt4uXbpAU1MTgCBgpLi4WOZ5Bw8ezJZlkUZ0qRV5wRyi36vGxsZi76WmprJt0b6JPIaGhiz1PfBt+hbUryCEEOWicSzp6H5DCCGEEEIIkYeCOaoo0dluANgAbWm0tLTYtnB9TWn7ouVK4vF4UrflnSs/P1+h9lWU6Pqp8q4BEAwc1KpVi+1TJ5gQUpUIs24AgvS6JSUkJLBtRR+WiabFF33YJmrmzJn477//WJaO169f49KlSzh+/DiOHz8u9QHl1yQ6yFq3bl2pn0VJKioqYoPHJQdqU1JS2LaZmZkSWkkIIYC5uTlatmwJQJC6PTY2lr0XExPDZgpXq1YNAwcOVNp5q1evDmdnZwCCh2CimZeysrLg7+/P9kvLbiSsBxBk2Pjy5YvUclevXmXbotk8AIhlQyrt97oo0bI5OTkKH1de1K8ghBDlonEs6eh+QwghhBBCCJGHgjmqKB0dHbF9RQc0Rcvp6uqKvadop1X0oVd6errMcqJ1yEp1qWyigwGldbwLCwvZbO46deqUugQBIYR8T+Lj49l2jRo1JN4X/b5XdKBU9Lta1n0lJiYGu3fvxs2bNxVt6lcl2k5lPRQU3f9W9y9CyM+hX79+bFs0+E00O0avXr2kfq8r67yXL19m2xcvXmQPkdq0aSOWXl6aBg0aoH79+gAAPp+Pu3fvSpR5+/at2OuiGUkA8e9V0QdYpREtW716dYWPKy/qVxBCiHLROJZ0dL8hhBBCCCGEyEPBHFVU9erVxTqWcXFxCh338eNHtm1gYCD2nmg6SVkzsgHxtJayZuOVrKNkh1saPp9fapnSBnxFryE5OVlu2UePHrFOfHJystzZGYQQ8j0pKipCZGQk25c2iFdYWMi2S85gk0V0trS0B2VPnjzB4MGDcefOHRQXF2P06NE4ffo0goODER4ejoiICFy4cKEsl1Jhou1U1kNB0YFm0c+EEEIqqk+fPiyDkDCYo6CgAD4+PqzMsGHDlH5eZ2dn1ne4du0amx199uzZMp9XNDuHtKVWVq5cyZZyadGiBdq3by/2vmgfRDSLlDwpKSliD7j09fXllqd+BSGEfH9oHEs6ut8QQgghhBBC5KFgjipMmKYZAJ49e1ZqeR6Ph1evXkk9HhB/GJiYmCizU/ju3Tup2yWJdrgtLCxKbV92dnapZT5//iz3fdHZhBEREXLLXrlyhW0XFhbi/fv3pZ6fEEK+FkWWBxF6/vw5GxSsVq0amjZtKrf8p0+fFKpX9Du25IMyPp+PRYsWseCG//3vf/D09ISNjQ10dHTK1H5lEm3n58+fFRpQLS4ulnutoqmLRZdBIISQiqpbty5sbW0BAJGRkYiKisLt27fZwxsLCwvY29vLPF5NTY1tK/J9J6SpqYmuXbsCEMxIfvToEV6/fo3Xr18DEDywEi6fVZrOnTuz7UePHon1Gc6fP4/Hjx8DAFRVVbFs2TKJ45s3b862379/L3eGtJBoX8fIyAjGxsZyy3/v/Yry/jsSQkhVR+NYkmgcixBCCCGEECIPBXNUYb/88gvb9vHxYTPgZPH390dWVhYAQbpIGxsbsfebNWvGtgsLC/HixQup9QQHB7PtxMREqQ+68vLy2OAwAFhaWsptGwCEhYXJfT86OlpsNoU0otcUFBQks2OdlZUltpY3ALFZ7oQQ8q2JptctuZ50SaLZL5ydnaGuri63fEhIiEJtEP3eF33YBggGPYWDmxYWFmIp+5VF9DpKu6cJWVpaQlVVFYAgBXNpA6AAEB4ezoJSVFVVxe5/gPi9RPhQkhBClKVv375s28/PT2yJlaFDh8o9VjRzkKJZl6Sd99KlS2Ln7d+/v8JLVbVr147NrOZyuXjy5AkAwazndevWsXJTpkxBq1atJI5v1KgRjIyMAAgyTfn6+pZ6TtEMIg4ODqWW/977FaL/jqWl1CeEkB8JjWNJonEsQgghhBBCiDwUzFGFDR06lD34ioyMxPHjx2WWTU9Px6ZNm9j+oEGDJNb/tLS0RL169di+6KCpUFBQEBISEqCiooIGDRoAgNQB2IsXL4oNTIrO4JPl1KlTct/fu3ev2L60Tn/btm3Z4HB+fj527dolta5jx45JpM5/+vRpqW0khJDyKi1zhfC7C5A/e+vDhw9i6fhLe/AHCGa9lZZh4u3bt2KDlyVnhouuVS1tCRZlEE1lrOiSKTo6OmIz9Ly9vUs9RvT+Zm1tLXE/7NSpE9t+/PgxDZISQpSqd+/eUFERdMPOnj2LBw8eABAEtLm6uso91szMjG0rmp5eqGPHjux79ubNm/Dz82PvDR8+XOF6NDQ00KFDB7Z/584d8Hg8TJ8+nWXZcHJywp9//in1eA6HI3a+HTt2IDExUeb5bt68Kbacy4gRI0pt4/ferzA1NWXbZf13JISQqozGsWgcixBSuuLiYiQlJX3z/xSdVEPKLzAwEJaWlrC0tMTo0aMruzmkgrp27cr+PalfRwj5miiYowozMjLC77//zvbXrFmDw4cPS/zwio6Oxvjx41mafT09PUyZMkVqnUOGDGHbvr6+YlH/OTk5WL16NQDAysqKzYo7ePAgoqKiWLmoqCixDrejo6PYgKUsfn5+2L17NwoLC8Ve5/F42LJlC86fPy/2uvDBZFFREXtNVVUV48aNY/v79++XGBwICAjAjh07AAgGzevWrQtAMNP97du3pbaTEELKQ5g9ApA+C1d0RlZoaCjS0tIkyhQWFmLx4sUsfXC7du3g7Oxc6rn5fD5WrVolM5V7UVERVq5cyfbbtGkjlu4XAPuuBASZLeSlJy4v0VTGZVne5Ndff2Xbx48fR3h4uMyyr169Eht0lfZQ0NraGm3btgUg+OzmzZunUAplQghRRO3atdl3zJcvX9hv965du4ot8ySNtbU1W6IjLCysTMFmGhoa6N69OwBBWnjhTOcWLVpIZGMqjei9586dO1iyZAmeP38OQBBwsnHjRhawIo27uztbKiU9PR3u7u5SZzdfunQJHh4ebL9Lly5o165dqe373vsVrVu3FmtryXYSQsiPisaxaByLEFK6lJQU1K5d+5v/l5KSUtmXTgghhBApOHxapLdKKywsxKRJk/Dw4UP2Wu3atVn64w8fPiA4OJh1FNXV1eHl5SVzhkFOTg4GDBiA+Ph49lq7du1Qr149BAYGstniy5Ytg5WVFZtVp62tjc6dOyMvLw8PHjxgDxo1NDRw8uRJtGjRQur5RNNWGhkZISkpiQ1w6+rqIi0tDU+fPkVqaioAoHHjxuwBop6eHpycnGBiYoJZs2axegoKCjBy5Ei8fPmSvdaoUSPY2NggKSkJDx8+ZAMFEydORLVq1eDl5cXq7NmzJ8zMzDBp0qTSPn4JiYmJYjO6hY6P4MHw60xkJ98Zi7nRld0EpZH193zv3r1S16r/mWzfvp19hwwePBhr166VWm7dunU4cOAAAKB9+/Y4dOiQRJmhQ4ey764ePXpgw4YNbPmVzMxMeHp6wt/fH4AgO8bp06fRuHFjqeebP38+y1Khrq6OgoICuLi4YPHixWLp3TMyMrBkyRI26MnhcHDs2DH2oFFW+4yNjbF8+XI4OztLzTqSlpYGf39/1K9fH+3bt5faxpJOnTqFJUuWAABatWqFEydOQENDo9TjeDwehg0bxoI4jIyMsGHDBjg6OoqVe/ToETw8PNg9pUWLFjh16pTUZWrCw8MxfPhwFnjTrFkzLFu2DLa2tgpdS3nIvIfweDD8amcl5WUR/eN83ysb3T9Kd+LECSxbtkzstX///Vfq51bSX3/9xe4FWlpacHJygqGhIbS1tTF37ly5x969e1fiN+7SpUsxcuTIMrX/y5cv6NSpk0SQoI6ODk6ePIkmTZqUWkdQUBAmTpzIMjFxOBzY2NigUaNGKCgoQEhICD58+MDKW1hY4L///oOBgYHU+qpSvyIpKQk9e/ZkM6zNzMzQtm1baGtrw8HBAb169Sr18xMl6/85FxcXiVnshFSGf/75R+GydA/58dE4Fo1jVWU/0pjPj+ZHun8Iv1e+tS9fvohljSXKFxgYiDFjxgAQZMQ9evRoJbeIVETXrl3Z74+bN28qFAhKCCHlQcEcPwAej4elS5fi/PnzMmddA0CdOnWwdu3aUh+qRUVFYcKECUhISJD6focOHbB3716oqalh1apVOHLkiNRyWlpaWLt2LXr37i3zXKKd4MOHD2PKlCkSaSOFpk6dio4dO0oMNo8ZMwaLFi0Sey0tLQ1Tp07Fs2fPZJ7byckJu3btAo/Hw5AhQxATE8Pea9asGS5cuCDzWFmoE0x+pI79j9QR/poUDeY4c+YMPD092b6joyPq16+Pv//+mz2Yevz4McaOHcu+yw0NDdGuXTvweDwEBwez9PWqqqrw8vJC165dZbZLNJhj2rRpOHLkCDIzM1G9enU4OjqiVq1aSEpKQmBgoNj37h9//IGZM2dKrTMkJASjRo1iA52AIKijVatWqFWrFvh8PjIyMhAdHY13796huLgYa9asKXXZAKH09HT06NEDmZmZAAATExPY29tDW1sb7dq1Q58+fWQeGxUVhVGjRrFBU0DwXW5lZQVAMINdNGNHrVq1cPz4cZZqWZpLly5h3rx5KCgoYK81aNAAzZs3h4GBAerUqYPOnTvLDKgpKwrmqFoomEM2un+ULiUlBR07dmQPqurVq4ebN2/KzWYhlJCQADc3N7GHVoBgqarS0q0XFBTAycmJ3U+0tLTw4MEDsSA/Rbm6uootz6Wuro69e/fil19+UbiOFy9eYPbs2aVmY/rll1+wceNGmYEcQNXrV3h7e2PhwoUSs9GltaE0FMxBvncUzEFKonEsGseqqn6kMZ8fzY90/6Bgjh8XBXP8WCiYgxDyrahVdgNIxWloaGD16tX47bff4OPjg4CAACQmJiIvLw/6+vpo2rQpunbtiiFDhrAZ3vI0atQIfn5+OHLkCG7cuIGPHz8iLy8P5ubmGDBgACZMmMDSOy9atAjNmjXDyZMn8fbtW/D5fBgbG8PJyQljx46Fubm5wtfh6OiIs2fPYt++fXj8+DGSk5Ohq6uLVq1aYcyYMWxt7oULF+Lff/9Fbm4ubGxspD7c09fXx4kTJ3DlyhVcunQJr1+/RkpKCvh8PoyMjODs7Iz58+dDQ0MDGhoa+O+//7Bx40Zcu3aNPUQkhBBl6tSpE8uQAQgCNx4/foxJkyaxh1OOjo74559/sHz5chQXFyM5ORlXrlwRq8fIyAgbN25kKYIVYWJigj179uCvv/5CUlISbt68KVFGVVUVEydOlBnIAQiWgjl06BAWLFjAZksnJiYiMTFR4bbIo6enhxUrVsDDwwOFhYWIj49nASkA5AZzNGrUCCdOnMCsWbPw5s0bAILsGtKWXGnRogW2bNlS6j2qX79+qF27Njw9PdlAaXR0NKJFHuJv2LABY8aMwYIFC6RmKCGEEGlq1aoFe3t7BAQEABAERigSyAEIlr06d+4cDh48iNu3byMuLk7mQ6SS1NXV0b17d5w9exYA0Lt373IFcgCCpVaEwRyqqqrYsGFDmQI5AMDW1haXL1+Gr68vbty4gfDwcKSkpEBNTQ1GRkZo06YN+vXrBycnpzLVWxX6FYMHD0aDBg1w6NAhPHv2DKmpqWLBg4QQ8iOjcSwaxyKEkJ+Rg4MDIiIiKrsZhBBCqhjKzEEqleiMhh/hhwzNaCA/0iyNH2lWw9ekaGYOALh9+zY2b96M9+/fswc20iK3w8LCcODAATx58gQpKSnQ09ODubk5+vbti0GDBkFXV7fUdolm5hBmx0hNTcWpU6dw/fp1xMfHg8vlonbt2nB0dMRvv/0mM5VwSQUFBbh58yZu3bqFsLAwfP78GVwuF9WqVYOhoSGMjY1ha2uLdu3aoV27dtDS0lKoXqHXr1/jwIEDCAoKYg+33Nzc2BIs8hQXF+Pq1au4du0aQkNDWaYOAwMD2NjYoFevXujVq1eZAi+Kiopw7do13L17Fy9evEBKSgqysrLEZhF6eHiUK62xKMrMUbVQZg7Z6P6hGGnf09+C6H1r2rRpmD59+jc579f2o/UryoIyc5DvHWXmID+SH+1+Q+NYZfMjjfn8aH6k+wdl5iCkaqDMHISQb4UycxDyDZhNfVzlOg6EEMVMnz5d4QdhXbp0QZcuXUotZ2Vlhf/9738VbZoEAwMDTJkyBVOmTKlQPerq6ujdu7fc9MMV0aJFC2zcuLFcx6qoqKBv377o27ev0tqjqqqKPn36iM2gy83NxalTp7BmzRoAwN69ezFu3Dioq6sr7bxCZo/pHkIIIaTsZs2aRfcPQggh5ULjWIQQQgghhHwfKJiDEEIIIaSMtLS0MHbsWFy4cAFv3rxBVlYW3r17Bysrq8puGiGEEEIIIYQQQshPRVrmpNDQUJw6dQpPnz5FYmIiNDQ0YG5ujh49esDNzU2hJSezsrJw9+5dPHnyBGFhYfj48SNycnKgoaEBAwMDWFtbo3v37ujdu3epS2cGBgZizJgxAAB7e3scPXpUokxcXBy6desGQLBs8q1btwAAL1++xMmTJ/H06VN8/vwZGhoaqF+/Prp3744xY8YoLSPf3r172QSriRMnYvbs2aVeCwCMHz8e8+bNk1r26dOncHNzAwC0adMGJ06ckHn++Ph4nD17Fg8fPkRcXBwyMzNRo0YNmJqawsnJCcOGDUPdunXlXoOsz/nu3bu4cOECXr16haSkJHC5XCxYsABjx44VO57H4+HUqVO4cuUK3r9/zzIb29jYYNiwYXB0dJR7fkIIUTYK5iCEEEIIKSczMzO8efMGAJCfn1/JrSGEEEIIIYQQQggh27dvx86dO1FcXMxey83NxcuXL/Hy5UscP34cW7duhZ2dncw6rl27Bg8PD/B4PIn3CgoKkJOTg9jYWFy6dAl79uyBl5cXzMzMlHodfD4f27dvx65du8SuJS8vj13LmTNncOjQIaWc297enm0/efJEZrnAwEC5+7LeE62/pF27dmHXrl0S42spKSlISUlBSEgI9u3bh2nTppVpqeOsrCwsWLAA169fL7VsVFQU/vzzT0SXWFo3NjYWsbGx8PPzw4gRI+Dp6anw+QkhpKIomIMQQgghpBw+fvyIR48eAQA4HA7q169fyS0ihBBCCCGEEEII+bkdOXIEXl5eAID69evD2toa6urqiIyMxKtXrwAAiYmJ+P3333Hs2DGZWVZTUlJYIEedOnXQuHFjGBoaQlNTE1wuF1FRUXjz5g34fD7Cw8MxatQo+Pj4QF9fX2nX4uXlhR07dgAQLMvctGlTqKmpITw8HK9fvwYgyOYxdepUeHt7Q02tYo/8WrZsCW1tbXC5XLx+/RrZ2dlSM5iUDPQICwtjWTTklXVwcJB63uXLl+P48eNsX1tbGw4ODjAyMkJSUhICAwPB5XKRn5+PjRs3Ijk5GQsXLiz1evh8PubMmYPbt2+Dw+GgZcuWaNy4Mfh8Pt6+fQsOh8PKxsfHw93dHUlJSey1Jk2aoHnz5uBwOHjz5g0iIyNx8uRJaGlplXpuQghRFgrmIIQQQggpo2nTpuHhw4fgcrkAgK5duyq1s04IIYQQQgghhBBCym79+vWoVq0aVq5ciYEDB4q9FxwcjJkzZyIxMRHZ2dmYO3cuzp8/D3V1dYl6jI2N4eHhgV69esmcwBMbG4ulS5fiwYMH+Pz5MzZs2IBVq1Yp5Tq+fPmCHTt2wNzcHBs3boS1tbXY+1euXMGcOXNQUFCAyMhI+Pn5wcXFpULnVFNTQ+vWrfHgwQMUFhYiODgYzs7OYmXy8/MREhICADAwMEBqaiqKi4sRFBTElogR4vF4ePHiBQBAXV1daiaUy5cviwVyuLq6YtGiRWJBJNnZ2Vi2bBl8fX0BAIcPH0bbtm3Rs2dPudfz/PlzFBYWomnTptiwYYPYcjzC9gktWrSIBXLo6urif//7H7p06SJW/u7du5gzZw4OHjwo9W+GEEK+BvmLeBFCCCGEEAl3795lgRz16tXDkiVLKrlFhBBCCCGEEEIIIaSgoABr166VCOQAgDZt2mD//v3Q0NAAAERGRuLChQtS6+natSsmTZokNxOrmZkZdu/ezYIELl68iIyMDCVcheA6atasiWPHjkkEcgBAnz59MHr0aLbv5+enlPOKZs+QtnzK8+fPWRDEhAkTWHYLacuyhIaGIi8vDwBgY2MDTU1NsfeLi4uxceNGtt+7d2+sXr1aIhuIjo4O1q9fLxYs8r///U9s6RlpCgsLYWRkhMOHD0sEcgBgfwcPHz5EQEAAAEH2XS8vL4lADgBwdnbGzp07weFwUFBQIPfchBCiLJSZg5TJgQMHEBcXx/b/+usv6Onpsf0PHz7g8OHDAIDq1avjr7/+khuhGBER8dXaSgghhAhdunQJ79+/BwC0a9cOjo6OFapPU1MT9erVQ9euXTFx4kQYGBgoo5mEkJ/I2rVrsXbt2m9+3unTp2P69Onf/LwVoUgfxM3NDYCgD1JQUECzpAgh5Ad15swZhIWFsf0xY8bAwsLim52/rONYGRkZOHr0KPh8PlRUVODu7i41XT0hhBDladu2Lfr27Svz/SZNmsDNzQ0HDx4EILi3DB06tNznU1dXx4ABAxAREYH8/HwEBweja9eu5a5P1B9//AFjY2OZ7w8dOhQHDhwAALx8+VIp5ywtmEP0tV69euHChQuIjIyUWvbx48ds297eXuL9Bw8esL6euro6PD09xZY+EcXhcPDPP//g3r17KCgowMePH/Hw4UN07NhR7vVMnTq11HG7M2fOiF2TvHHDtm3bol+/fkoLniGEkNJQMAcpk6tXr7IUWgAwfvx4NpBaVFSEuXPn4sWLF+BwONi6dSsNov5/mzZtgra2dmU344f1zz//VHYTCPnuVNZDwu9RQEAAZs+ejeLiYjRv3hzjx4+vcJ1BQUFKaJli6B5S+eg+Q0jloj5I+dD9g1QmuneSr+X+/fvw9/dn+7169fqmwRxlwefzMX/+fNy6dQsA4OnpWWUCOegeIh19txFSNSiy1IiLiwsL5nj58iW4XK7c773MzEy8ePEC7969Q3p6OrhcrlhWCOEEIgAICwtTWjBH79695b7fsGFDaGpqIi8vD+np6cjOzq7wvaZFixaoXr06cnJyEBYWhqysLOjq6rL3hRk4TExMYGZmBgcHB0RGRiI8PBzp6eligfei2TqkBXOIBns4OzvDyMhIbtuMjY3h5OSE27dvAxAElpQWzCEvsEdINBBFkb+fwYMHUzAHIeSboWAOojS7d+9m659NnjwZvXr1qtwGEUII+a7Nnz8f3t7e0NDQQO3atfHLL79g3LhxaNiwodLO8eXLF3h4eKC4uBgmJibYs2cPqlevrrT6CSGEVC7qgxBCCPle7d+/nwVyTJgwQSwVPiGEkK/H1ta21DKWlpbQ1tYGl8tFUVERIiIiYGdnJ1Hu8+fP2LBhA/z9/dnSIqVJS0sra5Ol0tXVRd26deWW4XA4qFGjBlvKJCcnp8LBHGpqamjdujXu37+PoqIiBAUFseCUvLw8hIaGAvi/DB4ODg4sC1VQUBB69OgBAODxeCwoX0NDQ+rnK5ptS9r70rRu3ZoFc7x580ZuWVNTU7HgEmkSExORmprK9m1sbEptg62tLTgcDvh8fukNJoSQCqJgDlImp0+fBiBIz3zt2jW2ptirV6+wa9cuAEDnzp0xY8aMSmsjIYSQqoXH4yEuLg6nT5/GlStXcODAAalrgZZVUVERPDw8kJKSgpo1a+Lff/9F7dq1ldBiQggh3xL1QQghhAht27YNgCAT4cGDB9k94Xvz9OlTbN68GQDQv39/zJkzp5JbRAghP4/SAiAAQRBEnTp1WEYN0Yf5Qm/evMHYsWORkZFRpvPn5OSUqbwsotkw5BHNTFhQUCD2XkhICC5cuCD3+EGDBkkEMNjb2+P+/fsABNk1hMEcz58/Z0Etwkwb7dq1Y4ENgYGBLJgjJCSEBZlYW1tDU1NT4tyin3u9evVKv1gIAjSESgucUWRZZNE2aGlpKXSMjo4OdHV1kZmZWWpZQgipKArmIOUSGRkJdXV16OvrIz8/H3PnzkVBQQEsLCywYcMGqKioVHYTCSGEfOfat28PbW1tJCYm4s6dOygsLERWVhaWLl2Kc+fOyVwjU1Hbtm3DkydPoKGhgR07dqBRo0ZKajkhhJDKQH0QQgghQuHh4QDwXQZrp6amYubMmSgsLISDgwPWrFlT4b4NIYQQxWlpaZW5XMkADB6Ph+nTp7NADgMDA/z6669o37496tevj5o1a0JTU5N9v58/fx4LFiwAAKVla1DGvSMqKgrHjx+XW6Zly5YSwRyOjo5sW3QJEtFlU4SZOfT09NC0aVNERESIlRXdFpYticvlsm1Fl/eS9+9WkrQAkpJE61CkvGg7KJiDEPItUDAHKZOsrCwcPnwYMTExsLe3h7q6OlauXImoqChUr14dO3fuVDhilBBCyM9t0KBBGDRoEADBGpnjx49HUVERXr9+jeDgYLRt27bcdd+7dw979uwBh8PBunXr0K5dO2U1mxBCyDdGfRBCCCFCXC4Xfn5+ePz4MUxNTWFiYlLZTRJTXFyM2bNn48uXL2jatCl27Njx3WYPIYSQH1Vubq5CS43k5uay7ZJL8vr7+yMuLg4AYGxsjLNnz8oNIFRWNo7vRYsWLVC9enXk5OQgPDwcGRkZqFmzJgvQMDMzE8uk4eDggIiICLx9+xapqakwMDAQC+YQZvEoSTSAQzSwQx55/27lIVqHMJNIWdtBCCFfEwVzkDKZMGECQkJCoK6ujhkzZiAgIADHjh0Dh8PB//73P5r1TAghpFwcHR3Rp08f+Pn5AQB8fX0rFMwRGxuLP//8E40aNULfvn2V1UxCCCGVgPoghBBChObPnw9/f39wOBx4eHhUdnMkxMTEwM7ODnZ2dhg2bBgFGxJCSCVISEhAkyZN5Jbh8/lITExk+/r6+mLvBwQEsG13d/dSM0F9+vSpHC39+lxdXeHq6lrm41RVVdGmTRvcu3cPxcXFCAoKgpOTE0JDQwFIZtpwcHDAkSNHwOfz2bIsISEhAAANDQ3Y2dlJPY/okiYJCQkKtU0YZANI/ruVh2gbcnNzkZaWVmq92dnZyMrKqvC5CSFEERTMQcrEwsIC9erVw9ixY2Fra4vCwkKEhISAw+HQTANCCCEVMnToUBbMceXKFXh6epb73uLm5qbMphFCCKlE1AchhBAiZGJigq5du2LkyJHo1KlTZTdHQsOGDTF9+vTKbgYhhPzUXrx4UWowR2RkJMumoaqqimbNmom9/+XLF7bdtGnTUs8ZFBRUjpZ+3+zt7XHv3j0AgiVTqlevjoKCAvaeqHbt2kFFRQXFxcV48uQJDAwMkJ+fDwCwsbFBtWrVpJ7DysoKjx49AgA8f/5coXaJlmvevHnZLkoKY2NjGBgYIDU1FQAQEhKCzp07yz0mJCREacvpEEJIaSiYg5TJ+vXrxfbV1NSgpkZ/RoQQQirOwcEBderUwefPn5GZmYnbt2+jV69eld0sQgghlYz6IIQQQoTmzZtX2U0ghBDynfP19cWwYcPklvHx8WHbrVq1ElvuAwBUVFTYdmlLb7x69QovX74se0O/c6LZN4TBHEKOjo5iZWvWrAlLS0uEhYUhMDBQLNuFrCVWhPXs378fAHD37l2kpKSgVq1aMssnJibi/v37MttRXg4ODrhy5QoA4MKFC6UGc4j+/RBCyNdGI2CkzAICAuDr64uXL18iISEBeXl50NHRgb6+PurVq4dmzZrBysoKvXr1YjPlLC0toampiVq1asHa2hrDhg1Dhw4d5J7n0KFDWLNmDQBAXV0dV65cgZmZmViZT58+oXv37igqKgIAXL58uUxplv/77z8sXboUANCgQQNcuXIFHA5H4eMJIeR7NHr0aDx58qRCddjb2+Po0aNS33v79i3Onz+PgIAAJCQkICcnB3p6emjQoAE6duyIYcOGlSvNoYqKCgYMGIB///0XgKBjpEgwR2BgIMaMGQNAMFPv1q1bUstt2bIFu3btAgDMnj0bEydOVKhd4eHh8PPzQ2BgID59+oSMjAyoq6ujdu3asLKyQocOHdC7d29KoUwIIV8R9UEIIaTq4PP5uHz5Mi5evIhXr14hPT0d1atXR7NmzTBw4EAMHjyYPSRLS0uDk5MTCgsL4erqyr6DAcGSKt7e3gCAadOmSc14kZOTA1dXV8TExEBbWxsXL16EqampWJm4uDh069atQtckr38EAKmpqTh79izu3buHmJgYds1169ZF+/btMWTIEDRu3LhM50xOToa3tzcePXqE6OhoNmPYwMAAjRs3hoODA/r06SNxvYQQ8rN78uQJrl69it69e0t9PyoqCsePH2f7Q4cOlSgj2ge4desWevToIbWu3NxcLFmypIIt/j61aNECOjo6yM7ORmRkJOv/WFhYwNjYWKK8g4MDwsLC8O7dO1y9elXsdVmcnJxgamqKuLg48Hg8rF69Ghs3bpRals/nY+XKlSw7iLm5OX755ZeKXCIzbNgwFsxx5coV/Pbbb2jXrp3UssHBwSyzMCGEfAsqpRchRCA7OxuTJ0/G2LFjcf78ebx9+xbZ2dkoLCxEeno6oqOj8fDhQ+zfvx+zZ88WS0UGCCJY4+PjceXKFYwfPx7bt2+Xe67du3ez/REjRkgMogLAiRMn2I8Ie3v7Mq+XPWDAABZ1K2w/IYQQ6QoLC7Fy5UoMGjQIBw4cQFhYGNLT01FQUICkpCQ8efIEGzduRM+ePdmga1nxeDy2ff/+faSlpSmr+Zg2bRpLjenl5YX4+Hi55TMzMzFz5ky4uLjg33//RWhoKJKTk1FQUAAul4uYmBi2HIysAQJCCCEVQ30QQgipWhITEzFy5EjMmjULt2/fRlJSEgoKCpCeno7Hjx9j4cKFGDt2LLhcLgDgxo0bKCwsBACZD8rkqV69OlavXg0OhwMul4vly5cr9XoUcfbsWfTs2RMbN25EUFCQ2DWHhYXhwIEDGDhwIFavXs3uH/IUFxfDy8sL3bt3x4YNG/Do0SMkJCQgPz8f+fn5SEhIwP3797Fhwwb06NED7969+wZXSQghVYe6ujrmzZsn9YH78+fPMWHCBLYESJMmTTBo0CCJcl26dGHb3t7eOHDggMR3+IcPHzB+/Hi8fv1aIrPHj0BVVRVt2rQBIAikEN5vZGXaEH397du3AAANDQ3Y2trKPIeKigo8PDzYvp+fHzw9PdkSOELZ2dlYsGABrl27xl6bM2eOWAaViujQoQMLOuHz+fjzzz9x9+5diXIPHjzA1KlTUVxcDHV1daWcmxBCSkOZOYjCZs+ejTt37rB9fX192NjYwMjICPn5+UhPT8fnz5/x/v171hEXcnNzQ2pqKh4/fswezO3YsQPOzs6wtraWONf+/ftZOW1tbUyZMkWiDI/Hw5kzZ9h+aanTpNHR0UHfvn1x9uxZAMDx48fh5ORU5noIIeR70r17dzRp0gShoaEszWPDhg3Rvn17qeUDAgLw/v17AILUktbW1qhfv75YmeLiYkyfPl0s64Wenh7s7e1Rs2ZNJCQkIDAwEAUFBcjMzMT8+fORmZkJd3d3hdudnZ3Nvo8BoKCgAJcvX4abm5vCdcijpqYGDw8PTJ48GXl5eTh06BAWLVoktWxiYiLc3d0RHR3NXqtRowZat24NIyMjFBYW4tOnT3j9+jWys7PZIAAhhBDloj4IIYRUHcJADmHQtLq6Otq3bw8jIyNERUXhxYsXAASZ9dasWYMVK1awmbva2tqlZk+SpU2bNujRoweuXbuGu3fvIjw8HM2aNWPv6+joyOxTJCYm4saNGwAEgSEuLi5Sy5XsHwnt379fbDkwDQ0N2Nvbo27dusjMzERgYCDS09NRVFSEw4cPIyEhAdu2bZOZkamoqAgzZszA9evX2Wvq6uqws7ODiYkJ1NTUkJycjFevXiEpKQnFxcVshjIhhBCBOXPmYPXq1fDw8MD27dthbW0NNTU1vH37Vmw5FG1tbaxdu5Zl9hPl5OSEdu3aISgoCHw+H+vWrcPx48dZtooPHz7g+fPnKCoqgrGxMcaMGYP//e9/3/Iyvwl7e3uJoAZZmTbatWsHFRUVFBcXs9dsbW1RrVo1uefo27cvnj59yrKlnDlzBpcvX4aDgwMMDQ2RkpKCgIAAFggKAO7u7ujZs2d5L0uqVatWYcSIEUhOTkZGRgYmTZqEpk2bonnz5uBwOHjz5g0iIiIAAOPGjcO1a9dKnShGCCHKQMEcRCFRUVG4ffs2AEFE5qJFizBs2DCpP3Ty8vLw/Plz6OnpsdeEqcby8vIwa9Ys3Lx5E3w+H4cPH5ZIm5WcnIxDhw6x/XHjxkldJy0gIADp6ekABB3brl27luvaevbsyQZS79+/j6ysLEqVTwip0oQBFNu3b2edVBsbG5lpH+fPn8+COZydnaWmL96/f79YIMekSZMwffp0sftAUlIS5s+fjwcPHgAA1q9fD1tbW9jY2CjU7tOnT0tE3l+4cEFpwRyA4Prq1q2LhIQEnDt3Dh4eHtDU1BQrU1hYiL///psFcmhqamLu3LkYPny4RNQ9j8fDgwcPcO7cOaW1kRBCiAD1QQghpGqZO3cue6hhamqKAwcOiAVBXL9+HTNmzEBRURHOnz8PNzc3PH78GADQsWPHUh/2yPPrr7+y2bonTpwQy9Chp6cnsy8UGBjIgjnklZPm2bNnYveTTp06Yc2aNTA0NGSv8Xg8bNmyBfv37wcAXLt2DYcOHcK4ceOk1rl582axQI5Ro0Zh2rRpUpexDA0NxfHjx6GmRsO7hBAiyt3dHenp6di1axdiYmIQExMjUaZ27drYsmULWrZsKbOeLVu2YNKkSXj9+jUAwbJdcXFxYmUaN26MrVu3IjQ0VKnX8L2QloVDVmaOGjVqwMrKin1e8sqWtGTJEhgaGmLXrl3g8XjIycmRuoxytWrV8Oeff2Ly5MkKXoHizMzMcOjQIUybNo39zURGRiIyMlKs3PDhw+Hh4SGWJYQQQr4mWmaFKEQYcQgAgwcPhpubm9RBVEDw0Kt9+/bQ0dGR+t7q1avZezdu3EB2drZYmZ07d7IoS319fYwfP17qefz9/dm2vb291PMpon379iwNWkFBgdQfCYQQ8jPLzs7Gzp072f748ePh4eEhcR8wMjLCrl270KpVKwCCoAhZ61yWVFRUhGPHjkm8HhISIrXTXV4cDgeOjo4ABOtrC2cHivL29sazZ88ACB7U7d+/H25ublLTJ2poaKBr167YsWOH0tpICCFEgPoghBBSdTx58oQFZgDAunXrJLJZ9OjRA2PGjAEg6CssXryYZVWq6Oxae3t7qKqqAgALLv/aNm3axFLu29nZYceOHWKBHICgvzB37lyMHj2avebl5SVxHwIES28Jgz4AwMPDA4sXL5YayAEA1tbWWLduHZo0aaKMyyGEkB/KjBkzcPLkSbi6uqJ+/frQ0tKCrq4uWrRogZkzZ+Ly5ctsCRFZDA0NcfLkSSxZsgRt2rRBjRo1oK6ujjp16qB9+/ZYsWIFzp49i8aNG3+jq/r2hJlIhBo0aIDatWvLLF8ya4eiwRwAMHXqVFy9ehVTpkxBq1atoK+vDzU1Nejr68Pa2pq9/zUCOYSaNGkCX19fLFq0CHZ2dtDT00O1atVgamqKPn364MCBA1ixYgUtsUII+aYodJsoxMDAgG3z+fwK1aWnp4e+ffvi9OnTyMvLw5UrV1h64tjYWJw+fZqV/eOPP2QOkIoOEpTlR0FJwnXbHj16xOqVtk4eIYT8rC5evMgecBkaGmLGjBkyy2poaGDJkiXsez0wMBDv379Hw4YN5Z7D39+fzeLT19dHgwYNWEDFhQsX5J6zrETb8uzZMxbcIXTgwAG2PXbsWLRt21Zp5yaEEKI46oMQQkjV4ePjw7bbtGkj8zf0sGHDcPDgQQBgs5jV1dXRuXPnCp1fQ0MDZmZmiImJQXx8PBITE2FsbFyhOuWJiopCUFAQ21+yZInMgEMAmDVrFvz8/JCWlobs7Gz4+flhxIgRYmUOHTrEUtPb2tpi4sSJX6fxhBDyk7C1tYWtrW2F6tDQ0ICbm1upWWNdXV3h6uoqt4yDg4NYwLo0pqampZYp6WsGhquqqiI4OFjh8vPmzcO8efPKfT4TExP8/fff+Pvvv8tdhyKfszzVqlXDmDFjWACqLBSQTwj5VigzB1GIjY0N6tatC0DwUO3s2bMSa1KXxeDBg9m2t7c3296yZQtb69PExAS//fab1ONTUlLE1iNr0aJFudsCAM2bN2fbP2pKNEIIKS/RB1f9+vWTWJakJGtrazRt2pTtBwYGlnoO0dT2bm5uGD58ONv39fWt8EM8UXXq1GHbSUlJYu/Fx8ezJWcAQVpjQgghlYP6IIQQUnWIZrzr06ePzHKNGjWCiYmJ2GuOjo7lznQkSjR448uXLxWuTx7RPpKVlZXYd7o02tra6N+/P9uX1ke6f/8+23ZzcwOHw1FCSwkhhBBCCCFVGWXmIArR0tLCpk2bMG3aNKSkpGDRokXYsmULWrVqBSMjI7Y+5+TJkxWa+dC6dWtYWFggJiYGwcHB+PjxI3JycnDp0iVWZvr06TJnNURFRYnty5vxLVwaoF69enBxcZFaplGjRmw7OjoafD6fOs2EEPL/hYWFsW07OzuFjmndujVbU/LNmzdyywYHByMkJASAIBW+m5sbqlWrhuXLl4PL5SIuLg7BwcFKy5ChovJ/sawZGRli7wnbAQAWFhZigR+EEEK+LeqDEEJI1VBUVITo6Gi2b2NjI7d8ixYtxILjevTooZR2iKY8T09PV0qdspS3j3T06FEAkn2k5ORksc+kZJp6QgghhBBCyM+JgjmIwlq3bo2LFy/i9OnT2LdvH5KSkiRSSQ0bNkzhNJYuLi7YsmULAEE6ztDQUDbzumnTpnLTDKelpYnt16xZU2o5Ho+HrVu3AhB0rmUNpIoeX1RUhIyMDOjp6Sl0HYQQ8qNLTU1l2yVn0ckiWq7kd3ZJolk5XFxcWFr9Hj164MKFCwAE2TmUFcyRlZXFtks+NEtOTmbbpqamSjkfIYSQ8qM+CCGEfP+ys7PZ8iBA6b+jrayscO3aNQCCQOvu3bsrpR2ZmZls+2sHx4n2kerVq6fQMfL6SKL9EA0Nja+6RAwhhBBCCCGk6qBgDqIwHo+HI0eO4OzZs8jOzq5wfS4uLti2bRuKi4tx5MgRsYdrf//9t9jM6ZLy8vLE9rW1tWW2Wdp2SSWPz8/Pl9t2Qgj5mXC5XLatpaWl0DGi36s5OTkyy8XGxuLGjRsABAO548aNY++5uLiwYI4rV67A09NT7jrUihKd8VajRg2x90TbWr169QqfixBCSMVQH4QQQr5/ubm5Yvul9RlEl6mys7NDrVq1lNKOuLg4tl3yd76yifaRZN0PShL9XEr2kUT3Fa2PEPJjqlWr1ldfKkrWeQkhhBDy/aFgDqKQ3NxcuLu7s/TzdnZ2mDBhAmxsbGBgYMBSHJdF3bp14eDggICAALFBVDs7O3Tr1k3usdIGPqUNFojOdJCXYrPkwCl1nAkh5P9oa2uz7+mSA7WyiA5uyguKOHLkCJvF17VrV1hYWLD3HB0dUadOHXz+/BmZmZm4desWevfuXY4rECeaEtnc3FzsPdG1uuUFoRBCCPn6qA9CCCFVg6ampth+Xl6e3ICOgoICtm1vb6+UNiQmJoplyzAzM1NKvbKIfmeL9n3kEe1LlewjifZDFK2PEPJjUlFRgZGRUWU3gxBCCCHfCdnTjggRsX//fjaI2rlzZxw7dgw9evRA7dq1yzWIKjR48GCJ12bPnl3qcSVnWIh22EWJRjEnJSWJpf0UlZKSwrZVVVVpIJUQQkQIlz0BgE+fPil0jGj2C319fallsrKycO7cObY/fvx4sfdVVFQwcOBAti/M0lFSWVIo83g8PHv2jO23atVK7H3RmSiiM/sIIYR8e9QHIYSQqkFHR0css5Ho95s0ly5dYtsJCQkyy5Xld35AQADbNjMzk9kHqcg5RIn2keRdgyh5fSRDQ0O2zePxkJiYWK52EUIIIYQQQn4sFMxBFHL79m22PXny5AoNnorq3r07VFVV2X7nzp3Rtm3bUo+rX7++2P7Hjx+llouKimLbPB4PsbGxUsuJHm9mZibWJkII+dlZWVmx7efPnyt0jGi55s2bSy1z+vRplv3C1tYWbdq0kSjj4uLCtu/fvy+xtjQgPhNQXjp7APD392cz3QwNDWFrayv2vuh+TEyMwgOzhBBClI/6IIQQUjWoqamJZdiLiIiQWTY3Nxd37txh+5GRkTLLiv7OF83mIY1o4Hf37t3llhWlrq7OtmUF30lTnj6SaFB5yT5SrVq1YGpqyvYfP36scFsIIYQI7j3C/wghhJAfCQVzEIWIppoXTf1YUdevX0dRURHb79Spk0LH1alTB3p6emw/ODhYarmgoCC5+0KiHWpLS0uF2kAIIT+K0majOTo6su1Lly5JpIUv6eXLl2KdZwcHB4kyhYWFOHbsGNufMGGC1LoaNWqEli1bAhAM4F6+fFmiTO3atdl2WlqazICOgoIC7Ny5k+27uLhIPBisV68eGjduzPaPHj0qtS5CCCFfH/VBCCGk6rCxsWHbt27dklnu0qVLYsuIREVFiX0nixJdZuDz588y63zy5AkePXoEQNC3GTJkiMLt1tXVZduKLikJiPeR3rx5g/DwcLnlc3NzxfoyoscLid6Pjh07Bj6fr3B7CCGEEEIIIT8mCuYgCqlbty7bvnjxolLq5PF42L59u9hrV65cUfh4Z2dntu3j4yMxSyM7O5vN9mjUqBEA6W2PiYkRG2Dt3Lmzwm0ghJAfgehMYGmBGgMGDGCp35OSkuDl5SWzLh6Ph5UrV7J9BwcHNGzYUKKcv78/W7Klfv36cmfPiWbnkLbUSp06dVhAR2FhIRvILWnHjh14//49AKBmzZr4/fffpZYbN24c2z58+DACAwNlto0QQsjXQ30QQgipOvr06cO2r169KnVmdEFBAQ4ePCj2Wn5+Pl6+fCm1TtEAkYCAAKnZObKzs7F06VK2P3DgQDRp0kThdpubm7P+UHp6OjIzMxU6rlGjRmjXrh3bX7FihdzsIVu2bGHLz+jo6KB///4SZcaOHcuWqwkNDcXu3bsVvg5CCCGEEELIj4mCOYhCRB+y/fvvv9i8eTOys7Olli0sLERAQAD+/fdfuXWeOnUKcXFxYq89ffpUZhrikoYNG8a2Y2NjsW7dOjZrgc/nY/369cjMzIS6ujpGjx4NQJCm0s/Pjx2XnZ2N+fPns+P09PTQo0cPhc5PCCE/CtHZaK9evZJ4X0dHB1OnTmX7e/fuxZYtWyQyYCQnJ2Pq1Kl48eIFAEG6ZQ8PD6nnPHToENt2d3cXW2O7pH79+rH0xyEhIYiJiZEoM2DAALa9Zs0aseVRioqKsHfvXuzatYu9tnDhQpnraLu4uLAlXwoLCzFx4kQcO3as1NTOhBBClIv6IIQQUnU4OTmxLEOFhYWYMmUK3r59y94vKirCihUr8O7dOwCC5aWENm/eLPW3toODAwva/vLlC9asWYPCwkL2fmJiIiZPnsyWt6pduzbmzJlTpnZraGjA2tqa7Z8/f17hY2fNmsUCQZ4+fYrp06ezgA0hHo+HjRs3ivV/pk2bhurVq0vUV79+fbGA8y1btmDZsmVSl5okhBBCCCGE/ByUs+gw+eENHz4c3t7eePnyJfh8Pnbv3o2DBw/CxsYGpqam0NDQAJfLRXx8PCIiIpCdnQ17e3tMnDhRan1cLlfsoZq+vj7S0tLA5/Ph4+OD6dOnl9qmdu3aoVevXvD39wcgSIX/6NEjtGrVCpGRkXjz5g0AoGfPnhg0aBC2bt2KtLQ0zJ49Gz4+PqhZsyYePXqE1NRUVudff/0l9lCTEEJ+BqKZMwICAuDu7o769evj77//hoGBAQDBMijBwcG4ffs2AGDXrl3477//4ODggJo1ayIhIQGBgYFiAR5z5swRm00n9PTpU4SGhgIQPMAqLQ2ygYEBOnXqhJs3bwIQZOeYMWOGWJnff/8d3t7eSE1NRUxMDHr37g1HR0dUr14doaGhYg/pJkyYIJbtoyQ1NTVs3rwZ7u7uiI6ORn5+PlasWIGtW7eiTZs2qF27NvT19WFra4tOnTqJZTYhhBCiPNQHIYSQqkNVVRUrVqzAqFGjwOPxEB8fDxcXFzg6OqJ27doICQlhQRdqamrYsWMHpkyZgvj4eDx+/BgjRoyAjY0NevXqxZZpVFNTw6xZszB//nwAwPHjx3Hnzh3Y2dkhKysLQUFBbMkWLS0t7Ny5U2xpFkUNGzYMz58/ByAIDL9x4wYaNmwINTU1/P7776hXr57U41q3bg0PDw+sX78eAHD79m107twZDg4OqFu3LjIyMhAYGIj09HR2TI8ePTB27FiZbfn7778RHR2N69evAwBOnDiBM2fOwM7ODqamptDX10fjxo3Rs2dPpS5BRgghhBBCCPk+UWYOohB1dXUcOnQIffv2Za/l5+fjyZMnOH/+PE6ePAlfX18EBwfLnC0n6uDBg2y2gpaWFvbs2QMOhwNAkK5Y0XVB165dC3t7e7YfFRUFHx8fNohqbGyMefPmQVtbG8uWLYOqqir4fD7u378PPz8/sUHUCRMmwM3NTaHzEkLIj6RTp04s8wUgmEF86tQpsbWsVVRU4OXlhVGjRomlIfb398fp06dx//59Fsihq6uLNWvWyBykFJ2V9ttvv0FTU7PUNooGX/j6+krcJwwMDLB7927UrFkTAJCXl4c7d+7g0qVLLJBDXV0dixYtwty5c0s9n7GxMU6fPo2+ffuy+1NmZiZu376NU6dOYffu3fjjjz/g6urKloshhBCiXNQHIYSQqsXGxgZeXl7Q09MDIMjQ8eDBA5w/f54FcnA4HCxfvhyWlpbw9PRkfYtXr17h+PHjCAsLE6tz8ODBmDx5MtuPj4+Hn58f7t69y/orDRo0wMmTJ9GqVatytdvV1VUsQ1JQUBBOnTqF48ePS2TaKGnChAlYuXIlC6zg8Xi4f/8+Tp8+DX9/fxbIoaqqijFjxmDr1q3s3iONqqoqtm3bhmnTpkFLSwuAYHka4b1v//79WLBgAbp164aAgIByXS8hhBBCCCGk6qDMHERhOjo62Lx5MyZNmoRLly7hxYsXiI6ORlZWFoqLi2FgYABDQ0NYWlrC3t6ezaQoKS0tDQcOHGD7Y8aMgY2NDRwcHPD48WPExcXh6dOnYmuPyqKtrY3Dhw/D29sbvr6+iIyMRFZWFmrVqgVnZ2dMmzaNpeTs1asXjhw5gr179+LFixfgcrkwMDBA69atMXLkSJntJYSQH52xsTG2b9+OzZs34/379zKXE1FTU8PixYsxYsQInDt3DgEBAfj8+TNycnJQs2ZNWFhYwNnZGcOGDZO5hElsbCzLsFGtWjWMGjVKoTZ27twZenp6SE9PR1xcHIKDg9G2bVuxMjY2Nrh8+TL279+P27dvIyEhARoaGjAxMUGnTp0wfPhwmJqaKvy51KhRA5s3b8bkyZNx6dIlBAYG4tOnT0hPT2efUXh4OCZPngxvb2+oqdHPKkIIUTbqgxBCSNXi7OyMq1ev4sSJE7h79y4+fvyIzMxMVKtWDRYWFhg/fjxbIrFr1644dOgQNm3ahFevXsnsh8yaNQtOTk44evQonj9/jvT0dNSqVQsNGjTAwIED0bdvX4UCxGXhcDjYunUrzp8/Dx8fH7x9+xaZmZkKB/kNGzYM3bp1w5kzZ3Dv3j3ExMQgIyMD1atXR506dfDLL79gyJAhaNy4sUL1qaioYPr06Rg5ciR8fHwQEBCAqKgopKWlIS8vD4AgsH7q1Km4cOECzM3Ny33thBBCCCGEkO8bh69oz4QQJVm7di0OHjwIAKhZsyZu3LiBGjVqwMfHB/PmzQMgmBWxZs2aymxmuSQmJqJTp04Sr9+7dw/GxsaV0CJCyo/+ngmRjs/n49WrV/jzzz+RmJgIQLDOt+jM8fKg/+fIj4L+lsn3iPoghFQN9PdMiHyfP3/G3LlzERgYCAAYOXIkli5dWu766P858qOgv2VCCCGE/KhomRXyTSUkJODEiRNs//fff0eNGjUACNaV1tbWBgD4+/sjNze3UtpICCGEyMPhcNCqVSv8/vvv7DXhGtuEEEK+P9QHIYQQ8qOoU6cOFi5cyPapH0IIIYQQQsiPjYI5yDe1fft25OfnAwBq166NMWPGsPe0tbXRq1cvAEBOTg68vb0rpY2EEEKIIszMzNi28N5GCCHk+0N9EEIIIT8S6ocQQgghhBDy86BgDvLNREVFwcfHh+3/+eefEmuauri4sO0tW7bg2bNn36h1hBBCiOIKCgpw7tw5tt+wYcNKbA0hhBBZqA9CCCHkR3Pq1Cm23aBBg0psCSGEEEIIIeRrU6vsBpCfx5YtW1BUVAQAsLCwwNChQyXKODg4oEWLFnj9+jUyMjIwcuRItGrVCmZmZnBzc0Pbtm2/dbMJIYQQMSdPnsTBgwcRExMDAKhWrRr69u1buY0ihBAiFfVBCCGE/CiePXuG9evXiy2tMmTIkEpsESGEEEIIIeRro8wcPyEej4fFixejdevWcHJywrJly5Cens7eX7NmDSwtLXH48GGlnTM0NBTXrl1j+zNmzICammQsEYfDwYoVK2BgYMBee/nyJS5fvoyPHz8qrT2EEEJIeb1584YFcqioqGDp0qWoXbt25TaKEEKIBOqDEEJI1VcZY1jfq4SEBLFADldXV3Tv3r0SW0QIIYQQQgj52igzx09o586dOH36NACAy+XixIkTuH79OpYsWYLWrVvj5s2bAJSbMn7Tpk1su3nz5ujTp4/Msi1atICPjw+OHTuGO3fu4PPnz8jMzFRaWwghhJCKUFVVRa1atWBnZ4dx48bRjG1CyE/rzJkzCAsLY/tjxoyBhYVF5TWoBNE+iJGREd69ewcvLy+MGjUKenp6YmWpD0IIId+nyhjD+l5xOBzo6urC0tISQ4YMweDBgyu7SYQQQgghhJCvjMPn8/mV3QjybTk4OCA9PR379++HpaUl1q5dCz8/P7EyjRo1gp+fH1RUKHlLWSQmJqJTp04Sr7u4uEBbW7sSWvTj+Oeffyq7CT8dWX/P9+7dg7GxcSW0iJDvR1RUFIYOHQoulws9PT2cPHmywutVy/p/7vgIHgyrV6hqAsBibnRlN+GnQfePn8dff/0Ff39/tn/kyBE4ODhUYoukmzdvHnx8fAAAM2fOxB9//FG5DVIyWf/PvX//HoWFhZXQIvIt/WhDOnQPISXRGNbXReNY0tEYVNVD9w9CCCGE/Kiol/OTyczMBI/HQ7169eDk5AQjIyNs3LgRXl5esLW1hZ6eHhwdHbFz507qBBNCCKkStm/fDktLS7Rs2RJdunTBrFmzEBoa+tXOl5ubixkzZoDL5UJTUxO7d++ucCAHIYSQr+PMmTMskOPXX3/94QI5CCHkR0ZjWIQQQgghhJCfHS2z8pOpUaOG2Pqahw8fxocPHwAIUgvv2rVLbK1oQgghpKooKCjAp0+f8OnTJ1y7dg1bt25Ft27dlH6eZcuW4e3bt1BRUcHGjRthZ2en9HMQQkhVsG3bNgDA2rVrcfDgQWhoaJS5jsjISPj6+uLZs2f4+PEjsrKyUFBQAE1NTRgaGqJRo0bo0KEDBgwYgJo1a5ap7oiICKxcuRIA0Llz5+9ilu38+fPh7e393WYxIYSQ7wmNYRFCfkrFxUBKyrc/b61aAAXGEUIIId8dCub4yd24cQNPnjxh++7u7tQRJoQQUqVYW1vDzc0N6enpuHXrFnJzc1FQUIClS5eiQ4cO0NTUVNq5zpw5A29vbwCAp6cnunfvrrS6CSGkqgoPDwcA1K5du0zHrV27FocOHZK6TEROTg5ycnLw4cMH3Lp1CwcOHMCtW7cUrjsnJwczZsxAXl4eWrZsic2bN0NVVbVM7SOEEPJ9oTEsQshPISUFKOPvaqX48gUwMvr25yVynT9/HgsWLAAADB48GGvXrq3kFkknDFoHgDVr1sDV1bWSW1R+Vf1aqnr7CSGSKJiDEEIIIVWas7MznJ2dAQBv377Fr7/+ipycHHz58gX+/v4YNGiQUs4THh7OZnhPmjQJbm5uSqmXEEKqKi6XCz8/Pzx+/BimpqYwMTFR+NgzZ87g4MGDbF9XVxc2NjaoU6cO1NXVkZeXh/T0dHz48AHR0dHIz88vU9uWLFmC6OhomJqaYs+ePdDW1i7T8RXF4/GgoqICNTXFu9w5OTmoXr36V2wVIYQQQgghhBBCCKlKKJjjJ6eurg4AePbsGQ0cEkIIqfKaNGmCUaNGYc+ePQAAX19fpQRzZGdnsxneAwcOxKxZsypcJyGEVHXz58+Hv78/OBwOPDw8ynSsj48P2+7duzfWrVsnM5NScnIyLl++rHDdnz9/hoWFBaZNm4b+/fvD0NCwTG1Thh07duDmzZvw9PSEo6Oj3LI8Hg8HDhzA/v37cfLkSTRq1OgbtZIQQqoWGsMihBBSlQUGBmLMmDEAAHt7exw9erSSW0TIt/G9ZJixtLRk2xEREZXSBkLKg4I5fnJG/z91WkREBFq3bl3JrSGEEEIqbujQoSyYIyAgAF++fClz6v+SdHR04O/vr4zmEULID8PExARdu3bFyJEj0alTpzIdm5qayrZdXFzkLollaGjIBj0VUadOHUyfPr1M7VG22NhYvH37Fu7u7ujTpw/mz5+POnXqSJS7e/cuVq1ahQ8fPkBXVxcREREUzEEIITLQGBYhhBBCCCHkZ6NS2Q0glcve3h4AsG7dOnz48KGSW0MIIYRUnLm5Oezs7AAARUVF8PPzq+QWEULIj2nevHnYtWtXmQM5AEEmJaGtW7ciMjJSmU2rdJs2bcLp06fh4OCAK1euoE+fPti7dy8KCgoACII9/vjjD0yaNAmfP3/G+PHjcePGDfTt27eSW04IId8vGsMihBBCyNe2du1aREREICIiAq6urpXdHEIIoWCOn92AAQNgaWmJFy9eoGfPntQZJoSQb6xr166wtLSEpaUl7t27J7Ocr68vmjdvDktLS7Ro0QJXr16VWq6goAA+Pj74888/0a1bN9ja2qJly5ZwcnLCgAEDMG3aNHh5eeHBgwelti05ORnbtm1D//79ER4eDgBITEzEnDlz4OjoCGtra7i4uODw4cMoLCxU+Jq5XC4OHDiAESNGwMHBAS1btkSnTp3w119/ISAgQKzsjRs32Ofj7e2t8DlEl1YRTeVfmu3bt7Pzbd++HYDgM/X29sbYsWPRsWNH9nlOmTIFt27dUrhuQgj5Ubx48QLLly9Hv3790K5dO7Rq1QqdOnXChAkTcOzYMXC53FLrmDp1KrS1tQEAYWFhGDhwIH799Vds3boVt27dQlpamsLtmT9/vsR3d0lcLhe9e/eGpaUl7OzsEBcXJ1Hm+PHjrJ6BAwfKPF92dja7f9vZ2SE+Pl5qORsbGxw5cgT79u1DgwYNsHHjRhZguGjRIty7dw9Dhw7FtWvXMG/ePOjp6Sl8zYQQ8jOiMSxCCCGEEELIz4aWWfnJaWho4MiRI9i7dy+CgoLY+qOEEEK+HxcvXsT8+fNRVFQENTU1bN68GT179pQo9+7dO/z555+IiYmReC8pKQlJSUmIjIzE9evXYWJiIjcQ4cqVK1iyZAkyMzMBAHw+H/n5+XB3d0d0dDQrFxYWhrCwMPj6+mLPnj0wNDSUey1BQUGYPXs2Pn/+LPZ6YmIi/P394e/vjwkTJmDu3LkAwIJW1NTU0KVLF7l1i+LxeGw7IiIC4eHhaNasmcLHi7ZrxowZeP78udjrSUlJuHXrFm7dugUXFxesXr0aqqqqZa6fEEKqEi6Xi0WLFuHy5csS7yUmJiIxMREPHjzA7t27sWrVKjg7O8usq1mzZjh48CAWLFiA9+/fg8/n48WLF3jx4gUAgMPhwNraGsOGDcPgwYOhplaxrqu2tjbWrl2LESNGgMvlYtmyZfj333/FynTu3BnLly8HILh3JCQkoG7duhJ16ejoYOnSpZg4cSK4XC5WrFiB3bt3yzx3x44d0aFDB8yZM4cFc6ipqWHr1q3o3r17ha6LEEJ+JjSGRQghhBBCCPnZUDAHgZ6eHntoRggh5Pty8eJFzJs3D0VFRVBXV8emTZukBnJkZWVhwoQJYkES9evXR9OmTWFgYICsrCykp6fj48ePUmcji7p27RpmzZqF4uJiAICWlhZ0dHTg5+fHAjn09PTQoUMHXL9+HTweD69evYK7uzvOnj0LLS0tqfU+evQIf/zxB/Lz81kdjo6O0NDQQGhoKAtC2b9/P6ysrNCrVy/cvn0bANCuXTuFZywXFxfjyJEjYq9duHChzMEcXC4Xv//+OyIjI6GlpYU2bdqgbt26yMnJQWBgIFJSUgAIMn80aNAAf/zxR5nqJ4SQqiQ3Nxfu7u4IDQ1lr9WuXRtt27aFtrY2Pn78iODgYBQVFSEpKQlTp07Fxo0b0bt3b5l1FhUVARAEbri6uqJZs2aIiIhAWFgY3rx5g5CQEISEhGD//v3YvHkzrKysKnQNtra26NmzJ/z9/XHv3j2EhYWJ1WliYoImTZrg7du3AIA7d+5g5MiRUuvq1KkT2rVrh6CgINy+fVtu0OCjR4+wceNGvHr1ir1WWFiIv/76C0OGDMG0adNgbGxcoWsjhJCfBY1hEUIIkcbS0pJtR0REAABCQ0Nx6tQpPH36FImJidDQ0IC5uTl69OgBNzc36OjolFpvVlYW7t69iydPniAsLAwfP35ETk4ONDQ0YGBgAGtra3Tv3h29e/eGior0RPjbt2+Hl5eX2GtPnjwRa7NQaZOvhK5fv45z584hPDwcycnJ0NXVhZWVFQYNGoSBAweCw+GUWgcgmLx19epVXL9+HaGhoWysq1atWrCxsUGPHj3Qq1cvhetTVE5ODs6dO4e7d+/i7du3SEtLg6amJoyNjWFvb49BgwbBxsZG4fqKiopw/vx5XLp0CZGRkcjKyoKRkREsLS3h6uqK7t27g8PhYPTo0Xjy5AkA4MiRI3BwcJCoa/78+Sw78Jo1axRaauXp06e4evUq+1vLzMxEtWrVYGJigubNm6Njx47o3r07NDU1pR4fFRWF+/fv4+nTp3j79i2+fPkCHo8HXV1d1KtXD23btsXw4cPRuHFjhT8TZUpNTYW3tzfu37+Pd+/eISMjA8XFxdDS0oKxsTEaNWoEOzs7dO/eHWZmZuw40c9SyNvbW2r2ZXt7exw9elTstYKCAjx+/BgBAQF4+fIloqOjkZGRAQ6HAz09PTRt2hROTk4YNmwYqlevLrXtgYGBGDNmjMTr0v7/A4CbN2/C1NRU6nsJCQk4f/48Hj58iI8fPyI9PR3a2tqoV68e2rdvj+HDh6NBgwZSjyWkIiiYo4p58eIFfH19ERgYiC9fviAvLw/6+vpo0qQJunTpAldXV5auuKS4uDh069aN7Qt/1JR0/PhxNiNt/PjxmDdvnkQZaV/CZSXrZil0//59XL58Gc+ePUNSUhIKCwtRq1YtNG/eHN26dcOAAQPKPAvj7t27uHnzJqszOzsbWlpaMDMzQ6tWreDs7AxnZ+cKz/wjhBBl8PPzEwvk2Lx5M3r06CG17MWLF1kgh6GhIdavX48OHTpILZuWloY3b95IfS8pKQmenp4skMPc3ByHDh2CiYkJdu7cycpNmTIFY8eOxdOnTzF+/Hjk5+fj3bt32LBhAxYvXixRb2pqKmbPns0COZydnbF582b2Q7uoqAgbN27E/v37AQA7duyAtrY2srOzAUDmdUtz/fp1iYAVPz8/zJkzR2bHWppjx46Bx+Nh8ODBmD9/vlgwSW5uLjw9PdkM6z179mD06NEyOw6EEFLVrVu3jgVyqKqqYt68eRg9erTY92pMTAxmzZqF169fo7CwEIsWLULLli2lDoQ8fPgQf/zxB3g8HpYsWQI3Nzex92NjY7Fq1Srcvn0b0dHR+O233/Dff/+VK8uSqJEjR8Lf3x+A4Ht+1apVYu87OzuzYI67d+/KDOYAgKFDhyIoKIjVtXLlSrH3X758iU2bNuHRo0fQ1tbGrFmzEBkZCT8/P6xatQo3btzA6dOn4evri9GjR2PixImoWbNmha6PEEK+JzSGRWNYhBBSWbZv346dO3ey8S1AMJbz8uVLvHz5EsePH8fWrVthZ2cns45r167Bw8NDLPurUEFBAXJychAbG4tLly5hz5498PLyEnuQ/TVkZWVh7ty5EgEfqampePjwIR4+fIiLFy/Cy8tLZuCAUExMDGbOnCl1jJDL5SI2NhZ+fn5o0aIFtm7dqrRru337NhYvXoykpCSx13k8HjIzM/H27VscP34c/fv3x8qVK2VOGhP6/Pkzpk6ditevX4u9Hh8fj/j4eNy6dQvdunXD+vXrldL+kudeuHAhHj58KPFeYWEhIiMjERkZCR8fH9jY2OD06dMS5WbMmCFzOe20tDSkpaXh9evXOHLkCMaMGYN58+Z90+zAN27cwMKFC5GRkSHxXlZWFrKysvDu3Tv4+/vj4MGDcpcRL4uEhAS4uLggPT1d6vvC7KD379/Hrl27sGnTJplj4RVVXFyM7du3Y//+/WxsWygjIwMZGRkICwvDkSNH8Pvvv+Pvv/9WegAU+bnRr/0qQpkpjUvj5uaGq1ev4smTJzh8+DAGDBiA5s2bV6T5ZZKSkgIPDw8EBARIvPfp0yd8+vQJN27cwJ49e7Bhwwa0atWq1Drfvn2L+fPni82GE8rKysKbN2/w5s0bnDp1Cn379sXmzZuVci2EEFJefn5+mDt3Lgvk2LJli9xU7JGRkWx77ty5cn+86uvry3z/xIkT7Md5tWrV8O+//8LExAQA8OXLF1auUaNGAIC2bdti5syZWLt2LQDgzJkzmDZtGvT19SXqFUb36+npYePGjWKBD6qqqpg9ezYCAwPx6tUrREdHs5T1HA6nTGnoDx48KPHaly9fEBAQUKYf9TweD/3792fXJkpLSwurV69GcHAwEhISwOVycefOHfTr10/h+gkhpKr4+PEjTp06xfYXLVokEXwBABYWFjh48CAGDx6M+Ph4ZGdnY8eOHVizZo1YuS9fvmD27Nnse1ZaXWZmZti1axf++ecfnDp1ClwuF9OmTcOVK1cqlFa/bdu2UFNTQ2FhIR49eiTxfufOnbFv3z4AwOPHj5Gfn49q1apJrUv0nnLjxg0sX76cBbfMmTMHFy9eBJ/PR+/evbFgwQLUqVMH8+fPZ9e3e/du3L17F6tWrcK///6L06dPY/ny5XKzmRBCSFVAY1gCNIZFCCGV48iRIywTRv369WFtbQ11dXVERkay79bExET8/vvvOHbsmMwMgCkpKSyQo06dOmjcuDEMDQ2hqakJLpeLqKgovHnzBnw+H+Hh4Rg1ahR8fHwkxsSsra3h5uaGxMRE3LhxA4Agy6G0iUvystIWFhZi+vTpCAgIgLq6Ouzs7GBubo78/HwEBwfj06dPAAQBhmvWrMGyZctk1hUVFYVRo0YhNTWVvda0aVNYWVmBw+HgzZs3bKzx9evXGDFiBI4dO1bhrAOXL1/G7NmzWZZGVVVVtGnTBubm5uByuXj69Ckbf/Tz80N8fDwOHz4ss0+WlpYGd3d3sSWnzc3NYW1tDQ0NDbx//x4hISG4efMmFi5cWKG2l/T27VuMGzdOLCilVq1asLOzg4GBAfLz8/Hx40eEHiSVuAABAABJREFUhYUhLy9PIghAKCEhAYBgKc5GjRrBwsICurq6UFVVRUpKCl6+fInExETw+XwcPnwYPB4PS5cuVeq1yPLy5UvMmDEDhYWFAABNTU3Y2NjAxMQEGhoayM7ORmxsLCIjI5GbmytxfPv27aGtrY3379+z30oNGzZE+/btJcrWr19fbJ/L5bJAjpo1a6Jx48aoV68etLW1UVBQgLi4OISEhCA/Px/p6emYNGkSjh49itatW4vVY2xszMYcjh8/zl6XNg4BQCJjT1FREWbOnMkmhQjrtLa2hoGBAXJychAaGoqPHz+isLAQu3fvRmpqKlasWCG1fkLKg4I5qoCvkdK4NHPmzMGwYcNQVFSEPXv2YOvWrWLvC7+Epbl+/Tq74bZv3x4NGzaUWk5aKuHk5GSMHDkSHz9+ZK+J3nyjoqIQEhICQBA5OmbMGOzbtw9t2rSReS2BgYGYMmUKcnJy2Gv16tVDq1atoKenBy6Xi+joaERERKCgoEDmTZUQQr6VS5culSmQAwAMDAzYNp/PL/e5L1y4wLZHjRoFCwsLti86E0FDQ0Os3J49e5CWlob8/HzcuHEDw4YNE6vXx8eHbY8cORK6uroS51ZRUcGQIUNYx1p437O2tlY4/XxoaCieP38OAFBXV8cvv/yCu3fvsmsrSzCHuro6e+gmTbVq1dC/f3/8+++/AAQdHArmIIT8iE6fPs1mtFlZWeG3336TWbZmzZqYPXs2Zs6cCUAwALdw4UKx7/0tW7awQcOpU6fKrIvD4cDT0xOBgYGIiYlBbGwsfH19MWTIkHJfi7q6OszNzfH+/Xt8+vQJnz9/Rp06ddj7dnZ2qFGjBjIzM5Gbm4vHjx/LfMhoZGQEIyMjJCUlIS0tDWFhYWjRogUAQX+jUaNG8PT0lDpQJeTs7Iz27dtj//79OHDgQKWlzSWEEGWhMSwawyKEkMq2fv16VKtWDStXrsTAgQPF3gsODsbMmTORmJiI7OxszJ07F+fPn5caMG5sbAwPDw/06tVL4kGzUGxsLJYuXYoHDx7g8+fP2LBhg9Tsf87OzggMDGTBHBYWFliyZEmZrsvf3x88Hg+dOnXCypUrxe5NhYWF2LhxIw4cOAAAOHXqFCZOnCg1SyKPx8OsWbNYn6xWrVrYsGEDfvnlF7FyDx48wOzZs5GWlobk5GR4eHjg1KlT5Q6u//jxIxYtWsQCOaytrbFhwwaxz7a4uBiHDx/G+vXrUVxcjOfPn+N///sfPD09pda5evVqFsgh69/8zZs3+Pvvv+Hv7y82nlkR2dnZmDZtGgvk0NfXh6enJ/r16yeRkYHL5eLmzZtSJxMAgIODA8aNG4eOHTtKXfqHz+fj9u3bWLRoEVJTU/Hff/+hf//+aNu2rVKuRZ7du3ezQI5evXphxYoVUrNJ5ufn4/Hjx7h586bY64MGDcKgQYNw/vx5FsxhY2Oj0N++pqYmRo8ejYEDB6Jly5ZSsy0LJ5AcOHAAhYWFWLBgAa5cuSJWVvT/NdFgDkX///Py8mKBHEZGRliyZAl69Ogh8e985coVLF68GFlZWTh9+jTat2+Pvn37KnQOQkpDwRxVgLJTGivC2toazZs3x5s3b3D9+nUkJiaK/TgQfglLI1zTCwAGDhyo0JpiQgsWLGCdYG1tbaxcuVLiwdjLly8xc+ZMxMbGgsvlwsPDA76+vqhRo4ZEfQkJCZgxYwbrBJuamuKff/5Bp06dJMpmZGTgypUr+PDhg8LtJYQQZbt06RLmzJnDAjm2bt0qll5Ylh49emD37t0oKirCpk2bYGpqWuYf9UlJSYiPj2f7Li4uCh2nrq6OLl264Pz58wAEARWiwRwpKSmIjY1l+3369JFZl7Tv57Jk5RB2WgGgf//+cHV1ZcEc169fB5fLlTmQW1KbNm1gZGQkt4zo7A3Rz44QQn4kjx8/ZtuDBw8uNV1ojx49oKenh/T0dPB4PDx//px9v6ekpMDX1xeAYEaOMNOTLBoaGvj111+xbt06AIJUxxUJ5gAEs+rev38PQJAlRDSYQ01NDU5OTmw2+e3bt+XOGK9Xrx4bwIuNjWXBHH/++SemT5+uUOp7DQ0NTJkyBWPGjKHlugghVR6NYdEYFiGEVLaCggJs3rxZ6oPUNm3aYP/+/XB1dQWPx0NkZCQuXLiAoUOHSpTt2rUrunbtKvdcwox7Q4YMQUREBC5evIi5c+d+leUTeTwe2rZti127dkn0M9TU1DB37lwEBQXh5cuX4PP5uHz5MiZNmiRRz8WLFxEeHg5AMKa3b98+qVmtnJycsHfvXowcORKFhYV4/fo1Ll26pPB4YUk7duwAl8sFIMjCcODAAYnJXioqKhg3bhw4HA7L8Hj8+HG4u7tLLPMSFRXF+pYAsGbNGqmTrJo3b46DBw9i4MCBbDnnivr3339ZEImuri5OnDghMyBUW1sbAwYMwIABA6S+7+HhIfdcHA4HXbt2xe7duzF8+HAAgmU+v0Uwx9OnTwEI+qxr1qyR2V+tVq0aC1pSFhMTE5lBPEI6OjqYN28euFwuTp48iZiYGNy/f19p7YiLi8OePXsACLLmnDhxAubm5lLL9unTB/r6+nB3dwcgCALp06cPLbdClELxheNJpZCW0tjd3V0iCk2Y0liYCl8YkVYRjo6OAARphGRFDSrT48ePxdbT2rx5s9Sbb6tWrXDo0CF2o09ISMCRI0ek1rlx40akpaUBEHz5nzp1SmonGBDMIhwxYoTU9VUJIeRbuHLlCgvkAATfW05OTgoda2VlBU9PT6irqyMxMRFubm7o168fZsyYgWXLlmH58uWlrg357t07tq2jo4MmTZoo3HbRTl90dLTMerW1tdG0aVOZ9ZiamkqklJSWdlKaT58+4dq1a2x//PjxaNeuHbs3crlcXL9+XaG6AMhtp5Bo6kxldQgJIeR7IkwZLCRvTWkhdXV1sTTyomsw379/HwUFBQAgM51xSaKDVM+ePVPoGHlE+1LS1v3t3Lkz2xYGBMoivBYAYusWa2hoKBTIIYoCOQghVR2NYdEYFiGEfA/atm0rd0Z8kyZNxJZYOHPmTIXOp66uzh7UC5c8+VoWLlwos5/B4XDEghJfvnwptZzovXrEiBFylyeztrYWm7D133//lbXJAIDMzEyx5dfmzJkjNWuv0JgxY9i4ZHFxMU6fPi1R5uzZs2zbzs5ObrZcExMTjBs3rjxNl8Dj8XDixAm27+HhITOQQ5lsbGzYZAhpy7t9DcIAUy0tre+6vyo64UOZn82RI0fYOP3UqVNlBnIIOTo6srF84TJMhCgDZeb4zik7pXFZiKb4ffbsGQYPHlyuehQl+iOia9euYoOoJZmammLy5MnYsGEDAODkyZP4888/xaLcEhMTceXKFba/dOlSGBoaKr/hhBCiJMLMFkIxMTFyUwmW9Ntvv6Ft27Y4duwYzpw5g3fv3okFUujq6mLu3Lkyj8/MzGTbderUKVPksOj3a8kHY6L11qtXr9R6rays2A/vJk2aKLwep+gP7I4dO7JgjEGDBmHnzp0AAF9fX5mz8kpS5P4p+uBOmHaQEEJ+JFlZWWIBC8IHb6URLSd8MAUIZkALiS4RJk+9evXYtnD5Ey0tLYWOlSYrK4ttS7sndezYESoqKiguLsanT58QEREBS0tLiXI8Hg9RUVFsX9ElwQgh5EdFY1jS0RgWIYR8W4pkjnBxccHBgwcBCIIeSsvkmpmZiRcvXuDdu3dIT08Hl8tl9zwALPMfAISFhZWa0aM8zMzMWCZAWUQDM6RlkM3OzmbLGwOQmpGkpGHDhrEgDkU+K2meP3/Olm/W19dHly5d5JYXLsW8du1aAIJlyEp68uQJ2y65tIo0gwYNwvbt28vSbKlevHjBxjqrV6+u1N8c0dHRePXqFT5+/Ijs7GzweDyx5bSFfdn09HQkJCSgbt26Sju3NHXq1EFsbCwyMjJw+fLlSls2pKCgACEhIYiIiEBSUhJycnLYGDAAseXpwsLClHZe0ckdsjKrlOTo6IgHDx4AECzrVNr/s4QogoI5vnPKTGlcVqI3AmHKya9J9IasSOrkIUOGYNOmTSguLkZSUhLev38vlqb50aNH7MGahYVFuT8HQgj5lrS1tfH7779j+/bt4PP5OHbsGLp06YIOHTqUemxycjL27NmDmzdvinUoFSW63rKmpmaZjhV9qFZy3WZhCsWS5WRp3rw5C+ZQdImV7OxssZkUEyZMYNsuLi4smCMgIABfvnxB7dq1S62T0uARQoj4dzig2Pc4ALHBPdGBFdGAP0XXWi55zszMzAoFc4gOakpLc29gYAAbGxs8f/4cgGAAR1owx507d9g9T1tbW6FMI2vXrmUDkoQQ8qOhMSzZaAyLEEK+HVtb21LLWFpaQltbG1wuF0VFRYiIiJCahfDz58/YsGED/P39WTBCaUSD2ZVJkQyyotlupWWQjYiIYA/BtbW1pfZzSrKyshL7rMLDw9G6dWvFGw7xbI3W1tYKZTEUPcebN2/A5/PZbws+n4+IiAj2vo2NTan1mZmZQV9fv8L/Pi9evGDbtra2ZR5DlebOnTvYunVrmTI5pKWlffVgjj59+mDv3r0AgFmzZrGADgcHB9SqVeurnhsA8vLysHv3bpw8eVLhfzdl/f+XlpbGltJRV1eHl5eXQseJTqxMSEhQSlsIoWCO71hFUhrfv38fgOAmV94OoGgazPT09HLVoajExESkpKSwfUV+DBgYGMDCwoJFvb5580asIyx6U7W3t1deYwkh5CupXr069u7di7Zt2yI5ORknTpwAn8/H/PnzcfHiRYnlR0RFRUVh9OjR7Lt04MCBGDZsGCwtLaGrqyuR2ljW+YVyc3PL1HbRh306Ojpi78kL9JBGdAa4g4ODQuc/e/Ys66Q2b94c7du3Z+/Vr18fdnZ2eP78OYqKinDx4kWxYA9CCCGylZxxlZubq9AsLNH7guj9RfSeIBrkoWhdQNkDDkUlJSUhOTmZ7Zdcd1nI2dmZBXPcvn1b6lrT+/btY9s9evRQODiFEEJ+RDSGJR+NYRFCyLejyANuDoeDOnXqsO/l1NRUiTJv3rzB2LFjpS7NKI+i/ZyyUiR7lWiQhLQMsqIPuuvWravQRCYVFRWxz6o8D8tFP1/RzIvyiGZ7LCgoQE5ODhtzLJlBUtGghjp16lT4Yb/obwBTU9MK1QUA27dvVzhQQNTX+jsTNWXKFDx58gQvXrwAn8/H9evX2RLWFhYWaNOmDdq3b48uXbpIjAdXVEZGBtzd3cucaUNZn0tSUhLbLigowPHjx8tch2i2akIqgoI5vmPKTmlcVqKRm197drLozVxTU1PhlMsmJiYyf0SI3lRlDdISQsj3ZOnSpWjbti0AYO7cuXj06BFiYmLw5csXLFmyBNu2bZN57LJly9j3noeHh9SHTqUR/e5NSEgQi3gvjejst5KR2aKznkUfoElTXFyMq1evsv1Pnz6Veu6ioiIcPXqU7UtbA9PFxYU9lLtw4QIFcxBCiIJ0dXWhrq7O+iWfPn1SaAaOaPYLfX19qdsfP35UqA0fPnxg26qqqhKDmGXpqzx69IhtC2dmSdO5c2ds2bIFABASEoL09HSxoEofHx+EhIQAEAxujh8/XuE2EELIj4jGsEpHY1iEEPJtKJrFT16gOY/Hw/Tp01kgh4GBAX799Ve0b98e9evXR82aNaGpqcnuOefPn8eCBQsAQGxZDGVSxv1N9DrLku2wPEH5osqatVdaOdFgjvIG/Jd1eRhpRK9fdOJCeTx8+FAskMPOzg6urq5o1aoV6tSpg+rVq0NDQ4O9P3r0aLa8THmyMpeVtrY2jh49iqNHj+L48eNi/fyYmBjExMTg3Llz0NLSwm+//Ya//vpLKZlKAGD58uUskENdXR0uLi7o0qULGjVqBCMjI2hqarLlr+Pi4tCtWzcAyvv/T3R51vISXQqGkIqgYI7vmLJTGpdVXFwc25aWfliZyvsjQt61iu4r4yZNCCFfm+hDIi0tLaxbtw6//fYbioqK4O/vD29vb6nrMGZnZ7Mf8tra2lKDGRTRrFkzqKqqoqioCFwuF2/fvlUohSMgvh5hybUARdevTk1NRVJSEoyMjKTW8/TpU7HAkMjIyFLPff36dXbPqlu3rtT1G/v27YtVq1aBx+MhIiIC4eHhaNasWal1E0LIz47D4aBZs2Z4+fIlAMFax61atZJ7TGFhISsPiK/bLLr96tUr8Hg8scEpaYKDg9m2paWlRLYp0cEi0QeJ0ly4cIFty1vKy8rKCsbGxkhMTERRURHu3bvH1mFOTU0VWyrFzc2N7imEkJ8ejWGVjsawCCHk28jNzVUoS4BoVtqSD+X9/f3ZvcXY2Bhnz56Vu2Tvt8iSoAzlzcor77NShOi9TdHzliwnet6S98q8vDyF7p9lzUQsjWg7Kvrvvn//frY9ZMgQrFq1Sm7QTmX8nWloaGDChAkYP348IiIiEBQUhOfPn+Pp06dITEwEIPhc9+/fj6dPn+LIkSMVDuhITEzEpUuXAAgmT+zbtw+Ojo4yy3+Nz0X070lHR0dsXIKQb630nOuk0khLaawIWSmNy0o0Paa5uXm561FEeX9EyLtW0R9sJQcVCCGkKrC1tcXEiRPZ/sqVK8UGKYVyc3NZ1LGGhka507xraWnB2tqa7V+8eFGh43Jzc3Hr1i22X/LHtaGhodiMO9GyJZ09e1ZsX5FgjkOHDrFtd3d3qetu1qhRA126dGH7og/zCCGEyCf6ve7j41PqTJcbN26wFPfVqlUTS7XfunVrdp/KysrCtWvX5NZVWFiI8+fPS22LkGiA4OfPn2XWFRQUhIcPHwIQBKkMGTJE7rk7d+7Mtu/evcu2V61axWZUN27cGB4eHnLrIYSQnwGNYZWOxrAIIeTbSEhIKLUMn89nD6IBSGTsCwgIYNvu7u5yAzkAxTLLfg9Er/Pz588KZTEoLi4W62fJym4oT8lswIoQzQKhrq4udu8UZpAUktcPFKVoOXlEM1WKtrGsioqK2OQ8FRUVeHh4lJp9pTL/zoQTPUaPHo1Nmzbh3r178Pb2hqurKysTEhJSruVISgoICGB/m506dZIbyAF8nc9F9N85OztbKYFAhJQXBXN8x0rekBT9QpKV0risabhEf7C0bNmyTMeWlejNPC8vT+oaddLIulZA/Ms2Nja2gi0khJDKMW3aNFhZWQEQ/HCcO3euRBo9AwMDVKtWDYBgfWjhmtPlMXz4cLZ99OhRhb4/N2zYwNYAtLCwgIODg0SZPn36sO29e/dKHaCMjY3F5cuXxV4LDQ0Fj8eTee6QkBC2fIquri6GDRsms6yLiwvb9vPz+ybpCAkh5EcwfPhwlg3j9evXOHXqlMyymZmZ+N///sf2+/XrJ7YsSo0aNdCvXz+2v2nTJhb4Ic2+ffsQExMDQDDANWLECIkyNjY2bDsgIEBqdo7s7GwsXbqU7Q8cOBBNmjSReV4AcHZ2Ztv3799HUVERjhw5Aj8/PwCCB5fbtm0r06xsQgj5UdEYVuloDIsQQr6NFy9elFomMjKSzeZXVVWVyLQnmjVWkay1QUFBpZb52suAKcLS0pItTZGTk4OIiIhSjwkPD2fjeNI+K0WIZmgMDQ1VaPkJ4Xif8HjRz4/D4Yj9uwiXwJQnLi5O4Xu2PLa2tmJtzMvLK1c9aWlprO9aq1atUpczfffuXYWWpPsamjdvjjVr1oiNx0qbxFfWv/2v8f9fWdWuXRt169Zl+6J/j4R8axTM8R0TRroJKfJlIS+lcclBRnkPxwICAliUorq6uthAZmlE0yQr+qDM2NhY7GalyLWmpqaygV1A/FoB8ZtqYGCgQu0ghJDvjbq6OtavX8++W4ODg7F3716xMqqqqmJZJ2bOnAkfHx+ZHaPs7GxcvHhRInACAPr378/uPbm5ufjjjz9kDiYWFhZi3bp1OHbsmNi5pf1Ad3NzY/ehuLg4sXVHAUEQyqxZs1gnRrhOdHZ2Nnbt2iX1/ABw4MABtj18+HC5aTQ7derE7jVfvnwRG/AlhBAim7m5OX799Ve2v2LFChw/flzit/6HDx8wfvx4lkVKR0cHf/75p0R906ZNY7Oq4uPjMX78eERHR4uVKSoqwr///ostW7aw10aMGIH69etL1Ofg4MBmyn358gVr1qxBYWEhez8xMRF//PEH3r17B0AwKDNnzpxSr7t9+/bs/puRkQEvLy+2vAqHw8H69evRqFGjUushhJCfAY1hyUdjWIQQ8u34+vqWWsbHx4dtt2rVSiLDlOjSjqU9rH/16pXY/UwW4UQsoPTlIb8WHR0dsaBHb2/vUo8RzaJrbW1druXA7Ozs2D03NTUVd+7ckVu+uLgY586dY/vSMjOITiZTJLuwIn8XirC1tUXNmjUBCAJiRP+WyqIsf2MA8N9//5XrPN9C165d2XZycrLE+2X92xf9bErLiJGbm6twBuaytkM0W+eJEycUOgchXwMFc3znlJnSuGbNmmKdVNE0YqL4fD62bdvG9rt3716m1FmiD9LKknpI9OaryI8Ib29v1tGuXbs2GjZsKPb+L7/8wlLtf/jwQSw1MiGEVCVNmzbFjBkz2L6XlxdevXolVmb27NmsI5GVlYV58+ahQ4cOmDx5MhYvXowlS5Zg5syZcHV1haOjI2bPno2oqCiJc2loaGDDhg2srnfv3qFfv36YOnWq2ODj3r170aNHD7FgiqFDh6J3795Sr6FevXqYOXMm23/w4AG6du2Kv/76C7Nnz0bfvn0RGhoKADAxMcHOnTvZD/edO3di6tSpWL58udi9Kz4+HtevXwcgGLR1d3eX+zmqqamJzQanpVYIIURx8+bNQ6tWrQAIHr4tX74cXbp0waxZs+Dp6YkxY8agT58+bBBTTU0Nq1atgqmpqURdZmZmWL16Nfut/vr1a/Tr1w+jR4+Gp6cnZs2aBWdnZ2zYsIH1f2xtbTFv3jypbVNTU8OsWbPY/vHjx9GzZ094eHhg0qRJ6N27N5upo6WlhZ07d4otzSKLtrY27O3t2f7OnTtZoOT06dPRo0ePUusghJCfCY1hyUZjWIQQ8u08efIEV69elfl+VFSU2FIQQ4cOlSgjnGQEyF8uODc3F0uWLFGoXXp6emxbNPPAtyYaqH/8+HGxpcpKevXqlVhmRmmZEhVRo0YN9O3bl+2vX78e2dnZMssfO3aMLb2soqIilklYSHTZzODgYFy5ckVmfQkJCWJjmBWhoaGBkSNHsv0NGzbg/fv3Za5HT0+PZbHMyspiS65IExwc/M2DOXg8HsteUxrRpXOkZRgp69++6P9/9+7dk5vJZe3atVIDSKQRbYes35aixo8fzzLZXL9+XWwJ2NIkJSUpXJaQ0lAwx3dOmSmNVVVV0aJFC7Z/7949qfWcOHECz549AyB4OPbXX3+Vqc0WFhZsuyypIUV/RFy/fl3uMgHx8fHYvXu32LElZ4LXrl1b7KHdP//8U6k/kgghpCLGjx+Ptm3bAhBEDs+ZM0csatvMzAz//fef2Pd8Wloa7ty5g9OnT+PUqVO4fPkyXr9+XWrkcZMmTXDkyBG21nR+fj5u3rwp9h364MEDljqZ8//Yu/O4GNf/f+Cv9mQpJSGlUMlS2XM4skeWwgdZs59jX0r27VhzZDnWY99CdiopHIcTiUIpVCIqtCc1pabm98f8ur4zzVoNFe/n43Ee575nrrnu6x4zc3Vf9/t6X0pKGD9+PNatWye1XhcXF8yfP58NUubk5CAgIAA+Pj5IT08HwL+42717N8zNzTFlyhT22tu3b8PLy0soHeKJEyfYH/MODg4wMDCQenxAeKmVmzdv0nrUhBAipxo1auD48eNCy2Z9+vQJfn5+OH/+PEJCQthvsr6+Pvbu3SsxwA8A+vfvLxRUUbJe8Pnz5+Hn5yc08DFo0CAcO3YMmpqaEusbOnQofvvtN7aflJQEX19f3L17l/3Wm5qa4uzZsywoRR6CM3FKDBs2TGzGEUII+dnRGJZ4NIZFCCHfl5qaGhYvXsyWRxT09OlTTJkyBV+/fgXAHwNzdHQUKSeYAffy5cs4cuSIyA3lksyEUVFRcmWraNy4Mcs8lZSUxCY1fW+DBw9m2bQKCwsxdepUPHz4UKTcgwcPMG3aNJb1sFWrVkJ9VVnNmjWLvU/x8fGYOnWqSN9bXFyM48ePs4yIAD/br7hJAs2bN8egQYPY/pIlS8T+m7969QoTJ07Ely9fhAJFK2LatGls3PTLly8YM2YM/Pz8xAay5uXlwdfXF0uXLhV6XFlZWSib2JIlS8R+Jq5fv47p06ejqKioXFlRyislJQU9evSAh4eH1Mwz9+/fx65du9h+9+7dRcoILnEaHh4uczk+W1tb9l159+4dFi9ezJb4LpGTk4OVK1fi7Nmzcr8vgu2QFvBVwtjYGDNmzGD7y5Ytg4eHh8TlerhcLoKCgrBo0SIMHTpUrjYRIg/Vym4Aka4kpXFJ1N26detQVFSE0aNHC6UaevfuHVxdXWWmNB48eDBL/7h792507NhRaM2p8+fPY8OGDWx/xowZIrMFZOnYsSO7SL116xZmz56NOnXqyHydra0tunfvzi7Q586di40bNwoNGAP8aNCFCxeyH++GDRtiwoQJYutcuHAh7t27h8zMTHz8+BHOzs5Ys2aN2A6FEEKqMmVlZWzevBmOjo7Izc3FmzdvsHnzZqxZs4aVadasGS5evIh79+7h1q1biIqKQlJSEnJzc6GmpgZdXV3o6+vDysoKnTp1EpptXFqLFi3g6+sLb29v+Pv7482bN2zWHMCPQtfX10enTp3g7OwslBZYmhkzZqBPnz7w9vZm6ZA5HA5q164NS0tLuLu7s5TDbm5uaNy4MY4ePYr3798LpT3OyckRSvM4efJkuY7fqlUrmJubIyYmBhwOB4GBgUIBHoQQQiSrWbMmduzYARcXF1y9ehWPHj1CSkoK8vPzUbduXZibm6NHjx4YPny4XIMpdnZ2CAwMxMWLF/Hvv/8iJiYGmZmZ0NTURP369dG5c2c4OTnB2tparvYtXLgQ3bp1w8mTJ/H06VNkZWVBT08PpqamGDJkCBwcHKQGhIjTo0cPrF+/nu3b29sL7RNCCPk/NIZFY1iEEFIVLFq0CBs3boSrqyt27doFKysrqKqqIjY2VuimtJaWFjZv3iz2Bn+3bt3QsWNHPH78GDweDx4eHvDy8kKrVq1Qq1YtvHv3Dk+fPkVRUREMDAwwYcIEoSBFcVRUVNC7d28WcDBhwgT8+uuvaNiwIZv9r62tjd9//12B74YodXV1bNu2DePGjUNGRgZSU1Ph4uKCFi1awNLSEgDw8uVLoYwdenp68PT0hJqaWrmPa2xsjA0bNsDNzQ1FRUV4+vQp+vfvj/bt28PY2BgcDgehoaFCGRNsbGykLpG5fPlyhIeHIyEhAfn5+XB1dcVff/0Fa2trqKmp4c2bN3j27Bl4PB7s7e2RmZnJMmAI/m1SVrVq1cKuXbswefJkpKenIzMzEwsXLsTGjRvRtm1b6Orq4uvXr3j//j1evHiB/Px8oeXoSsyYMQO3bt1Cfn4+kpKSMHLkSNjY2MDU1BQFBQV49uwZ+3tp5MiRiI+Pl5rBQ9Gys7Nx5MgRHDlyBDo6OrC0tISBgQE0NDSQnp6O6OhooYAcExMTsX/n6Ovro23btnj69Cm+fv0KR0dH/Prrr9DX12f/DkZGRhgzZgwA/vdg8uTJ2LNnDwD+Mjr//fcfrKysYGBggNTUVDx69AgcDgeqqqpYvXq1xEyeguzt7REUFASAn1Hl3r17MDMzE/oN+P3331nGaoC/TGxSUhIuX74MHo+HI0eO4OTJk2jdujWMjY2hqamJ3NxcJCUlITo6mk0mEcwCQkhFKfFk5TwklS4vLw/jx48X+kOjQYMGaN++PbS0tPD+/XuEhoayyFBVVVV4enqKnQn39etXODk5sbRPampq6NSpE+rWrYuXL18KpdwfMGAAtm/fLjJbQBYul4sBAwbg/fv3APgdfZcuXaCtrQ0zMzOhFFSlpaWlYfTo0ey1AL8DsLKygpqaGuLi4hAeHs4iHLW0tHDo0CG0b99eYp0hISGYMWOGUEqoRo0awcrKCnp6etDX10fXrl1hZWVVpvMUJzk5WexFtpOT03eNmvwRrV69urKb8NOR9Hm+d++eXBkQyI9n/Pjx7ILhxIkTQqmFf1YhISHsIqVTp044efJkueuS9J3zci5AvZrlrpb8fybubyu7CT8N6j8I+b4kfefevHnDZtGRH9ePNqRDfUj1R2NY1WcMC6BxLEloDKr6+aH6j9RUoH7973/clBRAjqUIqyoLCwu2HR0djZ07d2Lfvn0S/1aqX78+duzYIfU3OS0tDdOnT0dUVJTEMs2bN8fOnTsRERHBMi8MHTpUKLOEoKSkJIwaNUriEgyGhoZCy7pcunRJrnpLJCYmonfv3mLrKu3t27dYuHAhXrx4IbXOVq1aYceOHSwThThLlixhy45t2rQJw4YNk1j2zp07WLFihcylMQYNGoT169ezDA2SfPjwATNnzsTLly8llunduze2bNmCqVOnskDRK1eusOCV8p5LUlISFi9ezJb1lKZdu3Zil0q5desW3NzcpC73NmrUKKxYsQJTpkyROTZblvZLk5ycjD59+qCgoECu8p06dcK2bdskLmn6/PlzuLi4SFy6pfS4alFREZYtW4YrV65IPGadOnWwadMmtGjRQq7PfWFhISZNmiT13+v27dtiM8GcPHkSu3btwufPnyW+toSSkhJ69uyJffv2ySxLiDwoM0c1UJLSePny5Wzdr5KUxqXp6+tjw4YNQumZBGloaGD//v2YOHEiPnz4gMLCQty/f1+ojJKSEqZPn4558+aV+SIY4F+Ib9q0CdOmTQOHw0F6ejqLNu3Ro4fUC+F69erhzJkzcHV1Zam94uPjER8fL1K2SZMm2Lp1q8wL2M6dO+Ps2bNYunQpIiMjAfA7eMFUTjt27ICDgwM8PDwUlmpL0MKFC6vfhQMhhJAqwWjmQ+pDCCGElFliYiL1H4SQ747GsKr/GBZA41iEkOpv3rx5sLOzg7e3N8LCwpCSkgJVVVUYGxujX79+GDt2rNDyXuLUq1cPZ8+eZUtBxsbGIi8vj2X/c3BwwODBg1GjRg25l0wxNDTE1atXcerUKdy/fx/x8fHIzc2tlCBsU1NTXLx4ETdu3EBgYCAiIiLY8hG6urqwtraGvb097O3ty9XHStKzZ0+hDI2xsbEVytDYqFEjXLhwAZcuXYKvry9iY2Px5csX6Ovrw8LCAsOGDUPfvn2hpKQkdCNe1r+/PAwNDXHq1CkEBwfD398fYWFhSE1NRU5ODmrUqIFGjRqhdevWsLOzQ69evcTW0adPH/j4+ODYsWMICgrCx48foaKigvr166Ndu3YYNmwYOnbsWOG2lpWBgQFCQkLw8OFDhIaGIioqCu/fv0dGRgYKCwtRs2ZNNGrUCG3atIGDgwN++eUXqfW1adMG165dw6lTpxASEoKEhARwOByR5YtKqKiowMPDA/3794e3tzciIiKQnZ2NOnXqoGHDhujduzeGDx8OAwMDlr1EFjU1NRw9ehQXLlxAYGAgYmNjkZWVJXNJcoA/yXHo0KG4evUqHjx4gFevXiEjIwMFBQWoWbMmDAwMYGZmhk6dOsHOzg4NGzaUq02EyIMyc1QzT58+VUhK45ycHBw7dgyBgYFISEiAkpISGjVqBFtbW4wcOVIobWV5vXv3DgcPHkRwcDBSUlJQUFCAHj164O+//5br9ffu3RPqALlcLvT09GBpaYk+ffpgyJAhZU7rdffuXdy+fRtPnz5FSkoKsrOzhdL2Ozs7Y+3atWWqU9APFQVOfnr0eSalUWYOUd8jMwd950h1Q59lQr4v+s6RHwl9nn8sNIZVtcewAPrOkR/HD/VZpswc5VI6MwchpeXl5aFDhw7gcrnQ0tJCWFhYhZZaIYSQ74Uyc1Qzbdu2Rdu2bStcT61atTB79mzMnj1bAa0Sr0mTJhVaT7p79+4KXxfUzs5OaMZHQUEBS2NVVFSE8+fPY9asWahfGX8wE0IIIYQQQgghhPwgaAyrYmgMixBCCFGcwMBAlgGlZcuWFMhBCKk26NeK/NTU1dXh4ODAUlwVFRXJnRKNEEIIIYQQQgghhJDvgcawCCGEkPL5/Pkzdu7cyfYHDRpUia0hhJCyocwchAAwMjJi21+/fq3ElhBCCCGEEEIIIYQQIh6NYRHyg9PT4y95UhnHJaQamj9/Pvr374+ePXtCQ0ND5PmwsDCsXLkSSUlJAAADAwMMHjz4ezeTEELKjYI5yE8vIyMDgYGBbN/U1LQSW0MIIYQQQgghhBBCiCgawyLkJ6CsDOjrV3YrCKk2IiIi4O/vDy0tLbRs2RKNGzeGhoYGsrOz8eLFC7x7946VVVNTw6ZNm1CrVq1KbDEhhJQNBXNUAzt27EB2djbbX7VqldDz4eHhuHr1KgBAT08PM2fOhJKS0ndtY3W1du1a+Pv7IzMzEwDQokULtGzZspJbRQghVdPJkycruwlVTufOnREdHV3ZzSCEEPKN+fr6wtXVFQDQtm1bHDt2DJqampXcKkIIIVWZn58f3rx5AwDo2LEjbG1tK1QfjWERQgghknE4HISGhiI0NFTs8/r6+tiyZQt++eWX79wyQgipGArmqAYuXbqE5ORkti8YzJGTk4OFCxciMTERampqOHbsGAVylEFwcDC7CNbW1sbmzZu/yXG2bdsGLS2tb1L3z2D16tWV3QRCSDW2bNkyXLx4EQAwfvx4rFixopJbVDYJe22RV7OyW1H1mbi/rewmEEIq2ZIlS3D58mWoq6ujfv36+OWXXzBp0iQ0bdq0QvXGxcVh5cqVAAATExPs27evWgRyUP9RvVA/RsiPJTg4GG5ubiguLkbLli0xefJkhdT5PcawABrHonEoQgipPo4fP45bt24hNDQU79+/R2ZmJrKysqCmpoa6devC0tISv/76K5ycnKrFdRwhhJRGwRzV3MaNG5GYmAiAf7OqQ4cOUsuHhIRgwoQJUFJSgp6eHszMzDBq1CgMGDCgXMfftWsXdu/eDTU1Nejr66Nt27aYOHEirKysylXf96aurg5DQ0N069YN06ZNE1p3lBBCSPV35coVFsjRr18/LFu2rJJbRAgh5FsrKChAYmIizp07B39/fxw5cqTc1yccDgdz5swBh8OBnp4eDh06hLp16yq4xYQQQr6XbxX4JyglJQWurq4oLi6GoaEh/v77b9SsWfHoOhrDIoQQyShr6s/LyMgIkyZNwqRJkyq7KYQQ8k1QMEc1cO/ePQDAsGHDEBMTwx6/ffs2u0E1cuRIjBkzRu46eTwe0tLSkJaWhuDgYLx48YKlDS6PwsJCfPjwAR8+fEBgYCB27tyJ3r17l7u+7+XatWuV3QRCCCHfSGxsLNasWQMAaNeuHbZu3QplZeXKbRQhhJBvpkuXLtDS0kJycjL+/fdfcLlcfPnyBWvWrMHFixfLlcFw5cqViIuLQ40aNbB//366cUYIIT8IRQb+CSoqKoKrqyvS09Ohra2NgwcPon79+gpoMY1hEUIIIYQQ8jOiOxrVRH5+Pt69e8cuADMyMliq37Zt27JtWQwMDDB27FgMHz4cDRo0YI8fPHgQL1++LHO7rKysMHbsWAwcOBA1atQAwA/sWLNmDfLz88tcHyGEEKIIHA4H8+bNQ15eHpo2bYp9+/ZBQ0OjsptFCCHkG3J0dMSqVauwZ88eHD58GCoqKgCAqKgohIWFlbk+Ly8v+Pr6QkVFBdu2bas22QcJIYRI1qVLF4wdOxZ9+vSBqip/jltJ4B+Px6tw/X/99RcePXoEdXV17NmzB82aNatwnYQQQgghhJCfFwVzVAMZGRnYuHEjcnJy0LlzZwDAihUrkJ6eDgMDA+zatQvq6upy1WViYoJVq1Zh48aNuH79Olq0aAGAn6nj1KlTZW6bnZ0dVq1ahW3btuH8+fMsbWRKSgoCAgLKXB8hhBCiCKtWrUJcXBz09fVx8OBB6OjoVHaTCCGEfEe2trZCS0mWdTbz8+fPsWnTJgD87By9evVSaPsIIYRUDkUH/gm6d+8e/v77bygpKcHDwwMdO3ZURJMJIYQQQgghPzEK5qgGnJyc4O3tjVq1amH69Om4cOECbt++DQ0NDezevRv6+vrlqrdmzZpYtGgR2w8ICMDXr1/L3U4zMzOMGzeO7VP6R0IIIZXh7Nmz8PHxgZaWFg4cOIDGjRtXdpMIIYRUgv/9739s29/fHwUFBXK/tk2bNoiMjER0dDRGjx79LZpHCCGkklU08K+0hIQEzJo1C9u2bYODg0NFm0cIIYQQQgghFMxRHZiZmcHJyQnnzp2DqakpHB0dERERgdDQ0Aqn+u3atSsMDQ0B8NNK3r59u0L1CQ6YBgcHIyUlpUL1EUIIIWXl7OyM6OhoPH36FC1btqzs5hBCCKkknTt3ZktLZmdn486dO5XcIkIIIVVNRQL/Shs7dizmzJlDgRyEEEIIIYQQhaFgjmrg8OHD8PDwYOtsqqmpQUNDQ+6lVaRRUlLC4MGD2X5FZyEYGxujbdu2AICioiL4+vpWqD5CCCGEEELIt9OrVy9YWFjAwsIC9+7dk1ju2rVraNmyJSwsLNCqVSvcuHFDYlkejwd/f38sXLgQffr0Qdu2bdG2bVv06dMHrq6uuHHjBng8nsy2lbTLwsICiYmJZT43ZWVloWudK1euyP1awfclJCRE7tdxOBwcOXIEzs7O6Ny5M1q3bo3u3btj7ty5CA4OFip769YtdozLly/LfQxCCCGKQ4F/hBBCCCGEkKpMtbIbQGTj8Xjw8/ODj48PoqKikJWVhZo1a6JFixZwdHSEk5MTlJX5cTnp6en49ddfUVRUhGHDhrF1nqUZMmQI9u/fDwD477//kJGRAV1d3XK319HREU+fPgXAHzCdPHlymevIzc3FxYsXcffuXcTGxiIzMxOampowMDBAp06d4OjoCGtr6zLVmZOTg8uXL+P+/fuIiYlBZmYmCgsLoaOjg2bNmqFjx46wt7eHmZlZmdtLCCGy7Nq1C3v37oW+vj5sbW0xe/ZsGBsby/XapUuX4tKlSwCA8ePHY8WKFSJlOBwOzp49i8DAQLx9+xa5ubnQ1dWFjY0NRo8ejS5durCyt27dwqxZswAAmzdvxtChQyUeOyUlBefOncOjR4/w9u1bfP78Wa4luWrXro3Q0FB27rt375brXCXZtGkThg0bJvSYhYUF246OjgYAxMXF4ezZswgKCsKnT5+gpKQEQ0ND2NnZYfLkyWXu35KTk7Fv3z48fvwYnz59Ql5eHjQ1NWFoaIhevXph3Lhx5V7ujBBCqgsfHx8sWbIERUVFUFVVxfbt29GvXz+xZePj47FgwQK8ePFC5DkOh4OEhAT4+vqiVatW2LlzJ4yMjL5p2wVnWP/333/IzMxE3bp1v8mxHj9+DDc3N3z69Eno8eTkZAQEBCAgIABTpkyBu7s7ALCAGFVVVfTs2fObtIkQQr6X8ePH49GjRxWqo1OnTjh58qTY52JjY3Hp0iUEBwfj48ePyM3NhY6ODkxNTfHrr79ixIgR5fp9Lwn8O3jwIAD+OJa9vb3M14WEhGDChAkAAENDQ/zzzz9iy+3YsQP79u0DALi5uWHatGlytevVq1fw9fVFSEgIPnz4gM+fP0NNTQ3169eHpaUlunbtiv79+6N27dpy1UcIIYQQQgipniiYo4r79OkT5s6di/DwcKHHs7Ky8PDhQzx8+BDXrl3Dvn37UKNGDQQGBqKoqAgAJA6wllZYWMi2uVwufH192QVpeQgOmEZHR+PVq1do0aKF3K+/c+cOVq5cidTUVJF6s7OzERsbCy8vLwwaNAjr169HjRo1ZNZ55swZbN++HZ8/fxZ5LjU1FampqXj48CF27dqFgwcPonv37nK3lxBC5FVcXIzk5GRcvXoV9+/fx9mzZ2XexMrJyRGa/Txy5EiRMt/q5pGXlxc8PDzkCt6oCk6fPo2NGzcK9WsAEBMTg5iYGJw/fx4HDhyQOxgwICAAy5cvx5cvX4Qez83NZXWePn0amzZtQp8+fRR2HoQQUpX4+Phg8eLFKCoqgpqaGrZt2ybxOiMuLg7jxo1DRkYGe8zc3ByWlpZQUlLCixcvEBMTAwCIioqCs7MzTp06BVNT02/S9pycHFy4cIHtFxYW4vr16xg7dqzCj/XgwQP8/vvvrM/U0dGBra0t1NXVERERgfj4eAD8rIuWlpawt7dns787duwIHR0dhbeJEEJ+BFwuF5s3b8bp06fZeFeJkvGcR48e4eDBg1i2bJnUQHVJvmXg3+zZs3H79m3ExMRg9+7dcHBwYMsdi5OdnY3Vq1fD399fJItVYWEh4uPjER8fD39/f+zYsQP3799XSDsJIYQQQgghVRMFc1RhHz9+xOjRo/Hx40cA/OVVunTpAn19fcTFxeHZs2cAgODgYHh4eGDNmjXsBl3NmjXRtWtXuY5z9OhRof2rV6+WO5ijuLgYJ06cEKlP3mCO69evw83NjV2gq6iooH379jA2NgaHw0FoaChSUlIAAL6+vkhKSsLx48ehoaEhsc7169cLzexQUVFBmzZt0KRJE2hoaCAjIwMvX75EUlISAFRofVRCCJHEysoKw4YNwz///IOsrCykpaVhx44d8PT0lPo6X19fcDgcAIC1tTXMzc2Fnv9WN4/Onz+PP/74Q+ixli1bwtzcHEpKSoiJiUFUVJTc5y7pxllwcDDevHkDAGjTpg2srKzElitZakySS5cuYe3atQAAU1NTtG7dGpqamnjz5g2ePHkCHo+HrKwszJw5E9evX4e2trbU+s6cOYO1a9eyAVQDAwO0b98eWlpaiI+Px5MnT1BcXIzs7GzMnz8fe/fupUBAQsgPx9fXVyiQY/v27ejbt6/YsgUFBVi4cCEL5NDT08PWrVvxyy+/CJULCgqCm5sbMjMzkZaWBldXV3h7e0NNTU3h7T937hxyc3OFHrt69arCgzkyMjLg5ubG+mI7Ozts374dNWvWBMBfftLT0xOHDx8GAOzZswdaWlrIyckBAInvKSGEVCd9+vSBmZkZIiIi8Pz5cwBA06ZNhTIEChJ3HdCkSROhMsXFxZgzZ45Q1gsdHR106tQJ2tra+PjxI0JCQlBYWIjs7GwsWbIE2dnZcHFxkbvd3zrwT1VVFa6urvjtt9+Qn5+PY8eOYfny5WLLJicnw8XFBW/fvmWP1alTB+3atYO+vj64XC4+fPiAqKgo5OTkVJuge0IIIYQQQkj5UTBHFebu7s4CORo3bowjR44IXdjevHkT8+bNQ1FRES5cuABnZ2c8fvwYAH8AUV1dXeYxUlJS4OfnJ/RYZGQk4uLiZN44E+fmzZsi61n7+vpi0aJFbCkYSd6/f4/ly5ezQA4rKyts3bpV6JyLi4tx/PhxbNmyBcXFxXj69Cn+/PNPsUsOAPybcYKBHAMGDMDixYvRsGFDkbIxMTE4d+4cNDU15T5fQgiRl52dHezs7JCYmIihQ4ciOzsbN27cwPLly6Uu/XH+/Hm2PWLECKHnvtXNo+TkZGzcuJHtN2jQAJ6enujQoYNQuWfPnmH+/PmsrzIyMsL27dsB8ActS5+7OEuWLGGDuHZ2dpgzZ47E90Ka1atXQ1dXFx4eHiJBFY8fP8bvv/+OnJwcpKWl4cSJE1KPExYWhnXr1oHH40FZWRnu7u5wcXER6sdev36N+fPnIzY2FoWFhVi2bBn8/PxkBokQQkh14evrC3d3dxbIsWPHDqlZiHx8fPDq1SsA/CD0Q4cOoWXLliLlunXrhgMHDmD06NHgcrmIioqCn58fnJycFNr+oqIinDp1SuTx8PBwxMfHw8TERGHHOn36NNLT0wHwbzJ6enqyvhjgB5O7ubkhJCQEkZGRePv2LVvmUklJibI7EUJ+CCUBFLt27WLBHNbW1li1apXY8vJcBxw+fFgokGP69OmYM2eO0HhXamoqlixZgqCgIADAli1bYGNjI3c2vu8R+GdnZ4eGDRvi48ePuHjxIlxdXUXGnrhcLubPn88COTQ1NeHu7o6RI0eKBDwWFBQgKCgIFy9eVFgbCSGEEEIIIVWT9LvrpNI8fPhQaK1RDw8PkRkKffv2ZRk0CgsLsXLlShYIIe/sLi8vL5F09ABw7dq1crW7dJYPgB8wEhwcLPO1e/bsYbPPmzRpIhK8AvDXMp00aRIWL17MHvPy8kJCQoJIfZ8/f8aff/7J9p2dnbFjxw6xgRwAPwX0ihUr0K1bN5ltJYSQ8mrcuDHGjBkDgD9gJ7iESmmvXr1CZGQkAEBLSwsODg5Cz8t786h169YAIPfNIy8vL/Z7rK6ujsOHD4sEcgCAjY0NDh06xAYXExISkJiYiDZt2sDS0lL2m6FgR48eFZsdo2PHjli4cCHbLx3EWNqmTZtYf7pgwQJMmjRJJCCxefPmOHr0KEu/nJqaimPHjlXwDAghpGrw8/MrUyAHAHh7e7NtZ2dnsYEcJaysrIQCFM+cOVPxRpcSEBDAMu/VrVsX7dq1Y89dvXpVoce6cuUK2x49ejRq164tUkZZWRnDhw9n+xEREQD474WBgYFC20MIIT+CnJwc7N27l+1PnjwZrq6uIhOX9PX1sW/fPrRp0wYA/xpLVvbDErIC/xRFSUkJtra2APhLNpZk2hV0+fJlPHnyBAA/KPLw4cMYO3as2MxV6urq6NWrF/bs2aOwNhJCCCGEEEKqJgrmqKIEBxjbt28v9iYaIDxLu2RAUENDQ+IMaEF5eXk4e/Ys2xccoPXx8RFZm1OWiIgIPH36FAD/wlOwDbIGTLOzs3H9+nW2v2jRIrGDoCUmTJgAMzMzAPxsHefOnRMp4+3tzWZXGBoaSkxjSQgh35ujoyPbFvztK03wt23QoEFCgRrAt7t55OPjw7bHjRuH5s2bS2xj8+bN4ezszPYF+5XvadSoUVKX9HJ0dGTZQuLj4/Hlyxex5QTTQjdu3BiTJ0+WWKe+vj5mzZrF9i9cuFDmvpMQQqoaPz8/LFq0iAVy7Ny5U2YgR05ODgs+BID//e9/Mo8jeB3z/PlzFkSoKIIBdmPHjsXIkSPZ/rVr1xT2e52eni4UWD5gwACJZcUFHFJWDkIIEc/Hx4f1DfXq1cO8efMkllVXVxfKABISEsKyfkjzPQP/mjZtyrZLgjYEHTlyhG1PnDhR4jggIYQQQggh5OdCwRxVlGCUvrQBwWbNmsHQ0FDosV9++UXkhp84ly9fRlZWFgB+anwPDw9oaWkBAJKSktiSLfISvPAcNGgQpk6dyvZv3rwpdYD26dOnKCgoAMC/gO7Zs6fUY5W+ORkSEiJS5r///mPbI0aMkGvZGUII+R6aNm3KAg/CwsKQnJwsUubr169CQRWll1j5VjePkpOT8eHDB7Y/bNgwifWWEPw9fvz4scJvyMmjf//+Up+vVasWjIyMAAA8Hk/oHAX9+++/bHvQoEFCy8WIM2TIEKioqADgZ6KSZ9CYEEKqKn9/fxbIAfADouXJWhcdHc1eo6WlBQsLC5mvsbS0ZNceRUVFbIkWRQgLC0N4eDgAfpr6sWPHol+/fux4iYmJCAsLU8ixXr9+zba1tLRgbm4usWzjxo2ho6Mj9Ji8GRUJIeRn8/DhQ7Y9cOBAmUviWllZCf0GixsnKu17Bf4B/KUrS6Smpgo9l5SUJHQdMW7cOIUdlxBCCCGEEFK9UTBHFVRUVCSUzlHWOp+tWrUS2u/Xr5/MY/B4PBw/fpztT5o0CbVq1YK9vT17rCyzED58+IDAwEC2P3nyZHTs2JEFmnA4HNy8eVPi61+8eMG2raysZN48AyA0Y+LFixciF9kls88BoHPnzrJPghBCvqOSJVOKi4vh7+8v8vyNGzeQnZ0NALCwsICVlZXQ89/q5pHgIGLt2rWlZuUoYWFhIXRDLjo6WuZrFE3a+ZcoWRIF4M8iF+fly5dsu23btjLr1NbWhqmpqdjXE0JIdXPp0iUWlAHwMxkJLlsoSWZmJttu2LAhlJSUZL5GWVlZ6MaWYB0VJXhzzsnJCbq6uqhZs6ZQ31feZSVLK+mrAaBRo0Yyz11wGTIzMzOhPoQQQsj/Kevf5YDoOJE03zPwD4DQso2fP38Weq6kHQBgYmIi1D8SQgghhBBCfm4UzFEF5eTkoLi4mO03btxYannBAUFVVVX06tVL5jHu3LnDAkZ0dHTYzGvB1P8BAQH4+vWrXG0+ceIEG/j99ddfYW5uDiUlJaH6pA2YZmRksO1GjRrJdUzBjCSFhYVsSRWA/x7m5+ez/ZLZ2IQQUlUIZtLw8/MTef78+fNsW3CGWIlvdfNIcGCxQYMGct+Qa9iwIdtPS0uT+RpFk7Y0VwnBQEEulyu2zKdPn9i24DlJI1hOsD8jhJDqSEtLC3PnzmW//6dOncL9+/elvkbw7/AaNWrIfSzBsoJ1VERCQgJu3boFgN8/TZo0iT3n5OTEtv39/VlmwIoQzEYlz7m3bNmSbdMSK4QQIpng39WlM9JKIlhOVpDg9wz8AyC0zGPpayzB6ydZY4CEEEIIIYSQnwsFc1RBeXl5QvuyBgUFM3N07NhRZPa1OEePHmXbo0ePZsewtbVlN6W+fPmC27dvy6wrJydH6KbjlClT2LbggGlwcDBSUlLE1lHWQVBx5QQHgEsPBpfMrCCEkKrC2NgYrVu3BsDPJCS4ZEp8fDxb6kpDQwNDhgwRef23unkkeGNLQ0NDZr0lBNMel+7Hvgd5gk7kUZ4bkoJ9jKJuRhJCSGWoWbMmDh48iFmzZmH06NEA+Bn9lixZwpZnlPS6EmXpAwTLyrNMpDxOnDjBAuN79eoFExMT9pytrS2b7ZydnY1//vmnwscT7CvkCYQvLCxk25Q9kBBCJCvPOJG8f5d/78A/gL+USok6deoIPSfYVkX1h4SQaoxXDHBSv/9/vGLZbSOEEELIdyd7LQvy3ZVeBzQ/P1/qhWtZBwRfvnyJR48eAQDU1dWF1uJUUlLCkCFD8PfffwPgL7VSshSAJBcuXGDp6lu2bIkuXbqw55o0aYK2bdvi6dOnKCoqgo+Pj1CwRwnBC255B4BLlxO84C198cvhcOiCmBBS5QwcOBCRkZEA+Nk5fv/9dwDCWTns7e1FBvuAb3fzSDDDRVkCEwTLypMlo6oSzNghb38kONBMfQ0hpDpbs2YNOnToAABwd3fHgwcPEB8fj5SUFKxatQp//fWX2NcJLmP16dMn8Hg8mUF2xcXFQtmQBOsory9fvuDixYtsf/LkyULPKysrY8iQIThw4AAA/rVO//79K3RMwT5aVmaq4uJi3Lhxg+1/+PChQscmhJAfmZaWFstmoei/y+UJ/Pv06RML/KtoXwEILxtjbGws9FytWrXYNgWHE0KQlw7sq//9jzsjBdDS//7HVRALCwu2XRnL/34rP+p5VWW9evViQZi3b9+uUNasxMRE9O7dGwA/g5giJhQQQn4+lJmjCqpVq5bQWprp6elSywum55dnQFAwK4ejoyPq1asn9LzgLISgoCCpxy8qKsLJkyfZvuBsBnH1Xb16VWw9urq6bPvjx48SjydIcFaDmpqa0IV6rVq1hG50Cs54J4SQqmLAgAHsZlfJb3lhYSGuXLnCyowYMULsa7/VzSM9PT22/fHjR7aEljRcLlfot1uwDlkUlVHjW5C3P1L0zUhCCKksghn+atSoAQ8PD6ioqADgL8F4+fJlsa+zsLBg5XJzc+UaZHz16hW76aaiooIWLVqIlBFcHovH48ms89y5c+wmmI2NDdq3by9SRvDa5L///pOYhl/eYzdv3pxtZ2RkIDU1VWLZ0NBQoUyFMTExEssSQsjPTnCcSN7gN8FxIkl/l8sb+FdC0jhWWa5jCgoK8OTJE7bfpk0boecFr58SExPlrpcQQgghhBDy46NgjipIVVVVaFaAtMHQvLw8/Pvvv3KVBYCUlBRcv34dAP/CU1zwRdOmTWFlZQWAf4NOMFiktJs3b7ILzYYNG4rN4uHg4AB1dXXWvlevXomUEUz/HxERIdfNw6dPnwq9vvSFdMk5AMDDhw9l1kcIId9bw4YNYWNjA4B/QycuLg537txhwRkmJibo1KmT2Nd+q5tHLVq0gJqaGgB+ZqgXL17IPI/IyEiWHURNTU1o1oAsJccCwGbHVRXPnj2TWSY7Oxtv3rxh+4L9GSGEVHc2NjaYNm0a21+/fr3Ym0y1atViS4cBkBj0IejChQts28rKSuyyiIIzlWVloeJyuTh16hTbF5cNEACaNWvG2lpYWMiujcp77Hr16sHQ0JDtS5tpJXjOAAVzEEKINJaWlmxbcPxHmtLjROIoKvBPMKuurKVYAgICWABjvXr12DVgCcH9+Ph4uYPKCSGEEPJj6NWrFywsLGBhYUGBnZVg165d7P3ftWtXZTeHEBEUzFFFWVtbs21pA4J+fn5CaSRjY2Ol3gw7deoUS7Xfo0cPNGvWTGw5ebJpAMCxY8fYtouLi9AMthJ16tRBz549pdbXtm1bFvCRkZEhFKAiTnFxsdBMCltbW5Ey3bt3Z9vnzp2TaxkCQgj53gSD4Hx9fYWWWPnf//4n8XXf6uaRuro6OnbsyPYvXboksWwJwd/jtm3bQkNDQ+ZrSgjeLJM3ffL34ufnJzO40MfHh5XR19dH06ZNv0fTCCHku5k9eza7oZaTkwN3d3ex1xujRo1i215eXmIDuEtERkbC29ub7Ts7O4stJ5jOVtaAVkBAAJu53aRJE/Tp00diWXmudcpy7AEDBrDtAwcOCF2flUhISBAJHImIiJB5A5AQQn5UsjJbCI7z+Pn5yRzTef78udAEJ3FLSyoy8K9+/f9bAiEzM1Pi73lhYSH27t3L9p2cnETGzho1aiQUrC+YAZcQQgghhBDyc6NgjipKcEDwxo0bYjNuFBYWCi2ZAvDXB42KihJbZ15entCgqaSLVoB/c7FktnRkZCTi4uJEyoSHh7NZD7Vr15a4FAAgPGDq6+srMgBcp04doRuaW7ZsQU5OjsT6Tp06xW5GKisrY+TIkSJlRo4cyZZe+fjxI9avXy+xPkIIqSz9+/dnS2tduHABQUFBAPgZK4YNGyb1td/q5pHgTbXz589L7FcAfvYKwWCO0aNHS21zaaampkJtrUrev38vFLRYWlpaGvbs2cP2//e//1XpZWMIIaQ81NTUsGXLFhZ4HRYWhgMHDoiUGzx4MFsqpbCwEFOnThWbHe/BgweYNm0auFwuAKBVq1YYOHCg2GO3a9eObUsLMAdEg8wFl60sbeDAgexaJzw8HPHx8VKP7evry9orztixY9kSj4mJiZgzZw4+f/7Mns/KysLChQtZUL2RkREAfnDMvn37pJ4XIYT8qEqW5wLEZ0AaPHgwy9qUmpqK3bt3S6yroKBAaMync+fOYoOsFRn416BBAxbQweVy8eDBA7H17Nmzh2Xy09bWxtSpU8WWE8yce/z4cYSEhEhsGyGEEEKqh8aNGyM6OhrR0dFSJ+IRQog0FMxRRXXr1o2lqedyuZgxYwZiY2PZ80VFRVi3bh1ev34N4P8GBAFg+/btYgcbL126hKysLAD8VMaCM69Lq1u3Lnr06MH2r127JlLmyJEjbHvkyJFCs6tL6969O1sDNCUlBcHBwSJlZs2axS7U4+PjMXXqVJEbe8XFxTh+/Dg2b97MHhs7dqzQzLkSderUgbu7O9s/d+4c5s6dS+kqCSFVSv369dGhQwcA/N/HkmC3Xr16Ca2dLM63unnUt29f1kcUFhZi2rRpYgcn//vvP/z2228sM0Xbtm1hb28v13mXEExr/ODBgyr1G62mpoatW7fi+PHjIkGIcXFxmDRpEtLT0wHwM6VMnDixElpJCCHfnrm5OebNm8f2d+/ejcjISKEy6urq2LZtG3R1dQHwb7y5uLjA0dERS5YswZIlS+Do6IhJkyYhIyMDAKCnpwdPT0+hJbcEDR8+nAVlXL9+HYMHD8by5cvxxx9/CN3kCg0NRUREBABAR0cHw4cPl3o+urq6Qln8xN2kGzhwILs2efLkCfr3748lS5bgjz/+QEBAgFDZRo0aYcGCBWw/KCgIvXr1wty5c+Hm5gYHBwfWPkNDQ+zdu5ed1969ezFz5kz88ccfSE5OltpuQgj5kdSuXZttl+5TAH4Gv5kzZ7L9AwcOYMeOHSJB6WlpaZg5cyZbIlFVVRWurq5ij6nowL/Bgwez7U2bNgldyxQVFeHAgQNC113Lli1D3bp1xR7PycmJXRtxuVxMmzZNKLsuIYQQQggh5OckuiYGqRJUVFSwbt06jBs3DgUFBUhKSoKTkxNsbW1Rv359hIeHs2wZampq2L9/PyZOnIjU1FTcv38fzs7OsLKygr29PTp37gwej4cTJ06w+gUj/iVxcnLCzZs3AfDTyM+fP5/NOE5KSmLPqampwcXFRWpdqqqqGDhwIGvD1atX0bVrV6EyxsbG2LBhA9zc3FBUVISnT5+if//+aN++PYyNjcHhcBAaGio0yGljY4NFixZJPK6zszNev37NUlQGBATg1q1baNOmDUxMTKCrq4smTZqgb9++Mm+aEkLItzJgwAA8evRI6DFpS6yUKLl5tHHjRgD/d/Ooa9euUFdXx4MHD1iwQcnNI0dHRxQXF2Pv3r2Ijo5GgwYN8Ntvv8HAwIDVq6ysjC1btmDs2LH48OED0tPTMWnSJFhYWMDS0hJKSkqIiooSWq7FwMAAf/75p9AMO3k0bdoUHTt2xOPHj8HhcDBo0CB069YNurq6MDAwwO+//16m+hRp0aJF2LhxIzZu3IgjR46gffv20NLSQnx8PMLCwliAh6qqKjZu3AgdHZ1KayshhHxrkydPxp07dxAaGorCwkIsWrQIly9fhqamJivTrFkznD59GgsXLsSLFy8AAK9evRK75EqrVq2wY8cOGBsbSzxmixYtMHv2bPz1118A+MuElfQ9xsbGLIW+4M25MWPGCLVJEicnJ9y+fRsAP3B97ty5QtmV9PX1sWrVKixbtgzFxcVISEhggeYqKioiwYsuLi7gcDjYvXs3uFwucnJyRII+6tSpg927d8Pc3BxTpkzBwYMHAYC1Y8SIEUL9MSGE/MgEM2cEBwfDxcUFTZo0wfz581lg4JQpUxAWFoY7d+4AAPbt24czZ86gc+fO0NbWxsePHxESEiIU4LFo0SKhpYtLlDfwr+Q3+urVq0KBjQAwdepUXL58GRkZGYiPj0f//v1ha2uLmjVrIiIiQmiC0pQpU4SyfZSmqqqK7du3w8XFBW/fvsXXr1+xbt067Ny5E+3bt0f9+vVRt25d2NjYoHv37mW+7iKEEEIIIYRUTxTMUYVZW1tj9+7dWLRoET5//gwul8vS75dQVlbGhg0b0Lx5c6xcuRLz589HcXExnj9/jufPn7NBzn/++YfNImjcuLFcM6ft7Oygo6ODrKwsJCUl4fHjx+jUqRMA4MSJE2wmtoODg1yDjk5OTiyY4+bNm+BwOGy2WwkHBwfUqFEDK1asQFpaGrhcLkJCQsSmlxw0aBDWr18PDQ0NqcddsWIFmjZtih07duDz588oKirCs2fP2KwNANi8eTPWrVsnNKuCEEK+F3t7e6xfv579rjZq1AjdunWT67Xf6uZRo0aNcPr0aSxYsIAtqVWSFrA0GxsbbNu2DYaGhmU78f/vjz/+wLhx45Ceno6cnBzcuHEDAGBmZlapwRy9e/eGuro6NmzYgE+fPsHPz0+kTJ06dbBx40bY2dlVQgsJIeT7UVZWxubNm+Ho6Ijc3Fy8efMGmzdvxpo1a4TKmZqa4uLFi7hx4wYCAwMRERHBMnHo6urC2toa9vb2sLe3l2tpqlmzZqF169Y4c+YMIiIikJWVxfpLgL9EV0l/pqGhgXHjxsl1Pj169GDXOomJiQgLC2OZskoMHToUpqamOHbsGJ48eYKMjAypM6RnzJiBPn36wNvbG8HBwfj06RM4HA5q164NS0tLuLu7o2XLlgAANzc3NG7cGEePHsX79+9FMkARQsiPrnv37lBTU2O/qw8fPsTDhw8xffp0FsyhrKyM3bt3Y9OmTThz5gyKioqQlZUlcr0D8DN9LFu2TOJSld8i8E9XVxf79+/HtGnT8PnzZ+Tn5+Pff/8VqkNNTQ3u7u6YMGGCzOMZGBjg3LlzWL16Nfz9/cHj8ZCdnc2CWUq0aNEC+/btQ6NGjWTWSQghP7OIiAh4e3uzCaLq6uowNjZG3759MXbsWKmZxktLSkrChQsXcP/+fSQmJiI7Oxt16tRB48aN0a1bN4wYMQINGzaUu74vX77g9OnTCAwMxPv378HlclG/fn107NgRzs7OaN26tcw6hgwZwsbpPD09MWjQILmOvXjxYly5cgUAMHHiRCxdulTudpeWn5+PoKAgPHz4EFFRUXj37h2ys7OhpqaGunXrwtLSEj169ICjoyNbulOSkJAQ1l926tSJTdANDg7GuXPnEBERgZSUFGhpaaF58+YYMGAARo0aJTHTY2kFBQXw9vaGv78/3rx5Aw6Hg/r168Pa2hojRoyAra1tud8HSRITE9G7d28A/Il2gkutCD4nSNxjAP+eXMmEhhIfP37ExYsXERwcjLdv3yI7OxsAULNmTRgYGMDMzAzt27dH3759oa+vX6FzKVlJAAD73CniO/blyxfcvXsXjx49wsuXL/H+/Xvk5uZCXV0durq6sLKyQp8+fYSWKpfk0qVL7PM8dOhQbN68GUVFRbhx4wZ8fX0RExOD1NRUfP36FXv27MHx48dFJlju3r1b7PJ+JfUJKiwsxPXr13Hz5k28fPkSGRkZ+Pr1KzQ0NFCvXj0YGxvDysoKPXv2hJWVlcz3ghBJKJijirOzs8ONGzdw+vRp3L17F+/fv8eXL1+goaEBU1NTTJ06FQ4ODgD4NwOPHDmCnTt3IjIyUmigsXQqSXki+NXU1DBo0CCcOnUKAHDlyhV06tQJOTk5uHDhAis3efJkuc6lVatWMDc3R0xMDDgcDgIDA8XOSujZsycCAwNx8eJF/Pvvv4iNjUVmZiY0NTVRv359dO7cGU5OTmJnWkgyZswYDBkyBFeuXMH9+/cRHR2NzMxMcDgcAEBeXh4WL14MQ0NDofWxCSHke9DT00OnTp3YElTDhg2T+cepoG9186hhw4Y4e/Ysbt26BX9/fzx79oxl+tDT04ONjQ369++Pvn37VuDs+bPyrly5gkOHDuHevXv4+PEj8vPzK1SnoowePRodOnTA2bNn8eDBA3z69AkAPzCyZ8+eGDduHFsrmxBCqqOyrNtrZGSEJ0+eyCynrKwMBwcHdp1SUXZ2dhKD5oyMjPDy5csy16muri42YLw0Gxsb7NixQ+56zczMsGLFCrnKOjs7w9nZWe66CSHkR2JgYIBdu3Zh+/btePPmjcRgOVVVVaxcuRLOzs7sZsWnT5+Qm5sLbW1tmJiYwM7ODiNGjJC4hMm3DPyztrbG9evXcfjwYdy5cwcfP36Euro6DA0N0b17d4wcOVLs0sCS1KlTB9u3b8dvv/0GPz8/hISE4MOHD8jKymLv0atXr/Dbb7/h8uXLUFWloV1CCBFn165d2Lt3r9C4V15eHpsE6+XlhZ07d6Jt27Yy69q3bx/27duHr1+/Cj2enp6O9PR0hIeH49ChQ5g9ezamT58us77Q0FAsWLAAKSkpQo/Hx8cjPj4eFy9exKxZszB79myp9YwcORLr1q0DAFy8eFGuYI7Sk8BGjBgh8zWShIeHY+LEiewei6DCwkJwOBwkJSXh1q1b2LdvH3bv3s3GJ+VRUFCAdevW4dy5cyKPh4aGIjQ0FJcuXcKhQ4dYIKgkcXFxmDVrFt6+fSv0eEkGRl9fXzg7O8t9LVcVeHt7Y+PGjWLHULOyspCVlYXo6Gj4+vrCx8cHZ86cUejxFfEdCwwMhKurq8gyegD/M5Sbm4uEhAT4+fnh77//xu7du9ky4vJITk7GggULEBYWVraTk8Pbt28xa9YstoKCIA6Hg/fv3+P9+/cICgrC3r17ERgYiCZNmii8HeTnoMTj8XiV3QhCKktGRgY2bNgAX19fAPyZISUz1ssjOTlZaP3tEvfu3aOUyaTaoc/z97VkyRJcvnwZAH+9ZUkzykj5jR8/nkVbi4tmB4BevXohKSkJAD9zSVkGXiuKvnPkR0GfZUK+L/rOkR8JfZ4JEY/H4yEyMhKzZs1iyw9v3769woGT9J0jP4of6rPMSQX2VcKkkRkpgFbFZu5XJsGsAcuXL8eGDRsAAE2aNIGVlRXU1NQQExODyMhIVq5WrVo4deoULC0tJdb7xx9/wMvLi+1raWmhc+fO0NfXR2pqKkJCQoSCGVxcXLBs2TKJ9UVGRmL8+PFCr2ndujXMzc1RWFiI8PBwvH//HgA/4/j69etZudLZcrOzs/Hrr78iPz8fSkpKuHXrlsxxrLNnz2L16tUAgLZt2+Ls2bNSy0tz7949TJs2DQB/0lfz5s3RoEED1KhRA/n5+Xj37h2eP38OLpcLgJ8t4vLlyxJvaJfOzGFoaIjLly9DWVkZ1tbWMDU1BY/Hw7Nnz4SCMmTd00lKSsKoUaOQmprKHjMzM0PLli2hpKSEFy9esOU8J02ahMDAQIWNDUrLzJGVlcWWFL1y5Qpyc3MB8DOD1axZU6SuCRMmwMTEBABw69YtzJo1iz1Xq1Yt2NjYoEGDBlBRUUFOTg7i4+MRExODwsJCtGvXrsLBHN/iO3bmzBmW7bNBgwZo3rw56tWrB01NTXA4HMTFxeHFixcouY3doEEDXLlyRWIAr2BmjoEDByI+Ph5RUVFQVVVF27ZtYWRkhIKCArx48QKurq5ISkrCu3fvEBERgefPnwMA2rRpIzaLhrW1NRwdHQHwg6IGDRqEjx8/AuBPaLG0tESzZs2gpaWF/Px8JCcn49WrV8jMzAQACuYgFULh2+Snpquri1WrVsHf3x9FRUVsKQFCCCGEEEIIIYQQQqoCJSUltGnTBlOnTmU3T54+faqwLFiEEPIj2bJlCzQ0NLB+/XoMGTJE6LmwsDAsWLAAycnJyMnJgbu7Oy5duiR2qY7r168LBXIMGzYMy5cvF1o6IicnB2vXrsW1a9cAAMePH0eHDh3Qr18/kfoKCgrg7u7OAjkaNmyI7du3i2QuuHLlClauXAkPDw+p51mnTh0MGDAAly9fBo/Hw6VLlzB37lyprxHMuP6///1PallZtLW18fvvv2PgwIEwNzcXWyY9PR0eHh64evUqcnNzsXr1aqEs8pI8e/YMjx49Qps2beDh4YFmzZqx53g8Hk6cOIGNGzcC4AeVPH78GB07dhRb1/Lly1kgR+3atfHnn3+iZ8+eQmXu3r2LRYsW4ejRo3Iv21JROjo6WLVqFQDg33//ZcEcc+bMkRlAIrgMyLhx4+Dm5oYaNWqIlMvNzcW9e/cQFRWlwJYr7jtmYGAAV1dX2NvbSwx0SEhIwJo1axAUFIRPnz5h69at7G8haQICAsDlctGpUyds2rRJ5D0tKChgS//s2rWLBXPY2dlhzpw5Uuu+ePEiC+Ro3rw5du3ahaZNm4qU4/F4eP78OS5duiRzmSFCpJE/hzshPyhtbW3Url0bAERSpRFCCCGEEEIIIYQQUhUIphanMSxCCBGvsLAQmzdvFrnJDADt27fH4cOH2Y3VmJgYXL16VaRccXExPD092X7//v2xceNGoUAOgJ95YMuWLSz7AgD8+eefYpc1vnLlCluSQUNDA4cPHxa7BIWTkxM2bNggcQkyQSNHjmTbly9flrqccnR0NLthXbNmzQoHBFpbW2PBggUSAzkAfsaOLVu2sMw5wcHBYpelKK2goAAmJiY4fvy4UCAHwA9wdHFxgb29PXusJPN6affv32fLWispKWH37t0igRwA/wb+3r17oaSkJNf7Xplyc3PZUqMNGzbEihUrxAZyAPx/5wEDBsDNzU2hbVDEdwzgZ0iePn261IwVRkZG2L9/P8sM4uPjg8+fP8tsI5fLhbm5OQ4ePCg2OKYiwRWCy7YsX75cbCAHwP/MWVlZYc2aNWjYsGG5j0cIBXOQn96NGzeQlZUFADA1Na3cxhBCCCGEEEIIIYQQUkphYSEuXrzI9iXdOCCEkJ9dhw4dpAYqmJmZYezYsWz//PnzImWCgoKQmJgIAFBTU8OKFSugpKQktj4lJSWsXr2aZR54//497t+/L1JO8Djjxo0TCVIQNGTIELGBHqW1a9cOZmZmAIAPHz6IPW4JwawcAwcOhJaWlsz6FWXo0KFs+8GDB3K9xtXVVexyIyWGDx/OtkuCVEoTfM/t7e1ha2srsb4OHTpg4MCBcrWtMuXk5LBtHR0diZ/Lb0kR37GyUFNTw+DBgwHwg1kFgymkcXNzg6amZoWOLY7gv4Gurq7C6yekNFpmhfy03r17h5UrV+LRo0fssWHDhlViiwghhBBCCCGEEEIIEXb27FkcPXoU8fHxAPgzummJFUIIEc/JyUmuMkePHgXADwTgcDhCwQ0PHz5k23Z2dtDX15dan4GBAbp164Y7d+4AAEJCQvDrr7+y53NychAZGVmmNg4dOlSuZeFHjBjBlhy5cOGC0HFLFBQUsKVgSl6jSHl5eXj27BliYmKQkZGB3NxcoSwhycnJbLskq4Q0GhoaYjNoCGrZsiXbTkpKElsmJCSEbcv7nkvK8lFV1K1bFxoaGvj69StiY2MRFhaG9u3bf9c2KOI7Vlp2djaePXuG169fIysrCxwOR+gz9ObNG7b98uVL9OrVS+rxtbW10a1bN5ntLI8GDRqw7TNnzmDt2rXf5DiElKBgDvLTyszMFOrMu3btinHjxlViiwghpGorKCjAunXr4OfnBy0tLfTt2xfz5s2Djo4OAGDTpk04duwYli1bBhcXl8ptLCGEkCqF+hBCCCGk/F68eMECOZSVlbFmzRrUr1+/chtFCCFVlI2NjcwyFhYW0NLSAofDQVFREaKjo4UyYQgGHMiTIQPgZ8koCeZ48eKF0HPR0dHsxnTNmjVZNg1p5DkPgH/T3NPTE1+/fsXt27eRmZmJunXrCpW5desWy05ubm4OKysrueqWJSsrC3/99ReuXLmC3NxcuV6TmZkps4ypqSnLdCJJybUkIJwpoURycjIyMjLYvrW1tczj2tjYQElJCTweT2bZyqKuro4+ffrAz88PXC4XLi4ucHBwgL29PTp27Ig6dep88zYo4jtW4tOnT9i6dSsCAgJQUFAg1/Hl+Qy1aNECKioqctVXVgMGDGDZ0s6ePYuoqCgMHToU3bp1k7pkDCHlRcEc5KelpKQELS0tNGvWDIMGDcLYsWOhqkpfCUIIkWTv3r04d+4cAIDD4eD06dO4efMmVq1ahXbt2uH27dsAKN0vIYQQUdSHEEIIIeWnoqICPT09tG3bFpMmTUKHDh0qu0mEEFJlNWzYUGYZJSUlNGjQgM32F7zpX3q/UaNGch23cePGbLv0zWbB/YYNG8q1NIa8x9XW1oa9vT2uXbuGwsJCXL16FRMnThQqI7hMl6KyciQlJWHcuHH48OFDmV4nT9BH7dq1ZZYRDPbgcrkizwv+G9aoUUOu5TBq1aqF2rVrIzs7W2bZyrR06VJERUUhPj6e/ZtfvXoVysrKaN68OTp06ICuXbuie/fuUFdXV/jxFfEdA/hBTxMnTsTnz5/LdHx5PkPfcvmTX3/9FePHj8fJkycB8DOPlCz1U69ePbRv3x6dOnVCnz59hLJ4EFJedOeaVDu+vr5wdXUFwI+KPXbsWLnWvbK2tpYrTZkiJOy1RZ7k5d1+Oibubyu7CYRUOZs3b8bmzZsruxlSnTlzBgBw+PBhWFhYYPPmzfD19cWcOXNYmWbNmqFr166V1USpSv7Aluaff/75Di0pm23btn3XdUyrktWrV1d2EwghClLd+5Dq6GfuP6oi6tMI+XkpYhxr9erV3/V3pKqPY9G4EiFEmho1apS5XOmbwxwOh23L+ze1tPoE9+XtA+Q9DwAYNWoUW0bl4sWLQsEcHz58wIMHDwDwszoMGTJE7nqlcXV1ZYEcNWvWxIgRI9CtWzeYmJhAT08PmpqaUFZWBsBf7mTChAkAIFfWC3mCXWQpz3sO8N/3qh7Moa+vj4sXL+LQoUM4f/480tLSAADFxcWIiYlBTEwMTp8+DW1tbUydOhVTpkxRaJYKRXzHCgoKMGfOHBbIoauri1GjRqFLly5o0qQJtLW1oampyT4Lly5dwtKlSwHI9xkqzz3DslixYgU6d+6MAwcOICIigj2elpaGgIAABAQEYP369ejXrx+WLFkid3AWIeJQMAf5JpYsWYLLly9DXV0d9evXxy+//IJJkyZVeKZdXFwcVq5cCQAwMTHBvn37vvmPMiGEEP66hQUFBWjUqBFbb9DT0xP9+/fHoUOHEB8fjxYtWmDt2rXsQo0QQggBqA8hhBBS9dE4FiGE/Djy8vJQq1YtucqVqFlTOIJNMIBDMLCjvPUJ7ufn55e5Plk6dOiApk2b4s2bN4iJiUFERARbSuXSpUtsiZd+/foJLU9SXk+ePGETZbW0tHDu3Dk0b95cYnl5l2BRpPK850DZ3vfKVKtWLcyfPx9z5sxBZGQkQkND8eTJE4SFhbFMMJ8/f4anpyeePXuGPXv2KCRIBlDMdywgIACJiYkAAAMDA1y4cEHqEnKV8RmSpW/fvujbty8+fPiAR48esff/9evXAPhBJwEBAQgJCcHZs2dhampayS0m1RUFc5BvqqCgAImJiTh37hz8/f1x5MiRcq/HxuFwMGfOHHA4HOjp6eHQoUMia78RQgj5NurUqSOUzej48eN49+4dAKBVq1bYt2/fN01fRwghpPqiPoQQQkh1QeNYhBBS/X38+BFmZmZSy/B4PCQnJ7P90r/PgtcnHz9+lOu4JTemxdUnuP/p0yfweDyZN9blPW6JkSNHsqy/Fy5cgJWVFXg8Hi5dusTK/O9//ytTnZIEBwez7aFDh0oN5ABQ5qVYFEHw3zAvLw+ZmZky++GcnBx8+fLlWzdNoVRUVGBtbQ1ra2tMmTIFxcXFePLkCQ4fPswyEN++fRsBAQHo37+/Qo6piO+Y4GfIxcVFaiAHUDmfIXk1atQITk5OcHJyAsB/f0oyp+Tl5SErKwubN2/G33//XbkNJdUWTXsi30SXLl0wduxY9OnTB6qq/JihL1++YM2aNXKlQBJn5cqViIuLQ40aNbB//34YGRkpssmEEELK4NatW/Dy8mL/VbcLHUIIIZWH+hBCCCFVDY1jEULIj+PZs2cyy8TExLCZ/ioqKmjRooXQ85aWlmxb3qXaBcu1bNlS6DkLCwuWhTAnJ4fN3JdGnvMQ5OTkBHV1dQCAn58f8vLy8ODBAyQlJQEAjIyMYGtrW6Y6JUlJSWHb5ubmMss/fvxYIcctCwMDA6GAjvDwcJmvCQ8PL3e/X1UoKyujQ4cO2Lt3r9AypopcWloR37Gq9BlSVMaSEg0bNsTs2bPxxx9/sMfu37+PgoIChR6H/DwomIN8E46Ojli1ahX27NmDw4cPs/W4oqKiEBYWVub6vLy84OvrCxUVFWzbtq3csyIIIYQQQgghhBBCCBFE41iEEPLjuHbtmswyV65cYdtt2rQRWlYFgFDQw927d5Geni61vuTkZPz3339iXw/wl8Ro3bo127969WqZ2iiPunXrol+/fgD4ASM3btzAhQsX2PPDhw9X2E1rweUxZS1hkpycjNu3byvkuGXVuXNntv0t3nNF0dDQYNtcLlchdSopKaFnz55sX9ZnuCwU8R0ry2coMjISz58/L1sjy6AkCApQ3PsPAL169WLbhYWFyMrKUljd5OdCwRzkm7O1tcWAAQPYvjw/9IKeP3+OTZs2AeDPahD8ASSEEFI51NTUAPDXyIyOjkaTJk0quUWEEEKqC+pDCCGEVGU0jkUIIdXbo0ePcOPGDYnPx8XFwcvLi+2LW3qkW7duaNy4MQD+ElwbN26UWB+Px8P69etRWFgIADA2NsYvv/wiUm7EiBFs++TJk3j79q3EOv38/MoVTDhy5Ei2ffz4cdy6dQsAPzPCsGHDylyfJILZpqQFahQVFWHVqlXsvfneBN9zf39/qdkdwsLC4Ovr+z2aJUJHR4dtCy5NIk5OTo7cGR4El+pR5NKmiviOCX6GpGUNycvLw6pVq8rZUvkILgEj6/0HgIyMDLnq/fTpE9tWVlYW+ncmpCwomIN8F4I/1v7+/mVKJ9SmTRtERkYiOjoao0eP/hbNI4QQUkb6+voAgOjo6EpuCSGEkOqG+hBCCCFVHY1jEUJI9aWmpobFixeLvTH/9OlTTJkyBV+/fgUAmJmZwdHRUaScsrIyXF1d2b6vry9WrFjBlo0okZOTg6VLlyIwMJA9tmjRIqGsAyWcnJxgamoKgJ+JYPLkyWKX/rh27RqWLl3KguDLonPnzjAxMQEAvHz5kvVf3bt3h4GBQZnrk8TOzo5l+Xj06BE8PDxEsiukpqZizpw5+Pfff0WyMnwvXbt2Zdk5eDweZs2ahbt374qUCwoKwsyZM1FcXFyu972izMzM2La0IAmAnzWsV69e2LVrl8TleoqKinD9+nWcOnWKPda9e3fFNBaK+Y4JZg25fPkyjhw5gqKiIqEy7969w+TJkxEVFfVNP0OC739QUJDMpWCdnZ3h6uqKu3fvSvwb8e3bt1i8eDHb79Kli1AGEELKQrWyG0B+Dp07d0aDBg3w6dMnZGdn486dO7C3t6/sZhFCCCmnTp064cqVK/Dw8MCWLVtoVjUhhBC5UR9CCCGkqqNxLEIIqb4WLVqEjRs3wtXVFbt27YKVlRVUVVURGxsrtFSDlpYWNm/eLPEGq4ODA0JDQ1mGgfPnz+P69evo3Lkz6tWrh/T0dAQHB4PD4bDXuLi4sKVOSlNXV8eWLVvg4uICDoeDDx8+YOTIkbCysoKZmRkKCwsRHh6Od+/eAQBWrFiB9evXl/n8R4wYgT///FPoMXGZESqiWbNmcHR0ZEtpHDlyBD4+PmjTpg309PSQlJSEx48fo7CwEDVr1oS7uztWr16t0DbIa8OGDXB2dkZaWho+f/6M6dOnw9zcHC1btoSSkhJevHjBJhpMmjQJgYGBSEpK+q5ttLe3h7e3NwDg9OnTiIqKQsuWLVGjRg1WZvTo0TA2NgbAD5TZvXs3du/eDX19fbRo0QL6+vpQUVFBWloaoqKikJKSwl7boUMHDBw4UGHtVcR3rFu3bujYsSMeP34MHo8HDw8PeHl5oVWrVqhVqxbevXuHp0+foqioCAYGBpgwYYLI51pRrKys0LBhQ3z8+BGpqakYMGAAunbtirp167KgpTZt2sDBwQEAfykWX19f+Pr6QlNTExYWFjAyMkLNmjWRnZ2NhIQEREZGsvo1NTXh7u7+TdpOfg4UzFGF9OrVi3USBw8elBgpd+3aNSxZsgRFRUVQVVWFp6cn+vfvL7Ysj8fDjRs3cPPmTURERLB1sfT09GBtbY2+ffvC3t5e5lppFhYWbPv27dssxZi8lJWVMXjwYBw8eBAAf70seS+CBd+XEydOCK1zJg2Hw8HZs2cRGBiIt2/fIjc3F7q6urCxscHo0aPRpUsXVvbWrVuYNWsWAGDz5s0YOnRoWU6PEEJ+OoMHD8bx48fx7Nkz9OvXD4GBgXQzjhBCiFyoDyGEkB8DjWOJR+NYhBBSuVxcXJCVlYV9+/YhPj4e8fHxImXq16+PHTt2oHXr1lLrWrVqFerVq4d9+/ahoKAAubm5YpeE0NDQwKxZs/Dbb79Jrc/KygoHDhzAggULkJqaCgCIiIhAREQEK6OsrIyZM2di/Pjx5QrmGDZsGHbs2MGWNtHX10ePHj3KXI8sa9asQVpaGoKCggDwAwxKvzcNGjTAtm3bwOVyFX58eRkZGeHYsWOYPXs2+yzExMQgJiZGqNzIkSPh6uoqlGXle+natSsGDRrEMl2Eh4eLZG3p0aMHjI2NoampCVVVVfaepqamss+SOPb29ti4caPYbDHlpajv2I4dOzB9+nRERUUBABITE5GYmChUpnnz5ti5c6fQd0TRlJWVsXr1asyZMweFhYVITU1lgUolhg4dyoI5atasyR7Pz88X++9VonHjxvjzzz/RokWLb9Z+8uOjYI5qxsfHR+gCePv27RIjPePj47FgwQK8ePFC5DkOh4OEhAT4+vqiVatW2Llzp9AaVd+CYLqh//77D5mZmUJrUSnS48eP4ebmJrQmFcBf7yogIAABAQGYMmUKi4YrSV2lqqoqlN6JEEKIeOrq6jhx4gQOHDiAx48fV0oKQkIIIdUT9SGEEPLzoHEs+dA4FiGEKNa8efNgZ2cHb29vhIWFISUlBaqqqjA2Nka/fv0wduxY1K5dW666Zs6cCUdHR5w/fx5BQUFITEzEly9fULt2bRgZGaFbt24YMWIEGjVqJFd9HTt2xPXr1+Hl5YWbN2/i/fv34HK5qF+/Pjp06ABnZ2dYWVmV+9x1dXXRvn17PHz4EAD/JrSqquJvBdaoUQMHDx6Ej48Prly5ghcvXiA3Nxc6OjowMjKCvb09hg4dCm1tbYSEhCj8+GVhZmaGa9euwdvbG9evX8fbt2+Rl5cHfX19tGnTBiNGjEDXrl0rtY1bt25Fjx494Ofnh5cvXyIzM5MtVSLI2toaDx48wIMHDxAWFoaXL1/i/fv3yMrKQnFxMWrVqgUjIyPY2NhgyJAhFfosSaOI71i9evVw9uxZnD9/Hn5+foiNjUVeXh709PRgamoKBwcHDB48GDVq1PimwRwAf9mXixcvwsvLC0+ePMGHDx/A4XDA4/FEyl65cgXPnj1DSEgIIiIi8PbtW6SkpCA/Px+amposW0qvXr3g4OBAy6uQCqNgjmrEx8cHixcvRlFREdTU1LBt2zaJF8BxcXEYN24cMjIy2GPm5uawtLRkqaNKIg+joqLg7OyMU6dOsTXbFC0nJwcXLlxg+4WFhbh+/TrGjh2r8GM9ePAAv//+O+vodHR0YGtrC3V1dURERLAowcOHD8PS0hL29va4c+cOAP4fUjo6OgpvEyGE/Ih0dHQoRRwhhJByoT6EEEJ+fDSOJR8axyKEkIorWSZDkI2NDWxsbBRSv6GhIebPn4/58+crpL46depgxowZmDFjhtRy4s5LFg6Hw258KykpKXyJFUHKyspwdHSEo6Oj1HKdO3eWeS7ylCmtLOU1NDQwYcIETJgwQWo5cZlXyqtx48Zyt1FJSQmDBw/G4MGDZZbV1tbGgAEDMGDAgIo2sUIU8R1TV1fH2LFjZf6NNWzYMAwbNqzCZaSxsLDAH3/8IbOciooK2rdvj/bt25f7WISUBQVzVBO+vr5CF8Dbt29H3759xZYtKCjAwoUL2QWwnp4etm7dil9++UWoXFBQENzc3JCZmYm0tDS4urrC29v7m8yMO3fuHHJzc4Ueu3r1qsIvgjMyMuDm5sYugO3s7LB9+3aW9qioqAienp44fPgwAGDPnj3Q0tJCTk4OAEh8TwkhpLp79uwZrl27hpCQEBYpXLduXZiZmaFnz54YNmwYtLS0xL42MTERvXv3ZvuSLkK8vLzYH7yTJ0/G4sWLRcosWbIEly9frtC5yEpV/N9//+H69et48uQJUlNTweVyoaenh5YtW6J3794YPHhwmfu6u3fv4vbt26zOnJwc1KhRA0ZGRmjTpg3s7OxgZ2f3TWY6EEJIZaM+hPoQQggpKxrHkg+NYxFCCFG069evg8PhAAA6depES1oSQkg1p7hFksg34+vrC3d3d3YBvGPHDqkXaz4+Pnj16hUAQE1NDYcOHRK5AAaAbt264cCBA2zQMCoqCn5+fgpvf1FREU6dOiXyeHh4uNi1tCri9OnTbD1VHR0deHp6Cq1fpaKiAjc3N7ZO19u3b7F//34A/MjHPn36KLQ9hBBS2TgcDhYsWIBRo0bBy8sLr1+/RnZ2NgoKCpCcnIygoCCsW7cO/fr1w927dyt0rLFjx6JTp04AgOPHj4tNj/wtpaenY+LEiZg6dSouXbqE+Ph45Obm4uvXr/jw4QNu3bqFpUuXYtCgQXj+/LlcdcbGxmL48OGYPn06vL29ERsbi6ysLHC5XHz58gUvXryAt7c3Zs6ciUWLFn3jMySEkO+L+hDqQwghpDxoHEt+NI5FCCFEkXg8nlAf5uzsXImtIYQQogg09aeK8/PzE7kAlnWh5u3tzbadnZ3RsmVLiWWtrKwwYsQInDlzBgBw5swZODk5KaTtJQICApCUlAQAqFu3LkxNTfHkyRMA/FkN8+bNU9ixrly5wrZHjx4tdk0uZWVlDB8+HJGRkQDAUo5ZWVnBwMBAYW0hhJDKlpeXBxcXF6E1BUvW39TS0sL79+8RFhaGoqIipKamYubMmfD09ET//v3LfcxFixZhxIgRKCoqwt9//42dO3cKPd+lSxeJs7dv3ryJlJQUVq5p06Ziy4n7rU5LS8Po0aPx/v179pixsTGsrKygrq6OuLg4hIeHA+CvxT1hwgQcOnRIajq8kJAQzJgxQ2hGXqNGjdCmTRvo6OiAw+Hg7du3iI6ORmFhodh1LAkhpLqiPoT6EEIIKQ8axyobGscihIiooQfMSKmc45Jq79SpU3j58iUA/tIwlMGJEEKqPwrmqML8/PywaNEidgG8c+dOoRTF4uTk5LCLOwByrYcmeBH8/PlzcDgciYOk5XHs2DG2PXbsWDRu3JhdBF+7dg1z586FkpJShY+Tnp6OhIQEti9tvbDu3buLPEazGQghPxoPDw820KeiooLFixdj/PjxUFb+v8Rc8fHxWLhwIaKiosDlcrF8+XK0bt0ajRs3Ltcxrays0LJlS7x48QI3b95EcnKy0ACjtHU0Y2Nj2Y24IUOGlGmNw6VLl7KbcFpaWli/fj0GDhwoVOb58+dYsGABEhISwOFw4OrqimvXrqFOnToi9X38+BHz5s1jN+EaN26M1atXi+0/Pn/+DH9/f7x7907u9hJCSFVHfQj1IYQQUlY0jlU2NI5FCBFLSRnQ0q/sVpBqIiIiAj4+PigsLER0dDTrrwBg7ty532QpMkIIId8XLbNSRfn7+7MLYIAfRdmtWzeZr4uOjmav0dLSgoWFhczXWFpasoveoqIiltpSEcLCwtgsNk1NTYwdOxb9+vVjx0tMTERYWJhCjvX69Wu2raWlBXNzc4llGzduDB0dHaHHKEqVEPIjef/+vdAMt+XLl8PFxUXoJhwAmJiY4OjRozA0NATAH0zds2dPhY5ta2sLgN+nPHjwoEJ1yePhw4e4d+8e29++fbvITTgAaNOmDY4dO8Zmu338+BEnTpwQW6enpycyMzMB8Ptgb29vsQOoAKCtrQ1nZ2csXry4oqdCCCFVAvUh1IcQQkhZ0ThW2dE4FiGEkIp6/fo1Tpw4gTNnzggFcvTv31/hmasIIYRUDgrmqKIuXbrELmYB/qy3P//8U+brSgYNAaBhw4ZyzRRQVlZGgwYNxNZRUYKzGZycnKCrq4uaNWsKXXBeu3ZNIcfKzs5m240aNZJ57paWlmzbzMwMpqamCmkHIYRUBefOnUNxcTEA/u/dmDFjJJbV1taGm5sb2/f19cWXL1/KfezmzZuzbcELyW9F8IZjr1690KNHD4llGzdujN9++43tnz17FjweT6hMcnIy/P392f6aNWtQr149xTWYEEKqOOpDxKM+hBBCJKNxrLKjcSxCCCGKpKGhAQsLCyxduhTbtm2r7OYQQghREArmqMK0tLSEUjeeOnUK9+/fl/oawTWZa9SoIfexBMsK1lERCQkJuHXrFgD+hfakSZPYc4JRof7+/igoKKjw8TgcDtuW59wF12Cl1JSEkB/Nw4cP2fbQoUNlDgz27duXzfQqKCjA06dPy33shg0bsu2SlPffUkhICNsePny4zPLDhw9ns8tTU1Px5s0boecfPHgALpcLgD/rXNJsakII+VFRHyIZ9SGEECIZjWOVDY1jEUIIqahhw4YhOjoa0dHRiIiIwLVr1zBx4kSoqKhUdtPID6bkcxYdHV3ZTSHkp0PBHFVUzZo1cfDgQcyaNQujR48GAPB4PCxZsgRZWVlSX1ciLy9P7uMJlhWsoyJOnDjBZvT16tULJiYm7DlbW1s2iyI7Oxv//PNPhY8neOH79etXmeULCwvZdufOnSt8fEIIqSp4PJ5QquG2bdvKfI2amhratGnD9l+8eFHu4wum4ZfWZylCcnIy0tPT2X67du1kvkZXV1eoTyp9rs+ePWPbnTp1qnAbCSGkOqE+RDrqQwghRDwaxyo7GscihBBCCCGEyELBHFXUmjVr0KFDBwCAu7s7u4BMSUnBqlWrJL6ubt26bPvTp08iaX/FKS4uxqdPn8TWUV5fvnzBxYsX2f7kyZOFnldWVsaQIUPY/tWrVyt8zDp16rDttLQ0qWWLi4tx48YNtv/hw4cKH58QQqqKL1++CA30GRoayvU6wXIVSVWck5PDtuVJk1wRGRkZbFtTUxO6urpyvU7auQre2DMyMqpgCwkhpHqhPkQ26kMIIUQUjWOVHY1jEUIIIYQQQmShYI4qqiRNMcCP1Pfw8GCpsQICAnD58mWxr7OwsGDlcnNz5Up59OrVK5baUUVFBS1atBApo6qqyrblubA+d+4cS3NpY2OD9u3bi5QRTFH533//SRz0lffYgutrZ2RkIDU1VWLZ0NBQobTNMTExEssSQkh1I5iuF5A/XbGWlhbbrkiq4sTERLYtOED5LZQ3LbO0cxXcFyxHCCE/A+pDZKM+hBBCRNE4VtmPTeNYhBBCCCGEEFkomKOasLGxwbRp09j++vXrhQY6S9SqVQutW7dm+5IulgVduHCBbVtZWYkddKxVqxbblpX6kcvl4tSpU2x/ypQpYss1a9aMtbWwsBDXr18XW07eY9erV09olpy0lJeC5wzQRTAh5MdS+ndc3nTFgjfwKpKqWDA9v7GxcbnrkUd50zJLO1fBfqf0TU1CCPnRUR8iG/UhhBAiG41jyT42jWMRQgghhBBCZKFgjmpk9uzZsLS0BMBPP+zu7s7W8hQ0atQotu3l5SU0IFpaZGQkvL292b6zs7PYco0bN2bb4i6+BQUEBLB0j02aNEGfPn0klhWc1SApRWVZjj1gwAC2feDAAbEDqAkJCSIX3BERESgoKJBaNyGEVBe1a9eGmpoa25c3BW9SUhLbFkxVXNY098HBwWxbcGD2WxBMiZ+fny+UMl8aSecKAHp6emw7ISGhgi0khJDqhfoQ2agPIYQQ+dA4Fo1jEUIIIYQQQiqGgjmqETU1NWzZsgXq6uoAgLCwMBw4cECk3ODBg1mKycLCQkydOhUPHz4UKffgwQNMmzYNXC4XANCqVSsMHDhQ7LHbtWvHtmWtC3rs2DG27eLiAmVlyR+zgQMHssHi8PBwxMfHSz22r68va684Y8eOZSmSExMTMWfOHHz+/Jk9n5WVhYULF7J1wEvWsc7JycG+ffuknhchhFQXSkpKQqmGnz59KvM1XC4Xz58/Z/stW7Zk26VTz0sbNAwODmbrV6upqcHOzk7udpf0bwDEDvKKY2BgIHTjTJ5zzcjIEOpvBM8V4M8iLBESEiJXOwgh5EdBfYh01IcQQoj8aByLxrEIIYQQQgghFUPBHNWMubk55s2bx/Z3796NyMhIoTLq6urYtm0bm2mWmpoKFxcXODo6YsmSJViyZAkcHR0xadIkNvtMT08Pnp6eQrPwBA0fPpxdzF6/fh2DBw/G8uXL8ccffwgNUoaGhiIiIgIAf73U4cOHSz0fXV1ddO/ene2Lu8AeOHAgS5n55MkT9O/fH0uWLMEff/yBgIAAobKNGjXCggUL2H5QUBB69eqFuXPnws3NDQ4ODqx9hoaG2Lt3LzuvvXv3YubMmfjjjz+QnJwstd2EEFLV2drasu0rV67IXCf61q1byMrKAgBoaGigbdu27DltbW2hm2SSfiN5PB7++usvtt+nTx+RGcvSCKYjLku6+86dO7NtedIyX758md3oq1+/Ppo2bSr0/C+//MLWuX737h3u3r0rd1sIIeRHQH2IZNSHEEJI2dA4Fo1jEUIIIYQQQsqPgjmqocmTJ6NDhw4A+DMWFi1ahPz8fKEyzZo1w+nTp4Vmir169QqXL1/G5cuXhVJWtmrVCmfPnoWpqanEY7Zo0QKzZ89m+zExMbhw4QK8vLzw8uVL9rjgbIYxY8ZAU1NT5vkIpqi8du2ayGCxvr4+Vq1axS5WExIScPnyZXh5eSE0NFSkPhcXF8yfP58Noubk5CAgIAA+Pj5IT08HANSpUwe7d++Gubm50Fqot2/fhpeXl9wplgkhpKoaOXIk+92MiooSSkVcWnZ2Nv7880+2P3DgQNSuXZvtq6iooFWrVmz/3r17Yus5ffo0njx5AoA/C2/u3LllarOJiQnbLktqesG0zDdv3sR///0nsWxSUhL2798v9NrSSwDUr19faIbf6tWrkZKSInd7CCGkuqM+RDzqQwghpHxoHIvGsQghhBBCCCHlQ8Ec1ZCysjI2b96MmjVrAgDevHmDzZs3i5QzNTXFxYsXsX37dgwYMACGhoaoUaMGatSoAUNDQzg4OGDnzp24ePEijI2NZR531qxZOHDgAHr27Ak9PT2oqKgIPZ+QkIDbt28D4M/IGzdunFzn06NHD+jo6ADgp5QMCwsTKTN06FCcOXMGAwYMgIGBgcSZFyVmzJiBK1euYPz48WjevDlq1aoFZWVlaGtrw9bWFseOHWMDBG5ubli7di1MTEykptIkhJDqxNjYWOgG1bp16+Dl5SWSev7du3eYPHkyW8u5Vq1amDVrlkh9gwcPZtu7d+9GTEyM0PPnz5/Hhg0b2P6MGTNEZivL0rFjR7Z969YtZGdny/U6W1tbodlxc+fOhb+/v0i5yMhITJo0idXbsGFDTJgwQWydCxcuZDPCP378CGdnZ4k3IAkh5EdDfQj1IYQQokg0jkXjWIQQQgghhJDyUeLJyplLCJFbcnKy0GBwCS/nAtSrWQkNqqJM3N9WdhOIHCR9nu/duwcDA4NKaBEpq7y8PIwfPx7Pnz9njzVo0ADt27eHlpYW3r9/j9DQUBQVFQEAVFVV4enpif79+4vU9fXrVzg5OeHNmzcA+LOmO3XqhLp16+Lly5eIi4tjZQcMGIDt27eLzFaWhcvlYsCAAXj//j0AfurkLl26QFtbG2ZmZhg9erTE16alpWH06NHstQB/lraVlRXU1NQQFxeH8PBwNmtOS0sLhw4dQvv27SXWGRISghkzZiA3N5c91qhRI1hZWUFPTw/6+vro2rUrrKysynSekkj6zjk5ObE0zT+b1atXV3YTSDlQ//FjoD6k+vQh1H9UD9SnyYf6EEK+r+o6jkXjSqQ06j8IIYQQ8qOiYA5CFIguHMiPhD7PP4bc3FwsX75c7CxjQfr6+tiwYQPs7Owklnn37h0mTpyIDx8+iH1eSUkJ06dPx7x580RmvckrNDQU06ZNA4fDEXq8R48e+Pvvv6W+Ni0tDa6urnj48KHUck2aNMHWrVvluoEWExODpUuXiqzrLcjBwQEeHh5QV1eXWZ809J0jPwr6LP84qA8RVRX7EPrOkR8JfZ4J+b7oO0d+FPRZJoQQQsiPSrWyG0AIIYSQb6dmzZrYsWMHXFxccPXqVTx69AgpKSnIz89H3bp1YW5ujh49emD48OEyZ+82adIEPj4+OHbsGAIDA5GQkAAlJSU0atQItra2GDlyJMzNzSvU3g4dOuDKlSs4ePAggoODkZKSgoKCArleW69ePRw/fhz37t2Dv78/wsLCkJqaCi6XCz09PVhaWqJPnz4YMmSIzDTHJczNzXHx4kXcvXsXt2/fxtOnT5GSkoLs7Gy23MD169dRp04drF27ttznTQghVRH1IdSHEEIIIYQQQgghhJDKQ5k5CFEgigInPxL6PBMiWUFBAW7dugU3NzcUFRVBRUUF//77L+rXr1/uOuk7R34U9FkmRDpF9yH0nSM/Evo8E/J90XeO/Cjos0wIIYSQH5VyZTeAEEIIIaS6UVdXh4ODA3r16gUAKCoqQkRERCW3ihBCSHVAfQghhBBCCCGEEEIIkQcFcxBCCCGElJORkRHb/vr1ayW2hBBCSHVDfQghhBBCCCGEEEIIkUa1shtACCGEEFIdZWRkIDAwkO2bmppWYmsIIYRUJ9SHEEIIIYQQcYqLgfT0739cPT1Amab+kmrKwsKCbUdHR1diS0hF9erVC0lJSQCA27dvo3HjxpXcIiLOrl27sHv3bgDA7NmzMWfOnEpu0Y+NgjlItXLp0iX2Q/7LL7+gffv2ldwiQgghP6O1a9fC398fmZmZAIAWLVqgZcuWldwqQggh1QH1IYQQIiolJQX79+9n+02aNIGLi0sltogQQipHejpQv/73P25KCqCv//2PSwghhBDpKJiDVBsBAQFYunQpAKBdu3aYPn16JbdIfgm2tsir7EZUISZv31Z2EwghcurQoQO+fPnC9ktHt69fvx4nT54EAAwbNgybNm36ru2rLMHBwewmnLa2NjZv3vzNjrVt2zZoaWl9s/or2+rVqyu7CYQQItGyZctw8eJFAMD48eOxYsWKCtf5vfqQhL22yKv5TaomYpi40zUOIRWRlZUFLy8vtt+pU6cfMphj//792L59OwCgX79+2LlzJ5Sr4FT4qnANQtcJhBDyc6IsG4R8X5Rlo+qjYA5SLbx79w7Lli0DADRt2hT79u2DhoZGJbeKEEJ+bgEBASyQ49dff8W6desquUXfj7q6OgwNDdGtWzdMmzYNRkZGld0kQgghCnblyhUWyNGvXz92PVJR1IcQQsjP6eHDh/jrr78AAG3btsXWrVurZCAHIYQQQgghpOqgYA5S5X39+hXz5s1DTk4O9PX1cfDgQejo6FR2swgh5KcwcuRI5OfnIzAwEOkCi7a+f/+e3dRq1aoVdu7cCVXVn+fPimvXrlV2EwghhHxDsbGxWLNmDQB+VkBF3nCjPoQQQkSZm5sjOjoaOTk5aN++PdTV1ctVT3p6Oi5fvozg4GC8ffsWmZmZ+Pr1K9TV1aGtrY0mTZqgU6dOGDRoEExMTBR7ElKkpKTA1dUVRUVFMDExoUlKhBBCiAJRBg9Cvq85c+ZQBo/v6Oe560KqrXXr1uHly5fQ0tLCgQMH0Lhx48puEiGE/DTc3d3B4/Fw+/ZtFkhXUFDAguwMDQ3x999/o2ZNyuNOCCHkx8DhcDBv3jzk5eVRVkBCCPnOXr16BQCoX79+mV97/fp1LFu2DHl5ogvd5uXlIS8vD58+fUJISAj27NmDwMDA75IdicvlYuHChUhLS4Oenh4OHTqEunXrfvPjEkIIIYQQQqo/CuYgVdqVK1dw/vx5qKqq4q+//kLLli0ru0mEEPJT+fz5M44cOYJPnz6hT58+AID169fjxYsX0NHRwcGDB6Gvr1/JrSSEEEIUZ9WqVYiLi6OsgIQQ8p3Fx8fDw8MDANCpU6cyvTYuLg7u7u4oLCwEAKipqcHKygpGRkaoUaMGCgoKkJOTg8TERMTExKCwsBAFBQUKPwdxtm3bhsePH0NLSwt///03La9FCCGEEEIIkRsFc5Aqq7i4GGlpaZg9ezZat26NX3/9tbKbRAghP53evXvjy5cv0NDQwIwZM+Dr6wtvb29oaGhgz549aNasWWU3kRBCCFGYs2fPwsfHh7ICEkLIdxYTE4PBgwcDACwtLTFw4MAyvd7X15cFcpiamuLYsWNo0KCB2LIcDgcBAQGoVatWxRoth9u3b+PIkSNQUVHBtm3b0KZNm29+TEII+RlZWFiw7ZIlNyIiIuDt7Y3Q0FAkJydDXV0dxsbG6Nu3L8aOHVumfqCwsBB+fn64c+cOIiMjkZGRAR6PB11dXdjY2GDAgAHo06cPlJSUJNYREhKCCRMmAOAHLZ48eRIAcPfuXVy9ehWRkZFITU0Fh8PB0qVLMXHiRJE6EhIScOXKFTx8+BDv379HVlYWlJWVUa9ePVhYWKBLly5wcHCAnp6e1PPhcDi4cuUK7t27h+joaGRkZEBZWRn6+vpo3749hgwZgi5dukit49KlS1i6dCkAYOjQodi8eTMKCwvh6+uLa9euIS4uDhkZGdDV1UXr1q0xbNgwNlFM2nsjSPDfVdDt27eFrtXE/ftLExsbi0uXLiE4OBgfP35Ebm4udHR0YGpqil9//RUjRoyQmUVL3PkDwM2bN3Hx4kW8evUKaWlpqF27NiwtLeHo6IghQ4ZI/YyUVX5+PoKCgvDw4UNERUXh3bt3yM7OhpqaGurWrQtLS0v06NEDjo6OMpewk/T5DA4Oxrlz5xAREYGUlBRoaWmhefPmGDBgAEaNGgU1NTW52lpQUABvb2/4+/vjzZs34HA4qF+/PqytrTFixAjY2tpW7M2QQ1xcHK5evYoHDx7gw4cPyM7ORq1atWBkZIRu3brB2dkZBgYGUusYP348Hj16BAA4ceIEOnfujJSUFJw7dw63bt3Chw8fkJeXB0NDQ/Tp0wdTp04VmSDy6dMnnD59Gvfu3UNSUhK4XC6MjY0xYMAATJw4EZqamnKf03///Yfr16/jyZMnSE1NBZfLhZ6eHlq2bInevXtj8ODBEv+NBM+lxO7du7F7926RsoKfcQDYtWsXKzd79myZS64UFhbi2rVruH37Nl6+fIn09HSoqqqy35yBAweia9euMs+3V69eSEpKAvB/vwOfPn3C2bNn8c8//+DDhw/gcrlo0KABunbtismTJ8PQ0FBmvVUdBXOQKktZWRlTp06t7GYQQshPzcLCAo0aNcLkyZNhaWkJCwsL9O3bF8rKynL/sU4IIYRUF87OznB2dq7sZhBCyE9HQ0MD1tbW6Ny5M6ZOnSrzhkNpGRkZbLtnz54SAzkAQEtLC0OHDi13W8uid+/ebOkYQggh38+uXbuwd+9eFBcXs8fy8vLw/PlzPH/+HF5eXti5cyfatm0rs66QkBCsWLEC79+/F3kuKSkJSUlJ8PPzg42NDf766y+ZN4NLfPnyBUuXLsXNmzdlli0oKMDmzZvh7e0NLpcr8nxiYiISExNx+/ZteHh44OHDhxKDVfz9/bFhwwakpqaKPPfu3Tu8e/cOly5dQs+ePfHnn3+idu3acp1PSkoK5s6di6dPnwo9npycjOTkZNy+fRs9e/bEtm3boKWlJVedisblcrF582acPn0aRUVFQs+lpqYiNTUVjx49wsGDB7Fs2bIy/b3w5csXuLu7459//hF6PCMjA/fv38f9+/fh4+OD3bt3l+lmvSTh4eGYOHEiOByOyHOFhYXgcDhISkrCrVu3sG/fPuzevbtMme8LCgqwbt06nDt3TuTx0NBQhIaG4tKlSzh06BB0dXWl1hUXF4dZs2bh7du3Qo8nJCQgISEBvr6+cHZ2xooVK+RuX1kUFBRg/fr1uHDhgsi/e2ZmJjIzMxEREYEjR45g0aJFGDdunNx1BwUFwdXVFVlZWUKPv337FgcPHsT169dx8uRJFlBw4cIFrF27ViRD3KtXr/Dq1Sv4+vrixIkTMt/T9PR0uLq6Ijg4WOS5Dx8+4MOHD7h16xb+/vtvbN26tVIDisPDw+Hm5ibyG/r161fk5uYiPj4eFy9eRNeuXbF161aZ5y7o1q1bWLJkCb58+SL0+Nu3b/H27VtcuHABO3fuRI8ePRRxKpWGgjkIIYQQIpGXl5fQPgVwEEIIIYQQQhStSZMmIjcLysLMzIxtX7x4ER07dkSvXr0U0TRCCCHVzIkTJ9iM8SZNmsDKygpqamqIiYlBZGQkAH6AwdSpU3Hq1ClYWlpKrMvf3x+LFi1i2Z80NTVhbW0NQ0NDKCsrIz4+Hs+ePQOXy8WzZ88watQoXLhwAfXq1ZPaRh6Ph0WLFuHOnTtQUlJC69at0bx5c/B4PMTGxgplb8jNzcWUKVOEgiRq1KiBdu3aoUGDBuDxeEhJSUFkZCSysrJQWFgoFMQi6NixY9i8eTN4PB4AoFatWrCxsUGDBg1QXFyM2NhYREZGgsfj4c6dOxg/fjzOnDmDGjVqSD2fwsJCzJ49G+Hh4VBRUUH79u1hbGyM3NxcPH78GGlpaQCAO3fu4Pfff8eRI0egqvp/tycNDAwwduxYAMJjkSWPlVae7FrFxcWYM2eOULCFjo4OOnXqBG1tbXz8+BEhISEoLCxEdnY2lixZguzsbLi4uMism8vlYs6cOQgODoaamhratm0LY2NjfP36FWFhYfjw4QMAfhaFTZs2Ye3atWVuf2mfP39mgRx6enpo3rw5GjRogBo1aiA/Px/v3r3D8+fPweVykZSUhHHjxuHy5cto0qSJXPWvWrUKly9fhrKyMqytrWFqagoej4dnz56xoIyoqCgsXrwYBw8elFhPUlISXFxchIKHzMzM0LJlSygpKeHFixeIiYnB2bNnZX7OyoPD4WDKlCl48uQJe8zY2BitWrVCnTp18PnzZzx58gQpKSnIz8/HunXrkJOTg99//11m3S9fvsT27duRn5+PBg0aoF27dqhZsybi4+MRGhoKHo+HpKQkTJs2DT4+Prh+/TqWL18OADAxMUGbNm2goaGBmJgYREREAOBnjVm0aBEOHz4s8bhpaWkYPXq0UHCEsbExrKysoK6ujri4OISHhwPgL2M4YcIEHDp0CO3btxeqp0+fPjAzM0NERASeP38OAGjTpg2srKxEjmltbS3z/RDn8ePHmDZtGvLy8gAASkpKsLKyQrNmzVBYWIjw8HB2Hvfv38fo0aNx5swZuQI6goODsXr1ahQVFaFRo0awsbFBrVq1kJiYiEePHoHL5SI/Px/z58+Hj49PtV7q8KcO5hCXQqasBNMNCaaVKZ1ypkRxcTFcXFzw6NEjKCsr48yZM7CxsZHrWF+/fsXhw4fxzz//ICEhAbm5uVBSUoKBgQFsbW0xZswYuSPrStJo3blzB7GxsSwtWN26dVG3bl00bdoUlpaW6NChA9q1ayf0WkW8b6XTYAni8Xi4ceMGbt68iYiICKSnpwPgd0jW1tbo27cv7O3ty5SOqqioCAEBAfj3338RHh6OjIwMcDgc1KpVC8bGxrC2tkbv3r1ha2ur0DRXhBDyoxBMHSjY90nD4/Hwzz//4ObNmwgPD0d6ejq+fPki8YJSUEk6ySVLluDq1avQ1dWFkZER+vfvD2dnZ6kR7MnJyejXrx/y8/MBAPPnz8eMGTNEyk2aNAkPHjwAAEybNg1ubm4y21Xi8+fP+PXXX/H161cAwJkzZ0T6S0IIUZSSWWX6+vqwtbXF7NmzYWxsLNdrly5dikuXLgHg/x0vbqYLh8PB2bNnERgYiLdv3yI3N5elCx49erRQet1bt25h1qxZAIDNmzdLnalUkmr00aNHePv2LT5//sx+N6WpXbs2QkND2bmLS/FZFps2bcKwYcOEHhOXhjcuLg5nz55FUFAQPn36BCUlJRgaGsLOzg6TJ08u0+wQgN8f7du3D48fP8anT5+Ql5cHTU1NGBoaolevXhg3bhz09fUrdG6EEFJZnj17hmvXriEkJIQNftetWxdmZmbo2bMnhg0bJnHWbWJiInr37s32JaVD9/b2xqpVqwAAY8aMwerVqyW2Z9iwYTh58iTi4+Px+fNnzJgxA8bGxrCzs4O1tTXatm1brqWz4uLicPHiRYSGhuLdu3fIycmBpqYm6tatC319fVhYWMDS0hI9e/ZE/fr1RV4v2N9IGwsTp2R2ZkhICD58+IDPnz9DTU0N9evXh6WlJbp27Yr+/fvLPWOaEEJ+Flu2bIGGhgbWr1+PIUOGCD0XFhaGBQsWIDk5GTk5OXB3d8elS5fETl6KjY3FkiVLUFhYCCUlJUyaNAkzZsxAnTp1hMolJCRg8eLFCAsLw8ePH7F06VKpN7cB4OnTp+ByuTA3N8fWrVtFlhMRnLW/YsUKFsihoqKCmTNnYvLkySL9bHFxMR49eoQTJ06IvccRHBwMDw8P8Hg8qKmpYe7cuRg/frzIDfSXL1/Czc0Nr1+/xsuXL+Hh4YE1a9ZIPZ+AgAAUFhaiVatW2LZtG0xMTNhzRUVF+Pvvv7Fz504A/Ewnhw8fxm+//cbKmJiYsD5fMJij5DFFKLm3VmL69OmYM2eOUDaw1NRULFmyBEFBQQD4nyUbGxuZN7IDAgJQUFCA7t27Y/369ULZWbhcLjw9PXHkyBEA/L9vpk2bVuElPbW1tfH7779j4MCBMDc3F1smPT0dHh4euHr1KnJzc7F69WocO3ZMZt3Pnj3Do0eP0KZNG3h4eAgts83j8XDixAls3LgRAHDv3j08fvwYHTt2FFvX8uXLWSBH7dq18eeff6Jnz55CZe7evYtFixbh6NGjCp9IuHbtWhbIYWJigj/++AOdO3cWKlNUVARvb29s2rQJBQUF+Ouvv9C5c2eZmXs8PT3B4/GwatUqjB49GsrKyuy5R48e4bfffgOHw0FcXBwOHTqE/fv3o1atWti4cSPs7e2F6rp+/Trc3NxQVFSEoKAgqe/p0qVLWQCElpYW1q9fL7JE4fPnz7FgwQIkJCSAw+HA1dUV165dE/r9KglU2rVrFwvmsLOzk7lkirw+f/4MV1dXFshhYmICT09PtG7dWqjctWvXsHLlSuTn5yM+Ph7Lli3D/v37Zdb/xx9/QENDA2vWrBFZwig2NhZTpkxBcnIy8vLysHfvXmzatEkh51UZlGUXIYqkrKyMTZs2QVNTE8XFxVi5cqVcN7ViY2Ph6OiInTt34vnz5yzCsqCgAAkJCTh//jz+97//4a+//pJZV2hoKPr164e1a9fi3r17+PjxI75+/YqCggIkJyfj1atXuH79Ojw9PbF9+3ZFnLbc4uPjMWzYMMyfPx9+fn7sh4bD4bB0S/PmzcPw4cORkJAgV52hoaFwcHDAggULcPXqVcTHxyM7OxtcLhdZWVmIiIjAyZMnMXHiRHh6en7jMySEkJ9DSkoKRo0ahZkzZ+Ly5ct48+YNPn/+LFefV1pxcTHS0tLw9OlTbNq0CaNHjxZJXSdoz549LJBDX19fbAR9XFwcC+RQUlLCqFGjytQmbW1tDBgwgO2XzmBCCCGKVlxcjOTkZFy9ehWjR4+W62/hnJwc3Lhxg+2PHDlSpMzjx48xYMAAeHh44OnTp+w6Izk5GQEBAZg4cSK2bNnCypfUp6qqKjIAI8jLywt9+vTBrl272I0+eQI5Ksvp06fh6OiIEydOsPV7c3NzERMTg4MHD2LAgAFsZos8AgICMHDgQJw5cwavX79GTk4OioqKWJ379++Hg4MDbt269Q3PihBCFI/D4WDBggUYNWoUvLy88Pr1a2RnZ7MxpaCgIKxbtw79+vXD3bt3K3SsUaNGoVu3bgD4wdPSfoe1tLRw4sQJ2NnZscfev3+PkydPws3NDb1792b9krRriRI8Hg/bt2/H4MGDcfjwYYSHhyMrKwtcLhc5OTlISEjAkydPcObMGaxatYrd9FGE7OxsLFiwAE5OTjh48CAiIiKQlpbGUqbHx8fD398fK1asQP/+/RV2XEII+VEUFhZi8+bNIoEcANC+fXscPnyY3cCPiYnB1atXxdazfv16Nr60ZMkSLF68WCSQAwCMjIxw6NAhNG/eHAD/5rasawculwt9fX0cP35cJJADAGvfgwcPcP36dfb4n3/+idmzZ4sNmFRWVoatrS327t0rEuhXXFyMNWvWsHG57du3Y/r06WIzIVhaWuLYsWMsu8iFCxfw6dMnqedTWFgIAwMDHD58WCiQA/i/ABTBiVb79+9HTk6O1DoVKScnB3v37mX7kydPhqurq8iybvr6+ti3bx9bkqIkEEOWgoICdOjQAfv27RNZZkdVVRXu7u6sTh6PJ/RvWl7W1tZYsGCBxEAOgD9BesuWLejevTsAfkBPXFyczLoLCgpgYmKC48ePCwVyAPxxVBcXF6FgBF9fX7H13L9/ny0DoqSkhN27d4sdR7Czs8PevXuhpKTEsuAoQmhoKK5cuQKAn7nizJkzIoEcAP8zOmbMGJYxpaioCHv27JFZf0FBAVavXo2xY8cKBXIA/MmQ06dPZ/vbtm1DXl4edu/eLRLIAQAODg5Ck1D8/PzEHvPhw4e4d+8e29++fbtIIAfAz7Bx7Ngx9lvw8eNHnDhxQuY5KdLx48eRnJwMgD+WfuzYMZFADgAYMmQItm7dyvbv3LmDx48fy6y/sLAQO3fuhKOjo0gAm5mZGf744w+2f+PGDbFLVFUXP3VmDnEpZJo2bSo080xQcHAw3rx5A+D/Us3Im5JIUOPGjTFmzBgcOXIEMTEx+Oeff9CnTx+J5SMiIjBp0iTWuWlpacHW1hb16tVDSkoKQkJCkJeXx35geDwe5s2bJ7auxMRETJ8+Hbm5uewxc3NzmJqaQkdHB58/f0ZWVhbevn3LvmSllbxv4ly5coXV3adPH4nrw4lLgxUXF4dx48YJrXNqbm4OS0tLoXRLAD99k7OzM06dOgVTU1OxxwD4P3iLFy8W6gBMTEzQsmVL1K5dGzk5OYiNjcXr169RXFxcpQeYCSGkusjLy8OECROE1kGsXbs2OnXqBD09PWRkZODRo0fIzs6WWVeXLl2gpKSEV69e4cWLFwCAFy9eYNeuXVi5cqVI+bdv3+LixYtsf8aMGWIvcM+cOSN0jPKkWRsxYgS7IAgICMCyZcugp6dX5noIIUQWKysrDBs2DP/88w+ysrKQlpaGHTt2yBxU8vX1ZWlXra2tRQZ5Hjx4gN9//539DayjowNbW1uoq6sjIiIC8fHxAPgzmCwtLWFvb487d+4AADp27AgdHR2xxz1//rzQRTMAtGzZEubm5lBSUkJMTAyioqLkPndJqXXFXZ+JU3rwqbRLly6xQRtTU1O0bt0ampqaePPmDZ48eQIej4esrCzMnDkT169fh7a2ttT6zpw5g7Vr17LUxQYGBmjfvj20tLQQHx+PJ0+eoLi4GNnZ2Zg/fz727t3LBtcIIaQqy8vLg4uLC0sDDQD169dHhw4doKWlhffv3yMsLAxFRUVITU3FzJkz4enpWaGAg0WLFiEoKAg8Hg8HDx6Umq2Jx+Ox39727dvD0dERsbGxiI6OxvPnz5GQkIDdu3fjxIkTWL16NQYNGiSxrmPHjgnNCFRXV0f79u3RoEEDKCkpsf749evXYteqL6/k5GS4uLgIXUvVqVMH7dq1g76+PrhcLj58+ICoqCjk5OTQOBYhhIjRoUMHODg4SHzezMwMY8eOxdGjRwGATZQV9OrVKzx8+BAA/1pG1lIbWlpamDlzJhYuXAgA8PHxkZnNYebMmTKz/5VkcwD4N3vF3bSVxz///MOu7/r06YO+fftKLV8yOcrT0xOFhYXw9/fHpEmTpL5m7ty5qFu3rsTnZ86ciQsXLiA1NRUcDge+vr5wdnYu87mUh4+PD+uv69WrJ/H+GcDv81etWoURI0YA4GcSefPmDZo2bSr1GMuWLRNaOkaQkpIShg0bxu5Dlvz/exk6dCgLAHjw4IHMa2QAcHV1Rc2aNSU+P3z4cAQEBACQfD7nz59n2/b29rC1tZVYX4cOHTBw4ECJgSHlUfIdB4DFixfL/L4NGzYMBw8exJs3bxAUFITMzEypn+kWLVqwz4k4gwYNwo4dO9h+7969Jd5/BoCBAwey90zw721B3t7ebLtXr17o0aOHxPoaN26M3377jQVKnD17FrNmzfouqxPweDyhJRRnzpyJhg0bSizft29fdO/enX1Oz5w5IzEzSYkePXpIHUuxs7ODvr4++82Ji4sTGzxXHfzUwRziUshYW1tLTN20ZMkSNlhY0VQzo0ePZh3xqVOnJAZzlAwalgRyDB48GGvWrBEKhvj8+TNWrFiBwMBAAPyoxl9//VVsuvczZ86wYAsTExP8+eefEgc9k5OThdZcKiHtD5d///2X1T9hwgSxUW7iFBQUYOHChSyQQ09PD1u3bsUvv/wiVC4oKAhubm7IzMxEWloaXF1d4e3tLTb10osXL7B06VIWyNGyZUusWbNG7B9RqampuHbtWrlmjBNCCBG2fft2ocHHMWPGwN3dXSjaPz8/H1u3bhVarsXV1ZX9QduoUSMAgKOjIxwdHQHwU665u7uDx+PhwoULmD9/vshMg+3bt7MoW2NjY7Gz0IuLi+Hv78/2+/XrV67zbNeuHerVq8dmyQUGBmL06NHlqosQQqSxs7ODnZ0dEhMTMXToUGRnZ+PGjRtYvny51MEIwYGT0gMMGRkZcHNzYzeB7OzssH37djZYU1RUBE9PT7ZO6549e6ClpcWuSyQN/iUnJ7N0qwDQoEEDeHp6okOHDkLlnj17hvnz5+Pjx48A+LPZSrICCg6AlZy7OIq6Plu9ejV0dXXh4eEhMhDw+PFj/P7778jJyUFaWhpOnDgh9ThhYWFYt24deDwelJWV4e7uDhcXF6FZOq9fv8b8+fMRGxuLwsJCLFu2DH5+fjKDRAghpLJ5eHiwgWUVFRUsXrwY48ePF/qNi4+Px8KFCxEVFQUul4vly5ejdevW5U4l3qJFC7Rt2xZPnz7FP//8g+TkZLEThz59+oQxY8YgKSkJDg4O8PT0FGrXly9f8Pfff+Pw4cPIzs5mKZ/FDcDzeDwcOnSI7Y8YMQKurq5iB/OLi4vx4sULhSx1wuVyMX/+fHYtpampCXd3d4wcOVJk3KugoABBQUFCgeyEEEL4nJyc5CpTcqP3+fPn4HA4QpOBBLNLDRw4UK6bn4I3qsPCwmSWlxZwAvB/6wWXux83bpzMOiURnMkvLZhRUOnzkRbMoa6uLpTBVlKZgQMHsmU+QkJCvlswR0lgDsD/95S2fDPAn1Rgbm7OJheHhIRIDeYwMjJCq1atpNbZsmVLtp2UlCRPs+WWl5eHZ8+eISYmBhkZGcjNzRW61yU4cfvly5cy69PQ0JCaiROQ73xCQkLYtjzfy6FDhyosmIPL5bKszLVq1ZJ5PiU6d+6MN2/egMfj4cmTJ0JLA5YmLsOGICMjI2hpabFAIlnlBSfgyPOeDh8+XGp9JWW2bduG4uJipKam4s2bN3IF81RUXFwcW15HRUWFje9LM2LECPZbJfjbJ4msgHElJSVYWFiwdiQlJVEwBykbY2NjGBoaIikpCWFhYfj69Ss0NDREyv3999/sg2ZnZ4ctW7aIpOvR1tbG9u3bMWnSJDx69AjFxcXw9PQUm/K9pPMBgA0bNkgM5AD4M8gkZdZQNB8fH7x69QoAoKamhkOHDgl1BiW6deuGAwcOYPTo0eByuYiKioKfn5/YjmDdunVscLp169Y4ceKExEhCfX19TJkyRXEnRAghP6ns7GyhqFtHR0exa1trampixYoV+Pz5M65duwaAH6whmH6utCFDhuDevXvw8fFBfn4+/P39hYI1nj9/ziLCAWDevHlig/2ePHmCtLQ0APw/6nr16lX2EwU/fWXPnj3ZzdKAgAAK5iCEfFMlGf72798PLpeLGzduYMyYMWLLvnr1CpGRkQD4s8RKDxSePn0a6enpAPgZOTw9PYX+VlZRUYGbmxtCQkIQGRmJt2/fshnKSkpKEoPRvby82ECFuro6Dh8+zNINC7KxscGhQ4fg5OSEwsJCJCQkIDExUeYA4Ldy9OhRtGjRQuTxjh07YuHChSzTiJ+fn9Rgjk2bNqGoqAgAsGDBArEDns2bN8fRo0cxePBgZGZmIjU1FceOHZM6O4wQQirb+/fvhWYCLl++XGzmJBMTExw9ehRDhw5FUlIScnJysGfPngqtUd25c2c8ffoURUVFePDgAYYOHSr0fHFxMdzc3JCUlAQjIyNs3rxZZOysdu3acHNzg5mZGdzd3QHw11Bv166dyIB2RkYGu15o0qQJ1q1bJ/EmnrKysth00eVx+fJltqa7mpoaDh8+LBIMWUJdXR29evUq97UMIYT8yGxsbGSWsbCwYDdZi4qKEB0djbZt27Lnnz59yrZDQkLw4cMHmXWWZIcCwILWJWncuLHETIclXr58ye5v1KhRQ2amD2kEzycwMFCuJQy+fPnCtmWdj7m5udQsDiUE/21KMvB+D4IBDIL/ztK0a9eO3U+T1VZpS52UEPz3VtQSM1lZWfjrr7+EMubLkpmZKbOMqamp2DFVQbLOJzk5WSgLvzyfXxsbGygpKQl9l8orOjqajU2oqqpiw4YNcr1OMMuIrOWF5Pl3r127NmuHpBUPSghO8JD0npaM4wAQO6G/NF1dXZiYmLCJMC9evPguwRyC3xlTU1OpGU5KCJ5PamqqxCDuEvIEZnyL711loGCOStS0aVMkJSWhoKAAz58/F7lAKywsZDeIlJSUsGLFCpGL0RKqqqpYsWIFWwcuNDRUbOonWWmEKovggICzs7PYQI4SVlZWGDFiBEuRf+bMGZFgjvDwcHYBrPT/2LvruKiW/3/gL7pDUkUQRcUCA0VM7FYQO1Gveq+d1w68dl39XLG7RUUQBSywFVTEbgwQkRCQltrfH/vb+Z7DJiWo7+fj4eNxDjs7O7vgmZ0573mPkhLWrFmj0JcJQgghxXPp0iVkZmYCEEZxz507V2b52bNnIzAwEDk5OXjz5g3u378vdcISEGb5OHv2LADhZCc3mIO73UCdOnWkpp4U7dUICCdnixO46OjoyPrqsLAwZGdni+23SQghJcnFxYUFVQQEBEgN5uAG1vXs2VPsu7BomyhAmDVQ0opiZWVl9O3blwWFiFZj29vbS712iq7RgHDlmKRADpEaNWpg0KBBLEvT8ePHyySYY+DAgRIDOURcXFywcuVK5Obm4sOHD0hNTZX4eXG376xSpQpGjx4ttU5TU1NMnDgRy5cvByDch3rKlCk/JN0pIYQUxYkTJ9gKzzp16kjtfwDhRPSsWbMwffp0AMJtv+bPn1/k7BXcvuTBgwdiwRx+fn7sptQff/whcbGUiIuLC+7cuQMfHx/k5ORg586dWLNmDa+Mnp4e1NTUkJOTA4FA8MOuzdxU+iNHjpQ5LiKEECKdrFT+IkpKSqhYsSK7wcm96QwAcXFx7Jib1UJR8rYWVuQ+jSiwEBBmPJS2hYciuO8nICCg0M+X935EGXbl4ZZTJKigpHB/vxYWFgo9h1tOXlsV+Y7D/f2JsgoXR3R0NIYNG6ZQoBGXIkEfirwfbrCHpPfD/cy1tLQU+pvX1dWFnp6eQltzy8P9m09OTpa4+F2eb9++yXycu4OCNNzfu7zy8v5GuJ+ppqamwvd7LSws2LXuR/2/47ZV0euDiYkJNDQ0WBBbUlKSzHl7RT5/eX+nPwvJkQHkh6hYsSI7FmXf4AoLC2PRj40aNYKVlZXM+mxtbXlBENx0OyLctDMeHh549epVodtd0tLS0tgEMQCx/ekk4abBFKVB47px4wY7bt68ucxJZEIIISWHG+nftm1buV8qTU1NeSntr169KrN848aNYW1tDUA4kfvx40cAwK1bt3hBGjNnzpQ66crdc1BeCkR5uM/Pzs5mWaYIIaS0VK9enQUehIWF8dKlinz//p0XVFEwhfzXr18RFRXFzmUFUEjaf1RaVo7Y2FjeRJKbm5vUekW4aUHv3bsn9r3+R5CXmlNXVxeWlpYAhKvtpE2Wcfuwnj17yp1s7d27N1RUVAAIJ5pEkyuEEFIecdOT9+nTR26AQ6dOndhKuOzsbN44obC482fciXkRbhCEtD6Ki5um/vLly2Jb7oqyXgDCjCTLli0r9ZV80dHRvH6gOKn0CSHkd8fd5lfRcgVvcBf3ui/K1ieNvG0+CraJuwVMUZSH9wPI/sxLE3ecqejfB/czl9fWsgjKnzlzJhub6ujoYOTIkdi9ezcuX76M8PBwvHjxAq9evcKrV69w8OBB9jxFsl6UxPvhfmaK/n0Aiv9+5OFmlikqeX/3hf2civu5cj/TwnxOhflbLilF+T9XsGx5/H9XVigzRxniZtmQFOHFvSGkSGowUTlR+hpJe1+1a9cOf/31F3bs2IE3b96gd+/eqFevHqytrdkgu2LFijLT3Je0V69esYuitra2Qqlx6tSpw0uD9vLlS14KnocPH7LjZs2alXibCSGESMadgFQk1ZuoXFBQEADF9m10dXXFpk2bAAhXlk+ZMoWXlcPR0RGtW7eW+vyIiAh2LGu/y6CgIBb0OGzYMOjr64uVsba2hrKyMpsAfvfuncwtzAghpCR0794dL1++RH5+PgIDAzFy5Eje4+fPn2crWWxtbcWuS2/fvmXH2traMlODitL/Jicns5916tRJYlluH6Cnp6dQQLW89MY/giKpUStUqID3798DkD4RWtjUvQYGBqhWrRr7fbx48eKHpDslhJDCEggEvDkqRa5xampqsLOzY4ttnj9/LjFAUBHc4DhufwQI076LvrObmprC1NRUbn1169ZlfU9aWhpev34tlqFp0aJFiI6OxtOnT3H48GF4e3vDwcEB5ubm7IZEly5dSmzO6dGjR+zY2tqaF8BCCCGkcDIzMxVasS3KLAtALJMh94aip6en1DFQaeK2qbhB71paWuzmto+Pj8zM6EWRlZWlUDlZn3lp0tbWZu+f2wZZuJ95ecv6/uDBAxYoq62tjRMnTsgcf//IwBkR7mem6N8HoPjvRx5uAIOtrS3b5vtnxv1MC/M5lcXfMvfzL0xby+oaUd5RZo4yxI0MkxRBxN2HTNE0NNwUYgVTg4lMnz4dx44dYyvQnj17Bn9/fxw5cgRHjhyBv7+/Qq9VUrhpfSpVqqRQNJWysjJvYFswNRB33yjRKjpCCCGlj5sGT9EJSG4fJylTVUGurq4sIPLMmTMICAjAs2fP2OOzZs2S+Xxun8Hdi7Agf39//O9//8P//vc/Xr/CpaKiwks9+CNTRBJCfl/cTBqSvruLtn8CwNuOSoR7ra5cubLc79916tRhxzVr1kS1atUkluMGqFesWFHh7/XcMQw3lfCPUlIpcbn76SqS2rlgOWnjN0IIKWupqanIyclh56WRnlwWbr9VsG8R7WUPQKG9uAHxOSVJWa5MTU1x7NgxrFixAtbW1sjMzMTNmzfh7e3N5s8UCURXFLf/q1KlSonVSwghvyPufRVpBAIB7/pfsA8xMTFhx4rMVZUGbhu+fPlSrC0CjI2N2XFpvB9Ft/rg/m4U7bdLAjdzsKJtjY6OZsc/sq2K4GYn7tOnj9yFFIXdiqUkcD/zzMxMhb4LpqWllUhGDYD/N18W8wylgfuZZmVlKTyHUBZ/y9y2KnJNBoT3dUVbrADl7/9dWaJgjjLE/Q8kabVvUdIQKZIu58OHD9i+fTtbBV3WipoaSFa6nZJMQUYIIURx2dnZ7LgoKRYVidSuVKkSnJycAAj70iVLlrDHOnXqhAYNGsh8PvdLoax+h/teuMcFFbb9hBBSXFZWVqhfvz4A4dZR3C1TPnz4gHv37gEANDQ00Lt3b7HnFzbdJXfVlqz09dxrpYaGhtx6Rbj9RUmtwimMkkrNWZRxTVmkOyWEkMIquBr4R1/jPn36xI4Lzp9xAwm5e2LLw30P0vZlDwgIwN69e/HhwweF6y0q7udDqxAJIaR4uFm7pXn9+jW79qqoqIhlaOJmN3zw4EGJtk9RderUYeOqzMxMXhanwuLOlZXG+3nz5o1C2UO4v5uSzg4iC3eBgqJbv3HL/ci2KoK77ZwimSZFcwQ/krm5Oe+GviJ/v48ePVJoGxhF1KlTB+rq6gCEQQKirbp/Zubm5rwgFUX+lhMTE3nfZSX9LZfGdiXc13n37p1Ydj1JuNcmU1NTmJubl3i7flYUzFFG8vLyeKsHrKysxMpwIy0VvTkkL13O3bt30adPH1y9ehX5+fkYPnw4Tpw4gbCwMLx8+RKvXr3CmTNnCvNWiq2oqYFkpdvhplEri323CSHkd8W9/io6Ycstp0gaTECYnUNEFLGtoqKC6dOny30ud+KWG9hREDdiXNYXTm4dFEBICPlRevTowY652Tm4WTm6dOkiMWhc0eugCHc1tqx08twMF4W5acctq0iWjPKKO377FVL3EkKISMHvuD/6Gsfd4qXg/FlRA0a4bZMUhL58+XLMmTMHERERqFSpEjw8PHD58mU8efKE7T9fcJuz4ijKOIoQQohkimyn4Ovry47t7OzE+rp27dqx40uXLpXJyn51dXXe+OvIkSNFrqtt27bs2NvbW6FxYGF8//4d58+fl1kmOzsbAQEB7Fza2JK7MIA7Fi0O0aIwQDh+lvf+Rf29SEltq1ZSRBmLAfn3DmNjY8tsYTf3c1PkviP3/2VxaWpq8n7vR48eLbG6yxL3M/Xx8ZFb3sfHh20PbmZmJnHLcVHQCyA9E2lh2djYsO0P8/LyFLounzp1ih2Xt/9zZY2COUpQYaKXwsPD2eBXQ0NDbvScommQuKl9C6agEQgEWLBgARuwrlu3DgsXLkSDBg2gq6tbKtFXiuC288uXLwpF3uXn58t8r9zoNO5KRUIIIaWLmwKSu4JOlsjISHbMvX7L0rlzZ7EJ4T59+sDGxkbuc7lbq8hK8cdNO8mNeOfKzc3lreSTdNOUEEJKQ7du3dj3d1EwR05ODm/yo3///hKfy71WyZuUzM/P503KyRqXcK/hMTExyMvLk1k3ILyOclNuKtoPAKWzeqSkKJpGVNaYhhBCygs9PT1e1ovipicv7PX79u3b7FiUmUrE0NCQHcfExCg0AZ2bm8t7D9w6AOHq1UOHDgEQZgX09vbG4MGDYWlpyZvsLknc/k/RcRQhhBDJ7t69KzOwICIighcY0a9fP7Ey9vb2cHR0BCC8WT579myZWVu5srOzeZmjimPUqFHs2N/fX+I2m4ro0qULqlatCkA43+Xh4aFwBoT09HSFFsz+999/Mt/3jh072NY22tra6Nmzp8Ry3H5Z0lZoRdGrVy8WsBMfHw9PT0+pZbOzs7F8+XJ23qxZM4k3wMuSpaUlO5YVqJGXl4fFixeXWFBMYXHnJAIDA2VmCAkLC8O5c+dK9PXHjh3Ljg8fPsz7TilPWW2vJM/AgQPZ8aVLl3Djxg2pZaOjo7F9+3becyV9D+d+Ty+p/3NKSkq8bX+3bNkis+6goCBcvXqVnQ8aNKhE2vGroGCOEsSN5Jd3ceRGoTk7O8tNBaloCi1Zaarevn3LbphZW1vzVvOVFO77EEV7yWNrawsVFRUAwi8G3IhHaV6+fMm+QEhKg8ZNGxYSEqJQOwghhEinqqrKjmUN9uzs7Nixomkbw8LC2HHByVlptLS00KZNG3auoaGByZMnK/Rc7mo+biAJ1/fv33nBgG/fvpVYLjo6mnezUjQwJoSQ0lapUiU0bNgQgDBFcEREBK5cucKCM6ytrdnkY0Hc/XQTExNlTlLcv3+fF9DGzS5YUO3atdl4ICsrC8+fP5f7Pp4+fcpWRampqcHW1lbuc0SKMvb4URRJ7ZySkoJ3796x8/KWupcQQkSUlJR48y6KpHTOzc3FkydP2Dn3GldwmxZZN8fCwsJYcIOamhqcnZ15j9euXZutTv3+/TuePXsmt21PnjxhfY+ysrJY3xMcHMyOBw0aVKhAw4IUHUeJ+nRAuGWaokGBhBBCxKmpqWHOnDkSbwyHh4fjjz/+YP1AzZo14eLiIrGeRYsWsQCAW7duYdiwYTLv07x//x5btmxB+/btS2wrkxYtWqBr167s/O+//4anp6fELFn5+fkICQnBxIkTWRZbERUVFXh4eLD7MKdPn8a4ceMQEREh9bVfvHiBdevWoW3btnIDDdXU1BATE4PRo0eLzbXl5eVhx44d2LJlC/vZuHHjpGbnrVmzJjuWl+1DUbq6upgwYQI737lzJzZt2iT2HSQhIQETJkxg4zlVVVXMnDmzRNpQkpydndlN+bt372LNmjViGTri4+MxefJkXL16tcwyCbds2ZJlWBAIBJg4cSKuXbsmVu7mzZuYMGEC8vPzC7VtnjyOjo7o06cPAOF303HjxmHHjh1Ss6B9//4dly9fxvjx4zF+/PgSa0dJcnJy4s2JT5kyBYGBgWLlnj59ilGjRrFFiJUqVcKIESMk1sn9P3fz5k2x60dRubu7s61SkpOT4e7ujhcvXoiV8/f35/0/a9euHZo2bVoibfhVqMovQkTkrRwQpYwB+CusCvr48SNvxZykyM+CHjx4gKioKF7EXUFv3rzhDVoLTt7+iP03uWmRFU27qauri/r167MvQj4+Ppg3b57M53DT7djb24t1Rm3atMHmzZsBCIM5Xr9+rdDeYYQQQiTjDrBkXd9btGjBottv3bqF2NhYmfvbff78GXfu3GHn3PR3sqSmpvKeV6tWLVSsWFGh59auXZs9lxtIwvXgwQPejcH79+9LLMd9voqKCu/LLyGElLbu3buzG2rnzp3D06dP2WOyxhgmJiawsLBgK6aDg4N5qzu4uN+7AdnBHOrq6mjatClb7XL69GlekJ8k3t7e7LhRo0a8lLryKNo3lQV/f39MnjyZTZZKcvbsWRYQaGpqWu5WexFCCJeTkxMLzvD19cXw4cNlzpNdvnyZbVWooaGBRo0asccMDAygrq7ObqDExsZKne/677//2HHHjh3FshiJ5pQeP34MQNivcBf4SHLixAl2XKdOHbHsekXZBlIaXV1d9jnISuleuXJl1KhRgwWRHzp0CLNnzy7WaxNCyO/q77//xsqVKzFz5kxs3rwZ9vb2UFVVxZs3b3iBhtra2li9erXUrEu1atXCv//+i+nTpyMzMxOPHj3CgAEDYGVlhbp168LAwADZ2dn4+vUrXr16VWIr2gtasWIFPn/+jMePHyMvLw+bN2/Gnj170LhxY1SsWBECgQCxsbF4+vQp63MkBRC2aNECHh4e8PDwQF5eHq5fv44bN26gRo0asLW1hY6ODrKyshAfH4+XL18iMTFR4TZ26dIFkZGRePz4Mbp16wYHBwdYWVkhPT0d9+7d4y0gaNq0KS9jgqS6bt68CQBYv349rl+/jpo1a/J+T3/99Rcv864i/vjjD4SFheHKlSsAgG3btuHYsWNo1qwZDAwMEBMTg9DQUF6Ax99//y33e0VZsLGxgYuLC7vPuHfvXpw9exZ2dnYwNjZGdHQ07t27h5ycHOjo6GD27NlYsmRJmbR1xYoVGDRoEBISEvDt2zeMGzcOtWrVQt26daGkpITnz5+zBd6jRo3CxYsXedndiuuff/5BfHw8bt68iZycHPz777/Ytm0b7O3tUblyZairqyMlJQWRkZF48+YN+/3Xq1evxNpQ0latWoXBgwcjMjISGRkZmDZtGjZt2gR7e3uoqakhIiICjx49YtcBbW1tbNiwQWpGaXt7e1SqVAkxMTGIj49Ht27d0LJlS1SoUIF937ezs0P37t0L1U4DAwNs2LABY8eORWZmJt6/f48+ffqgQYMGsLGxQU5ODh49eoSPHz+y51hbW2PlypVF/GR+XZSZoxC4E3GSBmDci/rjx48lpm7Pzc3FokWL2AWhadOmYqsKJBEIBFixYoXUKP68vDxe6icHBwexVPOVKlVixy9fvpS6yrg4rK2t2XFhtjfhTh4fOXKEtx9qQU+fPoWXlxc7l5Rux97eHk2aNAEg/OzmzJmDtLQ0hdtDCCGEjzu5Kisa38HBgQXP5eTkyOy7BAIB/vnnH3Yjq0aNGgrvh7d79242QAWEfYOi/Q633/306RMvKEREtI+fqC8NDw+XWD/3JqSDgwMvqJEQQkpb165d2WrkU6dOsQkvNTU1uLm5yXxut27d2PHOnTslps2Niori7WkMCMc5slZQc7+bnzx5UuYK6YcPH/Kuo4MHD5bZ5oKqVavGa2t5EhkZif3790t9PCEhgbcyrV+/fuV62xhCCBkwYADrc549e8ablykoJSUF69atY+c9evTgfU9WUVHhTZBfv35dYj0nT55k2VbV1NQwZcoUieW4fc+pU6dkrpq+f/8+b4HVkCFDxMpw58/8/f2Llf2pSpUq7FjeqmZuKv0DBw4gNDS0yK9LCCG/M3d3d0yYMAFKSkr48OED/Pz8cPr0aV4gh5mZGXbv3i03Q2y7du1w/PhxXr8VGRmJ8+fPw8vLCz4+Prh+/TovkMPCwkLhBUeK0NXVxaFDhzBgwAB2jyojIwM3b97EqVOn4O3tjZs3b/KCKEV9dkEDBgzA3r172X0cgUCAN2/e4Ny5c/Dy8sKZM2dw+/ZtXiBHzZo15QZOqKmpwdPTEw0bNkRubi5CQ0Nx8uRJBAQE8AI52rZtix07dvAyVxXUp08ftipfIBAgNDQUhw8fxt69e9m/omQOUFZWhqenJ4YNG8Y+x+TkZFy4cAEnTpzAjRs32FhXT08Pq1atwsiRIwv9Oj+Kh4cHWrVqxc7j4+MRHByMkydP4vbt28jJyUHFihWxa9cu3tj5R7O0tMT+/ft59w5fv34NX19f+Pj4sECOAQMGlEoWFHV1dezcuRMTJkxg2eEyMzMRGhoKHx8feHl5ITAwEM+ePWO/fzU1NV7WtPLGxMQEx44d4y2KFF3rvL298fDhQzYfX7VqVRw4cAAODg5S61NWVsaSJUtYVpT4+Hj4+vpi37597P+ctO/r8jRt2hT79+9n9xYEAgGbC/Lz8+MFcrRo0QLHjh2DkZFRkV7rV0bBHIXAHXhyV72JWFtbs5Vn2dnZWLRoES+1UUpKCmbMmMEGYzo6OvDw8FDotdXU1HDlyhXMnTtXLCjh27dvmDFjBhvgKikpYcaMGWJ1mJubs/bl5eVh9OjRuHr1qtSbbElJSTh+/LjEm1zScFPfnD17VuF95Hr16sVSdubk5GDMmDESt0e5ffs2xo4dy/ZArVevntTtYhYtWsRW9j1//hxDhw5VKN0xIYQQcdWrV2er4JKTk3mphwuaN28euyF14cIFzJs3T6zvSk1Nxd9//82i4QEovPIsPj4eBw8e5P1MIBDwJmVlcXR05A0gPDw8eFsI3L17lwVzDBgwALq6uixokrsH9549e3gZO/r27avQ6xNCSEkxMzNjAcxxcXHsZlP79u3lpoQfOnQom8j49OkTJk+ezNvfODk5GTNmzGDbR4oG3mlpadi2bZvUejt16sTGBDk5ORg7dqzEfWlv3LiBP//8kwX0NWrUCF26dFHofYtwJyNu375drlLSq6mpYf369Thw4IDYTcCIiAiMGjUKX79+BSCciCnPk4SEEAIItyrkLsRZtmwZjhw5InaN+/jxI0aPHs0CF3R1dTFx4kSx+nr16sWOPT09xbbc9fb25s2ZjR8/XmoGo169eqFOnToAhPNdf/75p8T9w69du8ZSeAPCrBy9e/cWK9exY0c2nnnw4AEmTpwoMxDj1atXWLFihcTHGjduzI65Wy5L4urqyvq23NxcjB07FocPHy6zfe4JIeRnNnXqVBw/fhxubm6oWrUqtLS0oKenh3r16mH69OkICAiQeXOTq3bt2jh9+jT27NmDwYMHw9bWFhUqVICqqiq0tbVhYWGBVq1aYeLEiTh27BiCgoJYv1RSNDU1sWzZMpw9exZ//vkn7O3tYWxsDFVVVWhpacHKygqdOnXCkiVLcP36dZmZpZycnBAQEID//vsPbm5usLGxgYGBAVRUVKCjo4OqVauiXbt2mDFjBnx9fXHu3DmZWXdFzM3NcejQIaxYsQJOTk4wMzODmpoaTE1N0b59e2zZsgU7duyQmzVeTU0N+/btg4eHB1q0aAFTU9MS23pDVVUVixYtwpkzZzBq1CjUrl0bhoaGUFNTg4mJCZo0aYKZM2fi0qVLchdIlDUtLS3s2rULa9euRYsWLdj7MDU1RePGjTFv3jz4+fkp/HdemmrWrAk/Pz8sWLAAjRo1gqGhITQ0NFClShV069YNe/fuxbJly0p0ixUuFRUVTJ06FcHBwZgzZw5at26NypUrQ0tLC2pqajA0NES9evXQp08frF69GtevX8fixYtLpS0lxcTEBAcOHMCuXbvYdU5bWxvq6uqoVKkS2rdvj5UrV8Lf3x/29vZy62vXrh28vb0xcOBA1KxZEzo6OiW24KRhw4YICAjAihUr0K5dO1SqVAnq6urQ1tZG1apV4ebmhj179mDfvn0UyCGFkkDWho2/ic2bN7OU8KL/rJKcPHkSCxcuZOdOTk6oWrUqpk2bxv7AQkJCMHLkSBYgYWJigqZNmyI7OxthYWEsOlJFRQWenp5o37691HbNnTsXPj4+AIBJkybh4MGDSElJgY6ODpycnGBsbIz4+HiEhobyVtL99ddfmD59usQ6Hz16hGHDhvGCLERBHsbGxhAIBPj27Rvev3+Pt2/fIj8/H6tWrVK440pOTkanTp3YPkwWFhZwdHSEtrY2mjZtylsBWFBERASGDRvGi/qsXbs2++Lz4sULXsYOY2NjHDlyRGZUob+/P+bMmcMb+FarVg1169aFkZERKlasiLZt2/L2DS+O2NhY3n5VIkeys2FSIq/wa7B+/76sm0AUIO3v+fr16wp9gSe/nrVr12LPnj0AhIOf5s2bw8LCAioqKpgyZQoMDQ1ZWU9PT7bdFSBM59asWTOYmpoiISEBISEhCvddBS1duhRHjx4FABgaGiIlJQX5+fmoUqUKLl++rNAXzStXrmD8+PGsv9bR0UHr1q2Rl5eHK1euIDc3F9ra2ggKCsL//vc/HD9+HICwD2nQoIHY1mb29vbw8vKSuvJBEdL+z7m6upbZ3pY/QlmleSSlh/qPH+vo0aNYunQp72e7du2S+Dso6MCBA7z0lbq6umjZsiXU1dVx+/ZtFmxgYWGB7du3w8XFhd0A69ChAypWrIg///xT7Pf6+fNnDB06FJ8/f2Y/s7W1RZ06daCkpIRnz57xtmsxNzfHkSNHZG4pKc2wYcNw79491v5WrVrByMgI5ubm+Ouvv6Q+z9bWlh0XvIEoyfDhw3H37l0AwMGDByVmkmrfvj1LBzt//nz22VasWBEODg7Q1tbGhw8fEBYWxj5HVVVVbN26VaFsjdJIHYMMyoZJ6eyuSSSwnk1jnJJAfUj5lpmZieHDh/NWNnOvcZGRkbh//z4L1FNVVcWGDRvQtWtXsbq+f/8OV1dXvHv3DoDwxk3Tpk1hZGSEV69e4c2bN6xst27dsHHjRpnf89+9e4dhw4axvgsAL4V3wb7H2NgYhw8flhogsnLlShw4cICdKykpoW7durCxsYGOjg6+f/+OuLg4vH79mgWGS+pPXr58iT59+rDrfq1atWBvbw8NDQ106dJFrD+JjY2Fu7s73nPmTfT19eHg4AAzMzNUqFABDRs2RJs2bWRu5aWo8jwGoXECKYxfqf+IjwfMzH7868bFAZxd5H86hf1+T4rv9OnTmDdvHgDZ99UIIYQUj/RcRkRMmzZtoKamxgIDQkJCEBISgnHjxrFgDicnJyxZsgT//PMP8vPzkZCQgMDAQF49pqam2LBhg8Kp5AHhBOqOHTswZcoUxMfHIygoSKyMiooKxo4dK/NmWIMGDbB//37MmzePpa+JjY0tsf3cDA0NsWzZMsycORO5ubmIjo5mASkAZAZz2NjY4OjRo5gxYwaeP38OQDjolbTlSr169bBp0yZYWVnJbE+PHj1gZmaGhQsX4sOHDwCA9+/f8wbF69evx4gRI3gryQkhhIibOHEiQkJC8OzZM+Tm5vJWu40ePZoXzDFp0iTo6+vj33//RWZmJjIyMnhZOES0tLQwbdo0hVckR0VF4eTJk7w2BQcH486dO/j06RPu3bsHR0dHufW0a9cO8+fPx+rVq5GXl4f09HScP3+ePa6kpIRFixbByMgIU6dOxe3btxEZGSnWhwDCCdlt27YVK5CDEEKKqkuXLli+fDm7cVa5cmVeqlVZ3N3dkZGRAU9PT+Tm5iItLQ0XLlzgldHX14enpydq1aqFP/74A7t27QIANh7p37+/2AR55cqVcfToUUyfPh3h4eEAhBOqkiZVGzZsiH///RcWFhaFe+P/3z///MNu3qWlpbFrec2aNWUGc5S2Dh06QF1dHStWrMCXL1/g7+8vVkZfXx8rV64sViAHIYT8SFpaWjhw4AAWLFjA5rqkXeNMTU2xYsUKqdc4DQ0NbN++HSNHjsTnz5+Rk5MjlslJSUkJ48aNw9SpU+XO11SvXh3Hjx/HtGnTWND169eveQEcIorMKc2bNw8GBgbYsWMHvn//DoFAgGfPnsncPkyS2rVrY9KkSfjvv//E2mRlZSU2N2hubo4TJ05gyZIlCAwMhEAgQEpKithYqnbt2ti2bRsqV65cqPYQQgghhBBCfi4UzFEI5ubm2Lx5MzZu3Ih3795JTXM4ePBgNGzYEHv37sXdu3fx9etXGBoawsrKCt27d4eLiwtvyxZFNW7cGH5+fvDy8sKlS5cQHR2NjIwMmJmZwcnJCUOGDOHt3SaNg4MD/P39ERQUhODgYLx48QJfvnxBRkYGNDQ0YGJiAnNzczRs2BBNmzblbZ2iiK5du8LS0hJ79+7FvXv3kJiYqHBKyGrVqsHb2xvnz5/HxYsX8fjxY5apw8jICA0aNECXLl3QpUsXhQMvmjZtioCAAFy8eBHXrl3Dw4cP8fXrV6SmpkIgEEAgEODAgQMwMTHBuHHjCvVeCSHkd6Kjo4MjR47g8OHDuHDhAt6/fy+2fQrXiBEj0KVLF5w8eRLXr19HVFQUUlNToaenB0tLS7Ru3RoDBgwo1CqZTZs2sT7FwsICgwYNgr6+PtsSzMfHR6FgDlH7mjRpgkOHDiE0NBTx8fFQV1eHnZ0dxo4di5YtWwIQ9j9eXl7YunUrgoODERcXBx0dHVSrVg3dunXD4MGDoa6urvB7IISQkmRsbAxHR0d2HXRzcytUcNn48ePRsWNHeHl54c6dO2xcoKenhzp16mD27NmoW7cuAGDWrFmoUqUK9u3bh8jISLHU+lyVKlXC8ePHcfnyZQQGBrLv4KI2N2zYEF27dkWnTp2K8e6FN+98fX2xe/duXL9+HTExMbytLsvS4MGD0aRJExw/fhy3b9/Gly9fAABVqlRBu3btMGzYMJiVxbJLQggpBh0dHWzatAnu7u44c+YM7t69i7i4OGRlZaFChQqoVasW2rZti759+8rN7FC1alWcPXsW+/fvx8WLFxEVFQUlJSVUrlwZTk5OGDBgAGrVqqVw26ysrODt7Y2LFy/iwoULePjwYZHnlJSUlDBx4kT069cP586dQ0hICN6+fYvk5GRkZ2fDwMAAxsbGsLa2RpMmTWSOQSZOnIj69evj2LFjePz4MZKTk1kQpiT6+vrYuHEj/vzzT/j7+yM0NBSfP39GcnIyGwu9fPkSf/75J3x8fKCqStO7hBBCCCGE/Kpom5VyjLvNSmG2OiGKyczMhJeXF1atWgUA0NPTw507d4q1L9evlNKPEPp7JuXNy5cv4erqyrZGWbNmDVxdXZGRkYGWLVsiIyMDOjo6uHXrFrS0tMq4tYVH/+fIr4L+ln88GjeUvsJusxIUFIQqVar8kLbR/znyK6G/Z0KkEwgEePr0KSZOnMgy7G7cuBHdu3cvcp30f478Kn6lv2XaZqVoaJuVH4+2WSGEkB+D8oGT35aWlhZGjhzJVhqmpqbi7du3ZdwqQggh0vz7778skKNmzZro3bs3AEBbW5vtw52eni62RQAhhBBCCCGE/OyUlJRgZ2eHMWPGsJ+JtjMjhPw6jI2FgRU/+p+xcVm/c0IIIYRIQnn4yG/P0tISz58/BwB8//69jFtDCCFEkvv37+PatWvsfNq0abxtBFxdXXH69GkAwJEjR+Dq6vqjm0gIIYQQQgghpc7S0pId0zwWIb8eZeWfO0MGIYQQQkoWZeYgv7XIyEjcvn0bgHCFQ9WqVcu4RYQQQiTZsGEDO27UqBE6duzIe9zR0REWFhYAgMePH2Pjxo0y96EmhBBCCCGEkJ9NTk4OvL292Xn16tXLsDWEEEIIIYSQ0kaZOchva9KkSbh16xYyMjIACPe4rlChQhm3ihBCSEHBwcF48OABO58xY4ZYGSUlJYwcORIrVqwAAGzfvh0+Pj6oV68e7O3tMX78+B/WXkIIIYQQQggpacePH8e+ffvw4cMHAICGhga6d+9eto0ihJBy4tWrV2XdhN+Om5sb3NzcyroZhBDyy6PMHOS3de3aNRbIUblyZSxevLiMW0QIIaSg/Px8bNy4kZ23bt0ajo6OEssOGTIErVu3ZuexsbEIDg5mGZgIIYQQQggh5Gf1/PlzFsihrKwMDw8PmJmZlW2jCCGEEEIIIaWKMnOQ35ampiYqV66M9u3bY+zYsTAyMirrJhFCCCng7NmzeP36NQBh9g1JWTlEVFVVsXPnTpw+fRpnz55FREQEkpKSflRTCSGEEEIIIaTUqKiowNjYGI0aNcKoUaPQpEmTsm4SIYQQQgghpJQpCQQCQVk3gpBfRWxsLNq0aSP2c1dXV2hra5dBi368JUuWlHUTSAmR9vd8/fp1mJubl0GLyK8oPz8f+/btY5mSXFxcYGVlVcatKhu/ch9CfcPvhfqPX8vJkyfx4sULdj5ixAhYW1uXXYOIGGn/544MyoaJThk06DdiPft9WTfhl0N9CCkrv+u4pDyPQWgMQQqD+g9CCCGE/KooMwcpN/Lz8/G///0PJ06cQHZ2NhwdHTFt2jTY2toCAI4cOYJ//vkHI0aMwIIFC8q4tYQQQkqCp6cntmzZAgDo16/fbzFhSgghP5MbN27gwoUL7LxLly4UzEEIIUQu0VwOAJiYmODWrVtl2Br5aFxCCCGEEEIIKY+Uy7oBhIicOnUK27dvR2JiItLS0hAcHIy+ffti586deP/+Pfz9/QEAVatWLeOWEkIIKQk3btzAtm3bAADOzs5YunRpGbeIEELI7ywgIACdOnVCgwYN0L9/fwQFBbHH3rx5A1tbW7i4uJRhCwkhhJQGGpcQQgghhBBCyivKzEHKjePHjwMA6tWrB2tra1y5cgUZGRnYsGEDNmzYAADQ1tZGjx49yrKZhBBCSsDnz58xa9Ys5Ofnw87ODps2bYKqKn0tIYSQ8ua///4DAKxevRr79u2Durp6GbeodERERGDmzJnIz88HADx+/BgTJkyAi4sL/vzzT5w8eRIABZYTQoiilJWVYWxsjM6dO0NXV7esmyMVjUsIIYQQQggh5RmNTki5ERkZCQDYvXs3jIyM8PXrV+zZswfnz59HXFwcrK2tMX/+fFSoUKGMW0oIIaQ4srOzMW3aNCQnJ8PKygo7duwo8/2YCSGEyPby5UsAgJmZWRm3pHScOnUK+fn5qFixIlq0aIFbt24hNjYWZ86cwZkzZ1i5AQMGlGErCSHk52FgYABVVVUsWrQISkpKZd0ciWhcQgghhBBCCCnvKJiDlBv379/nnRsbG2P27NmYPXt2GbWIEEJIaVizZg0ePXoEIyMj7N69G8bGxmXdJEIIIVJkZGTg3LlzCAkJQZUqVWBhYVHWTSoVHz9+BADMmzcPXbt2RXZ2Nry8vHDq1Cm8f/8eBgYG+OOPP9CqVasybikhhPwcGjVqhODgYGzevBkjR46Evr5+WTdJDI1LCCGEEEIIIeUdBXMQQggh5IdJSkpChQoVMGnSJLRv357S1RNCSDk3d+5cXLhwAUpKSpg5c2ZZN6fUbN26lXeurq6O4cOHY/jw4WXUIkII+bmNHz8eN2/exJYtW+Dl5YVbt26VdZN4aFxCCCGEEEII+RlQMAchhBBCfhjRhCkhhJCfg4WFBdq3b4/BgwejTZs2Zd0cQgghPwl7e3scP34ce/fuxdevX8u6OWJoXEIIIYQQQgj5GVAwBymU4cOH4+7du8Wqw9HREYcOHZL42NWrV3H69Gk8evQIX79+hZaWFmrWrIlu3bph4MCBUFdXBwDk5OSgVatWSE5ORrNmzXDw4EGZr/n9+3ecPXsWN27cwLNnz5CYmIjs7Gzo6emhWrVqaNy4MTp16oQGDRoU670RQgghhBDyK5kzZ05ZN4EQQshPql69etiwYUNZN4MQQgghhBBCfloUzEHKhZSUFMyaNQvXrl3j/TwnJwdhYWEICwuDt7c39u7dCyMjI9y5cwfJyckAgM6dO8us++LFi1i+fDliY2PFHktMTERiYiLCwsKwa9cueHh4YPDgwSX2vgghpLSD4K5duwYfHx88fPgQCQkJ0NTURI0aNdC1a1cMGTKEBcHl5eWhZcuWSEpKklkfV2xsLLZt24Z79+7hy5cvyMzMhKamJlulPWzYMJiamir0HmJiYuDt7Y3bt2/j/fv3SE1NhZqaGipUqAATExPUrFkTderUQevWrXkpjufOnYszZ87AyMgIlpaW6Nq1KwYNGgRNTU2Z7e7cuTOysrIAANOmTcP48ePFyo0aNQq3b98GAIwdOxazZs1S6L0AwLdv39C6dWt8//4dAHDs2DE0btxY4ecTQkh59/DhQ/j5+SE0NBRxcXHIyspChQoVULNmTbRr1w5ubm7Q1tZWqK4XL17g9OnTCAsLw5cvX5CSkoKcnBy5z+vQoYPY9iciUVFROHz4MIKDg3H69Gno6enh3bt3WL9+Pe7du4fc3FzY2tpi0KBBcHFxgZKSktTXsbW1ZcdBQUGoUqWKWJnr169j3LhxEAgE6NSpEzw9PRV450BCQgJ8fHxY/5eYmAgAMDIyQo0aNdCsWTN069ZN4msSQsjPgHsNffXqFQAgIiICx48fx82bN/HlyxcoKSnBwsICzs7OGD16NIyMjApdpyzcMdfBgwfRrFkzqWWLOi6R5vv379izZw+Cg4MRFRWF9PR0KCkpwdzcHE5OThgyZAjq1q0rtx6RxMREHD16FMHBwYiMjMT3799hamqKpk2bYvjw4ahfvz4re+DAAaxcuRIAcOjQITg6Oir8OoQQQgghhJCfAwVzkELp2LEjatasicePH+PJkycAgOrVq6N58+YSy9+5cwfv3r0DANjZ2cHe3l5sMJyWloZhw4axAbqysjKaNm0KS0tLREVF4d69e8jPz8eLFy8wb9487NixA+fPnwcAKCkpoVOnTlLbu3fvXqxduxYCgYCVt7W1RY0aNaCjo4Pk5GS8fv0a79+/BwB2U44QQsq7tLQ0zJo1C1euXOH9PCcnB+Hh4QgPD4e3tzf27dsHExMThIaGIikpCYD8IDgAuHDhAhYsWIDU1FTez9PT0/H69Wu8fv0aR48exapVq9CxY0eZdR05cgRr1qwRu8bm5OQgIyMD0dHRePToEQBg0qRJmDx5Mq9cfn4+EhISkJCQgPDwcJw5cwb79u2DoaGhxNfbsmULC+QwNTWFu7u7WJmIiAgWyKGkpISBAwfKfA8FGRgYoFu3bvD19WXvkYI5CCG/goyMDCxYsAABAQFij8XGxiI2NhY3b97E9u3bsWLFCjg7O0utKycnB0uWLIG3t3eJtvHQoUNYt24d61cEAgG+fv2KoUOHsmAJAKw/9Pf3x6ZNm6Cjo1Pk12zTpg369++PEydO4NKlS7h8+bLM/i8/Px9bt27F7t27kZmZKfZ4TEwMYmJicOPGDfz77784e/YsatSoUeT2EUJIeXH06FGsXLlSLGhPNIY4efIkdu7cWSaZUYs7LinozZs3mDx5MptT4oqKikJUVBROnz6Nv/76C1OmTJHbvgsXLmDRokX49u0b7+fR0dGIjo6Gn58f5s+fj+HDhwMAmxszMjKCg4OD3PoJIYQQQgghPx8K5iCFIrohtnnzZhbM0aBBAyxevFhi+blz57JgDmdnZ4kD4eXLl7NADkNDQ+zatQv29vbs8bCwMIwdOxbp6em4evUqHj58iKCgIADCPVjNzc0lvva1a9d4gRxOTk5YvHgxbGxsxMqKBtgGBgYKfQ6EEKKo0giCS09Px7Bhw/DixQsA0oPgXr9+jdmzZ2Pv3r1sok/UJlmOHTuGpUuXsuunubk5HBwcoK2tjQ8fPuDBgwfIz89HSkoKpk2bhq1bt6JNmzYS67p48SL++ecfdq6iooJGjRqhUqVK0NDQQHJyMr5+/Yo3b94gLS1N7PnNmzeHkpISXr58iefPnwMAnj9/js2bN2PRokVi5d+/f8+7aTh+/HiJK8ePHTvGew1LS0uZn4kk/fv3Z8EcFy5cwPz582FsbFzoegghpLzIzMyEu7s7Hj9+zH5mZmaGJk2aQFtbG5GRkQgLC0NeXh7i4+MxYcIEbNiwAV27dpVY3/z58+Hn58fO1dTU4ODgAEtLS2RmZiI8PBzR0dGFauP+/fuxatUqdm5oaAhVVVXs37+fBXJUqlQJdnZ2uHz5MvLz83H9+nVMmDAB+/btg7KycqFej2vq1Knw9fVFdnY2tm/fLrU/zcvLw9SpU3Hp0iX2MzU1NTRq1AgWFhZQVVVFQkICnj59ivj4eOTn5yuUqYQQQsq706dPY+nSpQCAatWqoX79+tDU1MS7d+/w4MEDCAQCJCcnY8KECQgICPihczDFHZcU9PjxY4waNYqV1dbWhpOTE0xMTBAXF4fQ0FBkZmYiLy8PW7ZsgUAgwNSpU6XW5+vri3nz5iE/Px+AsP91dHSEQCDAgwcPEBMTg/z8fKxYsQJ16tSBpaUlwsPDAQDt27eHiopKcT4eQgghhBBCSDlFwRykTEVFRbEbYYBwwpcbyAEADg4OmD59OpYvXw4AWLFiBdtiRVpWjtzcXN6NyHbt2sHT0xOqqpL/5C0tLWUOqgkhpKhKKwhOFMghLwju1q1bCAsLYzeU6tevj0qVKkltb1hYGJYtWwaBQABlZWXMnj0b7u7uvJtfb9++xbRp0/DmzRvk5ORg/vz58Pf3lzgZu2vXLnbcrl07LF26VGIQnkAgkJhC2cXFBS4uLgAAPz8/zJ49GwKBAKdOncK0adOgp6fHK79x40bk5uYCAKysrDBgwACxOvPz8xEYGMjOFclUIknjxo1hYmKChIQE5OTk4OLFi7RVFyHkp7ZmzRoWyKGiooI5c+Zg+PDhvD7gw4cPmDFjBp49e4bc3FwsWLAA9evXF9sm5PLly7xAjqZNm2Lt2rWoXLkyr5y3tzeWLFnCghm6dOmCsWPHAoBYv/Lq1SusX7+enTdo0AA7duyAtrY27t27x36+cOFCdOzYEQEBAZgxYwYEAgFCQkKwf/9+jB49usifj4mJCTp16gR/f388efIEDx8+RMOGDcXKbdy4kRfIMWzYMEyaNAkVKlQQK/v48WMcOXJE6jiFEEJ+JkuWLIGRkRHWrFkjFux97949/PXXX0hLS0NCQgIOHjwoN/NFSSruuIRLFJAiCuTo1asXPDw8oKury8p8+/YNCxcuxMWLFwEA27dvR+vWrSVm83v37h2WLFnCAjn69u2LpUuXQk1NDQCQlZWFBQsW4Ny5cxAIBNi2bRucnZ3ZnJesjLWEEEIIIYSQn1vRlyURUgLOnDnDBp8WFhbo2bOnxHKurq5sEMtdKSjtBtzFixfZKj9tbW2sXLmSJkgJIb+EwgTBiaxevZqtVpYXuLBq1Srk5eUBAKZPn45Ro0aJrWKuUaMG9u3bx25KxcfHY//+/RLre/36NQDhtXjjxo1SsykpKSmhdu3aqF27ttS29e7dm/UTWVlZvIAMAHjy5AkuXLjAzqdOncr6Dq4HDx4gISGBvW779u2lvqYsysrKaNeuHTvnvjYhhPxsIiMj4eXlxc4XLFggFswHANbW1ti3bx8sLCwACLf92rJli1h9u3fvZsc2NjbYuXOnWCAHILxhtWTJEnZ+5coVmJqaws7ODlZWVryye/bsYUEfJiYm2LFjB+uL4uLiWLnq1asDALp3745hw4axn+/bt48F/BUVN7PWzZs3xR5///499uzZw85nzpyJRYsWSQzkAISZBtesWYOaNWsWq12EEFJe7Nu3T2LWvqZNm2LGjBns3N/f/0c2q0THJTt27EB8fDwAYQD+2rVreYEcgDAgcePGjXB0dAQgDCjfsGGDxPp27drFtomsXr06L5ADADQ1NbFs2TIWlB8aGgofHx8AgI6ODlq0aCH3/RNCfh75gnzEp8f/8H/5gvyyfuuEEEIIkYCCOUiZevjwITvu3Lmz1LSQenp6aNSoEe9ntWrVEtt6QOTGjRvsuEePHjAyMip+YwkhpBzw8/NjK7aKEgQna4sV7lYwVapUkbl62dTUFBMnTmTnp06dYsF5XNzrb0mk/h0yZAg7Fk1ginAnR+vUqYMePXpIrOPOnTvsuGrVqlInchUhmpwFhFlNsrOzi1wXIYSUpRMnTrD+pU6dOrzrbUEGBgaYNWsWOz937hxSU1PZeVRUFEv9DgCzZ8+WuOWVSL9+/dhNs+zsbN52WSLZ2dm8LcMmTJjAC5DgblOirq7OKycK6o6Li+Nl8CgKUaAIIAwOLGj//v3sc2zYsCHLMkIIIb+DgQMHygyCcHFxYdfkDx8+8PqO0lZS45KcnBycPHkSgDDwY+HChVK38FJVVcXChQvZ+f3791kWRpHs7GwEBASw89GjR0sMSNfW1mbjm5ycHLYFpbOzM6/fI4T8/L5mfIXZerMf/u9rxteyfus/1PDhw2FrawtbW1uEhoZKLDN37lxW5vTp0z+4hT+f06dPs89r7ty5Zd0cQgj5ZVAwBylT3EFswZXlBdWrV493Lmt1OTdIpFmzZkVrHCGElEPFCYKrXr06bGxspNZ99epVdtyzZ0+5GY169+7NXj8uLk5sYhIAunbtCgDIyMjA4sWLFdp/WpbGjRvD2toagPAm2sePHwEAt27d4gVpzJw5E0pKShLr4Aa3FOxbCov7/OzsbLx8+bJY9RFCSFkJCQlhx3369JF6DRXp1KkTDA0NAQivf9zgDe6xiYmJxBXaXEpKSujTpw87v3btmliZ58+f4/v37wCEN+F69eols04RIyMjODg4sPNHjx4p9DxpKlasyI652UBEuEHlQ4cOlfs5EkLIr0T03V8aXV1dWFpaAhBuZ/L58+cf0SwAJTcuCQsLY0EojRo1EssiVZCtrS3q1q3LzgveMHz58iXLyqGioiJzrktSf0pbrBBCCCGEEPJro2AOUqa+ffvGjgvus11QnTp1eOeyBqxfv/5fJLFoooAQQn4FERER7LiwQXDyJvpevHjBjgsGgkhiYGCAatWqSXy+yOTJk9GqVSsAwkwarVu3xqRJk7B8+XJs3LgRGzdulHjTThZXV1d27OvrC4FAwMvK4ejoiNatW0t9Pvcz5K6wLigoKAhbt27F1q1bkZKSIrGMtbU1byWepIAWQggp7wQCAS8YTZE+QE1NDXZ2duxctEIYEA/YlrZimatx48bs+OXLlyy7hcjbt2/ZsY2NDfT19eXWKcK9ifb+/XuFnycJ970kJyfzHktISGBbPQIUVE4I+f3UqlVLbhluVqXiBnoXRkmNS7j9ZcOGDRV6bW65gmMmbv9mbW0NAwMDqfXUq1ePFySorq4uN2CSEELIz6d9+/Ysw8WnT5/KpA2/UpaNT58+sfdS1K2WCSGkLMlecktIKcvMzGTHslIvA/ybklWrVpWZujM9PV3hegkh5GdSWkFwAPDlyxd2LNqPWZ5KlSqxCcjExESxx7W1tbF7924EBgZi9+7dePbsGS5dusQrM2LECDg7Oyv0eoAwmOO///5Dfn4+zpw5gxo1auDZs2fscW7qf0mSkpLYsazJUn9/f7aXd7du3STeOFRRUYGenh77vXDrJoSQn0VqaipvmxILCwuFnsctx73+cQPgFO1PuHV9//4dqampvGt0UeoUMTExYcfcfrQoZG0JkJCQwI7V1dWLtY0XIYT8jPT09OSW4Wb/y83NLc3m8JTUuCQmJoYdV65cWaHX5vZbBcdM3P5N3vhOlNkkMjISANCiRQvo6uoq1AZCCCGEEELIz4mCOUiZ0tTUZIEXorSS0nAnmB0dHWWW1dXVZSvlMjIyitdIQggpR4oaBFepUiXeCmpJuIFwWlpaCrWH2wbu87lu3LjBJkxLQqVKleDk5ITbt28jOjoaS5YsYY916tQJDRo0kPl8UZp+QPb7zM7OlnhckJaWFrs5KK8vI4SQ8qjg9+Xi9gHca6aGhoZCdWlqavLOs7KyeMEc3Gt3wbLycN8Pt56i4GbeKBgQSAHlhJDfXXnfWqokxiXca72i/ZGsMRO3D1ak/61bty4L5ujYsaNCr08IIaRoVq9ejdWrV5d1M34abm5ucHNzK+tmEELIL4eCOUiZMjAwYANZ7tYokohWRwOQu6+qsbExC+aIiopSOPUlIYSUd0UNgmvatKncurkr47hBI7JwJx91dHTEHt+zZw/WrVsHgUAAQ0NDjB07Fu3atYOFhUWhb8Zxubq64vbt2wD+b5W0iooKpk+fLve5WlpaLKWzrJt63FXmBVPpc3HroJt3hJCfUcFrV2ZmpkLXM2l9AHdltrRAv4IKliu40phbv6J9lKS6FVk1Lgs3PX7B7Ry5baaAckIIKV9KalzCHTMpGsgta8xU2IBD7hiPtvMihBBCCCHk1yd/82JCSpGNjQ07fvXqlcyygYGBCpflrsoOCQkpYusIIaT84a4CLkwQHDcdsCIULc/dmoW7/zUgDKbbsGEDBAIBdHR0cPz4cYwZMwY2NjbFCuQAgM6dO4tNhPbp04fXr0jD/QxlbYsSHx/PjuPi4iSWyc3N5aVGlrQVCyGElHd6enpQU1Nj5/ICp0W4WSq4fYCxsbHEMrKIVhkDwsDFgtd4IyOjQrdPhHs959ZTFHfu3GHHBTNecbdzyc7ORmxsbLFeixBCCCAQCOSWkRfkV1rjEkX7I1ljJu74gbtdlySpqam4ceNGoV+fEEIIIYQQ8vOizBykVMlLsdmgQQM2EA0ODsa4ceMklrtz5w4+ffrEzhMSEpCQkMCbMOVq06YNTp8+DQAICAjAzJkziz1xSwgh5YGNjQ2btHv16pXMPZ25QXCvX78u1Os8fPgQbdu2lVkmJSUF7969Y+d169blPX79+nXk5eUBAHr06IFq1aoVqg2yaGlpoU2bNuw9amhoYPLkyQo918rKit1c5N485Pr+/TuioqLY+du3byWWi46OZu8RAKpWrapQGwghpDxRUlJC7dq18eTJEwBAeHi43K25cnNzWXmA3wdwn/vkyRPk5OTwgkUkefDgATuuX7++2OPc+t+/f4+UlBSFA+i42TS4W5CJaGlpsRuB3BXPBX369An3799n5wXT2xsbG6NKlSps3BISEgIXFxeF2kgIIUSytLQ0uVmVuMESkpTWuOTRo0cKlXv48CE7LjhmqlGjBjuOiIhAbm4uVFUlT9devnyZt5XZ69ev4eTkVIgWE0LIry8/Px9nzpyBn58fXr9+jZSUFJiamsLW1hZ9+/Yt1BZVc+fOhY+PDwBg1apVCm0hcufOHQQGBiIsLAzx8fHIyMiAoaEhbG1t0a5dO/Tr109iIOGnT5/QoUMHsZ9L+hkAHDx4UGqGpqSkJPj4+ODGjRt49+4dEhMToaGhATMzMzRr1gxubm5Sx3vc9yzi4+Mj9jMAcHR0xKFDh9j56dOnMW/ePADCBVeKbFETFRUFX19fhISEIDIyEsnJyVBWVoaJiQlsbW3RvHlzdO/enbdgQFHc9ohER0fD1tZWYnlZC4gjIiJw5swZ3L59G58/f0ZKSgp0dXVhaWmJVq1aYdCgQTA3N5fZnuHDh+Pu3bsA/u/3FxcXh9OnT+Py5cuIiYlBYmIidHR02LhT0t9gSkoKTp06hfPnzyMqKgqpqakwNzdH69at8eeff6JSpUq8101KSsLJkydx8eJFfPr0CZmZmahcuTI6dOiAsWPHim0fSggpfygzBylVKioq7FhSusju3buz4/DwcFy7dk1iPbt27RL7WVhYmNTX7dy5M6pUqQJAmM5yzpw5MidmCSGkvFAkCE4kODhYarmCQXDfvn0r1Aphf39/XpCCJGfPnmVlTE1NUb16dd7j3LT2BdPlF1dqaipvdXStWrVQsWJFhZ5bu3ZtdiytL3nw4AHy8/PZOffmHRf3+SoqKqhZs6ZCbSCEkPKGezPI19dX7kroy5cvsy2oNDQ00KhRI/aYvb09u+5/+/YNly9flllXXl4eb3JQ0o2patWqscmxvLw8BAQEyH5D/9+XL19YoIiSkpLECU9TU1NeeWn+++8/1jfY29tLnARs06YNOz58+LBCK8oJIYRIxw3Ik+T9+/e8DEySlNa45MGDB7wAcEnevHmDZ8+esXNHR0fe47a2ttDQ0AAgnL+SlV321KlTvPPCBuwTQsivLj4+HoMGDcLcuXNx+/ZtJCQkIDs7G9HR0QgODsbEiRMxadIktvVuSYqJicHw4cMxcuRIeHl54e3bt/j27RtycnIQHx+PmzdvYtmyZejUqZPUOaaScOTIEXTq1Alr1qzB7du38eXLF2RnZyM1NRURERE4evQo+vfvj/nz5/MCBH+07Oxs/PPPP+jatSs8PT1x//59xMXFITs7G1lZWfj06ROCgoKwfPlyODs7l8rvTNF2Ll68GL169cKOHTvw5MkTfP36FTk5OUhKSsLjx4+xdetWdO7cGYcPHy5U3ZcvX0bPnj2xceNGPHnyBAkJCby5SEmePXsGV1dXrFmzBo8ePUJiYiJycnLw6dMnHDt2DC4uLnj+/Dkrf+3aNXTu3BkbNmzAkydPkJSUhKysLLx79w67du1Cr1698OHDh6J8NISQH4iCOUip4q6eePr0qdjjNjY2vJXfs2fPFvsys23bNty6dQsAYGFhwW50btmyReoe3CoqKli8eDEre/36dYwePRoRERHFej+EEFLaSjMIrjCDxcjISOzfv1/q4wkJCdiyZQs779evn1ggCje44vLly3LTHxfG7t272U1EQNjHyJtIFeFmM/n06RMvKETEz88PwP9tBxYeHi6xfm9vb3bs4OAgd9UgIYSUVwMGDICysnB4+OzZM3h5eUktm5KSgnXr1rHzHj168K5/WlpacHV1ZecbNmzgbUlV0P79+1mmJ1VVVQwYMECsjJKSEvr378/Ot2zZIrNOQLgqb+nSpSzwsHnz5rCyshIrZ29vz46vX78usa4bN27gzJkz7HzGjBkSy40cOZJ9jo8fP8b27dtltpEQQohssvojANi5cyfvXNJNkNIalwgEAqxYsUJq4F5eXh6WL1/Ozh0cHMS2hdTU1ET79u3Zuaenp8Sg+rCwMLHxXGneDCSEkJ9NSkoK3N3deVmTqlSpgp49e8LNzY1957906RLmz59foq8dERGB/v37s6wLSkpKqFevHlxcXDBw4EC0bduWbSMZFxeHUaNGiQXv6erqYujQoRg6dChvy0lXV1f2c+4/SVkgVqxYgX/++QepqakAhFt7tWvXDgMGDICLiwtq1aoFQNh/eXt7Y8KECWL9ZvPmzTF06FA0b96c/ax69eoS21CYLCdc6enpGDFiBI4cOYLc3FwAwjFky5Yt0bdvX7i5uaFVq1YwNDQEIMyeKC/IQRIbGxsMHTqUNzbV0dGR+F6GDh0q9vyMjAy4u7vDy8uL9c1WVlbo1q0bBg4ciK5du8LMzAwAkJWVhWXLlik8/gsPD8e0adPw7ds3GBoaolOnThgwYAA6dOggdW7xy5cvGDNmDKKjo1GhQgV06dIFAwYMQKtWrVgmzG/fvuGPP/5Aamoq7t69i4kTJyIlJQUVK1ZE9+7dMWDAADg6OrIxa2xsLCZPnsx+D4SQ8om2WSGlirtK+86dO3B3d0fVqlUxbdo0tu3JwoUL8fDhQyQnJyM5ORnDhg2Dg4MDqlatipcvX/JWMCxbtgyenp548OABXr16hX79+qF58+Zo1qwZunTpwnttZ2dnzJ49G2vXroVAIMDdu3fRo0cP1K5dGzVq1ICRkREsLCzQsWNHWFhY/JgPhBBC5FA0CO7q1asAhEFwW7ZsQZMmTViZgkFwMTExyM/Px9atW+Hs7KzQajQ1NTWsX78eqqqqGD58OPuSDwgHqdOmTcPXr18BACYmJhg5cqRYHW3atIGGhga+f/+OyMhIjB49GkuXLmWDx4IiIyPh4+ODIUOG8FZJFxQfH4+DBw/yfiYQCODr66vQViuOjo6wtrZmkeceHh44dOgQG4DdvXuXBXMMGDAAmzdvRlpaGpYvX44tW7awtMd79uzhTaD27dtX7msTQkh5ZWVlhYEDB+LYsWMAhN+78/LyMHjwYF4f8PHjR8ycOZNlf9LV1cXEiRPF6vvrr7/g7++PpKQkREVFYfTo0diwYQNvO6r8/Hzs378f69evZz8bNWqU1PS0I0aMwIkTJxAXF4e4uDiMHz8emzdvlridYkZGBhYtWsSyWKmoqGDatGkS6+3duzfOnTsHADh69CicnZ152UGuXr2K6dOns/O+ffvyJje5qlatijFjxrCbi5s2bUJcXBymTJmCChUqSHwOIYQQ6c6dO4eaNWtizJgxvO1HsrOzsXXrVrbFrkhUVBSaN2+OvLw8FihfWuMSNTU1XLlyBXPnzsWiRYt446xv375h8eLF7GadkpKS1EDA0aNH4/z58xAIBAgPD8f8+fOxdOlSlob/8+fPmDNnDitvaWmJqKgovH//HqdOnUK/fv1kfYSEEPJbWL16NVvIqaamBg8PD7Hr4+PHjzFt2jRcuHBB7jaQisrIyMDkyZNZlqg2bdpg0aJFYkHkaWlpWL9+PY4dO4bs7GzMmjULgYGBbB7Q0NAQixcvBiAcf4gWsU6ePJllIJfl1KlTbK5MV1cXc+fOhaurq9j7DAkJwezZsxEbG4sbN25gz549GDt2LHvcxcUFLi4uOH36NFv81KBBA9a2krBw4UKEh4cDEI7TJkyYgNGjR0NbW5tXLj8/H3fv3sXBgwflZjKWpEGDBmjQoAE+ffoEX19fAPzPWZ6lS5eyLI/W1tb4559/xDI95uXlwcvLC6tWrUJ2djb+++8/NGvWjJe5UpLNmzcjLy8PU6dOxdixY3m/J2kZU7Zt24bs7GxMnDgRf/31F9TV1dljr1+/xujRoxEfH4/ExERs27aNZbP08PDAwIEDeeP6e/fuYdy4ccjIyMDr169x7tw5XtALIaR8oWAOUqratGkDNTU1tsVJSEgIQkJCMG7cODbpamlpid27d2Py5MmIiYmBQCDA/fv3xVYYTJs2DS1btoSenh5GjBiBzMxMvHv3Du/evYOKiopYMAcgHBBXqVIFy5cvR2xsLAQCAV68eMFL07lu3TpMnz4df/zxRyl+EoQQopiSDoLz8PDArl27cPfuXbx9+xb9+vVDixYtJAbBcf39999YuXIlVq5cib1798LBwQHa2tr48OEDwsLCWES8qqoqVq5cyaLluQwNDTFz5kysXLkSgDANca9evVCzZk3Y2tpCV1cXOTk5+Pr1K96+fctuDMoLiti6dSsyMjLYa6SkpCA/Px++vr6YNGmS3AGeiooK5s6di/Hjx0MgEODDhw/o2rUrWrdujby8PFy5cgW5ubnQ1tZG79698f79exw/fhxXr15Fz5490aBBA7F0yfb29ujdu7fM1yWEkPJuzpw5ePr0KZ48eYLc3Fz8888/2LlzJ+sDIiMjcf/+fbYqSVVVFStWrJA4uWhqaop169ZhwoQJyM7OxpMnT9CtWzfWX2VkZODevXuIi4tjz3F0dMSUKVOkts/AwABr167FuHHjkJ2djfv376NTp05o3bo1L1vTqlWr8ODBAyQmJrKfTZo0ibdVGVebNm3QrFkzhIaGIisrCyNHjoSDgwMqV66Md+/e8YIrHRwc4OHhIfNznDZtGt6/f49Lly4BEAaInDx5Eo0aNUKVKlVQoUIF1KhRA507dy7xbcgIIeRXY2pqio0bN+LIkSNo0qQJ9PT0kJSUhPv377PrfI0aNfD27VsAwmxQoaGhsLCwYMETpTUu+fPPP3Hw4EH4+vri0qVLcHJygrGxMeLj4xEaGsrGLKKy3AB8Lnt7e4wYMQIHDhwAINzu7MaNGywo5caNGyy9fMOGDTFt2jQWTL948WLcuXMHBgYGmD17NgsAIYSQ38n79+95wX3Lli1Dnz59xMrZ29tjz5496NOnT4lladq3bx8LIunUqRP+++8/3k1zEV1dXXh4eCArKws+Pj6Ij4/HsWPHMG7cuGK3IS0tDWvWrAEgDGTZu3ev1LGPk5MT9u3bhz59+uD79+/YvXs3hg0bBi0trWK3QxG3b9/mbZm5bt069OjRQ2JZZWVlODk5SdyGs7Tdv3+fBYBYWVnh2LFjEhcRqKioYMiQIdDU1MS8efOQl5eHLVu2YPfu3TLrz83NxbRp0zB+/Hixx7hBGlzZ2dkYP368xDFzrVq1MHv2bPz9998AhAvQAOHY2M3NTax806ZNMW7cOGzatAmAcLttCuYgpPyibVZIqTI3N8fmzZtha2srM9rVzs4OAQEBmDt3Lpo2bQpjY2OoqqpCU1MTNWvWxMKFC1nHZm9vj+PHj6NVq1ZsX1FZOnfujEuXLmHlypXo1q0brKyseJOmOTk5WLt2rcL7bhNCSGkSBcGJhISEwMvLizcRKAqCq1SpEgCwIDhvb29egMHkyZPRpk0bzJ49m0W3v3//HkeOHJGbkrdDhw7w8PCAmpoavnz5An9/f5w8eRL37t1jgRz6+vrYtGkTb9uSgtzd3bFs2TJexpE3b97g3LlzOH78OLy9vXH16lU2YSpPVFQUTp48yc4nTpzIouI/ffqEe/fuKVRPu3btMH/+fLZaLz09HefPn8elS5eQm5sLJSUlLFq0CEZGRpg6dSpbUfH+/Xv4+vryPudatWph27ZtEgfrhBDyM9HS0sKBAwfQrVs39jNuHxAaGsoCOUxNTbF161Z07dpVan2tW7fGrl27WH+Vl5eHu3fv4uTJk/D392eBHEpKSujTpw92794tdeJKpHnz5ti5cydMTEwACCcuAwMDedsvXr58md3gU1NTw8yZMzFhwgSpdSopKWHTpk2oU6cOgP/rV/38/HiBHG5ubti7d6/cNqqoqOC///7DpEmT2KRoTk4O7t69i9OnT2PPnj2YN28eOnToIHGrL0IIIf9n/fr10NbWRlxcHAICAuDl5YWLFy+y6/yECROwbNkyVj45ORnnzp0Tu0lX0uMSQJgFcceOHTA1NUV6ejqCgoJw4sQJXLlyhY3fVFRU8Ndff/EyPEkyd+5cDB48mJ1//foV586dQ2BgIAvkqFy5MjZu3IjmzZuz7Tfz8vJw7tw5HDlyROpKXkII+dWdOnWKbXllb28vMZBDpFq1anB3dy+R183JycGRI0cACG/AL126VO7c0PTp09kipLNnz5ZIO7y9vdkWlEOGDJEayCFiY2PDbtwnJyfjxo0bJdIORezdu5cdd+/eXWogR1nbt28fO54zZ47EQA4uNzc3tkDv5s2bSEpKklnezMyMlxFFEcbGxjLHtZ07d+bNKdepU0diIIdIz5492fHjx48L1RZCyI9FmTlIkUyePFmhVPaA8IZZu3bt5JbT1tbGqFGjMGrUKLlla9euzaILFaGhoYG+ffvyVlWkpqZi69at7AuEp6cnGwwTQkhZEQXBbdy4Ee/evWOZjQoSBcGdOHECQUFBiIiIwLdv36CiogJLS0v079+frdays7PDsWPHsG7dOty7dw/fv39XqC2DBw9GkyZNcPz4cdy+fRtfvnwBINxztF27dhg2bBjbmkSWAQMGoHPnzvD398etW7fw5s0bJCQk4Pv379DT04OxsTEsLS3h4OAAR0dHVK5cWWpdmzZtYp+JhYUFBg0aBH19fXYzzMfHB46Ojgq9vxEjRqBJkyY4dOgQQkNDER8fD3V1ddjZ2WHs2GammRAAAQAASURBVLFo2bIlAMDIyAheXl7YunUrgoODERcXBx0dHVSrVg3dunXD4MGD5d7YI4SQn4WOjg42bdoEd3d3nDlzBnfv3kVcXByysrJQoUIF1KpVC23btkXfvn3F0uBK4uTkhPPnz8Pb2xvBwcF4/fo1kpKSoKmpCXNzczg5OcHV1RV2dnYKt7F58+YIDAzEkSNHcOnSJURGRrJ9oQFAU1MTFStWRIsWLTBs2DDY2NjIrdPIyAgnTpzA0aNH4e/vj3fv3iEvLw8VK1ZEo0aNMHDgQDRs2FDhNiorK2Py5MkYPHgwfH19cefOHURERCApKQlZWVkAhBOnEyZMwJkzZ8TSMBNCCBFycnLCqVOnsHv3boSEhCAhIQF6enqws7PDiBEj2Hf2+fPnY9euXcjMzESDBg14gYkiJTkuEWncuDH8/Pzg5eWFS5cuITo6GhkZGTAzM4OTkxOGDBmCevXqya1HWVkZHh4ecHV1xalTp3D37l3Ex8fj+/fvMDAwQIMGDbBgwQLWpvXr18PW1hbHjx9HTExMIT9VQgj5tYSGhrJjFxcXueVdXV2xffv2Yr/u06dP2RbEzZs3h7GxsdznmJubo3r16oiIiMCbN2+QmprKCzQsiuvXr7Nj7g16WZycnODl5QUACAsLQ+fOnYvVBkVkZ2fj7t277HzYsGGl/ppFkZubi9u3bwMQZlRR5N4WADRr1gzv3r2DQCDAgwcP0KFDB6llu3Tpwts+ThHt2rWTOf+oqamJqlWrsmxlsjIyA8LFglpaWsjMzERycjLS0tIocyQh5RQFc5Dflp6eHmbOnIkzZ87g69eviIiIQEpKCvT19Uv8tWbMmCF1729CyO+htILgRo4cyYI2ZClsEJxIzZo1sWjRokI/ryBDQ0MMHToUQ4cOLXIdL1++hL+/PzufMmUK1NXV0blzZyxduhQZGRm4cOECFi9erHB6yLp162LVqlVyyxkZGWHhwoVYuHBhkdtfVNSHEELKQqNGjeTu86soTU3NYvcBBenr62P8+PEse1/79u0RHR0NQJgiVpF9pQtSV1dXuF9VlImJCcaMGYMxY8awn3358gWzZ89mKfj37t0rd+uWorCcEEL9ByGk1L169arUX8PGxkbud3Z3d3eFVlqXxLikICMjI16fVBwNGzZUKHhQlPHjr7/+KvZrSkJjEELIz0IgEODly5fsXJFraLVq1WBoaMjbqrEoHj58yI6/fPmCf/75R6HnibJoCAQCfPnypdjBHOHh4ez4xIkTbHsQWUQLtgD8sKDAFy9esAVmWlpacjOIlJVXr16xDFuirUUV8eTJE3bM/XwlqV+/fqHbVbNmTblluPe2FC0vymaWnp5OwRyElFMUzEF+a6qqqqhYsSKLoFV0tTohhJAf799//2VpM2vWrInevXsDEAa1dO3aFadPn0Z6ejouXLhA+zwSQggptypWrIj58+ezVYPcyVdCCCGEEEKI4lJTU3lZbRXJqgQAlSpVKnYwh2jbSEAYAFCUAMdv374Vqw3p6em8LSe5WxMrShRcUtoSEhLYccWKFQudmeJH4f5ek5OT2VY6hSHv91qhQoVC16lI0A/3M1UkMINbXlp2aEJI2aPN3clv7eHDh+xLlr6+vkKp0AghhPx49+/fx7Vr19j5tGnTePuQcoM3ijLIIoQQQn4kS0tLdkwB5YQQQgghhBSNKIOCiKampkLPUzSjqyzcrR6LKi8vr1jPT0tLK/M2KIobdKLIlp1l5Uf8XhX9O+VSUlIq1fKEkPKrfIa+EVLKUlNTMX36dISEhCA3NxeA8EYg98YgIYSQ8mPDhg3suFGjRujYsSPvcUdHR1hYWCA6OhqPHz/Gxo0bMWXKFKioqPzophJCCCFyifanBoRpngkhhBBCCCGFVzAoICsrS6FAAdHWEsXBDQgZPnx4mWzNWzAo5e7duzAwMPjh7VCEjo4OOy4YhFOecP9+bG1t4efnV4atIYQQysxBflNZWVm4ceMGSx1Vu3ZtTJ06tYxbRQghRJLg4GA8ePCAnc+YMUOsjJKSEkaOHMnOt2/fjnbt2mH8+PHYtm3bj2gmIYQQIteDBw8waNAgrFmzhv2sb9++ZdgiQgghhBBCfl56enpQU1Nj558/f1boeTExMcV+bRMTE3bM3ULkR9LX14e6unqZt0MR3M/ry5cvbJFtecPN3l6eP09CyO+DgjnIb0lJSQlaWlqoVasWJk+ejKNHjyq0hxghhJAfKz8/Hxs3bmTnrVu3hqOjo8SyQ4YMQevWrdl5bGwsgoODcfv27VJvJyGEEKKImJgYhIeHs3M3NzexbFOEEEIIIYQQxSgpKaF27drs/NGjR3Kf8+HDByQnJxf7te3t7dlxeHg4BAJBsessbju4i6GKozS26KhTpw40NDQACDOjKPK7KgmFfS916tRhATJfv37Fx48fS6NZhBCiMNpmhUh04MABpKSkAAC6du2KmjVrlnGLSpaJiQkePnxY1s0ghJBfxsmTJ/HixQt2PmLECFhbWxe73rNnz+L169cAhIMvSVk5RFRVVbFz506cPn0aZ8+eRUREBJKSkgAIg0L27t3L0mi6urrC0tKy2O0jhBDy6/P398e7d+8AAE2bNoWTk1OR61JSUoKenh5sbW3Rt29f9OnTp6SaSQgh5camTZvYnBIALF68WGK5gwcP4v79+5gwYQLt604IIaTImjVrhidPngAA/Pz8MHToUJnlfX19S+R1HRwcoK+vj5SUFHz58gXBwcHo0KFDsesVBTwAUCh7Rdu2bXH//n0AwLFjx9CvX79i96vcNoiymxeXuro6mjVrhuvXrwMAjhw5AgcHhxKpW5bCvhdNTU04OTmxdh49ehTz5s0rtfYRQog8FMxBxOzdu5el/e3SpQsmTZpUxi36+f37778K7dX3s1iyZElZN4EQUgqCg4OL/NwbN27gwoUL7LxLly4lEszh4uICFxcXhcsrKyujX79+6NevH+/n//33H7Zs2QIAGDBgwE8VyOFR1wOa+Zpl3YxC25i0UX4hQggpIcXpw2S5c+cOZs2ahfz8fNStWxejR48uVn3du3dH9+7dS6h1sv1qY5CSROMZQkrX6dOnERsby865wRzbtm2Di4sLPn36hGvXrmHUqFFiN5xevXr1w9paWKtXr8bq1avLuhmlrjz0IXStJoQoql+/fti9ezcA4OHDhzhz5ozUuaSPHz/iwIEDJfK66urqcHd3x+bNmwEAS5cuRf369WFubq7Q8xMSEnhbj4gYGhqy49jYWLnza4MGDcLOnTuRkpKCZ8+ewdPTE5MnT1aoDYmJiTAwMICKiorUNsTFxSlUlyJGjRrFgiT8/f3RoUMH9OjRo8Tql0RfXx/KysrIz89HUlIScnJyeFvzSDJ27FjWzsOHD8PZ2RktWrRQ6PXi4+Nhampa7HYTQogIbbNCeB48eIANGzYAAJo0aYL169fT6ghCCCGlZvjw4bC1tS3Uv0+fPhXqNW7duoVt27YBAJydneHh4VEK74QQQsiPNHfuXNja2sLOzg4dOnTAokWLWPaMkhIXF4eZM2ciPz8fFhYW2LFjB3R0dEr0NQgh5HezcuVK9n1+/vz5aNKkiczyoaGhsLW1Re3atdGyZUuMHDkSgYGBRX79zZs3w9bWFvXr10e7du0wY8YMPH78uMj1EUIIKXvVqlWDm5sbO1+4cCF8fHzEyj158gSjRo1CRkaG3Jv5iho1ahTLah4bG4u+ffsiMDAQ+fn5EssnJibCy8sLffr0wZ49eySW4WZJP3/+vNw26Onp8TJHeHp6Ys6cOfj8+bPE8gKBAGFhYfDw8EC7du2QlZUlsw2PHj2SWldhtWjRAl27dmXnf//9Nzw9PVkmXa78/HyEhIRg4sSJSE1NLfJrqquro2rVqgCEmTkuX74s9zmOjo4si2Jubi7GjRuHHTt2ID09XWL579+/4/Llyxg/fjzGjx9f5LYSQogklJmDMImJiZg+fTpyc3NhY2ODrVu3sr3BCCGEEFn+++8/AMKVavv27Ss3/UdsbCz+/vtv5Ofno169eti0aZPYagNCCCE/r+zsbHz69AknTpxAYGAg9u7dy9szuqjy8vIwc+ZMfP36FQYGBti1axfMzMxKoMWEEPLrE61kdXNzY1smAkBQUBC8vb0BCLPlDRkyROE6BQIBEhISkJCQgDt37uD58+eYOXNmkduYk5ODz58/4/Pnz7h48SL+97//lUhqfEIIIWVj7ty5CA8Px/v375GdnY25c+diy5YtaNiwIdTV1fH27Vs8fvwYAoEAnTt3RnJyMu7evVvs19XR0cG2bdswcuRIfPr0CfHx8Zg2bRoqVKiAhg0bwsTEBAKBAN++fcPbt2/x8eNHFughbfvGLl26wMvLC4Bwi49nz56hbt260NLSYmUGDx4MKysrdu7m5oaoqChs3boVgHArmbNnz6J27dqoXr06tLW1kZGRgdjYWLx48UJucISpqSkaNWqE8PBwfP/+HS4uLmjdujVMTU2hrCxcI25paVmovlxkxYoV+Pz5Mx4/foy8vDxs3rwZe/bsQePGjVGxYkUIBALExsbi6dOnSE5OBiD8HlAcXbp0wfbt2wEIA0h8fHxgZWXFC+qZM2cO7zn//PMP4uPjcfPmTeTk5ODff//Ftm3bYG9vj8qVK0NdXR0pKSmIjIzEmzdvkJ2dDQCoV69esdpKCCEFUTAHASDsDP/++298+fIFpqam2L17NwwMDMq6WYQQQn4yL1++BACFb3h17NiRRftfuXJFLNJfR0cHlpaWqFSpEvT09KCpqQldXV2F6ubeiLOwsMDOnTvLPFUwIYSQktG8eXNoa2sjNjYWV69eRW5uLlJTU+Hh4QFvb+9iZxf877//cPfuXairq2PLli2wsbEpoZYTQsjvISsrCx8/fmTjgsTERCxatAgA0KhRI3Ysj7m5OYYOHYqsrCzcunULX758AQDs2rUL3bt3R506dQrVLnt7ewwdOhTJyckIDg5GZmYmcnJy4OHhgZYtW0JT8+fb3pAQQghgYGCAAwcOYMKECXj69CkAICoqClFRUbxy7du3x6pVq0o0e4KlpSW8vb2xZMkSXLhwAQKBAElJSbhy5YrU5+jr66NWrVoSH2vZsiV69uyJc+fOARBmxnj06BGvTNu2bXnBHAAwdepU1KxZE6tWrUJcXBzy8vLw7NkzPHv2TGo77O3tpWYpWbBgAdzd3ZGeno6UlBT4+/vzHnd0dCxSMIeuri4OHTqEFStWwNvbG3l5ecjIyMDNmzclltfQ0GABJEU1ZswYXLx4Ee/evUNOTg6uXbsmVqZgMIe6ujp27twJT09P7Nu3D5mZmcjMzERoaKjU11FTU0PDhg2L1VZCCCmIgjkIAGDr1q24efMmdHR0sGvXLlSuXLmsm0QIIeQnkpGRgXPnziEkJARVqlSBhYWFQs9zd3dHXFwcpkyZwgI5KleujP79+6N9+/aoVatWkQdsmzZtwr1792BoaIjdu3dL3IeUEELIz8nFxYXtgx0SEoLRo0ezycqwsDC5aftluX79Onbs2AElJSWsWbMGTZs2LalmE0LIbyExMRGbNm1CWloaOnfuDECY8v7r168wNzfH5s2bFc7kZ21tjcWLFwMA0tPTMWTIELx8+RICgQCHDx/GihUrCtU2Z2dnODs7AwDevHmDgQMHIj09HXFxcbhw4QLrWwghhPx8zM3NceLECZaV4tWrV0hNTYWJiQlq164NV1dXdOnSpVS2lTc0NMT//vc/vH79Gv7+/ggNDcWnT5+QnJwMZWVl6Ovrw8rKCnXr1kWLFi3QsmVLaGhoSK1v/fr1aNu2Lfz9/fHixQskJSXh+/fvctvRvXt3dOzYEf7+/rh58yaePHmCxMREZGRkQEtLC+bm5rCxsYGDgwOcnZ1RrVo1qXXZ2dnBz88Phw8fRmhoKKKiopCRkYG8vLwifUZcmpqaWLZsGUaOHIkzZ87gzp07iI6Oxrdv36CmpgZTU1PY2tqiRYsW6N69u8ILu6TR09PDqVOncPToUVy7dg0RERFITU1FTk6OzOepqKhg6tSpGD58OHx9fXH79m1EREQgKSkJubm50NHRgYWFBWrVqoVmzZrB2dkZRkZGxWorIYQUpCQobn4i8tPLzMzE3r17kZ+fj+bNmxdr4vN3FxsbizZt2oj93NXV9ZdaDb5kyZKybgL5AaT9PV+/fh3m5uZl0CJSnk2ZMgUXLlyAkpIS/v33X3Tv3l2h52VkZMDNzQ3v378HAIwYMQJ///13sbdpSUtLw/79+yEQCODs7FwiKfdLm7T/c+0T2kMz/+dbIbgxaWNZN4GUEeo/SFmYOXMmW7k2cOBA/PPPP0Wu68iRI0hMTISNjY3C/VlZ+l3GICWJxjPlF/Uhv4Y2bdogNjYWurq6OHXqFMLCwrBgwQJoaGjg8OHDxfpufvPmTfzxxx8AhDdmbt26JfNmmDz//vsvduzYAQBo1aoV9uzZU+S6fkbluQ+hazUpjF+p/4hPj4fZ+h+/vV/crDiY6pj+8NclhBBCiGyUmYNAS0sLEydOLOtmEEII+YlZWFigffv2GDx4sMQJFGmOHz/OAjnc3NywYMGCEmmPrq4uJk2aVCJ1EUIIKf/69evHgjkCAwOxcOHCIgcGDh06tCSbRgghv52aNWuiefPmGDduHKpVq4YqVaqgV69eUFJSKnbQdsuWLWFhYYHo6GikpqYiKCioWIF3/fr1Y8Ecd+7cQVxcnMJbRhJCCCGEEEJIaSveRlOEEEIIIRDuK7lt27ZCBXIAwlUyIhR8QQghpKiaNWuGihUrAgBSUlJk7k9NCCGkdO3Zswdr1qyBjY0NAOH+8RoaGsUO5AAAJSUl9OrVi537+fkVqz4rKys0atQIAJCXl8cCAwkhhBBCCCGkPKDMHCXE1tYWmpqaMDY2hr29Pfr374+WLVvKfM7+/fuxatUqAMKBbWBgICwtLaWW//79O/bs2YPg4GBERUUhPT0dSkpKMDc3h5OTE4YMGYK6desq3OacnBz4+fkhKCgIL168wNevX6GqqgpTU1M4ODigR48eMt/D2rVrWfrJ9u3bY9u2bRLLff78Gb1790ZqairMzMwQGBio0B5nN27cQEBAAB48eID4+Hjk5ubC2NgYdevWRYcOHdCrVy+oqakp/H4B4Nq1awgKCmJ1pqWlQUtLC5aWlrCzs2N7p6qq0n8NQghRxMOHD+Hn54fQ0FDExcUhKysLFSpUQM2aNdGuXTu4ubnJTM8bExMDQLi3qIWFRZHbsXnzZnh6egIA+vTpg9WrV4uVyc/Ph7u7O+7evQtlZWUcO3YMDRs2VKh+6j8IIb+L4cOH4+7du8Wqw9HREYcOHZL42Js3b3D69GncuXMHMTExSE9Ph6GhIapVq4bWrVujf//+qFChQqFfU1lZGb169cKuXbsAAL6+vujSpYvc54WGhmLEiBEAhFmmgoODJZbbtGkTG+/MmjULY8eOVahdL1++xLlz5xAaGorPnz+zPaDNzMxQp04dtGzZEl27doWenp5C9RFCyM9AIBDA398fZ8+exbNnz5CcnAwdHR3Url0bLi4ucHV1hbKycH3Z169f0bp1a+Tl5cHNzY3Nk8nSu3dvbN++HYBw7igxMbFY+9O7uLggPDwcgLD/GD16dKHrSE9Ph7e3N65du4Y3b94gKSkJmpqaMDc3h6OjI1xcXNCgQYNC1ZmWlgYfHx/cunULr1+/RlJSEnJycmBoaAgbGxs0bdoUXbp0Qc2aNQvdXkJI+WWsbYy4WXFl8rqEEEIIKX/ojkMJysrKQnR0NKKjoxEYGIhJkyZh8uTJEsumpaWxgScADBo0SGYgx5s3bzB58mSWip4rKioKUVFROH36NP766y9MmTJFblsfPXqEWbNmITIykvfz79+/Iz09HR8+fIC3tzdatmyJ9evXSxwUt23blgVzhISEIDs7W+Iqi8qVK2PmzJnw8PBAXFwcNm7ciEWLFklt29evXzFz5kzcuXNH7LHPnz/j8+fPuHz5Mnbs2IH169fDzs5O7vt98+YN5s6di6dPn4o9lpqaiufPn+P58+fw8vJC9+7dsXHjRrl1EkLI7ywjIwMLFixAQECA2GOxsbGIjY3FzZs3sX37dqxYsQLOzs4S69HR0QEg7ENzcnIKHaRXGMrKyli1ahV69OiBrKwsLFq0CGfOnGETyZJQ/0EIISUjNzcXq1evxtGjR5GXl8d7LD4+HvHx8bh79y527dqF+fPno0+fPoV+jezsbHZ848YNJCUlFSkwRJJJkyYhKCgIr1+/hqenJ7p37y4zCDElJQVLlixBYGAgBAIB77GcnBx8+PABHz58QGBgIDZt2oRbt26VSDsJIaSsffnyBVOmTMGjR494P09OTkZISAhCQkLg5+eHbdu2QUtLCxcvXmT9QufOnRV6jZycHHacm5uLc+fOscC8ouD2H69evcLLly9Ru3ZthZ9/5coVLFq0CPHx8WL1pqSk4M2bNzhy5Ah69uyJ5cuXQ0tLS26dx44dw8aNG/Ht2zexx0T9ZkhICDZv3oxdu3YVOkMiIaT8UlZShqmOaVk3gxBCCCHlBAVzlJChQ4ciMTERISEhSEpKAgBs2bIFzs7OsLe3Fyu/Z88eVk5bWxvjx4+XWvfjx48xatQopKWlsfJOTk4wMTFBXFwcQkNDkZmZiby8PGzZsgUCgQBTp06VWt+9e/cwduxYZGZmAhCmqLS3t4eNjQ1ycnLw6NEjFuRx69YtDB48GMeOHRML6GjcuDH09PSQmpqKjIwMhISESB08DhgwALt378anT59w4sQJTJw4UWKASEJCAgYPHswLMrGysoK9vT3U1dURERHBJgQ+fPiAESNGYPfu3XBwcJD6fkNDQzF+/Hikp6ezn1WuXBl2dnYwNDRERkYG3r9/j1evXiEnJwffv3+XWhchhBAgMzMT7u7uePz4MfuZmZkZmjRpAm1tbURGRiIsLAx5eXmIj4/HhAkTsGHDBnTt2lWsrvr16+PZs2fIysrC5s2bMWPGjFJte5UqVTBkyBDs3bsXr1+/RnBwMDp27CixLPUfhJDfUceOHVGzZk08fvwYT548AQBUr14dzZs3l1j+zp07ePfuHQDAzs4O9vb2qFq1Kq9Mfn4+Jk+ezMt6YWhoCEdHRxgYGCAmJgahoaHIyclBSkoK5s6di5SUFLi7uyvc7rS0NJw6dYqd5+TkICAgAEOHDlW4DllUVVUxc+ZM/Pnnn8jKysL+/fuxYMECiWVjY2Ph7u7OC8TX19dH48aNYWpqitzcXHz+/BnPnj1DWloa9R+EkF9GTEwMBg8ezLLvqampoXnz5jA1NUVERAQePnwIQNh3rFmzBh4eHjh//jwAYZC3vAy3Ivv27eOdnzlzpsjBHPn5+Th48KBYfYoGcwQEBGDWrFksIEVFRQUODg6wsrJCRkYG7t+/j7g44Qr7c+fOITo6GgcOHICGhobUOpcvX87LcKWiogI7OztUrVoVGhoaSExMxIsXLxAdHQ2AH4xCCCGEEEII+bVQMEcJWbx4MQDhyuIZM2YgKCgIAoEABw4cwIYNG3hlExISsH//fnY+atQoGBtLTmOWnJyMCRMmsECOXr16wcPDg7dNybdv37Bw4UJcvHgRALB9+3a0bt0ajRs3Fqvv27dvmDlzJgvksLa2xoYNG1C/fn1eOT8/PyxatAhZWVn48OED5s+fz8skAggnNFu1aoXAwEAAwhT00oI5VFRU4Obmhv/++w/Z2dnw8vKSGMAyb948Fsihra2N5cuXo0ePHrwyT548wfTp0xEVFYWMjAzMnDkTfn5+0NfXF6svJiYGU6dOZTfiqlSpgiVLlkhs57dv3xAYGIiPHz9KfA+EEEKE1qxZwwI5VFRUMGfOHAwfPpyX4eLDhw+YMWMGnj17htzcXCxYsAD169dHlSpVeHUNGjQIp06dQl5eHnbs2IEnT55g2LBhaNGihUIr1opi8ODB2Lt3LwDg8OHDEoM5qP8ghPyuRAEUmzdvZsEcDRo0YOOdgubOncuCOZydnSVmJhRtFSkybtw4TJ48mZfVLz4+HnPnzsXNmzcBCLd0bNiwocIp6U+cOMELvgOEN+NKKpgDEL6/SpUqISYmBt7e3pg5cyY0NTV5ZXJzczFt2jQWyKGpqYnZs2djwIABYtmnsrOzcfPmTXh7e5dYGwkhpCzNnj2bBXJUqVIFe/fu5QX4Xbp0CVOnTkVeXh5OnTqFQYMG4d69ewCE11hJ2V4LiouLg7+/P+9nT58+RUREBGxsbArd5kuXLuHTp0+8n507dw5///23zAx+ABAZGYkFCxawQA57e3usX7+e957z8/Nx4MABrF27Fvn5+QgPD8e6deuwcOFCiXUeO3aMF8jRrVs3zJkzB5UqVRIr+/r1a5w4cUKsLyKEEEIIIYT8OmSPSkihaWpqYuXKlSzY4vLlyywQQ2Tr1q3IyMgAAFSoUEHmXpw7duxgaRqdnZ2xdu1aXiAHABgYGGDjxo1wdHQEIBwoFgwgETlw4ABiY2PZ8/bv3y8WyAEI9x9dv349O79y5QobYHO1bduWHV+9elXq+wDAW2EhCjzhCgkJwfXr19n5xo0bxQI5AOGKv/3797N9pWNiYsRWUYhs2LCBZUCxsLCAl5eX1IATAwMDDBo0CHPmzJH5Pggh5HcWGRkJLy8vdr5gwQK4u7uLTXRaW1tj3759LAV9WloatmzZIlZf3bp1sWTJEnaD6/bt25gwYQIcHBzQrVs3/PHHH/j777+xaNEi3o3A4rCysmLtCgsLk7gimvoPQggpGWlpadi6dSs7Hz16NGbOnCl2w87U1BTbtm1jWyjm5uZKHdMUlJeXh8OHD4v9/NGjR/jw4UPRG1+AkpISnJycAADp6elshTmXj48PHjx4AEC4In3Pnj0YOnSoxG3E1NXV0b59e4n9IyGE/GxCQkJw9+5ddr5mzRqxTE2dOnViGTRycnKwaNEiFgjRqVMnhV7nyJEjvG1WRPz8/IrU7oJZPgBhwIikrX8L2rJlC5vfq1q1qljwCiDc6nHUqFG8scKRI0cQFRUlVt+3b9+wbt06dj5o0CBs2rRJYiAHANSqVQsLFy5Eq1at5LaVEEIIIYQQ8nOiYI5SYGhoiO7duwMQZuoQZa4AgKioKJw4cYKd//XXX2LBGSI5OTk4efIkAOHE4cKFC6WuClBVVeVF9d+/f5+tkBMRCAS8154wYYLUASEgHEhzb1wdO3ZMrEybNm1Ymz59+oS3b99Kra927dqs7PPnz9lNMhHuzcH27dvzAkUKqlKlCv788092fvz4cbG9qGNjY3mfvYeHB0xMTKTWSQghRL4TJ04gPz8fAFCnTh0MGTJEalkDAwPMmjWLnZ87dw6pqali5QYOHAg/Pz+MHj0a5ubmAIQ35t69e4ebN2/Cz88PJ06cENt3uziqV68OQLgqWrTyXIT6D0IIKTlnz55lN7pMTExkbgeprq7OywASGhoqNqaR5MKFCyzVfIUKFXgZCs+cOVPUpksk6j8AsKANLlHmJwAYOXIkmjRpUqKvTwgh5RX3euvg4CD1+te/f392LMr2p6GhAWdnZ7mvkZmZiePHj7Nzboa9s2fPis0LyfP48WOEh4cDEAbgcdsgr/9ISUlBQEAAO//777/ZoiNJRowYgZo1awIQLsLizs+JeHl5sSxTFhYWUrfzIoQQQgghhPw+KJijlPTp04cd+/j4sONNmzaxFQQWFhYyb4KFhYWxm16NGjWClZWVzNe0tbVF3bp12XloaCjv8YiICJblQ0VFBS4uLnLfB3eQzV1hIWJkZMRWzwHCDB7SaGpqwsjIiJ0XTGPJbW/fvn3ltq1v374sOCQ+Pl5sovf27dvIzc0FIFwhLm1FNSGEEMWFhISw4z59+kBJSUlm+U6dOsHQ0BCAMHBCNFnKJRAI8OTJE4SEhLDsUaWtYsWK7FjUN4pQ/0EIISWH22/06NFDbip4e3t71KpVi50XHNNIwt3CcujQoRgwYAA79/PzK/TNPVlk9R/R0dG8McmwYcNK7HUJIaS842Yr6tatm9RyNjY2LEueSIsWLaCjoyP3NXx8fJCcnAwAsLS0xJo1a6CtrQ1AeA2WlFFWFm4AXs+ePTFmzBh2funSJRaMKEl4eDiys7MBCAMJ27VrJ/O1lJWVeXNdkvq3GzdusOP+/fsrtO0MIYQQQggh5NdGwRylpHHjxrC2tgYgDMqIjIzEixcvePt6FtwnuqCXL1+y44YNGyr0utxyL1684D32/PlzdlytWjVUqFBBbn3cVW3x8fESb7JxM2hcu3ZNZn3cVJgqKirsODY2Fl+/fpX4utIYGRmxzxjgvz+AP5Eg2oKGEEJI0QkEAl7f1KhRI7nPUVNT4wX9FbxWp6enY8yYMZg9ezZ7zMLCAsOHD8emTZvg4+ODO3fu4OHDh5g2bVrJvBGAl+nq27dvvMeo/yCEkJLDHZMo0m8A/LFAwX6joLCwMJa5SVNTE0OHDkXnzp3Zzb1Pnz4hLCyssM2WSlb/wc0gZW1tzQv8IISQX1leXh5vW6sGDRrILF+vXj3eeefOneW+hkAgwIEDB9j5qFGjoKuriy5durCfFSYb0+fPn3lbAI8ePRpNmzZlgSYZGRm4dOmS1Odz+yd7e3uoqqrKfc2C/VvBYENRphIAaNasmfw3QQghhBBCCPnlUTBHKXJ1dWXHvr6+2LBhAxuo1apVS25mjJiYGHZcuXJlhV6Tu21KYmIi7zHuuaL1mZiYQENDg50X3BoF4AdzhIeHi01qinz+/Jn3mCiVfsG2FczgIQt3NUfBtnGDQywtLRWqjxBCiHSpqam8oLyCK+qkkXWtnjlzJm7evAlAuC3L2rVrcfnyZSxcuBDdunVD3bp1YWRkBC0tLblZQAqDu91LwXqp/yCEkJLD/Z5fEv1GQdysHK6urjAyMoKOjg46derEfu7n56dga+WT1X8kJCSw4ypVqpTYaxJCSHmXlpbGtmIE5F8D69Spw45VVVXRvn17ua9x5coVFjBiaGgINzc3AODNrV24cAHfv39XqM0HDx5EXl4eAKB169aoVasWlJSUePXJ6j+KMsfG7d9ycnLYliqA8DPMyspi5zQOIYQQQgghhAAUzFGqXF1d2cqtgwcP8tIlTps2jbeqSxLuoE5eOmIR0Qq0gs8HwEsPqaWlpVB9BcsWrBMA6tatCzMzMwBAbm4uuylX0IULF9ixtbU1jI2NJdZbmLbJer/cc245QgghRVMwzbCi12tp1+o7d+6w7bk0NTWxf/9+uLi4yO0fS0J0dDQ71tfX5z1G/QchhJScooxBZH3H54qKisLly5cBCDNmjBo1ij3GDawPDAxkqfCLS9H+Q5HtAggh5FeRmZnJO5d3vedm5mjatCnbllGWffv2sePBgwez13BycmILm1JTUxEUFCS3rrS0NJw8eZKd//HHH+yY23/cuXMHcXFxEusoSv9WsBy33yjY39E4hBBCCCGEEAJQMEepqlSpEkuLyF3B1ahRI3To0EHu83Nzc9kxNzpfFu5gsuAEIncgWHCgLQu3rLRJSWdnZ3YsujHHlZ2djYMHD7Lz7t278x7n1luYtsl6v7q6uhLLEUIIKZqCE4qKXq+lXatFN+AAoF+/fqhbt24xW6iYvLw8vH79mp1bWVnxHqf+gxBCSk5RxiCyvuNzHTx4kK0Eb9++PW8LRicnJ7bNSUpKCoKDgwvTbKm428bI6j9kBaEQQsivpuACJHlzWNxsf4psJ/LixQvcvXsXAKCuro5hw4axx5SUlNC7d292rshWK6dOnUJaWhoA4QKl5s2bs8eqVq3KtgXLy8vD2bNnJdZRlP6tYDluH1ewv6NxCCGEEEIIIQSgYI5S16dPH7GfzZo1q9D1fP78WaFyX758YccVKlTgPcbduoS7hYssX79+5aWoLFinCHerlRs3bvDSawLAzp072XvQ0tLC0KFDpbYtKytLbIsYabgr4wq2jZv5IyoqSqH6CCGESKenpwc1NTV2rmjfJO1a/fHjR3bs6OhYrLYVZguW8PBwNpGqoaGBWrVq8R6n/oMQQkoO93t+cfsNrtTUVHh7e7Pz0aNH8x5XVlZW6OZeYfqP7OxsPHjwgJ3b2dnxHuf2H58+fVK4XkII+dnp6urysutxty2UxN/fnx0r0jdws3K4uLjAxMSE9zg3m8bNmzdlvn5eXh4OHTrEzrlZnSTVJ63/KMocG7d/U1NT4wVw6Orq8jJ30DiEEEIIIYQQAlAwR6nr2LEjVFRU2Hnbtm3RpEmTQtfz6NEjhco9fPiQHRdc4cw9f/fuHZKTk+XWx52sNDU1hbm5ucRyzZs3h7q6OgAgOTkZ4eHhvNfasWMHO582bZrYwNvc3Jw3+cl9vjSJiYlsv1RA/P02bNiQHYeGhsqtjxBCiGxKSkqoXbs2O1fkWp2bm4snT56wc+61mts/KrqdmDTc53NX+knCnZB1dnbmBagA1H8QQkhJqlOnDjtWpN8oWE5a1qYTJ06w7BcNGzaEg4ODWBnuzbgbN24gKSlJrAy3/5C3FcuFCxfYSmkTExNefyFqh8iHDx8UvrlHCCE/O1VVVV52pFevXkktm5mZiatXrypUFgDi4uIQEBAAQDgekRR8Ub16ddjb2wMQjj+4wSIFXbp0iQXcVapUSSxzLCDMJiua43r16hVevnwpVobbPz1+/Bh5eXky3wcg3r8VDCgUvQcACAkJkVsfIYQQQggh5NdHwRyl7NKlS7wBXZs2bYpUz4MHD+RG5b958wbPnj1j5wVXOdvY2MDU1BSAcCWCn5+f3Nc9deoUO5aV+lJHR4f3eteuXWOvs3jxYjYx6uTkhBEjRkisg1u/j4+P3Lb5+PiwDCBmZmaoXr067/EWLVpAVVUVgHD1t6hNhBBCis7JyYkd+/r6QiAQyCx/+fJlFjyooaHBUhYD4AUIcgM+ikLUvwH8LFUFffz4Eb6+vuy8X79+YmWo/yCEEMXJy2zB7Tf8/f15Wf8kefLkCe/GnqQxSG5uLg4fPszO//jjD4l12djYoH79+gCEgX6im4FcZmZm7DgpKUlqQEdOTg62bt3Kzl1dXVlfIVK5cmXUqFGDnXNXfhNCyK+uQYMG7FjW1lb+/v68LUTevHkjlt2V6/DhwyxYu23btrCxsZFYTpFsGgCwf/9+duzu7i52LQcAfX19tGvXTmZ9jRo1YgEfiYmJvAAVSfLz83kZpbj9owh3zvDEiRNy+0xCCCGEEELIr4+COUpRdnY2Nm/ezPtZYGBgkeoSCARYsWKF1JtmeXl5WL58OTt3cHAQG+AqKSlhwIAB7HzLli2IjY2V+ppBQUG8weigQYNkttHZ2ZkdX7lyBQCwdu1a3Lt3D4BwovTff//lpd7kGjhwIDu+dOkSbty4IfW1oqOjsX37dt5zC04km5mZoUePHux8yZIliIuLk/keCCGEyDZgwAB2HX/27Bm8vLyklk1JScG6devYeY8ePaCnp8fOuZOVBw8e5GVbKizu5PHjx48lrr7Ozc3FokWL2I26pk2b8vouEeo/CCFEcdwsS5JuOvXq1Qva2toAgPj4eHh6ekqtKzs7mzemadasmVjANiDMkCFKy1+1alV07NhRap3ybu5VrFiRBXTk5ubi9u3bEuvZsmUL3r17BwAwMDDAmDFjJJbjrhg/cOAAZXgihPw2unXrxo7Pnz8vMeNGTk4Ob8sUAMjIyOAtTOLKzMzkjTekBe8Bwmwaoox7T58+RUREhFiZR48esewYenp66N+/v9T6uP3HuXPnxAJO9PX1eVk91q5di7S0NKn1HT58GK9fvwYg3AqMOz8nMmDAALb1SkxMDK9PJIQQQgghhPyeKJijFHl5eYntlXz//v0i7XuppqaGK1euYO7cuWKDw2/fvmHGjBksBaOSkhJmzJghsR53d3e2Ejo5ORnu7u548eKFWDl/f3/MnDmTnbdr1w5NmzaV2ca2bduy49evX8PT05OteFBXV4enpydvK5WCnJyceDf2pkyZIjH45enTpxg1ahRSUlIACNNiSsv2MWPGDLbPdkxMDAYNGoTr16/LfB+EEEKks7Ky4gXfLVu2DEeOHBGb3Pz48SNGjx7N+kFdXV1MnDiRV8bZ2Zlt2/Lt2zcMGDAABw8eZNf3wrC2toadnR0A4c3ARYsWISsriz2ekpKCGTNmsJtqOjo68PDwkFof9R+EEKIYbpDe06dPxR7X1dXFhAkT2PnOnTuxadMmsQwYCQkJmDBhAts2UlVVlTce4Sq4qlpasDggDCQU3dx79OiRxMDBXr16seNVq1bxtkfJy8vDzp07sW3bNvaz+fPnsz6iIFdXV7blS25uLsaOHctbVU4IIb+qVq1awdbWFoDw+jd+/Hi8efOGPZ6Xl4dly5bh7du3AABLS0v22MaNG5GbmytW5+nTp1mWP3t7e5nzUhUqVODNS0nKRrt37152PGDAAOjq6kqtr02bNmwOKy4uDnfu3BErM3HiRBaw+OHDB4wZM0Zszi8/Px8HDhzA6tWr2c+GDh2KKlWqiNWnr6+P2bNns/MTJ05gypQptG0XIYQQQgghvzElgbz86KRIMjIy0LFjR3z9+hWAcFApWiU8adIkTJ48WW4dc+fOZduNTJo0id3g0tHRgZOTE4yNjREfH4/Q0FBeisq//voL06dPl1rvvXv3MHbsWGRmZgIQBn80aNAANjY2yMnJwaNHj/Dx40dW3traGseOHYORkZHcNnft2hXv378X+/maNWt4qxqkSUhIwODBgxEZGcl7fXt7e6ipqSEiIgKPHj1iGUq0tbWxe/duiXtki4SGhmL8+PFsT21AmALZ3t4exsbGMDU1RcuWLXl7kxZVbGysxK10XF1d2QD/V7BkyZKybgL5AaT9PV+/fp23PQb5/WRmZmL48OG8rVEqVqwIBwcHaGtrIzIyEvfv32fbjKmqqmLDhg3o2rWrWF0REREYNWoUL1OUiooKatSogapVq0JPTw/a2towNzeHs7MzatWqJbVdISEhGDlyJOsjTExM0LRpU2RnZyMsLIxNBKuoqMDT0xPt27eX+T5/ZP8BSP8/1z6hPTTzNUvkNX6kjUkby7oJpIxQ//Fr2Lx5M8ui0adPH95NKK6TJ09i4cKF7NzJyQlVq1bFtGnT2PghPz8fEyZMYNn7AMDQ0BDNmjWDgYEBYmJiEBoaygvwmDdvHkaOHCn2evfv38fQoUNZHdeuXYOmpuxr5IQJExAUFMSOp06dyns8MTERPXr0QGJiIgBAU1MTTk5O0NHRwePHj3k35v744w/ejTZJYmNj4e7uzhsX6evrw8HBAWZmZqhQoQIaNmyINm3a8DKbFNXvMgYpSTSeKb+oD/m5PXr0CMOGDWPXc1VVVTg5OcHMzAyPHj1i2TLU1NTg6+uLkSNHIj4+HgBgZ2cHe3t7dOnSBc2aNYNAIEDXrl1ZEN7GjRt5mTAkuXz5Mgsgt7CwQFBQEMviGh0djU6dOiEvLw9qamoICgqS+ze1YsUKHDx4EADg4uKCtWvXipUJCAjArFmzeGMfBwcHWFlZISMjA/fv3+eNdRo2bIiDBw9CQ0ND6usuX76ct1WXiooK7OzsYG1tDSMjI1StWhWdOnWSuWBKUeW5D6FrNSkM6j8IIYQQ8quizBylZN++fSyQQ0tLCzt27GADSF9fX6nbpUhjYWGBHTt2wNTUFOnp6QgKCsKJEydw5coVFsihoqIiN5ADEKaV379/P1sFIRAI8PDhQ3h7e8PPz48XyNGiRQuFAzkAfnYOkcmTJysUyAEIb7wdO3aMt3fohw8f4OfnB29vbzx8+JB9dlWrVsWBAwdkBnIAwvTMx48fZ/tlA8Dnz59x/vx5HDlyBJs2bUL//v0xffp0qXtkE0II+T9aWlo4cOAAL5Xyly9f4O/vj5MnTyI0NJRNZpqammLr1q0SAzkAwMbGBidPnkTv3r3Zyuq8vDy8evUKFy9ehLe3Nw4dOoT169ejd+/eWLZsmdQ+1MnJCUuWLGH1JCQkIDAwEEFBQSyQw9TUFPv27ZMbyAFQ/0EIIYpo06YNy3wBCAPrvLy8eMHmysrK8PT0xLBhw1jwQnJyMi5cuIATJ07gxo0b7Dqqp6eHVatWSQzkAPhZOYYMGSI3kAPgp8r38/MT60eMjIywfft2GBgYAACysrJw9epV+Pv7s0AONTU1LFiwQG4gBwCYm5vjxIkT6N69OxsDpqSk4MqVK/Dy8sL27dvx119/wc3NjW0XQwghv4IGDRrA09OTXU9zc3Nx8+ZNnD59mgVyKCsrY8WKFahRowYWLVrEvrs/efIER44cYdljg4ODWSBHlSpV0KVLF7mv7+zsDENDQwDC4A3Rtr+AcFtH0Rile/fuCt3c5fYfly5d4vVtIt27d8eWLVtgYmLC3nNoaChOnjwJf39/XiBHz549sX//fpmBHACwcOFCLFmyhH2OeXl5ePjwIXx9fbF3714sWbIEHTp0wNmzZ+W+B0IIIYQQQsjPTbWsG/ArSkpK4qVuHDFiBBo0aIBmzZohJCQEnz59wv379+VuW1JQ48aN4efnBy8vL1y6dAnR0dHIyMiAmZkZnJycMGTIENSrV0+huho2bIiAgAD4+fnh8uXLePnyJb5+/QpVVVWYmprCwcEBPXr0QKtWrQrVRmdnZ97+p+7u7pg0aVKh6jAxMcGBAwdw/fp1BAYGIiwsDPHx8cjNzYWxsTHq1KmDjh07onfv3ryJY1lq1aoFb29vXLt2DUFBQQgPD0dcXBxSUlLY1gABAQHQ19fH0qVLC9VeQgj5Heno6GDTpk1wd3fHmTNncPfuXcTFxSErKwsVKlRArVq10LZtW/Tt21fuii5zc3OsW7cOM2fOxOXLl/HgwQNEREQgLi4OGRkZbLsUgUCAw4cPw8zMDH/++afEugYPHoyGDRti7969uHv3Lr5+/QpDQ0NYWVmhe/fucHFx4W0JIA/1H4QQIpu5uTk2b96MjRs34t27d1K3E1FVVcWiRYswaNAgeHt7486dO/jy5QvS09NhYGAAa2trODs7o3///lK3MImKimIZNjQ0NDBs2DCF2ti2bVsYGhoiOTkZnz59QlhYGJo0acIr06BBAwQEBGDPnj24cuUKYmJioK6uDgsLC7Rp0wYDBgyQmBJfGn19fWzcuBF//vkn/P39ERoais+fPyM5OZl9Ri9fvsSff/4JHx8fqKrS0JwQ8mtwdnbG+fPncfToUVy7dg2RkZFITU2FhoYGqlWrhjFjxrAMG126dMHevXvxv//9D0+fPuX1IQW31FIkk5Gamhp69uyJw4cPAxAupnJ0dERaWhpOnTrFyo0ePVqh91KvXj3UqlULr1+/RkZGBi5evChxsVK7du1YIPrVq1fx5s0bJCUlQVNTE2ZmZmjWrBlcXV3RoEEDhV4XEAYs9u7dG76+vrh16xZevXqFpKQkFlCSmZmJOXPmwMLCAo0bN1a4XkIIIYQQQsjPhbZZKQWrV69mAQ0GBga4fPky9PX14evrizlz5gAA3NzcsGrVKpn1cLdZWbVqFdzc3Eq34b+h7OxsXL58maXEVFFRwdWrV2FmZlak+iilH/mV0N8zKS+ysrJw/Phx1m/q6urizp07UFdXL7M2lXT/AdD/OfLroL9lQqQTCAR4+vQpJk6cyFZrK7J1gCz0f478SujvmRDZEhMTsWLFCpw7dw6AMEPWrl27ilwf/Z8jvwr6WyaEEELIr4q2WSlhMTExOHr0KDsfM2YM9PX1AQCdO3dmq5MvXLiAzMzMMmkj+T/q6uro3r07S7efl5eHx48fl3GrCCGEcGlqamLkyJGoW7cuACAtLY2laS4r1H8QQggpCiUlJdjZ2WHMmDHsZ+Hh4WXYIkIIIT8TIyMjLF68mGUqoT6EkF+PIF+A9Pj0H/5PkE9rfgkhhJDyiHK5lrDNmzfj+/fvAAAzMzOMGDGCPaatrY0uXbrAx8cH6enp8PHxwZAhQ8qqqYTD0tKSHYt+f4QQQsoXS0tLPH/+HIAwM0Z5QP0HIYSQoqD+gxBCSFEZGBhAT08PycnJ1IcQ8gvK+JqB9Wbrf/jrzoqbBR1TnR/+uqR4Pn36hA4dOgAALCwsEBwcLLFc+/btER0dDQAICgoq1BaShBBCyhZl5ihBERER8PX1ZecTJ06EpqYmrwx3b81NmzbhwYMHP6h1RJrExERcvHiRnVerVq0MW0MIIUSSjx8/4vbt2wCEq5qtrKzKuEXUfxBCCCmanJwceHt7s/Pq1auXYWsIIYT8bM6fP4/k5GQANAYhhBBCCCHkV0fBHCVo06ZNyMvLAwBYW1ujX79+YmWaNWuGevXqAQC+ffuGwYMHo1+/fpg+fTru37//Q9tLgKVLl6J79+749OkTAKB27dosjT8hhJDyYdKkSXB1dUVqaioAoEOHDqhQoUKZton6D0IIIUVx/Phx9OzZE5cuXQIAaGhooHv37mXcKkIIIT+Djx8/YsSIEZg2bRr7mZubW9k1iBBCyC9l7ty5sLW1ha2tLU6fPl3WzSGEEPL/UTBHCXn8+DFvde7UqVOhqiq+i42SkhKWLVsGIyMj9rMnT54gICAAkZGRP6St5P/cuXMHSUlJAIRpKlevXl3GLSKEEFLQtWvXkJGRAUCYMnLx4sVl3CLqPwghhBTN8+fP8eHDBwCAsrIyPDw8YGZmVraNIoQQ8lNISkpCaGgoBAIBAKBly5YYNmxYGbeKEEIIIYQQUprEow1Ikfz777/suG7duujWrZvUsvXq1YOvry8OHz6Mq1ev4suXL0hJSfkRzSQFqKurw8LCAq1atcLYsWN5e1cTQggpHzQ1NWFhYYF27dph7NixvIDI/8fefUdFkXR/A/8ShQGVICZAcVExgphdUcyYEyZMGNbHnNA1r2HNrgpmzBEVE4iAoogBFREwYA4IgigIKEqO8/4x79Svm4koAuL9nPOc0zVTXV0zjztNd9+6t6TQ+YMQQsj3UFNTg6GhIaytrTF27Fg0b968pKdECCHkF6GiogKBQABzc3P07t0bI0aMkLqQjBBCCCkoICCgpKdACCHkO9Ff/EXk0KFDhepfpUoVzJkzB3PmzJHZZ926dWVupW9kZCTs7e2RlpYGAwMDnDx5EjVr1iyx+Xh5eRXLcWJat0ZGsRzp+5hFRpb0FAghRKaQkJAiG8vb25ude62trXHo0CFoaWkVepziOn8AQMzO1sjQKbbDFQmzeXReIYQQaZYtW4Zly5YVy7F+xfPHz0TnJkJ+PwcOHGBlEQFgxowZ0NPTY+13797h8OHDAAAdHR3MmDEDGhoaxT1NpVlZWeHBgwfFcqzNmzdDIBAUy7FkKa7zJSGEEEIIIaUZBXOQYpORkYEZM2YgLS0NWlpacHV1LdFADkIIIaXTggUL4OHhAU1NTVSuXBl//vknxo4diz/++OOHxo2IiMA///wDADAzM8OuXbu+K5CDEEJI8fj48SOWLl2K4OBg6OnpoVevXpg0aRIqVqwIQPRQzs/PDzt27ECXLl1KeLaEEEJKm0uXLuHRo0esPW7cOBbMkZeXh3nz5uHhw4dQUVHBli1bSnUgByGEEEIIIeT3pFrSEyC/j+XLl+PVq1dQVVXFpk2bYGVlVdJTIoQQUoplZ2fj/fv3OHXqFIYMGYLw8PDvHis9PR3Tp09Heno6DA0NsW/fPujr6xfhbAkhhBS1uXPn4ubNm8jKykJ8fDwOHDiAvn374vLly3jy5AmCg4MBADVq1CjhmRJCCPnVuLq64uHDhwCAiRMnws7OrmQnRAghpMjk5+fDw8MDY8eORdu2bdG4cWN06tQJkydPhr+/P+s3atQoWFhYwMLCgl1bcHXq1Im9z830JMuCBQtY/3Pnzsnsl5mZCX9/f6xatQoODg74888/0ahRI1hbW6NTp06YOnUqTp8+jezs7O/7AqSQ91nE73l4eLDXFi5cyPpz/7dt2zYAwKpVq9hrS5cuVXoeZ8+eZfsNGDCgaD4cIYSUcZSZgxQLd3d3eHp6AgCWLFlCK+cIIYTI1KZNGwgEAsTHx+P69evIzc1FSkoKli9fjrNnz0JFRaXQY/7zzz+IiIiAtrY2XF1dYWpq+hNmTgghpKi8evUKoaGhUFVVhZ2dHRITExESEoK4uDhMnz6d9WvWrBnq1q1bgjMlhBBSWp06dQoAMH36dFy+fBmampoAgCdPnmDXrl0AgA4dOmDmzJklNkdCCCFFKyEhAVOnTuVlZgKA2NhYxMbGIiAgAF27di2x8vaPHj3CmDFjkJ6eLvFeTk4O0tPTERsbC39/f+zatQvbt29HgwYNSmCm8g0ZMgRHjx4FAPj4+GDhwoXQ1tZWuN+ZM2fY9qBBg37a/AghpCyhYA7y0z179gyrV68GAPz1118YMWJECc+IEEJIadavXz/069cPAHD37l2MGzcOeXl5ePr0KcLCwtC8efNCjefm5gZvb2+oqalh8+bNsLS0/BnTJoQQUoSio6MBAO3atYOLiwsA4OHDhzhw4ACCg4ORnp6Oli1b4t9//y3BWRJCCPkVvHr1ChoaGtDX10dWVhbmzZuHnJwcmJmZYePGjVBVpcTFhBBSFnz79g2Ojo6IiIhgr5mYmKBJkybQ1NTEmzdvEB4ejitXrpTYb//Xr19ZIIehoSFq166NqlWrQltbG5mZmXj37h0eP36M3NxcxMbGYuTIkfDw8Pip5er79++P5ORkBAUF4e3btwBEC62klTsW31OrW7curK2t8eDBA6SmpsLPzw/9+/eXe5y3b9/i/v37AAAtLS307du3aD8IIYSUURTMQX6qb9++YcaMGcjKykKvXr0wd+7ckp4SIYSQX0jr1q3Ro0cPeHt7AwC8vLwKFczx+PFjrF27FoAoO0enTp1+yjwJIYQUrS5duuDly5e815o0aYKtW7eW0IwIIYT8alJSUnD48GFERUWhZcuW0NDQwKpVqxAREQEdHR3s3LkT5cuXL+lpEkIIKSLr1q1jgRwaGhpYvny5RPaH8PBwzJo1C35+ftDQ0Cj2OVasWBGTJk1Cr169ZGYYTEpKwvr163H+/HmkpaVh2bJlOHTo0E+b04wZMwCIysSIgzn69u2LgQMHyt1vyJAhePDgAQBRxg1FwRzcrBx2dnZ0DiaEECVR6Dn5qSpUqAB/f3+8fPkSmzdv/q7U+IQQQn5v3AvvixcvFqpmaOPGjfHkyRO8fPkSDg4OP2N6hBBCCCGEkFJo/Pjx2LZtGzQ0NDBz5kwEBQXh2LFjUFFRwX///Qdzc/OSniIhhJAiEhkZiXPnzrH2ypUrpZbxsLS0xP79+6GtrY2cnJzinCIAwMrKCrNnz5ZbKtLQ0BAbNmxA+/btAQBBQUG8bCOlRY8ePVhARkhICKKiomT2zc3Nxfnz51l78ODBP3t6hBBSZlAwByGEEEJKtVatWqFq1aoARBmfrl27VsIzIoQQQgghhJR2ZmZm6NGjB44dO4bmzZujRYsWePToEcLDw9G5c+eSnh4hhJAidObMGQiFQgCigI0BAwbI7FurVi04OjoW19S+G/cz3LlzpwRnIp22tjb69OnD2mfPnpXZ9/r160hMTAQgOj+3aNHip8+PEELKCiqzUoplZmbCw8MDt27dwvPnz5GcnIy0tDSl9vX09ET9+vXx/v173gVqwVTFXJ06dUJsbOwPzbng+AsWLICHhwcAYNq0aZg+fbrSYz18+BBeXl4IDg7Gp0+fkJmZCX19fdSpUwcdO3bEwIEDIRAIpO775s0b9OrVCwCgqqqK27dvw8DAQGrfadOm4cqVKwCALVu2oHv37krPkRBCSgvub/jevXtZ9H5BXl5eWLBgAfLy8qCuro5NmzbJ/N0TCoW4dOkSrly5gvDwcCQlJQEQrRCwsrJC165dYWdnpzDrkoWFBdu+evUqTExMCvXZVFVV0adPH+zduxeA6BxnZ2en1L7c7+XIkSNo1aqVUvulp6fj5MmTuHz5MiIjI5GWlgYDAwM0adIEDg4OaNOmDevr7++PqVOnAhCl9JR3w4AQQsqSorheEfPy8sLff/8NADAyMsL169ehrq785ers2bPh6+sLQJTud+XKlTL7cs9L8q6PxEaNGoV79+4BUO5c8urVK5w8eRK3b99GXFwcVFVVYWJiAhsbG4wdOxaVK1dmfadOnQp/f39oa2vj7t270NLSUjgfQgghytmwYQOvra6uXqhzCyGEkF9HcHAw2+7Xr5/C/v3794erq+vPnJJCGRkZePjwIV69eoXPnz8jLS0N+fn57P34+Hi2/fz585KYokJDhw7F8ePHAQAeHh6YNWsW1NTUJPpxS6xIy5hCCCFENrqCKaXCwsIwc+ZMJCQklPRUil16ejoWL17MbsZyxcfHIz4+Hrdu3YKrqytWr14NW1tbiX61a9eGsbExYmNjkZ+fj8DAQJl/xK1YsQJBQUFITU3FqlWr0K5dO+jo6BT55yKEkJJ24cIFXiCHs7MzunXrJrVvVFQUZs+ejWfPnkm8l56ejpiYGHh7e6Nhw4bYsmULTE1Nf+rcuaVVAgMD8eXLF+jr6/+UY4WEhGDu3LmIi4vjvR4fHw8/Pz/4+flh/PjxmDdvHgDg0qVLAEQ3hzt27PhT5kQIIaVNUV+vHDt2jG3b29sX+mHb0KFD2fXDhQsXMHfuXFSsWLFI5qYsoVAIFxcX7Nu3D7m5ubz3Xr16hVevXuHMmTNwdXVFs2bNkJaWhsDAQABAu3btKJCDEEJ+gqCgIHh5eeHx48f4+PEjMjMzoaurC319fVSvXh316tVD/fr1YWdnB01NTQCioD8tLS0YGhrC0tISgwcPRtu2beUe59ChQ1i7di0AQENDAxcvXpS4Rvrw4QO6dOmCvLw8AICvr2+hSr2cOHECy5cvByBaVX7x4kUqZ0wIIRD9Hf7ixQvWbtKkicJ9atWqBT09PSQnJ/+8icmQnJyMrVu3wtPTU+lg+C9fvvzkWX2fevXqwdLSEuHh4UhISMCNGzfQqVMnXp/4+HjcvHkTgOgcSYugCCGkcCiYoxR69eoVxo0bh8zMTPZa9erVYW1tDYFAgPfv3yM0NLTIa7r1799f5h8vbm5uvH4/K9ghIyMDjo6OCA8PZ69VrlwZzZs3h0AgQHR0NMLCwpCXl4eEhARMmTJF5qryDh06sHlfv35dZjCHoaEhHB0dsWPHDiQkJODs2bMYPXr0T/l8hBBSUi5cuID58+cjLy8PGhoa2Lx5s8xAjoiICIwcORKfP39mr9WtWxf169eHiooKnj17hlevXgEAnj59imHDhuHYsWOoVavWT5l7amoqL4I/JycHvr6+GDFiRJEf686dO5g0aRKysrIAAHp6emjdujU0NTURHh7O6n/u37+f3fQVl31p0aIF9PT0inxOhBBS2hT19crTp0/x6NEjAICKigqGDBlS6Dm1bt0aNWvWxLt375CRkQEPDw+MGTOm0OP8iCVLlvDOVxYWFmjYsCG+fPmCkJAQpKam4tu3b5gxYwZ8fX0RGBjIzjddunQp1rkSQkhZl5qaijlz5uD69esS7yUnJyM5ORmRkZG4ffs2AMDa2pqXQTAzMxOxsbGIjY3FxYsX5WabTU1N5a3uHjZsmNRg9+PHj7NAjpYtWxYqkAMA+vTpgw0bNiA9PZ3N3cbGplBjEEJIWZSSksK79qhevbpS+1WrVq3YgzliY2MxcuRIfPjwoVD7KRv0URKGDBnCnuecOXNGIpjD09OTnf86dOiASpUqFfscCSHkV0bBHKWMUCjE/Pnz2Y1RDQ0NLFu2DIMGDeJF28fHx2Pu3Lks3a+6ujp27tzJSol8zwO1GTNmyHyPG8wxffr0QqfIV9b69evZiV9NTQ3z58/HqFGjoKqqyvpERUXByckJT58+RW5uLhYvXoxGjRpJzMnW1pbN+9atW8jNzZW5wm/w4MHYsWMHANFnpWAOQkhZ4u3tzQvkcHZ2RteuXaX2zc7OhpOTEwvkMDQ0xMaNG/Hnn3/y+t26dQtz587Fly9fkJiYiDlz5sDd3R0aGhpFPv9Tp05JXLSeP3++yIM5Pn/+jLlz57IHa7a2tnB2dmYBjHl5edi0aRP2798PANixYwcEAgFSU1MBQOZ3SgghZcnPuF7x8fFh240aNYKxsfF3za1Lly7sN9rX17dYgzk8PT1ZIIeKigpWrlyJwYMHs/fj4uLwv//9Dy9fvkRiYiLc3d3ZdY+GhgZldiKEkCI2d+5cXiCHvr4+rKysYGRkhKysLCQnJyMuLg5v376VyKY0YsQIfP78GXfv3mUroXfs2AFbW1tYWlpKHGv//v2sn0AgwOTJkyX6ZGdn4/Tp06zNPUcoS1dXFz179mTnGzc3NwrmIIQQiDLIcimb8U5bW/tnTEeuOXPmsEAOHR0dDB48GDY2NjAzM4OhoSG0tLTYs5Dg4GD2nEIoFBb7XJXVq1cvrF27Fmlpabhx4wYSExN5ARtnz55l299z/iOEkN+dquIupDjdvn2bl9J++fLlGDx4sETaxCpVqmD37t3sJmhubi6uX7+Oxo0bo3Hjxr9kit7o6Gi4u7uz9uLFi+Ho6MgL5AAAMzMzHDx4kN3kTU1NZYEYXK1bt2Z/kH379g3379+Xeexq1aqx7zIqKoqXlo0QQn5l3t7emDdvHgvkcHFxkRt0cOHCBfYbqKGhgX379kkEcgCAjY0N9uzZw4Lknj59ynsYV1Ty8vJ4qffFHj16xLJkFJXjx48jKSkJgCgjx6ZNm3iZqNTU1DB37lw0atQIABAZGclW4KmoqNCqakLIb+FnXK9cuXKFbXfu3Pm758bdNzw8HB8/fvzusQpDKBRi+/btrG1vby9xk7Jq1arYsGED+54uXLjASqy0atUKFSpUKJa5EkLI7yAiIoJlz1NTU8PSpUtx8+ZN7N69G6tWrcJ///2HvXv34sKFCwgLC8OhQ4d4GfaWLl0KFxcXXL9+nZ1bhEIhDh8+LHGsxMREHDp0iLXHjh0LQ0NDiX5BQUFs9beGhobEqmVlcbMrBgYGIiUl5bvGIYSQskQgEPDa3AyC8mRkZBTpPPLz8+W+f//+fTx48ACAaM6nTp3CwoUL0a5dO5iamkIgEPCehZTmbBxcAoEAvXv3BiC67vPw8GDv3bt3D+/evQMguiZq165dicyREEJ+ZRTMUcpcuHCBbTdq1AiDBg2S2VcgEGDOnDmsff78+SL/A6Q4nTp1iv3BU79+fQwfPlxm34oVK2Lu3Lms7e3tLXEBW65cObRu3Zq1paXW5GrYsCHbDgoKKszUCSGkVPLx8ZEI5FAUcMANqhs2bBgaNGggs6+4frTYiRMnfnzSBfj5+SE2NhaAaDVd06ZN2Xvnz58v0mN5enqybQcHB5QvX16ij6qqKuzt7VlbvKra0tISVapUKdL5EEJIaVTU1yvv379HdHQ0a7ds2fK752ZlZYVy5coBED10u3v37nePVRhhYWGIiYlh7YkTJ0rtV69ePTRu3BiAqFSN+CYzBQMSQkjRevnyJdseMGAARowYAU1NTal9tbS00KZNG+jq6kp9b82aNew9f39/lpVPbOfOnWxFuL6+PsaNGyf1OH5+fmy7ZcuWUo+njDZt2rCHljk5OQgICPiucQghpCwpX748L1OssiVMFAV/c7N8i8uEyKMowI77zGHAgAGoXbu23P6FLcVSkoYOHcq2uZk4uGUoBw4cKLFwlxBCiGL0y1nKiCMzAdHJTZGOHTuy1QNpaWkICQn5WVP76bg3WwcMGCCxuq+grl27ss+enZ3N++7EbG1t2baiYI5q1aqxbe7NWEII+RX5+Pjg77//ZoEcW7ZsUfiwKDU1FU+ePGFteQ/oxLjBHI8fP5ZIbfmjuKvcRowYgSFDhrC2l5dXkaWZTEpK4v329+jRQ2bf9u3bS7xGD+IIIb+Lor5eEQfFAaKAufr163/33NTV1WFhYSF17J+J+500bNgQNWrUkNm34DlERUXlh7KREEIIkSQu6QX8eFp6PT099OzZE4BopffFixfZezExMTh16hRrT5o0SWaQBvee148ELmpqaqJJkyZSxyWEkN+ViooK6tWrx9qPHj1SuE9UVBTLmCQL9zddUV9AFLAtz6dPn9h23bp1FY5X3M96FD2Pkadhw4ZssWxkZCRCQ0ORkpLCghlVVFR4i6MIIYQoj4I5SpHc3FyWcgoArK2tFe6jrq4OKysr1n7+/PlPmdvPJhQKeaVNlPnsGhoabGUbAF66Z7EOHTqw7YiICLlBGjk5OWybIkQJIb+yixcvskAOADA2NlaqlvLLly/ZPgKBgPdATJb69euzlWF5eXlFWqYqLCyMXYBraWlhxIgR6NatGzve+/fvERYWViTHevPmDdsWCARyL6pNTEx4aZgByC1dQwghZcXPuF55+/Yt265WrZpEimSx2NhY7Ny5Ezt37pR7U9Pc3JxtR0REKJxfUeAex9LSUm5fbjZAAGjSpAkqV678U+ZFCCG/KysrK7Zg5/z58zhz5gxyc3O/e7wBAwawbW7qeBcXF3YvydjYWGaG2aSkJJZtEJA8FxQWN3ticQUuEkJIadeqVSu27eXlpbA/NzurLOIy74Di5y6PHz/G+/fv5fbhPnNQVAomPj4eV69eVTjHosTNYvU9582C2Tm8vb3Z52zTpg1MTEx+fJKEEPIboifWpci3b9947apVqyq1X/Xq1dl2QkJCkc6puKSkpPCCKbh/KMnD7fflyxeJ96tVq8Z7GCkvOwf3DzJKlU8I+ZWdO3eOl/4xKioK//33n8L9uL+j1apVUyoiX1VVlXe+kvZb/L24WTn69+8PAwMD6Ojo8AInlLlAVwb3HFy9enWFn527crxOnTqoVatWkcyDEEJKs59xvcI9bxQMlON6+/YttmzZgi1btiAwMFBmv4oVK0od+2f6+vUr21Z0g7Jg+TIKBiSEkKKnra2NzZs3w9DQELm5uVi8eDE6dOiAyZMnY+nSpfj333/x77//Ij4+XqnxmjZtCjMzMwCigPPo6Gg8f/4cPj4+rM/06dNllnIpGFz4xx9/yDyWOHBR3kNGbuBiZGRkkWUrJISQXxk3u+zDhw/lluZ99+4dDh8+rHBMbqC2vN/l3NxcrF69WuF4pqambFteoEZeXh6WLl3Ke15SHLjXY8qeI7l69+7NgvMvXbqE48ePs/e4mX0JIYQUDgVzlCIFT85aWlpK7aetrc22FUV0llYF0/JzP5M83JV7aWlpUvtws3PICuZISkrire5u3ry5UscnhJDSSiAQYMaMGSwo4dixY7h9+7bcfbi/o8r+DhfsK+u3uLBiYmLg7+8PQBQwMnbsWPZe//792fbFixeRnZ39w8fjnoeU+ezch3FUYoUQ8rv4Gdcr3La831/ub728333uGFlZWUrN70dlZGRIPb40VatWhaGhIWtTMAchhPwcTZs2xYULFzBr1izo6uoiISEBAQEBcHd3h5ubG9zc3PD582elx+Neg3h6emLTpk0siKJu3bro16+fzH0LBhdyAw+5srOzWeDiyZMnZY7H3T8vL48XVEgIIb+rWrVq8cpALlmyhJdNSezx48cYO3Ys0tPToaGhIXfMnj17smwaDx48wMaNG3mLpwAgLi4OEydOxIMHD2QG9YnZ2tqy+3T37t3D+vXrJa6PEhISMH36dFy/fl1m1sKfhZul9urVq4W+36ajo4NevXoBEN1nE5ed0dPTo3tnhBDyA9RLegLk/xSsq5mWlqbUCZv74Kx8+fJFPq/iUPBzZmRkKPXZuQ/fdHR0pPaxtbXF7t27AYj+SEpPT5cY++DBgyx1mLGxscL0yIQQUprp6Ohgz549aN68ORITE3H8+HEIhUIsWLAAFy5ckLnymfs7yn0wpQi3r6zf4sI6cuQI8vPzAQCdOnViK+EAoHXr1qhatSri4uLw7ds3BAQEoHv37j90vMI+/OM+0OSm8iSEkLLsZ1yvKPv7y30QJq9eNXeM4rr5yQ1qUXQOyc3NZTeAq1atiho1avzUuRFCyO8qOzsbR44cwZkzZ5CamvrD4/Xv3x9bt25Ffn4+jhw5gpSUFPberFmz5JbrLfigTtb5SdnAxYL7F1fwIiGElHYLFizAgwcPEBkZiezsbCxYsAA7duxAkyZNoKmpiTdv3iA8PBxCoRDdunVDcnIy7t27J3M8Y2NjDBs2jGWY2Lt3L3x8fNC8eXOUK1cO0dHRuH//PnJycvDnn3+iUqVKcjPImpubo1+/fizLx4EDB3DhwgU0btwYhoaGiI2NRUhICHJycqCjo4N58+Zh2bJlRfodydO+fXtoaWkhMzMTz58/R8+ePdGyZUtUqFCBBaG0bdtWbinnIUOG4PTp07zX+vXrpzDQhRBCiGyUmaMU0dHR4V2QKaqxJhYdHc22DQwMinxexaF8+fK8SNgPHz4otR+35qi+vr7UPk2aNGEPLrOzs3Hnzh3e+1FRUThy5Ahrjxs3DmpqaspOnRBCSp3ly5ezDEPz5s1jgRCfPn3C0qVLZe7H/R2Ni4tTKl1vfn4+4uLipI7xvVJSUnD27FnWHjduHO99VVVV9O3bl7Xlpc5UVoUKFdh2YmKi3L75+fm4dOkSayt7ziKEkF/dz7he4a4ulrdCmlue5dOnTzL7ccdQJtBdmXOdogBH7mdQdA65c+cOC0ZJTEwskuxShBBC+DIyMjBy5Ei4uroiMTER1tbW2L59OwIDA/H06VO8fPkSL1++5JVOVKRatWosiJsbyGFtbY3OnTvL3VfZ4IvvCVyUNj4hhPyuKlasiMOHD6NRo0bstZiYGFy4cAFnz57Fo0ePIBQK0alTJ6xdu1apMRcsWABbW1vW/vDhA7y8vHD69GkEBwcjJycHHTt2xJYtW5R6prB8+XJeMIQ4c9Tp06dx584d5OTkoGrVqti7d2+xl/QtX748FixYwAI3YmJicPbsWRw8eBAHDhzAgQMH8ODBA7ljWFpaSpxfqcQKIYT8GArmKGW4f2jcv39fYf/s7Gw8efJE6v4AJFKFfW8dTe44hRlDXf3/kr/I209FRQX16tVjbUV/FACiVW2PHz9m7YL1p8XU1NR4fyAVLLWydOlSdiHcsGFDODg4KDw2IYSUZtzMG9ra2li/fj27oPTz85OaZhIALCwsWL+0tDS8fPlS4bFevHjBsiSpqanxfsvFlD0XiJ06dYqt4m7SpAmaNWsm0Yeb5jgwMFAidXFhj127dm22/fnzZ95Dw4JCQ0N5DxLFaSMJIeR3UNTXK9zMFPHx8TKDG968eSN1uyBu4Ag3q5MsyqzW5gYtSmNubs62FZ07L168yLZzc3Px9u1bhccnhBBSOPv378ejR48AiErvHjt2DF27dkXlypV51weFNWDAAInX5s6dq3A/buA4IDt4kXuNkZCQwDIVFpSUlMS21dTUKJiDEEI4qlSpglOnTmHNmjVo06YNDAwMoKGhgWrVqrGgi507d0pkHZSlXLly2L17NzZu3AgbGxvo6+tDQ0MDVapUga2tLVxcXLBr1y6J33pZtLW1sXfvXmzYsAF//vkn9PT0oKGhASMjIzRt2hQLFy6El5eX1HthxcHBwQFubm7o168fzMzMIBAIWHCHsrilJJs0aYI6deoU9TQJIeS3QmVWSpk///yTpfby9PTE2LFj5aZq9PPzYysCBAIBrKyseO8XTHefmZmpsI6zNOXLl2cXm9zSJopw/ygqmFayoNatW7PgDE9PT4waNUruHwr+/v5spUK5cuVgbW0ts2/Hjh3h7e0NALhx4wZ7/dSpUwgODgYg+cCTEELKiiZNmmDChAlwdXUFAKxatQotWrSAiYkJr5+uri4aNWrEbnx6eHhg4cKFcsc+c+YM27a0tJR6I1FXV5f9XiuTfv7YsWOsPX78eKn9zM3N0ahRIzx58gQ5OTnw9fXFiBEjpB5bTN6xK1WqBGNjY5bxKSAgAEOHDpXal/uZAQrmIIT8Xor6eoUbBJibm4uHDx+iZcuWEuOEhYWx7fj4eMTExMDU1JTXJzMzE0+fPmVtCwsLhZ/n+fPnUo8nFhkZKTfADwDvM4WEhCA1NVXqzeGUlBReZidAdA6RFghJCCHk+127do1tT5w48YcCOLi6dOkCNTU1Vi6rQ4cOLCOiPDVr1uS1o6OjYWxsLNEvIiKCbWdnZyMmJkZiX/H+YqampnQfixBCClBTU4O9vT3s7e2LZDwVFRX06dMHffr0kdtv3bp1WLduncLxVFVV0a9fP/Tr109uv1atWikMFjcxMVFqMVZAQIDCPmLNmjX7oWCSu3fvsu1BgwZ99ziEEEJEKDNHKTNo0CCWBePVq1dwc3OT2Tc5ORmbN29m7X79+kk8RNPV1eWlvFc2FXJB3FVtMTExSu/HvcGq6NhDhgxhN4KfPn0Kd3d3mX2/ffuG//77j7V79eolN42yjY0Nu7j99OkTnj59ivDwcKxatYr1WbFiBUWJEkLKrGnTprE0h6mpqZg3b57UlV7cAAY3Nze8ePFC5phPnjzh/VYPGzZMaj9u0Iiic4Gfnx8rW1KzZk106dJFZl9udg5ZpVYKc+wePXqw7T179kgNXoyJiYGvry/vtfDwcEqTTwj5bRT19YqFhQWqV6/O2gUD5gBRgMTHjx+hqqrKUg1Lq0V94cIFXuBehw4dFH4eedccgOh8wCXt3Nm8eXMYGRkBEAUO7tq1S+pYx44dkzi3hIaGKpwjIYSQwhFn+QOg9MprZVy5coUFcgBA+/btldqvatWqvOyJ3ABFrpCQELltMW5mLGUCFwkhhJDiEh0dzc5fOjo66NmzZwnPiBBCfn0UzFHKGBkZ4a+//mLttWvX4vDhwxI3DSMjIzFu3Dj2wEtPTw+TJ0+WOmbTpk3Ztqen53fNq0WLFmzbw8ND6VIr3GMHBQXJrW9do0YN3kPElStXws3NTeKzv3v3DuPGjWMP5XR1dTF16lS589DT00OTJk1Y293dHVOmTGE3e0ePHq0wEpYQQn5lGhoa2LBhAzQ1NQGIbiAWfEAFAH369GErhHNycvDXX3/xIurF7ty5gwkTJiA3NxeAqExVr169pB6bey6QFXQhdujQIbbt6Ogod7V3r1692APFR48eISoqSu6xvb292XylGTFiBMte9f79e0yfPh1fv35l7ycnJ8PJyQk5OTkA/i9gMTU1VeaDO0IIKWt+xvUKd8Wcl5cXL3tFWloa1qxZAwCoX78+WrVqBQA4ePAgbwVzREQEL3CkdevWEhmopPH29oarq6vE+SE7OxsuLi44d+4c73VxYDv3YZ6amhrGjh3L2vv375cIcgkKCsKOHTsAgKV5BkTnxdevXyucJyGEEOWJf2MBUaBfUcjOzsa2bdt4r3FLZylia2vLtj09Pdk1hVhqaiorCywu3yVt7lFRUbwgD2UCFwkhhJDicvToUfbsqG/fvhKZ4wkhhBSeilDZp/Kk2OTm5uJ///sfbt++zV6rXLkyWrRoAYFAgHfv3iEsLIzdQNTQ0MD27dtlXsBdu3YNkyZNYm0rKytYWFhAQ0MDQ4YMUSqtb2RkJPr06cMuNv/44w9YW1tDS0sLXbt2RZs2bWTuO3DgQJbuuGLFivjzzz+hr6+PatWq4X//+x+vb0ZGBkaNGsXKrQCiFQzNmjWDQCBAdHQ0QkND2WdXV1fHpk2b0L17d4WfYc+ePdi0aZPE6zY2NtizZ0+RpKWMj4+XujLDLTsblX549J/HLDKypKdASiFZ/55v3ryJKlWqlMCMiDydOnViJUL27t0rc5XYvn37WGYjDQ0NnDx5Eo0aNeL1iYiIwMiRI3m1nOvVq8cyezx//pyXscPQ0BBubm5stXRBL168wIABA9iDvrp168LS0hLlypWDnZ0dezAXGhrKSqXo6enhxo0b0NLSkvu5p0yZgqtXr7LtmTNn8t5PSEhAt27d2EpoU1NTNG/eHAKBAK1atYKdnR2v/+HDh9lDQ0AUMNi2bVtoamrizp07rD61sbExXF1d0a9fP/a5OnfujKpVq2LixInf9d+IzHPIsGxU+sWufc3m0Xnld0bnj7KvqK9X0tLS0KdPH3YeA0TB5NWrV0dwcDDi4uIAiDLp1a9fH0OGDAEgKtvSoUMHZGZm4tatWyxLkqamJk6ePImGDRtKPR53FbORkRESEhJQuXJlNG/eHOXLl8eXL18QGhrKzoO1a9fGmzdvAIjOTzY2NjA2NoaTkxMbJycnBw4ODrzrGHNzc1hZWSEhIQG3b99m54sJEyagXLly2L59OxuzW7duMDU1lbg+UkZZOn/8THRu+jXQOYQUBTc3N/z7778ARKnxJ06ciAkTJkjN0pGbm4uQkBA8efIEEyZMkDnm0aNHedldxWNfuXJFouyXNCEhIRg5ciRrjxo1CosXL4aKigqEQiGWLVsGd3d3aGhoYPHixVi+fDkAYNOmTejduzcAUcDHX3/9hQcPHgAQnT/8/f3lZqpVRNZ/c/3795daQrM4LVu2rESPT34tZen8IcwXIj1J+TLnRUVgKICKquyS52XRqFGjWAnJI0eOsPtT5Ps8fvwYDg4OyMnJgaqqKry9vVmAIiGEkO9XNEUjSZFSV1eHq6srli9fjnPnzkEoFOLTp0/w8fGR6Fu1alWsW7dObjBFx44dYW9vj7NnzwIQrV5+9OgRAFHNa2WCOWrVqoW5c+di7dq1AIC3b9/i7du3AEQPtOQdf82aNXB0dERycjK+fv3KVi7Uq1dP4maltrY2Dh8+jMWLF7N+cXFxUj+7kZERVq9ezVvdII+tra1EMIeFhQW2bNlC9UUJIb+NcePG4dq1awgNDUVOTg7+/vtveHh48IImzM3Ncfz4cTg5OeHZs2cARAEZ0kquNGzYEC4uLqhRo4bMY9arVw/Tpk3D1q1bAYjS8r969QqAKCuT+GKZm5Vj+PDhCgM5ANFNRnEwh5eXF2bMmAEVlf+7+WBkZISlS5di0aJFyM/PR0xMDFtVraamJhHM4ejoiPT0dGzfvh25ublITU2Fn58fr0+FChWwfft21K1bF+PHj8fevXsBgM1j8ODBv9zNIkIIKYyivl7R0dHB3r17MX78eHz8+BGAZGr5tm3bYtCgQVBXV8fo0aNx5MgRpKenS5S+0tbWxrp162QGchS0ceNGTJ48GZ8+fZIYCxAFCrZr1w4ODg4ARFmavL29MXr0aF4/DQ0N7N27F1OmTGHp7yMiInjZQwBRIPmMGTOQnZ0Nb29vREVFITk5GadOnZJ6fUQIIaTwhgwZAg8PDzx+/BhCoRCurq44ePAgrKysYGJiAk1NTaSnpyM2NhYvX75EamoqWrZsKTOYIz09nZeJT19fH1++fIFQKISnpyemT5+ucE4tWrSAnZ0du7Y4evQo7ty5g8aNG+PVq1fsuqtbt27o168ftmzZgi9fvmDu3Lnw9PRExYoVcefOHV7A/YwZM34okIMQUjqpqKpAx4gicknpl5ycjB07dkAoFCI2NhaBgYFsMfCAAQMokIMQQooIBXOUUpqamlizZg2GDx8OT09PBAUFIT4+HpmZmdDX10fdunXRqVMn2NvbK/Wwa/Xq1WjTpg3Onj2L58+f49u3b1LrPcszZswYWFhY4OjRo3j06BG+fPnCSy8sS7169eDp6Yl9+/bh1q1b+PjxI6+WdUE6OjpwcXGBo6Mjzp8/j3v37uHTp0+8z96hQwfY29sXapWAuB63ONVzrVq1cODAgSKtn0oIIaWdqqoq1q1bh379+iEtLQ1v377FunXr2MovsVq1auHs2bO4dOkSLl++jPDwcHbj0MDAAFZWVrCzs4OdnR0veEKWqVOnolGjRjhx4gTCw8ORnJzMO4fExMSwYIhy5crxVq3J06FDB+jp6SE5ORnv379HWFgYmjdvzuszYMAA1KpVC4cOHcL9+/fx+fNnibTGXJMnT0aXLl3g7u6OoKAgxMXFIT09HeXLl0f9+vUxb948NGjQAAAwd+5cmJiY4ODBg4iOji70uZUQQn5VRX29Ym5uDm9vbxw5cgT+/v6Ijo5GZmYmatSogT59+mD8+PFQVxddvi5evBj16tXDyZMn8fr1awiFQlSpUgU2NjYYM2aM3ADDglq3bo0zZ85g3759uHv3LhITE1G+fHk0btwYo0ePRtu2bQEAixYtwt69e5GRkQErKyv06NFDYix9fX0cP34cFy9ehI+PD54+fYqkpCQIhUIYGRnB1tYWCxYsgKamJjQ1NXHixAls2rQJly9fxrdv35SeMyGEEPk0NDRw6NAh/PPPPyxQLysrC/fu3WMrsAvj4MGDLEOftrY2du/ejaFDh7JgjmnTpil1TbRu3Tp8+fKFzaFg0F+VKlUwf/58CAQCrFixArNnz0ZeXh4CAwMlxho/fjzLakgIIYSUhNTUVBw5ckTidTMzM8yfP78EZkQIIWUTlVkhpAhRmRVSlpSlFJWE/ArKUpp8SmX/e6PzByntuGVWXr58WYIzKRpl6fzxM9G56ddA5xBS1J4/fw4fHx88fPgQkZGRSElJQX5+PgwMDFCpUiVYWFigZcuWaNWqFapXry6x/5cvX9ClSxekpqYCACZOnAgnJyc4Ojri7t27AIBjx46hRYsWSs0nPz8fHh4e8PLywqtXr5CSkgJDQ0PY2tpi2rRpqFy5MusbGhqKPXv24OHDh0hPT4eBgQGaNm0KBweHIisFQGVWSFlB5w/yPajMyo95//49OnfuDECUvbFKlSro3Lkzpk6dCj09vZKdHCGElCGUmYOQYmB69y5dOBBCCPkuplPoHEIIIaTw6PxBCCFA/fr1Ub9+/e/ef/fu3SyQo2LFivjrr78AiLL/iYM5zp07p3Qwh6qqKuzt7WFvb6+wb/PmzSWyDhYXJycnOocQQsq8o0ePlvQUfmkmJiZlIjieEEJKO9WSngAhhBBCCCGEEEIIIYSUJh8/fsTx48dZ+6+//kKFChUAAN26dWOZK/z8/JCRkVEicySEEEIIIYSUbRTMQQghhBBCCCGEEEIIIRzbtm1DVlYWAKBy5coYPXo0e08gEMDOzg4AkJaWBg8PjxKZIyGEEEIIIaRso2AOQgghhBBCCCGEEEII+f8iIiLg6enJ2lOnToWWlhavT//+/dm2i4sL7t+/X0yzI4QQQgghhPwuKJiDEEIIIYQQQgghhBBC/j8XFxfk5eUBAMzMzDBo0CCJPq1atULDhg0BAF+/foWDgwMGDRqE2bNnIzQ0tFjnSwghhBBCCCmbKJiDEEIIISXK09MT3bt3h42NDaZPn47Xr1+z916/fg1ra2sMGzasBGdICCGEEEII+V2Eh4fj8uXLrD1z5kyoq6tL9FNRUcHKlSthYGDAXnv8+DF8fX0RHR1dLHMlhBBCCCGElG2SVyKEFIH8/HwcPHgQ6enpAIB+/fqhRo0aJTwrQgghpc39+/cxf/581r58+TKuXbuGyZMnY/z48fDy8kJ6ejqqVKlSgrMkhBBSlrx8+bKkp0AIIb+806dP4/nz56w9evRomJmZldyEitDmzZvZdoMGDdCjRw+ZfRs2bAhPT08cO3YM169fR1xcHL59+1Yc0ySEEEIIIYT8BiiY4xdhYWHBtitVqoTbt2+X4GwU2759O3bs2AEAGDRo0G8fyLF582YIBIKSnoZUy5YtK+kpEEJ+Y0ePHgUAjBkzBpMnT8ahQ4ewd+9ebN26Fdu3b0d+fj4AYMSIESU5zRIVs7M1MnRKehaFYzYvsqSnQAghv73SfA3yI+j6hZDSITAwEH5+fqxtZ2dXKoI5XF1d4ezsDADo1q0btmzZAlXVwiUmPnToUKH6V6lSBXPmzMGcOXMKtV9ptrzBcmjla5XoHJy/OJfo8QkhhBBCCCkNqMwKKXKBgYHYtWsXAMDW1hYrVqwo4RkRQggprd6+fQsAGDhwIPT09DBr1iycPn0a7dq1g5aWFipXroylS5eiZcuWJTxTQgghZVF+fj6cnZ3Rpk0bNGvWDJMnT+Zl7nBzc4OFhQVWr15dgrMkhJCyZdSoUbCwsECTJk1gZ2eHtWvXIj4+/ofHvXv3LrZu3QoAsLa2xsaNGwsdyEEIIYQQQgghpQll5vhFqKqqwtDQEN26dYOurm5JT0emDx8+YO7cucjPz0fjxo3h4uIita4oIYQQAgDnz5+XeK1BgwbYt29fCcyGEELI7+bMmTNwdXVl7YCAAAQGBmLGjBno2rUrfHx8AAA1a9YsqSkSQkipJA6aWLduHQ4ePAhNTc1Cj5GRkYGoqCgcOnQIFy9ehJubG0xNTb9rPp8+fcKcOXOQl5cHMzMz7Nq1C+XKlfuusQghhBBCCCGktKDw9F9ExYoVoa6ujn/++QdOTk4lPR2psrOzMWvWLCQnJ6NGjRrYvXt3mUzrSwgh5OfYtm0bLCws2P927txZ0lMihBBSxp08eRIA0LBhQ/Tq1QsCgQA5OTnYtGkTunfvjrCwMAgEAvTq1auEZ0oIIaXTixcvAACVK1dWep8uXbpgxIgRsLGxgYqKCgAgPj4e69ev/6455ObmwsnJCYmJiTA0NMS+ffugr6//XWMRQgghhBBCSGlCKRN+EdbW1ggICMC2bdswZswYVKhQoaSnJGH9+vV49OgRDAwMsG/fPhgaGpb0lAghhBBCCCFEpujoaADAvn37YGBggKSkJOzfvx+XLl3Cp0+fYGZmhkWLFtFDQUIIKSA9PR3e3t64e/cuTExMYGxsrPS+jo6ObNvT0xPz588HAPj7++PDhw+oXr16oeayefNmhISEQCAQYPfu3d+d3YMQQgghhBBCShsK5vhFTJ48Gbdu3cKOHTvg7u6O27dvl/SUeL58+QJ9fX1MmzYNnTp1ojTEhBBCCk1cz7pTp06oVq0aGjduXMIzIoQQUtaFhoby2oaGhpg3bx7mzZtXQjMihJBfw4IFC+Dn5wcVFRXMmTPnu8fp378/Tp48iQcPHkAoFOLChQuYOHGi0vtfvXoVBw4cgJqaGjZv3kzXEIQQQgghhJAyhYI5fhGWlpY4efIkDhw4gKSkpJKejgRxIAchhBDyvfT09AAAHTt2xJAhQ0p2MoQQQgghhBCZjI2N0alTJzg4OKB9+/Y/NNagQYPw4MEDAMD58+cLFczRuXNnVuqFEEIIIYQQQsoaCub4hTRs2BCbNm0q6WkQQgghP0WzZs0AALt370a9evXQoEEDqKvTnyqEEEIIIYSUNuLSKEWhe/fu+Pfff5GVlYWIiAg8efIEjRo1KrLxCSGEEEIIIeRXRU9IShkLCwu2/fLlSwBAREQETp48iVu3biEuLg4qKiowNjaGra0txo0bBwMDg0KPKc+oUaNw7949AMCRI0fQqlUrmX0/fvyIs2fP4s6dO4iMjERKSgo0NDSgr6+PSpUqoU6dOqhfvz7atWunVOmVrKws7N+/HwEBAYiJiUFaWhpUVFRQpUoVtG7dGsOHD0eDBg0UjiP2+fNnHD9+HAEBAYiOjkZWVhaMjIzQokULjBo1indz4PDhw1izZg0A4OjRo2jZsqXSxyGEEPLj6tWrh549e8LX1xeDBw/GzJkzMWXKlJKeFiGEkBLGvT75Xi1btsTRo0elvnf9+nWcO3cOjx49QlJSErS1tVGnTh306NEDQ4cOhaamJgAgJycHNjY2SE5ORqtWrXDkyBG5x8zKysKFCxcQGBiIp0+f4vPnz8jOzkb58uVRq1YtNG3aFF27doWVldUPfTZCCClODx8+hJeXF4KDg/Hp0ydkZmZCX18fderUQceOHTFw4EAIBIJCjamrq4vOnTvD19cXAODp6al0MAf3ntfVq1dhYmIi0adTp05ITEyEqakp+vfvjzFjxkBDQ0Ph2Onp6bCxsUFaWhoAwMPDQ+Y9qc+fP+PMmTO4efMmoqKikJycDB0dHVSrVg1t2rSBvb09ateurdRnEktMTISHhwe75/b582cAgIGBAWrXro1WrVqhR48eUj8zIYQQQgghpGygYI5S7vjx41izZg1ycnJ4r7969QqvXr3C6dOnsWfPnhK5Aejm5ob169cjKyuL93pOTg7S09MRGxuLR48eAQCmTZuG6dOnyx3v9evXmD59OiIjIyXei4mJQUxMDM6dO4dJkyZhxowZCufn5+eHf/75B1+/fuW9Hhsbi9jYWHh5eWHRokUYNWoUAODSpUsARBfF4tXhhBBCitd///0HKysrXL16FYaGhiU9HUIIIWXYt2/fMHfuXNy4cYP3ek5ODsLCwhAWFoazZ8/iwIEDMDAwQFBQEJKTkwEA3bp1kzv25cuXsWrVKsTHx0u89/nzZ3z+/BlhYWHYu3cvli9fDgcHhyL7XIQQ8jOkp6dj8eLFLOCCKz4+HvHx8bh16xZcXV2xevVq2NraFmr87Oxstu3r64sFCxYUaZa+rKwsvHnzBhs3bsTjx4+xdetWhfv4+PiwQI6GDRvKDOQ4c+YM1q1bh5SUFN7rycnJSE5OxvPnz3H48GGMHDkS8+fPh5qamtzj5ufnY+fOndi3bx8yMjIk3v/48SM+fvyIwMBAbN68GRcuXCh0oAghhBBCCCHk10DBHKXYuXPnsGLFCgBArVq10KhRI2hpaeHt27e4f/8+hEIhkpOTMWXKFPj6+qJixYrFNrfLly/j33//ZW01NTVYW1ujWrVqKFeuHJKTk5GUlITXr18jNTVV4Xjh4eEYO3Ys6ysQCNC6dWtUqlQJnz59QnBwMDIyMpCXl4cdO3ZAKBRi5syZMsfz9PTEwoULkZ+fDwCoXLkyWrZsCaFQiPv37+Pjx4/Iz8/H6tWrUb9+fZiamrL6rJ06dVJ4YU0IIeTnUFdXx5gxYzBmzJiSngohhJBSokuXLqhTpw7Cw8Px+PFjAMAff/yBNm3aSO0fFBSEt2/fAgAaN24MS0tLiSyBqampGDlyJMtcqKqqihYtWsDU1BQxMTEICQlBfn4+nj9/joULF2L37t0s+FtFRQVdu3aVOd8DBw5gw4YNEAqFrL+FhQVq164NHR0dJCcn49WrVyyIvWBwPCGElDYZGRlwdHREeHg4e61y5cpo3rw5BAIBoqOjERYWhry8PCQkJGDKlCnYtGkTunfvrtT40dHRCAgIYO2kpCTcunULHTp0KJL59+/fH48fP8bNmzcBiBb/3Lp1CzY2NnL3O3PmDNsePHiw1D779+/Hhg0bWFtTUxMtW7ZEtWrV8O3bNwQHByM5ORl5eXk4fPgwPn78iK1bt0JFRUXqeHl5eZg5cyauXLnCXtPQ0IC1tTWMjY2hrq6OxMREPHnyBAkJCcjPz5dYAEYIIYQQQggpOyiYoxRbtmwZDAwMsH79erRv3573XkhICCZNmoTU1FQkJibiyJEjCjNfFKW9e/ey7Y4dO2LFihWoUqWKRD+hUKiwtIs4IEUcyNGnTx8sX74curq6rM/Xr1+xZMkSXL58GQDg6uqKdu3aoWnTphLjvX37FsuWLWOBHPb29lixYgVLoZmZmYnFixfD29sbQqEQu3btgq2tLbvZKu/GLCGEEElCoRC+vr64cOECnjx5wlIK16tXD3379sWAAQOgqqoKAPjy5QtsbGyQm5uLgQMHYu3atWyc4OBgjB49GgBgbGzMu6ErTWHKggHAtm3bsH37dgDKZYyiUl2EEFI6ODo6AhD9jouDOaysrLB06VKp/RcsWMCCOWxtbaX+3q9atYpdp+jp6WHv3r2wtLRk74eFhWHChAlIS0vD9evX8fDhQ1y9ehUAYGlpKfXaBwBu3LjBC+Ro3bo1li5dCnNzc4m+4syDxRmUTwgh32P9+vUskENNTQ3z58/HqFGj2N/4ABAVFQUnJyc8ffoUubm5WLx4MRo1aqRUCZDDhw+zezhi58+fL7JgDnF2V+7f7G5ubnKDOV6/fo2HDx8CALS1tdGnTx+JPvfv38emTZtYu3379li7di0qVarEXsvOzoaLiwv2798PQLQ46tChQxg7dqzU4zo7O/MCOUaOHIlp06ZBX19fom94eDjc3NyKNIMJIYQQQgghpHRRVdyFlKSDBw9KBHIAQIsWLeDk5MTaPj4+xTktvHr1CoAog4azs7PMm5kqKiqoV68e6tWrJ3Os3bt3IyEhAYDoZuuGDRt4gRwAULFiRTg7O7OHY/n5+bwLZq69e/ciMzMTgGjFHjeQAwC0tLSwcuVKVKtWDYDo4aGHhwcAQEdHB3/++afCz08IIUQkPj4eDg4OcHJywrVr15CQkICcnBwkJyfj7t27WLRoEcaMGYP09HQAgL+/P3JzcwGU7uA5Pz8/dO/eHdu2bcPTp0+RkpKC7OxsxMbGwtPTE4MHD8bRo0dZfyrVRQghv46YmBh4enqy9qJFi3iBHADQrFkzzJ49m7VXr17NSqzIOn/l5uZixYoVLJCjY8eO2L9/v9RADgAwNTXFzJkzMWDAgB/4NIQQ8nNFR0fD3d2dtRcvXgxHR0deIAcAmJmZ4eDBgzA2NgYgyoC0Y8cOheN/+/YN586dk3g9ICBAqUyvhTFy5EhUr14dABAYGChRFoXr1KlTbLtHjx4S96kAYPPmzcjLywMAWFtbY8eOHbxADkCUqWPevHmsxC8AbN++Xepni4yMZEEfADBnzhz8888/UgM5AFFw4fr161GnTh2Zn4MQQgghhBDya6NgjlJs6NChcoMg+vXrx6Lvo6Ki5F6EFjUDAwO2/SMlSXJycnD69GkAosCPJUuWSNwQEFNXV8eSJUtYOzQ0lK24E8vOzubVbx03bhwvkENMIBCgV69ebA7Pnj0DIAom0dTU/O7PQwghvxNxIIe4TJWGhgbat28Pe3t7NGnShPULDg5mGTjEQQ8CgQBt27Yt9jkrw9PTE7NmzcLXr18BiFJI9+7dG7169WKBgOJSXaGhoYiPj6dSXYQQ8gs5f/48C7gwNjZG7969pfbr378/u5bglhbo1q2b1P6XL19GbGwsANF5bs2aNbRamhDyyzt16hTLmlG/fn0MHz5cZt+KFSti7ty5rO3t7a3wXtXJkydZ4HfdunVRo0YNAKKsquJrh6KipqbGfvNzcnJY9teCsrOz4eXlxdrSSqxEREQgJCSEtZcuXSr3fpKTkxMLykhNTYW3t7dEn0OHDrHvukmTJpgwYYISn4oQQgghhBBSllEwRymmqLaorq4uTE1NAYhS3H/48KE4pgXg/+aWnp6OpUuXfvdqibCwMHZhb21tzS7aZbGwsECDBg1YOzg4mPf+ixcvWFYONTU1mTdaAUjNeFKaV4kTQkhpM2/ePPbQysTEBD4+Pti7dy/WrFkDd3d3bN++nQU2nDt3Di9evMDdu3cBAO3atUO5cuVKbO6ySCvVFRAQgE2bNmHz5s24dOkSuwEsLtXl5+dHpboIIeQXIk6bD4gCM2QF4ZUvXx7W1ta81+rWrYuaNWtK7R8YGMi2e/XqxQuAJ4SQX5X473cAGDBgAFRUVOT279q1K/T09ACIgiLEQc/S5OTkwM3NjbXHjh2Lfv36sfb58+e/c9ay9ezZk21zFwNxXblyhWVjql27ttQSv9zvpX79+rx7VdIIBAJe8GDB+1kA/zwyYsQIhd81IYQQQgghpOyjYI5SrG7dugr7cFMtFnX6SXmmT5/Oaot6eHigXbt2mDZtGlatWgVnZ2c4Ozvjxo0bCsd58eIF2+au4paH2+/58+e89968ecO2zczM5NafbtiwIe/CWFNTU2qAByGEEEn37t3j3cBcv369xMOtrl27YvTo0QBEqef/+ecfVmJFXrBdSaJSXYQQUvZxs/sVLK9SUMOGDXlteecvbpBIq1atvm9yhBBSigiFQt59m4IBbtJoaGigcePGrC3OhCrNxYsXERcXB+D/suH169eP3asJCQkp8oVL9evXh5mZGQBRQMbnz58l+ogzyALSs3IA/PtRynwvAHhBIQW/l8TERBYoD9B5hBBCCCGEECJCwRylWPny5RX24abtFT8gKw4CgQD79u2Ds7MzGjZsiPT0dFy5cgVHjx6Fq6srXF1dcevWLYXjfPz4kW2L65YqIn6ABkDiovvbt29s28TERO443MwmAPDnn39KrYFKCCFEkqenJ9tu1qwZmjdvLrUf9+anOEW9hoYGOnTo8DOn912oVBchhPwexGW0AMXXDPXr1+e15WVgSkpKYtvc6wxCCPlVpaSkICcnh7WNjY2V2o/b78uXLzL7HTp0iG2PGjUKmpqaMDU1RbNmzQCIgkkuXLhQyFkrJs7OkZubK1HKJSYmhgWta2pq8jKFcHHvRyl7P0ve95KYmMi2NTU1UaVKFaXGJIQQQgghhJRtFMxRipX2dIqBgYHYt28fnj59+t1jpKWlsW0tLS2l9hEIBFL3B8DqrAKAtra2wrG4aTC7dOmi1PEJIYTwVx/36NFDZj9zc3OJm76tW7culcFzVKqLEEJ+DxkZGWybe20hDTczR82aNVGvXj2ZfbnXJorGJYSQXwH3Hgug3H0WQP59G7F79+6x+0kCgQDDhg1j7/Xv359t/+xSKz4+Prz3zpw5w0oodunShZcRl4v73Sj7m8/9/gp+L3QOIYQQQgghhEhDwRzku+zfvx//+9//8PTpU+jp6eHvv/+Gr68vHj16hJcvX+Lly5dYvHixwnG42UTED9AU4V4w6+jo8N7jXhhnZWUpHIu7woRSWBJCiHLy8vIQGRnJ2lZWVnL7F0xRX1qDHqhUFyGE/B64QeSKrkG41wstW7aU25cbqFjwASghhPyKCgYVcIPh5JF330aMm5Vj8ODBqFChAmt3794d5cqVAwBERETg8ePHyk5ZKXXq1GGljcPCwhAfHw9AdJ1z7tw51m/IkCEyx+B+N8r+5nO/v4LfC51DCCGEEEIIIdJQMMdvRry6QB5FF+cxMTHYtGkThEIhdHR0cPLkSfz1118wNzdXOruGNMrWQRXXUwUgsUKCe/HPTVEpTUpKCgIDAwt9fEII+d2lpqYiPz+ftQuTol5VVbXUZkKiUl2EEPJ74AbrcUujSMNdsa3oesHQ0JBtx8TEfOfsCCGk9Chfvjyv7KCy901iY2PZtrTMFu/evcO1a9cAiMoHOzo6ShyXe83wM7JziLMLCoVCVmrxxo0b+PTpEwBRuazWrVvL3N/AwIBtc0sIyyPve6lUqRLbzs7OZgEmhBBCCCGEkN8bBXP8ZlJTUxX24QZLSHPz5k3k5eUBAHr16oVatWoVydwePXqkVD9uan9umRQAqF27NtuOiIjgZf4oyN/fH9nZ2az96tUrJWdKCCG/t4JBf4rSLXMzc1hbW/MedpUmVKqLEEJ+D+bm5mz75cuXcvtevHhR6b7cTFV37979ztkRQkjpoaKiwisv9eDBA4X75Obm8jJpFLxvAwCHDx9mweF2dnYSZRkBoF+/fmzb19dX5v0ddXV1tq3MAiYxaaVWTp06xV4bNGiQ3PLH3IB1Zb4XALh//z7bLvi9GBoa8gLK6TxCCCGEEEIIASiY47fz/Plzue9HRkYiISFBbh9uHc+iXIV8//59hSvYXr9+zWqqApKpji0sLFgqzvT0dLkXv2fOnOG1KZiDEEKUUzALU1GmqC9JVKqLEELKBnkP3wB+0EVAQIDMfkFBQXj//j1rJyYmys3+xy235evri8+fPyszXUIIKdW42Sk8PT0VBkz4+/sjOTkZAFCuXDlYW1vz3v/69Ss8PDxYe/z48VLHsbGxgZGREQBRFqVbt25J7ce9L6XM3/BiZmZmLKDi8ePHCA0Nxc2bNwEAampqGDBggNz9ud/Ls2fP8OLFC7n9MzIyWAaQgvuLcc8jx44dK1RwCiGEEEIIIaRsomCO34y7u7vc9/fs2cNrc9Poi1WtWpVt+/v7K10zVRGhUIjVq1fLvFjNy8vDqlWrWLtZs2a8VXWA6AFjp06dWHv79u0siwhXWFgYQkNDea8VbBNCCJFOV1cXqqr/9ydEYVLUK5uCuLCKoowYleoihJCyQU1NjW1Le7DHXY394MED3LhxQ+o4e/fulXgtLCxM5nG7devGVlWnp6dj/vz5vMA/Qgj5FQ0ZMoT97f/06VO595W+ffuG//77j7V79eqF8uXL8/q4u7uzjHitWrXiZfHjUlNTQ+/evVlbVqkVbjYLbgCeMsSlVgBg7ty57P6Rra0tqlSpIndfc3NztGjRgrVXrlwp9zffxcWFXTfp6uryPpvYmDFj2HcdHh4OV1dX5T8MIYQQQgghpEyiYI7fjLe3N1xdXSXSU2ZnZ8PFxQXnzp3jvS7OlMENiGjfvj3LfhEdHY1x48bJzWoRHR2NLVu2KMz4oaGhgWvXrmHBggUS5WC+fv0KJycnlmlDRUUFTk5OUscZN24cW4334MEDLFq0iLdq/MOHD5g/fz5rm5qaAhBlJSmYrYMQQogkdXV1mJmZsba8tPMZGRm4fv06a8s7X3xvimRAuTJiiupOU6kuQggpG7gPDp88eSLxvrm5OTp06MDa8+bNkwjs3rVrF27fvg0AMDY2ZtcXO3bs4GUq5FJTU8PSpUtZ35s3b2LcuHGIiIj4oc9DCCElqUaNGhg6dChrr1y5Em5ubhKLf969e4dx48axgApdXV1MnTqV1ycnJwfHjh1jbVlZOcT69+/PtgMCAqT+zd+0aVO2LSvgQxZuMAc36HzIkCFK7e/k5MQCCENDQzF9+nSJQPfs7Gxs2rQJhw4dYq9NmzYNOjo6EuPVrFkTf/31F2u7uLhgxYoV+PLli1LzIYQQQgghhJQ96oq7kLLEyMgIzs7OcHNzQ/PmzVG+fHl8+fIFoaGhLA1w7dq18ebNGwDApk2bEBwcDGNjYxY8oaenhzlz5mDNmjUAROVR+vTpgzp16sDCwgK6urrIyclBUlIS3rx5wy7k7e3t5c5t4sSJOHLkCDw9PXHlyhW0bt0ahoaGSEhIQHBwMFu5Ie7bvHlzqeNYWlpi9OjROHz4MABRGtDAwEC0adMGeXl5CAwMZDcAmjRpglmzZmHMmDEAgKVLlyIoKAgVK1bEvHnzJEoJEEIIEbGyssLbt28BiG6s9urVS2o/Hx8f3u93REQE8vLyeKumxbgpkhWVbinoxYsX6NKli8z38/PzFWZgEpfqysrKYqW6bGxspPalUl2EEFJ6/fHHH2w7KCgIjo6OqFmzJmbNmgUDAwMAwJIlS/Dw4UMkJycjOTkZI0eORLNmzVCzZk28ePGCV9px5cqV2L59O+7fv4+XL19i0KBBaNOmDVq1agU7OzvesW1tbTFv3jxs2LABQqEQ9+7dQ69evVCvXj3Url0bBgYGMDY2RpcuXWBsbFw8XwghhPyg+fPn48mTJ3j8+DFyc3Px77//Ys+ePWjWrBkEAgGio6MRGhrKFgKpq6tj9erVvKwZgKgElTjAunbt2ryyItLUq1cP9erVw4sXL5CZmYlLly5h0KBBvD729vY4duwY8vPz4evrizdv3sDS0hLlypWDnZ2d3HKIpqamsLS0RHh4OHutSpUqCucl1rRpU8yZMwcbNmwAAFy7dg0dOnRAq1atUK1aNXz9+hXBwcGs7AwAdO3ald2DkmbWrFmIjIzElStXAADHjx/H6dOnYW1tDRMTE+jr66N27dro1q1bkZY+JoQQQgghhJROlJnjN7Nx40YIBAJ8+vQJvr6+cHd3x+XLl1kgx5QpU7By5UrWPzk5Gd7e3hKp6R0dHbFy5UreqrfXr1/D29sbJ0+exNmzZ3H9+vVCpbg0NjbG7t27YWRkhLS0NFy9ehWnTp3CtWvX2INANTU1TJo0CbNnz5Y71oIFC+Dg4MDaSUlJ8Pb2xsWLF1kgR/Xq1eHs7Iw2bdqwVMt5eXnw9vaGm5sbb8U1IYQQPu4qtkuXLknNzpGTk4ODBw/yXsvKysLjx4+ljmliYsJWM3/58kXmymdpPD095dbI9vLyQlxcHGtLK8FFpboIIaRsaN++PTQ0NFj77t27vLT+gOgB3r59+1CtWjUAooxQoaGhOHv2LC+QY9asWWjbti0WLlwIbW1tAMDbt2/h5uYm87d/3Lhx2Lp1K0vRLxQK8fz5c1y4cAGHDx/GmjVrYGdnh/379xf5ZyeEkJ9BW1sbhw8f5l0DxMXFwcfHB6dPn0ZwcDD7u9nIyAg7d+5E9+7dJcYRL7oBgLFjx7K//eXhZueQlnmjXr16mDZtGmu/evUKZ86cgZubG54/f65wfG7pLQAYOHCg1MBzWcaPH49Vq1axwIrs7GwEBgbi1KlT8PPzY4EcampqGD16NLZs2SL3c6upqWHr1q2YNm0aO+/k5OTg3r17OHfuHPbv34+FCxeic+fOCAoKUnqehBBCCCGEkF8TBXP8Zlq3bo0zZ85g4MCBqF69OjQ1NWFoaIgOHTrgwIEDmDlzJpo2bYpFixbByMgIurq6aNu2Le+CXWzIkCHw9/fH0qVL0blzZ9SoUQMCgQBqamrQ09Nj6YvnzJkDd3d3VK9eXeH8mjZtCi8vL8yaNQsNGzaEnp4eNDU1YWJigkGDBuH06dMKAzkAQFVVFcuXL4e7uzsGDx6MmjVrsrkZGBigY8eOOHLkCJvTxo0bMXv2bHYzlxBCiHw2NjawsLAAAOTm5mLy5Ml4/fo1ez8vLw8rV65kmZ7EJa0AwNnZWWo9aR0dHTamUCgsVJrkmJgYzJkzB9++fZN47+LFi1ixYoVEf/E8uahUFyGE/PqqVKmCbdu2wcLCghfUUVDjxo3h6+uLBQsWoEWLFjA0NIS6ujq0tLRQp04dLFmyBJMnTwYgyv538uRJ2NjYsJKT8nTr1g1XrlzBmjVr0KNHD9SoUYO3gjonJwcbNmyAr6/vj39gQggpBjo6OnBxccHJkyfh4OAAc3NzlC9fHhoaGqhcuTJsbGywZMkSXL58Gba2thL737t3jwXLGRkZoW/fvkodt0+fPqwcY0hICD58+CDRZ+rUqdizZw86duwIQ0PDQgVjFLzfVTDzhzIGDx6MK1euwMnJCc2bN0elSpWgoaEBPT091KtXD+PGjYOXlxcWL16s1NxUVVUxffp0+Pv74++//4aNjQ2qVavGyx6bnJyMKVOmIDo6utDzJYQQQgghhPw6VISFLUpPSpVRo0bh3r17AIAjR45ITR8pfjAGQOrK6ZK0YMECeHh4AADWrl2LgQMHlvCMfkx8fLzUdJw3b95kK/MI+VXQv2eiyKNHjzBy5EiWyUhdXR2tW7dG5cqV8ejRI0RERLDXz507h8mTJyM2NhYA0KhRI1hZWUmkPj527BjLEKWiooKWLVvCzMwM6urqmDhxIu/fHvccaGRkhISEBOjo6KBly5aoXLky0tPT8fjxY0RFRQHglxFTU1ND9+7dkZqaij179vA+15o1a3irBg0NDZUq1aWmpoYePXp8d6ku+m+OlBX0b5kQ2VJSUrBz504cOHAAAGBubv7DAR303xwpS+jfMykJpfm+WUFxcXGYN28egoODAQAODg5Yvnz5d49H/82RsoL+LRNCCCGkrKLMHIQQQgj5LlZWVti+fTv09PQAiDJ03Lp1C+fOnWOBHCoqKvj3339hYWGBJUuWsJVoT548kZr6eNiwYbCxsQEgys4RHBwMd3d3uLm5sZJg0ixcuBCmpqZIS0vDtWvX4O7ujgsXLrBAjrZt2+LYsWOoWLEiAFFGDh8fH1azm4tKdRFCCPlZypcvjzlz5sDQ0BAAEBERITWrFCGEECJN1apVsWjRItZ+8OBBCc6GEEIIIYQQ8rNRMAchhBBCvputrS0uXbqEGTNmwMrKCvr6+lBTU4NAIECDBg3w33//wd7eHgDQqVMnHDp0CNbW1jLT3qurq8PV1RVLly5F06ZNUaFCBaVqaVeqVAkeHh6YNGkSzM3Noa2tjfLly6NJkyZYsWIF9u3bB319fWzZsgXm5ubQ0tJCgwYNWFYNLirVRQgh5GdSV1dH1apVWTsrK6sEZ0MIIeRXwy1hSecQQgghhBBCyjb1kp4AIYQQQn5t+vr6mDp1KqZOnaqwb8uWLXHy5Em5fTQ0NDBixAiMGDGiUPMoX748Zs+ejdmzZ8vs06ZNG6XT2Tdp0gRNmjRR2E9NTQ2TJk3CpEmTlJ0qIYSQ39jDhw9ZGv8KFSqwLB2EEEKIMtzd3dl2rVq1SnAmhBBCCCGEkJ+NgjkIIYQQQgghhJCfLCUlBbNnz8bdu3eRm5sLAOjfvz9UVSlhJiGEEMXu37+PDRs28EqriLMgEkIIIYQQQsomCuYghBBCCCGEEEJ+sszMTAQGBrJ2vXr1MHPmzBKcESGEkF/Jx48feYEcAwcORJcuXUpwRoQQQgghhJCfjYI5CCGEEEIIIYSQn0xFRQXa2towNTWFnZ0dxo4dCx0dnZKeFiGEkF+EiooKypcvDwsLC9jb22PAgAElPSVCCCGEEELIT0bBHL+4o0ePKuwjrsdcGq1btw7r1q1Tuv/Xr19x9OhRCIVCqKqqwtHREbq6uj9xhkVjeYPl0MrXKulp8Dh/cS7pKRBCflPBwcG4d+8eAKBmzZro27dvCc+odNu8eTMEAkFJT0OuZcuWlfQUCCGk1KtUqRIePnxYbMf7Fc4fhUHnGkKILIcPH8a3b98AAN27d0edOnUKtX9pvm/G1bNnT/Ts2bNYjlWc5xD6fSeEEEIIIUQ2CuaQ49ChQ1i7di1rT5s2DdOnTy/BGf3ehEIhFixYgICAAADAkiVLfolADkIIIf8nJiYGU6dORUpKCgwNDXHy5MmSnhIhhJCfoHnz5khJSWHtgg/KVq1axQLTBw4cyLvuIoQQQpR14MABrF+/HgBgZ2eHadOmlfCMCCGEEEIIIaToUDAH+WXs37+fBXKMHz8eo0aNKuEZEULKiuDgYIwePRoqKiowNDREnTp1MHToUPTo0aOkp1Zs7ty5g7Nnz+LRo0dISkpCbm4uKlasiNq1a6Ndu3awt7eHnp7eDx0jOzsbM2fOREpKCgQCAXbv3o0aNWoUzQcghBDyy/Dz82OBHO3atcPKlStLeEaEEEJ+Rffv38emTZsAiIIIN27cCBUVlRKeFSGEEEIIIYQUHQrmkKN+/foYMWIEPn78iICAAKiqqpb0lH5boaGhcHYWlQXp3bs3/v777xKeESGkLBIKhUhMTERiYiKCgoLw7NkzzJkzp6Sn9VNlZ2dj4cKF8Pb2lngvISEBCQkJCAoKwr59+7B582a0adPmu4+1atUqPH36FOrq6nBxcUHjxo1/ZOpKlRojhBBSMoYMGYLMzExcvnwZSUlJ7PXo6GgsWrQIANCwYUNs2bIF6up0WUoIIaRwPn/+jNmzZyM3Nxfm5ubYuXMnNDU1S3pahBBCCCGEEFKkKDpBjlatWmHp0qXo2LEjAPzwimTyfbgX6K1atcLatWtppQUhpEhVqVIFI0aMgL29PapWrcpe37t3L54/f16CM/v51q5dywvkMDQ0hJ2dHQYNGoS2bdtCR0cHgOi3eMqUKYiOjv6u43h5ecHd3R0AsHz5ctja2v745AkhhJRa8+bNwz///AM1NTV2HSXO0JSamgpjY2Ps3r2bnWcIIYQQZQmFQvz999+Ii4uDkZER9u3bh4oVK5b0tAghhBBCCCGkyNESKDny8vLw7Nkz7NmzBwDQrFmzEp7R7yc/Px9z587Fp0+fULduXezYsYNWWhBCipyZmRmWLl0KAEhLS8Pw4cPx4sULCIVCHDt2DKtXry7hGf4c7969w4kTJ1h7xIgRmD9/PsqVK8deS0pKgpOTE+7evYv09HS4urpizZo1hTpOREQEli1bBgCYPn06Bg8eXDQfgBBCSKn19etXHDhwAHFxcejSpQsAUYamZ8+eQU9PD3v37oWRkVEJz5IQQsivaOfOnbh16xZ0dHSwd+9eVK9evaSnRAghhBBCCCE/BQVzyHH06FGsXbsWANC9e3fUq1evhGf0+4mKioK1tTWsra0xePBglC9fvqSnRAgp43R0dPD3339j/PjxAAA/Pz8sXbqUF+BQVly4cAFCoRAAYGVlhX/++Uci85GhoSHWr1+PTp06IS8vDzdu3Cj0cV6+fIlx48bB0NAQw4cPL5K5E0IIKd06d+6MlJQUlCtXDpMnT4a3tzfc3d1Rrlw57NixA+bm5iU9RUIIIb+gjIwMAMC0adPQpk0b1K9fv4RnRAghhBBCCCE/DwVzyKGvr4+WLVuiY8eOGDVqVElP57f0xx9/YPr06SU9DULIb6Zt27YwNjZGbGwsUlJScPXqVfTs2bOkp1XkwsPD2fagQYNklrCqWrUqTExM8O7dOyQmJiI1NRW6urpKH6csfneEEELks7CwQPXq1TFu3DjUr18fFhYW6Nq1K1RVVaGhoVHS0yOEEPKL0tbWxtSpU0t6GoQQQgghhBBSLCiYQ45+/fqhX79+JT0NQgghxUxFRQV9+vSBq6srAMDLy6tMBiTEx8ezbUUr2vT19fHu3TsAolI0hQnmIIQQ8vtxc3PjtSmAgxBCCCGEEEIIIYSQwqFgDjmCg4MxevRoAICxsTECAgKU2u/evXvw9vbGw4cPER8fj5SUFOTl5Sncb/To0Vi8eDG2bduGHTt2QE9PD9WrV0eXLl0wfPhw6Onpydw3IyMDXbt2RUJCAgBg8ODBWLVqFXt/1KhRuHfvHgBg7dq1GDhwoMQYCQkJ6Nu3Lz5//gwjIyNcvHhR6bIm8fHx2LVrF0JCQhAXF4eMjAxoaWnB2NgYnTp1wsiRIwtVE/vz5884c+YMbt68iaioKCQnJ0NHRwfVqlVDmzZtYG9vj9q1ays9HgAkJibCw8MDd+7cQWRkJD5//gwAMDAwQO3atdGqVSv06NEDJiYmhRqXEFI29e3blwVzBAYG4vPnzzAwMFB6//T0dJw8eRKXL19GZGQk0tLSYGBggCZNmsDBwQFt2rRhff39/dnqsnXr1mHAgAG8sc6dO4eFCxcCAAYMGIB169bJPfb79+/RuXNnAPLPX2lpaWxb3jkG4Ad+6Ovry+0rdv/+fZw+fRrBwcFISEiAhoYGzMzM0KlTJzg6OvLOMf3798fz589hYmKCq1evstfd3Nzw77//AhCt8vby8pJ6rNTUVPTt2xexsbEQCATw9vaGsbGxzLnt2rULLi4uAEQlZk6dOqXUZxIbMmQIHj16BACYPXs2Jk2aVKj9CSHkd8E9h7Vs2RJHjx5VuI9QKERAQACuXLmCR48eISkpCSkpKcjPz1e478KFCzFmzBgsWLAA58+fh4GBAUxNTdG9e3cMGzYMWlpaMveNj49Ht27dkJmZCQCYNWsWJk+eLNFv7NixuHPnDgBgwoQJmDt3rsJ5iX39+hXt2rVDVlYWAODEiRNo2rSp0vsTQkhRsLCwgJaWFgwNDWFpaYnBgwejbdu2cvc5dOgQK0WsoaGBixcvwtTUVGb/rKws7N+/HwEBAYiJiUFaWhpUVFRQpUoVtG7dGsOHD0eDBg2UnnNOTg68vLxw9epVPH/+HElJSVBXV4eRkRGaNWuGXr16yf0MGzZswP79+wEAnTp1wq5du6T2+/DhA/r27YuUlBRUrlwZFy9eVCqQPTAwEL6+vrh//z4SEhKQm5sLQ0NDNGjQAJ07d0afPn0KHdh448YNXL16lY2ZmpoKbW1tmJqaonHjxrC1tYWtrS3U1en2LiGEEEIIIWWVaklPoCxJTU3FxIkTMWrUKLi7u+Ply5dITk5WKpCjIKFQiC9fvuDp06fYsmUL7O3tERMTI7P/kSNHWCCHlpbWd5UmMTIywj///ANAFNixadMmpfbz8/NDr169cOLECbx58wapqanIy8tDWloaXr16BVdXV/Ts2RP+/v5KjXfmzBl069YNmzZtQkhICBISEpCTk4Pk5GQ8f/4cBw4cQN++fbFmzRqlvtv8/Hxs374dXbp0wcaNG3Hnzh18/PgRWVlZyMrKwsePHxEYGIiNGzeia9euePPmjVLzJISUbTk5OWw7NzcX3t7eSu8bEhKCHj16YP369Xjw4AGSk5ORk5OD+Ph4+Pn5YcyYMdiwYQPrf+nSJQCAuro6OnbsWHQfQgHuQzFZJVYA4PXr1/j48SMAUQCcpqam3HGzs7OxePFiODg44Ny5c4iNjUV2djbS0tLw9OlTbNu2Db1798bbt28BAO/evcPz588BAF27duWN1aFDB7b98uVLNo+CdHV1sXz5cgCiQJqVK1fKnF9ubi5OnjzJ2sOGDZP7eaQZOnQo2z558uR3nesJIYRI+vTpE4YOHYopU6bAw8MDb9++xdevX5UK5CgoPz8fiYmJePDgAdauXQsHBwckJyfL7L9jxw4WyGFkZARHR0eJPhERESyQQ0VFhXc+UEbFihXRo0cP1i6YwYQQQopLZmYmYmNjcfHiRYwbNw7btm2T2Tc1NZUFugOiv5/lBXK8fv0a/fr1w5YtW/D48WN2PZSdnY2YmBicPn0agwYNwtatW5Wa66NHj9CzZ08sWrQIV69exYcPH5CVlYW0tDRERUXh7NmzGDduHMaNG8cW7hTEva64e/cusrOzpfarXr065syZA0B0TnJ2dpY7t6SkJIwZMwZ//fUXzp07h6ioKKSlpSErKwsfPnyAv78/Fi5ciN69e+Px48dKfd7Xr1/D3t4e//vf/+Du7o7Xr18jOTkZubm5SElJwbNnz+Du7o4pU6bg77//VmpMQgghhBBCyK+JgjmKSH5+PiZPnozr16+z17S0tNC+fXsMGTIE3bt3R6VKlZQaS7wqwtramr32/v17rF69Wmr/5ORk7N27l7VHjBiBKlWqfNfn6NmzJxo1agQAOHv2LBITE+X2P3HiBGbOnImUlBQAQJUqVdCzZ08MGjQIzZs3h6qq6J/Yt2/fMGvWLNy8eVPuePv378fixYvZeJqamrCxscHgwYNhZ2fHVo7n5eXh8OHDmDVrFoRCoczx8vLyMGPGDGzbtg0ZGRkARCtIWrZsiQEDBmDw4MHo2LEjyxqSn5/Pe4BLCPl9HTx4kNc+f/68UvvduXMH48ePR1xcHABRxovu3bujb9++MDMzY/3279+PCxcuIDs7G9euXQMAtGjRQmGGjOKWn5+P9evXs7aiFXt5eXmYPHkyzpw5w15r0qQJ7O3tYWNjwwJB4uLiMGPGDOTk5LBgFgDo0qULbzxjY2PUqVOHtbnn2YLat2+PFi1aAACuXbuGFy9eSO0XEBDA/v/R1dX9rhI6PXv2hI6ODgDg48ePSmfvIoQQIltGRgZGjx7NMh8BQPny5dG5c2cMGTIEXbp0QYUKFZQaq02bNhg4cCBv1fezZ89kPqyMjIzE2bNnWXvy5MkQCAQS/U6cOME7hryHmbIMHjyYbfv5+SEpKanQYxBCyI8YMWIEevTowcu4t2PHDoSHh0vtv3//fnz58gUAIBAIpGYtEgsPD8ewYcMQGRnJ+nfq1AlDhgxBhw4doK2tDUB03bBjxw5s2bJF7lxDQkLg6OiI6OhoAKJAOisrKwwcOBB9+vRBjRo1WN/bt2/DwcFBakBH06ZNWWbA9PR03L17V+YxhwwZwrK2njp1SmaASGJiIoYNG4agoCD2Wo0aNdC7d28MHDgQVlZW7PWoqCiMHj0aYWFhcj9vcHAwhg4diidPnrDXqlevDjs7OwwdOhR9+vRBo0aNWJYPcaYnQgghhBBCSNlEefiKyNGjR1kZEwCws7PDihUreBfGeXl52LdvH5ydnVkAwqhRo9CvXz8AYMEe4jSJABAUFIRJkyYhMzMT165dQ2RkJGrVqsU79u7du1nwQ4UKFTBx4sQf+izDhg3DkiVLkJ2djVOnTmHKlClS+4WFhWHlypUQCoVQVVXFvHnz4OjoyAI4AODNmzeYNWsWXr9+jZycHCxatAg+Pj6oWLGixHj379/nZQNp37491q5dywuCyc7OhouLC0uNefnyZRw6dAhjx46VOkdnZ2dcuXKFtUeOHIlp06ZJLREQHh4ONzc3Sk9JCMGnT5/g4+PDe+3JkyeIiIiAubm5zP0+f/6MuXPnshtqtra2cHZ2Zg/98/LysGnTJvYbtmPHDggEAqSmpgKQzEpR0iIjI7FmzRoEBgYCEN04VZTFYteuXbh16xYAUUDe9u3b2TkNEJ0XxMEur1+/xuXLl1kwR6VKlaSmmre1tcXr168BiFINOzg4yDz+oEGDEBISAgA4duwYr+SYGPf/2/bt28tNuS+LtrY22rVrx+bu6+tb6v7/I4SQX42zszN7+AcAw4cPx7x589iDP0C0knzjxo28ci1z5sxh5cuqV68OAOjXrx+7zvLy8sK8efMgFApx5swZzJo1S6KcpLOzM3JzcwGIHsQNGTJEYn75+fm4ePEia3fr1u27PmfTpk1RqVIlJCYmIicnB5cvX5Z7biOEkKK2dOlSAKLfVCcnJ1y9ehVCoRCHDx+WyNKamJiIQ4cOsfbYsWNhaGgoddzk5GRMmTKFXd/06dMHy5cv55Up+fr1K5YsWYLLly8DAFxdXdGuXTup1wFfv37FnDlz2OIcMzMzbNq0iS1CEvPy8sI///yDzMxMREVFYdGiRbxMIoAoC6KNjQ37Hb9x4wbat28v9XOoqalh4MCB2Lp1K7Kzs+Hu7i41gGXhwoUsyEQgEGDVqlXo1asXr8/jx48xe/ZsxMTEID09HXPmzIGXl5fU4MSPHz9i5syZrBymiYkJli1bJnWeX79+xcWLF/Hu3Tupn4EQQgghhBBSNlBmjiKQl5fHW8HdqlUrODs7SwQMqKmpYeLEiZg0aRJ7zcfHB7Vr10bjxo1RrVo1ibHbtGmDMWPGsLanpyfv/bi4OF5q3r/++ktqoERhiG+EAmAphKVZu3YtSys/e/ZsjB07lhfIAQC1a9fGwYMH2XeRkJDAuwnAtXnzZjaetbU1duzYIZHNRFNTE/PmzcOoUaPYa9u3b2c3CrgiIyPZA1NAdJP3n3/+kRrIAYgyoqxfv563ApwQ8ntyc3OTmqXHy8tL7n7Hjx9nq2v19PSwadMmFsgBiM4Dc+fOZTcfIyMj2U1GFRUViawUJcHNzQ1OTk7o06cPunfvzsuo5OjoiObNm8vcNy0tDQcOHGDtyZMn8wI5ANF5YdmyZax96NAhPHv2DADQuXNnifMIIJkSWd7qM27mEH9/f4m0/FlZWbzP1KlTJ5ljKdK5c2e2ff36dVoVRwghP+Dbt284deoUa/fr1w/Lli3jBXIAouyHS5YsQd++fdlrXl5eaNy4MRo3biz1AWPfvn3Ru3dvAKIHl9yADED0oM3Pz4+1Z86cyVY8c92/f59lLlRRUfnuc4iqqiqvrBr32IQQUpy0tLSwZs0aFmzh7+8vcX9l586dSE9PBwDo6+tj3LhxMsfbvXs3KwFsa2uLDRs28AI5AFG5KWdnZ7Rs2RKAKFBOVpnfw4cPIz4+nu136NAhiUAOQPQ7v3HjRta+du0aC/Dm4l5XyMv4B/CvK8SBJ1x3797lXVc4OztLBHIAQOPGjXHo0CEWRPjx40ccOXJE6jE3bdrEMqAYGxvD3d1dZsBJxYoVMWzYMMyfP1/u5yCEEEIIIYT82iiYowiEhITg48ePrL1kyRKoqanJ7D9p0iQWpPD582eFN+8cHBzYw63z58/zHkxt27aNPTwyMjLC6NGjv/tziBkbG7Obpo8ePWIBFlzh4eGs1qeJiYnci3kjIyNMnTqVtc+cOSNRGiUiIoJ3ob106VKWil8aJycnFpSRmpoKb29viT6HDh1i31WTJk0wYcIEmeMRQohYRkYGTp48ydrcAIsLFy7ILe3EDbhzcHCQWPULiB7g2Nvbs7Y4lbGlpeV3l8gqSjdv3oSPjw9evXrFe7158+aYMWOG3H2vXLnCVpEJBAKZ5yRueStuKmdZwSzW1tZs5VpGRobclMhGRkZs7C9fvuD58+e89x8+fMhuRgNgN5G/R6tWrdh2eno6rywAIYSQwrly5QpbeV2uXDksWLBAbv958+axgIvXr18jNDRUbv/hw4ezbQ8PD9573IeI9evXl/owDgAvjX7NmjV/6LzNPf+EhYUhOzv7u8cihJAfoaenx8oOFgx4i4mJ4QXaTZo0SSI4QywnJwenT58GIAp4W7JkidRAbUCUJWPJkiWsHRoairdv3/L6CIVC3rGnTJkidRGUWNeuXXmBD9yyWGLt27dnc3r//j3evHkjc7x69eqxvs+ePWNBFmLu7u5su1OnTrxAkYJMTEx4WXRPnjwpcV0ZHx/P++6XL1+udLlmQgghhBBCSNlFwRxF4MGDB2y7UaNGqFu3rtz+Wlpa7EIZEKV2lKdq1aosW8bHjx8RHBwMQBQAwb0ROW3aNImVa99DRUUFlStXBiAqa/L161eJPtwVDL1791ZYmqRv374swOXTp08SF+ncB3P169fn1baWRiAQsNV1ANh3wiUuCwCI6sGqqKjIHZMQQgDRA57k5GQAgKmpKdavXw+BQAAAiI2NlbrCCwCSkpIQExPD2j169JB5DGmrq0pDVg55QkND0alTJ3aDVpqHDx+ybRsbG5k3elVUVGBjY8N7TVdXF61bt5baX5wSWezatWty5ypOsQ+A9/8JwA8eMTIy+qEHcVWqVOGtAJdVY5wQQohi3GuqDh06wMDAQG5/IyMj3vlU0Qrrpk2bwszMDIAow4Y4Lf3t27d5QRpz5syRed3A/Z1v2LCh3OMpwt0/OzsbL168+KHxCCHkRwwYMIBtc+8zubi4sIyFxsbGvMC4gsLCwlgJYGtra9SoUUPuMS0sLHj3fgre14mIiGBZPtTU1FjpLHkGDx7MtrmlkMUMDAzQuHFj1pZ3XaGlpcU7F71//573Pne+3GB9Wezt7VlwSEJCgsR9sTt37rByX2ZmZjIzchBCCCGEEEJ+LxTMUQS4F2DW1tZK7cOtBSpOLy9P//792bb4wtrZ2ZllzTAzM8OgQYOUOrYyuDcwxQ81ubgrnZX5zBUrVkStWrWk7v894wHyv8PExETExsayNnf1NCGEyCKuEy02duxY6Orqws7Ojr12/vx5qftyV3UJBAK5gX0mJibQ09Pjvda1a9fvnHXR2rVrF8LCwuDv74/9+/dj0qRJLDgiOTkZS5YsgYuLi9R9IyIi2LalpaXc4xR8CNahQwe5GZm4K90UBUFyS+QUzJTFPWdzz0sFvXjxAjt37sTOnTvlPmAzNzdn29zPTwghpHC4v8/cv/Pl4fYreH0hDfeaytPTE0KhkJeVo2XLlmjXrp3M/bm/83/88YfMflevXmXnkG/fvkntY2ZmxluxXvChHiGEFCduwFtYWBiio6Px/Plz+Pj4sD7Tp0+X+/c692/mJk2aKHVcbr+Cv+Pc+zy1atWSWTKXi3teSEhIYCVauIriuiI+Pp6V1yx4XFkMDAzYdwxI3sfiBsb/SPZAQgghhBBCSNlCwRxFgHuDTl7KRy5jY2O2La67LE+3bt3YCucrV67gzp07uHLlCnt/5syZCrNjFAa3Rqq0lWlxcXFsW9nPzO33+fNn3nvcNndFtTzc77Bgukvud6qpqVkqShcQQkq/a9euISoqCoAo3fDAgQMBgLcKzM/Pj5W34uKeC6pXr64wG1D9+vXZdp06deQGFhQnVVVV6OrqwtTUFDY2Npg9ezauXLmCSZMmsT6urq5Ss1BwMzmZmJjIPQ738wOKg1natWvHHnp9+PABL1++lNovOzub97Ct4O8/93xRMKCG6+HDh9iyZQu2bNkit3xKxYoVpY5NCCGkcLjn0apVqyq1D/e6Qbx6W57+/fvzylf6+vri6dOn7P25c+fK3Z/7O8/9/S/Ix8eHnUO4D/u41NTUeOXY6BxCCClpBQPeNm3axEqB1K1bV2FmDG75YWXv6xT1faJKlSqhXLlyrC3tt5UbzPHgwQOp2WgB0TUH9z3udQV3bgUzeMgj7z4W93xhamqq1HiEEEIIIYSQso+COYoAt76xlpaWUvtw+2VmZirVX5yyPz09HTNmzGDvNWzYUG46/8LKyMjgXURKu1GZlpbGtpUt7SIuU1Bwf0D0maT1k4d73ILjcdvKjkcIIQcPHmTbDg4O7HemdevW7EZjSkoKrl69KrEv93dMmd9Fbkrh0l5iRV1dHbNnz0avXr0AiDKYcGtEi2VkZLBtRb+99evXZw/UypUrJ3clNCBayWZlZcXaslbRXb9+nQXbCAQCiaAR7jlX3v9P3HM7d7sg7hjSgnwIIYQo53uuqbi/wcpcU1WrVo2V9IqNjcWyZcvYe127duWdZ6Th/s4X9TlEmfkTQsjPxA14O3LkCK907axZs3jZhKTh3odR9ndc2ftEhSkpLO9eESC6DhOXFs7NzcWtW7ekjuPn58e2zczMeOUVv+eeGCD/89J9LEIIIYQQQog0FMxRBLgrqqRdKErD7SfOuKEId5WEuA4pIL+u8/d4+fIlW31Rvnx5qaksxXU8Af7DO3m4F+I6Ojq897gXqtx+8nCPW3A87neq7HiEkN/b8+fPWV1lTU1NjBw5kr2noqKCvn37sra0UiuFfajPTdn7q5SC4tag5q5kFitMoGJWVhY7dzVq1Ejid1waW1tbti2rvvW+ffvYdteuXaGhocF7X9n/n7gr5aSVG5M2Bt10JYSQ78f9+724r6nU1NQwe/ZshfvSOYQQUpZVq1aNXZdw7zlZW1ujc+fOCvfn3idSNkBN2ftEyt53KthX1jWGouuK7OxsHDlyhLV79uzJe587bmHmJu/z0n0sQgghhBBCiDQUzFEEuNH579+/V2qf6OhoqfvL07x5c9SsWZP3Wps2bdC2bVul9lfWnTt32HbDhg0VBopwU2nKwy3NUjBAhJuSUtnxYmNjZY5XqVIltp2dnS21TiohhHBxs3L069eP9zsC8B/+3Lp1SyJteoUKFdi2ovJZ+fn5uHTpEmt/+PBB6XmKg+3k+Vmre7lpkKXdYORmclL0Hfj5+SEvLw+A8r/73JTIjx49knhA5unpyUqiqKqqYty4cXLnWDCVMxc3Xf+nT59k9uOOwf03QAghpHC4592feU3VrVs3iQdoAwYMgLm5ucJ9lS2tpcw5JDc3l1dahs4hhJDSYMCAARKvKSpBJY2y1zdFfZ8oKSmJFygnbXESwL+uCAwMRH5+Pu/9PXv2sM+gra2NESNGyJxbZmam3OsKLnn3sbjnsZiYGKXGI4QQQgghhJR9FMwhh7q6OtuW9/CscePGbPv+/ftKjR0WFsa2GzVqpPScunbtymvPmTNHqf24q8i4q8ELEgqF8PLyYm1lUv8/fPhQYZ9v377h7du3rM0tLwCAlwb/wYMHCscD+N91wfEMDQ1hYmLC2nfv3lVqTELI7+nTp0/w9fUFIMrCMXbsWIk+f/zxBywtLQGIHsD4+Pjw3q9duzbb/vz5M+9BTkGhoaG8hzuvXr1Seq6pqakK+3BvihYl7go9blYqMe6DsJcvX8odS/x9A6KbvdyxZalfvz6rVZ2Xl4ebN2+y9z5//ox169ax9ogRI1CvXj2JMWrUqMG25d0kffPmjdTtgrgPEgsGXBJCCCl911Ta2tpo3749a5crVw7Tp09Xal/uOYT7+8+VlZXFO7/IOofExsayoEaAziGEkNKhS5cuUFNTY+0OHTqgefPmhR5HHGCtCPd+UsH7Otz227dv5WY6EuOeP4yMjNi1Q0Ft2rSBpqYmAFEGJe59qLdv32L37t2sPWvWLIlA/ypVqvCCL5S5j/X582dERUWxdsHP26RJE7YdHByscDxCCCGEEELI74GCOeTgpjiUt8q5devWrHbo69evER4eLnfc1NRUXu1Ncd1mRfLy8nD16lXWrlSpktI3LY2MjNi2vId858+fR2RkJABRuvzevXsrHNvHx4d3I1KaCxcusD5GRkb4448/eO9zv4Nnz57hxYsXcsfLyMjgPQiU9h1yb9IeO3ZMqdXshJDf07Fjx1igW4cOHWSuzuVm5yhYaqVSpUowNjZm7YCAAJnHO3PmDK9dmGCO58+fK+wjLhdTGMqktH/y5AnbNjU1lXjfysqKbd+4cUNihZvYu3fvEBoayntN2e+Au4ruxo0bbHv16tVslXTt2rVlBjtyAzw+fvzIWx0nlp6ezisj8/TpU6npk9+/f8/L/GRhYaHUZyCEkN8J95pKXir6P//8k23fvn1bYWa9Dx8+ICgoiLWVvaZKSUnh7Ve3bl1UrVpVqX255xBuIAnX/fv3eee/guc7afurqamhTp06Ss2BEEJ+pitXrvDu73DvqxTG/fv3FWaXeP36Ne9v7pYtW/LeNzc3Z/ey8vLyeAuPZOFeZ8krZamjo8M7nvi6Ii8vD0uXLkV2djYA0bll9OjRUsfgju/h4aFwbh4eHuz8ULlyZYn7Yn/++ScLgHz37h3vWocQQgghhBDy+6JgDjlMTExYiZEvX77IfNBVvXp1Xr3N1atXsws/aTZv3sxWFOjp6UnU3pTl7NmzLNACEKWwVzZan/uAjbuSmSs+Ph7//fcfa48bN05mSkqu6OhoHDp0SOb7iYmJ2LFjB2sPGjRIonSLubk5WrRowdorV66Um0HExcWFlTjQ1dWVGnQyZswYFmQTHh4OV1dXhZ+FEPL7ycjIgLu7O2uPHz9eZt+ePXtCQ0MDgCiwISIigvd+jx492PaePXukliKJiYnhBaMBot8oeecNrtjYWNy6dUvm+1++fMHp06dZW1GwndjixYvlBi7m5OTg+PHjrM39zRbr0qULW+EWFxeHkydPSh1r7969EoEesh6KFcQ93wYGBiIvLw9HjhyBt7c3AFFt7a1bt/IyUnG1bt0a5cqVY+2CgTUAcPnyZWRnZ8PQ0BB6enrIysriBWFK21dLS0vpB4mEEPI74Qb/ySuf0qxZM9StWxeA6JyzevVqmcHYQqEQ//77LzvH1a5dW+5DO659+/bxVnc/efJE6XT23HPQ+/fveUEhYuKHjeLA0AcPHkgd/+zZs2y7WbNmUjNeEUJIccrOzsa2bdt4r128ePG7xhIKhXJ/x/Py8rBq1SrWbtasmURAvYqKCoYMGcLaO3bskBvod/XqVVy/fp21hw0bJneO3N/0a9euAQA2bNiAkJAQAKKAi82bN7P7SgUNHTqUbV+5cgWBgYEyjxUbG8u7JzV06FCJ+2KVK1dGr169WHvZsmVyyz0SQgghhBBCfg8UzCGHjo4OW2UrFAolVmFzzZkzhz0cevjwIaZOnYrExERen+zsbKxfvx5ubm7stVmzZkFLS0vhXLKysrB9+3aJ1z09PZX5KOjWrRub35MnT7Bnzx7e+5GRkRg/fjybc926dfG///1PqbE1NDSwceNGHD58WOLhXEREBMaOHcsCLypVqoQxY8ZIHcfJyYml8wwNDcX06dPZfmLZ2dnYtGkTL3hk2rRpEnWvAVGq4r/++ou1XVxcsGLFCrn1rQkhv59z586xhzqWlpZSgxTE9PX1eZkhCq4OGzFiBAsieP/+PaZPn46vX7+y95OTk+Hk5MSC1cQPuFJTU7Fr1y6l57xgwQKpJa5iYmIwceJEXs3mpKQkFowoL7Dj8ePHGDx4MB4/fizxXnJyMubOncuyZ+jq6qJv374S/SpUqIDBgwez9tq1a3H58mVen/Pnz7Ngk4oVK6JixYoAgMOHDyt1s5KbEvnr16/Yvn07K6+ioqKCDRs2yMysAoiCPbg3SQ8cOMALJElISICLiwsAoHnz5izt/5YtW3ilc0JDQ3HgwAHW7tWrl8wAEkII+Z398ccfLEA8OTlZbuaqhQsXsodbfn5+WLhwoUR5sZSUFPz999/swRsAzJs3T6m5JCQk4MiRI7zXhEKh0tdULVu2hJmZGWsvX76cd+66d+8e+9tgyJAh0NXVZQ8sc3NzWb/9+/fzMnbY29srdXxCCPmZ3N3dJYLuQkNDlQ5449LQ0MC1a9ewYMECid/xr1+/wsnJiZXDVVFRgZOTk9RxHB0dWamU5ORkODo6Ss1U6OPjw8vM17FjR7nXdQA/49+rV6+wfft2dq9JU1MT27dv55VSKah169a8zCUzZsyQGvzy5MkTjB07Ft++fQMAVKtWTWa2DycnJ3bO/PjxI4YNGyZzQRYhhBBCCCHk96AipNoTch07dgwrV64EILrAFN/AU1dXx8SJE3n1N8+ePYvFixezlQeamppo2bIlqlevjq9fvyI4OJi3CqxPnz7YuHGjUvPYt28fy5qhqakJdXV1pKenQyAQ4NatW1KDGQravn07b5WFubk5GjZsiMTERISEhLCHi4aGhjh16hRMTExkjtWpUyeWmn7RokVYs2YNAKBq1apo1qwZBAIBoqKiEBYWxgI81NXVsXPnTt7qh4L279+PDRs2sLampiZatWqFatWqSf0Ou3btim3btkmsaBDLy8vDzJkzceXKFfaahoYGrK2tYWJiAn19fdSuXRvdunXjpYD+XvHx8VLTkHZK7AStfMVBO8XJ+YtzSU+BlHKy/j3fvHlTZu3hX41QKET37t1Z7WJnZ2eF2ZL8/f0xdepUAICxsTGuXr3K+w06fPgw+00ERIEPbdu2haamJu7cucOC1IyNjeHq6op+/fqx38nOnTujatWqEueXc+fOYeHChQBEparEQQWWlpaoXbs2VFVVER0djQcPHiAnJweVK1dGZmYmu2FoaWkJLS0tLFq0CPXr12fjcn/LuSwsLFCnTh0IBAJ8/PgRYWFhvCwja9askfng6du3b+jfvz9v3EaNGsHCwgIxMTG8EjDLly/Ho0ePWFriqlWromPHjmjQoAFvFV5B48ePl5qdZMaMGez/G3ni4uLQt29fFmijpqaGNm3aQF9fH4GBgew8s2/fPqSkpGD27NkARNm02rVrhy9fviAoKIgFx1SsWBFeXl5Kp+mXRdZ/c/3794dAIPihsX+2ZcuWlfQUSCnyO5w/SOFs2LAB+/fvByC6JmjTpg2MjY2hpqaGGTNmQE9Pj/UteM0iEAjQqlUrGBkZITExEXfv3uWdkyZNmsR+pxVZsWIFyzKlp6eHb9++IT8/HyYmJvD395d5TcF17do1TJ48mV3z6ejooF27dsjLy8O1a9eQm5sLgUCAq1evYsuWLSxLVa1atWBlZSVRVsDS0hLu7u4yV34r41c+fxQGnWt+D3QOKRnp6eno0qULu1bR19dnC2GmTZuG6dOnKxxjwYIF7O/6adOm4ciRI/j27Rt0dHTQunVrGBoaIiEhAcHBwYX6HQ8JCcGECRNYqS4VFRVYWVnB3NwcOTk5ePToEd69e8f6m5mZ4cSJEzAwMFA45+7du/My4IqtX7+eV2JTlsTERDg4OCA6Opp3fEtLS2hoaCAiIgKPHj1i5wyBQIB9+/ahWbNmMscMDg7G5MmTedmBq1evDktLSxgaGsLIyAht27aFpaWlwvkpozScQ+j3nRQFOn8QQgghpKxSL+kJlHbDhg3DtWvXcOvWLQiFQgQHB7PSJoMHD+b9MWhvbw9tbW2sWLECycnJyM7OlvqwSV1dHWPGjOGtGpAnJSUFe/fuZe3hw4cjNTUVZ86cQXp6Oi5fvowBAwYoHGfy5MmIjo5mGUYiIiIkSgRYWVnB2dkZxsbGSs0NED181NTUxOrVqxEXFwcfHx+JPhUqVMCaNWvkBnIAogd0FSpUwLp165Camors7GypqSrV1NQwYsQILFiwQO5NVzU1NWzduhU7duzA/v37kZGRgZycHNy7d4/3QHH9+vVwcXFBmzZtlP7chJBfX0BAAAvkMDExgZ2dncJ9bG1toaenh+TkZMTGxiIkJIRXb9nR0RHp6enYvn07cnNzkZqaKlGio0KFCti+fTvq1q2L8ePHs9/4q1evApA8v3DZ2NhAS0sLJ06cQHh4OMLDw3nv6+npYceOHTh9+jROnToFABJ9pDEzM2PfxcuXL/Hy5UuJPuXKlcPixYvlriCuUKECDh8+jEmTJuHNmzcARKvRnjx5wus3cOBADBs2DLa2trhx4wY+f/6MuLg4nDhxAp07d5YbzNGhQweJ8+vAgQOVCuQAREEjO3fuxNSpU5GcnIy8vDyp47Vr1w5CoRC+vr64cuUKkpOTceHCBV4/8ff9o4EchBBSlk2dOhV3797F06dPkZuby/v7fty4cbxgjmnTpqFChQrYvHkzMjIykJ6ezsvCIaatrY1Zs2bJzPpXUExMDK8M2dSpUxEQEICgoCC8f/9e4nwuS8eOHbFo0SKsW7cOeXl5SEtLw6VLl9j7Kioq+Oeff2BgYICZM2fizp07iI6ORmRkpMQDw7p162LXrl0/FMhBCCFF4eDBgyyQQ1tbG7t378bQoUNZ9qJp06YpFfAmZmxsjN27d2PGjBlISEhg1zlcampqmDBhgsKAvBYtWuDQoUOYO3cuYmJiIBQK8fDhQ6mZCv/8809s2rRJqUAOQHRdUfC3efr06UoFcgCi7LMnTpzAnDlzWKaRqKgodl3FVbNmTWzcuFFhEEarVq1w8uRJLFy4kF1DffjwAR8+fGB9XFxc0LNnT6xfv55lLSSEEEIIIYSUTRTMoYC6ujpcXV1x6tQpeHt7482bN0hJSZFZ97Nnz55o27YtTp8+jRs3buDt27f4+vUrdHR0UK1aNfz5558YNGgQ/vjjD6XnwK3rrKuri4kTJ+Lt27c4c+YMAMDDw0OpYA41NTVs2LABXbt2hbu7O548eYLU1FRUrlwZdevWxYABA9C5c2eoqxf+n4WDgwOaN2+OkydP4s6dO4iLiwMgejjasWNHjBw5EpUrV1ZqrMGDB6Nz5844ffo0bt68iaioKPYdVq1aFX/++Sfs7e1Ru3ZtpcZTVVXF9OnT4eDgAE9PTwQFBSEiIgJfvnxBZmYmAFG6zilTpuD8+fOoUaNGoT8/IeTXxC3Z5OjoyEo9yaOhoYHevXvj2LFjAETlrgo+/Jk8eTK6dOkCd3d3BAUFIS4uDunp6Shfvjzq16+PefPmoUGDBgCAuXPnwsTEBAcPHkR0dLREuSppli9fjhYtWsDd3R0vX75Eeno6qlatCltbW0yYMAFVqlRBzZo1kZSUhKCgIFSoUAGdO3eWm3Fp9+7dCAkJgZ+fH168eIHk5GSoqKigQoUKMDc3R5s2bTB48GBUqlRJ4fxMTU3h6ekJT09PifGqVauGHj16YObMmVBRUUH16tVx+vRp/Pfff7h58yZvlZ4sHTp04NXYtrOz47WV0bx5c/j4+ODQoUO4fv06YmNjkZeXB3NzcwwaNAjDhw8HIHoot2XLFhw5cgQeHh6IioqCmpoajI2N0aFDB4wZM0ap74QQQn5nOjo6cHNzw7Fjx+Dn54fIyEiJtPtco0ePhp2dHbseiImJQUpKCsqXLw9TU1O0a9cOQ4YMKdQqSxcXF5aJ0NjYGMOGDUOFChUQFBQEQHRNpUwwh3h+zZs3x9GjRxEcHIyEhARoamqicePGmDBhAtq2bQsAMDAwgLu7O3bu3ImAgAB8+vQJOjo6qFWrFnr06AEHBwd6CEcIKXFfvnzhlQ8cPXo0rKys0KpVK9y9exfv379HaGiowrIlBTVt2hReXl5wd3fHlStXEBsbi/T0dFSuXBmtW7fG8OHD0bBhQ6XGatKkCXx9feHl5QV/f3+8ePECSUlJUFdXh5GREZo1a4ZevXrBxsamUHO0tbXFwYMHWdvR0RHTpk0r1BiVKlXC4cOHcfPmTVy8eBFhYWFISEhAbm4uDA0NUb9+fXTp0gV9+/aFhoaGUmPWrVsXZ8+exY0bN3D16lU8ePAAnz59YhmlAMDX1xcVKlTAihUrCjVfQgghhBBCyK+FyqyUcgkJCejWrRt7uDV9+nRMmzYNQqEQXbt2RUxMDFRUVHD16tVCZdP4UdzU/FevXpX7gLA0i4uLw7x581i2FQcHByxfvvy7x6OUfqQsoX/PpQe3zMqAAQOwbt26Ihm3rPyWlxX03xwpK+jfMiltXrx4gf79+7OAfHH6/PT0dLRt2xbp6enQ0dHB7du3oa2tXcKzLTz6b46UJfTvufitW7eOBTRUrFgR/v7+qFChAjw9PTF//nwAoqx1a9eulTsOt8zK2rVrMXDgwJ878d9QdnY2/P39MXfuXOTl5UFNTQ3Xr19XevGUNPTfHCkr6N8yIYQQQsoqyudayu3cuZMFchgYGGDs2LEARCuFxWkfxWkvSeFVrVoVixYtYu0HDx6U4GwIIYQQQgghRW3z5s0skKNOnTro27cvAEAgEKB79+4AgLS0NImyaIQQUtZ9/PgRx48fZ+2//voLFSpUAAB069YNAoEAAODn54eMjIwSmSP5P5qamujZsyc6deoEAMjLy1OqpCYhhBBCCCHk10XBHKVYwbrOkyZNgo6ODmv369eP1Sw9ffo0srOzi32OZYGpqSnbzsrKKsGZEEIIIYQQQopSaGgobty4wdqzZs2Cqur/XQaLA+QBwM3NrTinRgghJW7btm3sPkjlypUxevRo9p5AIICdnR0AUcCbOOsGKXl0H4sQQgghhJDfBwVzlGIF6zo7ODjw3jc1NUXz5s0BiFZTLF26lC7ivoO7uzvbrlWrVgnOhBBCCCGEEFKUNm3axLatra3RpUsX3vstW7Zk5SrDw8Ph7OyMvLy8Yp0jIYSUhIiICF6W16lTp0JLS4vXhxvw5uLigvv37xfT7Igsnz9/xuXLl1mb7mMRQgghhBBStlEwRyn14sUL+Pj4sPb06dOhqakp0U9cdgUAPDw80L59e0ycOBFr1qwplnn+yu7fv49hw4Zh/fr17DV7e/sSnBEhhBBCCCGkqAQEBPAePDo5OUn0UVFRwZgxY1jb1dUVHTt2xOTJk7Fr167imCYhhJQIFxcXFrxmZmaGQYMGSfRp1aoVGjZsCAD4+vUrHBwcMGjQIMyePRuhoaHFOl8CrFixAj179sT79+8BAPXq1UODBg1KeFaEEEIIIYSQn4mCOUqpgnWd+/XrJ7Vf586deRfcycnJuH79Ovz9/Ytlnr+yjx8/4sGDB6w9cOBAiZV6hBBCCCGEkF9Pfn4+nJ2dWbtdu3Zo2bKl1L7Dhw9Hu3btWDs+Ph4BAQG4c+fOT58nIYSUhPDwcF52h5kzZ0JdXV2in4qKClauXAkDAwP22uPHj+Hr64vo6OhimSv5P0FBQfjy5QsAoGLFili3bl0Jz4gQQgghhBDys0leqZESp6iuc0GrV69Gu3bt4OHhgRcvXiApKak4pvnLU1FRQfny5WFhYQF7e3sMGDCgpKdECCGEEEIIKQIXLlzAq1evAIj+7peWlUNMXV0de/bswblz53DhwgVERESwh2WEEFIWbd68mW03aNAAPXr0kNm3YcOG8PT0xLFjx3D9+nXExcXh27dvxTFNUoCmpiaMjY1hY2ODCRMmwNTUtKSnRAghhBBCCPnJVITi9A/kt3T69Gk8f/6ctUePHg0zM7OSm5ACX79+xdGjRyEUCqGqqgpHR0fo6uqW9LSY+Ph4tG/fXuL1/v37QyAQlMCMZFu2bFlJT4GUcrL+Pd+8eRNVqlQpgRmRnyU0NBSOjo7Izc2FmZkZTpw4wVt9R4rHr3QOKYjOKYSLzh9EEboGKVq/8vmjMOhc83ugcwgpbpmZmRg6dChevHgBVVVVbN26FV27di3paRWb0nAOod93UhTo/EEIIYSQsooyc/zmAgMD4efnx9p2dnal9kaqUCjEggULEBAQAABYsmRJqbqJSgghv6LExETMmjULubm5MDAwwN69eymQgxBCyE9F1yCEEFJ2ZWRk4NSpUwgICMCbN2/w9etXaGhowMjICI0aNULv3r3RsWNHqKiolPRUAQArVqzAixcvAACLFi36rQI5CCGEEEIIIaUfBXOQX8b+/fvZTdTx48dj1KhRJTwjQggpftnZ2fDx8cH169fx+vVrxMfHIyMjA2pqatDV1YWpqSksLS1hZ2eHFi1ayB0rLy8PTk5OSEhIgLa2Nnbv3o0aNWrI7J+amorz58/j1q1biIiIQGJiIjIzM6GhoYHy5cujRo0aaNq0KXr27IkGDRoU9UcnhBBCih1dgxBCiPJevnyJSZMm4cOHD7zXc3Jy8O7dO7x79w4+Pj5o06YNtm7digoVKpTQTEXOnDmDc+fOAQDGjRtHv/GEEEIIIYSQUoeCOX5zW7duBQCsW7cOBw8ehKamZgnPSLrQ0FA4OzsD/4+9uw6rKmv/Bv4llQMqIRaYGOioiIGJ3d1j5+jYPeg4YwfqI8bYg+3YBTZ2I2InBoIiIqCAdJ/3D17W7xxOoijh93Ndz3XtffY6a6/N4+x91tr3uheAjh074o8//sjmFhER/XgvXrzA6NGjERgYqHAsJSUFYWFhCAsLw8OHD7Fr1y4sWbIE3bp1U1nf6tWr4eXlBT09Pbi4uKB69eoqy966dQuTJk1CeHi40nPHx8cjNDQUd+/ehaurK3bu3Im6det+3YUSEVGexj4IEVHe8+XLF4wcORIfP34Un1WpUgW2trZISkqCn58fnjx5AgDw9PTE1KlT4erqml3NhY+PDxYsWAAAaNeuHZycnLKtLURERERERKowmIMAQKSULFKkSDa3RFFYWBgmT56M5ORk1K1bF87OzjkmHScR0Y+SnJyMMWPGyAVyVKxYERUrVoSJiQlSUlIQFxeHDx8+4PXr14iMjER8fLzK+i5fvox///0XAPDXX3+hRYsWKsuGh4dj/PjxiIyMBADo6uril19+QdmyZWFsbIykpCTExsYiMDAQr169QmxsLBISErLoyomIKK9iH4SIKO/Yvn27COSQSCRYtWoVmjRpIlfGy8sLo0aNQmxsLK5evYo7d+6gdu3aP7yt0dHRmDBhAuLj41G7dm0sW7aM93giIiIiIsqRGMzxk4uNjcWJEydw69YtWFtbw8rKKrubJCc1NRXTpk1DSEgIKlasiHXr1uXYmXtERN+Tt7c33r9/DwDIly8ftm7dqnLgMyUlBV5eXjAwMFB6PDAwENOnT4dUKsWIESPQv39/tee+cOGCCOQwNzfHrl27UL58eaVlExMTceXKFRQtWlTbSyMiop8M+yBERHnPsWPHxPa0adMUAjkAoG7duhg9ejRcXFwAAJcuXcqWYI4///wTb9++Rbly5bB+/Xre44mIiIiIKMdiMMdPbsaMGfDw8ICOjg6mTp2a3c1R4O/vD3t7e9jb26NXr14oUKBAdjeJiChbyC5vUr58ebWDnnp6emjQoIHK41ZWVvDy8tL63GFhYWK7Tp06KgM5AMDQ0BCtWrXSum4iIvr5sA9CRJS3hIWFicBzAwMDtUs91qpVS2y/ffv2u7dNmTVr1mTLeYmIiIiIiDKLwRw/OSsrKzRv3hx9+/ZF48aNs7s5CsqVK4fx48dndzOIiLKdbADFs2fP4OrqisGDB/+QWWQVKlQQ25cuXcKRI0fQtWtX6OrqfvdzExFR3sM+CBFR3hIcHCy2y5QpA4lEorKsmZmZ2I6Njf2u7SIiIiIiIsrt+BbmJzd9+nRs2LAhRw6iEhHR/6lYsSI6deoEAJBKpVi+fDkcHR3h5OSEffv2wcfHB6mpqVrVNXDgQFSqVAmVKlXCkSNHNJZv0qSJyASSmJiIP//8E02aNMGsWbNw+PBh+Pr6Zvp6Pnz4gCpVqoh2ZLaOvXv3iu+2bdsWUqlUZVnZ69UmI8maNWtEeVWz9mbMmKGxDBERKcc+CBH9LOLj47F3716MHTsWzZs3R82aNcVvSE3/e/78OQD536YzZsxQep7U1FTxm7dy5cp48OCByjZ9j9/GMTExYrtQoUJq65MN/DA1NdV4fgBISkrC/v37MXjwYDRo0ABVq1ZFw4YNMXLkSJw9e1aurI+Pj2jv2rVrFeo6cuSIOD5w4ECV59y9e7co17lzZ5XloqOj0bx5c1SqVAn29vYIDAxUey0bNmwQ9fbu3VvDlSvq3bu3+P7GjRsz/X0iIiIiIspdmJkjF5BKpTh16hSOHz+OJ0+eICIiAsbGxrC1tUXnzp3RrVs3MTs6PDwcjRo1QnJyMrp37w5nZ2dRz4wZM3D06FEAwLhx45TONouJiUH37t3h7+8PiUSC48ePw9raWq7M+/fv0aJFi2+6JgcHB+zatUvl8bCwMBw6dAhXr16Fv7+/uObixYujfv366NGjh9o0/8p8+vQJR48exc2bN+Hn5yeWDTA3N0f58uVRt25dtGvXTuF6iYhyCmdnZ1hYWGDXrl1ISUlBREQE3N3d4e7uDiBt4LRt27YYPHgwbGxssuy8urq62LRpE+bPny/OFRISggMHDuDAgQMAAEtLS3Tq1AmDBw9GsWLFNNa5Z88epKSkAEh7JmS2vZ06dcKyZcsQGxsLPz8/3LhxA40aNcrklRERkSrsg7APQkTf5u7du5g4cSJCQ0O/+7l0dXXh7OyMDh06ID4+HrNmzYK7u/sPy6SX/rs+vS3qXL16VWxr0294/fo1xo8fjzdv3sh9/unTJ1y5cgVXrlxBx44dsWzZMujp6eH06dOizLcs/9i0aVPMnz8fAPDixQsEBQWhePHiCuVMTEwwd+5cjBgxArGxsViwYIHKIIvk5GTs27dP7Pfp0yfT7fr111/x8OFDAMC+ffswYsQI6OnpZboeIiIiIiLKHZiZI4cLDg5G3759MWXKFFy6dAmhoaFISkpCREQEbt26hZkzZ2LIkCEiNeX58+eRnJwM4Os6rcbGxli8eDF0dHQQGxsrOq4/0qFDh9C6dWu4uLjA29tb7pqfP3+OrVu3onPnzli8eLHcgIEqqampWLt2LVq2bInly5fj5s2bCAoKQkJCAhISEhAUFIRr165h+fLlaNWqFV6/fv0DrpKIKPOkUqnIvlGiRAnMnj0bo0aNQrNmzWBubo4vX75g//796NSpE5YvX67VPVJbqampIvtFxYoVMW/ePAwbNgyNGjVCgQIFEBoaiq1bt6JNmzbYvn272roSExNx8OBBsd+rV69Mt8fExATt27cX+7t37850HUREpBz7IOyDENG3efnyJYYNGyYXyFGiRAl06NABvXr1Qv369WFgYJCl57S2tka/fv3E+S9evJil9WcFPz8/uWAGTcHYPj4+6NevnwjkkEgkaNmyJbp37w5bW1tR7sSJE3B1dQUAnDlzBgBQqlQpVKpU6avbamVlJbfc5OXLl1WWbdy4MerUqQMgbVlKHx8fpeUuXryIjx8/AlDsz2irffv2MDY2BgAEBQXlyP+fiYiIiIgo6zAzRw6WPoianqLRwMAA9evXh6WlJXx9fUXaTC8vLzg7O2PBggWi0yqRSNCwYcOvOm+tWrXQqlUrnD17FleuXIGPj49cJ9nExAT9+/dX2ebz588DSBuU7dq1q9JypUuXVvr5li1bsGzZMrFvaGgIBwcHFC9eHJGRkfDy8kJERARSUlKwY8cOBAUF4Z9//oGOjo7S+lJSUjBx4kScO3dOfGZgYAB7e3tYWVlBX18fnz59wpMnTxAaGorU1FQkJSWp/fsQEWWH5ORkjB49GtevX4eNjQ3+++8/mJubyx13d3fHkiVLEBkZCVdXV3z8+BHLly//5nNHR0dj8ODBePbsGerUqYPNmzcjf/784nh8fDx2796NVatWIT4+Hs7OzggPD8fkyZOV1ufp6YmIiAgAaffk5s2bf1W7WrdujUOHDgEArl27hqioKBQoUOCr6iIiojTsg7APQkTfRiqVYvr06YiPjweQ9t//nDlz0LNnT7n7RnBwMKZNm4bbt28DAPT19bF+/XrxG79s2bKZPnffvn2xdetWAMB///2Hli1bfuvlZImUlBScP38eCxYsEIGA5cqVEwEQyiQmJmLKlCn48uULAKBq1arYtGkTChcuLMrs2rULCxcuBABs3boV9evXh7+/PwBkybU3adIEr169AgBcuXIFffv2VVm2Z8+e8Pb2BpD2t09vl6yTJ0+K7caNG8v1qbRlZGQER0dH8ew9derUN2UgISIiIiKinI3BHDmYk5OTGES1trbG1q1b5QYgz507h4kTJyIlJQVHjhxB//79cevWLQCAo6Mj8uXL99Xn/vXXX8W6o3v27JGbHWdqaorZs2cr/Z6Xl5cYSFVXTpl79+7BxcVF7Ddu3BjOzs5yHfXExESsWrUKW7ZsAQCcPXsW27dvx9ChQ5XWuXLlSrlB1AEDBmDcuHEwMzNTKPvo0SPs3r0b+vr8z4KIcp41a9bg+vXr0NfXxz///CMXyAGkDf726NED1apVQ//+/REZGYnjx4+jbt26X5X5QtbcuXPx7NkzFCxYEKtXr1YYdMyfPz+GDx+OX375Bb/99huSkpKwceNG1K1bFw0aNFCoz8PDQ2w7ODjAxMTkq9pVv359SCQSxMbGIikpCRcvXkSXLl2+qi4iIkrDPgj7IET0bW7cuIFnz56J/blz56Jnz54K5YoWLYpNmzahe/fu8PPzQ3JyMi5fvow5c+Z89blLlSoFKysrBAYG4u7du0hISPim+/K3iI2NxaJFi/Dp0yc8fvwYnz9/FsckEgkWL16sNjvJyZMn4evrCyAtIGbVqlVy92YAGDhwIG7fvo2zZ8/iy5cvcgEUrVu3/uZraNq0KTZv3gwAuHXrltq/p2ww4/nz5zF//ny5JWcSEhLklpj52oB2AGjRooUI5rh8+XK2/v9MRERERETfF5dZyaFu374tBkUBYOnSpQozyVq1aoVBgwYBSJuRPWvWLJHe+Fs7rQ4ODmLNzevXr39TXdpasWKFSFlsb2+PdevWKXTUDQ0N4eTkhIEDB4rP1q5di+joaIX6/Pz8xIArAEydOhWzZs1SOogKANWrV8fSpUvl0mgSEeUEAQEBYhCxdevWKF++vMqyFStWxJ9//in2N27c+E3Lrdy5cwfHjx8HkPaSzcLCQmXZevXq4ffffxf769evV1pO9vnm4ODw1W0zNDREjRo1lNZLRESZxz4I+yBE9O3SfzsDadkklAVypJNIJJg6darYd3d3R1xc3Dedv1y5cgDSAtEeP378TXV9i/j4eBw6dAiXL1+WC+QAgClTpsDe3l7t993c3MR2u3btULJkSaXlZP++jx49AgBYWlrK9RO+lr29PQoWLAgAiIuLU9vfsLS0hKWlJQAgPDwcz58/lzv+4MEDkZUE+LZ+UN26dcV2bGwsHj58+NV1ERERERFRzsZgjhxKttNaq1Yt1K5dW2k52dnW6Z1WAwMDNG3a9JvOb2hoKDrKgYGBCA4O/qb6NPH19RXpKAFg9uzZMDQ0VFl+ypQpYkA0OjoaJ06cUCizfft2pKamAgBq1KiBESNGZHGriYh+jB07dogXZdqk0O3YsSNMTU0BAO/fv5ebGZhZsi+ktDl3//79xQw0b29vhIWFyR3//PmzmPENAL/88stXtw0AqlSpIrbTn4NERPR12AdhH4SIvt39+/fFdvfu3TWWb9asmfjtHhMTI3df+hrFihUT26Ghod9U1/eycOFC9OnTR2TeyCg1NVXut327du1U1lW/fn2FDB8tWrRQuRRWZujr66NRo0Zi/9KlS2rLlyhRQmwHBATIHZO9HktLSxQtWvSr21W0aFG5IHv2g4iIiIiI8i4Gc+RQ6WtRA+o7rTY2NrCyspL7rF69el+dsl6WbMcyJCTkm+tTR3Z2Q+XKleVezikjkUjQsWNHse/l5aVQ5tq1a2K7f//+WdKRJyLKDpcvXxbbtra2GssbGhrCzs5O7N+7d++rzpuYmAhPT08AgI6ODipVqqTxO+bm5mI2oLJzZxywlS2b0fr167F+/Xq5l4sZ2djYiG0/Pz9IpVKNbSQiIuXYB2EfhIi+TXJyMt6+fSv2NWWfANICBmR/u2fM6JBZskt7fPny5Zvq+hbm5uZ4/Pgxbt++DXd3d/zvf/9Dp06dRNDc/fv30bt3b6WB5x8+fJDLYiH798nI0NAQFStWlPtMmyB0bckGKl65ckVt2aSkJLGdnmkq3Zs3b8R22bJlVdbh4+Mj+kE+Pj4qy8n2g1QFxRARERERUe7HYI4cKCUlBX5+fmJfXacVUJzVnFWdVtmZDREREVlSpyqygxXaDHYAQM2aNcV2xs7/p0+f5GZ+y6agJCLKTeLj4+VmdZmbm2v1veLFi4vtr53ZHBAQINI8SyQS5M+f/5vPHR4eLrdfqFAhpXUkJiZi9erVWL16Nfbt26fyXLLfT0lJydYBayKi3Ix9EPZBiOjbRUZGyu3LZslQRzajw7dm04iKihLb2R1QZmhoiEKFCsHW1hadO3fG8uXL4eHhgapVqwJIy3I0ffp0hYBs2b+jkZGR2qUegbSAvHQFCxbM0vuvo6OjCJD58OEDXrx4obRcYmKiXFBFxswbsv2g9Ewsyjx48ED0g9QtnyLbD8rYxyIiIiIioryDwRw5UHR0tEjNCwDW1tZqy8t2WnV1ddGyZcssaYds5/l7DwDIpuGXHcRQR3Y2YMaO66dPn8S2oaHhN6WvJCLKThmDEzKmEFZFIpGIbdkB3cyQfYmm7Xk1nTs+Pl5lWVmJiYlKt9WdCwASEhK0bicREf0f9kHYByGibyebmQGA1sHQRkZGYjvj7+XMkg0qK1iw4DfV9T2UKFEC//77LwoUKAAAePnyJe7evStXRjYrh+zfRhXZzEpNmzbNVN9FE3Nzc7kAR1XZOS5fviz6IhKJRO45Ccj//6rumrTtB8nWwT4QEREREVHexWCOHCh9FnQ6TR1X2Vlx9vb2GmcsaOv9+/di+3sPAMh21FW92MtI9u8SExMjd0x2X9v6iIhyoozPgIz3O1Vky+XLl++rzi17/9T2vBnLZhzA1jb4QvYFmbqZ2Rm/z3s+EdHXYR+EfRAi+nYZl5v6mt/u6UEOXyMlJQUvX74U+6VKlfrqur4nCwsLNG/eXOw/ffpU7nhmg1tkg2gcHByyoIXymjRpIrYvXbqktMzmzZvFdqtWrRQCSrQNvviafhCfOUREREREeReDOXKgjC++NHVcv0enNTg4WG6mWsmSJbOkXlVkO56yg6rqyA44Gxsbyx2THUDRtj4iopyoQIECcgOB79690+p7suXUpfFVx8zMTGwnJSXh48eP33zujC/mZJ81skJCQsR2aGio3GxxWZ8/fxbbenp6GgcyM6ZwVibjC00iop8B+yDsgxDRtzM2Npa7t8gGqKkj+/s547KKmclSdP/+fXGfypcvHypWrKi2fHb+NpZdmjHjPVO2zxAXF6fxnnrq1CmxHRQUlEUt/D9NmzYV2w8fPlQIsnBzcxNLoujq6mLYsGEKdcgui6KqDwTIL7Mj2yfKSLaOnJiBhYiIiIiIsgaDOXIgExMTsR4nIP+iSpmTJ0+KbXWd1swMAHh6eortkiVLyr3QU+drUyHLDlZo2/GWTR2asX2FCxcW24mJiQgODv6qdhERZTcdHR1UqlRJ7N+7d0/jdxITE/H48WOxnzHFr76+vthWN4BbrFgxufuzNucODg5GQECA2Le1tZU7Xrp0abl9VcEpsutNJyYmytWp6vslS5aEnp6e2vZFR0erPQ5Aq2eGtn9DIqLcgn0Q9kGIKGtUrVpVbGv72/3JkydKvw/IB9tlXMYlI3d3d7HdpEkTjcuNZNVv468huxxjxmAEKysrERQjlUrlso1k9P79exFIAUBtWeDrfsdXrlxZLJ2VkpKCq1evimNhYWFYsmSJ2O/fv79CHwiQz5Kiqm8DAK9fv1a6nZFsPyhjH4uIiIiIiPIOBnPkQPr6+ihTpozYf/HihcqycXFxuHz5sthX12n92gGAzKx/LTtQoGoWtTKyLxrv37+v1XdkB0Vk10cF0lJ2yq7zfevWLa3bQkSU09SrV09su7m5aby/njp1SgzMGhgYoFatWnLHZWcOa5p5XbduXbF9+PBhjW09ePCgGBQ1NzdXmA1YrFgxuWwdGdfHTuft7a12P53ss0A26EUVHx8ftcdTU1Nx584djfVk5m9IRJQbsA/CPggRZY0GDRqIbW1+u3t4eIjABolEAjs7O7njlpaWYltdpry3b9/Czc1N7Pfs2VNjW7Pqt7EsbZeWkQ1gkb13AmnZLWSDWi5evKiynox9FE3BHF/7O142O8eVK1fE9qJFi8TSKOXLl8fUqVOVfl82wCMoKEguODBdbGys3JIzT58+VZoZ5f3793JBNtr0g4iIiIiIKHdiMEcOJdt5V9dpPXnypFy6SV9fX6SkpCgtq+0AwO3bt3Hz5k0AabPcevTooXW7Zdd2zUwqTtkXlc+ePdM4oBAXFyeXRlP2++kaN24stv/77z/OnCaiXOvXX38Vs6V9fX2xfft2lWXDwsKwYsUKsd++fXuFpU5kB0s1pX7u06eP2L5+/To8PDxUlvXz88OWLVvkvis7yzud7JrTbm5uCi/3oqOjxUtCGxsbAMDx48cV6vH395cL8pAdYFXFzc1N7RrVx44dk3tGqnqmyqb+1zZ9NhFRTsc+CPsgRPTtevbsKYLMXr58id27d6ssGxERIffbvUuXLgrLBsremx89eiQCB2QlJydj1qxZSExMBADUqVNH7je3Kln121jW06dP5foEyjx8+FBk09DX14e9vb1CmXbt2ontPXv2yC0/ki4yMhL79u2T++zdu3dqlyf52t/xsn/Pa9euISUlBTt37sSJEycApAXi/PPPPzAyMlL6/Xr16iFfvnxi/9ChQwplzp49i8TERFhYWMDU1BQJCQlK+1+y382fP7/S5xEREREREeUNDObIoWQ7rWfOnFE6My4pKQnbtm2T+ywhIUEutb4s2QEAT09PpTPjoqOjMXfuXLHfuXNnVKhQQet2lypVSqS4j4iIQGRkpFbfs7GxQZ06dcT+ggUL1M7cW7VqlUj9bGJigo4dOyqUGTJkiHiJ+OjRI2zcuFHr6yAiyklKlSolF1Txv//9D9u2bVOY5ffmzRsMHTpUzNIyNjbG+PHjFeqTzdRx/vx5tbPn6tWrJxck4eTkJDdzOt3Dhw8xfPhw8XKvWLFiGDJkiNI6e/XqJbYDAgKwdOlS8bJLKpVi2bJliIyMhIGBAQYOHAggbXZz+kApkPa8mjFjhvieqakpWrVqpfI6ZM83depUpc+n06dPY968eQrlAcWB65o1a4ptT09PtQPGRES5Bfsg7IMQ0beztLTEb7/9JvadnZ2xY8cOhd/ufn5+GDZsGD58+AAg7ffs6NGjFeorU6YMqlWrBiBtSZZZs2bJZZSIjIzElClT4OXlBSCtDyB7T1Unq34bZ7Rs2TLMnz8fERERCscePHiACRMmiP2OHTsqLLMCpD0L0gMCo6Ki8Pvvv8stiRUfHw8nJyeEhYUB+L8gDalUChcXF5VtK1u2rAh2Dw8Pl8uyoU79+vVhaGgIAPjy5QvWrl0rllfR0dHBsmXLRCC6MhKJBB06dBD7W7dulctSGBoailWrVgEAateuLf4/X716tVwgy507d7B161ax36FDB5UBJERERERElPvpSDlVKEdKSUlBt27dxACqlZUVNm3aJAY1U1JSMG/ePOzfvx9AWqc1vVNdr149bN68WWFt1OTkZDRr1ky8cOrfvz9mzpwp1gsNDg7GlClTRArNIkWK4MiRI3Kz6bTRp08fkab4zz//VPkyL6N79+5hwIABYlCgWbNmWLRoESwsLESZxMRErFmzBv/++6/4bMaMGRg6dKjSOl1cXOTK9uvXDxMmTNB6/e3MCg4OlpuNl65r164Ks2uy25w5c7K7CZTDqfr3fPXqVbFeMP048fHxGDx4MB48eCA+K1KkCOrUqQOJRIK3b9/izp07YpBYX18fLi4uaNu2rUJdiYmJaNGihXgeWFpaol69eihYsCBsbW3Ru3dvufKfP39Gv3794O/vLz4rVaoU7OzsYGhoiNevX8utUy2RSODq6oratWurvJ4JEybIzTKzsbFBtWrV8PLlSzx79gxA2sDkwoUL0bx5c4SHh0NHRweNGjVCoUKFcPPmTTFwCwCzZ89G//79lZ5r4MCBuH37trjW0NBQGBsbw8HBAUWKFEFsbCweP34srq98+fJifWo9PT20bdsW0dHRcs8TAOjevbtIg1yoUCE0aNAAZmZmKF68OEaOHKny2lXJTc+QjPhMIVl8fuRe7IOwD5KT8Vnzc8grz5Dk5GSMHDkSN27cEJ9l/O1+9+5dce8xMDDA2rVrVWaau3XrFoYMGSICmQsXLow6deogMTERd+/eFUETenp6WLt2LZo3b66ybd/jt7GXlxcGDRqkcC5DQ0PUrl0bJUqUQEpKCl68eCF+66ef//Dhwyr/vz137hzGjx8vrjtfvnxo2LAhChUqhNu3b4ulSgoUKIAjR46gS5cuIri8Xr16sLGxQe/eveWWOAGApUuXioAIfX19NGzYEMWLF4eenh6cnJzklgiTNXz4cFy/fl3h8wkTJmDs2LFKvyPr48eP6Ny5M758+QIg7e9Zv359mJmZ4dq1a+L/x82bNyMqKgqTJ08GkBbo4+joiPDwcHh6eop/N4UKFcKxY8dQrFgxjedWJSc8Q3h/p6yQV54fRERERBkxmCMHe/jwIQYMGCDSZOrr66NevXooUqQIHj58CF9fX/H5kSNHMHr0aNGRrVq1Kuzs7NCmTRvUrVtX1Hn06FHMmDFD7FtZWcHe3h5RUVHw9vYWnV4jIyPs2rVLzATIjMOHD2PmzJliv06dOihXrhz09fXx22+/oUSJEiq/u2XLFixbtkzsGxoaom7duihevDi+fPkCLy8vuZkdrVq1wpo1a6Cjo6O0vpSUFEycOBHnzp0TnxkYGMDe3h7W1tYwMzND+fLl0bp1a7l1U79WTugEa4udZdKEHeGcJy4uDn///bdchgplLC0tsWjRIrWplW/cuIHRo0crpFVu0aIF1q9fr1A+LCwM06ZNkxuQVqZ06dJYvnw5qlevrrZcbGwsfv/9dzGQnFHRokVx8OBBFC1aFB4eHpg8ebLKGYDDhw+Hk5OTynPJDlivWLECK1euFC8fM2rYsCFcXFzQpk0bMcgKpK1xnTEjiY+PDwYPHqww41BZWW3kpmdIRnymkCw+P3I39kHYB8mp+Kz5OeSlZ0hiYiLmzp2LI0eOqF1yqVixYliyZAnq16+vtr69e/di/vz5Chk+0llaWsLFxUXu/qvM9/htLBvMYWlpibi4OERHR6ttR4UKFbB69Wq12SyAtPv7ggULVC6jZWhoiPXr18PR0RF79uxRyCaybt06tGzZUu6z6OhoDBgwAM+fP1eoz9vbW2mmEADYtWsXFi5cKPdZ9+7d4ezsrPYaZN25cwdjx45VmrVEtj6pVIrx48fLPUtkmZqaYt26dWoD6LWRE54hvL9TVshLzw8iIiIiWfrZ3QBSzc7ODmvXroWTkxMiIiKQnJysMANAR0cH8+fPR6VKlfD3339j3LhxSElJwZMnT/DkyROUKlVKriPfrVs3+Pn5YdOmTQCAwMBAMfiarmzZsli1apXCzAVtde/eHZcuXRIdTm9vb3h7e4vzqxtIHT58OAoWLIglS5YgOjoaiYmJuHbtmkI5PT099O/fHzNmzFA5iJpe7p9//sG6deuwZcsWxMXFISkpCbdv35Z7gbh06VKsWrVK4+AJEVF2MjIygouLCwYNGgQ3Nzfcvn0bwcHBiI+Ph5mZGSpWrIimTZuiR48eGgfeGjZsiCNHjmDLli3w8vJCSEiI2tTy5ubm2Lp1K27cuIETJ07g3r17CAkJQXJyMiwsLFC5cmW0bNkSnTt3VpiVrYxEIsGOHTtw9OhRHDt2DC9fvkRUVBQsLCzQpEkTjBs3DkWKFAEAtGnTBjt37sS///6LBw8eIDY2Fubm5qhZsyb69u2rccBaVuHChXH06FFs3rwZ586dw4cPH6Cvrw8bGxt069YNvXv3hq6uLlavXo0FCxYgMDAQ5cqVUzrT0NbWFm5ubti8eTOuX7+OoKAgtWuOExHlBuyDsA9CRFnD0NAQixcvRr9+/eDm5gZPT0+F3+7NmzdHjx49VGaCkNW3b1/UqFEDW7duxe3bt/H582eYmpqiVKlSaN++Pbp06YICBQpkqo1Z+ds4XdmyZbF06VLs3r0bnp6eCAgIQExMDPLly4fChQujatWqaNWqFVq3bi2yNKnTo0cP1K9fH3v37sW1a9fw4cMHREVFQSKRoEKFChg/fjwaNmwIIC0TUuHChbFu3Tq8evVKZTC4iYkJ9uzZg127dsHDwwP+/v5ql55M17RpU7lgjjZt2igEd2hSu3ZtnDx5Etu3b8fly5cRGBiIlJQU2NjYoGfPnujXrx+AtGft6tWrsXPnThw9ehT+/v7Q09ODlZUVmjZtiiFDhqBw4cKZOjcREREREeU+zMyRC4SHh2PPnj24cuUK3r17h8jISOTLlw9lypTBsGHD0KlTJ1H29u3bWLFiBZ48eYKkpCSVKYZv376NXbt24f79+4iIiICFhQXKli2Lzp07o3379loNJKiTkpKCI0eOwM3NDa9evUJkZCSkUikOHTqk1Uy7sLAwHDx4EFevXoW/vz++fPkCY2NjFCtWDA0aNECPHj1Qvnz5TLXp06dPYgDF19cX4eHhcuvMSiQSuLu7o1SpUpm+3nQ5YUaDtjjzgTThrAbKK2RnH+7cuTNTwR8/Um56hmTEZwrJ4vMjb2AfhH2QnIbPmp8DnyHf3/f4bSybmcPBwQG7du365jrpx8gJzxDe3ykr8PlBREREeRWDOein9vHjRzg5OcHLywtA2kyXuXPnfnV97DhQXsJ/z5RX5PZgDv43R7kN/y0Tqcc+CJFq/Pf8/TGYg2TxvznKK/hvmYiIiPIq3exuAFF2KlasmNza2vfv38/G1hARERERUV7HPggREREREREREWmDwRz00ytZsqTYTkhIyMaWEBERERHRz4B9ECIiIiIiIiIi0oTBHPTT279/v9guW7ZsNraEiIiIiIh+BuyDEBERERERERGRJgzmoJ/WvXv30KdPHyxdulR81qNHj2xsERERERERacvNzQ1t27ZFo0aNMH78eLx69Uoce/XqFezt7dGnT59sbKEi9kGIiIiIiIiIiEhb+tndAKLsEhQUJLc+dffu3dGyZctsbBEREREREWnj3r17mD59utg/e/YsLl26hNGjR2P48OE4duwYYmNjUbRo0WxspSL2QYiIvp/nz5/j/PnzAABzc3P0798/m1tERERERET0bRjMQd8sNTUV27ZtQ2xsLACgS5cuKFWqVDa3SjMdHR0UKFAAlSpVQo8ePdCtW7fvdq4VK1ZAIpF8t/q/xpw5c7K7CUSUy61atQqRkZFif/bs2XLHHz58CHd3dwCAhYUFxowZAx0dnR/aRgDYtWvXDz9nVrK2tkZycnJ2N0MpqVSa3U0gop9U+r19yJAhGD16NLZv3w5XV1f8888/WLt2LVJTUwEgx73I+5F9kID19RBn/N2q/yHKOPlldxOI8pzv8du4bt26ePHiRZbXmxkREREYO3YsAgMDYWRkhB07dmRre3K7H9kHYZ+CiIiIiEg1BnPQN1u7di3WrVsHAOjZs2euCOQAgPbt26N9+/bZ3QwiolzryJEjCA4OFvuywRzR0dGYMmUK3r9/DwMDA2zfvj1bAjmIiChvevPmDYC0zBampqaYNGkSWrdujRUrVuDu3bswMTHBqFGj4ODgkM0tlcc+CBFR1pNKpZg+fToCAwOhp6cHFxcX2NnZZXeziIiIiIiIvhmDOeibXLt2DRs2bAAANGnSBPPmzcvmFhERUU6wePFivH//HgAwc+ZM1K5dW215Ly8vDBo0CDo6OrCwsECFChXw66+/ol27dj+iuURElMukZ36SVaVKFWzevDkbWkNERNnJ1dUVly9fBpAWYN6iRYvsbdB3MHDgQNy+fRsXLlyAtbV1djeHiIiIiIh+EN3sbgDlXh8+fMC0adOQmpqKatWqYdWqVdDXZ3wQEdHP4urVq3jx4gV++eUXGBgYiM8vXLiAw4cPAwB69+6Nfv36aV2nVCrFp0+f4OnpiUmTJsHFxSXL2/2t3r9/j0qVKmHgwIHZ3RQiIgKwZs0aVKpUSfxv/fr12d0kIiL6Qby9vbFq1SoAwKhRo9CnT5/sbRAREREREVEWYjAHfZXExERMmjQJERERKFWqFDZt2gSJRJLdzSIioh8sPj4eb9++RZEiRQAAYWFhmDVrFgDA3t5ebGtStGhR9O/fHz169ECxYsXE566urnj+/HnWN5yIiIiIiHK1T58+YfLkyUhJSUHXrl0xefLk7G7SN4uLi4NUKs3Ud2JiYr5Ta4iIiIiIKLsxjQJ9laVLl+Lhw4cwNzfH5s2bYWFhkd1NIiKiHywsLAyrVq1CdHQ0WrduDQD4+++/8fnzZxQtWhRr1qyBoaGhVnWVKVMGs2fPBpA2GNmvXz/4+PhAKpXiv//+w6JFi77bdagTExMDY2NjrctLpVLEx8fDyMjoO7aKiIhk6eqmzVFo3rw5ihcvjmrVqmVzi4iI6Ed4/vw5fv31V+TLlw9Dhw7N7uZkiVmzZuH9+/eYPXs2qlSporZsdHQ01q5di2PHjuHEiRMwNzf/Qa0kIiIiIqIfhZk5KNPCw8NhZmaGcePGYfPmzShdunR2N4mIiLJB165dsX//fpiYmGDkyJE4dOgQLly4gHz58mHt2rWwtLT8qnqNjY3xxx9/iH0PDw8kJCRkVbO1FhYWhpYtW2LJkiWIjo7WWP7Zs2fo27evCEohIqIfw9TUFADQrFkzzJ49G46OjtnbICIi+iEcHR0xfvx4jBw5Um7Zx9wqISEBwcHBuH//Pnr06IG5c+ciIiJCaVk3Nze0bdsW27Ztg66uLl6/fv1jG0tERERERD8EM3NQpqUHchAR0c+tQoUKqF+/PkaOHImyZcvC2toanTp1go6OjtYZOVRp2LAhrKysEBgYiKioKFy4cAHt27fPopZr5/Xr19DT08O2bdtw4sQJTJs2DV27dlUoFxERgVWrVmH//v1ITU2FoaEhEhISkC9fvh/aXiKin1WtWrUAAJs2bYKtrS2qVKkCfX12dYmIKHfJly8fdu3ahatXr2LlypXYu3cvTp8+jalTpyI1NRUA4OPjgz/++AP37t1DgQIFMGnSJAwZMoSZAYmIiIiI8iiOcBEREdFX2bJli9x+Vs6G09HRQadOnbBx40YAwLFjx354MIeDgwPOnj2LHTt2YMuWLZg+fToOHDiAYcOGAQBSU1Oxf/9+rFixAhEREahSpQomT56Mxo0b/9B2EhH97GxtbdG+fXucOnUKvXr1wsSJEzFmzJjsbhYR0U9r4MCBuH379jfV4eDggF27dik99urVKxw5cgSenp4ICgpCTEwMTE1NUbZsWTg6OqJXr14wMzNT+t2oqCjUq1cPycnJAICjR4+qXM7E2dkZ27dvBwA4OTlh+PDhGtsdFhaGQ4cO4erVq/D390dERASMjY1RvHhx1K9fHz169ED58uXV1tG4cWM4Ojri1KlT+OeffzBr1ixxbOzYsciXLx+GDRuG33//XWSnIiIiIiKivInBHFr43p3QK1eu4OjRo3jw4AE+ffqE/Pnzo3z58mjbti369esnZjenpKSgYcOGCA8PV1ufrODgYGzYsAHe3t74+PEj4uLikD9/flhZWaF58+YYMGCA1mnwg4KCcPjwYdy8eRN+fn6IioqCgYEBzMzMULhwYVSoUAGVK1eGo6Oj3NIrM2bMgLu7O8zNzVGyZEm0bdsWffr0Qf78+dW2u3Xr1oiPjwcATJo0CaNHj1YoN3ToUNy8eRMAMGLECEybNk2rawGAL1++wNHRUaTu37t3L2rWrKn194mIfnZSqRQnT57E8ePH8fTpUzFQaWtriy5duqBr167Q1U1b0e3z589wdHRESkoKunfvDmdnZ431d+7cWQRzXLt2DWFhYWrXgR44cCDu37+PEiVKoF27dhgxYgRMTEy0uo5WrVohICAAALB27Vq0atUKACCRSDB69Gj07dsXmzZtwu7duzF27FgAwJ07d3Dnzh2ULl0as2fPRvv27aGjo6PxfERElPX+97//wc7ODhcuXICFhUV2N4eIiL6D5ORkLFmyBHv27EFKSorcsdDQUISGhuL27dtwdXXFzJkz0a1bN4U6ChQogJo1a4pxvsuXL6sM5pgyZQrOnTuHwMBArFmzBu3atUOJEiVUtu/QoUNYsmQJoqKi5D6PiIhAREQEnj9/jh07dmDAgAGYPn069PT0VNalo6ODDh06oGXLlvjtt99EeyUSCbZv3w47OzuV3yUiIiIioryDwRzZKDo6GtOmTcOlS5fkPk9KSsL9+/dx//59HD58GNu2bUPhwoXh5eWF8PBwAEDr1q011u/h4YG//vpLoRMZExODly9f4uXLl9izZw+cnZ3RsmVLtXXt3r0bS5cuFYEPsm2NjY1FYGAgHj58CAAYN24cxo8fL1cuNTUVnz59wqdPn3D//n24u7tj27ZtKmcQrFu3TgRyWFpaYvDgwQplfH19RSCHjo4Ofv31V7XXkFGhQoXQrl07uLm5iWtkMAcRkXY+fvyICRMmiHt/uoiICNy6dQu3bt3CsWPHsGHDBhgZGeHs2bNiwFWbZxiQ9oxJl5ycjBMnTmDQoEEav/P27Vts3LgRXl5e2LVrl8aMIbdu3RKBHJaWlmjWrJlCGVNTU0yfPh3t2rXDkCFDEBMTAwCoXbs2tmzZojZAkYiIvj99fX0MGTIEQ4YMye6mEBH99Fq2bIkKFSrg0aNHePz4MQCgXLlyqF+/vtLynp6eePPmDQCgWrVqqF69utwkISBtXGn8+PG4ePGi+MzU1BQODg4oVKgQgoKC4OXlhaSkJERGRmLGjBmIjIxUOp7UtGlTuWAOVdmc8uXLh7Fjx2LmzJmIi4vDjh078Oeffyotu2XLFixbtkzsGxoawsHBAcWLF0dkZCS8vLwQERGBlJQU7NixA0FBQfjnn39UBoNLpVKcOXMGq1atgr+/v/g8NjYWgwYNwoABAzBy5EgUKlRI6feJiIiIiChvYDCHFr5HJzQmJgYDBgzA8+fPAQC6urqoU6cOSpYsiYCAAHh7eyM1NRUvX76Ek5MTtm7dijNnzsi1SZ29e/di3rx5kEqlAICiRYuiVq1akEgk8Pf3x71795CamorIyEhMmjQJ69evV5kW/uzZs5g/f77Y19PTg729PYoXL458+fIhIiICnz9/xqtXrxAdHa3w/fr160NHRwc+Pj549uwZAODZs2dYs2aNXKrIdH5+fjh8+LDYHz16NCQSidJrlD1HyZIl1f5NlOnVq5cI5vDw8MDMmTM5k4+ISIOgoCD07dsXQUFBANKWV6lfvz4sLS3h6+uLBw8eAEh7Hi5duhRz584VzzBjY2M0bNhQq/Ns27ZNbt/d3V1tMEfLli1hZmaGCxcuIDk5Gffv38eRI0c0BvsdPHhQbHft2hX6+oo/j758+QJXV1fs2rVLBBsCadk5unTpgokTJ6Jdu3bMzEFElAlSqRSnTp3C8ePH8eTJE7kMT507d0a3bt1Ehqfw8HA0atQIycnJChmevLy8xPPByspK7kWfMrKZF3fu3Im6deuqLb9mzRqsXbsWgPLA9YzCwsKwZ88eXLx4Ee/evUNCQgIsLS1Rp04dDBw4EFWrVhVld+zYgcWLFwMAdu3aBQcHB7V1ExHlBukBFGvWrBHjaHZ2dpg9e7bS8jNmzBDjaE2aNFF6n92yZYvc/X3kyJEYP368yGYLpGXnmDFjBq5fvw4AWLZsGWrUqKGQxaJp06Yi8OLx48dqMwB27NgRCxcuRGxsLA4fPoxJkybByMhIrsy9e/fg4uIi9hs3bgxnZ2cULlxYfJaYmIhVq1aJpSrPnj2L7du3Y+jQoQrnvHnzJlxcXPDkyROYmppi/vz5OHbsGO7cuYN169Zhy5Yt2Lx5Mw4cOIARI0Zg0KBBDC4nIiIiIsqjGMyhhe/RCV24cKEI5DA1NYUfa+mBAAEAAElEQVSrqyuqV68ujt+9excjRoxATEwMbty4gbt37+LcuXMAgKpVq6J48eIq23v37l0sWLAAUqkUurq6cHJywuDBg8VAKAC8fv0akyZNwqtXr5CUlISZM2fi5MmTSiP6XV1dxXazZs0wb948FC1aVKGcVCrFixcvFD7v0qULunTpAgA4duwYnJycIJVKcejQIUyaNAkFChSQK79y5UqxdmmpUqXQu3dvhTpTU1Nx+vRpsa/tLO+MatasicKFC+PTp09ISkrC2bNn0bdv36+qi4joZ+Hk5CQCOaytrbF161a5oMVz585h4sSJSElJwaFDh9CnTx94e3sDSHsuyg64qhISEoKTJ0/KffbkyRP4+vrCxsZG6XcGDx6MwYMH4/z582IplN27d6sN5ggPDxfPVx0dHfTq1UvueHx8PHbu3InNmzfjy5cvqFmzJoYPH46xY8eidu3a6NSpE1auXInJkydj8+bNmDZtGho0aKDx+oiIfnbBwcGYOHEi7t+/L/e5bIYnd3d3bNy4ERKJBOfPnxd9hPSlsHIiDw8PzJo1C1++fJH7PDAwEIGBgTh27BhmzpyJgQMHAoAIdjQ3N0etWrV+eHuJiHKD6OhorF+/XuwPGzYMU6dOVShnaWmJDRs2oF+/fnj8+DGSk5Ph4uKCnTt3ypWzsbGBtbU13r9/j9TUVFy5ckXpkixAWnaOmjVr4vr164iKisLNmzfRokULuTIrVqwQWQjt7e2xbt06hT6PoaEhnJyckJiYKJZNXrt2LXr16iWWhkxISMDo0aNx48YN6Orqok+fPpg8eTJMTU1x4sQJAICtrS327NkDd3d3LF++HC4uLti1axdWrlyJ2rVrZ+bPSkREREREuYCu5iKU1QICAkQ2CACYOXOmXCAHANSqVQuTJ08W+0uWLEFYWBgAzYELzs7OohM5efJkDB06VC6QAwDKly+Pbdu2wczMDEDa7IXt27crre/ly5cA0tblXLlypdJADiDtJZitrS1sbW1Vtq1z587o2LEjgLQXZLIBGUDajAgPDw+xP3HiRKXp8e/du4dPnz6J8zZv3lzlOdXR1dWVS6cve24iIlJ069YtMZsZAJYuXaqQfapVq1ZihnRSUhJmzZolnkvavoDbvXu33DIr6Y4dO6bxuy1bthTLZr148QK+vr4qy7q7uyMxMREAUKdOHblr8fb2RqtWreDi4gJDQ0MsXboUe/bsEc+59AFWDw8P9OnTB8+fP8fQoUMxbNgwhWXJiIjo/wQHB6Nv374ikMPAwACNGzdGjx49UKNGDVHOy8tLZOBID3qQSCRaZ3j60dzc3DBp0iQRyFGkSBF07NgRHTp0EMH4qampWLRoEe7cuYPg4GDxN2jevDn09PSyre1ERDnZ8ePHERsbCwAoXLgwJk6cqLKsoaGh3OQrLy8vMeFKVtOmTcX25cuX1Z7/l19+Eduenp5yx3x9fUXgOgDMnj1bbfD6lClTxFhcdHS0CNIA0gJHzMzMYG9vj8OHD2PevHlKlyfW0dFB165dcebMGQwZMgTJyckoV66c2msgIiIiIqLcicEc2eDYsWNITU0FkJYGOD24IaOuXbuKQIZHjx6Jz9UtsSK7FIy1tTWGDRumsqylpaWYuQwAhw4dEsuyyJJNNZkVA4z9+vUT20ePHpU7JpuWsnLlyujQoYPSOmQ7z6VLl1YZYKIN2VTGd+/eFS/1iIhIkbu7u9iuVauWytlfshku0p9h+fLlQ5MmTTSeIy4uDvv27RP7ss+948ePK31WZZSeEQqAQoYPWbLLemXMBFWuXDkkJydjyJAhOHPmDLp27ap0GRVTU1PMmzcPhw8fhr29PczNzZEvXz6NbSQi+lk5OTkhMDAQQFqf5eTJk3B1dcXixYuxf/9+rF27VvQ7jhw5Ah8fH9y6dQsA4OjomCPvsW/evMGcOXNEP69Hjx64ePEiXFxcsGLFCpw5c0b0+6RSKTZs2AAPDw/xTMvJ2UaIiLJb+jMAADp06KBxSZHq1aujYsWKYt/Ly0uhjGy/5MaNG0oDydPJZscNCAhQ2bbKlSujSpUqatsmkUjkxgEztm3BggXYu3evxnoAwMTEBH/++SfOnz+vcpkYIiIiIiLK3RjMkQ0ePHggtlu3bq0yQKJAgQKwt7eX+6xcuXIq08sD8rMJOnbsCH199SvpdO7cWZw/JCRE6WyFtm3bAgBiY2Mxe/ZsREdHq61Tk5o1a6JMmTIA0jJsvH37FkBa51k2SGPq1KlKX5oB8sEtsjMkvobs9xMTE+Hj4/NN9RER5WWyz7B27dqpLGdjYwMrKyu5zxo0aABjY2ON5zh69CgiIiIAACVLlsTSpUshkUgApKWpl535pkrr1q3FM/DUqVNKyzx48EBknypUqJBC5isLCwucP38ef/75p0h9rE6VKlWwd+9eLFiwQGNZIqKf1e3bt+VefGnK8JScnIxZs2aJJVa+dnnF783V1RXx8fEA0vps8+bNk8swmD9/fixYsEC8EPTy8hKB7cbGxlyii4hIjfRligEojJOpkp6pDwCePXumcLxevXqijxEVFYW7d++qrEs20CNj5tusbptEIlE5FqaKNn0sIiIiIiLKnRjMkQ1k071nXF4lo4yBCppmbGW2E1moUCGULVtW6ffTjR8/Ho0aNQKQ9oLN0dER48aNw8KFC7Fy5UqsXLkSV65c0XguWV27dhXbbm5ukEqlclk5HBwc4OjoqPL7sn9DdakkL1y4gPXr12P9+vWIjIxUWqZMmTJynXFlAS1ERASkpKTA399f7NvZ2aktn/EZps0LOKlUih07doj9oUOHwsTEBG3atBGfyWYHUcXc3Bz16tUDAPj5+SkdwD148KDY7ty5s9KZ3pkdGNXR0YGRkVGmvkNE9DORXW4ysxmeDAwM5NLi5xSJiYlygYPDhg1TulSkRCIRmQeTkpLEs6lJkyZqU/ITEf3s0pcdBqAQMK6KbLnw8HCF44aGhqK/AKhfakV2rCxjZljZtpUoUSJL2kZERERERJSOwRzZIH0NZSAtrbA6lStXltvXFMzx8eNHsS2bBlId2XKyndB0EokEmzdvxsqVK/HLL78gNjYW586dw65du7Bx40Zs3LgR169f1+pc6bp27SoCKNzd3XHq1Ck8ffpUHJ82bZra78t2dgsVKqSy3MmTJ7F69WqsXr0anz9/VlpGT08PBQoUUFo3ERH9n+joaJE+HsjcM0xfXx/NmzfXeI5Lly6JgBFTU1N0794dgPyyKR4eHkhISNBYl2zmkIxLrcTExMi9eMu4xAoREX0f35LhqV69elplSvrRfHx8RFYOPT09tcGLjRs3VviMS6wQEakXGxsrtrUNnE7PugGk/fZXRjZAUFUwR2JiIi5duiT2MwYhyrZN9pzqyF6DqrZltGvXLrx48UJjH4yIiIiIiPIWBnNkg7i4OLGtqaMnO6u5ePHiqFatmtrysp3ArOzgXrt2DZs3b5YLuPgWxYsXFzMgAgMDMWfOHHGsVatWGmd7y77EU3ediYmJSrczkq0jfSCWiIjkyT6/AM3PGdlnWJ06dWBqaqrxHNu2bRPbffv2FeeoV6+eCD6MiorChQsXNNbVqlUrMTP69OnTkEql4tjJkyfFwKudnZ3cmtqaWFtb48WLF9i1a5fW3yEiorQMT35+fmI/sxmecmrQw+vXr8V2mTJl1Aab//LLL3Lp8w0NDZUGeBAR0f+RHbfK2CdRRTbIQlW2vSZNmohtPz8/vHv3TqHM4cOHxaQfiUQi952MbZM9pzqy18AlUoiIiIiISB0Gc2SD/Pnzi21NgQOy63LWqVNHY93pa0kDWdfB3bJlC0aOHImnT5/C1NQUf/zxB06dOoWHDx/ixYsXePHiBf766y+tziVLdqmVqKgoAGkz2SZPnqzxu7IvENXNzpbNshEREaGynGwd2s6kICL62cg+v4DMPcPq1q2rsf7nz5/j9u3bANJebg0YMEAc09HRQefOncW+NkutFCpUSCwTFhgYiPv374tjskusyKbyJyKi7+dbMjzp6uqiZcuW361t30J2OUdN12RiYoKSJUuK/QYNGuTIbCNERDmJubm52P7w4YNW3wkMDBTbZmZmSssUK1YMtra2Yl82AweQNqb0zz//iP0+ffrIZXbN2LagoKAsaxsRERERERHAYI5sITtTS9XSH+lk08Jr2ynMbHnZpVkydiIDAgLg4uICqVQKY2Nj7Nu3D7/99htsbGwUXuplVuvWrRWCR7p16wYbGxuN35X9G6pbFiU0NFRsh4SEKC2TnJwsNwBbsGBBjecnIvoZmZiYiCWygMw9w7QZdJXNytGlSxcULlxY7rhsEOD169c1nh+QT+GfvqzKixcv8OjRIwBpAXzt27fXWA8REX27b8nwZG9vDwsLi+/Srm+V2fT/VapUEds5NUCFiCgnkQ3ukw3QVke2nOx9NyN1S60sXbpULEdcrFgxjB07Nkvadu/ePa3aRkRERERExGCObCAbrPDixQu1ZU+fPi22X758manzyK5HrUpkZCTevHkj9jN2Iq9evYqUlBQAQIcOHVC2bNlMtUEdIyMjuZTC+fLlw/jx47X6bqlSpcS2sjSYQFq2jYCAALEvm/5YVmBgoLhGAChdurRWbSAi+tno6+ujTJkyYl/dMywuLk5uMFTT8y4kJEQEW+jo6GDo0KEKZcqVK4fq1asDSAvEkw0WUaVFixbIly8fAODMmTNITU2Vy8rRsWNHpjYmIvpBviXDk4ODw3dpU1bQNmtgusxmriIiyutkl59SJn2ZXiAtYFzTvfbx48dy/Q9191rZYA5vb2+x/PCNGzdw9OhRAGnZoZYsWaI0k5Js2549ewYfHx+1bYuLixP9nozfJyIiIiIiyojBHN+Bpk6o7NrQFy9eVFnO09MT79+/F/tfvnxBcHCw1u04efKkXJCCMsePHxdlLC0tUa5cObnj6Z1YAFme/jcqKgqenp5iv2LFiihWrJhW35VNg3n37l2lZe7duyeXxvnOnTtKy8l+X09PDxUqVNCqDUREPyNtn2EnT56Um6n86tUruXtyRv/99594udW0aVOVWZpks3Nos9SKiYmJCBwMDQ3FtWvXcPz4cXGcS6wQEf0435LhKbNZCrUllUo1ltG0fKVsZr9Pnz6pLRsVFYVr166JfW2XCyAiysv09PTEtrJAjU6dOoklcUNDQ7F27VqVdSUmJmLhwoViv27dugpjXbLs7OxEltqkpCTcuHEDAQEBmDJliigzYcIE1K9fX+n3bWxs5JZFXrBggVzQXkarVq0Szz8TExN07NhRZVkiIiIiIiIGc3wHmjqhsunc79+/jytXriitx9XVVeEzVQEJyrx79w7bt29XefzTp09Yt26d2O/Zs6dCIIpscMX58+c1DmRmxubNmxERESH2nzx5IpdJQ50mTZqI7ffv38sFhaQ7duwYgP/LhHL//n2l9R8+fFhs16pVS2H9UyIi+j+yy5acOXNGacaNpKQkuSVTgLQU9E+fPlVaZ1xcHPbv3y/2hw8frvL87du3h4GBAYC054avr6/GNss+d+fMmSOePZUqVRKZPoiI6Pv7lgxP6rIU6uvri21tgjNkRUdHayyjKaC+fPnyYtvX1xfJyckqy54/fx6JiYliP7PZF4mI8iLZcZgnT54oHDcxMcGYMWPE/r///otVq1bJ3U+BtHGuMWPGiEy1+vr6mDp1qtpz6+rqwtHRUeyfPHkSY8aMEX2GVq1aYdSoUWrrmDJlihgLvHPnDsaPH68QsJiYmAgXFxe5cbpx48YxSyAREREREanFYI7vQFMn1MbGRi6No5OTk0KQxoYNG3Djxg0AgJWVlZjBtn79eq0GHAHAwMAAy5cvx44dOxRmQ/v6+mLo0KGic1m4cGEMGTJEoY7GjRuL9PTv3r3DsGHD1A44vnv3DqtXr0ZoaKjatoWGhmLnzp1yn0mlUri5uWlxZWlplmUHgufOnYuQkBCxf/v2bRHM0bt3b5iYmCAlJQULFy6UG1zdsmWL3N++R48eWp2fiOhn1ahRI1SqVAlA2lIno0ePxqtXr8TxlJQULFiwQCxtVbJkSXFs5cqVSl9wHTlyRAyWVq9eXW5mW0ZmZmZyz9D0e706TZs2FSnwZWd29+7dW+N3iYgoa31thidfX1+VWQdlMwhqWrolI03p8FNTUzUG1FeqVEn0mWJjY3Hr1i2VZQ8dOiS3z2AOIiLIZc7w9PTE4MGDMXv2bISFhYnPhw8fjmbNmon9DRs2wNHRERMmTMCsWbPw22+/oVmzZnLZj/744w+5544qsv2LM2fOiHtzpUqVsHTpUo0ZeGvWrCkXNHLp0iU0bdoUv/32G2bNmoUJEybA0dER//77ryjTqlUrpeNwREREREREsvQ1F6HMUtYJLV26NCZNmgRzc3MAwN9//40HDx4gIiICERERGDBgAGrVqoXSpUvDx8dHbvby3Llz4erqitu3b+P169fo2bMnGjRogLp166JNmzYq2/HHH39g8eLFWLx4MbZu3YpatWpBIpHA398fd+/eFQEe+vr6WLx4MUxNTRXqMDU1xdSpU7F48WIAaUuXdOrUCRUqVEClSpVgYmKCpKQkfP78Ga9fvxbLwmgKili/fr0YnDU1NUVkZCRSU1Ph5uaGcePGaewo6+npYcaMGRg9ejSkUin8/f3Rtm1bODo6IiUlBZcuXUJycjIkEgk6d+4MPz8/7Nu3D5cvX0bHjh1hZ2eHV69eyf2dq1evjs6dO6s9LxHRz05PTw8LFizAgAEDkJiYiMDAQHTt2hX16tVDkSJF8PDhQ5Etw8DAABs3bsSQIUMQGhqKGzduoE+fPqhevTratGmDunXrQiqVygX3DR06VGMbunbtinPnzgFIWy5s0qRJap8bEokETZs2xenTp8Vn+fLl4z2fiCgbtGvXDkePHgWQ9sJs5MiRIkgwnbIMTwkJCXj8+DFq1KihUKe1tTV0dHQglUoRHh6OmJgYrWc6u7m5YcSIESIYI6Njx47h48ePYl9ZQEn+/PnRvHlz8ZxZu3Yt6tevL5exEUhb3jFjYEhmMi8SEeVVjRs3hoGBgVie5NatW7h16xZGjhwpxtF0dXWxdu1aODs7Y+/evUhJSUFERAQ8PDwU6itQoABmzpyJ7t27a3X+Ro0aQU9PT+4eX6xYMbi6umr9PBk+fDgKFiyIJUuWIDo6GomJiXKBJen09PTQv39/zJgxQ+PYFxERERERETNzfAfpndB0t27dwv79++VmlpUsWRKbN29G8eLFAaRlpbhz5w4OHz4sF2Awfvx4NG7cGE5OTmJ9UD8/P+zevVvjwF+LFi0wd+5cGBgY4OPHjzh58iQOHjwIb29vEchRsGBBrFq1Sm7ZkowGDx6MBQsWyGUcefXqFU6cOIF9+/bh8OHDuHz5sgjk0CQgIAAHDx4U+2PHjkXdunUBpC2Z4u3trVU9zZo1w8yZM8UgaUxMDM6cOYNz584hOTkZOjo6mDVrFszNzTFx4kSUKlUKQNrfz83NTe7vXLFiRWzYsEFuDW8iIlLOzs4Oa9euRaFChQCkZei4fv06jhw5IgI5dHV1sWjRIpQvXx6zZs0S99fHjx9j9+7deP78OYC0Wdn+/v4A0l7GqQtSTNekSRMRgBgYGKjVc0N2qRUAaNOmDQoWLKjV9RIRUdb51gxP6S/6ZBkbG4s6pVIp3N3dtW5PQEAApk6disjISIVjp0+fxrx58xTKp7dT1rBhw8RLufv372PmzJlyWUI+fPiA6dOni/306/Lz81PI1kFE9LMpWrQo1qxZg0qVKsmNp2Wkr6+PWbNmwd3dHUOHDoWtrS1MTU1hYGCAwoULo3bt2pg6dSrOnTundSAHABQqVAj29vZiv3Dhwti2bRuKFi2aqevo1asXzp07hylTpqB27dooXLgwDAwMYGpqCltbWwwbNgzHjh3DX3/9pRDwR0REREREpAwzc3wH6Z3QlStX4s2bN0oHHAGgWrVqOHXqFA4cOIALFy7A19cXX758gZ6eHkqWLIlevXqJlIvVqlXD3r178b///Q/e3t5ISEjQqi19+/ZF7dq1sW/fPty8eVPMKrO2tkazZs0wYMAAFClSRGM9vXv3RuvWrXHy5EncuHEDr169wqdPn5CQkIACBQrAwsICJUuWRK1ateDg4IASJUqorGvVqlXib2JlZYU+ffqgYMGC8PT0BAAcPXoUDg4OWl3foEGDULt2bezatQteXl4IDQ2FoaEhqlWrhhEjRqBhw4YAAHNzc+zfvx/r16/HxYsXERISAmNjY5QtWxbt2rVD3759YWhoqNU5iYgoLaDizJkz2LNnD65cuYJ3794hKioK+fLlQ9myZfHbb7+JAIo2bdpg69atWL16NZ48eSL3XJRdM3rw4MFaDWoaGBigY8eO+O+//wCkzarW9Nxo0qQJJBKJCKzs2bNnZi+ZiIiyQGYyPOnr62PdunUYPXo0AgMDcevWLfTp0wd2dnYiw1O6Xr16YcGCBQCA+fPn48yZMyhTpgz09fXx+++/q3whZ2lpiXPnzuHmzZtwcHBAkSJFEBsbi8ePH4tgw/Lly4vgktOnT0MqlSI6OlouXX716tUxaNAg7NixA0Das+natWuoX78+UlJScO3aNbFcZo0aNTBp0iTR15s9ezY8PT1RqFAhODk5IX/+/Fn3Byciykbjx4/H+PHjtSrbrFkzuWVU1KlQoQJmzJjxLU1TsHv37iypx9zcHL///jt+//33LKmPiIiIiIh+bjpSqVSa3Y2grNO8eXMEBgYCAC5cuABra+tsbpE8Hx8fdO3aFen/7JYuXYquXbsiNjYWDRs2RGxsLIyNjXHjxg0YGRllc2szLzg4GI0bN1b4/OrVq5me0UGU3fjvmfKanP6M5H9zlFfw3zJp48qVK3ByckJERITS4zo6Oli0aBF69OiBixcvYty4cXLZMP78808RDAGkZfn4/fffcf36dYW63NzcULlyZbE/cOBA3L59GwCwYsUKrFy5UmTcyKhhw4ZwcXFBmzZt8OXLF/G5ra2tQgaQ1NRUzJ8/H3v37lV53SVKlMDu3btRokQJTJ48GadOnZI77u3tnenMUfxvjvIS/nsm+rH43xzlFfy3TERERHkV15SgH2rFihUikKNChQro3LkzAEAikaBt27YA0pZLUbbmKRERERER5Q3pGZ4mTJgAOzs7mJmZQU9PDxKJBFWqVMH//vc/9OjRA0BaMN727dthb2+vMv2+vr4+Nm7ciNmzZ6NmzZooWLCgWPZEncKFC+Po0aMYNWoUbGxsYGRkhAIFCqBGjRqYN28eNm/eDDMzM6xevRo2NjbInz8/qlSpIhdIkk5XVxdz587F/v370atXL5QuXRoSiQR6enowNzdHs2bNsHPnTpHFcPny5Zg8ebJYepOIiIiIiIiIiEgWl1mhH+bOnTu4cuWK2J80aRJ0df8vnqhr1644cuQIgLT0ll27dv3RTSQiIiIioh/EzMwMY8eOxdixYzWWdXBwwL59+9SWMTAwQP/+/dG/f/9MtaNAgQKYPHkyJk+erLJM/fr1FbJoqFKjRg3UqFFDYzk9PT2MGjUKo0aN0rapRERERERERET0E2FmDvphXFxcxLa9vT1atmwpd9zBwQFWVlYAgEePHmHlypVyqZSJiIiIiIiIiIiIiIiIiIh+BgzmoB/i4sWLuHfvntifMmWKQhkdHR25dMUbN25Es2bNMHr0aGzYsOFHNJOIiIiIiIiIiIiIiIiIiCjbMZiDvrvU1FSsXLlS7Ds6OsLBwUFp2X79+sHR0VHsBwcH4+LFi7h58+Z3bycREREREREREREREREREVFOoJ/dDaC87/jx43j58iWAtOwbyrJypNPX18e///6LI0eO4Pjx4/D19UV4ePiPaioREREREREREWWRU6dO4c6dO2K/S5cusLOzy8YWERERERER5R4M5shjLl68mN1NEM6fP4/nz58DADZt2oSmTZtq9T1dXV307NkTPXv2/I6t+7EC1tdDnHF2t0JeGSe/7G4CEdEPExcXhx49eiA1NRU6OjowMTHJ7iZpLSc+Q9LxWUJEX8vd3R1OTk4AADs7O+zYsQNGRkbZ3Kq8JSc/P9Ths4Uob7l16xb2798v9qtWrZongzn8/PzQo0cPxMTEwNzcHPv27UPp0qWzu1lfrcrcKkjNn/pDzhW+kpO4iIiIiIhUYTAHfRcPHjzApEmTkJSUhDJlymDAgAHZ3SQiIvpBtm/fDmdnZ7E/btw4jB8/PhtbBMydOxdubm4AgMmTJ8PU1DRb20NE9DN7/fo15s6dCwAoU6YMNm7cyEAOIiL6YRISEnDixAkcO3YMb968wZcvX1CkSBFUrVoVPXv2RKNGjTJVX1xcHCZMmICYmBjkz58fGzduzNWBHERERERElHMwmIOyXHh4uAjkKFy4MDZv3gwzM7Nsa0/z5s0RGBiYqe+8ePHiO7WGiIhk/Yh79MGDB0Ugx6+//opRo0Zl6vtERJR1YmNjMXHiRMTGxsLCwgKurq4wNzf/oW3YtWvXDz0fEdHPbP78+Zg/fz527tyJRYsWwdDQMFvb4+/vj4kTJ8LHx0fu84CAAAQEBOD06dPo2LEj5s+fD2Nj7dIbzZ07Fy9fvoSuri5cXFzyZOYRIiIiIiLKHgzmoCwllUrh5OSEoKAgSCQS/PvvvyhZsmR2N4uIiH6gypUro3///ggKCsLFixehq6ubbW158eIFFi5cCABo2rQp5syZk21tISKitBder1+/hkQiwcaNG1GqVKnsbhIREf0A6cETRYoUybY2hISEYMCAAQgNDQUAGBkZoV69ejA3N4efnx/u3bsHADhx4gQiIiLw77//Qk9PT22d+/fvF4Hjf//9N1q2bPldr4GIiIiIiH4uDOagLLVx40ZcvXoV+vr6+Oeff/DLL79kd5PQtWtXREREICUlBR4eHggPl1+L09TUFFZWVihevDiMjY2RP3/+bGopEVHeULduXdStWxcHDhzAxYsX1S5p8j3v0TExMZg4cSLi4+NRtWpVrFy5UuNgLBERfT8HDhyAu7s79PT0sHLlSlSvXj27m0RERN9ZQkICLl26hBMnTkAikaBatWrZ1pbJkyeLQI6GDRvCxcVFLpPsgwcPMG7cOISGhuL69etYu3YtJk6cqLK+Z8+eYdGiRQCA3377Df379/++F0BERERERD8dBnNQlvHy8sKaNWsAAAsXLoSjo2M2tyjNhAkT4OvriwkTJoiXhDY2NujduzccHR1hY2OTzS0kIspbUlJS8OzZM/z7778AgFq1aqks+z3v0bNnz4afnx+sra2xadMmSCSSr66LiIi+jY+Pj8iUNHfuXDRt2jR7G0RERD/EokWLsH//fgDA9OnTYWRklC3tOH/+PO7cuQMAKFeuHNavX68QKF6jRg1s3LgRffr0QVJSErZt24Z+/frB0tJSob7IyEhMmDABCQkJ6NChA6ZNm/ZDroOIiIiIiH4uDOagLOPn54fRo0ejTJky6NSpU3Y3RwgODsagQYPw6dMn6OjoYMqUKfjtt9+yNe0/EVFetmvXLjg7OwMA2rZtC1tbW5Vlv9c9+uPHjyhTpgzGjRuHjh07onDhwt9UHxERfRtbW1s8evQou5tBREQ/WLFixdC4cWN069YN7du3z7Z2bNq0SWxPnTpVZca/qlWrokePHti3bx/i4uKwc+dOTJ06VaFcwYIFcf78+e/WXiIiIiIiIoDBHJSF+vTpk91NUOrff//Fp0+fAADjxo3DyJEjs7lFRER5m5mZGRwcHNCsWTMMHDhQbdnvdY8uVqwYxo8fnyV1ERERERHR1xkzZkx2NwFBQUEioLBQoUJo1qyZ2vKdOnXCvn37AAAeHh5KgzmIiIiIiIh+BAZzUJ539epVAIBEIsGwYcOyuTVERHlfly5d0KVLF63K8h5NRJR93r9/jxYtWgAArKyscPHiRY3fad68OQIDAwEAFy5cgLW1tdzxgQMH4vbt2wCAnTt3om7duggPD8fBgwdx5swZBAYGIi4uDpaWlnBwcMCQIUNQqVIlledTd0wb2lxXSkoK9u7di5MnT+Lt27eIjIwEAFhaWqJmzZro3bs36tatq/U5Y2NjsW/fPpw9exZ+fn6IiYmBubk5atSogb59+6J+/fqi7Pnz5zF27FgAwJIlS9CtW7evuEoiopzH09MTx44dw+PHjxEUFIT4+HiYmJjAzMwMJUqUgK2tLSpXrow2bdrA0NBQaR3x8fE4evQorl+/jufPnyMiIgIxMTFand/NzQ2VK1cGAFy6dEl8Xq9ePejp6an9bo0aNZAvXz4kJCTg7du38PX1VVj+ccaMGTh69CiAtKB0bQLJN2zYgFWrVgEA7OzscODAAa2uJV3v3r3x8OFDAMDkyZMxatSoTH2fiIiIiIhyHwZz/GSyqiMs68qVKzh69CgePHiAT58+IX/+/Chfvjzatm2Lfv36iU55SkoKGjZsiPDwcDg4OGDXrl0azxkcHIwNGzbA29sbHz9+RFxcHPLnzw8rKys0b94cAwYMULp2qaygoCAAQNmyZSGRSLS6ViIi+npeXl4YNGgQAM0v0bLqHq3NYGpsbCy6d+8OPz8/SCQSHD9+XOElpDIpKSnw8PDA5cuX8fDhQ4SFhSE2NhYmJiYoVaoU7Ozs0KJFC9SrVw86OjpffQ1ERHnRnTt3MHnyZISEhMh9/v79e7x//x7u7u6YPXt2tmX5+/jxIyZOnIgHDx4oHPvw4QM+fPiAEydOoFevXpg3b57GF4De3t6YNm0aPn78KPd5cHAwPDw84OHhgeHDh8PJyQkAcObMGQCAvr6+xpniRES5QXR0NKZOnYrLly8rHIuIiEBERAT8/Pxw48YNAIC9vb3S3+R3797FxIkTERoa+s1t8vHxEdvKxrUy0tfXR4UKFfDkyRPx/YzBHJmVnJwssn0AX5fd9tdffxXBHPv27cOIESM0PpeIiIiIiCh3YzDHTyQrO8JAWgd92rRpcjMcACApKQn379/H/fv3cfjwYWzbtg2FCxeGl5cXwsPDAQCtW7fWWL+Hhwf++usvREVFyX0eExODly9f4uXLl9izZw+cnZ3RsmVLlfUYGxsjIiIC0dHRX3GVRET0Pf3Ie7REIsGSJUvQp08fxMbGYt68eXB1dVX7nTt37uCvv/6Cv7+/wrH0wehHjx5h165dGDFiBKZNm/adWk9ElPu8evUKLi4uiI2NhYWFBWrXrg1TU1MEBwfj1q1biI+PR0pKCubOnYsKFSqgVq1aCnX0799fad0xMTFwc3PTWM7U1FRl+wICAtC/f38EBwcDAAwNDeHg4IDixYsjIiICXl5eIkvHwYMHkZiYiGXLlqms7+bNmxg1ahQSEhLEuevVqwdDQ0M8evRIPEu2bNkiZqOn96Xq1Kmjtq1ERLnFtGnT5AI5zMzMYGdnB0tLSyQkJCAiIgIfP37EmzdvkJycrLSOly9fYtiwYYiPjxeflShRAvb29pBIJHj//j3u3LmDpKQkrdr06tUrsV22bFmtvlO2bFkRzPH69WutvqPOxYsXRaCfiYkJ2rdvn+k62rdvj0WLFiEmJgZBQUG4ePEiWrVq9c1tIyIiIiKinIvBHD+JrO4Ix8TEYMCAAXj+/DkAQFdXF3Xq1EHJkiUREBAAb29vpKam4uXLl3BycsLWrVvFrDMAaoMvAGDv3r2YN28epFIpAKBo0aKoVasWJBIJ/P39ce/ePaSmpiIyMhKTJk3C+vXr0bhxY6V1Va1aFdevX8fbt2+xf/9+/Prrr1pdIxERfX8/+h5do0YNtG7dGh4eHrh69SqeP3+ucnbeyZMnMX36dLlnY5kyZVClShUUKFAA0dHRePXqFV6/fo3U1FTx8o6IiNIsXboUKSkpmDFjBgYOHAh9/f/rfgYFBWHkyJF4+fIlpFIpVq1apTRz3+zZs5XW/f79e7lgDlXlVElMTMSYMWNEIEfDhg2xdOlSuax/8fHxWLp0Kfbs2QMAcHd3R+PGjdGxY0eF+sLCwjBt2jTxLGjSpAlWrlwJY2NjAGlZnlxcXLBlyxYAwLp16yCRSEQwI1/GEVFe4OvrK4LU9PT08Ndff6FXr15Kl1GJj4/H/fv3FQLZpFIppk+fLsavDAwMMGfOHPTs2VMuC15wcDCmTZsmlvbS19fH+vXrYW5uDkA+aEM2W1LRokW1uhYrKyuxnZ5N8FucPHlSbDdu3Bj58+fPdB1GRkZwdHQU42unTp3i84OIiIiIKI9jMMdP4Ht0hBcuXCgCOUxNTeHq6orq1auL43fv3sWIESMQExODGzdu4O7duzh37hyAtBd3xYsXV9neu3fvYsGCBZBKpdDV1YWTkxMGDx4MXV1dUeb169eYNGkSXr16haSkJMycORMnT55EoUKFFOrr168frl+/DgCYM2cObty4gT59+qB27doq12UlIqIfIzvu0X379oWHhwcA4L///sOiRYsUyjx79gx//vmnCOSoUqUK5s6dCzs7O4WyoaGhOHbsGFJTU79Le4mIcqvExETMnz9faaBe8eLF4eLigs6dO0MqlcLb2xvBwcFav2T7VgcPHsTLly8BpKXc37BhA/LlyydXJn/+/JgzZw6io6Nx7NgxAMCKFSvQvn17ub4JAOzZswefP38GkNY/cnFxEYEcQNpLzWnTpsHLywtPnjyBn58fNm7cCADQ0dHRGOxORJQbvHjxQmx369ZNZdYkIO0eW79+fYXPb9y4gWfPnon9uXPnomfPngrlihYtik2bNollFJOTk3H58mXMmTNHoazs8sJfs7yJtssTq5KQkICrV6+K/ebNm391XS1atBDBHJcvX0ZCQoLC84uIiIiIiPIOXc1FKLdT1hHu1auXXCAH8H8d4fSgjfSOcLVq1VCtWjUxayAgIEBuFtzMmTPlAjkAoFatWpg8ebLYX7JkCcLCwgBoXmLF2dkZKSkpAIDJkydj6NChCoOl5cuXx7Zt22BmZgYg7UXa9u3bldbXokULjBkzBjo6OpBKpfDw8MDQoUNRs2ZNdOrUCSNGjMD06dMxe/Zs3Lt3T23biIgoa2XHPbp27dpidvjNmzeVllmwYIGYXV21alX8999/SgM5AMDS0hLDhw/HiBEjsqR9RER5RcWKFdVmXKpYsaLoR0ilUjx9+vRHNQ27d+8W29OnT1f7IuzPP/8UAYaBgYG4ceOGQhnZ/lHfvn1RoEABhTK6urro0aOH2H/06BEAoHr16j8siIWI6HtKnwwEQGRazazjx4+L7apVqyoN5EgnkUgwdepUse/u7o64uDiFcrGxsV/Vlqz6/oMHD+TqcHBw+Oq66tatK9euhw8fflPbiIiIiIgoZ2Mwx08gqzvCsrOPrayslKYZBoCuXbvCwMAAwP8NVALql1h59OgRHj9+DACwtrbGsGHDVJa1tLTE2LFjxf6hQ4dUDhZMnDgRhw4dQt++fUUKz6SkJLx8+RJXr16Fm5sb9u/fD19fX5XnIyKi7+NH36MNDAxQqlQpAMCHDx/k0i4DwMOHD0XgiI6ODpYuXSo3u5qIiLTTtm1bjWVsbW3FdmBg4PdsjhAQECCeKcWKFUO9evXUljc3N0eTJk3EvpeXl9zxz58/IyAgQOy3a9dOZV3KloZkVg4iyivs7OxEJlZ3d3ccOnQIycnJmarj/v37Yrt79+4ayzdr1kz0IWJiYuDt7a22fMuWLdG/f3+N/6tWrVqm2q2O7JiYpaXlNwXwFS1aFBYWFkrrJiIiIiKivIfLrPwEvrYjHBERITrCsoOODx48ENutW7eGnp6e0noKFCgAe3t7sWwLAJQrVw42NjYqz3358mWx3bFjR7l1tZXp3LmzyOQREhKCN2/eKK0/OTkZDx48gKenJyIiItTWSUREP1Z23KOLFSuGN2/eAABCQkJQrFgxcezatWtiu379+ihfvvwPaRMRUV5TqVIljWXSM+0BQHR09PdsjuDj4yO27ezsFDIWKlOjRg2xbGT6cpPpXr9+LbYlEgkqVqyosh5ra2vR10rXqlUrbZtORJSjGRkZYcWKFRg3bhw+f/6Mv/76C6tWrUK1atVgaWkpxnh+//13pQENycnJePv2rdi3t7fXeE59fX3Y2dnhypUrANLu0RkD5yQSCb58+QIgLXtSo0aNNNa7fPlyMdnoWwO70/sdgPwSxhn5+Pjg4sWLANKWYpENeJRlY2MjlvbipCQiIiIioryNwRx53PfoCMt2FDMur5LRL7/8IhfMoWmgUnZgVJu2FipUCGXLlhUDqM+fP1cI5ggNDcXvv/8ul7a5fPnyaNq0Kezt7VGyZEkUKVIERkZGYikZIiL6MbLrHi27fFf6wG462aBF2TTGRESUOSYmJhrLyAZvZ3b29tcKCgoS2yVKlNDqO7Ll0pePTBcZGSlXTlNwSOXKleHp6QkAqFChgtoXe0REuU3NmjVx/PhxHDhwAJs3b0ZoaKgIUEjXq1cvpcEcsvdTAHIB1+rI3qNDQ0MVjhsbG4vf/OlLKWoSHx8v9/1vER4eLrbTs4go8+DBA6xevRoAYGFhoTKYo1ChQkrrJiIiIiKivIfBHHnc9+gIy770sra2VltP5cqV5fY1BXPIprpPT82pSfHixUUwR8aB1cTERIwcORLPnj0DkHb98+fPl0uTTERE2SM779FRUVFiO+NLt/RZbgBQsmTJ794WIqK8SpuMF9khJiZGbGsbKGhkZKT0+wAQGxurtJwqVapUEcEcXGKFiPKaxMRE7Ny5E4cOHcp0xqWkpCS5/a+5R8sGYaQrXrw4Pnz4AABaZwKU7RNoOz6limyb1D0nEhMTlW5nJFuHtsEpRERERESUOzGYI4/7Hh3huLg4sS2RSNTW88svv4jt4sWLa1xzVHZgVJuB0IxtyDiweuzYMfGS0MLCAvv27fvmTjgREWWN7LxHBwYGiu2CBQvKHZN9lmh6zhERUe4jmwFE2Us/ZWT7QBlnaGf2pZpsH40ZoIgoL4mLi8PgwYPx8OFDAGkZV4cPHw47OzuYm5trXEo3Y0anmJgYrX6Py/5+L1CggMLx8uXL4+7duwDkszOpI1vuW5dd1PY5IZtlQ13QiWwd7K8QEREREeVtDObI475HRzh//vziuKbBT9mByjp16mg8r+zAquyAqTqyM+EyDqyeP39ebP/2228M5CAiykGy6x4dGhqKT58+if2M2Tdkn52yzxgiorxMKpVqVU7b3+jfW1Zl/Uifqa2J7Es9MzMzuWOyQYGyzxdlUlNTcebMmUyfn4goN9iyZYsI5GjatCnWrVunMYBDlrGxMSQSifgN/v79e1haWmr83rt378S2ubm5wvEqVaqI7VevXmmsLyUlBS9evBD7GbPOZpbssigZM8rKks2MGxISorKcbB0ZA9OJiIiIiChv0dVchHKz9I5wuvfv32v1PXUdYdlOqGzaSWVOnjwptrWd/ZDZ8rJLs2QcWH379q3YdnBwyNT5iYjo+8rKe3RmXurdvHlTbJcsWVLh2WFhYSG2AwICvqldRES5hTap8OPj4+WWXMxOBgYGcvupqalfVc+jR4+0KvfgwQOxLftSEJCfsR0WFqawTKWsO3fuyL2ge/nypZYtJSLK+S5duiS2f//990wFcqSrWrWq2L53757G8omJiXjy5InS76dr2rSp6C/cvXtX4zPj0aNHIqCkTJkyKFu2rEIZ2WvTFBBZqlQpsa2uf5G+hHDG7Yxkx+xKly6t9txERERERJS7MZjjJ5DVHWEbGxuxLTtTQZnTp0+L7cwOVMoOmKoSGRmJN2/eiP2MA6t6enpiW9slZoiI6NtoO7CZlfdo2e9nXGIsI3d3d7HdsmVLheN2dnZi+9atW9/ULiKi3CIyMlJuCSpl7ty5g5SUlB/UIvUyZg/82kxKQUFB8PLyUlsmLCwMV65cEfsZl0YpXLgwrKysxP7FixdV1nXo0CG5fQZzEFFeIpvlNWOmWG01aNBAbLu5uWkMvPDw8EBUVBSAtCVHZH/LpytWrJj4PDQ0FNeuXVNbp+y9um3btkrLyF6fpqy1tra2YjsoKEjp8zY2NhZPnz4V+0+fPlWaDev9+/cIDg4W+5UqVVJ7biIiIiIiyt0YzPETyOqOsOy+uoFKT09PuUwgX758ketwanLy5EmNg8XHjx8XZSwtLVGuXDm540WLFhXbjx8/1vrcRET09bQd2MzKe7Rs+mXZjE0ZeXt748aNGwDSsnn06NFDoUzjxo3F9q1bt/iijYh+Gvv371d5TCqVwtXVVe6zr82GkRWMjIzkniPaZiBUZunSpUhMTFR5fNmyZUhISAAAWFlZoWHDhgpl2rVrJ7b//fdfpcElAQEBOHXqlNxnjx49UntuIqLcRHbZxOPHj39VHT179hTZl16+fIndu3erLBsREYEVK1aI/S5duqhcWvj3338X24sXL1a5bNijR49w9OhRAGnPmoEDByotJ7tUo6ZnUL169ZAvXz6xnzGwDwDOnj2LxMREWFhYwNTUFAkJCfDw8FAoJ/vd/Pnzo169emrPTUREREREuRuDOX4CWd0Rbt++vdi+f/++3Cw1WRkHe4G02XzaevfuHbZv367y+KdPn7Bu3Tqx37NnT4U0+46OjmJ77dq1atcmJSKirGFtbS3ux+Hh4XIz9GRl5T1aNtDQ09NTaXaO6OhozJ07V+x37twZFSpUUChXvXp11K5dG0Day8vp06drtfwAEVFut2XLFhw6dEghq1J0dDT+/vtvhWxF6anisytbR506dcS2shdj2jAwMMDTp08xZswYfPr0Se5YQkICFi5cKF7qAcCkSZOgq6vYje7fvz+MjIwApL3UGz9+vNySNBEREZgyZYp4PqW/BIyOjsaGDRu+qu1ERDmNbNY7V1dXrFy5UuXv6OTkZHh6eiqMHVlaWuK3334T+87OztixY4dCAKGfnx+GDRuGDx8+AABMTU0xevRolW1r3ry5WNrR398fI0eOVLjv37t3D6NGjRLPtd9++w2FCxdWWl/NmjXFtqenp9wSWhlJJBJ06NBB7G/duhV3794V+6GhoVi1ahUAoHbt2qhWrRoAYPXq1XJLd925cwdbt24V+x06dBDPHiIiIiIiypsyv3gl5TrpHeH0QUJnZ2ekpqZi4MCBcgORfn5+mDp1qsaOsI2NDZo2bYrLly8DAJycnLBu3Trx4gsANmzYIGY+W1lZISgoCKmpqVi/fj2aNGmiVbpNAwMDLF++HPr6+gpt9fX1xaRJk/D582cAaamNhwwZolBH9+7dsWXLFoSEhOD9+/fo1q0bJk2ahDZt2qicrUFERN/G2NgYlSpVgo+PD6RSKdzd3dGvXz+Fcll5j65bty6KFCmCkJAQhISEwNnZGTNnzhRLvgQHB2Pq1Kli7ekiRYrgjz/+UFnfrFmz0Lt3byQkJODZs2fo378/5s2bhxo1amSqXUREuYWxsTFSU1Px119/YePGjahRowYkEglCQkLg7e2N6Oho6Ovrw9raGv7+/gCAv//+G9WqVYODgwMGDBjww9vcq1cvnDhxAgCwa9cu3Lt3D7/88gsMDAzQq1cvVK5cWWMdffv2xYULF3Dt2jXxoq948eKIiIiAl5eXXEBGx44d0blzZ6X1lChRApMnT8bixYsBANevX0fz5s3RsGFDGBoa4ubNm6LvYmVlhfXr16NLly6ij/TixQsUK1YMv//+u1zGESKi3KR37944evQoHj9+DKlUio0bN2Lbtm2ws7ODtbU1DA0NERsbi8DAQLx48QLR0dFwcHDAiBEj5OoZN24cHj16hBs3biAlJQWLFy/G5s2bUadOHUgkErx9+xZ3794VQRcGBgZYunSpxvuni4sLevTogZCQENy+fRvNmzdHgwYNYG5uDj8/P7mliRs1aqQ2OKRy5cr45Zdf8PTpU0RGRqJjx45o0KABzMzMULx4cYwcOVKu/MSJE3HhwgV8+fIF8fHxGDhwIOrXrw8zMzNcu3YNERERANKebVFRUbh27Ro+fPiAjh07wtHREeHh4fD09BTXXKhQIUyYMEHr/2+IiIiIiCh3YjDHTyKrO8J///03Hjx4gIiICERERGDAgAGoVasWSpcuDR8fH7l1PufOnQtXV1fcvn0br1+/Rs+ePdGgQQPUrVsXbdq0UdnmP/74A4sXL8bixYuxdetW1KpVCxKJBP7+/rh7966YlaGvr4/FixfD1NRUoY6CBQti5cqVGDVqFKKiovDx40fMmDEDs2bNQsWKFVGyZEkUKFAAEokEJUqUQIsWLeRSZRIR0dfp1asXFixYAACYP38+zpw5gzJlykBfX1+8qMrKe7S+vj6mTJmCGTNmAAB2796Ny5cvw97eHlFRUfD29hYp742MjLB+/Xq5pVkysrW1hbOzM6ZPn46kpCT4+Pjg119/RdmyZVGlShWYm5ujWLFiaNq0KcqXL5/Ffz0ioh/P1NQUkydPxowZMxAQECCybqTT19fH7NmzIZFIMG3aNADAhw8f8OHDB7nZyT9SvXr1MGjQIOzcuRMA8PTpU9EPcXBw0CqYo2DBgnB1dcXYsWPh5+eHa9euKS3Xo0cPzJ8/X21dgwcPRmxsLNauXYvk5GRER0crpMgvWLAg1q5di4oVK2L48OFiRvqFCxcApD0/GcxBRLmVgYEBtm/fjlmzZollpRISEnD79m3cvn1b63r09fWxceNGzJ07F0eOHIFUKkVISAhOnjypULZYsWJYsmQJ6tevr7HeIkWK4L///sOECRPg4+ODhIQEXLp0SaFcx44dMX/+fOjp6amtb/HixRg8eDAiIiLw5csXnD59GkBaXyJjMEexYsWwfv16jB07FhEREUhJScH169flynTv3h2Ojo6QSqU4deoUzp07h4iICIUla0xNTbFu3ToUK1ZM4zUTEREREVHuxmCOn0RWd4RLliyJzZs3Y/z48QgKCoJUKsWdO3cUllEZP348GjduDDMzMwwaNAixsbHw8/ODn58f9PT01AZztGjRAoaGhli0aBE+fvyotK0FCxbE4sWL0aRJE5X11K5dGwcOHMCSJUvEkjBJSUlyg73p/ve//2HixIkKnW4iIsqcPn364NKlS7h+/TqkUim8vLzg5eUFQP5FVVbeo7t16wY/Pz9s2rQJABAYGIjAwEC5MmXLlsWqVatga2ur8Ro6dOiAIkWK4O+//xaz0NOfYemWL1+OQYMG4c8//1RY6ouIKLfp1KkTSpcuLdK/h4eHw9TUFHXq1MHQoUNRvXp1AICPj49Y1qROnTpo1KhRtrX5r7/+Qq1atXDgwAExOzpjKn5NbGxscOjQIRw+fBinT5/Gu3fvEBkZicKFC6NmzZro3bs36tWrp1Vdo0ePRsuWLbF//354enri48ePiI2NRYECBVC5cmU4OTmhSpUqAIBp06bB2toa27Ztw7t37zLdbiKinMjExAQrV67EyJEjcfLkSTx48AB+fn6IiopCamoqzM3NUbhwYVSqVAkODg6oW7eu0noMDQ2xePFi9OvXD25ubvD09ERwcDDi4+NhZmaGihUronnz5ujRowfy58+vdftKly6NgwcP4tixY3B3d4efnx++fPkCS0tLVK1aFb1799b6uWZraws3Nzds3rwZ169fR1BQEBISElSWr127Nk6ePInt27fj8uXLCAwMREpKCmxsbNCzZ0+RzVBHRwerV6/Gzp07cfToUfj7+0NPTw9WVlZo2rQphgwZonL5FyIiIiIiylt0pBkXRKY878mTJ1nWEY6NjcWBAwdw4cIF+Pr64suXL9DT00PJkiXRq1cvuaVPfHx88L///Q/e3t5ISEjAoEGD8Ndff8nV17x5c/Hi7cKFC7C2tsarV6+wb98+3Lx5Ex8/fgQAWFtbo1mzZhgwYACKFCmi9bX7+/vj/PnzePToEd68eYPQ0FDExcUpdLZdXFzQsWNHretNFxwcjMaNGyt8vrtPIgobZ7q676qMk5/mQvRTU/Xv+erVq5wxSlpJSkrCgQMHcOLECbx+/RpRUVGQSqVwc3NTOls6q+7Rt2/fxq5du3D//n1ERETAwsICZcuWRefOndG+fftMDfYCQEpKCs6ePYsrV67gwYMH+Pz5s7iWdFOnTv3mQMDc9AxJx2cJKcPnR+7x/v17tGjRAkDa0h8XL1784W1Ys2YN1q5dCyAtm+D48ePz5Dm/p9z4/FCHz5afG58hRD+Wqv/mPjX/hNT8PybIMHxl+A85D+VtfH4QERFRXsXMHD+hqlWromrVqllSl0QiwZAhQ+SCNlSxtbXFli1bMn2OChUqYNasWV/ROkVlypTBb7/9pvB5dHQ01q1bh61btwIA1q1b91XBHKqUHHOLHQci+ukYGBigf//+6N+/v1bls+oe7eDgAAcHh69rtBJ6enpo164d2rVrJz6Li4vD/v374ezsDAD4999/MXToUBgYGGTZedPxGUJERF+Dzw8iIvpaz+Y+4zOEiIiIiCgH0M3uBhDlBCYmJpg6dSosLCwAAG/evEFkZGQ2t4qIiICceY82MjLCkCFDRKr8qKgovH79OlvbREREREREREREREREeQeDOYj+P319fRQrVkzsJyYmZmNriIhIVk69R5csWVJsq1sfm4iIiIiIiIiIiIiIKDMYzEH0/z148AAvXrwAABQqVAjm5ubZ3CIiIkqXE+/R7969w82bNwEAOjo6KF26dDa3iIiIiIiIiIiIiIiI8gr97G4AUXaLiorCpEmT4OXlheTkZABA165doavLWCciouyWU+/R48aNw40bNxAbGwsAaN68OczMzLK1TURERERERERERERElHcwmIN+evHx8bh+/brYr1KlCiZMmJCNLSIionQ59R595coVsdRLiRIlMHv27GxuERERERERERERERER5SU5Lphj1apViIyMFPsZX448fPgQ7u7uAAALCwuMGTMGOjo6P7SNlLfo6OjAyMgIpUqVQps2bTB06FBIJJLsbhYRESFr79FeXl64ffs2AKB06dLo3LnzV7crf/78KFGiBJo3b44RI0bkiGVfiIgyy9raWixhlV3Gjx+P8ePH5/lzEhHRz+n8+fN4/vw5AKBatWpo2rRp9jaIiIiIiIhylRwXzHHkyBEEBweLfdlgjujoaEyZMgXv37+HgYEBtm/fzkCOPObixYs//JyFCxfGgwcPvus5AtbXQ5zxdz1FppRx8svuJhARaSWr7tEBAQEYO3YsoqKiYGFhgX379n1Tfd7e3t/cJm3NrTIX+VPz/7DzaWNl+MrsbgIRUa71+fNndOnSBaGhociXLx+2bduGWrVqZfl5clofRB32T4goL3rw4AEmTZqEpKQklClTBgMGDMjuJmnte/RB2IcgIiIiIsq8HBfMoc7ixYvx/v17AMDMmTNRu3btbGnH+/fvceDAAVy+fBkfPnwAkJZivWnTpujduzesra2zpV1ERJQ3REdH4+jRozh58iTevXuHmJgYFCtWDDVr1sSvv/6KGjVqZHcTc5XExERMnDgRUVFRkEgk2LhxI0qVKpXdzSIiohzgyJEj+PPPP6GnpwcLCwv88ssvGDRoEBo0aPBdzpeamoqpU6ciNDQUurq6WL58+XcJ5CAiouwVHh4uAjkKFy6MzZs3w8zMLLubRUREREREuUyOC+a4evUqAKB79+54+fKl+PzChQs4fPgwAKB3797o169ftrTvyJEjmD9/PuLi4uQ+f/HiBV68eIGdO3di7ty56Nq1a7a0j4iIcrdHjx5h0qRJCAwMlPvc398f/v7+OHLkCAYPHow//vgDBgYG2dTK3GXhwoV4+vQp9PT0sHLlSlSvXj27m0RERDlMSkoKQkJCEBISgsuXL2POnDno27dvlp9n7dq18PT0BJA2QaF169ZZfg4iIspeUqkUTk5OCAoKgkQiwaZNm1CyZMnsbhYREREREeVCOS6YAwDi4+Px9u1bFClSBAAQFhaGWbNmAQDs7e3F9o+WPmsrXcmSJVGjRg1IpVLcu3cPHz58QFxcHKZPnw4ADOggIqJMefnyJQYPHozY2FgAQMGCBVGvXj2YmJjAx8cHz549AwDs2LED0dHRWLx4cXY2N1c4duwY9u/fDwCYO3cu16gmIiI5NjY26N+/P2JiYnD58mVERERAKpVi6dKlaNGiheiTZoUbN25gw4YNAIDhw4dj4MCBWVY3ERHlHBs3bsTVq1ehr6+PVatWoWrVqtndJCIiIiIiyqVyXDBHWFgYVq1ahejoaDFL6e+//8bnz59RtGhRrFmzBoaGhj+8Xa9fv8bcuXMBAHp6epg+fToGDhwIXV1dAGkzuTZt2oR//vkHUqkUs2fPRtWqVVG+fPkf3lYiIsp9EhMTMW7cOBHI0aVLF8ydOxcSiUSUuXTpEqZOnYqYmBgcPnwYNWvWRM+ePbOryTmer68v5syZAwAYM2YMevfunc0tIiKinMbOzg52dnYAgJCQEPTs2RPBwcGIi4vDoUOHMGbMmCw5T3BwMKZNm4bU1FR07NgRf/zxR5bUS0REOYuXlxfWrFkDIC2YvEmTJtncIiIiIiIiys10s7sBGXXt2hX79++HiYkJRo4ciUOHDuHChQvIly8f1q5dC0tLy2xp18qVK5GQkAAAGDVqFAYPHiwCOYC0AI8xY8Zg8ODBAICEhASsWrUqO5pKRES50N69e/H27VsAgIODA5YuXSoXyAEAzZo1w//+9z+xv3r1avFsIkUvXrzAsGHDMHv2bEycODG7m0NERDlckSJFMHbsWLHv7u6eJfUmJydjypQpCAsLQ926deHs7AwdHZ0sqZuIiHIWPz8/jB49GsuWLUOvXr2yuzlERERERJTL5bjMHBUqVED9+vUxcuRIlC1bFtbW1ujUqRN0dHSyJSMHkDaz9/z58wAACwsLjBo1SmXZSZMmwc3NDRERETh37hx8fX1hY2Pzo5pKRES5UGpqKlxdXcX+zJkzVb7kadGiBRwdHXHt2jWEhITg6NGj6NOnz49qaq7Svn377G4CERHlMh07doSzszPi4uLg7++PR48eoXr16t9Up76+Pnbv3p1FLSQiopyMfTMiIiIiIspKOS4zx5YtW7B06VIRAGFgYIB8+fJlWyAHAJw5c0Zst2/fXm1bjIyM0KJFC7F/9uzZ79o2IiLK/e7du4fQ0FAAQKVKlVC5cmW15Tt27Ci2PTw8vmvbiIiIfibGxsZy/bmsys5BRERERERERESUWTkuM4dUKsXJkydx/PhxPH36FBERETA2NoatrS26dOmCrl27iuVNPn/+DEdHR6SkpKB79+5wdnYGAEycOFEEYAwcOBB///230nM9efIEffr0QVJSEmxtbXH48GHo6yv+SS5fviy2GzZsqPEa6tWrh8OHDwMALl26hNGjR2v8zpcvX7Bp0ybcuHEDQUFBiImJgYGBAYoVKwZHR0cMGDAApUuX1lhPbGwsmjRpgsjISACAq6srGjdurPF76a5evYoRI0YAAAoWLIirV6/CyMhIroyXlxcGDRqkdZ2q7Ny5E3Xr1lV6LCkpCceOHcOFCxfw/PlzfP78Gfr6+rC0tEStWrXQoUMHrf6/kJWQkIDjx4/j2rVrePr0KcLCwpCYmIgCBQqgbNmyqFmzJlq1aiXWzCYi+lEuXboktrW5t9WvX19s3759G9HR0TAxMVEoFx4ejsOHD+PatWvw9fXFly9foKurCzMzM5ibm6N8+fKoXLky6tevD1tbW43nTUlJwd69e3Hy5Em8fftWPGssLS1Rs2ZN9O7dW+V9Pd2RI0fw559/AgC6deuGJUuWqC3//v178VLNysoKFy9e1NjOBw8e4NixY/Dy8kJISAji4+NhZmaGChUqoFmzZujevbvCEjaa3LlzB2fOnMGdO3cQHByMyMhI5MuXD1ZWVqhSpQocHR3RsmVL5M+fP1P1EhHlVZUqVUL+/PlhYWGB6tWro1evXhqfcdu3bxd9OgMDA5w+fRolS5ZUWjYsLAyHDh3C1atX4e/vL/qNxYsXR/369dGjRw+UL1/+q9repUsXnDhxAgBw8uRJzJgxAwYGBhq/p+wZJ5VKce7cORw5cgQ+Pj749OkTChQogMqVK6Nz587o3Lmz3PKdRETfm6bf12vWrMHatWsBAOPGjcP48ePljjdv3hyBgYEAgAsXLsDa2hoAMGPGDBw9elTl94C0Mavu3bvDz88PEokEx48fF99PN3DgQNy7dw/m5uYoV64cOnbsiO7du0NPT0/lNT179gzdu3eHVCoFAPzvf/9D586d1f4djh8/jkOHDol+UmpqKszNzVG1alX06NEDLVu2VPv9jK5du4ZTp06JQP3k5GRYWFigSpUqaNGiBTp16qTVs0TWlStXcOHCBVFndHQ0jIyMULJkSVSrVg1NmjRBkyZNlI5lEhERERFR3pCjfu1//PgREyZMwMOHD+U+j4iIwK1bt3Dr1i0cO3YMGzZsgJGREc6ePYuUlBQAQOvWrUX5pk2bimCOK1euqAzmqFq1KoYMGQJXV1f4+Phg586dGDZsmFyZ1NRUvHz5UuxXqVJF43XIzqh++fIlUlNT1Q7Q3blzB5MnT0ZISIjc58nJyfDz84Ofnx/279+PmTNnakzX6O7uLl6uWVtbw9HRUWN7ZTVq1AhWVlYIDAxEZGQkjh07hl9//TVTdXyrhw8fYtq0aXj37p3c5wkJCYiJiYG/vz8OHz6Mhg0bYvny5TA3N9dY59mzZ7Fw4UIEBwcrHAsLC0NYWBju3r0LV1dXzJ07F3379s2y6yEi0sTHx0dsa8rKAQBFixaFmZkZwsPDkZycjNevX6NGjRpyZTw8PPDXX38hKipK4ftBQUEICgrC06dP4e7urlVQxcePHzFx4kQ8ePBA4diHDx/w4cMHnDhxAr169cK8efPUDrZ+L7Gxsfjrr79w6tQphWPBwcEIDg7G9evXsXHjRixatAhNmjTRWOfHjx8xc+ZM3LhxQ+FYcnIyXr58iZcvX8LNzQ12dnY4cOBAllwLEVFeEB8fj8DAQAQGBuL06dMqX+4BQHR0NDZu3Cj2+/TpozKQ49ChQ1iyZInCMy4iIgIRERF4/vw5duzYgQEDBmD69OmZfiYlJiaK7fDwcFy9elUuW4e2IiMj4eTkJBe0CaT1P27cuIEbN27g+PHjWLt2rUIAPRFRXiSRSLBkyRL06dMHsbGxmDdvntxyk+mSk5MREhKCkJAQ3Lp1C6dPn8amTZtUBkO4uLiIQA5bW1t06tRJZRtU3ZsBICQkBBcvXsTFixfRrFkzrFixQmMQ+OfPnzF16lR4enoqHEvvJ50/fx6bNm3C8uXLUa1aNbX1AcCrV68wY8YMPHnyROFYVFQUnj17hmfPnmH//v1o3749Vq5cqbFOIiIiIiLKnXJMMEdQUBD69u2LoKAgAGkzserXrw9LS0v4+vqKl0eenp5YunQp5s6dKwI2jI2N5WZ5NW7cGDo6OpBKpXj37h18fX3Fsi0ZjRo1Cnv27EFMTAy2bt2KAQMGyC2jEhAQgPj4eABpnc6iRYtqvJbSpUtDV1cXqampiIuLQ2BgoMqByEuXLmH8+PFISkoCAJiamqJu3booWLAgAgMD4e3tjaSkJCQkJGDOnDnQ09NDr169VJ57z549Yrtnz57Q0dHR2F5Zurq66NmzJ1avXg0A2L17t0IwR9GiRdG/f39xPF3Xrl1hbGysUGdMTAzc3NzEfvp3lf0tvb29MWLECMTFxQEAdHR0UL16ddjY2CApKQkPHz4UQR43btxA3759sXfvXrUBHVu3bsWyZctEx15HRweVKlVC+fLlYWxsjIiICLx8+RJ+fn4A0oJGiIh+pFevXontsmXLavWdsmXLIjw8HAAUgjkePXqEyZMni4BHAKhevTpKliwp7nvh4eHw9fVFWFiYxnMFBASgf//+IiDO0NAQDg4OKF68OCIiIuDl5SUCCQ8ePIjExEQsW7ZMq+vIKnFxcRg8eDAePXokPitSpAhq164NiUSCd+/e4e7du0hJSUFoaCjGjBkDFxcXtG3bVmWdr169wtChQ8USOABgYWEBe3t7mJubIyEhAe/evcPz588RHx/P5wcRkYz+/fsjLCwMt27dEs+rdevWoUmTJqhevbpC+S1btohyEolEZXbDLVu2yD1jZJ9JkZGR8PLyQkREBFJSUrBjxw4EBQXhn3/+yVS/aPv27XL77u7umQ7mSE5OxoQJE+Dp6QkDAwPY29ujVKlSSEhIwN27d/HhwwcAwPXr17F48WIsWLAgU/UTEeVWNWrUQOvWreHh4YGrV6/i+fPncgHtLVu2RPHixfHo0SMxTnPjxg3s2rVLYQIWkDZOeP36dbE/ZcoUlff88PBwDBo0SEza0tPTQ61atVCqVCnExMTA29sbnz59ApA2Xjdq1Chs3bpVZeaLT58+oW/fvnKTkUqVKoXq1avD0NAQvr6+YsKav78/Bg0ahM2bN6NWrVoq/z5eXl4YPXo0YmJixGclSpRAtWrVYGpqitjYWPj5+eHFixdivJCIiIiIiPKuHBPM4eTkJAI5rK2tsXXrVrllRc6dO4eJEyciJSUFhw4dQp8+feDt7Q0AaNKkiVwAhoWFBapVqyZe6Fy5ckVlMIeJiQnatm2Lw4cPIzQ0FGfOnJFLxZjeJiDtpZA2DA0NYWlpKV56ffjwQWkwx9u3bzFlyhQRyDFs2DBMnjxZ7lo+fvyIqVOn4s6dOwCARYsWoW7duihVqpRCfa9fv5bLIiKbrSQzWrduLYI5Xrx4oRAMU6ZMGcyePRuAfDDH+PHjFdJjAmkpPGWDOdK/m9GXL18wdepUEchRpkwZuLi4oGrVqnLljh07hlmzZiE+Ph7+/v6YOXOm3Cw+WVeuXJEL5KhXrx5mz56t9N9DQEAAjhw5gkKFCimti4joe0hNTZXLGqRN0CCQlhL53r17AOSfVUBaEFt6IEeNGjXg7OyMcuXKKa0nICBAvDxTJjExEWPGjBFtbNiwIZYuXQpLS0tRJj4+HkuXLhUBhe7u7mjcuDE6duyo1bVkhaVLl4rnvp6eHqZPn46BAwfKZcby9/fHlClT8PTpUyQnJ+Ovv/5C1apVlT67oqOjMW7cOBHIYWZmhr///hsdOnRQGByOjY3FhQsXcPPmze94hUREuUv6b/74+HhMmTIFFy5cgFQqxY4dO+Di4iJX9tOnT3IBFEOHDoWFhYVCnffu3ZP7buPGjeHs7IzChQuLzxITE7Fq1Sps2bIFQFqGvu3bt2Po0KFatfvJkyein5nu0qVLiIyMRMGCBbWqA0jLkJWYmIjGjRtj4cKFcs/35ORkuLi4YOvWrQDSAiFHjhypcgIAEVFe07dvX3h4eAAA/vvvPyxatEgcGzx4MIC0ZZhdXV3FfX/Hjh0YMmSIQuZb2edCnTp11GbfmzZtmhg3++WXX7BixQqUKVNGHE9JScGmTZvEmJiXlxe2bNmC33//XWl9f/75pwjkkEgkWLhwITp06CBX5vHjx5g8eTICAgIQGxuLqVOn4tixY0qfKUFBQZg4caII5LC2tsacOXOULp/85csXnD59Gm/fvlV5vURERERElPvliMV5b926hdu3b4v9pUuXygVyAECrVq0waNAgAEBSUhJmzZolXlS1atVKoU7Zzpuy1ImyZLN6nD17Vu6YbCS8v78/KlWqpNX/ZF/MydYhy8XFBbGxsQDS0ghPnz5dLpADAIoVK4Z///1XvISLi4sTa5dmlN4RBtICIVQFsGhSvnx5ub+/bL3f044dO8TfrVChQti+fbtCIAcAdO7cGcuXLxf7ly5dUhhwBdIGSefNmycCOZo1a4YtW7ao/LuULFkSEydORLdu3bLicoiItJL+HEjn6Oio1XPm+PHj4jsZnzOygX2rV69WGcgBpN37lM2QTnfw4EFRX+XKlbFhwwa5QA4AyJ8/P+bMmSMXDLlixQqkpqaqufKs8+7dO+zfv1/s//XXXxg8eLDCQG+ZMmWwbds2WFlZAUgL2Fi3bp3SOl1dXeHv7w8AKFCgAPbs2YOOHTsqneUnkUjQqVMnODs7Z9EVERHlHfnz58fixYthYmICADh//jyio6Plyqxfv148D83MzJTOvAbSni3pfUB7e3usW7dOLpADSAusd3JywsCBA8Vna9euVTinKtu2bVP4LDExUWSF1FZiYiJq166NDRs2KARq6uvrw8nJSTx/pVIpTp8+nan6iYhys9q1a4tsF6oConV0/h979x0VxdWGAfyhK6IixV5jw4qoYO8tlth77713TTAae8doLDEaaxQrFoyKXSMiGHtF7IgERJAmS/v+2LP3m2UrUl2e3zmcM7N7585ddnfuzsx732uEkSNHombNmgDkg51STmVy+vRp3L9/X6xPmzZN4z4vXbokMngUKlQI27ZtUwrkAORB4WPHjlXKDrV582a1fciNGzdw5coVsb527VqVQA4AqFatGnbs2IG8efMCkAds7Nq1S20bV69eLQLtixUrBnd3d7WBHID8upniWiIRERERERmubBHMcezYMbFcq1Yt1K5dW2056fQiitG3FhYWaqPumzZtKpb//fdflfmUpSpXriyWU55EprzJ9jXU1RESEgIvLy8A8mlipk+frnH7PHnyYMaMGWL99OnTal/PjRs3xLKLi0tamqy0vbp5P9NbcnIyDhw4INbHjh2LIkWKaCzfqlUrpRPaffv2qZQ5e/YsAgMDAchvtC1ZskRjakwioqyiKeAvNVL2M9KppxQBbV9LmoFp1qxZsLCw0Fh2zpw5IigxMDAQ//zzT5r2ra8DBw6IwJFKlSqhb9++Gsvmz59fqc89efKkSp8qk8mUpi2bNm2a1oAYIiLSztraGu3atQMgz9QhDVx4+/at0nnA6NGjReCHVEBAgFIA97x581QC4aWmTp2KAgUKAJAH7508eVJnO4ODg5UC2Vu2bCmWpees+po7d67G8w8jIyN07dpVrEtvRhIRGTozMzORcfb9+/f48OGDxrLS3/ZHjx4Vy4mJiXBzcxPrLVq0gJOTk8Z6pOc1EydOFH2EOmPHjhUB7DExMWr7EGkwefPmzZWuQ6ZUvHhxpewe+/fvVzlPCw4OVuof58+frxKwSEREREREOU+2COa4c+eOWG7btq3GcmXLlhWjaRXq16+PPHnyqJStUqWKOPFKSEjA1atXNdZbtGhRsRwdHY2wsDC15SwtLdGvXz+9/iwtLTXuDwCuXLkibjw1b95cROhr0qRJE3FzLi4uDrdv31Z6PikpCQ8ePBDrVapU0VqfLtIAl4cPH2b46OqAgACRyt7ExASdOnXSuY00uEea2UVB+p63b99e6eYmEVF21alTJ736mTJlymis4/vvvxfLM2bMwLt3776qLW/fvkVAQAAAeaaounXrai1vY2OjFGDp4+PzVftNLWkwY5cuXTTOka3QqlUrWFtbA5AHbqTsU+/cuYPPnz8DkAdUMmMTEVHaSY+l0ptxbm5uYtrJYsWKaQzIkx7rK1WqpHS+oo6lpaXSdF/69Em7du0SbXFxccGcOXNEn3Lr1q1U9aclSpTQeU5WqVIlsawIQiciyikKFy4slv/77z+N5Vq1aqU2u9Phw4fx8uVLAPLrSFOnTtVYR1xcnBioZG5urvXao6KMNMuGuj5E+li3bt201qcoo8gcGBISghcvXig9f/36dSQkJACQZxTUlJGDiIiIiIhylixPU5CYmCjSmAOAo6Oj1vJVqlRRutDVunVrteWMjIzQpEkTHDp0CABw+fJlMRosJcUFOwUTExOxLA3KyJMnj5j7WZczZ86IkdLqgk0eP34slrWNHJC2qVq1arh8+bLYXnpiFxQUpDQyW9sI4t27dyMyMhJ58+ZVSj8sJZ2KJDo6Gh8+fFAKeklvjx49EstlypTROkJCQZFqE5CfCAcHByulMJYGCdWpUyd9GkpElM5S9hFjxozRGqihMGXKFHHxMmUdffv2xf379+Hh4QFfX1+0atUKNWrUQLFixcTczA4ODujZs6fWfTx58kQsOzo66gySAIAaNWqIzFPSvi6jJCcnK7VTnz7VzMwM1apVE0F/jx49UupTpf1HjRo1kCtXrvRrMBFRDlWzZk2ULl0ar169wq1bt/DmzRtER0fD09NTlJkwYYLGbBupPX9S7HP37t0AlM831ImJiVHKEDJs2DAUL14czs7OuHnzJpKTk3H8+HGMHTtWr31XqFBBZxnpOY++08AQERkK6ZSIERERGsvlypULbdu2xcGDBxEbG4vTp0+jQ4cOSlMQd+rUCeXKldNYR0BAgLj2V6FCBbXX6VKqUaOGWE7ZhwQHB+Pjx49iXXp9ShMbGxuULl1aBHE8evRI6dqb9Bwkrdl2iYiIiIjIcGR5Zo6oqCilrA/FixfXWl46esnU1BTNmzfXWFaa4lCaCSMl6YXB3LlzixtdgPINMplMprVtUl++fFFbh4I0haS26USkpOVSZg9RzKmpkD9/fo31bNmyBevWrcOWLVs0lkm5fcr605v09egbNGJnZ6eU7j9lG6Un1iVKlEhjC4mIMoalpaVSkERcXJxe22nrZ4yNjbF8+XJs3boV9erVQ1JSEv7991+cOHECe/fuxd69e3Hp0iWd+wgKChLL+h6bpeU0ZbpKT5GRkUpBmSkzeGkiLaet/9D1u4SIiPTXuXNnsezh4YHVq1eLNPMVKlTQmp3va84XtB3rUzp8+LDIylSuXDmRaUraptRMtaIr8yKgPIhAMRqbiCinkE51qCtoXJrdycPDA7t27UJwcDAAeRaNCRMmaN0+rec1KfsQaZ+UK1cuvTPB6nsOwmtYRERERESkkOXBHLGxsUrruXPn1lpemqrW2dlZpElXp379+jAzMwMgP9G6d++e2nLSeZFr1aqldBIpPXmLjIzU6yJbXFyc0sgqdcEa0dHRYlnXa1aQZgmRbg8o39RLWTYlRVBKyowk2rZPWX96k2YV0ff/kbJsyv+JdF3XtDdERFnF2NhYKatQeHi4XttJL/ap62fu3buHrVu3pmmqE+lxVN/sFNqOyxlB2n+k3L822vpU6bo+o/aIiEg/nTt3FiOxd+3apTQt4uTJk5VGaackPd7r+9te3z4pKSkJu3btEuuDBw8W54Tff/+96ANfvXqFu3fv6rVvfbJZERHlZNKsu9JBVerUqlULpUuXBgD4+flh8+bN4rm+ffvqDNBI7/Oar7mmB+h/DsJrWEREREREpJDlwRwpT6J0BQ1IAxB0TZ2RJ08eODs7i/WLFy+qlAkLC8Phw4fFesp5M4sXLy7amJSUpHUeTwVpxH/u3LnVjuqVBoWkDGjRRHoBM+XNpZQneppGdicmJooRZ58/f9aYrSTl9hl9M0vafn3/HynLpmyjYk5VQPVmHxFRdiJNCSzN3KSNtK9JmVLY09MTffv2xc2bN2FhYYExY8bAw8MDt2/fxtOnT/H06VNs3LhR5z6kfZW+QX3ajssZIWX/lx59qrT/yIyAFCKinKJIkSLiHE46ItvJyQktWrTQuq30eK/vb3t9+6QLFy7gzZs3AAB7e3ulbBxWVlZo2bKlWE9Ndg4iouwoPYPNvraukJAQhIaGinV9MlEojs3JycniN7qVlRVGjRqlc9v0Pq+RrqfmGpa+5yC8hkVERERERApZHsxhZWWlNAJLOtJYHemcyu/fv9dZvyI9LgBcvnxZ5fmVK1eKk6SCBQuiY8eOSs8bGxvDwcFBrPv7++vcp3QuTQcHB50nt9IbctpIb/BJ51cGVEcxaEptHxoaKlIZJyUlISQkRG25lO+DPmmC00KaklLf/8fHjx+Vgk5S/k9sbW3F8tu3b9PYQiKijFO5cmWx/OzZM53lQ0NDRXChmZmZUjBHVFQUfv75Z8THx8PExAR//PEHJk+ejEqVKqVphJc+fS6gfAxPeVxOSdEfaaPrYmvevHlFFi5A/3ZKRwJq6z/evXunV31ERKQfaap8henTp+vc7mvOF7Qd66X+/PNPsdyvXz+Ym5srPS+dHubUqVNaMxwSEWV30kFVqQlEUNCUlSI1gR3Xr18XyyVKlNB53gDIj8Up9zFs2DC9pzhRSI/zGuk+v3z5ovf0kvqeg/AaFhERERERKWR5MIepqalIlQgAT58+1Vg2NjYWly5d0qusQtOmTcXy48ePxZyaAODj44MjR46I9Xnz5qlcuEtZh6+vr8593rhxQyw3a9ZMZ/k7d+7oLJOYmIj79++LdemNP0A+yk3adsXIspSeP3+utB4QEKC2nPTE0cLCQm0K//QkfT0vXrzQa5qBf//9Vyzb29srTVMAAI6OjmJZ+p4QEWU30n7Gz89PZ3npMa1OnTpKo7r8/PzEaOe6deuidu3a6dJGTVOVpSTt01L2VSlJpyTTRFemEiMjI6Wgy9u3b+usMyEhQWufWqNGDbF8586dDJ9qjIgoJ2nZsiVMTEzEetOmTfXqqypVqiSW9TnWA8rnC5r6pAcPHoi+19LSEn369FEpU79+fdjb2wMAPn36hCtXrui1fyKi7Ch//vwiKCIiIiJVv3WjoqJEtldAeWCRNEhEV9CbNMuRNPuRNkWLFkW1atXEup2dHQYPHqzXtlL+/v56Zb7Qdl5TqFAhpeALffqlsLAwvHr1SmOd0nOQtEyVSUREREREhiXLgzkA5ZvuFy5c0FjO09NT6YTL399f4zQhCqVLl1YKFlEEg8TExGDevHni8S5duqBVq1Zq62jdurVYPn78uNaT0ujoaJw6dQqA/AaTdFtNLly4oPOG1tWrV0W2DAsLCzg5OSk9b2JigvLly4v1W7duqa0nZTCKpuAU6fblypXTOn+1LvqMzihbtqy4QJqYmIjjx4/r3ObQoUNiWd2UO40bNxbLp06d0nukBBFRZnNychIBaXfv3lUJvEtJevxr06aN0nPSkXLSVL1pFRQUpPOiYlhYmFIWLF3ToT1+/Fjnfm/evKmzTN26dcWyh4eHzowf586dE0GD6vpUR0dHWFtbA5D/P6XTsRERUdp4eXkhMTFRrEt/s2sjPdY/evQIT5480Vo+NjZWnJel3F5KmpWjW7du4vgvZWJigh9++EGsc6oVIvqWmZqaisx+iYmJeg1aUvDx8RHX4b777juYmpqK5xTXdADtAdm+vr74559/AMivF3Xr1k2vfb99+1bp/KF27dpflXkwLi4Op0+f1lpGJpMp9SHqzmukjx09elTnfo8ePSr+dwULFsR3332n9Hz9+vXF//P169dqswsTEREREVHOky2COdq2bSuWT58+rTbjRnx8vNKFNkAekPHw4UOd9UtHPF+8eBHJycmYNWuWiIivWLEi5s+fr3H7smXLiqCM4OBg/PbbbxrLrlmzRoyIbt26NcqUKaOzfVFRUVizZo3G52NiYrBy5Uqx3qZNG7XTnkinlDl79qzSaAlAfpKuOBktW7YsAHmQQ8qAmM+fP+Ps2bNiXZ/sItpIT+4BKE2NomBkZISePXuK9d9++00pi0pK58+fV8rS0rt3b5UyrVu3RvHixQHI/4ezZs1iSmQiypaMjY0xYsQIsT5//nyNwYpnzpyBt7c3APmIMMXc0QqFCxcWy97e3kpzUafV8uXLIZPJND6/YsUKcYwvVqwYGjRooLW+wMBAXLt2TePznz59wsGDB8W69OafVM+ePUXQ4cOHD+Hu7q6xzs+fPyv1qe3bt1fpU83NzdG3b1+xvmbNGo2ZrIiISH8ymQzr169Xeuzvv//Wa9uyZcvC2dlZrC9cuFDrb3s3NzcRDG9lZYUOHTqolPnw4YO4oWdiYoJBgwZprE861crFixdVzrWIiL4lDRs2FMu///67zoFSgDy73ZYtW8R6/fr1lZ6XDtTy9vZWe4yOiopSuv7WsWNHpYFJ2ri5uSnVeeXKFaVA9tT49ddfERERofH5LVu2iGtSlpaWavuQXr16iWUvLy9cvXpVY32BgYHYvHmz0rYpBz4VLFgQ7du3F+s///yzmFqTiIiIiIhyrmwRzNGwYUNUrFgRgPzkcMyYMfD39xfPJyYmYuHChWKkcokSJcRza9euRUJCgtb6pcEcN27cwOrVq0WwgrW1NX777TeldJDqTJ48GRYWFgCAzZs3Y+vWrUo3lRISErBhwwbs2bMHgHyk76RJk3S9dACAmZkZ9u7di1WrVqncJAsODsaoUaPEa8+VKxfGjx+vtp4uXbrAzMwMgPwE+aefflI60d26dStev34NABgyZAgA4NWrV9i6dasoI5PJ8OOPP4oTYjMzM6ULl18j5U0yaWp7qUGDBomR6eHh4Rg0aJDaUduenp6YNm2aWG/WrJnShV0FExMTzJs3T5wgX7lyBUOHDuUNOSLKlnr16iUySfn6+mLKlCkqWZvOnTuH2bNni/UpU6aIvkmhRo0aYlTc58+fMXDgQI3ZmgB5P7Nt2zadI5zNzMzw8OFDjB07ViVAJC4uDosWLVIakTZ58mS9sjrNnj1b7XRjb9++xahRo5SyKn38+FH0T9I+uGTJkkoXUxcuXIi9e/eqXJR+/fo1hg4dinfv3gGQ39wbN26c2nYNGzZMvB9RUVHo27cvTp48qTPrBxERaebu7i6OwQp+fn5KUzxqM3XqVDFFi5+fHyZMmCACNhRkMhlWr16NHTt2iMfGjx+vNCWZwq5du8S5ZKtWrZTOM1OqWLGiSIkvk8l0juomIsrOBg4cKK4f3bx5E2PGjEFQUJDG8mFhYZg6dSru3r0LQH69ZeDAgUpl6tSpg4IFCwIA/vvvPyxdulTpel1wcDBGjx4trm8VLFgQM2bM0Ku9T548gaenp9JjMTExOHPmjF7bS5mZmSEoKAhDhw5VmaI4MTERW7ZsURrENXLkSLUZD+vWrauUXWrixIlqAxQfPHiAIUOGiCDAIkWKqPzvFKZOnYoCBQoAkGdG7N27N6f2IiIiIiLK4YySs8ldibt376J///4imMHU1BR169ZFwYIFcffuXXED3szMDB4eHhg8eDBCQkIAANWqVUP16tXRpk0btakPZTIZ6tatqxKxb2Zmhq1bt6JevXp6tfHo0aNKN9GKFSuGmjVrIjk5Gbdu3VI68V2xYoXKaGmpAQMGiNTxM2bMECMMChQoABcXF+TPnx/v37+Hj4+PUkDGL7/8onTDKqXly5dj+/btYr1o0aJwdnZGYGCgmAu6Ro0a2L9/Pzp06CBOomvXro1ixYrB19cX79+/F9sPHToUs2bN0rg/RRAOIM+WociEkVLjxo3FqAYbGxs0bdoUNWvWRI8ePZTK+fr6YsSIEYiNjQUgz9jh6OiIsmXLIj4+Hnfv3hUBKYB8Gp19+/bBxsZGYxu3b9+OFStWiBtwRkZGcHBwQLly5WBjY4NixYqhZcuWKFasmMY69BUcHKw2VfTe3jLYqV4/zjKlZ77M6ibQN0DT5/nKlSsi8IrSl7+/P3r27CmmFMubNy/q1asHKysrPH78WCnArXv37li8eLHaery8vDBx4kSlYIaSJUuicuXKsLa2RkJCAj59+oQXL17g5Uv58WDXrl0qfej69euxYcMGAPILvufPn0dgYCAsLCzg4uKCIkWKIDw8HD4+Pkoj2zp06IDVq1erbduRI0cwZ84cAPJUzIq+vHr16mJarzdv3uD27duIj49HwYIF8eXLF3Hxs3r16siVKxfmzp2LSpUqiXpjY2MxYMAApYDBwoULo1atWrC0tMSbN2/g5+cngkBMTU2xevVqfP/991rfjyFDhog2AvK5uZ2cnGBrawt7e3vUrl1bY+r+1NL0nWse2hy5krQHnWa2tZ/WZnUTKBtj/0HqxMTEoGXLliL4okCBAvj06RMAebDFhAkT9Kpn27ZtWLFihVg3NzdHnTp1UKRIEURERMDHx0dMpQXIgzTWr1+vMgI6OjoaTZs2Ff3LwYMHUb16da373rFjB5YuXQpAfv60d+9epeelfVyXLl2wbNkyrfW9e/cOLVq0ACA/t9Q25ag238o5iDY8PyEF9iGZx93dXWn6YXNzc9SoUQMymUwEW9eoUQPW1ta4ceMGvnz5IsrOmzcP/fr1U6lT3XUzJycnREZGwtfXV5zn5M6dG7t370a1atX0auvIkSPFtCPS/sPFxQW7d+/Wub30+NyhQwe8efMG9+7dg6mpKWrVqoWSJUsiOjoavr6+Sr/9nZ2dsWPHDpWMswqhoaHo06ePUlBI6dKlUb16dZiZmSEgIAB3794V16MsLS3xxx9/oFatWhrb6uPjgzFjxihdwyxatCiqV68uzkEaNGigs8/SV2aeg/AcgjIS+w8iIiIyVOrPRrKAo6MjNmzYgBkzZiAiIgIJCQkqqdeNjY2xePFilCtXDq6urpg8eTKSkpJw//593L9/HyVLllQbzGFubo4GDRooTR0CyEfu6hvIAcgvyAHAggULEBsbi8DAQAQGBiqVsbS0xM8//6w1kCOlatWqwc3NDbNmzcKnT5/UjiywsLDA7NmztQZyAMD06dMRHBwsRiy8f/9eaU5nKysr/PLLLzAyMsLChQsxZMgQfPnyBX5+fiLYQ6FDhw6YPn263q9Dm5YtW4qLnWFhYThy5AiSk5NVgjkUJ8rTp0/H27dvkZycjDt37qgdtV2/fn2sXr1aayAHIA9IKV68OBYtWoTg4GAkJyer3BRduXIlpkyZgmHDhqX9xRIRfaXy5ctj586dmDx5MgIDAxEZGanSdwHA4MGDtR6fFTeu5s+fLy5GvnnzRmXkWWrky5cPW7duxbhx4/Dy5UuNaYS7deuGX375Ra86GzZsiFy5cmHfvn24d+8e7t27p/S8InvWwYMHceDAAQBQKaOQO3du7Ny5Ez/++KMYEffhwweVEXyAPIhk8eLFStOTqVO+fHkcOnQIc+bMwfXr1wHIL9h6eXkplatbty5+/fVX5M+fX6/XTUSUE/35558ikCN37tzYsmULevXqheTkZHh4eGD8+PEqARfqDBs2DPny5cOyZcsQFRUFmUymtk8yMTFBv379MHv2bLX1Hj58WARy1K5dW6+bYj/88ANWrlyJhIQE3Lp1C+/evdMYzE5ElN316tULuXLlwuLFixEREQGZTCYGHSmkvBZjY2MDV1dXtGvXTm2dXbp0wcuXL8V0LOqum5UpUwZubm5wcHDQq51+fn4ikAMAFi9ejOXLl+P169fw9fVN9bHYzMwMGzZswMSJE3Hnzh34+PjAx8dHpVzTpk2xZs0ajYEcgDzQe9++fZg2bRpu3LgBQJ4BVzGts1SpUqWwatUqnf1NnTp1sH//fsyZMwcPHjwAIL+2Jx145ebmhnbt2mH58uUwNzfX52UTEREREdE3KtsEcwBAkyZNcPr0afz111+4fPky3rx5g8jISFhYWKBMmTIYPny4OGFs06YNtm/fjnXr1uHBgwda50tW1C29ITZnzhwRnJEaXbp0gbOzM/bv34/Lly+Lk6miRYuiadOm6N2791dleGjZsiWOHz+O/fv349KlSwgKCkJ8fDwKFy6MRo0aoX///iLduzYmJiZYs2YN2rZti8OHD+PBgwcIDw9Hvnz5UK9ePYwfPx5lypQBANSsWRMHDhzAxo0bcfPmTURGRsLa2hpVq1ZFt27d0KpVq1S/Dk2mTZuG2NhYXLhwQWmknDo1atTAqVOncPz4cZw7dw5PnjzBx48fYWpqCnt7e9SqVQvt27dXmuNVl9atW6NJkyY4efIkrl69iocPHyIsLExMYRAfH48VK1agSJEiGi9KEBFlhurVq+P48eM4cuQITp06hdevXyMmJgaFChVCzZo10bt3b9SoUUNnPS1btkT9+vVx5swZXL58GU+fPsV///2HL1++wNLSEjY2NihatChq1aoFZ2dnODk56ayzbNmyOHToEA4fPoy///4bb968wefPn2FnZ4eaNWuiZ8+eqc5SMX/+fDg7O8Pd3R1Pnz5FTEwMChcujCZNmmDEiBEoVKgQSpUqhY8fP8Lb2xv58uVDixYt1F6wzZMnD9zc3DBo0CAcO3YMN2/eFK+5QIECqFChApo2bYpu3brB0tJSr/YVLlwYf/75J27duoUzZ87A19cXHz58QEREhMjycePGDUyfPl1p2jIiIvq/T58+KWUPHDhwIBwdHVGnTh3cuHED7969g5+fn9qpE9Xp0aMHWrRogYMHD+LKlSt49eoVIiIikCdPHhQuXBj169dHt27dUK5cObXbJyUlKY3kHjp0qF77tbW1RaNGjXDx4kUkJyfj2LFjGqfrIiL6FnTq1AktWrTAoUOHcOrUKTx48EBpOkNAntHO0dER7du3R5cuXXT+jp46dSoaNmyI3bt34/bt2wgPD4etrS3KlCmDjh07ol27djqnOpaSZvxzcnJCixYt8OTJE/z6669KAYGpUahQIezevRvHjx/HiRMn8OLFC3z69AnW1taoVq0aunXrhpYtW+pVl52dHXbu3IkrV67g77//xq1btxASEoKEhATY2tqiUqVKaNmyJTp27CimttGlQoUKOHz4MC5fvozz58/j9u3b+O+///D582eRffHUqVPIly8fFixYkKrXTkRERERE35ZsM81KTiOdZkVdanvKHJGRkdi4caO4uFy2bFmcOnXqq+tjSj8yJPw8k3SaldSkwNcmtSnos6vExETcuHEDEyZMECmQ9UnRrw2/c2Qo+FmmlJYtW4Y///wTAJA/f36cO3cO+fLlg4eHh5jSsWvXrmIKk5wio6dZ4XeOvkX8PGet6OhoLF++HO7u7gCA3r17Y86cOakKvkhPFy5cwJgxY8T6nj174OzsjHfv3qFly5ZITk5GyZIlcfbsWa3ZnQzlHEQmk+HcuXOYPn06EhMTYWJigkuXLqFgwYJfXSe/c2Qo+FkmIiIiQ2Wc1Q0gykp58+bFtGnTYGtrCwAICAgQ6ZaJiIg0MTExQYMGDZSmC/v333+zsEVERNlTUFAQ/vrrL7E+fPhw5MuXD4A8e55ihPeZM2cQGxubJW0kIiK5PHnywN7eXqzb2dllWSBHUlIS1q5dK9YbNWokMjgVL15cLL958wa3bt3KkjZmNnNzc7Rr1w7NmzcHIA8w1zQNJRERERERGQYGc1COZ2pqisKFC4v1uLi4LGwNERF9S0qUKCGWZTJZFraEiCh7Wr9+vfh9XbBgQQwcOFA8Z2lpiTZt2gCQjwY/evRolrSRiIiyn+PHj+PZs2cAACMjI0ybNk3peenUyXv27MnUtmU16TkIr2ERERERERk2BnNQjnfnzh08ffoUAJAvXz6RpYOIiEibmJgYHD9+XKyXKVMmC1tDRJT9BAQEwMPDQ6yPGzdOZYR3586dxbKbmxuzHBEREWQyGdavXy/W27Vrh0qVKimVadOmjcjudPr0afz111/ICTNJh4WF4ezZs2Kd5yBERERERIaNwRyUY0VGRmL48OHo378/EhISAMgvJhsb82tBRETabdiwAW3btsXdu3cBAPb29mjUqFEWt4qIKHtxc3NDYmIiAKB06dLo3r27Spk6deqgSpUqAICIiAj06dMH3bt3x5QpU+Dn55ep7SUiouzB3d0d7969AyDPpjpp0iSVMnny5EHPnj0BAMnJyViwYAFat26NCRMmwN3dPVPbm1kWLFiAdu3aif+Ng4MDKleunMWtIiIiIiKijMS71pQuPDw88P3336Nhw4aYMGEC/P39xXP+/v5wcnJC7969s7CFqr58+YKrV68iPj4egPwkWN0FAiIiopRu376NDx8+AAAsLCywbNmyLJtPnIgoO7p3757SyOFJkybB1NRUpZyRkREWLlwIGxsb8dj9+/dx6tQpvHnzJlPaSkRE2UdMTAw2bdok1rt3745SpUqpLTtu3DgREAgAb968wdmzZ3H79u0Mb2dW8Pb2xqdPnwAA+fPnx7Jly7K4RURERERElNFUr6YRpdK///6LWbNmifWzZ8/i4sWLGDNmDIYNG4bjx48jJiYGhQoVysJWqjIyMkLu3LlRokQJtGnTBkOGDEGePHmyullERPQNMDMzQ6FCheDs7IwRI0bAwcEhq5tERJStrFmzRixXrlwZbdu21Vi2SpUq8PDwwJ49e3Dp0iUEBgYiOjoa586dQ2xsLPr165cZTSYiomxgx44d+PjxIwAgV65cGDdunMay+fLlw759+7Bv3z6cPn0ab968EcEOhsjc3BzFihVDw4YNMWLECJQoUSKrm0RERERERBnMKDknTChJGWrKlCk4deoUBg8ejDFjxmDHjh3YunUrEhISYGxsjKSkJADA7t274eLiksWtzVjBwcFo3LixyuN7e8tgl43iRErPfJnVTaBvgKbP85UrV7JdcBaRLhEREdi9ezeSk5NhbGyMQYMGwcrKKqubpUTTd655aHPkSso+WT/Wflqb1U2gbI79B6VFeHg4unbtisDAQOTOnRs7d+6Eo6NjVjcrW9P0nXvx4oWYTjK742UJUmAfQobmyJEjCAwMBADUr18ftWrVyuIWKdN4HUsmg10676v0S16LoozD/oOIiIgMFadZoTR78eIFAKBr166wtrbG5MmTcfDgQTRq1Ai5cuVCwYIFMW/ePIMP5CAiUtixYwcqVqwo/tavX5/VTcrRkpOTMXv2bKxfvx4bNmxAvnz5sl0gBxERyY/Xs2bNQmBgIExMTLB69WoGchAR0TfrzJkzmDNnDjZs2IDr16+jatWqWd0kIiIiIiL6xnCaFUqzY8eOqTxWuXJl/PHHH1nQGiIiImXbtm3DhQsXAADDhg3DgAEDsrhFRESkztatW3Hp0iUAwLx589CiRYusbVAGGDBgAG7evInz58+jePHiWd0cIiLKIK9fv8bcuXMBAN999x02bdoECwuLLG4VERERERF9a5iZg9LV+vXrlUajb9y4MaubRESU6SpVqoR+/fqhefPmAABjY3a3WcXPzw9r18qnBenQoQNmzJiRxS0iIiJ1fH194ebmBgAYPXo0evfunbUNIiIi+kpxcXGYNGkSoqKiYG9vj61bt8La2jqrm0VERERERN8g3l0iIiJKZ3Xq1MG8efPQrFkzAOCFuywSFhaGKVOmICEhAXXq1MHSpUthZGSU1c0iIqIUQkNDMWXKFCQmJqJz586YMmVKVjcpzWJjY5GcnJyqbaKjozOoNURElJkWLlyIx48fw9LSEr///jszMRERERER0VfjNCuUrhSjz5s3b44iRYqgWrVqWdwiIqLMl5iYiEePHuH3338HANSqVSuLW5TzJCUlYfr06fjvv/9QoUIF/PbbbzA3N8/qZhERkRqPHz9Gr169YGFhgSFDhmR1c9KFq6sr3r17h3nz5qFy5cpay0ZFRWHDhg04fvw4Tp48CRsbm0xqJRERpTcPDw8cPHgQpqam+PXXX3X2AURERERERNowmIPSlWL0ebNmzdCzZ8+sbQwRURbZvXs3li5dCgD4/vvv4eDgkMUtynlevXoFJycnODk5oUePHsibN29WN4mIiDRo1KgRGjVqlNXNSDdxcXEIDg7G7du30a1bN/Tq1QuTJ09Wm6nLw8MDq1atQkhICOzt7fH8+XO4uLhkfqOJiCjNkpKSEBoaivHjx6Nq1aoG1bcREREREVHWYDAHpSvF6PMtW7bAwcEBlStXhqkpP2ZElLMUKFAALi4uaNasGQYMGJDVzcmRvvvuO0yYMCGrm0FERDmQhYUFdu/ejStXrmDt2rXYt28f/v77b0ybNg1JSUkAgCdPnmDGjBn4999/kTdvXkyePBmDBw9G7ty5s7j1RET0tYyNjTF8+PCsbgYRERERERkQ3mWndOXg4IB27drh1KlT6NGjByZNmoSxY8dmdbOIiDJVp06d0KlTp6xuBhERUZoMGDAAN2/eTFMdLi4u2L17t9rn/P39ceTIEXh7eyMoKAjR0dGwtrZGmTJl0KhRI/To0QMFChRQu21kZCTq1q2LhIQEAMDRo0c1prJfunQpduzYAQCYOXMmhg0bprPdYWFhOHToEK5cuYJXr14hPDwcefLkQZEiRVCvXj1069YN5cqV01pH48aN0ahRI5w6dQq//vorXF1dxXPjxo2DhYUFhg4dilGjRqnN2kFERERERERERDkbgzko3a1cuRKOjo44f/48bG1ts7o5RESZzsfHBwMHDgQAFCtWDBcuXNBru5s3b+LkyZO4c+cOgoODERkZicTERJ3bDRw4ED/++CPWr1+P3377DdbW1ihatChatmyJvn37ar1BFBsbi1atWiEkJAQA0KNHDyxatEg8L72Rt3TpUnTt2lWljpCQEHTs2BFhYWGwt7fH33//rfe0JsHBwdi0aRN8fX3x4cMHxMbGIleuXChWrBiaN2+O/v37w97eXq+6gPS5+ZZSaGgojh49iuvXr+Ply5cICwsDANjY2KBcuXKoU6cO2rZti+LFi6eqXiKinCohIQHLli3DX3/9pdLPhYSEICQkBDdv3sTWrVsxd+5cdOnSRaWOvHnzombNmqKPunTpksZgjqlTp8LLywuBgYFYv3492rZti6JFi2ps36FDh7Bs2TJERkYqPR4eHo7w8HA8fvwYO3fuRP/+/TFr1iyYmJhorMvIyAjt27dHy5YtMXz4cNFeS0tL7NixA46Ojhq3JSJKKb2D7NavX48NGzYAALp06YJly5aplE9KSsKgQYNw8+ZNGBsbY9++fahRo4Ze+4qLi8O2bdtw4cIFvH37FtHR0TAyMkKhQoVQt25d9O3bV+OxO6WYmBh4eHjg4sWL8Pf3R1hYGJKTk1GgQAEUKFAA3333HSpVqoTatWujZs2aStumx//t/PnzGn/vJycn4/Tp0/Dy8sK9e/fw8eNHAICtrS0cHR3RqlUrtGnTBkZGRnrvLzExEWfOnMGlS5dw9+5dhIWFISYmBlZWVihZsiQcHR3RokUL1K1bN1X1EhERERHRt4XBHJTuTE1NMXjwYAwePDirm0JE9E2IiorCtGnTcOnSpTTXlZycjE+fPuHTp094+PAhDh8+jB07dqBEiRJqy+/atUsEcuTKleurpiaxt7eHq6srpkyZgpCQEKxevRrz58/Xud2ZM2fw448/qtwsi46OxrNnz/Ds2TP89ddfWLp0KVq2bKmzvvS8+QbIL1xv3LgRf/zxB2JjY1WeDwoKQlBQEK5evYo1a9bgxIkTqQ4UISLKzlq2bIny5cvj3r17uH//PgD5NFb16tVTW97b2xsvXrwAAFSrVg3Vq1dHqVKllMokJSVhwoQJSoGO1tbWcHFxQf78+REUFAQfHx/Ex8fj8+fPmD17Nj5//oxBgwap7K9p06ZKwRyaMgJaWFhg3LhxmDt3LmJjY7Fz507MmTNHbdlt27ZhxYoVYt3c3BwuLi4oUqQIPn/+DB8fH4SHhyMxMRE7d+5EUFAQfv31V4030hQ3+Nzc3PDq1SvxeExMDAYOHIj+/ftj5MiRyJ8/v9rtiYiymrGxMZYuXYr27dvjy5cvcHV1xbFjx2BsbKx1O39/f0yYMAEvX75Uee7t27d4+/Ytjhw5gtGjR2PixIla6/Lz88PkyZPFeYtUcHAwgoOD8eTJE5w6dUprRqiM8OrVK0yZMgWPHj1SeS4mJgZv377FyZMnUaVKFaxbt07jeZmUn58ffvzxR6V+Q0FxbnPv3j3s3r0bI0aMwPTp09PjpRARERERUTbEYA4CIL/IeOrUKZw4cQIPHjwQI5kdHBzQsWNHdOnSRZyof/r0CQ0bNkRCQgK6du2KpUuXinpSOxpdOjpi165dqFOnjtby0lEj48eP13nTMSwsDH/99RcuXLiAN2/eIC4uDvb29nB2dsaAAQNQtWpVUXbnzp1YsmQJAGD37t1wcXHRWjcRUXpISkrCmDFjlEaK5cqVCy4uLihcuDA+f/4MPz8/hIaG6qyrevXq6NGjB54/f47bt28DAN69e4fFixdj8+bNKuXDw8OxdetWsd6vXz8UKlToq15Hu3btsG3bNjx48ACHDx/G+PHjYWdnp7H8vn37sGDBAiQnJwMAChUqhFq1asHS0hKvXr3Cv//+i6SkJHz+/BmTJ0/Gxo0b0bhxY431pffNt8TEREyaNAleXl7iMTMzMzg5OaFYsWIwNTVFaGgoHjx4gJCQECQlJSE+Pj61/zYiomxNEUCxfv16Eczh6OiIefPmqS0/e/ZsEczRpEkTtb/VFSO0FUaOHIkJEybA3NxcPBYSEoLZs2fj2rVrAIAVK1agRo0aKlksmjZtKo799+/fR1hYGGxsbNS2rUOHDli0aBFiYmJw+PBhTJ48Gblz51Yq8++//2L16tVivXHjxli6dKlSfyaTyeDm5oZt27YBAM6ePYsdO3ZgyJAhKvu8fv06Vq9ejQcPHsDa2hq//PILjh8/Dj8/P/z222/Ytm0b/vjjDxw4cAAjRozAwIEDkStXLrXtJyICMibITh/FixdH3759sX37djx79gwXLlzQGmx97949DBkyBFFRUQDk2Yjq1q0LOzs7/Pfff/Dx8UFsbCwSExPx22+/ITk5GZMmTVJb17t37zBy5EhER0eLxypUqIAyZcrA2toaERERCA8Px8uXLxEcHKy2DsX/TR0PDw9Rd8uWLTWeD1lZWak8FhAQgP79+4vMfYq2VapUCUZGRnj06BGePXsGAHj48CF69+6NPXv2oEyZMmr3AQCenp6YNWuW0rlF6dKlUblyZeTNmxdRUVHw9/fH8+fPkZSUhLi4OI11ERERERHRt4/BHITg4GBMmjRJ3PhTCA8Px40bN3Djxg0cO3YMmzdvhqWlJc6dOyfmpm7VqlVWNFkvZ86cgaurKyIiIpQeDwwMRGBgII4fP465c+diwIABAIDTp08DkKfNr1WrVqa3l4hypt27dysFcrRp0wYLFixAgQIFxGOJiYn4448/sHbtWhH8MGDAAHTq1AkAxE2mJk2aoEmTJgDkF25Hjx6NL1++4OLFi3j58qXKRcMtW7aILBb58uXDqFGj0vRaevfujZ9++gkymQwHDhzQOEL61q1bWLhwIZKTk2FsbIyZM2di0KBBSqP7nj9/jsmTJ8Pf3x/x8fGYO3cuPD091Y5cTu+bbwCwdu1apUCO/v37Y/z48Urvi8K9e/ewd+9emJryZxURkTZRUVHYuHGjWB86dCimTZumUs7e3h6bNm1C3759cf/+fSQkJGD16tXYtWuXUrmyZcuiePHiePfuHZKSknD58mW1U7IA8uwcNWvWxLVr1xAZGYnr16+jRYsWSmXWrFkjpn1xcnLCb7/9phRkAsiDBWfOnAmZTCZGfm/YsAE9evQQN/ri4uIwZswY/PPPPzA2Nkbv3r0xZcoUWFtb4+TJkwAABwcH/PXXXzh27BhWrVqF1atXY/fu3Vi7di1q166dmn8rEeUgGRFkp68+ffpg+/btAIA9e/ZoDOYIDw/H2LFjRSDHDz/8gPnz5ysFQ0REROCnn37C2bNnAQCbN29Go0aNVKZHAeRB4Ipgi9KlS2PlypWoXr262n0HBwfjzZs3Ko+ry+6kcOnSJVH/wIEDdQ4yUpDJZJg6daoI5LC1tcWqVatQv359pXLXrl3D9OnT8enTJ4SGhmLatGlwd3eHmZmZSp2PHj3CnDlzRCBH5cqVMX/+fLVTcoWEhOD48eNISkrSq71ERERERPRt0p4TkQxecHAw+vTpIwI5zMzM0LhxY3Tr1k1pDlQfHx+RgUMR9GBpaYkGDRpkepv14eHhgcmTJ4tAjoIFC6JDhw5o3749ihQpAkA+Gn7x4sXw8/NDcHCw+B80b95cZ+p9IqL0kJiYiD///FOs16lTB2vXrlUJGDAxMcGoUaMwevRo8ZinpyfKlSuHatWqieOaVL169ZSmu/Lw8FB6/sOHD9i7d69YHz58eJpTvEtHBF6/fl1juaVLl4qbZVOmTMGQIUNU0jSXK1cOf/75p/hfhISEYMeOHWrrU3fzLWVWEMXNN0UAHyC/+aa4yCz18uVLEfQBANOmTYOrq6vaQA5AnhFl+fLlGkf7ERGR3IkTJxATEwNAHoioaRQ2ID9uS29O+vj4iBuSUk2bNhXLuqYrq1Klilj29vZWei4gIAC+vr5ifd68eSqBHFJTp04V/UJUVJQI0gDkgSMFChSAk5MTDh8+jAULFsDa2lqlDiMjI3Tu3BmnT5/G4MGDkZCQgO+++07rayAiyiolS5ZEsWLFAMiDszVlhNiyZYuYDqVJkyZYsWKFSlaL/PnzY+3atSIjalJSklJwtpQiswUALF68WGMgByDP9ufs7Kz/i0qDEydO4MmTJwDk19L++OMPlUAOAGjYsCF+//13Efj98OFDeHp6qq1z4cKF4v9atWpV7NmzR20gByAPfBw2bBhGjBiRHi+HiIiIiIiyKQZz5HAzZ85EYGAgAHnaTE9PT2zduhVLliyBu7s7NmzYIAIbjhw5gidPnuDGjRsAgEaNGsHCwiLL2q7Jixcv8PPPP4vRCd26dcOFCxewevVqrFmzBqdPn0aHDh0AyKeX2bRpE86cOSNGu2fnbCNEZFh8fX0RFBQk1n/66SetwWSjR48WQQphYWE4c+aM1vr79OkjgiSOHTumNGpr/fr14kKhvb29mCIrLYoVKyZS1t+9e1cEWEhJU0IXL14cQ4cO1Vifvb09xo0bJ9YPHTokjtUK6XnzTWHHjh3if1WjRg1eICUiSieK8wgAaN++vc4pRapXr44KFSqIdR8fH5UyioxUAPDPP/9onfJKGvz49u1bjW2rVKkSKleurLVtlpaW4pxCXdsWLlyIffv26awHkKfunzNnDs6dO6dxmhgiouxAEXAmk8nEb3qp+Ph4HDx4EIA8YO2nn35SCdpWMDU1xU8//STW/fz81AbtZdfjoru7u1ju3bu31uO9YjpMhX379qmUuXv3Lv79918A8v/d8uXLkSdPnnRsMRERERERfYsYzJGD3bx5U+mi5fLly1XmTm3VqpW4wZeQkABXV1cxxUrr1q0zr7GpsHXrVnz58gWA/ELDggULlNJX5sqVCwsXLhQXc318fHD06FEAQJ48edSOpCAiygjS6a2qVq2qdMNKnVy5cqFdu3Zi/fLly1rLFy5cWGTLCAoKEjeaAgICxHEPAMaPHy+CMNLCyMgIBQsWBCC/wJtymitAedR0hw4ddE5N0rFjRxHg8t9//6lc4E3vm28AcPXqVbHcr18/GBkZaa2TiIj08/jxY7Hs5OSk1zbSlPuPHj1Seb5u3bqwtLQEAERGRuLWrVsa65IGeqS8uZjebbO0tEx1/8GbdkSU3RUuXFgsK7JvSN26dUtM4+jk5ISSJUtqra9ixYpKv9/V/Tb//vvvxfL8+fPx9OnTVLc7vUVFReHBgwdivXv37jq3kQZz3L9/X2SqUpCeg9SrVw/lypVLh5YSEREREdG3jsEcOZg05X6tWrU0zs0sPeG8d+8eAHkKSWlK4+xCJpPh1KlTYn3o0KFq5yG1tLRE+/btAcgv6iouvjZp0kTriG4iovQkDUxIr5taKXXu3FksKwI41q5dK7JmlC5dWq+Lj/qS3rgKDw9XeT61N8vy58+PMmXKqN3+a+oDtP8PQ0NDRcYqAHrPmU1ERLqFhYWJZUWqfl2k5T59+qTyvLm5OerWrSvWtU21Iu0zChUqpLFtRYsWTZe2EREZGmkgnLrAbcW0IwCUpu7VRlou5W99AGjWrBlGjx4NIyMj+Pv7o2PHjujatSumTp2KX375Bb/88gt+//13/V9EOnj69Kk4n7K0tETFihV1blOpUiURfJiYmKj0vwKAO3fuiGWegxARERERkQKDOXIw6Yli27ZtNZYrW7asysXWunXrqsx5mh08efJEZOUwMTHRmj2kcePGKo9xihUiykyfP38Wy9LU79pIj8ehoaE6y7du3Vocr728vHD9+nV4eXmJ5ydNmqQzO0ZqREVFiWV1I5I/fPgglvV9zdJy0pttKdfT4+ab9H9qbm6ucrOPiIi+nnQUsr4ZoRQ3vgAgOjpabRlpkLmmYA6ZTIaLFy+K9ZSB7NK2SfepjfQ1aGpbSrt378bTp09RvHhxvcoTEWUniqwbgPrf+tIpJPX9ba7tt77ClClTsG/fPpGl4+HDh/D09MTevXuxd+9eeHp66rWv9CI9hyhSpIhemZiMjY2VMpukPA/5+PGjWC5RokQ6tJKIiIiIiAwBgzlyqMTERLx8+VKsOzo6ai1fpUoVpfXsGvTw/PlzsVy6dGnkz59fY9kqVaoonXCbm5urDfAgIsooMplMLOfKlUuvbaTlFMFrusorAvZiYmIwceJE8VyVKlW0BvOlVmxsrNJFSHXHYOnNrvS4kZfeN9+k6/rWR0RE+pEeV2NjY/XaRnqc1zQNSZMmTcTyy5cv8ebNG5Uyhw8fFjfOLC0tlbZJ2baUqe81kb4GTpFCRDmBNINdvnz5VJ6X/pbW9/xGn6C9V69eYfPmzTh//ry+Tc1QX3NOk7Isz0OIiIiIiEgfDObIoaKiopCUlCTWdY0Mq1Spklg2NjZGy5YtM6xtaSEd5a7rNVlZWSmNdqhfv362zDZCRIYrb968YlnfEb3Scvoes6RTrUhH002bNk2vUWT6evr0KZKTkwHIX1uBAgVUyiQkJIjl9LiRl94336T/U33rIyIi/djY2Ijl9+/f67WN9Mahun4FAAoXLgwHBwexLs3AAchHP//6669ivXfv3kp9cMq2SUeWp7VtRESGIjExEc+ePRPrJUuWVCkj/a2vT+A5oDto7+bNm+jSpQsuXbqEpKQkDBgwAAcOHMCtW7fw5MkTPH36FMeOHUvNS0kzaTv1PadJWZbnIUREREREpA8Gc+RQKU82dY0kkGbmcHJygq2tbYa0K61Sm7q5cuXKYjm7BqgQkeGSHkvfvXun1zbS0cb6Hotr166NUqVKKT1Wr149NGjQQK/t9XX9+nWxnDL7kTr63iyTTs2S8mZZet98s7OzE8symQzBwcF61UlERLpJA8Rv376t1zbSctLf7ilpm2pl+fLlInV/4cKFMW7cuHRp27///qtX24iIsqvUBHbfvn1bXEuysLBAhQoVtJbXN2hP22/95ORk/Pjjj+Jaz8qVK/HTTz/B0dERVlZW6RqYnhrSdn748EEEtGuTlJSk9bVKz+3evn2bDq0kIiIiIiJDwGCOHCpluktdIybi4+PFsouLS4a0KT1IAzji4uJ0lpe+rjp16mRIm4go5zE1NRXL2i7sVatWTSxLbwhpc+vWLbFctWpVvduUcnqsadOm6bWd9LgqPWamlJycjOPHj4t1fQLk7ty5o7PM58+f8eLFC7Ge8mZZet98s7W1VcrsdOPGDb3qJCIi3TcF69atK5Y9PT11/l6/f/8+nj59Kta1/V6XBnP4+vqKTFb//PMPjh49CkCeYXDZsmVqM1tJ2/bo0SM8efJEa9tiY2Nx6tQptdsTEX0rpNeGtP3WB6CU/aJJkyYwMzPTWv7u3bt6tUF6TpDyt/nz589FMHvp0qXRvn17vepMDenrkGaw1aZixYowMTEBIM+cKO2rNHny5IkISjExMVHKKAUoT3/McxAiIiIiIlJgMEcOZWVlBWPj/7/9Hz9+1Fre09NTLOs78jm19BnJoCt9pXTO1tDQUK1lIyMjcfXqVbGu76gRIiJdpDeJtAXL1a1bVxyL/f39ce/ePa31RkVF4cyZM0rb6yMxMVFpfmk7Ozu9A0Hs7e3FsnQkWUrHjh3Dy5cvAcgvCnfo0EFn3Z6enkhMTNRa5sSJE6KMvb09vvvuO6XnM+LmW+PGjcXynj179OqfiIgI4sYWoD6w+ocffhDTY4WEhGDDhg0a65LJZFi0aJFYr1OnjkofIOXo6ChGOcfHx+Off/7B27dvMXXqVFFm4sSJqFevntrty5YtC2dnZ7G+cOFCrTc23dzcxDmUlZWVXv0eEVFm0xVkp+9v/devX8PDw0Osd+/eXee+//33X50ZJvz9/fHw4UOxnnLwkHSKSXVTsKQH6bRb+k6ZYmVlpXQ+pQga1ObQoUNiuXr16krTRQLK5yA3btxQmtKGiIiIiIhyLgZz5FCmpqYoXbq0WNc2iiA2NlYpVbG2E0p9R6OrExUVpbOMrnT35cqVE8sBAQFK87WmdO7cOchkMrHOE2UiSi/FixcXF04/ffqkdBFSqmjRomjSpIlYX7x4sdJxKaU1a9YgPDwcAGBtbY127drp1Z7Dhw+LQAtAHuzm4+Oj17bSEWJXrlxRWyY4OBgrV64U60OHDlVJG6zOmzdvsGPHDo3Ph4aG4rfffhPr3bt3V7kgnRE33wYPHiyCbO7du4fNmzfrfC1ERKR8Q+zBgwcqz1tZWWHs2LFi/ffff4ebm5tK3xcaGoqxY8eK0dqmpqY6M0oZGxujUaNGYt3T0xNjx44V/WarVq0wevRorXVMnTpVBKT4+flhwoQJKkHvMpkMq1evVuq/xo8fn2E3GYmI0kJXkJ30t/69e/fw6dMnlTIJCQlwdXUVx2pnZ2elcxhNkpOTsXjxYo3XhhITE5WC9mrVqoWyZcsqlSlSpIhYfvLkCZ4/f65zv6klvTaWmulNevXqJZb37t2rNaj8wYMHcHd3F+u9e/dWKVO9enXUrl0bgPx/N2vWLL2ukxERERERkWFjMEcOJj1pv3DhgsZynp6eIhUkIA+S0DSSWt/R6OroGk2dlJQEPz8/rWUqVqwICwsLAEBMTIzW1JTSUREAgzmIKP3kyZMHFStWBCC/ECdNSZzStGnTxHHrzp07GDdunEpmIZlMhuXLl2Pv3r3iscmTJ6tMmaVOXFyc2pHP0pF12rRu3Vq078GDB/j999+Vnn/58iWGDRsm2lyhQgWMHDlSr7rNzMywatUq7Ny5UyWlcUBAAIYMGSJuotnZ2WHw4MFq60nvm2+lSpXC8OHDxbqbmxsWLFig9uI2ERH9nzRzhre3NwYNGoR58+YhLCxMPD5s2DA0a9ZMrG/atAmNGjXCxIkT4erqiuHDh6NZs2ZKGfRmzJihdO6iiXSqldOnT4vf9xUrVsTy5ct1jlCvWbOmUtDIxYsX0bRpUwwfPhyurq6YOHEiGjVqpNQXtmrVSmP/RESU1XQF2ZUuXVpM/SiTyeDq6qp0Lefz58+YOnWqCATPkycP5s+fr9e+zczMcPHiRcyePVslKCEiIgJTp04V12yMjIyUMikpFCpUSLQvMTERQ4cOxaVLlzQGiHz69An79++Ht7e3Xm0EoBQYfuLECa3B9VI//PCDmColPj4ew4cPV3sN6vr16xgxYoQYbFSlShWN08W4urqKc69Hjx6hX79+ek1NSUREREREhstUdxEyVG3bthWpIE+fPo2RI0eKm48K8fHx+PPPP5Uei4uLw/3791GjRg2VOhWj0ZOTk8VodH1HqXl4eGDEiBHixDWl48ePK6X9VBdQkitXLjRv3hx///03AGDDhg2oV6+e0mgUALh165ZKYIiuQBEiotTo0aMHFi5cCAD45ZdfcPr0aZQuXRqmpqYYNWoUChUqBAAoX748fv75Z/z4449ITk7GlStX0KxZM7i4uKBo0aKIiIiAj4+PGFkMyC8c9unTR6927N69W2Q1Mjc3h6mpKWJiYnDmzBm4urrqPEZbW1tj5MiRWL9+PQBg9erV8PDwQJUqVRAaGgpfX1+RCcPW1habNm1C7ty59WrbjBkzsGTJEixZsgTbt29HrVq1YGlpiVevXuHWrVsiwMPU1BRLliyBtbW12noUN99WrFgB4P833+rUqYMiRYqo/R/quvk2efJkvHz5El5eXgCAv/76CwcPHoSTkxOKFy+OAgUKoFy5cmjdurVSICMRUU7WuHFjmJmZiX7hxo0buHHjBkaOHAkbGxsA8gwaGzZswNKlS7Fv3z4kJiYiPDxcaRoxhbx582Lu3Lno2rWrXvtv2LAhTExMlM4TChcujK1bt+p9TjJs2DDky5cPy5YtQ1RUFGQymVJgiYKJiQn69euH2bNn6wwSISLKKuqC7EqVKoXJkyeL4/L06dMxePBgJCcnw8vLCy1atICzszNkMhlu3bolfkObmJhg1apVShlRtRk1ahR27doFDw8PeHl5oW7durC1tUVISAh8fHyUBg2NGjVKZKVIydXVFf3794dMJkNwcLA4l6pWrRpsbW2RnJyMiIgIvHz5Es+fP0dSUhKWLl2q9/+oTZs2WLVqFT5//oz79+/j+++/h4uLCywtLeHs7Iy2bduq3c7c3Bxr1qxB//79ERYWhpCQEAwaNAgODg6oVKkSAODx48dKA5dsbW2xevVqmJmZqa3TwcEBS5cuxaxZsxAfH48nT56gV69eKFOmDCpXrgwbGxsULlwYTZs21ft9ICIiIiKibxszc+RgDRs2FMEbCQkJGDNmDPz9/cXziYmJWLhwoUhjWaJECfHc2rVr1aaxT81o9JTevn2LadOm4fPnzyrP/f3331iwYIFKeUU7pYYOHSouqN6+fRtz585VGlny/v17zJo1S6wrXtfLly9VsnUQEX2t3r17o2HDhgDkx0MfHx+4u7tj7969SiOUAaBbt25Ys2aNCFaQyWS4du0aDhw4gDNnzogLqKamphg+fLgIWtAlMjISW7duFet9+/YVU7PExMTg7NmzetUzZswYdOrUSawHBATg+PHjuH79uugLHB0dcfDgQRQvXlyvOgGgRYsWmD9/PszMzPDhwwd4enri4MGD8PX1FYEc+fLlg5ubm85UzsOGDcOiRYtEYIXi5lvK/6GJiQkGDhyIdevWab35ZmJigl9//RXjx48XwSnx8fG4efMmjhw5gm3btmHOnDlo0aJFqkb+EREZskKFCmH9+vWoWLGixhtVgLw/c3V1xbFjxzBkyBA4ODjA2toaZmZmsLOzQ+3atTFt2jR4eXnpHcgBAPnz54eTk5NYt7Ozw59//ikCKPXVo0cPeHl5YerUqahduzbs7OxgZmYGa2trODg4YOjQoTh+/Dh+/PFHlaBxIqLsRBFkp3Djxg24u7srBVLUrVsXP//8s5hmMDQ0FH///TfOnz8vfkPb29vjzz//RPPmzfXed7FixbBlyxbY29sjOjoa58+fx4EDB3Dx4kWxfxMTE4wePRpTpkzRWI+joyN27NiBUqVKiceCg4Nx7tw5uLu7i9/7z549U8n2pw9ra2ssXLhQTBscGBiIo0ePYu/evfD19dW6bdmyZfHXX3+hcuXK4rEnT57g6NGjOHr0qFIgR5UqVbB//36UKVNGa53t27fHn3/+qTT9y8uXL+Hp6Yndu3dj5cqV6NChA5YsWZLq6Y2JiIiIiOjbY5TMX/452t27d8UIB0B+YbVu3booWLAg7t69i4CAAPH4kSNHMGbMGAQGBgIAqlatCkdHR7Rp0wZ16tQRde7Zs0eMRjcyMoKLi4va0egAMGDAANy8eROA/OJASEgI8uTJAxcXFxQsWBAxMTG4f/8+Xr16BQAoV66cCC4xMTHB999/j6ioKJW0/0uWLMHOnTvFuq2tLerVq4fExERcvXpVpPisUaMGJk+eLEZnm5iYoG3btsifPz9mzpyp1xQGUsHBwWjcuLHK43t7y2CXjabRLj3zZVY3gb4Bmj7PV65cSfVNkZwqPj4eBw4cwMmTJ/H8+XNERkYiOTkZHh4eYrSWVEREBA4ePIjLly/jxYsXiIiIQJ48eVCkSBHUr18f3bt3Vxpdp8vatWuxefNmAPJpsLy8vPDixQv069cPAFCnTh3s2rVL7/q8vLzg7u6OBw8eICoqCgULFkSFChXQpUsXtGjRQlwA1aZ58+aiHzl//jyKFy8Of39/7N+/H9evXxcZmIoXL45mzZqhf//+KFiwoN5tDAsLw8GDB3HlyhW8evVK/A8LFy6M+vXro1u3bqkexRYaGgoPDw94e3sjICAAnz59UgoStLS0xLFjx1CyZMlU1ZuSpu9c89DmyJWUuv4oI639tDarm0DZHPsPosyl6Tv34sULkdY/u+NlCVJgH6Kf9evXi6kUu3TpgmXLlmkse/HiRaxduxYvXrwQgdiK3+FSjx8/xvbt23Hz5k18/PgR1tbWKFmyJNq1a4dOnTopTdmiyezZs0UG2KVLl6Jr164ICwuDu7s7vLy8EBgYiJiYGBQsWBB169ZF3759UaVKFb1ec3x8PM6fP48LFy7g8ePH+PDhA2JiYmBhYQE7OzsUKlQINWrUgLOzM5ydnfXOFqjw8OFDbN++Hb6+vggLC0N8fDz69euHefPm6dw2KSkJp0+fxtmzZ3Hv3j0RvG9jYyOum7Vp0yZVmZwSExNx9uxZXL58GXfu3MHHjx/F+aTCtGnT9J7iUhON17FkMtilqWZVpV/yWhRlHPYfREREZKgYzEG4fPkyZs6cqZR+XsrIyAiLFy9Gt27dcOHCBYwfP14pG8acOXOUUtUnJCRg1KhRuHbtmkpdKW9gSoM51qxZg7Vr14qMGyk1aNAAq1evRps2bRARESEed3BwUMkAkpSUhF9++QX79u3T+LqLFi2KvXv3omjRopgyZQpOnTql9Lyvry/y5cuncXt1eOJAhoSf529bSEgIWrduLUa9TZgwAePHj0dycjJatWqFt2/fwsjICOfPn0exYsUyrV3qgjm+RR8+fMDMmTPF/OF9+vTRe/5wTfidI0PBzzJR5uJ3jgwJP8/fNnXBHJR+YmNj4e7uLqaRyZs3L7y9vbVmw9KF3zkyFPwsExERkaHiNCuEJk2a4PTp05g4cSIcHR1RoEABmJiYwNLSEpUrV8bKlSvRrVs3APKbcDt27ICTk5PGk0VTU1Ns3rwZ8+bNQ82aNZEvXz69Rh/Y2dnh6NGjGD16NMqWLYvcuXMjb968qFGjBhYsWIA//vgDBQoUwLp161C2bFnkypULlStXVgokUTA2Nsb8+fPh7u6OHj16oFSpUrC0tISJiQlsbGzQrFkz7Nq1C0WLFgUArFq1ClOmTEGRIkW+/h9JRJSNbNy4UQRy2NjYYMiQIQDkAXqdO3cGAJElhFKvcOHCmDt3rli/fft2FraGiIiIiIgMXe7cuTF48GAxrUtkZKTIXktERERERIZJdz50yhEKFCiAcePGYdy4cTrLuri4YP/+/VrLmJmZoV+/fiKVv77y5s2LKVOmaJ0vtV69eipZNDSpUaMGatSoobOcYp7W0aNH69tUIqJs6+3btzh48KBYHz16NPLk+f9cT506dcKGDRuQnJyMgwcPYsSIETA3N8+Kpn7TSpQoIZbj4uKysCVERERERJRTlChRAo8ePQLA8xAiIiIiIkPHzBxEREQGxs3NTcyHXaxYMfTp00fp+RIlSqB27doAgKCgIMybN48XAb+Cu7u7WC5TpkwWtoSIiIiIiHKCN2/e4Pr16wDkWRdLlSqVxS0iIiIiIqKMxMwcREREBuTJkyfw9PQU6xMmTFCbdWPIkCHw9fUFABw9ehQXL15EjRo1UKpUKaXpQ0jVv//+ixUrVihNraKYjoyIiIiIiCgjjB8/Hv/884+YTrN58+YoUKBAFreKiIiIiIgyEjNzEBERGZA1a9YgOTkZAFC+fHl06tRJbbkWLVqge/fuYj08PByXLl3CuXPnMqWd37KgoCClQI6uXbuiZcuWWdgiIiIiIiLKKi9fvsT69euxfv167NixA0lJSRmyn8uXL4tAjqJFi2LevHkZsh8iIiIiIso+mJmDiIjIQPj5+eHy5ctiffLkyfj111/x+fNn8Zj0gt/ixYtRokQJuLu7Izw8HF++fBGBIKSZkZER8ubNi4oVK6Jbt27o0qVLVjeJiCjH8PHxwc2bNwEApUqVQseOHbO4RURElJPFxMRg/PjxeP78OczMzLB161YYG2fM2LlcuXKhaNGiaN68OUaMGAEbG5sM2Q8REREREWUfDOagHCsgIADdu3dHTEwMrK2tsX//fpQpUyZD9vV2Y13E5smQqr9K6Zkvs7oJRJQBateujadPnyo99ssvvyA4OFisS4M5oqKicPDgQbx//x5mZmbYvXs3ateunaFtvHDhQobWnxnatWuHdu3aZdr+1qxZA0tLy0zbny4///xzVjeBiHKot2/fYty4cYiMjIStrS3279+f1U3K1rJb/6EN+xYiw7Bs2TIsW7Ysq5uRqVxdXfH8+XMYGRlh6dKlqFevXobtSzFNZmbIiD6Ex3oiIiIiotRjMAdlGwMHDoSZmRns7e3h5OSEwYMHo3r16hmyr9jYWEyaNAkxMTHIlSsXNm/enGGBHERE2dWSJUvw7t07AMDcuXN1BnL4+Phg4MCBMDIygq2tLcqXL49evXqhbdu2X7X/9evXY8OGDZl27CciygjpfWz8Fl2/fh2HDx/G3bt38fHjRyQkJCB//vwoV64cGjVqhG7dusHa2jpN+5DJZJg0aRIiIyNhaWmJLVu2oGTJkunzAoiIiL7C3r17cfLkSQDA9OnT8cMPP2Rxi4iIiIiIyNAwmIOy1O7duwH8/4ZefHw83r9/j/fv3+Ps2bNYt24dWrRoke77XbBgAfz9/WFsbIzVq1fDyckp3fdBRJQdXLlyBQDQtWtXPHv2TDx+/vx5HD58GADQs2dP9O3bV+86k5OTERoaitDQUHh7e+PRo0eYNm3aV7cxs479REQZKb2Pjd8CmUyGOXPmiBtZUiEhIQgJCYG3tzf++OMPrFmzJk2jlRctWoSHDx/C1NQUbm5uqFatWlqaTkRElCb37t3D0qVLAQADBgzA8OHDs7hFRERERERkiDJmEkeiVKpevTr69euH9u3bI3fu3ADkN/fmz5+PL1++pOu+Dh48iKNHjwIAfvrpJ7Rs2TJd6yciym6+fPmC169fo2DBggCAsLAwuLq6AgCcnJzEsi6FChVCv3790K1bNxQuXFg8vnXrVjx+/DjV7crMYz8RUUZJ72Pjt2Tp0qVKgRy2trZo06YNunfvjgYNGiBPHvk8g2FhYRg7dizevHnzVfs5fvw43N3dAQDz589HkyZN0t54IiKirxQeHo7JkycjPj4ebdq0wdy5c7O6SUREREREZKCYmYOyhSZNmoiLsv7+/ujVqxeio6Px33//4cyZM+jUqVO67OfJkydYtGgRAGDkyJHo169futRLRJRdhYWFwc3NDVFRUWjdujUAeSDbx48fUahQIaxfvx7m5uZ61VW6dGnMmzcPABAdHY2+ffviyZMnSE5Oxp49e7B48eJUtS2zjv1ERBkpvY+N34rXr19j3759Yr1fv36YNWsWLCwsxGMfP37E1KlTcePGDcTExGDz5s1YsmRJqvYTEBCAn3/+GQAwYcIE9OjRI31eABER0Vd6/PgxunTpAjMzMwwZMgTGxhwrR0REREREGYNnG5TtlC9fHv379xfrx48fT5d6o6KiMGnSJHz58gUdO3bE1KlT06VeIqLsrHPnznB3d4eVlRVGjhyJQ4cO4fz587CwsMCGDRtgb2//VfXmyZMHM2bMEOtnzpxBXFzcV7czo479RESZKb2PjdnZiRMnkJycDABwdHSEq6urUiAHIM/UsXz5cpiYmAAALl++nOr9PH36FEOHDsXPP/+M8ePHp73hREREaVSvXj1MmDABo0ePVun7iIiIiIiI0hODOShb6t69u1j29vbGf//9l+Y6rayscObMGTx9+hQrV66EkZFRmuskIsruypcvj86dO+PAgQMoU6YMOnXqhHv37sHPzw/Vq1dPU90NGjRAsWLFAACRkZE4f/58murLiGM/EVFmS+9jY3Z17949sdy9e3eNv60LFy6M4sWLAwBCQ0MRFRWVqv20a9cOEyZMQN++fb++sURERERERERERN8gTrNC2VLJkiXh5OSE27dvIzExESdPnsTQoUOzullERN+cbdu2Ka2bmZmlW91GRkb44YcfsHnzZgDybBrt2rX76vp47CciQ5Dex8bsKjg4WCxXqlRJa9kCBQrg9evXAORT0VhZWWVo24iIKOsMGDAAN2/eTFMdLi4u2L17t9rn/P39ceTIEXh7eyMoKAjR0dGwtrZGmTJl0KhRI/To0QMFChTQWv/s2bNx9OhRAMD48eMxYcIEvdrl7e2N48eP4/79+wgKCsKXL19gZWWFAgUKoGjRonBwcEClSpXQpk0bjVNZbtq0CW5ubgDkma0OHDig174Vevbsibt37wIApkyZgtGjR6dqeyIiIiIi+rYwM0c6aN68OSpWrIiKFSviypUrGssdP34clStXRsWKFVGlShWcPn1abbn4+Hh4eHhg3LhxaNGiBWrUqIGqVauiYcOG+OGHHzB+/Hhs2LAB165d09m20NBQ/Prrr+jQoQOePHkCQH7hdcaMGahbty6qV6+Ozp07Y+fOnUhISND7NcfExGD79u3o3bs36tSpg6pVq6Jx48aYOHEivL29lcqeO3dO/H8UJ8v66NSpk1j28PDQe7v169eL/a1fvx6A/H969OhRDB48GI0aNRL/zzFjxuDChQt6101E9K1JTk7GyZMnMWrUKDRs2BBVq1ZFnTp1MGjQIBw5cgRJSUmi7MePH0U/NWfOHL3q79ixo1i+evUqwsLC0tTerz32S0VHR2PXrl0YNmwYGjdujGrVqsHZ2RkdOnTAL7/8Ii5+pkZUVBR2796N0aNHo3nz5nBychJ9yaBBg7Bhwwb4+/t/VXuJyPCk9diYnr+1jxw5Ip6fPXu2zn2/e/dOlG/evLnGctHR0WLZ2tpaa53SwA9dN9gU/v33X8yZMwfNmzdHtWrVULNmTXTt2hUbNmxAZGSkUtnOnTujYsWKaNGihdLje/fuFa9F+p6kFBUVJc7pnJycEBgYqLVtmzZtEvX27NlTr9cj1bNnT7G9IuiHiIi0S0hIwKJFi9CpUyds374djx8/Rnh4OOLj4xESEoKbN29i9erVaN26daquPekjKioKo0aNwuDBg3HkyBH4+/sjKioKCQkJCA8Px8uXL/HPP/9g27ZtmD59usYMgwkJCdi/f79Y7927d6rb0qtXL7G8f/9+JCYmpv4FERERERHRN4OZOTLJiRMnMHv2bCQmJsLU1BRr165F69atVco9f/4c48aNw6tXr1SeCwkJQUhICJ49ewYvLy8UK1ZMayDC33//jXnz5uHz588A5Df04uLiMGjQILx8+VKUe/z4MR4/fozjx49jy5YtsLOz0/pafH19MX36dHz48EHp8eDgYJw5cwZnzpzBsGHDMHPmTAAQQSumpqZo1qyZ1rqlZDKZWH769CmePHkCBwcHvbeXtmvSpEm4ffu20uMhISG4cOECLly4gM6dO2PJkiViPm8iIkPw4cMHTJw4USV4ITw8HDdu3MCNGzdw/PhxbNq0Cblz58bZs2fFxUB1fZQ68fHxYjkhIQEnT57EwIEDv7rNaT32X7x4Ea6urggJCVGp9/Pnz/D398fevXvRoUMHLFq0CLlz59ZZ5759+7B27VpERESoPKfom2/cuIH169dj69ataNy4sd7tJSLDlJZjY2b91k4raTCgtukL/f39ERQUBACwsbHROFJZQSaTYcGCBTh06JDK4w8fPsTDhw9x8OBB/Pnnn/juu+/w+vVrPH78GADQqlUrpW2aNm2KX375BYC8TwkKCkKRIkVU9mllZYX58+djxIgRiImJwcKFCzUGWaTXjThF37x//36MGDGC5yFEZDBatmyJ8uXL4969e7h//z4A4LvvvkO9evXUlvf29saLFy8AANWqVUP16tVRqlQppTJJSUmYMGGC0jUwa2truLi4IH/+/AgKCoKPjw/i4+Px+fNnzJ49G58/f8agQYPS5TVNnz4dly5dEusFChSAo6Mj7O3tERcXh/DwcHz48AEBAQFagysuXLgg+ncrK6uvytzVrl07LF68GNHR0QgKCsKFCxdU+j8iIiIiIjIcDObIBCdOnMCsWbOQmJgIMzMzrFmzRu1NssjISAwbNkzpwm2pUqVQoUIF2NjYIDIyEuHh4Xjz5g3evXundZ9nz57F1KlTxUXW3Llzw8rKCidPnhSBHNbW1mjQoAG8vLwgk8nw4MEDDBo0CIcOHdJ4c+v69esYPXo04uLiRB1169aFubk57t27J4JQtm3bJlJLXrx4EQDg7Oysc9SeQlJSEnbt2qX02LFjx1IdzBETE4Phw4fj2bNnyJ07N2rVqoUiRYogOjoaPj4++PjxIwD56O8yZcowPSURGYygoCD06dNH3EAzMzNDvXr1YG9vj4CAANy5cweA/OLp8uXLMX/+fHFDME+ePGjQoIFe+/nzzz+V1o8dO/bVwRxpPfafOnUK06dPFxdQTUxMUKtWLZQsWRIxMTHw8/MTo+ROnjyJwMBA7Ny5ExYWFhrrXLRokVKKZxMTE1SrVg2lSpWChYUFwsLC8PjxYzGKWxqMQkQ519ceGzPrt3ZmSUpKwvLly8W6rr4lMTERY8aMUcpAWKNGDZQtWxbBwcG4efMmZDKZCFY8evSoUrbDli1bKtVXrFgxlC9fXmROunTpEvr06aN2340bN4azszN8fX1x8eJFjcGEvBFHRKSdIoBi/fr1IpjD0dER8+bNU1t+9uzZIpijSZMmaqc82bZtm1Igx8iRIzFhwgSlAMGQkBDMnj1b9CErVqxAjRo14OjomKbXExAQIPpaExMTzJ07Fz179lQbnBgbGws/Pz+N/bGnp6dYbty4MXLlypXq9uTOnRuNGjUS/d+pU6fYhxARERERGTAGc2SwkydPKgVyrF27VuNJ1okTJ8SFQTs7O6xYsULjBc9Pnz7h0aNHap8LCQnBTz/9JAI5SpYsiR07dqBYsWLYuHGjKDdmzBgMHjwYfn5+GDp0KOLi4vD8+XOsWrUKrq6uKvWGhYVh+vTp4uJykyZNsHbtWuTJkweA/OLr6tWrsW3bNgDAb7/9BktLS0RFRQFQHSmnjZeXl0rAysmTJzFjxgwYG+s/O9CePXsgk8nQpUsXzJ49W+mEOjY2Fj/99BNOnjwJANiyZQsGDBggXg8R0bds5syZIpCjePHi2L59u9IINy8vL0yaNAmJiYk4dOgQevfuDV9fXwDy47uukdMA8N9//yldkASABw8eICAgAGXLlk11m9Ny7H/z5g1+/PFHEchRvXp1rFq1Suk1JyUlYefOnVixYgWSkpJw+/ZtrFy5Ej/99JPaOvft26cUyNG2bVvMmjVL7ajuZ8+e4cCBA191QZaIDMvXHhsz87d2Znj58iWWLFmCq1evApBn79CVxWLTpk3iJpy5uTk2bNiAJk2aiOefP38ugt/9/f1x9uxZcTPLzs4ONWvWVKmzSZMmIpjj8uXLGoM5AKB79+6iL9yzZw8WLVqkUoY34oiIMldUVJTStayhQ4di2rRpKuXs7e2xadMm9O3bF/fv30dCQgJWr16tEiyeWk+fPhXLnTp1Qv/+/TWWVRzf1YmLi1OamlnbVGa6tGjRQvQhly5dQlxcnNYAdSIiIiIi+nbpf1ecUu3kyZOYOXOmCORwc3PTepHu2bNnYnnmzJlaR64VKFBA4/N//fWXSAVvYWGBrVu3olixYgCgNG+n4mJy7dq1MWXKFPH4wYMH8enTJ7X1KjJZWFtbY/Xq1UqBDyYmJpg+fTqqVq0KQH4BV5Ge2MjISGWknDYpRzMq2p5yjnBdZDIZOnTogGXLlqmMjMidOzeWLFkibsrFxMQopc0kIvpW3bhxAzdv3hTry5cvV0lV3KpVKzFKPD4+Hq6uriIQQt8bSnv37lWaSkDh+PHjX9XutBz7f/vtN8TExACQZ7VKGbwCAMbGxhgyZAhmzZolHtu7dy/evn2rUl9ERARWrlwp1nv37g03Nze1gRwAUKFCBfz0009o2LChzrYSkWH72mNjZv7Wzih79+7F1KlT8cMPP+D7779Xumk1aNAg1K5dW+O20dHR2L59u1gfM2aMUiAHAJQrVw4///yzWN+xY4cIcG/RooXawL+mTZuK5Rs3bohgGXWk51fnzp1TmkoGSP8bcQqKG3FERKTqxIkT4ne+nZ0dJk2apLGsubm5UgYQHx8fkfXja9nY2IhlU9OvHxN3584d8ToAwMXF5avrqlOnjliOiYlRmVaTiIiIiIgMB4M5Moinp6dKIIeuC6zSE8Tk5OSv3vexY8fEcv/+/VG6dGmxLk3/Lh113b9/fxQoUACA/CLluXPnVOr18PAQy3369EHevHlVyhgbG6Nbt25i/d69ewDkI6QLFSqkV/vv3buH27dvA5BPCyC9iCt9bfowMzPD7NmzNT5vYWGBDh06iHVFClAiom+Z9FhZq1YtjTfPevToIZYVx2sLCwuVm2fqxMbGYv/+/WJd2sedOHEi1f1YWo79nz9/xqlTp8T6jBkz1PZRCgMHDkT58uUByLN1HDhwQKWMu7s7oqOjAcjT9P/444/6vxgiyrHScmzMrN/aGenKlSvw9PRUClIH5MHjEydO1Lqtl5eXOO5aWlpqnJamWbNmsLe3B/D/1w+oTrGi4OTkhHz58gGQvz83btzQ2AZ7e3tR96dPn/D48WOl53kjjogo80mP2+3bt9eZEal69eqoUKGCWPfx8UnT/h0dHUVAt4eHB86cOfNV9Uj7LHt7+zT124UKFYKtra3auomIiIiIyLAwmCMDeHp6YsaMGSKQY926dXqNlGvVqhVMTEwAAGvWrIGfn1+q9x0SEoLAwECx3rlzZ722MzMzQ7NmzcR6yhPBjx8/Ko1cbtu2rca6GjdurPJYakYKSkfkdejQAcOHDxfrXl5eShdQdalVq5a4IKtJpUqVxLL0f0dE9K26c+eOWNZ2vC5btqzI3KRQv359vaabOnr0KMLDwwEAJUqUwPLly2FpaQlAfixVpKnXV1qO/bdv3xbBigUKFFDqz9RJeTNU3QVexbQAgDzoRZ9pZ4iIvvbYmJm/tbOCn58fmjdvjoMHD2osI+27GjZsCCsrK7XljIyMVLIgWVlZoW7dumrLm5qaKpW/ePGi1rYWLVpULKfM3MQbcUREmU8aWOfk5KTXNtJptzRNUayv3LlzY82aNbC1tYVMJsPEiRPRpk0bzJo1CytXrsTatWuxdu1ahISEaK1HmiGkTJkyGss9efIEGzduxMaNG/HkyRON5aRTtwUEBKTiFRERERER0bfk6/MDklp///03jh07JlLVFytWTO+U65UqVcJPP/2EJUuWIDg4GP369UO5cuVQrlw52NjYwMjICLly5cLMmTM11vH8+XOxbGVlJUYe66Ny5co4cuQIAHnaZk31WlpaKo1ySKl48eKwtrYWF7IB/VP2v3//HmfPnhXrQ4cORfny5VGsWDEEBgYiJiYGXl5e6NSpk171aWungiIjCQAx5zgR0bcqMTERr169EuuOjo5ay1epUkUpkK1169Y695GcnIydO3eK9SFDhsDKygpt2rTB0aNHAcizaeg7Yjmtx37pBdrq1avrlf445QXe5ORkGBkZicekN9Wko6eJiDRJy7Exs35rZ7RNmzYhJiYGnz59wuvXr+Hr64vjx4/j/fv3CA8Px08//YTAwEBMnjxZZVvpjajq1atr3U+VKlXE/xSQT6WiLeiuadOmIoPT5cuXtdYtnSJHEWivkJobcRcuXAAgn4rFwcFBbbmyZcuKqXV4I46ISL2wsDCxnDIQXRNpOXXTCKdWzZo1ceLECRw4cAB//PEHXr16pXTOBQDff/+91sFE0naknAZY6s6dO1i3bh0AwNbWVmMfkj9/frV1ExERERGRYWFmjnR25MgREcgBAK9evcLKlSv13r5v3744cuQIevXqBWNjYzx//hynT5/GX3/9hb1796pNBS/1+fNnsVy4cGGlG1O62NnZieWIiAiN9RYtWlRnvdJsF+XLl9d6sVNq165d4v/XqFEjVKhQAUZGRko38HTNNy6lLc2+gvQibUJCgt51ExFlR1FRUUhKShLrxYsX11peerw2NTVF8+bNde7j4sWL4uKltbU1unbtCgBKx+ozZ84gLi5Orzan9dgvvcArHVGtjfQCb3x8vEjtD8j/h1++fBHrJUqU0KtOIsrZ0nJszKzf2hnN2NgYVlZWKFGiBBo2bIgpU6bAy8sLo0ePFmU2b96sNguF9PwjNX0XoDuYpVGjRjA2lp/6vn//Hk+fPlVbTiaTKQVVpMy8kdobcevWrdM6fQpvxBER6SbN0Jc7d269tlFkxQKg9Dv/a8lkMuzatQt79uz56kFA0vMLba9DOj2ydDklaR36nncREREREdG3h8EcGcDS0hITJ04UF2H37NmDf/75R69tQ0NDsWXLFhw/flzpZpy+pCdwuuYRTUnbiWBqT54rV64slvVN+xwVFaWUennYsGFiWTpdjLe3N/777z+96kxNMAsRkSGIjY1VWtd1zK5SpYpYdnZ21npzSuHPP/8Uy3369BH7qFu3rphPOjIyEufPn9dZV3oc+7/mAm/KctKLvCkv+EovBhMRaZKWY2Nm/NbOKqamppgyZQrat28PQJ7BxN3dXaWctP/SddytVKmSCM6wsLBAo0aNtJa3sbFRylSlKTvHpUuXxHmQpaWlStAIb8QREWU+aZ+Q8lxHE2m/qs8UktrExsaif//+2Lx5M0JDQ+Hk5IQNGzbg6tWrePjwIZ4+fYqnT5+q9Bkp6XvMlwb3SbNwpSStg+crRERERESGi8Ec6SxPnjzYunUrxo0bhz59+gCQX7CcPXu21pMwQJ5at2PHjjh58iRiY2PRsWNH7N69Gzdv3sTjx4/x9OlT+Pn56dy/gr4nuQrSk92Uc1Sn9kKjND2xvunpDx06JEY4VK5cGfXq1RPPlSpVSsyNmpiYiBMnTuhVJxFRTpMykE9640md1B6vHz9+jJs3bwIAzM3N0b9/f/GckZEROnbsKNaPHTums770OPZ/zQXelOWk/WfKC77S/pGISJ20Hhsz47d2VuvRo4dYfvjwocrz0v5LV98VFxcngrarVq2q1426Jk2aiOWLFy+qLfPHH3+I5VatWsHMzEzped6IIyLKfDY2NmL5/fv3em0jnUZSOrXu19i2bZvIstS0aVPs2bMHrVq1QsGCBfWa3lFBmo1JmlkwpZCQELGsbSCTtI58+fLp3Q4iIiIiIvq2MJgjnc2fPx+1a9cGAMycOROlS5cGID8BmzdvntZtFyxYIOZMnjZtGlauXAkXFxfkz59fjDzTRXqSGxQUhOTkZL3bLj1JtLW1VXpOemIYGhqqtZ6kpCScPn1arOtzsp2YmIjdu3eL9SFDhqiUkY7Q1ucGIRFRTmRlZaXUZyj6FU08PT3Fsj7Ha+nI806dOilN0QUoH6uvXbumdf/pdexP2ffpQ3qB18zMTOlGoJWVldINu7dv3+pVJxHlXGk9Nmb0b20Ffc4NdAVSfC1FdhJAfZCc9CaXrv/BmTNnxPRc+h73mzZtKpbv3r2rEmTh4eEhbtYZGxtj6NChWtvIG3FERJlDmvHi9u3bem0jLSfNZqUgDcLQ1TdKAwBHjRqVqgAOqZIlS4plbecXz58/V7uc0ps3b8RyqVKlvqpNRERERESU/TGYI51J09Pnzp0by5cvh4mJCQD5RcejR4+q3S4qKkqM5rO0tFR7Q0sfDg4OYn8xMTHw9/fXe9vHjx+LZWnafQAoV66cWA4LC1O6QJmSn5+f0kXLZ8+e6dy3l5cX3r17B0B+obddu3YqZdq1awdzc3MAwNOnT/HkyROd9RIR5TSmpqYikBCQHy81iY2NxaVLl/QqC8hvSJ06dQqAfKS5ur7qu+++Q/Xq1QEACQkJSsEiKaXXsV96gfbevXviBp82KS/wppyWS/EaAODGjRs66yOinCs9jo0Z/VtbQZEJSZsPHz7oXV9qREZGiuW8efOqPF+2bFmxrKs/Uvy/AXkwi7RuTSpVqoRChQoBkAcTXrlyRTwXFhaGZcuWifV+/frBwcFBpQ7eiCMiSn+6psetW7euWPb09NSZwer+/ftK/Yi6DFbSbLS6ghilUzCmzGKbGtJ+JSgoSCm4XCEmJkYpe9XDhw/VZh589+4dgoODxXrFihW/ul1ERERERJS9MZgjg9WoUQMjRowQ64sWLRI3rqRiY2PFaABzc3OVlL76yp07t9INKH2nI4mNjcWFCxfEuvRkGQDs7OxQrFgxsS4tm9KhQ4eU1vW5wLxjxw6xPGjQILUjHfLly4dmzZqJdWbnICJSz9HRUSxrO157enoqjY729/dHUlKSxvJ79uwRqf2bNm2qdONNSt9MSul17HdychIBH2FhYUoBKuokJSXh8OHDYj1lnwcAjRs3FssHDhzQa9oDIsqZ0uPYmNG/tRWkwduaKALMU0N6o0uTBw8eiOUSJUqoPC/tuy5fvqyxP3r9+rXK1JP6/g+k2TkuX74slhcvXiymRilXrhymTZumdnveiCMiSn+KAUmA+imsfvjhBzEVVUhICDZs2KCxLplMhkWLFon1OnXq4LvvvlMpJ+2H1F2jk5JmlkrLlL9169aFhYWFWE/ZnwPA2bNnIZPJYGtrC2tra8TFxeHMmTMq5aTb5sqVS+35DBERERERGQYGc2SC8ePHi7SQUVFRmDlzpsrFSRsbG3FSFx4ejqtXr371/nr27CmWd+/erVd6+FWrVuHz588AgNKlS6sdudC2bVux/Pvvv6tNj/z27VulkXKAfJS0TCbTuO+7d++KEdJ58+ZVmk87JelF8JMnT2q96UhElFNJj9enT59WO8I5Pj5eaVoAQPUGlFRsbCzc3d3F+rBhwzTuv127diIo8cGDBwgICFApk57H/nz58ill9VixYoXW0ed79uwRN/6MjY2V+k2Fnj17iqlXgoKClC4KExEppOexMaN+a0sFBgbi2rVrGp//9OkTDh48KNb1yXQEAD/++KPWkc3x8fH466+/xLqzs7NKmZYtW4rAvA8fPmD//v1q69q6datKP3Dr1i292tmkSROxfPXqVSQmJmLXrl04efIkAHmGxF9//VVpqi0p3ogjIkp/0mxN0sA/BSsrK4wdO1as//7773Bzc1Pp+0JDQzF27FjcuXMHgDxjoabgvJo1a4plb29vrVNitWzZUixv3boVa9eu1XiukZCQAG9vb2zdulXlOUtLS7Rv316sb9++Xan/CgkJgZubGwCgdu3aqFatGgBg3bp1Shm7/Pz8sH37drHevn17jf0WERERERF9+xjMkQnMzMywYsUKcXHy1q1b+P3335XKmJiYKI08njJlCjw8PDReQI2KisKJEydULuYCQIcOHcSosdjYWIwePVpjQEdCQgKWL1+OPXv2KO1bXZrLfv36iRPEd+/eYcKECYiIiBDPh4eHY+rUqWJkomKkQ1RUFDZt2qR2/wCUTkJ79uypNW1l48aNYWtrC0Ce0trb21tjWSKinKphw4ZihG9CQgLGjBmjNO1WYmIiFi5cKFK/S0emrV27FgkJCSp1HjlyBOHh4QDkU5CouxGnUKBAAaXRz8ePH1cpk97H/nHjxokRe69evcLw4cNV+r6kpCTs3LlTJZV+8eLFVerLly8fZs6cKdYPHDiAiRMnIigoSGM7iSjnSc9jY0b91k5p9uzZ4kaX1Nu3bzFq1CiEhYWJxz5+/CiybmgL7Lh//z569OiB+/fvqzwXHh6O6dOniyA6KysrdOzYUaVcvnz5lAL7li5dirNnzyqVOXbsmAg2yZ8/P/Lnzw8A2Llzp9YbcQr16tUT52QRERHYsGGD6BOMjIywYsUKjZlVAN6IIyLKCNLMGd7e3hg0aBDmzZun1B8NGzZM6ZrZpk2b0KhRI0ycOBGurq4YPnw4mjVrpjQwasaMGUpZn6QqVaokphf+/PkzOnTogMmTJ2PBggUq1+t69uwpjufJycnYvHkz6tevjwEDBmDOnDn4+eefMWPGDPTt2xd16tTB4MGDlabykpo0aZLou758+YIBAwZg2LBhmD59Ojp06CDONXr06IGuXbsCkE8n1qFDB0yfPh3Dhg3DwIEDRQaT/PnzY+LEiXr8l4mIiIiI6Fulms+cMkSFChUwadIkrFy5EgCwYcMGNGzYEFWrVhVlpk+fDm9vb0RERCAyMhKzZs3CsmXL4OjoiIIFC8LIyAiRkZF4/fo1nj17hvj4eIwfP15lX+bm5li1ahX69euHiIgIPH/+HO3bt0fDhg3x6tUrUe7333/Hixcv8P79e/FY9+7d8f3336t9DUWLFsWUKVOwZMkSAMC1a9fQvHlzNGjQAObm5rh+/To+fvwIAChWrBg2btyITp06ISkpCRs3bsTTp09RuHBhjBo1SsxXHRgYCC8vLwDyoJdBgwZp/T+ampqiffv22LVrFwD5Bd0GDRpo3YaIKKcxMTHBwoUL0b9/f8hkMgQGBqJz586oW7cuChYsiLt374oR4WZmZti8eTMGDx6MkJAQ/PPPP+jduzeqV6+ONm3aoE6dOkhOThbHXQAYMmSIzjZ07txZHN9PnDiByZMni0DBjDj2lyxZEosXL8b06dORmJiI27dv4/vvv0etWrVQsmRJxMTEwM/PTymlfY0aNTBjxgyN++3duzeeP3+O3bt3AwDOnDmDc+fOoVq1aihdujRsbGxQqlQptGrVSgSbEFHOkd7Hxoz4rZ2Svb09QkJC0KtXL1SvXh3lypWDsbEx3rx5g9u3byM+Ph4FCxbEly9f8PnzZ8THx2Pw4MHIlSsX5s6dK7INqvPs2TN0794dFStWRPny5WFpaYmgoCDcunVLKcvI3LlzlUZhS02ePBmXLl1CYGAgZDIZJkyYgKpVq6JixYp4+/at0hQwU6ZMwd27d3H06FGEhoaiR48eaNasGSpXrqw24xIgD8ZwcXER2Uk2btwonpswYQJatWql8fUpTJo0CefPn0dERIS4EVevXj0UKFAAV69eFcE9PXr0QGRkJK5evSpuxDVq1AifPn2Ct7e3CI7hjTgiyukaN24MMzMzEax448YN3LhxAyNHjoSNjQ0AeTa9DRs2YOnSpdi3bx8SExMRHh6uNvNR3rx5MXfuXBEMocmSJUswaNAghIeHIyIiAn///TcA+ZRaI0eOFOXMzMywY8cOuLq6igFVcXFxuHnzZqqnJitcuDA2btyIcePGITw8HImJiSoZs7p27YpGjRohOTkZp06dgpeXF8LDw1WmeLG2tsZvv/2GwoULp6oNRERERET0bWFmjkw0dOhQ1K5dG4A81fCMGTOU0hGXKFEC+/btE6MDAHmq40uXLuHAgQNwd3fHqVOn8PDhQ3GSq0n58uWxa9culCxZEoD8RPP8+fNKI9auXbsmAjmMjIwwYMAALFy4UGu9gwYNwuTJk2FqKo8DioqKwpkzZ3DixAlxcTlfvnzYsGEDKlSooJRq+vz589i7d6/S6Ipdu3aJC5nt2rXTeOFZSppu38vLS20KaiKinM7R0REbNmwQI78SEhJw7do1HDlyRARyGBsbY/HixShXrhxcXV1hbCz/WXD//n3s3bsXjx8/BgBcuHBBBAMWL14cbdq00bn/Jk2awNraGoA8eMPX11c8l1HH/nbt2uG3336DnZ2deM0+Pj44ePAgPD09lQI5OnTogB07diily1fnp59+ws8//yz+j4mJibhz5w48PDywfft2/Pzzz2jRokWa5s8mom9Teh8bgfT/rZ1Sw4YN0adPHwDy6VmOHDmCQ4cO4ebNm4iPjxc3hqTB3ffu3dN5s6p06dJi+enTpzh58iQOHDiAq1eviuO1hYUFfvnlF3Tr1k1jPfny5cPOnTtRrlw58diDBw9w+PBhpTZ07doVvXv3xsSJE8WNvg8fPmDfvn24dOmS1rZKs6NI6xs3bpzW7RQUN+IU76PiRtyJEydEIIfiRlzbtm1FgIjiRty1a9dEH2htbY2NGzfyRhwR5WiFChXC+vXrUbFiRTEdmTqmpqZwdXXFsWPHMGTIEDg4OMDa2hpmZmaws7ND7dq1MW3aNHh5eekM5ADkQRseHh7o378/SpcurfW8wMrKCmvXroWHhwdGjBgBZ2dn2NnZwcLCAmZmZihUqBCqVKmCrl27YtmyZVi+fLnGumrXrg1PT0+MGDFCBD9aWFigcuXKmDdvngjqNDIywrp16zB79mxUrFgRFhYWsLS0RPny5TFixAh4enqKa4xERERERGS4mJkjExkbG2PZsmXo1KkToqOj8eLFCyxbtgzz588XZcqWLYvDhw/jypUrOHfuHB4+fIjAwEBER0fDzMwMNjY2sLe3R/Xq1eHi4gIXFxeN+3NwcMDJkyfh7u6Ov//+Gy9evBAXGAF5Bg97e3u4uLigd+/eqFGjhl6vY8yYMWjZsiXc3d3h7e2NDx8+ICYmBnnz5kWlSpUwc+ZMVK5cGYA820jx4sXx559/4s2bN0rzW0dFRSnNFT106FC99l+lShVUqFABz549Q0xMDM6ePat0k4+IiOSaNGmC06dP46+//sLly5fx5s0bREZGwsLCAmXKlMHw4cPRrl07AECbNm2wfft2rFu3Dg8ePFAKGtyxY4dYHjRoEExMTHTu28zMDB06dBDTeHl4eMDFxSXDj/3NmjXD2bNncfjwYVy6dAn+/v749OkTcuXKhYIFC6JOnTro3LmzxpTL6vTt2xcdO3aEh4cH/vnnHzx9+hSfPn0SNyhjY2Mxa9YsFCtWTGn+bSIybOl5bJRKr9/amsyfPx/Ozs5wd3fH06dPERMTg8KFC6NJkyYYMWIEChUqhFKlSuHjx4/w9vZGvnz50KJFC7VTUils2bIFvr6+OHPmDJ48eYLw8HAYGRkhX758KFu2LOrVq4cePXqIYDttSpQoAQ8PD3h4eKjUV6RIEbRt2xaTJk2CkZERihYtioMHD2LlypW4cuWKXkHeTZs2xaJFi8R6mzZtlNb1obgRt2PHDpFJJDExEWXLlkX37t3Rt29fAP+/Ebdr1y4cPXoUr169gomJCYoVK4amTZti8ODBev1PiIi+RRMmTMCECRP0KtusWTOlaVS0KV++PGbPnp2WpglFihSBq6ur3uUrVaqkNUuVvuzs7DB9+nRMnz5dazkTExMMGTJEr+xfRERERERkmIySk5OTs7oRlHkGDBggRrXt2rULderUyeIWZT0fHx8MHDgQAODi4iLS6X+N4OBgNG7cWOXxK1eu6DXynCg74eeZSLuwsDAsXrwYJ0+eBCBPEb1169avro/fOTIU/CxnL0eOHMGcOXMAAF26dMGyZcvSpd7mzZsjMDAQgDwriLZgD8pY/M6RIeHnmShz8TtHhoKfZSIiIjJUzMxBlI4UKZNTCgkJyeSWEKWdps+tps85UU5jY2ODefPm4e+//0ZiYiJu376dpvrYh5ChYP9BlLnYf5AhYR9ClLnYh5ChYP9BREREhorBHETpSNMc5drmBif61oSFhaFo0aJZ3QyibCF//vzImzcvwsPDERcXl6a62IeQoWP/QZQx2H9QTsA+hChjsA8hQ8f+g4iIiL51xlndACIiIqJv1enTpxEeHg4AKFOmTNY2hoiIiIiIiIiIiIiIDAYzcxARERGl0uvXr+Hq6oqbN2+Kx7p27ZqFLSIiIiIiIiIiIiIiIkPCYA4iIiKiVPr06RN8fHzEeoMGDdC/f/8sbBERERERERERERERERkSBnMQERERpZKRkREsLS1RtmxZdOjQAf369YOpKX9WERERERERERERERFR+jBKTk5OzupGEBkKmUyGZ8+eqTxuY2MDExOTLGgR0ddLTExEWFiYyuMVKlSAubl5FrSIyLCxDyFDwf6DKHOx/yBDwj6EKHOxDyFDwf6DiIiIDBWDOYiIiIiIiIiIiIiIiIiIiIiyEeOsbgARERERERERERERERERERER/R+DOYiIiIiIiIiIiIiIiIiIiIiyEQZzEBEREREREREREREREREREWUjDOYgIiIiIiIiIiIiIiIiIiIiykYYzEFERERERERERERERERERESUjTCYg4iIiIiIiIiIiIiIiIiIiCgbYTAHERERERERERERERERERERUTbCYA4iIiIiIiIiIiIiIiIiIiKibITBHERERERERERERERERERERETZCIM5iIiIiIiIiIiIiIiIiIiIiLIR06xuAFFGkslkOHXqFDw9PfH8+XOEhoYif/78KF68OFq1aoUuXbrAxsbmm9q3t7c3jh49irt37yI4OBjm5uYoVKgQGjZsiO7du6Ns2bIZ8GoovRnKZzMiIgLXr1+Hj48Pnjx5gtevXyMyMhLm5uawsbFBtWrV0KxZM7Rt2xZmZmYZ8nqIMoqhfE+l2IdkLUP5TPHYT6SdoXzXpb71/sOQ3pO3b9/i/v37ePDgAe7fv4+HDx8iOjpaPP/06dOMeBlElAaGdAxSyIh+ISAgAIcOHcK1a9cQHBwMmUyGQoUKoUaNGujcuTPq1auX6jrTm6G8lxnxe37AgAG4efNmql7T3r17Ubt27VRtQ0RERJTTGCUnJydndSOIMkJAQACmTZuGx48fayxja2uLpUuXokmTJtl+31FRUXB1dcWpU6c0ljEzM8OECRMwatSoVLeZMo8hfDajo6Mxbdo0XLt2DfHx8Tr3W6xYMSxfvhzOzs5f1W6izGYI31Mp9iFZzxA+Uzz2E+lmCN91KUPoPwzlPfnvv//www8/IDw8XGs5BnMQZS+GcgxSyKh+YdOmTfjtt9+0/sbs0KEDFixYACsrK73rTU+G8F5m5O95BnMQERERZQwGc5BB+vDhA3r06IH//vsPAGBkZARnZ2eUKFECYWFh8Pb2xpcvXwDITzK3bt2abhH+GbHv+Ph4DB8+HDdu3BCPVahQAZUrV0ZcXBz8/PwQEhIinpswYQLGjx+fLq+H0pehfDZDQkLQsGFDpcfs7OxQtWpV2NnZISEhAY8fP1a6mGxqaooNGzagWbNm6fJ6iDKKoXxPFdiHZD1D+Uzx2E+knaF81xUMof8wpPfk3bt3aNGihc79MpiDKPswpGMQkHH9wrp167Bx40axbm9vj9q1a8PCwgIPHz6Ev7+/eK5hw4bYsmULTE0zN9m0obyXGfl7XhrM0bJlSxQqVEjnaxsyZAhKlCihsxwRERFRTsZgDjJI/fr1g5+fHwB5FPnGjRvh4OAgng8LC8PUqVPh7e0NALC2toaXlxfy5cuXLfctPbG1sLDA0qVL0b59e/G8TCaDm5sbtm3bBkB+Yrdr1y64uLik+fVQ+jKUz6biAkD+/PnRqVMndOvWTakuBT8/P8yaNQvv3r0DAFhZWeHMmTOws7NL8+shyiiG8j1VYB+S9QzlM8VjP5F2hvJdVzCE/sOQ3hNFMIelpSWqVKmCatWqoVq1apDJZJg1a5Yox2AOouzDkI5BQMb0C97e3hg8eLBYHzZsGCZPngxzc3Px2MmTJzF37lzExcUByJrgQUN5LzPy97w0mGPXrl2oU6fO179oIiIiIhKMs7oBROnt8uXL4iTHzMwMmzZtUjkxsbGxwcaNG0X0d3h4OP74449sue+PHz9ix44dYn3u3LlKJ8sAYG5ujpkzZ6Jdu3YAgOTkZKxZsybNr4fSlyF9Ns3MzDBu3DhcuHABP/74o9qTfwCoXbs2du7cKdKgRkVFYefOnWl+PUQZxZC+pwD7kOzAkD5TPPYTaWZI33XAMPoPQ3tP7OzscPLkSdy6dQt79uzBrFmz0K5dOxQpUiTN7SWi9Gdox6CM6hdWr14tltu3b4+ZM2cqBXIA8ulV5syZI9a3b9+OsLAwrfWmJ0N6L/l7noiIiOjbw2AOMjh79+4Vy126dEHFihXVlrO0tMTEiRPFuru7OxISErLdvo8ePYqYmBgAQOnSpdGrVy+N+58xYwaMjeVf69u3b+PRo0epfg2UcQzps2ltbY2JEyfqNVdt8eLF0bt3b7F+6dKlVLScKHMZ0vcUYB+SHRjSZ4rHfiLNDOm7DhhG/2Fo70muXLlQvnx58b8mouzN0I5BGdEv3Lt3D/fv3wcAGBsbY8aMGRrr7N27N0qXLg0AiI6OxvHjxzWWTW+G9F7y9zwRERHRt4dXAcigREdHi7SCANC1a1et5du0aQNLS0sA8sh1X1/fbLfvc+fOKdVpZGSksc6iRYuibt26Yt3Ly0uvtlPGM8TPZmrUrFlTLAcGBqa5PqKMYIjfU/YhWcsQP1OpwWM/5RSG+F3/1vsPQ3xPiOjbYYjHoIzoF86fPy+W69evrzXTkJGRETp37qyzzvRmiO9lavD3PBEREVHWYzAHGZTbt29DJpMBkEelV6tWTWt5CwsLODk5ifUbN25kq33HxcXh7t27Yl2f+aelc1Km5fVQ+jK0z2ZqSS/0JCUlpbk+ooxgaN9T9iFZz9A+U6nFYz/lFIb2XTeE/sPQ3hMi+rYY2jEoo/oFHx+fr65T+jozkqG9l6nF3/NEREREWY/BHGRQAgICxHKFChVgamqqc5vKlSuL5RcvXmSrfb98+VKcLBkZGSmV/9o6KWsY2mcztZ49eyaWCxcunOb6iDKCoX1P2YdkPUP7TKUWj/2UUxjad90Q+g9De0+I6NtiaMegjOoXpG1NbZ2JiYl4+fKlzm3SytDey9T62t/zL168wN69e7F69WosX74cmzdvxunTpxEaGprmNhERERHlNLp/BRJ9Q6QnckWLFtVrG2kax7Sc6GTEvqWP2drawsLCQmed0n2Hh4cjLCwMNjY2erWHMo6hfTZTIykpCceOHRPr9evXT1N9RBnF0L6n7EOynqF9plKDx37KSQztu24I/YehvSdE9G0xtGNQRvQLHz9+xOfPn1PV1ly5csHGxgZhYWGiXRUrVtS5XVoY2nuZGmn5PT9//ny1jxsZGaFZs2aYNGkSHBwc0tQ+IiIiopyCmTnIoISHh4tlW1tbvbaxt7cXyxEREdlq319Tp52dncY6KOsY2mczNf766y9xEcHY2Bh9+vRJU31EGcXQvqfsQ7KeoX2mUoPHfspJDO27bgj9h6G9J0T0bTG0Y1BG9Asp11OW16fezDheGtp7mRoZ8Xs+OTkZFy5cQI8ePXDgwIE010dERESUEzAzBxmUmJgYsZwrVy69tpGOKIiOjs5W+/6aOlOWk9ZBWcfQPpv68vf3x+rVq8V69+7dUb58+a+ujygjGdr3lH1I1jO0z5S+eOynnMbQvuuG0H8Y2ntCRN8WQzsGZUS/kHI/X1NvZvQ1hvZe6utrf8+7uLigRYsWcHJyQunSpZEnTx5ER0fD398fXl5eOHDgAGJiYiCTyTBv3jzkzZsXbdu2/ep2EhEREeUEDOYggxIXFyeWzczM9NrG3Nxc7fbZYd9prRMAvnz5otd2lLEM7bOpj8+fP2PcuHHiAkTp0qUxe/bsr6qLKDMY2veUfUjWM7TPlD547KecyNC+64bQfxjae0JE3xZDOwZlRL8gk8mU1r+m3szoawztvdTH1/6e//XXX1GgQAGVx/Pnz4/atWujdu3a6NWrF0aOHIm3b98iOTkZ8+fPR8OGDZE3b96vaisRERFRTsBpVsigSCPQ4+Pj9dpGegKpz7yfmbnvtNYJ6B+9TxnL0D6busTFxWHs2LF4/fo1AMDKygrr1q1Dnjx5Ul0XUWYxtO8p+5CsZ2ifKV147KecytC+64bQfxjae0JE3xZDOwZlRL+QMtjja+rNjL7G0N5LXdLye15dIEdK3333HTZv3gxTU/n40vDwcBw8eDDV7SQiIiLKSRjMQQbF0tJSLOsboS+NVE/LzYaM2PfX1JmynLQOyjqG9tnUJiEhAZMnT4avry8A+QWETZs2wcHBIVX1EGU2Q/uesg/Jeob2mdKGx37KyQztu24I/YehvSdE9G0xtGNQRvQLKffzNfVmRl9jaO+lNpn1e75cuXJo166dWL9y5Uq61k9ERERkaBjMQQbF2tpaLH/8+FGvbUJCQsRy/vz5s9W+v6bO0NBQjXVQ1jG0z6YmSUlJmD17Ni5cuAAAMDU1xbp16+Di4qJ3HURZxdC+p+xDsp6hfaY04bGfcjpD+64bQv9haO8JEX1bDO0YlBH9Qsr1lOX1qTczjpeG9l5qktm/5+vXry+WAwICMmQfRERERIaCwRxkUMqUKSOW379/r9c2QUFBYvm7777LVvuWPvbx40e95ruU7tva2ho2NjZ6tYUylqF9NjX5+eefceLECQCAsbExli9fjmbNmum9PVFWMrTvKfuQrGdonylNeOynnM7QvuuG0H8Y2ntCRN8WQzsGZUS/YGtri3z58qWqrXFxcQgLC9Pa1vRmaO+lJpn9e97e3l4sf/r0KcP2Q0RERGQIGMxBBqVs2bJi+dmzZ0hISNC5zaNHj8RyWk6yMmLfZcqUgbGx/GuanJyMx48fp7lOyhqG9tlUZ8mSJThw4IBY/+WXX9ChQ4dUtJQoaxna95R9SNYztM+UOjz2Exned90Q+g9De0+I6NtiaMegjOoXpG3Vp86HDx+KZRMTE6Vgh4xiaO+lOlnxez42NlYsZ/XUbERERETZHYM5yKA4OTnB3NwcABATE4MHDx5oLS+TyXDnzh2xXrdu3Wy1bwsLCzg6Oor1mzdv6myHYm5LTXVS1jC0z2ZKa9euxc6dO8X6nDlz0KNHj69rMFEWMbTvKfuQrGdon6mUeOwnkjO077oh9B+G9p4Q0bfF0I5BGdUv1KlTRyz7+Pikqk7p68xIhvZeppRVv+elQScFCxbM8P0RERERfcsYzEEGJU+ePKhXr55YP3LkiNbyZ8+eRXR0NAB52kdnZ+dst++WLVvqXWdQUBC8vb3VbktZyxA/mwqbNm3C5s2bxfrEiRMxePDgr24vUVYxxO8p+5CsZYifKQUe+4n+zxC/6996/2GI7wkRfTsM8RiUEf1CixYtxLK3tzc+fPigtV7pfjOrrzHE91Ihq37Py2QyHD9+XKy7uLhk+D6JiIiIvmUM5iCD07dvX7F89OhR+Pv7qy0XGxuLX3/9Vaz37NkTpqam2W7fXbp0ESkHX758iYMHD2rc/6pVq5CYmAhAHsFfpUqVVL8GyjiG9tkEgJ07d8LNzU2sDx8+HOPGjUtTW4mykqF9T9mHZD1D+0wBPPYTqWNo33VD6D8M7T0hom+LoR2DMqJfqF69OqpVqwYASExMxKpVqzTW6e7ujlevXgGQBzl06tRJY9n0ZmjvJZD+v+cVQST6WLFiBd69eyfWO3bs+NX7JSIiIsoJGMxBBqdp06aoXbs2AHm096hRo/DkyROlMp8+fcK4cePw+vVrAPKI9REjRqit7927d6hYsaL40xYJn977BgBbW1ulyPhFixbh1KlTSmXi4+OxatUqnDx5Ujw2depUjXVS1jC0z+ahQ4ewdOlSsd6vXz/MmDFDY3mib4GhfU/Zh2Q9Q/tM8dhPpJ6hfdcNof8wtPeEiL4thnYMyqh+Ydq0aWL5xIkTWLVqFeLj45XKnDp1CkuWLBHrQ4cOhY2NjdZ605OhvZcZ8Xt+woQJmDt3Lnx9fZGUlKS2zNu3bzFx4kTs3r1bPNauXTvUqFEjTfsmIiIiMnRGycnJyVndCKL09uHDB3Tv3h0hISEAACMjIzg7O6NkyZIICwuDt7c3YmNjAQCmpqb4448/lFIXSr17904p9ePSpUvRtWvXTNm3Qnx8PIYPH44bN26IxypUqIAqVaogLi4Ovr6+Yn+A/CRq/PjxWuukrGEon82nT5+ic+fO4iTd0tISnTt3hpGRkV7/h4EDB6J06dJ6lSXKbIbyPVVgH5L1DOUzxWM/kXaG8l1XMIT+w9Dek3Xr1uHChQtKj8XExODNmzdi3cHBQWW7iRMnKrWdiDKHoR2DMqpfcHNzw6ZNm8R6wYIFUbt2bVhYWODhw4d49uyZeK5Bgwb4/fffMz2LkaG8lxn1e37AgAG4efMmACBv3rxwcHBA4cKFkSdPHsTExCAgIACPHz9WCvSoXr06du7cKTK+EBEREZF6DOYggxUQEIBp06bh8ePHGsvY2Nhg6dKlaNq0qcYyqT3JSs99S0VGRsLV1RV///23xjJmZmYYP348Ro8erVedlDUM4bPp4+ODgQMHat2XNrt27UKdOnW+enuijGYI31Mp9iFZzxA+Uzz2E+lmCN91KUPoPwzpPZk9ezaOHj2qs1xK+rSViDKGIR2DgIzpF5KTk7Fp0yZs3LhRJSuHVPv27fHLL7/AyspKr3rTmyG8lxn1e14azKGLmZkZ+vTpg+nTp8PCwuKr20JERESUU3AyVjJYZcuWxYEDB3Dq1CmcPHkSz58/R2hoKPLly4cSJUqgVatW6Nq1a4akZsyIfefNmxdubm7o2bMnjh49ijt37iAkJASmpqYoUqQIGjZsiO7du6Ns2bLp/noofRnaZ5PIEBna95R9SNYztM8UEalnaN91Q+g/DO09IaJvi6EdgzKiXzAyMsLYsWPRpk0bHDx4EP/88w+CgoKQkJAAe3t71KhRA126dEH9+vW/5t+QbgztvUxPbm5uuH37Nm7fvo379+8jJCQE4eHh+Pz5M8zNzWFtbY0KFSqgVq1a6Ny5MwoWLJgl7SQiIiL6FjEzBxEREREREREREREREREREVE2YpzVDSAiIiIiIiIiIiIiIiIiIiKi/2MwBxEREREREREREREREREREVE2wmAOIiIiIiIiIiIiIiIiIiIiomyEwRxERERERERERERERERERERE2QiDOYiIiIiIiIiIiIiIiIiIiIiyEQZzEBERERHR/9q776gorrcP4F+kqiiooMFujKDBYAeNKGrE3rAn9hJjEo0mloTEEGOMJda8osZYYuwN0ahYUDQ2xN4QgRCNHVFEpLd5/9iz9zfLVmCRRb6fczxnlr07ewfGffbOPM+9RERERERERERERGRCmMxBREREREREREREREREREREZEKYzEFERERERERERERERERERERkQpjMQURERERERERERERERERERGRCmMxBREREREREREREREREREREZEKYzEFERERERERERERERERERERkQpjMQURERERERERERERERERERGRCmMxBREREREREREREREREREREZEKYzEFERERERERERERERERERERkQpjMQURERERERERERERERERERGRCmMxBREREREREREREREREREREZEKYzEFERERERERERERERERERERkQpjMQURERERERERERERERERERGRCmMxBREREREREREREREREREREZEKYzEFERERERERERERERERERERkQpjMQURERERERERERERERERERGRCmMxBREREREREREREREREREREZEKYzEFERERERERERERERERERERkQiyKugNEpC4mJgYbN27E+fPn8fjxY6SkpIjnjh07hurVqxdh7+hNERYWhuHDhwMA3N3dsXHjRqPs98GDB/jggw8AANWqVUNISIhR9tuhQwc8fPgQAP8fEOnCGEKvA2MI0ZuH8YNeB8YPojcTYwi9DowhREREVBIxmYNeC/mXYmOZMGECJk6ciN27d8PX1zfPr/fx8cG8efOM2idjOHbsGCZPnoyMjIyi7goRkUlgDDEcYwgR0f8wfhiO8YOISBVjiOEYQ4iIiIiICg+TOYhMSHJyMnx9fcUA2NHREc2aNUPFihVhZmYGALC1tc3zfocNG4bz588DADZs2AAPDw/jdZreeC4uLmI7MjKyCHtCRLowhpApYgwhMn2MH2SKGD+IigfGEDJFjCFERET0JmEyB70Wtra2GDJkiM42169fx40bNwAAlStXhre3t872bm5uaj8rW7Ys+vTpY1CfGjVqZFC71+nEiRN4+fIlAKBevXrYtWsXbGxsirhXRERFizHEMIwhRESqGD8Mw/hBRKSOMcQwjCFERERERIWLyRz0Wtjb28PPz09nm2XLlolBcO3atfW2z+/7mLLw8HCx3b17dw6AqVB5eHgUqwoFY61ZSsUPY4hhGEPodWIMoeKA8cMwjB/0OjF+UHHBGGIYxhB6nRhDiIiIqCQqVdQdIKL/SUxMFNuOjo5F2BMiIipuGEOIiCg/GD+IiCi/GEOIiIiIiAoXkzmITEhWVpbYLlWK/z2JiMhwjCFERJQfjB9ERJRfjCFERERERIWLy6wQGcHDhw+xa9cunDlzBg8ePEBiYiLKly+P6tWrw9PTEwMGDICTk5PG1y5btgz+/v5qP/f19YWvr6/Kz+bOnYu+ffsa3C8XFxe1nw0fPlxjW137TklJwZ49e3Dy5ElERkYiPj4epUqVgqOjI5o1a4ZevXqhVatWOvuye/ducTw+Pj6YN28esrOzcejQIezfvx9RUVGIi4tDeno6li9fjo4dOyIsLEz0193dHRs3bgQAHD9+HAEBAbh16xbi4uJQpkwZvPfeexg2bBi8vLxU3jcnJwchISHYuXMnoqOjERcXBzs7OzRt2hSjR49G48aNdfYbADIzMxEUFITg4GBEREQgPj4e6enpsLa2hoODA2rWrAk3Nze0b99e4xq4hoiLi4OnpycARTXL6dOntbbt0KEDHj58CACoWLEizp49CzMzM41tvb29ce/ePQBAcHAwatasKZ7T9vvN/ZycpnMKAI4dO4bq1avrOkTcuHED27Ztw8WLF/HkyRNYWVmhVq1a6NixI4YPH44yZcrofL38uLW937Bhw3D+/HkAwIYNG+Dh4YGEhATs2LEDhw8fxoMHD5CamgpHR0d4eHhg5MiRcHZ21vm+RIWNMYQxhDGEMYQoPxg/GD8YPxg/iPKLMYQxhDGEMYSIiIiKByZzEBXQypUrsXLlSqSnp6v8/Pnz53j+/DmuXbuGNWvWYMKECRg3blwR9TL/Dh48iJ9//hlxcXFqz/3333/477//sHv3brRv3x4LFixAuXLlDNpvbGwsvvzyS1y6dMngvqSmpuK7777DgQMHVH6ekZGBU6dO4dSpU5gwYQImTpwIAIiPj8dnn32GK1euqLSPi4vD4cOHceTIEcyYMQNDhw7V+p537tzB559/jpiYGLXnUlJScO/ePdy7dw+nT5/GihUrcOTIEdSqVcvgY1JydHREnTp1cOfOHcTFxSEmJgZ169ZVa3f//n0xEFQeY3R0tMaB3OPHj8UA2MnJSWUA/DpJkoRly5Zh5cqVyMnJET9PS0vDjRs3cOPGDezcuRPr169HjRo1jPrely5dwpdffonY2FiVnz948AAPHjzAnj17MHPmTAwcONCo70tkKMYQxhDGEN0YQ4g0Y/xg/GD80I3xg0g7xhDGEMYQ3RhDiIiIyJQwmYOoAGbNmoXNmzeLx2XKlIGHhwccHR0RFxeHsLAwpKSkID09HYsWLcKzZ8/w7bffquzDzc0NQ4YMAQCEhobi33//BQC0atUKb7/9tkpbTYMiXZT7DQ4OxtOnTwEAHTt2RJUqVdTaatr3+vXrMW/ePEiSBACwtbVF48aN8dZbbyEnJwfR0dG4efMmJEnC8ePHMWzYMGzduhWlS5fW2a+MjAx8+umnCA8Ph4WFBZo0aYIaNWogIyMDt27d0vo65QDYwsICTZs2Rc2aNZGWloZz587h2bNnAAB/f3/UqVMHHTt2xOjRoxEREQFra2u0aNECTk5OSExMxLlz5/Dy5UtIkoTZs2fD1dUVTZo0UXu/pKQkjBo1Co8fPwagmDK0QYMGqFu3LsqUKYO0tDTExsbi9u3bePHihc5jNoS7uzvu3LkDQFFRoOlvoszWlwsLC9M4CA4LCxPbLVq0yFNfqlSpIs4f+Tmu/Flutra2Wvfl7++P5cuXAwAaNGgAZ2dnWFhY4Pbt2wgPDwegGJR+9tlnCAwMhIWFcUJTdHQ0Fi1ahJSUFFSqVAnNmzeHvb09YmNjce7cOaSlpSE7Oxs//PADnJ2dDapuITImxhDGEMYQBcYQorxh/GD8YPxQYPwgyjvGEMYQxhAFxhAiIiIqLpjMQZRPQUFBKoODvn374rvvvlMZDCQlJeHHH3/EX3/9BQD4888/0bx5c3Tq1Em08fLyElMqfvPNN2IQ3KtXrzxNRamJn58fAMVgQDkIHj58ODw8PPS+NjQ0FPPnz4ckSbC0tMQXX3yBYcOGqQ1wIyIiMHXqVPzzzz+IiIjA/PnzMXPmTJ37Pnz4MLKysuDu7o65c+eqTTOYkZGh9pqrV68iIyMDTZo0wYIFC1Qy39PS0vD111/j0KFDABRTfl69ehURERHw9vbGjz/+iEqVKon2L1++xOeff44LFy5AkiQsWbIEGzZsUHvPgIAAMQB+5513sGzZMrULE4AiY//GjRvYvXs3rKysdB67Lh4eHti+fTsAxQD2o48+UmujHARbWlrC2toaSUlJCAsLw7Bhw7S2BRQD7LyoXbu2OH/k57nyZ4Z6+vQpli9fjpo1a2LRokVq03cePHgQ06ZNQ2ZmJqKiorB//3706dMnT++hzfz585GdnY1vvvkGw4YNUxlcP378GOPGjUNUVBRycnKwePFijecAUWFhDFFgDGEM0YUxhEgd44cC4wfjhy6MH0SaMYYoMIYwhujCGEJERESmhskc9EZJSEjArFmz9Lbz8PBA586d8/0+OTk5WLRokXjcpUsXzJkzR229R1tbW/zyyy9ITk7GsWPHAAALFixAx44dUapUqXy/f2HLycnBzJkzxVSCS5Ysgbe3t8a2DRo0wPr169GnTx88e/YMu3btwvjx4/HWW29p3X9WVhacnZ2xevVq2NjYqD2vaSCZkZGBOnXqYN26dWprUtrY2ODnn3/GuXPnkJCQgLt37+Lu3bto2bIl/u///k/td21nZ4f58+fD29sb2dnZOH/+POLi4uDo6KjSTj515nfffadxAAwAZmZmcHNzy/c6o0rygeqFCxc0tlEObBs3bgxbW1scP35cDOZzn3/yQXDLli0L1Lf8yszMhL29PTZt2qSxkqZr1664fv061q1bBwBGHQRnZGRg1qxZGDRokNpzTk5OWLRoEXr16gVJknD+/Hk8ffoUlStXNsp7U/HEGGIcjCEKjCEFxxhCxQXjh3EwfigwfhQc4wcVJ4whxsEYosAYUnCMIURERGRqTPdbOFE+JCcnY/PmzXr/Xbx4sUDvc/r0aTx48ACAIrN8xowZagMQJTMzM/zwww+wtLQEANy7dw9nzpwp0PsXtpCQENy9exeAYjpLbQNgJUdHR4wYMQKAYtBz8OBBve8xdepUjQNgfa/JPQBWsrW1FZUhSr6+vlovNlSrVk1MSSlJEm7evKnWJikpSWxXrFgxT33ND0dHRzHQfv78OaKjo1Wev3//Ph49egRAMWBWVqYkJCQgMjJSpe2jR49w//59AEDVqlWNvoZnXowfP17jAFipf//+YvvGjRtGe19nZ2eNA2D58++99x4A7ecAlSyMIcbBGKLAGGIcjCFUHDB+GAfjhwLjh3EwflBxwRhiHIwhCowhxsEYQkRERKaEyRxE+XDu3Dmx7eXlpZYJn1uVKlXg6ekpHsvXgDRFJ0+eFNs9evQw6DXyjHl5JYAmdnZ2Kr8PQ9jY2KgNcnOTr7dZq1Yt1K9fX2f7evXqiW3lRQ05eVXG1q1bDe1qgcirGnKfJ/LHHh4eKm3l5ySgWs2Q13VGja1Lly46n3/77bfFBZGEhASViw+F+b6AoiJH6eHDh0Z5XyJ9GEPUMYYYB2MIYwi92Rg/1DF+GAfjB+MHvfkYQ9QxhhgHYwhjCBERERUuLrNCb5Rq1aohJCSk0N8nIiJCbCuz4vVp2rQpjh8/DgC4detWofTLWK5cuSK2jxw5onWqRLlXr16JbeX6nNrUr18f5ubmeepT7dq1RVWINnZ2dmL7nXfe0btPeXtNA6+uXbsiICAAALBt2zaEh4fDx8cHnp6eqFWrlqFdzxMPDw9s27YNgGLQO3ToUPGccmBrbW2NJk2awMLCAuXLl0diYiLCwsIwcuRI0VY+YM7rOqPGVK5cOTg5OelsY2ZmhvLlyyMtLQ2AojJJvmZvfrm4uOhtU6FCBbFtrME3FV+MIcbBGKLAGFJwjCFUXDB+GAfjhwLjR8ExflBxwhhiHIwhCowhBccYQkRERKaGyRxE+RAfHy+2q1atatBrqlevLrZfvHhh9D4Z09OnT8V2UFBQnl+fmJio8/n8TPVYrlw5vW3kA2tD2ltY/O8jMCsrS+35Nm3aYNiwYdi4cSMAxdSJyukTHRwc0KxZM7i7u6Njx44611bNi9zrjcrXEFVejGjUqJFYj7V58+YICQnBpUuXkJOTI6bjlFc0KKexLAqG/B0AqFzgyMzMNMp7GzKQ1ncOEBUGxhDdGEPyjzGEMYTebIwfujF+5B/jB+MHvfkYQ3RjDMk/xhDGECIiIipcXGaFKB9SUlLEtra1L3MrXbq02E5OTjZ6n4ypoJnd2dnZOp/P6xqjALSu5Wqs9trMmDED/v7+cHNzU/n5s2fPcPjwYfz0009o164dvvjiC7EOaEE4ODigbt26ABQXS5RriMrXGZUPapXbL1++FJU2jx49EtNtFvU6o8b6OxS39ybShTFEN8aQ/GMMeTPem0gbxg/dGD/yj/HjzXhvIl0YQ3RjDMk/xpA3472JiIjIdHFmDqJ8kA985QNiXVJTU8V22bJljd4nYypdurSYbjIwMBDvvvtuEfeoaHl7e8Pb2xuPHj3C+fPncfnyZVy6dAn//PMPAECSJBw+fBhhYWHYtm0b6tSpU6D3c3d3R0xMDADFNJP169dXWUtUvq6rfEAcFhYGV1dXk5makog0YwwpWRhDiMhYGD9KFsYPIjImxpCShTGEiIiI6M3BmTmI8kE+vaK+dTWVlBnmgOr6hqaoUqVKYjsuLq4Ie2Jaqlatij59+mDWrFk4cOAATpw4gYkTJ4pqlYSEBMybN6/A7yMfuCoHtMrpJm1sbFSqK1xcXMSaqbnb5t4XEZkGxpCSiTGEiAqK8aNkYvwgImNgDCmZGEOIiIiIij8mcxDlQ4MGDcT2lStXDHqNvJ2pVwg0atRIbF++fLkIe2LanJycMGHCBMyaNUv87MyZM8jIyCjQfuVVChcvXkROTo5YZ7RJkyZinVEAKFWqFFq0aCHaZmdns6KByMQxhhDAGEJEecf4QQDjBxHlD2MIAYwhRERERMURkzmI8kE+PeDff/+N58+f62wfGxuLU6dOaXz962BtbS22s7Ky9LZv166d2A4ICEB6enphdOuN0aFDB7GdmZmJhISEAu2vUqVKYr3Rly9f4siRI6JyRj5AVlIOdJOSkhAcHIyHDx8CAKpVq2aUdUbl509mZmaB90dU0jGGkBxjCBEZivGD5Bg/iCgvGENIjjGEiIiIqPhgMgdRPnh6eqJ69eoAgIyMDMyZM0drW0mSMHv2bDF4qFmzJt5///3X0k8le3t7sR0bG6u3fefOnVGrVi0AiukpZ86cCUmSDHqv5ORkg9dfNXXx8fEGtXvy5InYLlWqlMrvO7/kg93ly5dr/Lm+tsaqZsjr+UNEujGGaMcYwhhCRNoxfmjH+MH4QUS6MYZoxxjCGEJERERkypjMQZQPpUqVwpQpU8Tj/fv3Y8aMGUhOTlZpl5SUBF9fXxw5ckT8bNq0aShV6vX+13N2dhbbhw8f1jugNTc3x8yZM2Fubg4A2L17N8aNG4eYmBitr4mIiMCCBQvQrl07lXVVi7PBgwdjypQp+Pvvv7VOOXnnzh18/fXX4nGrVq1Upo/ML/kANioqCgBQpkwZvPfee2ptXVxcxEBV2Tb3PgqiXr16YvvQoUNG2SdRScYYoo4xRIExhIh0YfxQx/ihwPhBRPowhqhjDFFgDCEiIiIybRZF3QGi4qpbt264ePEiNm/eDADYuXMngoKC4OHhAQcHBzx//hyhoaEq2f0jRoxAp06dXntfvb29sXjxYkiShBMnTqBXr15o0qQJypYtq3I88gHW+++/j5kzZ2LmzJnIzs7GyZMncerUKbzzzjtwcXFB2bJlkZaWhri4ONy+fdvg7P/iJCsrC/v378f+/fthY2MDFxcX1KhRA2XLlkViYiLu37+Pmzdvo8oxUwAARNxJREFUivY2NjaYPn26Ud5bU+VC06ZNYWlpqfZzMzMzuLu7q1xsAYw3CO7cuTNOnz4NAFi4cCFOnjyJevXqqQz2x48fDzs7O6O8H1FJwBjCGMIYwhhClB+MH4wfjB+MH0T5xRjCGMIYwhhCRERExQ+TOYgKwM/PDw4ODli5ciUyMjKQnJyMkJAQtXbW1tb4/PPP8cknnxRBL4E6depg3LhxWLVqFQBF1rs88x1QZK3nzpYfOHAgatasiR9++AF3796FJEmIjo5GdHS01veqV6/eGzMYkl8kSEtLw7Vr13Dt2jWNbatXr44FCxagfv36RnnvihUr4p133sE///wjfqZpYKyUexBcrVo1MYVqQfn4+OCvv/7ChQsXIEkSwsLCEBYWptJmyJAhb8zfneh1YQxRxxjCGEJE+jF+qGP8YPwgIsMwhqhjDGEMISIiIjJlTOYgKqDPPvsMvXv3xs6dO3H69Gk8ePAAr169Qrly5VCjRg14enpiwIABqFq1apH286uvvkKzZs0QEBCA8PBwPH/+HKmpqXpf17JlSwQFBeHo0aM4ceIErl27hmfPniEpKQk2NjZwcHDA22+/jSZNmqBt27Zo0KDBazia12PPnj24evUqwsLCcP36ddy5cwdPnz5FWloabGxs4OjoiPr166NDhw7o1q2bUaallPPw8FAZBOuqUMg9QDZWNQMAWFpa4o8//sCuXbtw5MgRREdHIyEhQayfS0T5xxjCGMIYQkT5wfjB+MH4QUT5xRjCGMIYQkRERFR8mEn6Fh0kIiIiIiIiIiIiIiIiIiIiotemVFF3gIiIiIiIiIiIiIiIiIiIiIj+h8kcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJsSiqDtAREQEAEePHkVERAQA4L333kO7du2KtkNERGQ0CxcuREpKinjs5+dXhL3RLSYmBkFBQQCAcuXKYcSIETAzMyviXhERERERUXFy8uRJXLt2DQBQv359eHt7F3GPiIiIqDgykyRJKupOEBFRyXb16lUMHToUmZmZqF27NrZt24YKFSoUdbeIiMhIPDw8kJCQIB5HRkYWXWd0SElJQf/+/RETEwNLS0usWbMGLVu2LOpuERERERFRMRIdHY0BAwYgNTUVVatWxfbt21G5cuWi7hYREREVQ5yZg4gonx48eIAPPvgAAFCtWjWEhIQYbd8uLi5i21RveBnLixcvMHnyZGRmZsLBwQFr1qxhIgcRvfEYQ0zTzJkzERMTAzMzM8ydO5eJHEREJig+Ph7+/v7ica1atTBixAiVNnv37hXV0E2aNEHPnj1fax+JiIqzN3mssmzZMvj7+8PS0hKOjo5o0qQJRo4cCTc3N6O9R0pKCiZNmoTU1FTY2dlh9erVTOQgIiKifGMyBxERFRlJkjB9+nQ8fvwYZcqUwapVq1CjRo2i7pbRubi4GP0CCBFRcRIWFgYA6Nu3L6KiovK9n9OnT+Pw4cMIDw/Hw4cPkZycDAAoXbo0nJyc4OLigvbt26NTp06wsMjbUGfnzp3Yu3cvAOCrr74yiRt/HTp0wMOHD5mUQ0Qk8+rVK2zevFk8dnd3V0nmiIiIwHfffYfMzEw4OTnh888/L4puEhGRCcvMzMSjR4/w6NEjHDlyBL/++qtIYCkoPz8/xMTEwMrKCv7+/njnnXeMst+CGjZsGM6fP49jx46hevXqRd0dIiIiMhCTOahEUV4QB8AvrvTa8LzT7rfffsPJkydhYWGBpUuXomHDhkXdJSKt+H+ZisKbdN6lpqbiv//+y1dVWmJiIr744guEhoZqfD4zMxOJiYmIjIzEX3/9hb59+2Lu3LkG7//27duYPXs2AODDDz/EuHHj8txHIiJT8SZXVOuTnp6OadOmITMzEzY2Nli+fDkqVaqk93Wvo1KbqDC9Sd8Zqfgojuedm5sbhgwZgoSEBISEhCA1NRWZmZmYOXMmWrduDRsbmwLtf8eOHdi3bx/MzMwwb948uLu7G6nnREREVFIxmYOIiIpEWFgYli1bBkAxrb2Xl1cR96jgkpOTUbZs2UJ/DRFRcRMfH48lS5YgKSkJnTp1yvPrf/rpJ5VEDicnJzRs2BAVK1YEAKSlpSEuLg7//vsvnjx5grS0NIP3nZSUhEmTJiEtLQ3t27fH999/n+f+FRTjBxGR4WrVqoXIyEgkJSWhWbNmsLKyEs8tXrwY0dHRAIDZs2fD1dU1T/suzEptY9m9ezd8fX0xYcIETJw4sai7Q0RUrHh5eYnrT9HR0Rg0aBCSk5Px9OlTHD58GL179873vuUJ4lOnTkX37t2N0ue8Sk1NhY2NDczMzAx+DccWREREpovJHERE+VS9enWTrEYrLu7cuYNPP/0UNWvWLNBg2VRkZGTAx8cHTZs2xdSpU+Hg4KCz/b179zBnzhy1aaKJqGQoaTGka9euSEhIgK2tLT755JM8vTYjIwMHDx4Uj7/++muMGjVK68XJ6Oho3L592+D93759Gz169ICFhQVGjhwJc3PzPPXPGD7++GOUL18e3377LWrWrKmz7bNnz7Bw4UJcuXIF+/btU7mJScVXcaxspeKvuJ93yjiqnPHp3Llz+PPPPwEAo0ePztNyWYVdqU1EVJyUlLFKvXr1MHToUKxatQoA8NdffxXo+lRkZCQ+/vhjVK5cGYMGDTJWN/Ps+++/x4MHD+Dn54d3331XZ9ukpCT4+/vjr7/+wv79+0WyPBEREZkOJnMQEVGRGDx4cFF3waju3bsHSZIQGBiIo0ePYsKECRg6dCgsLFRDbWpqKlatWoW1a9ciIyMDDRo0QFxcHBwdHYuo50REhc/FxQXVqlXD2LFjUbt27Ty9NjExEZmZmeLxoEGDdFaZ1atXD/Xq1TN4/82bN0fz5s3z1CdjiouLQ0pKCi5duoQzZ85gzJgxGD9+vNqNw6ysLGzatAn+/v549eoVatasiXv37pnMGtxERK/Tf//9h19++QUA4O7ujlevXsHX1xeSJMHT0xNTp07N0/4Ks1K7IPJaKZ2famwiopKsf//+IpkjNDQUT58+zdeykABMolApPT0dsbGxuHLlCvr164dBgwZh8uTJsLe3V2u7Z88eLFy4UFyT+ueff7gsDBERkQkqVdQdICIiehO88847CAoKgp+fH2xsbDB37lz4+Pjg/Pnzos3hw4fRrVs3rFy5Ek5OTli0aBECAwOZyEFEb7wNGzZg7ty5qFu3bp5fW6lSJZUKse+//x7x8fHG7F6RcnR0RGBgIBYtWgQnJyesXLkS3bp1w5EjR0SbsLAw9OnTB3PnzoWNjQ38/PwQFBTERA4i0khZUR0ZGYmQkJCi7o7R/ffff+jUqROuXr0KFxcXdO/eHT/99BMePXqEmjVrYvHixQWaZUlZqa30119/GaPbeXb27Fl06NAB27ZtQ05Ojt72hw4dQteuXbFr167X0DsiojdDzZo10aRJEwBAdnY29u/fX8Q9Khhra2ts3LgRq1evRv369bF161Z07twZO3bsELHk9u3b+PDDD/H1118jLS0NkydPRnBwMBM5iIiITJSZJElSUXeCit7jx48REBCA0NBQ3LlzB4mJiQCAsmXLokqVKqhXrx6aNWsGb29vvTcdJUnC0aNHcfToUVy9ehXPnj1DRkYGKlasCFdXV3h7e6Nnz55q1epyDx48EOvSVqtWTVyAunHjBrZt24aLFy/iyZMnsLKyQq1atdCxY0cMHz4cZcqU0bkvQ2zYsAEeHh4an3vx4gUCAwNx6tQp/Pvvv4iPj4e1tTUqV64MDw8P9O3bF++9957O/S9btgz+/v4AINa4zcrKwv79+7Fnzx7ExMTgxYsXsLe3h5ubGwYMGID27dsb3H9A8aV8//79CAsLw6NHj/Dy5UtYWlqicuXKaNCgAVq3bo0uXbqgXLlyOvdjjOMFFOfEsWPHcPDgQdy8eRNxcXFITU2FtbU1KlasiOrVq+O9995DmzZt4O7ujlKl8p5nlpWVhRYtWiAlJQUWFhY4f/681gqmYcOGiRvs5ubmCAsL0/q7GDlyJEJDQwEA69evR6tWrcRz2s7T3M8ZIvd55+LiIraVU1v++++/2Lp1K06fPo0nT57AzMwM1atXh5eXF0aNGmWUqRDl75tf+tZuPnXqFIKCgnD58mXExcUhKysLlSpVwrvvvosPPvgAPXv2hKWlpcbX/v333xg3bhwAwN7eHmfPntV4oTYrKwuDBw/GjRs3UKpUKWzfvh1ubm56+x4dHY3du3cjNDQUjx8/RnJyMuzt7VGnTh20adMGAwYMQIUKFfTuJzU1FX/++SfWrl0rPk+VHB0d8dlnn2HgwIE6PweLE8aQ/2EMMe7xAowhhjCVGJKbJEk4dOgQgoODcf36dTx//hyAIjmjUaNG8Pb2RufOnQ2qHt65cydmzJghHltZWeH999+Hu7s73Nzc4ObmBmtra4P6JV9WQNv/2aioKPTv3x/p6elwcXHB7t271T53Jk2ahEOHDgFQnBfy/sndvHkTgwcPRmZmJurXr4+AgACtn2FZWVnYsWMHVqxYgbi4OJXnypUrh7Fjx2LEiBEoXbq0QcdKxUdxX+6Ciqf8nHeaYszr9ujRI0yaNAnu7u74+OOPYW9vj4yMDEiSBHNzc6N8x7537x68vb0BKOL9iRMn8l2pnV9//vknFi1ahPT0dLi6usLPzw+NGzfG7t274evrK74LxsTE4KeffkJoaCjMzc0xcuRITJ8+/bX21ZRxrPI/HKsY93gBjlUMYapjFbmtW7di5syZon+GJPHl/j1oi4nyccyHH34o3keusK7FSZKEoKAg/N///R/u3r2r8py1tTWGDBmCTz75ROOsHURERGQ6mMxB2L59O+bMmYO0tDS9bZs2bYqtW7dqff727dv45ptvEBERoXM/derUgb+/v9ZqwtyDhmPHjmHZsmVYuXKl1oqU6tWrY/369ahRo4bWfRlC2+B28+bNWLJkCV69eqX1tWZmZujbty9mzpypdf3y3IPbgQMHYtKkSbhy5YrW/fbt2xc///yz3kFfYmIifvjhBxw8eBD6/ms7ODjgzJkzWp831vE+e/YMEyZM0Hl8cn/88Qfef/99g9rmNmbMGJw+fRoAsHr1arRt21atTXp6Opo3b46MjAzxs99++03jBYSMjAy0aNECaWlpsLS0xMWLF1WmPH+dg9utW7dizpw5Kv2Ws7e3x5o1awy62KBLYSZzPH/+HFOmTBEXC7SpXbs2Fi5cqPFY0tLS4OHhIT6vNm/erHVq/KioKPTp0wfZ2dlwcXHBnj17tP4fysrKwrx587BlyxZkZ2dr7Vv58uXx7bffwsfHR+cxKN2/fx8fffQRnj59CgB4++23sXnz5jdqDVLGEFWMIQqMISUzhsjdvXsXX375JW7duqWznaurK3799Ve1/3uaBAQEYP78+Xj58qXac5aWlmjbti0++ugjeHp66tyPIckcgOI8WLhwIQBg6tSp+Pjjj1WeDwwMxDfffANAUdEXHBys9T0XLlyI1atXAwC+/vprjB49WmcfX7x4gWHDhiE6OhqAIhFw8+bNqFWrls7XUfHFZA4qCsU1meN1GTx4sPgOYshnd2F4/Pgxli1bhj179iAnJwc+Pj54++23sXDhQowaNQpmZmbYuHEjMjMz4e3tjS+//DJfs2C9qThWUcWxigLHKhyr5Pbnn39izpw54vHevXtRv359na8xNJkDAD7++GOcPHkSZmZm2L59Oxo1aqTyfGEXVqWnp2Ps2LEi0adMmTJYv369Wj+IiIjINL0ZJcGUb0ePHoWfn594bGtri8aNG+Ott96Cubk5kpKScPfuXURFRamsVa7JhQsXMH78eCQlJQFQXFRv2LAhateuDQsLCzx8+BCXLl1Ceno67ty5g8GDB2P79u0GXWjw9/fH8uXLAQANGjSAs7MzLCwscPv2bYSHhwNQfIn+7LPPEBgYqFIFYWtriyFDhgBQrAWYnJwMAOjTp4/GTPYqVaqo/eznn3/Ghg0bxOMKFSqgcePGcHR0RHp6OiIiIhAVFQVJkhAQEICnT5/i999/1zsYTUlJwdixYxEVFYXSpUujWbNmcHJyQnJyMsLCwkQF6+7du1GnTh0xI4EmsbGxGDFiBO7cuSN+Vr58eTRt2hSOjo7IysrCo0ePEB4ejqSkJKSnp2vdl7GONzs7G+PGjRN/IwBwdnZGvXr1UK5cOWRkZCAuLg63b99Wqz7NDw8PDzG4DQsL0zi4vXLlitoAMSwsTOPg9vr16+Kij5ubm9ra9boY47xT2r17t8jcr1OnDho2bAgbGxv8+++/uHz5MiRJQkJCAj799FMcPHhQbwWKLso+BwcHiwSEVq1a4e2339bYXn5sHTt2RJUqVTTOgPHs2TN8+OGHuHfvnvhZzZo14ebmBisrK8TExODatWsAFDcAhw8fjjVr1qBZs2Yq+7GxsUHLli1x4sQJAMCJEye0JnM4OzujZ8+e2LNnDyIjI3H8+HGNFxxycnIwceJElYsT9vb2cHd3h52dHR4/foywsDBkZmYiMTER33zzDRITEzFixAiN7wsokk42bNiANWvWqNx0/Pfff9GrVy9MmDAB/fv3L/YzczCGMIZowhiiUBJjiFJMTAyGDh2qshSKs7MzGjRoADMzM9y6dQtRUVEAgPDwcAwePBibNm1CnTp1dO5XeYOjdOnS+Pjjj1X+H//33384duwYjh07Bi8vL8yfP9+gmZR0GTFiBDZs2ICnT59i/fr1GDFihMrF/LZt28LMzAySJOHevXuIiYnR+pk0fvx4bNmyBcnJyVi3bh2GDh2q8cZAVlYWAgIC4O/vL+IwAMTFxaF///74+OOPMXz48DydT8VdSayo1naDhBXVxj1egBXVcvk575SKoqI6OTkZ27ZtQ3BwMO7cuYPk5GRUqlQJjRs3xkcffaTS58OHD+OLL74AAMyfPx99+vQx6D169+4tbtLu2bNHbzKHi4sLypQpgzp16mDw4MEYOHCgQe/z4MEDdOzYEZIkwdLSEn///TcqVaoEAHBycsKcOXMwZswYLF26FLt37xav++OPPwAovsNMnTrVoJkISxKOVThW0YRjFYWSPFbJLScnR+WcAAxL5siLadOm4eTJk5AkCatWrcKKFStUni+sa3HKmRKXLl2qMjNHSkoKhg8fjqFDh2LcuHGws7MzxmESERFRYZGoROvdu7fk7OwsOTs7S7NmzZJSUlI0tktKSpKCgoKkBQsWaHz+6dOnUqtWrcS+pk+fLsXGxqq1i4uLkz7//HPRrkePHlJWVpZau/v374s2rq6ukouLi9SxY0fp2rVram2DgoIkV1dX0T4wMFDr8bZv3160u3//vtZ2cjt37hSvadq0qbRjxw4pIyNDrV1oaKjUpk0b0fb333/XuL//+7//E20aNmwoOTs7S19//bX04sULlXYpKSnSV199Jdo2btxYSk5O1rjPzMxMafDgwaKtm5ubtGnTJo39TE9Pl44dOyZ99tlnhX68wcHB4vnWrVtLV69e1fiekiRJUVFR0oIFCzT+jQ115coV8X79+vXT2ObXX38VbVq2bCk5OztLffr00djW399ftF2yZIna8/LztH379lr7lZ/zTtleeZ60bNlS+vvvv9XanT9/XmratKlou2zZMoP2r8/QoUPFPgMCArS2kx/buXPntLYbO3asyrm8f/9+tTbXr1+XPvjgA9HOy8tLevnypVq7zZs3q3yG6HLhwgXRduTIkRrb/P777yq/74ULF0rp6ekqbZ4+fSqNHj1atHn33Xc1ns+ZmZnStm3bJE9PT9G/c+fOiXPk4MGDUrt27SRnZ2epU6dOUlBQkJSTk6PzGEwZY4h+jCGMISUthqSnp0u9evUS+2zVqpV05swZtXanTp2SPDw8RDsfHx+N54qS8vfZuHFjjefC+fPnpa5du4r9de3aVXr16pXGfRkauyRJkpYsWSLa7tmzR+35/v37i+fXrl2rc1++vr6i7d69e1Wey8nJkYKCgqROnTpJzs7OUrt27aRDhw6Jvp47d07q3r275OzsLHl6ekrbtm2TMjMzdb7fm2Dbtm2Sm5ubyjmt7d/gwYN17isiIkIlbmn717lzZyk6OlrrfnL/383JyZF+/fVXqX79+lr32aFDB+nevXs692XIP23n66ZNm6RmzZrpfK2Li4vk6+ur9h1HTh5j/u///k968uSJNGjQIJ37/eabb6Ts7Gydv3tJkqSXL19KkydPllxcXPQe5/vvv69zX8Y63ri4OL3HJ/+n6bPMUPLvkZo+jyVJktLS0kRsV/4LCQnR2DY9PV3833B1dZVSU1NVntcVYwp63smfkyRJ2rJli1q/5f/c3d2l69ev5/dXp9G5c+dUvkdo+rdw4ULRfvLkyeJ3lZCQYPD7rF+/XmWfEREROtvn7sO8efMMeh95rJk4caLOtvKxUF7eoyTiWEU/jlU4VnF2LlljFU0OHTqk9vnt6emp9/tN7niqz4cffig5OztL9evXlx4+fKixjTGvxZ05c0bq27eviMXbtm2TPvroI