1045 lines
414 KiB
Plaintext
1045 lines
414 KiB
Plaintext
{
|
||
"cells": [
|
||
{
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||
"cell_type": "code",
|
||
"execution_count": 29,
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||
"metadata": {
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||
"collapsed": false
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||
},
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||
"outputs": [],
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"source": [
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"import pandas as pd\n",
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||
"from opytex import texenv\n",
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"%matplotlib inline\n",
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"import matplotlib.pyplot as plt\n",
|
||
"plt.style.use(\"seaborn-notebook\")"
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||
]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"# Informations sur le devoir"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 30,
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||
"metadata": {
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||
"collapsed": false
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||
},
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||
"outputs": [
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{
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"data": {
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"text/plain": [
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"{'classe': '313', 'date': '15 février 2016', 'titre': 'Brevet Blanc Février'}"
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]
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},
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"execution_count": 30,
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||
"metadata": {},
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||
"output_type": "execute_result"
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||
}
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],
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"source": [
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"ds_name = \"BB_16_02_15\"\n",
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"classe = \"313\"\n",
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"\n",
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"latex_info = {}\n",
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"latex_info['titre'] = \"Brevet Blanc Février\"\n",
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"latex_info['classe'] = \"313\"\n",
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"latex_info['date'] = \"15 février 2016\"\n",
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"latex_info"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"# Import et premiers traitements"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 31,
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||
"metadata": {
|
||
"collapsed": false,
|
||
"scrolled": true
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||
},
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||
"outputs": [],
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||
"source": [
|
||
"notes = pd.ExcelFile(\"./../../../../notes/\"+classe+\".xlsx\")\n",
|
||
"notes.sheet_names\n",
|
||
"notes = notes.parse(ds_name)"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
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||
"outputs": [],
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||
"source": [
|
||
"ds_name = \"Brevet blanc Fevrier\""
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 33,
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||
"metadata": {
|
||
"collapsed": false,
|
||
"scrolled": true
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||
},
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||
"outputs": [
|
||
{
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||
"data": {
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||
"text/plain": [
|
||
"Index(['Brevet blanc Fevrier', 'Présentation', 'Exercice 1',\n",
|
||
" 'Comprendre le programme de calcul', 'Programme à l'envers',\n",
|
||
" 'Calcul literral', 'Exercice 2', 'Construction', 'Pythagore',\n",
|
||
" 'Choix proposition', 'Exercice 3', 'Exercice 4',\n",
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||
" 'Probabilité « normale »', 'Probabilité « changement »', '2 épreuves',\n",
|
||
" 'Exercice 5', 'Divisibilité', 'PGCD', 'Réduction', 'Divisibilité',\n",
|
||
" 'Utilisation du PGCD', 'Exercice 6', 'Extraire l'information',\n",
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||
" 'Argumentation', 'Résolution', 'Exercice 7', 'Lecture graphique',\n",
|
||
" 'Moyenne', 'Total', 'Formule tableur (somme)',\n",
|
||
" 'Formule tableur (moiyenne)'],\n",
|
||
" dtype='object')"
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||
]
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||
},
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||
"execution_count": 33,
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||
"metadata": {},
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||
"output_type": "execute_result"
|
||
}
|
||
],
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"source": [
|
||
"notes.index"
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||
]
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||
},
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{
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||
"cell_type": "code",
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"execution_count": 34,
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||
"metadata": {
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||
"collapsed": true
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||
},
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||
"outputs": [],
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||
"source": [
|
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"notes = notes.T"
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]
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},
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{
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||
"cell_type": "code",
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"execution_count": 35,
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||
"metadata": {
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||
"collapsed": false
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||
},
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||
"outputs": [],
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||
"source": [
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||
"#notes = notes.drop('av_arrondi', axis=1)\n",
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||
"#notes = notes.drop('num_sujet', axis=1)"
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]
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},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 36,
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||
"metadata": {
|
||
"collapsed": false
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||
},
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||
"outputs": [],
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||
"source": [
|
||
"barem = notes[:1]\n",
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||
"notes = notes[1:]"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
|
||
"execution_count": 37,
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||
"metadata": {
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||
"collapsed": false
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||
},
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||
"outputs": [
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||
{
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||
"data": {
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||
"text/html": [
|
||
"<div>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Brevet blanc Fevrier</th>\n",
|
||
" <th>Présentation</th>\n",
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||
" <th>Exercice 1</th>\n",
|
||
" <th>Comprendre le programme de calcul</th>\n",
|
||
" <th>Programme à l'envers</th>\n",
|
||
" <th>Calcul literral</th>\n",
|
||
" <th>Exercice 2</th>\n",
|
||
" <th>Construction</th>\n",
|
||
" <th>Pythagore</th>\n",
|
||
" <th>Choix proposition</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Exercice 6</th>\n",
|
||
" <th>Extraire l'information</th>\n",
|
||
" <th>Argumentation</th>\n",
|
||
" <th>Résolution</th>\n",
|
||
" <th>Exercice 7</th>\n",
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||
" <th>Lecture graphique</th>\n",
|
||
" <th>Moyenne</th>\n",
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||
" <th>Total</th>\n",
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||
" <th>Formule tableur (somme)</th>\n",
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||
" <th>Formule tableur (moiyenne)</th>\n",
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||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
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||
" <th>ABDALLAH Touraya</th>\n",
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||
" <td>15.0</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>ABDOU Mariam</th>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>ABTOIHI SAID Yasmina</th>\n",
|
||
" <td>24.5</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>AHAMED Anssuifidine</th>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>AHAMED Issihaka</th>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 31 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Brevet blanc Fevrier Présentation Exercice 1 \\\n",
|
||
"ABDALLAH Touraya 15.0 3.5 3.5 \n",
|
||
"ABDOU Mariam 31.0 4.0 4.5 \n",
|
||
"ABTOIHI SAID Yasmina 24.5 3.5 4.0 \n",
|
||
"AHAMED Anssuifidine 22.0 3.5 5.0 \n",
|
||
"AHAMED Issihaka 23.0 3.0 2.0 \n",
|
||
"\n",
|
||
" Comprendre le programme de calcul Programme à l'envers \\\n",
|
||
"ABDALLAH Touraya NaN NaN \n",
|
||
"ABDOU Mariam NaN NaN \n",
|
||
"ABTOIHI SAID Yasmina NaN NaN \n",
|
||
"AHAMED Anssuifidine NaN NaN \n",
|
||
"AHAMED Issihaka NaN NaN \n",
|
||
"\n",
|
||
" Calcul literral Exercice 2 Construction Pythagore \\\n",
|
||
"ABDALLAH Touraya NaN 1.0 NaN NaN \n",
|
||
"ABDOU Mariam NaN 4.0 NaN NaN \n",
|
||
"ABTOIHI SAID Yasmina NaN 3.5 NaN NaN \n",
|
||
"AHAMED Anssuifidine NaN 3.5 NaN NaN \n",
|
||
"AHAMED Issihaka NaN 3.5 NaN NaN \n",
|
||
"\n",
|
||
" Choix proposition ... \\\n",
|
||
"ABDALLAH Touraya NaN ... \n",
|
||
"ABDOU Mariam NaN ... \n",
|
||
"ABTOIHI SAID Yasmina NaN ... \n",
|
||
"AHAMED Anssuifidine NaN ... \n",
|
||
"AHAMED Issihaka NaN ... \n",
|
||
"\n",
|
||
" Exercice 6 Extraire l'information Argumentation \\\n",
|
||
"ABDALLAH Touraya 0 NaN NaN \n",
|
||
"ABDOU Mariam 0 NaN NaN \n",
|
||
"ABTOIHI SAID Yasmina 0 NaN NaN \n",
|
||
"AHAMED Anssuifidine 0 NaN NaN \n",
|
||
"AHAMED Issihaka 0 NaN NaN \n",
|
||
"\n",
|
||
" Résolution Exercice 7 Lecture graphique Moyenne \\\n",
|
||
"ABDALLAH Touraya NaN 4.0 NaN NaN \n",
|
||
"ABDOU Mariam NaN 5.0 NaN NaN \n",
|
||
"ABTOIHI SAID Yasmina NaN 6.5 NaN NaN \n",
|
||
"AHAMED Anssuifidine NaN 6.0 NaN NaN \n",
|
||
"AHAMED Issihaka NaN 5.0 NaN NaN \n",
|
||
"\n",
|
||
" Total Formule tableur (somme) \\\n",
|
||
"ABDALLAH Touraya NaN NaN \n",
|
||
"ABDOU Mariam NaN NaN \n",
|
||
"ABTOIHI SAID Yasmina NaN NaN \n",
|
||
"AHAMED Anssuifidine NaN NaN \n",
|
||
"AHAMED Issihaka NaN NaN \n",
|
||
"\n",
|
||
" Formule tableur (moiyenne) \n",
|
||
"ABDALLAH Touraya NaN \n",
|
||
"ABDOU Mariam NaN \n",
|
||
"ABTOIHI SAID Yasmina NaN \n",
|
||
"AHAMED Anssuifidine NaN \n",
|
||
"AHAMED Issihaka NaN \n",
|
||
"\n",
|
||
"[5 rows x 31 columns]"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"notes.head()\n",
|
||
"#barem"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Supression des notes inutiles "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"notes = notes[notes[ds_name].notnull()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"notes = notes.astype(float)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Traitement des notes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['Brevet blanc Fevrier', 'Présentation', 'Exercice 1',\n",
|
||
" 'Comprendre le programme de calcul', 'Programme à l'envers',\n",
|
||
" 'Calcul literral', 'Exercice 2', 'Construction', 'Pythagore',\n",
|
||
" 'Choix proposition', 'Exercice 3', 'Exercice 4',\n",
|
||
" 'Probabilité « normale »', 'Probabilité « changement »', '2 épreuves',\n",
|
||
" 'Exercice 5', 'Divisibilité', 'PGCD', 'Réduction', 'Divisibilité',\n",
|
||
" 'Utilisation du PGCD', 'Exercice 6', 'Extraire l'information',\n",
|
||
" 'Argumentation', 'Résolution', 'Exercice 7', 'Lecture graphique',\n",
|
||
" 'Moyenne', 'Total', 'Formule tableur (somme)',\n",
|
||
" 'Formule tableur (moiyenne)'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"notes.T.index"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Liste des exercices (non noté en compétences)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['Exercice 1',\n",
|
||
" 'Exercice 2',\n",
|
||
" 'Exercice 3',\n",
|
||
" 'Exercice 4',\n",
|
||
" 'Exercice 5',\n",
|
||
" 'Exercice 6',\n",
|
||
" 'Exercice 7']"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"list_exo = [\"Exercice \"+str(i+1) for i in range(7)]\n",
|
||
"list_exo"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Les autres types de notes (presentation, malus...) qui ne sont pas en compétences"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"autres_notes = [\"Présentation\"]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n",
|
||
"#notes[list_exo]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Les éléments avec notes et les éléments par compétences (sous_exo)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['Comprendre le programme de calcul',\n",
|
||
" \"Programme à l'envers\",\n",
|
||
" 'Calcul literral',\n",
|
||
" 'Construction',\n",
|
||
" 'Pythagore',\n",
|
||
" 'Choix proposition',\n",
|
||
" 'Probabilité «\\xa0normale\\xa0»',\n",
|
||
" 'Probabilité «\\xa0changement\\xa0»',\n",
|
||
" '2 épreuves',\n",
|
||
" 'Divisibilité',\n",
|
||
" 'PGCD',\n",
|
||
" 'Réduction',\n",
|
||
" 'Divisibilité',\n",
|
||
" 'Utilisation du PGCD',\n",
|
||
" \"Extraire l'information\",\n",
|
||
" 'Argumentation',\n",
|
||
" 'Résolution',\n",
|
||
" 'Lecture graphique',\n",
|
||
" 'Moyenne',\n",
|
||
" 'Total',\n",
|
||
" 'Formule tableur (somme)',\n",
|
||
" 'Formule tableur (moiyenne)']"
|
||
]
|
||
},
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"item_avec_note = list_exo + [ds_name] + autres_notes\n",
|
||
"sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n",
|
||
"sous_exo"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def toRepVal(val):\n",
|
||
" if pd.isnull(val):\n",
|
||
" return \"\\\\NoRep\"\n",
|
||
" elif val == 0:\n",
|
||
" return \"\\\\RepZ\"\n",
|
||
" elif val == 1:\n",
|
||
" return \"\\\\RepU\"\n",
|
||
" elif val == 2:\n",
|
||
" return \"\\\\RepD\"\n",
|
||
" elif val == 3:\n",
|
||
" return \"\\\\RepT\"\n",
|
||
" else:\n",
|
||
" return val"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n",
|
||
"#notes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"ename": "ValueError",
|
||
"evalue": "Columns must be same length as key",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
||
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
|
||
"\u001b[1;32m<ipython-input-19-fe35b34416df>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0meleves\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0meleves\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msous_exo\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msous_exo\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapplymap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtoRepVal\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
|
||
"\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__setitem__\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 2292\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2293\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2294\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_setitem_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2295\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2296\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_setitem_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
||
"\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_setitem_array\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 2316\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2317\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2318\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Columns must be same length as key'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2319\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mk2\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2320\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk1\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
||
"\u001b[1;31mValueError\u001b[0m: Columns must be same length as key"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"eleves = notes.copy()\n",
|
||
"eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"31"
|
||
]
|
||
},
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"len(notes.T.index)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Preparation du fichier .tex"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"#eleves"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"bilan = texenv.get_template(\"tpl_bilan.tex\")\n",
|
||
"with open(\"./bilan\"+classe+\".tex\",\"w\") as f:\n",
|
||
" f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Un peu de statistiques"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 48,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 28.000000\n",
|
||
"mean 23.285714\n",
|
||
"std 5.583422\n",
|
||
"min 15.000000\n",
|
||
"25% 18.625000\n",
|
||
"50% 23.250000\n",
|
||
"75% 26.125000\n",
|
||
"max 37.500000\n",
|
||
"Name: Brevet blanc Fevrier, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 48,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"notes[ds_name].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.text.Text at 0x7f2f9d7fe208>"
|
||
]
|
||
},
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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ek+SSMcaTkrwkyc9MPB7WgFW0vmTXnb6/zsy/vvTc9mbu9SW7+Zm0uB1j/HaS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\nrkJggg==\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f2f9d841128>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#notes_seules = notes[ds_name]\n",
|
||
"ax = notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]), figsize = (16,7), )\n",
|
||
"ax.set_xlabel(\"Notes\")\n",
|
||
"ax.set_ylabel(\"Effectif\")\n",
|
||
"#notes_seules.hist()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2f9d79ccf8>"
|
||
]
|
||
},
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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/r04QhMnsi8NfcPvebaZPnc53f/BdEX7BE37/4a//AUmSCAgMQBekwxBsICQ0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OUG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bo69+xo0TCXz/L+R/9EsVjAZLLy1ht/WtleSZJwzU5w6psPWVpaRK3SUCoVaWvpxrHePOdm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\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SIuKZnTfQ2PNOJVepQvT0Qpg1rBC/2qz1kUKhIGwpUNiKf3tKUia+yzQOSsvvu78OCd6H\nzsub/oFO1A4nkiAwbrMhSRLzC/P88OAHbj69icPp4FThKf546Y/4+6yvuF6QUUCQfxBNnU30vd5e\nEuEzW+NRxSOGxoZI3J9I0Tq2Q2+wiCJWScLqELHPGzGZ5pDJZBxYFvxWL7U1h4dFrZgZHhkbxGQy\nIpPJ17Q3uvHd/0QmitiVSi4fvbzm9ecXTdyvdiVGokOjyIzbuIPq5253liSJ/uFByusrsdlsRIel\nkhiVjsMhw1P78QW+sMXgV3ANRPy/wFngAPCNIAhJa7zPC/gfwOY053eR7sFeZoyzhAYEsy/kbftS\nz1Af3UO9eGo9KUjL+SA3h0KhIC8tB5VSRUtXG5Mz61fHNsunYoUUERJOVnI6TtGJcX4OD40HAyOD\n9P+KFKD7hweYmp0m2D+QyNDVlgcqpYqU2EScTictPe27fv19QeHkxGYjIFDe/ZL2bczkhgWEkhKd\nhHFhjpr2jQPoA9Eug3e7075a7fMjQefhxfnDF9EEhoAk4ZgY5fnTGwD/P3vvFdxGnqV7/hIeIOi9\nAb2nKDqRorytUnnf3dM9M9s9d3Z2YiNu3Ifdl33bntin+3Jv7MbG3di4MzsxPdPTprqcSqWqklRy\nlOgpit57AgQIgBaETWTuAyhKlCg6kTLd/UUwCCYzEwmk+f/POd/5Pnw+D1eufrbW73b86AUOlBx6\nTKTKtl6kasWF5PGsilSFPxSp0u99sPs4eif6WXa7KMooIDLs6bTYxZUlWvrbVoVtTnHkQC0QEsna\njgiUKIl8WXdxTYny3WNvPhcV36AUpLGnmbqOuygVCs5VnaYiv+yZq48atYaa4kN8cPwdkmOTmLab\n+bLua1r77z3hUfq8IIoin936kpVVAZWPT72PcQ8DX4/Pw8DkIN83X+O3P3zK3a4GzHYLUeFRVOaX\n89HJ9/jgxLuU5x1kYHKQuaU58tJyyUvLId+UR1xkLGMz41gcM3t2THuNGaeVr+5cWrPweqv2AoeL\nq5/ZS/1pyEvL4VBhJW6vmyvN19ZsoZ4VwWCQhu4mbnfcQRBCis81xaG+QoVCwfvH3kav1eMP+Pni\n9kVE6elJyd0g0hjJsdIjiEGRG/du7fqeqC6sxKAz0DnczdxjNkayIQxZAMFug0faD7ZrfXTuzPtr\nr+/cvbKt41EolBw5fG7t76Xl+TWWkiAI5OaWIIoikxODGBRKFkWRpsEO/vEP/8jw5DDpyen87cd/\ny6EDT/Z4Pg6lQslbJ99CEAS+rfv2j7qt62XAvd57tPe1kxCbwNun3t5yjFiSgviCQTSCYq13Ny01\na+28OhzWNfbB6cfsjRpXq/kFeaVPXAfWGTMarxcEgZT0jbUwRFHk67vfIEkSMRHRnKk4uemxvmi6\nczAY6u/tGupBrVJRll9LUkw2Xi/oNOJO5EmeK3Z6WDXAkCzLE7IsB4DfAu9vsN7/AfxnYO+8WraB\nheVFBsaH0Gq0HCw4sHaBT1nN9I70o9NoqS2r3rGQxbPAsKoALQjQ1tuOy/3sGeA/FSuktMRUKovL\nkSQJn9+LWqWme4+SCC8ayysuekcH0KjVHMwvferD2JSURnREFDN2674oXxeYcilOK0RG5krnNSbt\nO6d5VhVUEGmMpG9iALPd8tT1aooPrb3+runqro73eUCv1XPhxDvoE5IRZBn7QCedHY18+/2neLxu\nBFnmtaMXyE9IXS9S9UCR+VGRqvDIkIrpDkWqnhVen5eO4S60as2mfbeSJK1W7YMcKTmMQWegID2P\n3NVe2astP2zKOpAkiUt3v8Xt86BWqfngxHuoFPufWHR73XzXdJW+iQGijFG8c+wt0hNNe/oeUeFR\nXKg5z5mKk+g1erpGe/j89kVGLWPP1YPcL/r5w60v177jj06+tyd+yW6vm76JAb5tusLvfviM+u4m\nLI4ZYiNiOFRQycenPuD9429Tllu6JqY1Yh5lcGqImPBoakuqgYd0WAGBhp7mXYsh7Rf8AT/1XY18\n13QVl3uF0uwS3jv+DokxT+/32yuUZpdwIKuYxZUlrrZcf+bkybLbxeXG7+mfHCQ6PJp3CLw2IAAA\nIABJREFUj731BB1SpVLx4Yn3UKvUuH0eLtZd3vOWoeyUTIoyClhwLdLQ07yr+0Gj1nD0wGEkWeJu\n12NtXAoFsjEcYWUFxeJD2vh2rY9UKhWmVXG/occry5sgMTGVvJyStb/rGx+OU7mrgkZDwz2w4uJW\n3WUuNfyAJMtcOH6Bn779U6IeEVbdCklxSdSW1bLkWuJm881tb/dn7AwTlgmu1V/DoDPw8esfb9na\nsCIFEZERgxIawGwJFVxqDj0UunrgCBEZGbOmEg4wa59hcWkehaDgUNWTQeu1b/4VQZLwq9Wcrn6S\nHfXAs90X8KPT6Hj76Btbfr4XSXf2eD3U329i0jpNpDGCmgMn0Gni8flkdBpxt1IlzwU7nY2lAo8a\nvU2vLluDIAjlQJosy9vzC9kjiMEg7X0dyLJMeWHp2gVuc87S0d+FWqWmtqwag07/PA8LCPVvHiwo\nJSCKNHe14Q88e/XggRVSxB+5FVJqQjKVxWVIshyaVO1hEuFFQZIk2vs6kCSJg/kH0GmfnowRBGFN\n/Kp7qHdfJpbluQfJistARuZiyyWcS84dba9SqjhZdgxBELjTWb+ph/ADOqwsy9wf7Hjqei8Ssiwj\nCAIna86jjolFkCT67l5hxTpNmNvNO5WnyAiPWQ12V0WqvF6CKnVIkfkZRar2Au1DHQTEAOV5Bzel\nAHeOdGNfcJCdkkl2Suba8hNlx4gyRhKUJC7WP33yfK31+prH7PvH30Grefaeya1gnbNx8e5lZuft\nZCVn8s7RNzatbD8LBEEgMzmDj069R1luKT6/l1v37/Bd09UnqlX7AX/Az2c3v8Lj86BRqfn45PvP\nFPiueFboHe/jcsP3/O76ZzT2NGN12oiLiqO6sIofnfmQd4+9RWlOCRFh63uJ55cXqO9uRK1Sc3qV\n+voAcZGxFGbks7SyRNdYz66Pb68xPWvmi7qvGZgaIjo8ineOvsmhwkpUT7E22Q8cKqxcE4q6fu/W\nEz2u28WUbZqLd7/BsegkNzVn0+teq9HwwfF3UCqULK4s7kuysbqwirjIWEbMowxND+9qH6aEtDXh\nxJ7x9W1Nsk6PrNWGrI98D8eU7VofnT/7wdrr7drXARyqOoFitSVuYuKhu4bRGEFyUjqzdgtfXfwX\n5mYmSUxK56cf/g0VRRW7YpwcqzhGbFQs93rvMTWzew/lP2NjLCwt8OW1L0GAD1/7cEtFfEmWWZaC\neEQRg6Ckq7sFWZaICI8iPDyU2PB4PCyt9vGfeazq+yBZkpNT/AS7dHioB43PB4Kwrnf4UVxvu/WI\ngv/bWyaSXyTd2bkwx+22ehaWF0lLTKHmwBFE0UjAD2plEPX+EGr2DDsNfje6u9dSfkLo7v+vwP+6\nxTZ7jr6RflzuFbJSM0iIiQdCzdetPe0ICoGa0irCw/ZPGGQrmJJSyTVls+JZoa23fU8ysQqFglN/\nAlZIKQnJVBWXI69eanuZRHgRGJoYYdG1RFpiKsnxTxcheoBIYwRZaZmseNyMTO2Pf+TRA7UkhicQ\nJMjv6z/fsVhKXGQsFXlluH0eGlbFITZCWkLq2qS5fXj7/Vg7hSzL+AN+lt0unEtzzDitjFsnGZwa\nomu0h7aBdhq6m7jVXseVlh+4VP8tn9/6it9c+5Rffffv/NuV3/LZ7a+YFwP4tVoUkoTG7ydMoyXg\ndiO6XAQFASk8MiRSZQyH5xD4bQcLywsMTA0RERZBYfrTRT0ci07uD3di0BmoLal54v9vH30jVD3y\nurnWeuOJ/9/tbMDsWLVgOPz6vvSfPgpZlukd7+e7pqt4/V5qiqo4VX5832irj0KlVFGZX86HJ98j\nPTEtFIDf+YbGnmZ8gf0hOPn8fj679SVevxeNWsPHpz9Av4vkrcvjonu0l0v13/H7G5/T1NuKbX6W\nxOgEDhcf4sdnPuKdo29wILsYo37jcxgQA9xov40YDHK89MiGQVdlfjl6rZ7O4e5de8HuFXx+H3Ud\nd7naeh2Pz0N57kHePfYWcZv0Ye4XBEHgWOkRTAmpWBwz1HXc3VGlVJIk2gbaudZ2g2AwyLHSI5wo\nO7qlsrzRYOTdo28iCAK2+dk1Ffa9glKp5EzlSTRqDY09zTiXdmfLV1NcjU6jo32wg0XX+t76kPiV\nD4Vjdk38aifWRxnpeQCMjm2/bUinM1Bbcyb0/rLE8EgvAEtL87g9rtXlMmdrz3Hq+Bu4tbpdM0FU\nKhVvnQzpYVy+ffmFtVX8McLn9/HZlc/w+DxcOHYBU9LWzCDXqrURsoBKoaBvoB1gnWLzrbpLAGi1\neqKjH/aIO+ftzM87EASB2prTT+y76eZFBFnGr9FQUfSkBkdr/z2m7NMIwJuP+NI/DS+K7izLMmPT\nEzR0NBMIBDiQW8SBvIO4VrT4/SAIIhrN82NG7RbCTm5aQRBqgV/KsvzG6t//GyDLsvyfV/+OAIYB\nF6GgNwlwAu/JsvzUhkBBENYdxP/08/+Rv/+bv9v2cdmcszR3tRFuMHKi6ihKpZIl1zL19xsRxSDV\npZUkbiJp/rwgyzIt3fewOWfJTA352u4Vekf6GZkKCSeEqqXle7bvlwVWh43Wnva1gSYuOpbDpVv3\n17xMmF9a4O69RnRaLaeqtz9xD4gBbjTXEQgEOF1z/AlxrL2AJElcbr7ConcRg8rAL878FeodpO8k\nSeJy4/fYFxycKj++5h37OFx+N59e+wwIKaO+Wfv6xvuTJfyBAP6AD38ggC/gwy/68QX8+Fd/Hr72\nhV6LD9eX2f6zTSEo0Kg1aNUaNKs/sixjX3AQEAOoRBEZCCqVIAjoNTry0/PIN+U+NWB4UbjS8gNm\nu4VzVaefSgUWgyIX73zD4soSF2rOP1XwZ25pnot3vkFGpiK/bE144/5wJ+2rlftzladJ38bE4lkg\nBkXudjUyahlDp9FxuuLEpurV+41pu5mm3laWVpbQarRU5VeQZ8p5qpXUTuH1e/n81kV8AR9atZaP\nTr23qb/j41haWWbCOsm4dQLHYojJISCQGJtAZlIGGYmmbVeQZVnmdscdRi3jFGcWcri4+qnrjlrG\nuHX/DmnxqZw/dOaFqD9PWCdp6GnG4/MQGxHD8YNHidnEIuR5QQyKfN98jdl5O0UZBRwurt7y+3H7\nPNxqr8M6ZyPcEM6ZypPE7kDFHEK9zg8qv0UZBRsmup4FU7PTXGu9QbghnPeOvbUrxeyxmQlutt8O\nqe7Xvr7uexFcyyg8bqS09JBewiru3P2eoZEejtSepzD/6a0d//yr/wJARkYeZ58iMPQ4ZFnm337z\nfyOKAdRqDRVlR2hrv0swKCIICrRaLT/55O9xI+OSgmTpdERsZXO3Ca41XKO1u5XDBw9z5vCZXe/n\nzwhBlmU+v/o5QxNDVJVU8drR17bcJijLzAYDuAIiRhQ4nDa++fY3KJUq/oe//E+hdYJBfvXr/xOA\nk8ffWOft+/U3v8bhtJGVWcDpk2+v23dLyy3Gm28iA1VHL5Bjyln3/2HzKHUddwE4VXac7NStA9l/\nv/477F4HKlR8fPz951L1DQaDdA72MG0zo1FrqCopJzo8loVFFX6fgCyJ6PVPzrv+5bf/nX/9/T+u\nWybL8gu1Btjpt9UC5AqCkAHMAH8B/PTBP2VZXgLWokxBEG4A/4ssy+1b7bjtZtMODyUEn99HR38X\nCkGgorgMpVKJ2+OmqbOFgChSXnjwpQh8IZSxrCwq4057I+PmCcINRjJT0/dk38U5hYTpDXQO9mCe\nncHt9XC0/PArFRhuhaS4RKoPVNLS1YYMOOad9I70c2APkwj7CTEohqj5yJQXHdxRxUqtUlOSW8S9\n3vt0DfVyuPTQnk8sFQoFF6rOcanpO9yim9/Ufcpfnf6LbV9DCoWCk2XH+OrOJRq6m0mMSUSn0T4W\npIZe69RavAEf1jkbt9rrEKXg2v8fBLg7zYIrFUq0ag16rZ5IY+RqIKsNBbWqh0Gt9tHfq8tVStXa\n9ynLMt2jvbQNhhItpdklVOSXMWIeo767EVmW8fhDPbUdw12kxqWQb8rFlJi2rwry24HZbsFst5Ac\nm4Qp4UkRtQdoHWhncWWJoszCTZVuYyKiOVpay92uBtoHO0iIimPF414LfGuLa/Y98F12L3O97RZz\ny/PER8VxpuLkviR/doK0+FSSTyTRO97P/aFO6rsbGZwaorakmvio+Gfadyjw/Wq170vLRyc/2Bad\nfNG1xLh1gnHrJHOrVThBEEiJSyYzKZ30RBN67c4rxwOTQ4xaxomPiuNQ4ebmDVnJmQxODTNtNzNp\nmyIjaW/Gt+3A6/PS2NvM2MwESoWCqoIKDmQVvzRjoEqp4vyhM1xuuELfxAA6jW7TfnzrnI2b7XV4\nfB7SE02cOHh0V4FlcmwSp8tPcPN+HX0TA+i1espyS5/lo6yDKSGN0uwSukZ7uNPZwJnKkzsemx5c\nn5O2KfonBynKeMhYkcOMyF4vgtOOrDestZNUVhxjbGKQe+13yc4sQPMULZfszEJGx/vXUZi3giAI\nnD39HleufUYg4Ke59RZarZ7jRy9gtU0xMNiJ2TJOWmoWKwSxBfwYFUoUuxyTTx46yfDEMM1dzRRm\nF5Icv7fq439qqGurY2hiiMzUTM7Vntt6A0IiV0FJQikLKJSKtZ7yrIz8tXUeiF8pFcp1ge/i4jwO\npw0BgaMbvN9Q+13Usoxfp3si8J2dt68FvgdzDmwr8H0RdGe310Nr9z0WXUtEhUdyqKQCrUbPwqKK\ngF9ACgYxGDYuOPz8L/6On//Fw4Lm+Y+e9D5+3tjRNybLclAQhP8IXCFEmf4nWZb7BEH4B6BFluVL\nj2/CPtKeZVmmY6AbX8BPcXYBkcYIfH4fjZ0teP0+inMKMSXt3rB+P6BSqag5UEndvQa6h3oxGsKI\ni94bKlZGSjoGnYGmrtY1K6ST1cfRPAda4PNCYmwCNaWHaO5qQ0ZmzDyBMcxIZsrzm2TtFn0jA6x4\n3GSnZe2KfpcSn8RkdCz2OQdWh21blOmdQq1W80b1a1xq/JZ57zyfNXzJh7XvrQavj1RgHw1oH6vG\nqlUaPD4Pn17/fFvV19GZ8Yfvr1KjUWkI1xufCFY1q8Hqg6D20eValWad3cBu4fa6ud1xlxmnFb1W\nz8myY2vBYb4pl9S4ZC43XsG1Sn/TaXSYHRbMDgs6jY7ctGzy0/KINO5PD+pmkCSJ5r5WAGqKqp46\nAbU4ZuhbVbw9VFCx5X7zTbnMzs0yZB7h++aHvpSl2SUUZW7ulfismJ41c+v+Hfyin4L0fA4XHdqT\n87wXUCqUlGaXkJOSRUv/PUYtY1yq/47c1BwOFVbsKtD0eD18fvsifjEkePLxqfc3DXgWlhcYX63w\nzq/2oSkEBanxKWQmZZCeaEL3DAKPjkUnTX0taNUaTlec3DK5IwgCtSU1fFV3iabeFlLikvedli7L\nMmMz4zT2tuDz+4iPiuf4wSNEbdHf9yKgVWu5UHOObxq+o32oA51GR+Ejk2tYn3yDUG9tSVbRMyU7\ns1Iy8fg9NPW2cm/wPnqtnnzTxmqzu0Flfjn2BQcTtkl6x/spySra0faCIHCkpAar00Zr/z1MCakP\nGTWCgGwMR7E4j2JhDikuVMx4YH3U1n6Hjs5Gqh8RJHoUp06+xeh4iPZ87fqX63qBnwZJCuJ0PnQk\nUCpVfPT+z9HpDESERzIw2MnQcA+mtGzCV5Wfl1Uikbu81jVqDW+ceIPfXv4tl29f5hcf/OKlec69\naugb6aO+vZ6oiCjeP/v+tpJfflnCI0t4ghIRShWi6Mc2GxLvfFS4anAoZP9XVLh+3LzbEFIUN5ly\n0DzG0Ll+/QvUgQCyQsEbp9brAz8QbgRIT0ijahvj8aN052hN9HOhOzvmnbT1tuMPBDAlpVKaV4JC\noWRxSYUoCgQCEsawvRXV22/sOF0gy/J3QMFjy/73p6y7r9JjkzPT2JyzxEbFkG3KQhRFmjpbWfG4\nyU3PJsf0fCW/twuD3sChkgoaOppp7WnneOURjIa9qWQ8sEKqu1e/ZoV0surYOr/jVx0JsfEcPniI\npq7W0ERhsAejfu+SCPuBWaedccsk4WFGCrPydrUPQRAozSvhVksd3cN9xEfHbSvjJ8syYlAkIIoE\nAgEC4qM/jy8TCYgBIjWROH1OLIsz/NP3/4KG7VccNGoNSoWSoBQkIiyCmPCo1SBVu67aOjA5gHVu\nFoC3ai8QHxX3Qqs0k7Yp7nQ24Av4MCWkcbz0CDrt+oEsTB/Gj858SH13IwOTQ3j9XgxaPanxKUza\npuge7aV7tJekmETyTblkJKVv2Zu3VxicGmbBtUi+KZeYp1AjfQEfdZ31IUGvsuPbPrbjZUexzttY\ndoeC/qykjC2rgM8CWZbpGO6ifagDpULB8dIj5O3hZH0vYdAZOFV+nIL0PJp6Whg2jzBhm6Qir4yi\njIJtX9Nur5vPb4cso/RaPR+deg+Nav19J8sy88sLaxXexVWfVYVCgSkhjcykdEyJabvyOX4cvoCP\nG/duI0kSJyuPY9xmtT3KGMmB7GI6R7rpGO7a1+vE7XXT0NPEpG0apUJJTdEhijIL9ox+vh8w6Ay8\nXnOeyw3f0dDThE6jXVNs9gV81HWEfJUNWj2nK07umSp1cWYRbp+XrpFu7nY1oNfqNmWH7AQKhYJT\n5ce5eOcbWvrbiIuKJTF6Z8dt0BmoKT7Enc567nY18nr1uYdsHJ0O2atDcDoRjOHIq73vxcWVDAx2\n0tvfTn7+QSKfQm/PyylhaKSHqelRRFHcdNx0zs1yp/4Kc3OzqNVaAgEfwWBonNTpIDY2keioOKam\nR/B6Pei1OlYUCmYDfoxKFcpdJikyUzMpKyyjo7+Dho4Gjlce39V+/pRhtVv55tY3aNQaPnn9k21r\nJCxJQURJQr2aq793vx6QiY6OR786dx4c7kaSgoCwzr/X5VrCNhsSmz125PyTxzTUG6r66vXEPdIj\nLIoiX925RFAKEmWM5Ezlxsmbx/E81Z1D/b3j9I4MgAClecVkpKQjCAJLy0r8fgGvVyI87OVS+N8O\nXmIh6s3hcq/QM9yHSqmiovAgkizRslqST09KozArf+udvEDERsVwMP8AHQNdNHe1caLyyI76KzfD\nAyukm6138Pl93Gyuo7a8htjIF9/3tFeIj4mj9mA1jZ0tyLJMc3cbp6qOEbZHSYS9hD/g5/5AF4Ig\nUFFYtquMrizLBMQAggCpiSlMWc3c6+sgMTY+FLQGxLUA1v9YUCuK4o76XwVBQK1SE6OOxhmYw4uX\nCH0EmfHp66uxqgevtWjU6hDFWKVGEATcXjdf1l1ixbPC+arTG6osZqdk8s+X/xUIWR/9/M2/3PH3\nshcQgyKt/ffomxhAqVBQW1xDYUb+ppWWowdqyUzK5Ie2G7h9HobNoxwurkar1jA4NcyM04p1zoam\np4Wc1CzyTXn72nfoD/hpH7ofeh7mP73fv7GnGbfXTUVe2Y7YB26vG/cjlkc+cf98KX0BP3Udd5ma\nnSZMF8bZqlPERb68ia0HSIpJ5N3jbzEwOcS9wfs097UyODXE4eLqTanl8CDw/YqAKGLQ6vn41Adr\nE3RZlnEuzYV6eGcmWFoVk1IqlKQnmshMysCUkLorSuzTIMsydzrrcXlcHMw5QFrCzhhUZbmljFrG\n6B7rJTc1m6jw7VvAbPf4hs2jNPe24hf9JMUkcqz0yBMK1S8rIsMieK36HN81XeVWx5215+qNe7dx\neVwkxyZxqvz4rtgDm+FQQQUer4dh8wg/tN7k7SMXiI9+Npr+Axh0Bk5VnOD7pmvcbK/j/eNv76hP\nHSA3NZsxyzhmh4Vh8yh5aQ8popIxHMWcA8FhR041gSCsWR/dvH2J1rbb6/x9H8XxYxcYGgmpkF+/\ncZHXX/voiXWCQZGOriY6u0IKv3k5JVQfOsVvfv//IMsy31/9Ax9/+B8QBIG83BKaW28xMtZHSVEl\nRkHJfDDAUlAk+hmYDmcOn2F0apT69noKMguIj9mbc/OnAJfbxWdXP0MMinxy7pN1geZm8EhB/LKM\nV5SIXE0GDw2HrpXK8qNr67WsUp5TUzLWzeHu1F9ZXZ6J7jEdha+/+hXqQABJqeST13+67n+XGr7F\n6w9pOrx79K1tJUmfJ91ZXPXvNc9a0Ko1VJVUEBsVSqq7VhT4fAp8Ppkw/asX+MIrGvw+sIoJSkEq\ni8rQaXW09d7HseAkKS6R0vySFyK0sVOkJ6exvOJidHqMtt771JRW7Vnl64EVUt29BpZcS9S3N1JR\ndJC0xJeLBv4siIuOpbasmsaOFoLBIPX3mzhdc+K5qL9uF7Is0znYg8/voyAzD51Wi8vtWg1MHwtY\nAyLiWvAaWBfUikHxiX3bnLPYnLMbvq9CoUCtUqPVaDEawlCr1KjVajQqNWqVGpVKFXqtDv0d+lGh\nVqlRKpVr98+4dYL6/ibsHjtFhgLKs5/eo/YoDDoDRw8c5kb7bW533OXtI29seG0fPXCE+u4GJFli\nYHKYgqcYv+8X5pcXuNlex4JrgShjJKfKT2w7SE2JS+Kn534UErFZsNPY00xKbDLnq8/g9rgZnBpm\neHqEvokB+iYGiIuMpSA9j6zkzD2/RjtGuvH6fVTml2N4yoR5bGZ8rXfzYM6Bbe/bL/r5su5rglIQ\noy4Ml3cFi2OG9sEOKvLL9ugThDC/PM8PbbdYdi+TEpvEqYoTO55Av0goBAVFGQVkJWdwb+A+A1ND\nfN98jcykdKqLDm1YPV3xrPD57YuIQZEwnYGPTr6PUqnEvuAIVXhnJtdo9iqlksykDDKT00mLT923\nZ133WC+TtmmSYhN3dY5VShWHi6v5oe0mDT3NvHH4tT0bk12eFeq7GjE7LKiUKo6UHKYgPe+VGPMf\nRVxkLGcrT3Gl5QeutlwHQiJ/ZbmllOcd3Lfq9Ymyo3h8HswOC5cbr/DBiXf3rE0jOTaJivwy7g3e\n5/b9u7xWfXZH50UQBI6W1vLF7Ys097aSGpf8UJhNpUIOM6JYWkSIiESOCCVUH7c+SkneuAWqML+M\n/sEOzDPjT1R/7Y4Z7tRfYWHBSZghnGNHXiM1NROAnKxChkf7WHYtMjk1QkZ6LjnZRbS01TE03E1x\nYQU6QUCjUGDz+4l4huqvTqPjwrEL/OHKH7h8+zJ//d5fvzQ96y8zxKDIF1e/YHllmdPVp8nN2N48\nQpZllqQgPlFEv3q/TU+P4ff70Ki1pK/25zocVvyrFo6nH7E3crtdzFhDdlvHjjwpquWamUQFSHoD\nOt3Dcez6vVuPWAS+va0g9nnSnd0eNy0991hyLRMdEUVVSQX6VRac263A41Hi8cjotSKv6uW5I7Xn\nfTsIQZB3Ing1MDbE4MQwqQkpVBQdpGuohwnLFLGRMRw++PL0hG0HsizT3NXG7JydrNSMfRFvaum+\nh9UR6l/Jz8ilYJe025cVzoU5GjqakWWZiLBwTlQd3bcBIxgMPgxYA6Gq6vpgdX1Q6/Z68Pq8u3ov\npVK52gMbClbVKjWa1WDV5/djnrUQpjdQnFOIRq15IoDdK/SO99M+3hGytCm/QG5KztYbreJ2x11G\nzKOU5x586iT6X779NZIc6hf5m7f+ek+OeSvIsszA5CDNfW0EpSCF6flUF1XtmqLcNdpDW/89ZECj\nUvP64deIj4xFkiSmZqcZnBrGbLcgI6NSqshOySTflEdcZOwzT9qX3ct8fvsiek2IKrvRZ1jxukMB\nbDDI+8ff2fZkV5IkPrv1JS7PCjqNjh+d/pBx6wR1nfUAvF59jtT4lGc6/gcYtYxzt6seMRikNLuE\nyoLyl5q+uh04Fp009rRgX7CjVCg5mHuAA1klaz6zy24XX9Z9vRb4Hj94lOlZM+PWCVa8biAUSKYn\npJGRnEFafMq+0+htc7N823QFnUbHe8fffmoyZTu41nqDqdlpTpYdIyc1+5mOK3TPDtHS34YYFEmN\nS+Foae226dgvIwJigKst17HNh5KYRw/UUpC+/+OzJElcqv8W59IcKqWKT07tzkZrI8iyzNXW65jt\nFiryyjYV9Xoa+iYGaOxpJj3RxNnKUw+fkbKMYs6JoFQQzMjmgZmow2nj629+TXRUHO+981dPHf8f\nKD8nJ5l44/UfIYoB2jsa6OltQ5ZlCvPLqKo8vk4861GFX53OwCcf/i1qtZofbl5kcnKYd9/+S+Ji\nE/FKEnPBABk6HTHPmJT6+sbX9Az3cObwGQ4ffPHiQC8zZFnm8u3LdA12UZxTzLtn3t32mOqSgixJ\nQVb84ppa91eX/o25uVmKiyo5vGqp9dkX/x9LywtERsbw0fu/WNv+2vUvmZoeJSkxjTcv/Hjdvn//\nm/+G4JwlqFTywbu/WAt+2wfvc3841Dv81pEL224PeF7qzvY5B2299wmIAdKTTRzIK1rTevD6BJaX\nVfh8MhqVuGsv3/MfHX7l1J5fOOYW5xmcGEav1VGaV8zg+DATlikiwsKpLq18pQJfWFWALi7j7r1G\nxswThIeFk5Gyt+qp1Qcq16yQBieGWfGs/FFZIcVGxXCkrIaG+00srSzT3N1G7cGN7ThkWSYYDD4M\nWAPre103XyauBWk7RbjBiFajDQWnG1RbN1q2VQAflIJYHTYCorjm9bwfKM4sxO1zMzAzxLf3r/CJ\n7kOSY7YntlVbXI3VaaNjpIu0hFTio56kIr1/4h2+uH0RgJvttzldcfKJdfYSXr+Pu10NTNqm0Ko1\nnCo//syqtKXZJaQnmPi26Xs8Pi+X7l6mNKeEQwWVZCSlk5GUjsuzwtD0MENTwwyu/sSER5NnyiUn\nNRvtLmmrrQMh3/BDhRUbBkayLHO3swF/wM+RkpodVXm+afgOl2cFlVLFB8ffQaVSkZuWg21+lsGp\nYa613eBHpz/ctm3ORpAkidaBe/SMhdpYzlSeIvM5qgTvJ+IiY3n7yAVGzKO09t+jfbCD4ekRaooO\nEWWM5Mu6UM+XWqUmKEl833wNCCVQclKzyUxKJyUuZS1Y3m94fB5utodUTk9XnHjY6EiMAAAgAElE\nQVSmwBfgcHE1FscMzX1tpCWk7foaX1pZ5m5XQ6iVQKXh+MGj5KZmv3LV3kex4Frkxr1bLLgWMerD\ncHlW6BzpwpSQ+kz303agUCh45+ibfHbrK1weF1/Ufc2Pz3y0JxPqB3oCF+9con2og4To+C1p/4+j\nMD2fsZlxJm1TjFsnyVrtiUYQkMLDUc45Ucw7kRJC41BcbOJaX+/gcPdTrY+Kiyrp7bvHjHUKs2WC\nxqYfWFpeINwYybGjr5G8wXNHqVQSFRnDwuIcXq+bjs5GDlWdID/3AJOTwwwNdxMXm4hOoUArK7Cu\nVn9Vz3BtnjtyjrHpMepa68jLyCMmcmf2Vn9KaO1upWuwi6S4JN48+ea2nwmSLLMsBXGLQcJWk6xe\nr5u5uVlAoKoiRHn2eDwsrYoJnnmk6uv1epiaDtmLPl719Xq9SAtOlIAqInot8B2zjK8FvsdKj2w7\n8H0edGdZlhmdGqN3dABBEDiYX0LGI0KygYDAsktFwA9qZXDXge/Lgleq8iuKIrda7+D2ejhSXsOy\ny0X3cC8GnZ5jFUfQaZ9d5ONFYcXjpq6tHjEoUltWvSs14K0wYZmkczDUyxAdEfVHZ4Vkn3fQ2NEC\nQIQxnDCdAXGDSu2O+l8RUKtVjwSmqz9PLFsf1KqUKtp62nEuznEw/8CeJzQgJD1/s7kOpVLJmZqT\naPb5aXSr4w7T82ZUqPjLkz8hyri9Pr4HPpMRYREhis8GAdpvrn2K1x+qkO9n9XfGaeX2/Tu4fR6S\nYhI5WXZsT21zJEnidsddxmbGgZD4z5u1r6+j7kqyhMUxw+DkMJOzU8iyjFKhJDM5g3xTLonRCdse\nwG1zs1xu/J74qDjePvLGhts9qKKkxqfw2qHt0xB/aLvJpG0KhaDggxPvPNG3/WXdJeaX59Fr9fz4\nzEe7epaEgq2Qj2lkWARnq06/lCq9ewF/wM/94S56x/vYaNzVqjWkJ5rISMogJTbpuSdyJVniavMP\nWJxWqgoqdkSN3wydw120Dd6nMKOAIzv0mJVkib7xAdoG2glKQdIT0zhScnjfg8P9Rojl0IAYFCnK\nKKC6qIqu0R7aBzuIMkbx1pHX90S0bCuIosinNz/H6/dh1Ifx8akP9mxOMDtv59vGK2jUGt4//vaO\nz9niyhJf1V1CrVLx4cn1PteKxQWEQAApIzNkf0SIgvrZl/+MUqnikw//w1Otj/75V/8VHpkDFBdV\nUll+bFPNFafTxsVvfr3294fv/ZyIiGh+/9l/JxgU+cmP/h6VUoVXlpgTA6RqtSQ8Yw9+30gfX13/\nClOSiZ+987NXOtGzXxibHuP33/0eg87ALz78BeE76PlfDIosS0G8gSDhq3OSB97RCfEpvP3mXwDw\n3ZVPmbFOodXq+dlP/ue17W/cusT4xCDxcUm889bP1u373//lv6BeXkJUqfjpJ38PgHPRydd3v0VG\npiSziJriQ9s6TlEU+X+v/BMiItGaaN46+vq2P+N2IQZFOvq7sdhn0Gq0HCqpIOYRjSBRhIVFNT4/\nKBDRaZ8tbnwZKr/KX/7yly/y/QH4h3/4h1/+/S/+bsv1Ogd7cC7MkWvKRqVU0jHYjVat4WjFYQx7\nRNl5UdCo1URFRDJts2B1zJIcn7TnwUxUeCQxEdGYZ2fw+LxMW82kJb94b9K9QpjeQERYBBb7DD6/\nH5d7BbfXjc/vR1Ao0KjVq+uEExUeRWxUDPExcSTFJZKSkIwpKY2MVBM5aZnkpudQmJlHQVYeuek5\nZKVlkpFiIi0plZSEJBJjE4iPjiMmMpqo8EjCw8IJ0xvQaXVo1GomZ6aYmJkiMTaB4pyCfRm41Kvi\nUjbnLGJQ3Hc/6/SENGyOWVwBFwNTg5SYirbVcxhuMBIIBJi2m/GLAUwbiOcUpOXRNRpKzIyaxyjO\nLNzTY5ckiXuD97nb1YgoBanKL+doae2eTzAFQSAzOYOY8GgmbFN4fF56x/uJCotcE/0RBIGIsAiy\nUjLJT89Dp9Gy5F7GOmdjeHqEsZlxRClIpCFi0wyvLMvcaL+N2+fhTMXJDemfi64lrt+7FaJiV5/b\ntihSU28Lw+ZRAN44fJ64DSr2uanZ9E8M4Av4mJ23k5u2fTo8hCbH3zdfY355gfREE68dOvvC/Xv3\nG9OzZpyLznXLBARSYpOozC+nJLOIqPDIF5KUvD/UyZB5BFNCKrUlNXv2zIqLimN8ZgKz3YIpIW3b\nQdCCa5Ef2m4xND2MRq3heOlRKvPL91TY63kjKAVp7m2ldeAeCoWCE2XHKM0pQSEoSIxOwBfwMW03\nY5ufJTslc9+vA4VCQV5aDgMTg3j9PqZs0+Sbcvfk3IfpQ1oTE7ZJHAtOcnZYqddptCgUCiZt07i9\nnnVsEFmtRnC7EMQgcngECAJqtQYBganpUWRJIjUl84l9WmYmmZgcXlXthQuvfUJRwdYilAaDkZ7e\ntrXtFhac5OWW4PW6mbFOER0VR3R0HCpBIACsBEWi1bvv/QWIi45j1jnLmHmMMH3Yn71/H8Pcwhy/\n+/Z3yMj85M2fbFvgCkCUZRZWq77hiocaJ7fqLiPJEqdPvUNYWDjBYHDNxujYkfPErIrD+f1+7tR/\nB8Dr5z5eU4QGWFpeYKS1DkGWMSSmUZBZgMfr4cs7l5BkidS4FE6Wb1/J+7c3P8UlulCh4t0jb+75\nM2HF46axowXngpPoiGiOlFWvSyIEg7C4FPLyRRLR6569YPqr3/0jv/zlL//hmXf0DHhlgt8Zu5X+\nsUEijOGYktJo6wspmx4pq9lRtudlhkFnQKvRMmO3Yp93kpaYsueBaZjeQHJ8ElM2M/5AgAnLJCnx\nyfteNXxeCA8zkhKfhBgMsuJxI8syKqWS9OQ0SvOKyTFlkZaYQnJ8Eomx8cRFxxITGU1keAThYca1\nc/CAdrybScDyiou23nbUKhW1B6v3VZEvKjySGbsN+5ydxJj4J6x59hKCIJCVnMnEzCRu0cOgeZjS\njJJtPYwTYxKZtE0ybTeTEBX/hCqrUqnE5pzF5XHhC/jJy8hDo9yba3LZvcy11huMzYxj1Bt5vfos\n2SlZ+5pJjzJGUpiej9luwePzrPmwZiSmr3tftUpNYkwCRRkFJMUmIskS9gU7ZruF3vF+5pcX0KjU\nhBuMTxzvqGWMvokBspIzKMl6UitAkiSutV5nxbvCibJjJGxT1bV7tJeOVWrWqfLjmBI3Zi0oFArS\nE0wMTA6y7HEhSzLJcVvT4WVZZmBqiJvtdQTEAFUFFdQWVz83S6jnDX/Qz417t6jrrMfxSOCbHJtI\nWnwqbp+HueV5xmYm6J0InXMBMOrDnlsQbLZbuNvdiFEfxuvV5/b0maUQFEQaIxkxjzK3NEeeKWfT\ne0+SJLpGe7h1vw6XZ4Ws5AxeO3SW+Oi4V7r65fKscK31OhO2KaKMkVw4/BrJsQ/vF0EQSI1PYWll\niWm7hbmlebKSM/b9M6uUKjKTMxiYGsLt82BfcJD7jP3ZDxAfFce8awGzw0JQkkjdIf05PjIOsz3k\nox4XGUtk2GrLhkIBgoBieQl0WlgtfsTGJTI62ofFOklWZgG6Vdq+3++jsfkGzS03kR9pXVpcnKMg\nv3RbxxKUg1it0wC4VpaIiIgiLS2b/oH7iKKfnOzQM1ghhHpJlQoB4zM80wRBID05nY6BDsbN4xTn\nFO/r+P4qwev38ptvfoPL7eKtk2+Ru0OhzAVJxCdJIINm9Rk7PNzD+OQQOp2B2pozADS13MThtKJU\nKDlz6t217esbrjI3byc2JoHystp1+/701/8Xar+fgFrNJ2/+jKAUXPNujzBE8PaRC9u+p3sn+uie\n6UVA4HDuIWL3mBE6O2enqbMVj89DRko6VcXl6xgQkvQw8JWCQQyGvWEK/zn4XcVWwa/X56WpsxWA\n4uxC2vs7Aag5WLWuNP/HgKjwSAKiyKxzliXXMqkJyXs++Gk1GjKSTUzbLAQCgZBYWHTsK189fwCt\nRktyfCKZKemoVCoWXcvY5x2MmSdY8bgJ04cC3P2AJEk0d7Xi9XmpKConKmJ/KZyCIBAeZmTaamZx\neYn0ZNO+TpYEQSAzKZNRyzhu0c3YzDgH0ou3fE+FQkFCVDxD0yNYHDPkpeU8EezkpuVwfyh0bw9O\nDFGWu71JyWYYMY9yre0my24X2SlZnD90hoiwvVE23QoqpYrCjAIkScI2P8uia5GBySFMCWlPKBgL\ngkC4wUhmUgaF6QXotXpcHhfWORsjljGGzSMEggHCDeFoVGrEoMgPbTeRpCBnq85s2EvZMdzFqGWM\n7JSsbYvOjFnGqe9uBOBQYSWF6Ztbxum0OowGI5O2KWzzs8RHxm36/YrBIA3djXQMd6FRazhbdYq8\ntM2DoVcVLs8K3zVdpam3laWVkD2RQqGgJKuIt4+8QW5aDqaENEoyi0hLSEGj0uDyuLDNz4YC4fF+\n5pfngVAVbb8YOiueFb5v+QFZlnmt+ty+3B/hhnCWVpYwO2YwaA1PbeuZW5rnWusNRixj6DQ6TpYd\nozzv4L4mEJ8Hpu1mrjRfY8m9TE5KFueqThO2QQVcEARMiWnYFxyYHRZcnhXSE/f3mQ6hMTM1PpWh\n6WGW3cssr7ieWQcBVgP6uBTGrZNMz04TGxGzoe3dZtsnRMeF7OPmbOSn5T6s0qrUCH4fCvdKqPqr\nVKJQKDAYjIyND7Cyskx2ViFT06Nc/eELrLZpoqPjOH/2Qwz6MKy2adweF6Ul1dtKMiUnmrjf0fjg\nyLDNWjhYWo3VNo3VNk1e7gE0Gi0qQUAEXMEgUc9Y/dWoNYQZwugf7ce54KQk99VwMtlPSJLEF9e+\nwDJroeZgDbWPBZ9bwSdJLMsSnkBwXXLixq1L+PxeSg9Uk5QY8r++fvMisixTUlRFakqo71wURW7V\nXQZkXjv7AQaDcW0f1hkz090tCEBSZj6ZqVl8U/8dSytLaFQaPjz17raTvKIo8ofGL5GQiNZEU1Oy\nPZr0diDLMsOTo3QMdIEsc7DgAPmZ6xkfsgxLyyoCAQG/XyIsbHd6Nxvhz8HvKjYLfmVZpq3nPstu\nF7mmbAYnhhGDIlUlFSTG/nF6oMVFxbKwvIh9zoEYFEnYB683pVJJVmoGNqcdr9/LlHU6RAneI8uD\nlwFKpZLYqBgyU9Mx6PS43Cs4FpxMWCZZWFpEp9Wi1+r3dDAZGB/CYrdiSkolL2NnNNDdwqAz4Pa4\nsc870Go0REXsrafm41AplWQmpDNiGcMVcGFzzlJoKtjGcYa+68nZaVweF5kPREwegSCDdc6GJEtb\nBlKbwR/wc7e7kftDnSgEBccPHqEif3cey8+KlLhk0hPSGLNO4Av46J8YQKVQkhizMU1dpVSREB1P\nYXr+qpKyjGPRgcUxQ+9YP45FJ2aHhdl5Oweyih+KwTwC+4KDus67GHQGzh86uy3BJNv8LFdbQ5Yr\nRRkFVBVUbOvzxURE4/F5cC7OMT4zQV5azobUVJfHxZXmH5i2W4iNiOGN2tdeCf/enWJ23sHlxu+5\nP9SBxxfyRlar1NQWV3Ou6gypcevVsQVBIEwXRmp8CsWZhZgSQ8JQK143tvlZxq0T9Iz14VyaQ5Zl\njHrjngXCkiRxre0GSytLHC6q3pOA52lIiIpf88DOS8tZ1zIRlIJ0DHVxuyPUj5+bms35qjPEvuLX\nhyRLtA91UN/dhIzMkZIaKvPLN30OKQQFGYkmLI4ZzHZLSNl6jxTVN0OYzkBcZCyjljHml+cRg8Ed\nV2o3glKpJCkmgeHpUaZmzWQlZ+yo3USv1SMjMzU7jS/gJ301MEEQkFUqFMvLCEoF8iqbKCoyhhnr\nFJaZCWyzZjq7mggGRcoP1nLi2JsYw8JJTjLR0RkKZKfNY08VyHocVusUrpUl1CoNfr+XQMCPKTWL\nqelRdFr9WtCkfFD9FVjrJ90tEmISsMxaGJseIyo8isTY/RO3fBVws/km3UPdZKdl89bJt3Y8f5sL\niviCQZQo1kTJlpcXaO9oQBAUvH7+IwRBYHC4m8nJYUDgjdd/tJYgaWy+jsNpJSoylsqKY+v2/eXv\n/huqQAC/RsN75z/h1v07mB2WkG7GyXcwaLff975fdGdRFGnv72TcPIFOo+VwWfWGgqnLLiU+nwKv\nVyI8bG+9fP8c/K5is+B33DzBuGWSmKhonAtz+AN+ygoOkJa4/4PBi4IgCCTGJmB12LA57ei1OiLD\n976CKAgCmSnpLLmWcblXQnZIcsg/948JCkFBZHgkmSnpRIZH4PV5cSw4mbaamZ2zo1apMG5AK90p\n5hfnud/fhV6rDymPP8de6pjIaCYsUzjmnaQnp+07hVStVpMck8jYzDjz3gWWXS5ykrf2nUuIisfi\nsGJ2WIgMiyA6fD1zIyk2aY1yO2oZoyJv5x6j9gUHV1quYZ2zERcZy4Wa9fTCFwGDzsCBrGIcC06W\n3ctYnFamZ81kpWQ89ToRBIEwfRjpiSaKMgowGoy4vW6sczbmV9Un46PiiAgLXzeZFIMiV1t+wOv3\ncbbyFNHhWydDFl1LXKoPiXGkJ6TtqCcJwJSQxpRtGrfPzejMGMWZRevuJ4tjhu+bf2DZ4yIvLYcz\nladeKf/e7WDUMsa3jVfomxjAL/oBMGgNnK06xbHSI9sK9AVBwKAzkBKXTFFGARlJJnQaHe7VQHjC\nOknPWC+ORedqIBz2TAmdlv57jM9MkJWcyaHCin2tKj0QApy0TeH1e9cCbceCk2ut1xm3TmDQGThd\nfoLSnJJXngbv8Xm43naLYfNoqN2i5ty2q7hKhZKMJBNTtmmmZqdRKVXbVoZ9FkSERRCuDzE5Zuft\nqFXqbbdLbAa9Vo9eq2PcOhHSB0jN3tFkPiE6nknbFGa7hcToBMINq20zSmXI/mh5GcLCQK1BEAS8\nPg+WmUlcrkViYxJ47dyHZGUWrHtPQaFgxjqFx7NCUUHFttgFqakZa72/RmMklpkJSoqrGBsfZHl5\ngaLVe0gpCASB5WCQSNWzKT8LgoApyUTnQCfj5nEO5B14pfvenwXdQ93caLpBTGQMP37zx5uKlG0E\ntxTELUt4xSBhjzxf7tRfYXFpjtSUDHJzQvT17658SjAYJDUlk7zcEiCULLxx62tkWebM6XcxPlIs\nGh7qYXawC0EQKDhQjX3RSe94PwCv15zfUaJ3v+jOLvdKqL93cY6YyGiOlNdgfKRyvbbeigKvV4nP\nJxOmD7LXw8Kfg99VPC34XV5ZprX3/trk0OP1UJiVT3Za5nM+wucPpUJJQnQc0zYLMw4bsVEx+0ZL\nTk1IJhgMMr+0gHNxjhX3CsnxLzZY2A8IgoDRYCQ9OY346DgCYgDHgpMZu5VpmwWFIBAeFr6rDJsY\nFGnqbCUgBqgprdrwgbKfUClVqFUqrA4bXr/vuZw/vVZPrDGG8dlJ7C47iJAW/6SY1aMQBIGkmASG\npkcw2y3kpGQ9MZAnxSYyPD0CQCAQ2HbVQ5ZlukZ7uN1xB1/AT2l2CafKj780fVKCIJCTmo1RF8aU\n3Yzb66ZvvJ/4qNiHk7mnQKlUEhcZS0F6PnOLcyyuLKFUKLHNz9I73s/sfMhHNiIsnNb+e0zbLRRn\nFlKUsXVF3uv38sXtiwSlILERMbxZuzs1yZyUbPonBvEFfNjmZslLy1k7J3c6G5BkidoDNVTklf3R\niOxBSCjqSssPjM1MEFwVxIkyRvFW7etUFVZseW6fBkEQ0Gv1JMcmUZhRQGZyBjqtDo/PGwqEbVP0\njPVhX3AgyRJGXdiOAsYJ6yTNfa1EhkVw/tCZ58KKiI2IYWrWjNlhISEqgcGpIe50NuDxeykw5XGu\n6jTREa9+K5NtbnZNzM2UkMbrNWeJ2OF1oFKqMCWaGLdOMGGdxKgLI/Y5WN7ERMSgUiixOK1YHDNE\nGiL25JzERMTg8riYtlvwBXyYEtK2va1CUBAbGcvQ1AjWuVnyTbkPnyFqNYJnBcHvw61Sc6fhKr19\n7QiEZuxlpYdJNz3JwkpKTKOjswmQMZvHKCzYOtGqVmsYGOhEFAOEhUXg9bpZWHCSmJCGbXaa5CQT\nxlVat1IQWJGCILDmIbtbhIQ0NQyOD7KwvEBhduGfHP3ZMmvh82ufo1Fr+NnbPyPcuLP7SZZl5iQR\ntyiiQ7lGR5ckiTv13yHLMufPvI9OZ8DhsNLXfx+A997+q7VnY0vbLWZnLUSER1Fz6NS6/X/7+T+h\nEkX8Wi2FeWXcXW0fqi2pIXsD8bWnYb/ozjbnLE2drXj9XrJSM6gsKttQsNTtVuD2KPF4ZPRakf0Y\nFv4c/K5io+A3KAVp6mrF6/Oh1+lY8bjJTsukICvvT+am16g1RIWHFKBtThsp8Uk7znRtF/Exceg0\nWmxOO8srLuxzDtISU/9ov2u9Tk9qQjKpCclIkszc4jw25ywTM1NIUpDwsPAdTQa7h/uwzzvIMWXt\ni63RdhAZHonNOYt93kFsZAwG/f7bgYQbwtGrdVjmZjAvWAhTh5EQtXmlQKvRotNoGbdOMr88/4QK\nqFFvpGesD0mSsC84tlX9XfG6uX7vFoNTwxi0es5WnaYgPf+lvH5jI2PIN+UyYZ3C6/cxYh7D7XGT\nFr/1/eZcmqO5r40oYxQfnXyPSGMkPr8P65yNcWuoT9Q2P4vRYORs5aktEzmiKPLZra/wi36M+jA+\nOPHurr8zhSJE1+yfHMTlcREQRQanhuibGMCgM/Ba9VkyktJfynOyUwSDQe52NXCj/TYzTuuadVFy\nbCLvH3uHA9nFe1rZDgXCOpJjkyjKKCArORODVo83EAqEJ21TdI/1MjtvJygFCdNvHggvrSxzrfU6\nIHDh8PnnprItCAKxEdEMTg0zNjMeulb1Rs5UnqQ4q+iFtCXsJWRZpmesj9sddxCDIocKKqkt2b2Y\nm0atIS0uhbGZccatk8RERO+oZ3a3SIxJwB8IYF9wMGGbJDE6ftdJnAd4IOg1aZtm2m7ekPmzGcJ0\nBgJBkWm7GTEoPky0CgKyIDA50sfNhu+wLc2REJ/CyRNvMj4xiG3WQkH+QZQbnAOVWoXFMoHX6952\n9degNzIxOYTX6yE7qxCzZYLk5HTsjhkAMlbFl5SCgESo+vv/s/de3W3c6brnrwo5AyTBBOYsSqJy\nlpUlu93udofdZ7rX2WdmrQnfY/sjzM3czM3MnHX2Prv3Pt27k92SFSzZsiVROTAngACIHIgcqmou\nQNGSRYmkGCTZ/t30aossFIhC1f/9v8/7PFa1Co2wNtlqg7MBt9/NtHcap8O5Knfjd51UJsV///S/\nUywV+fW5X9NYu3rlZ1qRycsyJRkMz2y+Phm+g883g9lkZc/uiuLps/O/p1DMY7NVsW3rHqBSJD+d\nAT527EOszyiqBgevkvJMoggCWwcO8vXQLaCSV72rZ3XqtfWWOyuKwrh7kodjj0GAHb3b6W5d2mcj\nXxBIZ9QUCgo6TXnDsnx/LH4XWKr4HZkaIxAJotfqyBXyuOoaGej54Q37Gw1GtFotc+EAkUSUpjrX\nhjmAft+jkJZCq9FSX1NLS0MzoiiSSCUIxSLM+DwUigXMRtOyGw7BaJihyWEsJgu7+3cgrvEh97oI\ngoDNbMUz5yWRStC6weZXT6myVqFICsH5EDNhN3VW57IZwNXWqoXZ1UqunPM7UTp9zT2L0Ue+kJee\nVxgveYKzfD54mUQ6udBlOb2qRdWbQKPWsLV9S0WCn4wSnY8x4Zuita75pZI2RVG4+uAr0rkMx3Yc\nwWGxU22toru5i/aGNlAUQvEwUJl5DsZCCKKI9SVqBlmW+dNXfyWTz6DVaPnV8Y/XLDXVa/VYTRbc\nAQ/hRJhkOkl9VR3v7z/zvcjvLRaLfH77Etcf3SC2YEYlCAJdrg4+OvwTepq7N6WA02v11FfV0dfS\nQ2djO0a9sfKZx0PMhrw8mR4mEAtSliRMBuNzO/xlSeLC4CXSuQxHth/alHnSp5TKJYZmRggnIigo\n1Dqc/PTQB9+Pa6NU5Or9rxh2j2DQGTiz5ySdrrW7yut1euqq6pjyTzMz56GuqhazYeOVRU3ORpLp\nJIl0kin/DM21rjXnK4uiSGN1PePeSWZDXlrrW1a1SVTncDIz58Yb9uOqacRkMJHJZ7n25BZjE49R\nlyV27j/OwcPnsFhsy0Yf1TobF7u/s7OTbOnbuew5OBw1PHx0E0VRcDW2EU9EiMfD6HVGorEg/X27\nFu8B6qfdX8C2RtM2QRBoqm/iwcgDZvwzDPQMrChq8F2nVC7x+7//nlgyxumDp9navXXVx5AUhbhc\nJitJmHg+xePK1b9SKhXZvfsIzpp6crkcd+59BcBPzv1mMcbo3oNvmAvMYjJZOHTg9HPHv/q3f0Yl\nSRT1egLpBLIsU19Vx8ndz3eHl2O95c6lcom7ww9w+z0YdHoO7tj3Uq+kUkmoGFwVQa2S0G6gsv7H\n4neB7xa/kXiUh2NPUIkqSuUStVVO9vTvfCPZh28DdouNUqm00JVN0bgBDtBP+b5HIb0MtVqN01FN\nW2MrOo2WZCZFJB5l2ucmnc1g1BuWlM8WS0VuPryNLMscGNiLQfdmHbP1Oj2FYpFwLIJapaJqE2Ry\nUOkUZLNZYpk4E3NTtDlbMOlf3k0SBIGGmnomvJN4w74XFkEqlQr3nId8MU+2kGNr64tdobJU5ubQ\nIIMjdwA40L+P/Vv2vFMLgubaJhqq6pgJVDZbht2jGHSGJeeDZkNeHk0+ocnpesG9Wa/VM+WbJp5O\n0NbQglFnIBAL4gnOMuIeJZPPYtIbnrs+P7t5geh8DJWo4lfHfr5u1+58JsVMwLP4/9/ff3bJDOJ3\niWR6ns9uXmBw5A7pXAaojKbs7BrggwNnaa1veWPPJ51WR11VLb0t3XS5OjDpTRTLlULYG/bxeHqI\nQDRIqVzCpDdye/Qe3rCP7qYudq3QBXw98Efm+HzwMr6IvzIWoihkCzm6m7ve+RnG6HyM87cuEk6E\nK5s9B86saNZ+pZgMFcnzpH8ad8BDk7NxU541bQ2tBKJB0rk0E74pOhrbl2tvVlAAACAASURBVHSW\nXw16rR6L0cL03AyBaIAuV8eKN9hFUaTK6mDCO0kwHkIURK7c/YJ4KoGztpHTfXtxNbSAuZL9+7Lo\no+fOR6/H65umUMituPubTESJJ6LEExF27zyCZ3YCi9lGJpvGYrFRvWBKJQoCsgDpchmLWr3m7q9B\nb0Alqhh3j5POpultX36s5V1GURQ+vfYpU94ptvds5/i+46+19k3KEgVFRpJA98w6IhoN8XjoNipR\nxakTP0cQBC5d+Q/S6Xl0OsOitFmWZS5d+ROyLPPe4fexP1OUXr78RwrBORRRRDZbKEllzAYTPzuy\nOjOu9ZY7p7NpbjwYJJaMU22v4uCOfZiNSz+Hy2VIzmsoFkEUyuh06xNp9DJ+LH4XeLb4LZVKfPPg\nFpIkoSgKDqud/dv3vPNyqLVS46gmPp8gHIsgyRLOqo2TvHzfo5BehSiKOGwO2l2tmA0msrkskUQU\nz9wssUQcnVaLUW9EEAQUReH+yCMSqSRbOnpofEtC6B1WB7MBL5F4FFdd46YVg01OF5F4lPlCijHv\nOL2N3a+MlNKoNVhMFqb804TjYbqbnrfa72vt/Tb6aHac7Z3bFv8tnopz4dZlvGEfdrOd9/efprm2\n6Z1UhpiNZra2bSEQDZLJZ5gNeQnGQrQ1ti6qCCRZ4vKdLyiWS5zec+KFbsmUf4b7Ew9x2ms4u/cU\n3c1ddLk6UKvUxNNJAtEAo55xvCEfAI+nnuAN+xEEgY+OfIhtHVzeZUXmzug9bg4NolapMC4UYdNz\nM2z9jgHWu4I/EuDTb87zcOox+WIeAJ1Gy9Hthzix+xj1b5nzqk6jo9bhpKe5m+6mLswGE2WpTDAe\nwhf2L7pGG3UGjmw/hH6DIt+epVgqcnNokJvDFU+E7R1bObnrGCa9kZmAh0w+U1EuvKOMzU5w5e5V\n8sU8A53bODpweEOKeavJisVoYWpuBk/QS2t986pck1+XzsZ23MFZcoUc495Jepq71qwQcVjsFIoF\nvGEfmXx2VXFOZoOZVDZNIBrAG/YhiioO9O/jwNYDaDXaivmV0QRa7ZLRR9+lpqZ+sZPr9ozTv2V5\nl/smVwcPH91EliV27ThMJBYktqC6KRTy9HR/+6zSIJBRZCRFwaZSr/k+2FjbyOTsJNPeaRqcDZu2\nwf0muPnwJoOPBnHVuvjFmV+8lgqxpMgkZYlsWXrBefvaV5+STs/T1tpDe1tvZZzlmwsAHDl0hqoF\ns7fHjwfx+mcwGkwcOfy8J8Y3F/6ASpIo6PWUBAGNWsOvj3+86ni29ZQ7ByJBbj68Q75YoKOpjV19\nL1cJSNK3Wb7IZQz6jS184cfid5Fni98Ho4+Iz1ecTM1GM4d27HunOjkbxfMO0CGMesO6LFhfxg8h\nCulVCIKA1WyltbEZh81OoVAgkojiC/oJRIKo1SrmU/NMeKaosjnY0bv9rVncq1QqdFodc+EAuXwO\nV+3mFeWtdS34Qn4ypSxj3gm2tfS/cqFkN9tIZdP4In4EhBdcmXP5PNH5KJIs0VztwqA3MOIe48q9\nq+QKOfpaezm5+9gru8zvAqIo0tPchUatYS4SIJVLMzwzSkNVHSaDieGZUabmZuhr7aW76Xnzlkw+\ny8XblxGEiqukYUGhoNPoaKxpoL+tj2pbNaVyiWCsIotNpJMA7N+yZ11yRPPFPJfvXmXSN4XFaOH9\n/WfY2bWdEU/FACsQDdLd3LWm19hMRj3jnL/5OWOz45SkElBZdJ/dd5KDWw+8E6ZMWo2WWoeT7uYu\nepu7UQkqQvEQACWpzLB7FF/YT6FUxKgzbEgh5Q35uHD7MoFYEIfFzpm9p+hq6lzs4Pmjc/gjc2uK\nNXtTlKUyXz++wf2Jh2hUGk7uOkZfa++GPgeqrA50Gi0zAc9ibNBGr48EQaC3uZsJ7yT5YoEJ7xRb\nWnrXrHRoqK7HF/HjC/sxGYwrirVSFIURzxjDMyPISiV39NTuE3Q2LsjL1RqEfA6hWECx2EAUn4s+\nqqt1YVkiOcOoNzPrnaRYzLOldztq9as3L0RRZHp6hEIhTyjs58ihsxXZtVpDKp2ko60X/UKzQBQE\nFCAllbFo1GjX2P0VBIHGukYejD7AM+dhoHfgnXdGX4oJzwSfXvsUi8nCb3/629c2rozLZQqyjCAr\naJ65ZsvlMl/fuAjA+2d+jUaj5ebgF0SiAVSiipPHf7b4s59f/iOyLHHw4LcFMcBf/vT/ocSjyCoV\nBb0eQRD4+OhPV+2hsF5yZ0VRGJuZ4NH4ExBgZ98AXS0dL70nyfK3ha8sSRiNG1/4wo/F7yJPi19v\n0M+YewIAg07P4Z373xqn1rcBlUqFs6oGX9BHIBykxlGNYQO7sT+UKKRX8TRuprneRV11LWWpTCQR\nJRAJEoiGEASBfdv2oNdt/A78arCaLEQSUcLxCHaz7aVyl/VGEAQ6GzuY9rvJlrOM+SbY0fbqjYGG\n6nqm/DN4wz5czkZMz8yVNdc1LXZ/x72TROdjDM0Mo1VrObHrPba193+vxiFqHU7aG9oqMuhSgTHv\nxKIcWiWKnNpz/LmFjqIoXLl3jUQ6yYH+/TQtMb8pCAJ2s41OVzuiIDAXDSz+my8yhzvoQVYUrEbL\nay2iIskof795kdh8jOZaF2f3ncZiNC8YYLUsGGBlkCSJxnXIDd1Ibo/c5fPbl/EEZ5HkyuK62lrF\nR4c/YFf3jk0zhtoIbo1UOgFHth+kqdaFLEmEEuFKfvTMCLPBSo6qQad/pWJjJRSKBb55fJPbo3cp\nS2V2dg1wbOeR5+TvgiBQY6tmbHacUCJMT3P3O/NdTmbmuXDrEr7IQmb1gTM41yESaCU47U5kWWY2\n5MUfnaOjoW3DlXGCINDd3MWYZ5xCqcDMnJu+NRoKiqKIy9nAhG+K2eAsTbVNGF8h5Z7PzHPl7jVG\nPGOoVWr6WnsJJ8Ik0gl6nqqGBAFEFeJ8EkGjRjGaEAQBh8PJ2PgjYrEQPd0vPo+qq2t59PgWiqIw\n4x5n65bdy55/dVUd4xOPyRdyHDxwmlw+u2h6pVZraGz8Nn9dg0BWkSkpCvZ16P6aDCZkRWbCM0G+\nkKer9d3ZWFwJkXiE3//99wiCwG8//O1rd7fzskxakcmWXuz63nvwNcGgD5utioHt+wEWDa22btmD\na+HzGxq5h2d2Er3OwPH3fvLcMe5+8RdEWSav16OoVJzde2rV0WDrJXculUvcGbqHZ86LQW/g0MB+\nal+hEFUUKjO+JYFiUcZkkl/rdV+HH4vfBT755JN/+i+//UduPBxEURQ0ag2Hdx14pxcaG4VWo8Vm\nrjhAB6IhGmsbNnzn94cShbQcep2eRmc9TbWNzIWDlKUyAP7QHKVyGavJ/NbswAqCgN1iq8i15+OL\nhl6b9drtda1M+KfIlrO4g7NsbXm57FWlUi3OcQWiQbqbOp+TNzlMdmYCbqCyAGqorufc/jMvmGR9\nX9BrdfS39ZHKpoinEkSSlc73QOc2mr4TDzLiHmPYPYrL2cj+LXtfuajyhLxcf1SJX9jRtZ0dndsp\ny9LibOjQzDCJ9Dx6jQ6TwbSiBdr4guSzUCqyq3sHh7YdeO47oNfqsJmszAQ8hOJhqi1Vm+JWuxok\nSeLq/S+5eu8rgvHQonNzk9PFz977kP62Le/0TKqiKHz16GsC0SD9bX3s6NpOja2arqZO+lp7sJms\nyIq8WAgPu0fxBGbJl/LotfpVu1a7Ax4+v32l8nlbqzi77zQdjW1LGgEadAaK5SLesB9REN94HvdK\nmJlzc/H2FTL5DH0tPZzYdWxRbbFZNFTXky1k8Yb9hBMR2hvaNvz+rhJVdLo6GPWMkSvm8Yfn6Gnp\nXtMxtRotDoudSd80/sjC/O93CnlZkRmaGebK3Wuksila6po5u+8UbQ2tZHIZfGE/KlFFfdXCCIJa\njVAuI2SzKGYzqNUYjWYy6Xl8c26MRjM1S4wrmM1W3J4JisUC3Z3b0C6zAWQyWXj8pOL3kc2m2bv7\nPcYnHiNJZZLzcbb271m8hz7937QsYVKp0K3DZ9VU18T4zDhT3imaG5qxr+OM+Zskl8/xL5/+C5lc\nhp+d/BntTe2vdRxFUYjLEjlJQoe4GG30lC+u/Q1JKnPo4Gkc9mrGJh7j8UwAAh+c+83i9+nzi39E\nksrs33fiuevm9//yf6HKpJBUKop6Pfu27KGr6cVIreVYD7lzKpPimweDxOcT1DiqObRjH6Zl0j5S\naRWFgkg+L2MxSat+zbXwY/G7wCeffPJP23dsJ18sIAoih3ce+MHIa18Hk8GIRqNhLhwgGo/SVNe4\n4Q++H1oU0qvwBnzMRQI4HTU01VUcMcPxCNNeN7lCHrPR+FYslnVaHWWpTCgWRhA2t2OvVqtprmli\n0j9FqpginIjQ63r5QsliNFMql/CGfRRLxcUMSFmWmfRPL7oYA/z6xMdrNl152xEEgbb6VvQaPd5w\nZU43FA9jM9kWjXSS6SSX715Fq9Zwbt/pV15z0WSU8zcrEq/upi4O9O/DarLQ3tBGb0s3ep2+MkcX\nCzLhm2RqbgZJlrAaLUturkmSxI2hQe6NP6hIPncfp7dl6Ri6ynxfkUgygjvgptPV8VZ8frlCjgu3\nLvL1k5uLMnBREOlt6ebDg+/T9Z1NmHeVUc84j6ae4LTXcHzn0eeKULVKTbWtmk5XB1vaerGZbSiK\nTDgZYS4SYMQ9ysycm3whj16rQ6/Vv/Seny/k+erR19wbf4CiyOzu2cnRgcPLOgTXOpxMeCfxR+do\na2jblDnk10GWZQaH73Br5A6iIHB04DADXdvfSLdaEASaal0kUkl8ET+JBaO7jX4ea9QaWutaGJsd\nJ5PPEE3E6HC9XnHyFJvJiiRJzIa8zGdStDW0Lr6PRDrJpTtfMO6dRKvR8t7AYXZ171i819VV1TLh\nm8IX8VfulwsbNYpag5hOIcgyiqViflVTU8/o2EOCQd+S0UdVDudi99ftHmNr/55lz71cLhMM+Ugk\nY+zdfRS93oBndhJJKuOsqcf2zHiEeqH7W1yn7q8oijQ4G3g4+pDZuVkGegfeeW8cWZb5Hxf+B8FI\nkMM7D7N32+ubPmUUmZwiUyjLGL/zd5kLeBgde4hGreH4ex8C8PcL/4YkSbga2+juqjhKj008Znpm\nFK1W95wMOp/PM3zjIqKikDcY6GrpYW/f8mqB77Iecue5cICbj+5QKBbobG5nZ+/2ZeeN0xmRfF5F\noaBgMkhs9jL+x+J3gU8++eSfDh05DMD+gT1U27+/A/zrhcNaWVCGYmHS2QyNzvoNf/D9EKOQvksq\nk+LOk/toNBoO7dhHXU0tba5WDDodqUyKSCLKjM/DfDqFQaffUFn6SnBY7XiDfiKxCI219ZtalOu0\nOurstUwH3MSycfK5PG11rS/9+bqqOjxBD96wfzEr+PPbl5kJuDHpjIuzl5FkjM41LrjeFR5MPGI+\nM4/JYKJYKjITcBOfT9Bc28SlO1+QyVdij14luUxl0/z5+t+QFYXG6gZO7Xk+fkGj1lDnqGVLay8N\n1fWV4icRrhgkzQwTS8XRqrVYjGYEQSCTzy5Kgx0WBx8cOEvtMpmTTbUuvKGKuc2Uf5otbb1vLBIs\nmozx2Y3z3Bm7TyafBSpF4N6+XZzdVzFOe1fkt8sRSUa5cu8aWrWG9w+cfWVhqVapqbZW0dHYTn9r\nHw6LHQWIJCPMRQOMeMaYnpshW8ih0+owLBTCiqIwPTfD53euEElGcdqdnN13esWZzipRhclgYnpu\nhvlMio7GtccDrTeZXIaLd64wE3BjM1n5YP/ZNy7hFwSB5rpmQomKmVmukNsU0z+9Tr/g1D9FMjtP\ndsGwai3UV9URjIXwRfxoNVpqbNU8mnzMF/e/JJPL0NHQxtm9p3Daa557f2qVGovRzJR/hmgyRlfT\nwnzjwvdXTKdArwedHo1Gu2z0kc1WxYx7jFKpSFfnFnTLqB4a6pu5//AGiqJQZa+hvb0P9+wk+XyW\ndHr+OeMrQRAQqMz+mtTr0/21mCyUSiUmZycpl8t0NHes+ZhvkovfXGR4apju1m4+eO+D176W5YVo\no0y5Em0kfrfre/VvZHNpuru20dzUQSQSYHjkPgA//+k/Lm4iXLj4B8rlErt3HaH2mZGi3/+3/xN1\nPk9ZrcZR18SZvSdXfY5rlTsrisLo9DiPJ4YQBZFdW3bQ2bz8vTOXE8lmVeRyCgZdmTexX/Jj8bvA\nJ5988k8nTpxgoGfbpprzvOs4HTXEkwlCsTCyIuPchNDzH2oUElR2JW89ukO+mGd3/w7sC8YZoihi\nt9ppd7ViMZnJ5XNEEtFFx2WtRrNiGel6I4oiRr0BX2iOdDZDU13jpp6HSW/EZrAxG/ESnA+hVlQ0\nVi/9HRdFkVqHk/HZSdzB2cVZ0U5XB2f3nWLKP02xXCKVTS0ZffR9wx+Z4+7Yfeqqavn46EeAQiAW\nIplJMjQ9TDqfobOxnR2viKsplor88dqfKEsSdrONDw+9/9LPXxAEzEYzrfUt9LX2YtQbyeQzBGJB\nJv3TTPgmiafi3Bq6zXy2UqSc2XtixZErnU3tjLrHKJSKBCJBejbZAMsTmOXTGxd4MjNMoVQEwKDV\nc3zHUY7tPLLqWa23nUKpwPmbFymUCpzafZyaVXQVno4idDS20d+2BYfFgUClmA7Egox6xpn0T5NM\nJ3k0PcST6WFQYF/fHg5vP7DqGB672bYou3ZY7G+VhNMX9nN+8BLzmXnaG9o4s/fkWzOSVZmrb8YX\nmcMb9iEr8qYU5WaDCYfFwfTcDNH5GCjKmiTrgiDgqmlgyjeNJzRbyTQOeNBr9RzbeZQdXS/vZtnN\nNhLpJP6If9HtHACNFiGfRyjkF82vlos+sturefx4EFmRmZ4ZZ9vWV3d/BUHA73eTyaYIhv1s27oX\np7OB0bGHZLKpF+TTT2d/C4qMYx26vwBN9U2MTI0wOTtJe1P7O6uafDDygGu3r1HjqOE37/9m1W7J\nzzK/EG1UlmT031knFIt5bg5eAeD9s79GrVLz2fnfUyjmsdmqFj/z6ZlRJiaH0Kg1nDrx8eJnlZyP\nMXXnOoKikDMY+IdTv3qtz3EtcudiqcSdJ/eYDXgx6g0c2rEf5wqUffmCQDqtplBQ0GnKvKll+9tQ\n/L4129tOWxdNa9w9/KEhiiJ7tu7EZDAy4ZnCG/BtyutaTGbOHDhRkdWWy3xx60uiyfimvPabZMw9\nQTI9T3O9i/qaF2eGBEGgsbaBo7sPcWjHfmqrnMSScQYf3+WLwS/xzM0iyZs7WwFQX1NHbZWTSDyK\nPxxY/hfWmZa6JvZ0VuIjrk/cYMQ79tKftRjM2M02SuUSkizx3sARju04gkat4Tcnf7X4c//x1Z83\n/LzfJLJSkVgCi7O8u3p28vMjH6JRaygvXEdmo/nlx5Bl/vjlXyiWSxh1Bn529MMVP2B1msrc8cdH\nP+Kjwx/Q3dRFNl+JOimUCtjNNtrqW1bVvVWLaj46/BMEQSCUCC++v43m8dQQ//X8v3Dp7heLcUVW\no4WfH/kpvz3zG1rqv3/PHUVR+Orh16Rz6YVZcddrH0uj1tDR2MbJ3cf53ZnfcHLXMdrqK/OWI54x\ngrEgKlGko7G90plj9QtBQRA4uHU/KlFcjER60yiKwv3xh1wYvESpVOLg1v0c33n0rUuf0Gq0nNt3\nCovRwsPJx9wavrM4t76RtNY3c3jbAQDuTzxi2D26puM9dadXFKWyudbQxi+P/YzWFawLD/bvQ6fR\ncXfsHqlsqvIfBQHZYkXIZhETMWBB4bHnGLIsc/vOtSWPdfzYTwHI5dIkV7CueWqClM2myeWyVFfV\nUl9XGdu5fuPCcz8rCAIWUUWmLJFa8AxZKxq1hp8cq5zDp9c+XfQieZeYDcxy/vp59Do9/3DuH9Zk\nuFdWFDKKTLYsYV5ClXj77lcA1FTXodPqyeVyzKcqCTMnj320+HO3bl8FYNvWvc89N//8b/83oixT\n0mj47fu/fS2V0JB7mEg+ioDAvq7dqyr059MpvrzzNaFYGKejhvf2HMZqtiz7e6WSQCqtplQEjUp6\nY4Xv28JbU/zW2fuJRDSk0irkzTMde+fRarTs27YHtUrNg9HHxDepCNVqtZw5eAKruWKW8vW9G3iD\nm1N8vwliyTjj7kkMegNbu7a88mcFQaDGUc2Bgb0c33uUpjoXmVyWB6OPuXTjKhOeSUqlzVvcCYLA\ntu4tiILIk4nhN7Kw7G3uZourFwWFCw8v4o28eK2E4mH+9NXfiKXiqFVqFEV5YUe1eWEhlMnnSKfT\nm3Lub4IJ7ySxVJwuVwc1z0SA2My25yJpHkw84i/XP6VYLj73+7Is8+frn5LNZ9GoNfzivZ+jFle/\nk15xirZTlsrIioxGrcFmspJYmDf+/ZU/cGf0mQXnMlhNVk7sfA+Ax9NDuBeMzNYbSZL4+vFN/t/P\n/huDI3cWF4S1die/Pf0P/PrEL6j+HudjPp4ewhP0Ul9dx66eHet2XI1aQ429hlK5hKzIqEQVNbZq\nBEFk3DvB3775O7+/8gduDg0SjIVWVYTZTFa2d2wjm89yb/zBup3z65Av5vl88DL3xh9g0pv48ND7\nbNngGKO1YNAZ+ODAGWwmK0+mh/ji3peUpY3faO1t6WFXd+X6uvHk1mt/n8OJCH++/jcm/dOLmwuF\nUhHtMpFDTzHoDBzo30dZkrj+6Ma3151Oh2IwIkQiCPkcAG2t3dTVuvDMTuKf87xwrJbmTtQL5/Dp\n+X9d9rXNZhv6hbn2a199BsDRhSxYv99NMhl7/lwFEbUoEigWkdZpk6KloYXd/buJJqJ8fffrdTnm\nZpFMJ/nj539EURR+eeaX2K1rU33My2UkWUaNsOT3dWpqBIA9uyvPoatf/hUAnc6AY0E9OeudIptN\no1KpGdh+YPF3L1/5D3SFQmWGvKF11WaAUJE7X3lyDQUFu9ZOxyoMvfyhOb66+w3ZfJaulg4ODOxd\n0ShbuVyJNCoWQRDKaLWbE2n0NvPWyJ7/l9/+b6TTAvm8iCSrEAC1Wtn0Qex3EZ1Wi81ixRv0Edwk\nB2j44UQhlaUyNx9WuhH7t+15Zbftu+i0OhqcdTTXV8zB4vNxQrEIM343xVIJi9G0KZ9V5QapEIyG\nkWSZ2qrNl3g2VNeTSqVJ5BKM+cbpquvAoDMgKzIPJx/z5cPrFEtFBjq3cbB/PxO+SXxhPx2N7Ys3\n+I7GtsXoo5HZMXZ2vVzy+65SKpe4fPcqoHBqz0m0z1wft4Zv44/M0d/WR19LD7MhL9l8lqHpEapt\n1VhNlR3gzwcvE0qEEUWRX773s2VNh17GfGae87cuEYgFqHU4+fDgOQa6ttNa14wgiMSSUfzRAEMz\nIwRjIURRhdVoeeVuuN1ip1gqEU5EmAl46HS1r1vGbFEqcvnOVb58+DXRZBQFBQGBtvoWfn7kp/S2\n9rx1nbv1JhgLce3BdQw6A+/vP7PiAmI5FEVh1DPOpTtfkMwkcdU0cm7/GbZ3bGVbez9ORw2ioCKe\nShCIBRn3TjI6O04ql0atUmEyGJctHp32Gqbn3Pgiflrqmlctn14PQvEwf79Vie5qcro4t/80tncg\ng1ir0dLhaie0MK8fiAVoqWve8ASC+uo6coUc0WSMmTk39VX1K35GlqUyd8bucf3hDfLFPH0tPZzZ\nc5JYKl7JfhcE6pdwZl4Kh8VOdD6KLzKHUW9c3DRUNBqEbBqhVEaxWBFEcfnoo6o6pqaHKZdLtLV0\nY1jGOVevqxhdpTPz7NxxCJ1Oj9c3TTabJhIL0t217TnnZxGBlCyhV4kY1skzpam+iaHJISZnJ+lu\n7V7VOuVNUSwV+dfP/pVEKsG5I+fY0vHqxsJyFGSZlCKTK0mYl7juZ9xjTE4Po9PpOXzwDJIkcf2b\nSnf+yKFvM3wvXPwDxWKBbf17cLnaABgevc/Y/RuoSyWKWi2/PPefXuscX0furCgKI1NjPJkcRhRE\ndvfvpKOpbUWbcZL0bZYvchmD/s0Xvm+D7PmtKX7/1//8v2PQV1q+qXmRYkmkXBYRRNCo3/yH9bZj\nMlSKqLlIkEhicxygn/J9j0J6PDFEOB6ls7md1sbXk0hq1BqcVTW0Nbag0ahJplNE4hGmfW4yuSwm\ng3HN2ZrLYbfY8YfnCMXC1FfXvZFs4pa6JkLRMKlimhHvGO01rVx7eJ1x7yRGvZHTe07Q01xxH9Zr\n9RWDp1ScTte3Qe1atRZfxI+ykE1b9Yyj5veB++MP8YX9DHRtf85Ixhf2c3NoEJvZxsldx6ix19DT\n3IUn6CVfzDPlnyaTyzIb9DITcCMg8OHB91/77zMb9PL54CUy+Sx9rb0c33l0sUg16Aw017rob+vD\nZrZRKBYIxIK4Ax5GPGPkCjlMBtNLd8abnI34wn4y+SyTvmm2tK/NACudy/DZzc8X55GhMhayrb2f\nDw+9vylRMG8DuUKO87cuUpbKnNl7ctEZfK3MZ1JcuXuVEc8oapWaQ9sOsK9v96JrtyiK2ExWWuub\n2dq+hTpHLSqVikQqSTAWZMI3xahnnFQmhUqlwqRf2gNBFEWsRguT/mniqTjdTZ2b1m1VFIVh9whf\n3P+ScrnM7p6dHNp2AM0aZg83G7VKTUdDO/PZFL6wH09wliana8OfLc21TcTm4yQz80z5p2itX37j\nIhgL8fngJWZDPixGM6d2H2dLWx9qlRqX08W0fxpPyEudoxaLcXlZpyAI1FXVMTY7gT8yR+fTTdOn\n5leZb82vlos+slrtPHlyB1mWmHGPsX3bvle+dnVVLQ8e3kRRFNQqNXW1Lgx6I9Mzo2SzaRyOGuzP\nzNxrBIECCllJwqHWvGDI9DqoVWpqHDU8Hn/MXGiOgd6BN2YquBIUReEvV/6Cx+9hZ99Oju45uubv\nelwqU5AkVIiolzjWlat/JV/I0b9lF40Nrdwc/IJINIBKVC26Oc8FPAwN30MUVXxw7h8qc91zHq5e\n/SuGXA5BEOjdto+GZwywVsrruDsXS0VuP76HN+jDZDByaOf+Ffs3FlILawAAIABJREFUyPK3ha8s\nSRiNb0ct9WPxu8Ann3zyT//z//R/IAiVQlevlymXIZMWKZVFJElEJSpvxJXsXcJusZEvFjbVAfop\nzqoadFpdpbD5HkUhBaMhhiZHsJgs7O7fseaHiUqlospWRZurBaPeQDqbIZKI4vZ7SMwn0Wt1GPSG\nDfm7iaKIyWjCF/Qzn0nRXL/xzqBL0VbfymzAR7acZXh2lHyuQGtdC2f3nX5usV5trVrcyddptTgX\nHKBrHU4eTDwCwB2cXZTdfR9I5zJcu/9VxYhp53uLTuqFYoELg5coyxJn953CbKjs6mvUGvrb+igU\nC0SSUWLzsYoBDXBq9wlcztWb3zyddfz6yU1A4Oj2Q+zo2r7ktS+KIlVWB93NXbQ3tKEWVcRS8Yo7\nsHsUf2QOQRCwmawvFJ8drnZGPeMUSgXmIgF6mlefGRqKh/n0xnnujz8kV6jIGrVqDQf6D3B6z4k3\n7si7mciKzJU7V4mlEuzp3UWna+3Or5WM1RGu3L26kLHaxNl9p6ivqnvpvUMURKwmCy11lUK4vqoO\ntUpNMp0kGA8x6ZtixD1GMjNfuScZTM9dW1aTlXgqgT8yh9lg2hR5erFU5MsHX/Nkehi9Vs/pPSc2\ntfBeT0RRpLW+BUmuxAdNz01TX1WH6TXVHyulo7FtcUNr3DtJl6tjSUlmqVxicPgO3zy5SaFUpL+t\nj5O7jj2X/61WqXHanUz6pvCGfXQ2tq9IsaFVa9BpdLgDHuazFYMyQRBAo0EoFhCz2Yr5lUq1bPSR\n01nPxOQQZalMs6sD4zKd1HgiQiIZJRINMrBtPxaLnZHRB0hSmVDo6Wt8u4h92v3VigKmdVrcOqwO\nkukkU94pNGoNzW+xn8HX977m7tBdmuub+fjUx2venMzKEllFJleWMS/x98xm09y59xWCIHDuzK8R\nRZHLX/wZRVHYumUPrsZKEsXnF/9AoZCnr2cHzc0dpFIJ/vbZv6ApFFCXyxR1Os6999ELx1+O13F3\nTqbnufHgFsn0PLVVTg4O7FtxgoiiwHxKTakkUCzKmExvzzzpj8XvAk+L36cIAmi1CjqtTKEgkMpU\nusCSLKJSK6je3s2sN4ogCNRW1RBLxgnHIigomypB/r5FIRWKRW4+uo0iyxwc2LuuEjxRELFZbLQ1\ntmCzWMkX8kQSUbxBH6FYGI1ajXkhWmY9MRlMpDNpwvEIBr0em8W2/C+tM7Isk8vkiWcSlCmjVWv5\nxeGfveAYXpG81TPhm8Qb8tNa37LYSWx2NjE6Ow5AOpuh9S1+yK+Gb57cJDYf5+DW/Tjt37q3f/Xw\nG8KJCLt7dtKxRERHU60LWSoTfCYPub667rl54ZVQKBW4cvcaY94JzAYT7+8/s2KzJL1Wj8vZSH9b\nHw6Lg2K5SCAWxBOcZcQ9SiaXwagzYlx4eIuCSFt9C8PuUTL5LMVSiaYV7qZP+ab57OYFht2jFBdm\n2I26inLg8PaD1HyP53lfxv3xh4z7JmmudXFw6/413zsqGatXGfdOoNVoObr9MLt7dq4qLk0QBCxG\nC821TWxt30JjdQMatZpkZp5gPMSUf5rhmVGS6SSiIGI2mBBFEafdydjsOHPRIN3NXRsq3Y3Nxzk/\neIlgPESdo5YPDpyhyvpuXz+CINBY04BBa8Ad8DDpm8JusWM3b+z9vsvVyfScm3wxz7hvkr6WnucK\nPn9kjs8HL+GPzGEzWTm99wS9LT1LrhGeqtncQQ+RRPQ59c+rqLZWEYyH8EXmsJoWlEGCgKJSIabT\nCKKIYjIvG31kMdsYGr6LJEnMuMcZWKb762ps49HjW0iSRFtLN0ajiXwhRyjsXzRwfPY11IJAEYWs\nLGNXq1Gt07O+paGFR2OPmPJO0dvWi3EZyfabYHR6lPPXz2M1W/ndh79bszJBWYg2ypXL6BGX/Fte\n/+ZzEokoDfXN9HRvZ2ziMR7PBCDwwbnfIIoiofAcj54MIgoiH5z7DZJU5g9/+n8oF4sY8nkUQWD/\ngTNUvcbzZbVyZ1/Qz63HdyiWSnS3drKjd9uqEi5SaRWFgkg+L2Mxbb7R6qv4sfhd4LvF71NEEXQ6\nBa1GIZsTyGUFSkURBQG1WuEHoGJbNYIgUFddy1w4QDAawmwwrcgJbr34vkQhKYrC/ZGHJFJJ+jp6\nN0zG/TRepqWhCaejYiQTSUSZCwfwBv2IgoDF9OoZytXisDlwz80Sicdorm9CvYmSivl0ihsPB4kk\notj1NgpSgbycxxfx09/y4ryPRq3BarQw5Z8mHA/T3dSFIAgY9QZG3GOUpTKxVPx70f0NJ8LcHLpN\ntbXqueJlyj/N/YmHOO01HN1+aMkFoD8yx9ePbwJg1BkoSWW8oYoHQFtj64oUC7H5GOdvXSSSjC7O\ncz6dIV4NoiDisNjpcnXQ5epAo9aQSCWYiwUZnR1nNuhFoeK4bNQbFyNTwokIDvOrY27ujT/k88FL\nTAfci87pdoudDw++z56+XVjegTm3jcAX9nP98Q3MBhPn9p1eU0yILMs8mnrC1ftfks5laG9orWSs\nOmrWVFA/vdc11boqhXBNxZtiPpuqFMJzMwy5R4inEug0WmxmG96wj2KpSMuCe+56M+Gd5NKdigv4\nto5+ju04sqlZ6BtNjb2aamsV7qCbSd80Oo3uuU219UYQBHqauiqu8MUCk74p+tp6KJfL3Bga5Nbw\nbUpSme0dWzm+6xjWZeTMTnsN8XQCX8SPJMu4VqDkqMifaxmbHccfCdDVVLkHoVKDLCOmUmA2g0az\nbPRRfV0z4xOPkaQyTY1tmF5xP1SpVExNDVMo5gmG/fT17sBksjAyeh+VSk0o7KelpQvDMzFZKkEg\nJUloRHHdur9qtRqH1cHQxBDBSJDtPS/ONL9JQtEQ/37+31GJKn734e/WbHAFkFZkcrJMSWbJGWpZ\nlvny+t9RFIVTx3+O0Wji7xf+DUmqbEh0d20F4PPLfySfz9LVtZWW5k7+9Nf/SjabRlcooJIkino9\nJw6cXvX5rUbuLMsyQ5OjDE2NoBJFdvfvot3VuqrPMJ0RyedVFAoKJoP01nkn/Vj8LvCy4vcpoggG\nvYxKpZDOCORzImVJhcKPplhLoVKpcDqq8Qb9zEWCOB01GHSrd6V7XXRaLa0NzXiDfkqlEm7/LNWO\n6sWOz7uAN+hnwjNFlc3Bjt5tm/LwMOgNuGobcNU2IssysWScYDSEe86DLEtYTJZ1ybbVqNWIokgw\nGqJULi0Z27TeKIrCjM/DnSf3KJQKtLta2bttN801TUzNTZMszJNIJulq7Hzhd+1mG+lsGl/ED7CY\nJ9nb1M2jqScATM+52dLau+HvY6NQFIUv7n9JJp/lxK73Fou4TD7LxcErCAK8v/8M+iW+x/FUnE9v\nnAegvaGVjw7/BJ1Giz88RyqXZnhmtCJ7fEU26aRvaqEIKDDQuY0jAwfXxRhKp9HRUF1Pf1sfNbZq\nylKZYCzEbMjLsHuEVDZFfVUdWo2WcCKMO+iho7HtuU6AJElcf/QNV+5dIxANLDq5NlTX8/GRn7Kt\nox/9Bs80vs1kchnOD15CURTO7juNdQ3mTLH5OBdvX2HSP13JWN1xhJ3dA2sqppdCEATMBhNNThdb\n27bQVNuIVq0lnUsTjIeYnnMTiodRq9SEE+EVz32ulLIk8c2Tm9wbf4BGpeb4zvfob9vyVhUJ64XN\nbMVV08hscJaZgIdSuUxjTcOGvVdRFOlu6mLEM0ahVGDCO1UxxIuHcFgcnNl7kq6mzhVt6FbyfxuZ\nCXjwhrxUW6uek0e/DJ1Gh1qlxhOcJZ2vbOAAoNYgZDMI5Yr5lahSYTSamZ4ZJZNJ0dHe99xxTCYL\nQ8P3kKQyM55xBrbtf+XrVjmcTEw+IZ/PMrBtP0aDCZ9/hnR6HoB4PEJ319bFv71aECgBGamMXbN+\n3d9qezWRRIRp7zR6vR7XGqLO1pNsLss//+2fyeVzfHzqY1oXpMZrQVro+mYlGdNLHJ5Hxx7hmZ3E\naDSzb+8xIpEAwyP3Afj5T/8RlUpFNB7mwYMbCILAhx/8Jy5d+TORSABBltHn8yiiyNlTv1p1J301\ncudCscjtx3fxhfyYDCYO7dhPtX11XeZcTiSbVZHLKRh05bdyXPTH4neB5Yrfp6hUYDTICILCfEqg\nkBcp/+gMvSQ6rQ6r+akDdHjBAXrzjDtUKhXtrlaC0TD5Yp7ZgBeTwfhOBLBn8zkGH91BEAUODezb\n9E6AVqOlvqaW1sZmREEkkUoQilXMsQrFYsUheo2ddLvFRjASIhSLVDZHNnBjolAscnf4AdO+GTQa\nNXv6d9HRXDEg0uv0OK01TAfdRDJRyoUyLbUvSpgbquuZnpvBG/bRWNOAyWBCpVLhD8+RyWcpFAts\nbd2yLpsDb4KZgJsn08O01rWwvbOyC60oClfuXSORTnJg635cS0iCs/ksf/rqr8iyTK3dybn9lV1p\np91JR2Mb7oCHQqnAuHeCUrn8wjFkWebm8G3ujN5DrVJzYtexDYl0EQQBm9lGR2M73c1daDVa5jPz\nC67AE5TKRdQqNcVSkSn/NFva+yiXyly4fYnrj24QS8UXj9Pl6uCjwz+hp7nrnf281wtZlrl45wrz\nmXkObNlHa33Lax1HkiUejD/i2oOvyBZydLk6OLPnJNWrlM2/DoIgYNKbFiXzzXVN6DRaMvns4hz3\npG+K2HwcUDAbzGsapZnPpLgweAlv2EeV1cH7+89SV1W7Tu/m7cSoN9Ja34ov7Gc25CWRTtJc27Rh\nJnBqlYomZyNjnglK5RJlqcyu7h28t+Mw5ldswi2FSqWivqqWCe8UsyEf7Q2tK3KHr7FX448E8Ef8\nVFkcFcm3KIIoIqbmQacFvQG7rYq5wCz+OTd1tS4s3xkFaqxvYWz8EZIk0VDfjPkVaxiz2crjx7eR\nFZlcPktLc2Uzd9Y7hd1WTTQWwmy2Uv3M9aYSICVLqEVhSYfi16W5oZlHo4+Y9k7T39m/5MbpZiJJ\nEv9+/t8Jx8Ic3XOU3f271+W487JEQZGRJQXdS54HV679hWKxwI6Bg9TVNvLZ+d9TKOax2arYtnUP\nAJcu/wfZXIb2tl4i0SCTU8MIgoA2n690fQ0GDu48surzW6ncOZFKcuPBIPOZeeqqazkwsHfV67J8\nQSCdVlMoKOg05bc2y/fH4neBlRa/T1GrK51gRfnWGVqSRERR4R0yZtxwzEYTapWaQCRINBHDVefa\nVMfTdzEKSVEUbj+5SyaXYaBnKzWOjZOILUfFvbGatsZWdFodqXSKSDzKtM9NOpPBaDC89gNNEASs\nZguzAS/JVJKWho0xvwrHItx4OEgyPU+No5qDA/uwW59fXJgNJsw6M96oj7lkAL1aR73j+W60SqWi\n2lrFuHeSQCxId1MnKlFFT3PXt9FH7jEGurat+3vYaMqSxOU7X1CWJE7vObHY9Rx2jzLiHqXJ6WL/\nlj0vfD7lcpn/cfVPlMolrEYLPzvy4XM/o9Pq6G/rI51NE08lCCfCTPtnaGtoQ6NWky3kuHj7CjMB\nN3azjQ/2n9mUIkCr1lBfVUd/Wx+1DieSLBOKhymUKlnFkizxePIJD6cek85lAFCJKnZ2DfDBgbO0\n1rf8IJybV8LgyF1m5ty0N7Sxt2/Xa32HI4koF29fZibgxqg3cmLne2zv3LrhETlLURlpMNJY08CW\n1l5a65sJxSsbqMnMPO6AhyfTQ0SSURRFwbywCbZS3AEPF29fJp3L0NPcxcndx99InNKbQLeJUUju\ngIer976ktJCvDZX7UWfjyjNNn8WgM2DQVdz/Q/EwXa6OZe8BgiBQ63h2dryz8l41GoRSETGbqUQf\nqdWvjD4yGs2MjNynLJVxu8cZ2P7q7m+pVCAU9pNIRNkxcBCLxb7gHiyiKApzgVm6u7YtZgmrBIEy\nkJYkbGr1ki7Fr4NWo8VisjA8NUw4HmZb9+Yo2F7G519/zujMKH3tfZw9fHZdzqWkyCRliWxZwvKS\n6ziZjPHg0U1EUeTMqV+Qz+e5c+8rAH5y7jcYDEaSyXjFDAuBnp7t3Lv/DQAWvQkxlURWqfjVh/9l\n1QqYlcqdZwM+bj+5S6lcoreti+09W1e9sVsqCRWDqyKoVRLat3h648fid4HVFr9QMcXSaL51hk79\n6Ay9JA6rnXwhTygWJpOrRBBt9g3wXYpCmvLO4Jmbpa66li0d698Bex1EUcRhtdPmasVsNJHNZYkk\nonjmZokl4ui0Woz65TM0v4tBbyCXzxOOR9BqtDjWYfbmKbIsMzw1yqPxJ8iyzJaOXgZ6tr5USuuw\n2BERCSSCuCOz1JirqbI8H9FjNpoplcuLc4DNtZU5QKlcJpQIIysy9essj9wMHk8P4Q546G/fsmhm\nlUgnuXL3Glq1lnP7Tr2gPpBlmT9c+zO5Qg69Vsevjn285MNSEARa61uotlbhCc6SK+YZmhlBQeHr\nRzdIpJO01bdwZu+p184Cfl0EQcBqstDe0EpfSw/FcmnRqfppIINKVHFwyz5O7z254rzPHwrugIdb\nw7exmayc2Xty1YulslTm7th9vnr4Dblint7mbk7vOYHjLYkOEwQBg85Aa30LY7MTCILAltZeCqUi\nwXgYd3CWJzPDhOMRZEXGrDe9tJCTZZnbI3e5OXwbEDiy/RA7uwd+cJsoGx2FlCvk+OrRN9wbf4Ci\nyOzp2cX2jn4m/dMk00kKxcKKDfS+S5W1inQujTfsp1AqLN7/X4Veq6+YWoW85Ar5RWNERa1GTKUQ\nBFBMlmWjj5pc7YyMPUCWJWprGrG+4llZV9fEg0eV2KPq6lqqHE6S83GCIR/dXdsIhnwUi4XFrjBU\n5M8pWUIl8NIi7nVwOpwEwgGmfdNYTVbqa97Muuvu0F2u371ObXUtvz7363XbcEnIZQqyjCAraF7y\nXf7y+t+ZTyVobuqgs2MLl678B+n0PDqdgf17jwNw+Ys/k8mkqHW6GFvYTN85cJDQ+BNEWUYymdnV\nv2dV57YSubMsyzyZGGZkegyVqGLv1l20Nrasei1XLkNyXkOxCKJQRqd7OyKNXsaPxe8Cr1P8PuVZ\nZ+h8XiCTFSmVfnSGfkrFAdpJNBEjHIuAwIozwtaTdyEKKZVJcefJfTQaDQcH9q77nNtaqXRrrbQ2\nNuOw2SvxNokovqCfQCSIWqVatUO0w+rAM+clEo/QXO9al/ecyWa4+egOc+EAJoORA9v30li7/IxZ\nrd1JMV8kko4yEZiipboZi+F5A6O6qjo8wVm8YR9OWw1Wk5VGZ+Ni93fCN/VOmV/lCjm+uPclGpWG\nk7uPo1apKlLW21fI5DMc23EEp8P5wu/97Zu/k0gnUKvU/OrYx8suXm1mG30tvXjDfnKFHIFYkLJU\nyTI90L/vjcqHRz1jXLxzhXAi/MK/KYqCL+InNh9Ho9ZsiAP6u8h8JsXF25cBgfcPnHnlPPdSBGMh\nLt6+jCfkxWwwc3L3Mfrb386xAY1ag1atxROcxWI088GBc7Q3tGHUGcgX8wTjITzBWR5PDxGKh5Fk\nCZPh20I4m89y8fYVpudmsBotFQfz18jo/L6wEVFIiqIw5Z/h4u0rRJNRah1Ozu07TUt9MxaTBbvJ\nxkzAQyQZRRRE6qtWv5ElCAIuZyOeoBdv2IfNZMVhWX6jptbuZDbkwxfxU2t3Vkz8VCpQFMR0GoxG\n0GpfGX1kMBgZGX1AuVzCPTvBju0HXvp6oiji802TzaYJBf1s7d+DVqtjYnIIu62qck/zz+BqbF00\n0FIJAhKQWufuryAINNc383D0IdPeabZ1b9vwzOfv4va7+cvlv2DQG/jdR79b9b3qZeRlmbQiky29\nvOsryzJffX0BUDh7+peo1Rquf3MBgCOHzlDlcJJOz3Pr9lUAcvksiqLQ2tKNd3oMVSaFpFLxy5/8\n51WvjZaTOxeKBQYf3cUfDmA2mjm0cz9VttVvPErSt1m+yGUM+re78IUfi99F1lL8PkUUQa9T0Kqf\nd4bmR2foBQdoJ/5wgGAkhMVoxvIaLq5r5W2OQpJlmZuP7pAv5tndvwP7G4gAWimCIGAymGj+/9l7\nr+847jRN84lI7x0SLuEdYUiCDvQiKZGy5bqquru6q2enZ+d2z9m/Y6/77Jmr3bNzeqe7pqq2q1pd\nToYiRVGG3gGEt+m9QXoXsRcJQKREgAAJ0EnPHcnMyMhkZOTv+33v976NLhoc9VSqFaLJGMFoCE/Q\nB4B5kw7RSoUClVJFIBqiUCrS/BQdeVmW8YZ8XBu7Rb6Qp6XBxeHdB7dkENFc10QilSRVWGbKO0Nf\nc89avBHUFhYNNicznjn8sQA9LTUpW73VyZx/AQCpKr00+a7XJ24STkYY6T+41tm8M3OP+cAi3a4u\nhnv2fOs5F25dwh8NIAoCPz7xQ0yGzTocy0RTMRIr87NQM8tqqXc9F+nn9cmbnL9xEXfIiyTVMggd\nZjs/PP4uClEkvBLbZDaYCa/E4sx65ylVSpj0plfKlXcrVKpVPrr+CZl8lhN7jj1yFnw9ypUyNyZv\n8eXYVYrlYi1j9cCpHY/AeVrsFhu+iB9fNECDrR6ntY5GewP9bX10N3ei1+oplUuEEjUztfsLEwTj\nIWKpOF/dv0Yqu0xHYzvnDr2O8TvqCP4g2xmFlC3k+OzuF4zOjyEIMDJwkGO7jzx0T7GZrGhUanwR\nP4FYEIP2yfKbRVGk2dHIjHcOT9j7UPzdRu/Vaa1j2jNLMBaqeQWIipr8uZBDKBWRTRZUGu2G0Udt\nLd1MTN1BkiScjgbMGygkmhrbGJ+8TblcYrB/HxaLnbn5CaKxICePvc3cwgSxeJi+nq+lyEpBICNV\nQQDzNnZ/NWoNOq2OqYUp4qk4g92Dz2wDMbmc5Nd//jVVqcrfvPM31G/TWE0t2qhKvlpFs060EcC9\n0WsEgm7MJiv7ho9x9canRKNBFKKC10//CIALn/6BTCaFIIjIsoTNWsfrp3/MxJXziLKMwupgb/++\nLZ3f4+TOyeUUX929RjqbprGugSN7Dj3RCJskfV34StUqev2LX/jC98XvGttR/K7yoDN0NiuQ/94Z\nGliZH7U68IZ8BKIh6u3O52KA8KJGIU0uzBCIBGlrbKGnreu5nstW0Gq0NDsbaW2oSckSqSTheIQl\nv5typYpJb3zsjqXFaCYcjxBJRLGbbRieIBewXClzd2qUmaW52nxm/x76OnqeSFbYVt9CIBIkW84y\n5Z1mqHXgIbm0TqNDFMWak2cuQ0djG2aDmbH5cSRZIpQIvxTd30Q6wZejV7EYLWsRRpFklMv3vsSg\n1T9Synp1/Aaz3jkA3jnyJnWbjC1J59J8dP0C/qifOouD43uO4Yv4KJZLTLqnn7gbs1Wq1Sqf3rnM\npduXCScia87NrfUufnTyPQY7BlCr1DTXNRGIBskWssiyzFuHzyIKAtFUDH80wPjiBJFkFKVCiVlv\n+k51g7+6fw1vxEdvSw/7e/du+nm1jNUL+KJ+zAYzZw+un7H6oiEIAg6LnWnPDNFklL623rX4Lo1a\nQ4O9nl1tvfS4ujBoDRTLRcKJCJFUlKpUxaQ30dHYhsVg3hYX81eFp4lCkmWZGe8cF25eJJFO0uho\n4K2Rs7Q4H63oclpX5/trGxR1FgeWJ3Am16q1mA0m5v2LBGNBelxdj72G9RodValaG5mplGmtd9Vk\ng6JYiz5Sa0Cn2zD6SKvVMTU9SqVSwu2eY3jv+t1fjUbLxOQdqtUK8WSUnq5BSuUSfv8SjY0taDRa\nfP5FtBodTmdto1YUBCQB0pUKZqUS1Sbi6TZLg6MBb9DLgncBu8W+bUXoRhRLRX7951+TyqR45+Q7\n9HX0bduxc7JEXpYoViT0G6hVPv3sj1QqZUYOncZhr+fCxf9AlmWGBg7iam4nl8tw5dqFlUfLaDU6\nfvqT/8L/96v/E2WhQEWp5Bc//sctndvj5M6egJcb929TrpTp7+xjd+/gEyluZJnajG9ZoFSSMBik\nLR/jefF98bvCdha/qygUoNNJIEA6LVAq1pyhReG7WwRr1BrMBhPekJ9wLIyrvum5SHtftCikeCrB\n3alR9FodI7sPvpRzYCqVinqHk/bmmoFJMp0ikoiy6FskXyxg1OvX7ZQJgoDVZGYp4CGxnKKtuWVT\nubCrJFIJrty7TjyVwGa2cmx4ZMv2/N88n66mThYDbnKVPNO+WfZ0DD10Tk5bHYFYcGUhb8JuttHd\n1s34/AQAgWiQ3taeJz6HnUaWZT67+wXpXJrX9p7AarRQqVb46PonFEtFzh48860uzNjCOHdna/Lu\n08MnaW34tiv2o/BF/Cudwgx9rT2c2X8am8nCUOcg8VSC5dwygVgQT8hLZ3PHjhRD+WKej66d58v7\nV0llUkAtD7i/rY/3jr5Nz4qB2YN0u7qYcs9QLBdJppOcO/QGgx39mPRGCqUCwXiIhcAS055ZCqUC\nRp3xmUv6njVzvnluTd/BbrLxxsHTm7pXlcolro5f5+rEDcqVMnu6hjiz/7UnynB+nui1egqlIr6I\nH6WooOERmzUalQaLwYwvGmA5l0atVGE2WEhlU/iifu4vTOCPBihXyui1698Tv0s8SRRSJp/h09uX\nGV+cQBQVHBkc4ejgyGO/f811TWRyWeLpBAv+JVwrzv1bxWaqjf14Iz6yhRxtDa2P3QBrsNWzGHLj\ni/hocjRi1Blr0UeVMmI2i2w0IarUG0Yftbd3Mz5xG0mWsFkdWDcYIVOrNHh882QyKfYNH8NoMDM+\ncYtiscCJY28xPTtKIOimp3sQ1cp1qEIgK0tIyJgVym3b1FuVP9+dusuib5E9fXt29NqXZZn3L7yP\nJ+jh4NBBju8/vm3HllaijbKVCnpExHU+o3AkwPjEbRQKJW+c+RHTs2O43bOAwDtv/Q2iKHLp8p9Z\nXq4poRQKBT/7yX+hWCowd+Mygiyjb2hhV8fWIhTXkztLksTYzDiTizMolQoODR14KqPRdEZBsShS\nKEiYDNUnOsbz4vvid4WdKH5XUSpldFoJqQrLaZFS6bvtDG1WGTq/AAAgAElEQVTUG1CICoLREPFU\ngpaG5udS7L0oUUiVSoUr92qLwpHdBzHqt2ce5XmhUChwWO10utrRarSksxmiyRiLPjfLmTQ6jfaR\n9vlajZZyuUw4HkEUxE0Vr7IsM+Oe487EKOVKmd72bvb170W9DTaDgiDQ2djBvH+RXCXHYmCJobav\n5VqCINDkaGDaM4sv4qeruROj1sCCf5FiuUi2kH2ho498ET93Z0dprmtif+8wgiBwdeIGvoifoY4B\n+tsf3iVfCCzx5egVAA7t2k//JjKNZVnm3twYn49+hYzM8d1H2N87vPZ9FwSBLlcnJr0Jb9hLrphn\nfGESh9n+VFmxDxJLxfnLlQ+5OX2HbCEH1FQoh/oP8ubIG7TUr+9AX7sG2plcmiZbyFEoFmrmXRYH\nfa29tDe0IQoCsVScQCzIxNIkwXgIhShi0ptfyk2sjUikk3xy8yIKhZK3j5xDvwmpujfs46MbFwjG\nQ1iNVs4dep3eTWasvojU25zMeOfwRwN0NXei+cYCPpKM8uG180RTMZrrmnj36Fvs7hpkV2svJp2p\nljOdCOOL+hlfnMAX8VMsl9BrdJuKz3lV2WwUkizLTLqnuXDzEqnsMi5nM2+OnN1SbnB7YyuRRJTl\nXJpZ3zydTR1PlNPd5GjEF/Xji/gx6PSPjeUSRXElMWCWcDxMX2tNmVQzv1pGEGRkowmr1bFu9JFG\nrWVmZpRyuYTHO79h97euroG792rGV2q1hhZXB+Gwn2DIS1/vbkwmK0vuWfL5LB3tvbVzFAQkIFOp\nYFZtb/dXq9GiUqqYXpomnUnT39X/+Cc9IZdvXObu1F06XB386MyPtlWZk5aqFGSJSlVGt8Hv+6XL\nfyabTdPd2U97Ww8ffPRbqtUqruYOenuGKBTyfPHVx2uPf++dv8NqdfDbf/knVKUSZZWKv373l1s6\nt/XkzoVikWtjNwlEQ5gMtfnepzEYzWRFCgUFxaKMQVd96Zp53xe/K+xk8QtfO0PrtBKVskDmO+4M\nbTNbyRXyNQfoQo6muobnIht8EaKQxmbGiSZjdLd20t68uU7ay4AoiljNFjpd7ZiMJvKFPNFkDE/Q\nSyQeQ61SYdAZHvp/t1mseII+IokorvrmDaXo+UKe62O38AR9aDVaRvYcoK3p8bvvW0GpUNBW38q8\nf4F0KUMoHqa/5euiT6PSrMRfuEmkE3S7uhjs6F8zv5rxzrGna2jbzme7kCSJT25dolQq8caB0+i1\nOnwRP1fHr2M1Wjiz/9RDi85wIsL5658A0N/Wx8H+x+cjlsolLt25zKR7Gr1WXzOfWadTbDfb6Gvt\nwRPyUigVmPcvkMllaa1/ckO6paCbv1z5iPuLE2sRRjq1ltP7T3Fq+Dj1m4wQU6vUOCx25v2LRFOx\nh0xudBodLfUuBjv6sRotFMslgvEQS0E3U+4pcsU8Bq0B3XPOt9wOypUyH17/hHwxz+nhk4+VqBdL\nRb4au8qNqVtUqhX29ezl1L4TtW7XS4xSoUCv0bEYXCKdy9C1Ep2zWpR9evsyxXKJ/b3DHN9zZE3i\nrFKqcFrr6G3ppr+tD5PeRFWqEk5GVmT0k3hCXorlEjqN9pVXEDyKx0UhLWeXuXjrMybd0ygVSo7t\nPsJI/4FvbUBshs6mDrxhH7lijhnvHH0tPVuWo4uiiMvZxKxvHk/IQ0t9y2M3hAw6A6VyCW/EjyRL\nuOqaYUVxImbSoNWBRrth9FF7Wy/jE7eQZQmLyYrtEYaEq8TiYVLLcSLRAHt3H0YURZbcMyiVKnYP\nHcLnW8Dnf7jIVq50f6uyjGUbu78ATc4mFn2LzHvnqXfUrxu98zRMzE1w/qvzWM1WfvHuL7a1w1yR\nZZJSlWyliklUrPvZVColvrxSkzO/de7npFIxJibvAPDjH/wnFAoFf/not+RyGQBeO/42ra1dBAM+\nvGPXEYDGjj46XJuP5lpP7pxYTnLl7jXSuQzNzkYO7z74VCOH+bxILqcgn5fRaSovZf3yffG7wk4X\nv6us5wwtyQJKxXfHFEsQBOoddUQTcSLxSG2e6ilkqk/L84pCCsXCjM9NYjaYODA4vCWp78uCIAiY\nDEbamlpw2OyUSiViyRj+cAB/JIBCFDEajIiCiEJUoFVr8EeCZPM5XOs4NAciQa6O3iSTz9bMGvYe\n2jEDNbVKTaO9gYXAIol8kkwmS1fT1z9IdrOd2HIcX9SPWqWm3uZkOZshkU5QqVZob2x94XI8J93T\nzPnm6WvtZVdbL8VSkQ+vf4IkSbw5chbjAzLA5cwyf/jyL8jItDpbOL3/5GOPn0wn+eDaecKJCI2O\nBt4+fA7LY4xsVEoVgx39FEsloqko8XSCGe8c7Q1tW1rcjs2P8+G188z5F6isZHxaDGbePfImIwMH\nn2jGz2IwI0nSmqtvZ1P7t0zQ7GYbvS3ddDV1olAoSKQTBGIhJt3T+CIBBGomcC/DfOs3kWWZz0e/\nJBgLMdjRz+6uwQ0fvxR08/GNi4QTERxmO2+OnKWrueOVub/ZTFaC8RD+aACH2Y5eq+fze18yOn8f\ntVrN2QNn6GvtWXdhrFKqqLM66FkphC1GM5IsrRXCE0tTuIMeCuUCWrX2sYZKrxKPikJy1TUz55vj\n4q3PSOfStDW08ubIGzTan3zTXBAEelt6mPMtUCgVmPHOMdC+a8uKBLVKjc1kZc63gD+6Mv/7mGqg\nwVbPQmARX9iPy9lcc7lWqRHyeYRyEdloRm80rxt9pFZrmJ29T6lcxOtbYHjv0XVfq8XVyejYNarV\nKp0du3A6m5icukMyFWNo8CB1dY1Mz4wSjQboW4neEgUBGUhXK5hUStTb+L0VBAFXg4u7k3dZ8i8x\nvGt4W0ffgpEg//bRv6FUKvn7H/w9lm02Dl2NNkIC9QbXyo1bl4lEAthsTvYMHeIvH/6GYqmAxWJn\n99BBAgEP98auAdDbs5t9w8cA+Pdf/zeU5TIltZofn/vrLZ3bo+TOS34PN+/fplytMNC1i6Gep1Oj\nFYoCmYySYlFGo6rwnK1ynpjvi98VnlXxu8pDztC5milWuaxAlr87ztCiINYcoMNBgrEQJoNpC66x\n28+zjkIqlkpcvXcdWZY4snfklegObYQgCOi1eloammmqa6RarRJLxQlGw7gDNbdds8GExWQhnkoQ\nSUQxG80PXROVapWxmXEm5qcA2NM7yEDXrm3L7FsPvUaHzWBnKeImnIkgVKGlzrX2vpocjcz65vBG\n/LQ3tNLf3vd199czy74tmALtNMVyiQs3LyGKImcPnkalVPH5vS+JJKPs7xum8wGH0UKpwO8/+w+q\nUhWH2c67x9567PEXAkucv3GRfDHP7q5BXtt7Yks77y31LprsjSwFlyiWi0wsTaFRb2yCU61WuXL/\nOhduXcIXrXVUoBYx8qMT77G3e/dTb0A01zURjIXI5DPM+RYYbO9/5EJZq9bgqmtmsKMfu8lGuVIm\nGA/hDnuZWJoik8+i0+ieeabx0zDlnmF0/j5Oax2n951ct4gtFAt8PvrlWsbqgb59nNx7/KV6r5tB\nEAScFgdTnhmCsRAzvnmC8RBOq5N3Dp97rPz1QZRKJQ6Lg25XFwMdu7AYLciyRCQVJRANMrk0xWJg\niUKxgFatqeXGvmwawy3yzSik2gZSbXPxtb3H2d87vC3dPEEQ2NXay7SnNtc/719goH3Xlj9fi8FM\ntVo71+Vsmo6m9g2PoRAV2Ew2Zn1zRJJRelfkz4gKxOUUglKJrDdsGH3U3dXH2P2byLKMQWfC4Xi0\ngZRCoWB27j6lUpFIxM9A/z6y2TTBoAdnXSNNja0UCjl8/kWUShUNK8aVKgRyskRRlrFtc/dXr9Mj\nCAKz7lmy+ey2GVFlchl+9edfUSgW+Om5n9LS+Pgc5q1QkiWWJYl8uYrxMWuOTz/7E9VqlZPH30Kt\n0nLz9ucAvPvW3yDLEv/xp/8BgEqp5ofv/T0AszP3CU+P1q7L3SM0bcFF/5tyZ6vZytj0ONNLsyiV\nKg7vPkhr49OtZ8tloWZwVQKloso2TJc9N74vfld41sXvKmvO0KJMJitQWHGGRgDVd8AUS6lQUmez\n4w3WcmLr7XXPxQF6lWcVhSTLMrcn75HKLNPfteuZdJlfJDRqDU3OhrWbcWI5QTgeZcG/RLlcobWp\nBV/YTzyVoL25FVEUWc4sc+XejVpRbDBxdHiEekf9M1sImg0mtCot/ngAX8KPUW2g3lqTm6mUKsx6\nE/P+BSLJKD0t3Zh0RtxhLzKgUWpxblJmu9Pcnr5DIBZkf+8wLU4X8/4F7syO4rQ61xyfoSah+t1n\n71MslzBoDfzVaxvPTUmSxI3JW1ybuIEoipzad5KhzoEn+v8x6o0MdgwQiofJ5LN4Iz6CsRCdje0P\nFZylSokLNz/l8r0viS3HkJERqM3p/vjED9jV3retzrrdzZ1rC2VfxM+utvUXbaIgYjVZ6XZ10ePq\nRqVUkcykCMaCTHtmcIe8IMuYDeYXdi4cIJqKcfH2Z6iVKt4+8uYjZyNlWWYhsMjHNy8STcVwWp28\nOXKW9sa2V7ZQ02q0RJMxYstxiuUiQx0DnN538qnkykqFEofZTldzJ4Pt/dhMVmQgmooSiAWZdE+z\nEFgkV8zX4mNe4UJYlmViqRjBeAhZrn2vjw4dptvVta3vWRRFelu6mVqaplAq4gl5N+zar0ejvYFQ\nPPyQAmgjTHojuUIeX8S/toGKUolQqSBks8gmEyqdft3oI6VSzdz8BKVSAZ9/gX0bdH+t1jrm5sfJ\n57Ps3X0Yvc7A9MzoWje4vr6Zmdn7+ANLdHX1o3nguspKVfQKBZpt7sg0NzQz655lwbuAq8GFbYPY\nps1QqVb47Qe/JZqMcmbkDHv7t3/DOV6tUKxWUSCg3KAb7vUuMDM7hlqt4eTxt/nk4r+TySyj0eg4\nsO8Ev3v/v1OplAF47+2/Xcta/svv/m+UlQoljYa3Xvvhps/rm3LnvT27uTZ6k2AsjNlg4vi+w1jN\nT9cBr1QgtayiVAJRqKDRvByRRuvxffG7wvMqfldRKEC/4gydWXGGLle/G87QGrUGk8GIN+QnFI/g\nqm9+Lg7QqzyLKCRvyM+sex67xcbwrt2v7ALmcaiUKpz2OjpcbaiUKlKZZaKJKL6wH6PeQC6fQ5Zk\n0rkMN+/foVgu0ulq5+DgvueySeIw25GrEqHlCAuRJRrM9ViNNdMIq9FCNp/FG/EDsLtrkHuzY8jI\n+KK+FyL6aDmb5vLdLzDo9JwaPkm+mOf8jYsIgsDbh8+ufaaSJPH+538kk8+iVqn5+emfbPidLBQL\nnL91kXn/ImaDmbcPn6st5p4CURTpbe1Bo9LgjwTI5DNMLE3RaG9ARuYvVz/m2vgNlnNpABSiyO7O\nQd479jYdTe07YqgkCAKdTR1MLE2RK+bIF/O01j++u6BRqWlyNDLY3o/TUkdFqqzkwfqYWJpkOZtG\nq9Fg0OpfqHtBsVzkw6vnKZaLvHHgNHWPmM/LFXJcvvcF9+bGQIaR/oMc33PkhZP6byfVapWr49eZ\nD9RyvQVB4MTeY9v6nhUKBXazja7mDgY7BrCZbAjUNiOC8RBT7hnm/AvkCjnUSjU6je6Funaehvhy\nnPM3LjLnX0Cn0THY0U9sOcZi0L2lKKTNolQo6WhqZ8ozQ66Yr21gurYWNygIAq66JuZ9C7jDHpo3\n4SLdaK9nzr+AL+KnraE2HiMrVQi5DIIkIZvMOOoa140+6uocYOz+dWRZRqfVU1f36Huu2WRhdKym\nMiuWi/T17GbJPUs44qe/bxitRodep2dxaZp0ennNYXq1+1uSZazb3P0VBZEmZxN3p+7iDrgZ7h9+\n4k1AWZb54PIHzLpnGewe5I2jb2z7dyEvVcnKEvmK9Niu78XP/kQ+n2VX3zBNja188dVHAJw4do4v\nvvqYdDoJgNlk49DB1wC4fv0SafccsiBw+Mg57FvIoH5Q7nxy6BhXR2+QyWVx1TcxsufgU/sHVKtf\nZ/kiVdBpX+7CF74vftd43sXvKqvO0JUqZDIipcp3wxnaqK/NfNYcoOPPzQF6lZ2MQsoV8lwfvYko\nChzdO/J91AU1GZjdYqPD1YZeqyeTy5DJZYGaWUMkHkWpVHJoaD9dLR3P9dposDeQzeVIZBPMBubo\ncLZh0NYWOauzwd6wj+a6JoY7dzO+NAlAfDlJ1wM798+DL8aukMwkObb7KHazjYu3LpHMpjg6NILr\nAYnVB1c/JrYcRyEq+NmpH2+4qK+5235MIp2kraGFNw+98dDM8NPitNbR7epkMVCTQc94ZxlfnCRf\nzAOgVqo4OnSENw6eobmuadtedz3UKjV1Fgfz/gViqTgmfS3majMIgoDFaKaruZO+lcI+lU0TjIeY\n8c6xGFxCkqqYDeYdl/I/DlmWuXTnMpFklL3du7/l/i3LMrO+eT658SnxdIJGey1j9WlMyl4G0rkM\nH13/BE/Yi81kY1/vXrxhH6lMatu7kqvUZLJWOps6GOzox2G2IwgQW44TjIeY9sww65sjW8ihUqrQ\nv2CbKJulWq1yZ/Yen939glwxT29LN2cPnaG1vmXLUUhbRaPW4HK6mPHMks6lSecytDe2bekYKqUK\nh8XBnHceb9RPj6trw++xQqHAYjAz518glorR29KNsFIAiull0GoRdfp1o4+USiULC5MUiwX8gaUN\nu7+FYp5INEAiEWXf3qNUqxW8vkX0eiP1ziZs1jqCIS/+wBIOez0Wix1BEBCozf7qFSLabVbAGfVG\nqtUqc+45iqUi3W3dT3ScG2M3uHL3Co11jfzsrZ9tu5JGlmXiUoV8pYIWEcUG112hkOP6jUvU4ox+\nzvVbl4lGgyhEBYIgEgi41x77xus/xriSLnLpT/+KolqlpNVy5sjZTZ/bg3Ln3rouphZnqVQrDHb3\nM9jdj+Ip10qS9HXhK1Wr6PUvf+EL3xe/a7woxS+smGKpZLQaiVJRIP2AM7RS8eo6Q9stNnKFHOF4\nlFwhT+NzcoBeZSeikGRZ5sb9W2TzWfb07X6mrtIvA6IgYjGZ6WiuySXjyfjavxl1BmxmK0a98bkv\n7FqdLqKJGMvFNNPeWQZcu1Cr1LWYJ4udGe8cwXiIoa4BZr1zlKsVUtnUc+3+BuMhbkzewml1cnjg\nIBNLU0y6p2lxuhgZOLj2mX5293M8YS+CIPDD4+9saFQ17Znh4u3PKJVLHOjbx9GhwztStHnDPhaD\n7rVZXqgVkq/vO82pfSdwbGGXfDswG8wgywTjYTwhLx2N7VtWIqiUKhrtDQx29NNgr0dacf71RmoR\nOMl0CrVKjVH3fK73sYXxWqfd0cDJvccfOodMPsul25e5vzCOIAi1jNWhkSeKi3mZ8IS8fHSjllfd\n4+rm7MHT1FudRFMx/NEAFuPXTuA7hUJUYDVZ6WhqZ6hzgDqLA0EQiacTK5sos0x7a7OUKoXqhVMT\nrEckGeXjGxdYCroxaPW8vv8Uu7sG1+4nm41CehoMWv3axlYinaBSqTy0KbgZTCu/T+6Qh8Rykq7m\nzg0/f4vBTDqbxhf1o1KqaLDVg0qFUCggFvLIZgtWW9260UedHV93f9UqNfXrnG9TYyt3R68iyxL1\ndU24XB3cH79FLpdmV9/e2hx7XSNT06OEw3529e1BFBWoEMjLEkVZwqZUbfu11NLQwtTiFPOeedqb\n27dsULXgXeCPl/6IQWfglz/85SNjFJ+WjCyRlyRKVRn9YxbgV65eIJ6IUO9spn/XMBcu/geyLFNX\n14TPv7j2OLPJyuFDpwG4cOH3FEMBZFHkzTd+hl63OY+EB+XOBsFANpdHrVJxeM8hWhqan/r/Spap\nzfiWBUolCYNBevyTXhK+L35XeJGK31UEATSamjN0Pi+Qy4uUXmFnaEEQqLc7iSZjtaxXcXNZrzt9\nTtsZhTTvXcQd8NBY18BAV99LsSh51kiSxOTCNDPuOQRBQKfRUalWKJZLBCJBvCEfoiBgNJieawe4\nvaENX9hPtpxlyjvD7rbaQs2oM1KpVPBGfBTLJc4eOMPo/H0AZr3zDHUOPPNzlWWZi7cukS/meePA\nKcrVChdvfYZaqeatw2dRr8zF3py6zeTSNABvHjpLo+PRcTbVapWv7l/lzsw91EoVZw+eofcJ5uQe\nx+3pu3x8/UKtI7pS+Bq0eqpSFVmWcYc8mPWmp54XexKaHI2E4mHS+Qzz/vl1DbAehyAImPQmOpra\n6W/rQ6fWkcllCMZDzPnma67VlTImvWlb55c3IhQP89ndL9BpdLx9+BxqZU2dIssyU+4ZPrn5Kals\nClddM28d3lrG6suIJEncmr7DV/dr7qzHdx/lQF8tr1oQBOptdUy5ZwiuZLc+qxluURSxGi10NLYx\n1DGA01qHKIok0sk1NcGUZ4Z0PoNSocCge/EK4Uq1ws3p23xx7wqFUoH+tj7eOHAam+nbGaSPi0La\nDswGc82vIeQhnIygUqgeO7/7TRps9URSUXzR2jzvevfRtcfbG5j1zuGL+Nc20mTFSvavKILRtG70\nkVKpZHFphkIhhz/gYd/wo7u/oiji8cyTz2cJRXwM7zlCLBEmFPLS2tqNXm9Eq9VTqZTx+mpy/uam\ntge6v1W0ChHdNnd/RVGksa6Re1P38Aa9NfnzJl8jnozz67/8GhmZX7z7C+p2wFdDkmUSUoVcVcJA\nzQl7Iy5d/jOSLHHm9A/xBZZwu2cByK2M56z+v5069R7mlWv8q49+V+v66nQc3Xdi0+f2oNxZgwaL\n0cyxfUewmJ68QfMg6YyCYlGkUJAwGarbcswXhe+L3xVexOJ3FVEErVZGqfiGMzTCK2eKJYoi9fZ6\n/JEAwWio9kP0HB2gV9mOKKR0Ns3N+3dQqVQc2Xvouc41v6hkclmu3rtBIBrCoNNzZO8IHc1tLAU8\nKBVKXM4mEstJQrEw7oCbqlTFpDehfA5yiNX5z0X/ErlKjhnfHHs7avPbjfYG3GEP3oiPRnsDxVKB\ndC5DqVKit6kb9TO2SZzzzTPpnqaruYP+tl18fP0C2UKOU/tOrs3PTbmnuTF1G4ATe44+5Pr8IJl8\nlo+vf4In7MNutvHOkTep28YZvGq1yuejX3Lx9mdrZjcATY4mfnLiB+zt2cNgez++qJ9cMc9SyE08\nFaejcWOH1Z2gq7mTac8sxXIRT9j3LWnwVlEqlNTbnPS376K5rglZlokko/hWcmBjy3FUSuVad2kn\nyBfzfHjtPJVqhXOHXl8rQpazaS7eusSke+qpM1ZfJnLFPJ/c/JQ5/wImvYm3Dtek3Q+iUWmQkfGE\nvVSkKi1O1zpH2zlEUcRiNNPe2MZQ5wANtnoUCgXJdIpQPMSsb54p9wzpbBqFQoFBa3juhXAoHl67\nl5j0Rt44cJqBjv4NNw8eFYXU4nRtay6y3WxHKSrwx4K1jr7evKUNNkEQcDldLPgXcIe9NNjqMenX\nj+Jb3TRdCCwSX07Q09KNoFQiVKsI2SwYDOjNtnWjjzrbdzF2/zogI4oKGhseff01NrYyMXmHUqnI\n0MABtBod8wuTiKJIa0ttxtnpbGZufgJ/YImO9j60Wh1KBArIFKpVbErVYwvArWI2mmv57p55JEmi\ns+Xx2baFUoFf/elXZHIZ3jv1Hj1tPdt6TqukpCpFWaJaldA+Zp0xOzfO4tI0Wq2eo4df54OPfku1\n+nXR6HA0kMtlMBhMHFuRNv/h/X9GTsSQFAp+9t7/sul14YNyZz16WhtcjOw+gGab1haZrEihoKBY\nlDHoqq9UnQHfF79rvMjF7yoKxTecoQsilcqr5wytVCqpszrwhlYcoB3OF0JO9zRRSJIkcXX0BoVS\nkQODw1i3OXvuZUeWZbxBH9fHbpEvFmhtdDGy+yB6nR6VSoWAQDgewW6xMbLnAKIgkkyniMSjLPiW\nKBaLGPXGbTUl2wyiKNLR0MGcf55cJYc75GF3+2BtE8fmZMYzhz8W4O0j5xibHwdqUuHhnj3P7BzL\nlTIXbl1CkiTOHnyd8cVJFgKLdLu61s7DE/Zy6U4timFfzx52dw098liBWJCPrp1nOZem29XF2YNn\nts3kp1Qq8dH1T/hi7AqJFUMQQRDodXXzw+PvPtRRUygU9Lf1ISAQjIdIZZeZXJqmxdn8TI2WBEGg\nq7lmgJUv5skVcrQ1tG7LcY06A+2NbfS378KgM5Ar5AjGQ8z7F5nxzlEulzHpjdvqGSDJEhdvXiKe\nTnJw1366XV1IssT44iQXb10inUvTWt/CW0+ZsfqyEIyH+PDaeZKZJG0Nrbw18gYm/aM3Y52WOhYC\ni/gjAVrrW7bFH+JJEQURs8FEW0MrQ50DNNobUCqUpDIpQolwbTNsaZpUdhlRFDHoDM80g7lcKXN9\n4iZf3b9KsVxisKOf1/efemwW+CrfjEJaCCzQaG+o5eVuEw32ekrlMpFklKWQmwabc8MC9psoFUqc\nVidzvnm8ER/dzZ0bKjesRgvxdAJ/NIBWo8VprUNWqRDyWYRyBdlkps7Z9MjoI6VSidszRz6fJRjy\nrGXGfhOtRsfExG2q1QrJZIzhPUfWusmDAwcQRRGFQoHRaGF+YZJUKkZ31yCCIKBAYFname4vQEtj\nCxNzE8x75+lu7cZkWP+zliSJ35//Pf6wn8N7D3N0nW7301KWJVJSlVylimkT6oKLl/5AsVRgz+4R\nlAolE5N31v6tqbGNeCKCJEm8duIdrCujOrc+/QOiJFE1GNk/eHBz51Uu828rcmctWoZ79jDQtfWM\n6vXI50VyOQX5vIxOU3klRy2/L35XeBmK31VWnaFlGdJpkVLpa2dolerVGEbXajQY9QZ8YT/hWARX\nQ/NzN4CBJ49CmlyYJhAJ0dbUQk/b1lwkX3XKlTJ3pkaZcc+hEBXs699DX0fPQzdym9lKIBIkHI/S\nXN9ES6OLjuY2NGoN6UyaaDLGgm+JTDaLXqd7pk7QSqWS1roW5vzzpEtpookYfa5edBodoijiDnnI\n5DJ0NXcSiAWRZBmbwYr1EbK+neDe3BiesJc9XUMYtEB1K1EAACAASURBVDou3/sSg9bAuUOvo1Ao\niKVifHDtPAA9rm6ODI186xiyLDO2MM7lu19SlaocHTrMwb592xIBlsqk+MuVj7g+eZNMvmZyphAV\n7O8Z5p0jb9LW2Lruj3qjo4GOhjYWVsywJt3TiIJIo31jmeF2olKqcFrqaqY1y3FMOiN28/aNaygV\nCpzWOna19tJa34JAzejIv9INjiSjKBRKzHrTUxejd2buMeObo7XexdGhw6Syy3xy8xIz3lnUKjUn\n9xzjQN++V96kT5ZlxubHuXzvCyrVCiP9BzkyeGjD36BVCfKsb554OkFvy/aPATwJq7L61voWhjoH\naHI0olSqWM4uE0qEmfcvMLE4RSqTQhREjDrDjo6T+KMBPr7+Sa2jajBz9tAZdrX1bfleIggCzXVN\n6NQ6loJu5nzzWE1WrJssoDdDi7OZVCZFMpNi3r9Ia71rS5nVBp0BlVLFUshNNBnb0BCtphiqZ8Yz\nhy/qp9vViVqtBUGomV/ptKiM5nWjj3q6Brk3erX2B7k24/soFEolPt8i6XSS/fuOky/kCAQ92Kx1\n2FZkwxazjWgshD+whMVix2arQykIFJHJ7VD3V6FQUGerY2xmDH/Yz/Cu4XWvw0+vfcrYzBhdLV28\nd+q9HfueJaUKRUlCkEH1mM2hdDrJ7btfIQgib537GX/+8DeUSkUATCYL7a09ta69zsCJ428B8Jtf\n/TcU2TRVhYKfvvsPm+r6VqoV/vn8v1KQCyhRcmrPiafO732QQlEgk1FSLMpoVBWecT/hmfF98bvC\ny1T8rqJSyuh0r64ztMlQk/YFo2HiqQSuhuZnuju9HluNQoqnEtydGkWv1TGy++BznVN90YinEly5\nd51EKoHNbOXY8Mgj57xrCzgj3pCP5cwybU0tKBQKbGYrHa52jHojuUKOaDKGO+AhnkygUanRP6MZ\nN41aQ721nsXgEvFcnGKhSEdDO05bHcFYCF/UT29LN+6wF4DF4NIzMb/KFnJcunMZjVrLyT3H+OTG\npxTLRc4ePIPVaCGTy/AfX9RmlJocjZw9eOZbxyhXynx29wvGFyfRaXS8OfLGtkiMfdEAf/7qQ0bn\n71NYWSRoVBpO7j3Omf2vPXZObhWdRsdQ5wDx5QTL2WUCsSCekJfOpo5nNntpNpjWutCekJf2ldiS\n7UQQBPRaPa0NLQy078KkN1EoFQjGQywGlphyz1AoFTHqDE+klPFF/HwxdgWjzsC5g68zsTTJpTuX\nyeSzdDa18+ahN3DanC9EQbeTFMtFPr19mUn3FHqNjjcPvUFXc8em3rdJbyKVWcYX9aNfMU96kVi9\nj7bWuxjqHKC5rgmVUsVyLl0rhAOLjC9NkkgnEWBbC+FSucSV8etcm7hBuVphb/duTu97DfMWuqmP\nos7qwGG2sxRaYs63sO1RSB1N7QRjITL5DLO+ebqaO7ck9Xda60hkkviifqqShGsDR3qVUoVOo2Mx\nuEQyk6K7ubNmflUqImazyGYLjvrmR0YfiaKI1ztPLp8lFPat2/111jVx994VZFlGq9HR3t7L5NQd\nKpUS3V2DwIr/irOJqZl7BEM++nr3oFAoEQWBdLWKWhQw7MC91Wq2ks6lmffMI4oibU3fdtsemxnj\n4tWL2C12/vbdv0W1Q9VZQZJqRlfl6mOjjQA+//IjUstxXM3tuJo7ubWipFIqVfz8r/4rFz/7A5JU\n5ejRc9htTgqFAhNXziPKMgqrg739+x77Gpl8ln+//EeSlSQCAgfah2lv3poj+UaUy0LN4KoESkWV\nZzyd9Uz5vvhd4WUsfuFrZ2iNWqJcFEhnRcrlV8cZ2m6xkc1nCcej5AsFGuvqX4jF12ajkCqVClfu\nXadcqTCy+yBG/fZFwLzMyLLMzNIcdyZHKVfK9LZ3s69/74azsHqdnmwuSyQRRaPWrIW2C4KA2Wii\nvakVu8VGoVQkmozhC/sJREMoFIodnZFcxaDVY9FZ8ES9hJbDqFDS7Gim0dHAtGcWb8TP6X0nWQgs\nAVAoFr81O7jdXL1/jWgqzpHBQywElvBFAwx1DtDf1kepXOJ3n71PpVrBYrTwg2PvfOszSmVSfHjt\nPMF4iAZbPW8feROb8ek61pPuaT64+jEznlokA4BRZ+TNkbMcHRp5pNHN46jJjzux6M14wl5yxRzj\ni5M4zPaaM/MzoNHRQDgeIZ1PM+dfeGIDrM2gEGuu4n2tvXQ0tiGKIrHlOIFYkImlKYKxEKIgYDaY\nN3UO2XyWD69/gizLHBkc4cr4deb8C2jVWk4Nn2Bf797vhEdBNBXjw6vniaaiNDkaefvwuS0rNOpt\nTqY9swRiQfpael7Yz21VWt/idDHUMYDL2YxapSaTzxBKhFkILDG+OEkinQBqXcwnVXp4wj4+vnGB\nYDyEzWTj3KHX6XF1bdv3w2I072gUUndzJ0shD/linhnvHH2tPZtWotXyf5tZDLrxhr04zPYN5d12\nk41IMoo/GsCoN+Kw2JGVSsR0GkEhIJgs60YfdT/Q/a1UK7ia2h/5GpFYkOXlJJFokJGDp/D5FwmG\nvPT27Ea9snGm0WiRAY93nkqlQourE6UgUEImJ0lYlcoNI3+elNamVu7P3mfeM09fR99DWcn+sJ/f\nnf8dapWaX/7gl5iMT7dxshHxaoV8tYoSEeVj3qckSXz+5QfIssy513/Cn/7yKyqVMgA//fE/suie\nwe2ZQ6vRcfq1dwH4zb/8E8pCgYpSyS9+/I+PPZ9ALMiHV88TL8WRkLCqrBzbe+Tp3+gKlQqkllWU\nSiAKFTSaV0NFuh7fF78rvKzF7yqi+GhnaBkBxUvsDL3qAB1JRAnHIygUtTzYF4HNRCGNzowTTcbo\naeuirenpZwFfBfKFPNfGbuIN+dBqtBzec5C2ppZNLVRsZhvugIdYMkZrY8tDCxBBEDDo9LQ2umh0\n1FOpVogl4wSjITxBH1Dr0O1k591iNKMSVQQSQdxxLzadlWZHEzqNlsWgm3ypQKlcoipJRFOxHe3+\nRlMxrty/ht1ko62hlWsTN7EaLZzZfwqAf/vsfQqlIjqNjp+e/tG3FrZLQTcf37hIrpBjoKOf0/tO\nPpXc9frEDc7fvIgn5EWSas7NdRYHPzj+Lvt792LYZLzDRtjMNna19uIOeWsGKv4FMrlMTS78DDbN\nupo7mFkzwPLS375rx19Tp9HR4nQx2DGA1WihWC4SjIdYCnmYdE+RK+YxaPXrdqIlSeL8zYssZ5dp\ndjRxf3GCXDFPj6uLcwdfx/GCdS93AlmWmVqJ7SqWiwz37OHE3mNrLtdbQaVUoRAVuEMeiuXitsyA\n7zS1e6cBl7OZwY5+Wutb0KjUZAs5Qokwi8El7i9MEFuOI8u1jvBmCuFiqciXY1e5OXWLarXKvt69\nvDZ8fFtzwFfZySgkQRDY1drLrHeOQqnIrHeegbbNz1gqFAoa7fXMeufxhH10NrWjUT1anSEIAg32\nBqY9M/ijAXpcXag0WpAkxHQGDAYsdY2PjD4SRRG/f4lsLk0kEli3+9vq6mB07AbVaoWuzn60Gi0e\n7zxajY7Ghpa1xznrGllYmsbvX6S1pRu93oBipfurFEWMO9BdUSqU2C127s/eJxgNsnclhimdTfM/\n//w/KZVL/Pytn9Ncv7UIqq2Qlaq1eKdKFcMmNjnuT9zE51vEaDCjVKrweOcA2D10iK7Ofj4+/3uq\n1QqHR85Q52hgOZ1k7sZlBFlG39DCro71fydkWWZ8cbKWfV3NUaKEEiU/Ov7utq1lqtWvs3yRKui0\nr3bhC98Xv2u87MXvKg86Q2dfEWdoURRpcDjxh2sO0BajGeM6piPPmo2ikELRMOPzk5gNJg4M7nsh\nOtbPm0AkyNXRm2TzWZrqGjiyd2RLbt5KpRKlQkkwGqJYKtHkfLQ0VqvR0uRspKWh9gOZSCUJxyMs\n+WtdAZPetGMdmTqLg0q5QiQdZS40T4utmY7G9rU5zb1dewjGQwB4Qh52tT2dQ/CjkGWZS3cuk81n\nObr7CF+NXUWSJN4cOYteo+MPX/yZ5VwalULJz07/5KFFviTXYl2ujF9HQOC1vcfZ2737ia7farXK\np3cuc+n2ZcLJ6Jpzc2t9Cz86+S6D7f3bPj+qUqoY7OinVC4RSUaJpxPMeOdob2hdd8G5XXzTACub\nzz6z4kcURexmG70t3XQ1d6JUKEmmkwRiQSbd0/gifqAW5fJg4XJ98haLgSVUShXJTAq9Vs+Zfa+x\np3vohfBZ2GnKlTJfjF3h3twYaqWKNw6cZlfb08XQ1VkceEJefFE/zY6mHSn2dopVeX1zXRMD7bto\nb2xFq9aSWymEl4Ju7i9MEE3FkGWpVgg/oghaCrr5+PoFwskIdRYH5w69QWdzx46OLu1kFJIgCPS2\n9jDtnqFYLrIYWKqZ7m3yOtFpdCuboEuEE5ENO99qlRq1Ss1SyE06l6GzqR3U6pr5VaUCZgs2e/0j\no4+6OvvXur/lUhGXq+Nbx1coVMzO3qdULhKJBDl04DXGJ26TziQZ6N+/dixRFLGa7czOjxNPhOnt\n2Y1SEKkAmWoFq2pnur92i53EcoJ57zxqtZoGRwO/+eA3xFNxzh49y1Dvow0Zt4O1aKNKBR2KTc02\nX7z0R8rlEp2d/Suu27Xr5Qfv/B3Ts2MsLE6hVmt4/fSPAPjtv/wTqlKJskrFX7/7y3WPW6lW+Pze\nV4wtjKNQKMjKWQQEjvQcwmHdnk1JSfq68JWqVfT6V7/whe+L3zVeleJ3lVVnaFGQyeRefmdopVKJ\nw2rHG/IRjIZocNRva7TB0/LNKKTlTJpF3xKyLHFk78gzNWB6EalUK4zOjDMxPwXAnt4hBrp2PVFE\nkdVkIRgLE0lEqbN+W2r+ICqVinqHk/bm1pViYJlIIsqib5F8MY9Rb9gR854mRyPpdJpkPsWUb4be\nxh66mjuY9c0RiAUw680Uy0XyxQJD7QPbPpvqDnkYmx+ntd5FKrtMNBnlQN8wnc0dnL9xkVAijCiK\n/NVrP3xIVlYoFbl46zNmfXOY9EbePnwOl3PrO+y5fJ4Pr5/nq/tXSWVSQM2Btr+9j/eOvk1PS9e2\nmGVtRIvTRXNdE4srZlgTi1PbPg/4KFRKFfXWeuZ888SXExi0BhyWZ5tXrlVraK5rYrBjALvZTrlS\nrs0jh71MLE2RzmXQa3QE4yGuT94Eah3gXa29nD145rnkJj8PkpkUH107TyAWpM7i4J0jb1G3DYtK\nQRCwm23MeGeJJGPsau19KTc/V3PWmxyN9LfvoqOpHa1aS76YrxXCIQ/3FyeIJKJIsoRRa6BcKfP5\n6FfcnrmLLEsc7NvPiT3HtmQU9TTsZBSSQlTQ7epiyj1NvlTAHwnQ19a76efbzXYy+QzeiJ9iuUhr\nfcu6j62zOAjEa1FLVpOl9p0UxZr5lVqN3u58ZPSRKIoEgx4y2WUi0QD71+n+Wi025hYmyeUz7B8+\nTjqdIhjy0tTUhvEB9ZrJZCWViuPzf/06CqHWHRVFYVMuyE9Ca1Mro9OjLHgXCEaCuANu9vTt4fTI\n6R39LqWlKgVZoiKBdhO/UbFYmLHxGwiCSGxlUxtg9+AhXM3tfHT+d1QqZQ7sP0G9s5lgwId37DoC\n0NjRR4fr0bFO6VyGj66fxx8NUGdxEMlHkJCwqW0cHjq0Le9VlqnN+JYFSiUJg0HaluO+DLwIxa+w\n2g14richCPL531193qexI8gyFIoi2awCjQb0BhmDQUKnffkudH84wM3xO+i0Ol47cOyFKoABFv1u\nRqfvr/3ZYbHjamhCr9Wj1+nWHIC/S6Qyy9wav0Mml8VsNHFgYN9TZzcnlpN8fusrTHojpw6d2PRn\nWq1W8QR9zHsXyOZzADQ46ulp69oROf3HNy4QzkTQiBr+8+lfElmOceHmp9jNduLLcQDUShX/8Nbf\nbdtrVqtVfn/5D2TyGQ727efG1C3qbU7ePfoWV+5fY8o9g4DAe8fept7mXHteLBXnwq1PyeSzuJzN\nnN53csud0lgqxsXbl0nn0mt/p1QoOdC3n6EHZtOeJZVKZW3eEKDBVs9bI2d3fBbz7uwot6bvICDw\no5M/wPEcC0pJkgjEgowu3scfC1CSSkhIyNR+e3VqLceGjmzaZOxVYDHo5tr4DSpShb6WHvb3DW/7\nhszVldnp/b3DDDwDCfyzJJVdrmWZh3wkMsm1vxcQUKOmwVLPqeETm44v2m5kWebm1G1G5++jVWs4\nd+iNbdv4SqZTvP/5H5FkiVZnC+dGXt/0cyvVCn/88i8k0klO7ztJV/P6mbap7DLvX/4jKqWSn576\nMVq1FjERQwCqbZ3kqmX+7d//HxQKJX/90/+6Nq9bqVT4f//1nwDY1beX40fPPfL4//wv/0S1WmFo\n8ACtLd188NFv6eke5LUT7zz0uFwuw+/e/+8IgsDP/+p/RavVk6xWKMkSfTo9mh1a00zMTfD+hfcB\ncNW7+Psf/v2OqlGqsky4WiZTrmBE3NS64oOPfksg6EEQBL6uZQT+8z/877g9s3z62Z9QKVX88u/+\nN0RR5H/8X/8HmkKBklrNP/zs0Q03fzTAp7cvUywX6WvtYTG8RLQYQ4mSn5/8ybb9di2nFRQKIoWC\nhMlQffwTXiHO/ewIsiw/1x3J74vfZ4QsQy4vki8o0OlBr5Mx6Ksv3WD71OIM04uz2C02jg6P7HgH\naatE4lGujd5Ekh+9uaDT6NDrdGsFsUGrR6/VodfpUavUL2WH4FHIssyCb4mJuUkkWaazpYOBrq1H\nWqzHvakxlgIeBrt20b3F+ChZlglE/3/23jM4qjRP9/ydc9JnyntvETIIEN5TQBnKQtl21W783Z07\nG7sRM3e/zW7EvbOxMxF3Zm7v3r09rrtruru6u7osVUUVBRRWgAAZkPc+5VOp9JnH7IeUBEISCEiB\noHgUBJDmzTeVJ895n/f//J9nmI7eTiZd4cpkXHQchdl5pCREzlRNVVU+v/QlzsAUNr2VHzz1PS41\nXaatv4OEqDjGp81kXth2kJT4pDuMtjTUdzZyufkqhZkF9A71omoah3a9RJe9m+rWcO7g/g17yEm9\nYYbS3t9BZf0lFFVhfeFa1q9ae1e/g56hXirrL866NkOYUO1Yu4PsZTb1Wiqaulu41HgZDQ29pOOZ\nLQdIiUte1tc8VnWCgbFB9Do9b+1/7Z56SJcKfyCAfdLOiGMUh3sSp8+JJ+AlEAoQ0kKzRHch6CU9\nOWnZ5KRmYzKurA3FSENVNZq6m+m296ATdZQXlpGetLgD7/0gGApxuvosqqqyZ8MuzI+RAkhRVLrt\nPfTYe/AF/XPumyHA2XFZ5KfnkZMaeffzpaK5p5WLDVWIosjeit3kRKgNYdgxwtELx9DQKMoqZGf5\nwhXWheB0O/nk/OcAvLzzhdvGM13vbOBKczX56XnsXb8L5BDS+BhaQgJqSjrX6i9zteYca0o3snnT\n3tnnffnV+wxOmyv++Af/24JjV148QUtrHZKk4/vf/Y+8/+G/4fN7+Pabf4b+FkVUQ1M1VZdPsaqg\njF07nyOkaYzKQVIMetINy3Nca5rG0bNHsY/Y+dYL31r2djeHIuNRZIKytiQ365s3GW5GRnouzz79\nGr/9/T/h9bqpWLed9eu2097WQPWx3yMAhWu3UlEyN9d3JlLwanMNgiCwrWwziqZwvOFrALYVbiY/\nc/HNkruB2yPi80n4/RoWk/zI+gLdK56Q35lJfAPI7wwUBTxeiaAsYjGD1aphtSrodQ//c1gKNE2j\nurGWwdEhslIzWLe6fMURRlVVCQQDeP2+6T9evL6Zv71zSMLNkETpBjGeJsQWkxmr2YLZZLknmfDD\nQCAYoLb5OiMToxj0BtYXl5OSEFmiEQwF+brqDIqism/Lbsy3kT8vBk3TmHA66OjrZHh8FAi7mhZm\n55GRkh4Roh4KhThy8Sg+xUeCOZ43drzKkcrP8fi8s4REEAR+9Pzb9/1a/qCf9099BIJAnC2WYccI\nO9ZsQ5IkztadB2Br6SZKc0sAUFSFqqarNPe0YNDp2b1u5131qF7vbKC27dqsazNAjDWafRV7VqR0\n1uV18fnFY3j94ap/aW4xW0vn5xpHCqqq8t6pD/H6vcTaYnh1zyv3NdbI1BjDjmHGnOM4vU5cfjf+\nkJ+QEkRh4c02AQEdOgw6PSaDCavJSpQ1isSoeKJMNgZG7fQM9hFSQggIZCSnkZeZS2zUw6nYLSe8\nfh9XG2qYdDuJMtvYWFZx3yqUO6HX3kddaz1pialsKqtY1tdabiiKQntfJz2DYTOvW6ETdZgsRobd\nI6ioSEiYMKFDR0p8Mjmp2eSmZj8wCfQM+ob7OVV7BllR2Fq6mdLcyKhQeob6OFl9CoD1heVUFN05\nrmYGXfZuTtWcJdYWw0s7nkevWziyR1VVPrvwBWPOcZ7etC9s3ud2Ifq8qNm5hEwmPvzo53h9bg6/\n8kNips+7NxOzVQVr2LXz2XljK4rCO7/6RwAOPvsGwyOD1NRWsnP7MxStKp83jyOf/YoJxygvPPct\nUlIycCoy/unqr2kZ2ZOmacu+xgtqKmOKjCckEy0urbJ6teYc165XASBJOpTp6+D3vv3nDI/0c/zk\nR0iSjre/8+eIosiv/vn/whAIEDQa+d6rfzRnrJAc4vz1C3TZezAbzezfsJf4qDh+euxfkZGJM8Tx\nwo75n+G9wOcTcXskfD4Ns1F+LKJR7xZPyO/MJL5B5HcGigIut4SqTZNgm4rVojwS8UiyolBZewmn\ny0lpQTEFWZHZDXtQUBRl2hDnFmI8/e+bycTNmMmuvUGMb/zbbDStiE2AkYlRapuuEQgFSYpLZH3x\n2mWrJvXZ+6ltuU5aYgqb1my4r7FcHhcdfV30Dw+iaRpGg5G8jBxy0rMXzXBeKnx+H59eOkpQC5EZ\nm8HO4u0cvXgMk96If3oRuaFoPesKy+8w0u1xsaGKpp4WslOy6B3uIys5g5KcEo5dPg5AWV4JW0rC\n/UJev5eva84w4hgl1hbLgY17lxQLpCgKFxsv09bfzs3n7pS4ZPZt3IPZ8HAqPEuFqqqcv36B9oFO\nAKItUbyw7bl72jxZCnx+H++d+gBFVSnMyGf3up2LPnbKM8XQ5DCjk2M4PJNM+abwBLwE5SAKyqLV\nWwkJg6THqDdiMVqwmW3ERcWQGJ24JIdzWVHoHx6gq78bt9cDhGPm8jJzSU1IfixaNUbGR6luqiMk\nh8hISWdt0YMx9NI0jfM1F3FMTbJ17SaSI6TweFBQFIXWnnZ67f0EQ8EFHyMIAmtWlZKTloUgCExM\nOThVewafGq4ImzGjQ4dA+PqUEhcmwjmp2Q/MDGxscpzjV07iC/opyytlc/GGiFwvW3pbqawPrx23\nlW25K3n7zPm6ICOf3Wt3LDofh8vBJ+c+x2Q08erulzFIOsSJMTCZULNy6err4NSZT8nOKuDAvkOz\nzzt+8iP6+sPnucWqvx9/+ksmJkaIiorh4DNv8t4H/0JyUjovPj+/FWdkdJDPjv6G2NgEDr30Nqog\nMioHSdDryXrEVQ1jSgivoqDKKuYlnhd+8ct/RFWVsEmcxYbH4yImJp7XDv2I9z74V9xuJ+Vlm9m0\ncTeXL5+mu+oUGrBxx3MUZBXMjuPyujhx9RQO1yTJcUnsq9iDxWTh1yd/y6h/LKJyZ39AwOXSEQho\nGHQyyxSTvOLxhPzOTOIbSH5nEAwJuNwSkihgsYDFGibBK3294wv4OXu1kkAwwJbyjRGvLD4saJpG\nSA7NIcQ3k2RfwMdC35mwS+f8qvEMSb5fAncnqKpKU2crnf1dCIJASf5q8jNzl5WQa5pGZe0lJpwO\ntpRvIiXh/heWvoCfrv5uegZ7kRUFSZLIScsiPzP3vgjSpMvJF1e/QkGhOKWIeGsC9Z0NCAizpObH\nL3z/3sd3O/no7BEsJgs+vw+9Xs++ij18WXUcTdPITc1h34ZwzNHQxDCnas7iC/jIS8tlZ/m2RSsP\nMwgGg5yqPcvA2ODsbQICuWnZ7F67M+KmXcuN/pEBTlafRlEVREFk59rtFGbcnXx+qbCPD/HFpa/Q\n0CjOWY1Rr2fc7cDpdeIOeAiE/ATVxaXJAgJ6QY9Bb8BiMGM124i2RpEUHU98VDz6CH23NU1j1DFG\nZ383oxNjQLhNIy8zh+zUzIi9zoOEpmm0dLfR1tOBOE3SsqdJ2oOC0z3FmSvnsZot7N20a8V/VxRF\nobmrjf7hgXmEVxJFLGYrbq8bTdNIjk9ibVHZgufGqsYrdIx0oaIiIpKfkIeoibP99wBJsYmzFeEo\ny/LltkLYROiryydweqbITc1h97qdEVFT1bZdo6atDpjfUnI7KIrC5xe/ZMw5zs7ybRRlLW6eVdNW\nR23bNYqyVrGzfBuC34c46UBLz0CJS+Dol79jeGSA5555g/S07Nnn/eyd/wqEXaD37n5h3riTk+N8\n+MkvgHDF8uvTRxi09/DaoR8Rs4BR3/nKY7S217N5017WlG7Eqcr4FYVVFgvmFdaCtlT4VAWHquAO\nysQskfheuHSS5pZwG9GeXc9z5txRAA6//AP8AS9fHPs9oijx/e/+R0RR5Nf/9Dfog0ECJhNvH/7D\n2XEGRgc5VXuWYChIcXYRW0o3IYkSjT1NEZc7h0ICk1M6QgGQRBmD4eFzr4eFJ+R3ZhLfYPI7g0BA\nwO2RkHQCtiiwmhXMZnVFO0NPTk1yvvYSoiCwa8N2oqzLe/FcCVBVFX8wgNfnvaVq7MPj8y66O6+T\ndFjMFqw3E2OTJVw1NpnuS+Lr9nqobqzF6Z7CarayoXTdA5NNTrldnLlyHrPJxFObd0dsYRmSQ/QM\n9tHV340/GEAQwpLQgqx8om33dpwNTQxz8tppNDQ2Zlcw5pjAMd33C5CemMZzWxY2J7kTvrp8kv7R\nAaLMNlw+NzvXbOdSUxWyopAcm8SLOw6iaRpNPS1UNV0BYHPxRkpzi29LBNw+NyeunGbCNTF7mySK\nlOWVsHH1/VXbHzaCoSBfXPqK8WnzsazkTPZvmKdpVAAAIABJREFU2HvPlU5VVXG4HdgnhhmfGsfh\nncTtc+ML+vArAdTbSJNFRIw6Iya9EYvJQrQlirioOJJjErFEIAP5buHyuOka6KZvaABVVZFEiay0\nTPIycrBZHo3onkAwQHVjHWOT41hMZjaWVTw0OXd9exNd/d2szi2kKHfpDsEPCoqi0NDZzOCwnZAc\nmnOfJEokJySRn5lLc2cr484J9DodZYWlZKak3/b8MeV2cbLmNB4lrCiI0Ufz4ubnGXdO0D3Uw9DE\n8OxmbkJ0PLlpOeSmZi9JhXIvCIQCnLh6iuGJEZLjkjiwcR+mCBhnVtZfnDYThINbn12yeZzb5+bj\nc5+hKDIv7niehOiFneEVVeHI+c9xuCZ5bsvTpCemIU5OIKgaSk4uY24nRz77FXGxibzy0tuz57CT\np47Q09sGLF79/dVv/l+CwQA52YXk5hRx+uznsxXLW+H3+/jg45+hKAqvHfoRJouNUSVEjCSRs0LU\nZ3cDbdrkyivL6DQRwxLO/YODPXx5/H0AEhNT0ev02If6MBrNfPdb/4EPPvoZzikHJavXs23rfk6e\n/JDxpmtogsD+Z94kMS4RTdO43tnA1ZYaRFFke9mW2c0PWZYjLneWZZh06gkEQUTG9Ih5/UQaT8jv\nzCSekF/gFmdoE1gsK98ZemB4kOqmOiwmM7s27MBoWD5TmUcBsizf6DP2++aQZI/fi6ou/FmajKZZ\nQmw13yDGFpMZo8G44EVN0zT6hgaob2tEURWyUjNZU1iy7E66t6KhvZnO/i6KcgpZnRfZhaWqqgwM\nD9Le14Xb6wYgKT6Rwqx8EmLj7/pi3zXYw4XW8Llmc94mWnva5nwm33v6Wxju8hgeGB3k2OUT2MxW\n3D4P+Wm5DIzZCYQCRFmieG3PK6iayvnrF+kc7MJkMLGvYs9tF2jD4yOcrjuLZ7o/FsCgM7C5ZCNF\nWYV3Nb+Vjtr2a9S0his3Rr2R57Y+s6g7s9fvxe4YZmRyJCxN9oalyX7Zj6ItLk0Wp39miG5GUjrx\nUfEkxsYTZ4tdsdLiYChIr72ProFe/IGwjDUlIYm8zFwSYxNW7GJ3wungakMN/mCAlIRk1hevXXb1\ny+0QkkN8XXWWUCjEU1t2zYkYe1gIykGaOloYHB1Clue22ugkidSEFMoKS9Dr9XT2d9Pc1YqqqqQm\nplC+qvSuIvyqW+posbfOVoE35FSws2wb/oCf3pE+uod6GRyzzxLh+Kg4ctKyyU3Nua0h1L1AURTO\nXquky95NtDWaZzbtJzoCG+cnrp6id7gPURB4ZdeLxEUtzfegb6Sf41e+JsoSxSs7X1g0fm9scpxP\nK49iNVs5vPsl9AhIYyNocfGo6ZmcqzxGW0cD27c9TXHR2tnnzVR/c3JWsX86a/ZmNDRcperqaQRB\n5O3v/jm/fe+nSJKOt17/4wXPS61t1zl/4Styc4rYt/clplQFnyJTYLFgfcSqv25VYUpV8ARlopdQ\n9Z2acvDBx79AmzY0/dabf8pv3/spAHt2HSQqKo7Pjr6LKIh87zt/jk6n49c//S/oQyECFgtvv/Lj\ncBzYtUq6h3qxmCzs37B3jhN5pOXOigKTTh3BgICmypjND59zPWw8Ib8zk3hCfudAVcPO0IGAhMkC\nVkvYGXqlyiSau1pp6+kgISaebes2r9iF5MOGpmkEQ0E8C1SNvT4vvoB/weeJojinUmwxmTHoDQwM\nDzDqGEcn6Vi3eg3pycvjmnonyLLM11VnCIZC7N28a1kqU5qmMTI+SntfJxPOcLU2xhZNYXY+qYkp\nd3XMNXQ3Udt9DQGB8vQ1dA/2zN5nMZr51oE3ljyWqql8cu4zHK7J2eeLoojb58FoMPLWU6/hDfg4\nWX0ah8tBUmwi+yr2LLr4bu/v5FLT5TkKAovJwp61O0lLTF3yvB41OKYcHK36ikAwXKFNSUjGZDDh\n9Dlx+934gn6CavC20mSdoMOgM2A2hF3cY6zRJETFkxATj9FgRFVVTl46jS/gx2axsm/Lngf8Lu8d\nqqpiHxumq78bx1T4WIuy2sjPzCUjOX3FSHk1TaOzv5umjnCmeHF+EQVZeSuCpA+M2KlurCUpPpGt\n5ZseypyCwSANHU0MjY3M85bQ6XSkJ6ZSUrB6loC5PG7qWq7jmJrEoNdTvqqMtKTUe5q72+vhRPUp\n3HJ4EzFKZ+O17Ydnq/GBUIDe4X56hnoYGLPPbgrG2mLITc0hNy2bWFtsRH5vyxWF9GnlUUYnx5BE\nidefOox1ieZeV5qrud7ZQE5KNvs27Fn0PV5urqa+s2HWrE9wuxC9HtSsHDySuGD00ekzn9PZ3Qws\nXv39+b//PZqmsWP7M0xMjNDcUsfT+w+TlTm/FUTTND774jeMjtp59sBrpKXnMKKEiJYkch+h6q+q\naQwrITyygkUTkO5wDQ8Gg/zu/X8iNH1tTExIITEpjebmWiRR4gdv/y98dOQdHI4xVhWuYdeOZzny\n8Tv4+zpRJYlDL/+IgBLk5NVTTLqdpMQns69izxwn9EjLnVX1BvFVZAWLZeUWsh4knpDfmUk8Ib8L\n4mZnaKtlphK88pyhNU3jakMN9rFhstOyWFtU9sicgFcSVFXF5w9XiG9UjW/8fascbgZ6nQ6r2Tob\n33RzjJPJaHogmxEzGdBJcYlsXbu8C0vH1CQdvZ3Yx8K9axaTmfysPLJSM5fcQ3a5uZrWoTYkJNJt\naTjdU7P3vbrnlSVXO1p626isv4hO0iErMrG2GCbdTnSSxBt7X2VsaoIztecIykFWZxextWTTgkSl\nuqWW+q5wBX8GcVGx7KvYS4xteSSIDwOapjHlmcI+ayzlwOVz4Q368Mt+tOmfhRA2ljJgMoSNpaIs\nUcTZYkmMScBmti7pOA8Egxy/+DWqqpKRnMaG0qU7xK4UOJwOOgd6sI8MoaFh0OvJSc8mNz37rqqB\nkUZIDlHbfJ2hsWGMBiMbSteRGJvw0OZzKzRN4+K1y4w5xtlUVkFa0oPZTPIHAzS0NTE8MYKizM3z\n1Ov0pCenUlZQMue8oKoqHX1dtHa3oWoaGclplBWWYIyARLiuvZ7G/qbZKnB5RhlPrZu7ERQMBekb\n6ad7qJeB0QGUaSIcY42elUbHRcXd93k+0lFIqqry4dkjTHmmMOgMvLnv1UUrubc+78uq4wxNDLOl\nZBNleSULPk5WZD4++ylTXhcvbj9Icmwi4vgYGA2oWblca6peMPpopvqblZnP0/sPzxv32PEPGBjs\nxmQ088yBVzny+a/JyV7F/qfmV4oBJiZG+eSzX2KzxXD4lR/gEwS8qkKeyUTUAzCSiwScioxLVfCH\nlDvOWVVVPvj4Z7imoxEBnnvmDb468SGqqrCmdBP5BSV8cuTfEQSBt7/zP6PTGXj3f/xndLKMbIti\n15b909fiECU5q9lSsmnONSPScmdNA+eUjmBQIOBXsX3Dsnxvhyfkd2YST8jvbSHLAi6PBJqAeYU6\nQ8uKzPmaS0y5pygrLCE/M/dhT+mxQyAYoKWrjR57HxCufOr1enx+Pz6/F3UhIy4EzCbTXGJ8ixFX\npHbyL127wqhjjI2l6x9IFdrt9dDZ30WffQBVU9Hr9ORl5JCbkbMk+f2punMMOAbQocPCjQqBKIj8\n8Pnv3fH5wVCQ909/TCAUQNM0oixRuLwuBEHg0M6X6BnupaatDkkU2V62lVW3yJUVReHc9Qt02bvn\nmKilJ6axb/2eu5ZfrxQEggHsjiFGnWOMuybCrsl+D/47ZN4KCOhFPTpBQlFUBAQkJEpyV1OQlRcx\nd+BxxziVdeGIjPJVZeRmZN/hGSsTPr+P7sHecFSSHJrti38YUUlO1xRXGmrw+r0kxMazoWT9isws\ndns9nL58FoPByL7Nu5etRcTn81Hf0cToxNicDS0Ag05PRkpGOHd9gYu40z1FXfN1nO4pjAYja4vK\nSE1cWg/rUuH1ezlx9RRTIRcAFsnCa9teISFm/mZFSA7RNzJAz1APfSMDs+8nyhJFbmpYGp0Qc/ct\nKDOIdBSSLMv8/vRH+AI+LEYzr+87jG4J8Tlev5dPzn2GPxTghW3PkRy3sIHj0MQwRy8eI8YWwys7\nX0Qny0iOcbTUNIJx8QtGH507f4y2jnoAvv/dv5h33Pl8Pn7z3v8HwBuv/gEnvv4E59QE33rjTzEt\nYvR46fIpGpuqqVi3nbVrtzGqhLBIEgWPQPVXnu719YRkogTpjvP98qvfM2jvRRQlVFXBaDSxaeMe\nzlceAwR+8L2/4PMvfsPY+DB5uat5as+L/O7d/44wPoIiSRSUbaa+uzF8LV6zjVWZBfNeI9Jy5ymX\nhN8v4verRD0hvnPwhPzOTOIJ+V0SbnaGttrAYlGwmNUV4wzt8/vCDtChIFvLN5EcAfffJwjD6/dR\n01THhNOByWhiQ8k6EmJvmHNomoY/4J+Ta+y5SVodWCzbWJKwmiyYp/OMbyXJdyOn9Hg9nLp8DoNe\nz74tex5Y73EgGKBroIfugV5CcghRFMlOzSQ/Kw/rbcyKVFXl2JUTjHsnMAgGjJpxNg5kV/n2eWT1\nVlxtqeHa9ILGoDfMSpUPbNxHa18rfSMDWE1W9m/cS+JNi0pf0Mep6jMMTYzM3iYIAqsy8tlWtnXF\nSFgXg6qqjE2NMeQYYXxqgknvJG6/G2/QR0gJobDwhX6GzBp04eqtzWQjyhJFQlQciTEJcxxr/cEA\nlTWX8PjCRj0ZyemsLy6PmIqhvbeTps6wNHf3xh2PdK7uw45K6rX3cb2tEVVVKczOZ3XuqhXd+jLT\nplOQlUdpQWQyZwG8Ph/X2xsZd4zNVkpnYNAbyErNYHXuqkW/36qq0tbTQVtvB5qmkZWaQWlBybL2\nSjd2NXGtpwEFBRGR1alFPLvhwKKPD8khBkYH6R7qpW+kf1a6bTNbyUkNV4STYhPvmnxFOgopEAzy\n3qkPCMkhYmwxHN710pKOSfv4EF9eOo7ZZObQrhcxGRZWUlxoqKK5p4W1BWvYuLoCcdKBoCioObl0\nDvUtGH00U/3NSMvl2Wdemzfm737/z3i8LpIT08jNLaLqymm2bH6KspKFjQ2DwQAffPxzggE/hw/9\nEMkaxZQik282L6l/9mFiQgnhURRkRcNyhz7lS1Vf09hcgyAIWK3R4QijNZtpab1GMBggIz2XrZv3\n8cHHP0NA4Lvf/g+oKnz0s79DUhQCVhshSVzwWjyDSMud3R4Rn0/C79ewmOQVs0ZfKXhCfmcm8YT8\n3hUCgXAlWK8TsK4wZ2jH1CSVNZcQRXHaAdr2sKf0yGNwxM611npCskxaUipri9bc9YJIUZQ5xPjm\nXmOP3ztPjjcDo8E4R0Z9c4yTaYEd5pauNlp72snPzKWscGHp2HJBlmV6h/rp7OvGF/ABkJ6USkFW\nPrHRC5MbVVU5cvEo7qAbg2DApN1Y7Nwu+sjldfPBmY/R1Lky3Q1FFbT1t+PyukhPSGVvxe7ZBdSk\na5KT1Wdwem5It3SSxNr8ctatur+M4UjD4/Mw6LAzOjnGhNuBy+/CG/DiDwXumHmrl/SY9EbMBjNR\nFhuxtlgSoxOJsd058/ZWNLQ30dnfDYDJYGRHxbbbbmjcDaquX2V4fARJknh6+z4Md4ibWul40FFJ\nsqJQ39ZA39AAep2OiuJ1pCSu/Mg7RVE4dfksvoCfPRt33rN7PIDb46a+vYnxyQlUbS7hNRqM5KRl\nUZidf8cNrcmpSWpbruPyuDEZTaxbveaBZRIHAgGOV5/CGXCioWEWzRze8hLJ8bf/LGVFZmDMTo+9\nh96R/tm2HIvJMlsRTo5LWjKJjXQUktvr5oMzn6CoCilxybyw/bklPa+u/TrVrbVkJKbzzOb9C84/\nJIf48MwRvAEvL+94gQRrdDj7NyoaJSOLo8femxd9dOHiCZqnjf0Wqv729nZw4tTHALz1+h/z3gf/\nSmxsPIde+v6iv8POrhZOn/2MjPRcnt5/mFFVxiyJFBjNiCthQbgAAqrKuCovyeSqpfUalRePA7Bj\n29NUXjyOIAgcfPYtjn75WyAcEXX85IcMjwyQnVXIgX2v8Otf/Ff0rilknQ6/xUJqQgr71u9ZsC0k\n0nJnn0/E7ZHw+TTMRpkH7D/6SOAJ+Z2ZxBPye9fQNPD7RTzesDO01RruB14JFur9w4PUNNVhNVvY\ntWH7knpunmA+ZEWmob2JXns/kiixZlUJWamZEZc0hY24Qgs6VHv9Xnx+/4JkRxQEzDcRYqvJjNFo\noqmzhUAgwJ5NO4h+CP2qqqpiHx2iva+TKXdY1pcQG09hVj5J8fOrEoFggE8vfoFf9WPAgInwBTI/\nPY+963ct+Bqnas7QZe+Zc1tuWg79I/3IikJ5fhkbVq9HFEQGRgc4e+3CLCGHsKvxtrKt5KcvLZMy\n0pBlmeHJYYYdo4y7Jpj0Tc5Kk+9kLDWTeWs2mLCabMRYokmIiScxOnKZtzdjwung0rUrs1WmNYUl\n5EWgrSJsgHUGX8CH1Wzlqc27VnTF8m6w3FFJbq+Hqw01THlcxNii2VRW8VAioe4Vw2MjVNVfJT4m\njh3rt97VOXXK7aK+vRGHc3Ie4TUZjORm5JCfmbskBYeiKLR0t9HR1wVATno2JflFd8z9Xg609LRR\n01WHgoKAwKqkAp7fvDTCqCgKg+N2uu299A73EZTDKhiz0TybI5wSn4wo3P77FekoJMeUg4/Pf4am\naeSkZrN/w947PkfTNL66cpKB0UEqitaxvnDtgo+bcfmPj47j5R0vIPm8iB43amYWo6HAgtFHM9Xf\n1NQsnn/2zXlj/uKX/4iqKpSXbcbpctDb287LL36PxEWSATRN49jx9xm097Jv78skZ+Uzqcjkm0zE\nrNDNvBE5hE+RQRUw3eZ8OzTUz9FjvwOgYv0OJifH6epuIS01C4/HxZRrkpiYeJ498BrvffAvAHzn\nrT8jGApy9N//G6Kq4rFaKS1Yw6biDYue2yMpd/YHBFwuHYGAhkEn8whGsz8QPCG/M5N4Qn7vGTPO\n0P6AhHkFOUM3dbbS3ttBYmwCW9duemwWlQ8KTpeTq411eHweom1RbChZ/9Cq6Kqq4g/458iobybJ\nwdDCRlwCAlFWG1aL9Sa3avOszHq5jwlN0xhzjNPe18mYYxyAKGsUBVl5ZCSnzXl9t8/D55e+JEQI\n4/QPLFz9HXGM8tmFL+bcFmeLxeGeRCfp2L1uJ7mp2TT3tHCluYaQcuP3YzPb2Fexm8QIOJveDqqq\nMul2YnfYGZ+awOGdxDWdeRuQA7eVJoczbw0Y9UYsJivR5ijio6aNpSwP7xi8eO0y45PhTOD4mDi2\nrt10333ANxtgpSelsbHs0TPAuh2WIyppcHSIuuZryIpCTno2ZQXFK16qvxAu11czNDbM+uK1ZKVm\n3Paxky4nDe1NOKYmuXXNZDKaKMjMJSc9+65+D+OTE9S1XMfj82IxmVm3upzEuIdrEBaUg5y4cgqH\nfxINDZNg5KVNL5CRlL7kMRRVYWh8mO6hHnqG+giEwi03JoOJnJQsctNySI1f3KE/0lFI9vEhvrj0\nFQAlOavZVrbljs/xBwN8cu5TvH4fz245QHriwh4W565V0tbfwYai9awrWIM4MY4giSg5+ZyrOjkv\n+mimTxcWrv6erzxGa3s9Op2ep/a8yPGTH1G8eh3bty4uRXdOOfjok3cwmcy8+soPcUoiRgHyTRak\nFVb99aoKk6qCJxgiWlqcGbrdU7z/0c9QVYXcnCL27n6BX777ExRF4blnXufLr8I5v4df/gFVV04x\naO8lIz2XZw68yi//7W8x+XyE9Hq2bnuagoz5jtkziKTcORQSmJzSEQqAJMoPfQ2+kvGE/M5M4gn5\nvW8oCrg9ErIqYjE/fGdoTdO40lDD0NgwOelZlK964gC9FMxEhTR3tqBqGvmZuRTnFyGt4Py+cLZx\nmBB7pp2p7SN2AqEggiDMWyzOwGw0zXOoDvcaWzAaDBE9XpwuJx19XQxOO+SajCbyM3PJScuaXYCM\nOSc4XnMCBRUTJgwYiLZG8/reG31bmqbxyfnPmJhyzN5m1BkIyEFirNHs3/gUrX1tNHW3zKkKJcYk\nsG/DXmwRzBf1BXxhY6nJUSbck2FjqYCHQChASJNvm3mrF3UY9EYsBgs2s5U4WywJ0XHER8ev6I2q\n7oFe6tsa0dCQJImt5Zvm9L7fC8adDiprLgKwprCUvMyHU41fTkQiKklVVZo6W+js70YSJdauLiMz\n5fakcSXD6/dxquoskiSxb8ueea0k45MOmjqbmHRNzTuHWUxm8jPz7ulYkWWZ5q5WugbCypG8zFyK\n81ZFzNAtEugc6KKq7epsFTg3PocXNx+8600OVVUZmhime6iXnqFe/MHwBoxRbyQ7JYvctGzSElLn\nXd8iHYXUNdjNqdqzAGGiWnjnNpMRxyhHLx7DoDdwaNeLWBaITQqEAnx45giBUIBDu14i1mBCmhhH\nS07BbbMtGH00E2uUnJTOi89/e854iqLwzq/+EYCDz77F6bOfoSgy33rzT297fFTXnKfu+iXWlG1i\nTcUuHEqIXJOJuBVU/dVmo41kjJqIfpHrjCwH+e3v/4Vg0E98fDKHXnqb5pZrXLh0HIvFRkx0HPah\nPoxGM4df/j6//f0/AXD4lR9y/vwxvD1tCJpGTFY+z+44uOh8Iil3lmWYdOoJBEFEXhEKzJWMJ+R3\nZhK3kF9FUbAPDzzEGT04pKVkRHTX/FZnaJtNxfKQnKFlWeZ8zUWmPK7HdlEZSQSCAWqarzE6MYZB\nb6CieO0jaxrm8/v4uuosoiiyY/1WZEW+Iae+iST7F8k2lkRpWk4936HaYjbf80LR6/PS2d9Nr70f\nRVXQSTpyM7LJy8jBZDQxMGrndMPZcO8bZvToefPp17EZwgufjoFOztSdnx1vhtxnJWeiaRr9o3PP\nW1nJmeyp2IlBunvpv6IqjEyOMjI5wtjUBE6vE5ffhT/oJ6iGUFk4M3A281aaliabrURZokiMTiAx\nOh7jCnThvRt4fV7O116aPXZyM3IoX1V6X2N29HXR2BHO4ty1YTtx0bH3Pc+VinuJSvL5fVxtrMUx\nNYnNYmVTWQVR91GNWylo7+2gqbOVnPRs1haVMeYYp7GzmSm3ax7htZotFGYXkJ2Wec+vN+oYo66l\nHp/fh81iZd3qcuJj4u73bSwLFEXhxNVTjHnHw8cJBg5ufI68lHtzR1c1lZGJUbqHeuge6p1tAzHo\nDGSnZJKbmkN6Ytqc9VAko5Aau5u41HgFgJ3l2ym6g6EhQENXE1VNV0iJS+bg1mcW3BjsGerlZPVp\nkmITeWH7c0guF2IwiJqTS117/bzoo8vVZ6mvvwwsXP2dyaqNjoojO7uA+oYr7N39Ivl5qxedpyyH\n+PCTd/B4XBx66W2U6BgkYJV55VR/XarClCLjk1WiFtnMV1WVj468g9M5gclk4c3X/gidTsd7H/wL\nbvcUFet3UlMbvv7u2XWQru5W+vo7SUxIIRgK4hsbxuj3EzQY+N5rf3zb+URK7qwoN7J8NVXGbH74\nnGql45Ekv4IgHAT+ARCBf9U07f++5f7/FfgjIASMAn+gaVrfHcacQ377B3tJLYwiL+/+HNdWOrq6\nuhhqd5GZHvmojWBIwO2WEB+yM7R32gE6FAqxde0mkuKXV+75qGJkYpSapmsEQ0GS4hOpKF4bkUzH\nh4mO3k4aO1vITsti3eo1Cz5GURV8fv90j/HNJlzhv2f6PG+FQW/AsohD9VKyjYOhIN2DvXT19xAM\nBREFgcyUDPKz8hhyDHO5/SoAZsyYJCPff+67yIrMu1+9h6zOnZPFaMEb8M7+XxREVmcXsbl4wx03\ntpyeKYamY4EcnklcPheegJegHEBBvWPmrVFvxGq0YDPbiI2KISkmkSiLbUVXbyMBVVW51lpP31B4\ns8FitrBz/db7yrmdkcFKosTT25967L0KlhqVNDoxRnVTLcFQiPTkNNYVrXlgTu7LDVVVOXHp9KKb\ncDazlaKcQjJSly77XQghOURjRwu99j4EBAqy8yjKKXwk5OI99l4utVwhRAgBgayYTF7Z9uJ9zV3T\nNEYcN4iw1x8+f+p1erKSM8lNzSYjKR2dpItoFNKVlhquTzv0P71pH1nJt9/I0DSNr2vO0DPUy5r8\nMjYXL+y8/HXNGbrtPeGM4OwixPFRsEURTEvnw0/ewetz8+orPyR6OvpopvqbmJDKyy9+d85Y4xMj\nfPLpLwF45aXv8smnvyYjPYdnn379tnPt6+/k+MmPSEnOYN8zbzCpymQYjSStgPOYMhNtJMtYNXHR\n69Pxkx/R1985Wy23WGw4nRN88PHPEUWRosJymlvrkESJt974E9793f8ANHQ6HXIohNXtRgAK126l\nomTjovOJlNxZVW8QX0VWsFgW3pB+grl45MivIAgi0AocAAaBy8C3NU1rvukxe4FLmqb5BUH4M+Ap\nTdO+veCAN54zj/xuf2YtRUVFd/VmHjW0trZy4atry0J+Z+APiLg94qwztM2iYDI9WGfoCaeDC7WX\nkCSJXRt2RMRw5XGBoio0d7bS2d+NKAiU5K8mLzP3sZCIq6rKmSvncXnd7KrYRtw9VDhmjbhmiPEt\nfccLnb8EQcBsnFs1vpkk63U3so0VRaFveIDOvi48vvACLCUhGU3UaB/tQEDAgoXnNz1L73AfzX2t\ni85VL+nYUFRBad6NxVkgFGBocphRxxgTrgkmfc6lZ94Keox6A2aDGZvZRow1msToeOJj4leURPJh\nYmR8lMsN1aiqiiAIrFtdfsf+zcWgqipfV53B6/dhNVt4avPux34TARaPSsrNyMHtcdHa04EgCKwp\nLCEnPfuxODcNjQ7R3N2Oy+Oad1+UxcbqvFWkJaVG5LWGx0e41tqAP+An2hrFuuLyRy5aS1EUTtWc\nZdg9goaGHj3PVTxNQdri/ZRLhaZpjDnH6Lb30j3Ug3s63kwn6chKziA3NQeTwcSpmjMRiUI6W1dJ\n+0D43P7i9udIWiTPdwbBUJBPzn+Oy+uYZptoAAAgAElEQVTiwManyF6g+uwL+PjwzBEUVebw7peJ\nRkR0TaFmZNI5OTYv+qimtpLaa+FWi4Wqv7989/8hFAqSl7sat2eK0VE7b77+x9juoLY48fXH9PZ1\nsHvnQeJyVwFQZLage8jfWYci41EVAiEV2yKbJleunuV6w+Xw5/L8t0lKCvdZf3XiQ/oHusjOKqB/\noBtVVVhTugmX20lPbxsAOp0O0ePBEAgQNBr53qt/tOhcIiV31jRwTukIBgUCfhXbkyzfJeNRJL/b\ngL/WNO356f//74B2a/X3psevB36iadruO4z7hPwuIzQtbL/u8UmYHpIzdN/QALXN17CardMO0Cun\nF+Vhwe11c7Wxjin3FFazlY2l64h5xBZFd8L45ASVtZeItkWze8P2iJIJTdPwBfxzCfFNxHixbGOd\npJsnozYbzXh9XgZGBpl0TUcRSRpTigsREQsWRBaeu16nIyctB0WTmfQ6cc8YSynBO2Teihh0RkwG\nIxajhWhrNPG2OJJjEjGbzQs+7wnmQ5ZlKmurcLrDn1tyfBKb1yzu7nk7BKcNsBRVJS0plU1lFZGe\n7orFQlFJED6+N5ZWPPKqnYFhO609bbME/2boJR0hRaZ8VSm5GZFpzwmGgjS0N9M/PIAgCBTlFFCY\nXfBIb6gMjAxwvvHSbBU4NSqV13ccilgFW9M0xqcm6LaHK8Iub3hzQhIlUuNTmHA58AV89x2FdKzq\nBANjg4iCyOHdLxNzh1SCiakJPq38AkmUeGXXC0RZ5pPQjoEuztSdIy0hlee2PI00OYEAyNl5HP36\no3nRRzPV35m+1ptx7XoVV2vOIYoi27ce4PyFr9iwfifr1m697Tzd7ik+/OTn6HR6Xnzlh7gliQyj\nkeSHWP0NaSqjiownJBMtLrxp297ZyNlzYRPJ3buepzA/HJOoqirv/Oq/oWkqGyp2UV1zDhB47dCP\n+eDjfwPAarGRlpzF0PUqNGDjjucoyCpYdD6RkjtPuST8fhG/XyXqCfG9KzyK5Pd14DlN0/5k+v9v\nA1s0TfuLRR7/E8Cuadrf3GHcJ+T3AUBVweuVCARFzJZpU6wH6Azd1NFCe18niXEJbC3/5jpAa5pG\n31A/9W1NKKpCdlomZYUlj201r6bpGv3DAxGLqFkqZEXG5/fh9fnCTtW3xDgp6sIXLINOj0ZYqhiY\n/pGQMGBAQ0O96UdDu400WUQn6jHpTZiNJqLNUUTbYkiKiSfWFvuNPf6XC6097bR0hSsBep2e7es2\n39Nm0oTTwflpA6yywhLyH+AxuxLgcDq4XF9NIBScvS3SUUkPCn32ftp6O2ZVHTMQBIFoaxQl+atJ\nik/EHwjwddUZAPZv3XPfLSf20SGutzYQCAWJiYph/ery+8oTXklQFIWzdZUMTtnR0NCh40D5UxRn\nLd6Tei/QNA2Hy0H3UC/d9h6cnqk590dbonhmywGiFyCid4KqqnxaeZTxqQl0ko439h7GbLr9hmNr\nXzvnr18gMSaBF7Y9N4/wa5rGiatf0zcywI4121idloM0PoaWlMSITpoXfVR3/RLVNeH+1e+89T9h\nMs1t2fj5O3+Phsb2rU9TdeUUFouV1w//wR0r3tfqq7hafY7ionWs3rwXVVMpsljQ3yFmarkwpoTw\nKgqKrGJZYI0zMmrns6O/ATTWlm9hY8WNeMG6a5eorj1PdFQs/oCPYDBAclI6DscoITmEXm/gzdf+\nkPd/8ffog0ECJhNvH/7DRecSKbmz2yPi80n4/RoWk/zA2wkfdawE8nu3q+2FJrvgym+aGG8E7hys\ntgTI8sK9f/eKSPUsHTlyhKamJv7qr/4qIuMtJ0QRbDYFs6Lg9kiM+0V8Ph1Wq4rVoix7GHdxfhEu\nr5vh8REaOprv26TmUUQwFOJaaz320SH0Oh3ri9eTnrxwjMLjgtKC1QyPD9Pc1UZaUup99WXeDXSS\njihr1ILGPOFs4+BNPcZefDMk2eebNWMxYkRFJUQIH745Y8wYSxl1YWmy1WwNZ95OS5ONK6DX6puE\nopxCUhNSuFBXRTAU5MzVSopyClmdt+quxomPiaO0sJjG9mYa2puIi4q5J8n+owZN0+ga6KGxoxlN\n0yjOKyI7LZO+oX66BnrpHuihe6DnvqOSlhvdA7109HXi9d/yfRUEYmzRlBYUz3MINxmNFOcXUd/W\nSGNHMxUl6+7ptQPBAPVtjQyODiEKIiX5q8nPzH2sNrokSeKpDbsZHh/hzPXzBAly7PoJajuu8dru\nQ/dk7rcQBEEgPjqe+Oh4KlatY9LtDPcI23uYdDuZ8rp4/9RHpManUJhZQHZy5pI3LURR5KUdz/P+\n6Y9x+9x8ePYIb+177bbrwqKsQoYnRmgf6KCq6Qrb18ytwgqCwPY12xg68wmXm6+SmZSOzWpDnHCQ\nlJPLqoIy2joaaG2vp7hoLevKt1JTewFNU/ni2O84/MoP5oyXmpqFfaiX2rpKcnOK6OhsZHhkgNSU\n2/cpl5VspL2jkebWOrILShFi4xmXQ6TqH7yHiF9VCWoaflklZgHi6/W6+eLY7wCN7MyCOcQXoKml\nBoC8vGLqpmXiExMjs14gB595nfPnv0AfCqGJIgdvSma4FbIs83XDGTQ04gxx90x8fb4w8fX5NMzG\nJ8T3UcW9yJ7/D03TDk7/f0HZsyAITwP/COzRNG18CePOmcSh59/kb//hP89WfmVZpq9PiZi0RlEU\nsrKkh27a8aArv7dClgVcbgkEAYsZrNbld4aWZZlzNRdxeVyUryojN+PhvPeHgfHJCWqa6vAF/MTH\nxFFRsg7LHXabHxd0D/Ryva2BjOQ0NpSu/CxVVVXxBcJV46HRYVrt7WhoiNM/M3m4EM75jI2KIcYW\nTUxUNDG2GEyPuKPyowxVVbnaWMvQ2DAA0dYotq/fctcGVlfqq7F/QwywQnKIupbwppxBb2Bj6fo5\nmbORiEpaLiiKQs9gLx393fOMqwRBIC46ltKC4js6eGuaxtmrlTjdU2xfv4XE2KVn7mqaxuCInett\njYTkEHHRsawvLn9oudgPCoqicP76RfonB8LxY0jsLd5NeX7Zsr6uwzXJhfpLDDtGZm8TBIH0hDRy\n07LJTsnCZLjzJqssy7x36gP8wQA2s5XX9x6+7UaFrMh8WnkUh2uSvet3kZ8+n0C19LZRWX+RzKQM\nnt6wF2liDMxm3AmJvH/knTnRR/WNV7h8Jaw4uLX66/N5+M17PwVg7+6XOH32UwoLStm9c/H4nhnY\nh/r44th7JCSksPPZN1GFsPOz8QEyNU3TwnJnRUanChhueW1Zlnnv/X/GH/ARG5PAoZe/P+d3H64I\nv4sk6bCYrbim21oEQUTTVGJjEnj10A9596f/BV0oRMBi4e1XfrzofCIhd/YHBFwuHYGAhkEn86R7\nb2n4xW/+mX//3b/Mue1hV37vlvxKQAthwys7UAV8R9O0ppseUwG8R1ge3bHEcW8re5ZlmcHByFVr\nZVkmPf3O4/X09HDw4EG2bdtGZWUlmzdv5sc//jF//dd/zejoKL/85S9pbGzkypUr/OQnP+HHP/4x\n0dHRXLlyheHhYf72b/+W1157bdHxHzb5nUEwGI5Hkqadoa3WsDP0cm3qe31ezlZfIBQKsW3d5jmL\nrMcRqqrS1tNBa087AKtzCx/53q+7haZpnKu+wKTLyfZ1Wx7Zz1zTNPwBP073FJMuJ07XFE731Lz+\nYqPBSIwtOkyKo6KJsUVjMppWZKXsccXAiJ2apjo0TUMURTaWVpCamLzk56uqyteXz+L1ebGYLOzb\n8ngaYE25XVxpqMHj8xAfE8fG0vW3VWfcS1RSpKEoCp3TlehbCa8oCMTFxLGmsPSupcaTU5Ocrb6A\nzWJj76adS/q8/QE/11obGB4fQRIlivOLyMvI+UZ910cdY5y5dg6/FkBAIMEUzxs7X132WLXmnlYu\nNFxCEARsZttsj7AgCKTGp5CbmkNOahZm4+KbzP6gn99//SEhRSY+Ko6Xd75w28/d6XbyyfnPAXh5\n5wvE2ua2VmiaxpdVx7GPD7Fn3U4KE9IQnZOo6ZnU9bfPiz76+b//A5qmEhMdz2uHfzRnrN+891N8\nPg8pyRl4vW58fg/ffvPP0C9hI+7MuaN0dDaxacs+EgpKSTXoSVvChkCk4FYVplQFT1AmeoGq70yk\nk9Fo4q3X/2TeevzzL37L8MgAWZmF9PWH105WaxRerxtN03j+ube4fPEk/r5OVEni0Ms/micdn0Ek\n5M6hkMDklI5QACRRfmDtgo8jVoLs+a6u5JqmKcCfA8eABuA3mqY1CYLwfwqC8NL0w/4WsALvCYJQ\nIwjCRxGd8QNGR0cHf/mXf0lLSwvNzc28++67nDt3jr/7u7/jb/7mbxAEYc5FbmhoiPPnz3PkyBH+\n03/6Tw9x5kuHwaCRECdjMilMOTXGxyTGJvT4fCLLEQNtMVvCRjICXGmoWdCA5HGB1++jsraK1p52\nzEYTOyu2UZS76rFcRN8OgiBQXhSuBlxrbUBVH81IAEEQMJvMpCamUJxXxNa1m3h2x36e2b6PLWs2\nsjq3kJSEZARBYGRilNaedi7XV3P84imOVZ7k4rXLNHW2Mjg6hNfnXdCt+gkig4zkNJ7Zvh+bxYqq\nqlyuv0p1Y+2Sjz1RFNm9YTuSKOH1e6lurF3mGT949A0NcLa6Eo/PQ0FWHtvXbbkjgY2bJsgHtu2l\nMDsfTYO2ng6OXzxFTVPdDcO4CENRFFq62zhWeZLPzx6jubNllviKgkhSXAL7Nu/mxb0H2bF+6z31\n2MZGx5KTno3b66azv/u2j9U0jV57H19XnWV4fISE2Hj2bt5F/mPi1n83SIpL5PW9h8lLyEVAYMw/\nzj+f+BnVbTXL+rrFOUU8vXEfkiji8rpYV7iWzcUbSYxJwD4+xIWGS/z2xPscvXiMxu7m2Uilm2Ey\nmHhl14uIosiEy8FXl0/e9jVjbDHsWrsdWZH5uvo0ITk0535BENhZvg2dJHGp8QpeATSjEXFshNKC\nMmzWaBqba5iacgCwbctTADinJvD7527kbNuyD4DhkQEKC8uQZZmu7pYl/W42bdyDQW/kWk0lQjDA\nWEjG/4Cuu6qm4VYVvLKCdYFe45OnjuBwjCGKEode+v484ivLQYZHBgEYHOwCwufjrMw8NE0jOiqW\n1JRM3Pbe8OuZLYsS35vlzrGG2HsivrI84+wMgvCE+D4OuOtSqqZpXwCrb7ntr2/69zMRmNeKQV5e\nHqWl4d7UsrIyDhw4AEB5eTnd3d3zHn/48GEASkpKGBkZmXf/SobJqGI0qHh9IpMOCb9fwmoRsVoU\njBF2hk6IjWdt0RrqWq5Tdf0quzdsR/+YaUgGR+zUtdQjKzLpSamsLVrz2L3Hu0FsVAy5GTl0D/TQ\n0dfFqpzFHRkfNZiMJkxGEyk3VRYDwcBsZdjpcjLpnmJ0YuwWJ139bGU4JiqGWFs0FrPlG7d4Xi4Y\nDQb2bdlDY0czHX1dDIzYGZucYMf6rUsybjLoDWxft5lzNRexjw3T0ddFQdajnz+vKAr17U302vvQ\nSTo2lK0nLSnlrsYwm8yU5K9mVU4hA8MDdPZ30z88SP/wIPExceRl5pKakHxfG32KotDS006fvZ/g\nTQZcEF4MJ8YmsGZVKVaz5Z5f41YU5xVhHx2itbud9OS0BVtTvH4fdS3XGXOMo5MkyovKyEnL+sZ/\nb3eUb6V4qohTtWfwqX7OtlVS39vIGztfxWKK3Gd0M7JSMnl+63Mcv3KSuvZrlOWV8uL2g3j8XnqG\neukZ6mVoYpihiWEuNV4mOS5puiKcjc0cPgdEW6N5YftBPjt/lMFxO2fqzrFn3a5FXzMvLZfhiRGa\nelq40FDF7rU75nz2UZYoNhRVUNV0hYuNl9lXvh1pbBSD08GmDbs5dfYzLl89w4F9hyhevZ5Ll0+F\nTbiO/po3Xv2D2XFyc4oQRQlVVfD7wj3sbe0NFK0qv+PvxWK2sqFiJxerTtJcc57irfsZk4NkPoDq\nr0tVUDQNVG1eS0RNbeVsRNHBZ9/AuoAnR3VtJTN2QjPGlDu2Ps2FqhMAbN26n9+9+9/RyTKKJPHq\n028tOpffnXkfGRkdOp7dsv+u34uihIlvKAiCKmMyPyG+jwMeT3vZCOJm2Y4oirP/F0VxQROumx//\nKFZ1BAGsFhWzScXjkRgfD5tiWSwaNquCXh+595SdlonL46azv4urjbVsKd/4WFREZUWmvq2JvqF+\nJFGazR79pi+MAIpzV2EfsdPa005GchqWCC5aVxqMBiPJCUkkJ9zIkQyGgtNkePqP28mYY5wxxw1r\nBJ2ku4kQh3uIbRbrk+PnPlBaUExaYgoXr10hEAw7+5YWFlOwhCpAWEJbQn17E40dzcRFxxL/CBtg\neXwerjTU8v+z96bBbaX3me/vnIN9I0EQJLivorholyipW61uqfe9bXc7TuyMZyaVxJP45k7VzNTM\nl2SqXZOKa6rGt2buzV1SSSpjO7HjZdrdbrfd7k1qtaTWvlAixZ0ESIAgAZDEvp3lfgBFia2NkiiJ\n7MavikUJOOfgACAO3uf9/9/niSViOGx2dnRtxWq+cwdnnSTRUF1PfVUdobkwY5NeZmZDzEbnMBvN\nNNU2UO+pXfbEn6Io9I8NMjntJ5dfWlWTRAm3s5wNrR33LA7MoNfT2dLOuf4eeocv0b1h2+J9mqbh\nDfjoGx1AURQqytxsauu6pVPwF4kyh5OvPPoKJ/pOMTIzxlx2nr//6Pt0N29nd/vOe/KY5aUuXnj4\nOd4/+SG9Y30k00n2bt5DV1MHXU0dpDIpvMEJxoNepmdnmJkLceLSKdyl5TR46mn01OMucfHkjv28\nf+ojRvxjmA1muju23/Axu9u3E5oPM+IfxVNWQVvdUmO9jsb1jE0VDLq8VY002pyI8/M01dZzqaIG\n38QIgSkf1VX1PLTzSY4ce494fJ5MJoHJdGWteHPTeoZH+hga6aW6qoHAlJdodJaSkrLPntI1rG/b\nxNBIL+Ojl6hp6UR0V+HSKZjFe7dGX9Y0kppKSlawf+ZxxsYHFvON9zz8NJUV12ayq6rKpf7zQKGK\nrmkakigRT8ZQFAWr1U55mQd1PoIE6BzOm7Y7hzMRBAS6W7fd9tJJVb0sfAVURcFiWXtj+iLXZ+0r\njXvM3QjYtSh+LyOKYLcrOEvy5HMqs7MCobCOaExiJY23O1vWU1HmJjQXpm+kf+UO/ICYj0c5dOoo\nE8FJSmwOHt2xh/qq2qJwWUCv19PZ2o6qqlwcvnTrHT5nGPQG3M5yWuub2d61hcd3PcazjzzJQ5t3\n0tnSTk1FNSajkcj8LKOT45y91MPBk5/wm0/e58jZY1wc6mMiOEksEV+zreMPCmeJk2f2PLFoZNQ3\n3M+Rs8cWnUNvRlNtI9VuD0DBTTqXu8Ueq5Op0DSHTh0llohRX1XHI1sfuivhezWCIFBR5mbXph3s\n695LQ3U92XyWvpF+3v/0ABeG+m64xEVRFHoGL/Lu4Q/49SfvMTo5vih8JUmi2u3hqYcf5/lHn6Z7\n47Z7noNdW1lNWYmTYHia6XChgyuZSvLpuRNcGOpDFAS2tG9i58btReF7A3Z27uCFHc9ilayoqBwf\nPcn/fP+HxFOJe/J4douNFx5+lsqyCsaDXn574n0yC14MFpOFjsb1PLf7ab72xKs8tGEX1S4P4WiE\nU/1n+PnBN/nl4XeYjc+xY30h2/viWB8XR/tu+HiSJLF/26MY9AaO9Z4gEptdcr8oiDyyqZBt/2nv\nCTJ6HZogIEZC7Ny2F4ATCxXftrYNixXSt3/9z0uO8/DuQjOlLOeorKgGCtXf5XA5Jxig58RB8opC\n+DMTSitNTJVRVBUdS5cERiLTfPxJYa10V+c22lo3XLNvJpPm7Xf+CVVVKITLFPZfv34LvX2nAdjV\nvZ83fvL/ICkKsk7Ha8987brncbftzpoGsbgOWRbI51UsluL37eeJNVP5VZSVC5EuHGt5M19Xf3g/\nK2Bu9/9rEUmCEodCPq+SSBZCvdMpEautEI90t4VaQRDY1rmZI2eOMeb3YrfaaaiuW5mTv49omsbo\n5DiXRgfQNI3m2ibam9ch3cMZ1rVKTUU1vqlJpiMzBMPTeMpvr93y84Zep6fc6VpiAibLcqFCnLhS\nIZ6NzjEbnVvcRhTFQnX4qgqx3Wr7XHRP3CtEUeShLTsZD/i4ONTHbHSO945+xK4N23HdwoRta8dm\nookYyXSKQ2eO8vjOR9fMa62qKv1jg4xMjCGKIlvaN1LnuXlkyt1gt9rY1NZFe9M6fFMT141Kctjs\n9C+sf/9sF5VOkvCUV9LV0oHBcP9dtgVBYOO6Lg6dPsKF4T5iyTiD3mFUVcVTXsnGdZ33zdxrLeOw\n2fnS3hc5M3CegalBovkY//PgD9nWsJU9XbtX/PGMeiPPdD/JJz1HGZsa551P3+WpHY/juKq11mw0\n017fRnt9G5lcBt/0BONBH4Hw1KKANRvNpLNpTvafxmI001xzfeFkM9t4dPMePjh1gANnDvHynueX\nuMKX2krY0rqJM4PnONF/lkfXb0Ocn6XC7rgm+mjPQ09x6PC7JBIxEok4toU165IkUVpSxnx0lpGx\nfgwGI8OjfWzbujxDNne5h/a2zfQPnmdi6AL69Ztx6fVY7sHYJKuqZBaija42uUqnU7zz7k/QNI2a\n6kZ27th3zb7hyDQHDr5NYiHPubKimukZPyBgNBiR5TwWsxWnsxwpWZhAsbmrb3gud9vuHE9I5HIC\nmYyK3bpy+qPI6uC23J7v2Uncwu0ZVm/O792wWtyeb4dFZ2hJwGpdOWfoZDrFJ6ePIisyuzetLQfo\nTDbLuf4eQnNhjHoDWzo2UVHmvvWOX2DiyQQfnzqMyWBi38696B5gVMpaQVYU4sk40QWX6flElHgy\nsaTDRBQE7FcJ4tIFQfwgo2hWK6lMmqNnj5FeME1qrK5fNGW7Ebl8jg8+PYiiKnhcFXRvvHFb5Goh\nk81wuu8cs9E5rGYLO7q23ZEZ1N1wOSpp2DtCLBm/7jY6nY7qcg8dLetXTazUuf4LTAQngUI79MZ1\nXVS5PZ+Lie37TSKV5MMzB0nIBeFi19n4ykNfotRecos9bx9N0zg9cJYLo72YDEae3PE47tLym+6T\nzWfxTU/iDXrxh6eWdNa0VDexsaWLUlvpdd/7U/1nuDDaS0NlPfu3PbpkG1VVefvob5iNzfJ09xPU\n6c0IikKiws3PF6J8Lkcf/eCf/kehtddi43de++PFY0Qi0/zynX8CYF3rBoaGL/Lk41+irrZ5Wa9H\nNpvhjbf+gZyc55EXvkG1o5SGe5A+EJLzpBQZVAHTgjBXFIWfvfF3pNNJHPZSvvzKv7pGtA+P9HH0\n2PtLilwGg5FcLktNdSMzoQD5fI69jzzHsYNvY0ylyOv1fP3VP+Z63K27cyJZyPLNZDQspmKW70qz\nGtyepddff/1BPj4A3/nOd17/5tf+aPH/sXiUupZKXK4rAkgUxRX9WQ1EIhEmR6dx3IOL/71CksBi\nVtE0iMdFcjmRvCIhCtzVemCDXk+po4TJ6QDB8AxV7spVMwC6GdOREMd7ThJPxqkoc7N7czclNseD\nPq1Vj9FgQFEVZmZDALjX0GTHg0IURcxGE6WOUjzllTRW19NS34SnvJJSuwOTwYQGxBdimGYiIXxT\nEwxPjDIVDjIfixaEnqah1xtWzXXwQaHX6WmsaSgYky28ZpPBANXlnhtOjkqSRLmzHN/UBIl0Ep2k\nW9Xrf8NzET49f5JEKkmV28POjdvve7Z4Jpfl/MBFRifGyOQy19wvCAIttU1s69hMradmVUzUqKrK\nsG+Uscmxxdt2b+6mYsHJvcjtY9AbaK9vQ5MhHIuQVbNc8F0knUrT6GlY0ccSBIHq8irMBjPeoI8R\n/yil9tJrYomuRifpcDnKaK5uorOhHae9lNB8mLwiMxefp983yNjUOKlsGqPBiNlwRTx6yiqZnp3B\nHw5g0BuocF6Z/BYEAXdpOYMTwwQj06xr6kDKpDFIOrA7mPCPoqkqNdWNlJSUMe4dJJ/P0drSgXHB\nnMpisdHbdxpVVbCYLMTi8yiKQlPj+us9lWufm06H2WTF6x0klU7iqm3GrtdhuI4T852SUhVSmkpa\nVrFd9Rl+5zc/Jhabw2Aw8uVX/vWSa6uqKpw49TGnzxxGp9NTWVFDIhGltLSc5MIk2fq2jUxOjmEy\nmlnfuonJiycRAE9jG43XqcjLsszPj72JiorT4GRn147beh7ptEgqJZFOa5iNMqvgcvS54wc/+Tte\nf/317zzIc1gz4vfzyFoUv5fR6zTMZhVZgURCJCeLKIqIKGrcaVHdYrJgNBiZCgUJzYWpraxetW3D\niqrQNzJA73AfmqbS2drBhtaOVdFRsFZwOkrxTwcIzYWpcnswPoD2xrWOKIiYjCZK7SVUllfQUF1H\na30zVeUeSh0lmBdm9+PJBNF4lJnZEL7gJMO+EaZCQeZiUdLZNKqqYtDpv3CCWBAEPOWVOB1OgqEg\nuXyOMb8Xs9FMif36k1hmowmj3sjMbIjQXJjyUtd9F5S3QtM0hn2jnOvvQdVUulo76Gxpv2/CMp1O\nc27gAuf7LzDsGyWRutKhYNDpqa+qZ2vHJnSSRDyZIDwfYczvJZlOYjaZH2hLcTQR4+SF0/hnAhgN\nRhqr65mLzZPOZqitrC6K37vEU1ZBi6eJwPQUGTXLdHyGC6O9NLrrV9wRurzUhctRhnfay4h/DKPe\neMsKMBQmucocTjY0dxIIT5FciEiSFZng7DQDviFGAmOkMikMOgMWk4UadzWj/jF8MxNUl1ctWUtv\nMZpRVIXJkJ+cqlDnrkZMxHHVNjAyOUYg6KO5cT2VlbVcvHgSVVMZGx9iQ9eVzhJFUwkGJ0gkY5SW\nuJgJBWhv24xOtzwjOaeznKngBMGAF1u5B5PNQamkW5G/Z03TmFNl0rKMCRFp4Zgff/Jr/AEvoijy\npZe+ieUqh/10OsWHB95ibHyQksBaRLcAACAASURBVJIynn36q5w9ewRVUxFFkXw+R0lJGYGAF0WR\n2dm9j8Mf/C90+Tw5g4GXn3ztuufyzwd/RkJOoEPHSw89d1vfaZmsQCKhI5vVMOplvsDhHPeUovhd\noCh+1574hYIztEGvYTKq5LIC8aRIPl8QwTpJu6MZs1J7CXlZZiYSIpaIU1NRteoGG/FkguM9p5iO\nzGCzWNm1uZuq8spVd56rHVEUsZgt+GemSKSSxYHlCiEIAiajkRJ7CZWuCuqr6mita6amoopSRylm\nowlRFEkkk0QTUUKzYSaCfoZ9owRmppiLzpHKFASxXq9ftRNQK4nVbKGpppHwXIRMNkMwMs18bJ5q\n9/WvP6WOEhLJJPFUAv/MFA1V9aumdT+Xz3G69xzeqQlMRhO7Nu6g+j5cR5PpFGcvnef8wAVGJsdI\npJJXBK/eQFNNPbs372RdYysVLvei+VtjTQMWk4lkOkl4fhbf1EQhQkinw3ofY79UVWVwfJiz/T1k\nclnqPDV0b9hOpauC+XiU0FwYm9W2ZP1okTtDr9Ozvn4dOk0iFA2T03JcnOgjGo/RUrW8Vt7lUmJz\nUFNezcTC2t68LFNdvvzPQ2tNM97pCTK5DJIo8fCGXUiSjkhsluDsNIMTQwz7R8jJeeora5kM+fGH\nA7TWNKO7at1rpbOC8Wkf/pAfj6cOuyChy2YxeWoY8w2RTMZpbmrH6SxnbHwAWc7R3NiOaWFiraqy\nlnPnjy2sm21gdjaExWKjwl21rOchCALlLg+DQxcIz07jae7ArtdjXIEJz4SmklZV8iqLTtI9F07Q\nd+kMAE8/+SrlriveHuFwkHff/xlz82Ea6lt56okvE5jyMe4dxGAwkVmYbOho34rfP4bBYKSuupmZ\nwQsIgsD6Dd1UXWe9b5/3Ehen+hAQ2NW6A1fp8jVEPi8QixcijXSSQnEu/t5RFL8LFMXv2hS/lxEE\nMBo1jAaVdFoglRbJ5UU0BCRJu+31EuWlrsJgYzaMrMirZv2spmn4piY52XuGTC5LfVUdOzZsW3VV\nn7WE1WwtCLC5MDaL9b6vRfyiIAgF05ASm4MKl5v6qlpa65upqazC6XBiMVkQRZFkKkU0ESM0F2Zy\nuiCI/dMBZhcEsaIo6HW6VdGautKIokhDdR2iIBKej5BMpxj3+3A7XdetRHrKKwjMFKrFgZkpGmsa\nHvjkzXxsnk/PnySaiOJ2lrN7Uzd2q+3WO94hiWSC05fO0zNwkdHJcZLp1KLgNRqMtNQ2sWvTDtY1\ntOAuK79uFUYUxUIGeHU9zpJS8vk84fkIU6Egk8EAGhp2y71dtz4fm+f4hVNMhYKYjCa2d22hpa4Z\nSZIQBAGnowRvYIJIdJb6qtovxITQ/cDtdLOuqoVAKEhGyRBKhOkZuUhdWc2KuZBDoauswdOAPxRg\nYmaS+USUuoraZVUFBUFgfd06hidHyOazzMyHeW7XU2xs6aK8tBxREJiNzxGcnWYyFECv05PNZQst\nzrUti9cEURRxOcoYmhxmZi5EW2M7UjJBaZmbQGyWwJSXyooaamuauNh7ClVVGfMOsvGqtt3Lld90\nOoWiKKRScda3bVr2dcdstpCXcwQmR5EliVJ39V1Xf5WFqm9KUbEuODz7fMMcOfY+ALt3PU7zVe3Z\nQ8O9HDj4Nrlclm1b97B75+NIko4DH79NNpfBbLaQy2UxGs1EItPIcp5tW/dw+pPfoJNlckYjT+99\n8ZrzuJt2Z1mGaExfyPIVZIzGB++F9HmmKH4XKIrftS1+LyOKYDJp6CSNZEognRbJ5yU0BPQ6bdmm\nWIIgUOmqKMRMREKYjSZKHvBrlMvnOdffw8jEKDpJx9aOzayrb/7CtYmuNIWBZSneqQki0bniwPI+\nIggCBr0Bh81ORVk5dZ6CIK71FGJerCYLoiSSSqeJJmKE5yJMTgcYmRhjIugnMj9LamEQptPpllQ5\n1jKu0jKq3R4CoSB5OY93agJN1a4x4RMEgRpPNeN+L7l8vtCpUnlj99F7yeX82VN958jLedY3trJp\n/YZ7sgwjlohzuu8cPQO9jPm9pDIpNAqDRZPRRGtDCzs3bGddQwvlTteyr5GCIGA1W6mtrKbaXYUG\nzMbmmJkNMeb3ksllsZotK+oFcTlT+NzABXL5HA3V9XRv2HpNdbfwmBrTkRCKqq6aCdnPAzqdjra6\nVgyCgen5GXJajt7JS8zOz7GupmXFHseoN9Bc08TMfAh/KEBwNkh9Zd2yrluCILCurpVB3xDZfJbx\nKS+djYV1wQ2eeroaO3A7yxEFiVgyhqIqpLJpescukcqm0UkSVrMFm9lGPp9nMuRHEQVqnJWIySTO\numYGxi4xOztD27qNlLs8jI5dQpbzNNavw2wutIPX1DTQ23caWc5TU1PHzMwUdXUtWCzLn+CqcFcx\nMtpHMDiJq7aJMov1rqq/MVUhq6moioZRkpibC/Hu+z8HoL1tM1u3PAwUPmvHTx7gzLkj6PUGHt/3\nMm2tGwrLchLznD3/KQC5hXiqda1dBKcn0ev0OGxOEhOjaILAzl1PUnadjOM7bXdWlCtZvqgyZlNR\n+N5riuJ3gaL4/XyI38tIEphNKpKokUgKZDIisiyBwLJFsCRKVDjLmZwOMBWexlVa9sAqrJH5WY71\nnGQ+Nk9ZiZOHNnevapObtYZ+YWHNdGQGRVGocBUHlg+Ky4LYbrXjLiunzlNDS10TdVW1uEqcWM1W\nJEkinckUBPF8BP9MQRD7piaJzM+STCeRZQWdJK3ZNfBGg5Hm2kYSyQSJVJLZ6BzB0DTVFZ4lFUhJ\nlHCXFQywkukkkiBSVnrtwOxeIssy5wYuMDIxhkGvp3vDduqr6la0Cj0Xi3Km9xw9gxcZD/hIZ9KL\ngtdsNNHe1MqOrm201jfjKnHe9aSg0WCg0lVBY3U9Br2eWDJBeC7CuN9LNB7FYDBgMZnv6jlG5mc5\nfuEU05EQFpOZHV3baKptuOHkW6m9lEBoipnZEB5XJSaj8Y4fu8i1lJe6aKttJTgzTUbOEElFOD98\ngepSD/YVajXXSTqaq5qIpeL4QwF80xPUumswGm79XkqiREtNMwO+QdK5DIHQFG3164CF2DmrgwZP\nHV1NHTjtTiZDk8iKQjgaYdg/yoBviHgyTk1FNTNzIfyhKaqrG7CqKla9kYQA/qAPi8VGc9N6ensL\nBlfj3kE2bugGQK83MDDQgyzn0Ul6MpkUoigu2/UZCuuZbVYH3rFLzCXjeOpacOr0d/RZymsqUVUh\nJSvYJR2ZTJo33/4Bqqrgqaxl/76XAEilk3z40Zt4fUOUlrp49qnXcF/Vrn34yHtEY7NYLXby+RyS\nKJFMxcnnc2zetJuBU4eQFIWcycS+hdziq7nTdmdVvSJ8VUXBYikK3/vBahC/xaijmzA5Ock3v/lN\ngsEgkiTxx3/8x/zZn/0Z3/nOd/jbv/1bKioqAPirv/ornn32WY4ePcqf/MmfYDKZ+PGPf0xzczPR\naJSvfe1rvPvuu9ccfy1GHd0umgaZrEgiKWEygsWqYbWqmE3LCwwPz0U41nMSvU7H3m0PYzGvrCHG\nzVBVlUHvMEPeEQQE2hpbWdfQ8sBbGz+PKKrCxyePkEwn2bv94XsSf1Fk5dA0jUwuuxi7FE0UfmcW\nZu0vc7nV+nIOcYndsWjCtVYIzExx5tJ5NE1DFES2d225Jpt6PODjwmAvAA9v3nnLzOCVIp6Mc6r3\nLIlUEqejlO2dWzCv0CRhZH6OSyOXmE/E+Ow4wWIy01zXTFPN/fnuuhyVNDY5zlxsHihkCTfXNlJT\nUX1bLdGyLNM/NsiY3wtAU20j7U3rllUBnJkNcbznFE5HKXu27l5Tf8driVH/GCeGTqOgICDQWNbA\nC93Prljr+51EIV1mPh7lrcO/QtVU6ty1PNm9/7rbzcyF+PWnv0Wn01FfWYs/NLXodq7X6cnLeWxm\nK1/avh9TJkuyrIyfffTGYvRRZHaad98rVFBfev4blC9cc0ZH+/n48K8BAbPZgqLIfO2r37qtzhtN\n03j/o18wNuVjy56n2dvahXOZxllXE1HyJBUFRVYxCSI/f+PvSabi2GwOXv3SHyCKIjOhAAcOvk0q\nnaSxoY1HHn4a/VXdG6qq8sMf/Z+oasHoSlVV6uta8U0MI0k6ajx1zPb3oAkCjz/1VcqdS98nWZb5\nm/f+HhkZp8HJ8w8/vczXoCB8czmBbEbFVszyvW+shqijNSF+ZVlmYn5ixS58iqJQV1p3SwEcDAYJ\nBoNs2bKFRCLB9u3beeutt/jJT36C3W7n3/27f7dk+1dffZW//uu/ZmxsjDfeeIP/9t/+G//hP/wH\nXnnlFfbu3XvN8b8I4vcymgaptEg6I2G2gMWsYbUoy1pbcXlgabfaeGTrQ/elmpRKpzhz6TxzsXnM\nJjPbOjYXq733mNBsmGM9Jym1l/DItoeKA8s1SCabXRTC0USMaDy6mKN7GYNevyiEC8K45K6rePea\nbC7H0XPHSKSSAFS7q9jasWlJhfNM33n8MwFEUeTJ3fvvuXv55HSAnoGLKKpCc20jHc3r77riGp6L\n0DfaTywRv0bwWs0WWutbqK+qvavHuFvmYvOMTY4TCAXRNA2DXk9DdT2N1fW3dIkOzYU5P3CRdCaN\nzWJl8/qNt31dP9V7lqlQkM3rN1BfVXc3T6XITVAUhQ9PHySciqChYcDAs9ufoaly5cZL/d5BjvWe\nQBRFHtu6l4bK5b2f03Mz/ObT99DQaKtrZc/Gh667Xe/YJU5cOkWls4Kndz5BeD7CeNDLeNBHOpsG\nQBJE2m1lNHhqCRoMnOk9wYbO7XTveIx/+uf/m1wui8Fg4hu/+6eLx/3+P/53VFWlwl3FTGiKx/a+\nQHPT8mKPLhOLz/OLt75Pzmrjled+l05H6aJL83LIqCqzqkwiJ1Mi6XjnN//MTCiAXm/gd179QwwG\nE4NDF/j0+Edomsr2rY+woWvHNdf5i32nOHnqEAaDiVwuAwhYLDZSqTgbu7oZOnUIXT5P1mLh91/+\n19ecx48++gmhTBgdOl595JVljw9jcYlMRiSTUbEXhe99ZTWI3zXTkyY9gBY6j8eDx+MBwGaz0dHR\ngd/vB7hmYABgMBhIJBIkk0kMBgOjo6MEAoHrCt8vGoIAVouKyaiSTElE0iLptA6rVcNqVdDrbiyC\nG6vrSSQTjPm9nLl0ju4N2+/pQNk/M0XPwEVkRaa6oopNbV3o72BWtMjt4S4rp7qiisDMFL6pCRq+\nAJNCnzdMRiMmYwWVrorF27K53DWCODQXJjQXXtxGr9NdI4jvp9PvrTAaDOzf+Sh9I/2MTIwRCE0R\nic7y8JZd2BbiO7Z1biaaiJJIJfnk9BEe3/XYPfEEUFSF3uF+vAEfOklie9dWqt2eOz7edCRE/9gA\nsUT8mvtsFitt9a3UeB7MWubr4XSU4uzcQkcmzXjAhzcwwZB3hGHfKDUVVTTVNl7TOZKX8/SNDOCb\nmkBAoLW+mbaG1juaUO9q7WBmNkTfyACVrspiRNs9QpIknt75BN4pH8cHTpEjx9unf0VdSS0v735h\nRYoh7Q1tWE0WDp47xEenD7Krs5vOxvZb7lfprGD/tsf46MxBBieGMRvNbGvbcs12nY3tTM/N4A36\nODvUQ3f7NjyuSnZ1duMPBzhw5hCyItM/F8TrH0UymdCZrfReOkNrSydPPfEV3vnNj8nlMoRCU4ut\nwo316xgdH2B24Ro6PHLxtsWvw17K5o07OX7hOKcunqRm137KljnO0TStsNZXUTALIoePvsdMKIAg\niLz0/NeRJB1Hj33AwGAPBoORfY++QE1143WP1dtXcIRWlEJ3p8tVQSQyjShKTE2MoMvnUSWJ157+\nvWv27fNeIpyJICDQ3bpt2RohkRTJZkWyWQ2ruSh8v4ismcpvIB5YMfEryzLV9urbOt74+Dj79u3j\n4sWLfO973+P73/8+DoeDHTt28L3vfY+SkhLOnz/Pv/k3/waLxcIPf/hD/v2///f85V/+JS0t1zdt\n+CJVfj+LokA8IaFqIhYzWG0qVotyw3gkVVU5fuEU4bkILXVNdLbc+gvqdpFlmYvDfUwE/UiixMZ1\nndR6albNAPyLQCab4cCJQwiCyP6de5e1FqvI2qNgEFUQwvOJGNF4jGQ6uWQbnSThsDkotZcstk7b\nLLYH/nmci85xrOcU8sJgrbOlnZa6JqBwDXnv048Ka9fL3OzatHzH0eWQSqc41XuWaCKGw2pne9fW\nRfF9OwRDQfrHh4gnE9fcZ7faaW9sxXMXgvp+IisK/mk/o5Pji5X5shInTbWNeFwVhObC9Az2kslm\ncFjtbG7feNfLKkYmxugb6ae+qpbN6zeuxNMochMUReHg2U+YTsygoaFHzzNbn1yxWKTwfIQPTn1E\nOpehq6mT7vZty7rODPgGOXqxMHbd3bmTjsZrBWgun+OXR35NPBXnie37qL+qujwxM8kHpw5QYnXQ\nZClhKjDOrKaQNxgQBIHGhjYmJkeR5TwGg5Fv/O63F1+PH/zT/wCgpMRFNBrhq6/+EbbbXBstKzJv\n/vIHBLMpnn3qVXZV1aNbxvNOqgpRVSGZk/ENnOfkqY8BeOrxL1NW5uajj98mFJqizOnm8X0vYbeX\nXvc4kcgMv3znHwEBFjwEbLYSEokoHeu3MHb2KDpZRrbZ+b0Xv7n03O+w3TmdLizDS6c1zEaZNWpL\nsaZZDZXfovhdBolEgn379vEXf/EXvPLKK4RCIcrLyxEEgT//8z9namqKv//7v1+yzyeffMJbb73F\nt771Lf7iL/4Cg8HA9773PdzuK2Y+X2Txe5lcXiCekJBEAYsFLNaCCL5ewSSXz3P4zKck00m2tG+k\nzrNy7Xfz8Shn+s6RTKcosTnY1rnljgaVRe6e0clxeocvUeepYUv7pgd9OkXuE3m54Jh8tSBOpJaK\nM0mUcNjs1wji++26fvVkHBSqkbs3daPT6YjGYxw6fQSA9qY21jWsjGPtdHiGs/095OU8dZ4aNqzr\nuq1sYX8wwKBveFEgXkZAwG6z0d60nso1bDanaRqhuTBjk15mZkNA4e9FURUEQaCtoYXW+pYV+VtR\nVZVDp48ST8bZs3V3cUnMfcI/4+dI33Hy5BEQ8Ng9vPrwKytSBY6nErx/8kOiyRiNngb2bt6zrM/X\nuaEezg6dB2D/tkdp9DRcs81sbJZfHX0XSZR4+ZHnsVuuiNRD5w4zEhhjR9tmNtvdROQc7w2cIrWQ\ndXs1mzfuZuOGHej1Bt548x+IxuawmK2k0km2bdnD5k27bvt5+wPjvPPhL7B4avgXT3+ViltMOKua\nxoySJyHLRCZ9HDjwJgDdOx7DXe7hwMe/Ip1O0ty4nj0PP43uJtXkd9/7GVPBCXQ6PbKcx2q1k0zG\nEQURs06PEAmhSBJfeulfYTItXdJwJ+3OmaxAPK4jm9Uw6GT0xYa+B0JR/F4+iVUsfmVZ5sUXX+S5\n557j3/7bf3vN/V6vl5deeomenp4ltz/zzDP89Kc/5dvf/jbf/e53GR8f57e//S1/+Zd/ubhNUfxe\nIZsVSCQlJJ2AzQ5Ws4LZrF7jDJ1IJTl85iiKovDQll13PejQNI3RiTEujQ2iaRotdU20N7UVI4we\nIKqq8snpo8SScR7esgvXfXbPLbJ6kBV5QRBfMdWKJxOLTsNQcFp1WO2UXCWIHVb7ffkMewM+Lgz1\noWkakiixc+N2yp0ufFMTnB+4CMBDm3deE5N0O6iqysD4EMO+UURRZOO6zmWvNZ2YmmTIN0IyvXQg\nLQgCDqudzpb2uzq31cro5DiXRgdQ1YKxoiiI1FfX0VTTsGKTmpH5WY6eO47Damfv9oeL3xn3CUVR\n+OT8UQKxKTQ0dOh4YuM+2utur+33emTzWT48fZDp2RkqnG6e2L4f0zK6j45ePMaAbwgBeHbX03hc\nlddsMzgxzJELn1Je4uL53c8sCvZMLssvDv2SvJznS9ufwKmqhM1G3jz8DnZ7KU0NbVzoPbm41E4S\nJWpqGnE63ZzvObZwdAG7vWAydSedMQc+/hW9gTG6u/fxXOdW9MKN/5ZjikxcVZiOhHn/V/+Epqm0\ntnThLvdw/OQBNE1jx/ZH6eq4efVclmX+8cf/15IlhA57KbH4PA11bcz0n0VSFARnOa8987Ul+/Z5\nL/FB7wEAdrd201zbdMvnmM8LzMd05LMgiTIGw4PXPl9UVoP4LRb8b8Ef/MEf0NnZuUT4BoPBxbXA\nb7zxBhs2bFiyz/e//31efPFFSkpKSKfTCEIh+DudTt/Xc19LGI0aBoNMJisyPyuRNklYLOI1ztA2\ni5XtnVs53nOKkxfPsHf7w3ccgZTJZjnX30NoLozRYGRr+ybcZctzfCxy7xBFkY1tXRw5e4wLQ708\nun1PcWD5BUUn6SgrcS6Z5FIUhVhyqSCOJmLMx6OL21wWd5cFcandgd1qXzHTxMs0VNfjLnNz9Owx\n0tkMn54/QUN1HZvaNhCJzjEZ9HO85xRPPLRvWYPoz5LJZjlz6RyR+VksJgs7urZSYnfcdJ9xv4+R\niVFSmaXfN4IgUGJ30Nnc/rmdUMrmslwc6iMQCiIKIm0NrYiiyHjAx7jfy7jfS6XLTVNtI+Wlrrtq\noXeVllHnqWEi6Gc84KO5tnHlnkiRGyJJEvu27WU6MsOhC0fIkeO9Cx9ybqSHr+x9BYN052uwjXoj\nz3Q/ySc9RxmbGuedT9/lqR2PX5P7/Fke3rCbdDaDb3qC3554n5cfeQGnfenEfFtdK9OzMwz7Rzhx\n6RQPbShUaU0GI7u7dnLw7CEOD5/jhfXbKVc01je0MeAdxGpz8PILv89bv/ohAGazBd/ECL6JkcVj\nm4wm4vEo0zN+PJW33xG3s/sxxt8a58z5Y2xqaKHRdv02ZVnTSGoq0VSKj979CZqm4i73IAgCnx7/\nEKPRxL5HX6S66tYFnfMXjhUmDSUdiiJjMBiJxecRBIGgbwC9oiDrdPzeZ4SvLMsc6D2EhobT4FyW\n8JXly5FGIAhF4VtkDVV+H4Tb85EjR3j00UfZuHHjooD9q7/6K370ox9x7tw5RFGksbGRv/mbv6Gy\nsjDTl06nefHFF3nvvfeQJInDhw/zp3/6pxiNRn784x/T2tq6ePxi5ff6qGrBGTqblTBZwGopOENf\nfcEa83u5ONSHw2pnz9bdt90VMB2Z4Vz/BXL5HBVlbra0byyuL11lnB+4gG9qcsmayiJFroeiKsST\niSWCOJaIo2pXJs4EBOxW25LYJYfNflsRITdCVVUuDPXhm5oAClFAe7bs5ljPSeKpBCajiSdu0wAr\nMj/L6b5zZHNZPOWVbGnfeF3jPUVR8AZ8jEyOk/mMs7YgCDgdpXS1dnyu48M0TSMwM8WFoT7ych6n\no5Qt7RuxWWxA4f0JhqcZXYGopKvJ5rIcOPEJmqayf+ejt3SbLrKyKIrCkQvHmJz3o6EhIfFY+142\nNnfd1XHvNArpV0d/Q2g+jCRKvLrvS1hNS6MZZUXmV0d/w1x8nse2PEJzddPi43105mN80xM81LaV\nLruLlNXMT4/8Bkmn57Uv/wH/681/IJNJodPpeemFb+D1DtHXf5bMVe3RFrOVrVsepr6uFdNtFgUu\n9p3m4LkjNDZ38C8efQ7Ddaq/s0qeeD7PG7/4PtlEFLPZisVsIzI7TVlZBU/sexmb7eaTc5f50U/+\nX7LZKxN0NpuDRCJGTXUTc4MXEFUVU1U9Lz320tL9brPdWVFgPqojlxXQVBmz+cFrni86q6HyuybE\nLzyYnN97TVH83hxFgWRKIieLWC1gsSx1hu4Z7MUb8FHpqqB7w/IMKhRF4dLoAGN+L6Ig0tmynsaa\nhgduolPkWnL5HB8dP4Sqqezv3rti+aVFvhioqkoiVRDE8wvmWrFEHEVd6u5ps9govcplusTmuOPv\nh9BsmJMXzyyuM93Q0s6lsSFkRcZdVs7uTd23PIamaYxMjNE/OghAR8t6mmsbl1yjFEVh1D/O+KT3\nmmxlURBxlpSyobUTh+32DHDWIplshp7BXqYjM0iiRHtzG003uabfTVTS9fAGfPQM9lJdUcX2zmsd\nf4vce0JzYQ71HCajZREQcJnKeG3PlzEa725C+3ajkFRV5ReH3iaWimHQGfjq/i9j0C+tREcTUX55\n5NcAvLTneUpthUmpVCbFLw69jaqpvLr1MeyCjp54mBP9p9nQuZ22dZt4461/AOCpx79EbW3B7Osf\nfvB/LBz5immUIAh4KutobFhHQ30rZvOtW/1VVeGNd36EPxnld576Cls+486c01TCiswv3vtfxP3e\nhQQWPdlshpbmDh7e/eRN1/dezVTQx7vv/RxBENE0FVGUUNVCprNOzmNMpcjr9Xz91T9est/ttjur\n6hXhq8gKFot60+2L3B9Wg/iVXn/99Qf5+AB85zvfef2bX/ujxf/H4lHqWipxua6sRRJFcUV/VgOR\nSITJ0Wkcn+MZ+btBFBfaofUaqbRAOiWQz4loCOh0GpWucuai84Tmwqiaitt585nZeDLB8Z5TTEdm\nsFms7N7cjae8sih8VymSJGHQ65kKTZPOZqiuqHrQp1RkDSEIAkaDkRK7g0qXm/qqOlrrm6mu8OB0\nlGI2mREFgWQ6yXw8RmguzETQz7BvFP/0FHOxOVLpFKqqotfpl1UdtJotNNU0EJ6LkMlmmJkNU2J3\nkMlmSKVThYH5TVqOc/k8Z/rOMR7wYTIY2blxOzWV1QiCgKIoDHlHOHPpPP1jg4TnIshKQciLgki5\n08WujdvZsK6TOk/t576TRdM0JoKTnLhwhngyjqu0jF2buql0uW96TTcbTVS5PdR5ahBFcfG9H/N7\nSaaTmE3m2xLBJTYHM7MhQnNhyhxOrGbLrXcqsqJYzRY6G9tJxJNE0zGScoqzY+fRIVHluvPvjfJS\nFy5HGd5pLyP+MYx6400rwIIg0FbbytDkCNl8lhH/KO2NbYhXVVFNBhMOq53RwDjBSJDWmmYkUUKv\n02M2mhkPepnLpGgpq6TcnfzL5gAAIABJREFUXsJIeIrA9AQd7VsY9w4jyzl8vpFFc6tAwEsyFUev\nN6CqCo0N69DrDEzP+Jn0j3Gx7zTB4AR5OYfVYkevv35buCCIuErL6R/tY3I2xLZ1G9BfNVaeVWQ+\nPH6QqbEBRAQ0TUNVFXZ172P7tr231T1x8ON3SKWvmBmazVby+RwV7mrU8DQC4Glso7HmiriVZZmf\nH3sTFRWnwcnOrps76WsaxOI68nmBXE7Fai0K39XCD37yd7z++uvfeZDnsGbE7+eRovhdHqIIZpOK\nJGkkkgKZtIisSCAI1FSWMx2ZZjoyg9VkwXGdlhtN0/BNTXCy9wyZXJaGqjp2bNhWrCSuARw2x2Im\nrNNRinUZM9hFityIy4LYYXNQUeamvqqW1vpmaiqrKXOUYjFbkESJVOayII4wOe1neGKUyaCf2egc\nyUVBrLvugE8URRqq65BEaVEEi6KIpmlE5mdvKJDm41GOnT/BfDxKeamL3Zu7sZgs9I8PcaavIHgj\n0VmUBcEriSLuhTilrtYOaj01GL4gmbOpTJrTfWcZm/QiigJd6zrZ0Np5TZXtZuh1etzOchprGrCY\nTCTTScLzs/imJgjPRdDpdMvKmr68lto3NcFcLEp9de0SsVPk/lFXWUtNWTX+aT85LY9vdoJB3xDr\nqluvu2RgOZTYHNSUVzMxPcF40Edelqkur7rh34UoiqyrbaXfN0g2n8UbnGB93bol2zvtpWRzWSZD\nfpKZFPWVdQiCQJndSSgaJhAJYreX4BYN2JwuRoI+ksk4+x97gb5LZ1E1FWepi9JSF9VVdYXbFjpa\nDAYTLz7/e6xr3YDN5kCW80zP+PH7x+ntO00g4CWfz2Gx2DB8ZoLMZnOQis0zPjMJko7WhfXDaVXh\n2MB5zvUcx7hgImcymXnq8S/R1NR+WwWEXC7D8ZMHltyWz+cK981H0OXz5AwGXn7ytSXb/PPBn5GQ\nE+jQ8dJDz92yiBVPSGSzIpmMit1azPJdTawG8btm2p4/jxTbnu+MbFYgnpTQ6wSsdlC1GKf7DqNp\nKg9v2YnzKnOcXD7H+YGLBMPT6HV6Nq/fQNUaya8sUiCaiHHo1BGsZguP7XhkxU2LihT5LJqmkcqk\nicajRBdil+bjUfJyfsl2ZqPpKpfpEkrtjiUV13gywdFzx8ktDO6gUKV9Yvdji9VFTdPwTk3QO9SH\nuuA4r6oq/pkAufzSx5NECXdZORtaOjCbv3iTd5qm4Q346BsdWMxS3tTWtSITmdeLSjIbzTTVNlDv\nqUV/i1yUi0N9jPm9rG9aR1tD6023LXLvOdF3ipGZMVRURES6m7ezu33nHR/vdqOQEqkEbxz6JYqq\nUOms4PmHnllyv6Io/PrYbwlHI+zZuJu2unWF/dJJfnHol4iCyGubHsGsN/LrwdNMzc3wzFOvcfjI\nuyRTCSRJxze/8b8D8OOf/n9kMikMBhO5XIavvPKvKCm50mGSSiXw+oYZ9w4yPeNfdFh2l3toaGij\nsX4d9oUiTCaT4h/f/gE5QeB/e+WblFsdnPGP8caHb2LN5RCBclcl+/e9fNu5wgBHj33AwGAPglCo\nHhsMRnK5LCUOJ7LfhwC0btrF1o7ti/vcbrtzIimSTktkMhoWk3zd6MwiD45i2/MCxcpvsfJ7O+h0\nhUqwpkE8JgJG7DYnU+EA4bkgVRVV6HV6wvMRjvWcYj4exVVSxu7N3UuEcZG1gclgJC/LzMyGEEUB\nV+nn+7pQ5MEjCAIGvR671Y7bWU6tp4aWuibqqmpxlZRhtVjQSToy2QzRRIzI/Cz+mQAjE2P4AhNE\n5mdJpJKFKlBDC5lsZjFfV0NjcjpAc20jiqrQM3CRYd8ogiAgihKR6Czz8SjKQoVFkiSqyj3s3rKT\njub11FRU3VKIfR5JppKc6j3LeMCHTpLY1LaBjub1K/ZaCIKA1WyltrKaancVGoX1wTOzIcb8hbXV\nVrPlhtVlZ0kpE0E/obkwtRXVX8j3aDVR466mobwe/3SAnJbDPxegf3yAlqoWjLfRIXAZo95Ac00T\nM/Mh/KEAwdkg9ZV1NzTMM+gN1FfUMjAxRCKdZD4epanqSgawKIrUuKsY9o8yMT1BbUUtFqMZg96A\nQW/AO+0jls/QbHPiKnPTHxhjdjbEU09+hUv9Z9E0lRJ7KU6nG5PRjG9iBEUpeOPo9Hqqr3osvd6A\nu9zDutYu1rdtwu5woioyM6EAgYCXvv6zTEyOks1msC9M5g35x4gkYrjL3Pzjuz9Dr8joNY11LV3s\n3/cSJuOdTTh9fOjXi1VqYLGTRYtF0ckyOaORp/e+uHj/7bY7p9MiqZREOq1hNsoU58pXH8XK7+WT\nKFZ+H/SprFkuO0NnshKR+ATjgQHcLgPVFS6GfSMICLQ1tbKuvqW4tncNk5fzHDzxCbl8nn07Hym2\nPxdZNWSymQVTrYXYpXj0GhMqg96AyWAilowt3mYxWcjnc+SVa80cdZIOT3kFXS0dX5hW5huhaRqj\nk+P0jw2iqiqe8ko2ruu8L87KuXwO39RkQfwuOGnfLCrJPx3gzKXzVJS52blxe/E7Z5VwZuA8A1OD\ni1XgbQ1b2dO1+46OpSjKYhSSw+q4ZRTSVCTIu8ffB6CjYT27u5ZWnydmJvng1AHsFjsv73keg96A\npmn85vh7TM/O8MT6bTTZXRwJjHApMMpDu5/kwoUTJJIxJEnim98oxHD+zx/+90XzKKPRxO+8+ke3\nbA3OZNL4JoYZ9w4RmPKhLbjjO51u5uUc0Wy6sGRDUbDm8zy883Ha12++47/rce8gBz7+FZfNuXQ6\nHbIsYzaakcIzaMD2h5+hpa5lcZ/bcXfOZAXicR3ZrIZBJ1Ocf1qdFCu/CxQrv8XK750iCGAwaBgN\nKnrRQSYnMx2OMhOJYTZZ2LlxK/VVNcVByBpHEiXMRhOB0BSJdJKaiurie1pkVaDT6bBZrJSXuqip\nrKalronG6nrKS13YrFb0Oj05OU8ynVyyX17OL4liEkWRMkcpG9Z1sq6hhZrKYvUwnkxw8uIZJoKT\n6HU6trRvYn3jujtev3m7SJJEWYmTppoGHFY7mWyG8Pwsk9MBpsJBRFHEZrEtigy71cZsdI7QXMHo\n7HLUUpEHS1W5h+aKJianA2TVLIHoFH1jl2iqaLrtSRRRFGnw1KOoChMzk4xNjeEpq7wm1ugydouN\nUmsJ40Ef4WgEURDxlFUu3l9idaAohWPFknEaqwpO5RXOCgYnhvFHw7S5a/A4C9XfYCjA8898lUv9\n59A0DavZjstVwdx8mPloBEEQyOdzuMs9lDhu3ukmSTrsNgdudxWVFTXo9XpkOU8sOoeSy5CXJDRN\nw6QovPDkqzQ3rb+r790DH/+KzFXxRurl7pZkAklRyJlM7Nv1xOL9fd5LXJzqQ0BgV+uOm3Z95fNC\nweAqBzpJ4Qs+Z7iqWQ2V3wef97NMHlTUUWNjIyUlJYiiiF6v58SJE8zNzfG1r30Nr9dLY2MjP/3p\nTykpKeGNN97gP//n/4zL5eLNN9/E6XQyOjrKn//5n/OjH/1oRc+/yFIkCUpLVDZZmrkwLKNpOlrr\nWtEUHXPzBXFsNKrFFpg1TJXbQ7nTRWg2TDA8XVy7XWTVYjQYqXC5qXC5F2/L5XOLOcQjE+NL1gFD\nYSAYic4Ric4t3lZwgDVhWvgxX+f3aojtW2lUVWVkYozB8SFUTaOmooqu1o4H5mAtiiLVFVVUV1Qt\niUo6P3CRS6MDS6KSNqzr5ONTh7k41Ee507UiOdJF7h6rxcIrj7zA+eGL9E1eIi4n+OEnP2JjTRf7\nNj96W8cSBIEd7duwmW0c6z3Bb469d9MopKbqRtK5NMf7TnFm8Bxmo5m2uivrwre1bSE0H8Y77aNv\nvJ+upg5KrA62tm3mVP8Zjk8M8VhDB9sbOzg21svA4AXs9lLi8Xk+PfEBbW0b2PPQ04x7BxcF5eDQ\nRcpdHpKpOKlUgmRy4XcqTjKVIJUs/Fau03kCIAJGRUGTJF577uu4XBW39Rp9llQqwXw0cuX4ooiq\nqhgkHfp8Hk0UefaxVxbvl2WZA72H0NBwGpw3XecryxCNFYSvIMgYDA++o7XI6mZNtD3LsowyMbFi\nRjeKoiDV1S1r0NDc3Mzp06dxOq/MoP2n//SfcLlc/Mf/+B/5r//1vzI/P893v/td9u/fz7vvvsvP\nf/5z5ufn+fa3v83Xv/51/st/+S+0tLRcc+xi2/O9Q1UhkxXJ5kTQBPQGMBpBry8IYYNB5XM4Zvzc\nk0gl+fjkJxgMRvZ37/1cDvyLfHHQNI28LJPJZkhnM2QWftKf+S3fYIAKhRbp6wnjq/+t1+nWTKdE\nNBHjfP8FookYRoORTW1deMorb73jfSadSTMe8OENTJCX8wiCQE1FFU21jUyFphn2jdBa30xH8/oH\nfapFPkMqk+LD0weJ5eMAWCQLX9n9Mq6S2+82nJie5OC5Q8iKwq7Objob22+47amBs1wYuQjAkzv2\nU1dRu+Scfnn4HTL5LM/vfoYKpxtVVXnn03cJRyM827YNj8PFmz2fEM1neWLfK3xw4E0AGuvXYbOX\n0D9wHvkzpnw3wmyyYLHasVpsWCw2rBY7VqsNi+XKbcvN7V0OBw+9w9j4wDW3m9JpdPk8WYuF33/5\nXy/evtx2Z0W5kuWrqTJm84PXNEVuzmpoe14zI8dCoPb9P91CltnSfLC33nqLjz/+GIB/+S//Jfv3\n7+e73/0ukiSRTqdJpVLo9XoOHz5MdXX1dYVvkXuLKILFrGIxq6gqZHMiicRlISxhMEgYDBoGg4qx\nKITXDDaLlZb6Zoa8Iwx6h+lsufFAo0iR1c5lYy2DXo/DduN1g3k5Tyabva4wvvzvRCpxw/0lUbqO\nMDYuuc2gNzxQgayqKkPeEYZ8I2iaRp2nhs6WDgyrtPXbbDLT0byedQ2t+Kf9jE6OMzkdYHI6gNNR\nikFvYGRijNrKaux34Ipb5N5hMVl4ac/z9I1dosfbS0pJ8aMjP2W9p42ntz1x6wNcRV1lLc/teoYP\nTn3E8b6TJNJJutu3XfeztGP9VtKZNMP+ET48dZAXHnoGt9O9eE6Pbd3Lu8ff58MzB3lk40PIioyn\nrJJwNMIHA2eoFnQI2TSaQbcofAHGfUPXPTens5wqT92ioLVa7FisNixm231NTVBVFd/E8FW3LKz5\n1UCXz6NKEq89/XuL9/Z5LxHORBAQ6G7ddsOxv6pervgKqIqCxVIUvkWWR3HIfwsEQeCZZ55BEAS+\n9a1v8Yd/+IdM///t3XlwHNd96Pvv6Z7pHsxg30EsJEAQC0mQFHeJu0RtpiRqsWX52lHia/sldlTv\nOa5UYt/7Un6vbKdyY7+X63rxvddRLNmWE0W2LMuyZEmUKFHcF3AFAWLfiH3fBrN3vz9mAAIkNlIg\nBwOeT9UUMcPuntPDQ0z/+vzO+XV2kpYWvBOdnp5OV1cXAN/+9rfZu3cvmZmZvPLKKzz77LO89tpr\n4Wy+xLU6wVG2a4Gw0ykYdSqoFhVdV4MjwroMhCPBipzltHa2Ud/SSFZa5oxBgyQtBlaLFavFSoxj\n+jmk/kDghpHj64Pl6+cdT6QIMWN6tU23oWv6bQmQB4YGuFBVxrBzBJtuY23halITU2bfcQGwqCpL\nl+SQk5F9Q6kkgNNl59ix/t67fuGyhWhlbjHLl+Tx4blDDHoGudJRSeN7TTy5+TFSE+ee5pscn8S+\n+x7lgzMHKW+owOlyTlkKyR8IsG5FCQMjA/QM9vLOiffJW7IMX8DPqHsUp3sUCC6i92Hp5Fq4fgEd\nHifxQsVhmDhVQXZmHldb64PnUrSO1as28ds3X56Uyrx54+6wZ31U11weX9U5KBikWlzB8zWi7Nhs\nwbnXc013Nk0YGrbg9wt8PoNohzHldpI0FXmZP4vjx4+Tnp5Od3c3Dz30EIWF00/437t3L6WlpQD8\n8pe/ZN++fVRWVvKjH/2IxMREfvzjH4//B5fC41ogDIYRwOcTOJ0KmAoW6+RAWNNMrBZ5J3GhUVWV\n1StWcrrsLGU15dy3bkvYv9wlKdwsqkq03UG0ffqV0ANGAI/Hc8Po8cRguW/CnOPrCSGwafq06dVR\noQB5tlVmx9sTCFDVWEPd1QYAli7JoTiv4I4taDWfhBCkJqaQmpjCsHOEhtYmmtqaGXWPcuDERyxd\nkkNu5tIZ/32kO0/Xdfbd+zBVTTWcb7iIy3DxHydfZ0VKPo9uemjOx7FpOjvWbuNY2QkaO5roHugm\nIzkDj9eD0z3KqNt5wyrwJiZ1bcG+ryoKdpuDtMRUhpzDuDwuslIyKcjOx6bbOHbpBIPmIJsKN6Jr\nGm9ePMqIc4j4uCQGBnu5UnWJLZvvZ2XROsrKg9eh/f099PZ1kZwU3mkDZeWnb3hN8Qew+P0EVJWn\n9j47/vqvD/8WP34sWHho8/3THnN4RMXrFbjdBjGOwLTbSdJUZPA7i/T04KI6KSkpPPnkk5w+fZq0\ntLTx0d+Ojg5SUyffIXS5XPzyl7/k/fffZ9++ffzud7/jN7/5Db/61a/46le/Go7TkKagKKDrJroe\nwDQDeL0TAmGLiqZzLTVal4HwQpKWlEp6chodPZ20dLaRnZ4Z7iZJ0oKnKir2KDv2qKlXpoVgiqLH\ne2OAPPHngaFB+hmY9hhjAfJ0o8i6rjMwNMjFqjKcrlHstijWFpaQnLA4KjzEOKJZU7CKpRlZHDl3\nAtM0aWxtorG1acZSSVL4FC5dQW7mUg6WHqLfPUB1dw3N717l8Y2PkhyfPD4yGwxkR3G6nRN+Hr1h\nATune5TaljogeGPKYXOQEJOAw2bHbrNj16O4UFuG2+tGs2h8bs9T4zWk3V4Pbx19m9buNlblFpOW\nkMrOtdt5+/i7HG0o58mVW1mZnsPl7lY2bdjFmbOfYJoGF8tOc8+6bePBL0BN7eWwBr+Dg32MjAzd\n8LoeKh1miU0YHxSaa7rziFPB41HweEwcUTLwlW6eDH5nMDo6imEYREdH43Q6OXDgAN/97nd54okn\n+PnPf87f/u3f8otf/IL9+/dP2u8f//Ef+eY3v4mqqrjdwf/giqLgcrmmehtpARDixkDY5VJwOhWs\noUD4Wmq0idUqA+FwW5VfTHdfDxV1laQlpS7YuYGSFEkURSHKFkWULWrabUzTxOOdeg7y2J9DI0MM\nDA/O+n52WxTJCUn0Dw3g8rgnjShfnzYaaeJi4ihctoLKhmpSEpLxB/x09nbT2dtNjCOavKxlZKYu\nuaPzL6VrggvO+Sb129y0Zdj7umgf7sBtunn9zJvYsGFl6u8XzWLFbrOTEpeM3WYPBbdRtPW009jR\njG7V2LvxflITbkzjX5GVz28OvYHb6+H3R9/mmV1PoigKNk1n9z07effkAT65cJT92/eRHJ/EqryV\nXK4v50JrLWsz86ntbOHS5dMkxCfTP9DD+QvHWFuymZTkdLp7OgCob6hk08ZdYVt1/HTpJze8pvp8\nqIEAfouFLzz8eWDu6c4ul4LLpeJymUTpfuaYZCJJk0RM8Dt5vsCnP9Zcvmo6Ozt56qmnEELg9/v5\n4he/yEMPPcTGjRt59tlneemll8jJyeE3v/nN+D7t7e2cPXuW7373uwC88MILbNq0iYSEBN58883p\n3kpaQK4PhH0+wejEQFgDq2aiaSY23ZCBcJjYbVEULMvnSn0VlQ3VrClYFe4mSdJdQUyYHxw/zTam\naeL1eScFFr2D/XT2dBEwAgghEAhG3S6a21umPMZiKPW0PDuXls5Wuvt72LHhPkzTnLFUkjQ/xvrf\nTKuouzzuGxY0HePAgQ8fbty4cOHDx8qMYrJSMsdHbx02+7Qp+oU5BVQ2VXOy/DTvnfpgylJIFouF\np3Y+wesf/44Rl5M/HPsjj2/7DIqikJqQwsai9Zy+UsqhC0d4ZPOD3LNiDc0dzVzqaiY3IZX12QUc\nv1pFXm4R/QM9mKbJ+Qsn2LVjH6//7mcAeL0empvryMu986uOG4ZBa1vTDa/rnmD6d3TKkvHX5pLu\n7PYIRpwqHo+JTfPL9VmkWxYRpY4gfHV+bydZ6iiymGawkLrLo2AYCqoCmgaaLgPhcDEMg09KjzEy\nOsL29feSEDvdpbgkSeHi8/uoqKuiuf0qAsHynFwKluajKMocSj258M9w8zsSSj319Pdy4uJp4mPi\n2L7+XoQQM5ZKio+JC1tbI8FY5sFMqflujxtjhutb3arNusCbqqo0tTdzqqoUHz4Eguy4LJ7Yum/O\no/VzKYU05Bzid0f+gGEYLEnK4OEte8fP8+Pzh2nqaKYkbxUbi9bT0dfJuycPkGzReXTlVv54+Tj9\nBIiLTaR/oAchBH/2J3/Fv7/2P/F4gtmGmUuW8tDeZ27hk/50Ll46xbkLxya9ZvH5sLlc+KxW/tMz\n/xsQTHf+sDy4wNfW/E1Tjvr6fIKBIQs+D6iKrOUbyWSpo5uwEIJV6e4mxNgc4NCIsF/gciuMuhQs\nqkDTlFA9YSNUS1j+cr7dFEWhpGAlJy6cpqy6nB0b7pPz6CRpAens7eJSdTluj5tYRwxri0omBXdz\nL/V0fZAzOe16IZd6Sk5IIjM1g9audprarrIsM2fGUkmJcQnkZi0jPSl1zouHLRaGYeAOpdRPN1rr\n8Xgwmf771abpxEbHTntDRNd1VGVuwevSjByyUjM5dP4InSNdNA9e5afv/4yH79nL8oy8WfefSymk\nWEcsn7n3Ed459i5tve0cvniUnWu3I4Rge8m99A/1U1ZfTmpCCjlp2RQtLaSysZIrbfVsWFrEhzXn\ncThixkd/z5w7woZ12zh+6kMAWtuaGHEOE32HS25dqTo/+QXTDI76CsGSnHxgbunOfv9YSSMQQga+\n0qcnI0pJugVCgGY10azXAmF3KBBWFQVdDwXCmoEeGhGWMdntkRyfRFbaElo622hsayY3c2m4myRJ\ndz2vz0t5bSUtna0IIShclk9+zvJbCuaulXqa/uLdH/BPWwt57M+ZSz0p2K4LiOez1NPK5UV09nZT\n2VBFRkoauqYD05dK6hvsJ0qPIjdrKTnpWVgXwZoGgUBgPLCdbqTfc92KyBMFVxu3ER8bP+HfRr/h\n32i+bxioqsoDG3fT2tXKsYpT+PDxzvn3SK9N55n79s86CjyXUkgpcUns3biHD0o/oq61gSgtik3F\nG9CsGnvW7+Lt4+9y5OJxntj+GTYW3sPVzhbOdzayP2ET2dEJNLU2jK/8XF5eyp/9yV9x4vRHmGYw\nrbuuroK1a7bM6+cyk67udlyhUkZjrD4fwjDwahq7NwVTm2dLdw4ErgW+GH5sUTLwlT69iEl7Xoxk\n2vPi5PUFA2G/X0FVCa0aTWg0ODgiLAPh+eXxevjo1GEA9mzeiU3Xw9wiSbp7tXd3UFZdjsfnJS4m\njnWFJQuiHvf8BF+3XuqpoaWRy7VXyErL5J7iNdO+z1ippJaOVgJGAFVRyc7IWtClkuZy8+H6FZEn\nCt58mDl9Xddu3+j8XAUCAY5cPE7bUDsmJhYsPLB6N0U5s8+p9fg8HDx7iM6+LlITUnhgwx5s2uTv\nqtqWOo5cOg7ApqINrM5bCUD11VqOlZ0gOS6Jz2x9mI6+Tg6cOUi6Vefe3BLevnwce0o6g4N9AKwq\nXs/wyBDNV2sBiImJ45kn//Md+/z++N5rdHa1XnvBNHGMjCCA/DVbuKd4w6zpzoYBA4MWvB5BwB/A\nbpe1fBcDmfYsSYvQ2IgwBBfLcrkV3C6BoihoE0eEZSA8b3RNpzivgLKaCirqK1lfvDbcTZKku47H\n6+FyTQVt3R0oQqE4r5C8rGULJnVXVVUcUXYcs5R6mi3t9lZLPcU4YoixR9PS2UpORhZJ8YlT7j9W\nKqkodwXN7S00hMokhatU0lzSzn1+37T7j6Wdxzpipg1wNas17IHtXKiqyu71O+js7eJw2TG8eDlw\n+SAX6i/x9I79aKo27b66VefhTXs5cuk4De2NvHPiPR7ceD+xEzIa8rOW4/K4KK06z5nKs9j1KPIy\ncynIzqezr4va1jpOXynl3tVbWJG1nJrmGjr6uyhKyeRyfyexcYkMDQ9QfuUcX3zuBf7tP/4ZgOHh\nQTq7WklPy7rdHxF+v5fOrrZJr2leL8I08eo69xRvmDXd2TRhaNiC3y/w+QyiHTLwleaPDH4l6Tay\nWk2s1uBiLT6fwO0RuF0KI9enRstA+FNbuiSH5vYWWjvbyEnPWjQ1QyVpoTNNk7audspqKvD5fSTE\nxrOuqIRoe3S4m3bTFEXBbovCPodSTzMtuDRbqacTF04T44gOlpWaYpRzbB5yfk4eeVnL6OjppL6l\ncV5LJU1V6meqc5rLgmPxMXHTjoZbwrzg2O2QlpTK0zue4FjZSVoGWukc7eJf3n+JXUU7KMmbvvKA\nqqrsWred6CgHZfXlvHPiXfZuvJ+U+OTxbUqWr2bU46ai8QqfXDyKTddZkryEe1dvpneol8rmatIS\nU9lUvIGW7jbOtdfzcOFGGnracYfq5wKUnjtMdHTseJ3dmtrLdyT4PXfhOEyck20YaF4vphBs3bgH\nmD3deXhExesVuN0GMQ5Zy1eaXzLtOYxk2vPdy+8XuNwCn09BUcUNqdG6DIRvycDQAEfOnSDa7mDX\nxu0LZsRJkhYrt8fNpepyOnu7UBWVorwCcjOXLrpg52bNVGqnu78Xj9eDEIKZrsGmKvVkmAZ9g/30\nDgTTWzWrdcpSSZ+21M/17z91gK5PW+rnbtLd38PhS0dxmx4EgiRbIp/d9hT6LNNvxkohKYoyZSmk\nQ+cP09DehBCCx+