8nZ2VkKDg4W/6+aN28urVq1Su27BBEREZmOvJeV0BsjOTlZTA/p5OSEGTNmaF1/u2zZsujatSumTp2q8fklS5aIrPphw4Zh/vz5GteTdXBwwK+//oqWLVsCUCyDcPjwYZ39zMzMhJ2dHTZt2qQxy7hr164YNmyYeLx//36d+8uLpKQkzJ8/H4Ci8mLdunUYMGAALC0t1dq2bNkSf/zxh1ivfc2aNUhNTdW5/4yMDPTo0QPz5s1TW5+wdOnSmDNnDpycnAAosqaVsxHkFhgYiMuXL4t+rl27FkOGDNHYTysrK3To0EFUfhTm8V66dElsT5o0Sef0ffXq1StwNVHDhg1F1eOtW7dE1YycstKtatWq6NatGwBFhaCyylNTWwB6q9EK2x9//KGx8qJFixb46quvxOMDBw68zm4Z5Ny5czh58qR4vGTJEnTv3l2t3XvvvYf169eLSovHjx+rVUcAQLt27cR2VFSUmBpakyZNmohzIiwsDAkJCSrPJyUlqVREjB49GlOmTFGrlnZ0dMTKlStFhWdWVhYWLVqk0iYmJgbdu3eHn58fUlJS4Ovri8DAQJVzp0uXLggKCsL48ePx6NEjTJ48Gf3798ezZ8+0HoOpYgzRjzGEMUSpJMWQffv24fbt2wAU58GaNWs0Tift6emJ33//XVSXhoeHa33/M2fOYNmyZQAAX19fjedCixYtsH37djRs2BCA4jP5xx9/LPDxyCvdz549q/a8l5eX2D5+/LjOfbVu3VpsHzlyRGw/e/YM/fv3x+TJk/Ho0SOMHz8eQUFB6Ny5s2jj4eGBPXv2wNfXFykpKfDz80P37t0RExOTr+MqDpQV1cqqUVtbW3h6eqJ///4YNGgQunfvDldXV42fMblduHABQ4YMEXHL0tISTZo0gY+PDwYMGID3339ffB4pK6oN/d0qK6pzcnLQoEED9O7dG/369YOrq6too6yozsrKUnmtsrJ1yJAhKpWsffr0ET+X/9NWUT1r1iwxVXyFChXQvn17DBw4EL1794azszMAiArjzz77TOs0/nLKiuorV66gdOnS8PT0xIABA9CtWzcxYwCgqKhds2aNzn3FxsZi4MCBCAoKElPjly9fHu3atcOAAQPg4+MDDw8P2NraAoDeimpjHK+yolo+Nb6zszO6d++OwYMHo2/fvmjTpo3e2V4MJY8DYWFhGttoq6jWxBgV1QU575SUFdUZGRmoU6cOevbsiQEDBqBZs2YwMzMDAFFRrWs5g7w4deoUxo4di9jYWACKGfW6dOmCXr16oXbt2qLd77//jqCgIKSlpYnvQMqZ9wyhrVJbl48++khl1sD169fr/SzJzs5GYGCgeNy/f3+N7e7cuYNJkyZh1qxZKj9ft24dRo4ciRs3buh8n5KGYxX9OFbhWEWpJI1VtL1/bk+fPtW7RHBeKccVOTk5Rt+3XHp6OkaPHo1Ro0bh1q1bGDx4MA4fPoxBgwaJGWbq16+PLVu2YP78+bC2tsaiRYvg7e2NixcvFlq/iIiIKP+YzFGCyb/429vbi4steRUfH4+//voLgOKG57Rp03S2Nzc3x5dffikeK1+ry/jx43VeRJJf8DDmRYyAgAAx6Pnoo4/0riVYt25dMWVrQkICTp06pbO9paWlWGtdE2tra5Wb3tevX9fYbt26dWJ75MiRWped0MfYxys/xwo61bkhLCwsxLIc2dnZaoOQtLQ0sZSHu7u7GLDm5OSoDGQBxYWHq1evAlBcEGjSpEkh9167QYMG6ZzesXfv3uJm2J07dzQO6ovS9u3bxXaHDh1UkjFyq169Oj755BPxeNu2bWrr4VatWlVcqAeg9aIPoPi8Ua49mp2drfZ33rdvH1JSUgAoLr5NmjRJ676srKxUpukNCwvDv//+q9L3nJwc9OnTB4cPH8bIkSM1TtNeunRpfPnllzhw4ADatWsHa2trlZsixQVjiH6MIYwhQMmLIfLP/MGDB+Pdd9/V2la5TIOSpnXqs7OzMWvWLEiShMqVK2u9yQUA5cqVw+LFi2Fubg5AccH3v//+y89hCPLp0ZU3EuTkMe3y5cs6b1bKfxfyxJBKlSrBysoK7dq1w4EDB/Dll19qvOFkYWGBkSNH4vDhw+jTpw8kSUL16tXzekjFhnK5DwAYOnQoTp8+jbVr14qb+YsXL8bu3bsRFhaGpUuXqi3NphQXF4dJkyaJc7tPnz4ICQnBtm3bMG/ePMyePRt//PEHQkJC4O3tDQB49eoVJk+ejOzsbJ19fPr0KZYvX46aNWti586d2LNnD3755RfMmTMHu3fvxtKlS8VNoqioKLWbcPb29vDz84Ofn5/Kja6JEyeKn8v/yW9UA8CuXbvEzWZbW1vMnj0bp06dwm+//YaffvoJv/zyC/bt24c///xTxMFTp05h7dq1en77wKZNmxAVFQUfHx+cOHECa9euxezZs7FkyRIcO3YMPXr0EG1Xrlwpvk/llpWVhcmTJ4up8W1sbODn54ezZ89i1apVmD17NubNm4cNGzYgNDQUK1eu1HpTyZjHe/z4cTE1vqOjI3bs2IF9+/Zh8eLF+PHHHzF37lysWbMGp0+fxv79+/Hxxx+LZJP8cHd3F9vaEjTksUS5LIm2tvKfy/dtiIKed3I//PADKlasiNWrV+PQoUNYuHAhZs+ejS1btmDjxo3idxYXF4c///wzT/3U5Pnz55g+fbpIevHy8kJISAh+/fVXLFiwAEFBQRgzZoxov2LFCpw8eVKcn8r/44YIDg7GgwcPVH62f/9+nclQP/zwAzZv3iyWY8zJydEY2+ROnTqFJ0+eAFCMczw9PVWej42NhZ+fH3r06IHDhw/Dx8dHJB2MGjUKo0aNwsWLF9G/f39MmjRJZRmKkoxjFf04VuFYBSh5Y5Xcrl+/LhI7LS0tVRK19SXw5ZW+cYWxWFtbo0KFCmjSpAkCAgLw448/qiVUAYCZmRn69OmDQ4cOYeTIkcjKytK6rAsREREVLSZzlGAVKlQQWebR0dEqWeV5cfbsWbG+qLe3t9inLo0aNRIZ5YZ8ge3SpYvO599++21RjZSQkGC0L/fy2QTkFyx1UVZhAND7O23WrJneai/5hX9NMxA8fPhQ5Yby0KFDDeqnJsY+3rfeekts79y5U+8FcWPQdaFUXu3m4eGBFi1aiIs6udteu3Yt39Vuxqbv/Le1tUWNGjUAKKoQdc1UURTkv9t+/frpbd+vXz9RLRAXF6dyfivJB9i6kjkAiGofALh//77Kc+fOnRPb3bt31/t3dnNzU0kkkR+btbU19uzZg/nz58PBwUHnfgCgZs2aWLVqFVavXp3vi4tFiTFEP8YQ/RhDCt/rjCFJSUm4efOmeKwr8UJJnsxx48YNtRvCISEhYn3nDh066F2fvVatWqKyLzs7G0ePHjW0+xo5ODiIC8ia1jt3dXUV/w+zsrJ03tioWrWq2E5OTkZ8fDwAxYXUNWvWYNWqVahZs6ZBfZo/fz4CAwMN+swsjlhRrR8rqllRrVSSKqo3b94sPjvt7e2xaNEildlFzM3NMXXqVDFLU3R0NFavXg0AKFWqFDp27GjwexWkUnvChAni733o0CGdCSA7duwQ2/JxEKBIqurUqRO2b98OFxcXbNu2DXPnzhWJ4GXLlsU333yDvXv3olWrVjh06BB69OihNoNgScSxin4cq+jHsUrhK+rrXfJkoR49emDs2LHicXBwsNZk1fyQJ21pGlcY008//YStW7fqTKxXsrW1ha+vL44ePSqSSYmIiMi0qJcMU4lhZWWFjh074sCBA8jKysKIESPQrVs3dO7cGS1atED58uUN2o8ymxsAIiMj1ab91Ofly5dISUkRg93cypUrp3IzVhMzMzOUL19eDEaSk5MLVDmlJJ92d8eOHdizZ4/e1yiragDFMhG6yG8KayO/eKpp0K7MvAeA2rVrqwwo88rYx9ulSxf4+/sjJycHJ06cQI8ePdCvXz+0bdsW9erVK5Qb2LqmMM590bNChQpwdnZGZGSkWtuCVLsZmzHOk6ISGxsrbqAAQNOmTfW+pmLFiqhdu7a4aHPr1i2VCgZAUQmtvDAbFhaG1NRUrTd5lBffAIhqbSXljSIABlejNG3aFFFRUaJvcvKLyYbKz2tMAWOIfowhe/S+hjGk8L3OGBIZGSkuZJcpU0bMjKRLgwYNUKZMGaSkpCA7Oxu3b99WiRXypUsaNGhgUD+aN28uXnf58mWVKu38UJ5rqampyMjIUFmKy8zMDF5eXti1axcA4O+//xY3YXOTxyNANSaVpPhhiKKuqB40aBAARUW1tr+nkiEV1cobBaZQUb19+3ZRYdypUyet7Q2tqFYusXL9+nWNv6uirqjWdrxFVVF96tQpUVEtn9lHU0X1pk2bREW1PAmhuFVUz5kzB1lZWaKiuiDfseRV0h9++KFYnlGuVKlS6Nevn0guVFb7N27c2OBlc3JXar///vv4+++/RR/ky2ZpUr58ebRv3x4HDhxAXFwczp8/r3JTWCkuLk7sV9lvuTp16sDGxgbffPONyvT4udWtWxfr16/HwYMHMX/+fIMSA990HKvox7HKHr2v4Vil8BXl9a5Hjx6pLH04evRo1KtXD9WqVcPDhw+RkpKC4OBg9O7d2yjvJ/8Mf/nypVH2qY22zxxd3uSxBRERUXHHZI4SztfXF+Hh4bh79y4yMzOxd+9e7N27F6VKlcI777yD5s2bo3Xr1mjbtq3KhWu5p0+fiu1Lly7lq+IhMTFR5+DWEPKqrNwXy/MjOTkZycnJ4vHOnTvzvA9NVVRyhhybfJmG3OtsA4p11pUKMtV2YRxv3bp1MW3aNPzyyy+QJAn//vsvFixYgAULFsDOzg5NmjRBixYt8MEHH6BOnTr57rucq6srypYtKyo6ExMTxYUa5eC2WrVqqFatGgDFwDUyMhJRUVF48eKFuJgrHwgX9eDWkPNEfv5rOk+KirJyDlBMq21oln+1atVEMseLFy/Unm/SpAns7Ozw8uVLpKenIzQ0FB06dNC4L3nCRu5KXHn/lOeEIX1T0tS3koQxRDvGEMYQpZIUQ+SfiU5OTgZdxC5VqhTeeustrZ/50dHRYtvQGCKfASM2Ntag12iTlpam9zOhXbt2Ipnj5MmTyMnJ0XjDTR6PSpcubfCNpJJIWVGdnp4uKqq1LaOiS0EqqlNSUoxaUZ2WliYqqo1xEy6/FcbKpZAuXbqkM5njTamo1na8uSuq27dvr5b0a2zu7u5i9p6wsDCVZA5tFdWSJCEsLEwlmaM4VlTfuXNHVFQbkuinybNnz1SWPenatavWtppmCtF1vueWu1K7b9++IulCWamt70ZZt27dxGwkQUFBGpM5AgMDRdz19PRUu6nfunVrhISEGHyDrWvXrmjXrl2RnhOmhGMV7ThW4VhFqSSNVXLbsGGDSERv06aNSCzp3bs3VqxYAUCR2GusZA75cozFcXZWIiIiKjpM5ijhHB0dERAQgDVr1mDnzp1ioJSTk4OoqChERUVhy5YtsLOzw9ixYzFmzBi1i1y61gY3lK4v40X1BdcY2d76plk0xrHJB6QFyaIurOMdPXo0GjZsiBUrVuDcuXOQJAmAIgv9xIkTOHHiBBYsWIBWrVrB19c33xf3lJRVb8qbKRcuXMAHH3ygUu0mr2bw8PDAxo0bIUkSLly4gE6dOqlVuxkym0RhKs6DPPn5qW3mDE3kF7vk+1AyNzdHmzZtxHTlJ06c0JjMER4ernLRN/eNIPmUmYb2T1/fNImMjDSoXXHDGKIdY0jeMYYUjtf5fyC/n/nytrk/V+VVa5qWU9C3v4J+xshvUJcuXVrjzZ73338flpaWyMzMRHx8PK5fv47GjRurtZMv2dGsWTOD/jYhISH563gxx4pq/VhRvUfva1hRXfheZ0V1TEyM2C5TpozO965evTrs7e2RkJAgfubt7W3Q+xirUrtt27awtbVFUlISDh8+DD8/P5Ub15IkiURAABg4cKDG/eT1+1le4u+bjmMV7ThWyTuOVQpHUf4fkCf1yGfy69Onj0jmCA0NxdOnTzUu0ZdX8nFFUSV1b9y4sUjel4iIiAqGyRwEW1tbTJ48GRMnTsTNmzdx8eJFXL58GZcuXRLVkS9fvsSiRYtw9epVLF++XOXLtvxiga+vL0aOHPm6D6FQ5L4Icv78edjZ2RVRb7STD2gNvbGsSWEer7u7O9zd3fHs2TOcP38ely9fxuXLlxERESHWDw4NDcXAgQOxbt26fFVe5n4/ZfVeWFgYPvjgA1y5ckVUsMgHt7mr3jp16oSrV68iPT0dgKI6801dj/51kJ+f+tZml5MnWWi7aOPl5SWSOZSVcrkpp/4GFNPu554GvUyZMuICnaH9M6RvJQljiGaMIYwhQMmLIfn9zJe3zf25qivRQxv553RBf/+3b98W28r1unMrW7YsWrRogbNnzwJQLA2TO5kjPj4eAQEB4rGuinJSYEW1dqyoZkW1UlEnc7zOimr537Bq1ap6bwA2aNAAoaGhABSzyBh6DhqrUtvKygoffPAB9u7di4SEBJw5cwZeXl7i+bCwMPz3338AFEkH7du3N6h/lDccq2jGsQrHKkDJG6vI7dq1SyT5vPvuu2jVqpV4rlatWmjSpAmuXLmC7Oxs7Nu3r8DLNgKqs/RxOSwiIiLKC80LblKJZG5ujkaNGmHMmDFYvnw5zp49i82bN6tUux87dkylqhAAHBwcxHZcXNxr629hK1++vMqFYfnFSFMi//3LZyDIq9dxvA4ODujWrRtmzJiB3bt348yZM/j2229FtVZaWhp++OGHAr+Ppqo3eQWbfIpbe3t7UR2hbGNKF0iLO/mU+GlpaSrLmugir1jQto55mzZtxDT2T548UbnhBgAXLlzAwYMHxeOxY8fq7N+jR4+M1reSiDFEFWMIYwhQ8mKI/DPxyZMnojpRl5ycHJXq+dyfq/LH9+7dM6gfyptjgGpFeH4oEzQA4L333tPaTn6DTlOC4YIFC0SSSeXKldGrV68C9askUFZUf/rppyqfVcqK6i1btuDzzz+Hp6cnfv/9d40Vs6yo1o4V1YqK6g0bNqBVq1Yqx6usqF6wYAG6dOmCkSNHGmWWNWVFNQBRUQ1AZ0U1AFFRDaBEV1TndUY9+TJAhs7Koa9SW0lZqa1Pt27dxLZyyRUl+fv06dNHJTlKn759+yIyMhITJ040+DUlHccqqjhW4VgFKHljFaXs7GyVGSpGjRql1kb+mb93716N+8lrDFQmGAJAw4YN8/RaIiIiKtmYzEFalSpVCs2bN8eKFSvQunVr8fPc0z27ubmJbUPWlS5OisOxNWrUSGzfvXtX5YZIXr3u461YsSJGjBghKpwAIDo6Gvfv3y/QfpVVb4BiSu2EhAQxYK1Zs6baFM/KwfA///yD+Ph4k5q6uLirUqUKKlWqJB7Lp8jWJj4+Hnfv3hWP5Rdi5SpUqKBy/h8/flxsZ2Rk4Pvvvxc3Ejt06KCx2q1BgwZ56lvudtr6RowhQPE4NsYQdYwh+efi4iKmJ09OTjbo5uft27fFDTpzc3PUr19f5Xn557Sh55V89gX565XkNwF1zZKQmpqqMtV+x44dtbZt166d2I6IiEBsbKx4HBYWht27d4vHfn5+WmeSIFXKiuqTJ09ix44dmD59Ojp27KiS5KOsqJ44caJaAlHuiurIyMg8/yvIjBKFRVOFcV6P63VMs12YFdXGOl53d3esX78ep0+fxpIlSzBs2DC4urqKhGHgfxXV+ZnZRdP7KSnjhb6KannbklxRLT8PlL8DXeSf7/Lfqy6GVGoDEJXa+rRu3VpU/x87dkz0++XLlwgODgaguBk4YMAAg/pHxsOxSvE4No5V1HGsUnDBwcEiOcjJyUkl8U6pW7du4vt6ZGSkWvEQoP79JCMjQ+t7Xr58WSSmW1paqiSCExEREenDZA7Sy8zMTOUm6PPnz1Web9OmjagiuXLlisYvuKZCfrHLkCle5Rfmt27dalCF6etWrVo11K1bVzzevHlzvvdVVMfbrFkzlcrZglZJmJubi6o3SZJw8uRJXL9+HYDmC3nKAayyrbIyzsrKSlywK4i8nndvGvnvPDAwUG/7wMBAMR1p5cqV8fbbb2ttK/9skldCL1++HHfu3AGgqOydNWuWxtfLq1YOHDig98LwjRs3VG5OGnphuCRjDFFgDCk8jCGmw9bWVqXKzJDP/F27doltNzc3teUs5J/ToaGhePz4sc793b9/X6XqTf56JUdHR7Gt66bA2rVrxbT+lStXRtu2bbW2rV27NmrXri0enzhxAoCiktzPz0/83MfHx+AKcfofVlSrYkU1K6qBkncTTrkkDaD/HMjJycGhQ4fEY0Nm4DNWpbacpaWl+MxPSkoS45W//vpLjDtatGiBWrVq6d0XFQ6OVRQ4Vik8HKuYnvXr14vtESNGaJwZqXz58iqfDZo+8+3s7FS+n8iTuXP79ddfxXbuxGQiIiIifZjMUYIlJSXpzBqWk184ly9LACgq75VTRUuShOnTpxs8FW5OTo7Byy4Yg3wApetLttLgwYPFRaPw8HD4+/sb/F7x8fF6py82FvmFpj/++AMXL17M136MfbyG/m0TExNVqvXkMznkl3wQu3r1ao3VbkotWrQQ1Xdr164VF9YaN25slGq3vJ53xYl80KstEWLQoEFiOzg4GKdOndK6v4cPH+K3335Tea2uqSvl1QzXrl1DfHw8jh49ilWrVgFQXOhYvHixyo07uZ49e4obh3FxcTrP+YyMDMyePVs89vDw0Jlo8qZjDGEMyY0xhDEEUP3M37x5s86bHjdv3sT27dvF48GDB6u1adOmjZgZISsrC7NmzdJ68T0nJwc//vijOJeqVaumMQFDXuWpXHM8t6ioKKxevVo8njRpkt4p8OU3CY4fPw5JkvD111+L2aZcXFwwc+ZMnfsgw7CiungcGyuq1bGiOv/eeecdsR0fH68zQevixYsqy6AYMlOUsSq1Nb1GSbnUinyJlYEDB+rdB+Udxyocq+TGsQrHKoDiupFyttVy5crpnBlJnsC3f/9+UXSkZG5uDldXV/FY27hi586dOHfuHABFkt8XX3yR3+4LhlyLIyIiojcHkzlKsPDwcHTo0AHLli3DP//8o7FNdnY2goKCsGnTJvEzTRfFJ0+eLG6WRkZGon///jh9+rTW937y5AnWr1+PLl26ICgoqIBHYrh69eqJbXmljjblypWDr6+veOzv74+vv/5aa2WPJEm4dOkSZs6cifbt2yMtLa3gnTaAj4+PyKjPzMzE2LFjsXnzZo1Th2dkZCAkJASff/652nPGPt7Jkyfjk08+waFDh5CamqpxH7GxsZgyZYroa+3atVGzZk3DDlwH+cXNqKgojT9XsrOzE9O662ubH3k974qTcuXKie2bN29qbNOyZUuVz40vvvgCBw8eVGt38+ZNjBo1SlRBOzk5Yfjw4Trfv379+nBycgKguFi2Zs0aTJs2Tdzomz59us6/o62tLT777DPx+Pfff8fSpUvVLvw9e/YMn332mVij3MLCAlOmTNHZtzcdYwhjSG6MIYwhgCJJTvn7UJ5PyouXcmfPnsXHH38sKvhcXV3RvXt3tXalSpXC1KlTxeOQkBBMnz4dr169UmmXmJiIKVOmqCQMTps2TSz7ItejRw+xfeTIEezfv1/l+evXr2PMmDHinHz//ffRt29fvccuT+Y4d+4cFi1aJJZpsbe3x/Lly2FjY6N3P2Q4VlQrsKK68LCi2nQ4ODigWrVq4nHu5C05+axPAAz6v2+sSu3cWrZsKRIE/v77b5w7d04kl9jZ2aFTp05690F5x7EKxyq5cazCsQoArFu3TmwPHDgQtra2Wtu2bdtWJN88ffpUZfY/pZ49e4ptf39/teTBwMBAlWTuTz/91ChFQYZciyMiIqI3h+7yMnrjKSvR/f394ejoiPr168PR0RHm5uZ49uwZwsPDVSpamjdvrvFCe5UqVbBixQqMGzcOL168wJ07dzBmzBhUqVIFbm5uqFixIjIzM/HixQtER0cXaJrdgujcubOoAN2yZQvCw8Px7rvvqqxz+OGHH6oMrvr27Yv79++Lqqw9e/Zg3759qF+/Pt5++22UKVMGKSkpiI2NRUREhNrNhdfBwsICS5cuxYgRI3D37l2kpqZi1qxZWLp0KZo2bQpHR0dkZ2fj4cOHCA8PR1JSksoXfzljHq8kSThx4gROnDgBS0tL1KtXD7Vr10a5cuWQnJyMR48e4erVqyK73dzcHN99951Rfieurq6wtbVVqZqpXbs2qlSporG9h4cHbt26pfIzYw1u83PeFRd16tQRA8fly5cjOjoaVatWxbRp01TazZ07Fx9++CHu3buHlJQUTJ48GUuXLoWbmxssLS0RExODa9euiQvzZcqUwaJFi1SmU9ambdu24ve7du1a8fN+/fph5MiRel8/ZswYXLp0CcePHwcArFy5Elu3boWHhwfs7Ozw+PFjhIWFqSR4TJs2TaXatKRiDGEMyY0x5H9KagyxsrLC4sWLMXToUFE5PWLECNSvXx8NGjQAAERERKjcWKtUqRIWLVoES0tLjfvs2rUrLl++jA0bNgBQTE9/9OhReHh4wNHREc+ePcO5c+eQkpIiXjN8+HB07dpV4/7q1auHvn37Yvfu3ZAkCVOmTMG6detQt25dPHr0CJcvXxbnVe3atbF06VJR0ahLs2bNULZsWSQnJyM1NVXM7GFpaYmlS5eiRo0aBvwGCVBUVFtZWalMXa2NIRXVyr/19OnTsWXLFp0X7pVycnKQkJCgts/CkruyVb5sjyaDBw/G77//jsTERFFhPHHiRIPeKz4+HnZ2dhqTnYxt1KhRmDFjBgBFRbWXlxeaN2+e5/0Y+3jj4+MN+tsWVkW1snrX0IrqnJyc11JRre+8K2pdu3bFmjVrACiSsOWz7Cndv39f7Qb69evXkZmZqTXO5LVSW7mk0/79+zFt2jSdMcLc3BydOnXCtm3bkJqaim+++UY816tXL6P8HUkzjlU4VsmNY5X/KYljlYcPHyI4OBiA4vv5iBEjdLa3sLBA9+7dxRhk7969KjPCAUD//v2xadMm/Pvvv4iPj0e/fv3QokULVKxYEZGRkYiOjhZtu3btqlJMVBCGXosjIiKiNwOTOUowGxsbWFhYiAqcuLg4nVOVdu7cGXPmzNF6ocLNzQ0BAQH47rvvRLZybGys+KKsiYODw2tdH7Z169bo0aOHqMC8du2aqG5SateundogY9KkSahXrx7mzp2Lp0+fIjs7G+Hh4QgPD9f6Xsqb1K/LW2+9he3bt2PGjBnid56YmCjWbM8t90UvOWMdr3IKYUBRQXHr1i21AaRSpUqVMGvWLJ3r0eeFsupNuS4xoPkCqZK7uzv++OMP8djKygqNGzc2Sl/ye94VBx07dsS+ffsAKKr5goKCUK1aNbUBpIODA7Zu3YopU6aICu27d++KqeflatWqhYULF6pMp61Lu3btVKbpBxS/81mzZhn0+lKlSsHf3x9z587F1q1bkZ2djYSEBHGRVq5cuXL49ttvDarQftMxhjCGaMMYwhhSt25dbNmyBV999ZX4m92+fVtjZbSrqyuWLl2qt//fffcdHB0d4e/vj/T0dKSkpIgkPDlra2t8/vnn+OSTT3Tuz8/PD0+ePMHZs2cBQOM52q5dO8ybNw92dnY696VkZWWF1q1bi9k4lH766Se0atXKoH2QQnh4OKZMmYJBgwaha9euKssrKGVnZ+Pw4cMGVVSfOnUKcXFxoqJ6xowZ8PT01PjeT548waFDh7BlyxYMHz4cQ4cONd6B6VCvXj2xfMihQ4d0fuYA/6swVlYZ+/v748GDB5g0aRKqVq2q1l6SJFy+fBn79u1DYGAgzp49q/I5W1h8fHwQEBCAK1euiIrqadOmYeDAgWqf+xkZGTh9+jQCAgKwfPlyleeMfbyTJ09G6dKl4ePjAy8vL5WbTkqxsbGYMWOGSVRU37p1q9AqqvNy3hW1IUOGYPPmzUhNTcWDBw8wceJELF68WHxOJyQk4KuvvhJ/sxo1auD+/ft4+fIlVq1ahQkTJmjcb34qtZ8/fy4qtXPf3MutW7du2LZtGwDVBDQusVJ4OFbhWEUbjlVK7lhlw4YNYrmcbt26aU1+kevTp49I5ggODkZKSorK+WVtbY3ffvsNI0eOxKNHj5CZmSnGF0pmZmYYN24cJk2apHMZ4bww9FocERERvRmYzFGCNWrUCGfPnsXZs2dx6dIlRERE4N69e0hISEBOTg5sbW1Ro0YNNG7cGL169TLoxmq1atWwfv16XLlyBYcOHcKFCxfw5MkTJCYmwtzcHPb29qhVqxYaNmwIT09PuLu7611/3NgWLlyIdu3a4cCBA4iIiMCLFy8MWl+wW7du6NixIw4cOIDTp0/jxo0biI+PR0pKCkqXLo0qVaqgbt26aNasGby8vFCnTp3XcDSq7O3t4e/vj+vXr2P//v04f/68+P1bW1vjrbfeQoMGDdCmTRt07txZ576McbwrV67ErVu3EBoaiuvXryMmJgZPnjxBamoqrKysULFiRTg7O8PLyws9e/Y0qEoyLzw8PAwe3LZo0QLm5uZiYGesajel/J53pq5Lly746quvsG3bNjx58kRtDVE5BwcH/Pnnnzh58iQOHjyIS5cuIS4uDllZWahUqRIaNGiAjh07olevXnm6MNSqVStYW1uL32fTpk3h7++fp88WCwsLfP/99xg8eDACAgIQGhqKJ0+eIDk5GXZ2dqhduza8vLwwYMAAVKhQweD9vskYQxhDdGEMYQypU6cOAgICcOjQIRw5cgTXr18Xa4tXrFgRjRo1QufOndG5c2eDL2qOGzcOPXv2xI4dO3D69Gncv38fr169Qrly5VCjRg14enpiwIABGm/s5la6dGmsXbsWgYGB2LNnDyIjI5GWloYqVarA1dUV/fv3R+vWrfN8wdXLy0slmcPX1xc+Pj552gcpsKKaFdW5saL6f0piRTUAVK1aFZMnT8bcuXMBAKdPn0aHDh3QunVrWFlZ4ezZs2K5JeXMSj4+PpAkCcuWLUNERASqVKmCTz75RPy+C6NSO7cWLVrA0dFRJZmgUaNGcHZ2zt8vgvTiWIVjFV04Vil5Y5WkpCSVJbhGjx5t0OtcXV3h7OyMqKgopKSk4MiRI+jTp49Km1q1amHfvn1Yv349jhw5gvv378PMzAxVq1ZFy5YtMXDgQKN/3uflWhwREREVf2aSKS6uS0RERERERCXStWvX8NFHH4mKan2UFdW6bpQ8fPhQpaJaHwcHB8ybNw9t2rRR+fmDBw/wwQcfAFDc2AsJCdG7rw4dOuDhw4cAgGPHjqF69eoa202ZMkVUtmqyYcMGjTdrgoKCRIWxIdzc3LB582a1ZWyWLVsGf39/AMCECRP0LmMSFhaG4cOHA1AkF2zcuFFr24SEBJWKal2qVKkiliHRxBjHO378eI2z+2iirKju2LGjQe0NMW7cOJWbcIMGDdI6q1xISAg+/fRT8djKygoXL17UeSMuL+dpXs87FxcXsR0ZGan1dUrDhg3D+fPnNe4rv5YvX44VK1Zo/Yywt7fHhg0b4OLigp9//lkkXijt2bNHLP01d+5crF+/HgDQu3dv/PLLL3rfPzw8XMzUV6ZMGZw5c0bnTAAAMHv2bJX/I7Nnz9a5nAsRERERERERwJk5iIiIiIiIyISwopoV1bqworrkVVTn9vnnn8Pb2xvbt29HaGgoYmNjkZKSgnLlyuHdd9/F119/LZJOvvvuO9SuXRsbNmzAvXv3VKqXC7NSO7cuXbqIZI4yZcqgW7dueTxqIiIiIiIiKok4MwcREREREREREVEhyc+sPkRERERERESliroDRERERERERERERERERERERPQ/TOYgIiIiIiIiIiIiIiIiIiIiMiFM5iAiIiIiIiIiIiIiIiIiIiIyIUzmICIiIiIiIiIiIiIiIiIiIjIhTOYgIiIiIiIiIiIiIiIiIiIiMiFM5iAiIiIiIiIiIiIiIiIiIiIyIWaSJElF3QkiIiIiIiIiIiIiIiIiIiIiUuDMHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCaEyRxEREREREREREREREREREREJoTJHEREREREREREREREREREREQmhMkcRERERERERERERERERERERCbk/wEkBfewfDRsTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2175x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"seaborn-white\")\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "plt.rcParams['font.sans-serif'] = \"Arial\"\n",
    "plt.rcParams['font.size'] = 8\n",
    "\n",
    "fig, axs = plt.subplots(1, 4, figsize=[7.25,3], tight_layout=True)\n",
    "\n",
    "# manually define category-color pairs\n",
    "cat_colors_dict = {'general term': 'gray',\n",
    " 'pain-word': 'black',\n",
    " 'pathological state': 'red',\n",
    " 'body and its parts': 'darkorange',\n",
    " 'perception and emotion' : 'blue',\n",
    " 'dietetic term': 'green',\n",
    " 'quality': 'purple'}\n",
    "terms_by_col_dict = {}\n",
    "for key in terms_by_cat_dict.keys():\n",
    "    #print(key)\n",
    "    terms_by_col_dict[key] = cat_colors_dict[terms_by_cat_dict[key]]\n",
    "\n",
    "for word, ax in zip(key_words, axs):\n",
    "    xcol = wordlists_freqs_df[word + \" TFs\"]\n",
    "    ycol = wordlists_freqs_df[word + \" words\"]\n",
    "    actual_colors = [terms_by_col_dict[word] for word in ycol]\n",
    "    sns.barplot(x=xcol, y=ycol, palette=actual_colors, ax=ax)\n",
    "    ax.set(ylabel=\"\", xlabel=\"TF of terms within\\nsentences with \" + word)\n",
    "    ax.set_yticklabels(wordlists_freqs_df[word + \" words\"], fontsize=8)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.08) # top=1, bottom=0, left=0, right=1, hspace=0.08, wspace=1.2)\n",
    "\n",
    "#plt.title(\"Most frequent terms in sentences containing pain-words                       \", loc=\"right\")\n",
    "\n",
    "markers = [plt.Line2D([0,0],[0,0],color=color, marker=\"s\", linestyle=\"\") for color in cat_colors_dict.values()]\n",
    "plt.legend(markers, cat_colors_dict.keys(), numpoints=1,  fontsize=8, title=\"Term categories\", bbox_to_anchor=(1, 1), loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"../figures/terms_in_sentences.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TFIDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def term_idf(term):\n",
    "    idf_raw =  len(all_sents) / len([sent for sent in all_sents if term in sent])\n",
    "    idf_log = math.log(idf_raw)\n",
    "    return idf_log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "pain_words_sents = {}\n",
    "for col in [col for col in c_hippocraticum.columns if \"*_sents\" in col]:\n",
    "    pain_words_sents[col.partition(\"_\")[0] + \"_all_sents\"] = {}\n",
    "    list_of_lists = c_hippocraticum[col].tolist()\n",
    "    words = [word for doc in list_of_lists for word in doc if word != col.partition(\"_\")[0]]\n",
    "    word_counts = nltk.FreqDist(words).most_common()\n",
    "    FD = [(tup[0] , np.round(tup[1]  / len(words), 5)) for tup in word_counts]\n",
    "    TFIDF = [(tup[0], np.round(tup[1] * term_idf(tup[0]), 5)) for tup in FD]\n",
    "    TFIDF = sorted(TFIDF, key=lambda tup: tup[1], reverse=True)    \n",
    "    pain_words_sents[col.partition(\"_\")[0] + \"_all_sents\"] = {\"words\" : words, \"word_counts\" : word_counts, \"FD\" : FD, \"TFIDF\": TFIDF}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['πόνο*_all_sents', 'ὀδύν*_all_sents', 'ἄλγ*_all_sents', 'λύπ*_all_sents'])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pain_words_sents.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('εἰμί', 0.04023),\n",
       " ('γίγνομαι', 0.02299),\n",
       " ('ἄνθρωπος', 0.01724),\n",
       " ('σῶμα', 0.01724),\n",
       " ('αὐτός', 0.01724),\n",
       " ('οὗτος', 0.0158),\n",
       " ('πολύς', 0.0158),\n",
       " ('κοιλία', 0.01006),\n",
       " ('οὐδείς', 0.00862),\n",
       " ('ἡμέρα', 0.00862),\n",
       " ('ἄλλος', 0.00862),\n",
       " ('ἔχω', 0.00862),\n",
       " ('ὀλίγος', 0.00862),\n",
       " ('χρόνος', 0.00718),\n",
       " ('συμβαίνω', 0.00718),\n",
       " ('πόνο*', 0.00718),\n",
       " ('ἐσθίω', 0.00718),\n",
       " ('ψυχρός', 0.00575),\n",
       " ('πυρετός', 0.00575),\n",
       " ('ποιέω', 0.00575),\n",
       " ('πρῶτος', 0.00431),\n",
       " ('πάρειμι', 0.00431),\n",
       " ('τρίτος', 0.00431),\n",
       " ('ἰσχυρός', 0.00431),\n",
       " ('χρή', 0.00431),\n",
       " ('τοιοῦτος', 0.00431),\n",
       " ('κεφαλή', 0.00431),\n",
       " ('λαμβάνω', 0.00431),\n",
       " ('ὀστέον', 0.00431),\n",
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       " ('ἐθέλω', 0.00144)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pain_words_sents[\"λύπ*_all_sents\"][\"FD\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfidf_lists = []\n",
    "for key in pain_words_sents.keys():\n",
    "    tfidf_lists.append(pain_words_sents[key][\"TFIDF\"][:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>πόνο*_all_sents</th>\n",
       "      <th>ὀδύν*_all_sents</th>\n",
       "      <th>ἄλγ*_all_sents</th>\n",
       "      <th>λύπ*_all_sents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(σῶμα, 0.0509)</td>\n",
       "      <td>(ἔχω, 0.06531)</td>\n",
       "      <td>(κεφαλή, 0.0629)</td>\n",
       "      <td>(εἰμί, 0.0804)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(γίγνομαι, 0.04894)</td>\n",
       "      <td>(πυρετός, 0.05324)</td>\n",
       "      <td>(πυρετός, 0.06213)</td>\n",
       "      <td>(ἄνθρωπος, 0.06375)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(πολύς, 0.04855)</td>\n",
       "      <td>(γίγνομαι, 0.0528)</td>\n",
       "      <td>(ὀσφῦς, 0.05419)</td>\n",
       "      <td>(αὐτός, 0.05494)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(εἰμί, 0.03569)</td>\n",
       "      <td>(γαστήρ, 0.04895)</td>\n",
       "      <td>(ὀδύν*, 0.05028)</td>\n",
       "      <td>(σῶμα, 0.05242)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(ἄλλος, 0.03276)</td>\n",
       "      <td>(κεφαλή, 0.0436)</td>\n",
       "      <td>(ἔχω, 0.04635)</td>\n",
       "      <td>(γίγνομαι, 0.04959)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(πυρετός, 0.03228)</td>\n",
       "      <td>(ἴσχω, 0.04171)</td>\n",
       "      <td>(γαστήρ, 0.0451)</td>\n",
       "      <td>(συμβαίνω, 0.04236)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(ἔχω, 0.03166)</td>\n",
       "      <td>(ἰξύς, 0.03739)</td>\n",
       "      <td>(κοιλία, 0.04028)</td>\n",
       "      <td>(πολύς, 0.03877)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(κοιλία, 0.03114)</td>\n",
       "      <td>(παρέχω, 0.03574)</td>\n",
       "      <td>(γίγνομαι, 0.03874)</td>\n",
       "      <td>(οὐδείς, 0.03875)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(πᾶς, 0.02696)</td>\n",
       "      <td>(πολύς, 0.0357)</td>\n",
       "      <td>(εἰμί, 0.03707)</td>\n",
       "      <td>(οὗτος, 0.037)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(χρόνος, 0.02619)</td>\n",
       "      <td>(κενεών, 0.03375)</td>\n",
       "      <td>(ἴσχω, 0.02834)</td>\n",
       "      <td>(ἐσθίω, 0.03409)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>(οὗτος, 0.026)</td>\n",
       "      <td>(εἰμί, 0.03327)</td>\n",
       "      <td>(ἰξύς, 0.02687)</td>\n",
       "      <td>(κοιλία, 0.03357)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>(παρέχω, 0.02514)</td>\n",
       "      <td>(νειαίρην, 0.03197)</td>\n",
       "      <td>(οὗτος, 0.02621)</td>\n",
       "      <td>(ὀλίγος, 0.03144)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>(σιτίον, 0.0245)</td>\n",
       "      <td>(ὀξύς, 0.03053)</td>\n",
       "      <td>(σῶμα, 0.02329)</td>\n",
       "      <td>(προσήκω, 0.02968)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>(σάρξ, 0.02264)</td>\n",
       "      <td>(ἄλγ*, 0.02704)</td>\n",
       "      <td>(μήτρα, 0.0231)</td>\n",
       "      <td>(ἡμέρα, 0.02912)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>(ἰσχυρός, 0.02247)</td>\n",
       "      <td>(στῆθος, 0.02689)</td>\n",
       "      <td>(τράχηλος, 0.0225)</td>\n",
       "      <td>(ἀειδής, 0.02701)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>(σῖτος, 0.01944)</td>\n",
       "      <td>(λαμβάνω, 0.02669)</td>\n",
       "      <td>(χολή, 0.02206)</td>\n",
       "      <td>(πόνο*, 0.02636)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>(αἷμα, 0.01925)</td>\n",
       "      <td>(αἷμα, 0.02613)</td>\n",
       "      <td>(αἷμα, 0.0209)</td>\n",
       "      <td>(ἐξέρχομαι, 0.02628)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>(ἄνθρωπος, 0.01904)</td>\n",
       "      <td>(παύω, 0.02604)</td>\n",
       "      <td>(πλευροῦ, 0.02087)</td>\n",
       "      <td>(χρόνος, 0.02597)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>(ἡμέρα, 0.01848)</td>\n",
       "      <td>(ῥῖγος, 0.02554)</td>\n",
       "      <td>(στῆθος, 0.02083)</td>\n",
       "      <td>(μεμιγμένα, 0.02585)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>(ὀσφῦς, 0.0183)</td>\n",
       "      <td>(βήξ, 0.02484)</td>\n",
       "      <td>(λαμβάνω, 0.0208)</td>\n",
       "      <td>(ἐπίνοσον, 0.02585)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        πόνο*_all_sents      ὀδύν*_all_sents       ἄλγ*_all_sents  \\\n",
       "0        (σῶμα, 0.0509)       (ἔχω, 0.06531)     (κεφαλή, 0.0629)   \n",
       "1   (γίγνομαι, 0.04894)   (πυρετός, 0.05324)   (πυρετός, 0.06213)   \n",
       "2      (πολύς, 0.04855)   (γίγνομαι, 0.0528)     (ὀσφῦς, 0.05419)   \n",
       "3       (εἰμί, 0.03569)    (γαστήρ, 0.04895)     (ὀδύν*, 0.05028)   \n",
       "4      (ἄλλος, 0.03276)     (κεφαλή, 0.0436)       (ἔχω, 0.04635)   \n",
       "5    (πυρετός, 0.03228)      (ἴσχω, 0.04171)     (γαστήρ, 0.0451)   \n",
       "6        (ἔχω, 0.03166)      (ἰξύς, 0.03739)    (κοιλία, 0.04028)   \n",
       "7     (κοιλία, 0.03114)    (παρέχω, 0.03574)  (γίγνομαι, 0.03874)   \n",
       "8        (πᾶς, 0.02696)      (πολύς, 0.0357)      (εἰμί, 0.03707)   \n",
       "9     (χρόνος, 0.02619)    (κενεών, 0.03375)      (ἴσχω, 0.02834)   \n",
       "10       (οὗτος, 0.026)      (εἰμί, 0.03327)      (ἰξύς, 0.02687)   \n",
       "11    (παρέχω, 0.02514)  (νειαίρην, 0.03197)     (οὗτος, 0.02621)   \n",
       "12     (σιτίον, 0.0245)      (ὀξύς, 0.03053)      (σῶμα, 0.02329)   \n",
       "13      (σάρξ, 0.02264)      (ἄλγ*, 0.02704)      (μήτρα, 0.0231)   \n",
       "14   (ἰσχυρός, 0.02247)    (στῆθος, 0.02689)   (τράχηλος, 0.0225)   \n",
       "15     (σῖτος, 0.01944)   (λαμβάνω, 0.02669)      (χολή, 0.02206)   \n",
       "16      (αἷμα, 0.01925)      (αἷμα, 0.02613)       (αἷμα, 0.0209)   \n",
       "17  (ἄνθρωπος, 0.01904)      (παύω, 0.02604)   (πλευροῦ, 0.02087)   \n",
       "18     (ἡμέρα, 0.01848)     (ῥῖγος, 0.02554)    (στῆθος, 0.02083)   \n",
       "19      (ὀσφῦς, 0.0183)       (βήξ, 0.02484)    (λαμβάνω, 0.0208)   \n",
       "\n",
       "          λύπ*_all_sents  \n",
       "0         (εἰμί, 0.0804)  \n",
       "1    (ἄνθρωπος, 0.06375)  \n",
       "2       (αὐτός, 0.05494)  \n",
       "3        (σῶμα, 0.05242)  \n",
       "4    (γίγνομαι, 0.04959)  \n",
       "5    (συμβαίνω, 0.04236)  \n",
       "6       (πολύς, 0.03877)  \n",
       "7      (οὐδείς, 0.03875)  \n",
       "8         (οὗτος, 0.037)  \n",
       "9       (ἐσθίω, 0.03409)  \n",
       "10     (κοιλία, 0.03357)  \n",
       "11     (ὀλίγος, 0.03144)  \n",
       "12    (προσήκω, 0.02968)  \n",
       "13      (ἡμέρα, 0.02912)  \n",
       "14     (ἀειδής, 0.02701)  \n",
       "15      (πόνο*, 0.02636)  \n",
       "16  (ἐξέρχομαι, 0.02628)  \n",
       "17     (χρόνος, 0.02597)  \n",
       "18  (μεμιγμένα, 0.02585)  \n",
       "19   (ἐπίνοσον, 0.02585)  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfidf_20_df = pd.DataFrame(tfidf_lists).T#  \n",
    "tfidf_20_df.columns=pain_words_sents.keys()\n",
    "tfidf_20_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_columns = []\n",
    "tfidf_20_split = []\n",
    "for column in tfidf_20_df.columns:\n",
    "    tfidf_20_split.append([tup[0] for tup in tfidf_20_df[column].tolist()])\n",
    "    tfidf_20_split.append([tup[1] for tup in tfidf_20_df[column].tolist()])\n",
    "    df_columns.extend([column.partition(\"_\")[0] + \"_words\", column.partition(\"_\")[0] + \"_TFIDFs\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>πόνο*_words</th>\n",
       "      <th>πόνο*_TFIDFs</th>\n",
       "      <th>ὀδύν*_words</th>\n",
       "      <th>ὀδύν*_TFIDFs</th>\n",
       "      <th>ἄλγ*_words</th>\n",
       "      <th>ἄλγ*_TFIDFs</th>\n",
       "      <th>λύπ*_words</th>\n",
       "      <th>λύπ*_TFIDFs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>σῶμα</td>\n",
       "      <td>0.0509</td>\n",
       "      <td>ἔχω</td>\n",
       "      <td>0.06531</td>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.0804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.04894</td>\n",
       "      <td>πυρετός</td>\n",
       "      <td>0.05324</td>\n",
       "      <td>πυρετός</td>\n",
       "      <td>0.06213</td>\n",
       "      <td>ἄνθρωπος</td>\n",
       "      <td>0.06375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>πολύς</td>\n",
       "      <td>0.04855</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.0528</td>\n",
       "      <td>ὀσφῦς</td>\n",
       "      <td>0.05419</td>\n",
       "      <td>αὐτός</td>\n",
       "      <td>0.05494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.03569</td>\n",
       "      <td>γαστήρ</td>\n",
       "      <td>0.04895</td>\n",
       "      <td>ὀδύν*</td>\n",
       "      <td>0.05028</td>\n",
       "      <td>σῶμα</td>\n",
       "      <td>0.05242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ἄλλος</td>\n",
       "      <td>0.03276</td>\n",
       "      <td>κεφαλή</td>\n",
       "      <td>0.0436</td>\n",
       "      <td>ἔχω</td>\n",
       "      <td>0.04635</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.04959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>πυρετός</td>\n",
       "      <td>0.03228</td>\n",
       "      <td>ἴσχω</td>\n",
       "      <td>0.04171</td>\n",
       "      <td>γαστήρ</td>\n",
       "      <td>0.0451</td>\n",
       "      <td>συμβαίνω</td>\n",
       "      <td>0.04236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ἔχω</td>\n",
       "      <td>0.03166</td>\n",
       "      <td>ἰξύς</td>\n",
       "      <td>0.03739</td>\n",
       "      <td>κοιλία</td>\n",
       "      <td>0.04028</td>\n",
       "      <td>πολύς</td>\n",
       "      <td>0.03877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>κοιλία</td>\n",
       "      <td>0.03114</td>\n",
       "      <td>παρέχω</td>\n",
       "      <td>0.03574</td>\n",
       "      <td>γίγνομαι</td>\n",
       "      <td>0.03874</td>\n",
       "      <td>οὐδείς</td>\n",
       "      <td>0.03875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>πᾶς</td>\n",
       "      <td>0.02696</td>\n",
       "      <td>πολύς</td>\n",
       "      <td>0.0357</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.03707</td>\n",
       "      <td>οὗτος</td>\n",
       "      <td>0.037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>χρόνος</td>\n",
       "      <td>0.02619</td>\n",
       "      <td>κενεών</td>\n",
       "      <td>0.03375</td>\n",
       "      <td>ἴσχω</td>\n",
       "      <td>0.02834</td>\n",
       "      <td>ἐσθίω</td>\n",
       "      <td>0.03409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>οὗτος</td>\n",
       "      <td>0.026</td>\n",
       "      <td>εἰμί</td>\n",
       "      <td>0.03327</td>\n",
       "      <td>ἰξύς</td>\n",
       "      <td>0.02687</td>\n",
       "      <td>κοιλία</td>\n",
       "      <td>0.03357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>παρέχω</td>\n",
       "      <td>0.02514</td>\n",
       "      <td>νειαίρην</td>\n",
       "      <td>0.03197</td>\n",
       "      <td>οὗτος</td>\n",
       "      <td>0.02621</td>\n",
       "      <td>ὀλίγος</td>\n",
       "      <td>0.03144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>σιτίον</td>\n",
       "      <td>0.0245</td>\n",
       "      <td>ὀξύς</td>\n",
       "      <td>0.03053</td>\n",
       "      <td>σῶμα</td>\n",
       "      <td>0.02329</td>\n",
       "      <td>προσήκω</td>\n",
       "      <td>0.02968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>σάρξ</td>\n",
       "      <td>0.02264</td>\n",
       "      <td>ἄλγ*</td>\n",
       "      <td>0.02704</td>\n",
       "      <td>μήτρα</td>\n",
       "      <td>0.0231</td>\n",
       "      <td>ἡμέρα</td>\n",
       "      <td>0.02912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ἰσχυρός</td>\n",
       "      <td>0.02247</td>\n",
       "      <td>στῆθος</td>\n",
       "      <td>0.02689</td>\n",
       "      <td>τράχηλος</td>\n",
       "      <td>0.0225</td>\n",
       "      <td>ἀειδής</td>\n",
       "      <td>0.02701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>σῖτος</td>\n",
       "      <td>0.01944</td>\n",
       "      <td>λαμβάνω</td>\n",
       "      <td>0.02669</td>\n",
       "      <td>χολή</td>\n",
       "      <td>0.02206</td>\n",
       "      <td>πόνο*</td>\n",
       "      <td>0.02636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>αἷμα</td>\n",
       "      <td>0.01925</td>\n",
       "      <td>αἷμα</td>\n",
       "      <td>0.02613</td>\n",
       "      <td>αἷμα</td>\n",
       "      <td>0.0209</td>\n",
       "      <td>ἐξέρχομαι</td>\n",
       "      <td>0.02628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ἄνθρωπος</td>\n",
       "      <td>0.01904</td>\n",
       "      <td>παύω</td>\n",
       "      <td>0.02604</td>\n",
       "      <td>πλευροῦ</td>\n",
       "      <td>0.02087</td>\n",
       "      <td>χρόνος</td>\n",
       "      <td>0.02597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ἡμέρα</td>\n",
       "      <td>0.01848</td>\n",
       "      <td>ῥῖγος</td>\n",
       "      <td>0.02554</td>\n",
       "      <td>στῆθος</td>\n",
       "      <td>0.02083</td>\n",
       "      <td>μεμιγμένα</td>\n",
       "      <td>0.02585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ὀσφῦς</td>\n",
       "      <td>0.0183</td>\n",
       "      <td>βήξ</td>\n",
       "      <td>0.02484</td>\n",
       "      <td>λαμβάνω</td>\n",
       "      <td>0.0208</td>\n",
       "      <td>ἐπίνοσον</td>\n",
       "      <td>0.02585</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   πόνο*_words πόνο*_TFIDFs ὀδύν*_words ὀδύν*_TFIDFs ἄλγ*_words ἄλγ*_TFIDFs  \\\n",
       "0         σῶμα       0.0509         ἔχω      0.06531     κεφαλή      0.0629   \n",
       "1     γίγνομαι      0.04894     πυρετός      0.05324    πυρετός     0.06213   \n",
       "2        πολύς      0.04855    γίγνομαι       0.0528      ὀσφῦς     0.05419   \n",
       "3         εἰμί      0.03569      γαστήρ      0.04895      ὀδύν*     0.05028   \n",
       "4        ἄλλος      0.03276      κεφαλή       0.0436        ἔχω     0.04635   \n",
       "5      πυρετός      0.03228        ἴσχω      0.04171     γαστήρ      0.0451   \n",
       "6          ἔχω      0.03166        ἰξύς      0.03739     κοιλία     0.04028   \n",
       "7       κοιλία      0.03114      παρέχω      0.03574   γίγνομαι     0.03874   \n",
       "8          πᾶς      0.02696       πολύς       0.0357       εἰμί     0.03707   \n",
       "9       χρόνος      0.02619      κενεών      0.03375       ἴσχω     0.02834   \n",
       "10       οὗτος        0.026        εἰμί      0.03327       ἰξύς     0.02687   \n",
       "11      παρέχω      0.02514    νειαίρην      0.03197      οὗτος     0.02621   \n",
       "12      σιτίον       0.0245        ὀξύς      0.03053       σῶμα     0.02329   \n",
       "13        σάρξ      0.02264        ἄλγ*      0.02704      μήτρα      0.0231   \n",
       "14     ἰσχυρός      0.02247      στῆθος      0.02689   τράχηλος      0.0225   \n",
       "15       σῖτος      0.01944     λαμβάνω      0.02669       χολή     0.02206   \n",
       "16        αἷμα      0.01925        αἷμα      0.02613       αἷμα      0.0209   \n",
       "17    ἄνθρωπος      0.01904        παύω      0.02604    πλευροῦ     0.02087   \n",
       "18       ἡμέρα      0.01848       ῥῖγος      0.02554     στῆθος     0.02083   \n",
       "19       ὀσφῦς       0.0183         βήξ      0.02484    λαμβάνω      0.0208   \n",
       "\n",
       "   λύπ*_words λύπ*_TFIDFs  \n",
       "0        εἰμί      0.0804  \n",
       "1    ἄνθρωπος     0.06375  \n",
       "2       αὐτός     0.05494  \n",
       "3        σῶμα     0.05242  \n",
       "4    γίγνομαι     0.04959  \n",
       "5    συμβαίνω     0.04236  \n",
       "6       πολύς     0.03877  \n",
       "7      οὐδείς     0.03875  \n",
       "8       οὗτος       0.037  \n",
       "9       ἐσθίω     0.03409  \n",
       "10     κοιλία     0.03357  \n",
       "11     ὀλίγος     0.03144  \n",
       "12    προσήκω     0.02968  \n",
       "13      ἡμέρα     0.02912  \n",
       "14     ἀειδής     0.02701  \n",
       "15      πόνο*     0.02636  \n",
       "16  ἐξέρχομαι     0.02628  \n",
       "17     χρόνος     0.02597  \n",
       "18  μεμιγμένα     0.02585  \n",
       "19   ἐπίνοσον     0.02585  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfidf_20_split_df = pd.DataFrame(tfidf_20_split).T\n",
    "tfidf_20_split_df.columns = df_columns\n",
    "tfidf_20_split_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words = []\n",
    "for key_word in key_words:\n",
    "    words.extend(tfidf_20_split_df[key_word + \"_words\"].tolist())\n",
    "tfidf_unique_words = list(set(words))\n",
    "len(tfidf_unique_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['πολύς', 'παρέχω', 'συμβαίνω', 'ἰξύς', 'ὀλίγος', 'μήτρα', 'ἐξέρχομαι', 'πυρετός', 'ὀδύν*', 'ἄλλος', 'ἀειδής', 'πόνο*', 'πλευροῦ', 'κενεών', 'ὀσφῦς', 'ἄνθρωπος', 'σάρξ', 'οὗτος', 'χολή', 'τράχηλος', 'γίγνομαι', 'ἰσχυρός', 'ἡμέρα', 'ὀξύς', 'ἴσχω', 'προσήκω', 'νειαίρην', 'σῖτος', 'οὐδείς', 'γαστήρ', 'χρόνος', 'παύω', 'στῆθος', 'σιτίον', 'ἔχω', 'αὐτός', 'μεμιγμένα', 'πᾶς', 'σῶμα', 'ῥῖγος', 'κεφαλή', 'λαμβάνω', 'ἐσθίω', 'ἐπίνοσον', 'αἷμα', 'κοιλία', 'ἄλγ*', 'εἰμί', 'βήξ']\n"
     ]
    }
   ],
   "source": [
    "print(tfidf_unique_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'πρότερος': 'gray',\n",
       " 'ψυχρός': 'purple',\n",
       " 'λαμβάνω': 'gray',\n",
       " 'κεφαλή': 'darkorange',\n",
       " 'ἰσχυρός': 'purple',\n",
       " 'ἄνθρωπος': 'darkorange',\n",
       " 'χολή': 'darkorange',\n",
       " 'ὁπόσος': 'purple',\n",
       " 'ἄλγ*': 'black',\n",
       " 'τρίτος': 'gray',\n",
       " 'πᾶς': 'gray',\n",
       " 'πλείων': 'gray',\n",
       " 'σάρξ': 'darkorange',\n",
       " 'συμβαίνω': 'gray',\n",
       " 'θερμός': 'purple',\n",
       " 'μαλλός': 'gray',\n",
       " 'ἡμέρα': 'gray',\n",
       " 'πόνο*': 'black',\n",
       " 'ὀδύν*': 'black',\n",
       " 'κοιλία': 'darkorange',\n",
       " 'εἶμι': 'gray',\n",
       " 'ποιέω': 'gray',\n",
       " 'γίγνομαι': 'gray',\n",
       " 'ἔχω': 'gray',\n",
       " 'καθίημι': 'gray',\n",
       " 'δοκέω': 'gray',\n",
       " 'δίδωμι': 'gray',\n",
       " 'ὀξύς': 'purple',\n",
       " 'πολύς': 'gray',\n",
       " 'μήτρα': 'darkorange',\n",
       " 'ἰξύς': 'darkorange',\n",
       " 'κενεών': 'darkorange',\n",
       " 'χρόνος': 'gray',\n",
       " 'σιτίον': 'red',\n",
       " 'ἴσχω': 'gray',\n",
       " 'ἐσθίω': 'green',\n",
       " 'νόσος': 'red',\n",
       " 'σῶμα': 'darkorange',\n",
       " 'ὀσφύς': 'darkorange',\n",
       " 'ὀλίγος': 'purple',\n",
       " 'παύω': 'gray',\n",
       " 'γαστήρ': 'darkorange',\n",
       " 'αἷμα': 'darkorange',\n",
       " 'πυρετός': 'red',\n",
       " 'ὀφθαλμός': 'darkorange',\n",
       " 'οὗτος': 'gray',\n",
       " 'ἄλλος': 'gray',\n",
       " 'αὐτός': 'gray',\n",
       " 'εἰμί': 'gray',\n",
       " 'λύπ*': 'black',\n",
       " 'ὀσφῦς': 'darkorange',\n",
       " 'παρέχω': 'gray',\n",
       " 'οὐδείς': 'gray',\n",
       " 'προσήκω': 'gray',\n",
       " 'πλευροῦ': 'darkorange',\n",
       " 'τράχηλος': 'darkorange',\n",
       " 'ῥῖγος': 'red',\n",
       " 'ἐξέρχομαι': 'gray',\n",
       " 'βήξ': 'red',\n",
       " 'σῖτος': 'green',\n",
       " 'στῆθος': 'darkorange',\n",
       " 'μεμιγμένα': 'purple',\n",
       " 'ἀειδής': 'purple',\n",
       " 'νειαίρην': 'darkorange',\n",
       " 'ἐπίνοσον': 'red',\n",
       " 'ἀποκρίνω': 'gray',\n",
       " 'Κοίλη': 'darkorange',\n",
       " 'βληχρός': 'purple',\n",
       " 'ἐπάγω': 'gray',\n",
       " 'σπλάγχνον': 'darkorange',\n",
       " 'οἷος': 'gray',\n",
       " 'οὐρέει': 'darkorange',\n",
       " 'πότος': 'green',\n",
       " 'ὁποῖος': 'gray',\n",
       " 'ἐπιλαμβάνω': 'gray',\n",
       " 'μέγας': 'purple',\n",
       " 'σκληρός': 'purple',\n",
       " 'χροιά': 'darkorange',\n",
       " 'ὑγιαίνω': 'green',\n",
       " 'ὁράω': 'blue',\n",
       " 'ὅρος': 'gray',\n",
       " 'γονή': 'darkorange',\n",
       " 'λεπτός': 'purple',\n",
       " 'πρόσωπον': 'darkorange',\n",
       " 'ψαύω': 'blue',\n",
       " 'φανερός': 'blue',\n",
       " 'ἐρωτάω': 'gray',\n",
       " 'κρύπτω': 'gray',\n",
       " 'ἰσχίον': 'darkorange',\n",
       " 'φοβερός': 'blue',\n",
       " 'αἰσθάνομαι': 'blue',\n",
       " 'νῶτον': 'darkorange',\n",
       " 'ὠχρός': 'red',\n",
       " 'σύντονος': 'purple',\n",
       " 'ἡδονή': 'blue',\n",
       " 'οἰδέουσι': 'gray',\n",
       " 'πλευρόν': 'darkorange',\n",
       " 'ὀξείη': 'gray',\n",
       " 'ἀνίστημι': 'gray',\n",
       " 'φυσᾶται': 'gray',\n",
       " 'ἀλύω': 'gray',\n",
       " 'πούς': 'darkorange',\n",
       " 'αἴρω': 'gray',\n",
       " 'ὀλέθριος': 'purple',\n",
       " 'χλιάσματα': 'red',\n",
       " 'πάρειμι': 'gray',\n",
       " 'πνίγω': 'red',\n",
       " 'ἐγγίγνομαι': 'gray',\n",
       " 'ἔρχομαι': 'gray',\n",
       " 'παχύς': 'purple',\n",
       " 'σκέλος': 'darkorange',\n",
       " 'ἄσις': 'darkorange',\n",
       " 'ἔξειμι': 'gray',\n",
       " 'δέχομαι': 'gray',\n",
       " 'πῦρ': 'gray'}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# manually define category-color pairs\n",
    "cat_colors_dict = {'general term': 'gray',\n",
    " 'pain-word': 'black',\n",
    " 'pathological state': 'red',\n",
    " 'body and its parts': 'darkorange',\n",
    " 'perception and emotion' : 'blue',\n",
    " 'dietetic term': 'green',\n",
    " 'quality': 'purple'}\n",
    "terms_by_col_dict = {}\n",
    "for key in terms_by_cat_dict.keys():\n",
    "    #print(key)\n",
    "    terms_by_col_dict[key] = cat_colors_dict[terms_by_cat_dict[key]]\n",
    "terms_by_col_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff2c864ea90>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2175x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 4, figsize=[7.25, 3], tight_layout=True)\n",
    "\n",
    "\n",
    "for word, ax in zip(key_words, axs):\n",
    "    xcol = tfidf_20_split_df[word + \"_TFIDFs\"].tolist()\n",
    "    ycol = tfidf_20_split_df[word + \"_words\"].tolist()\n",
    "    actual_colors = [terms_by_col_dict[word] for word in ycol]\n",
    "    sns.barplot(x=xcol, y=ycol, palette=actual_colors, ax=ax)\n",
    "    ax.set(ylabel=\"\")\n",
    "    ax.set_xlabel(\"terms with highest\\nTFIDF within \\nsentences containing\\nthe term \" + word, fontsize=8)\n",
    "    ax.set_xticks([0, 0.09])\n",
    "    ax.set_xlim(0, 0.09)\n",
    "    ax.set_yticklabels(tfidf_20_split_df[word + \"_words\"], fontsize=8)\n",
    "\n",
    "#plt.subplots_adjust(wspace=0.2) # top=1, bottom=0, left=0, right=1, hspace=0.08, wspace=1.2)\n",
    "#plt.title(\"Most frequent terms in sentences containing pain-words                       \", loc=\"right\")\n",
    "\n",
    "markers = [plt.Line2D([0,0],[0,0],color=color, marker=\"s\", linestyle=\"\") for color in cat_colors_dict.values()]\n",
    "plt.legend(markers, cat_colors_dict.keys(), fontsize=8, numpoints=1,  title=\"Term categories\", bbox_to_anchor=(1, 1), loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"../figures/tfidfs_in_sentences.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sciencedata.dk username (format '123456@au.dk'): 648597@au.dk\n",
      "sciencedata.dk password: ········\n",
      "endpoint variable has been configured to: https://sciencedata.dk/files/\n",
      "A file with the same name (\"tfidfs_in_sentences.png\") already exists in this location.\n",
      "Press Enter to overwrite it or choose different path and filename: \n",
      "Your <class 'matplotlib.figure.Figure'> object has been succefully written as \"https://sciencedata.dk/files/public_data/PIA/tfidfs_in_sentences.png\"\n"
     ]
    }
   ],
   "source": [
    "conf = sddk.configure()\n",
    "sddk.write_file(\"public_data/PIA/tfidfs_in_sentences.png\",fig, conf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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