97lKS4JAZHBnnr2B8BeHzbZxgcGeSjc5+QbdHJSkzndFsdttgEnKPDADz04Gc5\n8MHrQDBt/4vP/SVW6/Sj0/Ph3/7jJ3gnTB/Q3W6sXi8em40vPfmVWdOdR5zBWr5ut4ndJmv5LjYy\n7fkmhKPUUXV1NZ///OfHv6Dq6+v53ve+R39/Py+++CKpqakA/P3f/z2PPPIIx48f5+tf/zo2m41X\nX32VvLw8BgcH+fyRTAXuAAAgAElEQVTnP8977703r+2XIpvFYhITbQJGMBD2CIZcCopQ0GxKsISS\nNbhYlmY15S//OYqPjWfpkhya2pqpb2kgP2d5uJskSYuSaZpc7WihvLYSf8BPUnwiawtLZkwpvpsI\nIdA1Pbiw1XWli7w+Lx+fPkwgYLBtw1YETL9Il3uUIefwtO/j9fmoaaqjpqkuWJ5HUQgEAnh93hlL\n/WhWjRh79LQLfOm6bdKCTNL0UhKSeWbXkxwvO0VTbzM97l5ePPgy963YwvoV90y7X9HSAhw2O4cu\nHOajs4duKIW0+56duDwH6Ojr5J0T7/PUzieIi45j+5p7OXT+CB+f+4TH7nuUZRlLaW6pJ8c0SVQt\n9Ixe6y8N9VdQVQuBgD9YY7qxioIVJbfts2hpaZgU+ArDwOrzYSoKj+zaP2u6s8sVDHxdLpMoXQa+\n0u0RESO/fr+fq6Ojt5zac71AIEC23X5T5ZMMwyArK4tTp07x0ksvERMTw7e+9a1J2zzzzDP88z//\nMw0NDbzxxhv86Ec/4q//+q/Zv38/O3bsuOGYcuRXul4gAC63gseroCqhEWE9GAhrmomuGfLLYBZe\nny90YRlg9+YdM6YvSpJ080bdLi5WldHT34tFVSleXsTSjOy7frT3ZjS3t3CxqoyM5DQ2rl4/47Yz\nzrl1uxh1uwgYN6aGalYNux5FjCOa+Ng4YhwxN13qR7o5fUP9HLpwGJcRTD9O0OP57LansNumvynU\nM9DLh6Uf4fK6WZW7clIpJMMw+P2xdxgYHsBqsfLZ3U9i02ycLD/NlaYqlmfmsbHwHt488jaW0RE2\nZhdyvOkKalwCbndwteWVxeupuHIOgNSUJex79Lnbdv6/f/tX9PV1jT+3uVxYfD48djtfeuLL/PtH\nr9Ht7sGChWe27590He72CIaHLXg8JprFzyJY4Fyaghz5vQmqqoa11u+HH37I8uXLyc4OpqVMddNA\n0zRGRkZwOp1omkZ9fT1tbW1TBr6SNBVVhWhHcHGHsUB4aEAJLZYFVqsaDIJDtYRlIHwjzWpl5fIi\nLlReorz2CptmubCUJGluTNOkqa2ZivoqAoEAqYkprClYRZS8wXTTstMzaW5vob2nk87ebtKSUqbd\ndi6lnnx+HwNDAzhdowwMD9I/NMDIqBOvz8vAyCBXO1ux2+wkxMaTEBtHQmw8sdGxcmrIPEuMTeDp\nnfs5XVFKXVcD/Z4BfvbRL9iUt4GtRZun3GemUkiKorB/2z5eP/Q7nO5R3jzyBz676yk2FW2ge6CH\nutZ60hNT2bJyE4fPH6a5p40sRzyNoyOMXSA4J9TA7upuY3Cwj7i4qRdb+zTc7tFJga8SCGDx+TBU\nlc8+9AUqmq7Q4+5FINiUv37SNb3PJxgeCZY0sqoBGfhKt5X8rTdHr732Gl/4whfGn//kJz9h3bp1\nfPWrX2VwMLioxbe//W2ef/55/uEf/oEXXniB//pf/yvf+973wtVkKcKNBcKJCX5ion2YgQDDQyb9\nfYK+PpWeXisDgxZcLoUZpm3dlbLSlpAYl0BHTyedPV2z7yBJ0oyco05OXDhNWU0FihCsK1rD5pIN\nMvC9RUII1hSsRCC4XFNOYIZFpebCarGSkpjCssylrCtaw57NO3lk2162rNlI4bJ8UhNT8Pl9tHa1\ncbn2CkfOneDdIx9w9NwJymuv0NbVjsvtmqezkzav3Mi+jY/gUB0YGJyqP8PPP3iF4QmB6EQx9mj2\n3fcIaYmpNHY08f7pD3CH0ocVReHJnY+jWzVcHjdvHn0bIQR71u9Es2qcLD9NXHQs2enZXHUNkxId\nH5xnG5rb29RUTVJi2vh71dSV35ZzLj17ZNJzzRNsvxEVzLQcS3eO1+InpTv7/ddq+QrhR9PCn5Eq\nLW4y+J0Dn8/HW2+9xec+9zkAvvGNb1BXV8eFCxdIT08fT39eu3YtJ06c4ODBg9TV1ZGZmYlhGDz3\n3HM8//zzdHd3h/M0pAimquC4PhAeDgbCvf2TA+FPeQ21KAghKFmxCiEEZbUVM65WKknS9EzTpO5q\nA4dKj9I72Ed6chq7N+0gOz1Tpjl/SrHRseRmLWXU7aK2uX7ej2+1WklNTKFg2Qq2rNnIw9seYM/m\nnawrWsPSJTlEO6IZGBqkvqWRsxUX+PDkIT44/hGll89R11xP70Cf/N35KcRGx/DkjscoXlKEgsKg\nb4ifH3qFY+Unp9x+rBRSbsYyuvq7eefEe+PzvTWLxpM7HseiqgyPDvPOifeIjopm59ptBAyDQ+eP\nsKFoAyLKTmVnE7lJGRijzmvHtl1bfKuqumzGhc5uVW39lfGfFb8fi99PQFV5au+z067uHAhcC3wx\n/Nh0GfhKt1/EpD2H07vvvsuGDRtISQmmJY39CfC1r32Nxx9//IZ9vv/97/PrX/+av/zLv+SHP/wh\njY2N/PjHP+b73//+HWu3tDiNBcIOgqnRHq/C8LCCEAJNV9GsKlariU0Prhx9t65ZEhsdQ17WMuqu\nNlDbXEdR7uJePV6S5tuwc4SLVWX0Dw2gWa2UFK0hIyVdBr3zqHDZCtq62qltriczbQnRdsdtey8h\nBNF2B9F2B9npmQD4A34Gh4foHxoYf7T3dNLe0zm+T6wjJpQuHXzYo+yyD9yE9QVrKcxawYfnPmbE\nP0Jp01mqWqt4+t4nib9uMbSZSiHZbXYev28fvz/6Nj2DvXxw5iMe3HQ/JXmrKKsv53zVBTYWrufk\npeN4vW6iAwbDmoJhGrS1NaNrNjxeN16vm9a2RrKz8ubtHGvrKjDNawG1Hhr1tcQmUN/ZMGW6s2GM\nBb4CIxDAbpeBr3RnyOB3Dl599dVJKc8dHR2kp6cD8MYbb7B69epJ2//iF7/gscceIy4uDpfLhRAC\nIQQul0wpkuaXqoI9ysAedWMgbNVUdC0YCOtacOXouy0QLliaT2tXO3XN9WSlLYnIuqOSdKcZhkHd\n1QaqG2swTJPM1AxW5RcHVy6W5pXFYmFVfjFnKy5wuaaCLWs23tHA0qJaSIpPJCk+OAfUNE1cHjcD\nE4LhweFBBkeGaGxrBoIp1hOD4fjYOFnyaBYOu5392/dxsfYyFS1XGPaP8MqRf6ckcxW71+6ctK0Q\ngo1F64mOiuZk+WnePXlgvBRSfEwcj2x9kHdPHKClu5Vjl05w7+otdA/00NTZTGpCCumpmVxtbWR5\nfCp1A114bcESWLYoBx5vcCGumtryeQ1+L166Npqt+nyogQB+i4XPPfAMPz3wsxtWdzZNGBq24PcL\nfL7gOieSdKfI1Z5n4XK5yMnJob6+npiY4GITzz//PBcuXEBRFJYtW8ZPf/pT0tLSxrd/7LHHOHDg\nAKqqcvToUb7xjW+g6zqvvvoq+fn548eWqz1Lt4thgNsTXDUaU2DVQNcZD4Q1zSCM68fdUe3dHZSW\nnyc5IYmtazbJEQtJmsHgyBAXK8sYHBlC13TWFKwiPTlt9h2lW2aaJqculdLd38OGletYkpoR7iZN\nEjACDI0M0z80MB4Uj143PzjaHj0pII5xRMvftdMYdY9y8OwhhnzBlGa7aufprU+QFJd0w7ZXO1s4\ndOEw/kBgUimkpo6rfHTuEABr80soyingraPv4PZ52L1uB0cuHiV61IVVtdCjgDnF9fMXnv06tnmY\nsz88MsDrb7w0/tw+MoJiGNgychgOjE65uvPQsIrbreB2G8Q4ZGr93WQhrPYcEcEvhKfO7+0mg1/p\nTjCM4Iiw23MtENY00DQTTQuuGr0A/jvcNqZpcrrsLF193axfuY7MBXZhKUkLgWEYwXqxzXWYpkl2\neiYrlxejyWVX7wjnqJNDZ46iWa3s2bxzQVyjzMTj9UxKlR4YGpxUbsmiqsTHTB4dlpkDk1U0XOFS\nUzkBAigoFKYX8ND6B27YbrpSSFXN1Ry/HLx23rpyM/Excbx/6kOibFEUZq/gUkUpWVoUXc4hXPZg\nqSVdt+HxBEd/N2/azariT18N4aOP36Lpai0AFp8Pm8uFz2pl3cYdfFj+cbB9+ZvGR31HnMFavm63\nid0ma/nebRZC8Luwf7tOsNC/CCRpoVIUiLIZRNmM8UDY6RSMOhVUi4quh1Kj9cUZCAshWL1iJYfO\nHKG89gqpickyRU+SJhgYGuBCVRnDzhFsuo21hatJTZy+9I40/xx2B/k5eVQ31VLVWMuq/KJwN2lG\nuqaTnpw2nhVgmibDzuFJAXHPQC89A73j+1wrtRQfKrUUc1eXWlqZW8zyJXl8eO4Qg55BrnRU0vhe\nE09ufozUxNTx7aYrhVSYU4DL4+Z8zUVOVpxmz/qd3FOwlnPVF+js7yIhOYPO9mYSdTs+nw+/1Toe\n+AJUVl1kZdE9n2qE3jCM8cAX0wzO9RWC9Ky88dWdJ6Y7u1zBwNflMonSZeArhcciu8yVJGkm1wJh\nMIwAPp/A6VTAVLBYJwfCmmZitYQ/M2Q+OKLsrMhZTlVjDVWNtazOLw53kyQp7AKBAFWNNdRdbQBg\n6ZIcivMK5M2hMMnPyaOls42Glkay0zOJjZ6+ru9CI4QgNjqW2OhYloay2Xw+H/3DY6nSwdrDrV1t\ntHa1AcESPnHRcZNqD99tpbN0XWffvQ9T1VTD+YaLuAwX/3HydVak5PPopofGtxsrhXTw7CEaO5oY\n9YzywIY9rFuxhlHPKFXNNRw6d5iHtzxIZsoSWrvbKF5aRP9gD26XG93vw6+qoCgoiophBBga6qe3\nr4vkpFuf1lBReW78Z6vPhzAMvJpGh7P3htWd3R7BiFPF4zGxaf5Fd6Ndihyy60nSXUpRQNdNdD2A\naQbweicEwhYVTZ+QGq1HfiC8PDuXls7W4IVlWiZxMbHhbpIkhU3vQB8Xqy7jdDmx26JYW1hCcsKN\ncw6lO0dVVVavWMnpslIuVZez7Z4tET1vdqzU0lgWgWmaOF2j16VLD9A/1D++j03TJ6RKxxMXE4fl\nLlipsXDpCnIzl3Kw9BD97gGqu2tofvcqj298lCUpS4BrpZCOXDpOQ3sj75x4jwc33s99q7fi8rhp\n7rzKgdMf8siWhxgYHqCyqYr8rOU01VWQaLPj93rx2GwYE9LTK6susv2+h6Zp1ezKLpcGfzDNYF1f\nIUjKyKa6v37S6s4+n2B4JFjSyKoGkLMppHCKmDm/i5Gc8ystRKYJXq/A5VEwDAWrBbSxxbJ0A10z\nsVrD/3vjVnT1dXPqUikJsfFsu2drRF9YStKt8Pv9VDZU09DaBEBu1jKKcldgUeW98IWi9PI52ns6\nWVdYQnZGVribc1tNVWrJ4/WM//3dWGqpvrWB0zVnCRBAIFiWuJR9mx4ZX/TVNE3OVp2nrL4cm6aP\nl0J6+/i7dA/0oCoqu+/ZwcfnDqNZNWxWHW9nK1YEw1E2jAk3ExRF4YtfeOGW/v/39nbx1ju/AkDz\neNA8Hry6zoAewI+fBC2Bz9z3EH4/DAxa8XpBIGv53u3knF9JkhYcISaPCPt8glGXgtOpYLWoaBpY\nNRNNC9YSjqRAODUxhSUp6bR1d3C1o4WcjOxwN0mS7pju/h4uVl3G5XYRbXewtrCExLiEcDdLus6q\n/GK6+nqoqK8kLTkVzaqFu0m3jSy1dKO8zFyWpudw8OwhekZ7aehr5F/ef4lHNjxMblrOtKWQPrP1\nYX53+A8MjQ5x5OJx1uWv4VzNBRw2Ox6bDd3rQ3e7cTmu1ZI2DIPm5jrycgtvup0nz3w8dhA0rxdT\nCLw2K37TM57uHAiM1fIFDD+2qMi5XpAWLxn8SpI0LSHGUp+vBcIuj8KoS0FVBJqmoOmRFQivzC+m\ns6+biroq0pLS0LXFe2EpSQA+v4+Kuiqa268iEOTn5FGwNH/eygdK8yvKFkXhsnwq6quorK9mTeHq\ncDfpjhFCYLdFYbdFjZd8mqrUUldfN1193eP7xYRKLcUvklJLqqry0OYHaGpv5lRVKV68/OHs22TH\nZfHE1n2oqkrR0gIcNjuHLhzmo7OH2LJyE/u37+P1T97E5XFR2VxFTmoWzV0tpCSnM9x+FZsp8Hm9\n+Cd8710uP3PTwa/f76erqxUA3esF08Rt0xg2nePpzopiYWDQgs8rMAIB7PaFf30g3R0iJvhdjKWO\nJCmS3BAI+wUudzAQtqjBQDhYT9gI1RJemF90UbqNwmUrqKirpLKhirWFJeFukiTdNp29XVyqLsft\ncRPriGFtUQnxMXHhbpY0i9ysZVztaKWp/SrZGVkkxMaHu0lhoyrq+CjvmKlKLQ2PjtDc0QIsnlJL\nSzNyyErN5ND5I3SOdNE8eJWfvv8zHr5nL8sz8shOy+LRLQ/zYelHnKo4w4jLyZPbH+f1T37HqMfF\ngHOIaJuD7oEeHHEJ+Hu70T0B/BYLY0st9/Z1MeIcJtox9wXWLpadBEAYBlafD1NRGLYGxld3zs3M\nZXDIgt8v8PkMoh3Gbfl8JOlWREQE6Pf7Gb06Om93qQOBAPZsuwyAJekWCQGa1USzXguE3e6xEWEF\nXQ8FwpqBHhoRXkg34XMzl9LS0UpzewvZ6Vky9VNadLw+L+W1lbR0tiKEoHBZPvk5y+/q0jKRRFEU\nSgpWcfzCKS5Vl7Nj/b3y326Cu6nUkqqqPLBxN61drRyrOIUPH++cf4/02nSeuW//lKWQHrvvM7x1\n9G2GnEMkxSbi8rrxBPwIXcfu9aF7PHiirq2sXV1dxvp77ptzmyquBFd51j0eME2GbQp+ERhPdx4e\nUfF6BW63QYwjMMvRJOnOWvj/60NUVcVisczLY65BdFNTE8XFxXz5y1+msLCQL33pSxw8eJDt27dT\nWFhIaWkpZ86cYdu2bWzYsIHt27dTU1MDwD/90z/xla98BYCysjJKSkpwu90zvZ0kRaSxQDg2JkBi\nvI+oKD9er8HgAPT2KvT0WujtszI8rOLxCBbAGnvjF5YAZdXlGIa8Ky0tHu3dHRw6fYSWzlbiYuLY\nuWEbBctWRMSFvnRNUnwiWWmZDI0M0RSa7ypNbazU0tIlOawrWsOezTt5ZNtetqzZSOGyfFITU/D5\nfbR2tXG5toIj547z7tEPOHruJOW1lbR1teNyu8J9GjPKTM3kmR37yYwNrv7cPtzO/3r/X6lsrhov\nhZSWmEpjRxPHyo7z4KYHEELQO9RHfEw8/oAfNToWnwiWJVImZFRerihlrgvgtnc04/f7UQIBLD4f\nflXgtBrj6c5uj4bHo+DxmDiiZOArLTxy6HMWdXV1/Pa3v2XlypVs3LiRV199laNHj/LWW2/xgx/8\ngFdeeYUjR46gKAoHDx7kO9/5Dq+//jrf/OY32bNnD2+++SY/+MEPePHFF7HZbOE+HUm67cZGhCE0\nR9it4HYJFEVBmzgiHEqNDteIcGJcAtnpWVztaKGxtYm87NzwNESS5onH6+FyTQVt3R0oQqE4r5C8\nrGUy6I1gK5cX0tnbSWVDDRkp6dh0eR0xV4ux1JKqquxev4PO3i4Olx3Di5cDlw9yof4ST+/YP6kU\n0vHLJ9lech9HLh2jd7CXWEcsQ84hdEc0ytAgNrebUYcDhCAQ8NPZ1Up62uyri584+REQXOEZYEgz\nMYEELYGMpOWMOFVcLpMo3Y/81SMtRDL4nUVubi4rV64EYNWqVTzwwAMAlJSU0NTUxMDAAM8//zw1\nNTUIIcbnJgshePnll1mzZg1/8Rd/wdatW8N2DpIULlaridUavPPr8wncHoHbpTByfWp0mALh4rxC\nOno6qWysISM1gyh5YSlFINM0aetqp6ymAp/fR0JsPOuKSoi2R4e7adKnpGs6RbmFlNWUU1FXyfqV\n68LdpIglhCDa7iDa7iA7PROYutRSe08n7T2d4/ssxFJLaUmpPL3jCY6VnaRloJXO0S7+5f2X2FW0\ng13rthMd5aCsvpwzlaWsL1jHueoLDDmHsGk6bq8HrFasPh9WrxefHpwLXXr2MI995j/N+L5er5vB\noT4Uvx+L349bNXBbFSxY2Ll2LyNOFY/HxKb5kTMLpYVKds1Z6Pq1BRIURRl/rigKPp+Pv/u7v+P+\n++/njTfeoKmpiT179oxvX11dTUxMDG1tbXe83ZK00AQDYRMw8PsFLrfANaqgqMERYS0UCGtasJbw\nnbi20DWN4rxCLlVfpqK2kg2r5IWlFFncHjeXqsvp7O1CVVRW5ReTm7k07Bfn0vxZuiSbqx0ttHa1\nk5ORTXJCUribtGhEcqklVVXZuW4b3f09HL50FLfp4ePKT7jUWMZntz01XgrpYm0ZK7LyqWmpxe31\noAgFr82Gxe9H93rxW62YikJ3Twc+nxfrDKW1ToXKG+keDyYmQzoIBPcsW4/LrePzglUNYF08laek\nRUgmJMxitjkQQ0NDZGYG7yC+/PLL468PDg7yzW9+k8OHD9Pb28tvf/vb29pOSYokFotJTLRBYoKf\naLufgD/A0KBJb49Cb5+Fnj4rg0Mqbo/gdk/HzcnIIj4mjrbudrr7em7vm0nSPDFNk+b2Fj4+fYTO\n3i6S4hPZtWk7eVnLZOC7yAghxtcouCTXKLitxkotLUnNYFV+MdvX38sjOx5k+/p7WZVfTGZqBlaL\nha6+bqoaazh56QzvHf2QQ6ePcLGyjKa2qwyNDM95/ux8SElI5pldT5KbtAyBoMfdy4sHX2bU6+SB\nDbsRAmpaaslITgfAMI1QTV4bmGZw0aqQisoLM75Xbd0VVJ8PNRBgxOLHb1GIURNIjCnA5wUh/Au2\n0oMkjYmYkd9AYP4mzd/MsSZeRFx/QSGE4G/+5m94/vnn+f73v8++ffvG/+5b3/oWL7zwAvn5+fzr\nv/4r999/P7t27SI5OfnTn4AkLSIWi0mMJTgiHAiAy60wOBpcNVrTFTQdNGswLVrXjHmfQySEYE3B\nKg6fPU5ZTTm7Nm1HVRbOHC9Jut6o28Wlqst09/dgUVVKClaxNCNbBr2LWHxMHMuW5NDY1kzd1QZW\nLF0e7ibdNSKl1NJ9JVsoGirg0IXDuAw3R2qOk6DHc/+63RwtO057Twfx0XEMjAwC4LNasXi9WHw+\nVKuVgMXCpbJTrC3ZPOXx6+qvAMFRXx8+nLqKYljZvOohfF7A8GOLkoGvtPCJO3l3atpGCGF++Map\n8ectbc3c++AaCgoKxl9bjHV+q6urOfHBJbKW5IS7KZK04IwFwl6vgqIINB2s1mCt4bFawvMZCF+u\nqaChtYnCZSsoWJY/fweWpHlimiZNbc1U1FcRCARITUxhTcEqomxRs+8sRTyfz8dHpw/jD/jZs2kH\n9ih7uJskhUxVamlk1DlpmztZaul0RSl1XQ0YGCgorMteQ3dfD4POIaI0Gy5vsPqIEghgdzoxFGV8\n8av9j/0JiaFFwib6t1f/GWPUie4aZcDqZVS3sTr9PtITcwn4A9jtMiNBmt3ep7dgmmZY79SGPwKc\no4UQrEqSdOeoKkQ7DHAER4TdboVh11ggrGK1quOjwbr+6QPhwtwVtHV3UNNcR2baEhzywlJaQJyj\nTi5WXaZ3sA+rxUJJ0Rqy0pbI0d67iNVqZdXyIs5XXuJy7RU2l2wId5OkkLFSS2PlliB4s6J/eGxF\n6UH6hwZo7WqjtSu4DoyiKMRFx4WC4eCf83Uja/PKjRTnFHLw/Cc4A07OXb1ArDWGpNgkeof6sKgW\n/AE/hqri0zSsXi+a14tX1zl+8oMbFr4aHR3B6/Xg8HhwCw9uTcNmpLMkJReP2wh+V0tShJARpSRJ\nC56qgsNh4JgYCLsVFCGw6irahEBY0wxupTKF1RK8sDx35SKXayrYXLJBBhZS2JmmSX1LI5UN1RiG\nQXpyGiUrVsqSN3epzLQlNLe30NnbRUdPJ+nJaeFukjSNcJdaiomO4ckdj3Gu+iJVbdUM+YYZ8TlJ\njUph1OVCCIFpmnh0HYvfj+b14rNY6O7pwDCMSaPSH370e6w+H37Dw6gm8Hlj2L1uF263QYxD1vKV\nIosMfiVJiijjgXBojrDHqzA8rCBEcERYs6pYrSY2/eYD4SWpGTS3t9DV101HTxcZKfLCUgqfYecI\nF6vK6B8aQLNaKSlaQ0ZKurwpcxcLLn61kk9Kj3G55grJCckLqg6tNL1wlVpaX7CWwqwVfHjuY0b8\nI3S4OokSUVhMCwIBQuDRdWwuFzaPB5fdzuWKUtasDs79NQyD3t4O7B43o8LLiBlPSdZ6AgEVR9T8\nTkmUpDtBBr+SJEUsVQV7lIE96sZA2Kqp6FowEB5LjZ7tGlEIweoVK/mk9CiXaytISUzCospfk9Kd\nZRgGdVcbqG6swTBNMkMrz97uBXOkyBDjiGF5Vi61V+upaaqjOK9g9p2kBelOlVpy2O3s376Pi7WX\nqWi5gst0oaBgw4YFC36rlYDPh+r3o/p8nL9wYjz4LT13FM3rxWO6GBFRRCnppMTnYNP8874ApSTd\nCQv2qq6hoSHcTbjt7oZzlKQ7ZWIgbBjg9iiMjChghgJh/VogrGkG0y0jEOOIZnl2HrXNddQ01lG8\nvPDOnoh0VxscGeJiZRmDI0Poms6aglUytVW6wYply2npaqPuaj1ZaUuIcUSHu0nSPBgrtTRWbgkg\nYAQYGhmekCY9QFdfN1193eP7xdijx1OlE2LjiXFETzk6vDZ/NSuy8jh49hBDvmFGGcWKFR0dt67j\nCASweTw4LRaGRwaJiY6j/PJpdK8Td0DgVOPZW7QNm+af9jtUkha6m17tWQjxCPDfCdYI/plpmv/t\nur/XgF8CG4Ae4POmaTbPcsxJqz0HAgHaO1tvql2RKiMtE1WmLEnSbWMYwRFht2csEAZNC64arWnB\nVaOv/xL3BwIcOn0Et9fNro3biHHEhKfx0l3DMAxqmuqoaa7DNE2y0zNZubwYzTrziI5092rv7qS0\n/BzJ8UlsXbtJpsPfRaYqtRQwrs29nUuppYqGK1xqKidAAAUFHR2Hx0DzePBqGlGpGWy/72EOvPkS\nbtcwA2YcxXlbWJaeKWv5SrdsIaz2fFPBrxBCAaqBB4A24AzwnGmalRO2+TpQYprmN4QQnweeMk3z\nuVmOOyn4lU67NSwAAAkKSURBVKRP6xf/8SJ/+tzXwt0MaYG5FggLBAqqBXSd4IiwPjkQ7ujp5Mzl\ncyTFJXLvus38y8//lT//suxT0vz56csv8udf/hoDQwNcqCpj2DmCTbextnD1+CI5kjQd0zQ5XXaW\nrr5u1hev5e0/viN/R92lbrXUks/n48Nzhxj0DGJiYjUtJDr9qAY4HQ4+/uQTdq8vYcRjxYjO4P71\ne7DpMvCVbl0kBr9bge+apvlo6Pm3AXPi6K8Q4r3QNqeEECrQYZrmjN/iMviV5tvep7cg+5Q0E8MA\nn08w6lbAVLBYJwfCmmZy/kopnb1d3FO0hv3PPc3ZQ7JPSfNnw+4tvPKzX1B3NTgFZumSHIrzCmad\nvydJY5yuUQ6dOYLVYuU7/+U78neUNG6qUks+v2/87yeWWhr1OqnraiBAAKsvQILLRKg6f/vDH/K3\nX/8/cFlj2LNxHzHRcpKv9OkshOD3ZjP2M4GrE563AJun28Y0zYAQYkAIkWiaZt+tN1OSJGl+KQro\nuomuBzDNAF6vwOkMBcIWFU2HzOQ1XG0/yqXqagDcHm+YWy0tFkMjwwDUNDVgt0WxtrCE5IQkIHhj\nRpLmIkq3szxrOVWNNYD8HSVNFuuII9YRR05GcHR41OViYGSQgeHgo3egn96BYKmlKBx48eBRvQyr\no9j8wZWcfVjIz14pA19p0bjZ4HeqSP36oePrtxFTbCNJkrRgCHFjIOxyKRiGnfSEQhrb6wD47fty\nVEWaX4mxxeRn5yJMC73yFrF0C+KjCzACg4D8HSXdrOsXSovGJEC/OYp9NNinrI4oVi5ffuebJkm3\nya2kPf9fpmk+Eno+Vdrzu6FtxtKe203TTJ3luDI4liRJkiRJkiRJWsQiLe35DJAvhFgKtAPPAV+4\nbps/AH8KnAI+B3w020HD/SFIkiRJkiRJkiRJi9tNBb+hObwvAAe4VuroihDi/wbOmKb5NvAz4BUh\nRA3QSzBAliRJkiRJkiRJkqSwuek6v5IkSZIkSZIkSZIUaeTSbZIkSZIkSZIkSdKiJ4NfSZIkSZIk\nSZIkadGTwa8kSZIkSZIkSZK06M0a/AohAkKIc0KI86E//+Z2NUYIkSGE+PU8HGeHEOKsEMInhHh6\nPtomzZ8I7VN/JYQoF0JcEEJ8IITIno/2SfMjQvvUnwshLoXafFgIUTQf7ZPmRyT2qQnH+6wQwhBC\nrJ+vY0qfTiT2JyHEnwohukLtPSeE+M/z0T5pfkRinwod69nQ9VSZEOJX83FMaX5EYp8SQvy/E9pb\nJYTom3Wf2Ra8EkIMmaYZ+2kbd90xFdM0jfk85nXHzwFigb8G3jJN843b9V7SzYvQPrULOGWaplsI\n8RfAbtM05UrmC0SE9qlo0zRHQj8/DnzDNM1Hb9f7STcnEvtU6D2igXcAK/CCaZrnbuf7SXMTif1J\nCPGnwAbTNP/32/Ue0q2L0D6VD7wG7DFNc0gIkWyaZs/tej/p5kRin7ruvV4A1pmm+dWZtptL2vMN\nNXiFELFCiEohxIrQ838XQnwl9PODQojjQohSIcRrQgh76PUGIcQ/CCFKgc8KIZaHRtAuhLbNFUIs\nFUKUhbZXhBA/DI2MXBBC/GXo9fVCiENCiDNCiHeFEGnXt880zWbTNC8DcinrhSkS+9Qnpmm6Q09P\nApm35ZORblUk9qmRCU+jgTvy5SDNWcT1qZDvAf8N8Mz/RyJ9CpHan25ot7RgRGKf+hrwE9M0hwBk\n4LvgRGKfmugLwKuznqVpmjM+AD9wDjgf+vNzodcfAI4Dnwf+GHotCfgEiAo9/xvg/wz93AD89YTj\nngSeCP2sATZgKXAp9NrXgd9wbXQ6nmBd4mNAUui1ZwnWGp6u7S8DT892jvJxZx+R3KdC2/x/wH8J\n9+coH5Hfp4BvALVAE7A83J+jfER2nwLWAb8J/fwxsD7cn6N8RHR/+lOgFbgA/BrICvfnKB8R36d+\nR/Dm3NFQGx8O9+coH5Hdpya8R07o95WY7TwtzG7UNM0b5g2ZpnlQCPEs8BOgJPTyVmAlcEwIIQim\nXR2fsNtrMJ6WtcQ0zbdCx/KGXp/4Fg8A/9MMnZFpmgNCiFXAauCD0PEVoG0O5yAtLBHbp4QQXwI2\nALtu9qSl2yoi+5Rpmv8D+B9CiOeAvwP+7OZPXbpNIqpPhV7/J4IBy/jLt3De0u0RUf0p5C3g303T\n9Akh/hz4Reh40sIQiX3KAuQDOwkGK0eEEKvM0EiwFHaR2KfGPAe8PnaMmcwl+J1SqCHFwCjB6L+d\n4BftAdM0vzjNbs6x3efyFtyYtiyAy6Zpbrv5FksL3ULvU0KIvcB3gJ2mafrm8H5SmC30PjXBa8D/\nuontpTBZwH0qBlgFHAq1MR34vRDiCVPO+12wFnB/wjTN/glPXyQ4YictcAu5TwEtwAkzOAe0UQhR\nBawAzs7hfaUwWeB9asxzBLPpZnVLc35DvgVUEMyvflkIoRIc1t4mhFgOIISIGssRn8g0zWGgRQix\nP7SdJoSIum6zA8BfhI6LECIBqAJShBBbQ69ZhBArb7H9UvhEXJ8SQtxDMDh5wjTN3ps+Y+l2i8Q+\nlT/h6WNA9ZzPVroTIqpPmaY5ZJpmqmmaeaZp5oba9LgMfBeMiOpPodfTJzzdH2qntHBEXJ8C3gTu\nD22TTDDwrb+Jc5Zur0jsUwghCoF40zRPzuks55D/7WNy/vffE+ys5YA9tM2PgO+Gft4NnAYuEpwn\n8ljo9XogccJxlwMHQ9udAZYxOf9bBf6f0PucJ7gSKsAagjnmF4Ay4CtTtHkjcBUYBrqBstnOUz7u\n6JyCSOxTHxC80zXW7jfD/TnKR8T3qf8OXA619yBQHO7PUT4iu09d1/6PkHN+F8wjEvtTqI2XQ/sd\nBArC/TnKR2T3qdB2Y/teJDSnVD4WxiOC+9R3gb+f63nOWupIkiRJkiRJkiRJkiLdXNKeJUmSJEmS\nJEmSJCmiyeBXkiRJkiRJkiRJWvRk8CtJkiRJkiRJkiQtejL4lSRJkiRJkiRJkhY9GfxKkiRJkiRJ\nkiRJi54MfiVJkiRJkiRJkqRFTwa/kiRJkiRJkiRJ0qIng19JkiRJkiRJkiRp0fv/AXvT0TocbGw0\nAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f2f9d7e12e8>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Normalisation des notes de chaque exo\n",
|
||
"notes_exo_norm = notes[list_exo] / barem[list_exo].values[0,:]\n",
|
||
"#notes_exo_norm\n",
|
||
"ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n",
|
||
"d_norm = notes_exo_norm.describe()\n",
|
||
"d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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0XV2YKt8nq6lTPnXKJaJe+RSdy+Tj3Tj/a8ob+/qlPA4WOdVpHJxUtt1unWK7zTPNZrut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\nZmZmlfg/Xg8lCDdh/IMAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f2f9c210a20>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"ax = notes[list_exo+[\"Présentation\"]].hist(figsize = (16,8))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 65,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"BOINA HASSANI Nahimi 0.0\n",
|
||
"ABDALLAH Touraya 0.5\n",
|
||
"HALIBOU Nafilati 0.5\n",
|
||
"HOUMADI Himida 0.5\n",
|
||
"IBRAHIM Laoura 0.5\n",
|
||
"MOENY MOKO Nadjma 0.5\n",
|
||
"AHMED ABDOU El-Karim 1.0\n",
|
||
"BACO ABDALLAH Moustadirane 1.0\n",
|
||
"HOUMADI Antufati 1.0\n",
|
||
"Name: Exercice 4, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 65,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"notes[notes[\"Exercice 4\"] < 1.5][\"Exercice 4\"].sort_values()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 66,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
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"data": {
|
||
"text/plain": [
|
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"YOUSSOUF Asma 0.0\n",
|
||
"AHMED ABDOU El-Karim 0.5\n",
|
||
"IBRAHIM Laoura 0.5\n",
|
||
"ABDALLAH Touraya 1.5\n",
|
||
"AHAMED Anssuifidine 1.5\n",
|
||
"BOINA HASSANI Nahimi 1.5\n",
|
||
"HALIBOU Nafilati 1.5\n",
|
||
"MOENY MOKO Nadjma 1.5\n",
|
||
"ANLI Koudoussia 2.0\n",
|
||
"HOUMADI Himida 2.5\n",
|
||
"HOUMADI ABDALLAH Abdallah 2.5\n",
|
||
"DJADAR Ifrah 3.0\n",
|
||
"HOUMADI Antufati 3.0\n",
|
||
"Name: Exercice 5, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 66,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"notes[notes[\"Exercice 5\"] < 3.5][\"Exercice 5\"].sort_values()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Comprendre le programme de calcul</th>\n",
|
||
" <th>Programme à l'envers</th>\n",
|
||
" <th>Calcul literral</th>\n",
|
||
" <th>Construction</th>\n",
|
||
" <th>Pythagore</th>\n",
|
||
" <th>Choix proposition</th>\n",
|
||
" <th>Probabilité « normale »</th>\n",
|
||
" <th>Probabilité « changement »</th>\n",
|
||
" <th>2 épreuves</th>\n",
|
||
" <th>Divisibilité</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Divisibilité</th>\n",
|
||
" <th>Utilisation du PGCD</th>\n",
|
||
" <th>Extraire l'information</th>\n",
|
||
" <th>Argumentation</th>\n",
|
||
" <th>Résolution</th>\n",
|
||
" <th>Lecture graphique</th>\n",
|
||
" <th>Moyenne</th>\n",
|
||
" <th>Total</th>\n",
|
||
" <th>Formule tableur (somme)</th>\n",
|
||
" <th>Formule tableur (moiyenne)</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1 rows × 24 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Comprendre le programme de calcul Programme à l'envers \\\n",
|
||
"count 0 0 \n",
|
||
"\n",
|
||
" Calcul literral Construction Pythagore Choix proposition \\\n",
|
||
"count 0 0 0 0 \n",
|
||
"\n",
|
||
" Probabilité « normale » Probabilité « changement » 2 épreuves \\\n",
|
||
"count 0 0 0 \n",
|
||
"\n",
|
||
" Divisibilité ... Divisibilité \\\n",
|
||
"count 0 ... 0 \n",
|
||
"\n",
|
||
" Utilisation du PGCD Extraire l'information Argumentation Résolution \\\n",
|
||
"count 0 0 0 0 \n",
|
||
"\n",
|
||
" Lecture graphique Moyenne Total Formule tableur (somme) \\\n",
|
||
"count 0 0 0 0 \n",
|
||
"\n",
|
||
" Formule tableur (moiyenne) \n",
|
||
"count 0 \n",
|
||
"\n",
|
||
"[1 rows x 24 columns]"
|
||
]
|
||
},
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# J'aimerai récupérer le nom des questions qui ont été le moins répondus\n",
|
||
"notes_analysis[:1]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"## Bilan à remplir"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"bilan = texenv.get_template(\"tpl_bilan.tex\")\n",
|
||
"with open(\"./fill_bilan.tex\",\"w\") as f:\n",
|
||
" f.write(bilan.render(eleves = [(\"Nom\",, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.5.1"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 0
|
||
}
|